id	sid	tid	token	lemma	pos
cord-154587-qbmm5st9	1	1	key	key	JJ
cord-154587-qbmm5st9	1	2	:	:	:
cord-154587-qbmm5st9	1	3	cord-154587-qbmm5st9	cord-154587-qbmm5st9	NN
cord-154587-qbmm5st9	1	4	authors	author	NNS
cord-154587-qbmm5st9	1	5	:	:	:
cord-154587-qbmm5st9	1	6	Nguyen	Nguyen	NNP
cord-154587-qbmm5st9	1	7	,	,	,
cord-154587-qbmm5st9	2	1	Thanh	Thanh	NNP
cord-154587-qbmm5st9	2	2	Thi	Thi	NNP
cord-154587-qbmm5st9	2	3	title	title	NN
cord-154587-qbmm5st9	2	4	:	:	:
cord-154587-qbmm5st9	2	5	Artificial	Artificial	NNP
cord-154587-qbmm5st9	2	6	Intelligence	Intelligence	NNP
cord-154587-qbmm5st9	2	7	in	in	IN
cord-154587-qbmm5st9	2	8	the	the	DT
cord-154587-qbmm5st9	2	9	Battle	Battle	NNP
cord-154587-qbmm5st9	2	10	against	against	IN
cord-154587-qbmm5st9	2	11	Coronavirus	Coronavirus	NNP
cord-154587-qbmm5st9	2	12	(	(	-LRB-
cord-154587-qbmm5st9	2	13	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	2	14	)	)	-RRB-
cord-154587-qbmm5st9	2	15	:	:	:
cord-154587-qbmm5st9	2	16	A	a	DT
cord-154587-qbmm5st9	2	17	Survey	Survey	NNP
cord-154587-qbmm5st9	2	18	and	and	CC
cord-154587-qbmm5st9	2	19	Future	Future	NNP
cord-154587-qbmm5st9	2	20	Research	Research	NNP
cord-154587-qbmm5st9	2	21	Directions	Directions	NNP
cord-154587-qbmm5st9	2	22	date	date	NN
cord-154587-qbmm5st9	2	23	:	:	:
cord-154587-qbmm5st9	2	24	2020	2020	CD
cord-154587-qbmm5st9	2	25	-	-	HYPH
cord-154587-qbmm5st9	2	26	07	07	CD
cord-154587-qbmm5st9	2	27	-	-	SYM
cord-154587-qbmm5st9	2	28	30	30	CD
cord-154587-qbmm5st9	2	29	journal	journal	NN
cord-154587-qbmm5st9	2	30	:	:	:
cord-154587-qbmm5st9	2	31	nan	nan	NNP
cord-154587-qbmm5st9	2	32	DOI	DOI	NNP
cord-154587-qbmm5st9	2	33	:	:	:
cord-154587-qbmm5st9	3	1	nan	nan	NNP
cord-154587-qbmm5st9	3	2	sha	sha	NNP
cord-154587-qbmm5st9	3	3	:	:	:
cord-154587-qbmm5st9	3	4	5d11bb6137eda1e99e84196bbf9724bf03035a67	5d11bb6137eda1e99e84196bbf9724bf03035a67	CD
cord-154587-qbmm5st9	3	5	doc_id	doc_id	CD
cord-154587-qbmm5st9	3	6	:	:	:
cord-154587-qbmm5st9	3	7	154587	154587	CD
cord-154587-qbmm5st9	3	8	cord_uid	cord_uid	NN
cord-154587-qbmm5st9	3	9	:	:	:
cord-154587-qbmm5st9	4	1	qbmm5st9	qbmm5st9	NFP
cord-154587-qbmm5st9	4	2	Artificial	artificial	JJ
cord-154587-qbmm5st9	4	3	intelligence	intelligence	NN
cord-154587-qbmm5st9	4	4	(	(	-LRB-
cord-154587-qbmm5st9	4	5	AI	AI	NNP
cord-154587-qbmm5st9	4	6	)	)	-RRB-
cord-154587-qbmm5st9	4	7	has	have	VBZ
cord-154587-qbmm5st9	4	8	been	be	VBN
cord-154587-qbmm5st9	4	9	applied	apply	VBN
cord-154587-qbmm5st9	4	10	widely	widely	RB
cord-154587-qbmm5st9	4	11	in	in	IN
cord-154587-qbmm5st9	4	12	our	-PRON-	PRP$
cord-154587-qbmm5st9	4	13	daily	daily	JJ
cord-154587-qbmm5st9	4	14	lives	life	NNS
cord-154587-qbmm5st9	4	15	in	in	IN
cord-154587-qbmm5st9	4	16	a	a	DT
cord-154587-qbmm5st9	4	17	variety	variety	NN
cord-154587-qbmm5st9	4	18	of	of	IN
cord-154587-qbmm5st9	4	19	ways	way	NNS
cord-154587-qbmm5st9	4	20	with	with	IN
cord-154587-qbmm5st9	4	21	numerous	numerous	JJ
cord-154587-qbmm5st9	4	22	successful	successful	JJ
cord-154587-qbmm5st9	4	23	stories	story	NNS
cord-154587-qbmm5st9	4	24	.	.	.
cord-154587-qbmm5st9	5	1	AI	AI	NNP
cord-154587-qbmm5st9	5	2	has	have	VBZ
cord-154587-qbmm5st9	5	3	also	also	RB
cord-154587-qbmm5st9	5	4	contributed	contribute	VBN
cord-154587-qbmm5st9	5	5	to	to	IN
cord-154587-qbmm5st9	5	6	dealing	deal	VBG
cord-154587-qbmm5st9	5	7	with	with	IN
cord-154587-qbmm5st9	5	8	the	the	DT
cord-154587-qbmm5st9	5	9	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	5	10	disease	disease	NN
cord-154587-qbmm5st9	5	11	(	(	-LRB-
cord-154587-qbmm5st9	5	12	COVID-19	covid-19	VB
cord-154587-qbmm5st9	5	13	)	)	-RRB-
cord-154587-qbmm5st9	5	14	pandemic	pandemic	NN
cord-154587-qbmm5st9	5	15	,	,	,
cord-154587-qbmm5st9	5	16	which	which	WDT
cord-154587-qbmm5st9	5	17	has	have	VBZ
cord-154587-qbmm5st9	5	18	been	be	VBN
cord-154587-qbmm5st9	5	19	happening	happen	VBG
cord-154587-qbmm5st9	5	20	around	around	IN
cord-154587-qbmm5st9	5	21	the	the	DT
cord-154587-qbmm5st9	5	22	globe	globe	NN
cord-154587-qbmm5st9	5	23	.	.	.
cord-154587-qbmm5st9	6	1	This	this	DT
cord-154587-qbmm5st9	6	2	paper	paper	NN
cord-154587-qbmm5st9	6	3	presents	present	VBZ
cord-154587-qbmm5st9	6	4	a	a	DT
cord-154587-qbmm5st9	6	5	survey	survey	NN
cord-154587-qbmm5st9	6	6	of	of	IN
cord-154587-qbmm5st9	6	7	AI	AI	NNP
cord-154587-qbmm5st9	6	8	methods	method	NNS
cord-154587-qbmm5st9	6	9	being	be	VBG
cord-154587-qbmm5st9	6	10	used	use	VBN
cord-154587-qbmm5st9	6	11	in	in	IN
cord-154587-qbmm5st9	6	12	various	various	JJ
cord-154587-qbmm5st9	6	13	applications	application	NNS
cord-154587-qbmm5st9	6	14	in	in	IN
cord-154587-qbmm5st9	6	15	the	the	DT
cord-154587-qbmm5st9	6	16	fight	fight	NN
cord-154587-qbmm5st9	6	17	against	against	IN
cord-154587-qbmm5st9	6	18	the	the	DT
cord-154587-qbmm5st9	6	19	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	6	20	outbreak	outbreak	NN
cord-154587-qbmm5st9	6	21	and	and	CC
cord-154587-qbmm5st9	6	22	outlines	outline	VBZ
cord-154587-qbmm5st9	6	23	the	the	DT
cord-154587-qbmm5st9	6	24	crucial	crucial	JJ
cord-154587-qbmm5st9	6	25	roles	role	NNS
cord-154587-qbmm5st9	6	26	of	of	IN
cord-154587-qbmm5st9	6	27	AI	AI	NNP
cord-154587-qbmm5st9	6	28	research	research	NN
cord-154587-qbmm5st9	6	29	in	in	IN
cord-154587-qbmm5st9	6	30	this	this	DT
cord-154587-qbmm5st9	6	31	unprecedented	unprecedented	JJ
cord-154587-qbmm5st9	6	32	battle	battle	NN
cord-154587-qbmm5st9	6	33	.	.	.
cord-154587-qbmm5st9	7	1	We	-PRON-	PRP
cord-154587-qbmm5st9	7	2	touch	touch	VBP
cord-154587-qbmm5st9	7	3	on	on	IN
cord-154587-qbmm5st9	7	4	a	a	DT
cord-154587-qbmm5st9	7	5	number	number	NN
cord-154587-qbmm5st9	7	6	of	of	IN
cord-154587-qbmm5st9	7	7	areas	area	NNS
cord-154587-qbmm5st9	7	8	where	where	WRB
cord-154587-qbmm5st9	7	9	AI	AI	NNP
cord-154587-qbmm5st9	7	10	plays	play	VBZ
cord-154587-qbmm5st9	7	11	as	as	IN
cord-154587-qbmm5st9	7	12	an	an	DT
cord-154587-qbmm5st9	7	13	essential	essential	JJ
cord-154587-qbmm5st9	7	14	component	component	NN
cord-154587-qbmm5st9	7	15	,	,	,
cord-154587-qbmm5st9	7	16	from	from	IN
cord-154587-qbmm5st9	7	17	medical	medical	JJ
cord-154587-qbmm5st9	7	18	image	image	NN
cord-154587-qbmm5st9	7	19	processing	processing	NN
cord-154587-qbmm5st9	7	20	,	,	,
cord-154587-qbmm5st9	7	21	data	datum	NNS
cord-154587-qbmm5st9	7	22	analytics	analytic	NNS
cord-154587-qbmm5st9	7	23	,	,	,
cord-154587-qbmm5st9	7	24	text	text	NN
cord-154587-qbmm5st9	7	25	mining	mining	NN
cord-154587-qbmm5st9	7	26	and	and	CC
cord-154587-qbmm5st9	7	27	natural	natural	JJ
cord-154587-qbmm5st9	7	28	language	language	NN
cord-154587-qbmm5st9	7	29	processing	processing	NN
cord-154587-qbmm5st9	7	30	,	,	,
cord-154587-qbmm5st9	7	31	the	the	DT
cord-154587-qbmm5st9	7	32	Internet	internet	NN
cord-154587-qbmm5st9	7	33	of	of	IN
cord-154587-qbmm5st9	7	34	Things	thing	NNS
cord-154587-qbmm5st9	7	35	,	,	,
cord-154587-qbmm5st9	7	36	to	to	IN
cord-154587-qbmm5st9	7	37	computational	computational	JJ
cord-154587-qbmm5st9	7	38	biology	biology	NN
cord-154587-qbmm5st9	7	39	and	and	CC
cord-154587-qbmm5st9	7	40	medicine	medicine	NN
cord-154587-qbmm5st9	7	41	.	.	.
cord-154587-qbmm5st9	8	1	A	a	DT
cord-154587-qbmm5st9	8	2	summary	summary	NN
cord-154587-qbmm5st9	8	3	of	of	IN
cord-154587-qbmm5st9	8	4	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	8	5	related	related	JJ
cord-154587-qbmm5st9	8	6	data	datum	NNS
cord-154587-qbmm5st9	8	7	sources	source	NNS
cord-154587-qbmm5st9	8	8	that	that	WDT
cord-154587-qbmm5st9	8	9	are	be	VBP
cord-154587-qbmm5st9	8	10	available	available	JJ
cord-154587-qbmm5st9	8	11	for	for	IN
cord-154587-qbmm5st9	8	12	research	research	NN
cord-154587-qbmm5st9	8	13	purposes	purpose	NNS
cord-154587-qbmm5st9	8	14	is	be	VBZ
cord-154587-qbmm5st9	8	15	also	also	RB
cord-154587-qbmm5st9	8	16	presented	present	VBN
cord-154587-qbmm5st9	8	17	.	.	.
cord-154587-qbmm5st9	9	1	Research	research	NN
cord-154587-qbmm5st9	9	2	directions	direction	NNS
cord-154587-qbmm5st9	9	3	on	on	IN
cord-154587-qbmm5st9	9	4	exploring	explore	VBG
cord-154587-qbmm5st9	9	5	the	the	DT
cord-154587-qbmm5st9	9	6	potentials	potential	NNS
cord-154587-qbmm5st9	9	7	of	of	IN
cord-154587-qbmm5st9	9	8	AI	AI	NNP
cord-154587-qbmm5st9	9	9	and	and	CC
cord-154587-qbmm5st9	9	10	enhancing	enhance	VBG
cord-154587-qbmm5st9	9	11	its	-PRON-	PRP$
cord-154587-qbmm5st9	9	12	capabilities	capability	NNS
cord-154587-qbmm5st9	9	13	and	and	CC
cord-154587-qbmm5st9	9	14	power	power	NN
cord-154587-qbmm5st9	9	15	in	in	IN
cord-154587-qbmm5st9	9	16	the	the	DT
cord-154587-qbmm5st9	9	17	battle	battle	NN
cord-154587-qbmm5st9	9	18	are	be	VBP
cord-154587-qbmm5st9	9	19	thoroughly	thoroughly	RB
cord-154587-qbmm5st9	9	20	discussed	discuss	VBN
cord-154587-qbmm5st9	9	21	.	.	.
cord-154587-qbmm5st9	10	1	We	-PRON-	PRP
cord-154587-qbmm5st9	10	2	highlight	highlight	VBP
cord-154587-qbmm5st9	10	3	13	13	CD
cord-154587-qbmm5st9	10	4	groups	group	NNS
cord-154587-qbmm5st9	10	5	of	of	IN
cord-154587-qbmm5st9	10	6	problems	problem	NNS
cord-154587-qbmm5st9	10	7	related	relate	VBN
cord-154587-qbmm5st9	10	8	to	to	IN
cord-154587-qbmm5st9	10	9	the	the	DT
cord-154587-qbmm5st9	10	10	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	10	11	pandemic	pandemic	NN
cord-154587-qbmm5st9	10	12	and	and	CC
cord-154587-qbmm5st9	10	13	point	point	VB
cord-154587-qbmm5st9	10	14	out	out	RP
cord-154587-qbmm5st9	10	15	promising	promising	JJ
cord-154587-qbmm5st9	10	16	AI	ai	NN
cord-154587-qbmm5st9	10	17	methods	method	NNS
cord-154587-qbmm5st9	10	18	and	and	CC
cord-154587-qbmm5st9	10	19	tools	tool	NNS
cord-154587-qbmm5st9	10	20	that	that	WDT
cord-154587-qbmm5st9	10	21	can	can	MD
cord-154587-qbmm5st9	10	22	be	be	VB
cord-154587-qbmm5st9	10	23	used	use	VBN
cord-154587-qbmm5st9	10	24	to	to	TO
cord-154587-qbmm5st9	10	25	solve	solve	VB
cord-154587-qbmm5st9	10	26	those	those	DT
cord-154587-qbmm5st9	10	27	problems	problem	NNS
cord-154587-qbmm5st9	10	28	.	.	.
cord-154587-qbmm5st9	11	1	It	-PRON-	PRP
cord-154587-qbmm5st9	11	2	is	be	VBZ
cord-154587-qbmm5st9	11	3	envisaged	envisage	VBN
cord-154587-qbmm5st9	11	4	that	that	IN
cord-154587-qbmm5st9	11	5	this	this	DT
cord-154587-qbmm5st9	11	6	study	study	NN
cord-154587-qbmm5st9	11	7	will	will	MD
cord-154587-qbmm5st9	11	8	provide	provide	VB
cord-154587-qbmm5st9	11	9	AI	AI	NNP
cord-154587-qbmm5st9	11	10	researchers	researcher	NNS
cord-154587-qbmm5st9	11	11	and	and	CC
cord-154587-qbmm5st9	11	12	the	the	DT
cord-154587-qbmm5st9	11	13	wider	wide	JJR
cord-154587-qbmm5st9	11	14	community	community	NN
cord-154587-qbmm5st9	11	15	an	an	DT
cord-154587-qbmm5st9	11	16	overview	overview	NN
cord-154587-qbmm5st9	11	17	of	of	IN
cord-154587-qbmm5st9	11	18	the	the	DT
cord-154587-qbmm5st9	11	19	current	current	JJ
cord-154587-qbmm5st9	11	20	status	status	NN
cord-154587-qbmm5st9	11	21	of	of	IN
cord-154587-qbmm5st9	11	22	AI	AI	NNP
cord-154587-qbmm5st9	11	23	applications	application	NNS
cord-154587-qbmm5st9	11	24	and	and	CC
cord-154587-qbmm5st9	11	25	motivate	motivate	VB
cord-154587-qbmm5st9	11	26	researchers	researcher	NNS
cord-154587-qbmm5st9	11	27	in	in	IN
cord-154587-qbmm5st9	11	28	harnessing	harness	VBG
cord-154587-qbmm5st9	11	29	AI	AI	NNP
cord-154587-qbmm5st9	11	30	potentials	potential	NNS
cord-154587-qbmm5st9	11	31	in	in	IN
cord-154587-qbmm5st9	11	32	the	the	DT
cord-154587-qbmm5st9	11	33	fight	fight	NN
cord-154587-qbmm5st9	11	34	against	against	IN
cord-154587-qbmm5st9	11	35	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	11	36	.	.	.
cord-154587-qbmm5st9	12	1	T	T	NNP
cord-154587-qbmm5st9	12	2	HE	HE	NNP
cord-154587-qbmm5st9	12	3	novel	novel	JJ
cord-154587-qbmm5st9	12	4	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	12	5	disease	disease	NN
cord-154587-qbmm5st9	12	6	(	(	-LRB-
cord-154587-qbmm5st9	12	7	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	12	8	)	)	-RRB-
cord-154587-qbmm5st9	12	9	has	have	VBZ
cord-154587-qbmm5st9	12	10	created	create	VBN
cord-154587-qbmm5st9	12	11	tremendous	tremendous	JJ
cord-154587-qbmm5st9	12	12	chaos	chaos	NN
cord-154587-qbmm5st9	12	13	around	around	IN
cord-154587-qbmm5st9	12	14	the	the	DT
cord-154587-qbmm5st9	12	15	world	world	NN
cord-154587-qbmm5st9	12	16	,	,	,
cord-154587-qbmm5st9	12	17	affecting	affect	VBG
cord-154587-qbmm5st9	12	18	people	people	NNS
cord-154587-qbmm5st9	12	19	's	's	POS
cord-154587-qbmm5st9	12	20	lives	life	NNS
cord-154587-qbmm5st9	12	21	and	and	CC
cord-154587-qbmm5st9	12	22	causing	cause	VBG
cord-154587-qbmm5st9	12	23	a	a	DT
cord-154587-qbmm5st9	12	24	large	large	JJ
cord-154587-qbmm5st9	12	25	number	number	NN
cord-154587-qbmm5st9	12	26	of	of	IN
cord-154587-qbmm5st9	12	27	deaths	death	NNS
cord-154587-qbmm5st9	12	28	.	.	.
cord-154587-qbmm5st9	13	1	Since	since	IN
cord-154587-qbmm5st9	13	2	the	the	DT
cord-154587-qbmm5st9	13	3	first	first	JJ
cord-154587-qbmm5st9	13	4	cases	case	NNS
cord-154587-qbmm5st9	13	5	were	be	VBD
cord-154587-qbmm5st9	13	6	detected	detect	VBN
cord-154587-qbmm5st9	13	7	,	,	,
cord-154587-qbmm5st9	13	8	the	the	DT
cord-154587-qbmm5st9	13	9	disease	disease	NN
cord-154587-qbmm5st9	13	10	has	have	VBZ
cord-154587-qbmm5st9	13	11	spread	spread	VBN
cord-154587-qbmm5st9	13	12	to	to	IN
cord-154587-qbmm5st9	13	13	almost	almost	RB
cord-154587-qbmm5st9	13	14	every	every	DT
cord-154587-qbmm5st9	13	15	country	country	NN
cord-154587-qbmm5st9	13	16	,	,	,
cord-154587-qbmm5st9	13	17	causing	cause	VBG
cord-154587-qbmm5st9	13	18	deaths	death	NNS
cord-154587-qbmm5st9	13	19	of	of	IN
cord-154587-qbmm5st9	13	20	over	over	IN
cord-154587-qbmm5st9	13	21	580,000	580,000	CD
cord-154587-qbmm5st9	13	22	people	people	NNS
cord-154587-qbmm5st9	13	23	among	among	IN
cord-154587-qbmm5st9	13	24	nearly	nearly	RB
cord-154587-qbmm5st9	13	25	13,379,000	13,379,000	CD
cord-154587-qbmm5st9	13	26	confirmed	confirm	VBN
cord-154587-qbmm5st9	13	27	cases	case	NNS
cord-154587-qbmm5st9	13	28	based	base	VBN
cord-154587-qbmm5st9	13	29	on	on	IN
cord-154587-qbmm5st9	13	30	statistics	statistic	NNS
cord-154587-qbmm5st9	13	31	of	of	IN
cord-154587-qbmm5st9	13	32	the	the	DT
cord-154587-qbmm5st9	13	33	World	World	NNP
cord-154587-qbmm5st9	13	34	Health	Health	NNP
cord-154587-qbmm5st9	13	35	Organization	Organization	NNP
cord-154587-qbmm5st9	13	36	in	in	IN
cord-154587-qbmm5st9	13	37	the	the	DT
cord-154587-qbmm5st9	13	38	middle	middle	NN
cord-154587-qbmm5st9	13	39	of	of	IN
cord-154587-qbmm5st9	13	40	July	July	NNP
cord-154587-qbmm5st9	13	41	2020	2020	CD
cord-154587-qbmm5st9	13	42	[	[	-LRB-
cord-154587-qbmm5st9	13	43	1	1	CD
cord-154587-qbmm5st9	13	44	]	]	-RRB-
cord-154587-qbmm5st9	13	45	.	.	.
cord-154587-qbmm5st9	14	1	Governments	government	NNS
cord-154587-qbmm5st9	14	2	of	of	IN
cord-154587-qbmm5st9	14	3	many	many	JJ
cord-154587-qbmm5st9	14	4	countries	country	NNS
cord-154587-qbmm5st9	14	5	have	have	VBP
cord-154587-qbmm5st9	14	6	proposed	propose	VBN
cord-154587-qbmm5st9	14	7	intervention	intervention	NN
cord-154587-qbmm5st9	14	8	policies	policy	NNS
cord-154587-qbmm5st9	14	9	to	to	TO
cord-154587-qbmm5st9	14	10	mitigate	mitigate	VB
cord-154587-qbmm5st9	14	11	the	the	DT
cord-154587-qbmm5st9	14	12	impacts	impact	NNS
cord-154587-qbmm5st9	14	13	of	of	IN
cord-154587-qbmm5st9	14	14	the	the	DT
cord-154587-qbmm5st9	14	15	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	14	16	pandemic	pandemic	NN
cord-154587-qbmm5st9	14	17	.	.	.
cord-154587-qbmm5st9	15	1	Science	science	NN
cord-154587-qbmm5st9	15	2	and	and	CC
cord-154587-qbmm5st9	15	3	technology	technology	NN
cord-154587-qbmm5st9	15	4	have	have	VBP
cord-154587-qbmm5st9	15	5	contributed	contribute	VBN
cord-154587-qbmm5st9	15	6	significantly	significantly	RB
cord-154587-qbmm5st9	15	7	to	to	IN
cord-154587-qbmm5st9	15	8	the	the	DT
cord-154587-qbmm5st9	15	9	implementations	implementation	NNS
cord-154587-qbmm5st9	15	10	of	of	IN
cord-154587-qbmm5st9	15	11	these	these	DT
cord-154587-qbmm5st9	15	12	policies	policy	NNS
cord-154587-qbmm5st9	15	13	during	during	IN
cord-154587-qbmm5st9	15	14	this	this	DT
cord-154587-qbmm5st9	15	15	unprecedented	unprecedented	JJ
cord-154587-qbmm5st9	15	16	and	and	CC
cord-154587-qbmm5st9	15	17	chaotic	chaotic	JJ
cord-154587-qbmm5st9	15	18	time	time	NN
cord-154587-qbmm5st9	15	19	.	.	.
cord-154587-qbmm5st9	16	1	For	for	IN
cord-154587-qbmm5st9	16	2	example	example	NN
cord-154587-qbmm5st9	16	3	,	,	,
cord-154587-qbmm5st9	16	4	robots	robot	NNS
cord-154587-qbmm5st9	16	5	are	be	VBP
cord-154587-qbmm5st9	16	6	used	use	VBN
cord-154587-qbmm5st9	16	7	in	in	IN
cord-154587-qbmm5st9	16	8	hospitals	hospital	NNS
cord-154587-qbmm5st9	16	9	to	to	TO
cord-154587-qbmm5st9	16	10	deliver	deliver	VB
cord-154587-qbmm5st9	16	11	food	food	NN
cord-154587-qbmm5st9	16	12	and	and	CC
cord-154587-qbmm5st9	16	13	medicine	medicine	NN
cord-154587-qbmm5st9	16	14	to	to	IN
cord-154587-qbmm5st9	16	15	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	16	16	patients	patient	NNS
cord-154587-qbmm5st9	16	17	or	or	CC
cord-154587-qbmm5st9	16	18	drones	drone	NNS
cord-154587-qbmm5st9	16	19	are	be	VBP
cord-154587-qbmm5st9	16	20	used	use	VBN
cord-154587-qbmm5st9	16	21	to	to	TO
cord-154587-qbmm5st9	16	22	disinfect	disinfect	VB
cord-154587-qbmm5st9	16	23	streets	street	NNS
cord-154587-qbmm5st9	16	24	and	and	CC
cord-154587-qbmm5st9	16	25	public	public	JJ
cord-154587-qbmm5st9	16	26	spaces	space	NNS
cord-154587-qbmm5st9	16	27	.	.	.
cord-154587-qbmm5st9	17	1	Many	many	JJ
cord-154587-qbmm5st9	17	2	medical	medical	JJ
cord-154587-qbmm5st9	17	3	researchers	researcher	NNS
cord-154587-qbmm5st9	17	4	are	be	VBP
cord-154587-qbmm5st9	17	5	rushing	rush	VBG
cord-154587-qbmm5st9	17	6	to	to	TO
cord-154587-qbmm5st9	17	7	investigate	investigate	VB
cord-154587-qbmm5st9	17	8	drugs	drug	NNS
cord-154587-qbmm5st9	17	9	and	and	CC
cord-154587-qbmm5st9	17	10	medicines	medicine	NNS
cord-154587-qbmm5st9	17	11	to	to	TO
cord-154587-qbmm5st9	17	12	treat	treat	VB
cord-154587-qbmm5st9	17	13	infected	infected	JJ
cord-154587-qbmm5st9	17	14	patients	patient	NNS
cord-154587-qbmm5st9	17	15	whilst	whilst	IN
cord-154587-qbmm5st9	17	16	others	other	NNS
cord-154587-qbmm5st9	17	17	are	be	VBP
cord-154587-qbmm5st9	17	18	attempting	attempt	VBG
cord-154587-qbmm5st9	17	19	to	to	TO
cord-154587-qbmm5st9	17	20	develop	develop	VB
cord-154587-qbmm5st9	17	21	vaccines	vaccine	NNS
cord-154587-qbmm5st9	17	22	to	to	TO
cord-154587-qbmm5st9	17	23	prevent	prevent	VB
cord-154587-qbmm5st9	17	24	the	the	DT
cord-154587-qbmm5st9	17	25	virus	virus	NN
cord-154587-qbmm5st9	17	26	.	.	.
cord-154587-qbmm5st9	18	1	Computer	computer	NN
cord-154587-qbmm5st9	18	2	science	science	NN
cord-154587-qbmm5st9	18	3	researchers	researcher	NNS
cord-154587-qbmm5st9	18	4	on	on	IN
cord-154587-qbmm5st9	18	5	the	the	DT
cord-154587-qbmm5st9	18	6	other	other	JJ
cord-154587-qbmm5st9	18	7	hand	hand	NN
cord-154587-qbmm5st9	18	8	have	have	VBP
cord-154587-qbmm5st9	18	9	managed	manage	VBN
cord-154587-qbmm5st9	18	10	to	to	TO
cord-154587-qbmm5st9	18	11	early	early	RB
cord-154587-qbmm5st9	18	12	detect	detect	VB
cord-154587-qbmm5st9	18	13	infectious	infectious	JJ
cord-154587-qbmm5st9	18	14	patients	patient	NNS
cord-154587-qbmm5st9	18	15	using	use	VBG
cord-154587-qbmm5st9	18	16	techniques	technique	NNS
cord-154587-qbmm5st9	18	17	that	that	WDT
cord-154587-qbmm5st9	18	18	can	can	MD
cord-154587-qbmm5st9	18	19	process	process	VB
cord-154587-qbmm5st9	18	20	and	and	CC
cord-154587-qbmm5st9	18	21	understand	understand	VB
cord-154587-qbmm5st9	18	22	medical	medical	JJ
cord-154587-qbmm5st9	18	23	imaging	imaging	NN
cord-154587-qbmm5st9	18	24	data	datum	NNS
cord-154587-qbmm5st9	18	25	such	such	JJ
cord-154587-qbmm5st9	18	26	as	as	IN
cord-154587-qbmm5st9	18	27	X	x	NN
cord-154587-qbmm5st9	18	28	-	-	NN
cord-154587-qbmm5st9	18	29	ray	ray	NN
cord-154587-qbmm5st9	18	30	images	image	NNS
cord-154587-qbmm5st9	18	31	and	and	CC
cord-154587-qbmm5st9	18	32	computed	compute	VBN
cord-154587-qbmm5st9	18	33	tomography	tomography	NN
cord-154587-qbmm5st9	18	34	(	(	-LRB-
cord-154587-qbmm5st9	18	35	CT	CT	NNP
cord-154587-qbmm5st9	18	36	)	)	-RRB-
cord-154587-qbmm5st9	18	37	scans	scan	NNS
cord-154587-qbmm5st9	18	38	.	.	.
cord-154587-qbmm5st9	19	1	These	these	DT
cord-154587-qbmm5st9	19	2	computational	computational	JJ
cord-154587-qbmm5st9	19	3	techniques	technique	NNS
cord-154587-qbmm5st9	19	4	are	be	VBP
cord-154587-qbmm5st9	19	5	part	part	NN
cord-154587-qbmm5st9	19	6	of	of	IN
cord-154587-qbmm5st9	19	7	artificial	artificial	JJ
cord-154587-qbmm5st9	19	8	intelligence	intelligence	NN
cord-154587-qbmm5st9	19	9	(	(	-LRB-
cord-154587-qbmm5st9	19	10	AI	AI	NNP
cord-154587-qbmm5st9	19	11	)	)	-RRB-
cord-154587-qbmm5st9	19	12	,	,	,
cord-154587-qbmm5st9	19	13	which	which	WDT
cord-154587-qbmm5st9	19	14	has	have	VBZ
cord-154587-qbmm5st9	19	15	been	be	VBN
cord-154587-qbmm5st9	19	16	applied	apply	VBN
cord-154587-qbmm5st9	19	17	successfully	successfully	RB
cord-154587-qbmm5st9	19	18	in	in	IN
cord-154587-qbmm5st9	19	19	various	various	JJ
cord-154587-qbmm5st9	19	20	fields	field	NNS
cord-154587-qbmm5st9	19	21	.	.	.
cord-154587-qbmm5st9	20	1	This	this	DT
cord-154587-qbmm5st9	20	2	paper	paper	NN
cord-154587-qbmm5st9	20	3	focuses	focus	VBZ
cord-154587-qbmm5st9	20	4	on	on	IN
cord-154587-qbmm5st9	20	5	the	the	DT
cord-154587-qbmm5st9	20	6	roles	role	NNS
cord-154587-qbmm5st9	20	7	of	of	IN
cord-154587-qbmm5st9	20	8	AI	AI	NNP
cord-154587-qbmm5st9	20	9	technologies	technology	NNS
cord-154587-qbmm5st9	20	10	in	in	IN
cord-154587-qbmm5st9	20	11	the	the	DT
cord-154587-qbmm5st9	20	12	battle	battle	NN
cord-154587-qbmm5st9	20	13	against	against	IN
cord-154587-qbmm5st9	20	14	the	the	DT
cord-154587-qbmm5st9	20	15	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	20	16	pandemic	pandemic	NN
cord-154587-qbmm5st9	20	17	.	.	.
cord-154587-qbmm5st9	21	1	We	-PRON-	PRP
cord-154587-qbmm5st9	21	2	provide	provide	VBP
cord-154587-qbmm5st9	21	3	a	a	DT
cord-154587-qbmm5st9	21	4	comprehensive	comprehensive	JJ
cord-154587-qbmm5st9	21	5	survey	survey	NN
cord-154587-qbmm5st9	21	6	of	of	IN
cord-154587-qbmm5st9	21	7	AI	AI	NNP
cord-154587-qbmm5st9	21	8	T.	T.	NNP
cord-154587-qbmm5st9	21	9	T.	T.	NNP
cord-154587-qbmm5st9	21	10	Nguyen	Nguyen	NNP
cord-154587-qbmm5st9	21	11	is	be	VBZ
cord-154587-qbmm5st9	21	12	with	with	IN
cord-154587-qbmm5st9	21	13	the	the	DT
cord-154587-qbmm5st9	21	14	School	School	NNP
cord-154587-qbmm5st9	21	15	of	of	IN
cord-154587-qbmm5st9	21	16	Information	Information	NNP
cord-154587-qbmm5st9	21	17	Technology	Technology	NNP
cord-154587-qbmm5st9	21	18	,	,	,
cord-154587-qbmm5st9	21	19	Deakin	Deakin	NNP
cord-154587-qbmm5st9	21	20	University	University	NNP
cord-154587-qbmm5st9	21	21	,	,	,
cord-154587-qbmm5st9	21	22	Victoria	Victoria	NNP
cord-154587-qbmm5st9	21	23	,	,	,
cord-154587-qbmm5st9	21	24	3216	3216	CD
cord-154587-qbmm5st9	21	25	,	,	,
cord-154587-qbmm5st9	21	26	Australia	Australia	NNP
cord-154587-qbmm5st9	21	27	.	.	.
cord-154587-qbmm5st9	22	1	E	e	NN
cord-154587-qbmm5st9	22	2	-	-	NN
cord-154587-qbmm5st9	22	3	mail	mail	NN
cord-154587-qbmm5st9	22	4	:	:	:
cord-154587-qbmm5st9	23	1	thanh.nguyen@deakin.edu.au	thanh.nguyen@deakin.edu.au	UH
cord-154587-qbmm5st9	23	2	.	.	.
cord-154587-qbmm5st9	24	1	applications	application	NNS
cord-154587-qbmm5st9	24	2	that	that	WDT
cord-154587-qbmm5st9	24	3	support	support	VBP
cord-154587-qbmm5st9	24	4	humans	human	NNS
cord-154587-qbmm5st9	24	5	to	to	TO
cord-154587-qbmm5st9	24	6	reduce	reduce	VB
cord-154587-qbmm5st9	24	7	and	and	CC
cord-154587-qbmm5st9	24	8	suppress	suppress	VB
cord-154587-qbmm5st9	24	9	the	the	DT
cord-154587-qbmm5st9	24	10	substantial	substantial	JJ
cord-154587-qbmm5st9	24	11	impacts	impact	NNS
cord-154587-qbmm5st9	24	12	of	of	IN
cord-154587-qbmm5st9	24	13	the	the	DT
cord-154587-qbmm5st9	24	14	outbreak	outbreak	NN
cord-154587-qbmm5st9	24	15	.	.	.
cord-154587-qbmm5st9	25	1	Recent	recent	JJ
cord-154587-qbmm5st9	25	2	advances	advance	NNS
cord-154587-qbmm5st9	25	3	in	in	IN
cord-154587-qbmm5st9	25	4	AI	AI	NNP
cord-154587-qbmm5st9	25	5	have	have	VBP
cord-154587-qbmm5st9	25	6	contributed	contribute	VBN
cord-154587-qbmm5st9	25	7	significantly	significantly	RB
cord-154587-qbmm5st9	25	8	to	to	IN
cord-154587-qbmm5st9	25	9	improving	improve	VBG
cord-154587-qbmm5st9	25	10	humans	human	NNS
cord-154587-qbmm5st9	25	11	'	'	POS
cord-154587-qbmm5st9	25	12	lives	life	NNS
cord-154587-qbmm5st9	25	13	and	and	CC
cord-154587-qbmm5st9	25	14	thus	thus	RB
cord-154587-qbmm5st9	25	15	there	there	EX
cord-154587-qbmm5st9	25	16	is	be	VBZ
cord-154587-qbmm5st9	25	17	a	a	DT
cord-154587-qbmm5st9	25	18	strong	strong	JJ
cord-154587-qbmm5st9	25	19	belief	belief	NN
cord-154587-qbmm5st9	25	20	that	that	IN
cord-154587-qbmm5st9	25	21	proper	proper	JJ
cord-154587-qbmm5st9	25	22	AI	AI	NNP
cord-154587-qbmm5st9	25	23	research	research	NN
cord-154587-qbmm5st9	25	24	plans	plan	NNS
cord-154587-qbmm5st9	25	25	will	will	MD
cord-154587-qbmm5st9	25	26	fully	fully	RB
cord-154587-qbmm5st9	25	27	exploit	exploit	VB
cord-154587-qbmm5st9	25	28	the	the	DT
cord-154587-qbmm5st9	25	29	power	power	NN
cord-154587-qbmm5st9	25	30	of	of	IN
cord-154587-qbmm5st9	25	31	AI	AI	NNP
cord-154587-qbmm5st9	25	32	in	in	IN
cord-154587-qbmm5st9	25	33	helping	help	VBG
cord-154587-qbmm5st9	25	34	humans	human	NNS
cord-154587-qbmm5st9	25	35	to	to	TO
cord-154587-qbmm5st9	25	36	defeat	defeat	VB
cord-154587-qbmm5st9	25	37	this	this	DT
cord-154587-qbmm5st9	25	38	challenging	challenging	JJ
cord-154587-qbmm5st9	25	39	battle	battle	NN
cord-154587-qbmm5st9	25	40	.	.	.
cord-154587-qbmm5st9	26	1	We	-PRON-	PRP
cord-154587-qbmm5st9	26	2	discuss	discuss	VBP
cord-154587-qbmm5st9	26	3	about	about	IN
cord-154587-qbmm5st9	26	4	these	these	DT
cord-154587-qbmm5st9	26	5	possible	possible	JJ
cord-154587-qbmm5st9	26	6	plans	plan	NNS
cord-154587-qbmm5st9	26	7	and	and	CC
cord-154587-qbmm5st9	26	8	highlight	highlight	VB
cord-154587-qbmm5st9	26	9	AI	AI	NNP
cord-154587-qbmm5st9	26	10	research	research	NN
cord-154587-qbmm5st9	26	11	areas	area	NNS
cord-154587-qbmm5st9	26	12	that	that	WDT
cord-154587-qbmm5st9	26	13	could	could	MD
cord-154587-qbmm5st9	26	14	bring	bring	VB
cord-154587-qbmm5st9	26	15	great	great	JJ
cord-154587-qbmm5st9	26	16	benefits	benefit	NNS
cord-154587-qbmm5st9	26	17	and	and	CC
cord-154587-qbmm5st9	26	18	contributions	contribution	NNS
cord-154587-qbmm5st9	26	19	to	to	TO
cord-154587-qbmm5st9	26	20	overcome	overcome	VB
cord-154587-qbmm5st9	26	21	the	the	DT
cord-154587-qbmm5st9	26	22	battle	battle	NN
cord-154587-qbmm5st9	26	23	.	.	.
cord-154587-qbmm5st9	27	1	In	in	IN
cord-154587-qbmm5st9	27	2	addition	addition	NN
cord-154587-qbmm5st9	27	3	,	,	,
cord-154587-qbmm5st9	27	4	we	-PRON-	PRP
cord-154587-qbmm5st9	27	5	present	present	VBP
cord-154587-qbmm5st9	27	6	a	a	DT
cord-154587-qbmm5st9	27	7	summary	summary	NN
cord-154587-qbmm5st9	27	8	of	of	IN
cord-154587-qbmm5st9	27	9	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	27	10	related	related	JJ
cord-154587-qbmm5st9	27	11	data	datum	NNS
cord-154587-qbmm5st9	27	12	sources	source	NNS
cord-154587-qbmm5st9	27	13	to	to	TO
cord-154587-qbmm5st9	27	14	facilitate	facilitate	VB
cord-154587-qbmm5st9	27	15	future	future	JJ
cord-154587-qbmm5st9	27	16	studies	study	NNS
cord-154587-qbmm5st9	27	17	using	use	VBG
cord-154587-qbmm5st9	27	18	AI	AI	NNP
cord-154587-qbmm5st9	27	19	methods	method	NNS
cord-154587-qbmm5st9	27	20	to	to	TO
cord-154587-qbmm5st9	27	21	deal	deal	VB
cord-154587-qbmm5st9	27	22	with	with	IN
cord-154587-qbmm5st9	27	23	the	the	DT
cord-154587-qbmm5st9	27	24	pandemic	pandemic	NN
cord-154587-qbmm5st9	27	25	.	.	.
cord-154587-qbmm5st9	28	1	An	an	DT
cord-154587-qbmm5st9	28	2	overview	overview	NN
cord-154587-qbmm5st9	28	3	of	of	IN
cord-154587-qbmm5st9	28	4	common	common	JJ
cord-154587-qbmm5st9	28	5	AI	AI	NNP
cord-154587-qbmm5st9	28	6	methods	method	NNS
cord-154587-qbmm5st9	28	7	is	be	VBZ
cord-154587-qbmm5st9	28	8	presented	present	VBN
cord-154587-qbmm5st9	28	9	in	in	IN
cord-154587-qbmm5st9	28	10	Fig	Fig	NNP
cord-154587-qbmm5st9	28	11	.	.	NNP
cord-154587-qbmm5st9	28	12	1	1	CD
cord-154587-qbmm5st9	28	13	where	where	WRB
cord-154587-qbmm5st9	28	14	recent	recent	JJ
cord-154587-qbmm5st9	28	15	AI	AI	NNP
cord-154587-qbmm5st9	28	16	development	development	NN
cord-154587-qbmm5st9	28	17	is	be	VBZ
cord-154587-qbmm5st9	28	18	highlighted	highlight	VBN
cord-154587-qbmm5st9	28	19	.	.	.
cord-154587-qbmm5st9	29	1	Machine	machine	NN
cord-154587-qbmm5st9	29	2	learning	learning	NN
cord-154587-qbmm5st9	29	3	,	,	,
cord-154587-qbmm5st9	29	4	especially	especially	RB
cord-154587-qbmm5st9	29	5	deep	deep	JJ
cord-154587-qbmm5st9	29	6	learning	learning	NN
cord-154587-qbmm5st9	29	7	,	,	,
cord-154587-qbmm5st9	29	8	has	have	VBZ
cord-154587-qbmm5st9	29	9	made	make	VBN
cord-154587-qbmm5st9	29	10	great	great	JJ
cord-154587-qbmm5st9	29	11	advances	advance	NNS
cord-154587-qbmm5st9	29	12	and	and	CC
cord-154587-qbmm5st9	29	13	substantial	substantial	JJ
cord-154587-qbmm5st9	29	14	progress	progress	NN
cord-154587-qbmm5st9	29	15	in	in	IN
cord-154587-qbmm5st9	29	16	long	long	RB
cord-154587-qbmm5st9	29	17	-	-	HYPH
cord-154587-qbmm5st9	29	18	standing	stand	VBG
cord-154587-qbmm5st9	29	19	fields	field	NNS
cord-154587-qbmm5st9	29	20	such	such	JJ
cord-154587-qbmm5st9	29	21	as	as	IN
cord-154587-qbmm5st9	29	22	computer	computer	NN
cord-154587-qbmm5st9	29	23	vision	vision	NN
cord-154587-qbmm5st9	29	24	,	,	,
cord-154587-qbmm5st9	29	25	natural	natural	JJ
cord-154587-qbmm5st9	29	26	language	language	NN
cord-154587-qbmm5st9	29	27	processing	processing	NN
cord-154587-qbmm5st9	29	28	(	(	-LRB-
cord-154587-qbmm5st9	29	29	NLP	NLP	NNP
cord-154587-qbmm5st9	29	30	)	)	-RRB-
cord-154587-qbmm5st9	29	31	,	,	,
cord-154587-qbmm5st9	29	32	speech	speech	NN
cord-154587-qbmm5st9	29	33	recognition	recognition	NN
cord-154587-qbmm5st9	29	34	,	,	,
cord-154587-qbmm5st9	29	35	and	and	CC
cord-154587-qbmm5st9	29	36	video	video	NN
cord-154587-qbmm5st9	29	37	games	game	NNS
cord-154587-qbmm5st9	29	38	.	.	.
cord-154587-qbmm5st9	30	1	A	a	DT
cord-154587-qbmm5st9	30	2	significant	significant	JJ
cord-154587-qbmm5st9	30	3	advantage	advantage	NN
cord-154587-qbmm5st9	30	4	of	of	IN
cord-154587-qbmm5st9	30	5	deep	deep	JJ
cord-154587-qbmm5st9	30	6	learning	learning	NN
cord-154587-qbmm5st9	30	7	over	over	IN
cord-154587-qbmm5st9	30	8	traditional	traditional	JJ
cord-154587-qbmm5st9	30	9	machine	machine	NN
cord-154587-qbmm5st9	30	10	learning	learning	NN
cord-154587-qbmm5st9	30	11	techniques	technique	NNS
cord-154587-qbmm5st9	30	12	is	be	VBZ
cord-154587-qbmm5st9	30	13	its	-PRON-	PRP$
cord-154587-qbmm5st9	30	14	ability	ability	NN
cord-154587-qbmm5st9	30	15	to	to	TO
cord-154587-qbmm5st9	30	16	deal	deal	VB
cord-154587-qbmm5st9	30	17	with	with	IN
cord-154587-qbmm5st9	30	18	and	and	CC
cord-154587-qbmm5st9	30	19	make	make	VB
cord-154587-qbmm5st9	30	20	sense	sense	NN
cord-154587-qbmm5st9	30	21	of	of	IN
cord-154587-qbmm5st9	30	22	different	different	JJ
cord-154587-qbmm5st9	30	23	types	type	NNS
cord-154587-qbmm5st9	30	24	of	of	IN
cord-154587-qbmm5st9	30	25	data	datum	NNS
cord-154587-qbmm5st9	30	26	,	,	,
cord-154587-qbmm5st9	30	27	especially	especially	RB
cord-154587-qbmm5st9	30	28	big	big	JJ
cord-154587-qbmm5st9	30	29	and	and	CC
cord-154587-qbmm5st9	30	30	unstructured	unstructured	JJ
cord-154587-qbmm5st9	30	31	data	datum	NNS
cord-154587-qbmm5st9	30	32	,	,	,
cord-154587-qbmm5st9	30	33	e.g.	e.g.	RB
cord-154587-qbmm5st9	30	34	text	text	NN
cord-154587-qbmm5st9	30	35	,	,	,
cord-154587-qbmm5st9	30	36	image	image	NN
cord-154587-qbmm5st9	30	37	,	,	,
cord-154587-qbmm5st9	30	38	video	video	NN
cord-154587-qbmm5st9	30	39	and	and	CC
cord-154587-qbmm5st9	30	40	audio	audio	JJ
cord-154587-qbmm5st9	30	41	data	datum	NNS
cord-154587-qbmm5st9	30	42	.	.	.
cord-154587-qbmm5st9	31	1	A	a	DT
cord-154587-qbmm5st9	31	2	number	number	NN
cord-154587-qbmm5st9	31	3	of	of	IN
cord-154587-qbmm5st9	31	4	industries	industry	NNS
cord-154587-qbmm5st9	31	5	,	,	,
cord-154587-qbmm5st9	31	6	e.g.	e.g.	IN
cord-154587-qbmm5st9	31	7	electronics	electronic	NNS
cord-154587-qbmm5st9	31	8	,	,	,
cord-154587-qbmm5st9	31	9	automotive	automotive	JJ
cord-154587-qbmm5st9	31	10	,	,	,
cord-154587-qbmm5st9	31	11	security	security	NN
cord-154587-qbmm5st9	31	12	,	,	,
cord-154587-qbmm5st9	31	13	retail	retail	NN
cord-154587-qbmm5st9	31	14	,	,	,
cord-154587-qbmm5st9	31	15	agriculture	agriculture	NN
cord-154587-qbmm5st9	31	16	,	,	,
cord-154587-qbmm5st9	31	17	healthcare	healthcare	NN
cord-154587-qbmm5st9	31	18	and	and	CC
cord-154587-qbmm5st9	31	19	medical	medical	JJ
cord-154587-qbmm5st9	31	20	research	research	NN
cord-154587-qbmm5st9	31	21	,	,	,
cord-154587-qbmm5st9	31	22	have	have	VBP
cord-154587-qbmm5st9	31	23	achieved	achieve	VBN
cord-154587-qbmm5st9	31	24	better	well	JJR
cord-154587-qbmm5st9	31	25	outcomes	outcome	NNS
cord-154587-qbmm5st9	31	26	and	and	CC
cord-154587-qbmm5st9	31	27	benefits	benefit	NNS
cord-154587-qbmm5st9	31	28	by	by	IN
cord-154587-qbmm5st9	31	29	using	use	VBG
cord-154587-qbmm5st9	31	30	deep	deep	JJ
cord-154587-qbmm5st9	31	31	learning	learning	NN
cord-154587-qbmm5st9	31	32	and	and	CC
cord-154587-qbmm5st9	31	33	AI	ai	NN
cord-154587-qbmm5st9	31	34	methods	method	NNS
cord-154587-qbmm5st9	31	35	.	.	.
cord-154587-qbmm5st9	32	1	It	-PRON-	PRP
cord-154587-qbmm5st9	32	2	is	be	VBZ
cord-154587-qbmm5st9	32	3	thus	thus	RB
cord-154587-qbmm5st9	32	4	expected	expect	VBN
cord-154587-qbmm5st9	32	5	that	that	IN
cord-154587-qbmm5st9	32	6	AI	AI	NNP
cord-154587-qbmm5st9	32	7	technologies	technology	NNS
cord-154587-qbmm5st9	32	8	can	can	MD
cord-154587-qbmm5st9	32	9	contribute	contribute	VB
cord-154587-qbmm5st9	32	10	to	to	IN
cord-154587-qbmm5st9	32	11	the	the	DT
cord-154587-qbmm5st9	32	12	fight	fight	NN
cord-154587-qbmm5st9	32	13	against	against	IN
cord-154587-qbmm5st9	32	14	the	the	DT
cord-154587-qbmm5st9	32	15	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	32	16	pandemic	pandemic	NN
cord-154587-qbmm5st9	32	17	,	,	,
cord-154587-qbmm5st9	32	18	such	such	JJ
cord-154587-qbmm5st9	32	19	as	as	IN
cord-154587-qbmm5st9	32	20	those	those	DT
cord-154587-qbmm5st9	32	21	surveyed	survey	VBN
cord-154587-qbmm5st9	32	22	in	in	IN
cord-154587-qbmm5st9	32	23	the	the	DT
cord-154587-qbmm5st9	32	24	next	next	JJ
cord-154587-qbmm5st9	32	25	section	section	NN
cord-154587-qbmm5st9	32	26	.	.	.
cord-154587-qbmm5st9	33	1	We	-PRON-	PRP
cord-154587-qbmm5st9	33	2	separate	separate	VBP
cord-154587-qbmm5st9	33	3	surveyed	survey	VBN
cord-154587-qbmm5st9	33	4	papers	paper	NNS
cord-154587-qbmm5st9	33	5	into	into	IN
cord-154587-qbmm5st9	33	6	different	different	JJ
cord-154587-qbmm5st9	33	7	groups	group	NNS
cord-154587-qbmm5st9	33	8	that	that	WDT
cord-154587-qbmm5st9	33	9	include	include	VBP
cord-154587-qbmm5st9	33	10	:	:	:
cord-154587-qbmm5st9	33	11	deep	deep	JJ
cord-154587-qbmm5st9	33	12	learning	learn	VBG
cord-154587-qbmm5st9	33	13	algorithms	algorithm	NNS
cord-154587-qbmm5st9	33	14	for	for	IN
cord-154587-qbmm5st9	33	15	medical	medical	JJ
cord-154587-qbmm5st9	33	16	image	image	NN
cord-154587-qbmm5st9	33	17	processing	processing	NN
cord-154587-qbmm5st9	33	18	,	,	,
cord-154587-qbmm5st9	33	19	data	data	NN
cord-154587-qbmm5st9	33	20	science	science	NN
cord-154587-qbmm5st9	33	21	methods	method	NNS
cord-154587-qbmm5st9	33	22	for	for	IN
cord-154587-qbmm5st9	33	23	pandemic	pandemic	NN
cord-154587-qbmm5st9	33	24	modelling	modelling	NN
cord-154587-qbmm5st9	33	25	,	,	,
cord-154587-qbmm5st9	33	26	AI	AI	NNP
cord-154587-qbmm5st9	33	27	and	and	CC
cord-154587-qbmm5st9	33	28	the	the	DT
cord-154587-qbmm5st9	33	29	Internet	internet	NN
cord-154587-qbmm5st9	33	30	of	of	IN
cord-154587-qbmm5st9	33	31	Things	Things	NNPS
cord-154587-qbmm5st9	33	32	(	(	-LRB-
cord-154587-qbmm5st9	33	33	IoT	IoT	NNP
cord-154587-qbmm5st9	33	34	)	)	-RRB-
cord-154587-qbmm5st9	33	35	,	,	,
cord-154587-qbmm5st9	33	36	AI	AI	NNP
cord-154587-qbmm5st9	33	37	for	for	IN
cord-154587-qbmm5st9	33	38	text	text	NN
cord-154587-qbmm5st9	33	39	mining	mining	NN
cord-154587-qbmm5st9	33	40	and	and	CC
cord-154587-qbmm5st9	33	41	NLP	NLP	NNP
cord-154587-qbmm5st9	33	42	,	,	,
cord-154587-qbmm5st9	33	43	and	and	CC
cord-154587-qbmm5st9	33	44	AI	ai	NN
cord-154587-qbmm5st9	33	45	in	in	IN
cord-154587-qbmm5st9	33	46	computational	computational	JJ
cord-154587-qbmm5st9	33	47	biology	biology	NN
cord-154587-qbmm5st9	33	48	and	and	CC
cord-154587-qbmm5st9	33	49	medicine	medicine	NN
cord-154587-qbmm5st9	33	50	.	.	.
cord-154587-qbmm5st9	34	1	While	while	IN
cord-154587-qbmm5st9	34	2	radiologists	radiologist	NNS
cord-154587-qbmm5st9	34	3	and	and	CC
cord-154587-qbmm5st9	34	4	clinical	clinical	JJ
cord-154587-qbmm5st9	34	5	doctors	doctor	NNS
cord-154587-qbmm5st9	34	6	can	can	MD
cord-154587-qbmm5st9	34	7	learn	learn	VB
cord-154587-qbmm5st9	34	8	to	to	TO
cord-154587-qbmm5st9	34	9	detect	detect	VB
cord-154587-qbmm5st9	34	10	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	34	11	cases	case	NNS
cord-154587-qbmm5st9	34	12	based	base	VBN
cord-154587-qbmm5st9	34	13	on	on	IN
cord-154587-qbmm5st9	34	14	chest	chest	NN
cord-154587-qbmm5st9	34	15	CT	CT	NNP
cord-154587-qbmm5st9	34	16	examinations	examination	NNS
cord-154587-qbmm5st9	34	17	,	,	,
cord-154587-qbmm5st9	34	18	their	-PRON-	PRP$
cord-154587-qbmm5st9	34	19	tasks	task	NNS
cord-154587-qbmm5st9	34	20	are	be	VBP
cord-154587-qbmm5st9	34	21	manual	manual	JJ
cord-154587-qbmm5st9	34	22	and	and	CC
cord-154587-qbmm5st9	34	23	time	time	NN
cord-154587-qbmm5st9	34	24	consuming	consume	VBG
cord-154587-qbmm5st9	34	25	,	,	,
cord-154587-qbmm5st9	34	26	especially	especially	RB
cord-154587-qbmm5st9	34	27	when	when	WRB
cord-154587-qbmm5st9	34	28	required	require	VBN
cord-154587-qbmm5st9	34	29	to	to	TO
cord-154587-qbmm5st9	34	30	examine	examine	VB
cord-154587-qbmm5st9	34	31	a	a	DT
cord-154587-qbmm5st9	34	32	lot	lot	NN
cord-154587-qbmm5st9	34	33	of	of	IN
cord-154587-qbmm5st9	34	34	cases	case	NNS
cord-154587-qbmm5st9	34	35	.	.	.
cord-154587-qbmm5st9	35	1	Bai	Bai	NNP
cord-154587-qbmm5st9	35	2	et	et	FW
cord-154587-qbmm5st9	35	3	al	al	NNP
cord-154587-qbmm5st9	35	4	.	.	.
cord-154587-qbmm5st9	36	1	[	[	-LRB-
cord-154587-qbmm5st9	36	2	7	7	CD
cord-154587-qbmm5st9	36	3	]	]	-RRB-
cord-154587-qbmm5st9	36	4	convenes	convene	VBZ
cord-154587-qbmm5st9	36	5	three	three	CD
cord-154587-qbmm5st9	36	6	Chinese	Chinese	NNPS
cord-154587-qbmm5st9	36	7	and	and	CC
cord-154587-qbmm5st9	36	8	four	four	CD
cord-154587-qbmm5st9	36	9	United	United	NNP
cord-154587-qbmm5st9	36	10	States	States	NNP
cord-154587-qbmm5st9	36	11	radiologists	radiologist	NNS
cord-154587-qbmm5st9	36	12	to	to	TO
cord-154587-qbmm5st9	36	13	differentiate	differentiate	VB
cord-154587-qbmm5st9	36	14	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	36	15	from	from	IN
cord-154587-qbmm5st9	36	16	other	other	JJ
cord-154587-qbmm5st9	36	17	viral	viral	JJ
cord-154587-qbmm5st9	36	18	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	36	19	based	base	VBN
cord-154587-qbmm5st9	36	20	on	on	IN
cord-154587-qbmm5st9	36	21	chest	chest	NN
cord-154587-qbmm5st9	37	1	CT	CT	NNP
cord-154587-qbmm5st9	37	2	images	image	NNS
cord-154587-qbmm5st9	37	3	obtained	obtain	VBN
cord-154587-qbmm5st9	37	4	from	from	IN
cord-154587-qbmm5st9	37	5	a	a	DT
cord-154587-qbmm5st9	37	6	cohort	cohort	NN
cord-154587-qbmm5st9	37	7	of	of	IN
cord-154587-qbmm5st9	37	8	424	424	CD
cord-154587-qbmm5st9	37	9	cases	case	NNS
cord-154587-qbmm5st9	37	10	,	,	,
cord-154587-qbmm5st9	37	11	in	in	IN
cord-154587-qbmm5st9	37	12	which	which	WDT
cord-154587-qbmm5st9	37	13	205	205	CD
cord-154587-qbmm5st9	37	14	cases	case	NNS
cord-154587-qbmm5st9	37	15	are	be	VBP
cord-154587-qbmm5st9	37	16	from	from	IN
cord-154587-qbmm5st9	37	17	the	the	DT
cord-154587-qbmm5st9	37	18	United	United	NNP
cord-154587-qbmm5st9	37	19	States	States	NNP
cord-154587-qbmm5st9	37	20	with	with	IN
cord-154587-qbmm5st9	37	21	non	non	JJ
cord-154587-qbmm5st9	37	22	-	-	JJ
cord-154587-qbmm5st9	37	23	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	37	24	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	37	25	whilst	whilst	IN
cord-154587-qbmm5st9	37	26	219	219	CD
cord-154587-qbmm5st9	37	27	cases	case	NNS
cord-154587-qbmm5st9	37	28	are	be	VBP
cord-154587-qbmm5st9	37	29	from	from	IN
cord-154587-qbmm5st9	37	30	China	China	NNP
cord-154587-qbmm5st9	37	31	positive	positive	JJ
cord-154587-qbmm5st9	37	32	with	with	IN
cord-154587-qbmm5st9	37	33	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	37	34	.	.	.
cord-154587-qbmm5st9	38	1	Results	result	NNS
cord-154587-qbmm5st9	38	2	obtained	obtain	VBD
cord-154587-qbmm5st9	38	3	show	show	NN
cord-154587-qbmm5st9	38	4	that	that	IN
cord-154587-qbmm5st9	38	5	radiologists	radiologist	NNS
cord-154587-qbmm5st9	38	6	can	can	MD
cord-154587-qbmm5st9	38	7	achieve	achieve	VB
cord-154587-qbmm5st9	38	8	high	high	JJ
cord-154587-qbmm5st9	38	9	specificity	specificity	NN
cord-154587-qbmm5st9	38	10	(	(	-LRB-
cord-154587-qbmm5st9	38	11	which	which	WDT
cord-154587-qbmm5st9	38	12	refers	refer	VBZ
cord-154587-qbmm5st9	38	13	to	to	IN
cord-154587-qbmm5st9	38	14	the	the	DT
cord-154587-qbmm5st9	38	15	proportion	proportion	NN
cord-154587-qbmm5st9	38	16	of	of	IN
cord-154587-qbmm5st9	38	17	actual	actual	JJ
cord-154587-qbmm5st9	38	18	positives	positive	NNS
cord-154587-qbmm5st9	38	19	that	that	WDT
cord-154587-qbmm5st9	38	20	are	be	VBP
cord-154587-qbmm5st9	38	21	correctly	correctly	RB
cord-154587-qbmm5st9	38	22	identified	identify	VBN
cord-154587-qbmm5st9	38	23	as	as	IN
cord-154587-qbmm5st9	38	24	such	such	JJ
cord-154587-qbmm5st9	38	25	)	)	-RRB-
cord-154587-qbmm5st9	38	26	in	in	IN
cord-154587-qbmm5st9	38	27	distinguishing	distinguish	VBG
cord-154587-qbmm5st9	38	28	COVID-19	covid-19	NN
cord-154587-qbmm5st9	38	29	from	from	IN
cord-154587-qbmm5st9	38	30	other	other	JJ
cord-154587-qbmm5st9	38	31	causes	cause	NNS
cord-154587-qbmm5st9	38	32	of	of	IN
cord-154587-qbmm5st9	38	33	viral	viral	JJ
cord-154587-qbmm5st9	38	34	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	38	35	using	use	VBG
cord-154587-qbmm5st9	38	36	chest	chest	NN
cord-154587-qbmm5st9	38	37	CT	CT	NNP
cord-154587-qbmm5st9	38	38	imaging	imaging	NN
cord-154587-qbmm5st9	38	39	data	datum	NNS
cord-154587-qbmm5st9	38	40	.	.	.
cord-154587-qbmm5st9	39	1	However	however	RB
cord-154587-qbmm5st9	39	2	,	,	,
cord-154587-qbmm5st9	39	3	their	-PRON-	PRP$
cord-154587-qbmm5st9	39	4	performance	performance	NN
cord-154587-qbmm5st9	39	5	in	in	IN
cord-154587-qbmm5st9	39	6	terms	term	NNS
cord-154587-qbmm5st9	39	7	of	of	IN
cord-154587-qbmm5st9	39	8	sensitivity	sensitivity	NN
cord-154587-qbmm5st9	39	9	(	(	-LRB-
cord-154587-qbmm5st9	39	10	which	which	WDT
cord-154587-qbmm5st9	39	11	Fig	Fig	NNP
cord-154587-qbmm5st9	39	12	.	.	NNP
cord-154587-qbmm5st9	39	13	1	1	CD
cord-154587-qbmm5st9	39	14	.	.	.
cord-154587-qbmm5st9	40	1	An	an	DT
cord-154587-qbmm5st9	40	2	overview	overview	NN
cord-154587-qbmm5st9	40	3	of	of	IN
cord-154587-qbmm5st9	40	4	common	common	JJ
cord-154587-qbmm5st9	40	5	AI	ai	NN
cord-154587-qbmm5st9	40	6	methods	method	NNS
cord-154587-qbmm5st9	40	7	where	where	WRB
cord-154587-qbmm5st9	40	8	machine	machine	NN
cord-154587-qbmm5st9	40	9	learning	learning	NN
cord-154587-qbmm5st9	40	10	constitutes	constitute	VBZ
cord-154587-qbmm5st9	40	11	a	a	DT
cord-154587-qbmm5st9	40	12	great	great	JJ
cord-154587-qbmm5st9	40	13	proportion	proportion	NN
cord-154587-qbmm5st9	40	14	.	.	.
cord-154587-qbmm5st9	41	1	The	the	DT
cord-154587-qbmm5st9	41	2	development	development	NN
cord-154587-qbmm5st9	41	3	of	of	IN
cord-154587-qbmm5st9	41	4	deep	deep	JJ
cord-154587-qbmm5st9	41	5	learning	learning	NN
cord-154587-qbmm5st9	41	6	,	,	,
cord-154587-qbmm5st9	41	7	a	a	DT
cord-154587-qbmm5st9	41	8	subset	subset	NN
cord-154587-qbmm5st9	41	9	of	of	IN
cord-154587-qbmm5st9	41	10	machine	machine	NN
cord-154587-qbmm5st9	41	11	learning	learning	NN
cord-154587-qbmm5st9	41	12	,	,	,
cord-154587-qbmm5st9	41	13	has	have	VBZ
cord-154587-qbmm5st9	41	14	contributed	contribute	VBN
cord-154587-qbmm5st9	41	15	significantly	significantly	RB
cord-154587-qbmm5st9	41	16	to	to	IN
cord-154587-qbmm5st9	41	17	improving	improve	VBG
cord-154587-qbmm5st9	41	18	the	the	DT
cord-154587-qbmm5st9	41	19	power	power	NN
cord-154587-qbmm5st9	41	20	and	and	CC
cord-154587-qbmm5st9	41	21	capabilities	capability	NNS
cord-154587-qbmm5st9	41	22	of	of	IN
cord-154587-qbmm5st9	41	23	recent	recent	JJ
cord-154587-qbmm5st9	41	24	AI	AI	NNP
cord-154587-qbmm5st9	41	25	applications	application	NNS
cord-154587-qbmm5st9	41	26	.	.	.
cord-154587-qbmm5st9	42	1	A	a	DT
cord-154587-qbmm5st9	42	2	number	number	NN
cord-154587-qbmm5st9	42	3	of	of	IN
cord-154587-qbmm5st9	42	4	deep	deep	JJ
cord-154587-qbmm5st9	42	5	learning	learning	NN
cord-154587-qbmm5st9	42	6	-	-	HYPH
cord-154587-qbmm5st9	42	7	based	base	VBN
cord-154587-qbmm5st9	42	8	convolutional	convolutional	NN
cord-154587-qbmm5st9	42	9	neural	neural	JJ
cord-154587-qbmm5st9	42	10	network	network	NN
cord-154587-qbmm5st9	42	11	(	(	-LRB-
cord-154587-qbmm5st9	42	12	CNN	CNN	NNP
cord-154587-qbmm5st9	42	13	)	)	-RRB-
cord-154587-qbmm5st9	42	14	architectures	architecture	NNS
cord-154587-qbmm5st9	42	15	,	,	,
cord-154587-qbmm5st9	42	16	e.g.	e.g.	RB
cord-154587-qbmm5st9	42	17	LeNet	LeNet	NNP
cord-154587-qbmm5st9	42	18	[	[	-LRB-
cord-154587-qbmm5st9	42	19	2	2	CD
cord-154587-qbmm5st9	42	20	]	]	-RRB-
cord-154587-qbmm5st9	42	21	,	,	,
cord-154587-qbmm5st9	42	22	AlexNet	AlexNet	NNP
cord-154587-qbmm5st9	42	23	[	[	-LRB-
cord-154587-qbmm5st9	42	24	3	3	CD
cord-154587-qbmm5st9	42	25	]	]	-RRB-
cord-154587-qbmm5st9	42	26	,	,	,
cord-154587-qbmm5st9	42	27	GoogLeNet	GoogLeNet	NNP
cord-154587-qbmm5st9	42	28	[	[	-LRB-
cord-154587-qbmm5st9	42	29	4	4	CD
cord-154587-qbmm5st9	42	30	]	]	-RRB-
cord-154587-qbmm5st9	42	31	,	,	,
cord-154587-qbmm5st9	42	32	Visual	Visual	NNP
cord-154587-qbmm5st9	42	33	Geometry	Geometry	NNP
cord-154587-qbmm5st9	42	34	Group	Group	NNP
cord-154587-qbmm5st9	42	35	(	(	-LRB-
cord-154587-qbmm5st9	42	36	VGG	VGG	NNP
cord-154587-qbmm5st9	42	37	)	)	-RRB-
cord-154587-qbmm5st9	42	38	Net	net	NN
cord-154587-qbmm5st9	42	39	[	[	-LRB-
cord-154587-qbmm5st9	42	40	5	5	CD
cord-154587-qbmm5st9	42	41	]	]	-RRB-
cord-154587-qbmm5st9	42	42	and	and	CC
cord-154587-qbmm5st9	42	43	ResNet	ResNet	NNP
cord-154587-qbmm5st9	42	44	[	[	-LRB-
cord-154587-qbmm5st9	42	45	6	6	CD
cord-154587-qbmm5st9	42	46	]	]	-RRB-
cord-154587-qbmm5st9	42	47	,	,	,
cord-154587-qbmm5st9	42	48	have	have	VBP
cord-154587-qbmm5st9	42	49	been	be	VBN
cord-154587-qbmm5st9	42	50	proposed	propose	VBN
cord-154587-qbmm5st9	42	51	and	and	CC
cord-154587-qbmm5st9	42	52	applied	apply	VBN
cord-154587-qbmm5st9	42	53	successfully	successfully	RB
cord-154587-qbmm5st9	42	54	in	in	IN
cord-154587-qbmm5st9	42	55	different	different	JJ
cord-154587-qbmm5st9	42	56	areas	area	NNS
cord-154587-qbmm5st9	42	57	,	,	,
cord-154587-qbmm5st9	42	58	especially	especially	RB
cord-154587-qbmm5st9	42	59	in	in	IN
cord-154587-qbmm5st9	42	60	the	the	DT
cord-154587-qbmm5st9	42	61	computer	computer	NN
cord-154587-qbmm5st9	42	62	vision	vision	NN
cord-154587-qbmm5st9	42	63	domain	domain	NN
cord-154587-qbmm5st9	42	64	.	.	.
cord-154587-qbmm5st9	43	1	Other	other	JJ
cord-154587-qbmm5st9	43	2	techniques	technique	NNS
cord-154587-qbmm5st9	43	3	such	such	JJ
cord-154587-qbmm5st9	43	4	as	as	IN
cord-154587-qbmm5st9	43	5	autoencoders	autoencoder	NNS
cord-154587-qbmm5st9	43	6	and	and	CC
cord-154587-qbmm5st9	43	7	recurrent	recurrent	JJ
cord-154587-qbmm5st9	43	8	neural	neural	JJ
cord-154587-qbmm5st9	43	9	networks	network	NNS
cord-154587-qbmm5st9	43	10	are	be	VBP
cord-154587-qbmm5st9	43	11	crucial	crucial	JJ
cord-154587-qbmm5st9	43	12	components	component	NNS
cord-154587-qbmm5st9	43	13	of	of	IN
cord-154587-qbmm5st9	43	14	many	many	JJ
cord-154587-qbmm5st9	43	15	prominent	prominent	JJ
cord-154587-qbmm5st9	43	16	natural	natural	JJ
cord-154587-qbmm5st9	43	17	language	language	NN
cord-154587-qbmm5st9	43	18	processing	processing	NN
cord-154587-qbmm5st9	43	19	tools	tool	NNS
cord-154587-qbmm5st9	43	20	.	.	.
cord-154587-qbmm5st9	44	1	The	the	DT
cord-154587-qbmm5st9	44	2	deep	deep	JJ
cord-154587-qbmm5st9	44	3	learning	learning	NN
cord-154587-qbmm5st9	44	4	methods	method	NNS
cord-154587-qbmm5st9	44	5	in	in	IN
cord-154587-qbmm5st9	44	6	particular	particular	JJ
cord-154587-qbmm5st9	44	7	and	and	CC
cord-154587-qbmm5st9	44	8	AI	AI	NNP
cord-154587-qbmm5st9	44	9	in	in	IN
cord-154587-qbmm5st9	44	10	general	general	JJ
cord-154587-qbmm5st9	44	11	may	may	MD
cord-154587-qbmm5st9	44	12	thus	thus	RB
cord-154587-qbmm5st9	44	13	be	be	VB
cord-154587-qbmm5st9	44	14	employed	employ	VBN
cord-154587-qbmm5st9	44	15	to	to	TO
cord-154587-qbmm5st9	44	16	create	create	VB
cord-154587-qbmm5st9	44	17	useful	useful	JJ
cord-154587-qbmm5st9	44	18	applications	application	NNS
cord-154587-qbmm5st9	44	19	to	to	TO
cord-154587-qbmm5st9	44	20	deal	deal	VB
cord-154587-qbmm5st9	44	21	with	with	IN
cord-154587-qbmm5st9	44	22	various	various	JJ
cord-154587-qbmm5st9	44	23	aspects	aspect	NNS
cord-154587-qbmm5st9	44	24	of	of	IN
cord-154587-qbmm5st9	44	25	the	the	DT
cord-154587-qbmm5st9	44	26	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	44	27	pandemic	pandemic	NN
cord-154587-qbmm5st9	44	28	.	.	.
cord-154587-qbmm5st9	45	1	refers	refer	VBZ
cord-154587-qbmm5st9	45	2	to	to	IN
cord-154587-qbmm5st9	45	3	the	the	DT
cord-154587-qbmm5st9	45	4	proportion	proportion	NN
cord-154587-qbmm5st9	45	5	of	of	IN
cord-154587-qbmm5st9	45	6	actual	actual	JJ
cord-154587-qbmm5st9	45	7	negatives	negative	NNS
cord-154587-qbmm5st9	45	8	that	that	WDT
cord-154587-qbmm5st9	45	9	are	be	VBP
cord-154587-qbmm5st9	45	10	correctly	correctly	RB
cord-154587-qbmm5st9	45	11	identified	identify	VBN
cord-154587-qbmm5st9	45	12	as	as	IN
cord-154587-qbmm5st9	45	13	such	such	JJ
cord-154587-qbmm5st9	45	14	)	)	-RRB-
cord-154587-qbmm5st9	45	15	is	be	VBZ
cord-154587-qbmm5st9	45	16	just	just	RB
cord-154587-qbmm5st9	45	17	moderate	moderate	JJ
cord-154587-qbmm5st9	45	18	for	for	IN
cord-154587-qbmm5st9	45	19	the	the	DT
cord-154587-qbmm5st9	45	20	same	same	JJ
cord-154587-qbmm5st9	45	21	task	task	NN
cord-154587-qbmm5st9	45	22	.	.	.
cord-154587-qbmm5st9	46	1	AI	AI	NNP
cord-154587-qbmm5st9	46	2	methods	method	NNS
cord-154587-qbmm5st9	46	3	,	,	,
cord-154587-qbmm5st9	46	4	especially	especially	RB
cord-154587-qbmm5st9	46	5	deep	deep	JJ
cord-154587-qbmm5st9	46	6	learning	learning	NN
cord-154587-qbmm5st9	46	7	,	,	,
cord-154587-qbmm5st9	46	8	have	have	VBP
cord-154587-qbmm5st9	46	9	been	be	VBN
cord-154587-qbmm5st9	46	10	used	use	VBN
cord-154587-qbmm5st9	46	11	to	to	TO
cord-154587-qbmm5st9	46	12	process	process	VB
cord-154587-qbmm5st9	46	13	and	and	CC
cord-154587-qbmm5st9	46	14	analyse	analyse	VB
cord-154587-qbmm5st9	46	15	medical	medical	JJ
cord-154587-qbmm5st9	46	16	imaging	imaging	NN
cord-154587-qbmm5st9	46	17	data	datum	NNS
cord-154587-qbmm5st9	46	18	to	to	TO
cord-154587-qbmm5st9	46	19	support	support	VB
cord-154587-qbmm5st9	46	20	radiologists	radiologist	NNS
cord-154587-qbmm5st9	46	21	and	and	CC
cord-154587-qbmm5st9	46	22	doctors	doctor	NNS
cord-154587-qbmm5st9	46	23	to	to	TO
cord-154587-qbmm5st9	46	24	improve	improve	VB
cord-154587-qbmm5st9	46	25	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	46	26	performance	performance	NN
cord-154587-qbmm5st9	46	27	.	.	.
cord-154587-qbmm5st9	47	1	Likewise	likewise	RB
cord-154587-qbmm5st9	47	2	,	,	,
cord-154587-qbmm5st9	47	3	the	the	DT
cord-154587-qbmm5st9	47	4	current	current	JJ
cord-154587-qbmm5st9	47	5	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	47	6	pandemic	pandemic	NN
cord-154587-qbmm5st9	47	7	has	have	VBZ
cord-154587-qbmm5st9	47	8	witnessed	witness	VBN
cord-154587-qbmm5st9	47	9	a	a	DT
cord-154587-qbmm5st9	47	10	number	number	NN
cord-154587-qbmm5st9	47	11	of	of	IN
cord-154587-qbmm5st9	47	12	studies	study	NNS
cord-154587-qbmm5st9	47	13	focusing	focus	VBG
cord-154587-qbmm5st9	47	14	on	on	IN
cord-154587-qbmm5st9	47	15	automatic	automatic	JJ
cord-154587-qbmm5st9	47	16	detection	detection	NN
cord-154587-qbmm5st9	47	17	of	of	IN
cord-154587-qbmm5st9	47	18	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	47	19	using	use	VBG
cord-154587-qbmm5st9	47	20	deep	deep	JJ
cord-154587-qbmm5st9	47	21	learning	learning	NN
cord-154587-qbmm5st9	47	22	systems	system	NNS
cord-154587-qbmm5st9	47	23	.	.	.
cord-154587-qbmm5st9	48	1	A	a	DT
cord-154587-qbmm5st9	48	2	three	three	CD
cord-154587-qbmm5st9	48	3	-	-	HYPH
cord-154587-qbmm5st9	48	4	dimensional	dimensional	JJ
cord-154587-qbmm5st9	48	5	deep	deep	JJ
cord-154587-qbmm5st9	48	6	learning	learning	NN
cord-154587-qbmm5st9	48	7	method	method	NN
cord-154587-qbmm5st9	48	8	,	,	,
cord-154587-qbmm5st9	48	9	namely	namely	RB
cord-154587-qbmm5st9	48	10	COVID-19	covid-19	VB
cord-154587-qbmm5st9	48	11	detection	detection	NN
cord-154587-qbmm5st9	48	12	neural	neural	JJ
cord-154587-qbmm5st9	48	13	network	network	NN
cord-154587-qbmm5st9	48	14	(	(	-LRB-
cord-154587-qbmm5st9	48	15	COVNet	COVNet	NNP
cord-154587-qbmm5st9	48	16	)	)	-RRB-
cord-154587-qbmm5st9	48	17	,	,	,
cord-154587-qbmm5st9	48	18	is	be	VBZ
cord-154587-qbmm5st9	48	19	introduced	introduce	VBN
cord-154587-qbmm5st9	48	20	in	in	IN
cord-154587-qbmm5st9	48	21	[	[	-LRB-
cord-154587-qbmm5st9	48	22	8	8	CD
cord-154587-qbmm5st9	48	23	]	]	-RRB-
cord-154587-qbmm5st9	48	24	to	to	TO
cord-154587-qbmm5st9	48	25	detect	detect	VB
cord-154587-qbmm5st9	48	26	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	48	27	based	base	VBN
cord-154587-qbmm5st9	48	28	on	on	IN
cord-154587-qbmm5st9	48	29	volumetric	volumetric	JJ
cord-154587-qbmm5st9	48	30	chest	chest	NN
cord-154587-qbmm5st9	48	31	CT	CT	NNP
cord-154587-qbmm5st9	48	32	images	image	NNS
cord-154587-qbmm5st9	48	33	.	.	.
cord-154587-qbmm5st9	49	1	Three	three	CD
cord-154587-qbmm5st9	49	2	kinds	kind	NNS
cord-154587-qbmm5st9	49	3	of	of	IN
cord-154587-qbmm5st9	49	4	CT	CT	NNP
cord-154587-qbmm5st9	49	5	images	image	NNS
cord-154587-qbmm5st9	49	6	,	,	,
cord-154587-qbmm5st9	49	7	including	include	VBG
cord-154587-qbmm5st9	49	8	COVID-19	covid-19	VB
cord-154587-qbmm5st9	49	9	,	,	,
cord-154587-qbmm5st9	49	10	community	community	NN
cord-154587-qbmm5st9	49	11	acquired	acquire	VBD
cord-154587-qbmm5st9	49	12	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	49	13	(	(	-LRB-
cord-154587-qbmm5st9	49	14	CAP	CAP	NNP
cord-154587-qbmm5st9	49	15	)	)	-RRB-
cord-154587-qbmm5st9	49	16	and	and	CC
cord-154587-qbmm5st9	49	17	other	other	JJ
cord-154587-qbmm5st9	49	18	non	non	JJ
cord-154587-qbmm5st9	49	19	-	-	JJ
cord-154587-qbmm5st9	49	20	pneumonia	pneumonia	JJ
cord-154587-qbmm5st9	49	21	cases	case	NNS
cord-154587-qbmm5st9	49	22	,	,	,
cord-154587-qbmm5st9	49	23	are	be	VBP
cord-154587-qbmm5st9	49	24	mixed	mixed	JJ
cord-154587-qbmm5st9	49	25	to	to	TO
cord-154587-qbmm5st9	49	26	test	test	VB
cord-154587-qbmm5st9	49	27	the	the	DT
cord-154587-qbmm5st9	49	28	robustness	robustness	NN
cord-154587-qbmm5st9	49	29	of	of	IN
cord-154587-qbmm5st9	49	30	the	the	DT
cord-154587-qbmm5st9	49	31	proposed	propose	VBN
cord-154587-qbmm5st9	49	32	model	model	NN
cord-154587-qbmm5st9	49	33	,	,	,
cord-154587-qbmm5st9	49	34	which	which	WDT
cord-154587-qbmm5st9	49	35	is	be	VBZ
cord-154587-qbmm5st9	49	36	illustrated	illustrate	VBN
cord-154587-qbmm5st9	49	37	in	in	IN
cord-154587-qbmm5st9	49	38	Fig	Fig	NNP
cord-154587-qbmm5st9	49	39	.	.	.
cord-154587-qbmm5st9	50	1	2	2	LS
cord-154587-qbmm5st9	50	2	.	.	.
cord-154587-qbmm5st9	51	1	These	these	DT
cord-154587-qbmm5st9	51	2	images	image	NNS
cord-154587-qbmm5st9	51	3	are	be	VBP
cord-154587-qbmm5st9	51	4	collected	collect	VBN
cord-154587-qbmm5st9	51	5	from	from	IN
cord-154587-qbmm5st9	51	6	6	6	CD
cord-154587-qbmm5st9	51	7	hospitals	hospital	NNS
cord-154587-qbmm5st9	51	8	in	in	IN
cord-154587-qbmm5st9	51	9	China	China	NNP
cord-154587-qbmm5st9	51	10	and	and	CC
cord-154587-qbmm5st9	51	11	the	the	DT
cord-154587-qbmm5st9	51	12	detection	detection	NN
cord-154587-qbmm5st9	51	13	method	method	NN
cord-154587-qbmm5st9	51	14	is	be	VBZ
cord-154587-qbmm5st9	51	15	evaluated	evaluate	VBN
cord-154587-qbmm5st9	51	16	by	by	IN
cord-154587-qbmm5st9	51	17	the	the	DT
cord-154587-qbmm5st9	51	18	area	area	NN
cord-154587-qbmm5st9	51	19	under	under	IN
cord-154587-qbmm5st9	51	20	the	the	DT
cord-154587-qbmm5st9	51	21	receiver	receiver	NN
cord-154587-qbmm5st9	51	22	operating	operate	VBG
cord-154587-qbmm5st9	51	23	characteristic	characteristic	JJ
cord-154587-qbmm5st9	51	24	curve	curve	NN
cord-154587-qbmm5st9	51	25	(	(	-LRB-
cord-154587-qbmm5st9	51	26	AUC	AUC	NNP
cord-154587-qbmm5st9	51	27	)	)	-RRB-
cord-154587-qbmm5st9	51	28	.	.	.
cord-154587-qbmm5st9	52	1	COVNet	COVNet	NNP
cord-154587-qbmm5st9	52	2	is	be	VBZ
cord-154587-qbmm5st9	52	3	a	a	DT
cord-154587-qbmm5st9	52	4	convolutional	convolutional	NN
cord-154587-qbmm5st9	52	5	ResNet-50	resnet-50	ADD
cord-154587-qbmm5st9	52	6	model	model	NN
cord-154587-qbmm5st9	52	7	[	[	-LRB-
cord-154587-qbmm5st9	52	8	6	6	CD
cord-154587-qbmm5st9	52	9	]	]	-RRB-
cord-154587-qbmm5st9	52	10	that	that	WDT
cord-154587-qbmm5st9	52	11	takes	take	VBZ
cord-154587-qbmm5st9	52	12	a	a	DT
cord-154587-qbmm5st9	52	13	series	series	NN
cord-154587-qbmm5st9	52	14	of	of	IN
cord-154587-qbmm5st9	52	15	CT	CT	NNP
cord-154587-qbmm5st9	52	16	slices	slice	NNS
cord-154587-qbmm5st9	52	17	as	as	IN
cord-154587-qbmm5st9	52	18	inputs	input	NNS
cord-154587-qbmm5st9	52	19	and	and	CC
cord-154587-qbmm5st9	52	20	predicts	predict	VBZ
cord-154587-qbmm5st9	52	21	the	the	DT
cord-154587-qbmm5st9	52	22	class	class	NN
cord-154587-qbmm5st9	52	23	labels	label	NNS
cord-154587-qbmm5st9	52	24	of	of	IN
cord-154587-qbmm5st9	52	25	the	the	DT
cord-154587-qbmm5st9	52	26	CT	CT	NNP
cord-154587-qbmm5st9	52	27	images	image	NNS
cord-154587-qbmm5st9	52	28	via	via	IN
cord-154587-qbmm5st9	52	29	its	-PRON-	PRP$
cord-154587-qbmm5st9	52	30	outputs	output	NNS
cord-154587-qbmm5st9	52	31	.	.	.
cord-154587-qbmm5st9	53	1	The	the	DT
cord-154587-qbmm5st9	53	2	AUC	AUC	NNP
cord-154587-qbmm5st9	53	3	value	value	NN
cord-154587-qbmm5st9	53	4	obtained	obtain	VBN
cord-154587-qbmm5st9	53	5	is	be	VBZ
cord-154587-qbmm5st9	53	6	at	at	IN
cord-154587-qbmm5st9	53	7	0.96	0.96	CD
cord-154587-qbmm5st9	53	8	,	,	,
cord-154587-qbmm5st9	53	9	which	which	WDT
cord-154587-qbmm5st9	53	10	shows	show	VBZ
cord-154587-qbmm5st9	53	11	a	a	DT
cord-154587-qbmm5st9	53	12	great	great	JJ
cord-154587-qbmm5st9	53	13	ability	ability	NN
cord-154587-qbmm5st9	53	14	of	of	IN
cord-154587-qbmm5st9	53	15	the	the	DT
cord-154587-qbmm5st9	53	16	proposed	propose	VBN
cord-154587-qbmm5st9	53	17	model	model	NN
cord-154587-qbmm5st9	53	18	for	for	IN
cord-154587-qbmm5st9	53	19	detecting	detect	VBG
cord-154587-qbmm5st9	53	20	COVID-19	covid-19	CD
cord-154587-qbmm5st9	53	21	cases	case	NNS
cord-154587-qbmm5st9	53	22	.	.	.
cord-154587-qbmm5st9	54	1	Another	another	DT
cord-154587-qbmm5st9	54	2	deep	deep	JJ
cord-154587-qbmm5st9	54	3	learning	learning	NN
cord-154587-qbmm5st9	54	4	method	method	NN
cord-154587-qbmm5st9	54	5	based	base	VBN
cord-154587-qbmm5st9	54	6	on	on	IN
cord-154587-qbmm5st9	54	7	the	the	DT
cord-154587-qbmm5st9	54	8	concatenation	concatenation	NN
cord-154587-qbmm5st9	54	9	between	between	IN
cord-154587-qbmm5st9	54	10	the	the	DT
cord-154587-qbmm5st9	54	11	location	location	NN
cord-154587-qbmm5st9	54	12	-	-	HYPH
cord-154587-qbmm5st9	54	13	attention	attention	NN
cord-154587-qbmm5st9	54	14	mechanism	mechanism	NN
cord-154587-qbmm5st9	54	15	and	and	CC
cord-154587-qbmm5st9	54	16	the	the	DT
cord-154587-qbmm5st9	54	17	threedimensional	threedimensional	JJ
cord-154587-qbmm5st9	54	18	CNN	CNN	NNP
cord-154587-qbmm5st9	54	19	ResNet-18	ResNet-18	NNS
cord-154587-qbmm5st9	54	20	network	network	NN
cord-154587-qbmm5st9	54	21	[	[	-LRB-
cord-154587-qbmm5st9	54	22	6	6	CD
cord-154587-qbmm5st9	54	23	]	]	-RRB-
cord-154587-qbmm5st9	54	24	is	be	VBZ
cord-154587-qbmm5st9	54	25	proposed	propose	VBN
cord-154587-qbmm5st9	54	26	in	in	IN
cord-154587-qbmm5st9	54	27	[	[	-LRB-
cord-154587-qbmm5st9	54	28	9	9	CD
cord-154587-qbmm5st9	54	29	]	]	-RRB-
cord-154587-qbmm5st9	54	30	to	to	TO
cord-154587-qbmm5st9	54	31	detect	detect	VB
cord-154587-qbmm5st9	54	32	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	54	33	cases	case	NNS
cord-154587-qbmm5st9	54	34	using	use	VBG
cord-154587-qbmm5st9	54	35	pulmonary	pulmonary	JJ
cord-154587-qbmm5st9	54	36	CT	CT	NNP
cord-154587-qbmm5st9	54	37	images	image	NNS
cord-154587-qbmm5st9	54	38	.	.	.
cord-154587-qbmm5st9	55	1	Distinct	distinct	JJ
cord-154587-qbmm5st9	55	2	manifestations	manifestation	NNS
cord-154587-qbmm5st9	55	3	of	of	IN
cord-154587-qbmm5st9	55	4	CT	CT	NNP
cord-154587-qbmm5st9	55	5	images	image	NNS
cord-154587-qbmm5st9	55	6	of	of	IN
cord-154587-qbmm5st9	55	7	COVID-19	COVID-19	,
cord-154587-qbmm5st9	55	8	found	find	VBN
cord-154587-qbmm5st9	55	9	in	in	IN
cord-154587-qbmm5st9	55	10	previous	previous	JJ
cord-154587-qbmm5st9	55	11	[	[	-LRB-
cord-154587-qbmm5st9	55	12	8	8	CD
cord-154587-qbmm5st9	55	13	]	]	-RRB-
cord-154587-qbmm5st9	55	14	for	for	IN
cord-154587-qbmm5st9	55	15	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	55	16	detection	detection	NN
cord-154587-qbmm5st9	55	17	using	use	VBG
cord-154587-qbmm5st9	55	18	CT	CT	NNP
cord-154587-qbmm5st9	55	19	images	image	NNS
cord-154587-qbmm5st9	55	20	.	.	.
cord-154587-qbmm5st9	56	1	Max	Max	NNP
cord-154587-qbmm5st9	56	2	pooling	pooling	NN
cord-154587-qbmm5st9	56	3	operation	operation	NN
cord-154587-qbmm5st9	56	4	is	be	VBZ
cord-154587-qbmm5st9	56	5	used	use	VBN
cord-154587-qbmm5st9	56	6	to	to	TO
cord-154587-qbmm5st9	56	7	combine	combine	VB
cord-154587-qbmm5st9	56	8	features	feature	NNS
cord-154587-qbmm5st9	56	9	extracted	extract	VBN
cord-154587-qbmm5st9	56	10	by	by	IN
cord-154587-qbmm5st9	56	11	ResNet-50	ResNet-50	NNS
cord-154587-qbmm5st9	56	12	CNNs	CNNs	NNP
cord-154587-qbmm5st9	56	13	whose	whose	WP$
cord-154587-qbmm5st9	56	14	inputs	input	NNS
cord-154587-qbmm5st9	56	15	are	be	VBP
cord-154587-qbmm5st9	56	16	CT	CT	NNP
cord-154587-qbmm5st9	56	17	slices	slice	NNS
cord-154587-qbmm5st9	56	18	.	.	.
cord-154587-qbmm5st9	57	1	The	the	DT
cord-154587-qbmm5st9	57	2	combined	combine	VBN
cord-154587-qbmm5st9	57	3	features	feature	NNS
cord-154587-qbmm5st9	57	4	are	be	VBP
cord-154587-qbmm5st9	57	5	fed	feed	VBN
cord-154587-qbmm5st9	57	6	into	into	IN
cord-154587-qbmm5st9	57	7	a	a	DT
cord-154587-qbmm5st9	57	8	fully	fully	RB
cord-154587-qbmm5st9	57	9	connected	connect	VBN
cord-154587-qbmm5st9	57	10	layer	layer	NN
cord-154587-qbmm5st9	57	11	to	to	TO
cord-154587-qbmm5st9	57	12	compute	compute	VB
cord-154587-qbmm5st9	57	13	probabilities	probability	NNS
cord-154587-qbmm5st9	57	14	for	for	IN
cord-154587-qbmm5st9	57	15	three	three	CD
cord-154587-qbmm5st9	57	16	classes	class	NNS
cord-154587-qbmm5st9	57	17	,	,	,
cord-154587-qbmm5st9	57	18	i.e.	i.e.	FW
cord-154587-qbmm5st9	57	19	non	non	JJ
cord-154587-qbmm5st9	57	20	-	-	JJ
cord-154587-qbmm5st9	57	21	pneumonia	pneumonia	JJ
cord-154587-qbmm5st9	57	22	,	,	,
cord-154587-qbmm5st9	57	23	community	community	NN
cord-154587-qbmm5st9	57	24	acquired	acquire	VBD
cord-154587-qbmm5st9	57	25	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	57	26	(	(	-LRB-
cord-154587-qbmm5st9	57	27	CAP	CAP	NNP
cord-154587-qbmm5st9	57	28	)	)	-RRB-
cord-154587-qbmm5st9	57	29	and	and	CC
cord-154587-qbmm5st9	57	30	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	57	31	.	.	.
cord-154587-qbmm5st9	58	1	Predicted	predict	VBN
cord-154587-qbmm5st9	58	2	class	class	NN
cord-154587-qbmm5st9	58	3	is	be	VBZ
cord-154587-qbmm5st9	58	4	the	the	DT
cord-154587-qbmm5st9	58	5	one	one	NN
cord-154587-qbmm5st9	58	6	that	that	WDT
cord-154587-qbmm5st9	58	7	has	have	VBZ
cord-154587-qbmm5st9	58	8	highest	high	JJS
cord-154587-qbmm5st9	58	9	probability	probability	NN
cord-154587-qbmm5st9	58	10	among	among	IN
cord-154587-qbmm5st9	58	11	the	the	DT
cord-154587-qbmm5st9	58	12	three	three	CD
cord-154587-qbmm5st9	58	13	classes	class	NNS
cord-154587-qbmm5st9	58	14	.	.	.
cord-154587-qbmm5st9	59	1	studies	study	NNS
cord-154587-qbmm5st9	59	2	[	[	-LRB-
cord-154587-qbmm5st9	59	3	10	10	CD
cord-154587-qbmm5st9	59	4	]	]	-RRB-
cord-154587-qbmm5st9	59	5	,	,	,
cord-154587-qbmm5st9	59	6	[	[	-LRB-
cord-154587-qbmm5st9	59	7	11	11	CD
cord-154587-qbmm5st9	59	8	]	]	-RRB-
cord-154587-qbmm5st9	59	9	and	and	CC
cord-154587-qbmm5st9	59	10	their	-PRON-	PRP$
cord-154587-qbmm5st9	59	11	differences	difference	NNS
cord-154587-qbmm5st9	59	12	with	with	IN
cord-154587-qbmm5st9	59	13	those	those	DT
cord-154587-qbmm5st9	59	14	of	of	IN
cord-154587-qbmm5st9	59	15	other	other	JJ
cord-154587-qbmm5st9	59	16	types	type	NNS
cord-154587-qbmm5st9	59	17	of	of	IN
cord-154587-qbmm5st9	59	18	viral	viral	JJ
cord-154587-qbmm5st9	59	19	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	59	20	such	such	JJ
cord-154587-qbmm5st9	59	21	as	as	IN
cord-154587-qbmm5st9	59	22	influenza	influenza	NN
cord-154587-qbmm5st9	59	23	-	-	:
cord-154587-qbmm5st9	59	24	A	a	NN
cord-154587-qbmm5st9	59	25	are	be	VBP
cord-154587-qbmm5st9	59	26	exploited	exploit	VBN
cord-154587-qbmm5st9	59	27	through	through	IN
cord-154587-qbmm5st9	59	28	the	the	DT
cord-154587-qbmm5st9	59	29	proposed	propose	VBN
cord-154587-qbmm5st9	59	30	deep	deep	JJ
cord-154587-qbmm5st9	59	31	learning	learning	NN
cord-154587-qbmm5st9	59	32	system	system	NN
cord-154587-qbmm5st9	59	33	.	.	.
cord-154587-qbmm5st9	60	1	A	a	DT
cord-154587-qbmm5st9	60	2	dataset	dataset	NN
cord-154587-qbmm5st9	60	3	comprising	comprise	VBG
cord-154587-qbmm5st9	60	4	CT	CT	NNP
cord-154587-qbmm5st9	60	5	images	image	NNS
cord-154587-qbmm5st9	60	6	of	of	IN
cord-154587-qbmm5st9	60	7	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	60	8	cases	case	NNS
cord-154587-qbmm5st9	60	9	,	,	,
cord-154587-qbmm5st9	60	10	influenza	influenza	NN
cord-154587-qbmm5st9	60	11	-	-	:
cord-154587-qbmm5st9	60	12	A	a	DT
cord-154587-qbmm5st9	60	13	viral	viral	JJ
cord-154587-qbmm5st9	60	14	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	60	15	patients	patient	NNS
cord-154587-qbmm5st9	60	16	and	and	CC
cord-154587-qbmm5st9	60	17	healthy	healthy	JJ
cord-154587-qbmm5st9	60	18	cases	case	NNS
cord-154587-qbmm5st9	60	19	is	be	VBZ
cord-154587-qbmm5st9	60	20	used	use	VBN
cord-154587-qbmm5st9	60	21	to	to	TO
cord-154587-qbmm5st9	60	22	validate	validate	VB
cord-154587-qbmm5st9	60	23	the	the	DT
cord-154587-qbmm5st9	60	24	performance	performance	NN
cord-154587-qbmm5st9	60	25	of	of	IN
cord-154587-qbmm5st9	60	26	the	the	DT
cord-154587-qbmm5st9	60	27	proposed	propose	VBN
cord-154587-qbmm5st9	60	28	method	method	NN
cord-154587-qbmm5st9	60	29	.	.	.
cord-154587-qbmm5st9	61	1	The	the	DT
cord-154587-qbmm5st9	61	2	method	method	NN
cord-154587-qbmm5st9	61	3	's	's	POS
cord-154587-qbmm5st9	61	4	overall	overall	JJ
cord-154587-qbmm5st9	61	5	accuracy	accuracy	NN
cord-154587-qbmm5st9	61	6	of	of	IN
cord-154587-qbmm5st9	61	7	approximately	approximately	RB
cord-154587-qbmm5st9	61	8	86	86	CD
cord-154587-qbmm5st9	61	9	%	%	NN
cord-154587-qbmm5st9	61	10	is	be	VBZ
cord-154587-qbmm5st9	61	11	obtained	obtain	VBN
cord-154587-qbmm5st9	61	12	on	on	IN
cord-154587-qbmm5st9	61	13	this	this	DT
cord-154587-qbmm5st9	61	14	dataset	dataset	NN
cord-154587-qbmm5st9	61	15	,	,	,
cord-154587-qbmm5st9	61	16	which	which	WDT
cord-154587-qbmm5st9	61	17	exhibits	exhibit	VBZ
cord-154587-qbmm5st9	61	18	its	-PRON-	PRP$
cord-154587-qbmm5st9	61	19	ability	ability	NN
cord-154587-qbmm5st9	61	20	to	to	TO
cord-154587-qbmm5st9	61	21	help	help	VB
cord-154587-qbmm5st9	61	22	clinical	clinical	JJ
cord-154587-qbmm5st9	61	23	doctors	doctor	NNS
cord-154587-qbmm5st9	61	24	to	to	IN
cord-154587-qbmm5st9	61	25	early	early	JJ
cord-154587-qbmm5st9	61	26	screen	screen	NN
cord-154587-qbmm5st9	61	27	COVID-19	covid-19	NN
cord-154587-qbmm5st9	61	28	patients	patient	NNS
cord-154587-qbmm5st9	61	29	using	use	VBG
cord-154587-qbmm5st9	61	30	chest	chest	NN
cord-154587-qbmm5st9	61	31	CT	CT	NNP
cord-154587-qbmm5st9	61	32	images	image	NNS
cord-154587-qbmm5st9	61	33	.	.	.
cord-154587-qbmm5st9	62	1	In	in	IN
cord-154587-qbmm5st9	62	2	line	line	NN
cord-154587-qbmm5st9	62	3	with	with	IN
cord-154587-qbmm5st9	62	4	the	the	DT
cord-154587-qbmm5st9	62	5	studies	study	NNS
cord-154587-qbmm5st9	62	6	described	describe	VBN
cord-154587-qbmm5st9	62	7	above	above	RB
cord-154587-qbmm5st9	62	8	,	,	,
cord-154587-qbmm5st9	62	9	we	-PRON-	PRP
cord-154587-qbmm5st9	62	10	have	have	VBP
cord-154587-qbmm5st9	62	11	found	find	VBN
cord-154587-qbmm5st9	62	12	a	a	DT
cord-154587-qbmm5st9	62	13	number	number	NN
cord-154587-qbmm5st9	62	14	of	of	IN
cord-154587-qbmm5st9	62	15	papers	paper	NNS
cord-154587-qbmm5st9	62	16	also	also	RB
cord-154587-qbmm5st9	62	17	applying	apply	VBG
cord-154587-qbmm5st9	62	18	deep	deep	JJ
cord-154587-qbmm5st9	62	19	learning	learning	NN
cord-154587-qbmm5st9	62	20	for	for	IN
cord-154587-qbmm5st9	62	21	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	62	22	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	62	23	using	use	VBG
cord-154587-qbmm5st9	62	24	radiology	radiology	NN
cord-154587-qbmm5st9	62	25	images	image	NNS
cord-154587-qbmm5st9	62	26	.	.	.
cord-154587-qbmm5st9	63	1	They	-PRON-	PRP
cord-154587-qbmm5st9	63	2	are	be	VBP
cord-154587-qbmm5st9	63	3	summarized	summarize	VBN
cord-154587-qbmm5st9	63	4	in	in	IN
cord-154587-qbmm5st9	63	5	Table	table	NN
cord-154587-qbmm5st9	63	6	I	-PRON-	PRP
cord-154587-qbmm5st9	63	7	for	for	IN
cord-154587-qbmm5st9	63	8	comparisons	comparison	NNS
cord-154587-qbmm5st9	63	9	.	.	.
cord-154587-qbmm5st9	64	1	A	a	DT
cord-154587-qbmm5st9	64	2	modified	modified	JJ
cord-154587-qbmm5st9	64	3	stacked	stack	VBN
cord-154587-qbmm5st9	64	4	autoencoder	autoencoder	NN
cord-154587-qbmm5st9	64	5	deep	deep	JJ
cord-154587-qbmm5st9	64	6	learning	learning	NN
cord-154587-qbmm5st9	64	7	model	model	NN
cord-154587-qbmm5st9	64	8	is	be	VBZ
cord-154587-qbmm5st9	64	9	used	use	VBN
cord-154587-qbmm5st9	64	10	in	in	IN
cord-154587-qbmm5st9	64	11	[	[	-LRB-
cord-154587-qbmm5st9	64	12	26	26	CD
cord-154587-qbmm5st9	64	13	]	]	-RRB-
cord-154587-qbmm5st9	64	14	to	to	TO
cord-154587-qbmm5st9	64	15	forecast	forecast	VB
cord-154587-qbmm5st9	64	16	in	in	IN
cord-154587-qbmm5st9	64	17	real	real	JJ
cord-154587-qbmm5st9	64	18	-	-	HYPH
cord-154587-qbmm5st9	64	19	time	time	NN
cord-154587-qbmm5st9	64	20	the	the	DT
cord-154587-qbmm5st9	64	21	COVID-19	covid-19	NN
cord-154587-qbmm5st9	64	22	confirmed	confirm	VBN
cord-154587-qbmm5st9	64	23	cases	case	NNS
cord-154587-qbmm5st9	64	24	across	across	IN
cord-154587-qbmm5st9	64	25	China	China	NNP
cord-154587-qbmm5st9	64	26	.	.	.
cord-154587-qbmm5st9	65	1	This	this	DT
cord-154587-qbmm5st9	65	2	modified	modify	VBN
cord-154587-qbmm5st9	65	3	autoencoder	autoencoder	NN
cord-154587-qbmm5st9	65	4	network	network	NN
cord-154587-qbmm5st9	65	5	includes	include	VBZ
cord-154587-qbmm5st9	65	6	four	four	CD
cord-154587-qbmm5st9	65	7	layers	layer	NNS
cord-154587-qbmm5st9	65	8	,	,	,
cord-154587-qbmm5st9	65	9	i.e.	i.e.	FW
cord-154587-qbmm5st9	65	10	input	input	NN
cord-154587-qbmm5st9	65	11	,	,	,
cord-154587-qbmm5st9	65	12	first	first	JJ
cord-154587-qbmm5st9	65	13	latent	latent	JJ
cord-154587-qbmm5st9	65	14	layer	layer	NN
cord-154587-qbmm5st9	65	15	,	,	,
cord-154587-qbmm5st9	65	16	second	second	JJ
cord-154587-qbmm5st9	65	17	latent	latent	JJ
cord-154587-qbmm5st9	65	18	layer	layer	NN
cord-154587-qbmm5st9	65	19	and	and	CC
cord-154587-qbmm5st9	65	20	output	output	NN
cord-154587-qbmm5st9	65	21	layer	layer	NN
cord-154587-qbmm5st9	65	22	,	,	,
cord-154587-qbmm5st9	65	23	with	with	IN
cord-154587-qbmm5st9	65	24	the	the	DT
cord-154587-qbmm5st9	65	25	number	number	NN
cord-154587-qbmm5st9	65	26	of	of	IN
cord-154587-qbmm5st9	65	27	nodes	node	NNS
cord-154587-qbmm5st9	65	28	correspondingly	correspondingly	RB
cord-154587-qbmm5st9	65	29	is	be	VBZ
cord-154587-qbmm5st9	65	30	8	8	CD
cord-154587-qbmm5st9	65	31	,	,	,
cord-154587-qbmm5st9	65	32	32	32	CD
cord-154587-qbmm5st9	65	33	,	,	,
cord-154587-qbmm5st9	65	34	4	4	CD
cord-154587-qbmm5st9	65	35	and	and	CC
cord-154587-qbmm5st9	65	36	1	1	CD
cord-154587-qbmm5st9	65	37	.	.	.
cord-154587-qbmm5st9	66	1	A	a	DT
cord-154587-qbmm5st9	66	2	series	series	NN
cord-154587-qbmm5st9	66	3	of	of	IN
cord-154587-qbmm5st9	66	4	8	8	CD
cord-154587-qbmm5st9	66	5	data	data	NN
cord-154587-qbmm5st9	66	6	points	point	NNS
cord-154587-qbmm5st9	66	7	(	(	-LRB-
cord-154587-qbmm5st9	66	8	8	8	CD
cord-154587-qbmm5st9	66	9	days	day	NNS
cord-154587-qbmm5st9	66	10	)	)	-RRB-
cord-154587-qbmm5st9	66	11	are	be	VBP
cord-154587-qbmm5st9	66	12	used	use	VBN
cord-154587-qbmm5st9	66	13	as	as	IN
cord-154587-qbmm5st9	66	14	inputs	input	NNS
cord-154587-qbmm5st9	66	15	of	of	IN
cord-154587-qbmm5st9	66	16	the	the	DT
cord-154587-qbmm5st9	66	17	network	network	NN
cord-154587-qbmm5st9	66	18	.	.	.
cord-154587-qbmm5st9	67	1	The	the	DT
cord-154587-qbmm5st9	67	2	latent	latent	JJ
cord-154587-qbmm5st9	67	3	variables	variable	NNS
cord-154587-qbmm5st9	67	4	obtained	obtain	VBN
cord-154587-qbmm5st9	67	5	from	from	IN
cord-154587-qbmm5st9	67	6	the	the	DT
cord-154587-qbmm5st9	67	7	second	second	JJ
cord-154587-qbmm5st9	67	8	latent	latent	JJ
cord-154587-qbmm5st9	67	9	layer	layer	NN
cord-154587-qbmm5st9	67	10	of	of	IN
cord-154587-qbmm5st9	67	11	the	the	DT
cord-154587-qbmm5st9	67	12	autoencoder	autoencoder	NN
cord-154587-qbmm5st9	67	13	model	model	NN
cord-154587-qbmm5st9	67	14	are	be	VBP
cord-154587-qbmm5st9	67	15	processed	process	VBN
cord-154587-qbmm5st9	67	16	by	by	IN
cord-154587-qbmm5st9	67	17	the	the	DT
cord-154587-qbmm5st9	67	18	singular	singular	JJ
cord-154587-qbmm5st9	67	19	value	value	NN
cord-154587-qbmm5st9	67	20	decomposition	decomposition	NN
cord-154587-qbmm5st9	67	21	method	method	NN
cord-154587-qbmm5st9	67	22	before	before	IN
cord-154587-qbmm5st9	67	23	being	be	VBG
cord-154587-qbmm5st9	67	24	fed	feed	VBN
cord-154587-qbmm5st9	67	25	into	into	IN
cord-154587-qbmm5st9	67	26	clustering	cluster	VBG
cord-154587-qbmm5st9	67	27	algorithms	algorithm	NNS
cord-154587-qbmm5st9	67	28	in	in	IN
cord-154587-qbmm5st9	67	29	order	order	NN
cord-154587-qbmm5st9	67	30	to	to	TO
cord-154587-qbmm5st9	67	31	group	group	VB
cord-154587-qbmm5st9	67	32	the	the	DT
cord-154587-qbmm5st9	67	33	cases	case	NNS
cord-154587-qbmm5st9	67	34	into	into	IN
cord-154587-qbmm5st9	67	35	provinces	province	NNS
cord-154587-qbmm5st9	67	36	or	or	CC
cord-154587-qbmm5st9	67	37	cities	city	NNS
cord-154587-qbmm5st9	67	38	to	to	TO
cord-154587-qbmm5st9	67	39	investigate	investigate	VB
cord-154587-qbmm5st9	67	40	the	the	DT
cord-154587-qbmm5st9	67	41	transmission	transmission	NN
cord-154587-qbmm5st9	67	42	dynamics	dynamic	NNS
cord-154587-qbmm5st9	67	43	of	of	IN
cord-154587-qbmm5st9	67	44	the	the	DT
cord-154587-qbmm5st9	67	45	pandemic	pandemic	NN
cord-154587-qbmm5st9	67	46	.	.	.
cord-154587-qbmm5st9	68	1	The	the	DT
cord-154587-qbmm5st9	68	2	resultant	resultant	JJ
cord-154587-qbmm5st9	68	3	errors	error	NNS
cord-154587-qbmm5st9	68	4	of	of	IN
cord-154587-qbmm5st9	68	5	the	the	DT
cord-154587-qbmm5st9	68	6	model	model	NN
cord-154587-qbmm5st9	68	7	are	be	VBP
cord-154587-qbmm5st9	68	8	low	low	JJ
cord-154587-qbmm5st9	68	9	,	,	,
cord-154587-qbmm5st9	68	10	which	which	WDT
cord-154587-qbmm5st9	68	11	give	give	VBP
cord-154587-qbmm5st9	68	12	confidence	confidence	NN
cord-154587-qbmm5st9	68	13	that	that	IN
cord-154587-qbmm5st9	68	14	it	-PRON-	PRP
cord-154587-qbmm5st9	68	15	can	can	MD
cord-154587-qbmm5st9	68	16	be	be	VB
cord-154587-qbmm5st9	68	17	applied	apply	VBN
cord-154587-qbmm5st9	68	18	to	to	TO
cord-154587-qbmm5st9	68	19	forecast	forecast	VB
cord-154587-qbmm5st9	68	20	accurately	accurately	RB
cord-154587-qbmm5st9	68	21	the	the	DT
cord-154587-qbmm5st9	68	22	transmission	transmission	NN
cord-154587-qbmm5st9	68	23	dynamics	dynamic	NNS
cord-154587-qbmm5st9	68	24	of	of	IN
cord-154587-qbmm5st9	68	25	the	the	DT
cord-154587-qbmm5st9	68	26	virus	virus	NN
cord-154587-qbmm5st9	68	27	as	as	IN
cord-154587-qbmm5st9	68	28	a	a	DT
cord-154587-qbmm5st9	68	29	helpful	helpful	JJ
cord-154587-qbmm5st9	68	30	tool	tool	NN
cord-154587-qbmm5st9	68	31	for	for	IN
cord-154587-qbmm5st9	68	32	public	public	JJ
cord-154587-qbmm5st9	68	33	health	health	NN
cord-154587-qbmm5st9	68	34	planning	planning	NN
cord-154587-qbmm5st9	68	35	and	and	CC
cord-154587-qbmm5st9	68	36	policy	policy	NN
cord-154587-qbmm5st9	68	37	-	-	HYPH
cord-154587-qbmm5st9	68	38	making	making	NN
cord-154587-qbmm5st9	68	39	.	.	.
cord-154587-qbmm5st9	69	1	On	on	IN
cord-154587-qbmm5st9	69	2	the	the	DT
cord-154587-qbmm5st9	69	3	other	other	JJ
cord-154587-qbmm5st9	69	4	hand	hand	NN
cord-154587-qbmm5st9	69	5	,	,	,
cord-154587-qbmm5st9	69	6	a	a	DT
cord-154587-qbmm5st9	69	7	prototype	prototype	NN
cord-154587-qbmm5st9	69	8	of	of	IN
cord-154587-qbmm5st9	69	9	an	an	DT
cord-154587-qbmm5st9	69	10	AI	ai	NN
cord-154587-qbmm5st9	69	11	-	-	HYPH
cord-154587-qbmm5st9	69	12	based	base	VBN
cord-154587-qbmm5st9	69	13	system	system	NN
cord-154587-qbmm5st9	69	14	,	,	,
cord-154587-qbmm5st9	69	15	namely	namely	RB
cord-154587-qbmm5st9	69	16	α	α	NNP
cord-154587-qbmm5st9	69	17	-	-	HYPH
cord-154587-qbmm5st9	69	18	Satellite	Satellite	NNP
cord-154587-qbmm5st9	69	19	,	,	,
cord-154587-qbmm5st9	69	20	is	be	VBZ
cord-154587-qbmm5st9	69	21	proposed	propose	VBN
cord-154587-qbmm5st9	69	22	in	in	IN
cord-154587-qbmm5st9	69	23	[	[	-LRB-
cord-154587-qbmm5st9	69	24	27	27	CD
cord-154587-qbmm5st9	69	25	]	]	-RRB-
cord-154587-qbmm5st9	69	26	to	to	TO
cord-154587-qbmm5st9	69	27	assess	assess	VB
cord-154587-qbmm5st9	69	28	the	the	DT
cord-154587-qbmm5st9	69	29	infectious	infectious	JJ
cord-154587-qbmm5st9	69	30	risk	risk	NN
cord-154587-qbmm5st9	69	31	of	of	IN
cord-154587-qbmm5st9	69	32	a	a	DT
cord-154587-qbmm5st9	69	33	given	give	VBN
cord-154587-qbmm5st9	69	34	geographical	geographical	JJ
cord-154587-qbmm5st9	69	35	area	area	NN
cord-154587-qbmm5st9	69	36	at	at	IN
cord-154587-qbmm5st9	69	37	community	community	NN
cord-154587-qbmm5st9	69	38	levels	level	NNS
cord-154587-qbmm5st9	69	39	.	.	.
cord-154587-qbmm5st9	70	1	The	the	DT
cord-154587-qbmm5st9	70	2	system	system	NN
cord-154587-qbmm5st9	70	3	collects	collect	VBZ
cord-154587-qbmm5st9	70	4	various	various	JJ
cord-154587-qbmm5st9	70	5	types	type	NNS
cord-154587-qbmm5st9	70	6	of	of	IN
cord-154587-qbmm5st9	70	7	large	large	JJ
cord-154587-qbmm5st9	70	8	-	-	HYPH
cord-154587-qbmm5st9	70	9	scale	scale	NN
cord-154587-qbmm5st9	70	10	and	and	CC
cord-154587-qbmm5st9	70	11	real	real	JJ
cord-154587-qbmm5st9	70	12	-	-	HYPH
cord-154587-qbmm5st9	70	13	time	time	NN
cord-154587-qbmm5st9	70	14	data	datum	NNS
cord-154587-qbmm5st9	70	15	from	from	IN
cord-154587-qbmm5st9	70	16	heterogeneous	heterogeneous	JJ
cord-154587-qbmm5st9	70	17	sources	source	NNS
cord-154587-qbmm5st9	70	18	,	,	,
cord-154587-qbmm5st9	70	19	such	such	JJ
cord-154587-qbmm5st9	70	20	as	as	IN
cord-154587-qbmm5st9	70	21	number	number	NN
cord-154587-qbmm5st9	70	22	of	of	IN
cord-154587-qbmm5st9	70	23	cases	case	NNS
cord-154587-qbmm5st9	70	24	and	and	CC
cord-154587-qbmm5st9	70	25	deaths	death	NNS
cord-154587-qbmm5st9	70	26	,	,	,
cord-154587-qbmm5st9	70	27	demographic	demographic	JJ
cord-154587-qbmm5st9	70	28	data	datum	NNS
cord-154587-qbmm5st9	70	29	,	,	,
cord-154587-qbmm5st9	70	30	traffic	traffic	NN
cord-154587-qbmm5st9	70	31	density	density	NN
cord-154587-qbmm5st9	70	32	and	and	CC
cord-154587-qbmm5st9	70	33	social	social	JJ
cord-154587-qbmm5st9	70	34	media	medium	NNS
cord-154587-qbmm5st9	70	35	data	datum	NNS
cord-154587-qbmm5st9	70	36	,	,	,
cord-154587-qbmm5st9	70	37	e.g.	e.g.	RB
cord-154587-qbmm5st9	70	38	,	,	,
cord-154587-qbmm5st9	70	39	Reddit	Reddit	NNP
cord-154587-qbmm5st9	70	40	posts	post	NNS
cord-154587-qbmm5st9	70	41	.	.	.
cord-154587-qbmm5st9	71	1	The	the	DT
cord-154587-qbmm5st9	71	2	social	social	JJ
cord-154587-qbmm5st9	71	3	media	medium	NNS
cord-154587-qbmm5st9	71	4	data	datum	NNS
cord-154587-qbmm5st9	71	5	available	available	JJ
cord-154587-qbmm5st9	71	6	for	for	IN
cord-154587-qbmm5st9	71	7	a	a	DT
cord-154587-qbmm5st9	71	8	given	give	VBN
cord-154587-qbmm5st9	71	9	area	area	NN
cord-154587-qbmm5st9	71	10	may	may	MD
cord-154587-qbmm5st9	71	11	be	be	VB
cord-154587-qbmm5st9	71	12	limited	limit	VBN
cord-154587-qbmm5st9	71	13	so	so	IN
cord-154587-qbmm5st9	71	14	that	that	IN
cord-154587-qbmm5st9	71	15	they	-PRON-	PRP
cord-154587-qbmm5st9	71	16	are	be	VBP
cord-154587-qbmm5st9	71	17	enriched	enrich	VBN
cord-154587-qbmm5st9	71	18	by	by	IN
cord-154587-qbmm5st9	71	19	the	the	DT
cord-154587-qbmm5st9	71	20	conditional	conditional	JJ
cord-154587-qbmm5st9	71	21	generative	generative	JJ
cord-154587-qbmm5st9	71	22	adversarial	adversarial	JJ
cord-154587-qbmm5st9	71	23	networks	network	NNS
cord-154587-qbmm5st9	71	24	(	(	-LRB-
cord-154587-qbmm5st9	71	25	GANs	gan	NNS
cord-154587-qbmm5st9	71	26	)	)	-RRB-
cord-154587-qbmm5st9	71	27	[	[	-LRB-
cord-154587-qbmm5st9	71	28	28	28	CD
cord-154587-qbmm5st9	71	29	]	]	-RRB-
cord-154587-qbmm5st9	72	1	to	to	TO
cord-154587-qbmm5st9	72	2	learn	learn	VB
cord-154587-qbmm5st9	72	3	the	the	DT
cord-154587-qbmm5st9	72	4	public	public	JJ
cord-154587-qbmm5st9	72	5	awareness	awareness	NN
cord-154587-qbmm5st9	72	6	of	of	IN
cord-154587-qbmm5st9	72	7	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	72	8	.	.	.
cord-154587-qbmm5st9	73	1	A	a	DT
cord-154587-qbmm5st9	73	2	heterogeneous	heterogeneous	JJ
cord-154587-qbmm5st9	73	3	graph	graph	NN
cord-154587-qbmm5st9	73	4	autoencoder	autoencoder	NN
cord-154587-qbmm5st9	73	5	model	model	NN
cord-154587-qbmm5st9	73	6	is	be	VBZ
cord-154587-qbmm5st9	73	7	then	then	RB
cord-154587-qbmm5st9	73	8	devised	devise	VBN
cord-154587-qbmm5st9	73	9	to	to	TO
cord-154587-qbmm5st9	73	10	aggregate	aggregate	VB
cord-154587-qbmm5st9	73	11	information	information	NN
cord-154587-qbmm5st9	73	12	from	from	IN
cord-154587-qbmm5st9	73	13	neighbourhood	neighbourhood	NN
cord-154587-qbmm5st9	73	14	areas	area	NNS
cord-154587-qbmm5st9	73	15	of	of	IN
cord-154587-qbmm5st9	73	16	the	the	DT
cord-154587-qbmm5st9	73	17	given	give	VBN
cord-154587-qbmm5st9	73	18	area	area	NN
cord-154587-qbmm5st9	73	19	in	in	IN
cord-154587-qbmm5st9	73	20	order	order	NN
cord-154587-qbmm5st9	73	21	to	to	TO
cord-154587-qbmm5st9	73	22	estimate	estimate	VB
cord-154587-qbmm5st9	73	23	its	-PRON-	PRP$
cord-154587-qbmm5st9	73	24	risk	risk	NN
cord-154587-qbmm5st9	73	25	indexes	index	NNS
cord-154587-qbmm5st9	73	26	.	.	.
cord-154587-qbmm5st9	74	1	This	this	DT
cord-154587-qbmm5st9	74	2	risk	risk	NN
cord-154587-qbmm5st9	74	3	information	information	NN
cord-154587-qbmm5st9	74	4	enables	enable	VBZ
cord-154587-qbmm5st9	74	5	residents	resident	NNS
cord-154587-qbmm5st9	74	6	to	to	TO
cord-154587-qbmm5st9	74	7	select	select	VB
cord-154587-qbmm5st9	74	8	appropriate	appropriate	JJ
cord-154587-qbmm5st9	74	9	actions	action	NNS
cord-154587-qbmm5st9	74	10	to	to	TO
cord-154587-qbmm5st9	74	11	prevent	prevent	VB
cord-154587-qbmm5st9	74	12	them	-PRON-	PRP
cord-154587-qbmm5st9	74	13	from	from	IN
cord-154587-qbmm5st9	74	14	the	the	DT
cord-154587-qbmm5st9	74	15	virus	virus	NN
cord-154587-qbmm5st9	74	16	infection	infection	NN
cord-154587-qbmm5st9	74	17	with	with	IN
cord-154587-qbmm5st9	74	18	minimum	minimum	JJ
cord-154587-qbmm5st9	74	19	disruptions	disruption	NNS
cord-154587-qbmm5st9	74	20	in	in	IN
cord-154587-qbmm5st9	74	21	their	-PRON-	PRP$
cord-154587-qbmm5st9	74	22	daily	daily	JJ
cord-154587-qbmm5st9	74	23	lives	life	NNS
cord-154587-qbmm5st9	74	24	.	.	.
cord-154587-qbmm5st9	75	1	It	-PRON-	PRP
cord-154587-qbmm5st9	75	2	is	be	VBZ
cord-154587-qbmm5st9	75	3	also	also	RB
cord-154587-qbmm5st9	75	4	useful	useful	JJ
cord-154587-qbmm5st9	75	5	for	for	IN
cord-154587-qbmm5st9	75	6	authorities	authority	NNS
cord-154587-qbmm5st9	75	7	to	to	TO
cord-154587-qbmm5st9	75	8	implement	implement	VB
cord-154587-qbmm5st9	75	9	appropriate	appropriate	JJ
cord-154587-qbmm5st9	75	10	mitigation	mitigation	NN
cord-154587-qbmm5st9	75	11	strategies	strategy	NNS
cord-154587-qbmm5st9	75	12	to	to	TO
cord-154587-qbmm5st9	75	13	combat	combat	VB
cord-154587-qbmm5st9	75	14	the	the	DT
cord-154587-qbmm5st9	75	15	fast	fast	JJ
cord-154587-qbmm5st9	75	16	evolving	evolve	VBG
cord-154587-qbmm5st9	75	17	pandemic	pandemic	NN
cord-154587-qbmm5st9	75	18	.	.	.
cord-154587-qbmm5st9	76	1	Chang	Chang	NNP
cord-154587-qbmm5st9	76	2	et	et	NNP
cord-154587-qbmm5st9	76	3	al	al	NNP
cord-154587-qbmm5st9	76	4	.	.	.
cord-154587-qbmm5st9	77	1	[	[	-LRB-
cord-154587-qbmm5st9	77	2	29	29	CD
cord-154587-qbmm5st9	77	3	]	]	-RRB-
cord-154587-qbmm5st9	77	4	modify	modify	VB
cord-154587-qbmm5st9	77	5	a	a	DT
cord-154587-qbmm5st9	77	6	discrete	discrete	JJ
cord-154587-qbmm5st9	77	7	-	-	HYPH
cord-154587-qbmm5st9	77	8	time	time	NN
cord-154587-qbmm5st9	77	9	and	and	CC
cord-154587-qbmm5st9	77	10	stochastic	stochastic	JJ
cord-154587-qbmm5st9	77	11	agent	agent	NN
cord-154587-qbmm5st9	77	12	-	-	HYPH
cord-154587-qbmm5st9	77	13	based	base	VBN
cord-154587-qbmm5st9	77	14	model	model	NN
cord-154587-qbmm5st9	77	15	,	,	,
cord-154587-qbmm5st9	77	16	namely	namely	RB
cord-154587-qbmm5st9	77	17	ACEMod	acemod	JJ
cord-154587-qbmm5st9	77	18	(	(	-LRB-
cord-154587-qbmm5st9	77	19	Australian	Australian	NNP
cord-154587-qbmm5st9	77	20	Censusbased	Censusbased	NNP
cord-154587-qbmm5st9	77	21	Epidemic	Epidemic	NNP
cord-154587-qbmm5st9	77	22	Model	Model	NNP
cord-154587-qbmm5st9	77	23	)	)	-RRB-
cord-154587-qbmm5st9	77	24	,	,	,
cord-154587-qbmm5st9	77	25	previously	previously	RB
cord-154587-qbmm5st9	77	26	used	use	VBN
cord-154587-qbmm5st9	77	27	for	for	IN
cord-154587-qbmm5st9	77	28	influenza	influenza	JJ
cord-154587-qbmm5st9	77	29	pandemic	pandemic	NNP
cord-154587-qbmm5st9	77	30	simulation	simulation	NN
cord-154587-qbmm5st9	77	31	[	[	-LRB-
cord-154587-qbmm5st9	77	32	30	30	CD
cord-154587-qbmm5st9	77	33	]	]	-RRB-
cord-154587-qbmm5st9	77	34	,	,	,
cord-154587-qbmm5st9	77	35	[	[	-LRB-
cord-154587-qbmm5st9	77	36	31	31	CD
cord-154587-qbmm5st9	77	37	]	]	-RRB-
cord-154587-qbmm5st9	77	38	,	,	,
cord-154587-qbmm5st9	77	39	for	for	IN
cord-154587-qbmm5st9	77	40	modelling	model	VBG
cord-154587-qbmm5st9	77	41	the	the	DT
cord-154587-qbmm5st9	77	42	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	77	43	pandemic	pandemic	NN
cord-154587-qbmm5st9	77	44	across	across	IN
cord-154587-qbmm5st9	77	45	Australia	Australia	NNP
cord-154587-qbmm5st9	77	46	over	over	IN
cord-154587-qbmm5st9	77	47	time	time	NN
cord-154587-qbmm5st9	77	48	.	.	.
cord-154587-qbmm5st9	78	1	Each	each	DT
cord-154587-qbmm5st9	78	2	agent	agent	NN
cord-154587-qbmm5st9	78	3	exemplifies	exemplify	VBZ
cord-154587-qbmm5st9	78	4	an	an	DT
cord-154587-qbmm5st9	78	5	individual	individual	NN
cord-154587-qbmm5st9	78	6	characterized	characterize	VBN
cord-154587-qbmm5st9	78	7	by	by	IN
cord-154587-qbmm5st9	78	8	a	a	DT
cord-154587-qbmm5st9	78	9	number	number	NN
cord-154587-qbmm5st9	78	10	of	of	IN
cord-154587-qbmm5st9	78	11	attributes	attribute	NNS
cord-154587-qbmm5st9	78	12	such	such	JJ
cord-154587-qbmm5st9	78	13	as	as	IN
cord-154587-qbmm5st9	78	14	age	age	NN
cord-154587-qbmm5st9	78	15	,	,	,
cord-154587-qbmm5st9	78	16	occupation	occupation	NN
cord-154587-qbmm5st9	78	17	,	,	,
cord-154587-qbmm5st9	78	18	gender	gender	NN
cord-154587-qbmm5st9	78	19	,	,	,
cord-154587-qbmm5st9	78	20	susceptibility	susceptibility	NN
cord-154587-qbmm5st9	78	21	and	and	CC
cord-154587-qbmm5st9	78	22	immunity	immunity	NN
cord-154587-qbmm5st9	78	23	to	to	IN
cord-154587-qbmm5st9	78	24	diseases	disease	NNS
cord-154587-qbmm5st9	78	25	and	and	CC
cord-154587-qbmm5st9	78	26	contact	contact	NN
cord-154587-qbmm5st9	78	27	rates	rate	NNS
cord-154587-qbmm5st9	78	28	.	.	.
cord-154587-qbmm5st9	79	1	The	the	DT
cord-154587-qbmm5st9	79	2	ACEMod	ACEMod	NNP
cord-154587-qbmm5st9	79	3	is	be	VBZ
cord-154587-qbmm5st9	79	4	calibrated	calibrate	VBN
cord-154587-qbmm5st9	79	5	to	to	TO
cord-154587-qbmm5st9	79	6	model	model	VB
cord-154587-qbmm5st9	79	7	specifics	specific	NNS
cord-154587-qbmm5st9	79	8	of	of	IN
cord-154587-qbmm5st9	79	9	the	the	DT
cord-154587-qbmm5st9	79	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	79	11	pandemic	pandemic	NN
cord-154587-qbmm5st9	79	12	based	base	VBN
cord-154587-qbmm5st9	79	13	on	on	IN
cord-154587-qbmm5st9	79	14	key	key	JJ
cord-154587-qbmm5st9	79	15	disease	disease	NN
cord-154587-qbmm5st9	79	16	transmission	transmission	NN
cord-154587-qbmm5st9	79	17	parameters	parameter	NNS
cord-154587-qbmm5st9	79	18	.	.	.
cord-154587-qbmm5st9	80	1	Several	several	JJ
cord-154587-qbmm5st9	80	2	intervention	intervention	NN
cord-154587-qbmm5st9	80	3	strategies	strategy	NNS
cord-154587-qbmm5st9	80	4	including	include	VBG
cord-154587-qbmm5st9	80	5	social	social	JJ
cord-154587-qbmm5st9	80	6	distancing	distancing	NN
cord-154587-qbmm5st9	80	7	,	,	,
cord-154587-qbmm5st9	80	8	school	school	NN
cord-154587-qbmm5st9	80	9	closures	closure	NNS
cord-154587-qbmm5st9	80	10	,	,	,
cord-154587-qbmm5st9	80	11	travel	travel	NN
cord-154587-qbmm5st9	80	12	bans	ban	NNS
cord-154587-qbmm5st9	80	13	,	,	,
cord-154587-qbmm5st9	80	14	and	and	CC
cord-154587-qbmm5st9	80	15	case	case	NN
cord-154587-qbmm5st9	80	16	isolation	isolation	NN
cord-154587-qbmm5st9	80	17	are	be	VBP
cord-154587-qbmm5st9	80	18	then	then	RB
cord-154587-qbmm5st9	80	19	evaluated	evaluate	VBN
cord-154587-qbmm5st9	80	20	using	use	VBG
cord-154587-qbmm5st9	80	21	this	this	DT
cord-154587-qbmm5st9	80	22	tuned	tune	VBN
cord-154587-qbmm5st9	80	23	model	model	NN
cord-154587-qbmm5st9	80	24	.	.	.
cord-154587-qbmm5st9	81	1	Results	result	NNS
cord-154587-qbmm5st9	81	2	obtained	obtain	VBN
cord-154587-qbmm5st9	81	3	from	from	IN
cord-154587-qbmm5st9	81	4	the	the	DT
cord-154587-qbmm5st9	81	5	experiments	experiment	NNS
cord-154587-qbmm5st9	81	6	show	show	VBP
cord-154587-qbmm5st9	81	7	that	that	IN
cord-154587-qbmm5st9	81	8	a	a	DT
cord-154587-qbmm5st9	81	9	combination	combination	NN
cord-154587-qbmm5st9	81	10	of	of	IN
cord-154587-qbmm5st9	81	11	several	several	JJ
cord-154587-qbmm5st9	81	12	strategies	strategy	NNS
cord-154587-qbmm5st9	81	13	is	be	VBZ
cord-154587-qbmm5st9	81	14	needed	need	VBN
cord-154587-qbmm5st9	81	15	to	to	TO
cord-154587-qbmm5st9	81	16	mitigate	mitigate	VB
cord-154587-qbmm5st9	81	17	and	and	CC
cord-154587-qbmm5st9	81	18	suppress	suppress	VB
cord-154587-qbmm5st9	81	19	the	the	DT
cord-154587-qbmm5st9	81	20	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	81	21	pandemic	pandemic	NN
cord-154587-qbmm5st9	81	22	.	.	.
cord-154587-qbmm5st9	82	1	The	the	DT
cord-154587-qbmm5st9	82	2	best	good	JJS
cord-154587-qbmm5st9	82	3	approach	approach	NN
cord-154587-qbmm5st9	82	4	suggested	suggest	VBN
cord-154587-qbmm5st9	82	5	by	by	IN
cord-154587-qbmm5st9	82	6	the	the	DT
cord-154587-qbmm5st9	82	7	model	model	NN
cord-154587-qbmm5st9	82	8	is	be	VBZ
cord-154587-qbmm5st9	82	9	to	to	TO
cord-154587-qbmm5st9	82	10	combine	combine	VB
cord-154587-qbmm5st9	82	11	international	international	JJ
cord-154587-qbmm5st9	82	12	arrival	arrival	NN
cord-154587-qbmm5st9	82	13	restrictions	restriction	NNS
cord-154587-qbmm5st9	82	14	,	,	,
cord-154587-qbmm5st9	82	15	case	case	NN
cord-154587-qbmm5st9	82	16	isolation	isolation	NN
cord-154587-qbmm5st9	82	17	and	and	CC
cord-154587-qbmm5st9	82	18	social	social	JJ
cord-154587-qbmm5st9	82	19	distancing	distancing	NN
cord-154587-qbmm5st9	82	20	in	in	IN
cord-154587-qbmm5st9	82	21	at	at	RB
cord-154587-qbmm5st9	82	22	least	least	RBS
cord-154587-qbmm5st9	82	23	13	13	CD
cord-154587-qbmm5st9	82	24	weeks	week	NNS
cord-154587-qbmm5st9	82	25	with	with	IN
cord-154587-qbmm5st9	82	26	the	the	DT
cord-154587-qbmm5st9	82	27	compliance	compliance	NN
cord-154587-qbmm5st9	82	28	level	level	NN
cord-154587-qbmm5st9	82	29	of	of	IN
cord-154587-qbmm5st9	82	30	80	80	CD
cord-154587-qbmm5st9	82	31	%	%	NN
cord-154587-qbmm5st9	82	32	or	or	CC
cord-154587-qbmm5st9	82	33	above	above	RB
cord-154587-qbmm5st9	82	34	.	.	.
cord-154587-qbmm5st9	83	1	A	a	DT
cord-154587-qbmm5st9	83	2	framework	framework	NN
cord-154587-qbmm5st9	83	3	for	for	IN
cord-154587-qbmm5st9	83	4	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	83	5	detection	detection	NN
cord-154587-qbmm5st9	83	6	using	use	VBG
cord-154587-qbmm5st9	83	7	data	datum	NNS
cord-154587-qbmm5st9	83	8	obtained	obtain	VBN
cord-154587-qbmm5st9	83	9	from	from	IN
cord-154587-qbmm5st9	83	10	smartphones	smartphone	NNS
cord-154587-qbmm5st9	83	11	'	'	POS
cord-154587-qbmm5st9	83	12	onboard	onboard	JJ
cord-154587-qbmm5st9	83	13	sensors	sensor	NNS
cord-154587-qbmm5st9	83	14	such	such	JJ
cord-154587-qbmm5st9	83	15	as	as	IN
cord-154587-qbmm5st9	83	16	cameras	camera	NNS
cord-154587-qbmm5st9	83	17	,	,	,
cord-154587-qbmm5st9	83	18	microphones	microphone	NNS
cord-154587-qbmm5st9	83	19	,	,	,
cord-154587-qbmm5st9	83	20	temperature	temperature	NN
cord-154587-qbmm5st9	83	21	and	and	CC
cord-154587-qbmm5st9	83	22	inertial	inertial	JJ
cord-154587-qbmm5st9	83	23	sensors	sensor	NNS
cord-154587-qbmm5st9	83	24	is	be	VBZ
cord-154587-qbmm5st9	83	25	proposed	propose	VBN
cord-154587-qbmm5st9	83	26	in	in	IN
cord-154587-qbmm5st9	83	27	[	[	-LRB-
cord-154587-qbmm5st9	83	28	32	32	CD
cord-154587-qbmm5st9	83	29	]	]	-RRB-
cord-154587-qbmm5st9	83	30	.	.	.
cord-154587-qbmm5st9	84	1	Machine	machine	NN
cord-154587-qbmm5st9	84	2	learning	learning	NN
cord-154587-qbmm5st9	84	3	methods	method	NNS
cord-154587-qbmm5st9	84	4	are	be	VBP
cord-154587-qbmm5st9	84	5	employed	employ	VBN
cord-154587-qbmm5st9	84	6	for	for	IN
cord-154587-qbmm5st9	84	7	learning	learn	VBG
cord-154587-qbmm5st9	84	8	and	and	CC
cord-154587-qbmm5st9	84	9	acquiring	acquire	VBG
cord-154587-qbmm5st9	84	10	knowledge	knowledge	NN
cord-154587-qbmm5st9	84	11	about	about	IN
cord-154587-qbmm5st9	84	12	the	the	DT
cord-154587-qbmm5st9	84	13	disease	disease	NN
cord-154587-qbmm5st9	84	14	symptoms	symptom	NNS
cord-154587-qbmm5st9	84	15	based	base	VBN
cord-154587-qbmm5st9	84	16	on	on	IN
cord-154587-qbmm5st9	84	17	the	the	DT
cord-154587-qbmm5st9	84	18	collected	collect	VBN
cord-154587-qbmm5st9	84	19	data	datum	NNS
cord-154587-qbmm5st9	84	20	.	.	.
cord-154587-qbmm5st9	85	1	This	this	DT
cord-154587-qbmm5st9	85	2	offers	offer	VBZ
cord-154587-qbmm5st9	85	3	a	a	DT
cord-154587-qbmm5st9	85	4	low	low	JJ
cord-154587-qbmm5st9	85	5	-	-	HYPH
cord-154587-qbmm5st9	85	6	cost	cost	NN
cord-154587-qbmm5st9	85	7	and	and	CC
cord-154587-qbmm5st9	85	8	quick	quick	JJ
cord-154587-qbmm5st9	85	9	approach	approach	NN
cord-154587-qbmm5st9	85	10	to	to	IN
cord-154587-qbmm5st9	85	11	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	85	12	detection	detection	NN
cord-154587-qbmm5st9	85	13	compared	compare	VBN
cord-154587-qbmm5st9	85	14	to	to	IN
cord-154587-qbmm5st9	85	15	medical	medical	JJ
cord-154587-qbmm5st9	85	16	Kits	kit	NNS
cord-154587-qbmm5st9	85	17	or	or	CC
cord-154587-qbmm5st9	85	18	CT	CT	NNP
cord-154587-qbmm5st9	85	19	scan	scan	JJ
cord-154587-qbmm5st9	85	20	methods	method	NNS
cord-154587-qbmm5st9	85	21	.	.	.
cord-154587-qbmm5st9	86	1	This	this	DT
cord-154587-qbmm5st9	86	2	is	be	VBZ
cord-154587-qbmm5st9	86	3	arguably	arguably	RB
cord-154587-qbmm5st9	86	4	plausible	plausible	JJ
cord-154587-qbmm5st9	86	5	because	because	IN
cord-154587-qbmm5st9	86	6	data	datum	NNS
cord-154587-qbmm5st9	86	7	obtained	obtain	VBN
cord-154587-qbmm5st9	86	8	from	from	IN
cord-154587-qbmm5st9	86	9	the	the	DT
cord-154587-qbmm5st9	86	10	smartphones	smartphone	NNS
cord-154587-qbmm5st9	86	11	'	'	POS
cord-154587-qbmm5st9	86	12	sensors	sensor	NNS
cord-154587-qbmm5st9	86	13	have	have	VBP
cord-154587-qbmm5st9	86	14	been	be	VBN
cord-154587-qbmm5st9	86	15	utilized	utilize	VBN
cord-154587-qbmm5st9	86	16	effectively	effectively	RB
cord-154587-qbmm5st9	86	17	in	in	IN
cord-154587-qbmm5st9	86	18	different	different	JJ
cord-154587-qbmm5st9	86	19	individual	individual	JJ
cord-154587-qbmm5st9	86	20	applications	application	NNS
cord-154587-qbmm5st9	86	21	and	and	CC
cord-154587-qbmm5st9	86	22	the	the	DT
cord-154587-qbmm5st9	86	23	proposed	propose	VBN
cord-154587-qbmm5st9	86	24	approach	approach	NN
cord-154587-qbmm5st9	86	25	integrates	integrate	VBZ
cord-154587-qbmm5st9	86	26	these	these	DT
cord-154587-qbmm5st9	86	27	applications	application	NNS
cord-154587-qbmm5st9	86	28	together	together	RB
cord-154587-qbmm5st9	86	29	in	in	IN
cord-154587-qbmm5st9	86	30	a	a	DT
cord-154587-qbmm5st9	86	31	unique	unique	JJ
cord-154587-qbmm5st9	86	32	framework	framework	NN
cord-154587-qbmm5st9	86	33	.	.	.
cord-154587-qbmm5st9	87	1	For	for	IN
cord-154587-qbmm5st9	87	2	instance	instance	NN
cord-154587-qbmm5st9	87	3	,	,	,
cord-154587-qbmm5st9	87	4	data	datum	NNS
cord-154587-qbmm5st9	87	5	obtained	obtain	VBN
cord-154587-qbmm5st9	87	6	from	from	IN
cord-154587-qbmm5st9	87	7	the	the	DT
cord-154587-qbmm5st9	87	8	temperature	temperature	NN
cord-154587-qbmm5st9	87	9	-	-	HYPH
cord-154587-qbmm5st9	87	10	fingerprint	fingerprint	NN
cord-154587-qbmm5st9	87	11	sensor	sensor	NN
cord-154587-qbmm5st9	87	12	can	can	MD
cord-154587-qbmm5st9	87	13	be	be	VB
cord-154587-qbmm5st9	87	14	used	use	VBN
cord-154587-qbmm5st9	87	15	for	for	IN
cord-154587-qbmm5st9	87	16	fever	fever	NN
cord-154587-qbmm5st9	87	17	level	level	NN
cord-154587-qbmm5st9	87	18	prediction	prediction	NN
cord-154587-qbmm5st9	87	19	[	[	-LRB-
cord-154587-qbmm5st9	87	20	33	33	CD
cord-154587-qbmm5st9	87	21	]	]	-RRB-
cord-154587-qbmm5st9	87	22	.	.	.
cord-154587-qbmm5st9	88	1	Images	image	NNS
cord-154587-qbmm5st9	88	2	and	and	CC
cord-154587-qbmm5st9	88	3	videos	video	NNS
cord-154587-qbmm5st9	88	4	taken	take	VBN
cord-154587-qbmm5st9	88	5	by	by	IN
cord-154587-qbmm5st9	88	6	smartphones	smartphone	NNS
cord-154587-qbmm5st9	88	7	'	'	POS
cord-154587-qbmm5st9	88	8	camera	camera	NN
cord-154587-qbmm5st9	88	9	or	or	CC
cord-154587-qbmm5st9	88	10	data	datum	NNS
cord-154587-qbmm5st9	88	11	collected	collect	VBN
cord-154587-qbmm5st9	88	12	by	by	IN
cord-154587-qbmm5st9	88	13	the	the	DT
cord-154587-qbmm5st9	88	14	onboard	onboard	JJ
cord-154587-qbmm5st9	88	15	inertial	inertial	JJ
cord-154587-qbmm5st9	88	16	sensors	sensor	NNS
cord-154587-qbmm5st9	88	17	can	can	MD
cord-154587-qbmm5st9	88	18	be	be	VB
cord-154587-qbmm5st9	88	19	used	use	VBN
cord-154587-qbmm5st9	88	20	for	for	IN
cord-154587-qbmm5st9	88	21	human	human	JJ
cord-154587-qbmm5st9	88	22	fatigue	fatigue	NN
cord-154587-qbmm5st9	88	23	detection	detection	NN
cord-154587-qbmm5st9	88	24	[	[	-LRB-
cord-154587-qbmm5st9	88	25	34	34	CD
cord-154587-qbmm5st9	88	26	]	]	-RRB-
cord-154587-qbmm5st9	88	27	,	,	,
cord-154587-qbmm5st9	88	28	[	[	-LRB-
cord-154587-qbmm5st9	88	29	35	35	CD
cord-154587-qbmm5st9	88	30	]	]	-RRB-
cord-154587-qbmm5st9	88	31	.	.	.
cord-154587-qbmm5st9	89	1	Likewise	likewise	RB
cord-154587-qbmm5st9	89	2	,	,	,
cord-154587-qbmm5st9	89	3	Story	Story	NNP
cord-154587-qbmm5st9	89	4	et	et	NNP
cord-154587-qbmm5st9	89	5	al	al	NNP
cord-154587-qbmm5st9	89	6	.	.	.
cord-154587-qbmm5st9	90	1	[	[	-LRB-
cord-154587-qbmm5st9	90	2	36	36	CD
cord-154587-qbmm5st9	90	3	]	]	-RRB-
cord-154587-qbmm5st9	90	4	use	use	NN
cord-154587-qbmm5st9	90	5	smartphone	smartphone	NN
cord-154587-qbmm5st9	90	6	's	's	POS
cord-154587-qbmm5st9	90	7	videos	video	NNS
cord-154587-qbmm5st9	90	8	for	for	IN
cord-154587-qbmm5st9	90	9	nausea	nausea	NN
cord-154587-qbmm5st9	90	10	prediction	prediction	NN
cord-154587-qbmm5st9	90	11	whilst	whilst	IN
cord-154587-qbmm5st9	90	12	Lawanont	Lawanont	NNP
cord-154587-qbmm5st9	90	13	et	et	NNP
cord-154587-qbmm5st9	90	14	al	al	NNP
cord-154587-qbmm5st9	90	15	.	.	.
cord-154587-qbmm5st9	91	1	[	[	-LRB-
cord-154587-qbmm5st9	91	2	37	37	CD
cord-154587-qbmm5st9	91	3	]	]	-RRB-
cord-154587-qbmm5st9	91	4	use	use	VBP
cord-154587-qbmm5st9	91	5	camera	camera	NN
cord-154587-qbmm5st9	91	6	images	image	NNS
cord-154587-qbmm5st9	91	7	and	and	CC
cord-154587-qbmm5st9	91	8	inertial	inertial	JJ
cord-154587-qbmm5st9	91	9	sensors	sensor	NNS
cord-154587-qbmm5st9	91	10	'	'	POS
cord-154587-qbmm5st9	91	11	measurements	measurement	NNS
cord-154587-qbmm5st9	91	12	for	for	IN
cord-154587-qbmm5st9	91	13	neck	neck	NN
cord-154587-qbmm5st9	91	14	posture	posture	NN
cord-154587-qbmm5st9	91	15	monitoring	monitoring	NN
cord-154587-qbmm5st9	91	16	and	and	CC
cord-154587-qbmm5st9	91	17	human	human	JJ
cord-154587-qbmm5st9	91	18	headache	headache	NN
cord-154587-qbmm5st9	91	19	level	level	NN
cord-154587-qbmm5st9	91	20	prediction	prediction	NN
cord-154587-qbmm5st9	91	21	.	.	.
cord-154587-qbmm5st9	92	1	Alternatively	alternatively	RB
cord-154587-qbmm5st9	92	2	,	,	,
cord-154587-qbmm5st9	92	3	audio	audio	JJ
cord-154587-qbmm5st9	92	4	data	datum	NNS
cord-154587-qbmm5st9	92	5	obtained	obtain	VBN
cord-154587-qbmm5st9	92	6	from	from	IN
cord-154587-qbmm5st9	92	7	smartphone	smartphone	NN
cord-154587-qbmm5st9	92	8	's	's	POS
cord-154587-qbmm5st9	92	9	microphone	microphone	NN
cord-154587-qbmm5st9	92	10	are	be	VBP
cord-154587-qbmm5st9	92	11	used	use	VBN
cord-154587-qbmm5st9	92	12	for	for	IN
cord-154587-qbmm5st9	92	13	cough	cough	NN
cord-154587-qbmm5st9	92	14	type	type	NN
cord-154587-qbmm5st9	92	15	detection	detection	NN
cord-154587-qbmm5st9	92	16	in	in	IN
cord-154587-qbmm5st9	92	17	[	[	-LRB-
cord-154587-qbmm5st9	92	18	38	38	CD
cord-154587-qbmm5st9	92	19	]	]	-RRB-
cord-154587-qbmm5st9	92	20	,	,	,
cord-154587-qbmm5st9	92	21	[	[	-LRB-
cord-154587-qbmm5st9	92	22	39	39	CD
cord-154587-qbmm5st9	92	23	]	]	-RRB-
cord-154587-qbmm5st9	92	24	.	.	.
cord-154587-qbmm5st9	93	1	An	an	DT
cord-154587-qbmm5st9	93	2	approach	approach	NN
cord-154587-qbmm5st9	93	3	to	to	IN
cord-154587-qbmm5st9	93	4	collecting	collect	VBG
cord-154587-qbmm5st9	93	5	individuals	individual	NNS
cord-154587-qbmm5st9	93	6	'	'	POS
cord-154587-qbmm5st9	93	7	basic	basic	JJ
cord-154587-qbmm5st9	93	8	travel	travel	NN
cord-154587-qbmm5st9	93	9	history	history	NN
cord-154587-qbmm5st9	93	10	and	and	CC
cord-154587-qbmm5st9	93	11	their	-PRON-	PRP$
cord-154587-qbmm5st9	93	12	common	common	JJ
cord-154587-qbmm5st9	93	13	manifestations	manifestation	NNS
cord-154587-qbmm5st9	93	14	using	use	VBG
cord-154587-qbmm5st9	93	15	a	a	DT
cord-154587-qbmm5st9	93	16	phone	phone	NN
cord-154587-qbmm5st9	93	17	-	-	HYPH
cord-154587-qbmm5st9	93	18	based	base	VBN
cord-154587-qbmm5st9	93	19	online	online	JJ
cord-154587-qbmm5st9	93	20	survey	survey	NN
cord-154587-qbmm5st9	93	21	is	be	VBZ
cord-154587-qbmm5st9	93	22	proposed	propose	VBN
cord-154587-qbmm5st9	93	23	in	in	IN
cord-154587-qbmm5st9	93	24	[	[	-LRB-
cord-154587-qbmm5st9	93	25	40	40	CD
cord-154587-qbmm5st9	93	26	]	]	-RRB-
cord-154587-qbmm5st9	93	27	.	.	.
cord-154587-qbmm5st9	94	1	These	these	DT
cord-154587-qbmm5st9	94	2	data	datum	NNS
cord-154587-qbmm5st9	94	3	are	be	VBP
cord-154587-qbmm5st9	94	4	valuable	valuable	JJ
cord-154587-qbmm5st9	94	5	for	for	IN
cord-154587-qbmm5st9	94	6	machine	machine	NN
cord-154587-qbmm5st9	94	7	learning	learn	VBG
cord-154587-qbmm5st9	94	8	algorithms	algorithm	NNS
cord-154587-qbmm5st9	94	9	to	to	TO
cord-154587-qbmm5st9	94	10	learn	learn	VB
cord-154587-qbmm5st9	94	11	and	and	CC
cord-154587-qbmm5st9	94	12	predict	predict	VB
cord-154587-qbmm5st9	94	13	the	the	DT
cord-154587-qbmm5st9	94	14	infection	infection	NN
cord-154587-qbmm5st9	94	15	risk	risk	NN
cord-154587-qbmm5st9	94	16	of	of	IN
cord-154587-qbmm5st9	94	17	each	each	DT
cord-154587-qbmm5st9	94	18	individual	individual	NN
cord-154587-qbmm5st9	94	19	,	,	,
cord-154587-qbmm5st9	94	20	thus	thus	RB
cord-154587-qbmm5st9	94	21	help	help	VB
cord-154587-qbmm5st9	94	22	to	to	TO
cord-154587-qbmm5st9	94	23	early	early	RB
cord-154587-qbmm5st9	94	24	identify	identify	VB
cord-154587-qbmm5st9	94	25	high	high	JJ
cord-154587-qbmm5st9	94	26	-	-	HYPH
cord-154587-qbmm5st9	94	27	risk	risk	NN
cord-154587-qbmm5st9	94	28	cases	case	NNS
cord-154587-qbmm5st9	94	29	for	for	IN
cord-154587-qbmm5st9	94	30	quarantine	quarantine	NN
cord-154587-qbmm5st9	94	31	purpose	purpose	NN
cord-154587-qbmm5st9	94	32	.	.	.
cord-154587-qbmm5st9	95	1	This	this	DT
cord-154587-qbmm5st9	95	2	contributes	contribute	VBZ
cord-154587-qbmm5st9	95	3	to	to	IN
cord-154587-qbmm5st9	95	4	reducing	reduce	VBG
cord-154587-qbmm5st9	95	5	the	the	DT
cord-154587-qbmm5st9	95	6	spread	spread	NN
cord-154587-qbmm5st9	95	7	of	of	IN
cord-154587-qbmm5st9	95	8	the	the	DT
cord-154587-qbmm5st9	95	9	virus	virus	NN
cord-154587-qbmm5st9	95	10	to	to	IN
cord-154587-qbmm5st9	95	11	the	the	DT
cord-154587-qbmm5st9	95	12	susceptible	susceptible	JJ
cord-154587-qbmm5st9	95	13	populations	population	NNS
cord-154587-qbmm5st9	95	14	.	.	.
cord-154587-qbmm5st9	96	1	In	in	IN
cord-154587-qbmm5st9	96	2	another	another	DT
cord-154587-qbmm5st9	96	3	work	work	NN
cord-154587-qbmm5st9	96	4	,	,	,
cord-154587-qbmm5st9	96	5	Allam	Allam	NNP
cord-154587-qbmm5st9	96	6	and	and	CC
cord-154587-qbmm5st9	96	7	Jones	Jones	NNP
cord-154587-qbmm5st9	96	8	[	[	-LRB-
cord-154587-qbmm5st9	96	9	41	41	CD
cord-154587-qbmm5st9	96	10	]	]	-RRB-
cord-154587-qbmm5st9	96	11	suggest	suggest	VBP
cord-154587-qbmm5st9	96	12	the	the	DT
cord-154587-qbmm5st9	96	13	use	use	NN
cord-154587-qbmm5st9	96	14	of	of	IN
cord-154587-qbmm5st9	96	15	AI	ai	NN
cord-154587-qbmm5st9	96	16	and	and	CC
cord-154587-qbmm5st9	96	17	data	datum	NNS
cord-154587-qbmm5st9	96	18	sharing	share	VBG
cord-154587-qbmm5st9	96	19	standardization	standardization	NN
cord-154587-qbmm5st9	96	20	protocols	protocol	NNS
cord-154587-qbmm5st9	96	21	for	for	IN
cord-154587-qbmm5st9	96	22	better	well	JJR
cord-154587-qbmm5st9	96	23	global	global	JJ
cord-154587-qbmm5st9	96	24	understanding	understanding	NN
cord-154587-qbmm5st9	96	25	and	and	CC
cord-154587-qbmm5st9	96	26	management	management	NN
cord-154587-qbmm5st9	96	27	of	of	IN
cord-154587-qbmm5st9	96	28	urban	urban	JJ
cord-154587-qbmm5st9	96	29	health	health	NN
cord-154587-qbmm5st9	96	30	during	during	IN
cord-154587-qbmm5st9	96	31	the	the	DT
cord-154587-qbmm5st9	96	32	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	96	33	pandemic	pandemic	NN
cord-154587-qbmm5st9	96	34	.	.	.
cord-154587-qbmm5st9	97	1	For	for	IN
cord-154587-qbmm5st9	97	2	example	example	NN
cord-154587-qbmm5st9	97	3	,	,	,
cord-154587-qbmm5st9	97	4	added	add	VBN
cord-154587-qbmm5st9	97	5	benefits	benefit	NNS
cord-154587-qbmm5st9	97	6	can	can	MD
cord-154587-qbmm5st9	97	7	be	be	VB
cord-154587-qbmm5st9	97	8	obtained	obtain	VBN
cord-154587-qbmm5st9	97	9	if	if	IN
cord-154587-qbmm5st9	97	10	AI	AI	NNP
cord-154587-qbmm5st9	97	11	is	be	VBZ
cord-154587-qbmm5st9	97	12	integrated	integrate	VBN
cord-154587-qbmm5st9	97	13	with	with	IN
cord-154587-qbmm5st9	97	14	thermal	thermal	JJ
cord-154587-qbmm5st9	97	15	cameras	camera	NNS
cord-154587-qbmm5st9	97	16	,	,	,
cord-154587-qbmm5st9	97	17	which	which	WDT
cord-154587-qbmm5st9	97	18	might	may	MD
cord-154587-qbmm5st9	97	19	have	have	VB
cord-154587-qbmm5st9	97	20	been	be	VBN
cord-154587-qbmm5st9	97	21	installed	instal	VBN
cord-154587-qbmm5st9	97	22	in	in	IN
cord-154587-qbmm5st9	97	23	many	many	JJ
cord-154587-qbmm5st9	97	24	smart	smart	JJ
cord-154587-qbmm5st9	97	25	cities	city	NNS
cord-154587-qbmm5st9	97	26	,	,	,
cord-154587-qbmm5st9	97	27	for	for	IN
cord-154587-qbmm5st9	97	28	early	early	JJ
cord-154587-qbmm5st9	97	29	detection	detection	NN
cord-154587-qbmm5st9	97	30	of	of	IN
cord-154587-qbmm5st9	97	31	the	the	DT
cord-154587-qbmm5st9	97	32	outbreak	outbreak	NN
cord-154587-qbmm5st9	97	33	.	.	.
cord-154587-qbmm5st9	98	1	AI	AI	NNP
cord-154587-qbmm5st9	98	2	methods	method	NNS
cord-154587-qbmm5st9	98	3	can	can	MD
cord-154587-qbmm5st9	98	4	also	also	RB
cord-154587-qbmm5st9	98	5	demonstrate	demonstrate	VB
cord-154587-qbmm5st9	98	6	their	-PRON-	PRP$
cord-154587-qbmm5st9	98	7	great	great	JJ
cord-154587-qbmm5st9	98	8	effectiveness	effectiveness	NN
cord-154587-qbmm5st9	98	9	in	in	IN
cord-154587-qbmm5st9	98	10	supporting	support	VBG
cord-154587-qbmm5st9	98	11	managers	manager	NNS
cord-154587-qbmm5st9	98	12	to	to	TO
cord-154587-qbmm5st9	98	13	make	make	VB
cord-154587-qbmm5st9	98	14	better	well	JJR
cord-154587-qbmm5st9	98	15	decisions	decision	NNS
cord-154587-qbmm5st9	98	16	for	for	IN
cord-154587-qbmm5st9	98	17	virus	virus	NN
cord-154587-qbmm5st9	98	18	containment	containment	NN
cord-154587-qbmm5st9	98	19	when	when	WRB
cord-154587-qbmm5st9	98	20	loads	load	NNS
cord-154587-qbmm5st9	98	21	of	of	IN
cord-154587-qbmm5st9	98	22	urban	urban	JJ
cord-154587-qbmm5st9	98	23	health	health	NN
cord-154587-qbmm5st9	98	24	data	datum	NNS
cord-154587-qbmm5st9	98	25	are	be	VBP
cord-154587-qbmm5st9	98	26	collected	collect	VBN
cord-154587-qbmm5st9	98	27	by	by	IN
cord-154587-qbmm5st9	98	28	data	datum	NNS
cord-154587-qbmm5st9	98	29	sharing	share	VBG
cord-154587-qbmm5st9	98	30	across	across	IN
cord-154587-qbmm5st9	98	31	and	and	CC
cord-154587-qbmm5st9	98	32	between	between	IN
cord-154587-qbmm5st9	98	33	smart	smart	JJ
cord-154587-qbmm5st9	98	34	cities	city	NNS
cord-154587-qbmm5st9	98	35	using	use	VBG
cord-154587-qbmm5st9	98	36	the	the	DT
cord-154587-qbmm5st9	98	37	proposed	propose	VBN
cord-154587-qbmm5st9	98	38	protocols	protocol	NNS
cord-154587-qbmm5st9	98	39	.	.	.
cord-154587-qbmm5st9	99	1	A	a	DT
cord-154587-qbmm5st9	99	2	hybrid	hybrid	JJ
cord-154587-qbmm5st9	99	3	AI	AI	NNP
cord-154587-qbmm5st9	99	4	model	model	NN
cord-154587-qbmm5st9	99	5	for	for	IN
cord-154587-qbmm5st9	99	6	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	99	7	infection	infection	NN
cord-154587-qbmm5st9	99	8	rate	rate	NN
cord-154587-qbmm5st9	99	9	forecasting	forecasting	NN
cord-154587-qbmm5st9	99	10	is	be	VBZ
cord-154587-qbmm5st9	99	11	proposed	propose	VBN
cord-154587-qbmm5st9	99	12	in	in	IN
cord-154587-qbmm5st9	99	13	[	[	-LRB-
cord-154587-qbmm5st9	99	14	42	42	CD
cord-154587-qbmm5st9	99	15	]	]	-RRB-
cord-154587-qbmm5st9	99	16	,	,	,
cord-154587-qbmm5st9	99	17	which	which	WDT
cord-154587-qbmm5st9	99	18	combines	combine	VBZ
cord-154587-qbmm5st9	99	19	the	the	DT
cord-154587-qbmm5st9	99	20	epidemic	epidemic	NN
cord-154587-qbmm5st9	99	21	susceptible	susceptible	JJ
cord-154587-qbmm5st9	99	22	infected	infect	VBN
cord-154587-qbmm5st9	99	23	(	(	-LRB-
cord-154587-qbmm5st9	99	24	SI	SI	NNP
cord-154587-qbmm5st9	99	25	)	)	-RRB-
cord-154587-qbmm5st9	99	26	model	model	NN
cord-154587-qbmm5st9	99	27	,	,	,
cord-154587-qbmm5st9	99	28	NLP	NLP	NNP
cord-154587-qbmm5st9	99	29	and	and	CC
cord-154587-qbmm5st9	99	30	deep	deep	JJ
cord-154587-qbmm5st9	99	31	learning	learning	NN
cord-154587-qbmm5st9	99	32	tools	tool	NNS
cord-154587-qbmm5st9	99	33	.	.	.
cord-154587-qbmm5st9	100	1	The	the	DT
cord-154587-qbmm5st9	100	2	SI	SI	NNP
cord-154587-qbmm5st9	100	3	model	model	NN
cord-154587-qbmm5st9	100	4	and	and	CC
cord-154587-qbmm5st9	100	5	its	-PRON-	PRP$
cord-154587-qbmm5st9	100	6	extension	extension	NN
cord-154587-qbmm5st9	100	7	,	,	,
cord-154587-qbmm5st9	100	8	i.e.	i.e.	FW
cord-154587-qbmm5st9	100	9	susceptible	susceptible	JJ
cord-154587-qbmm5st9	100	10	infected	infect	VBN
cord-154587-qbmm5st9	100	11	recovered	recover	VBN
cord-154587-qbmm5st9	100	12	(	(	-LRB-
cord-154587-qbmm5st9	100	13	SIR	SIR	NNP
cord-154587-qbmm5st9	100	14	)	)	-RRB-
cord-154587-qbmm5st9	100	15	,	,	,
cord-154587-qbmm5st9	100	16	are	be	VBP
cord-154587-qbmm5st9	100	17	traditional	traditional	JJ
cord-154587-qbmm5st9	100	18	epidemic	epidemic	NN
cord-154587-qbmm5st9	100	19	models	model	NNS
cord-154587-qbmm5st9	100	20	for	for	IN
cord-154587-qbmm5st9	100	21	modelling	model	VBG
cord-154587-qbmm5st9	100	22	and	and	CC
cord-154587-qbmm5st9	100	23	predicting	predict	VBG
cord-154587-qbmm5st9	100	24	the	the	DT
cord-154587-qbmm5st9	100	25	development	development	NN
cord-154587-qbmm5st9	100	26	of	of	IN
cord-154587-qbmm5st9	100	27	infectious	infectious	JJ
cord-154587-qbmm5st9	100	28	diseases	disease	NNS
cord-154587-qbmm5st9	100	29	where	where	WRB
cord-154587-qbmm5st9	100	30	S	S	NNP
cord-154587-qbmm5st9	100	31	represents	represent	VBZ
cord-154587-qbmm5st9	100	32	the	the	DT
cord-154587-qbmm5st9	100	33	number	number	NN
cord-154587-qbmm5st9	100	34	of	of	IN
cord-154587-qbmm5st9	100	35	susceptible	susceptible	JJ
cord-154587-qbmm5st9	100	36	people	people	NNS
cord-154587-qbmm5st9	100	37	,	,	,
cord-154587-qbmm5st9	100	38	I	-PRON-	PRP
cord-154587-qbmm5st9	100	39	denotes	denote	VBZ
cord-154587-qbmm5st9	100	40	the	the	DT
cord-154587-qbmm5st9	100	41	number	number	NN
cord-154587-qbmm5st9	100	42	of	of	IN
cord-154587-qbmm5st9	100	43	infected	infected	JJ
cord-154587-qbmm5st9	100	44	people	people	NNS
cord-154587-qbmm5st9	100	45	and	and	CC
cord-154587-qbmm5st9	100	46	R	r	NN
cord-154587-qbmm5st9	100	47	specifies	specify	VBZ
cord-154587-qbmm5st9	100	48	the	the	DT
cord-154587-qbmm5st9	100	49	recovered	recover	VBN
cord-154587-qbmm5st9	100	50	cases	case	NNS
cord-154587-qbmm5st9	100	51	.	.	.
cord-154587-qbmm5st9	101	1	Using	use	VBG
cord-154587-qbmm5st9	101	2	differential	differential	JJ
cord-154587-qbmm5st9	101	3	equations	equation	NNS
cord-154587-qbmm5st9	101	4	to	to	TO
cord-154587-qbmm5st9	101	5	characterize	characterize	VB
cord-154587-qbmm5st9	101	6	the	the	DT
cord-154587-qbmm5st9	101	7	relationship	relationship	NN
cord-154587-qbmm5st9	101	8	between	between	IN
cord-154587-qbmm5st9	101	9	I	I	NNP
cord-154587-qbmm5st9	101	10	,	,	,
cord-154587-qbmm5st9	101	11	S	S	NNP
cord-154587-qbmm5st9	101	12	and	and	CC
cord-154587-qbmm5st9	101	13	R	R	NNP
cord-154587-qbmm5st9	101	14	,	,	,
cord-154587-qbmm5st9	101	15	these	these	DT
cord-154587-qbmm5st9	101	16	models	model	NNS
cord-154587-qbmm5st9	101	17	have	have	VBP
cord-154587-qbmm5st9	101	18	been	be	VBN
cord-154587-qbmm5st9	101	19	used	use	VBN
cord-154587-qbmm5st9	101	20	to	to	TO
cord-154587-qbmm5st9	101	21	predict	predict	VB
cord-154587-qbmm5st9	101	22	successfully	successfully	RB
cord-154587-qbmm5st9	101	23	SARS	SARS	NNP
cord-154587-qbmm5st9	101	24	and	and	CC
cord-154587-qbmm5st9	101	25	Ebola	Ebola	NNP
cord-154587-qbmm5st9	101	26	infected	infect	VBN
cord-154587-qbmm5st9	101	27	cases	case	NNS
cord-154587-qbmm5st9	101	28	,	,	,
cord-154587-qbmm5st9	101	29	as	as	IN
cord-154587-qbmm5st9	101	30	reported	report	VBN
cord-154587-qbmm5st9	101	31	in	in	IN
cord-154587-qbmm5st9	101	32	[	[	-LRB-
cord-154587-qbmm5st9	101	33	43	43	CD
cord-154587-qbmm5st9	101	34	]	]	-RRB-
cord-154587-qbmm5st9	101	35	and	and	CC
cord-154587-qbmm5st9	101	36	[	[	-LRB-
cord-154587-qbmm5st9	101	37	44	44	CD
cord-154587-qbmm5st9	101	38	]	]	-RRB-
cord-154587-qbmm5st9	101	39	respectively	respectively	RB
cord-154587-qbmm5st9	101	40	.	.	.
cord-154587-qbmm5st9	102	1	NLP	NLP	NNP
cord-154587-qbmm5st9	102	2	is	be	VBZ
cord-154587-qbmm5st9	102	3	employed	employ	VBN
cord-154587-qbmm5st9	102	4	to	to	TO
cord-154587-qbmm5st9	102	5	extract	extract	VB
cord-154587-qbmm5st9	102	6	semantic	semantic	JJ
cord-154587-qbmm5st9	102	7	features	feature	NNS
cord-154587-qbmm5st9	102	8	from	from	IN
cord-154587-qbmm5st9	102	9	related	related	JJ
cord-154587-qbmm5st9	102	10	news	news	NN
cord-154587-qbmm5st9	102	11	such	such	JJ
cord-154587-qbmm5st9	102	12	as	as	IN
cord-154587-qbmm5st9	102	13	epidemic	epidemic	NN
cord-154587-qbmm5st9	102	14	control	control	NN
cord-154587-qbmm5st9	102	15	measures	measure	NNS
cord-154587-qbmm5st9	102	16	of	of	IN
cord-154587-qbmm5st9	102	17	governments	government	NNS
cord-154587-qbmm5st9	102	18	or	or	CC
cord-154587-qbmm5st9	102	19	residents	resident	NNS
cord-154587-qbmm5st9	102	20	'	'	POS
cord-154587-qbmm5st9	102	21	disease	disease	NN
cord-154587-qbmm5st9	102	22	prevention	prevention	NN
cord-154587-qbmm5st9	102	23	awareness	awareness	NN
cord-154587-qbmm5st9	102	24	.	.	.
cord-154587-qbmm5st9	103	1	These	these	DT
cord-154587-qbmm5st9	103	2	features	feature	NNS
cord-154587-qbmm5st9	103	3	are	be	VBP
cord-154587-qbmm5st9	103	4	then	then	RB
cord-154587-qbmm5st9	103	5	served	serve	VBN
cord-154587-qbmm5st9	103	6	as	as	IN
cord-154587-qbmm5st9	103	7	inputs	input	NNS
cord-154587-qbmm5st9	103	8	to	to	IN
cord-154587-qbmm5st9	103	9	the	the	DT
cord-154587-qbmm5st9	103	10	long	long	JJ
cord-154587-qbmm5st9	103	11	short	short	JJ
cord-154587-qbmm5st9	103	12	-	-	HYPH
cord-154587-qbmm5st9	103	13	term	term	NN
cord-154587-qbmm5st9	103	14	memory	memory	NN
cord-154587-qbmm5st9	103	15	(	(	-LRB-
cord-154587-qbmm5st9	103	16	LSTM	LSTM	NNP
cord-154587-qbmm5st9	103	17	)	)	-RRB-
cord-154587-qbmm5st9	103	18	deep	deep	JJ
cord-154587-qbmm5st9	103	19	learning	learning	NN
cord-154587-qbmm5st9	103	20	model	model	NN
cord-154587-qbmm5st9	103	21	[	[	-LRB-
cord-154587-qbmm5st9	103	22	45	45	CD
cord-154587-qbmm5st9	103	23	]	]	-RRB-
cord-154587-qbmm5st9	104	1	to	to	TO
cord-154587-qbmm5st9	104	2	revise	revise	VB
cord-154587-qbmm5st9	104	3	the	the	DT
cord-154587-qbmm5st9	104	4	infection	infection	NN
cord-154587-qbmm5st9	104	5	rate	rate	NN
cord-154587-qbmm5st9	104	6	predictions	prediction	NNS
cord-154587-qbmm5st9	104	7	of	of	IN
cord-154587-qbmm5st9	104	8	the	the	DT
cord-154587-qbmm5st9	104	9	SI	SI	NNP
cord-154587-qbmm5st9	104	10	model	model	NN
cord-154587-qbmm5st9	104	11	(	(	-LRB-
cord-154587-qbmm5st9	104	12	detailed	detail	VBN
cord-154587-qbmm5st9	104	13	in	in	IN
cord-154587-qbmm5st9	104	14	Fig	Fig	NNP
cord-154587-qbmm5st9	104	15	.	.	.
cord-154587-qbmm5st9	104	16	3	3	CD
cord-154587-qbmm5st9	104	17	)	)	-RRB-
cord-154587-qbmm5st9	104	18	.	.	.
cord-154587-qbmm5st9	105	1	Epidemic	epidemic	NN
cord-154587-qbmm5st9	105	2	data	datum	NNS
cord-154587-qbmm5st9	105	3	of	of	IN
cord-154587-qbmm5st9	105	4	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	105	5	,	,	,
cord-154587-qbmm5st9	105	6	Beijing	Beijing	NNP
cord-154587-qbmm5st9	105	7	,	,	,
cord-154587-qbmm5st9	105	8	Shanghai	Shanghai	NNP
cord-154587-qbmm5st9	105	9	and	and	CC
cord-154587-qbmm5st9	105	10	the	the	DT
cord-154587-qbmm5st9	105	11	whole	whole	JJ
cord-154587-qbmm5st9	105	12	China	China	NNP
cord-154587-qbmm5st9	105	13	are	be	VBP
cord-154587-qbmm5st9	105	14	used	use	VBN
cord-154587-qbmm5st9	105	15	for	for	IN
cord-154587-qbmm5st9	105	16	experiments	experiment	NNS
cord-154587-qbmm5st9	105	17	,	,	,
cord-154587-qbmm5st9	105	18	which	which	WDT
cord-154587-qbmm5st9	105	19	demonstrate	demonstrate	VBP
cord-154587-qbmm5st9	105	20	the	the	DT
cord-154587-qbmm5st9	105	21	great	great	JJ
cord-154587-qbmm5st9	105	22	accuracy	accuracy	NN
cord-154587-qbmm5st9	105	23	of	of	IN
cord-154587-qbmm5st9	105	24	the	the	DT
cord-154587-qbmm5st9	105	25	proposed	propose	VBN
cord-154587-qbmm5st9	105	26	hybrid	hybrid	NN
cord-154587-qbmm5st9	105	27	model	model	NN
cord-154587-qbmm5st9	105	28	.	.	.
cord-154587-qbmm5st9	106	1	It	-PRON-	PRP
cord-154587-qbmm5st9	106	2	can	can	MD
cord-154587-qbmm5st9	106	3	be	be	VB
cord-154587-qbmm5st9	106	4	applied	apply	VBN
cord-154587-qbmm5st9	106	5	to	to	TO
cord-154587-qbmm5st9	106	6	predict	predict	VB
cord-154587-qbmm5st9	106	7	the	the	DT
cord-154587-qbmm5st9	106	8	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	106	9	transmission	transmission	NN
cord-154587-qbmm5st9	106	10	law	law	NN
cord-154587-qbmm5st9	106	11	and	and	CC
cord-154587-qbmm5st9	106	12	development	development	NN
cord-154587-qbmm5st9	106	13	trend	trend	NN
cord-154587-qbmm5st9	106	14	,	,	,
cord-154587-qbmm5st9	106	15	and	and	CC
cord-154587-qbmm5st9	106	16	thus	thus	RB
cord-154587-qbmm5st9	106	17	useful	useful	JJ
cord-154587-qbmm5st9	106	18	for	for	IN
cord-154587-qbmm5st9	106	19	establishing	establish	VBG
cord-154587-qbmm5st9	106	20	prevention	prevention	NN
cord-154587-qbmm5st9	106	21	and	and	CC
cord-154587-qbmm5st9	106	22	control	control	NN
cord-154587-qbmm5st9	106	23	measures	measure	NNS
cord-154587-qbmm5st9	106	24	for	for	IN
cord-154587-qbmm5st9	106	25	future	future	JJ
cord-154587-qbmm5st9	106	26	pandemics	pandemic	NNS
cord-154587-qbmm5st9	106	27	.	.	.
cord-154587-qbmm5st9	107	1	That	that	DT
cord-154587-qbmm5st9	107	2	study	study	NN
cord-154587-qbmm5st9	107	3	also	also	RB
cord-154587-qbmm5st9	107	4	shows	show	VBZ
cord-154587-qbmm5st9	107	5	the	the	DT
cord-154587-qbmm5st9	107	6	importance	importance	NN
cord-154587-qbmm5st9	107	7	of	of	IN
cord-154587-qbmm5st9	107	8	public	public	JJ
cord-154587-qbmm5st9	107	9	awareness	awareness	NN
cord-154587-qbmm5st9	107	10	of	of	IN
cord-154587-qbmm5st9	107	11	governmental	governmental	JJ
cord-154587-qbmm5st9	107	12	epidemic	epidemic	NN
cord-154587-qbmm5st9	107	13	prevention	prevention	NN
cord-154587-qbmm5st9	107	14	policies	policy	NNS
cord-154587-qbmm5st9	107	15	and	and	CC
cord-154587-qbmm5st9	107	16	the	the	DT
cord-154587-qbmm5st9	107	17	significant	significant	JJ
cord-154587-qbmm5st9	107	18	role	role	NN
cord-154587-qbmm5st9	107	19	of	of	IN
cord-154587-qbmm5st9	107	20	transparency	transparency	NN
cord-154587-qbmm5st9	107	21	and	and	CC
cord-154587-qbmm5st9	107	22	openness	openness	NN
cord-154587-qbmm5st9	107	23	of	of	IN
cord-154587-qbmm5st9	107	24	epidemic	epidemic	NN
cord-154587-qbmm5st9	107	25	reports	report	NNS
cord-154587-qbmm5st9	107	26	and	and	CC
cord-154587-qbmm5st9	107	27	news	news	NN
cord-154587-qbmm5st9	107	28	in	in	IN
cord-154587-qbmm5st9	107	29	containing	contain	VBG
cord-154587-qbmm5st9	107	30	the	the	DT
cord-154587-qbmm5st9	107	31	development	development	NN
cord-154587-qbmm5st9	107	32	of	of	IN
cord-154587-qbmm5st9	107	33	infectious	infectious	JJ
cord-154587-qbmm5st9	107	34	diseases	disease	NNS
cord-154587-qbmm5st9	107	35	.	.	.
cord-154587-qbmm5st9	108	1	Fig	Fig	NNP
cord-154587-qbmm5st9	108	2	.	.	.
cord-154587-qbmm5st9	109	1	3	3	LS
cord-154587-qbmm5st9	109	2	.	.	.
cord-154587-qbmm5st9	110	1	An	an	DT
cord-154587-qbmm5st9	110	2	AI	ai	NN
cord-154587-qbmm5st9	110	3	-	-	HYPH
cord-154587-qbmm5st9	110	4	based	base	VBN
cord-154587-qbmm5st9	110	5	approach	approach	NN
cord-154587-qbmm5st9	110	6	to	to	IN
cord-154587-qbmm5st9	110	7	COVID-19	covid-19	VB
cord-154587-qbmm5st9	110	8	prediction	prediction	NN
cord-154587-qbmm5st9	110	9	that	that	WDT
cord-154587-qbmm5st9	110	10	combines	combine	VBZ
cord-154587-qbmm5st9	110	11	traditional	traditional	JJ
cord-154587-qbmm5st9	110	12	epidemic	epidemic	NN
cord-154587-qbmm5st9	110	13	SI	si	NN
cord-154587-qbmm5st9	110	14	model	model	NN
cord-154587-qbmm5st9	110	15	,	,	,
cord-154587-qbmm5st9	110	16	NLP	NLP	NNP
cord-154587-qbmm5st9	110	17	and	and	CC
cord-154587-qbmm5st9	110	18	machine	machine	NN
cord-154587-qbmm5st9	110	19	learning	learning	NN
cord-154587-qbmm5st9	110	20	tools	tool	NNS
cord-154587-qbmm5st9	110	21	as	as	IN
cord-154587-qbmm5st9	110	22	introduced	introduce	VBN
cord-154587-qbmm5st9	110	23	in	in	IN
cord-154587-qbmm5st9	110	24	[	[	-LRB-
cord-154587-qbmm5st9	110	25	42	42	CD
cord-154587-qbmm5st9	110	26	]	]	-RRB-
cord-154587-qbmm5st9	110	27	.	.	.
cord-154587-qbmm5st9	111	1	A	a	DT
cord-154587-qbmm5st9	111	2	pre	pre	JJ
cord-154587-qbmm5st9	111	3	-	-	JJ
cord-154587-qbmm5st9	111	4	trained	train	VBN
cord-154587-qbmm5st9	111	5	NLP	NLP	NNP
cord-154587-qbmm5st9	111	6	model	model	NN
cord-154587-qbmm5st9	111	7	is	be	VBZ
cord-154587-qbmm5st9	111	8	used	use	VBN
cord-154587-qbmm5st9	111	9	to	to	TO
cord-154587-qbmm5st9	111	10	extract	extract	VB
cord-154587-qbmm5st9	111	11	NLP	NLP	NNP
cord-154587-qbmm5st9	111	12	features	feature	VBZ
cord-154587-qbmm5st9	111	13	from	from	IN
cord-154587-qbmm5st9	111	14	text	text	NN
cord-154587-qbmm5st9	111	15	data	datum	NNS
cord-154587-qbmm5st9	111	16	,	,	,
cord-154587-qbmm5st9	111	17	i.e.	i.e.	FW
cord-154587-qbmm5st9	111	18	the	the	DT
cord-154587-qbmm5st9	111	19	pandemic	pandemic	NNP
cord-154587-qbmm5st9	111	20	news	news	NN
cord-154587-qbmm5st9	111	21	,	,	,
cord-154587-qbmm5st9	111	22	reports	report	NNS
cord-154587-qbmm5st9	111	23	,	,	,
cord-154587-qbmm5st9	111	24	prevention	prevention	NN
cord-154587-qbmm5st9	111	25	and	and	CC
cord-154587-qbmm5st9	111	26	control	control	NN
cord-154587-qbmm5st9	111	27	measures	measure	NNS
cord-154587-qbmm5st9	111	28	.	.	.
cord-154587-qbmm5st9	112	1	These	these	DT
cord-154587-qbmm5st9	112	2	features	feature	NNS
cord-154587-qbmm5st9	112	3	are	be	VBP
cord-154587-qbmm5st9	112	4	integrated	integrate	VBN
cord-154587-qbmm5st9	112	5	with	with	IN
cord-154587-qbmm5st9	112	6	infection	infection	NN
cord-154587-qbmm5st9	112	7	rate	rate	NN
cord-154587-qbmm5st9	112	8	features	feature	NNS
cord-154587-qbmm5st9	112	9	obtained	obtain	VBN
cord-154587-qbmm5st9	112	10	from	from	IN
cord-154587-qbmm5st9	112	11	the	the	DT
cord-154587-qbmm5st9	112	12	SI	SI	NNP
cord-154587-qbmm5st9	112	13	model	model	NN
cord-154587-qbmm5st9	112	14	via	via	IN
cord-154587-qbmm5st9	112	15	multilayer	multilayer	JJ
cord-154587-qbmm5st9	112	16	perceptron	perceptron	NN
cord-154587-qbmm5st9	112	17	(	(	-LRB-
cord-154587-qbmm5st9	112	18	MLP	MLP	NNP
cord-154587-qbmm5st9	112	19	)	)	-RRB-
cord-154587-qbmm5st9	112	20	networks	network	NNS
cord-154587-qbmm5st9	112	21	before	before	IN
cord-154587-qbmm5st9	112	22	being	be	VBG
cord-154587-qbmm5st9	112	23	fed	feed	VBN
cord-154587-qbmm5st9	112	24	into	into	IN
cord-154587-qbmm5st9	112	25	LSTM	LSTM	NNP
cord-154587-qbmm5st9	112	26	model	model	NN
cord-154587-qbmm5st9	112	27	for	for	IN
cord-154587-qbmm5st9	112	28	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	112	29	case	case	NN
cord-154587-qbmm5st9	112	30	modelling	modelling	NN
cord-154587-qbmm5st9	112	31	and	and	CC
cord-154587-qbmm5st9	112	32	prediction	prediction	NN
cord-154587-qbmm5st9	112	33	.	.	.
cord-154587-qbmm5st9	113	1	In	in	IN
cord-154587-qbmm5st9	113	2	another	another	DT
cord-154587-qbmm5st9	113	3	work	work	NN
cord-154587-qbmm5st9	113	4	,	,	,
cord-154587-qbmm5st9	113	5	Lopez	Lopez	NNP
cord-154587-qbmm5st9	113	6	et	et	NNP
cord-154587-qbmm5st9	113	7	al	al	NNP
cord-154587-qbmm5st9	113	8	.	.	.
cord-154587-qbmm5st9	114	1	[	[	-LRB-
cord-154587-qbmm5st9	114	2	46	46	CD
cord-154587-qbmm5st9	114	3	]	]	-RRB-
cord-154587-qbmm5st9	114	4	recommend	recommend	VBP
cord-154587-qbmm5st9	114	5	the	the	DT
cord-154587-qbmm5st9	114	6	use	use	NN
cord-154587-qbmm5st9	114	7	of	of	IN
cord-154587-qbmm5st9	114	8	network	network	NN
cord-154587-qbmm5st9	114	9	analysis	analysis	NN
cord-154587-qbmm5st9	114	10	techniques	technique	NNS
cord-154587-qbmm5st9	114	11	as	as	RB
cord-154587-qbmm5st9	114	12	well	well	RB
cord-154587-qbmm5st9	114	13	as	as	IN
cord-154587-qbmm5st9	114	14	NLP	NLP	NNP
cord-154587-qbmm5st9	114	15	and	and	CC
cord-154587-qbmm5st9	114	16	text	text	NN
cord-154587-qbmm5st9	114	17	mining	mining	NN
cord-154587-qbmm5st9	114	18	to	to	TO
cord-154587-qbmm5st9	114	19	analyse	analyse	VB
cord-154587-qbmm5st9	114	20	a	a	DT
cord-154587-qbmm5st9	114	21	multilanguage	multilanguage	NN
cord-154587-qbmm5st9	114	22	Twitter	Twitter	NNP
cord-154587-qbmm5st9	114	23	dataset	dataset	NN
cord-154587-qbmm5st9	114	24	to	to	TO
cord-154587-qbmm5st9	114	25	understand	understand	VB
cord-154587-qbmm5st9	114	26	changing	change	VBG
cord-154587-qbmm5st9	114	27	policies	policy	NNS
cord-154587-qbmm5st9	114	28	and	and	CC
cord-154587-qbmm5st9	114	29	common	common	JJ
cord-154587-qbmm5st9	114	30	responses	response	NNS
cord-154587-qbmm5st9	114	31	to	to	IN
cord-154587-qbmm5st9	114	32	the	the	DT
cord-154587-qbmm5st9	114	33	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	114	34	outbreak	outbreak	NN
cord-154587-qbmm5st9	114	35	across	across	IN
cord-154587-qbmm5st9	114	36	time	time	NN
cord-154587-qbmm5st9	114	37	and	and	CC
cord-154587-qbmm5st9	114	38	countries	country	NNS
cord-154587-qbmm5st9	114	39	.	.	.
cord-154587-qbmm5st9	115	1	Since	since	IN
cord-154587-qbmm5st9	115	2	the	the	DT
cord-154587-qbmm5st9	115	3	beginning	beginning	NN
cord-154587-qbmm5st9	115	4	of	of	IN
cord-154587-qbmm5st9	115	5	the	the	DT
cord-154587-qbmm5st9	115	6	pandemic	pandemic	NN
cord-154587-qbmm5st9	115	7	,	,	,
cord-154587-qbmm5st9	115	8	governments	government	NNS
cord-154587-qbmm5st9	115	9	of	of	IN
cord-154587-qbmm5st9	115	10	many	many	JJ
cord-154587-qbmm5st9	115	11	countries	country	NNS
cord-154587-qbmm5st9	115	12	have	have	VBP
cord-154587-qbmm5st9	115	13	tried	try	VBN
cord-154587-qbmm5st9	115	14	to	to	TO
cord-154587-qbmm5st9	115	15	implement	implement	VB
cord-154587-qbmm5st9	115	16	policies	policy	NNS
cord-154587-qbmm5st9	115	17	to	to	TO
cord-154587-qbmm5st9	115	18	mitigate	mitigate	VB
cord-154587-qbmm5st9	115	19	the	the	DT
cord-154587-qbmm5st9	115	20	spread	spread	NN
cord-154587-qbmm5st9	115	21	of	of	IN
cord-154587-qbmm5st9	115	22	the	the	DT
cord-154587-qbmm5st9	115	23	virus	virus	NN
cord-154587-qbmm5st9	115	24	.	.	.
cord-154587-qbmm5st9	116	1	Responses	response	NNS
cord-154587-qbmm5st9	116	2	of	of	IN
cord-154587-qbmm5st9	116	3	people	people	NNS
cord-154587-qbmm5st9	116	4	to	to	IN
cord-154587-qbmm5st9	116	5	the	the	DT
cord-154587-qbmm5st9	116	6	pandemic	pandemic	NN
cord-154587-qbmm5st9	116	7	and	and	CC
cord-154587-qbmm5st9	116	8	to	to	IN
cord-154587-qbmm5st9	116	9	the	the	DT
cord-154587-qbmm5st9	116	10	governmental	governmental	JJ
cord-154587-qbmm5st9	116	11	policies	policy	NNS
cord-154587-qbmm5st9	116	12	may	may	MD
cord-154587-qbmm5st9	116	13	be	be	VB
cord-154587-qbmm5st9	116	14	collected	collect	VBN
cord-154587-qbmm5st9	116	15	from	from	IN
cord-154587-qbmm5st9	116	16	social	social	JJ
cord-154587-qbmm5st9	116	17	media	medium	NNS
cord-154587-qbmm5st9	116	18	platforms	platform	NNS
cord-154587-qbmm5st9	116	19	such	such	JJ
cord-154587-qbmm5st9	116	20	as	as	IN
cord-154587-qbmm5st9	116	21	Twitter	Twitter	NNP
cord-154587-qbmm5st9	116	22	.	.	.
cord-154587-qbmm5st9	117	1	Much	much	JJ
cord-154587-qbmm5st9	117	2	of	of	IN
cord-154587-qbmm5st9	117	3	information	information	NN
cord-154587-qbmm5st9	117	4	and	and	CC
cord-154587-qbmm5st9	117	5	misinformation	misinformation	NN
cord-154587-qbmm5st9	117	6	is	be	VBZ
cord-154587-qbmm5st9	117	7	posted	post	VBN
cord-154587-qbmm5st9	117	8	through	through	IN
cord-154587-qbmm5st9	117	9	these	these	DT
cord-154587-qbmm5st9	117	10	platforms	platform	NNS
cord-154587-qbmm5st9	117	11	.	.	.
cord-154587-qbmm5st9	118	1	When	when	WRB
cord-154587-qbmm5st9	118	2	stricter	strict	JJR
cord-154587-qbmm5st9	118	3	policies	policy	NNS
cord-154587-qbmm5st9	118	4	such	such	JJ
cord-154587-qbmm5st9	118	5	as	as	IN
cord-154587-qbmm5st9	118	6	social	social	JJ
cord-154587-qbmm5st9	118	7	distancing	distancing	NN
cord-154587-qbmm5st9	118	8	and	and	CC
cord-154587-qbmm5st9	118	9	country	country	NN
cord-154587-qbmm5st9	118	10	lockdowns	lockdown	NNS
cord-154587-qbmm5st9	118	11	are	be	VBP
cord-154587-qbmm5st9	118	12	applied	apply	VBN
cord-154587-qbmm5st9	118	13	,	,	,
cord-154587-qbmm5st9	118	14	people	people	NNS
cord-154587-qbmm5st9	118	15	's	's	POS
cord-154587-qbmm5st9	118	16	lives	life	NNS
cord-154587-qbmm5st9	118	17	are	be	VBP
cord-154587-qbmm5st9	118	18	changed	change	VBN
cord-154587-qbmm5st9	118	19	considerably	considerably	RB
cord-154587-qbmm5st9	118	20	and	and	CC
cord-154587-qbmm5st9	118	21	part	part	NN
cord-154587-qbmm5st9	118	22	of	of	IN
cord-154587-qbmm5st9	118	23	that	that	DT
cord-154587-qbmm5st9	118	24	can	can	MD
cord-154587-qbmm5st9	118	25	be	be	VB
cord-154587-qbmm5st9	118	26	observed	observe	VBN
cord-154587-qbmm5st9	118	27	and	and	CC
cord-154587-qbmm5st9	118	28	captured	capture	VBN
cord-154587-qbmm5st9	118	29	via	via	IN
cord-154587-qbmm5st9	118	30	people	people	NNS
cord-154587-qbmm5st9	118	31	's	's	POS
cord-154587-qbmm5st9	118	32	reflections	reflection	NNS
cord-154587-qbmm5st9	118	33	on	on	IN
cord-154587-qbmm5st9	118	34	social	social	JJ
cord-154587-qbmm5st9	118	35	media	medium	NNS
cord-154587-qbmm5st9	118	36	platforms	platform	NNS
cord-154587-qbmm5st9	118	37	as	as	RB
cord-154587-qbmm5st9	118	38	well	well	RB
cord-154587-qbmm5st9	118	39	.	.	.
cord-154587-qbmm5st9	119	1	Analysis	analysis	NN
cord-154587-qbmm5st9	119	2	results	result	NNS
cord-154587-qbmm5st9	119	3	of	of	IN
cord-154587-qbmm5st9	119	4	these	these	DT
cord-154587-qbmm5st9	119	5	data	datum	NNS
cord-154587-qbmm5st9	119	6	can	can	MD
cord-154587-qbmm5st9	119	7	be	be	VB
cord-154587-qbmm5st9	119	8	helpful	helpful	JJ
cord-154587-qbmm5st9	119	9	for	for	IN
cord-154587-qbmm5st9	119	10	governmental	governmental	JJ
cord-154587-qbmm5st9	119	11	decision	decision	NN
cord-154587-qbmm5st9	119	12	makers	maker	NNS
cord-154587-qbmm5st9	119	13	to	to	TO
cord-154587-qbmm5st9	119	14	mitigate	mitigate	VB
cord-154587-qbmm5st9	119	15	the	the	DT
cord-154587-qbmm5st9	119	16	impacts	impact	NNS
cord-154587-qbmm5st9	119	17	of	of	IN
cord-154587-qbmm5st9	119	18	the	the	DT
cord-154587-qbmm5st9	119	19	current	current	JJ
cord-154587-qbmm5st9	119	20	pandemic	pandemic	NN
cord-154587-qbmm5st9	119	21	and	and	CC
cord-154587-qbmm5st9	119	22	prepare	prepare	VB
cord-154587-qbmm5st9	119	23	better	well	JJR
cord-154587-qbmm5st9	119	24	policies	policy	NNS
cord-154587-qbmm5st9	119	25	for	for	IN
cord-154587-qbmm5st9	119	26	possible	possible	JJ
cord-154587-qbmm5st9	119	27	future	future	JJ
cord-154587-qbmm5st9	119	28	pandemics	pandemic	NNS
cord-154587-qbmm5st9	119	29	.	.	.
cord-154587-qbmm5st9	120	1	Likewise	likewise	RB
cord-154587-qbmm5st9	120	2	,	,	,
cord-154587-qbmm5st9	120	3	three	three	CD
cord-154587-qbmm5st9	120	4	machine	machine	NN
cord-154587-qbmm5st9	120	5	learning	learning	NN
cord-154587-qbmm5st9	120	6	methods	method	NNS
cord-154587-qbmm5st9	120	7	including	include	VBG
cord-154587-qbmm5st9	120	8	support	support	NN
cord-154587-qbmm5st9	120	9	vector	vector	NN
cord-154587-qbmm5st9	120	10	machine	machine	NN
cord-154587-qbmm5st9	120	11	(	(	-LRB-
cord-154587-qbmm5st9	120	12	SVM	SVM	NNP
cord-154587-qbmm5st9	120	13	)	)	-RRB-
cord-154587-qbmm5st9	120	14	,	,	,
cord-154587-qbmm5st9	120	15	naive	naive	JJ
cord-154587-qbmm5st9	120	16	Bayes	Bayes	NNP
cord-154587-qbmm5st9	120	17	and	and	CC
cord-154587-qbmm5st9	120	18	random	random	JJ
cord-154587-qbmm5st9	120	19	forest	forest	NN
cord-154587-qbmm5st9	120	20	are	be	VBP
cord-154587-qbmm5st9	120	21	used	use	VBN
cord-154587-qbmm5st9	120	22	in	in	IN
cord-154587-qbmm5st9	120	23	[	[	-LRB-
cord-154587-qbmm5st9	120	24	47	47	CD
cord-154587-qbmm5st9	120	25	]	]	-RRB-
cord-154587-qbmm5st9	120	26	to	to	TO
cord-154587-qbmm5st9	120	27	classify	classify	VB
cord-154587-qbmm5st9	120	28	3,000	3,000	CD
cord-154587-qbmm5st9	120	29	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	120	30	related	related	JJ
cord-154587-qbmm5st9	120	31	posts	post	NNS
cord-154587-qbmm5st9	120	32	collected	collect	VBN
cord-154587-qbmm5st9	120	33	from	from	IN
cord-154587-qbmm5st9	120	34	Sina	Sina	NNP
cord-154587-qbmm5st9	120	35	Weibo	Weibo	NNP
cord-154587-qbmm5st9	120	36	,	,	,
cord-154587-qbmm5st9	120	37	which	which	WDT
cord-154587-qbmm5st9	120	38	is	be	VBZ
cord-154587-qbmm5st9	120	39	the	the	DT
cord-154587-qbmm5st9	120	40	Chinese	chinese	JJ
cord-154587-qbmm5st9	120	41	equivalent	equivalent	NN
cord-154587-qbmm5st9	120	42	of	of	IN
cord-154587-qbmm5st9	120	43	Twitter	Twitter	NNP
cord-154587-qbmm5st9	120	44	,	,	,
cord-154587-qbmm5st9	120	45	into	into	IN
cord-154587-qbmm5st9	120	46	seven	seven	CD
cord-154587-qbmm5st9	120	47	types	type	NNS
cord-154587-qbmm5st9	120	48	of	of	IN
cord-154587-qbmm5st9	120	49	situational	situational	JJ
cord-154587-qbmm5st9	120	50	information	information	NN
cord-154587-qbmm5st9	120	51	.	.	.
cord-154587-qbmm5st9	121	1	Identifying	identify	VBG
cord-154587-qbmm5st9	121	2	situational	situational	JJ
cord-154587-qbmm5st9	121	3	information	information	NN
cord-154587-qbmm5st9	121	4	is	be	VBZ
cord-154587-qbmm5st9	121	5	important	important	JJ
cord-154587-qbmm5st9	121	6	for	for	IN
cord-154587-qbmm5st9	121	7	authorities	authority	NNS
cord-154587-qbmm5st9	121	8	because	because	IN
cord-154587-qbmm5st9	121	9	it	-PRON-	PRP
cord-154587-qbmm5st9	121	10	helps	help	VBZ
cord-154587-qbmm5st9	121	11	them	-PRON-	PRP
cord-154587-qbmm5st9	121	12	to	to	TO
cord-154587-qbmm5st9	121	13	predict	predict	VB
cord-154587-qbmm5st9	121	14	its	-PRON-	PRP$
cord-154587-qbmm5st9	121	15	propagation	propagation	NN
cord-154587-qbmm5st9	121	16	scale	scale	NN
cord-154587-qbmm5st9	121	17	,	,	,
cord-154587-qbmm5st9	121	18	sense	sense	VB
cord-154587-qbmm5st9	121	19	the	the	DT
cord-154587-qbmm5st9	121	20	mood	mood	NN
cord-154587-qbmm5st9	121	21	of	of	IN
cord-154587-qbmm5st9	121	22	the	the	DT
cord-154587-qbmm5st9	121	23	public	public	NN
cord-154587-qbmm5st9	121	24	and	and	CC
cord-154587-qbmm5st9	121	25	understand	understand	VB
cord-154587-qbmm5st9	121	26	the	the	DT
cord-154587-qbmm5st9	121	27	situation	situation	NN
cord-154587-qbmm5st9	121	28	during	during	IN
cord-154587-qbmm5st9	121	29	the	the	DT
cord-154587-qbmm5st9	121	30	crisis	crisis	NN
cord-154587-qbmm5st9	121	31	.	.	.
cord-154587-qbmm5st9	122	1	This	this	DT
cord-154587-qbmm5st9	122	2	contributes	contribute	VBZ
cord-154587-qbmm5st9	122	3	to	to	IN
cord-154587-qbmm5st9	122	4	creating	create	VBG
cord-154587-qbmm5st9	122	5	proper	proper	JJ
cord-154587-qbmm5st9	122	6	response	response	NN
cord-154587-qbmm5st9	122	7	strategies	strategy	NNS
cord-154587-qbmm5st9	122	8	throughout	throughout	IN
cord-154587-qbmm5st9	122	9	the	the	DT
cord-154587-qbmm5st9	122	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	122	11	pandemic	pandemic	NN
cord-154587-qbmm5st9	122	12	.	.	.
cord-154587-qbmm5st9	123	1	Being	be	VBG
cord-154587-qbmm5st9	123	2	able	able	JJ
cord-154587-qbmm5st9	123	3	to	to	TO
cord-154587-qbmm5st9	123	4	predict	predict	VB
cord-154587-qbmm5st9	123	5	structures	structure	NNS
cord-154587-qbmm5st9	123	6	of	of	IN
cord-154587-qbmm5st9	123	7	a	a	DT
cord-154587-qbmm5st9	123	8	protein	protein	NN
cord-154587-qbmm5st9	123	9	will	will	MD
cord-154587-qbmm5st9	123	10	help	help	VB
cord-154587-qbmm5st9	123	11	understand	understand	VB
cord-154587-qbmm5st9	123	12	its	-PRON-	PRP$
cord-154587-qbmm5st9	123	13	functions	function	NNS
cord-154587-qbmm5st9	123	14	.	.	.
cord-154587-qbmm5st9	124	1	Google	Google	NNP
cord-154587-qbmm5st9	124	2	DeepMind	DeepMind	NNP
cord-154587-qbmm5st9	124	3	is	be	VBZ
cord-154587-qbmm5st9	124	4	using	use	VBG
cord-154587-qbmm5st9	124	5	the	the	DT
cord-154587-qbmm5st9	124	6	latest	late	JJS
cord-154587-qbmm5st9	124	7	version	version	NN
cord-154587-qbmm5st9	124	8	of	of	IN
cord-154587-qbmm5st9	124	9	their	-PRON-	PRP$
cord-154587-qbmm5st9	124	10	protein	protein	NN
cord-154587-qbmm5st9	124	11	structure	structure	NN
cord-154587-qbmm5st9	124	12	prediction	prediction	NN
cord-154587-qbmm5st9	124	13	system	system	NN
cord-154587-qbmm5st9	124	14	,	,	,
cord-154587-qbmm5st9	124	15	namely	namely	RB
cord-154587-qbmm5st9	124	16	AlphaFold	AlphaFold	NNP
cord-154587-qbmm5st9	124	17	[	[	-LRB-
cord-154587-qbmm5st9	124	18	48	48	CD
cord-154587-qbmm5st9	124	19	]	]	-RRB-
cord-154587-qbmm5st9	124	20	,	,	,
cord-154587-qbmm5st9	124	21	to	to	TO
cord-154587-qbmm5st9	124	22	predict	predict	VB
cord-154587-qbmm5st9	124	23	structures	structure	NNS
cord-154587-qbmm5st9	124	24	of	of	IN
cord-154587-qbmm5st9	124	25	several	several	JJ
cord-154587-qbmm5st9	124	26	proteins	protein	NNS
cord-154587-qbmm5st9	124	27	associated	associate	VBN
cord-154587-qbmm5st9	124	28	with	with	IN
cord-154587-qbmm5st9	124	29	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	124	30	based	base	VBN
cord-154587-qbmm5st9	124	31	on	on	IN
cord-154587-qbmm5st9	124	32	their	-PRON-	PRP$
cord-154587-qbmm5st9	124	33	corresponding	corresponding	JJ
cord-154587-qbmm5st9	124	34	amino	amino	NN
cord-154587-qbmm5st9	124	35	acid	acid	NN
cord-154587-qbmm5st9	124	36	sequences	sequence	NNS
cord-154587-qbmm5st9	124	37	.	.	.
cord-154587-qbmm5st9	125	1	They	-PRON-	PRP
cord-154587-qbmm5st9	125	2	have	have	VBP
cord-154587-qbmm5st9	125	3	released	release	VBN
cord-154587-qbmm5st9	125	4	the	the	DT
cord-154587-qbmm5st9	125	5	predicted	predict	VBN
cord-154587-qbmm5st9	125	6	structures	structure	NNS
cord-154587-qbmm5st9	125	7	in	in	IN
cord-154587-qbmm5st9	125	8	[	[	-LRB-
cord-154587-qbmm5st9	125	9	49	49	CD
cord-154587-qbmm5st9	125	10	]	]	-RRB-
cord-154587-qbmm5st9	125	11	,	,	,
cord-154587-qbmm5st9	125	12	but	but	CC
cord-154587-qbmm5st9	125	13	these	these	DT
cord-154587-qbmm5st9	125	14	structures	structure	NNS
cord-154587-qbmm5st9	125	15	still	still	RB
cord-154587-qbmm5st9	125	16	need	need	VBP
cord-154587-qbmm5st9	125	17	to	to	TO
cord-154587-qbmm5st9	125	18	be	be	VB
cord-154587-qbmm5st9	125	19	experimentally	experimentally	RB
cord-154587-qbmm5st9	125	20	verified	verify	VBN
cord-154587-qbmm5st9	125	21	.	.	.
cord-154587-qbmm5st9	126	1	Nevertheless	nevertheless	RB
cord-154587-qbmm5st9	126	2	,	,	,
cord-154587-qbmm5st9	126	3	it	-PRON-	PRP
cord-154587-qbmm5st9	126	4	is	be	VBZ
cord-154587-qbmm5st9	126	5	expected	expect	VBN
cord-154587-qbmm5st9	126	6	that	that	IN
cord-154587-qbmm5st9	126	7	these	these	DT
cord-154587-qbmm5st9	126	8	predictions	prediction	NNS
cord-154587-qbmm5st9	126	9	will	will	MD
cord-154587-qbmm5st9	126	10	help	help	VB
cord-154587-qbmm5st9	126	11	understand	understand	VB
cord-154587-qbmm5st9	126	12	how	how	WRB
cord-154587-qbmm5st9	126	13	the	the	DT
cord-154587-qbmm5st9	126	14	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	126	15	functions	function	NNS
cord-154587-qbmm5st9	126	16	and	and	CC
cord-154587-qbmm5st9	126	17	potentially	potentially	RB
cord-154587-qbmm5st9	126	18	lead	lead	VB
cord-154587-qbmm5st9	126	19	to	to	IN
cord-154587-qbmm5st9	126	20	future	future	JJ
cord-154587-qbmm5st9	126	21	development	development	NN
cord-154587-qbmm5st9	126	22	of	of	IN
cord-154587-qbmm5st9	126	23	therapeutics	therapeutic	NNS
cord-154587-qbmm5st9	126	24	against	against	IN
cord-154587-qbmm5st9	126	25	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	126	26	.	.	.
cord-154587-qbmm5st9	127	1	An	an	DT
cord-154587-qbmm5st9	127	2	AI	ai	NN
cord-154587-qbmm5st9	127	3	-	-	HYPH
cord-154587-qbmm5st9	127	4	based	base	VBN
cord-154587-qbmm5st9	127	5	generative	generative	JJ
cord-154587-qbmm5st9	127	6	chemistry	chemistry	NN
cord-154587-qbmm5st9	127	7	approach	approach	NN
cord-154587-qbmm5st9	127	8	to	to	TO
cord-154587-qbmm5st9	127	9	design	design	VB
cord-154587-qbmm5st9	127	10	novel	novel	NN
cord-154587-qbmm5st9	127	11	molecules	molecule	NNS
cord-154587-qbmm5st9	127	12	that	that	WDT
cord-154587-qbmm5st9	127	13	can	can	MD
cord-154587-qbmm5st9	127	14	inhibit	inhibit	VB
cord-154587-qbmm5st9	127	15	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	127	16	is	be	VBZ
cord-154587-qbmm5st9	127	17	proposed	propose	VBN
cord-154587-qbmm5st9	127	18	in	in	IN
cord-154587-qbmm5st9	127	19	[	[	-LRB-
cord-154587-qbmm5st9	127	20	50	50	CD
cord-154587-qbmm5st9	127	21	]	]	-RRB-
cord-154587-qbmm5st9	127	22	.	.	.
cord-154587-qbmm5st9	128	1	Several	several	JJ
cord-154587-qbmm5st9	128	2	generative	generative	JJ
cord-154587-qbmm5st9	128	3	machine	machine	NN
cord-154587-qbmm5st9	128	4	learning	learning	NN
cord-154587-qbmm5st9	128	5	models	model	NNS
cord-154587-qbmm5st9	128	6	,	,	,
cord-154587-qbmm5st9	128	7	e.g.	e.g.	IN
cord-154587-qbmm5st9	128	8	generative	generative	JJ
cord-154587-qbmm5st9	128	9	autoencoders	autoencoder	NNS
cord-154587-qbmm5st9	128	10	,	,	,
cord-154587-qbmm5st9	128	11	GANs	gan	NNS
cord-154587-qbmm5st9	128	12	,	,	,
cord-154587-qbmm5st9	128	13	genetic	genetic	JJ
cord-154587-qbmm5st9	128	14	algorithms	algorithm	NNS
cord-154587-qbmm5st9	128	15	and	and	CC
cord-154587-qbmm5st9	128	16	language	language	NN
cord-154587-qbmm5st9	128	17	models	model	NNS
cord-154587-qbmm5st9	128	18	,	,	,
cord-154587-qbmm5st9	128	19	are	be	VBP
cord-154587-qbmm5st9	128	20	used	use	VBN
cord-154587-qbmm5st9	128	21	to	to	TO
cord-154587-qbmm5st9	128	22	exploit	exploit	VB
cord-154587-qbmm5st9	128	23	molecular	molecular	JJ
cord-154587-qbmm5st9	128	24	representations	representation	NNS
cord-154587-qbmm5st9	128	25	to	to	TO
cord-154587-qbmm5st9	128	26	generate	generate	VB
cord-154587-qbmm5st9	128	27	structures	structure	NNS
cord-154587-qbmm5st9	128	28	,	,	,
cord-154587-qbmm5st9	128	29	which	which	WDT
cord-154587-qbmm5st9	128	30	are	be	VBP
cord-154587-qbmm5st9	128	31	then	then	RB
cord-154587-qbmm5st9	128	32	optimized	optimize	VBN
cord-154587-qbmm5st9	128	33	using	use	VBG
cord-154587-qbmm5st9	128	34	reinforcement	reinforcement	NN
cord-154587-qbmm5st9	128	35	learning	learn	VBG
cord-154587-qbmm5st9	128	36	methods	method	NNS
cord-154587-qbmm5st9	128	37	.	.	.
cord-154587-qbmm5st9	129	1	This	this	DT
cord-154587-qbmm5st9	129	2	is	be	VBZ
cord-154587-qbmm5st9	129	3	an	an	DT
cord-154587-qbmm5st9	129	4	ongoing	ongoing	JJ
cord-154587-qbmm5st9	129	5	work	work	NN
cord-154587-qbmm5st9	129	6	as	as	IN
cord-154587-qbmm5st9	129	7	the	the	DT
cord-154587-qbmm5st9	129	8	authors	author	NNS
cord-154587-qbmm5st9	129	9	are	be	VBP
cord-154587-qbmm5st9	129	10	synthesising	synthesise	VBG
cord-154587-qbmm5st9	129	11	and	and	CC
cord-154587-qbmm5st9	129	12	testing	test	VBG
cord-154587-qbmm5st9	129	13	the	the	DT
cord-154587-qbmm5st9	129	14	obtained	obtain	VBN
cord-154587-qbmm5st9	129	15	molecules	molecule	NNS
cord-154587-qbmm5st9	129	16	.	.	.
cord-154587-qbmm5st9	130	1	However	however	RB
cord-154587-qbmm5st9	130	2	,	,	,
cord-154587-qbmm5st9	130	3	it	-PRON-	PRP
cord-154587-qbmm5st9	130	4	is	be	VBZ
cord-154587-qbmm5st9	130	5	a	a	DT
cord-154587-qbmm5st9	130	6	promising	promising	JJ
cord-154587-qbmm5st9	130	7	approach	approach	NN
cord-154587-qbmm5st9	130	8	because	because	IN
cord-154587-qbmm5st9	130	9	these	these	DT
cord-154587-qbmm5st9	130	10	AI	AI	NNP
cord-154587-qbmm5st9	130	11	methods	method	NNS
cord-154587-qbmm5st9	130	12	can	can	MD
cord-154587-qbmm5st9	130	13	exploit	exploit	VB
cord-154587-qbmm5st9	130	14	the	the	DT
cord-154587-qbmm5st9	130	15	large	large	JJ
cord-154587-qbmm5st9	130	16	drug	drug	NN
cord-154587-qbmm5st9	130	17	-	-	HYPH
cord-154587-qbmm5st9	130	18	like	like	JJ
cord-154587-qbmm5st9	130	19	chemical	chemical	JJ
cord-154587-qbmm5st9	130	20	space	space	NN
cord-154587-qbmm5st9	130	21	and	and	CC
cord-154587-qbmm5st9	130	22	automatically	automatically	RB
cord-154587-qbmm5st9	130	23	extract	extract	VB
cord-154587-qbmm5st9	130	24	useful	useful	JJ
cord-154587-qbmm5st9	130	25	information	information	NN
cord-154587-qbmm5st9	130	26	from	from	IN
cord-154587-qbmm5st9	130	27	high	high	JJ
cord-154587-qbmm5st9	130	28	-	-	HYPH
cord-154587-qbmm5st9	130	29	dimensional	dimensional	JJ
cord-154587-qbmm5st9	130	30	data	datum	NNS
cord-154587-qbmm5st9	130	31	.	.	.
cord-154587-qbmm5st9	131	1	It	-PRON-	PRP
cord-154587-qbmm5st9	131	2	is	be	VBZ
cord-154587-qbmm5st9	131	3	thus	thus	RB
cord-154587-qbmm5st9	131	4	able	able	JJ
cord-154587-qbmm5st9	131	5	to	to	TO
cord-154587-qbmm5st9	131	6	construct	construct	VB
cord-154587-qbmm5st9	131	7	molecules	molecule	NNS
cord-154587-qbmm5st9	131	8	without	without	IN
cord-154587-qbmm5st9	131	9	manually	manually	RB
cord-154587-qbmm5st9	131	10	designing	design	VBG
cord-154587-qbmm5st9	131	11	features	feature	NNS
cord-154587-qbmm5st9	131	12	and	and	CC
cord-154587-qbmm5st9	131	13	learning	learn	VBG
cord-154587-qbmm5st9	131	14	the	the	DT
cord-154587-qbmm5st9	131	15	relationships	relationship	NNS
cord-154587-qbmm5st9	131	16	between	between	IN
cord-154587-qbmm5st9	131	17	molecular	molecular	JJ
cord-154587-qbmm5st9	131	18	structures	structure	NNS
cord-154587-qbmm5st9	131	19	and	and	CC
cord-154587-qbmm5st9	131	20	their	-PRON-	PRP$
cord-154587-qbmm5st9	131	21	pharmacological	pharmacological	JJ
cord-154587-qbmm5st9	131	22	properties	property	NNS
cord-154587-qbmm5st9	131	23	.	.	.
cord-154587-qbmm5st9	132	1	The	the	DT
cord-154587-qbmm5st9	132	2	proposed	propose	VBN
cord-154587-qbmm5st9	132	3	approach	approach	NN
cord-154587-qbmm5st9	132	4	is	be	VBZ
cord-154587-qbmm5st9	132	5	cost	cost	NN
cord-154587-qbmm5st9	132	6	-	-	HYPH
cord-154587-qbmm5st9	132	7	effective	effective	JJ
cord-154587-qbmm5st9	132	8	and	and	CC
cord-154587-qbmm5st9	132	9	time	time	NN
cord-154587-qbmm5st9	132	10	-	-	HYPH
cord-154587-qbmm5st9	132	11	efficient	efficient	JJ
cord-154587-qbmm5st9	132	12	and	and	CC
cord-154587-qbmm5st9	132	13	has	have	VBZ
cord-154587-qbmm5st9	132	14	a	a	DT
cord-154587-qbmm5st9	132	15	great	great	JJ
cord-154587-qbmm5st9	132	16	potential	potential	NN
cord-154587-qbmm5st9	132	17	to	to	TO
cord-154587-qbmm5st9	132	18	generate	generate	VB
cord-154587-qbmm5st9	132	19	novel	novel	JJ
cord-154587-qbmm5st9	132	20	drug	drug	NN
cord-154587-qbmm5st9	132	21	compounds	compound	NNS
cord-154587-qbmm5st9	132	22	in	in	IN
cord-154587-qbmm5st9	132	23	the	the	DT
cord-154587-qbmm5st9	132	24	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	132	25	fight	fight	NN
cord-154587-qbmm5st9	132	26	.	.	.
cord-154587-qbmm5st9	133	1	On	on	IN
cord-154587-qbmm5st9	133	2	the	the	DT
cord-154587-qbmm5st9	133	3	other	other	JJ
cord-154587-qbmm5st9	133	4	hand	hand	NN
cord-154587-qbmm5st9	133	5	,	,	,
cord-154587-qbmm5st9	133	6	Randhawa	Randhawa	NNP
cord-154587-qbmm5st9	133	7	et	et	NNP
cord-154587-qbmm5st9	133	8	al	al	NNP
cord-154587-qbmm5st9	133	9	.	.	.
cord-154587-qbmm5st9	134	1	[	[	-LRB-
cord-154587-qbmm5st9	134	2	51	51	CD
cord-154587-qbmm5st9	134	3	]	]	-RRB-
cord-154587-qbmm5st9	134	4	aim	aim	NN
cord-154587-qbmm5st9	134	5	to	to	TO
cord-154587-qbmm5st9	134	6	predict	predict	VB
cord-154587-qbmm5st9	134	7	the	the	DT
cord-154587-qbmm5st9	134	8	taxonomy	taxonomy	NN
cord-154587-qbmm5st9	134	9	of	of	IN
cord-154587-qbmm5st9	134	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	134	11	based	base	VBN
cord-154587-qbmm5st9	134	12	on	on	IN
cord-154587-qbmm5st9	134	13	an	an	DT
cord-154587-qbmm5st9	134	14	alignment	alignment	NN
cord-154587-qbmm5st9	134	15	-	-	HYPH
cord-154587-qbmm5st9	134	16	free	free	JJ
cord-154587-qbmm5st9	134	17	machine	machine	NN
cord-154587-qbmm5st9	134	18	learning	learning	NN
cord-154587-qbmm5st9	134	19	method	method	NN
cord-154587-qbmm5st9	134	20	[	[	-LRB-
cord-154587-qbmm5st9	134	21	52	52	CD
cord-154587-qbmm5st9	134	22	]	]	-RRB-
cord-154587-qbmm5st9	134	23	using	use	VBG
cord-154587-qbmm5st9	134	24	genomic	genomic	JJ
cord-154587-qbmm5st9	134	25	signatures	signature	NNS
cord-154587-qbmm5st9	134	26	and	and	CC
cord-154587-qbmm5st9	134	27	a	a	DT
cord-154587-qbmm5st9	134	28	decision	decision	NN
cord-154587-qbmm5st9	134	29	tree	tree	NN
cord-154587-qbmm5st9	134	30	approach	approach	NN
cord-154587-qbmm5st9	134	31	.	.	.
cord-154587-qbmm5st9	135	1	The	the	DT
cord-154587-qbmm5st9	135	2	alignment	alignment	NN
cord-154587-qbmm5st9	135	3	-	-	HYPH
cord-154587-qbmm5st9	135	4	free	free	JJ
cord-154587-qbmm5st9	135	5	method	method	NN
cord-154587-qbmm5st9	135	6	is	be	VBZ
cord-154587-qbmm5st9	135	7	a	a	DT
cord-154587-qbmm5st9	135	8	computationally	computationally	RB
cord-154587-qbmm5st9	135	9	inexpensive	inexpensive	JJ
cord-154587-qbmm5st9	135	10	approach	approach	NN
cord-154587-qbmm5st9	135	11	that	that	WDT
cord-154587-qbmm5st9	135	12	can	can	MD
cord-154587-qbmm5st9	135	13	give	give	VB
cord-154587-qbmm5st9	135	14	rapid	rapid	JJ
cord-154587-qbmm5st9	135	15	taxonomic	taxonomic	JJ
cord-154587-qbmm5st9	135	16	classification	classification	NN
cord-154587-qbmm5st9	135	17	of	of	IN
cord-154587-qbmm5st9	135	18	novel	novel	JJ
cord-154587-qbmm5st9	135	19	pathogens	pathogen	NNS
cord-154587-qbmm5st9	135	20	by	by	IN
cord-154587-qbmm5st9	135	21	processing	process	VBG
cord-154587-qbmm5st9	135	22	only	only	RB
cord-154587-qbmm5st9	135	23	raw	raw	JJ
cord-154587-qbmm5st9	135	24	DNA	dna	NN
cord-154587-qbmm5st9	135	25	sequence	sequence	NN
cord-154587-qbmm5st9	135	26	data	datum	NNS
cord-154587-qbmm5st9	135	27	.	.	.
cord-154587-qbmm5st9	136	1	By	by	IN
cord-154587-qbmm5st9	136	2	analysing	analyse	VBG
cord-154587-qbmm5st9	136	3	over	over	IN
cord-154587-qbmm5st9	136	4	5000	5000	CD
cord-154587-qbmm5st9	136	5	unique	unique	JJ
cord-154587-qbmm5st9	136	6	viral	viral	JJ
cord-154587-qbmm5st9	136	7	sequences	sequence	NNS
cord-154587-qbmm5st9	136	8	,	,	,
cord-154587-qbmm5st9	136	9	the	the	DT
cord-154587-qbmm5st9	136	10	authors	author	NNS
cord-154587-qbmm5st9	136	11	are	be	VBP
cord-154587-qbmm5st9	136	12	able	able	JJ
cord-154587-qbmm5st9	136	13	to	to	TO
cord-154587-qbmm5st9	136	14	confirm	confirm	VB
cord-154587-qbmm5st9	136	15	the	the	DT
cord-154587-qbmm5st9	136	16	taxonomy	taxonomy	NN
cord-154587-qbmm5st9	136	17	of	of	IN
cord-154587-qbmm5st9	136	18	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	136	19	as	as	IN
cord-154587-qbmm5st9	136	20	belonging	belong	VBG
cord-154587-qbmm5st9	136	21	to	to	IN
cord-154587-qbmm5st9	136	22	the	the	DT
cord-154587-qbmm5st9	136	23	subgenus	subgenus	JJ
cord-154587-qbmm5st9	136	24	Sarbecovirus	Sarbecovirus	NNP
cord-154587-qbmm5st9	136	25	of	of	IN
cord-154587-qbmm5st9	136	26	the	the	DT
cord-154587-qbmm5st9	136	27	genus	genus	NN
cord-154587-qbmm5st9	136	28	Betacoronavirus	Betacoronavirus	NNP
cord-154587-qbmm5st9	136	29	,	,	,
cord-154587-qbmm5st9	136	30	as	as	IN
cord-154587-qbmm5st9	136	31	previously	previously	RB
cord-154587-qbmm5st9	136	32	found	find	VBN
cord-154587-qbmm5st9	136	33	in	in	IN
cord-154587-qbmm5st9	136	34	[	[	-LRB-
cord-154587-qbmm5st9	136	35	53	53	CD
cord-154587-qbmm5st9	136	36	]	]	-RRB-
cord-154587-qbmm5st9	136	37	.	.	.
cord-154587-qbmm5st9	137	1	The	the	DT
cord-154587-qbmm5st9	137	2	proposed	propose	VBN
cord-154587-qbmm5st9	137	3	method	method	NN
cord-154587-qbmm5st9	137	4	also	also	RB
cord-154587-qbmm5st9	137	5	provides	provide	VBZ
cord-154587-qbmm5st9	137	6	quantitative	quantitative	JJ
cord-154587-qbmm5st9	137	7	evidence	evidence	NN
cord-154587-qbmm5st9	137	8	that	that	WDT
cord-154587-qbmm5st9	137	9	supports	support	VBZ
cord-154587-qbmm5st9	137	10	a	a	DT
cord-154587-qbmm5st9	137	11	hypothesis	hypothesis	NN
cord-154587-qbmm5st9	137	12	about	about	IN
cord-154587-qbmm5st9	137	13	a	a	DT
cord-154587-qbmm5st9	137	14	bat	bat	NN
cord-154587-qbmm5st9	137	15	origin	origin	NN
cord-154587-qbmm5st9	137	16	for	for	IN
cord-154587-qbmm5st9	137	17	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	137	18	as	as	IN
cord-154587-qbmm5st9	137	19	indicated	indicate	VBN
cord-154587-qbmm5st9	137	20	in	in	IN
cord-154587-qbmm5st9	137	21	[	[	-LRB-
cord-154587-qbmm5st9	137	22	53	53	CD
cord-154587-qbmm5st9	137	23	]	]	-RRB-
cord-154587-qbmm5st9	137	24	,	,	,
cord-154587-qbmm5st9	137	25	[	[	-LRB-
cord-154587-qbmm5st9	137	26	54	54	CD
cord-154587-qbmm5st9	137	27	]	]	-RRB-
cord-154587-qbmm5st9	137	28	.	.	.
cord-154587-qbmm5st9	138	1	Recently	recently	RB
cord-154587-qbmm5st9	138	2	,	,	,
cord-154587-qbmm5st9	138	3	Nguyen	Nguyen	NNP
cord-154587-qbmm5st9	138	4	et	et	NNP
cord-154587-qbmm5st9	138	5	al	al	NNP
cord-154587-qbmm5st9	138	6	.	.	.
cord-154587-qbmm5st9	139	1	[	[	-LRB-
cord-154587-qbmm5st9	139	2	55	55	CD
cord-154587-qbmm5st9	139	3	]	]	-RRB-
cord-154587-qbmm5st9	139	4	propose	propose	VB
cord-154587-qbmm5st9	139	5	the	the	DT
cord-154587-qbmm5st9	139	6	use	use	NN
cord-154587-qbmm5st9	139	7	of	of	IN
cord-154587-qbmm5st9	139	8	AI	ai	NN
cord-154587-qbmm5st9	139	9	-	-	HYPH
cord-154587-qbmm5st9	139	10	based	base	VBN
cord-154587-qbmm5st9	139	11	clustering	clustering	NN
cord-154587-qbmm5st9	139	12	methods	method	NNS
cord-154587-qbmm5st9	139	13	and	and	CC
cord-154587-qbmm5st9	139	14	more	more	JJR
cord-154587-qbmm5st9	139	15	than	than	IN
cord-154587-qbmm5st9	139	16	300	300	CD
cord-154587-qbmm5st9	139	17	genome	genome	NN
cord-154587-qbmm5st9	139	18	sequences	sequence	NNS
cord-154587-qbmm5st9	139	19	to	to	TO
cord-154587-qbmm5st9	139	20	search	search	VB
cord-154587-qbmm5st9	139	21	for	for	IN
cord-154587-qbmm5st9	139	22	the	the	DT
cord-154587-qbmm5st9	139	23	origin	origin	NN
cord-154587-qbmm5st9	139	24	of	of	IN
cord-154587-qbmm5st9	139	25	the	the	DT
cord-154587-qbmm5st9	139	26	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	139	27	virus	virus	NN
cord-154587-qbmm5st9	139	28	.	.	.
cord-154587-qbmm5st9	140	1	Numerous	numerous	JJ
cord-154587-qbmm5st9	140	2	clustering	clustering	NN
cord-154587-qbmm5st9	140	3	experiments	experiment	NNS
cord-154587-qbmm5st9	140	4	are	be	VBP
cord-154587-qbmm5st9	140	5	performed	perform	VBN
cord-154587-qbmm5st9	140	6	on	on	IN
cord-154587-qbmm5st9	140	7	datasets	dataset	NNS
cord-154587-qbmm5st9	140	8	that	that	WDT
cord-154587-qbmm5st9	140	9	combine	combine	VBP
cord-154587-qbmm5st9	140	10	sequences	sequence	NNS
cord-154587-qbmm5st9	140	11	of	of	IN
cord-154587-qbmm5st9	140	12	the	the	DT
cord-154587-qbmm5st9	140	13	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	140	14	virus	virus	NN
cord-154587-qbmm5st9	140	15	and	and	CC
cord-154587-qbmm5st9	140	16	those	those	DT
cord-154587-qbmm5st9	140	17	of	of	IN
cord-154587-qbmm5st9	140	18	reference	reference	NN
cord-154587-qbmm5st9	140	19	viruses	virus	NNS
cord-154587-qbmm5st9	140	20	of	of	IN
cord-154587-qbmm5st9	140	21	various	various	JJ
cord-154587-qbmm5st9	140	22	types	type	NNS
cord-154587-qbmm5st9	140	23	.	.	.
cord-154587-qbmm5st9	141	1	Results	result	NNS
cord-154587-qbmm5st9	141	2	obtained	obtain	VBD
cord-154587-qbmm5st9	141	3	show	show	NN
cord-154587-qbmm5st9	141	4	that	that	IN
cord-154587-qbmm5st9	141	5	COVID-19	covid-19	DT
cord-154587-qbmm5st9	141	6	virus	virus	NN
cord-154587-qbmm5st9	141	7	genomes	genome	NNS
cord-154587-qbmm5st9	141	8	consistently	consistently	RB
cord-154587-qbmm5st9	141	9	form	form	VBP
cord-154587-qbmm5st9	141	10	a	a	DT
cord-154587-qbmm5st9	141	11	cluster	cluster	NN
cord-154587-qbmm5st9	141	12	with	with	IN
cord-154587-qbmm5st9	141	13	those	those	DT
cord-154587-qbmm5st9	141	14	of	of	IN
cord-154587-qbmm5st9	141	15	bat	bat	NN
cord-154587-qbmm5st9	141	16	and	and	CC
cord-154587-qbmm5st9	141	17	pangolin	pangolin	NN
cord-154587-qbmm5st9	141	18	coronaviruses	coronaviruse	NNS
cord-154587-qbmm5st9	141	19	.	.	.
cord-154587-qbmm5st9	142	1	That	that	DT
cord-154587-qbmm5st9	142	2	provides	provide	VBZ
cord-154587-qbmm5st9	142	3	quantitative	quantitative	JJ
cord-154587-qbmm5st9	142	4	evidences	evidence	NNS
cord-154587-qbmm5st9	142	5	to	to	TO
cord-154587-qbmm5st9	142	6	support	support	VB
cord-154587-qbmm5st9	142	7	the	the	DT
cord-154587-qbmm5st9	142	8	hypotheses	hypothesis	NNS
cord-154587-qbmm5st9	142	9	that	that	WDT
cord-154587-qbmm5st9	142	10	bats	bat	NNS
cord-154587-qbmm5st9	142	11	and	and	CC
cord-154587-qbmm5st9	142	12	pangolins	pangolin	NNS
cord-154587-qbmm5st9	142	13	may	may	MD
cord-154587-qbmm5st9	142	14	have	have	VB
cord-154587-qbmm5st9	142	15	served	serve	VBN
cord-154587-qbmm5st9	142	16	as	as	IN
cord-154587-qbmm5st9	142	17	the	the	DT
cord-154587-qbmm5st9	142	18	hosts	host	NNS
cord-154587-qbmm5st9	142	19	for	for	IN
cord-154587-qbmm5st9	142	20	the	the	DT
cord-154587-qbmm5st9	142	21	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	142	22	virus	virus	NN
cord-154587-qbmm5st9	142	23	.	.	.
cord-154587-qbmm5st9	143	1	Their	-PRON-	PRP$
cord-154587-qbmm5st9	143	2	findings	finding	NNS
cord-154587-qbmm5st9	143	3	also	also	RB
cord-154587-qbmm5st9	143	4	suggest	suggest	VBP
cord-154587-qbmm5st9	143	5	that	that	IN
cord-154587-qbmm5st9	143	6	bats	bat	NNS
cord-154587-qbmm5st9	143	7	are	be	VBP
cord-154587-qbmm5st9	143	8	the	the	DT
cord-154587-qbmm5st9	143	9	more	more	RBR
cord-154587-qbmm5st9	143	10	probable	probable	JJ
cord-154587-qbmm5st9	143	11	origin	origin	NN
cord-154587-qbmm5st9	143	12	of	of	IN
cord-154587-qbmm5st9	143	13	the	the	DT
cord-154587-qbmm5st9	143	14	virus	virus	NN
cord-154587-qbmm5st9	143	15	than	than	IN
cord-154587-qbmm5st9	143	16	pangolins	pangolin	NNS
cord-154587-qbmm5st9	143	17	.	.	.
cord-154587-qbmm5st9	144	1	AI	AI	NNP
cord-154587-qbmm5st9	144	2	methods	method	NNS
cord-154587-qbmm5st9	144	3	thus	thus	RB
cord-154587-qbmm5st9	144	4	have	have	VBP
cord-154587-qbmm5st9	144	5	demonstrated	demonstrate	VBN
cord-154587-qbmm5st9	144	6	their	-PRON-	PRP$
cord-154587-qbmm5st9	144	7	capabilities	capability	NNS
cord-154587-qbmm5st9	144	8	and	and	CC
cord-154587-qbmm5st9	144	9	power	power	NN
cord-154587-qbmm5st9	144	10	for	for	IN
cord-154587-qbmm5st9	144	11	mining	mining	NN
cord-154587-qbmm5st9	144	12	big	big	JJ
cord-154587-qbmm5st9	144	13	biological	biological	JJ
cord-154587-qbmm5st9	144	14	datasets	dataset	NNS
cord-154587-qbmm5st9	144	15	in	in	IN
cord-154587-qbmm5st9	144	16	an	an	DT
cord-154587-qbmm5st9	144	17	efficient	efficient	JJ
cord-154587-qbmm5st9	144	18	and	and	CC
cord-154587-qbmm5st9	144	19	intelligent	intelligent	JJ
cord-154587-qbmm5st9	144	20	manner	manner	NN
cord-154587-qbmm5st9	144	21	,	,	,
cord-154587-qbmm5st9	144	22	which	which	WDT
cord-154587-qbmm5st9	144	23	contributes	contribute	VBZ
cord-154587-qbmm5st9	144	24	to	to	IN
cord-154587-qbmm5st9	144	25	the	the	DT
cord-154587-qbmm5st9	144	26	progress	progress	NN
cord-154587-qbmm5st9	144	27	of	of	IN
cord-154587-qbmm5st9	144	28	finding	find	VBG
cord-154587-qbmm5st9	144	29	vaccines	vaccine	NNS
cord-154587-qbmm5st9	144	30	,	,	,
cord-154587-qbmm5st9	144	31	therapeutics	therapeutic	NNS
cord-154587-qbmm5st9	144	32	or	or	CC
cord-154587-qbmm5st9	144	33	medicines	medicine	NNS
cord-154587-qbmm5st9	144	34	for	for	IN
cord-154587-qbmm5st9	144	35	COVID-19	covid-19	NN
cord-154587-qbmm5st9	144	36	.	.	.
cord-154587-qbmm5st9	145	1	This	this	DT
cord-154587-qbmm5st9	145	2	section	section	NN
cord-154587-qbmm5st9	145	3	summarises	summarise	VBZ
cord-154587-qbmm5st9	145	4	available	available	JJ
cord-154587-qbmm5st9	145	5	data	data	NN
cord-154587-qbmm5st9	145	6	sources	source	NNS
cord-154587-qbmm5st9	145	7	relevant	relevant	JJ
cord-154587-qbmm5st9	145	8	to	to	IN
cord-154587-qbmm5st9	145	9	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	145	10	,	,	,
cord-154587-qbmm5st9	145	11	ranging	range	VBG
cord-154587-qbmm5st9	145	12	from	from	IN
cord-154587-qbmm5st9	145	13	numerical	numerical	JJ
cord-154587-qbmm5st9	145	14	data	datum	NNS
cord-154587-qbmm5st9	145	15	of	of	IN
cord-154587-qbmm5st9	145	16	infection	infection	NN
cord-154587-qbmm5st9	145	17	cases	case	NNS
cord-154587-qbmm5st9	145	18	,	,	,
cord-154587-qbmm5st9	145	19	radiology	radiology	NN
cord-154587-qbmm5st9	145	20	images	image	NNS
cord-154587-qbmm5st9	145	21	[	[	-LRB-
cord-154587-qbmm5st9	145	22	56	56	CD
cord-154587-qbmm5st9	145	23	]	]	-RRB-
cord-154587-qbmm5st9	145	24	,	,	,
cord-154587-qbmm5st9	145	25	Twitter	Twitter	NNP
cord-154587-qbmm5st9	145	26	,	,	,
cord-154587-qbmm5st9	145	27	text	text	NN
cord-154587-qbmm5st9	145	28	,	,	,
cord-154587-qbmm5st9	145	29	natural	natural	JJ
cord-154587-qbmm5st9	145	30	language	language	NN
cord-154587-qbmm5st9	145	31	to	to	IN
cord-154587-qbmm5st9	145	32	biological	biological	JJ
cord-154587-qbmm5st9	145	33	sequence	sequence	NN
cord-154587-qbmm5st9	145	34	data	datum	NNS
cord-154587-qbmm5st9	145	35	(	(	-LRB-
cord-154587-qbmm5st9	145	36	Table	Table	NNP
cord-154587-qbmm5st9	145	37	II	II	NNP
cord-154587-qbmm5st9	145	38	)	)	-RRB-
cord-154587-qbmm5st9	145	39	,	,	,
cord-154587-qbmm5st9	145	40	and	and	CC
cord-154587-qbmm5st9	145	41	highlights	highlight	VBZ
cord-154587-qbmm5st9	145	42	potential	potential	JJ
cord-154587-qbmm5st9	145	43	AI	ai	NN
cord-154587-qbmm5st9	145	44	methods	method	NNS
cord-154587-qbmm5st9	145	45	for	for	IN
cord-154587-qbmm5st9	145	46	modelling	model	VBG
cord-154587-qbmm5st9	145	47	different	different	JJ
cord-154587-qbmm5st9	145	48	types	type	NNS
cord-154587-qbmm5st9	145	49	of	of	IN
cord-154587-qbmm5st9	145	50	data	datum	NNS
cord-154587-qbmm5st9	145	51	.	.	.
cord-154587-qbmm5st9	146	1	The	the	DT
cord-154587-qbmm5st9	146	2	data	datum	NNS
cord-154587-qbmm5st9	146	3	are	be	VBP
cord-154587-qbmm5st9	146	4	helpful	helpful	JJ
cord-154587-qbmm5st9	146	5	for	for	IN
cord-154587-qbmm5st9	146	6	research	research	NN
cord-154587-qbmm5st9	146	7	purposes	purpose	NNS
cord-154587-qbmm5st9	146	8	to	to	TO
cord-154587-qbmm5st9	146	9	exploit	exploit	VB
cord-154587-qbmm5st9	146	10	the	the	DT
cord-154587-qbmm5st9	146	11	capabilities	capability	NNS
cord-154587-qbmm5st9	146	12	and	and	CC
cord-154587-qbmm5st9	146	13	power	power	NN
cord-154587-qbmm5st9	146	14	of	of	IN
cord-154587-qbmm5st9	146	15	AI	AI	NNP
cord-154587-qbmm5st9	146	16	technologies	technology	NNS
cord-154587-qbmm5st9	146	17	in	in	IN
cord-154587-qbmm5st9	146	18	the	the	DT
cord-154587-qbmm5st9	146	19	battle	battle	NN
cord-154587-qbmm5st9	146	20	against	against	IN
cord-154587-qbmm5st9	146	21	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	146	22	.	.	.
cord-154587-qbmm5st9	147	1	Different	different	JJ
cord-154587-qbmm5st9	147	2	data	datum	NNS
cord-154587-qbmm5st9	147	3	types	type	NNS
cord-154587-qbmm5st9	147	4	have	have	VBP
cord-154587-qbmm5st9	147	5	different	different	JJ
cord-154587-qbmm5st9	147	6	characteristics	characteristic	NNS
cord-154587-qbmm5st9	147	7	and	and	CC
cord-154587-qbmm5st9	147	8	thus	thus	RB
cord-154587-qbmm5st9	147	9	require	require	VB
cord-154587-qbmm5st9	147	10	different	different	JJ
cord-154587-qbmm5st9	147	11	AI	ai	NN
cord-154587-qbmm5st9	147	12	methods	method	NNS
cord-154587-qbmm5st9	147	13	to	to	TO
cord-154587-qbmm5st9	147	14	handle	handle	VB
cord-154587-qbmm5st9	147	15	.	.	.
cord-154587-qbmm5st9	148	1	For	for	IN
cord-154587-qbmm5st9	148	2	example	example	NN
cord-154587-qbmm5st9	148	3	,	,	,
cord-154587-qbmm5st9	148	4	numerical	numerical	JJ
cord-154587-qbmm5st9	148	5	time	time	NN
cord-154587-qbmm5st9	148	6	series	series	NNP
cord-154587-qbmm5st9	148	7	data	datum	NNS
cord-154587-qbmm5st9	148	8	of	of	IN
cord-154587-qbmm5st9	148	9	infection	infection	NN
cord-154587-qbmm5st9	148	10	cases	case	NNS
cord-154587-qbmm5st9	148	11	can	can	MD
cord-154587-qbmm5st9	148	12	be	be	VB
cord-154587-qbmm5st9	148	13	dealt	deal	VBN
cord-154587-qbmm5st9	148	14	with	with	IN
cord-154587-qbmm5st9	148	15	by	by	IN
cord-154587-qbmm5st9	148	16	traditional	traditional	JJ
cord-154587-qbmm5st9	148	17	machine	machine	NN
cord-154587-qbmm5st9	148	18	learning	learning	NN
cord-154587-qbmm5st9	148	19	methods	method	NNS
cord-154587-qbmm5st9	148	20	such	such	JJ
cord-154587-qbmm5st9	148	21	as	as	IN
cord-154587-qbmm5st9	148	22	naive	naive	JJ
cord-154587-qbmm5st9	148	23	Bayes	Bayes	NNP
cord-154587-qbmm5st9	148	24	,	,	,
cord-154587-qbmm5st9	148	25	logistic	logistic	JJ
cord-154587-qbmm5st9	148	26	regression	regression	NN
cord-154587-qbmm5st9	148	27	,	,	,
cord-154587-qbmm5st9	148	28	k	k	NN
cord-154587-qbmm5st9	148	29	-	-	HYPH
cord-154587-qbmm5st9	148	30	nearest	near	JJS
cord-154587-qbmm5st9	148	31	neighbors	neighbor	NNS
cord-154587-qbmm5st9	148	32	(	(	-LRB-
cord-154587-qbmm5st9	148	33	KNN	KNN	NNP
cord-154587-qbmm5st9	148	34	)	)	-RRB-
cord-154587-qbmm5st9	148	35	,	,	,
cord-154587-qbmm5st9	148	36	SVM	SVM	NNP
cord-154587-qbmm5st9	148	37	,	,	,
cord-154587-qbmm5st9	148	38	MLP	MLP	NNP
cord-154587-qbmm5st9	148	39	,	,	,
cord-154587-qbmm5st9	148	40	fuzzy	fuzzy	JJ
cord-154587-qbmm5st9	148	41	logic	logic	NN
cord-154587-qbmm5st9	148	42	system	system	NN
cord-154587-qbmm5st9	148	43	[	[	-LRB-
cord-154587-qbmm5st9	148	44	57	57	CD
cord-154587-qbmm5st9	148	45	]	]	-RRB-
cord-154587-qbmm5st9	148	46	,	,	,
cord-154587-qbmm5st9	148	47	nonparametric	nonparametric	JJ
cord-154587-qbmm5st9	148	48	Gaussian	gaussian	JJ
cord-154587-qbmm5st9	148	49	process	process	NN
cord-154587-qbmm5st9	148	50	[	[	-LRB-
cord-154587-qbmm5st9	148	51	58	58	CD
cord-154587-qbmm5st9	148	52	]	]	-RRB-
cord-154587-qbmm5st9	148	53	,	,	,
cord-154587-qbmm5st9	148	54	decision	decision	NN
cord-154587-qbmm5st9	148	55	tree	tree	NN
cord-154587-qbmm5st9	148	56	,	,	,
cord-154587-qbmm5st9	148	57	random	random	JJ
cord-154587-qbmm5st9	148	58	forest	forest	NN
cord-154587-qbmm5st9	148	59	,	,	,
cord-154587-qbmm5st9	148	60	and	and	CC
cord-154587-qbmm5st9	148	61	ensemble	ensemble	NN
cord-154587-qbmm5st9	148	62	learning	learn	VBG
cord-154587-qbmm5st9	148	63	algorithms	algorithm	NNS
cord-154587-qbmm5st9	148	64	[	[	-LRB-
cord-154587-qbmm5st9	148	65	59	59	CD
cord-154587-qbmm5st9	148	66	]	]	-RRB-
cord-154587-qbmm5st9	148	67	.	.	.
cord-154587-qbmm5st9	149	1	Deep	deep	JJ
cord-154587-qbmm5st9	149	2	learning	learn	VBG
cord-154587-qbmm5st9	149	3	recurrent	recurrent	JJ
cord-154587-qbmm5st9	149	4	neural	neural	JJ
cord-154587-qbmm5st9	149	5	networks	network	NNS
cord-154587-qbmm5st9	149	6	such	such	JJ
cord-154587-qbmm5st9	149	7	as	as	IN
cord-154587-qbmm5st9	149	8	LSTM	LSTM	NNP
cord-154587-qbmm5st9	149	9	[	[	-LRB-
cord-154587-qbmm5st9	149	10	45	45	CD
cord-154587-qbmm5st9	149	11	]	]	-RRB-
cord-154587-qbmm5st9	149	12	can	can	MD
cord-154587-qbmm5st9	149	13	be	be	VB
cord-154587-qbmm5st9	149	14	used	use	VBN
cord-154587-qbmm5st9	149	15	for	for	IN
cord-154587-qbmm5st9	149	16	regression	regression	NN
cord-154587-qbmm5st9	149	17	prediction	prediction	NN
cord-154587-qbmm5st9	149	18	problems	problem	NNS
cord-154587-qbmm5st9	149	19	if	if	IN
cord-154587-qbmm5st9	149	20	a	a	DT
cord-154587-qbmm5st9	149	21	large	large	JJ
cord-154587-qbmm5st9	149	22	amount	amount	NN
cord-154587-qbmm5st9	149	23	of	of	IN
cord-154587-qbmm5st9	149	24	training	training	NN
cord-154587-qbmm5st9	149	25	data	datum	NNS
cord-154587-qbmm5st9	149	26	are	be	VBP
cord-154587-qbmm5st9	149	27	available	available	JJ
cord-154587-qbmm5st9	149	28	.	.	.
cord-154587-qbmm5st9	150	1	The	the	DT
cord-154587-qbmm5st9	150	2	deeper	deep	JJR
cord-154587-qbmm5st9	150	3	the	the	DT
cord-154587-qbmm5st9	150	4	models	model	NNS
cord-154587-qbmm5st9	150	5	,	,	,
cord-154587-qbmm5st9	150	6	the	the	DT
cord-154587-qbmm5st9	150	7	more	more	JJR
cord-154587-qbmm5st9	150	8	data	datum	NNS
cord-154587-qbmm5st9	150	9	are	be	VBP
cord-154587-qbmm5st9	150	10	needed	need	VBN
cord-154587-qbmm5st9	150	11	to	to	TO
cord-154587-qbmm5st9	150	12	enable	enable	VB
cord-154587-qbmm5st9	150	13	the	the	DT
cord-154587-qbmm5st9	150	14	models	model	NNS
cord-154587-qbmm5st9	150	15	to	to	TO
cord-154587-qbmm5st9	150	16	learn	learn	VB
cord-154587-qbmm5st9	150	17	effectively	effectively	RB
cord-154587-qbmm5st9	150	18	from	from	IN
cord-154587-qbmm5st9	150	19	data	datum	NNS
cord-154587-qbmm5st9	150	20	.	.	.
cord-154587-qbmm5st9	151	1	Based	base	VBN
cord-154587-qbmm5st9	151	2	on	on	IN
cord-154587-qbmm5st9	151	3	their	-PRON-	PRP$
cord-154587-qbmm5st9	151	4	ability	ability	NN
cord-154587-qbmm5st9	151	5	to	to	TO
cord-154587-qbmm5st9	151	6	characterize	characterize	VB
cord-154587-qbmm5st9	151	7	temporal	temporal	JJ
cord-154587-qbmm5st9	151	8	dynamic	dynamic	JJ
cord-154587-qbmm5st9	151	9	behaviours	behaviour	NNS
cord-154587-qbmm5st9	151	10	,	,	,
cord-154587-qbmm5st9	151	11	recurrent	recurrent	JJ
cord-154587-qbmm5st9	151	12	networks	network	NNS
cord-154587-qbmm5st9	151	13	are	be	VBP
cord-154587-qbmm5st9	151	14	well	well	RB
cord-154587-qbmm5st9	151	15	suited	suited	JJ
cord-154587-qbmm5st9	151	16	for	for	IN
cord-154587-qbmm5st9	151	17	modelling	model	VBG
cord-154587-qbmm5st9	151	18	infection	infection	NN
cord-154587-qbmm5st9	151	19	case	case	NN
cord-154587-qbmm5st9	151	20	time	time	NNP
cord-154587-qbmm5st9	151	21	series	series	NNP
cord-154587-qbmm5st9	151	22	data	datum	NNS
cord-154587-qbmm5st9	151	23	.	.	.
cord-154587-qbmm5st9	152	1	Radiology	radiology	NN
cord-154587-qbmm5st9	152	2	images	image	NNS
cord-154587-qbmm5st9	152	3	such	such	JJ
cord-154587-qbmm5st9	152	4	as	as	IN
cord-154587-qbmm5st9	152	5	chest	chest	NN
cord-154587-qbmm5st9	152	6	X	x	NN
cord-154587-qbmm5st9	152	7	-	-	NN
cord-154587-qbmm5st9	152	8	ray	ray	NN
cord-154587-qbmm5st9	152	9	and	and	CC
cord-154587-qbmm5st9	152	10	CT	CT	NNP
cord-154587-qbmm5st9	152	11	scans	scan	NNS
cord-154587-qbmm5st9	152	12	are	be	VBP
cord-154587-qbmm5st9	152	13	high	high	JJ
cord-154587-qbmm5st9	152	14	-	-	HYPH
cord-154587-qbmm5st9	152	15	dimensional	dimensional	JJ
cord-154587-qbmm5st9	152	16	data	datum	NNS
cord-154587-qbmm5st9	152	17	that	that	WDT
cord-154587-qbmm5st9	152	18	require	require	VBP
cord-154587-qbmm5st9	152	19	processing	processing	NN
cord-154587-qbmm5st9	152	20	capabilities	capability	NNS
cord-154587-qbmm5st9	152	21	of	of	IN
cord-154587-qbmm5st9	152	22	deep	deep	JJ
cord-154587-qbmm5st9	152	23	learning	learning	NN
cord-154587-qbmm5st9	152	24	methods	method	NNS
cord-154587-qbmm5st9	152	25	in	in	IN
cord-154587-qbmm5st9	152	26	which	which	WDT
cord-154587-qbmm5st9	152	27	CNN	CNN	NNP
cord-154587-qbmm5st9	152	28	-	-	HYPH
cord-154587-qbmm5st9	152	29	based	base	VBN
cord-154587-qbmm5st9	152	30	models	model	NNS
cord-154587-qbmm5st9	152	31	are	be	VBP
cord-154587-qbmm5st9	152	32	common	common	JJ
cord-154587-qbmm5st9	152	33	and	and	CC
cord-154587-qbmm5st9	152	34	most	most	RBS
cord-154587-qbmm5st9	152	35	suitable	suitable	JJ
cord-154587-qbmm5st9	152	36	(	(	-LRB-
cord-154587-qbmm5st9	152	37	e.g.	e.g.	RB
cord-154587-qbmm5st9	152	38	LeNet	LeNet	NNP
cord-154587-qbmm5st9	152	39	[	[	-LRB-
cord-154587-qbmm5st9	152	40	2	2	CD
cord-154587-qbmm5st9	152	41	]	]	-RRB-
cord-154587-qbmm5st9	152	42	,	,	,
cord-154587-qbmm5st9	152	43	AlexNet	AlexNet	NNP
cord-154587-qbmm5st9	152	44	[	[	-LRB-
cord-154587-qbmm5st9	152	45	3	3	CD
cord-154587-qbmm5st9	152	46	]	]	-RRB-
cord-154587-qbmm5st9	152	47	,	,	,
cord-154587-qbmm5st9	152	48	GoogLeNet	GoogLeNet	NNP
cord-154587-qbmm5st9	152	49	[	[	-LRB-
cord-154587-qbmm5st9	152	50	4	4	CD
cord-154587-qbmm5st9	152	51	]	]	-RRB-
cord-154587-qbmm5st9	152	52	,	,	,
cord-154587-qbmm5st9	152	53	VGG	VGG	NNP
cord-154587-qbmm5st9	152	54	Net	Net	NNP
cord-154587-qbmm5st9	152	55	[	[	-LRB-
cord-154587-qbmm5st9	152	56	5	5	CD
cord-154587-qbmm5st9	152	57	]	]	-RRB-
cord-154587-qbmm5st9	152	58	and	and	CC
cord-154587-qbmm5st9	152	59	ResNet	ResNet	NNP
cord-154587-qbmm5st9	152	60	[	[	-LRB-
cord-154587-qbmm5st9	152	61	6	6	CD
cord-154587-qbmm5st9	152	62	]	]	-RRB-
cord-154587-qbmm5st9	152	63	)	)	-RRB-
cord-154587-qbmm5st9	152	64	.	.	.
cord-154587-qbmm5st9	153	1	CNNs	CNNs	NNP
cord-154587-qbmm5st9	153	2	were	be	VBD
cord-154587-qbmm5st9	153	3	inspired	inspire	VBN
cord-154587-qbmm5st9	153	4	by	by	IN
cord-154587-qbmm5st9	153	5	biological	biological	JJ
cord-154587-qbmm5st9	153	6	processes	process	NNS
cord-154587-qbmm5st9	153	7	of	of	IN
cord-154587-qbmm5st9	153	8	visual	visual	JJ
cord-154587-qbmm5st9	153	9	cortex	cortex	NNS
cord-154587-qbmm5st9	153	10	of	of	IN
cord-154587-qbmm5st9	153	11	human	human	JJ
cord-154587-qbmm5st9	153	12	and	and	CC
cord-154587-qbmm5st9	153	13	animal	animal	NN
cord-154587-qbmm5st9	153	14	brains	brain	NNS
cord-154587-qbmm5st9	153	15	where	where	WRB
cord-154587-qbmm5st9	153	16	each	each	DT
cord-154587-qbmm5st9	153	17	cortical	cortical	JJ
cord-154587-qbmm5st9	153	18	neuron	neuron	NN
cord-154587-qbmm5st9	153	19	is	be	VBZ
cord-154587-qbmm5st9	153	20	activated	activate	VBN
cord-154587-qbmm5st9	153	21	within	within	IN
cord-154587-qbmm5st9	153	22	its	-PRON-	PRP$
cord-154587-qbmm5st9	153	23	receptive	receptive	JJ
cord-154587-qbmm5st9	153	24	field	field	NN
cord-154587-qbmm5st9	153	25	when	when	WRB
cord-154587-qbmm5st9	153	26	stimulated	stimulate	VBN
cord-154587-qbmm5st9	153	27	.	.	.
cord-154587-qbmm5st9	154	1	A	a	DT
cord-154587-qbmm5st9	154	2	receptive	receptive	JJ
cord-154587-qbmm5st9	154	3	field	field	NN
cord-154587-qbmm5st9	154	4	of	of	IN
cord-154587-qbmm5st9	154	5	a	a	DT
cord-154587-qbmm5st9	154	6	neuron	neuron	NN
cord-154587-qbmm5st9	154	7	covers	cover	VBZ
cord-154587-qbmm5st9	154	8	a	a	DT
cord-154587-qbmm5st9	154	9	specific	specific	JJ
cord-154587-qbmm5st9	154	10	subarea	subarea	NN
cord-154587-qbmm5st9	154	11	of	of	IN
cord-154587-qbmm5st9	154	12	the	the	DT
cord-154587-qbmm5st9	154	13	visual	visual	JJ
cord-154587-qbmm5st9	154	14	field	field	NN
cord-154587-qbmm5st9	154	15	and	and	CC
cord-154587-qbmm5st9	154	16	thus	thus	RB
cord-154587-qbmm5st9	154	17	the	the	DT
cord-154587-qbmm5st9	154	18	entire	entire	JJ
cord-154587-qbmm5st9	154	19	visual	visual	JJ
cord-154587-qbmm5st9	154	20	field	field	NN
cord-154587-qbmm5st9	154	21	can	can	MD
cord-154587-qbmm5st9	154	22	be	be	VB
cord-154587-qbmm5st9	154	23	captured	capture	VBN
cord-154587-qbmm5st9	154	24	by	by	IN
cord-154587-qbmm5st9	154	25	a	a	DT
cord-154587-qbmm5st9	154	26	partial	partial	JJ
cord-154587-qbmm5st9	154	27	overlap	overlap	NN
cord-154587-qbmm5st9	154	28	of	of	IN
cord-154587-qbmm5st9	154	29	receptive	receptive	JJ
cord-154587-qbmm5st9	154	30	fields	field	NNS
cord-154587-qbmm5st9	154	31	.	.	.
cord-154587-qbmm5st9	155	1	A	a	DT
cord-154587-qbmm5st9	155	2	CNN	CNN	NNP
cord-154587-qbmm5st9	155	3	consists	consist	VBZ
cord-154587-qbmm5st9	155	4	of	of	IN
cord-154587-qbmm5st9	155	5	multiple	multiple	JJ
cord-154587-qbmm5st9	155	6	layers	layer	NNS
cord-154587-qbmm5st9	155	7	where	where	WRB
cord-154587-qbmm5st9	155	8	each	each	DT
cord-154587-qbmm5st9	155	9	neuron	neuron	NN
cord-154587-qbmm5st9	155	10	of	of	IN
cord-154587-qbmm5st9	155	11	a	a	DT
cord-154587-qbmm5st9	155	12	subsequent	subsequent	JJ
cord-154587-qbmm5st9	155	13	(	(	-LRB-
cord-154587-qbmm5st9	155	14	higher	high	JJR
cord-154587-qbmm5st9	155	15	)	)	-RRB-
cord-154587-qbmm5st9	155	16	layer	layer	NN
cord-154587-qbmm5st9	155	17	connects	connect	VBZ
cord-154587-qbmm5st9	155	18	to	to	IN
cord-154587-qbmm5st9	155	19	a	a	DT
cord-154587-qbmm5st9	155	20	subset	subset	NN
cord-154587-qbmm5st9	155	21	of	of	IN
cord-154587-qbmm5st9	155	22	neurons	neuron	NNS
cord-154587-qbmm5st9	155	23	in	in	IN
cord-154587-qbmm5st9	155	24	the	the	DT
cord-154587-qbmm5st9	155	25	previous	previous	JJ
cord-154587-qbmm5st9	155	26	(	(	-LRB-
cord-154587-qbmm5st9	155	27	lower	lower	RBR
cord-154587-qbmm5st9	155	28	)	)	-RRB-
cord-154587-qbmm5st9	155	29	layer	layer	NN
cord-154587-qbmm5st9	155	30	.	.	.
cord-154587-qbmm5st9	156	1	This	this	DT
cord-154587-qbmm5st9	156	2	allows	allow	VBZ
cord-154587-qbmm5st9	156	3	the	the	DT
cord-154587-qbmm5st9	156	4	receptive	receptive	JJ
cord-154587-qbmm5st9	156	5	field	field	NN
cord-154587-qbmm5st9	156	6	of	of	IN
cord-154587-qbmm5st9	156	7	a	a	DT
cord-154587-qbmm5st9	156	8	neuron	neuron	NN
cord-154587-qbmm5st9	156	9	of	of	IN
cord-154587-qbmm5st9	156	10	a	a	DT
cord-154587-qbmm5st9	156	11	higher	high	JJR
cord-154587-qbmm5st9	156	12	layer	layer	NN
cord-154587-qbmm5st9	156	13	covers	cover	VBZ
cord-154587-qbmm5st9	156	14	a	a	DT
cord-154587-qbmm5st9	156	15	larger	large	JJR
cord-154587-qbmm5st9	156	16	portion	portion	NN
cord-154587-qbmm5st9	156	17	of	of	IN
cord-154587-qbmm5st9	156	18	images	image	NNS
cord-154587-qbmm5st9	156	19	compared	compare	VBN
cord-154587-qbmm5st9	156	20	to	to	IN
cord-154587-qbmm5st9	156	21	that	that	DT
cord-154587-qbmm5st9	156	22	of	of	IN
cord-154587-qbmm5st9	156	23	a	a	DT
cord-154587-qbmm5st9	156	24	lower	low	JJR
cord-154587-qbmm5st9	156	25	layer	layer	NN
cord-154587-qbmm5st9	156	26	.	.	.
cord-154587-qbmm5st9	157	1	The	the	DT
cord-154587-qbmm5st9	157	2	higher	high	JJR
cord-154587-qbmm5st9	157	3	layer	layer	NN
cord-154587-qbmm5st9	157	4	is	be	VBZ
cord-154587-qbmm5st9	157	5	able	able	JJ
cord-154587-qbmm5st9	157	6	to	to	TO
cord-154587-qbmm5st9	157	7	learn	learn	VB
cord-154587-qbmm5st9	157	8	more	more	RBR
cord-154587-qbmm5st9	157	9	abstract	abstract	JJ
cord-154587-qbmm5st9	157	10	features	feature	NNS
cord-154587-qbmm5st9	157	11	of	of	IN
cord-154587-qbmm5st9	157	12	images	image	NNS
cord-154587-qbmm5st9	157	13	than	than	IN
cord-154587-qbmm5st9	157	14	the	the	DT
cord-154587-qbmm5st9	157	15	lower	low	JJR
cord-154587-qbmm5st9	157	16	layer	layer	NN
cord-154587-qbmm5st9	157	17	by	by	IN
cord-154587-qbmm5st9	157	18	taking	take	VBG
cord-154587-qbmm5st9	157	19	into	into	IN
cord-154587-qbmm5st9	157	20	account	account	NN
cord-154587-qbmm5st9	157	21	the	the	DT
cord-154587-qbmm5st9	157	22	spatial	spatial	JJ
cord-154587-qbmm5st9	157	23	relationships	relationship	NNS
cord-154587-qbmm5st9	157	24	between	between	IN
cord-154587-qbmm5st9	157	25	different	different	JJ
cord-154587-qbmm5st9	157	26	receptive	receptive	JJ
cord-154587-qbmm5st9	157	27	fields	field	NNS
cord-154587-qbmm5st9	157	28	.	.	.
cord-154587-qbmm5st9	158	1	This	this	DT
cord-154587-qbmm5st9	158	2	use	use	NN
cord-154587-qbmm5st9	158	3	of	of	IN
cord-154587-qbmm5st9	158	4	receptive	receptive	JJ
cord-154587-qbmm5st9	158	5	fields	field	NNS
cord-154587-qbmm5st9	158	6	enables	enable	VBZ
cord-154587-qbmm5st9	158	7	CNNs	cnn	NNS
cord-154587-qbmm5st9	158	8	to	to	TO
cord-154587-qbmm5st9	158	9	recognize	recognize	VB
cord-154587-qbmm5st9	158	10	visual	visual	JJ
cord-154587-qbmm5st9	158	11	patterns	pattern	NNS
cord-154587-qbmm5st9	158	12	and	and	CC
cord-154587-qbmm5st9	158	13	capture	capture	NN
cord-154587-qbmm5st9	158	14	features	feature	NNS
cord-154587-qbmm5st9	158	15	from	from	IN
cord-154587-qbmm5st9	158	16	images	image	NNS
cord-154587-qbmm5st9	158	17	without	without	IN
cord-154587-qbmm5st9	158	18	prior	prior	JJ
cord-154587-qbmm5st9	158	19	knowledge	knowledge	NN
cord-154587-qbmm5st9	158	20	or	or	CC
cord-154587-qbmm5st9	158	21	making	make	VBG
cord-154587-qbmm5st9	158	22	hand	hand	NN
cord-154587-qbmm5st9	158	23	-	-	HYPH
cord-154587-qbmm5st9	158	24	crafted	craft	VBN
cord-154587-qbmm5st9	158	25	features	feature	NNS
cord-154587-qbmm5st9	158	26	as	as	IN
cord-154587-qbmm5st9	158	27	in	in	IN
cord-154587-qbmm5st9	158	28	traditional	traditional	JJ
cord-154587-qbmm5st9	158	29	machine	machine	NN
cord-154587-qbmm5st9	158	30	learning	learning	NN
cord-154587-qbmm5st9	158	31	approaches	approach	NNS
cord-154587-qbmm5st9	158	32	.	.	.
cord-154587-qbmm5st9	159	1	This	this	DT
cord-154587-qbmm5st9	159	2	principle	principle	NN
cord-154587-qbmm5st9	159	3	is	be	VBZ
cord-154587-qbmm5st9	159	4	applied	apply	VBN
cord-154587-qbmm5st9	159	5	to	to	IN
cord-154587-qbmm5st9	159	6	different	different	JJ
cord-154587-qbmm5st9	159	7	CNN	CNN	NNP
cord-154587-qbmm5st9	159	8	architectures	architecture	NNS
cord-154587-qbmm5st9	159	9	although	although	IN
cord-154587-qbmm5st9	159	10	they	-PRON-	PRP
cord-154587-qbmm5st9	159	11	may	may	MD
cord-154587-qbmm5st9	159	12	differ	differ	VB
cord-154587-qbmm5st9	159	13	in	in	IN
cord-154587-qbmm5st9	159	14	the	the	DT
cord-154587-qbmm5st9	159	15	number	number	NN
cord-154587-qbmm5st9	159	16	of	of	IN
cord-154587-qbmm5st9	159	17	layers	layer	NNS
cord-154587-qbmm5st9	159	18	,	,	,
cord-154587-qbmm5st9	159	19	number	number	NN
cord-154587-qbmm5st9	159	20	of	of	IN
cord-154587-qbmm5st9	159	21	neurons	neuron	NNS
cord-154587-qbmm5st9	159	22	in	in	IN
cord-154587-qbmm5st9	159	23	each	each	DT
cord-154587-qbmm5st9	159	24	layer	layer	NN
cord-154587-qbmm5st9	159	25	,	,	,
cord-154587-qbmm5st9	159	26	the	the	DT
cord-154587-qbmm5st9	159	27	use	use	NN
cord-154587-qbmm5st9	159	28	of	of	IN
cord-154587-qbmm5st9	159	29	activation	activation	NN
cord-154587-qbmm5st9	159	30	and	and	CC
cord-154587-qbmm5st9	159	31	loss	loss	NN
cord-154587-qbmm5st9	159	32	functions	function	NNS
cord-154587-qbmm5st9	159	33	as	as	RB
cord-154587-qbmm5st9	159	34	well	well	RB
cord-154587-qbmm5st9	159	35	as	as	IN
cord-154587-qbmm5st9	159	36	regularization	regularization	NN
cord-154587-qbmm5st9	159	37	and	and	CC
cord-154587-qbmm5st9	159	38	learning	learning	NN
cord-154587-qbmm5st9	159	39	algorithms	algorithm	NNS
cord-154587-qbmm5st9	159	40	[	[	-LRB-
cord-154587-qbmm5st9	159	41	60	60	CD
cord-154587-qbmm5st9	159	42	]	]	-RRB-
cord-154587-qbmm5st9	159	43	.	.	.
cord-154587-qbmm5st9	160	1	Transfer	transfer	NN
cord-154587-qbmm5st9	160	2	learning	learning	NN
cord-154587-qbmm5st9	160	3	methods	method	NNS
cord-154587-qbmm5st9	160	4	can	can	MD
cord-154587-qbmm5st9	160	5	be	be	VB
cord-154587-qbmm5st9	160	6	used	use	VBN
cord-154587-qbmm5st9	160	7	to	to	TO
cord-154587-qbmm5st9	160	8	customize	customize	VB
cord-154587-qbmm5st9	160	9	CNN	CNN	NNP
cord-154587-qbmm5st9	160	10	models	model	NNS
cord-154587-qbmm5st9	160	11	,	,	,
cord-154587-qbmm5st9	160	12	which	which	WDT
cord-154587-qbmm5st9	160	13	have	have	VBP
cord-154587-qbmm5st9	160	14	been	be	VBN
cord-154587-qbmm5st9	160	15	pretrained	pretraine	VBN
cord-154587-qbmm5st9	160	16	on	on	IN
cord-154587-qbmm5st9	160	17	large	large	JJ
cord-154587-qbmm5st9	160	18	medical	medical	JJ
cord-154587-qbmm5st9	160	19	image	image	NN
cord-154587-qbmm5st9	160	20	datasets	dataset	NNS
cord-154587-qbmm5st9	160	21	,	,	,
cord-154587-qbmm5st9	160	22	for	for	IN
cord-154587-qbmm5st9	160	23	the	the	DT
cord-154587-qbmm5st9	160	24	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	160	25	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	160	26	problem	problem	NN
cord-154587-qbmm5st9	160	27	.	.	.
cord-154587-qbmm5st9	161	1	This	this	DT
cord-154587-qbmm5st9	161	2	would	would	MD
cord-154587-qbmm5st9	161	3	avoid	avoid	VB
cord-154587-qbmm5st9	161	4	training	train	VBG
cord-154587-qbmm5st9	161	5	a	a	DT
cord-154587-qbmm5st9	161	6	CNN	CNN	NNP
cord-154587-qbmm5st9	161	7	from	from	IN
cord-154587-qbmm5st9	161	8	scratch	scratch	NN
cord-154587-qbmm5st9	161	9	and	and	CC
cord-154587-qbmm5st9	161	10	thus	thus	RB
cord-154587-qbmm5st9	161	11	reduce	reduce	VB
cord-154587-qbmm5st9	161	12	training	training	NN
cord-154587-qbmm5st9	161	13	time	time	NN
cord-154587-qbmm5st9	161	14	and	and	CC
cord-154587-qbmm5st9	161	15	the	the	DT
cord-154587-qbmm5st9	161	16	need	need	NN
cord-154587-qbmm5st9	161	17	for	for	IN
cord-154587-qbmm5st9	161	18	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	161	19	radiology	radiology	NN
cord-154587-qbmm5st9	161	20	images	image	NNS
cord-154587-qbmm5st9	161	21	,	,	,
cord-154587-qbmm5st9	161	22	which	which	WDT
cord-154587-qbmm5st9	161	23	may	may	MD
cord-154587-qbmm5st9	161	24	not	not	RB
cord-154587-qbmm5st9	161	25	be	be	VB
cord-154587-qbmm5st9	161	26	sufficiently	sufficiently	RB
cord-154587-qbmm5st9	161	27	available	available	JJ
cord-154587-qbmm5st9	161	28	in	in	IN
cord-154587-qbmm5st9	161	29	the	the	DT
cord-154587-qbmm5st9	161	30	early	early	JJ
cord-154587-qbmm5st9	161	31	stage	stage	NN
cord-154587-qbmm5st9	161	32	of	of	IN
cord-154587-qbmm5st9	161	33	the	the	DT
cord-154587-qbmm5st9	161	34	pandemic	pandemic	NN
cord-154587-qbmm5st9	161	35	.	.	.
cord-154587-qbmm5st9	162	1	Alternatively	alternatively	RB
cord-154587-qbmm5st9	162	2	,	,	,
cord-154587-qbmm5st9	162	3	unstructured	unstructured	JJ
cord-154587-qbmm5st9	162	4	natural	natural	JJ
cord-154587-qbmm5st9	162	5	language	language	NN
cord-154587-qbmm5st9	162	6	data	datum	NNS
cord-154587-qbmm5st9	162	7	need	need	VBP
cord-154587-qbmm5st9	162	8	text	text	NN
cord-154587-qbmm5st9	162	9	mining	mining	NN
cord-154587-qbmm5st9	162	10	tools	tool	NNS
cord-154587-qbmm5st9	162	11	,	,	,
cord-154587-qbmm5st9	162	12	e.g.	e.g.	IN
cord-154587-qbmm5st9	162	13	Natural	Natural	NNP
cord-154587-qbmm5st9	162	14	Language	Language	NNP
cord-154587-qbmm5st9	162	15	ToolKit	ToolKit	NNP
cord-154587-qbmm5st9	162	16	(	(	-LRB-
cord-154587-qbmm5st9	162	17	NLTK	NLTK	NNP
cord-154587-qbmm5st9	162	18	)	)	-RRB-
cord-154587-qbmm5st9	162	19	[	[	-LRB-
cord-154587-qbmm5st9	162	20	61	61	CD
cord-154587-qbmm5st9	162	21	]	]	-RRB-
cord-154587-qbmm5st9	162	22	,	,	,
cord-154587-qbmm5st9	162	23	and	and	CC
cord-154587-qbmm5st9	162	24	advanced	advance	VBD
cord-154587-qbmm5st9	162	25	NLP	NLP	NNP
cord-154587-qbmm5st9	162	26	and	and	CC
cord-154587-qbmm5st9	162	27	natural	natural	JJ
cord-154587-qbmm5st9	162	28	language	language	NN
cord-154587-qbmm5st9	162	29	generation	generation	NN
cord-154587-qbmm5st9	162	30	(	(	-LRB-
cord-154587-qbmm5st9	162	31	NLG	NLG	NNP
cord-154587-qbmm5st9	162	32	)	)	-RRB-
cord-154587-qbmm5st9	162	33	 	 	_SP
cord-154587-qbmm5st9	162	34	Data	data	NN
cord-154587-qbmm5st9	162	35	Type	type	NN
cord-154587-qbmm5st9	162	36	Links	link	VBZ
cord-154587-qbmm5st9	162	37	Johns	Johns	NNP
cord-154587-qbmm5st9	162	38	Hopkins	Hopkins	NNP
cord-154587-qbmm5st9	162	39	University	University	NNP
cord-154587-qbmm5st9	162	40	[	[	-LRB-
cord-154587-qbmm5st9	162	41	78	78	CD
cord-154587-qbmm5st9	162	42	]	]	-RRB-
cord-154587-qbmm5st9	162	43	Web	web	NN
cord-154587-qbmm5st9	162	44	-	-	HYPH
cord-154587-qbmm5st9	162	45	based	base	VBN
cord-154587-qbmm5st9	162	46	mapping	mapping	NN
cord-154587-qbmm5st9	162	47	global	global	JJ
cord-154587-qbmm5st9	162	48	cases	case	NNS
cord-154587-qbmm5st9	163	1	https://systems.jhu.edu/research/public-health/ncov/	https://systems.jhu.edu/research/public-health/ncov/	NNP
cord-154587-qbmm5st9	163	2	C.	C.	NNP
cord-154587-qbmm5st9	163	3	R.	R.	NNP
cord-154587-qbmm5st9	163	4	Wells	Wells	NNP
cord-154587-qbmm5st9	163	5	's	's	POS
cord-154587-qbmm5st9	163	6	GitHub	GitHub	NNP
cord-154587-qbmm5st9	163	7	[	[	-LRB-
cord-154587-qbmm5st9	163	8	79	79	CD
cord-154587-qbmm5st9	163	9	]	]	-RRB-
cord-154587-qbmm5st9	164	1	Daily	daily	JJ
cord-154587-qbmm5st9	164	2	incidence	incidence	NN
cord-154587-qbmm5st9	164	3	data	datum	NNS
cord-154587-qbmm5st9	164	4	and	and	CC
cord-154587-qbmm5st9	164	5	airport	airport	NN
cord-154587-qbmm5st9	164	6	connectivity	connectivity	NN
cord-154587-qbmm5st9	164	7	from	from	IN
cord-154587-qbmm5st9	164	8	China	China	NNP
cord-154587-qbmm5st9	164	9	[	[	-LRB-
cord-154587-qbmm5st9	164	10	68	68	CD
cord-154587-qbmm5st9	164	11	]	]	-RRB-
cord-154587-qbmm5st9	164	12	,	,	,
cord-154587-qbmm5st9	164	13	Text	Text	NNP
cord-154587-qbmm5st9	164	14	-	-	HYPH
cord-154587-qbmm5st9	164	15	to	to	IN
cord-154587-qbmm5st9	164	16	-	-	HYPH
cord-154587-qbmm5st9	164	17	Text	Text	NNP
cord-154587-qbmm5st9	164	18	Transfer	transfer	NN
cord-154587-qbmm5st9	164	19	Transformer	transformer	NN
cord-154587-qbmm5st9	164	20	(	(	-LRB-
cord-154587-qbmm5st9	164	21	T5	T5	NNP
cord-154587-qbmm5st9	164	22	)	)	-RRB-
cord-154587-qbmm5st9	165	1	[	[	-LRB-
cord-154587-qbmm5st9	165	2	69	69	CD
cord-154587-qbmm5st9	165	3	]	]	-RRB-
cord-154587-qbmm5st9	165	4	,	,	,
cord-154587-qbmm5st9	165	5	Binary	Binary	NNP
cord-154587-qbmm5st9	165	6	-	-	HYPH
cord-154587-qbmm5st9	165	7	Partitioning	Partitioning	NNP
cord-154587-qbmm5st9	165	8	Transformer	transformer	NN
cord-154587-qbmm5st9	165	9	(	(	-LRB-
cord-154587-qbmm5st9	165	10	BPT	BPT	NNP
cord-154587-qbmm5st9	165	11	)	)	-RRB-
cord-154587-qbmm5st9	165	12	[	[	-LRB-
cord-154587-qbmm5st9	165	13	70	70	CD
cord-154587-qbmm5st9	165	14	]	]	-RRB-
cord-154587-qbmm5st9	165	15	and	and	CC
cord-154587-qbmm5st9	165	16	OpenAIs	OpenAIs	NNP
cord-154587-qbmm5st9	165	17	Generative	Generative	NNP
cord-154587-qbmm5st9	165	18	Pretrained	Pretrained	NNP
cord-154587-qbmm5st9	165	19	Transformer	Transformer	NNP
cord-154587-qbmm5st9	165	20	2	2	CD
cord-154587-qbmm5st9	165	21	(	(	-LRB-
cord-154587-qbmm5st9	165	22	GPT-2	GPT-2	NNP
cord-154587-qbmm5st9	165	23	)	)	-RRB-
cord-154587-qbmm5st9	165	24	[	[	-LRB-
cord-154587-qbmm5st9	165	25	71	71	CD
cord-154587-qbmm5st9	165	26	]	]	-RRB-
cord-154587-qbmm5st9	165	27	.	.	.
cord-154587-qbmm5st9	166	1	The	the	DT
cord-154587-qbmm5st9	166	2	core	core	NN
cord-154587-qbmm5st9	166	3	components	component	NNS
cord-154587-qbmm5st9	166	4	of	of	IN
cord-154587-qbmm5st9	166	5	these	these	DT
cord-154587-qbmm5st9	166	6	tools	tool	NNS
cord-154587-qbmm5st9	166	7	are	be	VBP
cord-154587-qbmm5st9	166	8	deep	deep	JJ
cord-154587-qbmm5st9	166	9	learning	learning	NN
cord-154587-qbmm5st9	166	10	and	and	CC
cord-154587-qbmm5st9	166	11	transfer	transfer	NN
cord-154587-qbmm5st9	166	12	learning	learning	NN
cord-154587-qbmm5st9	166	13	methods	method	NNS
cord-154587-qbmm5st9	166	14	.	.	.
cord-154587-qbmm5st9	167	1	For	for	IN
cord-154587-qbmm5st9	167	2	example	example	NN
cord-154587-qbmm5st9	167	3	,	,	,
cord-154587-qbmm5st9	167	4	ELMo	ELMo	NNS
cord-154587-qbmm5st9	167	5	and	and	CC
cord-154587-qbmm5st9	167	6	ULM	ULM	NNP
cord-154587-qbmm5st9	167	7	-	-	HYPH
cord-154587-qbmm5st9	167	8	FiT	FiT	NNP
cord-154587-qbmm5st9	167	9	are	be	VBP
cord-154587-qbmm5st9	167	10	built	build	VBN
cord-154587-qbmm5st9	167	11	using	use	VBG
cord-154587-qbmm5st9	167	12	LSTM	LSTM	NNP
cord-154587-qbmm5st9	167	13	-	-	HYPH
cord-154587-qbmm5st9	167	14	based	base	VBN
cord-154587-qbmm5st9	167	15	language	language	NN
cord-154587-qbmm5st9	167	16	models	model	NNS
cord-154587-qbmm5st9	167	17	while	while	IN
cord-154587-qbmm5st9	167	18	Transformer	Transformer	NNP
cord-154587-qbmm5st9	167	19	utilizes	utilize	VBZ
cord-154587-qbmm5st9	167	20	an	an	DT
cord-154587-qbmm5st9	167	21	encoder	encoder	NN
cord-154587-qbmm5st9	167	22	-	-	HYPH
cord-154587-qbmm5st9	167	23	decoder	decoder	NN
cord-154587-qbmm5st9	167	24	structure	structure	NN
cord-154587-qbmm5st9	167	25	.	.	.
cord-154587-qbmm5st9	168	1	Likewise	likewise	RB
cord-154587-qbmm5st9	168	2	,	,	,
cord-154587-qbmm5st9	168	3	BERT	BERT	NNP
cord-154587-qbmm5st9	168	4	and	and	CC
cord-154587-qbmm5st9	168	5	ERNIE	ERNIE	NNP
cord-154587-qbmm5st9	168	6	use	use	VBP
cord-154587-qbmm5st9	168	7	multi	multi	NN
cord-154587-qbmm5st9	168	8	-	-	JJ
cord-154587-qbmm5st9	168	9	layer	layer	JJ
cord-154587-qbmm5st9	168	10	Transformer	transformer	NN
cord-154587-qbmm5st9	168	11	as	as	IN
cord-154587-qbmm5st9	168	12	a	a	DT
cord-154587-qbmm5st9	168	13	basic	basic	JJ
cord-154587-qbmm5st9	168	14	encoder	encoder	NN
cord-154587-qbmm5st9	168	15	while	while	IN
cord-154587-qbmm5st9	168	16	XLNet	XLNet	NNP
cord-154587-qbmm5st9	168	17	is	be	VBZ
cord-154587-qbmm5st9	168	18	a	a	DT
cord-154587-qbmm5st9	168	19	generalized	generalized	JJ
cord-154587-qbmm5st9	168	20	autoregressive	autoregressive	JJ
cord-154587-qbmm5st9	168	21	pretraining	pretraining	NN
cord-154587-qbmm5st9	168	22	method	method	NN
cord-154587-qbmm5st9	168	23	inherited	inherit	VBN
cord-154587-qbmm5st9	168	24	from	from	IN
cord-154587-qbmm5st9	168	25	Transformer	Transformer	NNP
cord-154587-qbmm5st9	168	26	-	-	HYPH
cord-154587-qbmm5st9	168	27	XL	XL	NNP
cord-154587-qbmm5st9	168	28	.	.	.
cord-154587-qbmm5st9	169	1	Transformer	transformer	NN
cord-154587-qbmm5st9	169	2	also	also	RB
cord-154587-qbmm5st9	169	3	serves	serve	VBZ
cord-154587-qbmm5st9	169	4	as	as	IN
cord-154587-qbmm5st9	169	5	a	a	DT
cord-154587-qbmm5st9	169	6	basic	basic	JJ
cord-154587-qbmm5st9	169	7	model	model	NN
cord-154587-qbmm5st9	169	8	for	for	IN
cord-154587-qbmm5st9	169	9	T5	T5	NNP
cord-154587-qbmm5st9	169	10	,	,	,
cord-154587-qbmm5st9	169	11	BPT	BPT	NNP
cord-154587-qbmm5st9	169	12	and	and	CC
cord-154587-qbmm5st9	169	13	GPT-2	GPT-2	NNP
cord-154587-qbmm5st9	169	14	.	.	.
cord-154587-qbmm5st9	170	1	These	these	DT
cord-154587-qbmm5st9	170	2	are	be	VBP
cord-154587-qbmm5st9	170	3	excellent	excellent	JJ
cord-154587-qbmm5st9	170	4	tools	tool	NNS
cord-154587-qbmm5st9	170	5	for	for	IN
cord-154587-qbmm5st9	170	6	many	many	JJ
cord-154587-qbmm5st9	170	7	NLP	NLP	NNP
cord-154587-qbmm5st9	170	8	and	and	CC
cord-154587-qbmm5st9	170	9	NLG	NLG	NNP
cord-154587-qbmm5st9	170	10	tasks	task	NNS
cord-154587-qbmm5st9	170	11	to	to	TO
cord-154587-qbmm5st9	170	12	handle	handle	VB
cord-154587-qbmm5st9	170	13	text	text	NN
cord-154587-qbmm5st9	170	14	and	and	CC
cord-154587-qbmm5st9	170	15	natural	natural	JJ
cord-154587-qbmm5st9	170	16	language	language	NN
cord-154587-qbmm5st9	170	17	data	datum	NNS
cord-154587-qbmm5st9	170	18	related	relate	VBN
cord-154587-qbmm5st9	170	19	to	to	IN
cord-154587-qbmm5st9	170	20	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	170	21	.	.	.
cord-154587-qbmm5st9	171	1	Analysing	analyse	VBG
cord-154587-qbmm5st9	171	2	biological	biological	JJ
cord-154587-qbmm5st9	171	3	sequence	sequence	NN
cord-154587-qbmm5st9	171	4	data	datum	NNS
cord-154587-qbmm5st9	171	5	such	such	JJ
cord-154587-qbmm5st9	171	6	as	as	IN
cord-154587-qbmm5st9	171	7	viral	viral	JJ
cord-154587-qbmm5st9	171	8	genomic	genomic	JJ
cord-154587-qbmm5st9	171	9	and	and	CC
cord-154587-qbmm5st9	171	10	proteomic	proteomic	JJ
cord-154587-qbmm5st9	171	11	sequences	sequence	NNS
cord-154587-qbmm5st9	171	12	requires	require	VBZ
cord-154587-qbmm5st9	171	13	either	either	CC
cord-154587-qbmm5st9	171	14	traditional	traditional	JJ
cord-154587-qbmm5st9	171	15	machine	machine	NN
cord-154587-qbmm5st9	171	16	learning	learning	NN
cord-154587-qbmm5st9	171	17	or	or	CC
cord-154587-qbmm5st9	171	18	advanced	advanced	JJ
cord-154587-qbmm5st9	171	19	deep	deep	JJ
cord-154587-qbmm5st9	171	20	learning	learning	NN
cord-154587-qbmm5st9	171	21	or	or	CC
cord-154587-qbmm5st9	171	22	a	a	DT
cord-154587-qbmm5st9	171	23	combination	combination	NN
cord-154587-qbmm5st9	171	24	of	of	IN
cord-154587-qbmm5st9	171	25	both	both	DT
cord-154587-qbmm5st9	171	26	depending	depend	VBG
cord-154587-qbmm5st9	171	27	on	on	IN
cord-154587-qbmm5st9	171	28	problems	problem	NNS
cord-154587-qbmm5st9	171	29	being	be	VBG
cord-154587-qbmm5st9	171	30	addressed	address	VBN
cord-154587-qbmm5st9	171	31	and	and	CC
cord-154587-qbmm5st9	171	32	data	datum	NNS
cord-154587-qbmm5st9	171	33	pipelines	pipeline	NNS
cord-154587-qbmm5st9	171	34	used	use	VBN
cord-154587-qbmm5st9	171	35	.	.	.
cord-154587-qbmm5st9	172	1	As	as	IN
cord-154587-qbmm5st9	172	2	an	an	DT
cord-154587-qbmm5st9	172	3	example	example	NN
cord-154587-qbmm5st9	172	4	,	,	,
cord-154587-qbmm5st9	172	5	traditional	traditional	JJ
cord-154587-qbmm5st9	172	6	clustering	clustering	NN
cord-154587-qbmm5st9	172	7	methods	method	NNS
cord-154587-qbmm5st9	172	8	,	,	,
cord-154587-qbmm5st9	172	9	e.g.	e.g.	RB
cord-154587-qbmm5st9	172	10	hierarchical	hierarchical	JJ
cord-154587-qbmm5st9	172	11	clustering	clustering	NN
cord-154587-qbmm5st9	172	12	and	and	CC
cord-154587-qbmm5st9	172	13	density	density	NN
cord-154587-qbmm5st9	172	14	-	-	HYPH
cord-154587-qbmm5st9	172	15	based	base	VBN
cord-154587-qbmm5st9	172	16	spatial	spatial	JJ
cord-154587-qbmm5st9	172	17	clustering	clustering	NN
cord-154587-qbmm5st9	172	18	of	of	IN
cord-154587-qbmm5st9	172	19	applications	application	NNS
cord-154587-qbmm5st9	172	20	with	with	IN
cord-154587-qbmm5st9	172	21	noise	noise	NN
cord-154587-qbmm5st9	172	22	(	(	-LRB-
cord-154587-qbmm5st9	172	23	DBSCAN	DBSCAN	NNP
cord-154587-qbmm5st9	172	24	)	)	-RRB-
cord-154587-qbmm5st9	172	25	[	[	-LRB-
cord-154587-qbmm5st9	172	26	72	72	CD
cord-154587-qbmm5st9	172	27	]	]	-RRB-
cord-154587-qbmm5st9	172	28	,	,	,
cord-154587-qbmm5st9	172	29	can	can	MD
cord-154587-qbmm5st9	172	30	be	be	VB
cord-154587-qbmm5st9	172	31	employed	employ	VBN
cord-154587-qbmm5st9	172	32	to	to	TO
cord-154587-qbmm5st9	172	33	find	find	VB
cord-154587-qbmm5st9	172	34	the	the	DT
cord-154587-qbmm5st9	172	35	virus	virus	NN
cord-154587-qbmm5st9	172	36	origin	origin	NN
cord-154587-qbmm5st9	172	37	using	use	VBG
cord-154587-qbmm5st9	172	38	genomic	genomic	JJ
cord-154587-qbmm5st9	172	39	sequences	sequence	NNS
cord-154587-qbmm5st9	172	40	[	[	-LRB-
cord-154587-qbmm5st9	172	41	55	55	CD
cord-154587-qbmm5st9	172	42	]	]	-RRB-
cord-154587-qbmm5st9	172	43	.	.	.
cord-154587-qbmm5st9	173	1	Alternatively	alternatively	RB
cord-154587-qbmm5st9	173	2	,	,	,
cord-154587-qbmm5st9	173	3	a	a	DT
cord-154587-qbmm5st9	173	4	fuzzy	fuzzy	JJ
cord-154587-qbmm5st9	173	5	logic	logic	NN
cord-154587-qbmm5st9	173	6	system	system	NN
cord-154587-qbmm5st9	173	7	can	can	MD
cord-154587-qbmm5st9	173	8	be	be	VB
cord-154587-qbmm5st9	173	9	used	use	VBN
cord-154587-qbmm5st9	173	10	to	to	TO
cord-154587-qbmm5st9	173	11	predict	predict	VB
cord-154587-qbmm5st9	173	12	protein	protein	NN
cord-154587-qbmm5st9	173	13	secondary	secondary	JJ
cord-154587-qbmm5st9	173	14	structures	structure	NNS
cord-154587-qbmm5st9	173	15	based	base	VBN
cord-154587-qbmm5st9	173	16	on	on	IN
cord-154587-qbmm5st9	173	17	quantitative	quantitative	JJ
cord-154587-qbmm5st9	173	18	properties	property	NNS
cord-154587-qbmm5st9	173	19	of	of	IN
cord-154587-qbmm5st9	173	20	amino	amino	JJ
cord-154587-qbmm5st9	173	21	acids	acid	NNS
cord-154587-qbmm5st9	173	22	,	,	,
cord-154587-qbmm5st9	173	23	which	which	WDT
cord-154587-qbmm5st9	173	24	are	be	VBP
cord-154587-qbmm5st9	173	25	used	use	VBN
cord-154587-qbmm5st9	173	26	to	to	TO
cord-154587-qbmm5st9	173	27	encode	encode	VB
cord-154587-qbmm5st9	173	28	the	the	DT
cord-154587-qbmm5st9	173	29	twenty	twenty	CD
cord-154587-qbmm5st9	173	30	common	common	JJ
cord-154587-qbmm5st9	173	31	amino	amino	NN
cord-154587-qbmm5st9	173	32	acids	acid	NNS
cord-154587-qbmm5st9	173	33	[	[	-LRB-
cord-154587-qbmm5st9	173	34	73	73	CD
cord-154587-qbmm5st9	173	35	]	]	-RRB-
cord-154587-qbmm5st9	173	36	.	.	.
cord-154587-qbmm5st9	174	1	A	a	DT
cord-154587-qbmm5st9	174	2	combination	combination	NN
cord-154587-qbmm5st9	174	3	between	between	IN
cord-154587-qbmm5st9	174	4	principal	principal	JJ
cord-154587-qbmm5st9	174	5	component	component	NN
cord-154587-qbmm5st9	174	6	analysis	analysis	NN
cord-154587-qbmm5st9	174	7	and	and	CC
cord-154587-qbmm5st9	174	8	lasso	lasso	NN
cord-154587-qbmm5st9	174	9	(	(	-LRB-
cord-154587-qbmm5st9	174	10	least	least	JJS
cord-154587-qbmm5st9	174	11	absolute	absolute	JJ
cord-154587-qbmm5st9	174	12	shrinkage	shrinkage	NN
cord-154587-qbmm5st9	174	13	and	and	CC
cord-154587-qbmm5st9	174	14	selection	selection	NN
cord-154587-qbmm5st9	174	15	operator	operator	NN
cord-154587-qbmm5st9	174	16	)	)	-RRB-
cord-154587-qbmm5st9	174	17	can	can	MD
cord-154587-qbmm5st9	174	18	be	be	VB
cord-154587-qbmm5st9	174	19	used	use	VBN
cord-154587-qbmm5st9	174	20	as	as	IN
cord-154587-qbmm5st9	174	21	a	a	DT
cord-154587-qbmm5st9	174	22	supervised	supervise	VBN
cord-154587-qbmm5st9	174	23	approach	approach	NN
cord-154587-qbmm5st9	174	24	for	for	IN
cord-154587-qbmm5st9	174	25	analysing	analyse	VBG
cord-154587-qbmm5st9	174	26	single	single	JJ
cord-154587-qbmm5st9	174	27	-	-	HYPH
cord-154587-qbmm5st9	174	28	nucleotide	nucleotide	NN
cord-154587-qbmm5st9	174	29	polymorphism	polymorphism	NN
cord-154587-qbmm5st9	174	30	genetic	genetic	JJ
cord-154587-qbmm5st9	174	31	variation	variation	NN
cord-154587-qbmm5st9	174	32	data	datum	NNS
cord-154587-qbmm5st9	174	33	[	[	-LRB-
cord-154587-qbmm5st9	174	34	74	74	CD
cord-154587-qbmm5st9	174	35	]	]	-RRB-
cord-154587-qbmm5st9	174	36	.	.	.
cord-154587-qbmm5st9	175	1	Advances	advance	NNS
cord-154587-qbmm5st9	175	2	in	in	IN
cord-154587-qbmm5st9	175	3	deep	deep	JJ
cord-154587-qbmm5st9	175	4	learning	learning	NN
cord-154587-qbmm5st9	175	5	may	may	MD
cord-154587-qbmm5st9	175	6	be	be	VB
cord-154587-qbmm5st9	175	7	utilized	utilize	VBN
cord-154587-qbmm5st9	175	8	for	for	IN
cord-154587-qbmm5st9	175	9	protein	protein	NN
cord-154587-qbmm5st9	175	10	structure	structure	NN
cord-154587-qbmm5st9	175	11	prediction	prediction	NN
cord-154587-qbmm5st9	175	12	using	use	VBG
cord-154587-qbmm5st9	175	13	protein	protein	NN
cord-154587-qbmm5st9	175	14	amino	amino	NN
cord-154587-qbmm5st9	175	15	acid	acid	NN
cord-154587-qbmm5st9	175	16	sequences	sequence	NNS
cord-154587-qbmm5st9	175	17	as	as	IN
cord-154587-qbmm5st9	175	18	in	in	IN
cord-154587-qbmm5st9	175	19	[	[	-LRB-
cord-154587-qbmm5st9	175	20	48	48	CD
cord-154587-qbmm5st9	175	21	]	]	-RRB-
cord-154587-qbmm5st9	175	22	,	,	,
cord-154587-qbmm5st9	175	23	[	[	-LRB-
cord-154587-qbmm5st9	175	24	75	75	CD
cord-154587-qbmm5st9	175	25	]	]	-RRB-
cord-154587-qbmm5st9	175	26	.	.	.
cord-154587-qbmm5st9	176	1	An	an	DT
cord-154587-qbmm5st9	176	2	overview	overview	NN
cord-154587-qbmm5st9	176	3	on	on	IN
cord-154587-qbmm5st9	176	4	the	the	DT
cord-154587-qbmm5st9	176	5	use	use	NN
cord-154587-qbmm5st9	176	6	of	of	IN
cord-154587-qbmm5st9	176	7	various	various	JJ
cord-154587-qbmm5st9	176	8	types	type	NNS
cord-154587-qbmm5st9	176	9	of	of	IN
cord-154587-qbmm5st9	176	10	machine	machine	NN
cord-154587-qbmm5st9	176	11	learning	learning	NN
cord-154587-qbmm5st9	176	12	and	and	CC
cord-154587-qbmm5st9	176	13	deep	deep	JJ
cord-154587-qbmm5st9	176	14	learning	learning	NN
cord-154587-qbmm5st9	176	15	methods	method	NNS
cord-154587-qbmm5st9	176	16	for	for	IN
cord-154587-qbmm5st9	176	17	analysing	analyse	VBG
cord-154587-qbmm5st9	176	18	genetic	genetic	JJ
cord-154587-qbmm5st9	176	19	and	and	CC
cord-154587-qbmm5st9	176	20	genomic	genomic	JJ
cord-154587-qbmm5st9	176	21	data	datum	NNS
cord-154587-qbmm5st9	176	22	can	can	MD
cord-154587-qbmm5st9	176	23	be	be	VB
cord-154587-qbmm5st9	176	24	referred	refer	VBN
cord-154587-qbmm5st9	176	25	to	to	IN
cord-154587-qbmm5st9	176	26	[	[	-LRB-
cord-154587-qbmm5st9	176	27	76	76	CD
cord-154587-qbmm5st9	176	28	]	]	-RRB-
cord-154587-qbmm5st9	176	29	,	,	,
cord-154587-qbmm5st9	176	30	[	[	-LRB-
cord-154587-qbmm5st9	176	31	77	77	CD
cord-154587-qbmm5st9	176	32	]	]	-RRB-
cord-154587-qbmm5st9	176	33	.	.	.
cord-154587-qbmm5st9	177	1	Typical	typical	JJ
cord-154587-qbmm5st9	177	2	applications	application	NNS
cord-154587-qbmm5st9	177	3	may	may	MD
cord-154587-qbmm5st9	177	4	include	include	VB
cord-154587-qbmm5st9	177	5	,	,	,
cord-154587-qbmm5st9	177	6	for	for	IN
cord-154587-qbmm5st9	177	7	example	example	NN
cord-154587-qbmm5st9	177	8	,	,	,
cord-154587-qbmm5st9	177	9	recognizing	recognize	VBG
cord-154587-qbmm5st9	177	10	the	the	DT
cord-154587-qbmm5st9	177	11	locations	location	NNS
cord-154587-qbmm5st9	177	12	of	of	IN
cord-154587-qbmm5st9	177	13	transcription	transcription	NN
cord-154587-qbmm5st9	177	14	start	start	NN
cord-154587-qbmm5st9	177	15	sites	site	NNS
cord-154587-qbmm5st9	177	16	,	,	,
cord-154587-qbmm5st9	177	17	identifying	identify	VBG
cord-154587-qbmm5st9	177	18	splice	splice	NN
cord-154587-qbmm5st9	177	19	sites	site	NNS
cord-154587-qbmm5st9	177	20	,	,	,
cord-154587-qbmm5st9	177	21	promoters	promoter	NNS
cord-154587-qbmm5st9	177	22	,	,	,
cord-154587-qbmm5st9	177	23	enhancers	enhancer	NNS
cord-154587-qbmm5st9	177	24	,	,	,
cord-154587-qbmm5st9	177	25	or	or	CC
cord-154587-qbmm5st9	177	26	positioned	position	VBN
cord-154587-qbmm5st9	177	27	nucleosomes	nucleosome	NNS
cord-154587-qbmm5st9	177	28	in	in	IN
cord-154587-qbmm5st9	177	29	a	a	DT
cord-154587-qbmm5st9	177	30	genome	genome	NN
cord-154587-qbmm5st9	177	31	sequence	sequence	NN
cord-154587-qbmm5st9	177	32	,	,	,
cord-154587-qbmm5st9	177	33	analysing	analyse	VBG
cord-154587-qbmm5st9	177	34	gene	gene	NN
cord-154587-qbmm5st9	177	35	expression	expression	NN
cord-154587-qbmm5st9	177	36	data	datum	NNS
cord-154587-qbmm5st9	177	37	for	for	IN
cord-154587-qbmm5st9	177	38	finding	find	VBG
cord-154587-qbmm5st9	177	39	disease	disease	NN
cord-154587-qbmm5st9	177	40	biomarkers	biomarker	NNS
cord-154587-qbmm5st9	177	41	,	,	,
cord-154587-qbmm5st9	177	42	assigning	assign	VBG
cord-154587-qbmm5st9	177	43	functional	functional	JJ
cord-154587-qbmm5st9	177	44	annotations	annotation	NNS
cord-154587-qbmm5st9	177	45	to	to	IN
cord-154587-qbmm5st9	177	46	genes	gene	NNS
cord-154587-qbmm5st9	177	47	,	,	,
cord-154587-qbmm5st9	177	48	predicting	predict	VBG
cord-154587-qbmm5st9	177	49	the	the	DT
cord-154587-qbmm5st9	177	50	expression	expression	NN
cord-154587-qbmm5st9	177	51	of	of	IN
cord-154587-qbmm5st9	177	52	a	a	DT
cord-154587-qbmm5st9	177	53	gene	gene	NN
cord-154587-qbmm5st9	177	54	[	[	-LRB-
cord-154587-qbmm5st9	177	55	76	76	CD
cord-154587-qbmm5st9	177	56	]	]	-RRB-
cord-154587-qbmm5st9	177	57	,	,	,
cord-154587-qbmm5st9	177	58	identifying	identify	VBG
cord-154587-qbmm5st9	177	59	splicing	splicing	NN
cord-154587-qbmm5st9	177	60	junction	junction	NN
cord-154587-qbmm5st9	177	61	at	at	IN
cord-154587-qbmm5st9	177	62	the	the	DT
cord-154587-qbmm5st9	177	63	DNA	dna	NN
cord-154587-qbmm5st9	177	64	level	level	NN
cord-154587-qbmm5st9	177	65	,	,	,
cord-154587-qbmm5st9	177	66	predicting	predict	VBG
cord-154587-qbmm5st9	177	67	the	the	DT
cord-154587-qbmm5st9	177	68	sequence	sequence	NN
cord-154587-qbmm5st9	177	69	specificities	specificity	NNS
cord-154587-qbmm5st9	177	70	of	of	IN
cord-154587-qbmm5st9	177	71	DNA	dna	NN
cord-154587-qbmm5st9	177	72	-	-	:
cord-154587-qbmm5st9	177	73	and	and	CC
cord-154587-qbmm5st9	177	74	RNA	RNA	NNP
cord-154587-qbmm5st9	177	75	-	-	HYPH
cord-154587-qbmm5st9	177	76	binding	bind	VBG
cord-154587-qbmm5st9	177	77	proteins	protein	NNS
cord-154587-qbmm5st9	177	78	,	,	,
cord-154587-qbmm5st9	177	79	modelling	model	VBG
cord-154587-qbmm5st9	177	80	structural	structural	JJ
cord-154587-qbmm5st9	177	81	features	feature	NNS
cord-154587-qbmm5st9	177	82	of	of	IN
cord-154587-qbmm5st9	177	83	RNA	rna	NN
cord-154587-qbmm5st9	177	84	-	-	HYPH
cord-154587-qbmm5st9	177	85	binding	bind	VBG
cord-154587-qbmm5st9	177	86	protein	protein	NN
cord-154587-qbmm5st9	177	87	targets	target	NNS
cord-154587-qbmm5st9	177	88	,	,	,
cord-154587-qbmm5st9	177	89	predicting	predict	VBG
cord-154587-qbmm5st9	177	90	DNA	dna	NN
cord-154587-qbmm5st9	177	91	-	-	HYPH
cord-154587-qbmm5st9	177	92	protein	protein	NN
cord-154587-qbmm5st9	177	93	binding	binding	NN
cord-154587-qbmm5st9	177	94	,	,	,
cord-154587-qbmm5st9	177	95	or	or	CC
cord-154587-qbmm5st9	177	96	annotating	annotate	VBG
cord-154587-qbmm5st9	177	97	the	the	DT
cord-154587-qbmm5st9	177	98	pathogenicity	pathogenicity	NN
cord-154587-qbmm5st9	177	99	of	of	IN
cord-154587-qbmm5st9	177	100	genetic	genetic	JJ
cord-154587-qbmm5st9	177	101	variants	variant	NNS
cord-154587-qbmm5st9	177	102	[	[	-LRB-
cord-154587-qbmm5st9	177	103	77	77	CD
cord-154587-qbmm5st9	177	104	]	]	-RRB-
cord-154587-qbmm5st9	177	105	.	.	.
cord-154587-qbmm5st9	178	1	These	these	DT
cord-154587-qbmm5st9	178	2	applications	application	NNS
cord-154587-qbmm5st9	178	3	can	can	MD
cord-154587-qbmm5st9	178	4	be	be	VB
cord-154587-qbmm5st9	178	5	utilized	utilize	VBN
cord-154587-qbmm5st9	178	6	for	for	IN
cord-154587-qbmm5st9	178	7	analysing	analyse	VBG
cord-154587-qbmm5st9	178	8	genomic	genomic	JJ
cord-154587-qbmm5st9	178	9	and	and	CC
cord-154587-qbmm5st9	178	10	genetic	genetic	JJ
cord-154587-qbmm5st9	178	11	data	datum	NNS
cord-154587-qbmm5st9	178	12	of	of	IN
cord-154587-qbmm5st9	178	13	severe	severe	JJ
cord-154587-qbmm5st9	178	14	acute	acute	JJ
cord-154587-qbmm5st9	178	15	respiratory	respiratory	JJ
cord-154587-qbmm5st9	178	16	syndrome	syndrome	NN
cord-154587-qbmm5st9	178	17	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	178	18	2	2	CD
cord-154587-qbmm5st9	179	1	(	(	-LRB-
cord-154587-qbmm5st9	179	2	SARS	SARS	NNP
cord-154587-qbmm5st9	179	3	-	-	HYPH
cord-154587-qbmm5st9	179	4	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	179	5	)	)	-RRB-
cord-154587-qbmm5st9	179	6	,	,	,
cord-154587-qbmm5st9	179	7	the	the	DT
cord-154587-qbmm5st9	179	8	highly	highly	RB
cord-154587-qbmm5st9	179	9	pathogenic	pathogenic	JJ
cord-154587-qbmm5st9	179	10	virus	virus	NN
cord-154587-qbmm5st9	179	11	that	that	WDT
cord-154587-qbmm5st9	179	12	has	have	VBZ
cord-154587-qbmm5st9	179	13	caused	cause	VBN
cord-154587-qbmm5st9	179	14	the	the	DT
cord-154587-qbmm5st9	179	15	global	global	JJ
cord-154587-qbmm5st9	179	16	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	179	17	pandemic	pandemic	NN
cord-154587-qbmm5st9	179	18	.	.	.
cord-154587-qbmm5st9	180	1	The	the	DT
cord-154587-qbmm5st9	180	2	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	180	3	pandemic	pandemic	NN
cord-154587-qbmm5st9	180	4	has	have	VBZ
cord-154587-qbmm5st9	180	5	considerably	considerably	RB
cord-154587-qbmm5st9	180	6	affected	affect	VBN
cord-154587-qbmm5st9	180	7	lives	life	NNS
cord-154587-qbmm5st9	180	8	of	of	IN
cord-154587-qbmm5st9	180	9	people	people	NNS
cord-154587-qbmm5st9	180	10	around	around	IN
cord-154587-qbmm5st9	180	11	the	the	DT
cord-154587-qbmm5st9	180	12	globe	globe	NN
cord-154587-qbmm5st9	180	13	and	and	CC
cord-154587-qbmm5st9	180	14	the	the	DT
cord-154587-qbmm5st9	180	15	number	number	NN
cord-154587-qbmm5st9	180	16	of	of	IN
cord-154587-qbmm5st9	180	17	deaths	death	NNS
cord-154587-qbmm5st9	180	18	related	relate	VBN
cord-154587-qbmm5st9	180	19	to	to	IN
cord-154587-qbmm5st9	180	20	the	the	DT
cord-154587-qbmm5st9	180	21	disease	disease	NN
cord-154587-qbmm5st9	180	22	keeps	keep	VBZ
cord-154587-qbmm5st9	180	23	increasing	increase	VBG
cord-154587-qbmm5st9	180	24	worldwide	worldwide	RB
cord-154587-qbmm5st9	180	25	.	.	.
cord-154587-qbmm5st9	181	1	While	while	IN
cord-154587-qbmm5st9	181	2	AI	AI	NNP
cord-154587-qbmm5st9	181	3	technologies	technology	NNS
cord-154587-qbmm5st9	181	4	have	have	VBP
cord-154587-qbmm5st9	181	5	penetrated	penetrate	VBN
cord-154587-qbmm5st9	181	6	into	into	IN
cord-154587-qbmm5st9	181	7	our	-PRON-	PRP$
cord-154587-qbmm5st9	181	8	daily	daily	JJ
cord-154587-qbmm5st9	181	9	lives	life	NNS
cord-154587-qbmm5st9	181	10	with	with	IN
cord-154587-qbmm5st9	181	11	many	many	JJ
cord-154587-qbmm5st9	181	12	successes	success	NNS
cord-154587-qbmm5st9	181	13	,	,	,
cord-154587-qbmm5st9	181	14	they	-PRON-	PRP
cord-154587-qbmm5st9	181	15	have	have	VBP
cord-154587-qbmm5st9	181	16	also	also	RB
cord-154587-qbmm5st9	181	17	contributed	contribute	VBN
cord-154587-qbmm5st9	181	18	to	to	IN
cord-154587-qbmm5st9	181	19	helping	help	VBG
cord-154587-qbmm5st9	181	20	humans	human	NNS
cord-154587-qbmm5st9	181	21	in	in	IN
cord-154587-qbmm5st9	181	22	the	the	DT
cord-154587-qbmm5st9	181	23	tough	tough	JJ
cord-154587-qbmm5st9	181	24	fight	fight	NN
cord-154587-qbmm5st9	181	25	against	against	IN
cord-154587-qbmm5st9	181	26	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	181	27	.	.	.
cord-154587-qbmm5st9	182	1	This	this	DT
cord-154587-qbmm5st9	182	2	paper	paper	NN
cord-154587-qbmm5st9	182	3	has	have	VBZ
cord-154587-qbmm5st9	182	4	presented	present	VBN
cord-154587-qbmm5st9	182	5	a	a	DT
cord-154587-qbmm5st9	182	6	survey	survey	NN
cord-154587-qbmm5st9	182	7	of	of	IN
cord-154587-qbmm5st9	182	8	AI	AI	NNP
cord-154587-qbmm5st9	182	9	applications	application	NNS
cord-154587-qbmm5st9	182	10	so	so	RB
cord-154587-qbmm5st9	182	11	far	far	RB
cord-154587-qbmm5st9	182	12	in	in	IN
cord-154587-qbmm5st9	182	13	the	the	DT
cord-154587-qbmm5st9	182	14	literature	literature	NN
cord-154587-qbmm5st9	182	15	relevant	relevant	JJ
cord-154587-qbmm5st9	182	16	to	to	IN
cord-154587-qbmm5st9	182	17	the	the	DT
cord-154587-qbmm5st9	182	18	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	182	19	crisis	crisis	NN
cord-154587-qbmm5st9	182	20	's	's	POS
cord-154587-qbmm5st9	182	21	responses	response	NNS
cord-154587-qbmm5st9	182	22	and	and	CC
cord-154587-qbmm5st9	182	23	control	control	NN
cord-154587-qbmm5st9	182	24	strategies	strategy	NNS
cord-154587-qbmm5st9	182	25	.	.	.
cord-154587-qbmm5st9	183	1	These	these	DT
cord-154587-qbmm5st9	183	2	applications	application	NNS
cord-154587-qbmm5st9	183	3	range	range	VBP
cord-154587-qbmm5st9	183	4	from	from	IN
cord-154587-qbmm5st9	183	5	medical	medical	JJ
cord-154587-qbmm5st9	183	6	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	183	7	based	base	VBN
cord-154587-qbmm5st9	183	8	on	on	IN
cord-154587-qbmm5st9	183	9	chest	chest	NN
cord-154587-qbmm5st9	183	10	radiology	radiology	NN
cord-154587-qbmm5st9	183	11	images	image	NNS
cord-154587-qbmm5st9	183	12	,	,	,
cord-154587-qbmm5st9	183	13	virus	virus	NN
cord-154587-qbmm5st9	183	14	transmission	transmission	NN
cord-154587-qbmm5st9	183	15	modelling	modelling	NN
cord-154587-qbmm5st9	183	16	and	and	CC
cord-154587-qbmm5st9	183	17	forecasting	forecasting	NN
cord-154587-qbmm5st9	183	18	based	base	VBN
cord-154587-qbmm5st9	183	19	on	on	IN
cord-154587-qbmm5st9	183	20	number	number	NN
cord-154587-qbmm5st9	183	21	of	of	IN
cord-154587-qbmm5st9	183	22	cases	case	NNS
cord-154587-qbmm5st9	183	23	time	time	NN
cord-154587-qbmm5st9	183	24	series	series	NNP
cord-154587-qbmm5st9	183	25	and	and	CC
cord-154587-qbmm5st9	183	26	IoT	IoT	NNP
cord-154587-qbmm5st9	183	27	data	data	NNP
cord-154587-qbmm5st9	183	28	,	,	,
cord-154587-qbmm5st9	183	29	text	text	NN
cord-154587-qbmm5st9	183	30	mining	mining	NN
cord-154587-qbmm5st9	183	31	and	and	CC
cord-154587-qbmm5st9	183	32	NLP	NLP	NNP
cord-154587-qbmm5st9	183	33	to	to	TO
cord-154587-qbmm5st9	183	34	capture	capture	VB
cord-154587-qbmm5st9	183	35	the	the	DT
cord-154587-qbmm5st9	183	36	public	public	JJ
cord-154587-qbmm5st9	183	37	awareness	awareness	NN
cord-154587-qbmm5st9	183	38	of	of	IN
cord-154587-qbmm5st9	183	39	virus	virus	NN
cord-154587-qbmm5st9	183	40	prevention	prevention	NN
cord-154587-qbmm5st9	183	41	measures	measure	NNS
cord-154587-qbmm5st9	183	42	,	,	,
cord-154587-qbmm5st9	183	43	to	to	IN
cord-154587-qbmm5st9	183	44	biological	biological	JJ
cord-154587-qbmm5st9	183	45	data	data	NN
cord-154587-qbmm5st9	183	46	analysis	analysis	NN
cord-154587-qbmm5st9	183	47	for	for	IN
cord-154587-qbmm5st9	183	48	drug	drug	NN
cord-154587-qbmm5st9	183	49	discovery	discovery	NN
cord-154587-qbmm5st9	183	50	.	.	.
cord-154587-qbmm5st9	184	1	Although	although	IN
cord-154587-qbmm5st9	184	2	various	various	JJ
cord-154587-qbmm5st9	184	3	studies	study	NNS
cord-154587-qbmm5st9	184	4	have	have	VBP
cord-154587-qbmm5st9	184	5	been	be	VBN
cord-154587-qbmm5st9	184	6	published	publish	VBN
cord-154587-qbmm5st9	184	7	,	,	,
cord-154587-qbmm5st9	184	8	we	-PRON-	PRP
cord-154587-qbmm5st9	184	9	observe	observe	VBP
cord-154587-qbmm5st9	184	10	that	that	IN
cord-154587-qbmm5st9	184	11	there	there	EX
cord-154587-qbmm5st9	184	12	are	be	VBP
cord-154587-qbmm5st9	184	13	still	still	RB
cord-154587-qbmm5st9	184	14	relatively	relatively	RB
cord-154587-qbmm5st9	184	15	limited	limited	JJ
cord-154587-qbmm5st9	184	16	applications	application	NNS
cord-154587-qbmm5st9	184	17	and	and	CC
cord-154587-qbmm5st9	184	18	contributions	contribution	NNS
cord-154587-qbmm5st9	184	19	of	of	IN
cord-154587-qbmm5st9	184	20	AI	ai	NN
cord-154587-qbmm5st9	184	21	in	in	IN
cord-154587-qbmm5st9	184	22	this	this	DT
cord-154587-qbmm5st9	184	23	battle	battle	NN
cord-154587-qbmm5st9	184	24	.	.	.
cord-154587-qbmm5st9	185	1	This	this	DT
cord-154587-qbmm5st9	185	2	is	be	VBZ
cord-154587-qbmm5st9	185	3	partly	partly	RB
cord-154587-qbmm5st9	185	4	due	due	JJ
cord-154587-qbmm5st9	185	5	to	to	IN
cord-154587-qbmm5st9	185	6	the	the	DT
cord-154587-qbmm5st9	185	7	limited	limited	JJ
cord-154587-qbmm5st9	185	8	availability	availability	NN
cord-154587-qbmm5st9	185	9	of	of	IN
cord-154587-qbmm5st9	185	10	data	datum	NNS
cord-154587-qbmm5st9	185	11	about	about	IN
cord-154587-qbmm5st9	185	12	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	185	13	whilst	whilst	IN
cord-154587-qbmm5st9	185	14	AI	AI	NNP
cord-154587-qbmm5st9	185	15	methods	method	NNS
cord-154587-qbmm5st9	185	16	normally	normally	RB
cord-154587-qbmm5st9	185	17	require	require	VBP
cord-154587-qbmm5st9	185	18	large	large	JJ
cord-154587-qbmm5st9	185	19	amounts	amount	NNS
cord-154587-qbmm5st9	185	20	of	of	IN
cord-154587-qbmm5st9	185	21	data	datum	NNS
cord-154587-qbmm5st9	185	22	for	for	IN
cord-154587-qbmm5st9	185	23	computational	computational	JJ
cord-154587-qbmm5st9	185	24	models	model	NNS
cord-154587-qbmm5st9	185	25	to	to	TO
cord-154587-qbmm5st9	185	26	learn	learn	VB
cord-154587-qbmm5st9	185	27	and	and	CC
cord-154587-qbmm5st9	185	28	acquire	acquire	VB
cord-154587-qbmm5st9	185	29	knowledge	knowledge	NN
cord-154587-qbmm5st9	185	30	.	.	.
cord-154587-qbmm5st9	186	1	However	however	RB
cord-154587-qbmm5st9	186	2	,	,	,
cord-154587-qbmm5st9	186	3	we	-PRON-	PRP
cord-154587-qbmm5st9	186	4	expect	expect	VBP
cord-154587-qbmm5st9	186	5	that	that	IN
cord-154587-qbmm5st9	186	6	the	the	DT
cord-154587-qbmm5st9	186	7	number	number	NN
cord-154587-qbmm5st9	186	8	of	of	IN
cord-154587-qbmm5st9	186	9	AI	AI	NNP
cord-154587-qbmm5st9	186	10	studies	study	NNS
cord-154587-qbmm5st9	186	11	related	relate	VBN
cord-154587-qbmm5st9	186	12	to	to	IN
cord-154587-qbmm5st9	186	13	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	186	14	will	will	MD
cord-154587-qbmm5st9	186	15	increase	increase	VB
cord-154587-qbmm5st9	186	16	significantly	significantly	RB
cord-154587-qbmm5st9	186	17	in	in	IN
cord-154587-qbmm5st9	186	18	the	the	DT
cord-154587-qbmm5st9	186	19	months	month	NNS
cord-154587-qbmm5st9	186	20	to	to	TO
cord-154587-qbmm5st9	186	21	come	come	VB
cord-154587-qbmm5st9	186	22	when	when	WRB
cord-154587-qbmm5st9	186	23	more	more	JJR
cord-154587-qbmm5st9	186	24	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	186	25	data	datum	NNS
cord-154587-qbmm5st9	186	26	such	such	JJ
cord-154587-qbmm5st9	186	27	as	as	IN
cord-154587-qbmm5st9	186	28	medical	medical	JJ
cord-154587-qbmm5st9	186	29	images	image	NNS
cord-154587-qbmm5st9	186	30	and	and	CC
cord-154587-qbmm5st9	186	31	biological	biological	JJ
cord-154587-qbmm5st9	186	32	sequences	sequence	NNS
cord-154587-qbmm5st9	186	33	are	be	VBP
cord-154587-qbmm5st9	186	34	available	available	JJ
cord-154587-qbmm5st9	186	35	.	.	.
cord-154587-qbmm5st9	187	1	Current	current	JJ
cord-154587-qbmm5st9	187	2	available	available	JJ
cord-154587-qbmm5st9	187	3	datasets	dataset	NNS
cord-154587-qbmm5st9	187	4	as	as	IN
cord-154587-qbmm5st9	187	5	summarized	summarize	VBN
cord-154587-qbmm5st9	187	6	in	in	IN
cord-154587-qbmm5st9	187	7	Table	Table	NNP
cord-154587-qbmm5st9	187	8	II	II	NNP
cord-154587-qbmm5st9	187	9	are	be	VBP
cord-154587-qbmm5st9	187	10	stored	store	VBN
cord-154587-qbmm5st9	187	11	in	in	IN
cord-154587-qbmm5st9	187	12	various	various	JJ
cord-154587-qbmm5st9	187	13	formats	format	NNS
cord-154587-qbmm5st9	187	14	and	and	CC
cord-154587-qbmm5st9	187	15	standards	standard	NNS
cord-154587-qbmm5st9	187	16	that	that	WDT
cord-154587-qbmm5st9	187	17	would	would	MD
cord-154587-qbmm5st9	187	18	hinder	hinder	VB
cord-154587-qbmm5st9	187	19	the	the	DT
cord-154587-qbmm5st9	187	20	development	development	NN
cord-154587-qbmm5st9	187	21	of	of	IN
cord-154587-qbmm5st9	187	22	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	187	23	related	related	JJ
cord-154587-qbmm5st9	187	24	AI	AI	NNP
cord-154587-qbmm5st9	187	25	research	research	NN
cord-154587-qbmm5st9	187	26	.	.	.
cord-154587-qbmm5st9	188	1	A	a	DT
cord-154587-qbmm5st9	188	2	future	future	JJ
cord-154587-qbmm5st9	188	3	work	work	NN
cord-154587-qbmm5st9	188	4	on	on	IN
cord-154587-qbmm5st9	188	5	creating	create	VBG
cord-154587-qbmm5st9	188	6	,	,	,
cord-154587-qbmm5st9	188	7	hosting	host	VBG
cord-154587-qbmm5st9	188	8	and	and	CC
cord-154587-qbmm5st9	188	9	benchmarking	benchmarke	VBG
cord-154587-qbmm5st9	188	10	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	188	11	related	related	JJ
cord-154587-qbmm5st9	188	12	datasets	dataset	NNS
cord-154587-qbmm5st9	188	13	is	be	VBZ
cord-154587-qbmm5st9	188	14	essential	essential	JJ
cord-154587-qbmm5st9	188	15	because	because	IN
cord-154587-qbmm5st9	188	16	it	-PRON-	PRP
cord-154587-qbmm5st9	188	17	will	will	MD
cord-154587-qbmm5st9	188	18	help	help	VB
cord-154587-qbmm5st9	188	19	to	to	TO
cord-154587-qbmm5st9	188	20	accelerate	accelerate	VB
cord-154587-qbmm5st9	188	21	discoveries	discovery	NNS
cord-154587-qbmm5st9	188	22	useful	useful	JJ
cord-154587-qbmm5st9	188	23	for	for	IN
cord-154587-qbmm5st9	188	24	tackling	tackle	VBG
cord-154587-qbmm5st9	188	25	the	the	DT
cord-154587-qbmm5st9	188	26	disease	disease	NN
cord-154587-qbmm5st9	188	27	.	.	.
cord-154587-qbmm5st9	189	1	Repositories	repository	NNS
cord-154587-qbmm5st9	189	2	for	for	IN
cord-154587-qbmm5st9	189	3	this	this	DT
cord-154587-qbmm5st9	189	4	goal	goal	NN
cord-154587-qbmm5st9	189	5	should	should	MD
cord-154587-qbmm5st9	189	6	be	be	VB
cord-154587-qbmm5st9	189	7	created	create	VBN
cord-154587-qbmm5st9	189	8	following	follow	VBG
cord-154587-qbmm5st9	189	9	standardized	standardized	JJ
cord-154587-qbmm5st9	189	10	protocols	protocol	NNS
cord-154587-qbmm5st9	189	11	and	and	CC
cord-154587-qbmm5st9	189	12	allow	allow	VB
cord-154587-qbmm5st9	189	13	researchers	researcher	NNS
cord-154587-qbmm5st9	189	14	and	and	CC
cord-154587-qbmm5st9	189	15	scientists	scientist	NNS
cord-154587-qbmm5st9	189	16	across	across	IN
cord-154587-qbmm5st9	189	17	the	the	DT
cord-154587-qbmm5st9	189	18	world	world	NN
cord-154587-qbmm5st9	189	19	to	to	TO
cord-154587-qbmm5st9	189	20	contribute	contribute	VB
cord-154587-qbmm5st9	189	21	to	to	IN
cord-154587-qbmm5st9	189	22	and	and	CC
cord-154587-qbmm5st9	189	23	utilize	utilize	VB
cord-154587-qbmm5st9	189	24	them	-PRON-	PRP
cord-154587-qbmm5st9	189	25	freely	freely	RB
cord-154587-qbmm5st9	189	26	for	for	IN
cord-154587-qbmm5st9	189	27	research	research	NN
cord-154587-qbmm5st9	189	28	purposes	purpose	NNS
cord-154587-qbmm5st9	189	29	.	.	.
cord-154587-qbmm5st9	190	1	Among	among	IN
cord-154587-qbmm5st9	190	2	the	the	DT
cord-154587-qbmm5st9	190	3	published	publish	VBN
cord-154587-qbmm5st9	190	4	works	work	NNS
cord-154587-qbmm5st9	190	5	,	,	,
cord-154587-qbmm5st9	190	6	the	the	DT
cord-154587-qbmm5st9	190	7	use	use	NN
cord-154587-qbmm5st9	190	8	of	of	IN
cord-154587-qbmm5st9	190	9	deep	deep	JJ
cord-154587-qbmm5st9	190	10	learning	learning	NN
cord-154587-qbmm5st9	190	11	techniques	technique	NNS
cord-154587-qbmm5st9	190	12	for	for	IN
cord-154587-qbmm5st9	190	13	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	190	14	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	190	15	based	base	VBN
cord-154587-qbmm5st9	190	16	on	on	IN
cord-154587-qbmm5st9	190	17	radiology	radiology	NN
cord-154587-qbmm5st9	190	18	imaging	imaging	NN
cord-154587-qbmm5st9	190	19	data	datum	NNS
cord-154587-qbmm5st9	190	20	appears	appear	VBZ
cord-154587-qbmm5st9	190	21	to	to	TO
cord-154587-qbmm5st9	190	22	be	be	VB
cord-154587-qbmm5st9	190	23	dominant	dominant	JJ
cord-154587-qbmm5st9	190	24	.	.	.
cord-154587-qbmm5st9	191	1	As	as	IN
cord-154587-qbmm5st9	191	2	summarized	summarize	VBN
cord-154587-qbmm5st9	191	3	in	in	IN
cord-154587-qbmm5st9	191	4	Table	Table	NNP
cord-154587-qbmm5st9	191	5	 	 	_SP
cord-154587-qbmm5st9	191	6	1	1	CD
cord-154587-qbmm5st9	191	7	,	,	,
cord-154587-qbmm5st9	191	8	numerous	numerous	JJ
cord-154587-qbmm5st9	191	9	studies	study	NNS
cord-154587-qbmm5st9	191	10	have	have	VBP
cord-154587-qbmm5st9	191	11	used	use	VBN
cord-154587-qbmm5st9	191	12	various	various	JJ
cord-154587-qbmm5st9	191	13	deep	deep	JJ
cord-154587-qbmm5st9	191	14	learning	learning	NN
cord-154587-qbmm5st9	191	15	methods	method	NNS
cord-154587-qbmm5st9	191	16	,	,	,
cord-154587-qbmm5st9	191	17	applying	apply	VBG
cord-154587-qbmm5st9	191	18	on	on	IN
cord-154587-qbmm5st9	191	19	different	different	JJ
cord-154587-qbmm5st9	191	20	datasets	dataset	NNS
cord-154587-qbmm5st9	191	21	and	and	CC
cord-154587-qbmm5st9	191	22	utilizing	utilize	VBG
cord-154587-qbmm5st9	191	23	a	a	DT
cord-154587-qbmm5st9	191	24	number	number	NN
cord-154587-qbmm5st9	191	25	of	of	IN
cord-154587-qbmm5st9	191	26	evaluation	evaluation	NN
cord-154587-qbmm5st9	191	27	criteria	criterion	NNS
cord-154587-qbmm5st9	191	28	.	.	.
cord-154587-qbmm5st9	192	1	This	this	DT
cord-154587-qbmm5st9	192	2	creates	create	VBZ
cord-154587-qbmm5st9	192	3	an	an	DT
cord-154587-qbmm5st9	192	4	immediate	immediate	JJ
cord-154587-qbmm5st9	192	5	concern	concern	NN
cord-154587-qbmm5st9	192	6	about	about	IN
cord-154587-qbmm5st9	192	7	difficulties	difficulty	NNS
cord-154587-qbmm5st9	192	8	when	when	WRB
cord-154587-qbmm5st9	192	9	utilizing	utilize	VBG
cord-154587-qbmm5st9	192	10	these	these	DT
cord-154587-qbmm5st9	192	11	approaches	approach	NNS
cord-154587-qbmm5st9	192	12	to	to	IN
cord-154587-qbmm5st9	192	13	the	the	DT
cord-154587-qbmm5st9	192	14	realworld	realworld	NNP
cord-154587-qbmm5st9	192	15	clinical	clinical	JJ
cord-154587-qbmm5st9	192	16	practice	practice	NN
cord-154587-qbmm5st9	192	17	.	.	.
cord-154587-qbmm5st9	193	1	Accordingly	accordingly	RB
cord-154587-qbmm5st9	193	2	,	,	,
cord-154587-qbmm5st9	193	3	there	there	EX
cord-154587-qbmm5st9	193	4	is	be	VBZ
cord-154587-qbmm5st9	193	5	a	a	DT
cord-154587-qbmm5st9	193	6	demand	demand	NN
cord-154587-qbmm5st9	193	7	for	for	IN
cord-154587-qbmm5st9	193	8	a	a	DT
cord-154587-qbmm5st9	193	9	future	future	JJ
cord-154587-qbmm5st9	193	10	work	work	NN
cord-154587-qbmm5st9	193	11	on	on	IN
cord-154587-qbmm5st9	193	12	developing	develop	VBG
cord-154587-qbmm5st9	193	13	a	a	DT
cord-154587-qbmm5st9	193	14	benchmark	benchmark	JJ
cord-154587-qbmm5st9	193	15	framework	framework	NN
cord-154587-qbmm5st9	193	16	to	to	TO
cord-154587-qbmm5st9	193	17	validate	validate	VB
cord-154587-qbmm5st9	193	18	and	and	CC
cord-154587-qbmm5st9	193	19	compare	compare	VB
cord-154587-qbmm5st9	193	20	the	the	DT
cord-154587-qbmm5st9	193	21	existing	exist	VBG
cord-154587-qbmm5st9	193	22	methods	method	NNS
cord-154587-qbmm5st9	193	23	.	.	.
cord-154587-qbmm5st9	194	1	This	this	DT
cord-154587-qbmm5st9	194	2	framework	framework	NN
cord-154587-qbmm5st9	194	3	should	should	MD
cord-154587-qbmm5st9	194	4	facilitate	facilitate	VB
cord-154587-qbmm5st9	194	5	the	the	DT
cord-154587-qbmm5st9	194	6	same	same	JJ
cord-154587-qbmm5st9	194	7	computing	computing	NN
cord-154587-qbmm5st9	194	8	hardware	hardware	NN
cord-154587-qbmm5st9	194	9	infrastructure	infrastructure	NN
cord-154587-qbmm5st9	194	10	,	,	,
cord-154587-qbmm5st9	194	11	(	(	-LRB-
cord-154587-qbmm5st9	194	12	universal	universal	JJ
cord-154587-qbmm5st9	194	13	)	)	-RRB-
cord-154587-qbmm5st9	194	14	datasets	dataset	NNS
cord-154587-qbmm5st9	194	15	covering	cover	VBG
cord-154587-qbmm5st9	194	16	same	same	JJ
cord-154587-qbmm5st9	194	17	patient	patient	JJ
cord-154587-qbmm5st9	194	18	cohorts	cohort	NNS
cord-154587-qbmm5st9	194	19	,	,	,
cord-154587-qbmm5st9	194	20	same	same	JJ
cord-154587-qbmm5st9	194	21	data	datum	NNS
cord-154587-qbmm5st9	194	22	pre	pre	JJ
cord-154587-qbmm5st9	194	23	-	-	JJ
cord-154587-qbmm5st9	194	24	processing	processing	JJ
cord-154587-qbmm5st9	194	25	procedures	procedure	NNS
cord-154587-qbmm5st9	194	26	and	and	CC
cord-154587-qbmm5st9	194	27	evaluation	evaluation	NN
cord-154587-qbmm5st9	194	28	criteria	criterion	NNS
cord-154587-qbmm5st9	194	29	across	across	IN
cord-154587-qbmm5st9	194	30	AI	AI	NNP
cord-154587-qbmm5st9	194	31	methods	method	NNS
cord-154587-qbmm5st9	194	32	being	be	VBG
cord-154587-qbmm5st9	194	33	evaluated	evaluate	VBN
cord-154587-qbmm5st9	194	34	.	.	.
cord-154587-qbmm5st9	195	1	Furthermore	furthermore	RB
cord-154587-qbmm5st9	195	2	,	,	,
cord-154587-qbmm5st9	195	3	as	as	IN
cord-154587-qbmm5st9	195	4	Li	Li	NNP
cord-154587-qbmm5st9	195	5	et	et	NNP
cord-154587-qbmm5st9	195	6	al	al	NNP
cord-154587-qbmm5st9	195	7	.	.	.
cord-154587-qbmm5st9	195	8	[	[	-LRB-
cord-154587-qbmm5st9	195	9	8	8	CD
cord-154587-qbmm5st9	195	10	]	]	-RRB-
cord-154587-qbmm5st9	195	11	pointed	point	VBD
cord-154587-qbmm5st9	195	12	out	out	RP
cord-154587-qbmm5st9	195	13	,	,	,
cord-154587-qbmm5st9	195	14	although	although	IN
cord-154587-qbmm5st9	195	15	their	-PRON-	PRP$
cord-154587-qbmm5st9	195	16	model	model	NN
cord-154587-qbmm5st9	195	17	obtained	obtain	VBD
cord-154587-qbmm5st9	195	18	great	great	JJ
cord-154587-qbmm5st9	195	19	accuracy	accuracy	NN
cord-154587-qbmm5st9	195	20	in	in	IN
cord-154587-qbmm5st9	195	21	distinguishing	distinguish	VBG
cord-154587-qbmm5st9	195	22	COVID-19	covid-19	CD
cord-154587-qbmm5st9	195	23	with	with	IN
cord-154587-qbmm5st9	195	24	other	other	JJ
cord-154587-qbmm5st9	195	25	types	type	NNS
cord-154587-qbmm5st9	195	26	of	of	IN
cord-154587-qbmm5st9	195	27	viral	viral	JJ
cord-154587-qbmm5st9	195	28	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	195	29	using	use	VBG
cord-154587-qbmm5st9	195	30	radiology	radiology	NN
cord-154587-qbmm5st9	195	31	images	image	NNS
cord-154587-qbmm5st9	195	32	,	,	,
cord-154587-qbmm5st9	195	33	it	-PRON-	PRP
cord-154587-qbmm5st9	195	34	still	still	RB
cord-154587-qbmm5st9	195	35	lacks	lack	VBZ
cord-154587-qbmm5st9	195	36	of	of	IN
cord-154587-qbmm5st9	195	37	transparency	transparency	NN
cord-154587-qbmm5st9	195	38	and	and	CC
cord-154587-qbmm5st9	195	39	interpretability	interpretability	NN
cord-154587-qbmm5st9	195	40	.	.	.
cord-154587-qbmm5st9	196	1	For	for	IN
cord-154587-qbmm5st9	196	2	example	example	NN
cord-154587-qbmm5st9	196	3	,	,	,
cord-154587-qbmm5st9	196	4	they	-PRON-	PRP
cord-154587-qbmm5st9	196	5	do	do	VBP
cord-154587-qbmm5st9	196	6	not	not	RB
cord-154587-qbmm5st9	196	7	know	know	VB
cord-154587-qbmm5st9	196	8	which	which	WDT
cord-154587-qbmm5st9	196	9	imaging	imaging	NN
cord-154587-qbmm5st9	196	10	features	feature	NNS
cord-154587-qbmm5st9	196	11	have	have	VBP
cord-154587-qbmm5st9	196	12	unique	unique	JJ
cord-154587-qbmm5st9	196	13	effects	effect	NNS
cord-154587-qbmm5st9	196	14	on	on	IN
cord-154587-qbmm5st9	196	15	the	the	DT
cord-154587-qbmm5st9	196	16	output	output	NN
cord-154587-qbmm5st9	196	17	computation	computation	NN
cord-154587-qbmm5st9	196	18	.	.	.
cord-154587-qbmm5st9	197	1	The	the	DT
cord-154587-qbmm5st9	197	2	benefit	benefit	NN
cord-154587-qbmm5st9	197	3	that	that	WDT
cord-154587-qbmm5st9	197	4	black	black	JJ
cord-154587-qbmm5st9	197	5	box	box	NN
cord-154587-qbmm5st9	197	6	deep	deep	JJ
cord-154587-qbmm5st9	197	7	learning	learning	NN
cord-154587-qbmm5st9	197	8	methods	method	NNS
cord-154587-qbmm5st9	197	9	can	can	MD
cord-154587-qbmm5st9	197	10	provide	provide	VB
cord-154587-qbmm5st9	197	11	to	to	IN
cord-154587-qbmm5st9	197	12	clinical	clinical	JJ
cord-154587-qbmm5st9	197	13	doctors	doctor	NNS
cord-154587-qbmm5st9	197	14	is	be	VBZ
cord-154587-qbmm5st9	197	15	therefore	therefore	RB
cord-154587-qbmm5st9	197	16	questionable	questionable	JJ
cord-154587-qbmm5st9	197	17	.	.	.
cord-154587-qbmm5st9	198	1	A	a	DT
cord-154587-qbmm5st9	198	2	future	future	JJ
cord-154587-qbmm5st9	198	3	study	study	NN
cord-154587-qbmm5st9	198	4	on	on	IN
cord-154587-qbmm5st9	198	5	explainable	explainable	JJ
cord-154587-qbmm5st9	198	6	AI	ai	NN
cord-154587-qbmm5st9	198	7	to	to	TO
cord-154587-qbmm5st9	198	8	explain	explain	VB
cord-154587-qbmm5st9	198	9	the	the	DT
cord-154587-qbmm5st9	198	10	deep	deep	JJ
cord-154587-qbmm5st9	198	11	learning	learning	NN
cord-154587-qbmm5st9	198	12	models	model	NNS
cord-154587-qbmm5st9	198	13	'	'	POS
cord-154587-qbmm5st9	198	14	performance	performance	NN
cord-154587-qbmm5st9	198	15	as	as	RB
cord-154587-qbmm5st9	198	16	well	well	RB
cord-154587-qbmm5st9	198	17	as	as	IN
cord-154587-qbmm5st9	198	18	features	feature	NNS
cord-154587-qbmm5st9	198	19	of	of	IN
cord-154587-qbmm5st9	198	20	images	image	NNS
cord-154587-qbmm5st9	198	21	that	that	WDT
cord-154587-qbmm5st9	198	22	contribute	contribute	VBP
cord-154587-qbmm5st9	198	23	to	to	IN
cord-154587-qbmm5st9	198	24	the	the	DT
cord-154587-qbmm5st9	198	25	distinction	distinction	NN
cord-154587-qbmm5st9	198	26	between	between	IN
cord-154587-qbmm5st9	198	27	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	198	28	and	and	CC
cord-154587-qbmm5st9	198	29	other	other	JJ
cord-154587-qbmm5st9	198	30	types	type	NNS
cord-154587-qbmm5st9	198	31	of	of	IN
cord-154587-qbmm5st9	198	32	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	198	33	is	be	VBZ
cord-154587-qbmm5st9	198	34	necessary	necessary	JJ
cord-154587-qbmm5st9	198	35	.	.	.
cord-154587-qbmm5st9	199	1	This	this	DT
cord-154587-qbmm5st9	199	2	would	would	MD
cord-154587-qbmm5st9	199	3	help	help	VB
cord-154587-qbmm5st9	199	4	radiologists	radiologist	NNS
cord-154587-qbmm5st9	199	5	and	and	CC
cord-154587-qbmm5st9	199	6	clinical	clinical	JJ
cord-154587-qbmm5st9	199	7	doctors	doctor	NNS
cord-154587-qbmm5st9	199	8	to	to	TO
cord-154587-qbmm5st9	199	9	gain	gain	VB
cord-154587-qbmm5st9	199	10	insights	insight	NNS
cord-154587-qbmm5st9	199	11	about	about	IN
cord-154587-qbmm5st9	199	12	the	the	DT
cord-154587-qbmm5st9	199	13	virus	virus	NN
cord-154587-qbmm5st9	199	14	and	and	CC
cord-154587-qbmm5st9	199	15	examine	examine	VB
cord-154587-qbmm5st9	199	16	future	future	JJ
cord-154587-qbmm5st9	199	17	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	199	18	CT	CT	NNP
cord-154587-qbmm5st9	199	19	and	and	CC
cord-154587-qbmm5st9	199	20	X	x	NN
cord-154587-qbmm5st9	199	21	-	-	NN
cord-154587-qbmm5st9	199	22	ray	ray	NN
cord-154587-qbmm5st9	199	23	images	image	NNS
cord-154587-qbmm5st9	199	24	more	more	RBR
cord-154587-qbmm5st9	199	25	effectively	effectively	RB
cord-154587-qbmm5st9	199	26	.	.	.
cord-154587-qbmm5st9	200	1	In	in	IN
cord-154587-qbmm5st9	200	2	the	the	DT
cord-154587-qbmm5st9	200	3	field	field	NN
cord-154587-qbmm5st9	200	4	of	of	IN
cord-154587-qbmm5st9	200	5	computational	computational	JJ
cord-154587-qbmm5st9	200	6	biology	biology	NN
cord-154587-qbmm5st9	200	7	and	and	CC
cord-154587-qbmm5st9	200	8	medicine	medicine	NN
cord-154587-qbmm5st9	200	9	,	,	,
cord-154587-qbmm5st9	200	10	AI	AI	NNP
cord-154587-qbmm5st9	200	11	has	have	VBZ
cord-154587-qbmm5st9	200	12	been	be	VBN
cord-154587-qbmm5st9	200	13	used	use	VBN
cord-154587-qbmm5st9	200	14	to	to	TO
cord-154587-qbmm5st9	200	15	partially	partially	RB
cord-154587-qbmm5st9	200	16	understand	understand	VB
cord-154587-qbmm5st9	200	17	COVID-19	covid-19	VB
cord-154587-qbmm5st9	200	18	or	or	CC
cord-154587-qbmm5st9	200	19	discover	discover	VBP
cord-154587-qbmm5st9	200	20	novel	novel	JJ
cord-154587-qbmm5st9	200	21	drug	drug	NN
cord-154587-qbmm5st9	200	22	compounds	compound	NNS
cord-154587-qbmm5st9	200	23	against	against	IN
cord-154587-qbmm5st9	200	24	the	the	DT
cord-154587-qbmm5st9	200	25	virus	virus	NN
cord-154587-qbmm5st9	200	26	[	[	-LRB-
cord-154587-qbmm5st9	200	27	49	49	CD
cord-154587-qbmm5st9	200	28	]	]	-RRB-
cord-154587-qbmm5st9	200	29	,	,	,
cord-154587-qbmm5st9	200	30	[	[	-LRB-
cord-154587-qbmm5st9	200	31	50	50	CD
cord-154587-qbmm5st9	200	32	]	]	-RRB-
cord-154587-qbmm5st9	200	33	.	.	.
cord-154587-qbmm5st9	201	1	These	these	DT
cord-154587-qbmm5st9	201	2	are	be	VBP
cord-154587-qbmm5st9	201	3	just	just	RB
cord-154587-qbmm5st9	201	4	initial	initial	JJ
cord-154587-qbmm5st9	201	5	results	result	NNS
cord-154587-qbmm5st9	201	6	and	and	CC
cord-154587-qbmm5st9	201	7	thus	thus	RB
cord-154587-qbmm5st9	201	8	there	there	EX
cord-154587-qbmm5st9	201	9	is	be	VBZ
cord-154587-qbmm5st9	201	10	a	a	DT
cord-154587-qbmm5st9	201	11	great	great	JJ
cord-154587-qbmm5st9	201	12	demand	demand	NN
cord-154587-qbmm5st9	201	13	for	for	IN
cord-154587-qbmm5st9	201	14	AI	AI	NNP
cord-154587-qbmm5st9	201	15	research	research	NN
cord-154587-qbmm5st9	201	16	in	in	IN
cord-154587-qbmm5st9	201	17	this	this	DT
cord-154587-qbmm5st9	201	18	field	field	NN
cord-154587-qbmm5st9	201	19	,	,	,
cord-154587-qbmm5st9	201	20	e.g.	e.g.	RB
cord-154587-qbmm5st9	201	21	,	,	,
cord-154587-qbmm5st9	201	22	to	to	TO
cord-154587-qbmm5st9	201	23	investigate	investigate	VB
cord-154587-qbmm5st9	201	24	genetics	genetic	NNS
cord-154587-qbmm5st9	201	25	and	and	CC
cord-154587-qbmm5st9	201	26	chemistry	chemistry	NN
cord-154587-qbmm5st9	201	27	of	of	IN
cord-154587-qbmm5st9	201	28	the	the	DT
cord-154587-qbmm5st9	201	29	virus	virus	NN
cord-154587-qbmm5st9	201	30	and	and	CC
cord-154587-qbmm5st9	201	31	suggest	suggest	VBP
cord-154587-qbmm5st9	201	32	ways	way	NNS
cord-154587-qbmm5st9	201	33	to	to	TO
cord-154587-qbmm5st9	201	34	quickly	quickly	RB
cord-154587-qbmm5st9	201	35	produce	produce	VB
cord-154587-qbmm5st9	201	36	vaccines	vaccine	NNS
cord-154587-qbmm5st9	201	37	and	and	CC
cord-154587-qbmm5st9	201	38	treatment	treatment	NN
cord-154587-qbmm5st9	201	39	drugs	drug	NNS
cord-154587-qbmm5st9	201	40	.	.	.
cord-154587-qbmm5st9	202	1	With	with	IN
cord-154587-qbmm5st9	202	2	a	a	DT
cord-154587-qbmm5st9	202	3	strong	strong	JJ
cord-154587-qbmm5st9	202	4	computational	computational	JJ
cord-154587-qbmm5st9	202	5	power	power	NN
cord-154587-qbmm5st9	202	6	that	that	WDT
cord-154587-qbmm5st9	202	7	is	be	VBZ
cord-154587-qbmm5st9	202	8	able	able	JJ
cord-154587-qbmm5st9	202	9	to	to	TO
cord-154587-qbmm5st9	202	10	deal	deal	VB
cord-154587-qbmm5st9	202	11	with	with	IN
cord-154587-qbmm5st9	202	12	large	large	JJ
cord-154587-qbmm5st9	202	13	amounts	amount	NNS
cord-154587-qbmm5st9	202	14	of	of	IN
cord-154587-qbmm5st9	202	15	data	datum	NNS
cord-154587-qbmm5st9	202	16	,	,	,
cord-154587-qbmm5st9	202	17	AI	AI	NNP
cord-154587-qbmm5st9	202	18	can	can	MD
cord-154587-qbmm5st9	202	19	help	help	VB
cord-154587-qbmm5st9	202	20	scientists	scientist	NNS
cord-154587-qbmm5st9	202	21	to	to	TO
cord-154587-qbmm5st9	202	22	gain	gain	VB
cord-154587-qbmm5st9	202	23	knowledge	knowledge	NN
cord-154587-qbmm5st9	202	24	about	about	IN
cord-154587-qbmm5st9	202	25	the	the	DT
cord-154587-qbmm5st9	202	26	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	202	27	quickly	quickly	RB
cord-154587-qbmm5st9	202	28	.	.	.
cord-154587-qbmm5st9	203	1	For	for	IN
cord-154587-qbmm5st9	203	2	example	example	NN
cord-154587-qbmm5st9	203	3	,	,	,
cord-154587-qbmm5st9	203	4	by	by	IN
cord-154587-qbmm5st9	203	5	exploring	explore	VBG
cord-154587-qbmm5st9	203	6	and	and	CC
cord-154587-qbmm5st9	203	7	analyzing	analyze	VBG
cord-154587-qbmm5st9	203	8	protein	protein	NN
cord-154587-qbmm5st9	203	9	structures	structure	NNS
cord-154587-qbmm5st9	203	10	of	of	IN
cord-154587-qbmm5st9	203	11	virus	virus	NN
cord-154587-qbmm5st9	203	12	,	,	,
cord-154587-qbmm5st9	203	13	medical	medical	JJ
cord-154587-qbmm5st9	203	14	researchers	researcher	NNS
cord-154587-qbmm5st9	203	15	would	would	MD
cord-154587-qbmm5st9	203	16	be	be	VB
cord-154587-qbmm5st9	203	17	able	able	JJ
cord-154587-qbmm5st9	203	18	to	to	TO
cord-154587-qbmm5st9	203	19	find	find	VB
cord-154587-qbmm5st9	203	20	components	component	NNS
cord-154587-qbmm5st9	203	21	necessary	necessary	JJ
cord-154587-qbmm5st9	203	22	for	for	IN
cord-154587-qbmm5st9	203	23	a	a	DT
cord-154587-qbmm5st9	203	24	vaccine	vaccine	NN
cord-154587-qbmm5st9	203	25	or	or	CC
cord-154587-qbmm5st9	203	26	drug	drug	NN
cord-154587-qbmm5st9	203	27	more	more	RBR
cord-154587-qbmm5st9	203	28	effectively	effectively	RB
cord-154587-qbmm5st9	203	29	.	.	.
cord-154587-qbmm5st9	204	1	This	this	DT
cord-154587-qbmm5st9	204	2	process	process	NN
cord-154587-qbmm5st9	204	3	would	would	MD
cord-154587-qbmm5st9	204	4	be	be	VB
cord-154587-qbmm5st9	204	5	very	very	RB
cord-154587-qbmm5st9	204	6	time	time	NN
cord-154587-qbmm5st9	204	7	consuming	consume	VBG
cord-154587-qbmm5st9	204	8	and	and	CC
cord-154587-qbmm5st9	204	9	expensive	expensive	JJ
cord-154587-qbmm5st9	204	10	with	with	IN
cord-154587-qbmm5st9	204	11	conventional	conventional	JJ
cord-154587-qbmm5st9	204	12	methods	method	NNS
cord-154587-qbmm5st9	204	13	[	[	-LRB-
cord-154587-qbmm5st9	204	14	85	85	CD
cord-154587-qbmm5st9	204	15	]	]	-RRB-
cord-154587-qbmm5st9	204	16	.	.	.
cord-154587-qbmm5st9	205	1	Recent	recent	JJ
cord-154587-qbmm5st9	205	2	astonishing	astonishing	JJ
cord-154587-qbmm5st9	205	3	success	success	NN
cord-154587-qbmm5st9	205	4	of	of	IN
cord-154587-qbmm5st9	205	5	deep	deep	JJ
cord-154587-qbmm5st9	205	6	learning	learning	NN
cord-154587-qbmm5st9	205	7	in	in	IN
cord-154587-qbmm5st9	205	8	identifying	identify	VBG
cord-154587-qbmm5st9	205	9	powerful	powerful	JJ
cord-154587-qbmm5st9	205	10	new	new	JJ
cord-154587-qbmm5st9	205	11	kinds	kind	NNS
cord-154587-qbmm5st9	205	12	of	of	IN
cord-154587-qbmm5st9	205	13	antibiotic	antibiotic	NN
cord-154587-qbmm5st9	205	14	from	from	IN
cord-154587-qbmm5st9	205	15	a	a	DT
cord-154587-qbmm5st9	205	16	pool	pool	NN
cord-154587-qbmm5st9	205	17	of	of	IN
cord-154587-qbmm5st9	205	18	more	more	JJR
cord-154587-qbmm5st9	205	19	than	than	IN
cord-154587-qbmm5st9	205	20	100	100	CD
cord-154587-qbmm5st9	205	21	million	million	CD
cord-154587-qbmm5st9	205	22	molecules	molecule	NNS
cord-154587-qbmm5st9	205	23	as	as	IN
cord-154587-qbmm5st9	205	24	published	publish	VBN
cord-154587-qbmm5st9	205	25	in	in	IN
cord-154587-qbmm5st9	205	26	[	[	-LRB-
cord-154587-qbmm5st9	205	27	86	86	CD
cord-154587-qbmm5st9	205	28	]	]	-RRB-
cord-154587-qbmm5st9	205	29	gives	give	VBZ
cord-154587-qbmm5st9	205	30	a	a	DT
cord-154587-qbmm5st9	205	31	strong	strong	JJ
cord-154587-qbmm5st9	205	32	hope	hope	NN
cord-154587-qbmm5st9	205	33	to	to	IN
cord-154587-qbmm5st9	205	34	this	this	DT
cord-154587-qbmm5st9	205	35	line	line	NN
cord-154587-qbmm5st9	205	36	of	of	IN
cord-154587-qbmm5st9	205	37	research	research	NN
cord-154587-qbmm5st9	205	38	in	in	IN
cord-154587-qbmm5st9	205	39	the	the	DT
cord-154587-qbmm5st9	205	40	battle	battle	NN
cord-154587-qbmm5st9	205	41	against	against	IN
cord-154587-qbmm5st9	205	42	COVID-9	COVID-9	NNP
cord-154587-qbmm5st9	205	43	.	.	.
cord-154587-qbmm5st9	206	1	Compared	compare	VBN
cord-154587-qbmm5st9	206	2	to	to	IN
cord-154587-qbmm5st9	206	3	the	the	DT
cord-154587-qbmm5st9	206	4	1918	1918	CD
cord-154587-qbmm5st9	206	5	Spanish	spanish	JJ
cord-154587-qbmm5st9	206	6	flu	flu	NN
cord-154587-qbmm5st9	206	7	pandemic	pandemic	NN
cord-154587-qbmm5st9	206	8	[	[	-LRB-
cord-154587-qbmm5st9	206	9	87	87	CD
cord-154587-qbmm5st9	206	10	]	]	-RRB-
cord-154587-qbmm5st9	206	11	,	,	,
cord-154587-qbmm5st9	206	12	we	-PRON-	PRP
cord-154587-qbmm5st9	206	13	are	be	VBP
cord-154587-qbmm5st9	206	14	now	now	RB
cord-154587-qbmm5st9	206	15	fortunately	fortunately	RB
cord-154587-qbmm5st9	206	16	living	live	VBG
cord-154587-qbmm5st9	206	17	in	in	IN
cord-154587-qbmm5st9	206	18	the	the	DT
cord-154587-qbmm5st9	206	19	age	age	NN
cord-154587-qbmm5st9	206	20	of	of	IN
cord-154587-qbmm5st9	206	21	exponential	exponential	JJ
cord-154587-qbmm5st9	206	22	technology	technology	NN
cord-154587-qbmm5st9	206	23	.	.	.
cord-154587-qbmm5st9	207	1	When	when	WRB
cord-154587-qbmm5st9	207	2	everybody	everybody	NN
cord-154587-qbmm5st9	207	3	,	,	,
cord-154587-qbmm5st9	207	4	organization	organization	NN
cord-154587-qbmm5st9	207	5	and	and	CC
cord-154587-qbmm5st9	207	6	government	government	NN
cord-154587-qbmm5st9	207	7	try	try	VBP
cord-154587-qbmm5st9	207	8	their	-PRON-	PRP$
cord-154587-qbmm5st9	207	9	best	good	JJS
cord-154587-qbmm5st9	207	10	in	in	IN
cord-154587-qbmm5st9	207	11	the	the	DT
cord-154587-qbmm5st9	207	12	battle	battle	NN
cord-154587-qbmm5st9	207	13	against	against	IN
cord-154587-qbmm5st9	207	14	the	the	DT
cord-154587-qbmm5st9	207	15	pandemic	pandemic	NN
cord-154587-qbmm5st9	207	16	,	,	,
cord-154587-qbmm5st9	207	17	the	the	DT
cord-154587-qbmm5st9	207	18	power	power	NN
cord-154587-qbmm5st9	207	19	of	of	IN
cord-154587-qbmm5st9	207	20	AI	AI	NNP
cord-154587-qbmm5st9	207	21	should	should	MD
cord-154587-qbmm5st9	207	22	be	be	VB
cord-154587-qbmm5st9	207	23	fully	fully	RB
cord-154587-qbmm5st9	207	24	exploited	exploit	VBN
cord-154587-qbmm5st9	207	25	and	and	CC
cord-154587-qbmm5st9	207	26	employed	employ	VBN
cord-154587-qbmm5st9	207	27	to	to	TO
cord-154587-qbmm5st9	207	28	support	support	VB
cord-154587-qbmm5st9	207	29	humans	human	NNS
cord-154587-qbmm5st9	207	30	to	to	TO
cord-154587-qbmm5st9	207	31	combat	combat	VB
cord-154587-qbmm5st9	207	32	this	this	DT
cord-154587-qbmm5st9	207	33	battle	battle	NN
cord-154587-qbmm5st9	207	34	.	.	.
cord-154587-qbmm5st9	208	1	AI	AI	NNP
cord-154587-qbmm5st9	208	2	can	can	MD
cord-154587-qbmm5st9	208	3	be	be	VB
cord-154587-qbmm5st9	208	4	utilized	utilize	VBN
cord-154587-qbmm5st9	208	5	for	for	IN
cord-154587-qbmm5st9	208	6	the	the	DT
cord-154587-qbmm5st9	208	7	preparedness	preparedness	NN
cord-154587-qbmm5st9	208	8	and	and	CC
cord-154587-qbmm5st9	208	9	response	response	NN
cord-154587-qbmm5st9	208	10	activities	activity	NNS
cord-154587-qbmm5st9	208	11	against	against	IN
cord-154587-qbmm5st9	208	12	the	the	DT
cord-154587-qbmm5st9	208	13	unprecedented	unprecedented	JJ
cord-154587-qbmm5st9	208	14	national	national	JJ
cord-154587-qbmm5st9	208	15	and	and	CC
cord-154587-qbmm5st9	208	16	global	global	JJ
cord-154587-qbmm5st9	208	17	crisis	crisis	NN
cord-154587-qbmm5st9	208	18	.	.	.
cord-154587-qbmm5st9	209	1	For	for	IN
cord-154587-qbmm5st9	209	2	example	example	NN
cord-154587-qbmm5st9	209	3	,	,	,
cord-154587-qbmm5st9	209	4	AI	AI	NNP
cord-154587-qbmm5st9	209	5	can	can	MD
cord-154587-qbmm5st9	209	6	be	be	VB
cord-154587-qbmm5st9	209	7	used	use	VBN
cord-154587-qbmm5st9	209	8	to	to	TO
cord-154587-qbmm5st9	209	9	create	create	VB
cord-154587-qbmm5st9	209	10	more	more	JJR
cord-154587-qbmm5st9	209	11	effective	effective	JJ
cord-154587-qbmm5st9	209	12	robots	robot	NNS
cord-154587-qbmm5st9	209	13	and	and	CC
cord-154587-qbmm5st9	209	14	autonomous	autonomous	JJ
cord-154587-qbmm5st9	209	15	machines	machine	NNS
cord-154587-qbmm5st9	209	16	for	for	IN
cord-154587-qbmm5st9	209	17	disinfection	disinfection	NN
cord-154587-qbmm5st9	209	18	,	,	,
cord-154587-qbmm5st9	209	19	working	work	VBG
cord-154587-qbmm5st9	209	20	in	in	IN
cord-154587-qbmm5st9	209	21	hospitals	hospital	NNS
cord-154587-qbmm5st9	209	22	,	,	,
cord-154587-qbmm5st9	209	23	delivering	deliver	VBG
cord-154587-qbmm5st9	209	24	food	food	NN
cord-154587-qbmm5st9	209	25	and	and	CC
cord-154587-qbmm5st9	209	26	medicine	medicine	NN
cord-154587-qbmm5st9	209	27	to	to	IN
cord-154587-qbmm5st9	209	28	patients	patient	NNS
cord-154587-qbmm5st9	209	29	.	.	.
cord-154587-qbmm5st9	210	1	AIbased	AIbased	NNP
cord-154587-qbmm5st9	210	2	NLP	NLP	NNP
cord-154587-qbmm5st9	210	3	tools	tool	NNS
cord-154587-qbmm5st9	210	4	can	can	MD
cord-154587-qbmm5st9	210	5	be	be	VB
cord-154587-qbmm5st9	210	6	used	use	VBN
cord-154587-qbmm5st9	210	7	to	to	TO
cord-154587-qbmm5st9	210	8	create	create	VB
cord-154587-qbmm5st9	210	9	systems	system	NNS
cord-154587-qbmm5st9	210	10	that	that	WDT
cord-154587-qbmm5st9	210	11	help	help	VBP
cord-154587-qbmm5st9	210	12	understand	understand	VB
cord-154587-qbmm5st9	210	13	the	the	DT
cord-154587-qbmm5st9	210	14	public	public	JJ
cord-154587-qbmm5st9	210	15	responses	response	NNS
cord-154587-qbmm5st9	210	16	to	to	IN
cord-154587-qbmm5st9	210	17	intervention	intervention	NN
cord-154587-qbmm5st9	210	18	strategies	strategy	NNS
cord-154587-qbmm5st9	210	19	,	,	,
cord-154587-qbmm5st9	210	20	e.g.	e.g.	IN
cord-154587-qbmm5st9	210	21	lockdown	lockdown	NN
cord-154587-qbmm5st9	210	22	and	and	CC
cord-154587-qbmm5st9	210	23	physical	physical	JJ
cord-154587-qbmm5st9	210	24	distancing	distancing	NN
cord-154587-qbmm5st9	210	25	,	,	,
cord-154587-qbmm5st9	210	26	to	to	TO
cord-154587-qbmm5st9	210	27	detect	detect	VB
cord-154587-qbmm5st9	210	28	problems	problem	NNS
cord-154587-qbmm5st9	210	29	such	such	JJ
cord-154587-qbmm5st9	210	30	as	as	IN
cord-154587-qbmm5st9	210	31	mental	mental	JJ
cord-154587-qbmm5st9	210	32	health	health	NN
cord-154587-qbmm5st9	210	33	and	and	CC
cord-154587-qbmm5st9	210	34	social	social	JJ
cord-154587-qbmm5st9	210	35	anxiety	anxiety	NN
cord-154587-qbmm5st9	210	36	,	,	,
cord-154587-qbmm5st9	210	37	and	and	CC
cord-154587-qbmm5st9	210	38	to	to	TO
cord-154587-qbmm5st9	210	39	aid	aid	VB
cord-154587-qbmm5st9	210	40	governments	government	NNS
cord-154587-qbmm5st9	210	41	in	in	IN
cord-154587-qbmm5st9	210	42	making	make	VBG
cord-154587-qbmm5st9	210	43	better	well	JJR
cord-154587-qbmm5st9	210	44	public	public	JJ
cord-154587-qbmm5st9	210	45	policies	policy	NNS
cord-154587-qbmm5st9	210	46	.	.	.
cord-154587-qbmm5st9	211	1	NLP	NLP	NNP
cord-154587-qbmm5st9	211	2	technologies	technology	NNS
cord-154587-qbmm5st9	211	3	can	can	MD
cord-154587-qbmm5st9	211	4	also	also	RB
cord-154587-qbmm5st9	211	5	be	be	VB
cord-154587-qbmm5st9	211	6	employed	employ	VBN
cord-154587-qbmm5st9	211	7	to	to	TO
cord-154587-qbmm5st9	211	8	develop	develop	VB
cord-154587-qbmm5st9	211	9	chatbot	chatbot	NN
cord-154587-qbmm5st9	211	10	systems	system	NNS
cord-154587-qbmm5st9	211	11	that	that	WDT
cord-154587-qbmm5st9	211	12	are	be	VBP
cord-154587-qbmm5st9	211	13	able	able	JJ
cord-154587-qbmm5st9	211	14	to	to	TO
cord-154587-qbmm5st9	211	15	remotely	remotely	RB
cord-154587-qbmm5st9	211	16	communicate	communicate	VB
cord-154587-qbmm5st9	211	17	and	and	CC
cord-154587-qbmm5st9	211	18	provide	provide	VB
cord-154587-qbmm5st9	211	19	consultations	consultation	NNS
cord-154587-qbmm5st9	211	20	to	to	IN
cord-154587-qbmm5st9	211	21	people	people	NNS
cord-154587-qbmm5st9	211	22	and	and	CC
cord-154587-qbmm5st9	211	23	patients	patient	NNS
cord-154587-qbmm5st9	211	24	about	about	IN
cord-154587-qbmm5st9	211	25	the	the	DT
cord-154587-qbmm5st9	211	26	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	211	27	.	.	.
cord-154587-qbmm5st9	212	1	AI	AI	NNP
cord-154587-qbmm5st9	212	2	can	can	MD
cord-154587-qbmm5st9	212	3	be	be	VB
cord-154587-qbmm5st9	212	4	used	use	VBN
cord-154587-qbmm5st9	212	5	to	to	TO
cord-154587-qbmm5st9	212	6	eradicate	eradicate	VB
cord-154587-qbmm5st9	212	7	fake	fake	JJ
cord-154587-qbmm5st9	212	8	news	news	NN
cord-154587-qbmm5st9	212	9	on	on	IN
cord-154587-qbmm5st9	212	10	social	social	JJ
cord-154587-qbmm5st9	212	11	media	medium	NNS
cord-154587-qbmm5st9	212	12	platforms	platform	NNS
cord-154587-qbmm5st9	212	13	to	to	TO
cord-154587-qbmm5st9	212	14	ensure	ensure	VB
cord-154587-qbmm5st9	212	15	clear	clear	JJ
cord-154587-qbmm5st9	212	16	,	,	,
cord-154587-qbmm5st9	212	17	responsible	responsible	JJ
cord-154587-qbmm5st9	212	18	and	and	CC
cord-154587-qbmm5st9	212	19	reliable	reliable	JJ
cord-154587-qbmm5st9	212	20	information	information	NN
cord-154587-qbmm5st9	212	21	about	about	IN
cord-154587-qbmm5st9	212	22	the	the	DT
cord-154587-qbmm5st9	212	23	pandemic	pandemic	NN
cord-154587-qbmm5st9	212	24	such	such	JJ
cord-154587-qbmm5st9	212	25	as	as	IN
cord-154587-qbmm5st9	212	26	scientific	scientific	JJ
cord-154587-qbmm5st9	212	27	evidences	evidence	NNS
cord-154587-qbmm5st9	212	28	relevant	relevant	JJ
cord-154587-qbmm5st9	212	29	to	to	IN
cord-154587-qbmm5st9	212	30	the	the	DT
cord-154587-qbmm5st9	212	31	virus	virus	NN
cord-154587-qbmm5st9	212	32	,	,	,
cord-154587-qbmm5st9	212	33	governmental	governmental	JJ
cord-154587-qbmm5st9	212	34	social	social	JJ
cord-154587-qbmm5st9	212	35	distancing	distance	VBG
cord-154587-qbmm5st9	212	36	policies	policy	NNS
cord-154587-qbmm5st9	212	37	or	or	CC
cord-154587-qbmm5st9	212	38	other	other	JJ
cord-154587-qbmm5st9	212	39	pandemic	pandemic	NN
cord-154587-qbmm5st9	212	40	prevention	prevention	NN
cord-154587-qbmm5st9	212	41	and	and	CC
cord-154587-qbmm5st9	212	42	control	control	NN
cord-154587-qbmm5st9	212	43	measures	measure	NNS
cord-154587-qbmm5st9	212	44	.	.	.
cord-154587-qbmm5st9	213	1	In	in	IN
cord-154587-qbmm5st9	213	2	Table	Table	NNP
cord-154587-qbmm5st9	213	3	III	III	NNP
cord-154587-qbmm5st9	213	4	,	,	,
cord-154587-qbmm5st9	213	5	we	-PRON-	PRP
cord-154587-qbmm5st9	213	6	point	point	VBP
cord-154587-qbmm5st9	213	7	out	out	RP
cord-154587-qbmm5st9	213	8	13	13	CD
cord-154587-qbmm5st9	213	9	groups	group	NNS
cord-154587-qbmm5st9	213	10	of	of	IN
cord-154587-qbmm5st9	213	11	problems	problem	NNS
cord-154587-qbmm5st9	213	12	related	relate	VBN
cord-154587-qbmm5st9	213	13	to	to	IN
cord-154587-qbmm5st9	213	14	COVID-19	covid-19	VB
cord-154587-qbmm5st9	213	15	along	along	IN
cord-154587-qbmm5st9	213	16	with	with	IN
cord-154587-qbmm5st9	213	17	types	type	NNS
cord-154587-qbmm5st9	213	18	of	of	IN
cord-154587-qbmm5st9	213	19	data	datum	NNS
cord-154587-qbmm5st9	213	20	needed	need	VBN
cord-154587-qbmm5st9	213	21	and	and	CC
cord-154587-qbmm5st9	213	22	potential	potential	JJ
cord-154587-qbmm5st9	213	23	AI	ai	NN
cord-154587-qbmm5st9	213	24	methods	method	NNS
cord-154587-qbmm5st9	213	25	that	that	WDT
cord-154587-qbmm5st9	213	26	can	can	MD
cord-154587-qbmm5st9	213	27	be	be	VB
cord-154587-qbmm5st9	213	28	used	use	VBN
cord-154587-qbmm5st9	213	29	to	to	TO
cord-154587-qbmm5st9	213	30	solve	solve	VB
cord-154587-qbmm5st9	213	31	those	those	DT
cord-154587-qbmm5st9	213	32	problems	problem	NNS
cord-154587-qbmm5st9	213	33	.	.	.
cord-154587-qbmm5st9	214	1	We	-PRON-	PRP
cord-154587-qbmm5st9	214	2	do	do	VBP
cord-154587-qbmm5st9	214	3	not	not	RB
cord-154587-qbmm5st9	214	4	aim	aim	VB
cord-154587-qbmm5st9	214	5	to	to	TO
cord-154587-qbmm5st9	214	6	cover	cover	VB
cord-154587-qbmm5st9	214	7	all	all	DT
cord-154587-qbmm5st9	214	8	possible	possible	JJ
cord-154587-qbmm5st9	214	9	AI	ai	NN
cord-154587-qbmm5st9	214	10	applications	application	NNS
cord-154587-qbmm5st9	214	11	but	but	CC
cord-154587-qbmm5st9	214	12	emphasize	emphasize	VB
cord-154587-qbmm5st9	214	13	on	on	IN
cord-154587-qbmm5st9	214	14	realistic	realistic	JJ
cord-154587-qbmm5st9	214	15	applications	application	NNS
cord-154587-qbmm5st9	214	16	that	that	WDT
cord-154587-qbmm5st9	214	17	can	can	MD
cord-154587-qbmm5st9	214	18	be	be	VB
cord-154587-qbmm5st9	214	19	achieved	achieve	VBN
cord-154587-qbmm5st9	214	20	along	along	IN
cord-154587-qbmm5st9	214	21	with	with	IN
cord-154587-qbmm5st9	214	22	their	-PRON-	PRP$
cord-154587-qbmm5st9	214	23	technical	technical	JJ
cord-154587-qbmm5st9	214	24	challenges	challenge	NNS
cord-154587-qbmm5st9	214	25	.	.	.
cord-154587-qbmm5st9	215	1	Those	those	DT
cord-154587-qbmm5st9	215	2	challenges	challenge	NNS
cord-154587-qbmm5st9	215	3	need	need	VBP
cord-154587-qbmm5st9	215	4	to	to	TO
cord-154587-qbmm5st9	215	5	be	be	VB
cord-154587-qbmm5st9	215	6	addressed	address	VBN
cord-154587-qbmm5st9	215	7	effectively	effectively	RB
cord-154587-qbmm5st9	215	8	for	for	IN
cord-154587-qbmm5st9	215	9	AI	AI	NNP
cord-154587-qbmm5st9	215	10	methods	method	NNS
cord-154587-qbmm5st9	215	11	to	to	TO
cord-154587-qbmm5st9	215	12	bring	bring	VB
cord-154587-qbmm5st9	215	13	satisfactory	satisfactory	JJ
cord-154587-qbmm5st9	215	14	results	result	NNS
cord-154587-qbmm5st9	215	15	.	.	.
cord-154587-qbmm5st9	216	1	It	-PRON-	PRP
cord-154587-qbmm5st9	216	2	is	be	VBZ
cord-154587-qbmm5st9	216	3	great	great	JJ
cord-154587-qbmm5st9	216	4	to	to	TO
cord-154587-qbmm5st9	216	5	observe	observe	VB
cord-154587-qbmm5st9	216	6	the	the	DT
cord-154587-qbmm5st9	216	7	increasing	increase	VBG
cord-154587-qbmm5st9	216	8	number	number	NN
cord-154587-qbmm5st9	216	9	of	of	IN
cord-154587-qbmm5st9	216	10	AI	AI	NNP
cord-154587-qbmm5st9	216	11	applications	application	NNS
cord-154587-qbmm5st9	216	12	against	against	IN
cord-154587-qbmm5st9	216	13	the	the	DT
cord-154587-qbmm5st9	216	14	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	216	15	pandemic	pandemic	NN
cord-154587-qbmm5st9	216	16	.	.	.
cord-154587-qbmm5st9	217	1	AI	AI	NNP
cord-154587-qbmm5st9	217	2	methods	method	NNS
cord-154587-qbmm5st9	217	3	however	however	RB
cord-154587-qbmm5st9	217	4	are	be	VBP
cord-154587-qbmm5st9	217	5	not	not	RB
cord-154587-qbmm5st9	217	6	silver	silver	JJ
cord-154587-qbmm5st9	217	7	bullets	bullet	NNS
cord-154587-qbmm5st9	217	8	but	but	CC
cord-154587-qbmm5st9	217	9	they	-PRON-	PRP
cord-154587-qbmm5st9	217	10	have	have	VBP
cord-154587-qbmm5st9	217	11	limitations	limitation	NNS
cord-154587-qbmm5st9	217	12	and	and	CC
cord-154587-qbmm5st9	217	13	challenges	challenge	NNS
cord-154587-qbmm5st9	217	14	such	such	JJ
cord-154587-qbmm5st9	217	15	as	as	IN
cord-154587-qbmm5st9	217	16	inadequate	inadequate	JJ
cord-154587-qbmm5st9	217	17	training	training	NN
cord-154587-qbmm5st9	217	18	and	and	CC
cord-154587-qbmm5st9	217	19	validation	validation	NN
cord-154587-qbmm5st9	217	20	data	datum	NNS
cord-154587-qbmm5st9	217	21	or	or	CC
cord-154587-qbmm5st9	217	22	when	when	WRB
cord-154587-qbmm5st9	217	23	data	datum	NNS
cord-154587-qbmm5st9	217	24	are	be	VBP
cord-154587-qbmm5st9	217	25	abundantly	abundantly	RB
cord-154587-qbmm5st9	217	26	available	available	JJ
cord-154587-qbmm5st9	217	27	,	,	,
cord-154587-qbmm5st9	217	28	they	-PRON-	PRP
cord-154587-qbmm5st9	217	29	are	be	VBP
cord-154587-qbmm5st9	217	30	normally	normally	RB
cord-154587-qbmm5st9	217	31	in	in	IN
cord-154587-qbmm5st9	217	32	poor	poor	JJ
cord-154587-qbmm5st9	217	33	quality	quality	NN
cord-154587-qbmm5st9	217	34	.	.	.
cord-154587-qbmm5st9	218	1	Huge	huge	JJ
cord-154587-qbmm5st9	218	2	efforts	effort	NNS
cord-154587-qbmm5st9	218	3	are	be	VBP
cord-154587-qbmm5st9	218	4	needed	need	VBN
cord-154587-qbmm5st9	218	5	for	for	IN
cord-154587-qbmm5st9	218	6	an	an	DT
cord-154587-qbmm5st9	218	7	AI	AI	NNP
cord-154587-qbmm5st9	218	8	system	system	NN
cord-154587-qbmm5st9	218	9	to	to	TO
cord-154587-qbmm5st9	218	10	be	be	VB
cord-154587-qbmm5st9	218	11	effective	effective	JJ
cord-154587-qbmm5st9	218	12	and	and	CC
cord-154587-qbmm5st9	218	13	useful	useful	JJ
cord-154587-qbmm5st9	218	14	.	.	.
cord-154587-qbmm5st9	219	1	They	-PRON-	PRP
cord-154587-qbmm5st9	219	2	may	may	MD
cord-154587-qbmm5st9	219	3	include	include	VB
cord-154587-qbmm5st9	219	4	appropriate	appropriate	JJ
cord-154587-qbmm5st9	219	5	data	datum	NNS
cord-154587-qbmm5st9	219	6	processing	processing	NN
cord-154587-qbmm5st9	219	7	pipelines	pipeline	NNS
cord-154587-qbmm5st9	219	8	,	,	,
cord-154587-qbmm5st9	219	9	model	model	NN
cord-154587-qbmm5st9	219	10	selection	selection	NN
cord-154587-qbmm5st9	219	11	,	,	,
cord-154587-qbmm5st9	219	12	efficient	efficient	JJ
cord-154587-qbmm5st9	219	13	algorithm	algorithm	NN
cord-154587-qbmm5st9	219	14	development	development	NN
cord-154587-qbmm5st9	219	15	,	,	,
cord-154587-qbmm5st9	219	16	remodelling	remodelling	NN
cord-154587-qbmm5st9	219	17	and	and	CC
cord-154587-qbmm5st9	219	18	retraining	retraining	NN
cord-154587-qbmm5st9	219	19	,	,	,
cord-154587-qbmm5st9	219	20	continuous	continuous	JJ
cord-154587-qbmm5st9	219	21	performance	performance	NN
cord-154587-qbmm5st9	219	22	monitoring	monitoring	NN
cord-154587-qbmm5st9	219	23	and	and	CC
cord-154587-qbmm5st9	219	24	validation	validation	NN
cord-154587-qbmm5st9	219	25	to	to	TO
cord-154587-qbmm5st9	219	26	facilitate	facilitate	VB
cord-154587-qbmm5st9	219	27	continuous	continuous	JJ
cord-154587-qbmm5st9	219	28	deployment	deployment	NN
cord-154587-qbmm5st9	219	29	and	and	CC
cord-154587-qbmm5st9	219	30	so	so	RB
cord-154587-qbmm5st9	219	31	on	on	RB
cord-154587-qbmm5st9	219	32	.	.	.
cord-154587-qbmm5st9	220	1	There	there	EX
cord-154587-qbmm5st9	220	2	are	be	VBP
cord-154587-qbmm5st9	220	3	AI	AI	NNP
cord-154587-qbmm5st9	220	4	ethics	ethic	NNS
cord-154587-qbmm5st9	220	5	principles	principle	NNS
cord-154587-qbmm5st9	220	6	and	and	CC
cord-154587-qbmm5st9	220	7	guidelines	guideline	NNS
cord-154587-qbmm5st9	220	8	[	[	-LRB-
cord-154587-qbmm5st9	220	9	88	88	CD
cord-154587-qbmm5st9	220	10	]	]	-RRB-
cord-154587-qbmm5st9	220	11	,	,	.
cord-154587-qbmm5st9	221	1	[	[	-LRB-
cord-154587-qbmm5st9	221	2	89	89	CD
cord-154587-qbmm5st9	221	3	]	]	-RRB-
cord-154587-qbmm5st9	221	4	that	that	IN
cord-154587-qbmm5st9	221	5	each	each	DT
cord-154587-qbmm5st9	221	6	phase	phase	NN
cord-154587-qbmm5st9	221	7	of	of	IN
cord-154587-qbmm5st9	221	8	the	the	DT
cord-154587-qbmm5st9	221	9	AI	AI	NNP
cord-154587-qbmm5st9	221	10	system	system	NN
cord-154587-qbmm5st9	221	11	lifecycle	lifecycle	NN
cord-154587-qbmm5st9	221	12	,	,	,
cord-154587-qbmm5st9	221	13	i.e.	i.e.	FW
cord-154587-qbmm5st9	221	14	design	design	NN
cord-154587-qbmm5st9	221	15	,	,	,
cord-154587-qbmm5st9	221	16	-Challenging	-challenge	VBG
cord-154587-qbmm5st9	221	17	to	to	TO
cord-154587-qbmm5st9	221	18	collect	collect	VB
cord-154587-qbmm5st9	221	19	physiological	physiological	JJ
cord-154587-qbmm5st9	221	20	characteristics	characteristic	NNS
cord-154587-qbmm5st9	221	21	and	and	CC
cord-154587-qbmm5st9	221	22	therapeutic	therapeutic	JJ
cord-154587-qbmm5st9	221	23	outcomes	outcome	NNS
cord-154587-qbmm5st9	221	24	of	of	IN
cord-154587-qbmm5st9	221	25	patients	patient	NNS
cord-154587-qbmm5st9	221	26	.	.	.
cord-154587-qbmm5st9	222	1	-Low	-low	NN
cord-154587-qbmm5st9	222	2	-	-	HYPH
cord-154587-qbmm5st9	222	3	quality	quality	NN
cord-154587-qbmm5st9	222	4	data	datum	NNS
cord-154587-qbmm5st9	222	5	would	would	MD
cord-154587-qbmm5st9	222	6	make	make	VB
cord-154587-qbmm5st9	222	7	biased	biased	JJ
cord-154587-qbmm5st9	222	8	and	and	CC
cord-154587-qbmm5st9	222	9	inaccurate	inaccurate	JJ
cord-154587-qbmm5st9	222	10	predictions	prediction	NNS
cord-154587-qbmm5st9	222	11	.	.	.
cord-154587-qbmm5st9	223	1	-Uncertainty	-uncertainty	NN
cord-154587-qbmm5st9	223	2	of	of	IN
cord-154587-qbmm5st9	223	3	AI	AI	NNP
cord-154587-qbmm5st9	223	4	models	model	NNS
cord-154587-qbmm5st9	223	5	outcomes	outcome	NNS
cord-154587-qbmm5st9	223	6	.	.	.
cord-154587-qbmm5st9	224	1	-Privacy	-Privacy	.
cord-154587-qbmm5st9	225	1	and	and	CC
cord-154587-qbmm5st9	225	2	confidentiality	confidentiality	NN
cord-154587-qbmm5st9	225	3	issues	issue	NNS
cord-154587-qbmm5st9	225	4	.	.	.
cord-154587-qbmm5st9	226	1	[	[	-LRB-
cord-154587-qbmm5st9	226	2	90]-	90]-	CD
cord-154587-qbmm5st9	226	3	[	[	-LRB-
cord-154587-qbmm5st9	226	4	96	96	CD
cord-154587-qbmm5st9	226	5	]	]	-RRB-
cord-154587-qbmm5st9	226	6	Machine	machine	NN
cord-154587-qbmm5st9	226	7	learning	learning	NN
cord-154587-qbmm5st9	226	8	techniques	technique	NNS
cord-154587-qbmm5st9	226	9	,	,	,
cord-154587-qbmm5st9	226	10	e.g.	e.g.	DT
cord-154587-qbmm5st9	226	11	naive	naive	JJ
cord-154587-qbmm5st9	226	12	Bayes	Bayes	NNP
cord-154587-qbmm5st9	226	13	,	,	,
cord-154587-qbmm5st9	226	14	logistic	logistic	JJ
cord-154587-qbmm5st9	226	15	regression	regression	NN
cord-154587-qbmm5st9	226	16	,	,	,
cord-154587-qbmm5st9	226	17	KNN	KNN	NNP
cord-154587-qbmm5st9	226	18	,	,	,
cord-154587-qbmm5st9	226	19	SVM	SVM	NNP
cord-154587-qbmm5st9	226	20	,	,	,
cord-154587-qbmm5st9	226	21	MLP	MLP	NNP
cord-154587-qbmm5st9	226	22	,	,	,
cord-154587-qbmm5st9	226	23	fuzzy	fuzzy	JJ
cord-154587-qbmm5st9	226	24	logic	logic	NN
cord-154587-qbmm5st9	226	25	system	system	NN
cord-154587-qbmm5st9	226	26	,	,	,
cord-154587-qbmm5st9	226	27	ElasticNet	ElasticNet	NNP
cord-154587-qbmm5st9	226	28	regression	regression	NN
cord-154587-qbmm5st9	226	29	[	[	-LRB-
cord-154587-qbmm5st9	226	30	97	97	CD
cord-154587-qbmm5st9	226	31	]	]	-RRB-
cord-154587-qbmm5st9	226	32	,	,	,
cord-154587-qbmm5st9	226	33	decision	decision	NN
cord-154587-qbmm5st9	226	34	tree	tree	NN
cord-154587-qbmm5st9	226	35	,	,	,
cord-154587-qbmm5st9	226	36	random	random	JJ
cord-154587-qbmm5st9	226	37	forest	forest	NN
cord-154587-qbmm5st9	226	38	,	,	,
cord-154587-qbmm5st9	226	39	nonparametric	nonparametric	JJ
cord-154587-qbmm5st9	226	40	Gaussian	gaussian	JJ
cord-154587-qbmm5st9	226	41	process	process	NN
cord-154587-qbmm5st9	226	42	[	[	-LRB-
cord-154587-qbmm5st9	226	43	58	58	CD
cord-154587-qbmm5st9	226	44	]	]	-RRB-
cord-154587-qbmm5st9	226	45	,	,	,
cord-154587-qbmm5st9	226	46	deep	deep	JJ
cord-154587-qbmm5st9	226	47	learning	learning	NN
cord-154587-qbmm5st9	226	48	techniques	technique	NNS
cord-154587-qbmm5st9	226	49	such	such	JJ
cord-154587-qbmm5st9	226	50	as	as	IN
cord-154587-qbmm5st9	226	51	LSTM	LSTM	NNP
cord-154587-qbmm5st9	226	52	[	[	-LRB-
cord-154587-qbmm5st9	226	53	45	45	CD
cord-154587-qbmm5st9	226	54	]	]	-RRB-
cord-154587-qbmm5st9	226	55	and	and	CC
cord-154587-qbmm5st9	226	56	other	other	JJ
cord-154587-qbmm5st9	226	57	recurrent	recurrent	JJ
cord-154587-qbmm5st9	226	58	networks	network	NNS
cord-154587-qbmm5st9	226	59	,	,	,
cord-154587-qbmm5st9	226	60	and	and	CC
cord-154587-qbmm5st9	226	61	optimization	optimization	NN
cord-154587-qbmm5st9	226	62	methods	method	NNS
cord-154587-qbmm5st9	226	63	.	.	.
cord-154587-qbmm5st9	227	1	Predict	predict	VB
cord-154587-qbmm5st9	227	2	number	number	NN
cord-154587-qbmm5st9	227	3	of	of	IN
cord-154587-qbmm5st9	227	4	infected	infected	JJ
cord-154587-qbmm5st9	227	5	cases	case	NNS
cord-154587-qbmm5st9	227	6	,	,	,
cord-154587-qbmm5st9	227	7	infection	infection	NN
cord-154587-qbmm5st9	227	8	rate	rate	NN
cord-154587-qbmm5st9	227	9	and	and	CC
cord-154587-qbmm5st9	227	10	spreading	spread	VBG
cord-154587-qbmm5st9	227	11	trend	trend	NN
cord-154587-qbmm5st9	227	12	.	.	.
cord-154587-qbmm5st9	228	1	Time	Time	NNP
cord-154587-qbmm5st9	228	2	series	series	NN
cord-154587-qbmm5st9	228	3	case	case	NN
cord-154587-qbmm5st9	228	4	data	datum	NNS
cord-154587-qbmm5st9	228	5	,	,	,
cord-154587-qbmm5st9	228	6	population	population	NN
cord-154587-qbmm5st9	228	7	density	density	NN
cord-154587-qbmm5st9	228	8	,	,	,
cord-154587-qbmm5st9	228	9	demographic	demographic	JJ
cord-154587-qbmm5st9	228	10	data	datum	NNS
cord-154587-qbmm5st9	228	11	.	.	.
cord-154587-qbmm5st9	229	1	-Insufficient	-Insufficient	NNP
cord-154587-qbmm5st9	230	1	time	time	NNP
cord-154587-qbmm5st9	230	2	series	series	NNP
cord-154587-qbmm5st9	230	3	data	data	NNP
cord-154587-qbmm5st9	230	4	,	,	,
cord-154587-qbmm5st9	230	5	leading	lead	VBG
cord-154587-qbmm5st9	230	6	to	to	IN
cord-154587-qbmm5st9	230	7	unreliable	unreliable	JJ
cord-154587-qbmm5st9	230	8	results	result	NNS
cord-154587-qbmm5st9	230	9	.	.	.
cord-154587-qbmm5st9	231	1	-Complex	-complex	NN
cord-154587-qbmm5st9	231	2	models	model	NNS
cord-154587-qbmm5st9	231	3	may	may	MD
cord-154587-qbmm5st9	231	4	not	not	RB
cord-154587-qbmm5st9	231	5	be	be	VB
cord-154587-qbmm5st9	231	6	more	more	RBR
cord-154587-qbmm5st9	231	7	reliable	reliable	JJ
cord-154587-qbmm5st9	231	8	than	than	IN
cord-154587-qbmm5st9	231	9	simple	simple	JJ
cord-154587-qbmm5st9	231	10	models	model	NNS
cord-154587-qbmm5st9	231	11	[	[	-LRB-
cord-154587-qbmm5st9	231	12	98	98	CD
cord-154587-qbmm5st9	231	13	]	]	-RRB-
cord-154587-qbmm5st9	231	14	.	.	.
cord-154587-qbmm5st9	232	1	[	[	-LRB-
cord-154587-qbmm5st9	232	2	26	26	CD
cord-154587-qbmm5st9	232	3	]	]	-RRB-
cord-154587-qbmm5st9	232	4	,	,	,
cord-154587-qbmm5st9	232	5	[	[	-LRB-
cord-154587-qbmm5st9	232	6	99	99	CD
cord-154587-qbmm5st9	232	7	]	]	-RRB-
cord-154587-qbmm5st9	232	8	,	,	,
cord-154587-qbmm5st9	232	9	[	[	-LRB-
cord-154587-qbmm5st9	232	10	100	100	CD
cord-154587-qbmm5st9	232	11	]	]	-RRB-
cord-154587-qbmm5st9	232	12	COVID-19	covid-19	CD
cord-154587-qbmm5st9	232	13	early	early	JJ
cord-154587-qbmm5st9	232	14	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	232	15	using	use	VBG
cord-154587-qbmm5st9	232	16	medical	medical	JJ
cord-154587-qbmm5st9	232	17	images	image	NNS
cord-154587-qbmm5st9	232	18	.	.	.
cord-154587-qbmm5st9	233	1	Radiology	radiology	NN
cord-154587-qbmm5st9	233	2	images	image	NNS
cord-154587-qbmm5st9	233	3	,	,	,
cord-154587-qbmm5st9	233	4	e.g.	e.g.	RB
cord-154587-qbmm5st9	233	5	chest	chest	NN
cord-154587-qbmm5st9	233	6	X	x	NN
cord-154587-qbmm5st9	233	7	-	-	NN
cord-154587-qbmm5st9	233	8	ray	ray	NN
cord-154587-qbmm5st9	233	9	and	and	CC
cord-154587-qbmm5st9	233	10	CT	CT	NNP
cord-154587-qbmm5st9	233	11	scans	scan	NNS
cord-154587-qbmm5st9	233	12	.	.	.
cord-154587-qbmm5st9	234	1	-Imbalanced	-imbalanced	JJ
cord-154587-qbmm5st9	234	2	datasets	dataset	NNS
cord-154587-qbmm5st9	234	3	due	due	JJ
cord-154587-qbmm5st9	234	4	to	to	IN
cord-154587-qbmm5st9	234	5	insufficient	insufficient	JJ
cord-154587-qbmm5st9	234	6	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	234	7	medical	medical	JJ
cord-154587-qbmm5st9	234	8	image	image	NN
cord-154587-qbmm5st9	234	9	data	datum	NNS
cord-154587-qbmm5st9	234	10	.	.	.
cord-154587-qbmm5st9	235	1	-Long	-Long	.
cord-154587-qbmm5st9	236	1	training	training	NN
cord-154587-qbmm5st9	236	2	time	time	NN
cord-154587-qbmm5st9	236	3	and	and	CC
cord-154587-qbmm5st9	236	4	unable	unable	JJ
cord-154587-qbmm5st9	236	5	to	to	TO
cord-154587-qbmm5st9	236	6	explain	explain	VB
cord-154587-qbmm5st9	236	7	the	the	DT
cord-154587-qbmm5st9	236	8	results	result	NNS
cord-154587-qbmm5st9	236	9	.	.	.
cord-154587-qbmm5st9	237	1	-Generalisation	-Generalisation	NNP
cord-154587-qbmm5st9	238	1	problem	problem	NN
cord-154587-qbmm5st9	238	2	and	and	CC
cord-154587-qbmm5st9	238	3	vulnerable	vulnerable	JJ
cord-154587-qbmm5st9	238	4	to	to	IN
cord-154587-qbmm5st9	238	5	false	false	JJ
cord-154587-qbmm5st9	238	6	negatives	negative	NNS
cord-154587-qbmm5st9	238	7	.	.	.
cord-154587-qbmm5st9	239	1	[	[	-LRB-
cord-154587-qbmm5st9	239	2	101]-	101]-	CD
cord-154587-qbmm5st9	239	3	[	[	-LRB-
cord-154587-qbmm5st9	239	4	119	119	CD
cord-154587-qbmm5st9	239	5	]	]	-RRB-
cord-154587-qbmm5st9	239	6	and	and	CC
cord-154587-qbmm5st9	239	7	works	work	VBZ
cord-154587-qbmm5st9	239	8	in	in	IN
cord-154587-qbmm5st9	239	9	Table	Table	NNP
cord-154587-qbmm5st9	239	10	I	-PRON-	PRP
cord-154587-qbmm5st9	239	11	.	.	.
cord-154587-qbmm5st9	240	1	Deep	deep	JJ
cord-154587-qbmm5st9	240	2	learning	learn	VBG
cord-154587-qbmm5st9	240	3	CNN	CNN	NNP
cord-154587-qbmm5st9	240	4	-	-	HYPH
cord-154587-qbmm5st9	240	5	based	base	VBN
cord-154587-qbmm5st9	240	6	models	model	NNS
cord-154587-qbmm5st9	240	7	(	(	-LRB-
cord-154587-qbmm5st9	240	8	e.g.	e.g.	DT
cord-154587-qbmm5st9	240	9	AlexNet	AlexNet	NNP
cord-154587-qbmm5st9	240	10	[	[	-LRB-
cord-154587-qbmm5st9	240	11	3	3	CD
cord-154587-qbmm5st9	240	12	]	]	-RRB-
cord-154587-qbmm5st9	240	13	,	,	,
cord-154587-qbmm5st9	240	14	GoogLeNet	GoogLeNet	NNP
cord-154587-qbmm5st9	240	15	[	[	-LRB-
cord-154587-qbmm5st9	240	16	4	4	CD
cord-154587-qbmm5st9	240	17	]	]	-RRB-
cord-154587-qbmm5st9	240	18	,	,	,
cord-154587-qbmm5st9	240	19	VGG	VGG	NNP
cord-154587-qbmm5st9	240	20	network	network	NN
cord-154587-qbmm5st9	240	21	[	[	-LRB-
cord-154587-qbmm5st9	240	22	5	5	CD
cord-154587-qbmm5st9	240	23	]	]	-RRB-
cord-154587-qbmm5st9	240	24	,	,	,
cord-154587-qbmm5st9	240	25	ResNet	ResNet	NNP
cord-154587-qbmm5st9	240	26	[	[	-LRB-
cord-154587-qbmm5st9	240	27	6	6	CD
cord-154587-qbmm5st9	240	28	]	]	-RRB-
cord-154587-qbmm5st9	240	29	,	,	,
cord-154587-qbmm5st9	240	30	DenseNet	DenseNet	NNP
cord-154587-qbmm5st9	240	31	[	[	-LRB-
cord-154587-qbmm5st9	240	32	23	23	CD
cord-154587-qbmm5st9	240	33	]	]	-RRB-
cord-154587-qbmm5st9	240	34	,	,	,
cord-154587-qbmm5st9	240	35	ResNeXt	resnext	JJ
cord-154587-qbmm5st9	240	36	[	[	-LRB-
cord-154587-qbmm5st9	240	37	24	24	CD
cord-154587-qbmm5st9	240	38	]	]	-RRB-
cord-154587-qbmm5st9	240	39	,	,	,
cord-154587-qbmm5st9	240	40	and	and	CC
cord-154587-qbmm5st9	240	41	ZFNet	zfnet	JJ
cord-154587-qbmm5st9	240	42	[	[	-LRB-
cord-154587-qbmm5st9	240	43	120	120	CD
cord-154587-qbmm5st9	240	44	]	]	-RRB-
cord-154587-qbmm5st9	240	45	)	)	-RRB-
cord-154587-qbmm5st9	240	46	,	,	,
cord-154587-qbmm5st9	240	47	AIbased	aibased	JJ
cord-154587-qbmm5st9	240	48	computer	computer	NN
cord-154587-qbmm5st9	240	49	vision	vision	NN
cord-154587-qbmm5st9	240	50	camera	camera	NN
cord-154587-qbmm5st9	240	51	systems	system	NNS
cord-154587-qbmm5st9	240	52	,	,	,
cord-154587-qbmm5st9	240	53	and	and	CC
cord-154587-qbmm5st9	240	54	facial	facial	JJ
cord-154587-qbmm5st9	240	55	recognition	recognition	NN
cord-154587-qbmm5st9	240	56	systems	system	NNS
cord-154587-qbmm5st9	240	57	.	.	.
cord-154587-qbmm5st9	241	1	Scan	scan	JJ
cord-154587-qbmm5st9	241	2	crowds	crowd	NNS
cord-154587-qbmm5st9	241	3	for	for	IN
cord-154587-qbmm5st9	241	4	people	people	NNS
cord-154587-qbmm5st9	241	5	with	with	IN
cord-154587-qbmm5st9	241	6	high	high	JJ
cord-154587-qbmm5st9	241	7	temperature	temperature	NN
cord-154587-qbmm5st9	241	8	,	,	,
cord-154587-qbmm5st9	241	9	and	and	CC
cord-154587-qbmm5st9	241	10	monitor	monitor	VB
cord-154587-qbmm5st9	241	11	people	people	NNS
cord-154587-qbmm5st9	241	12	for	for	IN
cord-154587-qbmm5st9	241	13	social	social	JJ
cord-154587-qbmm5st9	241	14	distancing	distancing	NN
cord-154587-qbmm5st9	241	15	and	and	CC
cord-154587-qbmm5st9	241	16	mask	mask	NN
cord-154587-qbmm5st9	241	17	-	-	HYPH
cord-154587-qbmm5st9	241	18	wearing	wear	VBG
cord-154587-qbmm5st9	241	19	or	or	CC
cord-154587-qbmm5st9	241	20	during	during	IN
cord-154587-qbmm5st9	241	21	lockdown	lockdown	NN
cord-154587-qbmm5st9	241	22	.	.	.
cord-154587-qbmm5st9	242	1	Infrared	infrared	JJ
cord-154587-qbmm5st9	242	2	camera	camera	NN
cord-154587-qbmm5st9	242	3	images	image	NNS
cord-154587-qbmm5st9	242	4	,	,	,
cord-154587-qbmm5st9	242	5	thermal	thermal	JJ
cord-154587-qbmm5st9	242	6	scans	scan	NNS
cord-154587-qbmm5st9	242	7	.	.	.
cord-154587-qbmm5st9	243	1	-Cannot	-Cannot	:
cord-154587-qbmm5st9	243	2	measure	measure	VB
cord-154587-qbmm5st9	243	3	inner	inner	JJ
cord-154587-qbmm5st9	243	4	-	-	HYPH
cord-154587-qbmm5st9	243	5	body	body	NN
cord-154587-qbmm5st9	243	6	temperature	temperature	NN
cord-154587-qbmm5st9	243	7	and	and	CC
cord-154587-qbmm5st9	243	8	a	a	DT
cord-154587-qbmm5st9	243	9	proportion	proportion	NN
cord-154587-qbmm5st9	243	10	of	of	IN
cord-154587-qbmm5st9	243	11	patients	patient	NNS
cord-154587-qbmm5st9	243	12	are	be	VBP
cord-154587-qbmm5st9	243	13	asymptomatic	asymptomatic	JJ
cord-154587-qbmm5st9	243	14	,	,	,
cord-154587-qbmm5st9	243	15	leading	lead	VBG
cord-154587-qbmm5st9	243	16	to	to	IN
cord-154587-qbmm5st9	243	17	imprecise	imprecise	JJ
cord-154587-qbmm5st9	243	18	results	result	NNS
cord-154587-qbmm5st9	243	19	.	.	.
cord-154587-qbmm5st9	244	1	-Privacy	-Privacy	.
cord-154587-qbmm5st9	245	1	invasion	invasion	NN
cord-154587-qbmm5st9	245	2	issues	issue	NNS
cord-154587-qbmm5st9	245	3	.	.	.
cord-154587-qbmm5st9	246	1	[	[	-LRB-
cord-154587-qbmm5st9	246	2	121]-	121]-	CD
cord-154587-qbmm5st9	246	3	[	[	-LRB-
cord-154587-qbmm5st9	246	4	123	123	CD
cord-154587-qbmm5st9	246	5	]	]	-RRB-
cord-154587-qbmm5st9	246	6	Analyse	analyse	VB
cord-154587-qbmm5st9	246	7	viral	viral	JJ
cord-154587-qbmm5st9	246	8	genomes	genome	NNS
cord-154587-qbmm5st9	246	9	,	,	,
cord-154587-qbmm5st9	246	10	create	create	VB
cord-154587-qbmm5st9	246	11	evolutionary	evolutionary	JJ
cord-154587-qbmm5st9	246	12	(	(	-LRB-
cord-154587-qbmm5st9	246	13	phylogenetic	phylogenetic	JJ
cord-154587-qbmm5st9	246	14	)	)	-RRB-
cord-154587-qbmm5st9	246	15	tree	tree	NN
cord-154587-qbmm5st9	246	16	,	,	,
cord-154587-qbmm5st9	246	17	find	find	VB
cord-154587-qbmm5st9	246	18	virus	virus	NN
cord-154587-qbmm5st9	246	19	origin	origin	NN
cord-154587-qbmm5st9	246	20	,	,	,
cord-154587-qbmm5st9	246	21	track	track	VBP
cord-154587-qbmm5st9	246	22	physiological	physiological	JJ
cord-154587-qbmm5st9	246	23	and	and	CC
cord-154587-qbmm5st9	246	24	genetic	genetic	JJ
cord-154587-qbmm5st9	246	25	changes	change	NNS
cord-154587-qbmm5st9	246	26	,	,	,
cord-154587-qbmm5st9	246	27	predict	predict	VB
cord-154587-qbmm5st9	246	28	protein	protein	NN
cord-154587-qbmm5st9	246	29	secondary	secondary	JJ
cord-154587-qbmm5st9	246	30	and	and	CC
cord-154587-qbmm5st9	246	31	tertiary	tertiary	JJ
cord-154587-qbmm5st9	246	32	structures	structure	NNS
cord-154587-qbmm5st9	246	33	.	.	.
cord-154587-qbmm5st9	247	1	Viral	viral	JJ
cord-154587-qbmm5st9	247	2	genome	genome	NN
cord-154587-qbmm5st9	247	3	and	and	CC
cord-154587-qbmm5st9	247	4	protein	protein	NN
cord-154587-qbmm5st9	247	5	sequence	sequence	NN
cord-154587-qbmm5st9	247	6	data	datum	NNS
cord-154587-qbmm5st9	248	1	-Computational	-computational	JJ
cord-154587-qbmm5st9	248	2	expenses	expense	NNS
cord-154587-qbmm5st9	248	3	are	be	VBP
cord-154587-qbmm5st9	248	4	huge	huge	JJ
cord-154587-qbmm5st9	248	5	for	for	IN
cord-154587-qbmm5st9	248	6	aligning	align	VBG
cord-154587-qbmm5st9	248	7	a	a	DT
cord-154587-qbmm5st9	248	8	large	large	JJ
cord-154587-qbmm5st9	248	9	dataset	dataset	NN
cord-154587-qbmm5st9	248	10	of	of	IN
cord-154587-qbmm5st9	248	11	genomic	genomic	JJ
cord-154587-qbmm5st9	248	12	or	or	CC
cord-154587-qbmm5st9	248	13	proteomic	proteomic	JJ
cord-154587-qbmm5st9	248	14	sequences	sequence	NNS
cord-154587-qbmm5st9	248	15	.	.	.
cord-154587-qbmm5st9	249	1	-Deep	-deep	JJ
cord-154587-qbmm5st9	249	2	learning	learning	NN
cord-154587-qbmm5st9	249	3	models	model	NNS
cord-154587-qbmm5st9	249	4	take	take	VBP
cord-154587-qbmm5st9	249	5	long	long	JJ
cord-154587-qbmm5st9	249	6	training	training	NN
cord-154587-qbmm5st9	249	7	time	time	NN
cord-154587-qbmm5st9	249	8	,	,	,
cord-154587-qbmm5st9	249	9	especially	especially	RB
cord-154587-qbmm5st9	249	10	for	for	IN
cord-154587-qbmm5st9	249	11	large	large	JJ
cord-154587-qbmm5st9	249	12	datasets	dataset	NNS
cord-154587-qbmm5st9	249	13	,	,	,
cord-154587-qbmm5st9	249	14	and	and	CC
cord-154587-qbmm5st9	249	15	are	be	VBP
cord-154587-qbmm5st9	249	16	normally	normally	RB
cord-154587-qbmm5st9	249	17	unexplainable	unexplainable	JJ
cord-154587-qbmm5st9	249	18	.	.	.
cord-154587-qbmm5st9	250	1	[	[	-LRB-
cord-154587-qbmm5st9	250	2	55	55	CD
cord-154587-qbmm5st9	250	3	]	]	-RRB-
cord-154587-qbmm5st9	250	4	,	,	,
cord-154587-qbmm5st9	250	5	[	[	-LRB-
cord-154587-qbmm5st9	250	6	75	75	CD
cord-154587-qbmm5st9	250	7	]	]	-RRB-
cord-154587-qbmm5st9	250	8	,	,	,
cord-154587-qbmm5st9	250	9	DeepMinds	DeepMinds	NNP
cord-154587-qbmm5st9	250	10	AlphaFold	AlphaFold	NNP
cord-154587-qbmm5st9	250	11	[	[	-LRB-
cord-154587-qbmm5st9	250	12	48	48	CD
cord-154587-qbmm5st9	250	13	]	]	-RRB-
cord-154587-qbmm5st9	250	14	,	,	,
cord-154587-qbmm5st9	250	15	[	[	-LRB-
cord-154587-qbmm5st9	250	16	49	49	CD
cord-154587-qbmm5st9	250	17	]	]	-RRB-
cord-154587-qbmm5st9	251	1	-Sequence	-Sequence	NNP
cord-154587-qbmm5st9	252	1	alignment	alignment	NN
cord-154587-qbmm5st9	252	2	,	,	,
cord-154587-qbmm5st9	252	3	e.g.	e.g.	DT
cord-154587-qbmm5st9	252	4	dynamic	dynamic	JJ
cord-154587-qbmm5st9	252	5	programming	programming	NN
cord-154587-qbmm5st9	252	6	,	,	,
cord-154587-qbmm5st9	252	7	heuristic	heuristic	JJ
cord-154587-qbmm5st9	252	8	and	and	CC
cord-154587-qbmm5st9	252	9	probabilistic	probabilistic	JJ
cord-154587-qbmm5st9	252	10	methods	method	NNS
cord-154587-qbmm5st9	252	11	.	.	.
cord-154587-qbmm5st9	253	1	-Clustering	-clustere	VBG
cord-154587-qbmm5st9	254	1	algorithms	algorithm	NNS
cord-154587-qbmm5st9	254	2	,	,	,
cord-154587-qbmm5st9	254	3	e.g.	e.g.	DT
cord-154587-qbmm5st9	254	4	hierarchical	hierarchical	JJ
cord-154587-qbmm5st9	254	5	clustering	clustering	NN
cord-154587-qbmm5st9	254	6	,	,	,
cord-154587-qbmm5st9	254	7	k	k	NN
cord-154587-qbmm5st9	254	8	-	-	HYPH
cord-154587-qbmm5st9	254	9	means	mean	NNS
cord-154587-qbmm5st9	254	10	,	,	,
cord-154587-qbmm5st9	254	11	DBSCAN	DBSCAN	NNP
cord-154587-qbmm5st9	254	12	[	[	-LRB-
cord-154587-qbmm5st9	254	13	72	72	CD
cord-154587-qbmm5st9	254	14	]	]	-RRB-
cord-154587-qbmm5st9	254	15	and	and	CC
cord-154587-qbmm5st9	254	16	supervised	supervise	VBD
cord-154587-qbmm5st9	254	17	deep	deep	JJ
cord-154587-qbmm5st9	254	18	learning	learning	NN
cord-154587-qbmm5st9	254	19	.	.	.
cord-154587-qbmm5st9	255	1	Discover	discover	VB
cord-154587-qbmm5st9	255	2	vaccine	vaccine	NN
cord-154587-qbmm5st9	255	3	and	and	CC
cord-154587-qbmm5st9	255	4	drug	drug	NN
cord-154587-qbmm5st9	255	5	biochemical	biochemical	JJ
cord-154587-qbmm5st9	255	6	compounds	compound	NNS
cord-154587-qbmm5st9	255	7	and	and	CC
cord-154587-qbmm5st9	255	8	candidates	candidate	NNS
cord-154587-qbmm5st9	255	9	,	,	,
cord-154587-qbmm5st9	255	10	and	and	CC
cord-154587-qbmm5st9	255	11	optimize	optimize	VB
cord-154587-qbmm5st9	255	12	clinical	clinical	JJ
cord-154587-qbmm5st9	255	13	trials	trial	NNS
cord-154587-qbmm5st9	255	14	.	.	.
cord-154587-qbmm5st9	256	1	Viral	viral	JJ
cord-154587-qbmm5st9	256	2	genome	genome	NN
cord-154587-qbmm5st9	256	3	and	and	CC
cord-154587-qbmm5st9	256	4	protein	protein	NN
cord-154587-qbmm5st9	256	5	sequences	sequence	NNS
cord-154587-qbmm5st9	256	6	,	,	,
cord-154587-qbmm5st9	256	7	transcriptome	transcriptome	NN
cord-154587-qbmm5st9	256	8	data	datum	NNS
cord-154587-qbmm5st9	256	9	,	,	,
cord-154587-qbmm5st9	256	10	drug	drug	NN
cord-154587-qbmm5st9	256	11	-	-	HYPH
cord-154587-qbmm5st9	256	12	target	target	NN
cord-154587-qbmm5st9	256	13	interactions	interaction	NNS
cord-154587-qbmm5st9	256	14	,	,	,
cord-154587-qbmm5st9	256	15	protein	protein	NN
cord-154587-qbmm5st9	256	16	-	-	HYPH
cord-154587-qbmm5st9	256	17	protein	protein	NN
cord-154587-qbmm5st9	256	18	interactions	interaction	NNS
cord-154587-qbmm5st9	256	19	,	,	,
cord-154587-qbmm5st9	256	20	crystal	crystal	NN
cord-154587-qbmm5st9	256	21	structure	structure	NN
cord-154587-qbmm5st9	256	22	of	of	IN
cord-154587-qbmm5st9	256	23	protein	protein	NN
cord-154587-qbmm5st9	256	24	,	,	,
cord-154587-qbmm5st9	256	25	cocrystalized	cocrystalized	JJ
cord-154587-qbmm5st9	256	26	ligands	ligand	NNS
cord-154587-qbmm5st9	256	27	,	,	,
cord-154587-qbmm5st9	256	28	homology	homology	NN
cord-154587-qbmm5st9	256	29	model	model	NN
cord-154587-qbmm5st9	256	30	of	of	IN
cord-154587-qbmm5st9	256	31	proteins	protein	NNS
cord-154587-qbmm5st9	256	32	,	,	,
cord-154587-qbmm5st9	256	33	and	and	CC
cord-154587-qbmm5st9	256	34	clinical	clinical	JJ
cord-154587-qbmm5st9	256	35	data	datum	NNS
cord-154587-qbmm5st9	256	36	.	.	.
cord-154587-qbmm5st9	257	1	-Dealing	-deale	VBG
cord-154587-qbmm5st9	257	2	with	with	IN
cord-154587-qbmm5st9	257	3	big	big	JJ
cord-154587-qbmm5st9	257	4	genomic	genomic	JJ
cord-154587-qbmm5st9	257	5	and	and	CC
cord-154587-qbmm5st9	257	6	proteomic	proteomic	JJ
cord-154587-qbmm5st9	257	7	data	datum	NNS
cord-154587-qbmm5st9	257	8	.	.	.
cord-154587-qbmm5st9	258	1	-Results	-Results	NNP
cord-154587-qbmm5st9	258	2	need	need	VBP
cord-154587-qbmm5st9	258	3	to	to	TO
cord-154587-qbmm5st9	258	4	be	be	VB
cord-154587-qbmm5st9	258	5	verified	verify	VBN
cord-154587-qbmm5st9	258	6	with	with	IN
cord-154587-qbmm5st9	258	7	experimental	experimental	JJ
cord-154587-qbmm5st9	258	8	studies	study	NNS
cord-154587-qbmm5st9	258	9	.	.	.
cord-154587-qbmm5st9	259	1	-It	-it	NN
cord-154587-qbmm5st9	259	2	can	can	MD
cord-154587-qbmm5st9	259	3	take	take	VB
cord-154587-qbmm5st9	259	4	long	long	JJ
cord-154587-qbmm5st9	259	5	time	time	NN
cord-154587-qbmm5st9	259	6	for	for	IN
cord-154587-qbmm5st9	259	7	a	a	DT
cord-154587-qbmm5st9	259	8	promising	promising	JJ
cord-154587-qbmm5st9	259	9	candidate	candidate	NN
cord-154587-qbmm5st9	259	10	to	to	TO
cord-154587-qbmm5st9	259	11	become	become	VB
cord-154587-qbmm5st9	259	12	a	a	DT
cord-154587-qbmm5st9	259	13	viable	viable	JJ
cord-154587-qbmm5st9	259	14	vaccine	vaccine	NN
cord-154587-qbmm5st9	259	15	or	or	CC
cord-154587-qbmm5st9	259	16	treatment	treatment	NN
cord-154587-qbmm5st9	259	17	method	method	NN
cord-154587-qbmm5st9	259	18	.	.	.
cord-154587-qbmm5st9	260	1	[	[	-LRB-
cord-154587-qbmm5st9	260	2	50	50	CD
cord-154587-qbmm5st9	260	3	]	]	-RRB-
cord-154587-qbmm5st9	260	4	,	,	,
cord-154587-qbmm5st9	260	5	[	[	-LRB-
cord-154587-qbmm5st9	260	6	124	124	CD
cord-154587-qbmm5st9	260	7	]	]	-RRB-
cord-154587-qbmm5st9	260	8	-	-	:
cord-154587-qbmm5st9	260	9	[	[	-LRB-
cord-154587-qbmm5st9	260	10	132	132	CD
cord-154587-qbmm5st9	260	11	]	]	-RRB-
cord-154587-qbmm5st9	261	1	Heuristic	heuristic	JJ
cord-154587-qbmm5st9	261	2	algorithm	algorithm	NN
cord-154587-qbmm5st9	261	3	,	,	,
cord-154587-qbmm5st9	261	4	graph	graph	NN
cord-154587-qbmm5st9	261	5	theory	theory	NN
cord-154587-qbmm5st9	261	6	,	,	,
cord-154587-qbmm5st9	261	7	combinatorics	combinatoric	NNS
cord-154587-qbmm5st9	261	8	,	,	,
cord-154587-qbmm5st9	261	9	and	and	CC
cord-154587-qbmm5st9	261	10	machine	machine	NN
cord-154587-qbmm5st9	261	11	learning	learn	VBG
cord-154587-qbmm5st9	261	12	such	such	JJ
cord-154587-qbmm5st9	261	13	as	as	IN
cord-154587-qbmm5st9	261	14	adversarial	adversarial	JJ
cord-154587-qbmm5st9	261	15	autoencoders	autoencoder	NNS
cord-154587-qbmm5st9	261	16	[	[	-LRB-
cord-154587-qbmm5st9	261	17	50	50	CD
cord-154587-qbmm5st9	261	18	]	]	-RRB-
cord-154587-qbmm5st9	261	19	,	,	,
cord-154587-qbmm5st9	261	20	multitask	multitask	VB
cord-154587-qbmm5st9	261	21	CNN	CNN	NNP
cord-154587-qbmm5st9	261	22	[	[	-LRB-
cord-154587-qbmm5st9	261	23	124	124	CD
cord-154587-qbmm5st9	261	24	]	]	-RRB-
cord-154587-qbmm5st9	261	25	,	,	,
cord-154587-qbmm5st9	261	26	GAN	GAN	NNP
cord-154587-qbmm5st9	261	27	[	[	-LRB-
cord-154587-qbmm5st9	261	28	50	50	CD
cord-154587-qbmm5st9	261	29	]	]	-RRB-
cord-154587-qbmm5st9	261	30	,	,	,
cord-154587-qbmm5st9	261	31	[	[	-LRB-
cord-154587-qbmm5st9	261	32	125	125	CD
cord-154587-qbmm5st9	261	33	]	]	-RRB-
cord-154587-qbmm5st9	261	34	,	,	,
cord-154587-qbmm5st9	261	35	deep	deep	JJ
cord-154587-qbmm5st9	261	36	reinforcement	reinforcement	NN
cord-154587-qbmm5st9	261	37	learning	learn	VBG
cord-154587-qbmm5st9	261	38	[	[	-LRB-
cord-154587-qbmm5st9	261	39	50	50	CD
cord-154587-qbmm5st9	261	40	]	]	-RRB-
cord-154587-qbmm5st9	261	41	,	,	,
cord-154587-qbmm5st9	261	42	[	[	-LRB-
cord-154587-qbmm5st9	261	43	126	126	CD
cord-154587-qbmm5st9	261	44	]	]	-RRB-
cord-154587-qbmm5st9	261	45	,	,	,
cord-154587-qbmm5st9	261	46	[	[	-LRB-
cord-154587-qbmm5st9	261	47	127	127	CD
cord-154587-qbmm5st9	261	48	]	]	-RRB-
cord-154587-qbmm5st9	261	49	.	.	.
cord-154587-qbmm5st9	262	1	Making	make	VBG
cord-154587-qbmm5st9	262	2	drones	drone	NNS
cord-154587-qbmm5st9	262	3	and	and	CC
cord-154587-qbmm5st9	262	4	robots	robot	NNS
cord-154587-qbmm5st9	262	5	for	for	IN
cord-154587-qbmm5st9	262	6	disinfection	disinfection	NN
cord-154587-qbmm5st9	262	7	,	,	,
cord-154587-qbmm5st9	262	8	cleaning	cleaning	NN
cord-154587-qbmm5st9	262	9	,	,	,
cord-154587-qbmm5st9	262	10	obtaining	obtain	VBG
cord-154587-qbmm5st9	262	11	patients	patient	NNS
cord-154587-qbmm5st9	262	12	vital	vital	JJ
cord-154587-qbmm5st9	262	13	signs	sign	NNS
cord-154587-qbmm5st9	262	14	,	,	,
cord-154587-qbmm5st9	262	15	distance	distance	NN
cord-154587-qbmm5st9	262	16	treatment	treatment	NN
cord-154587-qbmm5st9	262	17	,	,	,
cord-154587-qbmm5st9	262	18	and	and	CC
cord-154587-qbmm5st9	262	19	deliver	deliver	VB
cord-154587-qbmm5st9	262	20	medication	medication	NN
cord-154587-qbmm5st9	262	21	.	.	.
cord-154587-qbmm5st9	263	1	Simulation	simulation	NN
cord-154587-qbmm5st9	263	2	environments	environment	NNS
cord-154587-qbmm5st9	263	3	and	and	CC
cord-154587-qbmm5st9	263	4	demonstration	demonstration	NN
cord-154587-qbmm5st9	263	5	data	datum	NNS
cord-154587-qbmm5st9	263	6	for	for	IN
cord-154587-qbmm5st9	263	7	training	train	VBG
cord-154587-qbmm5st9	263	8	autonomous	autonomous	JJ
cord-154587-qbmm5st9	263	9	agents	agent	NNS
cord-154587-qbmm5st9	263	10	.	.	.
cord-154587-qbmm5st9	264	1	-Safety	-Safety	NNP
cord-154587-qbmm5st9	264	2	must	must	MD
cord-154587-qbmm5st9	264	3	be	be	VB
cord-154587-qbmm5st9	264	4	guaranteed	guarantee	VBN
cord-154587-qbmm5st9	264	5	at	at	IN
cord-154587-qbmm5st9	264	6	the	the	DT
cord-154587-qbmm5st9	264	7	highest	high	JJS
cord-154587-qbmm5st9	264	8	level	level	NN
cord-154587-qbmm5st9	264	9	.	.	.
cord-154587-qbmm5st9	265	1	-Trust	-Trust	:
cord-154587-qbmm5st9	265	2	in	in	IN
cord-154587-qbmm5st9	265	3	autonomous	autonomous	JJ
cord-154587-qbmm5st9	265	4	systems	system	NNS
cord-154587-qbmm5st9	265	5	.	.	.
cord-154587-qbmm5st9	266	1	-Huge	-Huge	:
cord-154587-qbmm5st9	266	2	efforts	effort	NNS
cord-154587-qbmm5st9	266	3	from	from	IN
cord-154587-qbmm5st9	266	4	training	train	VBG
cord-154587-qbmm5st9	266	5	agents	agent	NNS
cord-154587-qbmm5st9	266	6	to	to	IN
cord-154587-qbmm5st9	266	7	implementing	implement	VBG
cord-154587-qbmm5st9	266	8	them	-PRON-	PRP
cord-154587-qbmm5st9	266	9	to	to	IN
cord-154587-qbmm5st9	266	10	real	real	JJ
cord-154587-qbmm5st9	266	11	machines	machine	NNS
cord-154587-qbmm5st9	266	12	.	.	.
cord-154587-qbmm5st9	267	1	[	[	-LRB-
cord-154587-qbmm5st9	267	2	133]-	133]-	CD
cord-154587-qbmm5st9	267	3	[	[	-LRB-
cord-154587-qbmm5st9	267	4	136	136	CD
cord-154587-qbmm5st9	267	5	]	]	-RRB-
cord-154587-qbmm5st9	267	6	Deep	deep	JJ
cord-154587-qbmm5st9	267	7	learning	learning	NN
cord-154587-qbmm5st9	267	8	,	,	,
cord-154587-qbmm5st9	267	9	computer	computer	NN
cord-154587-qbmm5st9	267	10	vision	vision	NN
cord-154587-qbmm5st9	267	11	,	,	,
cord-154587-qbmm5st9	267	12	optimization	optimization	NN
cord-154587-qbmm5st9	267	13	and	and	CC
cord-154587-qbmm5st9	267	14	control	control	NN
cord-154587-qbmm5st9	267	15	,	,	,
cord-154587-qbmm5st9	267	16	transfer	transfer	NN
cord-154587-qbmm5st9	267	17	learning	learning	NN
cord-154587-qbmm5st9	267	18	,	,	,
cord-154587-qbmm5st9	267	19	deep	deep	JJ
cord-154587-qbmm5st9	267	20	reinforcement	reinforcement	NN
cord-154587-qbmm5st9	267	21	learning	learn	VBG
cord-154587-qbmm5st9	267	22	[	[	-LRB-
cord-154587-qbmm5st9	267	23	137	137	CD
cord-154587-qbmm5st9	267	24	]	]	-RRB-
cord-154587-qbmm5st9	267	25	,	,	,
cord-154587-qbmm5st9	267	26	learning	learn	VBG
cord-154587-qbmm5st9	267	27	from	from	IN
cord-154587-qbmm5st9	267	28	demonstrations	demonstration	NNS
cord-154587-qbmm5st9	267	29	.	.	.
cord-154587-qbmm5st9	268	1	Track	track	VB
cord-154587-qbmm5st9	268	2	and	and	CC
cord-154587-qbmm5st9	268	3	predict	predict	VB
cord-154587-qbmm5st9	268	4	economic	economic	JJ
cord-154587-qbmm5st9	268	5	recovery	recovery	NN
cord-154587-qbmm5st9	268	6	via	via	IN
cord-154587-qbmm5st9	268	7	,	,	,
cord-154587-qbmm5st9	269	1	e.g.	e.g.	IN
cord-154587-qbmm5st9	269	2	detection	detection	NN
cord-154587-qbmm5st9	269	3	of	of	IN
cord-154587-qbmm5st9	269	4	solar	solar	JJ
cord-154587-qbmm5st9	269	5	panel	panel	NN
cord-154587-qbmm5st9	269	6	installations	installation	NNS
cord-154587-qbmm5st9	269	7	,	,	,
cord-154587-qbmm5st9	269	8	counting	count	VBG
cord-154587-qbmm5st9	269	9	cars	car	NNS
cord-154587-qbmm5st9	269	10	in	in	IN
cord-154587-qbmm5st9	269	11	parking	parking	NN
cord-154587-qbmm5st9	269	12	lots	lot	NNS
cord-154587-qbmm5st9	269	13	.	.	.
cord-154587-qbmm5st9	270	1	Satellite	satellite	NN
cord-154587-qbmm5st9	270	2	images	image	NNS
cord-154587-qbmm5st9	270	3	,	,	,
cord-154587-qbmm5st9	270	4	GPS	GPS	NNP
cord-154587-qbmm5st9	270	5	data	datum	NNS
cord-154587-qbmm5st9	270	6	(	(	-LRB-
cord-154587-qbmm5st9	270	7	e.g.	e.g.	RB
cord-154587-qbmm5st9	270	8	daily	daily	JJ
cord-154587-qbmm5st9	270	9	anonymized	anonymized	JJ
cord-154587-qbmm5st9	270	10	data	datum	NNS
cord-154587-qbmm5st9	270	11	from	from	IN
cord-154587-qbmm5st9	270	12	mobile	mobile	JJ
cord-154587-qbmm5st9	270	13	phone	phone	NN
cord-154587-qbmm5st9	270	14	users	user	NNS
cord-154587-qbmm5st9	270	15	to	to	TO
cord-154587-qbmm5st9	270	16	count	count	VB
cord-154587-qbmm5st9	270	17	the	the	DT
cord-154587-qbmm5st9	270	18	number	number	NN
cord-154587-qbmm5st9	270	19	of	of	IN
cord-154587-qbmm5st9	270	20	commuters	commuter	NNS
cord-154587-qbmm5st9	270	21	in	in	IN
cord-154587-qbmm5st9	270	22	cities	city	NNS
cord-154587-qbmm5st9	270	23	)	)	-RRB-
cord-154587-qbmm5st9	270	24	.	.	.
cord-154587-qbmm5st9	271	1	-Difficult	-difficult	VB
cord-154587-qbmm5st9	271	2	to	to	TO
cord-154587-qbmm5st9	271	3	obtain	obtain	VB
cord-154587-qbmm5st9	271	4	satellite	satellite	NN
cord-154587-qbmm5st9	271	5	data	datum	NNS
cord-154587-qbmm5st9	271	6	in	in	IN
cord-154587-qbmm5st9	271	7	some	some	DT
cord-154587-qbmm5st9	271	8	regions	region	NNS
cord-154587-qbmm5st9	271	9	.	.	.
cord-154587-qbmm5st9	272	1	-Noise	-Noise	:
cord-154587-qbmm5st9	272	2	in	in	RP
cord-154587-qbmm5st9	272	3	satellite	satellite	NN
cord-154587-qbmm5st9	272	4	images	image	NNS
cord-154587-qbmm5st9	272	5	.	.	.
cord-154587-qbmm5st9	273	1	-Anonymized	-Anonymized	NNP
cord-154587-qbmm5st9	273	2	mobile	mobile	JJ
cord-154587-qbmm5st9	273	3	phone	phone	NN
cord-154587-qbmm5st9	273	4	data	datum	NNS
cord-154587-qbmm5st9	273	5	security	security	NN
cord-154587-qbmm5st9	273	6	.	.	.
cord-154587-qbmm5st9	274	1	[	[	-LRB-
cord-154587-qbmm5st9	274	2	138	138	CD
cord-154587-qbmm5st9	274	3	]	]	-RRB-
cord-154587-qbmm5st9	274	4	,	,	,
cord-154587-qbmm5st9	274	5	[	[	-LRB-
cord-154587-qbmm5st9	274	6	139	139	CD
cord-154587-qbmm5st9	274	7	]	]	-RRB-
cord-154587-qbmm5st9	274	8	Deep	deep	JJ
cord-154587-qbmm5st9	274	9	learning	learning	NN
cord-154587-qbmm5st9	274	10	,	,	,
cord-154587-qbmm5st9	275	1	e.g.	e.g.	IN
cord-154587-qbmm5st9	275	2	autoencoder	autoencoder	NN
cord-154587-qbmm5st9	275	3	models	model	NNS
cord-154587-qbmm5st9	275	4	for	for	IN
cord-154587-qbmm5st9	275	5	feature	feature	NN
cord-154587-qbmm5st9	275	6	extraction	extraction	NN
cord-154587-qbmm5st9	275	7	and	and	CC
cord-154587-qbmm5st9	275	8	dimensionality	dimensionality	NN
cord-154587-qbmm5st9	275	9	reduction	reduction	NN
cord-154587-qbmm5st9	275	10	,	,	,
cord-154587-qbmm5st9	275	11	and	and	CC
cord-154587-qbmm5st9	275	12	CNN	CNN	NNP
cord-154587-qbmm5st9	275	13	-	-	HYPH
cord-154587-qbmm5st9	275	14	based	base	VBN
cord-154587-qbmm5st9	275	15	models	model	NNS
cord-154587-qbmm5st9	275	16	for	for	IN
cord-154587-qbmm5st9	275	17	object	object	NN
cord-154587-qbmm5st9	275	18	detection	detection	NN
cord-154587-qbmm5st9	275	19	.	.	.
cord-154587-qbmm5st9	276	1	Types	type	NNS
cord-154587-qbmm5st9	276	2	of	of	IN
cord-154587-qbmm5st9	276	3	Data	data	NN
cord-154587-qbmm5st9	276	4	Challenges	challenge	NNS
cord-154587-qbmm5st9	277	1	Related	related	JJ
cord-154587-qbmm5st9	277	2	AI	ai	NN
cord-154587-qbmm5st9	277	3	Methods	method	NNS
cord-154587-qbmm5st9	277	4	Real	real	JJ
cord-154587-qbmm5st9	277	5	-	-	HYPH
cord-154587-qbmm5st9	277	6	time	time	NN
cord-154587-qbmm5st9	277	7	spread	spread	NN
cord-154587-qbmm5st9	277	8	tracking	tracking	NN
cord-154587-qbmm5st9	277	9	,	,	,
cord-154587-qbmm5st9	277	10	surveillance	surveillance	NN
cord-154587-qbmm5st9	277	11	,	,	,
cord-154587-qbmm5st9	277	12	early	early	JJ
cord-154587-qbmm5st9	277	13	warning	warning	NN
cord-154587-qbmm5st9	277	14	and	and	CC
cord-154587-qbmm5st9	277	15	alerts	alert	NNS
cord-154587-qbmm5st9	277	16	for	for	IN
cord-154587-qbmm5st9	277	17	particular	particular	JJ
cord-154587-qbmm5st9	277	18	geographical	geographical	JJ
cord-154587-qbmm5st9	277	19	locations	location	NNS
cord-154587-qbmm5st9	277	20	,	,	,
cord-154587-qbmm5st9	277	21	like	like	IN
cord-154587-qbmm5st9	277	22	the	the	DT
cord-154587-qbmm5st9	277	23	global	global	JJ
cord-154587-qbmm5st9	277	24	Zika	Zika	NNP
cord-154587-qbmm5st9	277	25	virus	virus	NN
cord-154587-qbmm5st9	277	26	spread	spread	NN
cord-154587-qbmm5st9	277	27	model	model	NN
cord-154587-qbmm5st9	277	28	BlueDot	BlueDot	NNP
cord-154587-qbmm5st9	277	29	[	[	-LRB-
cord-154587-qbmm5st9	277	30	140	140	CD
cord-154587-qbmm5st9	277	31	]	]	-RRB-
cord-154587-qbmm5st9	277	32	.	.	.
cord-154587-qbmm5st9	278	1	Anonymized	anonymized	JJ
cord-154587-qbmm5st9	278	2	location	location	NN
cord-154587-qbmm5st9	278	3	data	datum	NNS
cord-154587-qbmm5st9	278	4	from	from	IN
cord-154587-qbmm5st9	278	5	cellphones	cellphone	NNS
cord-154587-qbmm5st9	278	6	,	,	,
cord-154587-qbmm5st9	278	7	flight	flight	NN
cord-154587-qbmm5st9	278	8	itinerary	itinerary	NN
cord-154587-qbmm5st9	278	9	data	datum	NNS
cord-154587-qbmm5st9	278	10	,	,	,
cord-154587-qbmm5st9	278	11	ecological	ecological	JJ
cord-154587-qbmm5st9	278	12	data	datum	NNS
cord-154587-qbmm5st9	278	13	,	,	,
cord-154587-qbmm5st9	278	14	animal	animal	NN
cord-154587-qbmm5st9	278	15	and	and	CC
cord-154587-qbmm5st9	278	16	plant	plant	NN
cord-154587-qbmm5st9	278	17	disease	disease	NN
cord-154587-qbmm5st9	278	18	networks	network	NNS
cord-154587-qbmm5st9	278	19	,	,	,
cord-154587-qbmm5st9	278	20	temperature	temperature	NN
cord-154587-qbmm5st9	278	21	profiles	profile	NNS
cord-154587-qbmm5st9	278	22	,	,	,
cord-154587-qbmm5st9	278	23	foreign	foreign	JJ
cord-154587-qbmm5st9	278	24	-	-	HYPH
cord-154587-qbmm5st9	278	25	language	language	NN
cord-154587-qbmm5st9	278	26	news	news	NN
cord-154587-qbmm5st9	278	27	reports	report	NNS
cord-154587-qbmm5st9	278	28	,	,	,
cord-154587-qbmm5st9	278	29	public	public	JJ
cord-154587-qbmm5st9	278	30	announcements	announcement	NNS
cord-154587-qbmm5st9	278	31	,	,	,
cord-154587-qbmm5st9	278	32	and	and	CC
cord-154587-qbmm5st9	278	33	population	population	NN
cord-154587-qbmm5st9	278	34	distribution	distribution	NN
cord-154587-qbmm5st9	278	35	data	datum	NNS
cord-154587-qbmm5st9	278	36	,	,	,
cord-154587-qbmm5st9	278	37	e.g.	e.g.	JJ
cord-154587-qbmm5st9	278	38	LandScan	landscan	JJ
cord-154587-qbmm5st9	278	39	datasets	dataset	NNS
cord-154587-qbmm5st9	278	40	[	[	-LRB-
cord-154587-qbmm5st9	278	41	141	141	CD
cord-154587-qbmm5st9	278	42	]	]	-RRB-
cord-154587-qbmm5st9	278	43	.	.	.
cord-154587-qbmm5st9	279	1	-Insufficient	-Insufficient	NNP
cord-154587-qbmm5st9	280	1	data	datum	NNS
cord-154587-qbmm5st9	280	2	in	in	IN
cord-154587-qbmm5st9	280	3	some	some	DT
cord-154587-qbmm5st9	280	4	regions	region	NNS
cord-154587-qbmm5st9	280	5	of	of	IN
cord-154587-qbmm5st9	280	6	the	the	DT
cord-154587-qbmm5st9	280	7	world	world	NN
cord-154587-qbmm5st9	280	8	,	,	,
cord-154587-qbmm5st9	280	9	leading	lead	VBG
cord-154587-qbmm5st9	280	10	to	to	IN
cord-154587-qbmm5st9	280	11	skewed	skewed	JJ
cord-154587-qbmm5st9	280	12	results	result	NNS
cord-154587-qbmm5st9	280	13	.	.	.
cord-154587-qbmm5st9	281	1	-Inaccurate	-Inaccurate	JJS
cord-154587-qbmm5st9	281	2	predictions	prediction	NNS
cord-154587-qbmm5st9	281	3	may	may	MD
cord-154587-qbmm5st9	281	4	lead	lead	VB
cord-154587-qbmm5st9	281	5	to	to	IN
cord-154587-qbmm5st9	281	6	mass	mass	JJ
cord-154587-qbmm5st9	281	7	hysteria	hysteria	NN
cord-154587-qbmm5st9	281	8	in	in	IN
cord-154587-qbmm5st9	281	9	public	public	JJ
cord-154587-qbmm5st9	281	10	health	health	NN
cord-154587-qbmm5st9	281	11	.	.	.
cord-154587-qbmm5st9	282	1	-Privacy	-Privacy	NFP
cord-154587-qbmm5st9	282	2	issues	issue	NNS
cord-154587-qbmm5st9	282	3	to	to	TO
cord-154587-qbmm5st9	282	4	ensure	ensure	VB
cord-154587-qbmm5st9	282	5	cellphone	cellphone	NN
cord-154587-qbmm5st9	282	6	data	datum	NNS
cord-154587-qbmm5st9	282	7	remain	remain	VBP
cord-154587-qbmm5st9	282	8	anonymous	anonymous	JJ
cord-154587-qbmm5st9	282	9	.	.	.
cord-154587-qbmm5st9	283	1	BlueDot	BlueDot	NNP
cord-154587-qbmm5st9	283	2	[	[	-LRB-
cord-154587-qbmm5st9	283	3	142	142	CD
cord-154587-qbmm5st9	283	4	]	]	-RRB-
cord-154587-qbmm5st9	283	5	,	,	,
cord-154587-qbmm5st9	283	6	Metabiota	Metabiota	NNP
cord-154587-qbmm5st9	283	7	Epidemic	Epidemic	NNP
cord-154587-qbmm5st9	283	8	Tracker	Tracker	NNP
cord-154587-qbmm5st9	283	9	[	[	-LRB-
cord-154587-qbmm5st9	283	10	143	143	CD
cord-154587-qbmm5st9	283	11	]	]	-RRB-
cord-154587-qbmm5st9	283	12	,	,	,
cord-154587-qbmm5st9	283	13	HealthMap	HealthMap	NNP
cord-154587-qbmm5st9	283	14	[	[	-LRB-
cord-154587-qbmm5st9	283	15	144	144	CD
cord-154587-qbmm5st9	283	16	]	]	-RRB-
cord-154587-qbmm5st9	283	17	Deep	deep	JJ
cord-154587-qbmm5st9	283	18	learning	learning	NN
cord-154587-qbmm5st9	283	19	(	(	-LRB-
cord-154587-qbmm5st9	283	20	e.g.	e.g.	IN
cord-154587-qbmm5st9	283	21	autoencoders	autoencoder	NNS
cord-154587-qbmm5st9	283	22	and	and	CC
cord-154587-qbmm5st9	283	23	recurrent	recurrent	JJ
cord-154587-qbmm5st9	283	24	networks	network	NNS
cord-154587-qbmm5st9	283	25	)	)	-RRB-
cord-154587-qbmm5st9	283	26	,	,	,
cord-154587-qbmm5st9	283	27	transfer	transfer	NN
cord-154587-qbmm5st9	283	28	learning	learning	NN
cord-154587-qbmm5st9	283	29	,	,	,
cord-154587-qbmm5st9	283	30	and	and	CC
cord-154587-qbmm5st9	283	31	NLG	NLG	NNP
cord-154587-qbmm5st9	283	32	and	and	CC
cord-154587-qbmm5st9	283	33	NLP	NLP	NNP
cord-154587-qbmm5st9	283	34	tools	tool	NNS
cord-154587-qbmm5st9	283	35	(	(	-LRB-
cord-154587-qbmm5st9	283	36	e.g.	e.g.	RB
cord-154587-qbmm5st9	283	37	NLTK	NLTK	NNP
cord-154587-qbmm5st9	283	38	[	[	-LRB-
cord-154587-qbmm5st9	283	39	61	61	CD
cord-154587-qbmm5st9	283	40	]	]	-RRB-
cord-154587-qbmm5st9	283	41	,	,	,
cord-154587-qbmm5st9	283	42	ELMo	ELMo	NNS
cord-154587-qbmm5st9	283	43	[	[	-LRB-
cord-154587-qbmm5st9	283	44	62	62	CD
cord-154587-qbmm5st9	283	45	]	]	-RRB-
cord-154587-qbmm5st9	283	46	,	,	.
cord-154587-qbmm5st9	284	1	ULMFiT	ULMFiT	NNP
cord-154587-qbmm5st9	284	2	[	[	-LRB-
cord-154587-qbmm5st9	284	3	63	63	CD
cord-154587-qbmm5st9	284	4	]	]	-RRB-
cord-154587-qbmm5st9	285	1	,	,	,
cord-154587-qbmm5st9	285	2	Transformer	Transformer	NNP
cord-154587-qbmm5st9	285	3	[	[	-LRB-
cord-154587-qbmm5st9	285	4	64	64	CD
cord-154587-qbmm5st9	285	5	]	]	-RRB-
cord-154587-qbmm5st9	285	6	,	,	,
cord-154587-qbmm5st9	285	7	Googles	Googles	NNP
cord-154587-qbmm5st9	285	8	BERT	BERT	NNP
cord-154587-qbmm5st9	285	9	[	[	-LRB-
cord-154587-qbmm5st9	285	10	65	65	CD
cord-154587-qbmm5st9	285	11	]	]	-RRB-
cord-154587-qbmm5st9	285	12	,	,	,
cord-154587-qbmm5st9	285	13	Transformer	transformer	NN
cord-154587-qbmm5st9	285	14	-	-	HYPH
cord-154587-qbmm5st9	285	15	XL	XL	NNP
cord-154587-qbmm5st9	285	16	[	[	-LRB-
cord-154587-qbmm5st9	285	17	66	66	CD
cord-154587-qbmm5st9	285	18	]	]	-RRB-
cord-154587-qbmm5st9	285	19	,	,	,
cord-154587-qbmm5st9	285	20	XLNet	XLNet	NNP
cord-154587-qbmm5st9	285	21	[	[	-LRB-
cord-154587-qbmm5st9	285	22	67	67	CD
cord-154587-qbmm5st9	285	23	]	]	-RRB-
cord-154587-qbmm5st9	285	24	,	,	,
cord-154587-qbmm5st9	285	25	ERNIE	ERNIE	NNP
cord-154587-qbmm5st9	285	26	[	[	-LRB-
cord-154587-qbmm5st9	285	27	68	68	CD
cord-154587-qbmm5st9	285	28	]	]	-RRB-
cord-154587-qbmm5st9	285	29	,	,	,
cord-154587-qbmm5st9	285	30	T5	T5	NNP
cord-154587-qbmm5st9	285	31	[	[	-LRB-
cord-154587-qbmm5st9	285	32	69	69	CD
cord-154587-qbmm5st9	285	33	]	]	-RRB-
cord-154587-qbmm5st9	285	34	,	,	,
cord-154587-qbmm5st9	285	35	BPT	BPT	NNP
cord-154587-qbmm5st9	285	36	[	[	-LRB-
cord-154587-qbmm5st9	285	37	70	70	CD
cord-154587-qbmm5st9	285	38	]	]	-RRB-
cord-154587-qbmm5st9	285	39	and	and	CC
cord-154587-qbmm5st9	285	40	OpenAIs	openais	CD
cord-154587-qbmm5st9	285	41	GPT-2	GPT-2	NNP
cord-154587-qbmm5st9	285	42	[	[	-LRB-
cord-154587-qbmm5st9	285	43	71	71	CD
cord-154587-qbmm5st9	285	44	]	]	-RRB-
cord-154587-qbmm5st9	285	45	)	)	-RRB-
cord-154587-qbmm5st9	285	46	for	for	IN
cord-154587-qbmm5st9	285	47	various	various	JJ
cord-154587-qbmm5st9	285	48	natural	natural	JJ
cord-154587-qbmm5st9	285	49	language	language	NN
cord-154587-qbmm5st9	285	50	related	relate	VBN
cord-154587-qbmm5st9	285	51	tasks	task	NNS
cord-154587-qbmm5st9	285	52	such	such	JJ
cord-154587-qbmm5st9	285	53	as	as	IN
cord-154587-qbmm5st9	285	54	terminology	terminology	NN
cord-154587-qbmm5st9	285	55	and	and	CC
cord-154587-qbmm5st9	285	56	information	information	NN
cord-154587-qbmm5st9	285	57	extraction	extraction	NN
cord-154587-qbmm5st9	285	58	,	,	,
cord-154587-qbmm5st9	285	59	automatic	automatic	JJ
cord-154587-qbmm5st9	285	60	summarization	summarization	NN
cord-154587-qbmm5st9	285	61	,	,	,
cord-154587-qbmm5st9	285	62	relationship	relationship	NN
cord-154587-qbmm5st9	285	63	extraction	extraction	NN
cord-154587-qbmm5st9	285	64	,	,	,
cord-154587-qbmm5st9	285	65	text	text	NN
cord-154587-qbmm5st9	285	66	classification	classification	NN
cord-154587-qbmm5st9	285	67	,	,	,
cord-154587-qbmm5st9	285	68	text	text	NN
cord-154587-qbmm5st9	285	69	and	and	CC
cord-154587-qbmm5st9	285	70	semantic	semantic	JJ
cord-154587-qbmm5st9	285	71	annotation	annotation	NN
cord-154587-qbmm5st9	285	72	,	,	,
cord-154587-qbmm5st9	285	73	sentiment	sentiment	NN
cord-154587-qbmm5st9	285	74	analysis	analysis	NN
cord-154587-qbmm5st9	285	75	,	,	,
cord-154587-qbmm5st9	285	76	named	name	VBN
cord-154587-qbmm5st9	285	77	entity	entity	NN
cord-154587-qbmm5st9	285	78	recognition	recognition	NN
cord-154587-qbmm5st9	285	79	,	,	,
cord-154587-qbmm5st9	285	80	topic	topic	NN
cord-154587-qbmm5st9	285	81	segmentation	segmentation	NN
cord-154587-qbmm5st9	285	82	and	and	CC
cord-154587-qbmm5st9	285	83	modelling	modelling	NN
cord-154587-qbmm5st9	285	84	,	,	,
cord-154587-qbmm5st9	285	85	machine	machine	NN
cord-154587-qbmm5st9	285	86	translation	translation	NN
cord-154587-qbmm5st9	285	87	,	,	,
cord-154587-qbmm5st9	285	88	speech	speech	NN
cord-154587-qbmm5st9	285	89	recognition	recognition	NN
cord-154587-qbmm5st9	285	90	and	and	CC
cord-154587-qbmm5st9	285	91	synthesis	synthesis	NN
cord-154587-qbmm5st9	285	92	,	,	,
cord-154587-qbmm5st9	285	93	automated	automate	VBN
cord-154587-qbmm5st9	285	94	question	question	NN
cord-154587-qbmm5st9	285	95	and	and	CC
cord-154587-qbmm5st9	285	96	answering	answering	NN
cord-154587-qbmm5st9	285	97	.	.	.
cord-154587-qbmm5st9	286	1	Understand	understand	VB
cord-154587-qbmm5st9	286	2	communities	community	NNS
cord-154587-qbmm5st9	286	3	'	'	POS
cord-154587-qbmm5st9	286	4	responses	response	NNS
cord-154587-qbmm5st9	286	5	to	to	IN
cord-154587-qbmm5st9	286	6	intervention	intervention	NN
cord-154587-qbmm5st9	286	7	strategies	strategy	NNS
cord-154587-qbmm5st9	286	8	,	,	,
cord-154587-qbmm5st9	286	9	e.g.	e.g.	DT
cord-154587-qbmm5st9	286	10	physical	physical	JJ
cord-154587-qbmm5st9	286	11	distancing	distancing	NN
cord-154587-qbmm5st9	286	12	or	or	CC
cord-154587-qbmm5st9	286	13	lockdown	lockdown	NN
cord-154587-qbmm5st9	286	14	,	,	,
cord-154587-qbmm5st9	286	15	to	to	TO
cord-154587-qbmm5st9	286	16	aid	aid	VB
cord-154587-qbmm5st9	286	17	public	public	JJ
cord-154587-qbmm5st9	286	18	policy	policy	NN
cord-154587-qbmm5st9	286	19	makers	maker	NNS
cord-154587-qbmm5st9	286	20	and	and	CC
cord-154587-qbmm5st9	286	21	detect	detect	VB
cord-154587-qbmm5st9	286	22	problems	problem	NNS
cord-154587-qbmm5st9	286	23	such	such	JJ
cord-154587-qbmm5st9	286	24	as	as	IN
cord-154587-qbmm5st9	286	25	mental	mental	JJ
cord-154587-qbmm5st9	286	26	health	health	NN
cord-154587-qbmm5st9	286	27	.	.	.
cord-154587-qbmm5st9	287	1	News	news	NN
cord-154587-qbmm5st9	287	2	outlets	outlet	NNS
cord-154587-qbmm5st9	287	3	,	,	,
cord-154587-qbmm5st9	287	4	forums	forum	NNS
cord-154587-qbmm5st9	287	5	,	,	,
cord-154587-qbmm5st9	287	6	healthcare	healthcare	NN
cord-154587-qbmm5st9	287	7	reports	report	NNS
cord-154587-qbmm5st9	287	8	,	,	,
cord-154587-qbmm5st9	287	9	travel	travel	NN
cord-154587-qbmm5st9	287	10	data	datum	NNS
cord-154587-qbmm5st9	287	11	,	,	,
cord-154587-qbmm5st9	287	12	and	and	CC
cord-154587-qbmm5st9	287	13	social	social	JJ
cord-154587-qbmm5st9	287	14	media	medium	NNS
cord-154587-qbmm5st9	287	15	posts	post	NNS
cord-154587-qbmm5st9	287	16	in	in	IN
cord-154587-qbmm5st9	287	17	multiple	multiple	JJ
cord-154587-qbmm5st9	287	18	languages	language	NNS
cord-154587-qbmm5st9	287	19	across	across	IN
cord-154587-qbmm5st9	287	20	the	the	DT
cord-154587-qbmm5st9	287	21	world	world	NN
cord-154587-qbmm5st9	287	22	.	.	.
cord-154587-qbmm5st9	288	1	-Social	-Social	NFP
cord-154587-qbmm5st9	288	2	media	medium	NNS
cord-154587-qbmm5st9	288	3	data	datum	NNS
cord-154587-qbmm5st9	288	4	and	and	CC
cord-154587-qbmm5st9	288	5	news	news	NN
cord-154587-qbmm5st9	288	6	reports	report	NNS
cord-154587-qbmm5st9	288	7	may	may	MD
cord-154587-qbmm5st9	288	8	be	be	VB
cord-154587-qbmm5st9	288	9	low	low	JJ
cord-154587-qbmm5st9	288	10	-	-	HYPH
cord-154587-qbmm5st9	288	11	quality	quality	NN
cord-154587-qbmm5st9	288	12	,	,	,
cord-154587-qbmm5st9	288	13	multidimensional	multidimensional	JJ
cord-154587-qbmm5st9	288	14	,	,	,
cord-154587-qbmm5st9	288	15	and	and	CC
cord-154587-qbmm5st9	288	16	highly	highly	RB
cord-154587-qbmm5st9	288	17	unstructured	unstructured	JJ
cord-154587-qbmm5st9	288	18	.	.	.
cord-154587-qbmm5st9	289	1	-Issues	-Issues	NNP
cord-154587-qbmm5st9	289	2	related	relate	VBN
cord-154587-qbmm5st9	289	3	to	to	IN
cord-154587-qbmm5st9	289	4	language	language	NN
cord-154587-qbmm5st9	289	5	translation	translation	NN
cord-154587-qbmm5st9	289	6	.	.	.
cord-154587-qbmm5st9	290	1	-Data	-data	NN
cord-154587-qbmm5st9	290	2	can	can	MD
cord-154587-qbmm5st9	290	3	not	not	RB
cord-154587-qbmm5st9	290	4	be	be	VB
cord-154587-qbmm5st9	290	5	collected	collect	VBN
cord-154587-qbmm5st9	290	6	from	from	IN
cord-154587-qbmm5st9	290	7	populations	population	NNS
cord-154587-qbmm5st9	290	8	with	with	IN
cord-154587-qbmm5st9	290	9	limited	limited	JJ
cord-154587-qbmm5st9	290	10	internet	internet	NN
cord-154587-qbmm5st9	290	11	access	access	NN
cord-154587-qbmm5st9	290	12	.	.	.
cord-154587-qbmm5st9	291	1	[	[	-LRB-
cord-154587-qbmm5st9	291	2	145]-	145]-	CD
cord-154587-qbmm5st9	291	3	[	[	-LRB-
cord-154587-qbmm5st9	291	4	147	147	CD
cord-154587-qbmm5st9	291	5	]	]	-RRB-
cord-154587-qbmm5st9	291	6	Mining	mining	NN
cord-154587-qbmm5st9	291	7	text	text	NN
cord-154587-qbmm5st9	291	8	to	to	TO
cord-154587-qbmm5st9	291	9	obtain	obtain	VB
cord-154587-qbmm5st9	291	10	knowledge	knowledge	NN
cord-154587-qbmm5st9	291	11	about	about	IN
cord-154587-qbmm5st9	291	12	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	291	13	transmission	transmission	NN
cord-154587-qbmm5st9	291	14	modes	mode	NNS
cord-154587-qbmm5st9	291	15	,	,	,
cord-154587-qbmm5st9	291	16	incubation	incubation	NN
cord-154587-qbmm5st9	291	17	,	,	,
cord-154587-qbmm5st9	291	18	risk	risk	NN
cord-154587-qbmm5st9	291	19	factors	factor	NNS
cord-154587-qbmm5st9	291	20	,	,	,
cord-154587-qbmm5st9	291	21	nonpharmaceutical	nonpharmaceutical	JJ
cord-154587-qbmm5st9	291	22	interventions	intervention	NNS
cord-154587-qbmm5st9	291	23	,	,	,
cord-154587-qbmm5st9	291	24	medical	medical	JJ
cord-154587-qbmm5st9	291	25	care	care	NN
cord-154587-qbmm5st9	291	26	,	,	,
cord-154587-qbmm5st9	291	27	virus	virus	NN
cord-154587-qbmm5st9	291	28	genetics	genetics	NN
cord-154587-qbmm5st9	291	29	,	,	,
cord-154587-qbmm5st9	291	30	origin	origin	NN
cord-154587-qbmm5st9	291	31	,	,	,
cord-154587-qbmm5st9	291	32	and	and	CC
cord-154587-qbmm5st9	291	33	evolution	evolution	NN
cord-154587-qbmm5st9	291	34	.	.	.
cord-154587-qbmm5st9	292	1	Text	Text	NNP
cord-154587-qbmm5st9	292	2	data	datum	NNS
cord-154587-qbmm5st9	292	3	on	on	IN
cord-154587-qbmm5st9	292	4	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	292	5	virus	virus	NN
cord-154587-qbmm5st9	292	6	such	such	JJ
cord-154587-qbmm5st9	292	7	as	as	IN
cord-154587-qbmm5st9	292	8	scholarly	scholarly	JJ
cord-154587-qbmm5st9	292	9	articles	article	NNS
cord-154587-qbmm5st9	292	10	in	in	IN
cord-154587-qbmm5st9	292	11	CORD-19	CORD-19	NNP
cord-154587-qbmm5st9	292	12	dataset	dataset	NN
cord-154587-qbmm5st9	292	13	[	[	-LRB-
cord-154587-qbmm5st9	292	14	84	84	CD
cord-154587-qbmm5st9	292	15	]	]	-RRB-
cord-154587-qbmm5st9	292	16	.	.	.
cord-154587-qbmm5st9	293	1	-Dealing	-deale	VBG
cord-154587-qbmm5st9	293	2	with	with	IN
cord-154587-qbmm5st9	293	3	inaccurate	inaccurate	JJ
cord-154587-qbmm5st9	293	4	and	and	CC
cord-154587-qbmm5st9	293	5	ambiguous	ambiguous	JJ
cord-154587-qbmm5st9	293	6	information	information	NN
cord-154587-qbmm5st9	293	7	in	in	IN
cord-154587-qbmm5st9	293	8	the	the	DT
cord-154587-qbmm5st9	293	9	text	text	NN
cord-154587-qbmm5st9	293	10	data	datum	NNS
cord-154587-qbmm5st9	293	11	.	.	.
cord-154587-qbmm5st9	294	1	-Large	-Large	.
cord-154587-qbmm5st9	295	1	volume	volume	NN
cord-154587-qbmm5st9	295	2	of	of	IN
cord-154587-qbmm5st9	295	3	data	datum	NNS
cord-154587-qbmm5st9	295	4	from	from	IN
cord-154587-qbmm5st9	295	5	heterogeneous	heterogeneous	JJ
cord-154587-qbmm5st9	295	6	sources	source	NNS
cord-154587-qbmm5st9	295	7	.	.	.
cord-154587-qbmm5st9	296	1	-Excessive	-excessive	DT
cord-154587-qbmm5st9	296	2	amount	amount	NN
cord-154587-qbmm5st9	296	3	of	of	IN
cord-154587-qbmm5st9	296	4	data	datum	NNS
cord-154587-qbmm5st9	296	5	make	make	VBP
cord-154587-qbmm5st9	296	6	difficult	difficult	JJ
cord-154587-qbmm5st9	296	7	to	to	TO
cord-154587-qbmm5st9	296	8	extract	extract	VB
cord-154587-qbmm5st9	296	9	important	important	JJ
cord-154587-qbmm5st9	296	10	pieces	piece	NNS
cord-154587-qbmm5st9	296	11	of	of	IN
cord-154587-qbmm5st9	296	12	information	information	NN
cord-154587-qbmm5st9	296	13	.	.	.
cord-154587-qbmm5st9	297	1	[	[	-LRB-
cord-154587-qbmm5st9	297	2	148]-	148]-	CD
cord-154587-qbmm5st9	297	3	[	[	-LRB-
cord-154587-qbmm5st9	297	4	150	150	CD
cord-154587-qbmm5st9	297	5	]	]	-RRB-
cord-154587-qbmm5st9	297	6	Mining	mining	NN
cord-154587-qbmm5st9	297	7	text	text	NN
cord-154587-qbmm5st9	297	8	to	to	TO
cord-154587-qbmm5st9	297	9	discover	discover	VB
cord-154587-qbmm5st9	297	10	candidates	candidate	NNS
cord-154587-qbmm5st9	297	11	for	for	IN
cord-154587-qbmm5st9	297	12	vaccines	vaccine	NNS
cord-154587-qbmm5st9	297	13	,	,	,
cord-154587-qbmm5st9	297	14	antiviral	antiviral	JJ
cord-154587-qbmm5st9	297	15	drugs	drug	NNS
cord-154587-qbmm5st9	297	16	,	,	,
cord-154587-qbmm5st9	297	17	therapeutics	therapeutic	NNS
cord-154587-qbmm5st9	297	18	,	,	,
cord-154587-qbmm5st9	297	19	and	and	CC
cord-154587-qbmm5st9	297	20	drug	drug	NN
cord-154587-qbmm5st9	297	21	repurposing	repurposing	NN
cord-154587-qbmm5st9	297	22	through	through	IN
cord-154587-qbmm5st9	297	23	searching	search	VBG
cord-154587-qbmm5st9	297	24	for	for	IN
cord-154587-qbmm5st9	297	25	elements	element	NNS
cord-154587-qbmm5st9	297	26	similar	similar	JJ
cord-154587-qbmm5st9	297	27	to	to	IN
cord-154587-qbmm5st9	297	28	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	297	29	virus	virus	NN
cord-154587-qbmm5st9	297	30	.	.	.
cord-154587-qbmm5st9	298	1	Text	text	NN
cord-154587-qbmm5st9	298	2	data	datum	NNS
cord-154587-qbmm5st9	298	3	about	about	IN
cord-154587-qbmm5st9	298	4	treatment	treatment	NN
cord-154587-qbmm5st9	298	5	effectiveness	effectiveness	NN
cord-154587-qbmm5st9	298	6	,	,	,
cord-154587-qbmm5st9	298	7	therapeutics	therapeutic	NNS
cord-154587-qbmm5st9	298	8	and	and	CC
cord-154587-qbmm5st9	298	9	vaccines	vaccine	NNS
cord-154587-qbmm5st9	298	10	on	on	IN
cord-154587-qbmm5st9	298	11	scholarly	scholarly	JJ
cord-154587-qbmm5st9	298	12	articles	article	NNS
cord-154587-qbmm5st9	298	13	,	,	,
cord-154587-qbmm5st9	298	14	e.g.	e.g.	RB
cord-154587-qbmm5st9	298	15	CORD-19	CORD-19	NNP
cord-154587-qbmm5st9	298	16	dataset	dataset	NN
cord-154587-qbmm5st9	298	17	[	[	-LRB-
cord-154587-qbmm5st9	298	18	84	84	CD
cord-154587-qbmm5st9	298	19	]	]	-RRB-
cord-154587-qbmm5st9	298	20	and	and	CC
cord-154587-qbmm5st9	298	21	libraries	library	NNS
cord-154587-qbmm5st9	298	22	of	of	IN
cord-154587-qbmm5st9	298	23	drug	drug	NN
cord-154587-qbmm5st9	298	24	compounds	compound	NNS
cord-154587-qbmm5st9	298	25	.	.	.
cord-154587-qbmm5st9	299	1	-Need	-Need	:
cord-154587-qbmm5st9	300	1	to	to	TO
cord-154587-qbmm5st9	300	2	involve	involve	VB
cord-154587-qbmm5st9	300	3	medical	medical	JJ
cord-154587-qbmm5st9	300	4	experts	expert	NNS
cord-154587-qbmm5st9	300	5	knowledge	knowledge	NN
cord-154587-qbmm5st9	300	6	.	.	.
cord-154587-qbmm5st9	301	1	-Typographical	-Typographical	NNP
cord-154587-qbmm5st9	301	2	errors	error	NNS
cord-154587-qbmm5st9	301	3	in	in	IN
cord-154587-qbmm5st9	301	4	text	text	NN
cord-154587-qbmm5st9	301	5	data	datum	NNS
cord-154587-qbmm5st9	301	6	need	need	VBP
cord-154587-qbmm5st9	301	7	to	to	TO
cord-154587-qbmm5st9	301	8	be	be	VB
cord-154587-qbmm5st9	301	9	rectified	rectify	VBN
cord-154587-qbmm5st9	301	10	carefully	carefully	RB
cord-154587-qbmm5st9	301	11	.	.	.
cord-154587-qbmm5st9	302	1	[	[	-LRB-
cord-154587-qbmm5st9	302	2	132	132	CD
cord-154587-qbmm5st9	302	3	]	]	-RRB-
cord-154587-qbmm5st9	302	4	,	,	,
cord-154587-qbmm5st9	302	5	[	[	-LRB-
cord-154587-qbmm5st9	302	6	151	151	CD
cord-154587-qbmm5st9	302	7	]	]	-RRB-
cord-154587-qbmm5st9	302	8	-	-	:
cord-154587-qbmm5st9	302	9	[	[	-LRB-
cord-154587-qbmm5st9	302	10	155	155	CD
cord-154587-qbmm5st9	302	11	]	]	-RRB-
cord-154587-qbmm5st9	302	12	Making	make	VBG
cord-154587-qbmm5st9	302	13	chatbots	chatbot	NNS
cord-154587-qbmm5st9	302	14	to	to	TO
cord-154587-qbmm5st9	302	15	consult	consult	VB
cord-154587-qbmm5st9	302	16	patients	patient	NNS
cord-154587-qbmm5st9	302	17	and	and	CC
cord-154587-qbmm5st9	302	18	communities	community	NNS
cord-154587-qbmm5st9	302	19	,	,	,
cord-154587-qbmm5st9	302	20	and	and	CC
cord-154587-qbmm5st9	302	21	combat	combat	NN
cord-154587-qbmm5st9	302	22	misinformation	misinformation	NN
cord-154587-qbmm5st9	302	23	(	(	-LRB-
cord-154587-qbmm5st9	302	24	fake	fake	JJ
cord-154587-qbmm5st9	302	25	news	news	NN
cord-154587-qbmm5st9	302	26	)	)	-RRB-
cord-154587-qbmm5st9	303	1	about	about	IN
cord-154587-qbmm5st9	303	2	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	303	3	.	.	.
cord-154587-qbmm5st9	304	1	Medical	medical	JJ
cord-154587-qbmm5st9	304	2	expert	expert	JJ
cord-154587-qbmm5st9	304	3	guidelines	guideline	NNS
cord-154587-qbmm5st9	304	4	and	and	CC
cord-154587-qbmm5st9	304	5	information	information	NN
cord-154587-qbmm5st9	304	6	.	.	.
cord-154587-qbmm5st9	305	1	-Unable	-unable	JJ
cord-154587-qbmm5st9	306	1	to	to	TO
cord-154587-qbmm5st9	306	2	deal	deal	VB
cord-154587-qbmm5st9	306	3	with	with	IN
cord-154587-qbmm5st9	306	4	unsaved	unsaved	JJ
cord-154587-qbmm5st9	306	5	query	query	NN
cord-154587-qbmm5st9	306	6	.	.	.
cord-154587-qbmm5st9	307	1	-Require	-require	RB
cord-154587-qbmm5st9	307	2	a	a	DT
cord-154587-qbmm5st9	307	3	large	large	JJ
cord-154587-qbmm5st9	307	4	amount	amount	NN
cord-154587-qbmm5st9	307	5	of	of	IN
cord-154587-qbmm5st9	307	6	data	datum	NNS
cord-154587-qbmm5st9	307	7	and	and	CC
cord-154587-qbmm5st9	307	8	information	information	NN
cord-154587-qbmm5st9	307	9	from	from	IN
cord-154587-qbmm5st9	307	10	medical	medical	JJ
cord-154587-qbmm5st9	307	11	experts	expert	NNS
cord-154587-qbmm5st9	307	12	.	.	.
cord-154587-qbmm5st9	308	1	-Users	-user	NNS
cord-154587-qbmm5st9	308	2	are	be	VBP
cord-154587-qbmm5st9	308	3	uncomfortable	uncomfortable	JJ
cord-154587-qbmm5st9	308	4	with	with	IN
cord-154587-qbmm5st9	308	5	chatbots	chatbot	NNS
cord-154587-qbmm5st9	308	6	being	be	VBG
cord-154587-qbmm5st9	308	7	machines	machine	NNS
cord-154587-qbmm5st9	308	8	.	.	.
cord-154587-qbmm5st9	309	1	-Irregularities	-Irregularities	.
cord-154587-qbmm5st9	310	1	in	in	IN
cord-154587-qbmm5st9	310	2	language	language	NN
cord-154587-qbmm5st9	310	3	expression	expression	NN
cord-154587-qbmm5st9	310	4	such	such	JJ
cord-154587-qbmm5st9	310	5	as	as	IN
cord-154587-qbmm5st9	310	6	accents	accent	NNS
cord-154587-qbmm5st9	310	7	and	and	CC
cord-154587-qbmm5st9	310	8	mistakes	mistake	NNS
cord-154587-qbmm5st9	310	9	.	.	.
cord-154587-qbmm5st9	311	1	[	[	-LRB-
cord-154587-qbmm5st9	311	2	156]-	156]-	CD
cord-154587-qbmm5st9	311	3	[	[	-LRB-
cord-154587-qbmm5st9	311	4	164	164	CD
cord-154587-qbmm5st9	311	5	]	]	-RRB-
cord-154587-qbmm5st9	311	6	development	development	NN
cord-154587-qbmm5st9	311	7	,	,	,
cord-154587-qbmm5st9	311	8	implementation	implementation	NN
cord-154587-qbmm5st9	311	9	and	and	CC
cord-154587-qbmm5st9	311	10	ongoing	ongoing	JJ
cord-154587-qbmm5st9	311	11	maintenance	maintenance	NN
cord-154587-qbmm5st9	311	12	,	,	,
cord-154587-qbmm5st9	311	13	may	may	MD
cord-154587-qbmm5st9	311	14	need	need	VB
cord-154587-qbmm5st9	311	15	to	to	TO
cord-154587-qbmm5st9	311	16	adhere	adhere	VB
cord-154587-qbmm5st9	311	17	to	to	IN
cord-154587-qbmm5st9	311	18	,	,	,
cord-154587-qbmm5st9	311	19	especially	especially	RB
cord-154587-qbmm5st9	311	20	when	when	WRB
cord-154587-qbmm5st9	311	21	most	most	JJS
cord-154587-qbmm5st9	311	22	AI	AI	NNP
cord-154587-qbmm5st9	311	23	applications	application	NNS
cord-154587-qbmm5st9	311	24	against	against	IN
cord-154587-qbmm5st9	311	25	COVID-19	covid-19	CD
cord-154587-qbmm5st9	311	26	involve	involve	VBP
cord-154587-qbmm5st9	311	27	or	or	CC
cord-154587-qbmm5st9	311	28	affect	affect	VB
cord-154587-qbmm5st9	311	29	human	human	JJ
cord-154587-qbmm5st9	311	30	beings	being	NNS
cord-154587-qbmm5st9	311	31	.	.	.
cord-154587-qbmm5st9	312	1	The	the	DT
cord-154587-qbmm5st9	312	2	more	more	JJR
cord-154587-qbmm5st9	312	3	AI	AI	NNP
cord-154587-qbmm5st9	312	4	applications	application	NNS
cord-154587-qbmm5st9	312	5	are	be	VBP
cord-154587-qbmm5st9	312	6	proposed	propose	VBN
cord-154587-qbmm5st9	312	7	,	,	,
cord-154587-qbmm5st9	312	8	the	the	DT
cord-154587-qbmm5st9	312	9	more	more	RBR
cord-154587-qbmm5st9	312	10	these	these	DT
cord-154587-qbmm5st9	312	11	applications	application	NNS
cord-154587-qbmm5st9	312	12	need	need	VBP
cord-154587-qbmm5st9	312	13	to	to	TO
cord-154587-qbmm5st9	312	14	ensure	ensure	VB
cord-154587-qbmm5st9	312	15	fairness	fairness	NN
cord-154587-qbmm5st9	312	16	,	,	,
cord-154587-qbmm5st9	312	17	safety	safety	NN
cord-154587-qbmm5st9	312	18	,	,	,
cord-154587-qbmm5st9	312	19	explainability	explainability	NN
cord-154587-qbmm5st9	312	20	,	,	,
cord-154587-qbmm5st9	312	21	accountability	accountability	NN
cord-154587-qbmm5st9	312	22	,	,	,
cord-154587-qbmm5st9	312	23	privacy	privacy	NN
cord-154587-qbmm5st9	312	24	protection	protection	NN
cord-154587-qbmm5st9	312	25	and	and	CC
cord-154587-qbmm5st9	312	26	data	datum	NNS
cord-154587-qbmm5st9	312	27	security	security	NN
cord-154587-qbmm5st9	312	28	,	,	,
cord-154587-qbmm5st9	312	29	be	be	VB
cord-154587-qbmm5st9	312	30	aligned	align	VBN
cord-154587-qbmm5st9	312	31	with	with	IN
cord-154587-qbmm5st9	312	32	human	human	JJ
cord-154587-qbmm5st9	312	33	values	value	NNS
cord-154587-qbmm5st9	312	34	,	,	,
cord-154587-qbmm5st9	312	35	and	and	CC
cord-154587-qbmm5st9	312	36	have	have	VBP
cord-154587-qbmm5st9	312	37	positive	positive	JJ
cord-154587-qbmm5st9	312	38	impacts	impact	NNS
cord-154587-qbmm5st9	312	39	on	on	IN
cord-154587-qbmm5st9	312	40	societal	societal	JJ
cord-154587-qbmm5st9	312	41	and	and	CC
cord-154587-qbmm5st9	312	42	environmental	environmental	JJ
cord-154587-qbmm5st9	312	43	wellbeing	wellbeing	NN
cord-154587-qbmm5st9	312	44	.	.	.
cord-154587-qbmm5st9	313	1	WHO	who	WP
cord-154587-qbmm5st9	313	2	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	313	3	disease	disease	NN
cord-154587-qbmm5st9	313	4	(	(	-LRB-
cord-154587-qbmm5st9	313	5	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	313	6	)	)	-RRB-
cord-154587-qbmm5st9	313	7	dashboard	dashboard	NN
cord-154587-qbmm5st9	313	8	Gradientbased	Gradientbased	NNP
cord-154587-qbmm5st9	313	9	learning	learn	VBG
cord-154587-qbmm5st9	313	10	applied	apply	VBD
cord-154587-qbmm5st9	313	11	to	to	IN
cord-154587-qbmm5st9	313	12	document	document	NN
cord-154587-qbmm5st9	313	13	recognition	recognition	NN
cord-154587-qbmm5st9	313	14	Imagenet	Imagenet	NNP
cord-154587-qbmm5st9	313	15	classification	classification	NN
cord-154587-qbmm5st9	313	16	with	with	IN
cord-154587-qbmm5st9	313	17	deep	deep	JJ
cord-154587-qbmm5st9	313	18	convolutional	convolutional	NN
cord-154587-qbmm5st9	313	19	neural	neural	JJ
cord-154587-qbmm5st9	313	20	networks	network	NNS
cord-154587-qbmm5st9	313	21	Going	go	VBG
cord-154587-qbmm5st9	313	22	deeper	deeply	RBR
cord-154587-qbmm5st9	313	23	with	with	IN
cord-154587-qbmm5st9	313	24	convolutions	convolution	NNS
cord-154587-qbmm5st9	313	25	Very	very	RB
cord-154587-qbmm5st9	313	26	deep	deep	JJ
cord-154587-qbmm5st9	313	27	convolutional	convolutional	NN
cord-154587-qbmm5st9	313	28	networks	network	NNS
cord-154587-qbmm5st9	313	29	for	for	IN
cord-154587-qbmm5st9	313	30	large	large	JJ
cord-154587-qbmm5st9	313	31	-	-	HYPH
cord-154587-qbmm5st9	313	32	scale	scale	NN
cord-154587-qbmm5st9	313	33	image	image	NN
cord-154587-qbmm5st9	313	34	recognition	recognition	NN
cord-154587-qbmm5st9	314	1	Deep	deep	JJ
cord-154587-qbmm5st9	314	2	residual	residual	JJ
cord-154587-qbmm5st9	314	3	learning	learning	NN
cord-154587-qbmm5st9	314	4	for	for	IN
cord-154587-qbmm5st9	314	5	image	image	NN
cord-154587-qbmm5st9	314	6	recognition	recognition	NN
cord-154587-qbmm5st9	314	7	Performance	performance	NN
cord-154587-qbmm5st9	314	8	of	of	IN
cord-154587-qbmm5st9	314	9	radiologists	radiologist	NNS
cord-154587-qbmm5st9	314	10	in	in	IN
cord-154587-qbmm5st9	314	11	differentiating	differentiate	VBG
cord-154587-qbmm5st9	314	12	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	314	13	from	from	IN
cord-154587-qbmm5st9	314	14	viral	viral	JJ
cord-154587-qbmm5st9	314	15	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	314	16	on	on	IN
cord-154587-qbmm5st9	314	17	chest	chest	NN
cord-154587-qbmm5st9	314	18	CT	CT	NNP
cord-154587-qbmm5st9	314	19	.	.	.
cord-154587-qbmm5st9	315	1	Radiology	Radiology	NNP
cord-154587-qbmm5st9	315	2	Artificial	Artificial	NNP
cord-154587-qbmm5st9	315	3	intelligence	intelligence	NN
cord-154587-qbmm5st9	315	4	distinguishes	distinguish	VBZ
cord-154587-qbmm5st9	315	5	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	315	6	from	from	IN
cord-154587-qbmm5st9	315	7	community	community	NN
cord-154587-qbmm5st9	315	8	acquired	acquire	VBD
cord-154587-qbmm5st9	315	9	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	315	10	on	on	IN
cord-154587-qbmm5st9	315	11	chest	chest	NN
cord-154587-qbmm5st9	315	12	CT	CT	NNP
cord-154587-qbmm5st9	315	13	.	.	.
cord-154587-qbmm5st9	316	1	Radiology	Radiology	NNP
cord-154587-qbmm5st9	316	2	Deep	deep	JJ
cord-154587-qbmm5st9	316	3	learning	learn	VBG
cord-154587-qbmm5st9	316	4	system	system	NN
cord-154587-qbmm5st9	316	5	to	to	TO
cord-154587-qbmm5st9	316	6	screen	screen	VB
cord-154587-qbmm5st9	316	7	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	316	8	disease	disease	NN
cord-154587-qbmm5st9	316	9	2019	2019	CD
cord-154587-qbmm5st9	316	10	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	316	11	Chest	Chest	NNP
cord-154587-qbmm5st9	316	12	CT	CT	NNP
cord-154587-qbmm5st9	316	13	findings	finding	NNS
cord-154587-qbmm5st9	316	14	in	in	IN
cord-154587-qbmm5st9	316	15	2019	2019	CD
cord-154587-qbmm5st9	316	16	novel	novel	JJ
cord-154587-qbmm5st9	316	17	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	316	18	(	(	-LRB-
cord-154587-qbmm5st9	316	19	2019-nCoV	2019-ncov	CD
cord-154587-qbmm5st9	316	20	)	)	-RRB-
cord-154587-qbmm5st9	316	21	infections	infection	NNS
cord-154587-qbmm5st9	316	22	from	from	IN
cord-154587-qbmm5st9	316	23	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	316	24	,	,	,
cord-154587-qbmm5st9	316	25	China	China	NNP
cord-154587-qbmm5st9	316	26	:	:	:
cord-154587-qbmm5st9	316	27	key	key	JJ
cord-154587-qbmm5st9	316	28	points	point	NNS
cord-154587-qbmm5st9	316	29	for	for	IN
cord-154587-qbmm5st9	316	30	the	the	DT
cord-154587-qbmm5st9	316	31	radiologist	radiologist	NN
cord-154587-qbmm5st9	316	32	.	.	.
cord-154587-qbmm5st9	317	1	Radiology	Radiology	NNP
cord-154587-qbmm5st9	317	2	CT	CT	NNP
cord-154587-qbmm5st9	317	3	imaging	imaging	NN
cord-154587-qbmm5st9	317	4	features	feature	NNS
cord-154587-qbmm5st9	317	5	of	of	IN
cord-154587-qbmm5st9	317	6	2019	2019	CD
cord-154587-qbmm5st9	317	7	novel	novel	JJ
cord-154587-qbmm5st9	317	8	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	317	9	(	(	-LRB-
cord-154587-qbmm5st9	317	10	2019-nCoV	2019-ncov	CD
cord-154587-qbmm5st9	317	11	)	)	-RRB-
cord-154587-qbmm5st9	317	12	.	.	.
cord-154587-qbmm5st9	318	1	Radiology	Radiology	NNP
cord-154587-qbmm5st9	318	2	Estimating	Estimating	NNP
cord-154587-qbmm5st9	318	3	uncertainty	uncertainty	NN
cord-154587-qbmm5st9	318	4	and	and	CC
cord-154587-qbmm5st9	318	5	interpretability	interpretability	NN
cord-154587-qbmm5st9	318	6	in	in	IN
cord-154587-qbmm5st9	318	7	deep	deep	JJ
cord-154587-qbmm5st9	318	8	learning	learning	NN
cord-154587-qbmm5st9	318	9	for	for	IN
cord-154587-qbmm5st9	318	10	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	318	11	(	(	-LRB-
cord-154587-qbmm5st9	318	12	COVID-19	covid-19	VB
cord-154587-qbmm5st9	318	13	)	)	-RRB-
cord-154587-qbmm5st9	318	14	detection	detection	NN
cord-154587-qbmm5st9	318	15	A	a	DT
cord-154587-qbmm5st9	318	16	deep	deep	JJ
cord-154587-qbmm5st9	318	17	learning	learning	NN
cord-154587-qbmm5st9	318	18	algorithm	algorithm	NN
cord-154587-qbmm5st9	318	19	using	use	VBG
cord-154587-qbmm5st9	318	20	CT	CT	NNP
cord-154587-qbmm5st9	318	21	images	image	NNS
cord-154587-qbmm5st9	318	22	to	to	TO
cord-154587-qbmm5st9	318	23	screen	screen	VB
cord-154587-qbmm5st9	318	24	for	for	IN
cord-154587-qbmm5st9	318	25	corona	corona	NN
cord-154587-qbmm5st9	318	26	virus	virus	NN
cord-154587-qbmm5st9	318	27	disease	disease	NNP
cord-154587-qbmm5st9	318	28	(	(	-LRB-
cord-154587-qbmm5st9	318	29	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	318	30	)	)	-RRB-
cord-154587-qbmm5st9	318	31	.	.	.
cord-154587-qbmm5st9	319	1	medRxiv	medRxiv	NNS
cord-154587-qbmm5st9	319	2	Predicting	predict	VBG
cord-154587-qbmm5st9	319	3	COVID-19	covid-19	DT
cord-154587-qbmm5st9	319	4	malignant	malignant	JJ
cord-154587-qbmm5st9	319	5	progression	progression	NN
cord-154587-qbmm5st9	319	6	with	with	IN
cord-154587-qbmm5st9	319	7	AI	AI	NNP
cord-154587-qbmm5st9	319	8	techniques	technique	NNS
cord-154587-qbmm5st9	319	9	.	.	.
cord-154587-qbmm5st9	320	1	medRxiv	medRxiv	NNP
cord-154587-qbmm5st9	320	2	Development	Development	NNP
cord-154587-qbmm5st9	320	3	and	and	CC
cord-154587-qbmm5st9	320	4	evaluation	evaluation	NN
cord-154587-qbmm5st9	320	5	of	of	IN
cord-154587-qbmm5st9	320	6	an	an	DT
cord-154587-qbmm5st9	320	7	AI	AI	NNP
cord-154587-qbmm5st9	320	8	system	system	NN
cord-154587-qbmm5st9	320	9	for	for	IN
cord-154587-qbmm5st9	320	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	320	11	.	.	.
cord-154587-qbmm5st9	321	1	medRxiv	medRxiv	NNP
cord-154587-qbmm5st9	321	2	AI	AI	NNP
cord-154587-qbmm5st9	321	3	-	-	HYPH
cord-154587-qbmm5st9	321	4	assisted	assist	VBN
cord-154587-qbmm5st9	321	5	CT	CT	NNP
cord-154587-qbmm5st9	321	6	imaging	imaging	NN
cord-154587-qbmm5st9	321	7	analysis	analysis	NN
cord-154587-qbmm5st9	321	8	for	for	IN
cord-154587-qbmm5st9	321	9	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	321	10	screening	screening	NN
cord-154587-qbmm5st9	321	11	:	:	:
cord-154587-qbmm5st9	322	1	Building	build	VBG
cord-154587-qbmm5st9	322	2	and	and	CC
cord-154587-qbmm5st9	322	3	deploying	deploy	VBG
cord-154587-qbmm5st9	322	4	a	a	DT
cord-154587-qbmm5st9	322	5	medical	medical	JJ
cord-154587-qbmm5st9	322	6	AI	ai	NN
cord-154587-qbmm5st9	322	7	system	system	NN
cord-154587-qbmm5st9	322	8	in	in	IN
cord-154587-qbmm5st9	322	9	four	four	CD
cord-154587-qbmm5st9	322	10	weeks	week	NNS
cord-154587-qbmm5st9	322	11	.	.	.
cord-154587-qbmm5st9	323	1	medRxiv	medRxiv	NNS
cord-154587-qbmm5st9	323	2	Unet++	unet++	IN
cord-154587-qbmm5st9	323	3	:	:	:
cord-154587-qbmm5st9	323	4	A	a	DT
cord-154587-qbmm5st9	323	5	nested	nested	JJ
cord-154587-qbmm5st9	323	6	u	u	NN
cord-154587-qbmm5st9	323	7	-	-	HYPH
cord-154587-qbmm5st9	323	8	net	net	JJ
cord-154587-qbmm5st9	323	9	architecture	architecture	NN
cord-154587-qbmm5st9	323	10	for	for	IN
cord-154587-qbmm5st9	323	11	medical	medical	JJ
cord-154587-qbmm5st9	323	12	image	image	NN
cord-154587-qbmm5st9	323	13	segmentation	segmentation	NN
cord-154587-qbmm5st9	324	1	Automatic	automatic	JJ
cord-154587-qbmm5st9	324	2	detection	detection	NN
cord-154587-qbmm5st9	324	3	of	of	IN
cord-154587-qbmm5st9	324	4	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	324	5	disease	disease	NN
cord-154587-qbmm5st9	324	6	(	(	-LRB-
cord-154587-qbmm5st9	324	7	COVID-19	covid-19	VB
cord-154587-qbmm5st9	324	8	)	)	-RRB-
cord-154587-qbmm5st9	324	9	using	use	VBG
cord-154587-qbmm5st9	324	10	X	x	NN
cord-154587-qbmm5st9	324	11	-	-	NN
cord-154587-qbmm5st9	324	12	ray	ray	NN
cord-154587-qbmm5st9	324	13	images	image	NNS
cord-154587-qbmm5st9	324	14	and	and	CC
cord-154587-qbmm5st9	324	15	deep	deep	JJ
cord-154587-qbmm5st9	324	16	convolutional	convolutional	NN
cord-154587-qbmm5st9	324	17	neural	neural	JJ
cord-154587-qbmm5st9	324	18	networks	network	NNS
cord-154587-qbmm5st9	324	19	COVID	covid	NN
cord-154587-qbmm5st9	324	20	-	-	HYPH
cord-154587-qbmm5st9	324	21	Net	net	NN
cord-154587-qbmm5st9	324	22	:	:	:
cord-154587-qbmm5st9	325	1	A	a	DT
cord-154587-qbmm5st9	325	2	tailored	tailor	VBN
cord-154587-qbmm5st9	325	3	deep	deep	JJ
cord-154587-qbmm5st9	325	4	convolutional	convolutional	NN
cord-154587-qbmm5st9	325	5	neural	neural	JJ
cord-154587-qbmm5st9	325	6	network	network	NN
cord-154587-qbmm5st9	325	7	design	design	NN
cord-154587-qbmm5st9	325	8	for	for	IN
cord-154587-qbmm5st9	325	9	detection	detection	NN
cord-154587-qbmm5st9	325	10	of	of	IN
cord-154587-qbmm5st9	325	11	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	325	12	cases	case	NNS
cord-154587-qbmm5st9	325	13	from	from	IN
cord-154587-qbmm5st9	325	14	chest	chest	NN
cord-154587-qbmm5st9	325	15	radiography	radiography	NN
cord-154587-qbmm5st9	325	16	images	image	NNS
cord-154587-qbmm5st9	325	17	Rapid	Rapid	NNP
cord-154587-qbmm5st9	325	18	AI	AI	NNP
cord-154587-qbmm5st9	325	19	development	development	NN
cord-154587-qbmm5st9	325	20	cycle	cycle	NN
cord-154587-qbmm5st9	325	21	for	for	IN
cord-154587-qbmm5st9	325	22	the	the	DT
cord-154587-qbmm5st9	325	23	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	325	24	(	(	-LRB-
cord-154587-qbmm5st9	325	25	COVID-19	covid-19	VB
cord-154587-qbmm5st9	325	26	)	)	-RRB-
cord-154587-qbmm5st9	325	27	pandemic	pandemic	NN
cord-154587-qbmm5st9	325	28	:	:	:
cord-154587-qbmm5st9	326	1	initial	initial	JJ
cord-154587-qbmm5st9	326	2	results	result	NNS
cord-154587-qbmm5st9	326	3	for	for	IN
cord-154587-qbmm5st9	326	4	automated	automate	VBN
cord-154587-qbmm5st9	326	5	detection	detection	NN
cord-154587-qbmm5st9	326	6	and	and	CC
cord-154587-qbmm5st9	326	7	patient	patient	NN
cord-154587-qbmm5st9	326	8	monitoring	monitoring	NN
cord-154587-qbmm5st9	326	9	using	use	VBG
cord-154587-qbmm5st9	326	10	deep	deep	JJ
cord-154587-qbmm5st9	326	11	learning	learn	VBG
cord-154587-qbmm5st9	326	12	CT	CT	NNP
cord-154587-qbmm5st9	326	13	image	image	NN
cord-154587-qbmm5st9	326	14	analysis	analysis	NN
cord-154587-qbmm5st9	327	1	Can	Can	MD
cord-154587-qbmm5st9	327	2	AI	AI	NNP
cord-154587-qbmm5st9	327	3	help	help	VB
cord-154587-qbmm5st9	327	4	in	in	IN
cord-154587-qbmm5st9	327	5	screening	screen	VBG
cord-154587-qbmm5st9	327	6	viral	viral	JJ
cord-154587-qbmm5st9	327	7	and	and	CC
cord-154587-qbmm5st9	327	8	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	327	9	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	327	10	Diagnosing	diagnose	VBG
cord-154587-qbmm5st9	328	1	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	328	2	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	328	3	from	from	IN
cord-154587-qbmm5st9	328	4	X	x	NN
cord-154587-qbmm5st9	328	5	-	-	NN
cord-154587-qbmm5st9	328	6	ray	ray	NN
cord-154587-qbmm5st9	328	7	and	and	CC
cord-154587-qbmm5st9	328	8	CT	CT	NNP
cord-154587-qbmm5st9	328	9	images	image	NNS
cord-154587-qbmm5st9	328	10	using	use	VBG
cord-154587-qbmm5st9	328	11	deep	deep	JJ
cord-154587-qbmm5st9	328	12	learning	learning	NN
cord-154587-qbmm5st9	328	13	and	and	CC
cord-154587-qbmm5st9	328	14	transfer	transfer	NN
cord-154587-qbmm5st9	328	15	learning	learning	NN
cord-154587-qbmm5st9	328	16	algorithms	algorithm	NNS
cord-154587-qbmm5st9	328	17	Densely	densely	RB
cord-154587-qbmm5st9	328	18	connected	connect	VBN
cord-154587-qbmm5st9	328	19	convolutional	convolutional	NN
cord-154587-qbmm5st9	328	20	networks	network	NNS
cord-154587-qbmm5st9	329	1	Aggregated	aggregated	JJ
cord-154587-qbmm5st9	329	2	residual	residual	JJ
cord-154587-qbmm5st9	329	3	transformations	transformation	NNS
cord-154587-qbmm5st9	329	4	for	for	IN
cord-154587-qbmm5st9	329	5	deep	deep	JJ
cord-154587-qbmm5st9	329	6	neural	neural	JJ
cord-154587-qbmm5st9	329	7	networks	network	NNS
cord-154587-qbmm5st9	329	8	SqueezeNet	squeezenet	NN
cord-154587-qbmm5st9	330	1	:	:	:
cord-154587-qbmm5st9	330	2	AlexNet	alexnet	NN
cord-154587-qbmm5st9	330	3	-	-	HYPH
cord-154587-qbmm5st9	330	4	level	level	NN
cord-154587-qbmm5st9	330	5	accuracy	accuracy	NN
cord-154587-qbmm5st9	330	6	with	with	IN
cord-154587-qbmm5st9	330	7	50x	50x	JJR
cord-154587-qbmm5st9	330	8	fewer	few	JJR
cord-154587-qbmm5st9	330	9	parameters	parameter	NNS
cord-154587-qbmm5st9	330	10	and	and	CC
cord-154587-qbmm5st9	330	11	<	<	XX
cord-154587-qbmm5st9	330	12	0.5	0.5	CD
cord-154587-qbmm5st9	330	13	MB	mb	NN
cord-154587-qbmm5st9	330	14	model	model	NN
cord-154587-qbmm5st9	330	15	size	size	NN
cord-154587-qbmm5st9	330	16	Artificial	artificial	JJ
cord-154587-qbmm5st9	330	17	intelligence	intelligence	NN
cord-154587-qbmm5st9	330	18	forecasting	forecasting	NN
cord-154587-qbmm5st9	330	19	of	of	IN
cord-154587-qbmm5st9	330	20	Covid-19	covid-19	NN
cord-154587-qbmm5st9	330	21	in	in	IN
cord-154587-qbmm5st9	330	22	China	China	NNP
cord-154587-qbmm5st9	330	23	α	α	NNP
cord-154587-qbmm5st9	330	24	-	-	:
cord-154587-qbmm5st9	330	25	Satellite	Satellite	NNP
cord-154587-qbmm5st9	330	26	:	:	:
cord-154587-qbmm5st9	331	1	An	an	DT
cord-154587-qbmm5st9	331	2	AI	ai	NN
cord-154587-qbmm5st9	331	3	-	-	HYPH
cord-154587-qbmm5st9	331	4	driven	drive	VBN
cord-154587-qbmm5st9	331	5	system	system	NN
cord-154587-qbmm5st9	331	6	and	and	CC
cord-154587-qbmm5st9	331	7	benchmark	benchmark	NN
cord-154587-qbmm5st9	331	8	datasets	dataset	NNS
cord-154587-qbmm5st9	331	9	for	for	IN
cord-154587-qbmm5st9	331	10	hierarchical	hierarchical	JJ
cord-154587-qbmm5st9	331	11	community	community	NN
cord-154587-qbmm5st9	331	12	-	-	HYPH
cord-154587-qbmm5st9	331	13	level	level	NN
cord-154587-qbmm5st9	331	14	risk	risk	NN
cord-154587-qbmm5st9	331	15	assessment	assessment	NN
cord-154587-qbmm5st9	331	16	to	to	TO
cord-154587-qbmm5st9	331	17	help	help	VB
cord-154587-qbmm5st9	331	18	combat	combat	VB
cord-154587-qbmm5st9	331	19	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	331	20	Conditional	conditional	JJ
cord-154587-qbmm5st9	331	21	generative	generative	JJ
cord-154587-qbmm5st9	331	22	adversarial	adversarial	JJ
cord-154587-qbmm5st9	331	23	nets	net	NNS
cord-154587-qbmm5st9	331	24	Modelling	modelling	NN
cord-154587-qbmm5st9	331	25	transmission	transmission	NN
cord-154587-qbmm5st9	331	26	and	and	CC
cord-154587-qbmm5st9	331	27	control	control	NN
cord-154587-qbmm5st9	331	28	of	of	IN
cord-154587-qbmm5st9	331	29	the	the	DT
cord-154587-qbmm5st9	331	30	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	331	31	pandemic	pandemic	NN
cord-154587-qbmm5st9	331	32	in	in	IN
cord-154587-qbmm5st9	331	33	Australia	Australia	NNP
cord-154587-qbmm5st9	331	34	Urbanization	Urbanization	NNP
cord-154587-qbmm5st9	331	35	affects	affect	VBZ
cord-154587-qbmm5st9	331	36	peak	peak	NN
cord-154587-qbmm5st9	331	37	timing	timing	NN
cord-154587-qbmm5st9	331	38	,	,	,
cord-154587-qbmm5st9	331	39	prevalence	prevalence	NN
cord-154587-qbmm5st9	331	40	,	,	,
cord-154587-qbmm5st9	331	41	and	and	CC
cord-154587-qbmm5st9	331	42	bimodality	bimodality	NN
cord-154587-qbmm5st9	331	43	of	of	IN
cord-154587-qbmm5st9	331	44	influenza	influenza	NN
cord-154587-qbmm5st9	331	45	pandemics	pandemic	NNS
cord-154587-qbmm5st9	331	46	in	in	IN
cord-154587-qbmm5st9	331	47	Australia	Australia	NNP
cord-154587-qbmm5st9	331	48	:	:	:
cord-154587-qbmm5st9	331	49	Results	result	NNS
cord-154587-qbmm5st9	331	50	of	of	IN
cord-154587-qbmm5st9	331	51	a	a	DT
cord-154587-qbmm5st9	331	52	census	census	NN
cord-154587-qbmm5st9	331	53	-	-	HYPH
cord-154587-qbmm5st9	331	54	calibrated	calibrate	VBN
cord-154587-qbmm5st9	331	55	model	model	NN
cord-154587-qbmm5st9	331	56	Investigating	investigate	VBG
cord-154587-qbmm5st9	331	57	spatiotemporal	spatiotemporal	JJ
cord-154587-qbmm5st9	331	58	dynamics	dynamic	NNS
cord-154587-qbmm5st9	331	59	and	and	CC
cord-154587-qbmm5st9	331	60	synchrony	synchrony	NN
cord-154587-qbmm5st9	331	61	of	of	IN
cord-154587-qbmm5st9	331	62	influenza	influenza	NN
cord-154587-qbmm5st9	331	63	epidemics	epidemic	NNS
cord-154587-qbmm5st9	331	64	in	in	IN
cord-154587-qbmm5st9	331	65	Australia	Australia	NNP
cord-154587-qbmm5st9	331	66	:	:	:
cord-154587-qbmm5st9	331	67	An	an	DT
cord-154587-qbmm5st9	331	68	agent	agent	NN
cord-154587-qbmm5st9	331	69	-	-	HYPH
cord-154587-qbmm5st9	331	70	based	base	VBN
cord-154587-qbmm5st9	331	71	modelling	modelling	NN
cord-154587-qbmm5st9	331	72	approach	approach	NN
cord-154587-qbmm5st9	331	73	.	.	.
cord-154587-qbmm5st9	332	1	Simulation	Simulation	NNP
cord-154587-qbmm5st9	332	2	Modelling	Modelling	NNP
cord-154587-qbmm5st9	332	3	Practice	Practice	NNP
cord-154587-qbmm5st9	332	4	and	and	CC
cord-154587-qbmm5st9	332	5	Theory	Theory	NNP
cord-154587-qbmm5st9	332	6	A	a	DT
cord-154587-qbmm5st9	332	7	novel	novel	NN
cord-154587-qbmm5st9	332	8	AI	ai	NN
cord-154587-qbmm5st9	332	9	-	-	HYPH
cord-154587-qbmm5st9	332	10	enabled	enable	VBN
cord-154587-qbmm5st9	332	11	framework	framework	NN
cord-154587-qbmm5st9	332	12	to	to	TO
cord-154587-qbmm5st9	332	13	diagnose	diagnose	VB
cord-154587-qbmm5st9	332	14	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	332	15	COVID-19	covid-19	CD
cord-154587-qbmm5st9	332	16	using	use	VBG
cord-154587-qbmm5st9	332	17	smartphone	smartphone	NN
cord-154587-qbmm5st9	332	18	embedded	embed	VBN
cord-154587-qbmm5st9	332	19	sensors	sensor	NNS
cord-154587-qbmm5st9	332	20	:	:	:
cord-154587-qbmm5st9	332	21	design	design	NN
cord-154587-qbmm5st9	332	22	study	study	NN
cord-154587-qbmm5st9	332	23	Use	Use	NNP
cord-154587-qbmm5st9	332	24	of	of	IN
cord-154587-qbmm5st9	332	25	a	a	DT
cord-154587-qbmm5st9	332	26	smartphone	smartphone	NN
cord-154587-qbmm5st9	332	27	thermometer	thermometer	NN
cord-154587-qbmm5st9	332	28	to	to	TO
cord-154587-qbmm5st9	332	29	monitor	monitor	VB
cord-154587-qbmm5st9	332	30	thermal	thermal	JJ
cord-154587-qbmm5st9	332	31	conductivity	conductivity	NN
cord-154587-qbmm5st9	332	32	changes	change	NNS
cord-154587-qbmm5st9	332	33	in	in	IN
cord-154587-qbmm5st9	332	34	diabetic	diabetic	JJ
cord-154587-qbmm5st9	332	35	foot	foot	NN
cord-154587-qbmm5st9	332	36	ulcers	ulcer	NNS
cord-154587-qbmm5st9	332	37	:	:	:
cord-154587-qbmm5st9	332	38	a	a	DT
cord-154587-qbmm5st9	332	39	pilot	pilot	NN
cord-154587-qbmm5st9	332	40	study	study	NN
cord-154587-qbmm5st9	332	41	Smartphone	smartphone	NN
cord-154587-qbmm5st9	332	42	-	-	HYPH
cord-154587-qbmm5st9	332	43	based	base	VBN
cord-154587-qbmm5st9	332	44	human	human	JJ
cord-154587-qbmm5st9	332	45	fatigue	fatigue	NN
cord-154587-qbmm5st9	332	46	detection	detection	NN
cord-154587-qbmm5st9	332	47	in	in	IN
cord-154587-qbmm5st9	332	48	an	an	DT
cord-154587-qbmm5st9	332	49	industrial	industrial	JJ
cord-154587-qbmm5st9	332	50	environment	environment	NN
cord-154587-qbmm5st9	332	51	using	use	VBG
cord-154587-qbmm5st9	332	52	gait	gait	JJ
cord-154587-qbmm5st9	332	53	analysis	analysis	NN
cord-154587-qbmm5st9	332	54	Fatigue	fatigue	NN
cord-154587-qbmm5st9	332	55	detection	detection	NN
cord-154587-qbmm5st9	332	56	during	during	IN
cord-154587-qbmm5st9	332	57	sit	sit	NN
cord-154587-qbmm5st9	332	58	-	-	HYPH
cord-154587-qbmm5st9	332	59	to	to	TO
cord-154587-qbmm5st9	332	60	-	-	HYPH
cord-154587-qbmm5st9	332	61	stand	stand	NN
cord-154587-qbmm5st9	332	62	test	test	NN
cord-154587-qbmm5st9	332	63	based	base	VBN
cord-154587-qbmm5st9	332	64	on	on	IN
cord-154587-qbmm5st9	332	65	surface	surface	NN
cord-154587-qbmm5st9	332	66	electromyography	electromyography	NN
cord-154587-qbmm5st9	332	67	and	and	CC
cord-154587-qbmm5st9	332	68	acceleration	acceleration	NN
cord-154587-qbmm5st9	333	1	:	:	:
cord-154587-qbmm5st9	333	2	a	a	DT
cord-154587-qbmm5st9	333	3	case	case	NN
cord-154587-qbmm5st9	333	4	study	study	NN
cord-154587-qbmm5st9	333	5	Smartphone	smartphone	NN
cord-154587-qbmm5st9	333	6	-	-	HYPH
cord-154587-qbmm5st9	333	7	enabled	enable	VBN
cord-154587-qbmm5st9	333	8	videoobserved	videoobserved	NN
cord-154587-qbmm5st9	333	9	versus	versus	IN
cord-154587-qbmm5st9	333	10	directly	directly	RB
cord-154587-qbmm5st9	333	11	observed	observe	VBN
cord-154587-qbmm5st9	333	12	treatment	treatment	NN
cord-154587-qbmm5st9	333	13	for	for	IN
cord-154587-qbmm5st9	333	14	tuberculosis	tuberculosis	NN
cord-154587-qbmm5st9	333	15	:	:	:
cord-154587-qbmm5st9	334	1	a	a	DT
cord-154587-qbmm5st9	334	2	multicentre	multicentre	NNP
cord-154587-qbmm5st9	334	3	,	,	,
cord-154587-qbmm5st9	334	4	analyst	analyst	NN
cord-154587-qbmm5st9	334	5	-	-	HYPH
cord-154587-qbmm5st9	334	6	blinded	blind	VBN
cord-154587-qbmm5st9	334	7	,	,	,
cord-154587-qbmm5st9	334	8	randomised	randomised	JJ
cord-154587-qbmm5st9	334	9	,	,	,
cord-154587-qbmm5st9	334	10	controlled	controlled	JJ
cord-154587-qbmm5st9	334	11	superiority	superiority	NN
cord-154587-qbmm5st9	334	12	trial	trial	NN
cord-154587-qbmm5st9	334	13	Neck	neck	NN
cord-154587-qbmm5st9	334	14	posture	posture	NN
cord-154587-qbmm5st9	334	15	monitoring	monitoring	NN
cord-154587-qbmm5st9	334	16	system	system	NN
cord-154587-qbmm5st9	334	17	based	base	VBN
cord-154587-qbmm5st9	334	18	on	on	IN
cord-154587-qbmm5st9	334	19	image	image	NN
cord-154587-qbmm5st9	334	20	detection	detection	NN
cord-154587-qbmm5st9	334	21	and	and	CC
cord-154587-qbmm5st9	334	22	smartphone	smartphone	NN
cord-154587-qbmm5st9	334	23	sensors	sensor	NNS
cord-154587-qbmm5st9	334	24	using	use	VBG
cord-154587-qbmm5st9	334	25	the	the	DT
cord-154587-qbmm5st9	334	26	prolonged	prolonged	JJ
cord-154587-qbmm5st9	334	27	usage	usage	NN
cord-154587-qbmm5st9	334	28	classification	classification	NN
cord-154587-qbmm5st9	334	29	concept	concept	NN
cord-154587-qbmm5st9	334	30	A	a	DT
cord-154587-qbmm5st9	334	31	comprehensive	comprehensive	JJ
cord-154587-qbmm5st9	334	32	approach	approach	NN
cord-154587-qbmm5st9	334	33	for	for	IN
cord-154587-qbmm5st9	334	34	cough	cough	NN
cord-154587-qbmm5st9	334	35	type	type	NN
cord-154587-qbmm5st9	334	36	detection	detection	NN
cord-154587-qbmm5st9	334	37	Nocturnal	nocturnal	JJ
cord-154587-qbmm5st9	334	38	cough	cough	NN
cord-154587-qbmm5st9	334	39	and	and	CC
cord-154587-qbmm5st9	334	40	snore	snore	VB
cord-154587-qbmm5st9	334	41	detection	detection	NN
cord-154587-qbmm5st9	334	42	in	in	IN
cord-154587-qbmm5st9	334	43	noisy	noisy	JJ
cord-154587-qbmm5st9	334	44	environments	environment	NNS
cord-154587-qbmm5st9	334	45	using	use	VBG
cord-154587-qbmm5st9	334	46	smartphone	smartphone	NN
cord-154587-qbmm5st9	334	47	-	-	HYPH
cord-154587-qbmm5st9	334	48	microphones	microphone	NNS
cord-154587-qbmm5st9	334	49	Identification	Identification	NNP
cord-154587-qbmm5st9	334	50	of	of	IN
cord-154587-qbmm5st9	334	51	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	334	52	can	can	MD
cord-154587-qbmm5st9	334	53	be	be	VB
cord-154587-qbmm5st9	334	54	quicker	quick	JJR
cord-154587-qbmm5st9	334	55	through	through	IN
cord-154587-qbmm5st9	334	56	artificial	artificial	JJ
cord-154587-qbmm5st9	334	57	intelligence	intelligence	NN
cord-154587-qbmm5st9	334	58	framework	framework	NN
cord-154587-qbmm5st9	334	59	using	use	VBG
cord-154587-qbmm5st9	334	60	a	a	DT
cord-154587-qbmm5st9	334	61	mobile	mobile	JJ
cord-154587-qbmm5st9	334	62	phone	phone	NN
cord-154587-qbmm5st9	334	63	-	-	HYPH
cord-154587-qbmm5st9	334	64	based	base	VBN
cord-154587-qbmm5st9	334	65	survey	survey	NN
cord-154587-qbmm5st9	334	66	in	in	IN
cord-154587-qbmm5st9	334	67	the	the	DT
cord-154587-qbmm5st9	334	68	populations	population	NNS
cord-154587-qbmm5st9	334	69	when	when	WRB
cord-154587-qbmm5st9	334	70	cities	city	NNS
cord-154587-qbmm5st9	334	71	/	/	SYM
cord-154587-qbmm5st9	334	72	towns	town	NNS
cord-154587-qbmm5st9	334	73	are	be	VBP
cord-154587-qbmm5st9	334	74	under	under	IN
cord-154587-qbmm5st9	334	75	quarantine	quarantine	NN
cord-154587-qbmm5st9	334	76	On	on	IN
cord-154587-qbmm5st9	334	77	the	the	DT
cord-154587-qbmm5st9	334	78	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	334	79	(	(	-LRB-
cord-154587-qbmm5st9	334	80	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	334	81	)	)	-RRB-
cord-154587-qbmm5st9	334	82	outbreak	outbreak	NN
cord-154587-qbmm5st9	334	83	and	and	CC
cord-154587-qbmm5st9	334	84	the	the	DT
cord-154587-qbmm5st9	334	85	smart	smart	JJ
cord-154587-qbmm5st9	334	86	city	city	NN
cord-154587-qbmm5st9	334	87	network	network	NN
cord-154587-qbmm5st9	334	88	:	:	:
cord-154587-qbmm5st9	334	89	universal	universal	JJ
cord-154587-qbmm5st9	334	90	data	datum	NNS
cord-154587-qbmm5st9	334	91	sharing	sharing	NN
cord-154587-qbmm5st9	334	92	standards	standard	NNS
cord-154587-qbmm5st9	334	93	coupled	couple	VBN
cord-154587-qbmm5st9	334	94	with	with	IN
cord-154587-qbmm5st9	334	95	artificial	artificial	JJ
cord-154587-qbmm5st9	334	96	intelligence	intelligence	NN
cord-154587-qbmm5st9	334	97	(	(	-LRB-
cord-154587-qbmm5st9	334	98	AI	AI	NNP
cord-154587-qbmm5st9	334	99	)	)	-RRB-
cord-154587-qbmm5st9	334	100	to	to	TO
cord-154587-qbmm5st9	334	101	benefit	benefit	VB
cord-154587-qbmm5st9	334	102	urban	urban	JJ
cord-154587-qbmm5st9	334	103	health	health	NN
cord-154587-qbmm5st9	334	104	monitoring	monitoring	NN
cord-154587-qbmm5st9	334	105	and	and	CC
cord-154587-qbmm5st9	334	106	management	management	NN
cord-154587-qbmm5st9	334	107	Predicting	Predicting	NNP
cord-154587-qbmm5st9	334	108	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	334	109	using	use	VBG
cord-154587-qbmm5st9	334	110	hybrid	hybrid	NN
cord-154587-qbmm5st9	334	111	AI	AI	NNP
cord-154587-qbmm5st9	334	112	model	model	NN
cord-154587-qbmm5st9	334	113	A	a	DT
cord-154587-qbmm5st9	334	114	double	double	JJ
cord-154587-qbmm5st9	334	115	epidemic	epidemic	NN
cord-154587-qbmm5st9	334	116	model	model	NN
cord-154587-qbmm5st9	334	117	for	for	IN
cord-154587-qbmm5st9	334	118	the	the	DT
cord-154587-qbmm5st9	334	119	SARS	SARS	NNP
cord-154587-qbmm5st9	334	120	propagation	propagation	NN
cord-154587-qbmm5st9	334	121	A	a	DT
cord-154587-qbmm5st9	334	122	simple	simple	JJ
cord-154587-qbmm5st9	334	123	mathematical	mathematical	JJ
cord-154587-qbmm5st9	334	124	model	model	NN
cord-154587-qbmm5st9	334	125	for	for	IN
cord-154587-qbmm5st9	334	126	Ebola	Ebola	NNP
cord-154587-qbmm5st9	334	127	in	in	IN
cord-154587-qbmm5st9	334	128	Africa	Africa	NNP
cord-154587-qbmm5st9	334	129	Long	long	JJ
cord-154587-qbmm5st9	334	130	short	short	JJ
cord-154587-qbmm5st9	334	131	-	-	HYPH
cord-154587-qbmm5st9	334	132	term	term	NN
cord-154587-qbmm5st9	334	133	memory	memory	NN
cord-154587-qbmm5st9	334	134	Understanding	understand	VBG
cord-154587-qbmm5st9	334	135	the	the	DT
cord-154587-qbmm5st9	334	136	perception	perception	NN
cord-154587-qbmm5st9	334	137	of	of	IN
cord-154587-qbmm5st9	334	138	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	334	139	policies	policy	NNS
cord-154587-qbmm5st9	334	140	by	by	IN
cord-154587-qbmm5st9	334	141	mining	mine	VBG
cord-154587-qbmm5st9	334	142	a	a	DT
cord-154587-qbmm5st9	334	143	Characterizing	characterize	VBG
cord-154587-qbmm5st9	334	144	the	the	DT
cord-154587-qbmm5st9	334	145	propagation	propagation	NN
cord-154587-qbmm5st9	334	146	of	of	IN
cord-154587-qbmm5st9	334	147	situational	situational	JJ
cord-154587-qbmm5st9	334	148	information	information	NN
cord-154587-qbmm5st9	334	149	in	in	IN
cord-154587-qbmm5st9	334	150	social	social	JJ
cord-154587-qbmm5st9	334	151	media	medium	NNS
cord-154587-qbmm5st9	334	152	during	during	IN
cord-154587-qbmm5st9	334	153	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	334	154	epidemic	epidemic	NN
cord-154587-qbmm5st9	334	155	:	:	:
cord-154587-qbmm5st9	335	1	A	a	DT
cord-154587-qbmm5st9	335	2	case	case	NN
cord-154587-qbmm5st9	335	3	study	study	NN
cord-154587-qbmm5st9	335	4	on	on	IN
cord-154587-qbmm5st9	335	5	Weibo	Weibo	NNP
cord-154587-qbmm5st9	335	6	Improved	Improved	NNP
cord-154587-qbmm5st9	335	7	protein	protein	NN
cord-154587-qbmm5st9	335	8	structure	structure	NN
cord-154587-qbmm5st9	335	9	prediction	prediction	NN
cord-154587-qbmm5st9	335	10	using	use	VBG
cord-154587-qbmm5st9	335	11	potentials	potential	NNS
cord-154587-qbmm5st9	335	12	from	from	IN
cord-154587-qbmm5st9	335	13	deep	deep	JJ
cord-154587-qbmm5st9	335	14	learning	learn	VBG
cord-154587-qbmm5st9	335	15	Computational	computational	JJ
cord-154587-qbmm5st9	335	16	predictions	prediction	NNS
cord-154587-qbmm5st9	335	17	of	of	IN
cord-154587-qbmm5st9	335	18	protein	protein	NN
cord-154587-qbmm5st9	335	19	structures	structure	NNS
cord-154587-qbmm5st9	335	20	associated	associate	VBN
cord-154587-qbmm5st9	335	21	with	with	IN
cord-154587-qbmm5st9	335	22	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	335	23	,	,	,
cord-154587-qbmm5st9	335	24	DeepMind	DeepMind	NNP
cord-154587-qbmm5st9	335	25	website	website	NN
cord-154587-qbmm5st9	336	1	Potential	potential	JJ
cord-154587-qbmm5st9	337	1	COVID-2019	COVID-2019	NNP
cord-154587-qbmm5st9	338	1	3C	3c	NN
cord-154587-qbmm5st9	338	2	-	-	HYPH
cord-154587-qbmm5st9	338	3	like	like	JJ
cord-154587-qbmm5st9	338	4	protease	protease	NN
cord-154587-qbmm5st9	338	5	inhibitors	inhibitor	NNS
cord-154587-qbmm5st9	338	6	designed	design	VBN
cord-154587-qbmm5st9	338	7	using	use	VBG
cord-154587-qbmm5st9	338	8	generative	generative	JJ
cord-154587-qbmm5st9	338	9	deep	deep	JJ
cord-154587-qbmm5st9	338	10	learning	learning	NN
cord-154587-qbmm5st9	338	11	approaches	approach	NNS
cord-154587-qbmm5st9	338	12	Machine	machine	NN
cord-154587-qbmm5st9	338	13	learning	learn	VBG
cord-154587-qbmm5st9	338	14	using	use	VBG
cord-154587-qbmm5st9	338	15	intrinsic	intrinsic	JJ
cord-154587-qbmm5st9	338	16	genomic	genomic	JJ
cord-154587-qbmm5st9	338	17	signatures	signature	NNS
cord-154587-qbmm5st9	338	18	for	for	IN
cord-154587-qbmm5st9	338	19	rapid	rapid	JJ
cord-154587-qbmm5st9	338	20	classification	classification	NN
cord-154587-qbmm5st9	338	21	of	of	IN
cord-154587-qbmm5st9	338	22	novel	novel	JJ
cord-154587-qbmm5st9	338	23	pathogens	pathogen	NNS
cord-154587-qbmm5st9	338	24	:	:	:
cord-154587-qbmm5st9	339	1	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	339	2	case	case	NNP
cord-154587-qbmm5st9	339	3	study	study	NN
cord-154587-qbmm5st9	339	4	MLDSP	MLDSP	NNP
cord-154587-qbmm5st9	339	5	-	-	HYPH
cord-154587-qbmm5st9	339	6	GUI	GUI	NNP
cord-154587-qbmm5st9	339	7	:	:	:
cord-154587-qbmm5st9	339	8	an	an	DT
cord-154587-qbmm5st9	339	9	alignment	alignment	NN
cord-154587-qbmm5st9	339	10	-	-	HYPH
cord-154587-qbmm5st9	339	11	free	free	JJ
cord-154587-qbmm5st9	339	12	standalone	standalone	JJ
cord-154587-qbmm5st9	339	13	tool	tool	NN
cord-154587-qbmm5st9	339	14	with	with	IN
cord-154587-qbmm5st9	339	15	an	an	DT
cord-154587-qbmm5st9	339	16	interactive	interactive	JJ
cord-154587-qbmm5st9	339	17	graphical	graphical	JJ
cord-154587-qbmm5st9	339	18	user	user	NN
cord-154587-qbmm5st9	339	19	interface	interface	NN
cord-154587-qbmm5st9	339	20	for	for	IN
cord-154587-qbmm5st9	339	21	DNA	dna	NN
cord-154587-qbmm5st9	339	22	sequence	sequence	NN
cord-154587-qbmm5st9	339	23	comparison	comparison	NN
cord-154587-qbmm5st9	339	24	and	and	CC
cord-154587-qbmm5st9	339	25	analysis	analysis	NN
cord-154587-qbmm5st9	339	26	Genomic	genomic	JJ
cord-154587-qbmm5st9	339	27	characterisation	characterisation	NN
cord-154587-qbmm5st9	339	28	and	and	CC
cord-154587-qbmm5st9	339	29	epidemiology	epidemiology	NN
cord-154587-qbmm5st9	339	30	of	of	IN
cord-154587-qbmm5st9	339	31	2019	2019	CD
cord-154587-qbmm5st9	339	32	novel	novel	JJ
cord-154587-qbmm5st9	339	33	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	339	34	:	:	:
cord-154587-qbmm5st9	339	35	implications	implication	NNS
cord-154587-qbmm5st9	339	36	for	for	IN
cord-154587-qbmm5st9	339	37	virus	virus	NN
cord-154587-qbmm5st9	339	38	origins	origin	NNS
cord-154587-qbmm5st9	339	39	and	and	CC
cord-154587-qbmm5st9	339	40	receptor	receptor	NN
cord-154587-qbmm5st9	339	41	binding	bind	VBG
cord-154587-qbmm5st9	339	42	A	a	DT
cord-154587-qbmm5st9	339	43	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	339	44	outbreak	outbreak	NN
cord-154587-qbmm5st9	339	45	associated	associate	VBN
cord-154587-qbmm5st9	339	46	with	with	IN
cord-154587-qbmm5st9	339	47	a	a	DT
cord-154587-qbmm5st9	339	48	new	new	JJ
cord-154587-qbmm5st9	339	49	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	339	50	of	of	IN
cord-154587-qbmm5st9	339	51	probable	probable	JJ
cord-154587-qbmm5st9	339	52	bat	bat	NN
cord-154587-qbmm5st9	339	53	origin	origin	NN
cord-154587-qbmm5st9	339	54	Origin	Origin	NNP
cord-154587-qbmm5st9	339	55	of	of	IN
cord-154587-qbmm5st9	339	56	novel	novel	JJ
cord-154587-qbmm5st9	339	57	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	339	58	(	(	-LRB-
cord-154587-qbmm5st9	339	59	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	339	60	)	)	-RRB-
cord-154587-qbmm5st9	339	61	:	:	:
cord-154587-qbmm5st9	339	62	a	a	DT
cord-154587-qbmm5st9	339	63	computational	computational	JJ
cord-154587-qbmm5st9	339	64	biology	biology	NN
cord-154587-qbmm5st9	339	65	study	study	NN
cord-154587-qbmm5st9	339	66	using	use	VBG
cord-154587-qbmm5st9	339	67	artificial	artificial	JJ
cord-154587-qbmm5st9	339	68	intelligence	intelligence	NN
cord-154587-qbmm5st9	339	69	.	.	.
cord-154587-qbmm5st9	340	1	bioRxiv	biorxiv	RB
cord-154587-qbmm5st9	341	1	COVID-19	covid-19	VB
cord-154587-qbmm5st9	341	2	:	:	:
cord-154587-qbmm5st9	341	3	a	a	DT
cord-154587-qbmm5st9	341	4	survey	survey	NN
cord-154587-qbmm5st9	341	5	on	on	IN
cord-154587-qbmm5st9	341	6	public	public	JJ
cord-154587-qbmm5st9	341	7	medical	medical	JJ
cord-154587-qbmm5st9	341	8	imaging	imaging	NN
cord-154587-qbmm5st9	341	9	data	datum	NNS
cord-154587-qbmm5st9	341	10	resources	resource	NNS
cord-154587-qbmm5st9	341	11	Epidemiological	epidemiological	JJ
cord-154587-qbmm5st9	341	12	dynamics	dynamic	NNS
cord-154587-qbmm5st9	341	13	modeling	model	VBG
cord-154587-qbmm5st9	341	14	by	by	IN
cord-154587-qbmm5st9	341	15	fusion	fusion	NN
cord-154587-qbmm5st9	341	16	of	of	IN
cord-154587-qbmm5st9	341	17	soft	soft	JJ
cord-154587-qbmm5st9	341	18	computing	computing	NN
cord-154587-qbmm5st9	341	19	techniques	technique	NNS
cord-154587-qbmm5st9	341	20	Gaussian	Gaussian	NNP
cord-154587-qbmm5st9	341	21	Processes	Processes	NNPS
cord-154587-qbmm5st9	341	22	for	for	IN
cord-154587-qbmm5st9	341	23	Machine	Machine	NNP
cord-154587-qbmm5st9	341	24	Learning	Learning	NNP
cord-154587-qbmm5st9	341	25	Neural	neural	JJ
cord-154587-qbmm5st9	341	26	network	network	NN
cord-154587-qbmm5st9	341	27	ensemble	ensemble	NN
cord-154587-qbmm5st9	341	28	operators	operator	NNS
cord-154587-qbmm5st9	341	29	for	for	IN
cord-154587-qbmm5st9	341	30	time	time	NNP
cord-154587-qbmm5st9	341	31	series	series	NNP
cord-154587-qbmm5st9	341	32	forecasting	forecasting	NNP
cord-154587-qbmm5st9	341	33	A	a	DT
cord-154587-qbmm5st9	341	34	survey	survey	NN
cord-154587-qbmm5st9	341	35	of	of	IN
cord-154587-qbmm5st9	341	36	the	the	DT
cord-154587-qbmm5st9	341	37	recent	recent	JJ
cord-154587-qbmm5st9	341	38	architectures	architecture	NNS
cord-154587-qbmm5st9	341	39	of	of	IN
cord-154587-qbmm5st9	341	40	deep	deep	JJ
cord-154587-qbmm5st9	341	41	convolutional	convolutional	NN
cord-154587-qbmm5st9	341	42	neural	neural	JJ
cord-154587-qbmm5st9	341	43	networks	network	NNS
cord-154587-qbmm5st9	342	1	Natural	Natural	NNP
cord-154587-qbmm5st9	342	2	Language	Language	NNP
cord-154587-qbmm5st9	342	3	Processing	Processing	NNP
cord-154587-qbmm5st9	342	4	with	with	IN
cord-154587-qbmm5st9	342	5	Python	Python	NNP
cord-154587-qbmm5st9	342	6	Deep	Deep	NNP
cord-154587-qbmm5st9	342	7	contextualized	contextualize	VBN
cord-154587-qbmm5st9	342	8	word	word	NN
cord-154587-qbmm5st9	342	9	representations	representation	NNS
cord-154587-qbmm5st9	343	1	Universal	universal	JJ
cord-154587-qbmm5st9	343	2	language	language	NN
cord-154587-qbmm5st9	343	3	model	model	NN
cord-154587-qbmm5st9	343	4	fine	fine	RB
cord-154587-qbmm5st9	343	5	-	-	HYPH
cord-154587-qbmm5st9	343	6	tuning	tuning	NN
cord-154587-qbmm5st9	343	7	for	for	IN
cord-154587-qbmm5st9	343	8	text	text	NN
cord-154587-qbmm5st9	343	9	classification	classification	NN
cord-154587-qbmm5st9	343	10	Attention	attention	NN
cord-154587-qbmm5st9	343	11	is	be	VBZ
cord-154587-qbmm5st9	343	12	all	all	DT
cord-154587-qbmm5st9	343	13	you	-PRON-	PRP
cord-154587-qbmm5st9	343	14	need	need	VBP
cord-154587-qbmm5st9	343	15	BERT	BERT	NNP
cord-154587-qbmm5st9	343	16	:	:	:
cord-154587-qbmm5st9	344	1	Pre	pre	JJ
cord-154587-qbmm5st9	344	2	-	-	JJ
cord-154587-qbmm5st9	344	3	training	training	NN
cord-154587-qbmm5st9	344	4	of	of	IN
cord-154587-qbmm5st9	344	5	deep	deep	JJ
cord-154587-qbmm5st9	344	6	bidirectional	bidirectional	JJ
cord-154587-qbmm5st9	344	7	transformers	transformer	NNS
cord-154587-qbmm5st9	344	8	for	for	IN
cord-154587-qbmm5st9	344	9	language	language	NN
cord-154587-qbmm5st9	344	10	understanding	understanding	NN
cord-154587-qbmm5st9	344	11	Transformer	Transformer	NNP
cord-154587-qbmm5st9	344	12	-	-	HYPH
cord-154587-qbmm5st9	344	13	XL	XL	NNP
cord-154587-qbmm5st9	344	14	:	:	:
cord-154587-qbmm5st9	344	15	attentive	attentive	JJ
cord-154587-qbmm5st9	344	16	language	language	NN
cord-154587-qbmm5st9	344	17	models	model	NNS
cord-154587-qbmm5st9	344	18	beyond	beyond	IN
cord-154587-qbmm5st9	344	19	a	a	DT
cord-154587-qbmm5st9	344	20	fixed	fix	VBN
cord-154587-qbmm5st9	344	21	-	-	HYPH
cord-154587-qbmm5st9	344	22	length	length	NN
cord-154587-qbmm5st9	344	23	context	context	NN
cord-154587-qbmm5st9	345	1	XLNet	XLNet	NNP
cord-154587-qbmm5st9	345	2	:	:	:
cord-154587-qbmm5st9	345	3	Generalized	generalized	JJ
cord-154587-qbmm5st9	345	4	autoregressive	autoregressive	JJ
cord-154587-qbmm5st9	345	5	pretraining	pretraining	NN
cord-154587-qbmm5st9	345	6	for	for	IN
cord-154587-qbmm5st9	345	7	language	language	NN
cord-154587-qbmm5st9	345	8	understanding	understanding	NN
cord-154587-qbmm5st9	345	9	ERNIE	ERNIE	NNP
cord-154587-qbmm5st9	345	10	:	:	:
cord-154587-qbmm5st9	346	1	Enhanced	Enhanced	NNP
cord-154587-qbmm5st9	346	2	Language	Language	NNP
cord-154587-qbmm5st9	346	3	Representation	Representation	NNP
cord-154587-qbmm5st9	346	4	with	with	IN
cord-154587-qbmm5st9	346	5	Informative	informative	JJ
cord-154587-qbmm5st9	346	6	Entities	entity	NNS
cord-154587-qbmm5st9	346	7	Exploring	explore	VBG
cord-154587-qbmm5st9	346	8	the	the	DT
cord-154587-qbmm5st9	346	9	limits	limit	NNS
cord-154587-qbmm5st9	346	10	of	of	IN
cord-154587-qbmm5st9	346	11	transfer	transfer	NN
cord-154587-qbmm5st9	346	12	learning	learn	VBG
cord-154587-qbmm5st9	346	13	with	with	IN
cord-154587-qbmm5st9	346	14	a	a	DT
cord-154587-qbmm5st9	346	15	unified	unified	JJ
cord-154587-qbmm5st9	346	16	text	text	NN
cord-154587-qbmm5st9	346	17	-	-	HYPH
cord-154587-qbmm5st9	346	18	to	to	IN
cord-154587-qbmm5st9	346	19	-	-	HYPH
cord-154587-qbmm5st9	346	20	text	text	NN
cord-154587-qbmm5st9	346	21	transformer	transformer	NN
cord-154587-qbmm5st9	346	22	BPtransformer	BPtransformer	NNP
cord-154587-qbmm5st9	346	23	:	:	:
cord-154587-qbmm5st9	346	24	modelling	model	VBG
cord-154587-qbmm5st9	346	25	long	long	JJ
cord-154587-qbmm5st9	346	26	-	-	HYPH
cord-154587-qbmm5st9	346	27	range	range	NN
cord-154587-qbmm5st9	346	28	context	context	NN
cord-154587-qbmm5st9	346	29	via	via	IN
cord-154587-qbmm5st9	346	30	binary	binary	JJ
cord-154587-qbmm5st9	346	31	partitioning	partitioning	NN
cord-154587-qbmm5st9	346	32	Language	language	NN
cord-154587-qbmm5st9	346	33	models	model	NNS
cord-154587-qbmm5st9	346	34	are	be	VBP
cord-154587-qbmm5st9	346	35	unsupervised	unsupervise	VBN
cord-154587-qbmm5st9	346	36	multitask	multitask	NN
cord-154587-qbmm5st9	346	37	learners	learner	NNS
cord-154587-qbmm5st9	347	1	A	a	DT
cord-154587-qbmm5st9	347	2	density	density	NN
cord-154587-qbmm5st9	347	3	-	-	HYPH
cord-154587-qbmm5st9	347	4	based	base	VBN
cord-154587-qbmm5st9	347	5	algorithm	algorithm	NN
cord-154587-qbmm5st9	347	6	for	for	IN
cord-154587-qbmm5st9	347	7	discovering	discover	VBG
cord-154587-qbmm5st9	347	8	clusters	cluster	NNS
cord-154587-qbmm5st9	347	9	in	in	IN
cord-154587-qbmm5st9	347	10	large	large	JJ
cord-154587-qbmm5st9	347	11	spatial	spatial	JJ
cord-154587-qbmm5st9	347	12	databases	database	NNS
cord-154587-qbmm5st9	347	13	with	with	IN
cord-154587-qbmm5st9	347	14	noise	noise	NN
cord-154587-qbmm5st9	347	15	Multi	multi	JJ
cord-154587-qbmm5st9	347	16	-	-	JJ
cord-154587-qbmm5st9	347	17	output	output	NN
cord-154587-qbmm5st9	347	18	interval	interval	NN
cord-154587-qbmm5st9	348	1	type-2	type-2	NN
cord-154587-qbmm5st9	348	2	fuzzy	fuzzy	JJ
cord-154587-qbmm5st9	348	3	logic	logic	NN
cord-154587-qbmm5st9	348	4	system	system	NN
cord-154587-qbmm5st9	348	5	for	for	IN
cord-154587-qbmm5st9	348	6	protein	protein	NN
cord-154587-qbmm5st9	348	7	secondary	secondary	JJ
cord-154587-qbmm5st9	348	8	structure	structure	NN
cord-154587-qbmm5st9	348	9	prediction	prediction	NN
cord-154587-qbmm5st9	349	1	A	a	DT
cord-154587-qbmm5st9	349	2	hybrid	hybrid	JJ
cord-154587-qbmm5st9	349	3	supervised	supervise	VBN
cord-154587-qbmm5st9	349	4	approach	approach	NN
cord-154587-qbmm5st9	349	5	to	to	IN
cord-154587-qbmm5st9	349	6	human	human	JJ
cord-154587-qbmm5st9	349	7	population	population	NN
cord-154587-qbmm5st9	349	8	identification	identification	NN
cord-154587-qbmm5st9	349	9	using	use	VBG
cord-154587-qbmm5st9	349	10	genomics	genomic	NNS
cord-154587-qbmm5st9	349	11	data	datum	NNS
cord-154587-qbmm5st9	349	12	Genomic	Genomic	NNP
cord-154587-qbmm5st9	349	13	mutations	mutation	NNS
cord-154587-qbmm5st9	349	14	and	and	CC
cord-154587-qbmm5st9	349	15	changes	change	NNS
cord-154587-qbmm5st9	349	16	in	in	IN
cord-154587-qbmm5st9	349	17	protein	protein	NN
cord-154587-qbmm5st9	349	18	secondary	secondary	JJ
cord-154587-qbmm5st9	349	19	structure	structure	NN
cord-154587-qbmm5st9	349	20	and	and	CC
cord-154587-qbmm5st9	349	21	solvent	solvent	NN
cord-154587-qbmm5st9	349	22	accessibility	accessibility	NN
cord-154587-qbmm5st9	349	23	of	of	IN
cord-154587-qbmm5st9	349	24	SARS	SARS	NNP
cord-154587-qbmm5st9	349	25	-	-	HYPH
cord-154587-qbmm5st9	349	26	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	349	27	(	(	-LRB-
cord-154587-qbmm5st9	349	28	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	349	29	virus	virus	NN
cord-154587-qbmm5st9	349	30	)	)	-RRB-
cord-154587-qbmm5st9	349	31	,	,	.
cord-154587-qbmm5st9	350	1	bioRxiv	biorxiv	DT
cord-154587-qbmm5st9	350	2	Machine	machine	NN
cord-154587-qbmm5st9	350	3	learning	learn	VBG
cord-154587-qbmm5st9	350	4	applications	application	NNS
cord-154587-qbmm5st9	350	5	in	in	IN
cord-154587-qbmm5st9	350	6	genetics	genetic	NNS
cord-154587-qbmm5st9	350	7	and	and	CC
cord-154587-qbmm5st9	350	8	genomics	genomic	NNS
cord-154587-qbmm5st9	350	9	Applications	application	NNS
cord-154587-qbmm5st9	350	10	of	of	IN
cord-154587-qbmm5st9	350	11	deep	deep	JJ
cord-154587-qbmm5st9	350	12	learning	learning	NN
cord-154587-qbmm5st9	350	13	and	and	CC
cord-154587-qbmm5st9	350	14	reinforcement	reinforcement	NN
cord-154587-qbmm5st9	350	15	learning	learn	VBG
cord-154587-qbmm5st9	350	16	to	to	IN
cord-154587-qbmm5st9	350	17	biological	biological	JJ
cord-154587-qbmm5st9	350	18	data	datum	NNS
cord-154587-qbmm5st9	351	1	An	an	DT
cord-154587-qbmm5st9	351	2	interactive	interactive	JJ
cord-154587-qbmm5st9	351	3	web	web	NN
cord-154587-qbmm5st9	351	4	-	-	HYPH
cord-154587-qbmm5st9	351	5	based	base	VBN
cord-154587-qbmm5st9	351	6	dashboard	dashboard	NN
cord-154587-qbmm5st9	351	7	to	to	TO
cord-154587-qbmm5st9	351	8	track	track	VB
cord-154587-qbmm5st9	351	9	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	351	10	in	in	IN
cord-154587-qbmm5st9	351	11	real	real	JJ
cord-154587-qbmm5st9	351	12	time	time	NN
cord-154587-qbmm5st9	351	13	Impact	Impact	NNP
cord-154587-qbmm5st9	351	14	of	of	IN
cord-154587-qbmm5st9	351	15	international	international	JJ
cord-154587-qbmm5st9	351	16	travel	travel	NN
cord-154587-qbmm5st9	351	17	and	and	CC
cord-154587-qbmm5st9	351	18	border	border	NN
cord-154587-qbmm5st9	351	19	control	control	NN
cord-154587-qbmm5st9	351	20	measures	measure	NNS
cord-154587-qbmm5st9	351	21	on	on	IN
cord-154587-qbmm5st9	351	22	the	the	DT
cord-154587-qbmm5st9	351	23	global	global	JJ
cord-154587-qbmm5st9	351	24	spread	spread	NN
cord-154587-qbmm5st9	351	25	of	of	IN
cord-154587-qbmm5st9	351	26	the	the	DT
cord-154587-qbmm5st9	351	27	novel	novel	JJ
cord-154587-qbmm5st9	351	28	2019	2019	CD
cord-154587-qbmm5st9	351	29	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	351	30	outbreak	outbreak	NN
cord-154587-qbmm5st9	351	31	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	351	32	image	image	NN
cord-154587-qbmm5st9	351	33	data	datum	NNS
cord-154587-qbmm5st9	351	34	collection	collection	NN
cord-154587-qbmm5st9	351	35	COVID	COVID	NNP
cord-154587-qbmm5st9	351	36	-	-	HYPH
cord-154587-qbmm5st9	351	37	CT	CT	NNP
cord-154587-qbmm5st9	351	38	-	-	HYPH
cord-154587-qbmm5st9	351	39	Dataset	Dataset	NNP
cord-154587-qbmm5st9	351	40	:	:	:
cord-154587-qbmm5st9	351	41	a	a	DT
cord-154587-qbmm5st9	351	42	CT	CT	NNP
cord-154587-qbmm5st9	351	43	scan	scan	NN
cord-154587-qbmm5st9	351	44	dataset	dataset	NN
cord-154587-qbmm5st9	351	45	about	about	IN
cord-154587-qbmm5st9	351	46	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	351	47	POCOVID	POCOVID	NNP
cord-154587-qbmm5st9	351	48	-	-	HYPH
cord-154587-qbmm5st9	351	49	Net	Net	NNP
cord-154587-qbmm5st9	351	50	:	:	:
cord-154587-qbmm5st9	351	51	automatic	automatic	JJ
cord-154587-qbmm5st9	351	52	detection	detection	NN
cord-154587-qbmm5st9	351	53	of	of	IN
cord-154587-qbmm5st9	351	54	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	351	55	from	from	IN
cord-154587-qbmm5st9	351	56	a	a	DT
cord-154587-qbmm5st9	351	57	new	new	JJ
cord-154587-qbmm5st9	351	58	lung	lung	NN
cord-154587-qbmm5st9	351	59	ultrasound	ultrasound	NN
cord-154587-qbmm5st9	351	60	imaging	imaging	NN
cord-154587-qbmm5st9	351	61	dataset	dataset	NN
cord-154587-qbmm5st9	351	62	(	(	-LRB-
cord-154587-qbmm5st9	351	63	POCUS	POCUS	NNP
cord-154587-qbmm5st9	351	64	)	)	-RRB-
cord-154587-qbmm5st9	352	1	A	a	DT
cord-154587-qbmm5st9	352	2	Twitter	Twitter	NNP
cord-154587-qbmm5st9	352	3	dataset	dataset	NN
cord-154587-qbmm5st9	352	4	of	of	IN
cord-154587-qbmm5st9	352	5	70	70	CD
cord-154587-qbmm5st9	352	6	+	+	SYM
cord-154587-qbmm5st9	352	7	million	million	CD
cord-154587-qbmm5st9	352	8	tweets	tweet	NNS
cord-154587-qbmm5st9	352	9	related	relate	VBN
cord-154587-qbmm5st9	352	10	to	to	IN
cord-154587-qbmm5st9	352	11	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	352	12	(	(	-LRB-
cord-154587-qbmm5st9	352	13	Version	version	NN
cord-154587-qbmm5st9	352	14	2.0	2.0	CD
cord-154587-qbmm5st9	352	15	)	)	-RRB-
cord-154587-qbmm5st9	353	1	[	[	-LRB-
cord-154587-qbmm5st9	353	2	Data	datum	NNS
cord-154587-qbmm5st9	353	3	set	set	VBD
cord-154587-qbmm5st9	353	4	CORD-19	CORD-19	NNP
cord-154587-qbmm5st9	353	5	)	)	-RRB-
cord-154587-qbmm5st9	353	6	.	.	.
cord-154587-qbmm5st9	354	1	(	(	-LRB-
cord-154587-qbmm5st9	354	2	2020	2020	CD
cord-154587-qbmm5st9	354	3	)	)	-RRB-
cord-154587-qbmm5st9	355	1	Version	version	NN
cord-154587-qbmm5st9	355	2	2020	2020	CD
cord-154587-qbmm5st9	355	3	-	-	HYPH
cord-154587-qbmm5st9	355	4	03	03	CD
cord-154587-qbmm5st9	355	5	-	-	SYM
cord-154587-qbmm5st9	355	6	20	20	CD
cord-154587-qbmm5st9	355	7	AI	ai	NN
cord-154587-qbmm5st9	355	8	can	can	MD
cord-154587-qbmm5st9	355	9	help	help	VB
cord-154587-qbmm5st9	355	10	scientists	scientist	NNS
cord-154587-qbmm5st9	355	11	find	find	VB
cord-154587-qbmm5st9	355	12	a	a	DT
cord-154587-qbmm5st9	355	13	Covid-19	covid-19	JJ
cord-154587-qbmm5st9	355	14	vaccine	vaccine	NN
cord-154587-qbmm5st9	355	15	A	a	DT
cord-154587-qbmm5st9	355	16	deep	deep	JJ
cord-154587-qbmm5st9	355	17	learning	learning	NN
cord-154587-qbmm5st9	355	18	approach	approach	NN
cord-154587-qbmm5st9	355	19	to	to	IN
cord-154587-qbmm5st9	355	20	antibiotic	antibiotic	JJ
cord-154587-qbmm5st9	355	21	discovery	discovery	NN
cord-154587-qbmm5st9	355	22	Reassessing	reassess	VBG
cord-154587-qbmm5st9	355	23	the	the	DT
cord-154587-qbmm5st9	355	24	global	global	JJ
cord-154587-qbmm5st9	355	25	mortality	mortality	NN
cord-154587-qbmm5st9	355	26	burden	burden	NN
cord-154587-qbmm5st9	355	27	of	of	IN
cord-154587-qbmm5st9	355	28	the	the	DT
cord-154587-qbmm5st9	355	29	1918	1918	CD
cord-154587-qbmm5st9	355	30	influenza	influenza	NN
cord-154587-qbmm5st9	355	31	pandemic	pandemic	NN
cord-154587-qbmm5st9	355	32	Ethics	ethic	NNS
cord-154587-qbmm5st9	355	33	guidelines	guideline	NNS
cord-154587-qbmm5st9	355	34	for	for	IN
cord-154587-qbmm5st9	355	35	trustworthy	trustworthy	JJ
cord-154587-qbmm5st9	355	36	AI	AI	NNP
cord-154587-qbmm5st9	355	37	A	a	DT
cord-154587-qbmm5st9	355	38	novel	novel	JJ
cord-154587-qbmm5st9	355	39	high	high	JJ
cord-154587-qbmm5st9	355	40	specificity	specificity	NN
cord-154587-qbmm5st9	355	41	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	355	42	screening	screening	NN
cord-154587-qbmm5st9	355	43	method	method	NN
cord-154587-qbmm5st9	355	44	based	base	VBN
cord-154587-qbmm5st9	355	45	on	on	IN
cord-154587-qbmm5st9	355	46	simple	simple	JJ
cord-154587-qbmm5st9	355	47	blood	blood	NN
cord-154587-qbmm5st9	355	48	exams	exam	NNS
cord-154587-qbmm5st9	355	49	and	and	CC
cord-154587-qbmm5st9	355	50	artificial	artificial	JJ
cord-154587-qbmm5st9	355	51	intelligence	intelligence	NN
cord-154587-qbmm5st9	355	52	.	.	.
cord-154587-qbmm5st9	356	1	medRxiv	medRxiv	NNS
cord-154587-qbmm5st9	356	2	Predicting	predict	VBG
cord-154587-qbmm5st9	356	3	mortality	mortality	NN
cord-154587-qbmm5st9	356	4	risk	risk	NN
cord-154587-qbmm5st9	356	5	in	in	IN
cord-154587-qbmm5st9	356	6	patients	patient	NNS
cord-154587-qbmm5st9	356	7	with	with	IN
cord-154587-qbmm5st9	356	8	COVID-19	COVID-19	,
cord-154587-qbmm5st9	356	9	using	use	VBG
cord-154587-qbmm5st9	356	10	artificial	artificial	JJ
cord-154587-qbmm5st9	356	11	intelligence	intelligence	NN
cord-154587-qbmm5st9	356	12	to	to	TO
cord-154587-qbmm5st9	356	13	help	help	VB
cord-154587-qbmm5st9	356	14	medical	medical	JJ
cord-154587-qbmm5st9	356	15	decision	decision	NN
cord-154587-qbmm5st9	356	16	-	-	HYPH
cord-154587-qbmm5st9	356	17	making	making	NN
cord-154587-qbmm5st9	356	18	.	.	.
cord-154587-qbmm5st9	357	1	medRxiv	medRxiv	NNS
cord-154587-qbmm5st9	357	2	A	a	DT
cord-154587-qbmm5st9	357	3	novel	novel	JJ
cord-154587-qbmm5st9	357	4	triage	triage	NN
cord-154587-qbmm5st9	357	5	tool	tool	NN
cord-154587-qbmm5st9	357	6	of	of	IN
cord-154587-qbmm5st9	357	7	artificial	artificial	JJ
cord-154587-qbmm5st9	357	8	intelligence	intelligence	NN
cord-154587-qbmm5st9	357	9	assisted	assist	VBD
cord-154587-qbmm5st9	357	10	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	357	11	aid	aid	NN
cord-154587-qbmm5st9	357	12	system	system	NN
cord-154587-qbmm5st9	357	13	for	for	IN
cord-154587-qbmm5st9	357	14	suspected	suspect	VBN
cord-154587-qbmm5st9	357	15	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	357	16	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	357	17	in	in	IN
cord-154587-qbmm5st9	357	18	fever	fever	NN
cord-154587-qbmm5st9	357	19	clinics	clinic	NNS
cord-154587-qbmm5st9	358	1	The	the	DT
cord-154587-qbmm5st9	358	2	role	role	NN
cord-154587-qbmm5st9	358	3	of	of	IN
cord-154587-qbmm5st9	358	4	artificial	artificial	JJ
cord-154587-qbmm5st9	358	5	intelligence	intelligence	NN
cord-154587-qbmm5st9	358	6	in	in	IN
cord-154587-qbmm5st9	358	7	management	management	NN
cord-154587-qbmm5st9	358	8	of	of	IN
cord-154587-qbmm5st9	358	9	critical	critical	JJ
cord-154587-qbmm5st9	358	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	358	11	patients	patient	NNS
cord-154587-qbmm5st9	358	12	Towards	towards	IN
cord-154587-qbmm5st9	358	13	an	an	DT
cord-154587-qbmm5st9	358	14	artificial	artificial	JJ
cord-154587-qbmm5st9	358	15	intelligence	intelligence	NN
cord-154587-qbmm5st9	358	16	framework	framework	NN
cord-154587-qbmm5st9	358	17	for	for	IN
cord-154587-qbmm5st9	358	18	datadriven	datadriven	JJ
cord-154587-qbmm5st9	358	19	prediction	prediction	NN
cord-154587-qbmm5st9	358	20	of	of	IN
cord-154587-qbmm5st9	358	21	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	358	22	clinical	clinical	JJ
cord-154587-qbmm5st9	358	23	severity	severity	NN
cord-154587-qbmm5st9	359	1	Artificial	artificial	JJ
cord-154587-qbmm5st9	359	2	intelligence	intelligence	NN
cord-154587-qbmm5st9	359	3	in	in	IN
cord-154587-qbmm5st9	359	4	the	the	DT
cord-154587-qbmm5st9	359	5	intensive	intensive	JJ
cord-154587-qbmm5st9	359	6	care	care	NN
cord-154587-qbmm5st9	359	7	unit	unit	NN
cord-154587-qbmm5st9	359	8	Prediction	Prediction	NNP
cord-154587-qbmm5st9	359	9	of	of	IN
cord-154587-qbmm5st9	359	10	criticality	criticality	NN
cord-154587-qbmm5st9	359	11	in	in	IN
cord-154587-qbmm5st9	359	12	patients	patient	NNS
cord-154587-qbmm5st9	359	13	with	with	IN
cord-154587-qbmm5st9	359	14	severe	severe	JJ
cord-154587-qbmm5st9	359	15	Covid-19	covid-19	NN
cord-154587-qbmm5st9	359	16	infection	infection	NN
cord-154587-qbmm5st9	359	17	using	use	VBG
cord-154587-qbmm5st9	359	18	three	three	CD
cord-154587-qbmm5st9	359	19	clinical	clinical	JJ
cord-154587-qbmm5st9	359	20	features	feature	NNS
cord-154587-qbmm5st9	359	21	:	:	:
cord-154587-qbmm5st9	359	22	a	a	DT
cord-154587-qbmm5st9	359	23	machine	machine	NN
cord-154587-qbmm5st9	359	24	learningbased	learningbase	VBD
cord-154587-qbmm5st9	359	25	prognostic	prognostic	JJ
cord-154587-qbmm5st9	359	26	model	model	NN
cord-154587-qbmm5st9	359	27	with	with	IN
cord-154587-qbmm5st9	359	28	clinical	clinical	JJ
cord-154587-qbmm5st9	359	29	data	datum	NNS
cord-154587-qbmm5st9	359	30	in	in	IN
cord-154587-qbmm5st9	359	31	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	359	32	.	.	.
cord-154587-qbmm5st9	360	1	medRxiv	medRxiv	NNP
cord-154587-qbmm5st9	360	2	Regularization	Regularization	NNP
cord-154587-qbmm5st9	360	3	and	and	CC
cord-154587-qbmm5st9	360	4	variable	variable	JJ
cord-154587-qbmm5st9	360	5	selection	selection	NN
cord-154587-qbmm5st9	360	6	via	via	IN
cord-154587-qbmm5st9	360	7	the	the	DT
cord-154587-qbmm5st9	360	8	elastic	elastic	JJ
cord-154587-qbmm5st9	360	9	net	net	NN
cord-154587-qbmm5st9	361	1	Why	why	WRB
cord-154587-qbmm5st9	361	2	is	be	VBZ
cord-154587-qbmm5st9	361	3	it	-PRON-	PRP
cord-154587-qbmm5st9	361	4	difficult	difficult	JJ
cord-154587-qbmm5st9	361	5	to	to	TO
cord-154587-qbmm5st9	361	6	accurately	accurately	RB
cord-154587-qbmm5st9	361	7	predict	predict	VB
cord-154587-qbmm5st9	361	8	the	the	DT
cord-154587-qbmm5st9	361	9	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	361	10	epidemic	epidemic	NN
cord-154587-qbmm5st9	361	11	?	?	.
cord-154587-qbmm5st9	362	1	Predicting	predict	VBG
cord-154587-qbmm5st9	362	2	Covid-19	Covid-19	NNP
cord-154587-qbmm5st9	362	3	in	in	IN
cord-154587-qbmm5st9	362	4	china	china	NNP
cord-154587-qbmm5st9	362	5	using	use	VBG
cord-154587-qbmm5st9	362	6	hybrid	hybrid	JJ
cord-154587-qbmm5st9	362	7	AI	AI	NNP
cord-154587-qbmm5st9	362	8	model	model	NN
cord-154587-qbmm5st9	362	9	Modified	modify	VBN
cord-154587-qbmm5st9	362	10	SEIR	SEIR	NNP
cord-154587-qbmm5st9	362	11	and	and	CC
cord-154587-qbmm5st9	362	12	AI	AI	NNP
cord-154587-qbmm5st9	362	13	prediction	prediction	NN
cord-154587-qbmm5st9	362	14	of	of	IN
cord-154587-qbmm5st9	362	15	the	the	DT
cord-154587-qbmm5st9	362	16	epidemics	epidemic	NNS
cord-154587-qbmm5st9	362	17	trend	trend	NN
cord-154587-qbmm5st9	362	18	of	of	IN
cord-154587-qbmm5st9	362	19	Covid-19	covid-19	NN
cord-154587-qbmm5st9	362	20	in	in	IN
cord-154587-qbmm5st9	362	21	China	China	NNP
cord-154587-qbmm5st9	362	22	under	under	IN
cord-154587-qbmm5st9	362	23	public	public	JJ
cord-154587-qbmm5st9	362	24	health	health	NN
cord-154587-qbmm5st9	362	25	interventions	intervention	NNS
cord-154587-qbmm5st9	363	1	Artificial	artificial	JJ
cord-154587-qbmm5st9	363	2	intelligenceenabled	intelligenceenable	VBN
cord-154587-qbmm5st9	363	3	rapid	rapid	JJ
cord-154587-qbmm5st9	363	4	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	363	5	of	of	IN
cord-154587-qbmm5st9	363	6	patients	patient	NNS
cord-154587-qbmm5st9	363	7	with	with	IN
cord-154587-qbmm5st9	363	8	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	363	9	Clinically	clinically	RB
cord-154587-qbmm5st9	363	10	applicable	applicable	JJ
cord-154587-qbmm5st9	363	11	AI	ai	NN
cord-154587-qbmm5st9	363	12	system	system	NN
cord-154587-qbmm5st9	363	13	for	for	IN
cord-154587-qbmm5st9	363	14	accurate	accurate	JJ
cord-154587-qbmm5st9	363	15	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	363	16	,	,	,
cord-154587-qbmm5st9	363	17	quantitative	quantitative	JJ
cord-154587-qbmm5st9	363	18	measurements	measurement	NNS
cord-154587-qbmm5st9	363	19	,	,	,
cord-154587-qbmm5st9	363	20	and	and	CC
cord-154587-qbmm5st9	363	21	prognosis	prognosis	NN
cord-154587-qbmm5st9	363	22	of	of	IN
cord-154587-qbmm5st9	363	23	Covid-19	covid-19	JJ
cord-154587-qbmm5st9	363	24	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	363	25	using	use	VBG
cord-154587-qbmm5st9	363	26	computed	compute	VBN
cord-154587-qbmm5st9	363	27	tomography	tomography	NN
cord-154587-qbmm5st9	363	28	Radiological	radiological	JJ
cord-154587-qbmm5st9	363	29	findings	finding	NNS
cord-154587-qbmm5st9	363	30	from	from	IN
cord-154587-qbmm5st9	363	31	81	81	CD
cord-154587-qbmm5st9	363	32	patients	patient	NNS
cord-154587-qbmm5st9	363	33	with	with	IN
cord-154587-qbmm5st9	363	34	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	363	35	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	363	36	in	in	IN
cord-154587-qbmm5st9	363	37	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	363	38	,	,	,
cord-154587-qbmm5st9	363	39	China	China	NNP
cord-154587-qbmm5st9	363	40	:	:	:
cord-154587-qbmm5st9	364	1	a	a	DT
cord-154587-qbmm5st9	364	2	descriptive	descriptive	JJ
cord-154587-qbmm5st9	364	3	study	study	NN
cord-154587-qbmm5st9	364	4	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	364	5	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	365	1	:	:	:
cord-154587-qbmm5st9	365	2	what	what	WP
cord-154587-qbmm5st9	365	3	has	have	VBZ
cord-154587-qbmm5st9	365	4	CT	CT	NNP
cord-154587-qbmm5st9	365	5	taught	teach	VBD
cord-154587-qbmm5st9	365	6	us	-PRON-	PRP
cord-154587-qbmm5st9	365	7	Diagnosis	Diagnosis	NNP
cord-154587-qbmm5st9	365	8	of	of	IN
cord-154587-qbmm5st9	365	9	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	365	10	disease	disease	NN
cord-154587-qbmm5st9	365	11	2019	2019	CD
cord-154587-qbmm5st9	365	12	(	(	-LRB-
cord-154587-qbmm5st9	365	13	Covid-19	Covid-19	NNP
cord-154587-qbmm5st9	365	14	)	)	-RRB-
cord-154587-qbmm5st9	365	15	with	with	IN
cord-154587-qbmm5st9	365	16	structured	structured	JJ
cord-154587-qbmm5st9	365	17	latent	latent	JJ
cord-154587-qbmm5st9	365	18	multi	multi	JJ
cord-154587-qbmm5st9	365	19	-	-	JJ
cord-154587-qbmm5st9	365	20	view	view	JJ
cord-154587-qbmm5st9	365	21	representation	representation	NN
cord-154587-qbmm5st9	365	22	learning	learn	VBG
cord-154587-qbmm5st9	365	23	Automated	automated	JJ
cord-154587-qbmm5st9	365	24	detection	detection	NN
cord-154587-qbmm5st9	365	25	of	of	IN
cord-154587-qbmm5st9	365	26	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	365	27	cases	case	NNS
cord-154587-qbmm5st9	365	28	using	use	VBG
cord-154587-qbmm5st9	365	29	deep	deep	JJ
cord-154587-qbmm5st9	365	30	neural	neural	JJ
cord-154587-qbmm5st9	365	31	networks	network	NNS
cord-154587-qbmm5st9	365	32	with	with	IN
cord-154587-qbmm5st9	365	33	X	x	NN
cord-154587-qbmm5st9	365	34	-	-	NN
cord-154587-qbmm5st9	365	35	ray	ray	NN
cord-154587-qbmm5st9	365	36	images	image	NNS
cord-154587-qbmm5st9	365	37	Medical	medical	JJ
cord-154587-qbmm5st9	365	38	image	image	NN
cord-154587-qbmm5st9	365	39	analysis	analysis	NN
cord-154587-qbmm5st9	365	40	using	use	VBG
cord-154587-qbmm5st9	365	41	wavelet	wavelet	JJ
cord-154587-qbmm5st9	365	42	transform	transform	NN
cord-154587-qbmm5st9	365	43	and	and	CC
cord-154587-qbmm5st9	365	44	deep	deep	JJ
cord-154587-qbmm5st9	365	45	belief	belief	NN
cord-154587-qbmm5st9	365	46	networks	network	NNS
cord-154587-qbmm5st9	366	1	CoroNet	CoroNet	NNP
cord-154587-qbmm5st9	366	2	:	:	:
cord-154587-qbmm5st9	367	1	A	a	DT
cord-154587-qbmm5st9	367	2	deep	deep	JJ
cord-154587-qbmm5st9	367	3	neural	neural	JJ
cord-154587-qbmm5st9	367	4	network	network	NN
cord-154587-qbmm5st9	367	5	for	for	IN
cord-154587-qbmm5st9	367	6	detection	detection	NN
cord-154587-qbmm5st9	367	7	and	and	CC
cord-154587-qbmm5st9	367	8	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	367	9	of	of	IN
cord-154587-qbmm5st9	367	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	367	11	from	from	IN
cord-154587-qbmm5st9	367	12	chest	chest	NN
cord-154587-qbmm5st9	367	13	X	x	NN
cord-154587-qbmm5st9	367	14	-	-	NN
cord-154587-qbmm5st9	367	15	ray	ray	NN
cord-154587-qbmm5st9	367	16	images	image	VBZ
cord-154587-qbmm5st9	367	17	Coronavirus	Coronavirus	NNP
cord-154587-qbmm5st9	367	18	(	(	-LRB-
cord-154587-qbmm5st9	367	19	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	367	20	)	)	-RRB-
cord-154587-qbmm5st9	367	21	outbreak	outbreak	NN
cord-154587-qbmm5st9	367	22	:	:	:
cord-154587-qbmm5st9	367	23	what	what	WP
cord-154587-qbmm5st9	367	24	the	the	DT
cord-154587-qbmm5st9	367	25	department	department	NNP
cord-154587-qbmm5st9	367	26	of	of	IN
cord-154587-qbmm5st9	367	27	radiology	radiology	NNP
cord-154587-qbmm5st9	367	28	should	should	MD
cord-154587-qbmm5st9	367	29	know	know	VB
cord-154587-qbmm5st9	367	30	Application	Application	NNP
cord-154587-qbmm5st9	367	31	of	of	IN
cord-154587-qbmm5st9	367	32	deep	deep	JJ
cord-154587-qbmm5st9	367	33	learning	learning	NN
cord-154587-qbmm5st9	367	34	technique	technique	NN
cord-154587-qbmm5st9	367	35	to	to	TO
cord-154587-qbmm5st9	367	36	manage	manage	VB
cord-154587-qbmm5st9	367	37	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	367	38	in	in	IN
cord-154587-qbmm5st9	367	39	routine	routine	JJ
cord-154587-qbmm5st9	367	40	clinical	clinical	JJ
cord-154587-qbmm5st9	367	41	practice	practice	NN
cord-154587-qbmm5st9	367	42	using	use	VBG
cord-154587-qbmm5st9	367	43	CT	CT	NNP
cord-154587-qbmm5st9	367	44	images	image	NNS
cord-154587-qbmm5st9	367	45	:	:	:
cord-154587-qbmm5st9	367	46	results	result	NNS
cord-154587-qbmm5st9	367	47	of	of	IN
cord-154587-qbmm5st9	367	48	10	10	CD
cord-154587-qbmm5st9	367	49	convolutional	convolutional	NN
cord-154587-qbmm5st9	367	50	neural	neural	JJ
cord-154587-qbmm5st9	367	51	networks	network	NNS
cord-154587-qbmm5st9	368	1	Deep	deep	JJ
cord-154587-qbmm5st9	368	2	learning	learning	NN
cord-154587-qbmm5st9	368	3	covid-19	covid-19	NN
cord-154587-qbmm5st9	368	4	features	feature	NNS
cord-154587-qbmm5st9	368	5	on	on	IN
cord-154587-qbmm5st9	368	6	CXR	CXR	NNP
cord-154587-qbmm5st9	368	7	using	use	VBG
cord-154587-qbmm5st9	368	8	limited	limited	JJ
cord-154587-qbmm5st9	368	9	training	training	NN
cord-154587-qbmm5st9	368	10	data	datum	NNS
cord-154587-qbmm5st9	368	11	sets	set	NNS
cord-154587-qbmm5st9	369	1	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	369	2	identification	identification	NN
cord-154587-qbmm5st9	369	3	in	in	IN
cord-154587-qbmm5st9	369	4	chest	chest	NN
cord-154587-qbmm5st9	369	5	X	x	NN
cord-154587-qbmm5st9	369	6	-	-	NN
cord-154587-qbmm5st9	369	7	ray	ray	NN
cord-154587-qbmm5st9	369	8	images	image	NNS
cord-154587-qbmm5st9	369	9	on	on	IN
cord-154587-qbmm5st9	369	10	flat	flat	JJ
cord-154587-qbmm5st9	369	11	and	and	CC
cord-154587-qbmm5st9	369	12	hierarchical	hierarchical	JJ
cord-154587-qbmm5st9	369	13	classification	classification	NN
cord-154587-qbmm5st9	369	14	scenarios	scenario	NNS
cord-154587-qbmm5st9	369	15	Inf	Inf	NNP
cord-154587-qbmm5st9	369	16	-	-	HYPH
cord-154587-qbmm5st9	369	17	Net	net	NN
cord-154587-qbmm5st9	369	18	:	:	:
cord-154587-qbmm5st9	370	1	automatic	automatic	NNP
cord-154587-qbmm5st9	370	2	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	370	3	lung	lung	NN
cord-154587-qbmm5st9	370	4	infection	infection	NN
cord-154587-qbmm5st9	370	5	segmentation	segmentation	NN
cord-154587-qbmm5st9	370	6	from	from	IN
cord-154587-qbmm5st9	370	7	CT	CT	NNP
cord-154587-qbmm5st9	370	8	images	image	NNS
cord-154587-qbmm5st9	370	9	Explainable	explainable	JJ
cord-154587-qbmm5st9	370	10	deep	deep	JJ
cord-154587-qbmm5st9	370	11	learning	learning	NN
cord-154587-qbmm5st9	370	12	for	for	IN
cord-154587-qbmm5st9	370	13	pulmonary	pulmonary	JJ
cord-154587-qbmm5st9	370	14	disease	disease	NN
cord-154587-qbmm5st9	370	15	and	and	CC
cord-154587-qbmm5st9	371	1	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	371	2	COVID-19	covid-19	VB
cord-154587-qbmm5st9	371	3	detection	detection	NN
cord-154587-qbmm5st9	371	4	from	from	IN
cord-154587-qbmm5st9	371	5	X	X	NNS
cord-154587-qbmm5st9	371	6	-	-	NNS
cord-154587-qbmm5st9	371	7	rays	ray	NNS
cord-154587-qbmm5st9	371	8	CovidGAN	CovidGAN	NNP
cord-154587-qbmm5st9	371	9	:	:	:
cord-154587-qbmm5st9	372	1	data	datum	NNS
cord-154587-qbmm5st9	372	2	augmentation	augmentation	NN
cord-154587-qbmm5st9	372	3	using	use	VBG
cord-154587-qbmm5st9	372	4	auxiliary	auxiliary	JJ
cord-154587-qbmm5st9	372	5	classifier	classifier	NN
cord-154587-qbmm5st9	372	6	GAN	GAN	NNP
cord-154587-qbmm5st9	372	7	for	for	IN
cord-154587-qbmm5st9	372	8	improved	improve	VBN
cord-154587-qbmm5st9	372	9	covid-19	covid-19	JJ
cord-154587-qbmm5st9	372	10	detection	detection	NN
cord-154587-qbmm5st9	372	11	A	A	NNP
cord-154587-qbmm5st9	372	12	hybrid	hybrid	JJ
cord-154587-qbmm5st9	372	13	COVID-19	covid-19	CD
cord-154587-qbmm5st9	372	14	detection	detection	NN
cord-154587-qbmm5st9	372	15	model	model	NN
cord-154587-qbmm5st9	372	16	using	use	VBG
cord-154587-qbmm5st9	372	17	an	an	DT
cord-154587-qbmm5st9	372	18	improved	improve	VBN
cord-154587-qbmm5st9	372	19	marine	marine	JJ
cord-154587-qbmm5st9	372	20	predators	predator	NNS
cord-154587-qbmm5st9	372	21	algorithm	algorithm	NN
cord-154587-qbmm5st9	372	22	and	and	CC
cord-154587-qbmm5st9	372	23	a	a	DT
cord-154587-qbmm5st9	372	24	ranking	ranking	NN
cord-154587-qbmm5st9	372	25	-	-	HYPH
cord-154587-qbmm5st9	372	26	based	base	VBN
cord-154587-qbmm5st9	372	27	diversity	diversity	NN
cord-154587-qbmm5st9	372	28	reduction	reduction	NN
cord-154587-qbmm5st9	372	29	strategy	strategy	NN
cord-154587-qbmm5st9	372	30	Review	Review	NNP
cord-154587-qbmm5st9	372	31	of	of	IN
cord-154587-qbmm5st9	372	32	artificial	artificial	JJ
cord-154587-qbmm5st9	372	33	intelligence	intelligence	NN
cord-154587-qbmm5st9	372	34	techniques	technique	NNS
cord-154587-qbmm5st9	372	35	in	in	IN
cord-154587-qbmm5st9	372	36	imaging	image	VBG
cord-154587-qbmm5st9	372	37	data	datum	NNS
cord-154587-qbmm5st9	372	38	acquisition	acquisition	NN
cord-154587-qbmm5st9	372	39	,	,	,
cord-154587-qbmm5st9	372	40	segmentation	segmentation	NN
cord-154587-qbmm5st9	372	41	and	and	CC
cord-154587-qbmm5st9	372	42	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	372	43	for	for	IN
cord-154587-qbmm5st9	372	44	covid-19	covid-19	NNP
cord-154587-qbmm5st9	372	45	Sample	Sample	NNP
cord-154587-qbmm5st9	372	46	-	-	HYPH
cord-154587-qbmm5st9	372	47	efficient	efficient	JJ
cord-154587-qbmm5st9	372	48	deep	deep	JJ
cord-154587-qbmm5st9	372	49	learning	learning	NN
cord-154587-qbmm5st9	372	50	for	for	IN
cord-154587-qbmm5st9	372	51	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	372	52	diagnosis	diagnosis	NN
cord-154587-qbmm5st9	372	53	based	base	VBN
cord-154587-qbmm5st9	372	54	on	on	IN
cord-154587-qbmm5st9	372	55	CT	CT	NNP
cord-154587-qbmm5st9	372	56	scans	scan	VBZ
cord-154587-qbmm5st9	372	57	Deep	deep	JJ
cord-154587-qbmm5st9	372	58	learning	learning	NN
cord-154587-qbmm5st9	372	59	-	-	HYPH
cord-154587-qbmm5st9	372	60	based	base	VBN
cord-154587-qbmm5st9	372	61	model	model	NN
cord-154587-qbmm5st9	372	62	for	for	IN
cord-154587-qbmm5st9	372	63	detecting	detect	VBG
cord-154587-qbmm5st9	372	64	2019	2019	CD
cord-154587-qbmm5st9	372	65	novel	novel	JJ
cord-154587-qbmm5st9	372	66	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	372	67	pneumonia	pneumonia	NN
cord-154587-qbmm5st9	372	68	on	on	IN
cord-154587-qbmm5st9	372	69	high	high	JJ
cord-154587-qbmm5st9	372	70	-	-	HYPH
cord-154587-qbmm5st9	372	71	resolution	resolution	NN
cord-154587-qbmm5st9	373	1	computed	compute	VBN
cord-154587-qbmm5st9	373	2	tomography	tomography	NN
cord-154587-qbmm5st9	373	3	:	:	:
cord-154587-qbmm5st9	374	1	a	a	DT
cord-154587-qbmm5st9	374	2	prospective	prospective	JJ
cord-154587-qbmm5st9	374	3	study	study	NN
cord-154587-qbmm5st9	374	4	Visualizing	visualizing	NN
cord-154587-qbmm5st9	374	5	and	and	CC
cord-154587-qbmm5st9	374	6	understanding	understand	VBG
cord-154587-qbmm5st9	374	7	convolutional	convolutional	NN
cord-154587-qbmm5st9	374	8	networks	network	NNS
cord-154587-qbmm5st9	374	9	Coronavirus	Coronavirus	NNP
cord-154587-qbmm5st9	374	10	France	France	NNP
cord-154587-qbmm5st9	374	11	:	:	:
cord-154587-qbmm5st9	374	12	cameras	camera	NNS
cord-154587-qbmm5st9	374	13	to	to	TO
cord-154587-qbmm5st9	374	14	monitor	monitor	VB
cord-154587-qbmm5st9	374	15	masks	mask	NNS
cord-154587-qbmm5st9	374	16	and	and	CC
cord-154587-qbmm5st9	374	17	social	social	JJ
cord-154587-qbmm5st9	374	18	distancing	distancing	NN
cord-154587-qbmm5st9	375	1	As	as	IN
cord-154587-qbmm5st9	375	2	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	375	3	surveillance	surveillance	NN
cord-154587-qbmm5st9	375	4	escalates	escalate	VBZ
cord-154587-qbmm5st9	375	5	,	,	,
cord-154587-qbmm5st9	375	6	personal	personal	JJ
cord-154587-qbmm5st9	375	7	privacy	privacy	NN
cord-154587-qbmm5st9	375	8	plummets	plummet	VBZ
cord-154587-qbmm5st9	375	9	.	.	.
cord-154587-qbmm5st9	376	1	The	the	DT
cord-154587-qbmm5st9	376	2	New	New	NNP
cord-154587-qbmm5st9	376	3	York	York	NNP
cord-154587-qbmm5st9	376	4	Times	Times	NNP
cord-154587-qbmm5st9	376	5	How	how	WRB
cord-154587-qbmm5st9	376	6	Russia	Russia	NNP
cord-154587-qbmm5st9	376	7	is	be	VBZ
cord-154587-qbmm5st9	376	8	using	use	VBG
cord-154587-qbmm5st9	376	9	facial	facial	JJ
cord-154587-qbmm5st9	376	10	recognition	recognition	NN
cord-154587-qbmm5st9	376	11	to	to	TO
cord-154587-qbmm5st9	376	12	police	police	VB
cord-154587-qbmm5st9	376	13	its	-PRON-	PRP$
cord-154587-qbmm5st9	376	14	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	376	15	lockdown	lockdown	NN
cord-154587-qbmm5st9	376	16	Potentially	potentially	RB
cord-154587-qbmm5st9	376	17	highly	highly	RB
cord-154587-qbmm5st9	376	18	potent	potent	JJ
cord-154587-qbmm5st9	376	19	drugs	drug	NNS
cord-154587-qbmm5st9	376	20	for	for	IN
cord-154587-qbmm5st9	376	21	2019-nCoV.	2019-ncov.	CD
cord-154587-qbmm5st9	377	1	bioRxiv	biorxiv	DT
cord-154587-qbmm5st9	377	2	MathDL	MathDL	NNP
cord-154587-qbmm5st9	377	3	:	:	:
cord-154587-qbmm5st9	377	4	mathematical	mathematical	JJ
cord-154587-qbmm5st9	377	5	deep	deep	JJ
cord-154587-qbmm5st9	377	6	learning	learning	NN
cord-154587-qbmm5st9	377	7	for	for	IN
cord-154587-qbmm5st9	377	8	D3R	d3r	JJ
cord-154587-qbmm5st9	377	9	Grand	Grand	NNP
cord-154587-qbmm5st9	377	10	Challenge	Challenge	NNP
cord-154587-qbmm5st9	377	11	4	4	CD
cord-154587-qbmm5st9	377	12	AIaided	aiaided	JJ
cord-154587-qbmm5st9	377	13	design	design	NN
cord-154587-qbmm5st9	377	14	of	of	IN
cord-154587-qbmm5st9	377	15	novel	novel	NN
cord-154587-qbmm5st9	378	1	targeted	target	VBN
cord-154587-qbmm5st9	378	2	covalent	covalent	JJ
cord-154587-qbmm5st9	378	3	inhibitors	inhibitor	NNS
cord-154587-qbmm5st9	378	4	against	against	IN
cord-154587-qbmm5st9	378	5	SARS	SARS	NNP
cord-154587-qbmm5st9	378	6	-	-	HYPH
cord-154587-qbmm5st9	378	7	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	378	8	.	.	.
cord-154587-qbmm5st9	379	1	bioRxiv	biorxiv	IN
cord-154587-qbmm5st9	379	2	De	De	NNP
cord-154587-qbmm5st9	379	3	novo	novo	NN
cord-154587-qbmm5st9	379	4	design	design	NN
cord-154587-qbmm5st9	379	5	of	of	IN
cord-154587-qbmm5st9	379	6	new	new	JJ
cord-154587-qbmm5st9	379	7	chemical	chemical	JJ
cord-154587-qbmm5st9	379	8	entities	entity	NNS
cord-154587-qbmm5st9	379	9	(	(	-LRB-
cord-154587-qbmm5st9	379	10	NCEs	NCEs	NNP
cord-154587-qbmm5st9	379	11	)	)	-RRB-
cord-154587-qbmm5st9	379	12	for	for	IN
cord-154587-qbmm5st9	379	13	SARS	SARS	NNP
cord-154587-qbmm5st9	379	14	-	-	HYPH
cord-154587-qbmm5st9	379	15	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	379	16	using	use	VBG
cord-154587-qbmm5st9	379	17	artificial	artificial	JJ
cord-154587-qbmm5st9	379	18	intelligence	intelligence	NN
cord-154587-qbmm5st9	379	19	Preliminary	preliminary	JJ
cord-154587-qbmm5st9	379	20	bioinformatics	bioinformatics	NN
cord-154587-qbmm5st9	379	21	studies	study	NNS
cord-154587-qbmm5st9	379	22	on	on	IN
cord-154587-qbmm5st9	379	23	the	the	DT
cord-154587-qbmm5st9	379	24	design	design	NN
cord-154587-qbmm5st9	379	25	of	of	IN
cord-154587-qbmm5st9	379	26	a	a	DT
cord-154587-qbmm5st9	379	27	synthetic	synthetic	JJ
cord-154587-qbmm5st9	379	28	vaccine	vaccine	NN
cord-154587-qbmm5st9	379	29	and	and	CC
cord-154587-qbmm5st9	379	30	a	a	DT
cord-154587-qbmm5st9	379	31	preventative	preventative	JJ
cord-154587-qbmm5st9	379	32	peptidomimetic	peptidomimetic	JJ
cord-154587-qbmm5st9	379	33	antagonist	antagonist	NN
cord-154587-qbmm5st9	379	34	against	against	IN
cord-154587-qbmm5st9	379	35	the	the	DT
cord-154587-qbmm5st9	379	36	SARS	SARS	NNP
cord-154587-qbmm5st9	379	37	-	-	HYPH
cord-154587-qbmm5st9	379	38	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	379	39	(	(	-LRB-
cord-154587-qbmm5st9	379	40	2019-nCoV	2019-ncov	CD
cord-154587-qbmm5st9	379	41	,	,	,
cord-154587-qbmm5st9	379	42	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	379	43	)	)	-RRB-
cord-154587-qbmm5st9	379	44	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	379	45	Network	Network	NNP
cord-154587-qbmm5st9	379	46	bioinformatics	bioinformatics	NN
cord-154587-qbmm5st9	379	47	analysis	analysis	NN
cord-154587-qbmm5st9	379	48	provides	provide	VBZ
cord-154587-qbmm5st9	379	49	insight	insight	NN
cord-154587-qbmm5st9	379	50	into	into	IN
cord-154587-qbmm5st9	379	51	drug	drug	NN
cord-154587-qbmm5st9	379	52	repurposing	repurposing	NN
cord-154587-qbmm5st9	379	53	for	for	IN
cord-154587-qbmm5st9	379	54	COVID-2019	COVID-2019	NNP
cord-154587-qbmm5st9	379	55	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	379	56	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	379	57	vaccine	vaccine	NN
cord-154587-qbmm5st9	379	58	design	design	NN
cord-154587-qbmm5st9	379	59	using	use	VBG
cord-154587-qbmm5st9	379	60	reverse	reverse	JJ
cord-154587-qbmm5st9	379	61	vaccinology	vaccinology	NN
cord-154587-qbmm5st9	379	62	and	and	CC
cord-154587-qbmm5st9	379	63	machine	machine	NN
cord-154587-qbmm5st9	379	64	learning	learn	VBG
cord-154587-qbmm5st9	379	65	How	how	WRB
cord-154587-qbmm5st9	379	66	artificial	artificial	JJ
cord-154587-qbmm5st9	379	67	intelligence	intelligence	NN
cord-154587-qbmm5st9	379	68	is	be	VBZ
cord-154587-qbmm5st9	379	69	changing	change	VBG
cord-154587-qbmm5st9	379	70	drug	drug	NN
cord-154587-qbmm5st9	379	71	discovery	discovery	NN
cord-154587-qbmm5st9	380	1	A	a	DT
cord-154587-qbmm5st9	380	2	data	data	NN
cord-154587-qbmm5st9	380	3	-	-	HYPH
cord-154587-qbmm5st9	380	4	driven	drive	VBN
cord-154587-qbmm5st9	380	5	drug	drug	NN
cord-154587-qbmm5st9	380	6	repositioning	repositioning	NN
cord-154587-qbmm5st9	380	7	framework	framework	NN
cord-154587-qbmm5st9	380	8	discovered	discover	VBD
cord-154587-qbmm5st9	380	9	a	a	DT
cord-154587-qbmm5st9	380	10	potential	potential	JJ
cord-154587-qbmm5st9	380	11	therapeutic	therapeutic	JJ
cord-154587-qbmm5st9	380	12	agent	agent	NN
cord-154587-qbmm5st9	380	13	targeting	target	VBG
cord-154587-qbmm5st9	380	14	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	380	15	Combating	Combating	NNP
cord-154587-qbmm5st9	380	16	COVID-19-The	COVID-19-The	NNP
cord-154587-qbmm5st9	380	17	role	role	NN
cord-154587-qbmm5st9	380	18	of	of	IN
cord-154587-qbmm5st9	380	19	robotics	robotic	NNS
cord-154587-qbmm5st9	380	20	in	in	IN
cord-154587-qbmm5st9	380	21	managing	manage	VBG
cord-154587-qbmm5st9	380	22	public	public	JJ
cord-154587-qbmm5st9	380	23	health	health	NN
cord-154587-qbmm5st9	380	24	and	and	CC
cord-154587-qbmm5st9	380	25	infectious	infectious	JJ
cord-154587-qbmm5st9	380	26	diseases	disease	NNS
cord-154587-qbmm5st9	381	1	The	the	DT
cord-154587-qbmm5st9	381	2	uses	use	NNS
cord-154587-qbmm5st9	381	3	of	of	IN
cord-154587-qbmm5st9	381	4	drones	drone	NNS
cord-154587-qbmm5st9	381	5	in	in	IN
cord-154587-qbmm5st9	381	6	case	case	NN
cord-154587-qbmm5st9	381	7	of	of	IN
cord-154587-qbmm5st9	381	8	massive	massive	JJ
cord-154587-qbmm5st9	381	9	epidemics	epidemic	NNS
cord-154587-qbmm5st9	381	10	contagious	contagious	JJ
cord-154587-qbmm5st9	381	11	diseases	disease	NNS
cord-154587-qbmm5st9	381	12	relief	relief	NN
cord-154587-qbmm5st9	381	13	humanitarian	humanitarian	JJ
cord-154587-qbmm5st9	381	14	aid	aid	NN
cord-154587-qbmm5st9	381	15	:	:	:
cord-154587-qbmm5st9	381	16	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	381	17	-	-	HYPH
cord-154587-qbmm5st9	381	18	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	381	19	crisis	crisis	NN
cord-154587-qbmm5st9	381	20	From	from	IN
cord-154587-qbmm5st9	381	21	high	high	JJ
cord-154587-qbmm5st9	381	22	-	-	HYPH
cord-154587-qbmm5st9	381	23	touch	touch	NN
cord-154587-qbmm5st9	381	24	to	to	IN
cord-154587-qbmm5st9	381	25	hightech	hightech	NN
cord-154587-qbmm5st9	381	26	:	:	:
cord-154587-qbmm5st9	382	1	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	382	2	drives	drive	VBZ
cord-154587-qbmm5st9	382	3	robotics	robotic	NNS
cord-154587-qbmm5st9	382	4	adoption	adoption	NN
cord-154587-qbmm5st9	382	5	Robotics	robotic	NNS
cord-154587-qbmm5st9	382	6	,	,	,
cord-154587-qbmm5st9	382	7	smart	smart	JJ
cord-154587-qbmm5st9	382	8	wearable	wearable	JJ
cord-154587-qbmm5st9	382	9	technologies	technology	NNS
cord-154587-qbmm5st9	382	10	,	,	,
cord-154587-qbmm5st9	382	11	and	and	CC
cord-154587-qbmm5st9	382	12	autonomous	autonomous	JJ
cord-154587-qbmm5st9	382	13	intelligent	intelligent	JJ
cord-154587-qbmm5st9	382	14	systems	system	NNS
cord-154587-qbmm5st9	382	15	for	for	IN
cord-154587-qbmm5st9	382	16	healthcare	healthcare	NN
cord-154587-qbmm5st9	382	17	during	during	IN
cord-154587-qbmm5st9	382	18	the	the	DT
cord-154587-qbmm5st9	382	19	COVID19	COVID19	NNP
cord-154587-qbmm5st9	382	20	pandemic	pandemic	NN
cord-154587-qbmm5st9	382	21	:	:	:
cord-154587-qbmm5st9	382	22	An	an	DT
cord-154587-qbmm5st9	382	23	analysis	analysis	NN
cord-154587-qbmm5st9	382	24	of	of	IN
cord-154587-qbmm5st9	382	25	the	the	DT
cord-154587-qbmm5st9	382	26	state	state	NN
cord-154587-qbmm5st9	382	27	of	of	IN
cord-154587-qbmm5st9	382	28	the	the	DT
cord-154587-qbmm5st9	382	29	art	art	NN
cord-154587-qbmm5st9	382	30	and	and	CC
cord-154587-qbmm5st9	382	31	future	future	JJ
cord-154587-qbmm5st9	382	32	vision	vision	NN
cord-154587-qbmm5st9	382	33	Deep	deep	JJ
cord-154587-qbmm5st9	382	34	reinforcement	reinforcement	NN
cord-154587-qbmm5st9	382	35	learning	learn	VBG
cord-154587-qbmm5st9	382	36	for	for	IN
cord-154587-qbmm5st9	382	37	multiagent	multiagent	NN
cord-154587-qbmm5st9	382	38	systems	system	NNS
cord-154587-qbmm5st9	382	39	:	:	:
cord-154587-qbmm5st9	383	1	A	a	DT
cord-154587-qbmm5st9	383	2	review	review	NN
cord-154587-qbmm5st9	383	3	of	of	IN
cord-154587-qbmm5st9	383	4	challenges	challenge	NNS
cord-154587-qbmm5st9	383	5	,	,	,
cord-154587-qbmm5st9	383	6	solutions	solution	NNS
cord-154587-qbmm5st9	383	7	,	,	,
cord-154587-qbmm5st9	383	8	and	and	CC
cord-154587-qbmm5st9	383	9	applications	application	NNS
cord-154587-qbmm5st9	383	10	SolarNet	SolarNet	NNP
cord-154587-qbmm5st9	383	11	:	:	:
cord-154587-qbmm5st9	383	12	a	a	DT
cord-154587-qbmm5st9	383	13	deep	deep	JJ
cord-154587-qbmm5st9	383	14	learning	learning	NN
cord-154587-qbmm5st9	383	15	framework	framework	NN
cord-154587-qbmm5st9	383	16	to	to	TO
cord-154587-qbmm5st9	383	17	map	map	VB
cord-154587-qbmm5st9	383	18	solar	solar	JJ
cord-154587-qbmm5st9	383	19	power	power	NN
cord-154587-qbmm5st9	383	20	plants	plant	NNS
cord-154587-qbmm5st9	383	21	in	in	IN
cord-154587-qbmm5st9	383	22	China	China	NNP
cord-154587-qbmm5st9	383	23	from	from	IN
cord-154587-qbmm5st9	383	24	satellite	satellite	NN
cord-154587-qbmm5st9	383	25	imagery	imagery	NN
cord-154587-qbmm5st9	383	26	Satellites	Satellites	NNPS
cord-154587-qbmm5st9	383	27	and	and	CC
cord-154587-qbmm5st9	383	28	AI	AI	NNP
cord-154587-qbmm5st9	383	29	monitor	monitor	VB
cord-154587-qbmm5st9	383	30	Chinese	chinese	JJ
cord-154587-qbmm5st9	383	31	economys	economys	JJ
cord-154587-qbmm5st9	383	32	reaction	reaction	NN
cord-154587-qbmm5st9	383	33	to	to	IN
cord-154587-qbmm5st9	383	34	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	383	35	Anticipating	anticipate	VBG
cord-154587-qbmm5st9	383	36	the	the	DT
cord-154587-qbmm5st9	383	37	international	international	JJ
cord-154587-qbmm5st9	383	38	spread	spread	NN
cord-154587-qbmm5st9	383	39	of	of	IN
cord-154587-qbmm5st9	383	40	Zika	Zika	NNP
cord-154587-qbmm5st9	383	41	virus	virus	NN
cord-154587-qbmm5st9	383	42	from	from	IN
cord-154587-qbmm5st9	383	43	Brazil	Brazil	NNP
cord-154587-qbmm5st9	383	44	LandScan	LandScan	NNP
cord-154587-qbmm5st9	383	45	Global	Global	NNP
cord-154587-qbmm5st9	383	46	Population	Population	NNP
cord-154587-qbmm5st9	383	47	Database	Database	NNP
cord-154587-qbmm5st9	383	48	Pneumonia	pneumonia	NN
cord-154587-qbmm5st9	383	49	of	of	IN
cord-154587-qbmm5st9	383	50	unknown	unknown	JJ
cord-154587-qbmm5st9	383	51	aetiology	aetiology	NN
cord-154587-qbmm5st9	383	52	in	in	IN
cord-154587-qbmm5st9	383	53	Wuhan	Wuhan	NNP
cord-154587-qbmm5st9	383	54	,	,	,
cord-154587-qbmm5st9	383	55	China	China	NNP
cord-154587-qbmm5st9	383	56	:	:	:
cord-154587-qbmm5st9	383	57	potential	potential	NN
cord-154587-qbmm5st9	383	58	for	for	IN
cord-154587-qbmm5st9	383	59	international	international	JJ
cord-154587-qbmm5st9	383	60	spread	spread	NN
cord-154587-qbmm5st9	383	61	via	via	IN
cord-154587-qbmm5st9	383	62	commercial	commercial	JJ
cord-154587-qbmm5st9	383	63	air	air	NN
cord-154587-qbmm5st9	383	64	travel	travel	NN
cord-154587-qbmm5st9	383	65	Metabiota	Metabiota	NNP
cord-154587-qbmm5st9	383	66	Epidemic	Epidemic	NNP
cord-154587-qbmm5st9	383	67	Tracker	Tracker	NNP
cord-154587-qbmm5st9	383	68	Contagious	Contagious	NNP
cord-154587-qbmm5st9	383	69	Disease	Disease	NNP
cord-154587-qbmm5st9	384	1	Surveillance	surveillance	NN
cord-154587-qbmm5st9	384	2	Top	top	JJ
cord-154587-qbmm5st9	384	3	concerns	concern	NNS
cord-154587-qbmm5st9	384	4	of	of	IN
cord-154587-qbmm5st9	384	5	tweeters	tweeter	NNS
cord-154587-qbmm5st9	384	6	during	during	IN
cord-154587-qbmm5st9	384	7	the	the	DT
cord-154587-qbmm5st9	384	8	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	384	9	pandemic	pandemic	NN
cord-154587-qbmm5st9	385	1	:	:	:
cord-154587-qbmm5st9	385	2	infoveillance	infoveillance	NNP
cord-154587-qbmm5st9	385	3	study	study	VB
cord-154587-qbmm5st9	385	4	The	the	DT
cord-154587-qbmm5st9	385	5	impact	impact	NN
cord-154587-qbmm5st9	385	6	of	of	IN
cord-154587-qbmm5st9	385	7	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	385	8	epidemic	epidemic	NN
cord-154587-qbmm5st9	385	9	declaration	declaration	NN
cord-154587-qbmm5st9	385	10	on	on	IN
cord-154587-qbmm5st9	385	11	psychological	psychological	JJ
cord-154587-qbmm5st9	385	12	consequences	consequence	NNS
cord-154587-qbmm5st9	385	13	:	:	:
cord-154587-qbmm5st9	385	14	a	a	DT
cord-154587-qbmm5st9	385	15	study	study	NN
cord-154587-qbmm5st9	385	16	on	on	IN
cord-154587-qbmm5st9	385	17	active	active	JJ
cord-154587-qbmm5st9	385	18	Weibo	Weibo	NNP
cord-154587-qbmm5st9	385	19	users	user	NNS
cord-154587-qbmm5st9	386	1	The	the	DT
cord-154587-qbmm5st9	386	2	outbreak	outbreak	NN
cord-154587-qbmm5st9	386	3	of	of	IN
cord-154587-qbmm5st9	386	4	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	386	5	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	386	6	and	and	CC
cord-154587-qbmm5st9	386	7	its	-PRON-	PRP$
cord-154587-qbmm5st9	386	8	impact	impact	NN
cord-154587-qbmm5st9	386	9	on	on	IN
cord-154587-qbmm5st9	386	10	global	global	JJ
cord-154587-qbmm5st9	386	11	mental	mental	JJ
cord-154587-qbmm5st9	386	12	health	health	NN
cord-154587-qbmm5st9	386	13	deepMINE	deepMINE	NNS
cord-154587-qbmm5st9	386	14	-	-	HYPH
cord-154587-qbmm5st9	386	15	Natural	natural	JJ
cord-154587-qbmm5st9	386	16	language	language	NN
cord-154587-qbmm5st9	386	17	processing	processing	NN
cord-154587-qbmm5st9	386	18	based	base	VBN
cord-154587-qbmm5st9	386	19	automatic	automatic	JJ
cord-154587-qbmm5st9	386	20	literature	literature	NN
cord-154587-qbmm5st9	386	21	mining	mining	NN
cord-154587-qbmm5st9	386	22	and	and	CC
cord-154587-qbmm5st9	386	23	research	research	NN
cord-154587-qbmm5st9	386	24	summarization	summarization	NN
cord-154587-qbmm5st9	386	25	for	for	IN
cord-154587-qbmm5st9	386	26	early	early	JJ
cord-154587-qbmm5st9	386	27	stage	stage	NN
cord-154587-qbmm5st9	386	28	comprehension	comprehension	NN
cord-154587-qbmm5st9	386	29	in	in	IN
cord-154587-qbmm5st9	386	30	pandemic	pandemic	NN
cord-154587-qbmm5st9	386	31	situations	situation	NNS
cord-154587-qbmm5st9	386	32	specifically	specifically	RB
cord-154587-qbmm5st9	386	33	for	for	IN
cord-154587-qbmm5st9	386	34	COVID-19	covid-19	NN
cord-154587-qbmm5st9	386	35	.	.	.
cord-154587-qbmm5st9	387	1	bioRxiv	bioRxiv	NNP
cord-154587-qbmm5st9	387	2	CovidNLP	CovidNLP	NNP
cord-154587-qbmm5st9	387	3	:	:	:
cord-154587-qbmm5st9	388	1	A	a	DT
cord-154587-qbmm5st9	388	2	Web	web	NN
cord-154587-qbmm5st9	388	3	application	application	NN
cord-154587-qbmm5st9	388	4	for	for	IN
cord-154587-qbmm5st9	388	5	distilling	distil	VBG
cord-154587-qbmm5st9	388	6	systemic	systemic	JJ
cord-154587-qbmm5st9	388	7	implications	implication	NNS
cord-154587-qbmm5st9	388	8	of	of	IN
cord-154587-qbmm5st9	388	9	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	388	10	pandemic	pandemic	NN
cord-154587-qbmm5st9	388	11	with	with	IN
cord-154587-qbmm5st9	388	12	natural	natural	JJ
cord-154587-qbmm5st9	388	13	language	language	NN
cord-154587-qbmm5st9	388	14	processing	processing	NN
cord-154587-qbmm5st9	388	15	Understand	understand	VBP
cord-154587-qbmm5st9	388	16	research	research	NN
cord-154587-qbmm5st9	388	17	hotspots	hotspot	NNS
cord-154587-qbmm5st9	388	18	surrounding	surround	VBG
cord-154587-qbmm5st9	388	19	COVID-19	covid-19	CD
cord-154587-qbmm5st9	388	20	and	and	CC
cord-154587-qbmm5st9	388	21	other	other	JJ
cord-154587-qbmm5st9	388	22	coronavirus	coronavirus	NN
cord-154587-qbmm5st9	388	23	infections	infection	NNS
cord-154587-qbmm5st9	388	24	using	use	VBG
cord-154587-qbmm5st9	388	25	topic	topic	NN
cord-154587-qbmm5st9	388	26	modeling	modeling	NN
cord-154587-qbmm5st9	388	27	.	.	.
cord-154587-qbmm5st9	389	1	medRxiv	medRxiv	NNP
cord-154587-qbmm5st9	389	2	Word	Word	NNP
cord-154587-qbmm5st9	389	3	embedding	embed	VBG
cord-154587-qbmm5st9	389	4	mining	mining	NN
cord-154587-qbmm5st9	389	5	for	for	IN
cord-154587-qbmm5st9	389	6	SARS	SARS	NNP
cord-154587-qbmm5st9	389	7	-	-	HYPH
cord-154587-qbmm5st9	389	8	CoV-2	CoV-2	NNP
cord-154587-qbmm5st9	389	9	and	and	CC
cord-154587-qbmm5st9	389	10	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	389	11	drug	drug	NN
cord-154587-qbmm5st9	389	12	repurposing	repurposing	NN
cord-154587-qbmm5st9	389	13	Text	Text	NNP
cord-154587-qbmm5st9	389	14	and	and	CC
cord-154587-qbmm5st9	389	15	networkmining	networkmining	NN
cord-154587-qbmm5st9	389	16	for	for	IN
cord-154587-qbmm5st9	389	17	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	389	18	intervention	intervention	NN
cord-154587-qbmm5st9	389	19	studies	study	NNS
cord-154587-qbmm5st9	389	20	.	.	.
cord-154587-qbmm5st9	390	1	chemRxiv	chemRxiv	NNP
cord-154587-qbmm5st9	390	2	Information	Information	NNP
cord-154587-qbmm5st9	390	3	mining	mining	NN
cord-154587-qbmm5st9	390	4	for	for	IN
cord-154587-qbmm5st9	390	5	covid-19	covid-19	NN
cord-154587-qbmm5st9	390	6	research	research	NN
cord-154587-qbmm5st9	390	7	from	from	IN
cord-154587-qbmm5st9	390	8	a	a	DT
cord-154587-qbmm5st9	390	9	large	large	JJ
cord-154587-qbmm5st9	390	10	volume	volume	NN
cord-154587-qbmm5st9	390	11	of	of	IN
cord-154587-qbmm5st9	390	12	scientific	scientific	JJ
cord-154587-qbmm5st9	390	13	literature	literature	NN
cord-154587-qbmm5st9	390	14	Identification	identification	NN
cord-154587-qbmm5st9	390	15	of	of	IN
cord-154587-qbmm5st9	390	16	pulmonary	pulmonary	JJ
cord-154587-qbmm5st9	390	17	comorbid	comorbid	NN
cord-154587-qbmm5st9	390	18	diseases	disease	NNS
cord-154587-qbmm5st9	390	19	network	network	NN
cord-154587-qbmm5st9	390	20	based	base	VBN
cord-154587-qbmm5st9	390	21	repurposing	repurpose	VBG
cord-154587-qbmm5st9	390	22	effective	effective	JJ
cord-154587-qbmm5st9	390	23	drugs	drug	NNS
cord-154587-qbmm5st9	390	24	for	for	IN
cord-154587-qbmm5st9	390	25	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	390	26	Bioactivity	Bioactivity	NNP
cord-154587-qbmm5st9	390	27	profile	profile	NN
cord-154587-qbmm5st9	390	28	similarities	similarity	NNS
cord-154587-qbmm5st9	390	29	to	to	TO
cord-154587-qbmm5st9	390	30	expand	expand	VB
cord-154587-qbmm5st9	390	31	the	the	DT
cord-154587-qbmm5st9	390	32	repertoire	repertoire	NN
cord-154587-qbmm5st9	390	33	of	of	IN
cord-154587-qbmm5st9	390	34	COVID-19	covid-19	JJ
cord-154587-qbmm5st9	390	35	drugs	drug	NNS
cord-154587-qbmm5st9	390	36	An	an	DT
cord-154587-qbmm5st9	390	37	artificial	artificial	JJ
cord-154587-qbmm5st9	390	38	intelligence	intelligence	NN
cord-154587-qbmm5st9	390	39	-	-	HYPH
cord-154587-qbmm5st9	390	40	based	base	VBN
cord-154587-qbmm5st9	390	41	first	first	JJ
cord-154587-qbmm5st9	390	42	-	-	HYPH
cord-154587-qbmm5st9	390	43	line	line	NN
cord-154587-qbmm5st9	390	44	defence	defence	NN
cord-154587-qbmm5st9	390	45	against	against	IN
cord-154587-qbmm5st9	390	46	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	390	47	:	:	:
cord-154587-qbmm5st9	390	48	digitally	digitally	RB
cord-154587-qbmm5st9	390	49	screening	screen	VBG
cord-154587-qbmm5st9	390	50	citizens	citizen	NNS
cord-154587-qbmm5st9	390	51	for	for	IN
cord-154587-qbmm5st9	390	52	risks	risk	NNS
cord-154587-qbmm5st9	390	53	via	via	IN
cord-154587-qbmm5st9	390	54	a	a	DT
cord-154587-qbmm5st9	390	55	chatbot	chatbot	NN
cord-154587-qbmm5st9	390	56	WHO	who	WP
cord-154587-qbmm5st9	390	57	Health	Health	NNP
cord-154587-qbmm5st9	390	58	Alerts	alert	VBZ
cord-154587-qbmm5st9	390	59	Facebook	Facebook	NNP
cord-154587-qbmm5st9	390	60	Messenger	Messenger	NNP
cord-154587-qbmm5st9	390	61	Chatbot	Chatbot	NNP
cord-154587-qbmm5st9	391	1	WHO	who	WP
cord-154587-qbmm5st9	391	2	Viber	Viber	NNP
cord-154587-qbmm5st9	391	3	Interactive	Interactive	NNP
cord-154587-qbmm5st9	391	4	Chatbot	Chatbot	NNP
cord-154587-qbmm5st9	392	1	WHO	who	WP
cord-154587-qbmm5st9	392	2	's	be	VBZ
cord-154587-qbmm5st9	392	3	Health	Health	NNP
cord-154587-qbmm5st9	392	4	Alert	Alert	NNP
cord-154587-qbmm5st9	392	5	on	on	IN
cord-154587-qbmm5st9	392	6	WhatsApp	WhatsApp	NNP
cord-154587-qbmm5st9	392	7	UNICEFs	UNICEFs	NNPS
cord-154587-qbmm5st9	392	8	Europe	Europe	NNP
cord-154587-qbmm5st9	392	9	and	and	CC
cord-154587-qbmm5st9	392	10	Central	Central	NNP
cord-154587-qbmm5st9	392	11	Asia	Asia	NNP
cord-154587-qbmm5st9	392	12	Regional	Regional	NNP
cord-154587-qbmm5st9	392	13	Office	Office	NNP
cord-154587-qbmm5st9	392	14	and	and	CC
cord-154587-qbmm5st9	392	15	the	the	DT
cord-154587-qbmm5st9	392	16	WHO	WHO	NNP
cord-154587-qbmm5st9	392	17	Regional	Regional	NNP
cord-154587-qbmm5st9	392	18	Office	Office	NNP
cord-154587-qbmm5st9	392	19	for	for	IN
cord-154587-qbmm5st9	392	20	Europe	Europe	NNP
cord-154587-qbmm5st9	392	21	(	(	-LRB-
cord-154587-qbmm5st9	392	22	2020	2020	CD
cord-154587-qbmm5st9	392	23	)	)	-RRB-
cord-154587-qbmm5st9	393	1	IBM	IBM	NNP
cord-154587-qbmm5st9	393	2	Watson	Watson	NNP
cord-154587-qbmm5st9	393	3	Assistant	Assistant	NNP
cord-154587-qbmm5st9	393	4	for	for	IN
cord-154587-qbmm5st9	393	5	Citizens	Citizens	NNPS
cord-154587-qbmm5st9	393	6	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	393	7	Risk	Risk	NNP
cord-154587-qbmm5st9	393	8	Assessment	Assessment	NNP
cord-154587-qbmm5st9	393	9	Chatbot	Chatbot	NNP
cord-154587-qbmm5st9	393	10	Rona	Rona	NNP
cord-154587-qbmm5st9	393	11	(	(	-LRB-
cord-154587-qbmm5st9	393	12	COVID-19	COVID-19	NNP
cord-154587-qbmm5st9	393	13	Bot	Bot	NNP
cord-154587-qbmm5st9	393	14	)	)	-RRB-
cord-154587-qbmm5st9	393	15	COVID	COVID	NNP
cord-154587-qbmm5st9	393	16	19	19	CD
cord-154587-qbmm5st9	394	1	Chat	chat	VB
cord-154587-qbmm5st9	394	2	Bot	Bot	NNP
cord-154587-qbmm5st9	394	3	Dr.	Dr.	NNP
cord-154587-qbmm5st9	394	4	Nguyen	Nguyen	NNP
cord-154587-qbmm5st9	394	5	has	have	VBZ
cord-154587-qbmm5st9	394	6	been	be	VBN
cord-154587-qbmm5st9	394	7	recognized	recognize	VBN
cord-154587-qbmm5st9	394	8	as	as	IN
cord-154587-qbmm5st9	394	9	a	a	DT
cord-154587-qbmm5st9	394	10	leading	lead	VBG
cord-154587-qbmm5st9	394	11	researcher	researcher	NN
cord-154587-qbmm5st9	394	12	in	in	IN
cord-154587-qbmm5st9	394	13	Australia	Australia	NNP
cord-154587-qbmm5st9	394	14	in	in	IN
cord-154587-qbmm5st9	394	15	the	the	DT
cord-154587-qbmm5st9	394	16	field	field	NN
cord-154587-qbmm5st9	394	17	of	of	IN
cord-154587-qbmm5st9	394	18	Artificial	Artificial	NNP
cord-154587-qbmm5st9	394	19	Intelligence	Intelligence	NNP
cord-154587-qbmm5st9	394	20	by	by	IN
cord-154587-qbmm5st9	394	21	The	the	DT
cord-154587-qbmm5st9	394	22	Australian	Australian	NNP
cord-154587-qbmm5st9	394	23	Newspaper	Newspaper	NNP
cord-154587-qbmm5st9	394	24	in	in	IN
cord-154587-qbmm5st9	394	25	a	a	DT
cord-154587-qbmm5st9	394	26	report	report	NN
cord-154587-qbmm5st9	394	27	published	publish	VBN
cord-154587-qbmm5st9	394	28	in	in	IN
cord-154587-qbmm5st9	394	29	2018	2018	CD
cord-154587-qbmm5st9	394	30	.	.	.
cord-154587-qbmm5st9	395	1	He	-PRON-	PRP
cord-154587-qbmm5st9	395	2	is	be	VBZ
cord-154587-qbmm5st9	395	3	currently	currently	RB
cord-154587-qbmm5st9	395	4	a	a	DT
cord-154587-qbmm5st9	395	5	Senior	Senior	NNP
cord-154587-qbmm5st9	395	6	Lecturer	Lecturer	NNP
cord-154587-qbmm5st9	395	7	in	in	IN
cord-154587-qbmm5st9	395	8	the	the	DT
cord-154587-qbmm5st9	395	9	School	School	NNP
cord-154587-qbmm5st9	395	10	of	of	IN
cord-154587-qbmm5st9	395	11	Information	Information	NNP
cord-154587-qbmm5st9	395	12	Technology	Technology	NNP
cord-154587-qbmm5st9	395	13	,	,	,
cord-154587-qbmm5st9	395	14	Deakin	Deakin	NNP
cord-154587-qbmm5st9	395	15	University	University	NNP
cord-154587-qbmm5st9	395	16	,	,	,
cord-154587-qbmm5st9	395	17	Victoria	Victoria	NNP
cord-154587-qbmm5st9	395	18	,	,	,
cord-154587-qbmm5st9	395	19	Australia	Australia	NNP
cord-154587-qbmm5st9	395	20	.	.	.