id	sid	tid	token	lemma	pos
cord-229612-7xnredj7	1	1	key	key	JJ
cord-229612-7xnredj7	1	2	:	:	:
cord-229612-7xnredj7	1	3	cord-229612	cord-229612	NNP
cord-229612-7xnredj7	1	4	-	-	HYPH
cord-229612-7xnredj7	1	5	7xnredj7	7xnredj7	CD
cord-229612-7xnredj7	1	6	authors	author	NNS
cord-229612-7xnredj7	1	7	:	:	:
cord-229612-7xnredj7	1	8	Pal	Pal	NNP
cord-229612-7xnredj7	1	9	,	,	,
cord-229612-7xnredj7	1	10	Ankit	Ankit	NNP
cord-229612-7xnredj7	1	11	;	;	:
cord-229612-7xnredj7	1	12	Sankarasubbu	Sankarasubbu	NNP
cord-229612-7xnredj7	1	13	,	,	,
cord-229612-7xnredj7	2	1	Malaikannan	Malaikannan	NNP
cord-229612-7xnredj7	2	2	title	title	NN
cord-229612-7xnredj7	2	3	:	:	:
cord-229612-7xnredj7	3	1	Pay	pay	VB
cord-229612-7xnredj7	3	2	Attention	attention	NN
cord-229612-7xnredj7	3	3	to	to	IN
cord-229612-7xnredj7	3	4	the	the	DT
cord-229612-7xnredj7	3	5	cough	cough	NN
cord-229612-7xnredj7	3	6	:	:	:
cord-229612-7xnredj7	3	7	Early	Early	NNP
cord-229612-7xnredj7	3	8	Diagnosis	Diagnosis	NNP
cord-229612-7xnredj7	3	9	of	of	IN
cord-229612-7xnredj7	3	10	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	3	11	using	use	VBG
cord-229612-7xnredj7	3	12	Interpretable	interpretable	JJ
cord-229612-7xnredj7	3	13	Symptoms	symptom	NNS
cord-229612-7xnredj7	3	14	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	3	15	with	with	IN
cord-229612-7xnredj7	3	16	Cough	Cough	NNP
cord-229612-7xnredj7	3	17	Sound	Sound	NNP
cord-229612-7xnredj7	3	18	Signal	Signal	NNP
cord-229612-7xnredj7	3	19	Processing	Processing	NNP
cord-229612-7xnredj7	3	20	date	date	NN
cord-229612-7xnredj7	3	21	:	:	:
cord-229612-7xnredj7	3	22	2020	2020	CD
cord-229612-7xnredj7	3	23	-	-	SYM
cord-229612-7xnredj7	3	24	10	10	CD
cord-229612-7xnredj7	3	25	-	-	HYPH
cord-229612-7xnredj7	3	26	06	06	CD
cord-229612-7xnredj7	3	27	journal	journal	NN
cord-229612-7xnredj7	3	28	:	:	:
cord-229612-7xnredj7	3	29	nan	nan	NNP
cord-229612-7xnredj7	3	30	DOI	DOI	NNP
cord-229612-7xnredj7	3	31	:	:	:
cord-229612-7xnredj7	4	1	nan	nan	NNP
cord-229612-7xnredj7	4	2	sha	sha	NNP
cord-229612-7xnredj7	4	3	:	:	:
cord-229612-7xnredj7	5	1	1fbe03e5d62d60e171bba87ec8bc2606bd67ce93	1fbe03e5d62d60e171bba87ec8bc2606bd67ce93	CD
cord-229612-7xnredj7	5	2	doc_id	doc_id	CD
cord-229612-7xnredj7	5	3	:	:	:
cord-229612-7xnredj7	5	4	229612	229612	CD
cord-229612-7xnredj7	5	5	cord_uid	cord_uid	NNS
cord-229612-7xnredj7	5	6	:	:	:
cord-229612-7xnredj7	6	1	7xnredj7	7xnredj7	CD
cord-229612-7xnredj7	6	2	COVID-19	covid-19	CD
cord-229612-7xnredj7	6	3	(	(	-LRB-
cord-229612-7xnredj7	6	4	coronavirus	coronavirus	NN
cord-229612-7xnredj7	6	5	disease	disease	NN
cord-229612-7xnredj7	6	6	2019	2019	CD
cord-229612-7xnredj7	6	7	)	)	-RRB-
cord-229612-7xnredj7	6	8	pandemic	pandemic	NN
cord-229612-7xnredj7	6	9	caused	cause	VBN
cord-229612-7xnredj7	6	10	by	by	IN
cord-229612-7xnredj7	6	11	SARS	SARS	NNP
cord-229612-7xnredj7	6	12	-	-	HYPH
cord-229612-7xnredj7	6	13	CoV-2	CoV-2	NNP
cord-229612-7xnredj7	6	14	has	have	VBZ
cord-229612-7xnredj7	6	15	led	lead	VBN
cord-229612-7xnredj7	6	16	to	to	IN
cord-229612-7xnredj7	6	17	a	a	DT
cord-229612-7xnredj7	6	18	treacherous	treacherous	JJ
cord-229612-7xnredj7	6	19	and	and	CC
cord-229612-7xnredj7	6	20	devastating	devastating	JJ
cord-229612-7xnredj7	6	21	catastrophe	catastrophe	NN
cord-229612-7xnredj7	6	22	for	for	IN
cord-229612-7xnredj7	6	23	humanity	humanity	NN
cord-229612-7xnredj7	6	24	.	.	.
cord-229612-7xnredj7	7	1	At	at	IN
cord-229612-7xnredj7	7	2	the	the	DT
cord-229612-7xnredj7	7	3	time	time	NN
cord-229612-7xnredj7	7	4	of	of	IN
cord-229612-7xnredj7	7	5	writing	writing	NN
cord-229612-7xnredj7	7	6	,	,	,
cord-229612-7xnredj7	7	7	no	no	DT
cord-229612-7xnredj7	7	8	specific	specific	JJ
cord-229612-7xnredj7	7	9	antivirus	antivirus	JJ
cord-229612-7xnredj7	7	10	drugs	drug	NNS
cord-229612-7xnredj7	7	11	or	or	CC
cord-229612-7xnredj7	7	12	vaccines	vaccine	NNS
cord-229612-7xnredj7	7	13	are	be	VBP
cord-229612-7xnredj7	7	14	recommended	recommend	VBN
cord-229612-7xnredj7	7	15	to	to	TO
cord-229612-7xnredj7	7	16	control	control	VB
cord-229612-7xnredj7	7	17	infection	infection	NN
cord-229612-7xnredj7	7	18	transmission	transmission	NN
cord-229612-7xnredj7	7	19	and	and	CC
cord-229612-7xnredj7	7	20	spread	spread	NN
cord-229612-7xnredj7	7	21	.	.	.
cord-229612-7xnredj7	8	1	The	the	DT
cord-229612-7xnredj7	8	2	current	current	JJ
cord-229612-7xnredj7	8	3	diagnosis	diagnosis	NN
cord-229612-7xnredj7	8	4	of	of	IN
cord-229612-7xnredj7	8	5	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	8	6	is	be	VBZ
cord-229612-7xnredj7	8	7	done	do	VBN
cord-229612-7xnredj7	8	8	by	by	IN
cord-229612-7xnredj7	8	9	Reverse	Reverse	NNP
cord-229612-7xnredj7	8	10	-	-	HYPH
cord-229612-7xnredj7	8	11	Transcription	Transcription	NNP
cord-229612-7xnredj7	8	12	Polymer	Polymer	NNP
cord-229612-7xnredj7	8	13	Chain	Chain	NNP
cord-229612-7xnredj7	8	14	Reaction	Reaction	NNP
cord-229612-7xnredj7	8	15	(	(	-LRB-
cord-229612-7xnredj7	8	16	RT	RT	NNP
cord-229612-7xnredj7	8	17	-	-	HYPH
cord-229612-7xnredj7	8	18	PCR	PCR	NNP
cord-229612-7xnredj7	8	19	)	)	-RRB-
cord-229612-7xnredj7	8	20	testing	testing	NN
cord-229612-7xnredj7	8	21	.	.	.
cord-229612-7xnredj7	9	1	However	however	RB
cord-229612-7xnredj7	9	2	,	,	,
cord-229612-7xnredj7	9	3	this	this	DT
cord-229612-7xnredj7	9	4	method	method	NN
cord-229612-7xnredj7	9	5	is	be	VBZ
cord-229612-7xnredj7	9	6	expensive	expensive	JJ
cord-229612-7xnredj7	9	7	,	,	,
cord-229612-7xnredj7	9	8	time	time	NN
cord-229612-7xnredj7	9	9	-	-	HYPH
cord-229612-7xnredj7	9	10	consuming	consume	VBG
cord-229612-7xnredj7	9	11	,	,	,
cord-229612-7xnredj7	9	12	and	and	CC
cord-229612-7xnredj7	9	13	not	not	RB
cord-229612-7xnredj7	9	14	easily	easily	RB
cord-229612-7xnredj7	9	15	available	available	JJ
cord-229612-7xnredj7	9	16	in	in	IN
cord-229612-7xnredj7	9	17	straitened	straitened	JJ
cord-229612-7xnredj7	9	18	regions	region	NNS
cord-229612-7xnredj7	9	19	.	.	.
cord-229612-7xnredj7	10	1	An	an	DT
cord-229612-7xnredj7	10	2	interpretable	interpretable	JJ
cord-229612-7xnredj7	10	3	and	and	CC
cord-229612-7xnredj7	10	4	COVID-19	covid-19	JJ
cord-229612-7xnredj7	10	5	diagnosis	diagnosis	NN
cord-229612-7xnredj7	10	6	AI	AI	NNP
cord-229612-7xnredj7	10	7	framework	framework	NN
cord-229612-7xnredj7	10	8	is	be	VBZ
cord-229612-7xnredj7	10	9	devised	devise	VBN
cord-229612-7xnredj7	10	10	and	and	CC
cord-229612-7xnredj7	10	11	developed	develop	VBN
cord-229612-7xnredj7	10	12	based	base	VBN
cord-229612-7xnredj7	10	13	on	on	IN
cord-229612-7xnredj7	10	14	the	the	DT
cord-229612-7xnredj7	10	15	cough	cough	NN
cord-229612-7xnredj7	10	16	sounds	sound	VBZ
cord-229612-7xnredj7	10	17	features	feature	NNS
cord-229612-7xnredj7	10	18	and	and	CC
cord-229612-7xnredj7	10	19	symptoms	symptom	NNS
cord-229612-7xnredj7	10	20	metadata	metadata	VBP
cord-229612-7xnredj7	10	21	to	to	TO
cord-229612-7xnredj7	10	22	overcome	overcome	VB
cord-229612-7xnredj7	10	23	these	these	DT
cord-229612-7xnredj7	10	24	limitations	limitation	NNS
cord-229612-7xnredj7	10	25	.	.	.
cord-229612-7xnredj7	11	1	The	the	DT
cord-229612-7xnredj7	11	2	proposed	propose	VBN
cord-229612-7xnredj7	11	3	framework	framework	NN
cord-229612-7xnredj7	11	4	's	's	POS
cord-229612-7xnredj7	11	5	performance	performance	NN
cord-229612-7xnredj7	11	6	was	be	VBD
cord-229612-7xnredj7	11	7	evaluated	evaluate	VBN
cord-229612-7xnredj7	11	8	using	use	VBG
cord-229612-7xnredj7	11	9	a	a	DT
cord-229612-7xnredj7	11	10	medical	medical	JJ
cord-229612-7xnredj7	11	11	dataset	dataset	NN
cord-229612-7xnredj7	11	12	containing	contain	VBG
cord-229612-7xnredj7	11	13	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	11	14	and	and	CC
cord-229612-7xnredj7	11	15	Demographic	demographic	JJ
cord-229612-7xnredj7	11	16	data	datum	NNS
cord-229612-7xnredj7	11	17	of	of	IN
cord-229612-7xnredj7	11	18	30000	30000	CD
cord-229612-7xnredj7	11	19	audio	audio	JJ
cord-229612-7xnredj7	11	20	segments	segment	NNS
cord-229612-7xnredj7	11	21	,	,	,
cord-229612-7xnredj7	11	22	328	328	CD
cord-229612-7xnredj7	11	23	cough	cough	NN
cord-229612-7xnredj7	11	24	sounds	sound	VBZ
cord-229612-7xnredj7	11	25	from	from	IN
cord-229612-7xnredj7	11	26	150	150	CD
cord-229612-7xnredj7	11	27	patients	patient	NNS
cord-229612-7xnredj7	11	28	with	with	IN
cord-229612-7xnredj7	11	29	four	four	CD
cord-229612-7xnredj7	11	30	cough	cough	NN
cord-229612-7xnredj7	11	31	classes	class	NNS
cord-229612-7xnredj7	11	32	(	(	-LRB-
cord-229612-7xnredj7	11	33	COVID-19	covid-19	VB
cord-229612-7xnredj7	11	34	,	,	,
cord-229612-7xnredj7	11	35	Asthma	Asthma	NNP
cord-229612-7xnredj7	11	36	,	,	,
cord-229612-7xnredj7	11	37	Bronchitis	Bronchitis	NNP
cord-229612-7xnredj7	11	38	,	,	,
cord-229612-7xnredj7	11	39	and	and	CC
cord-229612-7xnredj7	11	40	Healthy	Healthy	NNP
cord-229612-7xnredj7	11	41	)	)	-RRB-
cord-229612-7xnredj7	11	42	.	.	.
cord-229612-7xnredj7	12	1	Experiments	experiment	NNS
cord-229612-7xnredj7	12	2	'	'	POS
cord-229612-7xnredj7	12	3	results	result	NNS
cord-229612-7xnredj7	12	4	show	show	VBP
cord-229612-7xnredj7	12	5	that	that	IN
cord-229612-7xnredj7	12	6	the	the	DT
cord-229612-7xnredj7	12	7	model	model	NN
cord-229612-7xnredj7	12	8	captures	capture	VBZ
cord-229612-7xnredj7	12	9	the	the	DT
cord-229612-7xnredj7	12	10	better	well	JJR
cord-229612-7xnredj7	12	11	and	and	CC
cord-229612-7xnredj7	12	12	robust	robust	JJ
cord-229612-7xnredj7	12	13	feature	feature	NN
cord-229612-7xnredj7	12	14	embedding	embed	VBG
cord-229612-7xnredj7	12	15	to	to	TO
cord-229612-7xnredj7	12	16	distinguish	distinguish	VB
cord-229612-7xnredj7	12	17	between	between	IN
cord-229612-7xnredj7	12	18	COVID-19	covid-19	DT
cord-229612-7xnredj7	12	19	patient	patient	NN
cord-229612-7xnredj7	12	20	coughs	cough	NNS
cord-229612-7xnredj7	12	21	and	and	CC
cord-229612-7xnredj7	12	22	several	several	JJ
cord-229612-7xnredj7	12	23	types	type	NNS
cord-229612-7xnredj7	12	24	of	of	IN
cord-229612-7xnredj7	12	25	non	non	JJ
cord-229612-7xnredj7	12	26	-	-	JJ
cord-229612-7xnredj7	12	27	COVID-19	covid-19	JJ
cord-229612-7xnredj7	12	28	coughs	cough	NNS
cord-229612-7xnredj7	12	29	with	with	IN
cord-229612-7xnredj7	12	30	higher	high	JJR
cord-229612-7xnredj7	12	31	specificity	specificity	NN
cord-229612-7xnredj7	12	32	and	and	CC
cord-229612-7xnredj7	12	33	accuracy	accuracy	NN
cord-229612-7xnredj7	12	34	of	of	IN
cord-229612-7xnredj7	12	35	95.04	95.04	CD
cord-229612-7xnredj7	12	36	$	$	$
cord-229612-7xnredj7	12	37	pm$	pm$	CD
cord-229612-7xnredj7	12	38	0.18	0.18	CD
cord-229612-7xnredj7	12	39	%	%	NN
cord-229612-7xnredj7	12	40	and	and	CC
cord-229612-7xnredj7	12	41	96.83$pm$	96.83$pm$	CD
cord-229612-7xnredj7	12	42	0.18	0.18	CD
cord-229612-7xnredj7	12	43	%	%	NN
cord-229612-7xnredj7	12	44	respectively	respectively	RB
cord-229612-7xnredj7	12	45	,	,	,
cord-229612-7xnredj7	12	46	all	all	PDT
cord-229612-7xnredj7	12	47	the	the	DT
cord-229612-7xnredj7	12	48	while	while	NN
cord-229612-7xnredj7	12	49	maintaining	maintain	VBG
cord-229612-7xnredj7	12	50	interpretability	interpretability	NN
cord-229612-7xnredj7	12	51	.	.	.
cord-229612-7xnredj7	13	1	The	the	DT
cord-229612-7xnredj7	13	2	novel	novel	JJ
cord-229612-7xnredj7	13	3	coronavirus	coronavirus	NN
cord-229612-7xnredj7	13	4	(	(	-LRB-
cord-229612-7xnredj7	13	5	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	13	6	)	)	-RRB-
cord-229612-7xnredj7	13	7	disease	disease	NN
cord-229612-7xnredj7	13	8	has	have	VBZ
cord-229612-7xnredj7	13	9	affected	affect	VBN
cord-229612-7xnredj7	13	10	over	over	IN
cord-229612-7xnredj7	13	11	31.2	31.2	CD
cord-229612-7xnredj7	13	12	million	million	CD
cord-229612-7xnredj7	13	13	lives	life	NNS
cord-229612-7xnredj7	13	14	,	,	,
cord-229612-7xnredj7	13	15	claiming	claim	VBG
cord-229612-7xnredj7	13	16	more	more	JJR
cord-229612-7xnredj7	13	17	than	than	IN
cord-229612-7xnredj7	13	18	1.02	1.02	CD
cord-229612-7xnredj7	13	19	million	million	CD
cord-229612-7xnredj7	13	20	fatalities	fatality	NNS
cord-229612-7xnredj7	13	21	globally	globally	RB
cord-229612-7xnredj7	13	22	,	,	,
cord-229612-7xnredj7	13	23	representing	represent	VBG
cord-229612-7xnredj7	13	24	an	an	DT
cord-229612-7xnredj7	13	25	epoch	epoch	NN
cord-229612-7xnredj7	13	26	-	-	HYPH
cord-229612-7xnredj7	13	27	making	make	VBG
cord-229612-7xnredj7	13	28	global	global	JJ
cord-229612-7xnredj7	13	29	crisis	crisis	NN
cord-229612-7xnredj7	13	30	in	in	IN
cord-229612-7xnredj7	13	31	health	health	NN
cord-229612-7xnredj7	13	32	care	care	NN
cord-229612-7xnredj7	13	33	.	.	.
cord-229612-7xnredj7	14	1	At	at	IN
cord-229612-7xnredj7	14	2	the	the	DT
cord-229612-7xnredj7	14	3	time	time	NN
cord-229612-7xnredj7	14	4	of	of	IN
cord-229612-7xnredj7	14	5	writing	writing	NN
cord-229612-7xnredj7	14	6	,	,	,
cord-229612-7xnredj7	14	7	no	no	DT
cord-229612-7xnredj7	14	8	specific	specific	JJ
cord-229612-7xnredj7	14	9	antivirus	antivirus	JJ
cord-229612-7xnredj7	14	10	drugs	drug	NNS
cord-229612-7xnredj7	14	11	or	or	CC
cord-229612-7xnredj7	14	12	vaccines	vaccine	NNS
cord-229612-7xnredj7	14	13	are	be	VBP
cord-229612-7xnredj7	14	14	recommended	recommend	VBN
cord-229612-7xnredj7	14	15	to	to	TO
cord-229612-7xnredj7	14	16	control	control	VB
cord-229612-7xnredj7	14	17	transmission	transmission	NN
cord-229612-7xnredj7	14	18	and	and	CC
cord-229612-7xnredj7	14	19	spread	spread	VB
cord-229612-7xnredj7	14	20	infection	infection	NN
cord-229612-7xnredj7	14	21	.	.	.
cord-229612-7xnredj7	15	1	The	the	DT
cord-229612-7xnredj7	15	2	current	current	JJ
cord-229612-7xnredj7	15	3	diagnosis	diagnosis	NN
cord-229612-7xnredj7	15	4	of	of	IN
cord-229612-7xnredj7	15	5	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	15	6	is	be	VBZ
cord-229612-7xnredj7	15	7	made	make	VBN
cord-229612-7xnredj7	15	8	by	by	IN
cord-229612-7xnredj7	15	9	Reverse	Reverse	NNP
cord-229612-7xnredj7	15	10	-	-	HYPH
cord-229612-7xnredj7	15	11	Transcription	Transcription	NNP
cord-229612-7xnredj7	15	12	Polymer	Polymer	NNP
cord-229612-7xnredj7	15	13	Chain	Chain	NNP
cord-229612-7xnredj7	15	14	Reaction	Reaction	NNP
cord-229612-7xnredj7	15	15	(	(	-LRB-
cord-229612-7xnredj7	15	16	RT	RT	NNP
cord-229612-7xnredj7	15	17	-	-	HYPH
cord-229612-7xnredj7	15	18	PCR	PCR	NNP
cord-229612-7xnredj7	15	19	)	)	-RRB-
cord-229612-7xnredj7	15	20	testing	testing	NN
cord-229612-7xnredj7	15	21	,	,	,
cord-229612-7xnredj7	15	22	which	which	WDT
cord-229612-7xnredj7	15	23	utilizes	utilize	VBZ
cord-229612-7xnredj7	15	24	several	several	JJ
cord-229612-7xnredj7	15	25	primer	primer	NN
cord-229612-7xnredj7	15	26	-	-	HYPH
cord-229612-7xnredj7	15	27	probe	probe	NN
cord-229612-7xnredj7	15	28	sets	set	NNS
cord-229612-7xnredj7	15	29	depending	depend	VBG
cord-229612-7xnredj7	15	30	on	on	IN
cord-229612-7xnredj7	15	31	the	the	DT
cord-229612-7xnredj7	15	32	assay	assay	NN
cord-229612-7xnredj7	15	33	utilized	utilize	VBN
cord-229612-7xnredj7	15	34	(	(	-LRB-
cord-229612-7xnredj7	15	35	Emery	Emery	NNP
cord-229612-7xnredj7	15	36	et	et	NNP
cord-229612-7xnredj7	15	37	al	al	NNP
cord-229612-7xnredj7	15	38	.	.	NNP
cord-229612-7xnredj7	15	39	,	,	,
cord-229612-7xnredj7	15	40	2004	2004	CD
cord-229612-7xnredj7	15	41	)	)	-RRB-
cord-229612-7xnredj7	15	42	.	.	.
cord-229612-7xnredj7	16	1	However	however	RB
cord-229612-7xnredj7	16	2	,	,	,
cord-229612-7xnredj7	16	3	this	this	DT
cord-229612-7xnredj7	16	4	method	method	NN
cord-229612-7xnredj7	16	5	is	be	VBZ
cord-229612-7xnredj7	16	6	time	time	NN
cord-229612-7xnredj7	16	7	-	-	HYPH
cord-229612-7xnredj7	16	8	consuming	consume	VBG
cord-229612-7xnredj7	16	9	,	,	,
cord-229612-7xnredj7	16	10	expensive	expensive	JJ
cord-229612-7xnredj7	16	11	,	,	,
cord-229612-7xnredj7	16	12	and	and	CC
cord-229612-7xnredj7	16	13	not	not	RB
cord-229612-7xnredj7	16	14	easily	easily	RB
cord-229612-7xnredj7	16	15	available	available	JJ
cord-229612-7xnredj7	16	16	in	in	IN
cord-229612-7xnredj7	16	17	straitened	straitened	JJ
cord-229612-7xnredj7	16	18	regions	region	NNS
cord-229612-7xnredj7	16	19	due	due	JJ
cord-229612-7xnredj7	16	20	to	to	IN
cord-229612-7xnredj7	16	21	lack	lack	NN
cord-229612-7xnredj7	16	22	of	of	IN
cord-229612-7xnredj7	16	23	adequate	adequate	JJ
cord-229612-7xnredj7	16	24	supplies	supply	NNS
cord-229612-7xnredj7	16	25	,	,	,
cord-229612-7xnredj7	16	26	healthcare	healthcare	NN
cord-229612-7xnredj7	16	27	facilities	facility	NNS
cord-229612-7xnredj7	16	28	,	,	,
cord-229612-7xnredj7	16	29	and	and	CC
cord-229612-7xnredj7	16	30	medical	medical	JJ
cord-229612-7xnredj7	16	31	professionals	professional	NNS
cord-229612-7xnredj7	16	32	.	.	.
cord-229612-7xnredj7	17	1	A	a	DT
cord-229612-7xnredj7	17	2	low	low	JJ
cord-229612-7xnredj7	17	3	-	-	HYPH
cord-229612-7xnredj7	17	4	cost	cost	NN
cord-229612-7xnredj7	17	5	,	,	,
cord-229612-7xnredj7	17	6	rapid	rapid	JJ
cord-229612-7xnredj7	17	7	,	,	,
cord-229612-7xnredj7	17	8	and	and	CC
cord-229612-7xnredj7	17	9	an	an	DT
cord-229612-7xnredj7	17	10	easily	easily	RB
cord-229612-7xnredj7	17	11	accessible	accessible	JJ
cord-229612-7xnredj7	17	12	testing	testing	NN
cord-229612-7xnredj7	17	13	solution	solution	NN
cord-229612-7xnredj7	17	14	is	be	VBZ
cord-229612-7xnredj7	17	15	needed	need	VBN
cord-229612-7xnredj7	17	16	to	to	TO
cord-229612-7xnredj7	17	17	increase	increase	VB
cord-229612-7xnredj7	17	18	the	the	DT
cord-229612-7xnredj7	17	19	diagnostic	diagnostic	JJ
cord-229612-7xnredj7	17	20	capability	capability	NN
cord-229612-7xnredj7	17	21	and	and	CC
cord-229612-7xnredj7	17	22	devise	devise	VB
cord-229612-7xnredj7	17	23	a	a	DT
cord-229612-7xnredj7	17	24	treatment	treatment	NN
cord-229612-7xnredj7	17	25	plan	plan	NN
cord-229612-7xnredj7	17	26	.	.	.
cord-229612-7xnredj7	18	1	Computed	compute	VBN
cord-229612-7xnredj7	18	2	Tomography(CT	Tomography(CT	NNP
cord-229612-7xnredj7	18	3	)	)	-RRB-
cord-229612-7xnredj7	18	4	helps	help	VBZ
cord-229612-7xnredj7	18	5	clinicians	clinician	NNS
cord-229612-7xnredj7	18	6	perform	perform	VB
cord-229612-7xnredj7	18	7	complete	complete	JJ
cord-229612-7xnredj7	18	8	patient	patient	NN
cord-229612-7xnredj7	18	9	assessments	assessment	NNS
cord-229612-7xnredj7	18	10	and	and	CC
cord-229612-7xnredj7	18	11	describe	describe	VB
cord-229612-7xnredj7	18	12	the	the	DT
cord-229612-7xnredj7	18	13	specific	specific	JJ
cord-229612-7xnredj7	18	14	characteristic	characteristic	JJ
cord-229612-7xnredj7	18	15	manifestations	manifestation	NNS
cord-229612-7xnredj7	18	16	in	in	IN
cord-229612-7xnredj7	18	17	the	the	DT
cord-229612-7xnredj7	18	18	lungs	lung	NNS
cord-229612-7xnredj7	18	19	associated	associate	VBN
cord-229612-7xnredj7	18	20	with	with	IN
cord-229612-7xnredj7	18	21	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	18	22	(	(	-LRB-
cord-229612-7xnredj7	18	23	Li	Li	NNP
cord-229612-7xnredj7	18	24	et	et	NNP
cord-229612-7xnredj7	18	25	al	al	NNP
cord-229612-7xnredj7	18	26	.	.	NNP
cord-229612-7xnredj7	18	27	,	,	,
cord-229612-7xnredj7	18	28	2020	2020	CD
cord-229612-7xnredj7	18	29	)	)	-RRB-
cord-229612-7xnredj7	18	30	.	.	.
cord-229612-7xnredj7	19	1	Hence	hence	RB
cord-229612-7xnredj7	19	2	,	,	,
cord-229612-7xnredj7	19	3	serving	serve	VBG
cord-229612-7xnredj7	19	4	as	as	IN
cord-229612-7xnredj7	19	5	an	an	DT
cord-229612-7xnredj7	19	6	efficient	efficient	JJ
cord-229612-7xnredj7	19	7	tool	tool	NN
cord-229612-7xnredj7	19	8	for	for	IN
cord-229612-7xnredj7	19	9	early	early	JJ
cord-229612-7xnredj7	19	10	screening	screening	NN
cord-229612-7xnredj7	19	11	and	and	CC
cord-229612-7xnredj7	19	12	diagnosis	diagnosis	NN
cord-229612-7xnredj7	19	13	of	of	IN
cord-229612-7xnredj7	19	14	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	19	15	.	.	.
cord-229612-7xnredj7	20	1	In	in	IN
cord-229612-7xnredj7	20	2	analyzing	analyze	VBG
cord-229612-7xnredj7	20	3	medical	medical	JJ
cord-229612-7xnredj7	20	4	images	image	NNS
cord-229612-7xnredj7	20	5	,	,	,
cord-229612-7xnredj7	20	6	AI	ai	NN
cord-229612-7xnredj7	20	7	-	-	HYPH
cord-229612-7xnredj7	20	8	based	base	VBN
cord-229612-7xnredj7	20	9	methods	method	NNS
cord-229612-7xnredj7	20	10	have	have	VBP
cord-229612-7xnredj7	20	11	shown	show	VBN
cord-229612-7xnredj7	20	12	great	great	JJ
cord-229612-7xnredj7	20	13	success	success	NN
cord-229612-7xnredj7	20	14	(	(	-LRB-
cord-229612-7xnredj7	21	1	Du	Du	NNP
cord-229612-7xnredj7	21	2	et	et	FW
cord-229612-7xnredj7	21	3	al	al	NNP
cord-229612-7xnredj7	21	4	.	.	.
cord-229612-7xnredj7	22	1	,	,	,
cord-229612-7xnredj7	22	2	2018	2018	CD
cord-229612-7xnredj7	22	3	;	;	:
cord-229612-7xnredj7	22	4	Heidari	Heidari	NNP
cord-229612-7xnredj7	22	5	et	et	NNP
cord-229612-7xnredj7	22	6	al	al	NNP
cord-229612-7xnredj7	22	7	.	.	NNP
cord-229612-7xnredj7	22	8	,	,	,
cord-229612-7xnredj7	22	9	2018	2018	CD
cord-229612-7xnredj7	23	1	Heidari	Heidari	NNP
cord-229612-7xnredj7	23	2	et	et	NNP
cord-229612-7xnredj7	23	3	al	al	NNP
cord-229612-7xnredj7	23	4	.	.	.
cord-229612-7xnredj7	24	1	,	,	,
cord-229612-7xnredj7	24	2	,	,	,
cord-229612-7xnredj7	24	3	2020	2020	CD
cord-229612-7xnredj7	24	4	.	.	.
cord-229612-7xnredj7	25	1	These	these	DT
cord-229612-7xnredj7	25	2	methods	method	NNS
cord-229612-7xnredj7	25	3	are	be	VBP
cord-229612-7xnredj7	25	4	scalable	scalable	JJ
cord-229612-7xnredj7	25	5	,	,	,
cord-229612-7xnredj7	25	6	automatable	automatable	JJ
cord-229612-7xnredj7	25	7	,	,	,
cord-229612-7xnredj7	25	8	and	and	CC
cord-229612-7xnredj7	25	9	easy	easy	JJ
cord-229612-7xnredj7	25	10	to	to	TO
cord-229612-7xnredj7	25	11	apply	apply	VB
cord-229612-7xnredj7	25	12	in	in	IN
cord-229612-7xnredj7	25	13	clinical	clinical	JJ
cord-229612-7xnredj7	25	14	environments	environment	NNS
cord-229612-7xnredj7	25	15	(	(	-LRB-
cord-229612-7xnredj7	25	16	Ahmed	Ahmed	NNP
cord-229612-7xnredj7	25	17	et	et	NNP
cord-229612-7xnredj7	25	18	al	al	NNP
cord-229612-7xnredj7	25	19	.	.	NNP
cord-229612-7xnredj7	25	20	,	,	,
cord-229612-7xnredj7	25	21	2020	2020	CD
cord-229612-7xnredj7	25	22	;	;	:
cord-229612-7xnredj7	25	23	Shah	Shah	NNP
cord-229612-7xnredj7	25	24	et	et	NNP
cord-229612-7xnredj7	25	25	al	al	NNP
cord-229612-7xnredj7	25	26	.	.	NNP
cord-229612-7xnredj7	25	27	,	,	,
cord-229612-7xnredj7	25	28	2019	2019	CD
cord-229612-7xnredj7	25	29	)	)	-RRB-
cord-229612-7xnredj7	25	30	.	.	.
cord-229612-7xnredj7	26	1	Significant	significant	JJ
cord-229612-7xnredj7	26	2	attempts	attempt	NNS
cord-229612-7xnredj7	26	3	have	have	VBP
cord-229612-7xnredj7	26	4	been	be	VBN
cord-229612-7xnredj7	26	5	made	make	VBN
cord-229612-7xnredj7	26	6	to	to	TO
cord-229612-7xnredj7	26	7	use	use	VB
cord-229612-7xnredj7	26	8	x	x	NN
cord-229612-7xnredj7	26	9	-	-	NN
cord-229612-7xnredj7	26	10	ray	ray	JJ
cord-229612-7xnredj7	26	11	images	image	NNS
cord-229612-7xnredj7	26	12	for	for	IN
cord-229612-7xnredj7	26	13	automatic	automatic	JJ
cord-229612-7xnredj7	26	14	diagnosis	diagnosis	NN
cord-229612-7xnredj7	26	15	of	of	IN
cord-229612-7xnredj7	26	16	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	26	17	(	(	-LRB-
cord-229612-7xnredj7	26	18	Pereira	Pereira	NNP
cord-229612-7xnredj7	26	19	et	et	NNP
cord-229612-7xnredj7	26	20	al	al	NNP
cord-229612-7xnredj7	26	21	.	.	NNP
cord-229612-7xnredj7	26	22	,	,	,
cord-229612-7xnredj7	26	23	2020	2020	CD
cord-229612-7xnredj7	26	24	;	;	.
cord-229612-7xnredj7	27	1	Narin	Narin	NNP
cord-229612-7xnredj7	27	2	et	et	FW
cord-229612-7xnredj7	27	3	al	al	NNP
cord-229612-7xnredj7	27	4	.	.	.
cord-229612-7xnredj7	28	1	,	,	,
cord-229612-7xnredj7	28	2	2020	2020	CD
cord-229612-7xnredj7	28	3	;	;	:
cord-229612-7xnredj7	28	4	Zhang	Zhang	NNP
cord-229612-7xnredj7	28	5	et	et	NNP
cord-229612-7xnredj7	28	6	al	al	NNP
cord-229612-7xnredj7	28	7	.	.	.
cord-229612-7xnredj7	29	1	,	,	,
cord-229612-7xnredj7	29	2	2020	2020	CD
cord-229612-7xnredj7	29	3	;	;	:
cord-229612-7xnredj7	29	4	Apostolopoulos	Apostolopoulos	NNP
cord-229612-7xnredj7	29	5	and	and	CC
cord-229612-7xnredj7	29	6	Mpesiana	Mpesiana	NNP
cord-229612-7xnredj7	29	7	,	,	,
cord-229612-7xnredj7	29	8	2020	2020	CD
cord-229612-7xnredj7	29	9	)	)	-RRB-
cord-229612-7xnredj7	29	10	.	.	.
cord-229612-7xnredj7	30	1	Studies	study	NNS
cord-229612-7xnredj7	30	2	dealing	deal	VBG
cord-229612-7xnredj7	30	3	with	with	IN
cord-229612-7xnredj7	30	4	the	the	DT
cord-229612-7xnredj7	30	5	classification	classification	NN
cord-229612-7xnredj7	30	6	of	of	IN
cord-229612-7xnredj7	30	7	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	30	8	show	show	VBP
cord-229612-7xnredj7	30	9	promising	promising	JJ
cord-229612-7xnredj7	30	10	results	result	NNS
cord-229612-7xnredj7	30	11	in	in	IN
cord-229612-7xnredj7	30	12	this	this	DT
cord-229612-7xnredj7	30	13	task	task	NN
cord-229612-7xnredj7	30	14	.	.	.
cord-229612-7xnredj7	31	1	However	however	RB
cord-229612-7xnredj7	31	2	,	,	,
cord-229612-7xnredj7	31	3	in	in	IN
cord-229612-7xnredj7	31	4	(	(	-LRB-
cord-229612-7xnredj7	31	5	Cohen	Cohen	NNP
cord-229612-7xnredj7	31	6	et	et	NNP
cord-229612-7xnredj7	31	7	al	al	NNP
cord-229612-7xnredj7	31	8	.	.	NNP
cord-229612-7xnredj7	31	9	,	,	,
cord-229612-7xnredj7	31	10	2020	2020	CD
cord-229612-7xnredj7	31	11	)	)	-RRB-
cord-229612-7xnredj7	31	12	work	work	NN
cord-229612-7xnredj7	31	13	,	,	,
cord-229612-7xnredj7	31	14	the	the	DT
cord-229612-7xnredj7	31	15	classification	classification	NN
cord-229612-7xnredj7	31	16	limitations	limitation	NNS
cord-229612-7xnredj7	31	17	of	of	IN
cord-229612-7xnredj7	31	18	x	x	NN
cord-229612-7xnredj7	31	19	-	-	NN
cord-229612-7xnredj7	31	20	ray	ray	JJ
cord-229612-7xnredj7	31	21	images	image	NNS
cord-229612-7xnredj7	31	22	are	be	VBP
cord-229612-7xnredj7	31	23	examined	examine	VBN
cord-229612-7xnredj7	31	24	since	since	IN
cord-229612-7xnredj7	31	25	the	the	DT
cord-229612-7xnredj7	31	26	network	network	NN
cord-229612-7xnredj7	31	27	may	may	MD
cord-229612-7xnredj7	31	28	learn	learn	VB
cord-229612-7xnredj7	31	29	more	more	RBR
cord-229612-7xnredj7	31	30	unique	unique	JJ
cord-229612-7xnredj7	31	31	features	feature	NNS
cord-229612-7xnredj7	31	32	to	to	IN
cord-229612-7xnredj7	31	33	the	the	DT
cord-229612-7xnredj7	31	34	dataset	dataset	NN
cord-229612-7xnredj7	31	35	than	than	IN
cord-229612-7xnredj7	31	36	those	those	DT
cord-229612-7xnredj7	31	37	unique	unique	JJ
cord-229612-7xnredj7	31	38	to	to	IN
cord-229612-7xnredj7	31	39	the	the	DT
cord-229612-7xnredj7	31	40	disease	disease	NN
cord-229612-7xnredj7	31	41	.	.	.
cord-229612-7xnredj7	32	1	Despite	despite	IN
cord-229612-7xnredj7	32	2	its	-PRON-	PRP$
cord-229612-7xnredj7	32	3	success	success	NN
cord-229612-7xnredj7	32	4	,	,	,
cord-229612-7xnredj7	32	5	the	the	DT
cord-229612-7xnredj7	32	6	CT	CT	NNP
cord-229612-7xnredj7	32	7	scan	scan	NN
cord-229612-7xnredj7	32	8	displays	display	VBZ
cord-229612-7xnredj7	32	9	similar	similar	JJ
cord-229612-7xnredj7	32	10	imaging	imaging	NN
cord-229612-7xnredj7	32	11	characteristics	characteristic	NNS
cord-229612-7xnredj7	32	12	,	,	,
cord-229612-7xnredj7	32	13	making	make	VBG
cord-229612-7xnredj7	32	14	it	-PRON-	PRP
cord-229612-7xnredj7	32	15	difficult	difficult	JJ
cord-229612-7xnredj7	32	16	to	to	TO
cord-229612-7xnredj7	32	17	distinguish	distinguish	VB
cord-229612-7xnredj7	32	18	between	between	IN
cord-229612-7xnredj7	32	19	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	32	20	and	and	CC
cord-229612-7xnredj7	32	21	other	other	JJ
cord-229612-7xnredj7	32	22	pneumonia	pneumonia	NN
cord-229612-7xnredj7	32	23	types	type	NNS
cord-229612-7xnredj7	32	24	.	.	.
cord-229612-7xnredj7	33	1	Moreover	moreover	RB
cord-229612-7xnredj7	33	2	,	,	,
cord-229612-7xnredj7	33	3	CT	CT	NNP
cord-229612-7xnredj7	33	4	-	-	HYPH
cord-229612-7xnredj7	33	5	based	base	VBN
cord-229612-7xnredj7	33	6	methods	method	NNS
cord-229612-7xnredj7	33	7	can	can	MD
cord-229612-7xnredj7	33	8	be	be	VB
cord-229612-7xnredj7	33	9	integrated	integrate	VBN
cord-229612-7xnredj7	33	10	only	only	RB
cord-229612-7xnredj7	33	11	with	with	IN
cord-229612-7xnredj7	33	12	the	the	DT
cord-229612-7xnredj7	33	13	Healthcare	Healthcare	NNP
cord-229612-7xnredj7	33	14	system	system	NN
cord-229612-7xnredj7	33	15	to	to	TO
cord-229612-7xnredj7	33	16	help	help	VB
cord-229612-7xnredj7	33	17	clinical	clinical	JJ
cord-229612-7xnredj7	33	18	doctors	doctor	NNS
cord-229612-7xnredj7	33	19	,	,	,
cord-229612-7xnredj7	33	20	radiologists	radiologist	NNS
cord-229612-7xnredj7	33	21	,	,	,
cord-229612-7xnredj7	33	22	and	and	CC
cord-229612-7xnredj7	33	23	specialists	specialist	NNS
cord-229612-7xnredj7	33	24	detect	detect	VBP
cord-229612-7xnredj7	33	25	COVID-19	covid-19	JJ
cord-229612-7xnredj7	33	26	patients	patient	NNS
cord-229612-7xnredj7	33	27	using	use	VBG
cord-229612-7xnredj7	33	28	chest	chest	NN
cord-229612-7xnredj7	33	29	CT	CT	NNP
cord-229612-7xnredj7	33	30	images	image	NNS
cord-229612-7xnredj7	33	31	.	.	.
cord-229612-7xnredj7	34	1	Unfortunately	unfortunately	RB
cord-229612-7xnredj7	34	2	,	,	,
cord-229612-7xnredj7	34	3	an	an	DT
cord-229612-7xnredj7	34	4	individual	individual	NN
cord-229612-7xnredj7	34	5	can	can	MD
cord-229612-7xnredj7	34	6	not	not	RB
cord-229612-7xnredj7	34	7	utilize	utilize	VB
cord-229612-7xnredj7	34	8	this	this	DT
cord-229612-7xnredj7	34	9	method	method	NN
cord-229612-7xnredj7	34	10	at	at	IN
cord-229612-7xnredj7	34	11	home	home	NN
cord-229612-7xnredj7	34	12	.	.	.
cord-229612-7xnredj7	35	1	To	to	TO
cord-229612-7xnredj7	35	2	obtain	obtain	VB
cord-229612-7xnredj7	35	3	the	the	DT
cord-229612-7xnredj7	35	4	CT	CT	NNP
cord-229612-7xnredj7	35	5	scan	scan	JJ
cord-229612-7xnredj7	35	6	image	image	NN
cord-229612-7xnredj7	35	7	and	and	CC
cord-229612-7xnredj7	35	8	report	report	NN
cord-229612-7xnredj7	35	9	,	,	,
cord-229612-7xnredj7	35	10	one	one	PRP
cord-229612-7xnredj7	35	11	must	must	MD
cord-229612-7xnredj7	35	12	visit	visit	VB
cord-229612-7xnredj7	35	13	a	a	DT
cord-229612-7xnredj7	35	14	well	well	RB
cord-229612-7xnredj7	35	15	-	-	HYPH
cord-229612-7xnredj7	35	16	equipped	equip	VBN
cord-229612-7xnredj7	35	17	clinical	clinical	JJ
cord-229612-7xnredj7	35	18	facility	facility	NN
cord-229612-7xnredj7	35	19	or	or	CC
cord-229612-7xnredj7	35	20	diagnostic	diagnostic	JJ
cord-229612-7xnredj7	35	21	center	center	NN
cord-229612-7xnredj7	35	22	,	,	,
cord-229612-7xnredj7	35	23	which	which	WDT
cord-229612-7xnredj7	35	24	may	may	MD
cord-229612-7xnredj7	35	25	increase	increase	VB
cord-229612-7xnredj7	35	26	the	the	DT
cord-229612-7xnredj7	35	27	risk	risk	NN
cord-229612-7xnredj7	35	28	of	of	IN
cord-229612-7xnredj7	35	29	exposure	exposure	NN
cord-229612-7xnredj7	35	30	to	to	IN
cord-229612-7xnredj7	35	31	the	the	DT
cord-229612-7xnredj7	35	32	virus	virus	NN
cord-229612-7xnredj7	35	33	.	.	.
cord-229612-7xnredj7	36	1	According	accord	VBG
cord-229612-7xnredj7	36	2	to	to	IN
cord-229612-7xnredj7	36	3	the	the	DT
cord-229612-7xnredj7	36	4	WHO	WHO	NNP
cord-229612-7xnredj7	36	5	and	and	CC
cord-229612-7xnredj7	36	6	CDC	CDC	NNP
cord-229612-7xnredj7	36	7	official	official	JJ
cord-229612-7xnredj7	36	8	report	report	NN
cord-229612-7xnredj7	36	9	,	,	,
cord-229612-7xnredj7	36	10	the	the	DT
cord-229612-7xnredj7	36	11	four	four	CD
cord-229612-7xnredj7	36	12	primary	primary	JJ
cord-229612-7xnredj7	36	13	symptoms	symptom	NNS
cord-229612-7xnredj7	36	14	of	of	IN
cord-229612-7xnredj7	36	15	the	the	DT
cord-229612-7xnredj7	36	16	COVID	COVID	NNP
cord-229612-7xnredj7	36	17	are	be	VBP
cord-229612-7xnredj7	36	18	dry	dry	JJ
cord-229612-7xnredj7	36	19	cough	cough	NN
cord-229612-7xnredj7	36	20	,	,	,
cord-229612-7xnredj7	36	21	fever	fever	NN
cord-229612-7xnredj7	36	22	,	,	,
cord-229612-7xnredj7	36	23	tiredness	tiredness	NN
cord-229612-7xnredj7	36	24	,	,	,
cord-229612-7xnredj7	36	25	and	and	CC
cord-229612-7xnredj7	36	26	difficulty	difficulty	NN
cord-229612-7xnredj7	36	27	in	in	IN
cord-229612-7xnredj7	36	28	breathing	breathing	NN
cord-229612-7xnredj7	36	29	.	.	.
cord-229612-7xnredj7	37	1	(	(	-LRB-
cord-229612-7xnredj7	37	2	CDC	CDC	NNP
cord-229612-7xnredj7	37	3	)	)	-RRB-
cord-229612-7xnredj7	37	4	.	.	.
cord-229612-7xnredj7	38	1	However	however	RB
cord-229612-7xnredj7	38	2	,	,	,
cord-229612-7xnredj7	38	3	cough	cough	NN
cord-229612-7xnredj7	38	4	is	be	VBZ
cord-229612-7xnredj7	38	5	more	more	RBR
cord-229612-7xnredj7	38	6	common	common	JJ
cord-229612-7xnredj7	38	7	as	as	IN
cord-229612-7xnredj7	38	8	it	-PRON-	PRP
cord-229612-7xnredj7	38	9	is	be	VBZ
cord-229612-7xnredj7	38	10	one	one	CD
cord-229612-7xnredj7	38	11	of	of	IN
cord-229612-7xnredj7	38	12	the	the	DT
cord-229612-7xnredj7	38	13	early	early	JJ
cord-229612-7xnredj7	38	14	symptoms	symptom	NNS
cord-229612-7xnredj7	38	15	of	of	IN
cord-229612-7xnredj7	38	16	respiratory	respiratory	JJ
cord-229612-7xnredj7	38	17	tract	tract	NN
cord-229612-7xnredj7	38	18	infections	infection	NNS
cord-229612-7xnredj7	38	19	.	.	.
cord-229612-7xnredj7	39	1	Studies	study	NNS
cord-229612-7xnredj7	39	2	show	show	VBP
cord-229612-7xnredj7	39	3	that	that	IN
cord-229612-7xnredj7	39	4	it	-PRON-	PRP
cord-229612-7xnredj7	39	5	occurs	occur	VBZ
cord-229612-7xnredj7	39	6	in	in	IN
cord-229612-7xnredj7	39	7	68	68	CD
cord-229612-7xnredj7	39	8	%	%	NN
cord-229612-7xnredj7	39	9	to	to	TO
cord-229612-7xnredj7	39	10	83	83	CD
cord-229612-7xnredj7	39	11	%	%	NN
cord-229612-7xnredj7	39	12	of	of	IN
cord-229612-7xnredj7	39	13	the	the	DT
cord-229612-7xnredj7	39	14	people	people	NNS
cord-229612-7xnredj7	39	15	showing	show	VBG
cord-229612-7xnredj7	39	16	up	up	RP
cord-229612-7xnredj7	39	17	for	for	IN
cord-229612-7xnredj7	39	18	the	the	DT
cord-229612-7xnredj7	39	19	medical	medical	JJ
cord-229612-7xnredj7	39	20	examination	examination	NN
cord-229612-7xnredj7	39	21	.	.	.
cord-229612-7xnredj7	40	1	Cough	cough	NN
cord-229612-7xnredj7	40	2	classification	classification	NN
cord-229612-7xnredj7	40	3	is	be	VBZ
cord-229612-7xnredj7	40	4	usually	usually	RB
cord-229612-7xnredj7	40	5	carried	carry	VBN
cord-229612-7xnredj7	40	6	out	out	RP
cord-229612-7xnredj7	40	7	manually	manually	RB
cord-229612-7xnredj7	40	8	during	during	IN
cord-229612-7xnredj7	40	9	a	a	DT
cord-229612-7xnredj7	40	10	physical	physical	JJ
cord-229612-7xnredj7	40	11	examination	examination	NN
cord-229612-7xnredj7	40	12	,	,	,
cord-229612-7xnredj7	40	13	and	and	CC
cord-229612-7xnredj7	40	14	the	the	DT
cord-229612-7xnredj7	40	15	clinician	clinician	NN
cord-229612-7xnredj7	40	16	may	may	MD
cord-229612-7xnredj7	40	17	listen	listen	VB
cord-229612-7xnredj7	40	18	to	to	IN
cord-229612-7xnredj7	40	19	several	several	JJ
cord-229612-7xnredj7	40	20	episodes	episode	NNS
cord-229612-7xnredj7	40	21	of	of	IN
cord-229612-7xnredj7	40	22	voluntary	voluntary	JJ
cord-229612-7xnredj7	40	23	or	or	CC
cord-229612-7xnredj7	40	24	natural	natural	JJ
cord-229612-7xnredj7	40	25	coughs	cough	NNS
cord-229612-7xnredj7	40	26	to	to	TO
cord-229612-7xnredj7	40	27	classify	classify	VB
cord-229612-7xnredj7	40	28	them	-PRON-	PRP
cord-229612-7xnredj7	40	29	.	.	.
cord-229612-7xnredj7	41	1	This	this	DT
cord-229612-7xnredj7	41	2	information	information	NN
cord-229612-7xnredj7	41	3	is	be	VBZ
cord-229612-7xnredj7	41	4	crucial	crucial	JJ
cord-229612-7xnredj7	41	5	in	in	IN
cord-229612-7xnredj7	41	6	diagnosis	diagnosis	NN
cord-229612-7xnredj7	41	7	and	and	CC
cord-229612-7xnredj7	41	8	treatment	treatment	NN
cord-229612-7xnredj7	41	9	.	.	.
cord-229612-7xnredj7	42	1	In	in	IN
cord-229612-7xnredj7	42	2	previous	previous	JJ
cord-229612-7xnredj7	42	3	studies	study	NNS
cord-229612-7xnredj7	42	4	,	,	,
cord-229612-7xnredj7	42	5	several	several	JJ
cord-229612-7xnredj7	42	6	methods	method	NNS
cord-229612-7xnredj7	42	7	with	with	IN
cord-229612-7xnredj7	42	8	speech	speech	NN
cord-229612-7xnredj7	42	9	features	feature	NNS
cord-229612-7xnredj7	42	10	have	have	VBP
cord-229612-7xnredj7	42	11	been	be	VBN
cord-229612-7xnredj7	42	12	proposed	propose	VBN
cord-229612-7xnredj7	42	13	to	to	TO
cord-229612-7xnredj7	42	14	automate	automate	VB
cord-229612-7xnredj7	42	15	different	different	JJ
cord-229612-7xnredj7	42	16	cough	cough	NN
cord-229612-7xnredj7	42	17	types	type	NNS
cord-229612-7xnredj7	42	18	classification	classification	NN
cord-229612-7xnredj7	42	19	.	.	.
cord-229612-7xnredj7	43	1	In	in	IN
cord-229612-7xnredj7	43	2	the	the	DT
cord-229612-7xnredj7	43	3	study	study	NN
cord-229612-7xnredj7	43	4	published	publish	VBN
cord-229612-7xnredj7	43	5	by	by	IN
cord-229612-7xnredj7	43	6	(	(	-LRB-
cord-229612-7xnredj7	43	7	Knocikova	Knocikova	NNP
cord-229612-7xnredj7	43	8	et	et	NNP
cord-229612-7xnredj7	43	9	al	al	NNP
cord-229612-7xnredj7	43	10	.	.	NNP
cord-229612-7xnredj7	43	11	,	,	,
cord-229612-7xnredj7	43	12	2008	2008	CD
cord-229612-7xnredj7	43	13	)	)	-RRB-
cord-229612-7xnredj7	43	14	,	,	,
cord-229612-7xnredj7	43	15	the	the	DT
cord-229612-7xnredj7	43	16	sound	sound	NN
cord-229612-7xnredj7	43	17	of	of	IN
cord-229612-7xnredj7	43	18	voluntary	voluntary	JJ
cord-229612-7xnredj7	43	19	cough	cough	NN
cord-229612-7xnredj7	43	20	in	in	IN
cord-229612-7xnredj7	43	21	patients	patient	NNS
cord-229612-7xnredj7	43	22	with	with	IN
cord-229612-7xnredj7	43	23	respiratory	respiratory	JJ
cord-229612-7xnredj7	43	24	diseases	disease	NNS
cord-229612-7xnredj7	43	25	was	be	VBD
cord-229612-7xnredj7	43	26	investigated	investigate	VBN
cord-229612-7xnredj7	43	27	.	.	.
cord-229612-7xnredj7	44	1	Later	later	RB
cord-229612-7xnredj7	44	2	,	,	,
cord-229612-7xnredj7	44	3	in	in	IN
cord-229612-7xnredj7	44	4	2015	2015	CD
cord-229612-7xnredj7	44	5	,	,	,
cord-229612-7xnredj7	44	6	(	(	-LRB-
cord-229612-7xnredj7	44	7	Guclu	Guclu	NNP
cord-229612-7xnredj7	44	8	et	et	NNP
cord-229612-7xnredj7	44	9	al	al	NNP
cord-229612-7xnredj7	44	10	.	.	NNP
cord-229612-7xnredj7	44	11	,	,	,
cord-229612-7xnredj7	44	12	2015	2015	CD
cord-229612-7xnredj7	44	13	)	)	-RRB-
cord-229612-7xnredj7	44	14	published	publish	VBD
cord-229612-7xnredj7	44	15	the	the	DT
cord-229612-7xnredj7	44	16	study	study	NN
cord-229612-7xnredj7	44	17	on	on	IN
cord-229612-7xnredj7	44	18	the	the	DT
cord-229612-7xnredj7	44	19	analysis	analysis	NN
cord-229612-7xnredj7	44	20	of	of	IN
cord-229612-7xnredj7	44	21	asthmatic	asthmatic	JJ
cord-229612-7xnredj7	44	22	breathing	breathing	NN
cord-229612-7xnredj7	44	23	sounds	sound	NNS
cord-229612-7xnredj7	44	24	.	.	.
cord-229612-7xnredj7	45	1	These	these	DT
cord-229612-7xnredj7	45	2	studies	study	NNS
cord-229612-7xnredj7	45	3	utilized	utilize	VBD
cord-229612-7xnredj7	45	4	the	the	DT
cord-229612-7xnredj7	45	5	wavelet	wavelet	NN
cord-229612-7xnredj7	45	6	transformation	transformation	NN
cord-229612-7xnredj7	45	7	,	,	,
cord-229612-7xnredj7	45	8	which	which	WDT
cord-229612-7xnredj7	45	9	is	be	VBZ
cord-229612-7xnredj7	45	10	a	a	DT
cord-229612-7xnredj7	45	11	type	type	NN
cord-229612-7xnredj7	45	12	of	of	IN
cord-229612-7xnredj7	45	13	signal	signal	NN
cord-229612-7xnredj7	45	14	processing	processing	NN
cord-229612-7xnredj7	45	15	technique	technique	NN
cord-229612-7xnredj7	45	16	,	,	,
cord-229612-7xnredj7	45	17	generally	generally	RB
cord-229612-7xnredj7	45	18	used	use	VBN
cord-229612-7xnredj7	45	19	on	on	IN
cord-229612-7xnredj7	45	20	non	non	JJ
cord-229612-7xnredj7	45	21	-	-	JJ
cord-229612-7xnredj7	45	22	stationary	stationary	JJ
cord-229612-7xnredj7	45	23	signals	signal	NNS
cord-229612-7xnredj7	45	24	.	.	.
cord-229612-7xnredj7	46	1	In	in	IN
cord-229612-7xnredj7	46	2	a	a	DT
cord-229612-7xnredj7	46	3	study	study	NN
cord-229612-7xnredj7	46	4	by	by	IN
cord-229612-7xnredj7	46	5	(	(	-LRB-
cord-229612-7xnredj7	46	6	Swarnkar	Swarnkar	NNP
cord-229612-7xnredj7	46	7	et	et	FW
cord-229612-7xnredj7	46	8	al	al	NNP
cord-229612-7xnredj7	46	9	.	.	NNP
cord-229612-7xnredj7	46	10	,	,	,
cord-229612-7xnredj7	46	11	2012	2012	CD
cord-229612-7xnredj7	46	12	)	)	-RRB-
cord-229612-7xnredj7	46	13	,	,	,
cord-229612-7xnredj7	46	14	a	a	DT
cord-229612-7xnredj7	46	15	Logistic	Logistic	NNP
cord-229612-7xnredj7	46	16	Regression	Regression	NNP
cord-229612-7xnredj7	46	17	model	model	NN
cord-229612-7xnredj7	46	18	was	be	VBD
cord-229612-7xnredj7	46	19	utilized	utilize	VBN
cord-229612-7xnredj7	46	20	to	to	TO
cord-229612-7xnredj7	46	21	classify	classify	VB
cord-229612-7xnredj7	46	22	the	the	DT
cord-229612-7xnredj7	46	23	dry	dry	JJ
cord-229612-7xnredj7	46	24	and	and	CC
cord-229612-7xnredj7	46	25	wet	wet	JJ
cord-229612-7xnredj7	46	26	cough	cough	NN
cord-229612-7xnredj7	46	27	from	from	IN
cord-229612-7xnredj7	46	28	pediatric	pediatric	JJ
cord-229612-7xnredj7	46	29	patients	patient	NNS
cord-229612-7xnredj7	46	30	with	with	IN
cord-229612-7xnredj7	46	31	different	different	JJ
cord-229612-7xnredj7	46	32	respiratory	respiratory	JJ
cord-229612-7xnredj7	46	33	illnesses	illness	NNS
cord-229612-7xnredj7	46	34	.	.	.
cord-229612-7xnredj7	47	1	For	for	IN
cord-229612-7xnredj7	47	2	pertussis	pertussis	NN
cord-229612-7xnredj7	47	3	cough	cough	NN
cord-229612-7xnredj7	47	4	classification	classification	NN
cord-229612-7xnredj7	47	5	,	,	,
cord-229612-7xnredj7	47	6	three	three	CD
cord-229612-7xnredj7	47	7	separate	separate	JJ
cord-229612-7xnredj7	47	8	classifiers	classifier	NNS
cord-229612-7xnredj7	47	9	'	'	POS
cord-229612-7xnredj7	47	10	performance	performance	NN
cord-229612-7xnredj7	47	11	was	be	VBD
cord-229612-7xnredj7	47	12	analyzed	analyze	VBN
cord-229612-7xnredj7	47	13	in	in	IN
cord-229612-7xnredj7	47	14	(	(	-LRB-
cord-229612-7xnredj7	47	15	Parker	Parker	NNP
cord-229612-7xnredj7	47	16	et	et	NNP
cord-229612-7xnredj7	47	17	al	al	NNP
cord-229612-7xnredj7	47	18	.	.	NNP
cord-229612-7xnredj7	47	19	,	,	,
cord-229612-7xnredj7	47	20	2013	2013	CD
cord-229612-7xnredj7	47	21	)	)	-RRB-
cord-229612-7xnredj7	47	22	research	research	NN
cord-229612-7xnredj7	47	23	.	.	.
cord-229612-7xnredj7	48	1	Several	several	JJ
cord-229612-7xnredj7	48	2	AIbased	AIbased	NNP
cord-229612-7xnredj7	48	3	approaches	approach	NNS
cord-229612-7xnredj7	48	4	,	,	,
cord-229612-7xnredj7	48	5	motivated	motivate	VBN
cord-229612-7xnredj7	48	6	by	by	IN
cord-229612-7xnredj7	48	7	prior	prior	JJ
cord-229612-7xnredj7	48	8	work	work	NN
cord-229612-7xnredj7	48	9	,	,	,
cord-229612-7xnredj7	48	10	have	have	VBP
cord-229612-7xnredj7	48	11	been	be	VBN
cord-229612-7xnredj7	48	12	presented	present	VBN
cord-229612-7xnredj7	48	13	to	to	TO
cord-229612-7xnredj7	48	14	detect	detect	VB
cord-229612-7xnredj7	48	15	patients	patient	NNS
cord-229612-7xnredj7	48	16	with	with	IN
cord-229612-7xnredj7	48	17	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	48	18	using	use	VBG
cord-229612-7xnredj7	48	19	cough	cough	NN
cord-229612-7xnredj7	48	20	sound	sound	NN
cord-229612-7xnredj7	48	21	analysis	analysis	NN
cord-229612-7xnredj7	48	22	.	.	.
cord-229612-7xnredj7	49	1	(	(	-LRB-
cord-229612-7xnredj7	49	2	Deshpande	Deshpande	NNP
cord-229612-7xnredj7	49	3	and	and	CC
cord-229612-7xnredj7	49	4	Schuller	Schuller	NNP
cord-229612-7xnredj7	49	5	,	,	,
cord-229612-7xnredj7	49	6	2020	2020	CD
cord-229612-7xnredj7	49	7	)	)	-RRB-
cord-229612-7xnredj7	49	8	gives	give	VBZ
cord-229612-7xnredj7	49	9	an	an	DT
cord-229612-7xnredj7	49	10	overview	overview	NN
cord-229612-7xnredj7	49	11	of	of	IN
cord-229612-7xnredj7	49	12	Audio	Audio	NNP
cord-229612-7xnredj7	49	13	,	,	,
cord-229612-7xnredj7	49	14	Signal	Signal	NNP
cord-229612-7xnredj7	49	15	,	,	,
cord-229612-7xnredj7	49	16	Speech	Speech	NNP
cord-229612-7xnredj7	49	17	,	,	,
cord-229612-7xnredj7	49	18	NLP	NLP	NNP
cord-229612-7xnredj7	49	19	for	for	IN
cord-229612-7xnredj7	49	20	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	49	21	,	,	,
cord-229612-7xnredj7	49	22	(	(	-LRB-
cord-229612-7xnredj7	49	23	Orlandic	Orlandic	NNP
cord-229612-7xnredj7	49	24	et	et	NNP
cord-229612-7xnredj7	49	25	al	al	NNP
cord-229612-7xnredj7	49	26	.	.	.
cord-229612-7xnredj7	50	1	,	,	,
cord-229612-7xnredj7	50	2	2020	2020	CD
cord-229612-7xnredj7	50	3	;	;	:
cord-229612-7xnredj7	50	4	Brown	Brown	NNP
cord-229612-7xnredj7	50	5	et	et	NNP
cord-229612-7xnredj7	50	6	al	al	NNP
cord-229612-7xnredj7	50	7	.	.	.
cord-229612-7xnredj7	51	1	,	,	,
cord-229612-7xnredj7	51	2	2020	2020	CD
cord-229612-7xnredj7	51	3	;	;	:
cord-229612-7xnredj7	51	4	Sharma	Sharma	NNP
cord-229612-7xnredj7	51	5	et	et	NNP
cord-229612-7xnredj7	51	6	al	al	NNP
cord-229612-7xnredj7	51	7	.	.	NNP
cord-229612-7xnredj7	51	8	,	,	,
cord-229612-7xnredj7	51	9	2020	2020	CD
cord-229612-7xnredj7	51	10	)	)	-RRB-
cord-229612-7xnredj7	51	11	have	have	VBP
cord-229612-7xnredj7	51	12	collected	collect	VBN
cord-229612-7xnredj7	51	13	a	a	DT
cord-229612-7xnredj7	51	14	crowdsourced	crowdsourced	JJ
cord-229612-7xnredj7	51	15	dataset	dataset	NN
cord-229612-7xnredj7	51	16	of	of	IN
cord-229612-7xnredj7	51	17	respiratory	respiratory	JJ
cord-229612-7xnredj7	51	18	sounds	sound	NNS
cord-229612-7xnredj7	51	19	and	and	CC
cord-229612-7xnredj7	51	20	shared	share	VBD
cord-229612-7xnredj7	51	21	the	the	DT
cord-229612-7xnredj7	51	22	findings	finding	NNS
cord-229612-7xnredj7	51	23	over	over	IN
cord-229612-7xnredj7	51	24	a	a	DT
cord-229612-7xnredj7	51	25	subset	subset	NN
cord-229612-7xnredj7	51	26	of	of	IN
cord-229612-7xnredj7	51	27	the	the	DT
cord-229612-7xnredj7	51	28	dataset	dataset	NN
cord-229612-7xnredj7	51	29	.	.	.
cord-229612-7xnredj7	52	1	Imran	Imran	NNP
cord-229612-7xnredj7	52	2	et	et	NNP
cord-229612-7xnredj7	52	3	al	al	NNP
cord-229612-7xnredj7	52	4	.	.	.
cord-229612-7xnredj7	53	1	(	(	-LRB-
cord-229612-7xnredj7	53	2	2020	2020	CD
cord-229612-7xnredj7	53	3	)	)	-RRB-
cord-229612-7xnredj7	53	4	;	;	:
cord-229612-7xnredj7	53	5	Furman	Furman	NNP
cord-229612-7xnredj7	53	6	et	et	NNP
cord-229612-7xnredj7	53	7	al	al	NNP
cord-229612-7xnredj7	53	8	.	.	.
cord-229612-7xnredj7	54	1	(	(	-LRB-
cord-229612-7xnredj7	54	2	2020	2020	CD
cord-229612-7xnredj7	54	3	)	)	-RRB-
cord-229612-7xnredj7	54	4	performed	perform	VBD
cord-229612-7xnredj7	54	5	similar	similar	JJ
cord-229612-7xnredj7	54	6	analyses	analysis	NNS
cord-229612-7xnredj7	54	7	on	on	IN
cord-229612-7xnredj7	54	8	cough	cough	NN
cord-229612-7xnredj7	54	9	data	datum	NNS
cord-229612-7xnredj7	54	10	and	and	CC
cord-229612-7xnredj7	54	11	achieved	achieve	VBN
cord-229612-7xnredj7	54	12	good	good	JJ
cord-229612-7xnredj7	54	13	accuracy	accuracy	NN
cord-229612-7xnredj7	54	14	.	.	.
cord-229612-7xnredj7	55	1	Most	Most	JJS
cord-229612-7xnredj7	55	2	studies	study	NNS
cord-229612-7xnredj7	55	3	use	use	VBP
cord-229612-7xnredj7	55	4	short	short	JJ
cord-229612-7xnredj7	55	5	-	-	HYPH
cord-229612-7xnredj7	55	6	term	term	NN
cord-229612-7xnredj7	55	7	magnitude	magnitude	NN
cord-229612-7xnredj7	55	8	spectrograms	spectrogram	NNS
cord-229612-7xnredj7	55	9	transformed	transform	VBN
cord-229612-7xnredj7	55	10	from	from	IN
cord-229612-7xnredj7	55	11	cough	cough	JJ
cord-229612-7xnredj7	55	12	sound	sound	JJ
cord-229612-7xnredj7	55	13	data	datum	NNS
cord-229612-7xnredj7	55	14	to	to	IN
cord-229612-7xnredj7	55	15	the	the	DT
cord-229612-7xnredj7	55	16	convolutional	convolutional	JJ
cord-229612-7xnredj7	55	17	neural	neural	JJ
cord-229612-7xnredj7	55	18	network	network	NN
cord-229612-7xnredj7	55	19	(	(	-LRB-
cord-229612-7xnredj7	55	20	CNN	CNN	NNP
cord-229612-7xnredj7	55	21	)	)	-RRB-
cord-229612-7xnredj7	55	22	.	.	.
cord-229612-7xnredj7	56	1	However	however	RB
cord-229612-7xnredj7	56	2	,	,	,
cord-229612-7xnredj7	56	3	these	these	DT
cord-229612-7xnredj7	56	4	methods	method	NNS
cord-229612-7xnredj7	56	5	have	have	VBP
cord-229612-7xnredj7	56	6	the	the	DT
cord-229612-7xnredj7	56	7	following	following	JJ
cord-229612-7xnredj7	56	8	limitations	limitation	NNS
cord-229612-7xnredj7	56	9	:	:	:
cord-229612-7xnredj7	56	10	•	•	XX
cord-229612-7xnredj7	57	1	Ignoring	ignore	VBG
cord-229612-7xnredj7	57	2	domain	domain	NN
cord-229612-7xnredj7	57	3	-	-	HYPH
cord-229612-7xnredj7	57	4	specific	specific	JJ
cord-229612-7xnredj7	57	5	sound	sound	JJ
cord-229612-7xnredj7	57	6	information	information	NN
cord-229612-7xnredj7	57	7	Cough	cough	NN
cord-229612-7xnredj7	57	8	is	be	VBZ
cord-229612-7xnredj7	57	9	a	a	DT
cord-229612-7xnredj7	57	10	non	non	JJ
cord-229612-7xnredj7	57	11	-	-	JJ
cord-229612-7xnredj7	57	12	stationary	stationary	JJ
cord-229612-7xnredj7	57	13	acoustic	acoustic	JJ
cord-229612-7xnredj7	57	14	event	event	NN
cord-229612-7xnredj7	57	15	.	.	.
cord-229612-7xnredj7	58	1	CNN	CNN	NNP
cord-229612-7xnredj7	58	2	is	be	VBZ
cord-229612-7xnredj7	58	3	based	base	VBN
cord-229612-7xnredj7	58	4	only	only	RB
cord-229612-7xnredj7	58	5	on	on	IN
cord-229612-7xnredj7	58	6	a	a	DT
cord-229612-7xnredj7	58	7	spectrogram	spectrogram	NN
cord-229612-7xnredj7	58	8	input	input	NN
cord-229612-7xnredj7	58	9	;	;	:
cord-229612-7xnredj7	58	10	some	some	DT
cord-229612-7xnredj7	58	11	domain	domain	NN
cord-229612-7xnredj7	58	12	-	-	HYPH
cord-229612-7xnredj7	58	13	specific	specific	JJ
cord-229612-7xnredj7	58	14	important	important	JJ
cord-229612-7xnredj7	58	15	characteristics	characteristic	NNS
cord-229612-7xnredj7	58	16	(	(	-LRB-
cord-229612-7xnredj7	58	17	besides	besides	IN
cord-229612-7xnredj7	58	18	spectrogram	spectrogram	NN
cord-229612-7xnredj7	58	19	)	)	-RRB-
cord-229612-7xnredj7	58	20	of	of	IN
cord-229612-7xnredj7	58	21	cough	cough	NN
cord-229612-7xnredj7	58	22	sounds	sound	NNS
cord-229612-7xnredj7	58	23	might	may	MD
cord-229612-7xnredj7	58	24	be	be	VB
cord-229612-7xnredj7	58	25	overlooked	overlook	VBN
cord-229612-7xnredj7	58	26	in	in	IN
cord-229612-7xnredj7	58	27	the	the	DT
cord-229612-7xnredj7	58	28	feature	feature	NN
cord-229612-7xnredj7	58	29	space	space	NN
cord-229612-7xnredj7	58	30	.	.	.
cord-229612-7xnredj7	59	1	•	•	NNP
cord-229612-7xnredj7	60	1	Using	use	VBG
cord-229612-7xnredj7	60	2	cough	cough	NN
cord-229612-7xnredj7	60	3	features	feature	VBZ
cord-229612-7xnredj7	60	4	only	only	RB
cord-229612-7xnredj7	60	5	These	these	DT
cord-229612-7xnredj7	60	6	methods	method	NNS
cord-229612-7xnredj7	60	7	exploit	exploit	VBP
cord-229612-7xnredj7	60	8	the	the	DT
cord-229612-7xnredj7	60	9	cough	cough	NN
cord-229612-7xnredj7	60	10	features	feature	VBZ
cord-229612-7xnredj7	60	11	only	only	RB
cord-229612-7xnredj7	60	12	,	,	,
cord-229612-7xnredj7	60	13	ignoring	ignore	VBG
cord-229612-7xnredj7	60	14	patient	patient	JJ
cord-229612-7xnredj7	60	15	characteristics	characteristic	NNS
cord-229612-7xnredj7	60	16	,	,	,
cord-229612-7xnredj7	60	17	medical	medical	JJ
cord-229612-7xnredj7	60	18	conditions	condition	NNS
cord-229612-7xnredj7	60	19	,	,	,
cord-229612-7xnredj7	60	20	and	and	CC
cord-229612-7xnredj7	60	21	symptoms	symptom	NNS
cord-229612-7xnredj7	60	22	data	datum	NNS
cord-229612-7xnredj7	60	23	.	.	.
cord-229612-7xnredj7	61	1	Both	both	DT
cord-229612-7xnredj7	61	2	cough	cough	NN
cord-229612-7xnredj7	61	3	features	feature	NNS
cord-229612-7xnredj7	61	4	and	and	CC
cord-229612-7xnredj7	61	5	other	other	JJ
cord-229612-7xnredj7	61	6	symptoms	symptom	NNS
cord-229612-7xnredj7	61	7	accompanied	accompany	VBN
cord-229612-7xnredj7	61	8	by	by	IN
cord-229612-7xnredj7	61	9	demographic	demographic	JJ
cord-229612-7xnredj7	61	10	data	datum	NNS
cord-229612-7xnredj7	61	11	are	be	VBP
cord-229612-7xnredj7	61	12	responsible	responsible	JJ
cord-229612-7xnredj7	61	13	for	for	IN
cord-229612-7xnredj7	61	14	COVID-19	covid-19	JJ
cord-229612-7xnredj7	61	15	infection	infection	NN
cord-229612-7xnredj7	61	16	.	.	.
cord-229612-7xnredj7	62	1	Wherein	wherein	WRB
cord-229612-7xnredj7	62	2	the	the	DT
cord-229612-7xnredj7	62	3	prior	prior	JJ
cord-229612-7xnredj7	62	4	carries	carry	VBZ
cord-229612-7xnredj7	62	5	vital	vital	JJ
cord-229612-7xnredj7	62	6	information	information	NN
cord-229612-7xnredj7	62	7	about	about	IN
cord-229612-7xnredj7	62	8	the	the	DT
cord-229612-7xnredj7	62	9	respiratory	respiratory	JJ
cord-229612-7xnredj7	62	10	system	system	NN
cord-229612-7xnredj7	62	11	and	and	CC
cord-229612-7xnredj7	62	12	the	the	DT
cord-229612-7xnredj7	62	13	pathologies	pathology	NNS
cord-229612-7xnredj7	62	14	involved	involve	VBN
cord-229612-7xnredj7	62	15	,	,	,
cord-229612-7xnredj7	62	16	the	the	DT
cord-229612-7xnredj7	62	17	latter	latter	JJ
cord-229612-7xnredj7	62	18	encodes	encode	VBZ
cord-229612-7xnredj7	62	19	patient	patient	JJ
cord-229612-7xnredj7	62	20	characteristics	characteristic	NNS
cord-229612-7xnredj7	62	21	,	,	,
cord-229612-7xnredj7	62	22	signs	sign	NNS
cord-229612-7xnredj7	62	23	,	,	,
cord-229612-7xnredj7	62	24	and	and	CC
cord-229612-7xnredj7	62	25	health	health	NN
cord-229612-7xnredj7	62	26	conditions	condition	NNS
cord-229612-7xnredj7	62	27	(	(	-LRB-
cord-229612-7xnredj7	62	28	fever	fever	NN
cord-229612-7xnredj7	62	29	,	,	,
cord-229612-7xnredj7	62	30	chest	chest	NN
cord-229612-7xnredj7	62	31	pain	pain	NN
cord-229612-7xnredj7	62	32	,	,	,
cord-229612-7xnredj7	62	33	dyspnea	dyspnea	NN
cord-229612-7xnredj7	62	34	)	)	-RRB-
cord-229612-7xnredj7	62	35	.	.	.
cord-229612-7xnredj7	63	1	However	however	RB
cord-229612-7xnredj7	63	2	,	,	,
cord-229612-7xnredj7	63	3	their	-PRON-	PRP$
cord-229612-7xnredj7	63	4	existence	existence	NN
cord-229612-7xnredj7	63	5	alone	alone	RB
cord-229612-7xnredj7	63	6	is	be	VBZ
cord-229612-7xnredj7	63	7	not	not	RB
cord-229612-7xnredj7	63	8	a	a	DT
cord-229612-7xnredj7	63	9	precise	precise	JJ
cord-229612-7xnredj7	63	10	enough	enough	JJ
cord-229612-7xnredj7	63	11	marker	marker	NN
cord-229612-7xnredj7	63	12	of	of	IN
cord-229612-7xnredj7	63	13	the	the	DT
cord-229612-7xnredj7	63	14	disease	disease	NN
cord-229612-7xnredj7	63	15	.	.	.
cord-229612-7xnredj7	64	1	Therefore	therefore	RB
cord-229612-7xnredj7	64	2	,	,	,
cord-229612-7xnredj7	64	3	determining	determine	VBG
cord-229612-7xnredj7	64	4	the	the	DT
cord-229612-7xnredj7	64	5	symptoms	symptom	NNS
cord-229612-7xnredj7	64	6	(	(	-LRB-
cord-229612-7xnredj7	64	7	besides	besides	IN
cord-229612-7xnredj7	64	8	cough	cough	NN
cord-229612-7xnredj7	64	9	)	)	-RRB-
cord-229612-7xnredj7	64	10	presented	present	VBN
cord-229612-7xnredj7	64	11	by	by	IN
cord-229612-7xnredj7	64	12	suspected	suspect	VBN
cord-229612-7xnredj7	64	13	cases	case	NNS
cord-229612-7xnredj7	64	14	,	,	,
cord-229612-7xnredj7	64	15	as	as	IN
cord-229612-7xnredj7	64	16	best	good	JJS
cord-229612-7xnredj7	64	17	predictors	predictor	NNS
cord-229612-7xnredj7	64	18	of	of	IN
cord-229612-7xnredj7	64	19	a	a	DT
cord-229612-7xnredj7	64	20	positive	positive	JJ
cord-229612-7xnredj7	64	21	diagnosis	diagnosis	NN
cord-229612-7xnredj7	64	22	would	would	MD
cord-229612-7xnredj7	64	23	be	be	VB
cord-229612-7xnredj7	64	24	useful	useful	JJ
cord-229612-7xnredj7	64	25	to	to	TO
cord-229612-7xnredj7	64	26	make	make	VB
cord-229612-7xnredj7	64	27	rapid	rapid	JJ
cord-229612-7xnredj7	64	28	decisions	decision	NNS
cord-229612-7xnredj7	64	29	on	on	IN
cord-229612-7xnredj7	64	30	treatment	treatment	NN
cord-229612-7xnredj7	64	31	and	and	CC
cord-229612-7xnredj7	64	32	isolation	isolation	NN
cord-229612-7xnredj7	64	33	needs	need	NNS
cord-229612-7xnredj7	64	34	.	.	.
cord-229612-7xnredj7	65	1	•	•	NNP
cord-229612-7xnredj7	66	1	Lack	lack	NN
cord-229612-7xnredj7	66	2	of	of	IN
cord-229612-7xnredj7	66	3	interpretability	interpretability	NN
cord-229612-7xnredj7	66	4	In	in	IN
cord-229612-7xnredj7	66	5	AI	AI	NNP
cord-229612-7xnredj7	66	6	research	research	NN
cord-229612-7xnredj7	66	7	,	,	,
cord-229612-7xnredj7	66	8	the	the	DT
cord-229612-7xnredj7	66	9	model	model	NN
cord-229612-7xnredj7	66	10	is	be	VBZ
cord-229612-7xnredj7	66	11	not	not	RB
cord-229612-7xnredj7	66	12	limited	limit	VBN
cord-229612-7xnredj7	66	13	to	to	IN
cord-229612-7xnredj7	66	14	accuracy	accuracy	NN
cord-229612-7xnredj7	66	15	and	and	CC
cord-229612-7xnredj7	66	16	sensitivity	sensitivity	NN
cord-229612-7xnredj7	66	17	reports	report	NNS
cord-229612-7xnredj7	66	18	;	;	:
cord-229612-7xnredj7	66	19	instead	instead	RB
cord-229612-7xnredj7	66	20	,	,	,
cord-229612-7xnredj7	66	21	it	-PRON-	PRP
cord-229612-7xnredj7	66	22	is	be	VBZ
cord-229612-7xnredj7	66	23	expected	expect	VBN
cord-229612-7xnredj7	66	24	to	to	TO
cord-229612-7xnredj7	66	25	describe	describe	VB
cord-229612-7xnredj7	66	26	the	the	DT
cord-229612-7xnredj7	66	27	predictions	prediction	NNS
cord-229612-7xnredj7	66	28	'	'	POS
cord-229612-7xnredj7	66	29	underlying	underlie	VBG
cord-229612-7xnredj7	66	30	reasons	reason	NNS
cord-229612-7xnredj7	66	31	and	and	CC
cord-229612-7xnredj7	66	32	enhance	enhance	VB
cord-229612-7xnredj7	66	33	medical	medical	JJ
cord-229612-7xnredj7	66	34	understanding	understanding	NN
cord-229612-7xnredj7	66	35	and	and	CC
cord-229612-7xnredj7	66	36	knowledge	knowledge	NN
cord-229612-7xnredj7	66	37	.	.	.
cord-229612-7xnredj7	67	1	Clinical	clinical	JJ
cord-229612-7xnredj7	67	2	selection	selection	NN
cord-229612-7xnredj7	67	3	of	of	IN
cord-229612-7xnredj7	67	4	an	an	DT
cord-229612-7xnredj7	67	5	algorithm	algorithm	NN
cord-229612-7xnredj7	67	6	depends	depend	VBZ
cord-229612-7xnredj7	67	7	on	on	IN
cord-229612-7xnredj7	67	8	two	two	CD
cord-229612-7xnredj7	67	9	main	main	JJ
cord-229612-7xnredj7	67	10	factors	factor	NNS
cord-229612-7xnredj7	67	11	,	,	,
cord-229612-7xnredj7	67	12	its	-PRON-	PRP$
cord-229612-7xnredj7	67	13	clinical	clinical	JJ
cord-229612-7xnredj7	67	14	usefulness	usefulness	NN
cord-229612-7xnredj7	67	15	,	,	,
cord-229612-7xnredj7	67	16	and	and	CC
cord-229612-7xnredj7	67	17	trustworthiness	trustworthiness	NN
cord-229612-7xnredj7	67	18	.	.	.
cord-229612-7xnredj7	68	1	When	when	WRB
cord-229612-7xnredj7	68	2	the	the	DT
cord-229612-7xnredj7	68	3	prediction	prediction	NN
cord-229612-7xnredj7	68	4	does	do	VBZ
cord-229612-7xnredj7	68	5	not	not	RB
cord-229612-7xnredj7	68	6	directly	directly	RB
cord-229612-7xnredj7	68	7	explain	explain	VB
cord-229612-7xnredj7	68	8	a	a	DT
cord-229612-7xnredj7	68	9	particular	particular	JJ
cord-229612-7xnredj7	68	10	clinical	clinical	JJ
cord-229612-7xnredj7	68	11	question	question	NN
cord-229612-7xnredj7	68	12	,	,	,
cord-229612-7xnredj7	68	13	its	-PRON-	PRP$
cord-229612-7xnredj7	68	14	use	use	NN
cord-229612-7xnredj7	68	15	is	be	VBZ
cord-229612-7xnredj7	68	16	limited	limited	JJ
cord-229612-7xnredj7	68	17	.	.	.
cord-229612-7xnredj7	69	1	To	to	TO
cord-229612-7xnredj7	69	2	overcome	overcome	VB
cord-229612-7xnredj7	69	3	the	the	DT
cord-229612-7xnredj7	69	4	limitation	limitation	NN
cord-229612-7xnredj7	69	5	of	of	IN
cord-229612-7xnredj7	69	6	the	the	DT
cord-229612-7xnredj7	69	7	existing	exist	VBG
cord-229612-7xnredj7	69	8	methods	method	NNS
cord-229612-7xnredj7	69	9	,	,	,
cord-229612-7xnredj7	69	10	A	a	DT
cord-229612-7xnredj7	69	11	novel	novel	NN
cord-229612-7xnredj7	69	12	interpretable	interpretable	JJ
cord-229612-7xnredj7	69	13	COVID-19	covid-19	JJ
cord-229612-7xnredj7	69	14	diagnosis	diagnosis	NN
cord-229612-7xnredj7	69	15	AI	AI	NNP
cord-229612-7xnredj7	69	16	framework	framework	NN
cord-229612-7xnredj7	69	17	is	be	VBZ
cord-229612-7xnredj7	69	18	proposed	propose	VBN
cord-229612-7xnredj7	69	19	in	in	IN
cord-229612-7xnredj7	69	20	this	this	DT
cord-229612-7xnredj7	69	21	study	study	NN
cord-229612-7xnredj7	69	22	,	,	,
cord-229612-7xnredj7	69	23	which	which	WDT
cord-229612-7xnredj7	69	24	uses	use	VBZ
cord-229612-7xnredj7	69	25	symptoms	symptom	NNS
cord-229612-7xnredj7	69	26	and	and	CC
cord-229612-7xnredj7	69	27	cough	cough	NN
cord-229612-7xnredj7	69	28	features	feature	NNS
cord-229612-7xnredj7	69	29	to	to	TO
cord-229612-7xnredj7	69	30	classify	classify	VB
cord-229612-7xnredj7	69	31	the	the	DT
cord-229612-7xnredj7	69	32	COVID-19	covid-19	JJ
cord-229612-7xnredj7	69	33	cases	case	NNS
cord-229612-7xnredj7	69	34	from	from	IN
cord-229612-7xnredj7	69	35	non	non	JJ
cord-229612-7xnredj7	69	36	-	-	JJ
cord-229612-7xnredj7	69	37	COVID-19	covid-19	JJ
cord-229612-7xnredj7	69	38	cases	case	NNS
cord-229612-7xnredj7	69	39	accurately	accurately	RB
cord-229612-7xnredj7	69	40	.	.	.
cord-229612-7xnredj7	70	1	A	a	DT
cord-229612-7xnredj7	70	2	three	three	CD
cord-229612-7xnredj7	70	3	-	-	HYPH
cord-229612-7xnredj7	70	4	layer	layer	NN
cord-229612-7xnredj7	70	5	Deep	Deep	NNP
cord-229612-7xnredj7	70	6	Neural	Neural	NNP
cord-229612-7xnredj7	70	7	Network	Network	NNP
cord-229612-7xnredj7	70	8	model	model	NN
cord-229612-7xnredj7	70	9	is	be	VBZ
cord-229612-7xnredj7	70	10	used	use	VBN
cord-229612-7xnredj7	70	11	to	to	TO
cord-229612-7xnredj7	70	12	generate	generate	VB
cord-229612-7xnredj7	70	13	cough	cough	NN
cord-229612-7xnredj7	70	14	embeddings	embedding	NNS
cord-229612-7xnredj7	70	15	from	from	IN
cord-229612-7xnredj7	70	16	the	the	DT
cord-229612-7xnredj7	70	17	handcrafted	handcraft	VBN
cord-229612-7xnredj7	70	18	signal	signal	NN
cord-229612-7xnredj7	70	19	processing	processing	NN
cord-229612-7xnredj7	70	20	features	feature	NNS
cord-229612-7xnredj7	70	21	and	and	CC
cord-229612-7xnredj7	70	22	symptoms	symptom	NNS
cord-229612-7xnredj7	70	23	embeddings	embedding	NNS
cord-229612-7xnredj7	70	24	are	be	VBP
cord-229612-7xnredj7	70	25	generated	generate	VBN
cord-229612-7xnredj7	70	26	by	by	IN
cord-229612-7xnredj7	70	27	a	a	DT
cord-229612-7xnredj7	70	28	transformer	transformer	NN
cord-229612-7xnredj7	70	29	-	-	HYPH
cord-229612-7xnredj7	70	30	based	base	VBN
cord-229612-7xnredj7	70	31	self	self	NN
cord-229612-7xnredj7	70	32	-	-	HYPH
cord-229612-7xnredj7	70	33	attention	attention	NN
cord-229612-7xnredj7	70	34	network	network	NN
cord-229612-7xnredj7	70	35	called	call	VBN
cord-229612-7xnredj7	70	36	TabNet	TabNet	NNP
cord-229612-7xnredj7	70	37	.	.	.
cord-229612-7xnredj7	71	1	Arik	Arik	NNP
cord-229612-7xnredj7	71	2	and	and	CC
cord-229612-7xnredj7	71	3	Pfister	Pfister	NNP
cord-229612-7xnredj7	71	4	(	(	-LRB-
cord-229612-7xnredj7	71	5	2020	2020	CD
cord-229612-7xnredj7	71	6	)	)	-RRB-
cord-229612-7xnredj7	72	1	Finally	finally	RB
cord-229612-7xnredj7	72	2	,	,	,
cord-229612-7xnredj7	72	3	the	the	DT
cord-229612-7xnredj7	72	4	prediction	prediction	NN
cord-229612-7xnredj7	72	5	score	score	NN
cord-229612-7xnredj7	72	6	is	be	VBZ
cord-229612-7xnredj7	72	7	obtained	obtain	VBN
cord-229612-7xnredj7	72	8	by	by	IN
cord-229612-7xnredj7	72	9	concatenating	concatenate	VBG
cord-229612-7xnredj7	72	10	the	the	DT
cord-229612-7xnredj7	72	11	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	72	12	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	72	13	with	with	IN
cord-229612-7xnredj7	72	14	Cough	Cough	NNP
cord-229612-7xnredj7	72	15	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	72	16	,	,	,
cord-229612-7xnredj7	72	17	followed	follow	VBN
cord-229612-7xnredj7	72	18	by	by	IN
cord-229612-7xnredj7	72	19	a	a	DT
cord-229612-7xnredj7	72	20	Fully	fully	RB
cord-229612-7xnredj7	72	21	Connected	connect	VBN
cord-229612-7xnredj7	72	22	layer	layer	NN
cord-229612-7xnredj7	72	23	.	.	.
cord-229612-7xnredj7	73	1	In	in	IN
cord-229612-7xnredj7	73	2	a	a	DT
cord-229612-7xnredj7	73	3	sensitive	sensitive	JJ
cord-229612-7xnredj7	73	4	discipline	discipline	NN
cord-229612-7xnredj7	73	5	such	such	JJ
cord-229612-7xnredj7	73	6	as	as	IN
cord-229612-7xnredj7	73	7	healthcare	healthcare	NN
cord-229612-7xnredj7	73	8	,	,	,
cord-229612-7xnredj7	73	9	where	where	WRB
cord-229612-7xnredj7	73	10	any	any	DT
cord-229612-7xnredj7	73	11	decision	decision	NN
cord-229612-7xnredj7	73	12	comes	come	VBZ
cord-229612-7xnredj7	73	13	with	with	IN
cord-229612-7xnredj7	73	14	an	an	DT
cord-229612-7xnredj7	73	15	extended	extended	JJ
cord-229612-7xnredj7	73	16	and	and	CC
cord-229612-7xnredj7	73	17	long	long	JJ
cord-229612-7xnredj7	73	18	term	term	NN
cord-229612-7xnredj7	73	19	responsibility	responsibility	NN
cord-229612-7xnredj7	73	20	,	,	,
cord-229612-7xnredj7	73	21	making	make	VBG
cord-229612-7xnredj7	73	22	wrong	wrong	JJ
cord-229612-7xnredj7	73	23	predictions	prediction	NNS
cord-229612-7xnredj7	73	24	can	can	MD
cord-229612-7xnredj7	73	25	lead	lead	VB
cord-229612-7xnredj7	73	26	to	to	IN
cord-229612-7xnredj7	73	27	critical	critical	JJ
cord-229612-7xnredj7	73	28	judgments	judgment	NNS
cord-229612-7xnredj7	73	29	in	in	IN
cord-229612-7xnredj7	73	30	life	life	NN
cord-229612-7xnredj7	73	31	and	and	CC
cord-229612-7xnredj7	73	32	death	death	NN
cord-229612-7xnredj7	73	33	situations	situation	NNS
cord-229612-7xnredj7	73	34	.	.	.
cord-229612-7xnredj7	74	1	In	in	IN
cord-229612-7xnredj7	74	2	this	this	DT
cord-229612-7xnredj7	74	3	study	study	NN
cord-229612-7xnredj7	74	4	,	,	,
cord-229612-7xnredj7	74	5	it	-PRON-	PRP
cord-229612-7xnredj7	74	6	is	be	VBZ
cord-229612-7xnredj7	74	7	illustrated	illustrate	VBN
cord-229612-7xnredj7	74	8	that	that	IN
cord-229612-7xnredj7	74	9	this	this	DT
cord-229612-7xnredj7	74	10	framework	framework	NN
cord-229612-7xnredj7	74	11	is	be	VBZ
cord-229612-7xnredj7	74	12	not	not	RB
cord-229612-7xnredj7	74	13	limited	limited	JJ
cord-229612-7xnredj7	74	14	to	to	IN
cord-229612-7xnredj7	74	15	accurate	accurate	JJ
cord-229612-7xnredj7	74	16	predictions	prediction	NNS
cord-229612-7xnredj7	74	17	or	or	CC
cord-229612-7xnredj7	74	18	projections	projection	NNS
cord-229612-7xnredj7	74	19	.	.	.
cord-229612-7xnredj7	75	1	Instead	instead	RB
cord-229612-7xnredj7	75	2	,	,	,
cord-229612-7xnredj7	75	3	it	-PRON-	PRP
cord-229612-7xnredj7	75	4	explains	explain	VBZ
cord-229612-7xnredj7	75	5	the	the	DT
cord-229612-7xnredj7	75	6	underlying	underlie	VBG
cord-229612-7xnredj7	75	7	reasons	reason	NNS
cord-229612-7xnredj7	75	8	for	for	IN
cord-229612-7xnredj7	75	9	the	the	DT
cord-229612-7xnredj7	75	10	same	same	JJ
cord-229612-7xnredj7	75	11	and	and	CC
cord-229612-7xnredj7	75	12	answers	answer	VBZ
cord-229612-7xnredj7	75	13	the	the	DT
cord-229612-7xnredj7	75	14	question	question	NN
cord-229612-7xnredj7	75	15	as	as	IN
cord-229612-7xnredj7	75	16	to	to	IN
cord-229612-7xnredj7	75	17	why	why	WRB
cord-229612-7xnredj7	75	18	the	the	DT
cord-229612-7xnredj7	75	19	model	model	NN
cord-229612-7xnredj7	75	20	predicts	predict	VBZ
cord-229612-7xnredj7	75	21	it	-PRON-	PRP
cord-229612-7xnredj7	75	22	.	.	.
cord-229612-7xnredj7	76	1	The	the	DT
cord-229612-7xnredj7	76	2	contributions	contribution	NNS
cord-229612-7xnredj7	76	3	of	of	IN
cord-229612-7xnredj7	76	4	the	the	DT
cord-229612-7xnredj7	76	5	paper	paper	NN
cord-229612-7xnredj7	76	6	can	can	MD
cord-229612-7xnredj7	76	7	be	be	VB
cord-229612-7xnredj7	76	8	summarized	summarize	VBN
cord-229612-7xnredj7	76	9	as	as	IN
cord-229612-7xnredj7	76	10	follows	follow	VBZ
cord-229612-7xnredj7	76	11	:	:	:
cord-229612-7xnredj7	77	1	•	•	NNP
cord-229612-7xnredj7	77	2	A	a	DT
cord-229612-7xnredj7	77	3	novel	novel	NN
cord-229612-7xnredj7	77	4	explainable	explainable	JJ
cord-229612-7xnredj7	77	5	&	&	CC
cord-229612-7xnredj7	77	6	interpretable	interpretable	JJ
cord-229612-7xnredj7	77	7	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	77	8	diagnosis	diagnosis	NN
cord-229612-7xnredj7	77	9	framework	framework	NN
cord-229612-7xnredj7	77	10	based	base	VBN
cord-229612-7xnredj7	77	11	on	on	IN
cord-229612-7xnredj7	77	12	deep	deep	JJ
cord-229612-7xnredj7	77	13	learning	learning	NN
cord-229612-7xnredj7	77	14	(	(	-LRB-
cord-229612-7xnredj7	77	15	AI	AI	NNP
cord-229612-7xnredj7	77	16	)	)	-RRB-
cord-229612-7xnredj7	77	17	uses	use	VBZ
cord-229612-7xnredj7	77	18	the	the	DT
cord-229612-7xnredj7	77	19	information	information	NN
cord-229612-7xnredj7	77	20	from	from	IN
cord-229612-7xnredj7	77	21	symptoms	symptom	NNS
cord-229612-7xnredj7	77	22	and	and	CC
cord-229612-7xnredj7	77	23	cough	cough	NN
cord-229612-7xnredj7	77	24	signal	signal	NN
cord-229612-7xnredj7	77	25	processing	processing	NN
cord-229612-7xnredj7	77	26	features	feature	NNS
cord-229612-7xnredj7	77	27	.	.	.
cord-229612-7xnredj7	78	1	The	the	DT
cord-229612-7xnredj7	78	2	proposed	propose	VBN
cord-229612-7xnredj7	78	3	solution	solution	NN
cord-229612-7xnredj7	78	4	is	be	VBZ
cord-229612-7xnredj7	78	5	a	a	DT
cord-229612-7xnredj7	78	6	low	low	JJ
cord-229612-7xnredj7	78	7	-	-	HYPH
cord-229612-7xnredj7	78	8	cost	cost	NN
cord-229612-7xnredj7	78	9	,	,	,
cord-229612-7xnredj7	78	10	rapid	rapid	JJ
cord-229612-7xnredj7	78	11	,	,	,
cord-229612-7xnredj7	78	12	and	and	CC
cord-229612-7xnredj7	78	13	easily	easily	RB
cord-229612-7xnredj7	78	14	accessible	accessible	JJ
cord-229612-7xnredj7	78	15	testing	testing	NN
cord-229612-7xnredj7	78	16	solution	solution	NN
cord-229612-7xnredj7	78	17	to	to	TO
cord-229612-7xnredj7	78	18	increase	increase	VB
cord-229612-7xnredj7	78	19	the	the	DT
cord-229612-7xnredj7	78	20	diagnostic	diagnostic	JJ
cord-229612-7xnredj7	78	21	capability	capability	NN
cord-229612-7xnredj7	78	22	and	and	CC
cord-229612-7xnredj7	78	23	devise	devise	VB
cord-229612-7xnredj7	78	24	a	a	DT
cord-229612-7xnredj7	78	25	treatment	treatment	NN
cord-229612-7xnredj7	78	26	plan	plan	NN
cord-229612-7xnredj7	78	27	in	in	IN
cord-229612-7xnredj7	78	28	areas	area	NNS
cord-229612-7xnredj7	78	29	where	where	WRB
cord-229612-7xnredj7	78	30	adequate	adequate	JJ
cord-229612-7xnredj7	78	31	supplies	supply	NNS
cord-229612-7xnredj7	78	32	,	,	,
cord-229612-7xnredj7	78	33	healthcare	healthcare	NN
cord-229612-7xnredj7	78	34	facilities	facility	NNS
cord-229612-7xnredj7	78	35	,	,	,
cord-229612-7xnredj7	78	36	and	and	CC
cord-229612-7xnredj7	78	37	medical	medical	JJ
cord-229612-7xnredj7	78	38	professionals	professional	NNS
cord-229612-7xnredj7	78	39	are	be	VBP
cord-229612-7xnredj7	78	40	not	not	RB
cord-229612-7xnredj7	78	41	available	available	JJ
cord-229612-7xnredj7	78	42	.	.	.
cord-229612-7xnredj7	79	1	•	•	NNP
cord-229612-7xnredj7	80	1	In	in	IN
cord-229612-7xnredj7	80	2	this	this	DT
cord-229612-7xnredj7	80	3	study	study	NN
cord-229612-7xnredj7	80	4	,	,	,
cord-229612-7xnredj7	80	5	an	an	DT
cord-229612-7xnredj7	80	6	interpretable	interpretable	JJ
cord-229612-7xnredj7	80	7	diagnosis	diagnosis	NN
cord-229612-7xnredj7	80	8	solution	solution	NN
cord-229612-7xnredj7	80	9	is	be	VBZ
cord-229612-7xnredj7	80	10	presented	present	VBN
cord-229612-7xnredj7	80	11	,	,	,
cord-229612-7xnredj7	80	12	capable	capable	JJ
cord-229612-7xnredj7	80	13	of	of	IN
cord-229612-7xnredj7	80	14	explaining	explain	VBG
cord-229612-7xnredj7	80	15	and	and	CC
cord-229612-7xnredj7	80	16	establishing	establish	VBG
cord-229612-7xnredj7	80	17	a	a	DT
cord-229612-7xnredj7	80	18	dialogue	dialogue	NN
cord-229612-7xnredj7	80	19	with	with	IN
cord-229612-7xnredj7	80	20	its	-PRON-	PRP$
cord-229612-7xnredj7	80	21	endusers	enduser	NNS
cord-229612-7xnredj7	80	22	about	about	IN
cord-229612-7xnredj7	80	23	the	the	DT
cord-229612-7xnredj7	80	24	underlying	underlying	JJ
cord-229612-7xnredj7	80	25	process	process	NN
cord-229612-7xnredj7	80	26	.	.	.
cord-229612-7xnredj7	81	1	Hence	hence	RB
cord-229612-7xnredj7	81	2	,	,	,
cord-229612-7xnredj7	81	3	resulting	result	VBG
cord-229612-7xnredj7	81	4	in	in	IN
cord-229612-7xnredj7	81	5	transparent	transparent	JJ
cord-229612-7xnredj7	81	6	human	human	JJ
cord-229612-7xnredj7	81	7	interpretable	interpretable	JJ
cord-229612-7xnredj7	81	8	outputs	output	NNS
cord-229612-7xnredj7	81	9	.	.	.
cord-229612-7xnredj7	82	1	•	•	NNP
cord-229612-7xnredj7	83	1	Three	three	CD
cord-229612-7xnredj7	83	2	binary	binary	JJ
cord-229612-7xnredj7	83	3	and	and	CC
cord-229612-7xnredj7	83	4	one	one	CD
cord-229612-7xnredj7	83	5	multi	multi	JJ
cord-229612-7xnredj7	83	6	-	-	JJ
cord-229612-7xnredj7	83	7	class	class	JJ
cord-229612-7xnredj7	83	8	classification	classification	NN
cord-229612-7xnredj7	83	9	tasks	task	NNS
cord-229612-7xnredj7	83	10	are	be	VBP
cord-229612-7xnredj7	83	11	developed	develop	VBN
cord-229612-7xnredj7	83	12	in	in	IN
cord-229612-7xnredj7	83	13	this	this	DT
cord-229612-7xnredj7	83	14	study	study	NN
cord-229612-7xnredj7	83	15	;	;	:
cord-229612-7xnredj7	83	16	Task	task	NN
cord-229612-7xnredj7	83	17	1	1	CD
cord-229612-7xnredj7	83	18	uses	use	VBZ
cord-229612-7xnredj7	83	19	only	only	RB
cord-229612-7xnredj7	83	20	cough	cough	NN
cord-229612-7xnredj7	83	21	features	feature	NNS
cord-229612-7xnredj7	83	22	to	to	TO
cord-229612-7xnredj7	83	23	classify	classify	VB
cord-229612-7xnredj7	83	24	between	between	IN
cord-229612-7xnredj7	83	25	COVID-19	covid-19	DT
cord-229612-7xnredj7	83	26	positive	positive	JJ
cord-229612-7xnredj7	83	27	and	and	CC
cord-229612-7xnredj7	83	28	COVID-19	covid-19	JJ
cord-229612-7xnredj7	83	29	negative	negative	NN
cord-229612-7xnredj7	83	30	.	.	.
cord-229612-7xnredj7	84	1	In	in	IN
cord-229612-7xnredj7	84	2	Task	Task	NNP
cord-229612-7xnredj7	84	3	2	2	CD
cord-229612-7xnredj7	84	4	,	,	,
cord-229612-7xnredj7	84	5	only	only	RB
cord-229612-7xnredj7	84	6	demographic	demographic	JJ
cord-229612-7xnredj7	84	7	and	and	CC
cord-229612-7xnredj7	84	8	symptoms	symptom	NNS
cord-229612-7xnredj7	84	9	data	datum	NNS
cord-229612-7xnredj7	84	10	is	be	VBZ
cord-229612-7xnredj7	84	11	used	use	VBN
cord-229612-7xnredj7	84	12	,	,	,
cord-229612-7xnredj7	84	13	and	and	CC
cord-229612-7xnredj7	84	14	in	in	IN
cord-229612-7xnredj7	84	15	Task	Task	NNP
cord-229612-7xnredj7	84	16	3	3	CD
cord-229612-7xnredj7	84	17	,	,	,
cord-229612-7xnredj7	84	18	both	both	DT
cord-229612-7xnredj7	84	19	types	type	NNS
cord-229612-7xnredj7	84	20	of	of	IN
cord-229612-7xnredj7	84	21	information	information	NN
cord-229612-7xnredj7	84	22	are	be	VBP
cord-229612-7xnredj7	84	23	used	use	VBN
cord-229612-7xnredj7	84	24	,	,	,
cord-229612-7xnredj7	84	25	which	which	WDT
cord-229612-7xnredj7	84	26	helps	help	VBZ
cord-229612-7xnredj7	84	27	the	the	DT
cord-229612-7xnredj7	84	28	model	model	NN
cord-229612-7xnredj7	84	29	learn	learn	VB
cord-229612-7xnredj7	84	30	deeper	deep	JJR
cord-229612-7xnredj7	84	31	relationships	relationship	NNS
cord-229612-7xnredj7	84	32	between	between	IN
cord-229612-7xnredj7	84	33	temporal	temporal	JJ
cord-229612-7xnredj7	84	34	acoustic	acoustic	JJ
cord-229612-7xnredj7	84	35	characteristics	characteristic	NNS
cord-229612-7xnredj7	84	36	of	of	IN
cord-229612-7xnredj7	84	37	cough	cough	NN
cord-229612-7xnredj7	85	1	sounds	sound	NNS
cord-229612-7xnredj7	85	2	and	and	CC
cord-229612-7xnredj7	85	3	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	85	4	'	'	POS
cord-229612-7xnredj7	85	5	features	feature	NNS
cord-229612-7xnredj7	85	6	and	and	CC
cord-229612-7xnredj7	85	7	hence	hence	RB
cord-229612-7xnredj7	85	8	perform	perform	VB
cord-229612-7xnredj7	85	9	better	well	RBR
cord-229612-7xnredj7	85	10	.	.	.
cord-229612-7xnredj7	86	1	In	in	IN
cord-229612-7xnredj7	86	2	Task	Task	NNP
cord-229612-7xnredj7	86	3	4	4	CD
cord-229612-7xnredj7	86	4	,	,	,
cord-229612-7xnredj7	86	5	multiclass	multiclass	VB
cord-229612-7xnredj7	86	6	classification	classification	NN
cord-229612-7xnredj7	86	7	is	be	VBZ
cord-229612-7xnredj7	86	8	performed	perform	VBN
cord-229612-7xnredj7	86	9	to	to	TO
cord-229612-7xnredj7	86	10	explain	explain	VB
cord-229612-7xnredj7	86	11	the	the	DT
cord-229612-7xnredj7	86	12	proposed	propose	VBN
cord-229612-7xnredj7	86	13	model	model	NN
cord-229612-7xnredj7	86	14	's	's	POS
cord-229612-7xnredj7	86	15	effectiveness	effectiveness	NN
cord-229612-7xnredj7	86	16	in	in	IN
cord-229612-7xnredj7	86	17	classifying	classify	VBG
cord-229612-7xnredj7	86	18	between	between	IN
cord-229612-7xnredj7	86	19	four	four	CD
cord-229612-7xnredj7	86	20	cough	cough	NN
cord-229612-7xnredj7	86	21	types	type	NNS
cord-229612-7xnredj7	86	22	,	,	,
cord-229612-7xnredj7	86	23	including	include	VBG
cord-229612-7xnredj7	86	24	Bronchitis	bronchitis	NN
cord-229612-7xnredj7	86	25	,	,	,
cord-229612-7xnredj7	86	26	Asthma	Asthma	NNP
cord-229612-7xnredj7	86	27	,	,	,
cord-229612-7xnredj7	86	28	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	86	29	Positive	Positive	NNP
cord-229612-7xnredj7	86	30	,	,	,
cord-229612-7xnredj7	86	31	and	and	CC
cord-229612-7xnredj7	86	32	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	86	33	Negative	negative	JJ
cord-229612-7xnredj7	86	34	.	.	.
cord-229612-7xnredj7	87	1	•	•	NNP
cord-229612-7xnredj7	88	1	An	an	DT
cord-229612-7xnredj7	88	2	in	in	IN
cord-229612-7xnredj7	88	3	-	-	HYPH
cord-229612-7xnredj7	88	4	depth	depth	NN
cord-229612-7xnredj7	88	5	analysis	analysis	NN
cord-229612-7xnredj7	88	6	is	be	VBZ
cord-229612-7xnredj7	88	7	performed	perform	VBN
cord-229612-7xnredj7	88	8	for	for	IN
cord-229612-7xnredj7	88	9	different	different	JJ
cord-229612-7xnredj7	88	10	cough	cough	NN
cord-229612-7xnredj7	88	11	sounds	sound	NNS
cord-229612-7xnredj7	88	12	.	.	.
cord-229612-7xnredj7	89	1	The	the	DT
cord-229612-7xnredj7	89	2	observations	observation	NNS
cord-229612-7xnredj7	89	3	and	and	CC
cord-229612-7xnredj7	89	4	findings	finding	NNS
cord-229612-7xnredj7	89	5	are	be	VBP
cord-229612-7xnredj7	89	6	presented	present	VBN
cord-229612-7xnredj7	89	7	,	,	,
cord-229612-7xnredj7	89	8	distinguishing	distinguish	VBG
cord-229612-7xnredj7	89	9	COVID-19	covid-19	JJ
cord-229612-7xnredj7	89	10	cough	cough	NN
cord-229612-7xnredj7	89	11	from	from	IN
cord-229612-7xnredj7	89	12	other	other	JJ
cord-229612-7xnredj7	89	13	types	type	NNS
cord-229612-7xnredj7	89	14	of	of	IN
cord-229612-7xnredj7	89	15	cough	cough	NN
cord-229612-7xnredj7	89	16	.	.	.
cord-229612-7xnredj7	90	1	•	•	NNP
cord-229612-7xnredj7	91	1	A	a	DT
cord-229612-7xnredj7	91	2	python	python	NN
cord-229612-7xnredj7	91	3	module	module	NN
cord-229612-7xnredj7	91	4	was	be	VBD
cord-229612-7xnredj7	91	5	developed	develop	VBN
cord-229612-7xnredj7	91	6	to	to	TO
cord-229612-7xnredj7	91	7	extract	extract	VB
cord-229612-7xnredj7	91	8	better	well	JJR
cord-229612-7xnredj7	91	9	and	and	CC
cord-229612-7xnredj7	91	10	re	re	NN
cord-229612-7xnredj7	91	11	-	-	JJ
cord-229612-7xnredj7	91	12	boost	boost	JJ
cord-229612-7xnredj7	91	13	cough	cough	NN
cord-229612-7xnredj7	91	14	features	feature	NNS
cord-229612-7xnredj7	91	15	from	from	IN
cord-229612-7xnredj7	91	16	raw	raw	JJ
cord-229612-7xnredj7	91	17	cough	cough	NN
cord-229612-7xnredj7	91	18	sounds	sound	NNS
cord-229612-7xnredj7	91	19	.	.	.
cord-229612-7xnredj7	92	1	This	this	DT
cord-229612-7xnredj7	92	2	module	module	NN
cord-229612-7xnredj7	92	3	is	be	VBZ
cord-229612-7xnredj7	92	4	opensourced	opensource	VBN
cord-229612-7xnredj7	92	5	to	to	TO
cord-229612-7xnredj7	92	6	help	help	VB
cord-229612-7xnredj7	92	7	users	user	NNS
cord-229612-7xnredj7	92	8	,	,	,
cord-229612-7xnredj7	92	9	developers	developer	NNS
cord-229612-7xnredj7	92	10	,	,	,
cord-229612-7xnredj7	92	11	and	and	CC
cord-229612-7xnredj7	92	12	researchers	researcher	NNS
cord-229612-7xnredj7	92	13	.	.	.
cord-229612-7xnredj7	93	1	Those	those	DT
cord-229612-7xnredj7	93	2	are	be	VBP
cord-229612-7xnredj7	93	3	not	not	RB
cord-229612-7xnredj7	93	4	necessarily	necessarily	RB
cord-229612-7xnredj7	93	5	experts	expert	NNS
cord-229612-7xnredj7	93	6	in	in	IN
cord-229612-7xnredj7	93	7	domain	domain	NN
cord-229612-7xnredj7	93	8	-	-	HYPH
cord-229612-7xnredj7	93	9	specific	specific	JJ
cord-229612-7xnredj7	93	10	cough	cough	NN
cord-229612-7xnredj7	93	11	feature	feature	NN
cord-229612-7xnredj7	93	12	extraction	extraction	NN
cord-229612-7xnredj7	93	13	,	,	,
cord-229612-7xnredj7	93	14	contributing	contribute	VBG
cord-229612-7xnredj7	93	15	to	to	IN
cord-229612-7xnredj7	93	16	real	real	JJ
cord-229612-7xnredj7	93	17	-	-	HYPH
cord-229612-7xnredj7	93	18	time	time	NN
cord-229612-7xnredj7	93	19	cough	cough	NN
cord-229612-7xnredj7	93	20	based	base	VBN
cord-229612-7xnredj7	93	21	research	research	NN
cord-229612-7xnredj7	93	22	application	application	NN
cord-229612-7xnredj7	93	23	,	,	,
cord-229612-7xnredj7	93	24	and	and	CC
cord-229612-7xnredj7	93	25	provide	provide	VB
cord-229612-7xnredj7	93	26	better	well	JJR
cord-229612-7xnredj7	93	27	mobile	mobile	JJ
cord-229612-7xnredj7	93	28	health	health	NN
cord-229612-7xnredj7	93	29	solutions	solution	NNS
cord-229612-7xnredj7	93	30	.	.	.
cord-229612-7xnredj7	94	1	•	•	NNP
cord-229612-7xnredj7	95	1	This	this	DT
cord-229612-7xnredj7	95	2	study	study	NN
cord-229612-7xnredj7	95	3	hence	hence	RB
cord-229612-7xnredj7	95	4	provides	provide	VBZ
cord-229612-7xnredj7	95	5	a	a	DT
cord-229612-7xnredj7	95	6	medicallyvetted	medicallyvette	VBN
cord-229612-7xnredj7	95	7	approach	approach	NN
cord-229612-7xnredj7	95	8	.	.	.
cord-229612-7xnredj7	96	1	The	the	DT
cord-229612-7xnredj7	96	2	model	model	NN
cord-229612-7xnredj7	96	3	architecture	architecture	NN
cord-229612-7xnredj7	96	4	consists	consist	VBZ
cord-229612-7xnredj7	96	5	of	of	IN
cord-229612-7xnredj7	96	6	two	two	CD
cord-229612-7xnredj7	96	7	subnetworks	subnetwork	NNS
cord-229612-7xnredj7	96	8	components	component	NNS
cord-229612-7xnredj7	96	9	,	,	,
cord-229612-7xnredj7	96	10	including	include	VBG
cord-229612-7xnredj7	96	11	the	the	DT
cord-229612-7xnredj7	96	12	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	96	13	Embedddings	Embedddings	NNP
cord-229612-7xnredj7	96	14	and	and	CC
cord-229612-7xnredj7	96	15	Cough	Cough	NNP
cord-229612-7xnredj7	96	16	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	96	17	,	,	,
cord-229612-7xnredj7	96	18	that	that	DT
cord-229612-7xnredj7	96	19	process	process	NN
cord-229612-7xnredj7	96	20	the	the	DT
cord-229612-7xnredj7	96	21	data	datum	NNS
cord-229612-7xnredj7	96	22	from	from	IN
cord-229612-7xnredj7	96	23	different	different	JJ
cord-229612-7xnredj7	96	24	modalities	modality	NNS
cord-229612-7xnredj7	96	25	.	.	.
cord-229612-7xnredj7	97	1	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	97	2	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	97	3	capture	capture	VBP
cord-229612-7xnredj7	97	4	the	the	DT
cord-229612-7xnredj7	97	5	hidden	hide	VBN
cord-229612-7xnredj7	97	6	features	feature	NNS
cord-229612-7xnredj7	97	7	of	of	IN
cord-229612-7xnredj7	97	8	patient	patient	NN
cord-229612-7xnredj7	97	9	characteristics	characteristic	NNS
cord-229612-7xnredj7	97	10	,	,	,
cord-229612-7xnredj7	97	11	diagnosis	diagnosis	NN
cord-229612-7xnredj7	97	12	,	,	,
cord-229612-7xnredj7	97	13	symptoms	symptom	NNS
cord-229612-7xnredj7	97	14	.	.	.
cord-229612-7xnredj7	98	1	A	a	DT
cord-229612-7xnredj7	98	2	feature	feature	NN
cord-229612-7xnredj7	98	3	that	that	WDT
cord-229612-7xnredj7	98	4	has	have	VBZ
cord-229612-7xnredj7	98	5	been	be	VBN
cord-229612-7xnredj7	98	6	masked	mask	VBN
cord-229612-7xnredj7	98	7	a	a	DT
cord-229612-7xnredj7	98	8	lot	lot	NN
cord-229612-7xnredj7	98	9	has	have	VBZ
cord-229612-7xnredj7	98	10	low	low	JJ
cord-229612-7xnredj7	98	11	importance	importance	NN
cord-229612-7xnredj7	98	12	for	for	IN
cord-229612-7xnredj7	98	13	the	the	DT
cord-229612-7xnredj7	98	14	model	model	NN
cord-229612-7xnredj7	98	15	and	and	CC
cord-229612-7xnredj7	98	16	vice	vice	NN
cord-229612-7xnredj7	98	17	-	-	HYPH
cord-229612-7xnredj7	98	18	versa	versa	RB
cord-229612-7xnredj7	98	19	.	.	.
cord-229612-7xnredj7	99	1	Averaged	average	VBN
cord-229612-7xnredj7	99	2	Attention	attention	NN
cord-229612-7xnredj7	99	3	masks	mask	NNS
cord-229612-7xnredj7	99	4	are	be	VBP
cord-229612-7xnredj7	99	5	used	use	VBN
cord-229612-7xnredj7	99	6	to	to	TO
cord-229612-7xnredj7	99	7	explain	explain	VB
cord-229612-7xnredj7	99	8	the	the	DT
cord-229612-7xnredj7	99	9	overall	overall	JJ
cord-229612-7xnredj7	99	10	importance	importance	NN
cord-229612-7xnredj7	99	11	of	of	IN
cord-229612-7xnredj7	99	12	symptoms	symptom	NNS
cord-229612-7xnredj7	99	13	features	feature	VBZ
cord-229612-7xnredj7	99	14	.	.	.
cord-229612-7xnredj7	100	1	TabNet	tabnet	NN
cord-229612-7xnredj7	100	2	stacks	stack	VBZ
cord-229612-7xnredj7	100	3	the	the	DT
cord-229612-7xnredj7	100	4	subsequent	subsequent	JJ
cord-229612-7xnredj7	100	5	DS	DS	NNP
cord-229612-7xnredj7	100	6	one	one	NN
cord-229612-7xnredj7	100	7	after	after	IN
cord-229612-7xnredj7	100	8	the	the	DT
cord-229612-7xnredj7	100	9	other	other	JJ
cord-229612-7xnredj7	100	10	.	.	.
cord-229612-7xnredj7	101	1	Decision	decision	NN
cord-229612-7xnredj7	101	2	steps	step	NNS
cord-229612-7xnredj7	101	3	are	be	VBP
cord-229612-7xnredj7	101	4	composed	compose	VBN
cord-229612-7xnredj7	101	5	of	of	IN
cord-229612-7xnredj7	101	6	a	a	DT
cord-229612-7xnredj7	101	7	Feature	feature	NN
cord-229612-7xnredj7	101	8	Transformer(FT	transformer(ft	NN
cord-229612-7xnredj7	101	9	)	)	-RRB-
cord-229612-7xnredj7	102	1	Appendix	Appendix	NNP
cord-229612-7xnredj7	102	2	B.0.2	B.0.2	NNP
cord-229612-7xnredj7	102	3	,	,	,
cord-229612-7xnredj7	102	4	an	an	DT
cord-229612-7xnredj7	102	5	Attentive	attentive	JJ
cord-229612-7xnredj7	102	6	Transformer(AT)Appendix	Transformer(AT)Appendix	NNP
cord-229612-7xnredj7	102	7	B.0.3	B.0.3	NNP
cord-229612-7xnredj7	102	8	and	and	CC
cord-229612-7xnredj7	102	9	feature	feature	NN
cord-229612-7xnredj7	102	10	masking	masking	NN
cord-229612-7xnredj7	102	11	.	.	.
cord-229612-7xnredj7	103	1	Symptoms	symptom	NNS
cord-229612-7xnredj7	103	2	features	feature	NNS
cord-229612-7xnredj7	103	3	are	be	VBP
cord-229612-7xnredj7	103	4	mapped	map	VBN
cord-229612-7xnredj7	103	5	into	into	IN
cord-229612-7xnredj7	103	6	a	a	DT
cord-229612-7xnredj7	103	7	D	d	JJ
cord-229612-7xnredj7	103	8	-	-	HYPH
cord-229612-7xnredj7	103	9	dimensional	dimensional	JJ
cord-229612-7xnredj7	103	10	trainable	trainable	JJ
cord-229612-7xnredj7	103	11	embeddings	embedding	NNS
cord-229612-7xnredj7	103	12	q	q	NN
cord-229612-7xnredj7	103	13	∈	∈	NN
cord-229612-7xnredj7	103	14	R	r	NN
cord-229612-7xnredj7	103	15	B×D	b×d	NN
cord-229612-7xnredj7	103	16	,	,	,
cord-229612-7xnredj7	103	17	where	where	WRB
cord-229612-7xnredj7	103	18	B	b	NN
cord-229612-7xnredj7	103	19	is	be	VBZ
cord-229612-7xnredj7	103	20	the	the	DT
cord-229612-7xnredj7	103	21	batch	batch	NN
cord-229612-7xnredj7	103	22	size	size	NN
cord-229612-7xnredj7	103	23	,	,	,
cord-229612-7xnredj7	103	24	and	and	CC
cord-229612-7xnredj7	103	25	D	d	NN
cord-229612-7xnredj7	103	26	is	be	VBZ
cord-229612-7xnredj7	103	27	the	the	DT
cord-229612-7xnredj7	103	28	feature	feature	NN
cord-229612-7xnredj7	103	29	dimension	dimension	NN
cord-229612-7xnredj7	103	30	.	.	.
cord-229612-7xnredj7	104	1	A	a	DT
cord-229612-7xnredj7	104	2	batch	batch	NN
cord-229612-7xnredj7	104	3	normalization	normalization	NN
cord-229612-7xnredj7	104	4	(	(	-LRB-
cord-229612-7xnredj7	104	5	BN	BN	NNP
cord-229612-7xnredj7	104	6	)	)	-RRB-
cord-229612-7xnredj7	104	7	is	be	VBZ
cord-229612-7xnredj7	104	8	performed	perform	VBN
cord-229612-7xnredj7	104	9	across	across	IN
cord-229612-7xnredj7	104	10	the	the	DT
cord-229612-7xnredj7	104	11	whole	whole	JJ
cord-229612-7xnredj7	104	12	batch	batch	NN
cord-229612-7xnredj7	104	13	.	.	.
cord-229612-7xnredj7	105	1	For	for	IN
cord-229612-7xnredj7	105	2	the	the	DT
cord-229612-7xnredj7	105	3	selection	selection	NN
cord-229612-7xnredj7	105	4	of	of	IN
cord-229612-7xnredj7	105	5	specific	specific	JJ
cord-229612-7xnredj7	105	6	soft	soft	JJ
cord-229612-7xnredj7	105	7	features	feature	NNS
cord-229612-7xnredj7	105	8	and	and	CC
cord-229612-7xnredj7	105	9	explain	explain	VB
cord-229612-7xnredj7	105	10	the	the	DT
cord-229612-7xnredj7	105	11	feature	feature	NN
cord-229612-7xnredj7	105	12	importance	importance	NN
cord-229612-7xnredj7	106	1	TabNet	TabNet	NNP
cord-229612-7xnredj7	106	2	uses	use	VBZ
cord-229612-7xnredj7	106	3	a	a	DT
cord-229612-7xnredj7	106	4	learnable	learnable	JJ
cord-229612-7xnredj7	106	5	mask	mask	NN
cord-229612-7xnredj7	107	1	M[i	m[i	NN
cord-229612-7xnredj7	108	1	]	]	-RRB-
cord-229612-7xnredj7	108	2	∈	∈	NN
cord-229612-7xnredj7	108	3	R	r	NN
cord-229612-7xnredj7	108	4	B×D	b×d	NN
cord-229612-7xnredj7	108	5	.	.	.
cord-229612-7xnredj7	109	1	Each	each	DT
cord-229612-7xnredj7	109	2	decision	decision	NN
cord-229612-7xnredj7	109	3	step	step	NN
cord-229612-7xnredj7	109	4	has	have	VBZ
cord-229612-7xnredj7	109	5	a	a	DT
cord-229612-7xnredj7	109	6	specific	specific	JJ
cord-229612-7xnredj7	109	7	mask	mask	NN
cord-229612-7xnredj7	109	8	and	and	CC
cord-229612-7xnredj7	109	9	selects	select	VBZ
cord-229612-7xnredj7	109	10	its	-PRON-	PRP$
cord-229612-7xnredj7	109	11	own	own	JJ
cord-229612-7xnredj7	109	12	features	feature	NNS
cord-229612-7xnredj7	109	13	;	;	:
cord-229612-7xnredj7	109	14	steps	step	NNS
cord-229612-7xnredj7	109	15	are	be	VBP
cord-229612-7xnredj7	109	16	sequential	sequential	JJ
cord-229612-7xnredj7	109	17	,	,	,
cord-229612-7xnredj7	109	18	so	so	RB
cord-229612-7xnredj7	109	19	the	the	DT
cord-229612-7xnredj7	109	20	second	second	JJ
cord-229612-7xnredj7	109	21	step	step	NN
cord-229612-7xnredj7	109	22	needs	need	VBZ
cord-229612-7xnredj7	109	23	the	the	DT
cord-229612-7xnredj7	109	24	first	first	JJ
cord-229612-7xnredj7	109	25	to	to	TO
cord-229612-7xnredj7	109	26	be	be	VB
cord-229612-7xnredj7	109	27	finished	finish	VBN
cord-229612-7xnredj7	109	28	.	.	.
cord-229612-7xnredj7	110	1	We	-PRON-	PRP
cord-229612-7xnredj7	110	2	obtain	obtain	VBP
cord-229612-7xnredj7	110	3	the	the	DT
cord-229612-7xnredj7	110	4	mask(M	mask(m	CD
cord-229612-7xnredj7	110	5	)	)	-RRB-
cord-229612-7xnredj7	110	6	output	output	NN
cord-229612-7xnredj7	110	7	at	at	IN
cord-229612-7xnredj7	110	8	each	each	DT
cord-229612-7xnredj7	110	9	decision	decision	NN
cord-229612-7xnredj7	110	10	step	step	NN
cord-229612-7xnredj7	110	11	by	by	IN
cord-229612-7xnredj7	110	12	multiplying	multiply	VBG
cord-229612-7xnredj7	110	13	the	the	DT
cord-229612-7xnredj7	110	14	mask	mask	NN
cord-229612-7xnredj7	110	15	with	with	IN
cord-229612-7xnredj7	110	16	Normalised	Normalised	NNP
cord-229612-7xnredj7	110	17	symptoms	symptom	NNS
cord-229612-7xnredj7	111	1	features	features	NNP
cord-229612-7xnredj7	111	2	q	q	NNP
cord-229612-7xnredj7	111	3	i	i	PRP
cord-229612-7xnredj7	111	4	M[i	M[i	NNP
cord-229612-7xnredj7	111	5	]	]	-RRB-
cord-229612-7xnredj7	111	6	·	·	NFP
cord-229612-7xnredj7	111	7	q	q	NNP
cord-229612-7xnredj7	111	8	Normalized	normalized	JJ
cord-229612-7xnredj7	111	9	domain	domain	NN
cord-229612-7xnredj7	111	10	features	feature	NNS
cord-229612-7xnredj7	111	11	are	be	VBP
cord-229612-7xnredj7	111	12	passed	pass	VBN
cord-229612-7xnredj7	111	13	to	to	IN
cord-229612-7xnredj7	111	14	FT	FT	NNP
cord-229612-7xnredj7	111	15	,	,	,
cord-229612-7xnredj7	111	16	and	and	CC
cord-229612-7xnredj7	111	17	a	a	DT
cord-229612-7xnredj7	111	18	split	split	NN
cord-229612-7xnredj7	111	19	block	block	NN
cord-229612-7xnredj7	111	20	divides	divide	VBZ
cord-229612-7xnredj7	111	21	the	the	DT
cord-229612-7xnredj7	111	22	processed	process	VBN
cord-229612-7xnredj7	111	23	representation	representation	NN
cord-229612-7xnredj7	111	24	into	into	IN
cord-229612-7xnredj7	111	25	two	two	CD
cord-229612-7xnredj7	111	26	chunks	chunk	NNS
cord-229612-7xnredj7	111	27	for	for	IN
cord-229612-7xnredj7	111	28	the	the	DT
cord-229612-7xnredj7	111	29	next	next	JJ
cord-229612-7xnredj7	111	30	decision	decision	NN
cord-229612-7xnredj7	111	31	step	step	NN
cord-229612-7xnredj7	111	32	.	.	.
cord-229612-7xnredj7	112	1	where	where	WRB
cord-229612-7xnredj7	112	2	d[i	d[i	NN
cord-229612-7xnredj7	112	3	]	]	-RRB-
cord-229612-7xnredj7	112	4	∈	∈	NN
cord-229612-7xnredj7	112	5	R	r	NN
cord-229612-7xnredj7	112	6	B×n	b×n	NN
cord-229612-7xnredj7	112	7	d	d	NN
cord-229612-7xnredj7	112	8	and	and	CC
cord-229612-7xnredj7	112	9	a[i	a[i	NN
cord-229612-7xnredj7	112	10	]	]	-RRB-
cord-229612-7xnredj7	112	11	∈	∈	NN
cord-229612-7xnredj7	112	12	R	r	NN
cord-229612-7xnredj7	112	13	B×n	b×n	NN
cord-229612-7xnredj7	113	1	a	a	LS
cord-229612-7xnredj7	113	2	.	.	.
cord-229612-7xnredj7	113	3	and	and	CC
cord-229612-7xnredj7	113	4	n	n	NN
cord-229612-7xnredj7	113	5	d	d	XX
cord-229612-7xnredj7	113	6	,	,	,
cord-229612-7xnredj7	114	1	n	n	LS
cord-229612-7xnredj7	114	2	a	a	DT
cord-229612-7xnredj7	114	3	are	be	VBP
cord-229612-7xnredj7	114	4	size	size	NN
cord-229612-7xnredj7	114	5	of	of	IN
cord-229612-7xnredj7	114	6	the	the	DT
cord-229612-7xnredj7	114	7	decision	decision	NN
cord-229612-7xnredj7	114	8	layer	layer	NN
cord-229612-7xnredj7	114	9	and	and	CC
cord-229612-7xnredj7	114	10	size	size	NN
cord-229612-7xnredj7	114	11	of	of	IN
cord-229612-7xnredj7	114	12	the	the	DT
cord-229612-7xnredj7	114	13	attention	attention	NN
cord-229612-7xnredj7	114	14	bottleneck	bottleneck	NN
cord-229612-7xnredj7	114	15	respectively	respectively	RB
cord-229612-7xnredj7	114	16	.	.	.
cord-229612-7xnredj7	115	1	After	after	IN
cord-229612-7xnredj7	115	2	n	n	XX
cord-229612-7xnredj7	115	3	th	th	XX
cord-229612-7xnredj7	115	4	step	step	NN
cord-229612-7xnredj7	115	5	two	two	CD
cord-229612-7xnredj7	115	6	outputs	output	NNS
cord-229612-7xnredj7	115	7	are	be	VBP
cord-229612-7xnredj7	115	8	produced	produce	VBN
cord-229612-7xnredj7	115	9	.	.	.
cord-229612-7xnredj7	116	1	•	•	NNP
cord-229612-7xnredj7	117	1	Mask	mask	NN
cord-229612-7xnredj7	117	2	outputs	output	NNS
cord-229612-7xnredj7	117	3	are	be	VBP
cord-229612-7xnredj7	117	4	aggregated	aggregate	VBN
cord-229612-7xnredj7	117	5	from	from	IN
cord-229612-7xnredj7	117	6	all	all	PDT
cord-229612-7xnredj7	117	7	the	the	DT
cord-229612-7xnredj7	117	8	decision	decision	NN
cord-229612-7xnredj7	117	9	steps	step	VBZ
cord-229612-7xnredj7	117	10	to	to	TO
cord-229612-7xnredj7	117	11	provide	provide	VB
cord-229612-7xnredj7	117	12	model	model	NN
cord-229612-7xnredj7	117	13	interpretability	interpretability	NN
cord-229612-7xnredj7	117	14	result	result	NN
cord-229612-7xnredj7	117	15	.	.	.
cord-229612-7xnredj7	118	1	Figure	figure	NN
cord-229612-7xnredj7	118	2	7	7	CD
cord-229612-7xnredj7	118	3	and	and	CC
cord-229612-7xnredj7	118	4	Figure	Figure	NNP
cord-229612-7xnredj7	118	5	8	8	CD
cord-229612-7xnredj7	118	6	shows	show	VBZ
cord-229612-7xnredj7	118	7	the	the	DT
cord-229612-7xnredj7	118	8	interpretability	interpretability	NN
cord-229612-7xnredj7	118	9	result	result	NN
cord-229612-7xnredj7	118	10	.	.	.
cord-229612-7xnredj7	119	1	•	•	NNP
cord-229612-7xnredj7	119	2	The	the	DT
cord-229612-7xnredj7	119	3	final	final	JJ
cord-229612-7xnredj7	119	4	output	output	NN
cord-229612-7xnredj7	119	5	is	be	VBZ
cord-229612-7xnredj7	119	6	a	a	DT
cord-229612-7xnredj7	119	7	linear	linear	JJ
cord-229612-7xnredj7	119	8	combination	combination	NN
cord-229612-7xnredj7	119	9	of	of	IN
cord-229612-7xnredj7	119	10	the	the	DT
cord-229612-7xnredj7	119	11	all	all	PDT
cord-229612-7xnredj7	119	12	the	the	DT
cord-229612-7xnredj7	119	13	summed	sum	VBN
cord-229612-7xnredj7	119	14	decision	decision	NN
cord-229612-7xnredj7	119	15	steps	step	NNS
cord-229612-7xnredj7	119	16	,	,	,
cord-229612-7xnredj7	119	17	similar	similar	JJ
cord-229612-7xnredj7	119	18	to	to	IN
cord-229612-7xnredj7	119	19	the	the	DT
cord-229612-7xnredj7	119	20	decision	decision	NN
cord-229612-7xnredj7	119	21	tree	tree	NN
cord-229612-7xnredj7	119	22	result	result	NN
cord-229612-7xnredj7	119	23	.	.	.
cord-229612-7xnredj7	120	1	Pairwise	pairwise	JJ
cord-229612-7xnredj7	120	2	dot	dot	NN
cord-229612-7xnredj7	120	3	product	product	NN
cord-229612-7xnredj7	120	4	was	be	VBD
cord-229612-7xnredj7	120	5	computed	compute	VBN
cord-229612-7xnredj7	120	6	between	between	IN
cord-229612-7xnredj7	120	7	output	output	NN
cord-229612-7xnredj7	120	8	d	d	NN
cord-229612-7xnredj7	120	9	out	out	NN
cord-229612-7xnredj7	120	10	and	and	CC
cord-229612-7xnredj7	120	11	FC	FC	NNP
cord-229612-7xnredj7	120	12	layer	layer	NN
cord-229612-7xnredj7	120	13	to	to	TO
cord-229612-7xnredj7	120	14	obtain	obtain	VB
cord-229612-7xnredj7	120	15	the	the	DT
cord-229612-7xnredj7	120	16	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	120	17	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	120	18	S	S	NNP
cord-229612-7xnredj7	120	19	e	e	NN
cord-229612-7xnredj7	120	20	∈	∈	NN
cord-229612-7xnredj7	120	21	R	r	NN
cord-229612-7xnredj7	120	22	B×F	b×f	NN
cord-229612-7xnredj7	120	23	where	where	WRB
cord-229612-7xnredj7	120	24	B	b	NN
cord-229612-7xnredj7	120	25	is	be	VBZ
cord-229612-7xnredj7	120	26	the	the	DT
cord-229612-7xnredj7	120	27	batch	batch	NN
cord-229612-7xnredj7	120	28	size	size	NN
cord-229612-7xnredj7	120	29	and	and	CC
cord-229612-7xnredj7	120	30	F	f	NN
cord-229612-7xnredj7	120	31	is	be	VBZ
cord-229612-7xnredj7	120	32	the	the	DT
cord-229612-7xnredj7	120	33	output	output	NN
cord-229612-7xnredj7	120	34	dimension	dimension	NN
cord-229612-7xnredj7	120	35	.	.	.
cord-229612-7xnredj7	121	1	TabNet	TabNet	NNP
cord-229612-7xnredj7	121	2	uses	use	VBZ
cord-229612-7xnredj7	121	3	regularized	regularize	VBN
cord-229612-7xnredj7	121	4	sparse	sparse	JJ
cord-229612-7xnredj7	121	5	entropy	entropy	NN
cord-229612-7xnredj7	121	6	loss	loss	NN
cord-229612-7xnredj7	121	7	to	to	TO
cord-229612-7xnredj7	121	8	control	control	VB
cord-229612-7xnredj7	121	9	the	the	DT
cord-229612-7xnredj7	121	10	sparsity	sparsity	NN
cord-229612-7xnredj7	121	11	of	of	IN
cord-229612-7xnredj7	121	12	attentive	attentive	JJ
cord-229612-7xnredj7	121	13	features	feature	NNS
cord-229612-7xnredj7	121	14	.	.	.
cord-229612-7xnredj7	122	1	The	the	DT
cord-229612-7xnredj7	122	2	regularization	regularization	NN
cord-229612-7xnredj7	122	3	factor	factor	NN
cord-229612-7xnredj7	122	4	is	be	VBZ
cord-229612-7xnredj7	122	5	a	a	DT
cord-229612-7xnredj7	122	6	mathematical	mathematical	JJ
cord-229612-7xnredj7	122	7	aggregation	aggregation	NN
cord-229612-7xnredj7	122	8	of	of	IN
cord-229612-7xnredj7	122	9	the	the	DT
cord-229612-7xnredj7	122	10	attention	attention	NN
cord-229612-7xnredj7	122	11	mask	mask	NN
cord-229612-7xnredj7	122	12	.	.	.
cord-229612-7xnredj7	123	1	(	(	-LRB-
cord-229612-7xnredj7	123	2	3	3	LS
cord-229612-7xnredj7	123	3	)	)	-RRB-
cord-229612-7xnredj7	123	4	Where	where	WRB
cord-229612-7xnredj7	123	5	ε	ε	NNP
cord-229612-7xnredj7	123	6	is	be	VBZ
cord-229612-7xnredj7	123	7	a	a	DT
cord-229612-7xnredj7	123	8	small	small	JJ
cord-229612-7xnredj7	123	9	positive	positive	JJ
cord-229612-7xnredj7	123	10	value	value	NN
cord-229612-7xnredj7	123	11	.	.	.
cord-229612-7xnredj7	124	1	Cough	Cough	NNP
cord-229612-7xnredj7	124	2	Embeddigs	Embeddigs	NNP
cord-229612-7xnredj7	124	3	learn	learn	VBP
cord-229612-7xnredj7	124	4	and	and	CC
cord-229612-7xnredj7	124	5	capture	capture	VB
cord-229612-7xnredj7	124	6	deeper	deep	JJR
cord-229612-7xnredj7	124	7	features	feature	NNS
cord-229612-7xnredj7	124	8	in	in	IN
cord-229612-7xnredj7	124	9	temporal	temporal	JJ
cord-229612-7xnredj7	124	10	acoustic	acoustic	JJ
cord-229612-7xnredj7	124	11	characteristics	characteristic	NNS
cord-229612-7xnredj7	124	12	of	of	IN
cord-229612-7xnredj7	124	13	cough	cough	NN
cord-229612-7xnredj7	124	14	sounds	sound	NNS
cord-229612-7xnredj7	124	15	.	.	.
cord-229612-7xnredj7	125	1	Before	before	IN
cord-229612-7xnredj7	125	2	extracting	extract	VBG
cord-229612-7xnredj7	125	3	cough	cough	NN
cord-229612-7xnredj7	125	4	features	feature	NNS
cord-229612-7xnredj7	125	5	and	and	CC
cord-229612-7xnredj7	125	6	feeding	feed	VBG
cord-229612-7xnredj7	125	7	it	-PRON-	PRP
cord-229612-7xnredj7	125	8	to	to	IN
cord-229612-7xnredj7	125	9	Deep	deep	JJ
cord-229612-7xnredj7	125	10	Neural	Neural	NNP
cord-229612-7xnredj7	125	11	Networks(DNN	Networks(DNN	NNP
cord-229612-7xnredj7	125	12	)	)	-RRB-
cord-229612-7xnredj7	125	13	,	,	,
cord-229612-7xnredj7	125	14	some	some	DT
cord-229612-7xnredj7	125	15	preprocessing	preprocessing	NN
cord-229612-7xnredj7	125	16	of	of	IN
cord-229612-7xnredj7	125	17	raw	raw	JJ
cord-229612-7xnredj7	125	18	audio	audio	JJ
cord-229612-7xnredj7	125	19	data	data	NN
cord-229612-7xnredj7	125	20	is	be	VBZ
cord-229612-7xnredj7	125	21	needed	need	VBN
cord-229612-7xnredj7	125	22	.	.	.
cord-229612-7xnredj7	126	1	Each	each	DT
cord-229612-7xnredj7	126	2	cough	cough	NN
cord-229612-7xnredj7	126	3	recording	recording	NN
cord-229612-7xnredj7	126	4	was	be	VBD
cord-229612-7xnredj7	126	5	downsampled	downsample	VBN
cord-229612-7xnredj7	126	6	to	to	IN
cord-229612-7xnredj7	126	7	16	16	CD
cord-229612-7xnredj7	126	8	kHz	kHz	NNS
cord-229612-7xnredj7	126	9	;	;	:
cord-229612-7xnredj7	126	10	normalization	normalization	NN
cord-229612-7xnredj7	126	11	was	be	VBD
cord-229612-7xnredj7	126	12	applied	apply	VBN
cord-229612-7xnredj7	126	13	to	to	IN
cord-229612-7xnredj7	126	14	the	the	DT
cord-229612-7xnredj7	126	15	cough	cough	NN
cord-229612-7xnredj7	126	16	signal	signal	NN
cord-229612-7xnredj7	126	17	level	level	NN
cord-229612-7xnredj7	126	18	with	with	IN
cord-229612-7xnredj7	126	19	a	a	DT
cord-229612-7xnredj7	126	20	target	target	NN
cord-229612-7xnredj7	126	21	amplitude	amplitude	NN
cord-229612-7xnredj7	126	22	of	of	IN
cord-229612-7xnredj7	126	23	-28.0	-28.0	CD
cord-229612-7xnredj7	126	24	dBFS	dbfs	FW
cord-229612-7xnredj7	126	25	to	to	IN
cord-229612-7xnredj7	126	26	Normalized	normalized	JJ
cord-229612-7xnredj7	126	27	features	feature	NNS
cord-229612-7xnredj7	126	28	were	be	VBD
cord-229612-7xnredj7	126	29	split	split	VBN
cord-229612-7xnredj7	126	30	into	into	IN
cord-229612-7xnredj7	126	31	cough	cough	NN
cord-229612-7xnredj7	126	32	segments	segment	NNS
cord-229612-7xnredj7	126	33	based	base	VBN
cord-229612-7xnredj7	126	34	on	on	IN
cord-229612-7xnredj7	126	35	the	the	DT
cord-229612-7xnredj7	126	36	silence	silence	NN
cord-229612-7xnredj7	126	37	threshold	threshold	NN
cord-229612-7xnredj7	126	38	.	.	.
cord-229612-7xnredj7	127	1	Let	let	VB
cord-229612-7xnredj7	127	2	s[t	s[t	NN
cord-229612-7xnredj7	127	3	]	]	-RRB-
cord-229612-7xnredj7	127	4	be	be	VB
cord-229612-7xnredj7	127	5	the	the	DT
cord-229612-7xnredj7	127	6	discrete	discrete	JJ
cord-229612-7xnredj7	127	7	-	-	HYPH
cord-229612-7xnredj7	127	8	time	time	NN
cord-229612-7xnredj7	127	9	cough	cough	NN
cord-229612-7xnredj7	127	10	sound	sound	NN
cord-229612-7xnredj7	127	11	recording	recording	NN
cord-229612-7xnredj7	127	12	.	.	.
cord-229612-7xnredj7	128	1	The	the	DT
cord-229612-7xnredj7	128	2	expression	expression	NN
cord-229612-7xnredj7	128	3	of	of	IN
cord-229612-7xnredj7	128	4	signal	signal	NN
cord-229612-7xnredj7	128	5	s[t	s[t	NN
cord-229612-7xnredj7	128	6	]	]	-RRB-
cord-229612-7xnredj7	128	7	can	can	MD
cord-229612-7xnredj7	128	8	be	be	VB
cord-229612-7xnredj7	128	9	written	write	VBN
cord-229612-7xnredj7	128	10	as	as	IN
cord-229612-7xnredj7	128	11	:	:	:
cord-229612-7xnredj7	128	12	see	see	VB
cord-229612-7xnredj7	128	13	Appendix	Appendix	NNP
cord-229612-7xnredj7	128	14	C	C	NNP
cord-229612-7xnredj7	128	15	for	for	IN
cord-229612-7xnredj7	128	16	detailed	detailed	JJ
cord-229612-7xnredj7	128	17	information	information	NN
cord-229612-7xnredj7	128	18	about	about	IN
cord-229612-7xnredj7	128	19	our	-PRON-	PRP$
cord-229612-7xnredj7	128	20	data	data	NN
cord-229612-7xnredj7	128	21	collection	collection	NN
cord-229612-7xnredj7	128	22	process	process	NN
cord-229612-7xnredj7	128	23	.	.	.
cord-229612-7xnredj7	129	1	The	the	DT
cord-229612-7xnredj7	129	2	final	final	JJ
cord-229612-7xnredj7	129	3	feature	feature	NN
cord-229612-7xnredj7	129	4	matrix	matrix	NN
cord-229612-7xnredj7	129	5	was	be	VBD
cord-229612-7xnredj7	129	6	grouped	group	VBN
cord-229612-7xnredj7	129	7	by	by	IN
cord-229612-7xnredj7	129	8	chunks	chunk	NNS
cord-229612-7xnredj7	129	9	of	of	IN
cord-229612-7xnredj7	129	10	n	n	NNP
cord-229612-7xnredj7	129	11	Consecutive	Consecutive	NNP
cord-229612-7xnredj7	129	12	feature	feature	NN
cord-229612-7xnredj7	129	13	matrix	matrix	NN
cord-229612-7xnredj7	129	14	,	,	,
cord-229612-7xnredj7	129	15	and	and	CC
cord-229612-7xnredj7	129	16	A	a	DT
cord-229612-7xnredj7	129	17	total	total	NN
cord-229612-7xnredj7	129	18	of	of	IN
cord-229612-7xnredj7	129	19	44	44	CD
cord-229612-7xnredj7	129	20	cough	cough	NN
cord-229612-7xnredj7	129	21	features	feature	NNS
cord-229612-7xnredj7	129	22	were	be	VBD
cord-229612-7xnredj7	129	23	extracted	extract	VBN
cord-229612-7xnredj7	129	24	by	by	IN
cord-229612-7xnredj7	129	25	taking	take	VBG
cord-229612-7xnredj7	129	26	the	the	DT
cord-229612-7xnredj7	129	27	mean	mean	JJ
cord-229612-7xnredj7	129	28	and	and	CC
cord-229612-7xnredj7	129	29	standard	standard	JJ
cord-229612-7xnredj7	129	30	deviation	deviation	NN
cord-229612-7xnredj7	129	31	for	for	IN
cord-229612-7xnredj7	129	32	all	all	PDT
cord-229612-7xnredj7	129	33	the	the	DT
cord-229612-7xnredj7	129	34	cough	cough	NN
cord-229612-7xnredj7	129	35	features	feature	VBZ
cord-229612-7xnredj7	129	36	in	in	IN
cord-229612-7xnredj7	129	37	each	each	DT
cord-229612-7xnredj7	129	38	chunked	chunk	VBN
cord-229612-7xnredj7	129	39	matrix	matrix	NN
cord-229612-7xnredj7	129	40	.	.	.
cord-229612-7xnredj7	130	1	Later	later	RB
cord-229612-7xnredj7	130	2	we	-PRON-	PRP
cord-229612-7xnredj7	130	3	feed	feed	VBP
cord-229612-7xnredj7	130	4	the	the	DT
cord-229612-7xnredj7	130	5	final	final	JJ
cord-229612-7xnredj7	130	6	feature	feature	NN
cord-229612-7xnredj7	130	7	matrix	matrix	NN
cord-229612-7xnredj7	130	8	to	to	IN
cord-229612-7xnredj7	130	9	3	3	CD
cord-229612-7xnredj7	130	10	layers	layer	NNS
cord-229612-7xnredj7	130	11	Deep	deep	JJ
cord-229612-7xnredj7	130	12	Neural	Neural	NNP
cord-229612-7xnredj7	130	13	Network(DNN	Network(DNN	NNP
cord-229612-7xnredj7	130	14	)	)	-RRB-
cord-229612-7xnredj7	130	15	with	with	IN
cord-229612-7xnredj7	130	16	ReLu	ReLu	NNP
cord-229612-7xnredj7	130	17	activation	activation	NN
cord-229612-7xnredj7	130	18	function	function	NN
cord-229612-7xnredj7	130	19	to	to	TO
cord-229612-7xnredj7	130	20	get	get	VB
cord-229612-7xnredj7	130	21	the	the	DT
cord-229612-7xnredj7	130	22	final	final	JJ
cord-229612-7xnredj7	130	23	Cough	Cough	NNP
cord-229612-7xnredj7	130	24	Embeddings	embeddings	NN
cord-229612-7xnredj7	130	25	C	c	NN
cord-229612-7xnredj7	130	26	e	e	NN
cord-229612-7xnredj7	130	27	∈	∈	NN
cord-229612-7xnredj7	130	28	R	r	NN
cord-229612-7xnredj7	130	29	B×F	b×f	XX
cord-229612-7xnredj7	131	1	where	where	WRB
cord-229612-7xnredj7	131	2	B	B	NNP
cord-229612-7xnredj7	131	3	is	be	VBZ
cord-229612-7xnredj7	131	4	the	the	DT
cord-229612-7xnredj7	131	5	batch	batch	NN
cord-229612-7xnredj7	131	6	size	size	NN
cord-229612-7xnredj7	131	7	and	and	CC
cord-229612-7xnredj7	131	8	F	f	NN
cord-229612-7xnredj7	131	9	is	be	VBZ
cord-229612-7xnredj7	131	10	the	the	DT
cord-229612-7xnredj7	131	11	output	output	NN
cord-229612-7xnredj7	131	12	dimension	dimension	NN
cord-229612-7xnredj7	131	13	.	.	.
cord-229612-7xnredj7	132	1	In	in	IN
cord-229612-7xnredj7	132	2	Multi	multi	JJ
cord-229612-7xnredj7	132	3	-	-	JJ
cord-229612-7xnredj7	132	4	class	class	JJ
cord-229612-7xnredj7	132	5	classification	classification	NN
cord-229612-7xnredj7	132	6	setting	setting	NN
cord-229612-7xnredj7	132	7	,	,	,
cord-229612-7xnredj7	132	8	we	-PRON-	PRP
cord-229612-7xnredj7	132	9	use	use	VBP
cord-229612-7xnredj7	132	10	Categorical	Categorical	NNP
cord-229612-7xnredj7	132	11	Crossentropy	Crossentropy	NNP
cord-229612-7xnredj7	132	12	loss	loss	NN
cord-229612-7xnredj7	132	13	function	function	NN
cord-229612-7xnredj7	132	14	to	to	TO
cord-229612-7xnredj7	132	15	calculate	calculate	VB
cord-229612-7xnredj7	132	16	the	the	DT
cord-229612-7xnredj7	132	17	loss	loss	NN
cord-229612-7xnredj7	132	18	of	of	IN
cord-229612-7xnredj7	132	19	Cough	Cough	NNP
cord-229612-7xnredj7	132	20	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	132	21	where	where	WRB
cord-229612-7xnredj7	132	22	N	N	NNP
cord-229612-7xnredj7	132	23	is	be	VBZ
cord-229612-7xnredj7	132	24	the	the	DT
cord-229612-7xnredj7	132	25	number	number	NN
cord-229612-7xnredj7	132	26	of	of	IN
cord-229612-7xnredj7	132	27	classes	class	NNS
cord-229612-7xnredj7	132	28	in	in	IN
cord-229612-7xnredj7	132	29	dataset	dataset	NN
cord-229612-7xnredj7	132	30	,	,	,
cord-229612-7xnredj7	132	31	ŷ	ŷ	NN
cord-229612-7xnredj7	132	32	i	i	PRP
cord-229612-7xnredj7	132	33	denotes	denote	VBZ
cord-229612-7xnredj7	132	34	the	the	DT
cord-229612-7xnredj7	132	35	i	i	NNP
cord-229612-7xnredj7	132	36	-	-	HYPH
cord-229612-7xnredj7	132	37	th	th	NNP
cord-229612-7xnredj7	132	38	predicted	predict	VBN
cord-229612-7xnredj7	132	39	class	class	NN
cord-229612-7xnredj7	132	40	in	in	IN
cord-229612-7xnredj7	132	41	the	the	DT
cord-229612-7xnredj7	132	42	model	model	NN
cord-229612-7xnredj7	132	43	out-	out-	VBD
cord-229612-7xnredj7	132	44	 	 	_SP
cord-229612-7xnredj7	133	1	We	-PRON-	PRP
cord-229612-7xnredj7	133	2	get	get	VBP
cord-229612-7xnredj7	133	3	the	the	DT
cord-229612-7xnredj7	133	4	prediction	prediction	NN
cord-229612-7xnredj7	133	5	score	score	NN
cord-229612-7xnredj7	133	6	by	by	IN
cord-229612-7xnredj7	133	7	concatenating	concatenate	VBG
cord-229612-7xnredj7	133	8	the	the	DT
cord-229612-7xnredj7	133	9	Symptoms	Symptoms	NNP
cord-229612-7xnredj7	133	10	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	133	11	with	with	IN
cord-229612-7xnredj7	133	12	Cough	Cough	NNP
cord-229612-7xnredj7	133	13	Embeddings	Embeddings	NNP
cord-229612-7xnredj7	134	1	followed	follow	VBN
cord-229612-7xnredj7	134	2	by	by	IN
cord-229612-7xnredj7	134	3	a	a	DT
cord-229612-7xnredj7	134	4	FC	FC	NNP
cord-229612-7xnredj7	134	5	layer	layer	NN
cord-229612-7xnredj7	134	6	.	.	.
cord-229612-7xnredj7	135	1	(	(	-LRB-
cord-229612-7xnredj7	135	2	7	7	LS
cord-229612-7xnredj7	135	3	)	)	-RRB-
cord-229612-7xnredj7	135	4	Figure	figure	NN
cord-229612-7xnredj7	135	5	1	1	CD
cord-229612-7xnredj7	135	6	shows	show	VBZ
cord-229612-7xnredj7	135	7	the	the	DT
cord-229612-7xnredj7	135	8	overall	overall	JJ
cord-229612-7xnredj7	135	9	structure	structure	NN
cord-229612-7xnredj7	135	10	of	of	IN
cord-229612-7xnredj7	135	11	the	the	DT
cord-229612-7xnredj7	135	12	proposed	propose	VBN
cord-229612-7xnredj7	135	13	architecture	architecture	NN
cord-229612-7xnredj7	135	14	.	.	.
cord-229612-7xnredj7	136	1	After	after	IN
cord-229612-7xnredj7	136	2	this	this	DT
cord-229612-7xnredj7	136	3	,	,	,
cord-229612-7xnredj7	136	4	Total	total	JJ
cord-229612-7xnredj7	136	5	loss	loss	NN
cord-229612-7xnredj7	136	6	was	be	VBD
cord-229612-7xnredj7	136	7	calculated	calculate	VBN
cord-229612-7xnredj7	136	8	as	as	IN
cord-229612-7xnredj7	136	9	follows	follow	VBZ
cord-229612-7xnredj7	136	10	(	(	-LRB-
cord-229612-7xnredj7	136	11	8)	8)	LS
cord-229612-7xnredj7	136	12	Where	where	WRB
cord-229612-7xnredj7	136	13	α	α	NN
cord-229612-7xnredj7	136	14	is	be	VBZ
cord-229612-7xnredj7	136	15	a	a	DT
cord-229612-7xnredj7	136	16	small	small	JJ
cord-229612-7xnredj7	136	17	constant	constant	JJ
cord-229612-7xnredj7	136	18	value	value	NN
cord-229612-7xnredj7	136	19	to	to	TO
cord-229612-7xnredj7	136	20	balance	balance	VB
cord-229612-7xnredj7	136	21	the	the	DT
cord-229612-7xnredj7	136	22	contribution	contribution	NN
cord-229612-7xnredj7	136	23	of	of	IN
cord-229612-7xnredj7	136	24	the	the	DT
cord-229612-7xnredj7	136	25	different	different	JJ
cord-229612-7xnredj7	136	26	losses	loss	NNS
cord-229612-7xnredj7	136	27	.	.	.
cord-229612-7xnredj7	137	1	In	in	IN
cord-229612-7xnredj7	137	2	this	this	DT
cord-229612-7xnredj7	137	3	section	section	NN
cord-229612-7xnredj7	137	4	,	,	,
cord-229612-7xnredj7	137	5	a	a	DT
cord-229612-7xnredj7	137	6	comprehensive	comprehensive	JJ
cord-229612-7xnredj7	137	7	evaluation	evaluation	NN
cord-229612-7xnredj7	137	8	is	be	VBZ
cord-229612-7xnredj7	137	9	carried	carry	VBN
cord-229612-7xnredj7	137	10	out	out	RP
cord-229612-7xnredj7	137	11	to	to	TO
cord-229612-7xnredj7	137	12	investigate	investigate	VB
cord-229612-7xnredj7	137	13	the	the	DT
cord-229612-7xnredj7	137	14	results	result	NNS
cord-229612-7xnredj7	137	15	of	of	IN
cord-229612-7xnredj7	137	16	four	four	CD
cord-229612-7xnredj7	137	17	clinical	clinical	JJ
cord-229612-7xnredj7	137	18	classification	classification	NN
cord-229612-7xnredj7	137	19	tasks	task	NNS
cord-229612-7xnredj7	137	20	.	.	.
cord-229612-7xnredj7	138	1	Based	base	VBN
cord-229612-7xnredj7	138	2	on	on	IN
cord-229612-7xnredj7	138	3	the	the	DT
cord-229612-7xnredj7	138	4	dataset	dataset	NN
cord-229612-7xnredj7	138	5	collected	collect	VBN
cord-229612-7xnredj7	138	6	,	,	,
cord-229612-7xnredj7	138	7	the	the	DT
cord-229612-7xnredj7	138	8	model	model	NN
cord-229612-7xnredj7	138	9	was	be	VBD
cord-229612-7xnredj7	138	10	trained	train	VBN
cord-229612-7xnredj7	138	11	on	on	IN
cord-229612-7xnredj7	138	12	the	the	DT
cord-229612-7xnredj7	138	13	following	follow	VBG
cord-229612-7xnredj7	138	14	combination	combination	NN
cord-229612-7xnredj7	138	15	of	of	IN
cord-229612-7xnredj7	138	16	features	feature	NNS
cord-229612-7xnredj7	138	17	.	.	.
cord-229612-7xnredj7	139	1	•	•	NNP
cord-229612-7xnredj7	140	1	Task	task	NN
cord-229612-7xnredj7	140	2	1	1	CD
cord-229612-7xnredj7	140	3	,	,	,
cord-229612-7xnredj7	140	4	Using	use	VBG
cord-229612-7xnredj7	140	5	cough	cough	NN
cord-229612-7xnredj7	140	6	data	datum	NNS
cord-229612-7xnredj7	140	7	only	only	RB
cord-229612-7xnredj7	140	8	In	in	IN
cord-229612-7xnredj7	140	9	this	this	DT
cord-229612-7xnredj7	140	10	experiment	experiment	NN
cord-229612-7xnredj7	140	11	setup	setup	NN
cord-229612-7xnredj7	140	12	,	,	,
cord-229612-7xnredj7	140	13	only	only	RB
cord-229612-7xnredj7	140	14	cough	cough	NN
cord-229612-7xnredj7	140	15	features	feature	NNS
cord-229612-7xnredj7	140	16	were	be	VBD
cord-229612-7xnredj7	140	17	utilized	utilize	VBN
cord-229612-7xnredj7	140	18	from	from	IN
cord-229612-7xnredj7	140	19	the	the	DT
cord-229612-7xnredj7	140	20	collected	collect	VBN
cord-229612-7xnredj7	140	21	dataset	dataset	NN
cord-229612-7xnredj7	140	22	to	to	TO
cord-229612-7xnredj7	140	23	train	train	VB
cord-229612-7xnredj7	140	24	the	the	DT
cord-229612-7xnredj7	140	25	Model	Model	NNP
cord-229612-7xnredj7	140	26	and	and	CC
cord-229612-7xnredj7	140	27	distinguish	distinguish	VB
cord-229612-7xnredj7	140	28	between	between	IN
cord-229612-7xnredj7	140	29	COVID-19	covid-19	DT
cord-229612-7xnredj7	140	30	positive	positive	JJ
cord-229612-7xnredj7	140	31	and	and	CC
cord-229612-7xnredj7	140	32	negative	negative	JJ
cord-229612-7xnredj7	140	33	cases	case	NNS
cord-229612-7xnredj7	140	34	.	.	.
cord-229612-7xnredj7	141	1	Cough	cough	NN
cord-229612-7xnredj7	141	2	features	feature	NNS
cord-229612-7xnredj7	141	3	were	be	VBD
cord-229612-7xnredj7	141	4	extracted	extract	VBN
cord-229612-7xnredj7	141	5	using	use	VBG
cord-229612-7xnredj7	141	6	the	the	DT
cord-229612-7xnredj7	141	7	signal	signal	NN
cord-229612-7xnredj7	141	8	processing	processing	NN
cord-229612-7xnredj7	141	9	pipeline	pipeline	NN
cord-229612-7xnredj7	141	10	,	,	,
cord-229612-7xnredj7	141	11	as	as	IN
cord-229612-7xnredj7	141	12	described	describe	VBN
cord-229612-7xnredj7	141	13	in	in	IN
cord-229612-7xnredj7	141	14	section	section	NN
cord-229612-7xnredj7	141	15	1	1	CD
cord-229612-7xnredj7	141	16	.	.	.
cord-229612-7xnredj7	142	1	•	•	NNP
cord-229612-7xnredj7	142	2	 	 	_SP
cord-229612-7xnredj7	143	1	It	-PRON-	PRP
cord-229612-7xnredj7	143	2	is	be	VBZ
cord-229612-7xnredj7	143	3	demonstrated	demonstrate	VBN
cord-229612-7xnredj7	143	4	that	that	IN
cord-229612-7xnredj7	143	5	the	the	DT
cord-229612-7xnredj7	143	6	proposed	propose	VBN
cord-229612-7xnredj7	143	7	framework	framework	NN
cord-229612-7xnredj7	143	8	benefits	benefit	NNS
cord-229612-7xnredj7	143	9	from	from	IN
cord-229612-7xnredj7	143	10	the	the	DT
cord-229612-7xnredj7	143	11	high	high	JJ
cord-229612-7xnredj7	143	12	accuracy	accuracy	NN
cord-229612-7xnredj7	143	13	and	and	CC
cord-229612-7xnredj7	143	14	generality	generality	NN
cord-229612-7xnredj7	143	15	of	of	IN
cord-229612-7xnredj7	143	16	deep	deep	JJ
cord-229612-7xnredj7	143	17	neural	neural	JJ
cord-229612-7xnredj7	143	18	networks	network	NNS
cord-229612-7xnredj7	143	19	and	and	CC
cord-229612-7xnredj7	143	20	TabNet	TabNet	NNP
cord-229612-7xnredj7	143	21	's	's	POS
cord-229612-7xnredj7	143	22	interpretability	interpretability	NN
cord-229612-7xnredj7	143	23	,	,	,
cord-229612-7xnredj7	143	24	which	which	WDT
cord-229612-7xnredj7	143	25	is	be	VBZ
cord-229612-7xnredj7	143	26	crucial	crucial	JJ
cord-229612-7xnredj7	143	27	for	for	IN
cord-229612-7xnredj7	143	28	AI	ai	NN
cord-229612-7xnredj7	143	29	-	-	HYPH
cord-229612-7xnredj7	143	30	empowered	empower	VBN
cord-229612-7xnredj7	143	31	healthcare	healthcare	NN
cord-229612-7xnredj7	143	32	.	.	.
cord-229612-7xnredj7	144	1	Figure	figure	NN
cord-229612-7xnredj7	144	2	7	7	CD
cord-229612-7xnredj7	144	3	and	and	CC
cord-229612-7xnredj7	144	4	Figure	Figure	NNP
cord-229612-7xnredj7	144	5	8	8	CD
cord-229612-7xnredj7	144	6	visualizes	visualize	VBZ
cord-229612-7xnredj7	144	7	the	the	DT
cord-229612-7xnredj7	144	8	symptoms	symptom	NNS
cord-229612-7xnredj7	144	9	of	of	IN
cord-229612-7xnredj7	144	10	a	a	DT
cord-229612-7xnredj7	144	11	healthy	healthy	JJ
cord-229612-7xnredj7	144	12	and	and	CC
cord-229612-7xnredj7	144	13	COVID-19	covid-19	VB
cord-229612-7xnredj7	144	14	infected	infected	JJ
cord-229612-7xnredj7	144	15	individual	individual	NN
cord-229612-7xnredj7	144	16	.	.	.
cord-229612-7xnredj7	145	1	It	-PRON-	PRP
cord-229612-7xnredj7	145	2	shows	show	VBZ
cord-229612-7xnredj7	145	3	that	that	IN
cord-229612-7xnredj7	145	4	the	the	DT
cord-229612-7xnredj7	145	5	model	model	NN
cord-229612-7xnredj7	145	6	comprehends	comprehend	VBZ
cord-229612-7xnredj7	145	7	the	the	DT
cord-229612-7xnredj7	145	8	hidden	hidden	JJ
cord-229612-7xnredj7	145	9	pattern	pattern	NN
cord-229612-7xnredj7	145	10	in	in	IN
cord-229612-7xnredj7	145	11	symptoms	symptom	NNS
cord-229612-7xnredj7	145	12	data	datum	NNS
cord-229612-7xnredj7	145	13	and	and	CC
cord-229612-7xnredj7	145	14	its	-PRON-	PRP$
cord-229612-7xnredj7	145	15	relationship	relationship	NN
cord-229612-7xnredj7	145	16	with	with	IN
cord-229612-7xnredj7	145	17	cough	cough	NN
cord-229612-7xnredj7	145	18	sounds	sound	NNS
cord-229612-7xnredj7	145	19	.	.	.
cord-229612-7xnredj7	146	1	To	to	TO
cord-229612-7xnredj7	146	2	intuitively	intuitively	RB
cord-229612-7xnredj7	146	3	show	show	VB
cord-229612-7xnredj7	146	4	the	the	DT
cord-229612-7xnredj7	146	5	representation	representation	NN
cord-229612-7xnredj7	146	6	's	's	POS
cord-229612-7xnredj7	146	7	quality	quality	NN
cord-229612-7xnredj7	146	8	,	,	,
cord-229612-7xnredj7	146	9	the	the	DT
cord-229612-7xnredj7	146	10	cough	cough	NN
cord-229612-7xnredj7	146	11	features	feature	VBZ
cord-229612-7xnredj7	146	12	using	use	VBG
cord-229612-7xnredj7	146	13	t	t	NNP
cord-229612-7xnredj7	146	14	-	-	HYPH
cord-229612-7xnredj7	146	15	sne	sne	NNP
cord-229612-7xnredj7	146	16	and	and	CC
cord-229612-7xnredj7	146	17	symptoms	symptom	NNS
cord-229612-7xnredj7	146	18	correlation	correlation	NN
cord-229612-7xnredj7	146	19	matrix	matrix	NN
cord-229612-7xnredj7	146	20	are	be	VBP
cord-229612-7xnredj7	146	21	visualized	visualize	VBN
cord-229612-7xnredj7	146	22	in	in	IN
cord-229612-7xnredj7	146	23	Figure	Figure	NNP
cord-229612-7xnredj7	146	24	9	9	CD
cord-229612-7xnredj7	146	25	and	and	CC
cord-229612-7xnredj7	146	26	Figure	figure	VB
cord-229612-7xnredj7	146	27	10	10	CD
cord-229612-7xnredj7	146	28	 	 	_SP
cord-229612-7xnredj7	147	1	An	an	DT
cord-229612-7xnredj7	147	2	in	in	IN
cord-229612-7xnredj7	147	3	-	-	HYPH
cord-229612-7xnredj7	147	4	depth	depth	NN
cord-229612-7xnredj7	147	5	analysis	analysis	NN
cord-229612-7xnredj7	147	6	is	be	VBZ
cord-229612-7xnredj7	147	7	conducted	conduct	VBN
cord-229612-7xnredj7	147	8	for	for	IN
cord-229612-7xnredj7	147	9	different	different	JJ
cord-229612-7xnredj7	147	10	cough	cough	NN
cord-229612-7xnredj7	147	11	sounds	sound	VBZ
cord-229612-7xnredj7	147	12	diagnosed	diagnose	VBN
cord-229612-7xnredj7	147	13	with	with	IN
cord-229612-7xnredj7	147	14	different	different	JJ
cord-229612-7xnredj7	147	15	diseases	disease	NNS
cord-229612-7xnredj7	147	16	based	base	VBN
cord-229612-7xnredj7	147	17	on	on	IN
cord-229612-7xnredj7	147	18	the	the	DT
cord-229612-7xnredj7	147	19	collected	collect	VBN
cord-229612-7xnredj7	147	20	data	datum	NNS
cord-229612-7xnredj7	147	21	.	.	.
cord-229612-7xnredj7	148	1	Different	different	JJ
cord-229612-7xnredj7	148	2	types	type	NNS
cord-229612-7xnredj7	148	3	of	of	IN
cord-229612-7xnredj7	148	4	cough	cough	NN
cord-229612-7xnredj7	148	5	samples	sample	NNS
cord-229612-7xnredj7	148	6	are	be	VBP
cord-229612-7xnredj7	148	7	visualized	visualize	VBN
cord-229612-7xnredj7	148	8	in	in	IN
cord-229612-7xnredj7	148	9	Figure	Figure	NNP
cord-229612-7xnredj7	148	10	6	6	CD
cord-229612-7xnredj7	148	11	.	.	.
cord-229612-7xnredj7	149	1	Based	base	VBN
cord-229612-7xnredj7	149	2	on	on	IN
cord-229612-7xnredj7	149	3	the	the	DT
cord-229612-7xnredj7	149	4	analyzed	analyze	VBN
cord-229612-7xnredj7	149	5	data	datum	NNS
cord-229612-7xnredj7	149	6	,	,	,
cord-229612-7xnredj7	149	7	the	the	DT
cord-229612-7xnredj7	149	8	findings	finding	NNS
cord-229612-7xnredj7	149	9	are	be	VBP
cord-229612-7xnredj7	149	10	as	as	IN
cord-229612-7xnredj7	149	11	follows	follow	VBZ
cord-229612-7xnredj7	149	12	.	.	.
cord-229612-7xnredj7	150	1	The	the	DT
cord-229612-7xnredj7	150	2	coughing	cough	VBG
cord-229612-7xnredj7	150	3	sound	sound	NN
cord-229612-7xnredj7	150	4	consists	consist	VBZ
cord-229612-7xnredj7	150	5	of	of	IN
cord-229612-7xnredj7	150	6	three	three	CD
cord-229612-7xnredj7	150	7	phases	phase	NNS
cord-229612-7xnredj7	150	8	-	-	:
cord-229612-7xnredj7	150	9	Phase	phase	NN
cord-229612-7xnredj7	150	10	1-Initial	1-initial	JJ
cord-229612-7xnredj7	150	11	burst	burst	NN
cord-229612-7xnredj7	150	12	,	,	,
cord-229612-7xnredj7	150	13	Phase	phase	NN
cord-229612-7xnredj7	150	14	2-Noisy	2-noisy	CD
cord-229612-7xnredj7	150	15	airflow	airflow	NN
cord-229612-7xnredj7	150	16	,	,	,
cord-229612-7xnredj7	150	17	and	and	CC
cord-229612-7xnredj7	150	18	Phase	Phase	NNP
cord-229612-7xnredj7	150	19	3-Glottal	3-glottal	CD
cord-229612-7xnredj7	150	20	closure	closure	NN
cord-229612-7xnredj7	150	21	.	.	.
cord-229612-7xnredj7	151	1	It	-PRON-	PRP
cord-229612-7xnredj7	151	2	is	be	VBZ
cord-229612-7xnredj7	151	3	observed	observe	VBN
cord-229612-7xnredj7	151	4	that	that	IN
cord-229612-7xnredj7	151	5	in	in	IN
cord-229612-7xnredj7	151	6	the	the	DT
cord-229612-7xnredj7	151	7	cough	cough	NN
cord-229612-7xnredj7	151	8	sample	sample	NN
cord-229612-7xnredj7	151	9	of	of	IN
cord-229612-7xnredj7	151	10	healthy	healthy	JJ
cord-229612-7xnredj7	151	11	individuals	individual	NNS
cord-229612-7xnredj7	151	12	,	,	,
cord-229612-7xnredj7	151	13	phase	phase	NN
cord-229612-7xnredj7	151	14	3	3	CD
cord-229612-7xnredj7	151	15	finished	finish	VBD
cord-229612-7xnredj7	151	16	with	with	IN
cord-229612-7xnredj7	151	17	vocal	vocal	JJ
cord-229612-7xnredj7	151	18	folds	fold	NNS
cord-229612-7xnredj7	151	19	activity	activity	NN
cord-229612-7xnredj7	151	20	.	.	.
cord-229612-7xnredj7	152	1	Figure	figure	NN
cord-229612-7xnredj7	152	2	2	2	CD
cord-229612-7xnredj7	152	3	shows	show	VBZ
cord-229612-7xnredj7	152	4	that	that	IN
cord-229612-7xnredj7	152	5	after	after	IN
cord-229612-7xnredj7	152	6	Phase	phase	NN
cord-229612-7xnredj7	152	7	1	1	CD
cord-229612-7xnredj7	152	8	,	,	,
cord-229612-7xnredj7	152	9	i.e.	i.e.	FW
cord-229612-7xnredj7	152	10	,	,	,
cord-229612-7xnredj7	152	11	initial	initial	JJ
cord-229612-7xnredj7	152	12	burst	burst	NN
cord-229612-7xnredj7	152	13	,	,	,
cord-229612-7xnredj7	152	14	the	the	DT
cord-229612-7xnredj7	152	15	energy	energy	NN
cord-229612-7xnredj7	152	16	levels	level	NNS
cord-229612-7xnredj7	152	17	are	be	VBP
cord-229612-7xnredj7	152	18	high	high	JJ
cord-229612-7xnredj7	152	19	at	at	IN
cord-229612-7xnredj7	152	20	higher	high	JJR
cord-229612-7xnredj7	152	21	frequencies	frequency	NNS
cord-229612-7xnredj7	152	22	.	.	.
cord-229612-7xnredj7	153	1	It	-PRON-	PRP
cord-229612-7xnredj7	153	2	is	be	VBZ
cord-229612-7xnredj7	153	3	observed	observe	VBN
cord-229612-7xnredj7	153	4	that	that	IN
cord-229612-7xnredj7	153	5	COVID-19	covid-19	CD
cord-229612-7xnredj7	153	6	cough	cough	NN
cord-229612-7xnredj7	153	7	is	be	VBZ
cord-229612-7xnredj7	153	8	continuous	continuous	JJ
cord-229612-7xnredj7	153	9	;	;	:
cord-229612-7xnredj7	153	10	energy	energy	NN
cord-229612-7xnredj7	153	11	distribution	distribution	NN
cord-229612-7xnredj7	153	12	is	be	VBZ
cord-229612-7xnredj7	153	13	spread	spread	VBN
cord-229612-7xnredj7	153	14	across	across	IN
cord-229612-7xnredj7	153	15	frequencies	frequency	NNS
cord-229612-7xnredj7	153	16	preceded	precede	VBN
cord-229612-7xnredj7	153	17	by	by	IN
cord-229612-7xnredj7	153	18	a	a	DT
cord-229612-7xnredj7	153	19	short	short	JJ
cord-229612-7xnredj7	153	20	catch	catch	NN
cord-229612-7xnredj7	153	21	.	.	.
cord-229612-7xnredj7	154	1	By	by	IN
cord-229612-7xnredj7	154	2	analyzing	analyze	VBG
cord-229612-7xnredj7	154	3	the	the	DT
cord-229612-7xnredj7	154	4	mean	mean	JJ
cord-229612-7xnredj7	154	5	energy	energy	NN
cord-229612-7xnredj7	154	6	distribution	distribution	NN
cord-229612-7xnredj7	154	7	of	of	IN
cord-229612-7xnredj7	154	8	many	many	JJ
cord-229612-7xnredj7	154	9	COVID-19	covid-19	JJ
cord-229612-7xnredj7	154	10	cough	cough	NN
cord-229612-7xnredj7	154	11	sounds	sound	NNS
cord-229612-7xnredj7	154	12	,	,	,
cord-229612-7xnredj7	154	13	Energy	energy	NN
cord-229612-7xnredj7	154	14	distribution	distribution	NN
cord-229612-7xnredj7	154	15	was	be	VBD
cord-229612-7xnredj7	154	16	high	high	JJ
cord-229612-7xnredj7	154	17	in	in	IN
cord-229612-7xnredj7	154	18	Phase	phase	NN
cord-229612-7xnredj7	154	19	2	2	CD
cord-229612-7xnredj7	154	20	and	and	CC
cord-229612-7xnredj7	154	21	Phase	phase	NN
cord-229612-7xnredj7	154	22	3	3	CD
cord-229612-7xnredj7	154	23	.	.	.
cord-229612-7xnredj7	155	1	The	the	DT
cord-229612-7xnredj7	155	2	abnormal	abnormal	JJ
cord-229612-7xnredj7	155	3	oscillatory	oscillatory	JJ
cord-229612-7xnredj7	155	4	motion	motion	NN
cord-229612-7xnredj7	155	5	in	in	IN
cord-229612-7xnredj7	155	6	the	the	DT
cord-229612-7xnredj7	155	7	vocal	vocal	JJ
cord-229612-7xnredj7	155	8	folds	fold	NNS
cord-229612-7xnredj7	155	9	may	may	MD
cord-229612-7xnredj7	155	10	be	be	VB
cord-229612-7xnredj7	155	11	produced	produce	VBN
cord-229612-7xnredj7	155	12	by	by	IN
cord-229612-7xnredj7	155	13	altered	altered	JJ
cord-229612-7xnredj7	155	14	aerodynamics	aerodynamic	NNS
cord-229612-7xnredj7	155	15	over	over	IN
cord-229612-7xnredj7	155	16	the	the	DT
cord-229612-7xnredj7	155	17	glottis	glottis	NN
cord-229612-7xnredj7	155	18	due	due	IN
cord-229612-7xnredj7	155	19	to	to	IN
cord-229612-7xnredj7	155	20	respiratory	respiratory	JJ
cord-229612-7xnredj7	155	21	irritation	irritation	NN
cord-229612-7xnredj7	155	22	.	.	.
cord-229612-7xnredj7	156	1	Figure	figure	NN
cord-229612-7xnredj7	156	2	5	5	CD
cord-229612-7xnredj7	156	3	shows	show	VBZ
cord-229612-7xnredj7	156	4	the	the	DT
cord-229612-7xnredj7	156	5	result	result	NN
cord-229612-7xnredj7	156	6	Mass	Mass	NNP
cord-229612-7xnredj7	156	7	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	156	8	monitoring	monitoring	NN
cord-229612-7xnredj7	156	9	has	have	VBZ
cord-229612-7xnredj7	156	10	proved	prove	VBN
cord-229612-7xnredj7	156	11	essential	essential	JJ
cord-229612-7xnredj7	156	12	for	for	IN
cord-229612-7xnredj7	156	13	governments	government	NNS
cord-229612-7xnredj7	156	14	to	to	TO
cord-229612-7xnredj7	156	15	successfully	successfully	RB
cord-229612-7xnredj7	156	16	track	track	VB
cord-229612-7xnredj7	156	17	the	the	DT
cord-229612-7xnredj7	156	18	disease	disease	NN
cord-229612-7xnredj7	156	19	's	's	POS
cord-229612-7xnredj7	156	20	spread	spread	NN
cord-229612-7xnredj7	156	21	,	,	,
cord-229612-7xnredj7	156	22	isolate	isolate	VB
cord-229612-7xnredj7	156	23	infected	infect	VBN
cord-229612-7xnredj7	156	24	individuals	individual	NNS
cord-229612-7xnredj7	156	25	,	,	,
cord-229612-7xnredj7	156	26	and	and	CC
cord-229612-7xnredj7	156	27	effectively	effectively	RB
cord-229612-7xnredj7	156	28	"	"	``
cord-229612-7xnredj7	156	29	flatten	flatten	VB
cord-229612-7xnredj7	156	30	the	the	DT
cord-229612-7xnredj7	156	31	curve	curve	NN
cord-229612-7xnredj7	156	32	"	"	''
cord-229612-7xnredj7	156	33	of	of	IN
cord-229612-7xnredj7	156	34	the	the	DT
cord-229612-7xnredj7	156	35	infection	infection	NN
cord-229612-7xnredj7	156	36	over	over	IN
cord-229612-7xnredj7	156	37	time	time	NN
cord-229612-7xnredj7	156	38	.	.	.
cord-229612-7xnredj7	157	1	In	in	IN
cord-229612-7xnredj7	157	2	the	the	DT
cord-229612-7xnredj7	157	3	wake	wake	NN
cord-229612-7xnredj7	157	4	of	of	IN
cord-229612-7xnredj7	157	5	the	the	DT
cord-229612-7xnredj7	157	6	COVID-19	covid-19	JJ
cord-229612-7xnredj7	157	7	pandemic	pandemic	NN
cord-229612-7xnredj7	157	8	,	,	,
cord-229612-7xnredj7	157	9	many	many	JJ
cord-229612-7xnredj7	157	10	countries	country	NNS
cord-229612-7xnredj7	157	11	can	can	MD
cord-229612-7xnredj7	157	12	not	not	RB
cord-229612-7xnredj7	157	13	conduct	conduct	VB
cord-229612-7xnredj7	157	14	rapid	rapid	JJ
cord-229612-7xnredj7	157	15	enough	enough	JJ
cord-229612-7xnredj7	157	16	tests	test	NNS
cord-229612-7xnredj7	157	17	;	;	:
cord-229612-7xnredj7	157	18	hence	hence	RB
cord-229612-7xnredj7	157	19	an	an	DT
cord-229612-7xnredj7	157	20	alternative	alternative	NN
cord-229612-7xnredj7	157	21	could	could	MD
cord-229612-7xnredj7	157	22	prove	prove	VB
cord-229612-7xnredj7	157	23	very	very	RB
cord-229612-7xnredj7	157	24	useful	useful	JJ
cord-229612-7xnredj7	157	25	.	.	.
cord-229612-7xnredj7	158	1	This	this	DT
cord-229612-7xnredj7	158	2	study	study	NN
cord-229612-7xnredj7	158	3	brings	bring	VBZ
cord-229612-7xnredj7	158	4	forth	forth	RP
cord-229612-7xnredj7	158	5	a	a	DT
cord-229612-7xnredj7	158	6	Low	low	JJ
cord-229612-7xnredj7	158	7	cost	cost	NN
cord-229612-7xnredj7	158	8	,	,	,
cord-229612-7xnredj7	158	9	accurate	accurate	JJ
cord-229612-7xnredj7	158	10	and	and	CC
cord-229612-7xnredj7	158	11	interpretable	interpretable	JJ
cord-229612-7xnredj7	158	12	AI	ai	NN
cord-229612-7xnredj7	158	13	-	-	HYPH
cord-229612-7xnredj7	158	14	based	base	VBN
cord-229612-7xnredj7	158	15	diagnostic	diagnostic	JJ
cord-229612-7xnredj7	158	16	tool	tool	NN
cord-229612-7xnredj7	158	17	for	for	IN
cord-229612-7xnredj7	158	18	COVID-19	covid-19	JJ
cord-229612-7xnredj7	158	19	screening	screening	NN
cord-229612-7xnredj7	158	20	by	by	IN
cord-229612-7xnredj7	158	21	incorporating	incorporate	VBG
cord-229612-7xnredj7	158	22	the	the	DT
cord-229612-7xnredj7	158	23	demographic	demographic	JJ
cord-229612-7xnredj7	158	24	,	,	,
cord-229612-7xnredj7	158	25	symptoms	symptom	NNS
cord-229612-7xnredj7	158	26	,	,	,
cord-229612-7xnredj7	158	27	and	and	CC
cord-229612-7xnredj7	158	28	cough	cough	NN
cord-229612-7xnredj7	158	29	features	feature	NNS
cord-229612-7xnredj7	158	30	and	and	CC
cord-229612-7xnredj7	158	31	achieving	achieve	VBG
cord-229612-7xnredj7	158	32	mean	mean	JJ
cord-229612-7xnredj7	158	33	accuracy	accuracy	NN
cord-229612-7xnredj7	158	34	,	,	,
cord-229612-7xnredj7	158	35	precision	precision	NN
cord-229612-7xnredj7	158	36	,	,	,
cord-229612-7xnredj7	158	37	and	and	CC
cord-229612-7xnredj7	158	38	precision	precision	NN
cord-229612-7xnredj7	158	39	in	in	IN
cord-229612-7xnredj7	158	40	the	the	DT
cord-229612-7xnredj7	158	41	mentioned	mention	VBN
cord-229612-7xnredj7	158	42	tasks	task	NNS
cord-229612-7xnredj7	158	43	.	.	.
cord-229612-7xnredj7	159	1	This	this	DT
cord-229612-7xnredj7	159	2	significant	significant	JJ
cord-229612-7xnredj7	159	3	achievement	achievement	NN
cord-229612-7xnredj7	159	4	supports	support	VBZ
cord-229612-7xnredj7	159	5	large	large	JJ
cord-229612-7xnredj7	159	6	-	-	HYPH
cord-229612-7xnredj7	159	7	scale	scale	NN
cord-229612-7xnredj7	159	8	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	159	9	disease	disease	NN
cord-229612-7xnredj7	159	10	screening	screening	NN
cord-229612-7xnredj7	159	11	and	and	CC
cord-229612-7xnredj7	159	12	areas	area	NNS
cord-229612-7xnredj7	159	13	where	where	WRB
cord-229612-7xnredj7	159	14	healthcare	healthcare	NN
cord-229612-7xnredj7	159	15	facilities	facility	NNS
cord-229612-7xnredj7	159	16	are	be	VBP
cord-229612-7xnredj7	159	17	not	not	RB
cord-229612-7xnredj7	159	18	easily	easily	RB
cord-229612-7xnredj7	159	19	accessible	accessible	JJ
cord-229612-7xnredj7	159	20	.	.	.
cord-229612-7xnredj7	160	1	Data	datum	NNS
cord-229612-7xnredj7	160	2	collection	collection	NN
cord-229612-7xnredj7	160	3	is	be	VBZ
cord-229612-7xnredj7	160	4	being	be	VBG
cord-229612-7xnredj7	160	5	performed	perform	VBN
cord-229612-7xnredj7	160	6	daily	daily	RB
cord-229612-7xnredj7	160	7	.	.	.
cord-229612-7xnredj7	161	1	Experiments	experiment	NNS
cord-229612-7xnredj7	161	2	will	will	MD
cord-229612-7xnredj7	161	3	be	be	VB
cord-229612-7xnredj7	161	4	carried	carry	VBN
cord-229612-7xnredj7	161	5	out	out	RP
cord-229612-7xnredj7	161	6	in	in	IN
cord-229612-7xnredj7	161	7	the	the	DT
cord-229612-7xnredj7	161	8	future	future	NN
cord-229612-7xnredj7	161	9	by	by	IN
cord-229612-7xnredj7	161	10	incorporating	incorporate	VBG
cord-229612-7xnredj7	161	11	different	different	JJ
cord-229612-7xnredj7	161	12	voice	voice	NN
cord-229612-7xnredj7	161	13	data	datum	NNS
cord-229612-7xnredj7	161	14	features	feature	VBZ
cord-229612-7xnredj7	161	15	such	such	JJ
cord-229612-7xnredj7	161	16	as	as	IN
cord-229612-7xnredj7	161	17	breathing	breathe	VBG
cord-229612-7xnredj7	161	18	sound	sound	NN
cord-229612-7xnredj7	161	19	,	,	,
cord-229612-7xnredj7	161	20	counting	count	VBG
cord-229612-7xnredj7	161	21	sound	sound	NN
cord-229612-7xnredj7	161	22	(	(	-LRB-
cord-229612-7xnredj7	161	23	natural	natural	JJ
cord-229612-7xnredj7	161	24	voice	voice	NN
cord-229612-7xnredj7	161	25	samples	sample	NNS
cord-229612-7xnredj7	161	26	)	)	-RRB-
cord-229612-7xnredj7	161	27	,	,	,
cord-229612-7xnredj7	161	28	and	and	CC
cord-229612-7xnredj7	161	29	sustained	sustained	JJ
cord-229612-7xnredj7	161	30	vowel	vowel	NN
cord-229612-7xnredj7	161	31	phonation	phonation	NN
cord-229612-7xnredj7	161	32	.	.	.
cord-229612-7xnredj7	162	1	The	the	DT
cord-229612-7xnredj7	162	2	results	result	NNS
cord-229612-7xnredj7	162	3	prove	prove	VBP
cord-229612-7xnredj7	162	4	to	to	TO
cord-229612-7xnredj7	162	5	be	be	VB
cord-229612-7xnredj7	162	6	transparent	transparent	JJ
cord-229612-7xnredj7	162	7	,	,	,
cord-229612-7xnredj7	162	8	interpretable	interpretable	JJ
cord-229612-7xnredj7	162	9	,	,	,
cord-229612-7xnredj7	162	10	and	and	CC
cord-229612-7xnredj7	162	11	multi	multi	JJ
cord-229612-7xnredj7	162	12	-	-	JJ
cord-229612-7xnredj7	162	13	model	model	JJ
cord-229612-7xnredj7	162	14	learning	learning	NN
cord-229612-7xnredj7	162	15	in	in	IN
cord-229612-7xnredj7	162	16	cough	cough	NN
cord-229612-7xnredj7	162	17	classification	classification	NN
cord-229612-7xnredj7	162	18	research	research	NN
cord-229612-7xnredj7	162	19	.	.	.
cord-229612-7xnredj7	162	20	 	 	_SP
cord-229612-7xnredj7	163	1	(	(	-LRB-
cord-229612-7xnredj7	163	2	10	10	CD
cord-229612-7xnredj7	163	3	)	)	-RRB-
cord-229612-7xnredj7	163	4	where	where	WRB
cord-229612-7xnredj7	163	5	i	i	PRP
cord-229612-7xnredj7	163	6	=	=	SYM
cord-229612-7xnredj7	163	7	1	1	CD
cord-229612-7xnredj7	163	8	,	,	,
cord-229612-7xnredj7	163	9	2	2	CD
cord-229612-7xnredj7	163	10	,	,	,
cord-229612-7xnredj7	163	11	.	.	.
cord-229612-7xnredj7	163	12	.	.	.
cord-229612-7xnredj7	163	13	.	.	.
cord-229612-7xnredj7	164	1	,	,	,
cord-229612-7xnredj7	164	2	l	l	NNP
cord-229612-7xnredj7	164	3	,	,	,
cord-229612-7xnredj7	164	4	l	l	NNP
cord-229612-7xnredj7	164	5	denotes	denote	VBZ
cord-229612-7xnredj7	164	6	the	the	DT
cord-229612-7xnredj7	164	7	cepstrum	cepstrum	NNP
cord-229612-7xnredj7	164	8	order	order	NN
cord-229612-7xnredj7	164	9	,	,	,
cord-229612-7xnredj7	164	10	E(m	E(m	NNP
cord-229612-7xnredj7	164	11	)	)	-RRB-
cord-229612-7xnredj7	165	1	and	and	CC
cord-229612-7xnredj7	165	2	M	M	NNP
cord-229612-7xnredj7	165	3	are	be	VBP
cord-229612-7xnredj7	165	4	the	the	DT
cord-229612-7xnredj7	165	5	filter	filter	NN
cord-229612-7xnredj7	165	6	bank	bank	NN
cord-229612-7xnredj7	165	7	energies	energy	NNS
cord-229612-7xnredj7	165	8	and	and	CC
cord-229612-7xnredj7	165	9	total	total	JJ
cord-229612-7xnredj7	165	10	number	number	NN
cord-229612-7xnredj7	165	11	of	of	IN
cord-229612-7xnredj7	165	12	mel	mel	NNP
cord-229612-7xnredj7	165	13	-	-	HYPH
cord-229612-7xnredj7	165	14	filters	filters	NNP
cord-229612-7xnredj7	165	15	respectively	respectively	RB
cord-229612-7xnredj7	165	16	.	.	.
cord-229612-7xnredj7	166	1	To	to	TO
cord-229612-7xnredj7	166	2	calculate	calculate	VB
cord-229612-7xnredj7	166	3	the	the	DT
cord-229612-7xnredj7	166	4	log	log	NN
cord-229612-7xnredj7	166	5	energy	energy	NN
cord-229612-7xnredj7	166	6	of	of	IN
cord-229612-7xnredj7	166	7	each	each	DT
cord-229612-7xnredj7	166	8	sub	sub	NN
cord-229612-7xnredj7	166	9	-	-	NN
cord-229612-7xnredj7	166	10	segment	segment	NN
cord-229612-7xnredj7	166	11	,	,	,
cord-229612-7xnredj7	166	12	the	the	DT
cord-229612-7xnredj7	166	13	following	following	JJ
cord-229612-7xnredj7	166	14	formula	formula	NN
cord-229612-7xnredj7	166	15	was	be	VBD
cord-229612-7xnredj7	166	16	used	use	VBN
cord-229612-7xnredj7	166	17	:	:	:
cord-229612-7xnredj7	166	18	where	where	WRB
cord-229612-7xnredj7	166	19	ε	ε	NNP
cord-229612-7xnredj7	166	20	is	be	VBZ
cord-229612-7xnredj7	166	21	a	a	DT
cord-229612-7xnredj7	166	22	minimal	minimal	JJ
cord-229612-7xnredj7	166	23	positive	positive	JJ
cord-229612-7xnredj7	166	24	value	value	NN
cord-229612-7xnredj7	166	25	.	.	.
cord-229612-7xnredj7	167	1	ZCR	ZCR	NNP
cord-229612-7xnredj7	167	2	is	be	VBZ
cord-229612-7xnredj7	167	3	used	use	VBN
cord-229612-7xnredj7	167	4	to	to	TO
cord-229612-7xnredj7	167	5	calculate	calculate	VB
cord-229612-7xnredj7	167	6	the	the	DT
cord-229612-7xnredj7	167	7	number	number	NN
cord-229612-7xnredj7	167	8	of	of	IN
cord-229612-7xnredj7	167	9	times	time	NNS
cord-229612-7xnredj7	167	10	a	a	DT
cord-229612-7xnredj7	167	11	signal	signal	NN
cord-229612-7xnredj7	167	12	crosses	cross	VBZ
cord-229612-7xnredj7	167	13	the	the	DT
cord-229612-7xnredj7	167	14	zero	zero	CD
cord-229612-7xnredj7	167	15	axis	axis	NN
cord-229612-7xnredj7	167	16	.	.	.
cord-229612-7xnredj7	168	1	To	to	TO
cord-229612-7xnredj7	168	2	detect	detect	VB
cord-229612-7xnredj7	168	3	the	the	DT
cord-229612-7xnredj7	168	4	cough	cough	NN
cord-229612-7xnredj7	168	5	signal	signal	NN
cord-229612-7xnredj7	168	6	's	's	POS
cord-229612-7xnredj7	168	7	periodic	periodic	JJ
cord-229612-7xnredj7	168	8	nature	nature	NN
cord-229612-7xnredj7	168	9	,	,	,
cord-229612-7xnredj7	168	10	we	-PRON-	PRP
cord-229612-7xnredj7	168	11	compute	compute	VBP
cord-229612-7xnredj7	168	12	the	the	DT
cord-229612-7xnredj7	168	13	number	number	NN
cord-229612-7xnredj7	168	14	of	of	IN
cord-229612-7xnredj7	168	15	zero	zero	CD
cord-229612-7xnredj7	168	16	crossings	crossing	NNS
cord-229612-7xnredj7	168	17	for	for	IN
cord-229612-7xnredj7	168	18	each	each	DT
cord-229612-7xnredj7	168	19	sub	sub	NN
cord-229612-7xnredj7	168	20	-	-	NN
cord-229612-7xnredj7	168	21	segment	segment	NN
cord-229612-7xnredj7	168	22	.	.	.
cord-229612-7xnredj7	169	1	Where	where	WRB
cord-229612-7xnredj7	169	2	Π[A	Π[A	NFP
cord-229612-7xnredj7	169	3	]	]	-RRB-
cord-229612-7xnredj7	169	4	is	be	VBZ
cord-229612-7xnredj7	169	5	a	a	DT
cord-229612-7xnredj7	169	6	indicator	indicator	NN
cord-229612-7xnredj7	169	7	function	function	NN
cord-229612-7xnredj7	169	8	and	and	CC
cord-229612-7xnredj7	169	9	is	be	VBZ
cord-229612-7xnredj7	169	10	defined	define	VBN
cord-229612-7xnredj7	169	11	as	as	IN
cord-229612-7xnredj7	169	12	Skewness	Skewness	NNP
cord-229612-7xnredj7	169	13	is	be	VBZ
cord-229612-7xnredj7	169	14	the	the	DT
cord-229612-7xnredj7	169	15	third	third	JJ
cord-229612-7xnredj7	169	16	order	order	NN
cord-229612-7xnredj7	169	17	moment	moment	NN
cord-229612-7xnredj7	169	18	of	of	IN
cord-229612-7xnredj7	169	19	a	a	DT
cord-229612-7xnredj7	169	20	signal	signal	NN
cord-229612-7xnredj7	169	21	,	,	,
cord-229612-7xnredj7	169	22	Which	which	WDT
cord-229612-7xnredj7	169	23	measures	measure	VBZ
cord-229612-7xnredj7	169	24	the	the	DT
cord-229612-7xnredj7	169	25	symmetry	symmetry	NN
cord-229612-7xnredj7	169	26	in	in	IN
cord-229612-7xnredj7	169	27	a	a	DT
cord-229612-7xnredj7	169	28	probability	probability	NN
cord-229612-7xnredj7	169	29	distribution	distribution	NN
cord-229612-7xnredj7	169	30	.	.	.
cord-229612-7xnredj7	170	1	Where	where	WRB
cord-229612-7xnredj7	170	2	µ	µ	NN
cord-229612-7xnredj7	170	3	and	and	CC
cord-229612-7xnredj7	170	4	σ	σ	NN
cord-229612-7xnredj7	170	5	is	be	VBZ
cord-229612-7xnredj7	170	6	mean	mean	JJ
cord-229612-7xnredj7	170	7	and	and	CC
cord-229612-7xnredj7	170	8	stand	stand	VB
cord-229612-7xnredj7	170	9	deviation	deviation	NN
cord-229612-7xnredj7	170	10	of	of	IN
cord-229612-7xnredj7	170	11	the	the	DT
cord-229612-7xnredj7	170	12	sub	sub	NN
cord-229612-7xnredj7	170	13	-	-	NN
cord-229612-7xnredj7	170	14	segment	segment	NN
cord-229612-7xnredj7	170	15	y	y	NNP
cord-229612-7xnredj7	170	16	i	i	CD
cord-229612-7xnredj7	170	17	[	[	-LRB-
cord-229612-7xnredj7	170	18	t	t	NN
cord-229612-7xnredj7	170	19	]	]	-RRB-
cord-229612-7xnredj7	170	20	respectively	respectively	RB
cord-229612-7xnredj7	170	21	.	.	.
cord-229612-7xnredj7	171	1	We	-PRON-	PRP
cord-229612-7xnredj7	171	2	compute	compute	VBP
cord-229612-7xnredj7	171	3	the	the	DT
cord-229612-7xnredj7	171	4	Entropy	Entropy	NNP
cord-229612-7xnredj7	171	5	for	for	IN
cord-229612-7xnredj7	171	6	each	each	DT
cord-229612-7xnredj7	171	7	sub	sub	NN
cord-229612-7xnredj7	171	8	-	-	NN
cord-229612-7xnredj7	171	9	segment	segment	NN
cord-229612-7xnredj7	171	10	of	of	IN
cord-229612-7xnredj7	171	11	the	the	DT
cord-229612-7xnredj7	171	12	cough	cough	NN
cord-229612-7xnredj7	171	13	signal	signal	NN
cord-229612-7xnredj7	171	14	to	to	TO
cord-229612-7xnredj7	171	15	capture	capture	VB
cord-229612-7xnredj7	171	16	the	the	DT
cord-229612-7xnredj7	171	17	difference	difference	NN
cord-229612-7xnredj7	171	18	between	between	IN
cord-229612-7xnredj7	171	19	signal	signal	JJ
cord-229612-7xnredj7	171	20	energy	energy	NN
cord-229612-7xnredj7	171	21	distributions	distribution	NNS
cord-229612-7xnredj7	171	22	.	.	.
cord-229612-7xnredj7	172	1	A.6	A.6	NNP
cord-229612-7xnredj7	172	2	.	.	.
cord-229612-7xnredj7	173	1	Formant	Formant	NNP
cord-229612-7xnredj7	173	2	frequencies	frequency	NNS
cord-229612-7xnredj7	174	1	In	in	IN
cord-229612-7xnredj7	174	2	the	the	DT
cord-229612-7xnredj7	174	3	analysis	analysis	NN
cord-229612-7xnredj7	174	4	of	of	IN
cord-229612-7xnredj7	174	5	speech	speech	NN
cord-229612-7xnredj7	174	6	signals	signal	NNS
cord-229612-7xnredj7	174	7	,	,	,
cord-229612-7xnredj7	174	8	Formant	Formant	NNP
cord-229612-7xnredj7	174	9	frequencies	frequency	NNS
cord-229612-7xnredj7	174	10	are	be	VBP
cord-229612-7xnredj7	174	11	used	use	VBN
cord-229612-7xnredj7	174	12	to	to	TO
cord-229612-7xnredj7	174	13	capture	capture	VB
cord-229612-7xnredj7	174	14	a	a	DT
cord-229612-7xnredj7	174	15	human	human	JJ
cord-229612-7xnredj7	174	16	vocal	vocal	JJ
cord-229612-7xnredj7	174	17	tract	tract	NN
cord-229612-7xnredj7	174	18	resonance	resonance	NN
cord-229612-7xnredj7	174	19	's	's	POS
cord-229612-7xnredj7	174	20	characteristics	characteristic	NNS
cord-229612-7xnredj7	174	21	.	.	.
cord-229612-7xnredj7	175	1	We	-PRON-	PRP
cord-229612-7xnredj7	175	2	compute	compute	VBP
cord-229612-7xnredj7	175	3	the	the	DT
cord-229612-7xnredj7	175	4	Formant	Formant	NNP
cord-229612-7xnredj7	175	5	frequencies	frequency	NNS
cord-229612-7xnredj7	175	6	by	by	IN
cord-229612-7xnredj7	175	7	peak	peak	NN
cord-229612-7xnredj7	175	8	picking	pick	VBG
cord-229612-7xnredj7	175	9	the	the	DT
cord-229612-7xnredj7	175	10	Linear	Linear	NNP
cord-229612-7xnredj7	175	11	Predictive	Predictive	NNP
cord-229612-7xnredj7	175	12	Coding(LPC	Coding(LPC	NNP
cord-229612-7xnredj7	175	13	)	)	-RRB-
cord-229612-7xnredj7	175	14	spectrum	spectrum	NN
cord-229612-7xnredj7	175	15	.	.	.
cord-229612-7xnredj7	176	1	We	-PRON-	PRP
cord-229612-7xnredj7	176	2	used	use	VBD
cord-229612-7xnredj7	176	3	the	the	DT
cord-229612-7xnredj7	176	4	Levinson	Levinson	NNP
cord-229612-7xnredj7	176	5	-	-	HYPH
cord-229612-7xnredj7	176	6	Durbin	Durbin	NNP
cord-229612-7xnredj7	176	7	recursive	recursive	JJ
cord-229612-7xnredj7	176	8	procedure	procedure	NN
cord-229612-7xnredj7	176	9	to	to	TO
cord-229612-7xnredj7	176	10	select	select	VB
cord-229612-7xnredj7	176	11	the	the	DT
cord-229612-7xnredj7	176	12	parameters	parameter	NNS
cord-229612-7xnredj7	176	13	for	for	IN
cord-229612-7xnredj7	176	14	the	the	DT
cord-229612-7xnredj7	176	15	14th	14th	JJ
cord-229612-7xnredj7	176	16	order	order	NN
cord-229612-7xnredj7	176	17	LPC	LPC	NNP
cord-229612-7xnredj7	176	18	model	model	NN
cord-229612-7xnredj7	176	19	.	.	.
cord-229612-7xnredj7	177	1	The	the	DT
cord-229612-7xnredj7	177	2	first	first	JJ
cord-229612-7xnredj7	177	3	four	four	CD
cord-229612-7xnredj7	177	4	Formant	Formant	NNP
cord-229612-7xnredj7	177	5	frequencies(F1-F4	frequencies(F1-F4	NNP
cord-229612-7xnredj7	177	6	)	)	-RRB-
cord-229612-7xnredj7	177	7	are	be	VBP
cord-229612-7xnredj7	177	8	enough	enough	JJ
cord-229612-7xnredj7	177	9	to	to	TO
cord-229612-7xnredj7	177	10	discriminate	discriminate	VB
cord-229612-7xnredj7	177	11	various	various	JJ
cord-229612-7xnredj7	177	12	acoustic	acoustic	JJ
cord-229612-7xnredj7	177	13	features	feature	NNS
cord-229612-7xnredj7	177	14	of	of	IN
cord-229612-7xnredj7	177	15	airways	airway	NNS
cord-229612-7xnredj7	177	16	.	.	.
cord-229612-7xnredj7	178	1	Kurtosis	kurtosis	NN
cord-229612-7xnredj7	178	2	can	can	MD
cord-229612-7xnredj7	178	3	be	be	VB
cord-229612-7xnredj7	178	4	defined	define	VBN
cord-229612-7xnredj7	178	5	as	as	IN
cord-229612-7xnredj7	178	6	the	the	DT
cord-229612-7xnredj7	178	7	fourth	fourth	JJ
cord-229612-7xnredj7	178	8	-	-	HYPH
cord-229612-7xnredj7	178	9	order	order	NN
cord-229612-7xnredj7	178	10	moment	moment	NN
cord-229612-7xnredj7	178	11	of	of	IN
cord-229612-7xnredj7	178	12	a	a	DT
cord-229612-7xnredj7	178	13	signal	signal	NN
cord-229612-7xnredj7	178	14	,	,	,
cord-229612-7xnredj7	178	15	which	which	WDT
cord-229612-7xnredj7	178	16	measures	measure	VBZ
cord-229612-7xnredj7	178	17	the	the	DT
cord-229612-7xnredj7	178	18	peakiness	peakiness	NN
cord-229612-7xnredj7	178	19	or	or	CC
cord-229612-7xnredj7	178	20	heaviness	heaviness	NN
cord-229612-7xnredj7	178	21	associated	associate	VBN
cord-229612-7xnredj7	178	22	with	with	IN
cord-229612-7xnredj7	178	23	the	the	DT
cord-229612-7xnredj7	178	24	cough	cough	NN
cord-229612-7xnredj7	178	25	subsegment	subsegment	NN
cord-229612-7xnredj7	178	26	probability	probability	NN
cord-229612-7xnredj7	178	27	distribution	distribution	NN
cord-229612-7xnredj7	178	28	.	.	.
cord-229612-7xnredj7	179	1	Where	where	WRB
cord-229612-7xnredj7	179	2	µ	µ	NN
cord-229612-7xnredj7	179	3	and	and	CC
cord-229612-7xnredj7	179	4	σ	σ	NN
cord-229612-7xnredj7	179	5	is	be	VBZ
cord-229612-7xnredj7	179	6	mean	mean	JJ
cord-229612-7xnredj7	179	7	and	and	CC
cord-229612-7xnredj7	179	8	stand	stand	VB
cord-229612-7xnredj7	179	9	deviation	deviation	NN
cord-229612-7xnredj7	179	10	of	of	IN
cord-229612-7xnredj7	179	11	the	the	DT
cord-229612-7xnredj7	179	12	sub	sub	NN
cord-229612-7xnredj7	179	13	-	-	NN
cord-229612-7xnredj7	179	14	segment	segment	NN
cord-229612-7xnredj7	179	15	y	y	NNP
cord-229612-7xnredj7	179	16	i	i	CD
cord-229612-7xnredj7	179	17	[	[	-LRB-
cord-229612-7xnredj7	179	18	t	t	NN
cord-229612-7xnredj7	179	19	]	]	-RRB-
cord-229612-7xnredj7	179	20	respectively	respectively	RB
cord-229612-7xnredj7	179	21	.	.	.
cord-229612-7xnredj7	180	1	To	to	TO
cord-229612-7xnredj7	180	2	estimate	estimate	VB
cord-229612-7xnredj7	180	3	the	the	DT
cord-229612-7xnredj7	180	4	fundamental	fundamental	JJ
cord-229612-7xnredj7	180	5	frequency	frequency	NN
cord-229612-7xnredj7	180	6	(	(	-LRB-
cord-229612-7xnredj7	180	7	F0	F0	NNP
cord-229612-7xnredj7	180	8	)	)	-RRB-
cord-229612-7xnredj7	180	9	of	of	IN
cord-229612-7xnredj7	180	10	the	the	DT
cord-229612-7xnredj7	180	11	cough	cough	NN
cord-229612-7xnredj7	180	12	sub	sub	NN
cord-229612-7xnredj7	180	13	-	-	NN
cord-229612-7xnredj7	180	14	segment	segment	NN
cord-229612-7xnredj7	180	15	,	,	,
cord-229612-7xnredj7	180	16	we	-PRON-	PRP
cord-229612-7xnredj7	180	17	used	use	VBD
cord-229612-7xnredj7	180	18	the	the	DT
cord-229612-7xnredj7	180	19	centerclipped	centerclipped	NNP
cord-229612-7xnredj7	180	20	auto	auto	NN
cord-229612-7xnredj7	180	21	-	-	HYPH
cord-229612-7xnredj7	180	22	correlation	correlation	NN
cord-229612-7xnredj7	180	23	method	method	NN
cord-229612-7xnredj7	180	24	by	by	IN
cord-229612-7xnredj7	180	25	removing	remove	VBG
cord-229612-7xnredj7	180	26	the	the	DT
cord-229612-7xnredj7	180	27	formant	formant	JJ
cord-229612-7xnredj7	180	28	structure	structure	NN
cord-229612-7xnredj7	180	29	from	from	IN
cord-229612-7xnredj7	180	30	the	the	DT
cord-229612-7xnredj7	180	31	auto	auto	NN
cord-229612-7xnredj7	180	32	-	-	HYPH
cord-229612-7xnredj7	180	33	correlation	correlation	NN
cord-229612-7xnredj7	180	34	of	of	IN
cord-229612-7xnredj7	180	35	the	the	DT
cord-229612-7xnredj7	180	36	cough	cough	NN
cord-229612-7xnredj7	180	37	signal	signal	NN
cord-229612-7xnredj7	180	38	.	.	.
cord-229612-7xnredj7	181	1	The	the	DT
cord-229612-7xnredj7	181	2	feature	feature	NN
cord-229612-7xnredj7	181	3	transformer	transformer	NN
cord-229612-7xnredj7	181	4	is	be	VBZ
cord-229612-7xnredj7	181	5	one	one	CD
cord-229612-7xnredj7	181	6	of	of	IN
cord-229612-7xnredj7	181	7	the	the	DT
cord-229612-7xnredj7	181	8	main	main	JJ
cord-229612-7xnredj7	181	9	components	component	NNS
cord-229612-7xnredj7	181	10	of	of	IN
cord-229612-7xnredj7	181	11	TabNet	TabNet	NNP
cord-229612-7xnredj7	181	12	;	;	:
cord-229612-7xnredj7	181	13	it	-PRON-	PRP
cord-229612-7xnredj7	181	14	consists	consist	VBZ
cord-229612-7xnredj7	181	15	of	of	IN
cord-229612-7xnredj7	181	16	4	4	CD
cord-229612-7xnredj7	181	17	GLU	GLU	NNP
cord-229612-7xnredj7	181	18	layers	layer	NNS
cord-229612-7xnredj7	181	19	,	,	,
cord-229612-7xnredj7	181	20	two	two	CD
cord-229612-7xnredj7	181	21	are	be	VBP
cord-229612-7xnredj7	181	22	shared	share	VBN
cord-229612-7xnredj7	181	23	across	across	IN
cord-229612-7xnredj7	181	24	the	the	DT
cord-229612-7xnredj7	181	25	entire	entire	JJ
cord-229612-7xnredj7	181	26	network	network	NN
cord-229612-7xnredj7	181	27	,	,	,
cord-229612-7xnredj7	181	28	and	and	CC
cord-229612-7xnredj7	181	29	two	two	CD
cord-229612-7xnredj7	181	30	are	be	VBP
cord-229612-7xnredj7	181	31	step	step	NN
cord-229612-7xnredj7	181	32	-	-	HYPH
cord-229612-7xnredj7	181	33	dependent	dependent	JJ
cord-229612-7xnredj7	181	34	across	across	IN
cord-229612-7xnredj7	181	35	each	each	DT
cord-229612-7xnredj7	181	36	decision	decision	NN
cord-229612-7xnredj7	181	37	step	step	NN
cord-229612-7xnredj7	181	38	allowing	allow	VBG
cord-229612-7xnredj7	181	39	for	for	IN
cord-229612-7xnredj7	181	40	more	more	JJR
cord-229612-7xnredj7	181	41	modeling	modeling	NN
cord-229612-7xnredj7	181	42	flexibility	flexibility	NN
cord-229612-7xnredj7	181	43	.	.	.
cord-229612-7xnredj7	182	1	GLU	GLU	NNP
cord-229612-7xnredj7	182	2	layers	layer	NNS
cord-229612-7xnredj7	182	3	are	be	VBP
cord-229612-7xnredj7	182	4	concatenated	concatenate	VBN
cord-229612-7xnredj7	182	5	with	with	IN
cord-229612-7xnredj7	182	6	each	each	DT
cord-229612-7xnredj7	182	7	other	other	JJ
cord-229612-7xnredj7	182	8	after	after	IN
cord-229612-7xnredj7	182	9	being	be	VBG
cord-229612-7xnredj7	182	10	multiplied	multiply	VBN
cord-229612-7xnredj7	182	11	by	by	IN
cord-229612-7xnredj7	182	12	a	a	DT
cord-229612-7xnredj7	182	13	constant	constant	JJ
cord-229612-7xnredj7	182	14	scaling	scaling	NN
cord-229612-7xnredj7	182	15	factor	factor	NN
cord-229612-7xnredj7	182	16	(	(	-LRB-
cord-229612-7xnredj7	182	17	√	√	NNP
cord-229612-7xnredj7	182	18	0.5	0.5	CD
cord-229612-7xnredj7	182	19	)	)	-RRB-
cord-229612-7xnredj7	182	20	.	.	.
cord-229612-7xnredj7	183	1	Feature	feature	NN
cord-229612-7xnredj7	183	2	Transformer	transformer	NN
cord-229612-7xnredj7	183	3	process	process	NN
cord-229612-7xnredj7	183	4	the	the	DT
cord-229612-7xnredj7	183	5	filtered	filter	VBN
cord-229612-7xnredj7	183	6	features	feature	NNS
cord-229612-7xnredj7	183	7	by	by	IN
cord-229612-7xnredj7	183	8	looking	look	VBG
cord-229612-7xnredj7	183	9	at	at	IN
cord-229612-7xnredj7	184	1	all	all	PDT
cord-229612-7xnredj7	184	2	the	the	DT
cord-229612-7xnredj7	184	3	symptoms	symptom	NNS
cord-229612-7xnredj7	184	4	features	feature	VBZ
cord-229612-7xnredj7	184	5	assessed	assess	VBN
cord-229612-7xnredj7	184	6	and	and	CC
cord-229612-7xnredj7	184	7	deciding	decide	VBG
cord-229612-7xnredj7	184	8	which	which	WDT
cord-229612-7xnredj7	184	9	ones	one	NNS
cord-229612-7xnredj7	184	10	indicate	indicate	VBP
cord-229612-7xnredj7	184	11	which	which	WDT
cord-229612-7xnredj7	184	12	class	class	NN
cord-229612-7xnredj7	184	13	.	.	.
cord-229612-7xnredj7	185	1	Attention	attention	NN
cord-229612-7xnredj7	185	2	Transformer	Transformer	NNP
cord-229612-7xnredj7	185	3	is	be	VBZ
cord-229612-7xnredj7	185	4	another	another	DT
cord-229612-7xnredj7	185	5	main	main	JJ
cord-229612-7xnredj7	185	6	component	component	NN
cord-229612-7xnredj7	185	7	of	of	IN
cord-229612-7xnredj7	185	8	TabNet	TabNet	NNP
cord-229612-7xnredj7	185	9	architecture	architecture	NN
cord-229612-7xnredj7	185	10	.	.	.
cord-229612-7xnredj7	186	1	It	-PRON-	PRP
cord-229612-7xnredj7	186	2	utilizes	utilize	VBZ
cord-229612-7xnredj7	186	3	sparse	sparse	JJ
cord-229612-7xnredj7	186	4	intense	intense	JJ
cord-229612-7xnredj7	186	5	wise	wise	JJ
cord-229612-7xnredj7	186	6	features	feature	NNS
cord-229612-7xnredj7	186	7	selection	selection	NN
cord-229612-7xnredj7	186	8	based	base	VBN
cord-229612-7xnredj7	186	9	on	on	IN
cord-229612-7xnredj7	186	10	learned	learn	VBN
cord-229612-7xnredj7	186	11	symptoms	symptom	NNS
cord-229612-7xnredj7	186	12	dataset	dataset	NN
cord-229612-7xnredj7	186	13	and	and	CC
cord-229612-7xnredj7	186	14	directs	direct	VBZ
cord-229612-7xnredj7	186	15	the	the	DT
cord-229612-7xnredj7	186	16	model	model	NN
cord-229612-7xnredj7	186	17	's	's	POS
cord-229612-7xnredj7	186	18	attention	attention	NN
cord-229612-7xnredj7	186	19	by	by	IN
cord-229612-7xnredj7	186	20	forcing	force	VBG
cord-229612-7xnredj7	186	21	the	the	DT
cord-229612-7xnredj7	186	22	sparsity	sparsity	NN
cord-229612-7xnredj7	186	23	into	into	IN
cord-229612-7xnredj7	186	24	the	the	DT
cord-229612-7xnredj7	186	25	feature	feature	NN
cord-229612-7xnredj7	186	26	set	set	VBN
cord-229612-7xnredj7	186	27	,	,	,
cord-229612-7xnredj7	186	28	focusing	focus	VBG
cord-229612-7xnredj7	186	29	on	on	IN
cord-229612-7xnredj7	186	30	specific	specific	JJ
cord-229612-7xnredj7	186	31	symptoms	symptom	NNS
cord-229612-7xnredj7	186	32	features	feature	VBZ
cord-229612-7xnredj7	186	33	only	only	RB
cord-229612-7xnredj7	186	34	.	.	.
cord-229612-7xnredj7	187	1	It	-PRON-	PRP
cord-229612-7xnredj7	187	2	is	be	VBZ
cord-229612-7xnredj7	187	3	a	a	DT
cord-229612-7xnredj7	187	4	powerful	powerful	JJ
cord-229612-7xnredj7	187	5	way	way	NN
cord-229612-7xnredj7	187	6	of	of	IN
cord-229612-7xnredj7	187	7	prioritizing	prioritizing	NN
cord-229612-7xnredj7	187	8	which	which	WDT
cord-229612-7xnredj7	187	9	features	feature	VBZ
cord-229612-7xnredj7	187	10	to	to	TO
cord-229612-7xnredj7	187	11	look	look	VB
cord-229612-7xnredj7	187	12	at	at	IN
cord-229612-7xnredj7	187	13	for	for	IN
cord-229612-7xnredj7	187	14	each	each	DT
cord-229612-7xnredj7	187	15	decision	decision	NN
cord-229612-7xnredj7	187	16	step	step	NN
cord-229612-7xnredj7	187	17	.	.	.
cord-229612-7xnredj7	188	1	The	the	DT
cord-229612-7xnredj7	188	2	FC	FC	NNP
cord-229612-7xnredj7	188	3	handles	handle	VBZ
cord-229612-7xnredj7	188	4	the	the	DT
cord-229612-7xnredj7	188	5	learning	learn	VBG
cord-229612-7xnredj7	188	6	part	part	NN
cord-229612-7xnredj7	188	7	of	of	IN
cord-229612-7xnredj7	188	8	this	this	DT
cord-229612-7xnredj7	188	9	block	block	NN
cord-229612-7xnredj7	188	10	.	.	.
cord-229612-7xnredj7	189	1	TabNet	TabNet	NNP
cord-229612-7xnredj7	189	2	uses	use	VBZ
cord-229612-7xnredj7	189	3	the	the	DT
cord-229612-7xnredj7	189	4	Sparsemax	Sparsemax	NNP
cord-229612-7xnredj7	189	5	,	,	,
cord-229612-7xnredj7	189	6	Martins	Martins	NNPS
cord-229612-7xnredj7	189	7	and	and	CC
cord-229612-7xnredj7	189	8	Astudillo	Astudillo	NNP
cord-229612-7xnredj7	189	9	(	(	-LRB-
cord-229612-7xnredj7	189	10	2016	2016	CD
cord-229612-7xnredj7	189	11	)	)	-RRB-
cord-229612-7xnredj7	189	12	an	an	DT
cord-229612-7xnredj7	189	13	alternative	alternative	NN
cord-229612-7xnredj7	189	14	of	of	IN
cord-229612-7xnredj7	189	15	softmax	softmax	NN
cord-229612-7xnredj7	189	16	function	function	NN
cord-229612-7xnredj7	189	17	for	for	IN
cord-229612-7xnredj7	189	18	soft	soft	JJ
cord-229612-7xnredj7	189	19	feature	feature	NN
cord-229612-7xnredj7	189	20	selection	selection	NN
cord-229612-7xnredj7	189	21	.	.	.
cord-229612-7xnredj7	190	1	Sparsemax	Sparsemax	NNP
cord-229612-7xnredj7	190	2	activation	activation	NN
cord-229612-7xnredj7	190	3	function	function	NN
cord-229612-7xnredj7	190	4	is	be	VBZ
cord-229612-7xnredj7	190	5	differentiable	differentiable	JJ
cord-229612-7xnredj7	190	6	and	and	CC
cord-229612-7xnredj7	190	7	has	have	VBZ
cord-229612-7xnredj7	190	8	forward	forward	RB
cord-229612-7xnredj7	190	9	and	and	CC
cord-229612-7xnredj7	190	10	backward	backward	JJ
cord-229612-7xnredj7	190	11	propagation	propagation	NN
cord-229612-7xnredj7	190	12	.	.	.
cord-229612-7xnredj7	191	1	Due	due	IN
cord-229612-7xnredj7	191	2	to	to	IN
cord-229612-7xnredj7	191	3	projection	projection	NN
cord-229612-7xnredj7	191	4	and	and	CC
cord-229612-7xnredj7	191	5	thresholding	thresholding	NN
cord-229612-7xnredj7	191	6	,	,	,
cord-229612-7xnredj7	191	7	sparsemax	sparsemax	NNP
cord-229612-7xnredj7	191	8	process	process	VBP
cord-229612-7xnredj7	191	9	sparse	sparse	JJ
cord-229612-7xnredj7	191	10	probabilities	probability	NNS
cord-229612-7xnredj7	191	11	lead	lead	VBP
cord-229612-7xnredj7	191	12	to	to	IN
cord-229612-7xnredj7	191	13	a	a	DT
cord-229612-7xnredj7	191	14	selective	selective	JJ
cord-229612-7xnredj7	191	15	and	and	CC
cord-229612-7xnredj7	191	16	more	more	RBR
cord-229612-7xnredj7	191	17	compact	compact	JJ
cord-229612-7xnredj7	191	18	attention	attention	NN
cord-229612-7xnredj7	191	19	focus	focus	NN
cord-229612-7xnredj7	191	20	on	on	IN
cord-229612-7xnredj7	191	21	symptoms	symptom	NNS
cord-229612-7xnredj7	191	22	features	feature	VBZ
cord-229612-7xnredj7	191	23	.	.	.
cord-229612-7xnredj7	191	24	 	 	_SP
cord-229612-7xnredj7	192	1	All	all	PDT
cord-229612-7xnredj7	192	2	the	the	DT
cord-229612-7xnredj7	192	3	COVID-19	COVID-19	NNP
cord-229612-7xnredj7	192	4	data	datum	NNS
cord-229612-7xnredj7	192	5	utilized	utilize	VBN
cord-229612-7xnredj7	192	6	in	in	IN
cord-229612-7xnredj7	192	7	this	this	DT
cord-229612-7xnredj7	192	8	study	study	NN
cord-229612-7xnredj7	192	9	were	be	VBD
cord-229612-7xnredj7	192	10	obtained	obtain	VBN
cord-229612-7xnredj7	192	11	from	from	IN
cord-229612-7xnredj7	192	12	200	200	CD
cord-229612-7xnredj7	192	13	subjects	subject	NNS
cord-229612-7xnredj7	192	14	in	in	IN
cord-229612-7xnredj7	192	15	a	a	DT
cord-229612-7xnredj7	192	16	Dr.	Dr.	NNP
cord-229612-7xnredj7	192	17	Ram	Ram	NNP
cord-229612-7xnredj7	192	18	Manohar	Manohar	NNP
cord-229612-7xnredj7	192	19	Lohia	Lohia	NNP
cord-229612-7xnredj7	192	20	Hospital	Hospital	NNP
cord-229612-7xnredj7	192	21	,	,	,
cord-229612-7xnredj7	192	22	New	New	NNP
cord-229612-7xnredj7	192	23	Delhi	Delhi	NNP
cord-229612-7xnredj7	192	24	,	,	,
cord-229612-7xnredj7	192	25	India	India	NNP
cord-229612-7xnredj7	192	26	.	.	.
cord-229612-7xnredj7	193	1	Out	out	IN
cord-229612-7xnredj7	193	2	of	of	IN
cord-229612-7xnredj7	193	3	100	100	CD
cord-229612-7xnredj7	193	4	were	be	VBD
cord-229612-7xnredj7	193	5	confirmed	confirm	VBN
cord-229612-7xnredj7	193	6	positive	positive	JJ
cord-229612-7xnredj7	193	7	from	from	IN
cord-229612-7xnredj7	193	8	COVID-19	covid-19	JJ
cord-229612-7xnredj7	193	9	reverse	reverse	JJ
cord-229612-7xnredj7	193	10	transcription	transcription	NN
cord-229612-7xnredj7	193	11	-	-	HYPH
cord-229612-7xnredj7	193	12	polymerase	polymerase	NN
cord-229612-7xnredj7	193	13	chain	chain	NN
cord-229612-7xnredj7	193	14	reaction	reaction	NN
cord-229612-7xnredj7	193	15	(	(	-LRB-
cord-229612-7xnredj7	193	16	RT	RT	NNP
cord-229612-7xnredj7	193	17	-	-	HYPH
cord-229612-7xnredj7	193	18	PCR	PCR	NNP
cord-229612-7xnredj7	193	19	)	)	-RRB-
cord-229612-7xnredj7	193	20	results	result	NNS
cord-229612-7xnredj7	193	21	.	.	.
cord-229612-7xnredj7	194	1	The	the	DT
cord-229612-7xnredj7	194	2	Clinical	Clinical	NNP
cord-229612-7xnredj7	194	3	Trials	Trials	NNPS
cord-229612-7xnredj7	194	4	Registry	Registry	NNP
cord-229612-7xnredj7	194	5	-	-	HYPH
cord-229612-7xnredj7	194	6	India	India	NNP
cord-229612-7xnredj7	194	7	(	(	-LRB-
cord-229612-7xnredj7	194	8	CTRI	CTRI	NNP
cord-229612-7xnredj7	194	9	)	)	-RRB-
cord-229612-7xnredj7	194	10	had	have	VBD
cord-229612-7xnredj7	194	11	approved	approve	VBN
cord-229612-7xnredj7	194	12	the	the	DT
cord-229612-7xnredj7	194	13	study	study	NN
cord-229612-7xnredj7	194	14	protocols	protocol	NNS
cord-229612-7xnredj7	194	15	and	and	CC
cord-229612-7xnredj7	194	16	the	the	DT
cord-229612-7xnredj7	194	17	patient	patient	JJ
cord-229612-7xnredj7	194	18	recruitment	recruitment	NN
cord-229612-7xnredj7	194	19	procedure	procedure	NN
cord-229612-7xnredj7	194	20	.	.	.
cord-229612-7xnredj7	195	1	After	after	IN
cord-229612-7xnredj7	195	2	data	datum	NNS
cord-229612-7xnredj7	195	3	preprocessing	preprocessing	NN
cord-229612-7xnredj7	195	4	and	and	CC
cord-229612-7xnredj7	195	5	Out	out	IN
cord-229612-7xnredj7	195	6	of	of	IN
cord-229612-7xnredj7	195	7	200	200	CD
cord-229612-7xnredj7	195	8	samples	sample	NNS
cord-229612-7xnredj7	195	9	,	,	,
cord-229612-7xnredj7	195	10	50	50	CD
cord-229612-7xnredj7	195	11	samples	sample	NNS
cord-229612-7xnredj7	195	12	were	be	VBD
cord-229612-7xnredj7	195	13	discarded	discard	VBN
cord-229612-7xnredj7	195	14	due	due	IN
cord-229612-7xnredj7	195	15	to	to	IN
cord-229612-7xnredj7	195	16	low	low	JJ
cord-229612-7xnredj7	195	17	data	data	NN
cord-229612-7xnredj7	195	18	quality	quality	NN
cord-229612-7xnredj7	195	19	.	.	.
cord-229612-7xnredj7	196	1	Aside	aside	RB
cord-229612-7xnredj7	196	2	from	from	IN
cord-229612-7xnredj7	196	3	COVID-19	covid-19	JJ
cord-229612-7xnredj7	196	4	and	and	CC
cord-229612-7xnredj7	196	5	healthy	healthy	JJ
cord-229612-7xnredj7	196	6	data	datum	NNS
cord-229612-7xnredj7	196	7	,	,	,
cord-229612-7xnredj7	196	8	We	-PRON-	PRP
cord-229612-7xnredj7	196	9	also	also	RB
cord-229612-7xnredj7	196	10	collected	collect	VBD
cord-229612-7xnredj7	196	11	Bronchitis	Bronchitis	NNP
cord-229612-7xnredj7	196	12	and	and	CC
cord-229612-7xnredj7	196	13	Asthma	Asthma	NNP
cord-229612-7xnredj7	196	14	cough	cough	NN
cord-229612-7xnredj7	196	15	from	from	IN
cord-229612-7xnredj7	196	16	different	different	JJ
cord-229612-7xnredj7	196	17	online	online	NN
cord-229612-7xnredj7	196	18	and	and	CC
cord-229612-7xnredj7	196	19	offline	offline	JJ
cord-229612-7xnredj7	196	20	sources	source	NNS
cord-229612-7xnredj7	196	21	.	.	.
cord-229612-7xnredj7	197	1	The	the	DT
cord-229612-7xnredj7	197	2	data	datum	NNS
cord-229612-7xnredj7	197	3	collection	collection	NN
cord-229612-7xnredj7	197	4	person	person	NN
cord-229612-7xnredj7	197	5	followed	follow	VBD
cord-229612-7xnredj7	197	6	all	all	PDT
cord-229612-7xnredj7	197	7	the	the	DT
cord-229612-7xnredj7	197	8	clinical	clinical	JJ
cord-229612-7xnredj7	197	9	safety	safety	NN
cord-229612-7xnredj7	197	10	measures	measure	NNS
cord-229612-7xnredj7	197	11	and	and	CC
cord-229612-7xnredj7	197	12	inclusion	inclusion	NN
cord-229612-7xnredj7	197	13	-	-	HYPH
cord-229612-7xnredj7	197	14	exclusion	exclusion	NN
cord-229612-7xnredj7	197	15	criteria	criterion	NNS
cord-229612-7xnredj7	197	16	and	and	CC
cord-229612-7xnredj7	197	17	the	the	DT
cord-229612-7xnredj7	197	18	cough	cough	NN
cord-229612-7xnredj7	197	19	sounds	sound	VBZ
cord-229612-7xnredj7	197	20	,	,	,
cord-229612-7xnredj7	197	21	breathing	breathing	NN
cord-229612-7xnredj7	197	22	sounds	sound	NNS
cord-229612-7xnredj7	197	23	,	,	,
cord-229612-7xnredj7	197	24	counting	count	VBG
cord-229612-7xnredj7	197	25	1	1	CD
cord-229612-7xnredj7	197	26	to	to	IN
cord-229612-7xnredj7	197	27	10	10	CD
cord-229612-7xnredj7	197	28	(	(	-LRB-
cord-229612-7xnredj7	197	29	natural	natural	JJ
cord-229612-7xnredj7	197	30	voice	voice	NN
cord-229612-7xnredj7	197	31	samples	sample	NNS
cord-229612-7xnredj7	197	32	)	)	-RRB-
cord-229612-7xnredj7	197	33	,	,	,
cord-229612-7xnredj7	197	34	sustained	sustained	JJ
cord-229612-7xnredj7	197	35	phonation	phonation	NN
cord-229612-7xnredj7	197	36	of	of	IN
cord-229612-7xnredj7	197	37	'	'	''
cord-229612-7xnredj7	197	38	a	a	DT
cord-229612-7xnredj7	197	39	,	,	,
cord-229612-7xnredj7	197	40	'	'	''
cord-229612-7xnredj7	197	41	'	'	''
cord-229612-7xnredj7	197	42	e	e	NN
cord-229612-7xnredj7	197	43	,	,	,
cord-229612-7xnredj7	197	44	'	'	''
cord-229612-7xnredj7	197	45	'	'	``
cord-229612-7xnredj7	197	46	o	o	NN
cord-229612-7xnredj7	197	47	'	'	''
cord-229612-7xnredj7	197	48	vowel	vowel	NN
cord-229612-7xnredj7	197	49	,	,	,
cord-229612-7xnredj7	197	50	demographic	demographic	JJ
cord-229612-7xnredj7	197	51	,	,	,
cord-229612-7xnredj7	197	52	symptoms	symptom	NNS
cord-229612-7xnredj7	197	53	data	datum	NNS
cord-229612-7xnredj7	197	54	such	such	JJ
cord-229612-7xnredj7	197	55	as	as	IN
cord-229612-7xnredj7	197	56	fever	fever	NN
cord-229612-7xnredj7	197	57	,	,	,
cord-229612-7xnredj7	197	58	headache	headache	NN
cord-229612-7xnredj7	197	59	,	,	,
cord-229612-7xnredj7	197	60	sore	sore	JJ
cord-229612-7xnredj7	197	61	Thorat	Thorat	NNP
cord-229612-7xnredj7	197	62	,	,	,
cord-229612-7xnredj7	197	63	or	or	CC
cord-229612-7xnredj7	197	64	any	any	DT
cord-229612-7xnredj7	197	65	other	other	JJ
cord-229612-7xnredj7	197	66	medical	medical	JJ
cord-229612-7xnredj7	197	67	conditions	condition	NNS
cord-229612-7xnredj7	197	68	were	be	VBD
cord-229612-7xnredj7	197	69	also	also	RB
cord-229612-7xnredj7	197	70	collected	collect	VBN
cord-229612-7xnredj7	197	71	at	at	IN
cord-229612-7xnredj7	197	72	the	the	DT
cord-229612-7xnredj7	197	73	same	same	JJ
cord-229612-7xnredj7	197	74	time	time	NN
cord-229612-7xnredj7	197	75	.	.	.
cord-229612-7xnredj7	198	1	The	the	DT
cord-229612-7xnredj7	198	2	average	average	JJ
cord-229612-7xnredj7	198	3	interaction	interaction	NN
cord-229612-7xnredj7	198	4	time	time	NN
cord-229612-7xnredj7	198	5	with	with	IN
cord-229612-7xnredj7	198	6	the	the	DT
cord-229612-7xnredj7	198	7	subject	subject	NN
cord-229612-7xnredj7	198	8	was	be	VBD
cord-229612-7xnredj7	198	9	10	10	CD
cord-229612-7xnredj7	198	10	-	-	SYM
cord-229612-7xnredj7	198	11	12	12	CD
cord-229612-7xnredj7	198	12	mins	min	NNS
cord-229612-7xnredj7	198	13	.	.	.
cord-229612-7xnredj7	199	1	Artificial	artificial	JJ
cord-229612-7xnredj7	199	2	intelligence	intelligence	NN
cord-229612-7xnredj7	199	3	with	with	IN
cord-229612-7xnredj7	199	4	multi	multi	JJ
cord-229612-7xnredj7	199	5	-	-	JJ
cord-229612-7xnredj7	199	6	functional	functional	JJ
cord-229612-7xnredj7	199	7	machine	machine	NN
cord-229612-7xnredj7	199	8	learning	learn	VBG
cord-229612-7xnredj7	199	9	platform	platform	NN
cord-229612-7xnredj7	199	10	development	development	NN
cord-229612-7xnredj7	199	11	for	for	IN
cord-229612-7xnredj7	199	12	better	well	JJR
cord-229612-7xnredj7	199	13	healthcare	healthcare	NN
cord-229612-7xnredj7	199	14	and	and	CC
cord-229612-7xnredj7	199	15	precision	precision	NN
cord-229612-7xnredj7	199	16	medicine	medicine	NN
cord-229612-7xnredj7	199	17	Covid-19	Covid-19	NNP
cord-229612-7xnredj7	199	18	:	:	:
cord-229612-7xnredj7	199	19	automatic	automatic	JJ
cord-229612-7xnredj7	199	20	detection	detection	NN
cord-229612-7xnredj7	199	21	from	from	IN
cord-229612-7xnredj7	199	22	x	x	NN
cord-229612-7xnredj7	199	23	-	-	NN
cord-229612-7xnredj7	199	24	ray	ray	NN
cord-229612-7xnredj7	199	25	images	image	NNS
cord-229612-7xnredj7	199	26	utilizing	utilize	VBG
cord-229612-7xnredj7	199	27	transfer	transfer	NN
cord-229612-7xnredj7	199	28	learning	learn	VBG
cord-229612-7xnredj7	199	29	with	with	IN
cord-229612-7xnredj7	199	30	convolutional	convolutional	JJ
cord-229612-7xnredj7	199	31	neural	neural	JJ
cord-229612-7xnredj7	199	32	networks	network	NNS
cord-229612-7xnredj7	199	33	Tabnet	Tabnet	NNP
cord-229612-7xnredj7	199	34	:	:	:
cord-229612-7xnredj7	200	1	Attentive	attentive	JJ
cord-229612-7xnredj7	200	2	interpretable	interpretable	JJ
cord-229612-7xnredj7	200	3	tabular	tabular	JJ
cord-229612-7xnredj7	200	4	learning	learn	VBG
cord-229612-7xnredj7	200	5	Exploring	explore	VBG
cord-229612-7xnredj7	200	6	automatic	automatic	JJ
cord-229612-7xnredj7	200	7	diagnosis	diagnosis	NN
cord-229612-7xnredj7	200	8	of	of	IN
cord-229612-7xnredj7	200	9	covid-19	covid-19	NNP
cord-229612-7xnredj7	200	10	from	from	IN
cord-229612-7xnredj7	200	11	crowdsourced	crowdsourced	JJ
cord-229612-7xnredj7	200	12	respiratory	respiratory	JJ
cord-229612-7xnredj7	200	13	sound	sound	NN
cord-229612-7xnredj7	200	14	data	datum	NNS
cord-229612-7xnredj7	200	15	On	on	IN
cord-229612-7xnredj7	200	16	the	the	DT
cord-229612-7xnredj7	200	17	limits	limit	NNS
cord-229612-7xnredj7	200	18	of	of	IN
cord-229612-7xnredj7	200	19	cross	cross	JJ
cord-229612-7xnredj7	200	20	-	-	NN
cord-229612-7xnredj7	200	21	domain	domain	JJ
cord-229612-7xnredj7	200	22	generalization	generalization	NN
cord-229612-7xnredj7	200	23	in	in	IN
cord-229612-7xnredj7	200	24	automated	automate	VBN
cord-229612-7xnredj7	200	25	x	x	NN
cord-229612-7xnredj7	200	26	-	-	NN
cord-229612-7xnredj7	200	27	ray	ray	JJ
cord-229612-7xnredj7	200	28	prediction	prediction	NN
cord-229612-7xnredj7	200	29	Language	language	NN
cord-229612-7xnredj7	200	30	modeling	model	VBG
cord-229612-7xnredj7	200	31	with	with	IN
cord-229612-7xnredj7	200	32	gated	gated	JJ
cord-229612-7xnredj7	200	33	convolutional	convolutional	NN
cord-229612-7xnredj7	200	34	networks	network	NNS
cord-229612-7xnredj7	201	1	An	an	DT
cord-229612-7xnredj7	201	2	overview	overview	NN
cord-229612-7xnredj7	201	3	on	on	IN
cord-229612-7xnredj7	201	4	audio	audio	NN
cord-229612-7xnredj7	201	5	,	,	,
cord-229612-7xnredj7	201	6	signal	signal	NN
cord-229612-7xnredj7	201	7	,	,	,
cord-229612-7xnredj7	201	8	speech	speech	NN
cord-229612-7xnredj7	201	9	,	,	,
cord-229612-7xnredj7	201	10	&	&	CC
cord-229612-7xnredj7	201	11	language	language	NN
cord-229612-7xnredj7	201	12	processing	processing	NN
cord-229612-7xnredj7	201	13	for	for	IN
cord-229612-7xnredj7	201	14	covid-19	covid-19	NNP
cord-229612-7xnredj7	201	15	Bin	Bin	NNP
cord-229612-7xnredj7	201	16	Zheng	Zheng	NNP
cord-229612-7xnredj7	201	17	,	,	,
cord-229612-7xnredj7	201	18	and	and	CC
cord-229612-7xnredj7	201	19	Yuchen	Yuchen	NNP
cord-229612-7xnredj7	201	20	Qiu	Qiu	NNP
cord-229612-7xnredj7	201	21	.	.	.
cord-229612-7xnredj7	202	1	Classification	classification	NN
cord-229612-7xnredj7	202	2	of	of	IN
cord-229612-7xnredj7	202	3	tumor	tumor	NN
cord-229612-7xnredj7	202	4	epithelium	epithelium	NN
cord-229612-7xnredj7	202	5	and	and	CC
cord-229612-7xnredj7	202	6	stroma	stroma	NN
cord-229612-7xnredj7	202	7	by	by	IN
cord-229612-7xnredj7	202	8	exploiting	exploit	VBG
cord-229612-7xnredj7	202	9	image	image	NN
cord-229612-7xnredj7	202	10	features	feature	NNS
cord-229612-7xnredj7	202	11	learned	learn	VBN
cord-229612-7xnredj7	202	12	by	by	IN
cord-229612-7xnredj7	202	13	deep	deep	JJ
cord-229612-7xnredj7	202	14	convolutional	convolutional	NN
cord-229612-7xnredj7	202	15	neural	neural	JJ
cord-229612-7xnredj7	202	16	networks	network	NNS
cord-229612-7xnredj7	202	17	Real	real	JJ
cord-229612-7xnredj7	202	18	-	-	HYPH
cord-229612-7xnredj7	202	19	time	time	NN
cord-229612-7xnredj7	202	20	reverse	reverse	NN
cord-229612-7xnredj7	202	21	transcription	transcription	NN
cord-229612-7xnredj7	202	22	-	-	HYPH
cord-229612-7xnredj7	202	23	polymerase	polymerase	NN
cord-229612-7xnredj7	202	24	chain	chain	NN
cord-229612-7xnredj7	202	25	reaction	reaction	NN
cord-229612-7xnredj7	202	26	assay	assay	NN
cord-229612-7xnredj7	202	27	for	for	IN
cord-229612-7xnredj7	202	28	sars	sars	NNP
cord-229612-7xnredj7	202	29	-	-	HYPH
cord-229612-7xnredj7	202	30	associated	associate	VBN
cord-229612-7xnredj7	202	31	coronavirus	coronavirus	NN
cord-229612-7xnredj7	203	1	The	the	DT
cord-229612-7xnredj7	203	2	remote	remote	JJ
cord-229612-7xnredj7	203	3	analysis	analysis	NN
cord-229612-7xnredj7	203	4	of	of	IN
cord-229612-7xnredj7	203	5	breath	breath	NN
cord-229612-7xnredj7	203	6	sound	sound	NN
cord-229612-7xnredj7	203	7	in	in	IN
cord-229612-7xnredj7	203	8	covid-19	covid-19	CD
cord-229612-7xnredj7	203	9	patients	patient	NNS
cord-229612-7xnredj7	203	10	:	:	:
cord-229612-7xnredj7	204	1	A	a	DT
cord-229612-7xnredj7	204	2	series	series	NN
cord-229612-7xnredj7	204	3	of	of	IN
cord-229612-7xnredj7	204	4	clinical	clinical	JJ
cord-229612-7xnredj7	204	5	cases	case	NNS
cord-229612-7xnredj7	204	6	Classification	Classification	NNP
cord-229612-7xnredj7	204	7	of	of	IN
cord-229612-7xnredj7	204	8	asthmatic	asthmatic	JJ
cord-229612-7xnredj7	204	9	breath	breath	NN
cord-229612-7xnredj7	204	10	sounds	sound	NNS
cord-229612-7xnredj7	204	11	by	by	IN
cord-229612-7xnredj7	204	12	using	use	VBG
cord-229612-7xnredj7	204	13	wavelet	wavelet	NN
cord-229612-7xnredj7	204	14	transforms	transform	NNS
cord-229612-7xnredj7	204	15	and	and	CC
cord-229612-7xnredj7	204	16	neural	neural	JJ
cord-229612-7xnredj7	204	17	networks	network	NNS
cord-229612-7xnredj7	204	18	Prediction	Prediction	NNP
cord-229612-7xnredj7	204	19	of	of	IN
cord-229612-7xnredj7	204	20	breast	breast	NN
cord-229612-7xnredj7	204	21	cancer	cancer	NN
cord-229612-7xnredj7	204	22	risk	risk	NN
cord-229612-7xnredj7	204	23	using	use	VBG
cord-229612-7xnredj7	204	24	a	a	DT
cord-229612-7xnredj7	204	25	machine	machine	NN
cord-229612-7xnredj7	204	26	learning	learning	NN
cord-229612-7xnredj7	204	27	approach	approach	NN
cord-229612-7xnredj7	204	28	embedded	embed	VBN
cord-229612-7xnredj7	204	29	with	with	IN
cord-229612-7xnredj7	204	30	a	a	DT
cord-229612-7xnredj7	204	31	locality	locality	NN
cord-229612-7xnredj7	204	32	preserving	preserve	VBG
cord-229612-7xnredj7	204	33	projection	projection	NN
cord-229612-7xnredj7	204	34	algorithm	algorithm	NN
cord-229612-7xnredj7	204	35	Development	development	NN
cord-229612-7xnredj7	204	36	and	and	CC
cord-229612-7xnredj7	204	37	assessment	assessment	NN
cord-229612-7xnredj7	204	38	of	of	IN
cord-229612-7xnredj7	204	39	a	a	DT
cord-229612-7xnredj7	204	40	new	new	JJ
cord-229612-7xnredj7	204	41	global	global	JJ
cord-229612-7xnredj7	204	42	mammographic	mammographic	JJ
cord-229612-7xnredj7	204	43	image	image	NN
cord-229612-7xnredj7	204	44	feature	feature	NN
cord-229612-7xnredj7	204	45	analysis	analysis	NN
cord-229612-7xnredj7	204	46	scheme	scheme	NN
cord-229612-7xnredj7	204	47	to	to	TO
cord-229612-7xnredj7	204	48	predict	predict	VB
cord-229612-7xnredj7	204	49	likelihood	likelihood	NN
cord-229612-7xnredj7	204	50	of	of	IN
cord-229612-7xnredj7	204	51	malignant	malignant	JJ
cord-229612-7xnredj7	204	52	cases	case	NNS
cord-229612-7xnredj7	204	53	Train	train	VB
cord-229612-7xnredj7	204	54	longer	long	RBR
cord-229612-7xnredj7	204	55	,	,	,
cord-229612-7xnredj7	204	56	generalize	generalize	VB
cord-229612-7xnredj7	204	57	better	well	RBR
cord-229612-7xnredj7	204	58	:	:	:
cord-229612-7xnredj7	204	59	closing	close	VBG
cord-229612-7xnredj7	204	60	the	the	DT
cord-229612-7xnredj7	204	61	generalization	generalization	NN
cord-229612-7xnredj7	204	62	gap	gap	NN
cord-229612-7xnredj7	204	63	in	in	IN
cord-229612-7xnredj7	204	64	large	large	JJ
cord-229612-7xnredj7	204	65	batch	batch	NN
cord-229612-7xnredj7	204	66	training	training	NN
cord-229612-7xnredj7	204	67	of	of	IN
cord-229612-7xnredj7	204	68	neural	neural	JJ
cord-229612-7xnredj7	204	69	networks	network	NNS
cord-229612-7xnredj7	204	70	Ai4covid-19	ai4covid-19	XX
cord-229612-7xnredj7	204	71	:	:	:
cord-229612-7xnredj7	204	72	Ai	Ai	NNP
cord-229612-7xnredj7	204	73	enabled	enable	VBD
cord-229612-7xnredj7	204	74	preliminary	preliminary	JJ
cord-229612-7xnredj7	204	75	diagnosis	diagnosis	NN
cord-229612-7xnredj7	204	76	for	for	IN
cord-229612-7xnredj7	204	77	covid-19	covid-19	NNP
cord-229612-7xnredj7	204	78	from	from	IN
cord-229612-7xnredj7	204	79	cough	cough	NN
cord-229612-7xnredj7	204	80	samples	sample	NNS
cord-229612-7xnredj7	204	81	via	via	IN
cord-229612-7xnredj7	204	82	an	an	DT
cord-229612-7xnredj7	204	83	app	app	JJ
cord-229612-7xnredj7	204	84	Wavelet	wavelet	JJ
cord-229612-7xnredj7	204	85	analysis	analysis	NN
cord-229612-7xnredj7	204	86	of	of	IN
cord-229612-7xnredj7	204	87	voluntary	voluntary	JJ
cord-229612-7xnredj7	204	88	cough	cough	NN
cord-229612-7xnredj7	204	89	sound	sound	NN
cord-229612-7xnredj7	204	90	in	in	IN
cord-229612-7xnredj7	204	91	patients	patient	NNS
cord-229612-7xnredj7	204	92	with	with	IN
cord-229612-7xnredj7	204	93	respiratory	respiratory	JJ
cord-229612-7xnredj7	204	94	diseases	disease	NNS
cord-229612-7xnredj7	204	95	Using	use	VBG
cord-229612-7xnredj7	204	96	artificial	artificial	JJ
cord-229612-7xnredj7	204	97	intelligence	intelligence	NN
cord-229612-7xnredj7	204	98	to	to	TO
cord-229612-7xnredj7	204	99	detect	detect	VB
cord-229612-7xnredj7	204	100	covid-19	covid-19	CD
cord-229612-7xnredj7	204	101	and	and	CC
cord-229612-7xnredj7	204	102	community	community	NN
cord-229612-7xnredj7	204	103	-	-	HYPH
cord-229612-7xnredj7	204	104	acquired	acquire	VBN
cord-229612-7xnredj7	204	105	pneumonia	pneumonia	NN
cord-229612-7xnredj7	204	106	based	base	VBN
cord-229612-7xnredj7	204	107	on	on	IN
cord-229612-7xnredj7	204	108	pulmonary	pulmonary	NNP
cord-229612-7xnredj7	204	109	ct	ct	NNP
cord-229612-7xnredj7	204	110	:	:	:
cord-229612-7xnredj7	204	111	Evaluation	Evaluation	NNP
cord-229612-7xnredj7	204	112	of	of	IN
cord-229612-7xnredj7	204	113	the	the	DT
cord-229612-7xnredj7	204	114	diagnostic	diagnostic	JJ
cord-229612-7xnredj7	204	115	accuracy	accuracy	NN
cord-229612-7xnredj7	204	116	Martins	Martins	NNP
cord-229612-7xnredj7	204	117	and	and	CC
cord-229612-7xnredj7	204	118	Ramón	Ramón	NNP
cord-229612-7xnredj7	204	119	Fernandez	Fernandez	NNP
cord-229612-7xnredj7	204	120	Astudillo	Astudillo	NNP
cord-229612-7xnredj7	204	121	.	.	.
cord-229612-7xnredj7	205	1	From	from	IN
cord-229612-7xnredj7	205	2	softmax	softmax	NNP
cord-229612-7xnredj7	205	3	to	to	IN
cord-229612-7xnredj7	205	4	sparsemax	sparsemax	NNP
cord-229612-7xnredj7	205	5	:	:	:
cord-229612-7xnredj7	205	6	A	a	DT
cord-229612-7xnredj7	205	7	sparse	sparse	JJ
cord-229612-7xnredj7	205	8	model	model	NN
cord-229612-7xnredj7	205	9	of	of	IN
cord-229612-7xnredj7	205	10	attention	attention	NN
cord-229612-7xnredj7	205	11	and	and	CC
cord-229612-7xnredj7	205	12	multi	multi	JJ
cord-229612-7xnredj7	205	13	-	-	JJ
cord-229612-7xnredj7	205	14	label	label	JJ
cord-229612-7xnredj7	205	15	classification	classification	NN
cord-229612-7xnredj7	205	16	Automatic	automatic	JJ
cord-229612-7xnredj7	205	17	detection	detection	NN
cord-229612-7xnredj7	205	18	of	of	IN
cord-229612-7xnredj7	205	19	coronavirus	coronavirus	NN
cord-229612-7xnredj7	205	20	disease	disease	NN
cord-229612-7xnredj7	205	21	(	(	-LRB-
cord-229612-7xnredj7	205	22	covid-19	covid-19	NNP
cord-229612-7xnredj7	205	23	)	)	-RRB-
cord-229612-7xnredj7	205	24	using	use	VBG
cord-229612-7xnredj7	205	25	x	x	NN
cord-229612-7xnredj7	205	26	-	-	NN
cord-229612-7xnredj7	205	27	ray	ray	NN
cord-229612-7xnredj7	205	28	images	image	NNS
cord-229612-7xnredj7	205	29	and	and	CC
cord-229612-7xnredj7	205	30	deep	deep	JJ
cord-229612-7xnredj7	205	31	convolutional	convolutional	NN
cord-229612-7xnredj7	205	32	neural	neural	JJ
cord-229612-7xnredj7	205	33	networks	network	NNS
cord-229612-7xnredj7	206	1	The	the	DT
cord-229612-7xnredj7	206	2	coughvid	coughvid	NNP
cord-229612-7xnredj7	206	3	crowdsourcing	crowdsourcing	NN
cord-229612-7xnredj7	206	4	dataset	dataset	NN
cord-229612-7xnredj7	206	5	:	:	:
cord-229612-7xnredj7	206	6	A	a	DT
cord-229612-7xnredj7	206	7	corpus	corpus	NN
cord-229612-7xnredj7	206	8	for	for	IN
cord-229612-7xnredj7	206	9	the	the	DT
cord-229612-7xnredj7	206	10	study	study	NN
cord-229612-7xnredj7	206	11	of	of	IN
cord-229612-7xnredj7	206	12	large	large	JJ
cord-229612-7xnredj7	206	13	-	-	HYPH
cord-229612-7xnredj7	206	14	scale	scale	NN
cord-229612-7xnredj7	206	15	cough	cough	NN
cord-229612-7xnredj7	206	16	analysis	analysis	NN
cord-229612-7xnredj7	206	17	algorithms	algorithm	NNS
cord-229612-7xnredj7	206	18	.	.	.
cord-229612-7xnredj7	207	1	ArXiv	ArXiv	NNP
cord-229612-7xnredj7	207	2	,	,	,
cord-229612-7xnredj7	207	3	abs	abs	NN
cord-229612-7xnredj7	207	4	Detecting	detect	VBG
cord-229612-7xnredj7	207	5	paroxysmal	paroxysmal	JJ
cord-229612-7xnredj7	207	6	coughing	coughing	NN
cord-229612-7xnredj7	207	7	from	from	IN
cord-229612-7xnredj7	207	8	pertussis	pertussis	NN
cord-229612-7xnredj7	207	9	cases	case	NNS
cord-229612-7xnredj7	207	10	using	use	VBG
cord-229612-7xnredj7	207	11	voice	voice	NN
cord-229612-7xnredj7	207	12	recognition	recognition	NN
cord-229612-7xnredj7	207	13	technology	technology	NN
cord-229612-7xnredj7	207	14	Covid-19	covid-19	NN
cord-229612-7xnredj7	207	15	identification	identification	NN
cord-229612-7xnredj7	207	16	in	in	IN
cord-229612-7xnredj7	207	17	chest	chest	NN
cord-229612-7xnredj7	208	1	x	x	LS
cord-229612-7xnredj7	208	2	-	-	NN
cord-229612-7xnredj7	208	3	ray	ray	JJ
cord-229612-7xnredj7	208	4	images	image	NNS
cord-229612-7xnredj7	208	5	on	on	IN
cord-229612-7xnredj7	208	6	flat	flat	JJ
cord-229612-7xnredj7	208	7	and	and	CC
cord-229612-7xnredj7	208	8	hierarchical	hierarchical	JJ
cord-229612-7xnredj7	208	9	classification	classification	NN
cord-229612-7xnredj7	208	10	scenarios	scenario	NNS
cord-229612-7xnredj7	208	11	Artificial	artificial	JJ
cord-229612-7xnredj7	208	12	intelligence	intelligence	NN
cord-229612-7xnredj7	208	13	and	and	CC
cord-229612-7xnredj7	208	14	machine	machine	NN
cord-229612-7xnredj7	208	15	learning	learn	VBG
cord-229612-7xnredj7	208	16	in	in	IN
cord-229612-7xnredj7	208	17	clinical	clinical	JJ
cord-229612-7xnredj7	208	18	development	development	NN
cord-229612-7xnredj7	208	19	:	:	:
cord-229612-7xnredj7	208	20	a	a	DT
cord-229612-7xnredj7	208	21	translational	translational	JJ
cord-229612-7xnredj7	208	22	perspective	perspective	NN
cord-229612-7xnredj7	208	23	Coswara	Coswara	NNP
cord-229612-7xnredj7	209	1	-a	-a	:
cord-229612-7xnredj7	209	2	database	database	NN
cord-229612-7xnredj7	209	3	of	of	IN
cord-229612-7xnredj7	209	4	breathing	breathing	NN
cord-229612-7xnredj7	209	5	,	,	,
cord-229612-7xnredj7	209	6	cough	cough	NN
cord-229612-7xnredj7	209	7	,	,	,
cord-229612-7xnredj7	209	8	and	and	CC
cord-229612-7xnredj7	209	9	voice	voice	NN
cord-229612-7xnredj7	209	10	sounds	sound	NNS
cord-229612-7xnredj7	209	11	for	for	IN
cord-229612-7xnredj7	209	12	covid-19	covid-19	JJ
cord-229612-7xnredj7	209	13	diagnosis	diagnosis	NN
cord-229612-7xnredj7	209	14	Automated	automate	VBN
cord-229612-7xnredj7	209	15	algorithm	algorithm	NN
cord-229612-7xnredj7	209	16	for	for	IN
cord-229612-7xnredj7	209	17	wet	wet	JJ
cord-229612-7xnredj7	209	18	/	/	SYM
cord-229612-7xnredj7	209	19	dry	dry	JJ
cord-229612-7xnredj7	209	20	cough	cough	NN
cord-229612-7xnredj7	210	1	sounds	sound	VBZ
cord-229612-7xnredj7	210	2	classification	classification	NN
cord-229612-7xnredj7	210	3	Viral	viral	JJ
cord-229612-7xnredj7	210	4	pneumonia	pneumonia	NN
cord-229612-7xnredj7	210	5	screening	screen	VBG
cord-229612-7xnredj7	210	6	on	on	IN
cord-229612-7xnredj7	210	7	chest	chest	NN
cord-229612-7xnredj7	211	1	x	x	LS
cord-229612-7xnredj7	211	2	-	-	NN
cord-229612-7xnredj7	211	3	ray	ray	NN
cord-229612-7xnredj7	211	4	images	image	NNS
cord-229612-7xnredj7	211	5	using	use	VBG
cord-229612-7xnredj7	211	6	confidence	confidence	NN
cord-229612-7xnredj7	211	7	-	-	HYPH
cord-229612-7xnredj7	211	8	aware	aware	JJ
cord-229612-7xnredj7	211	9	anomaly	anomaly	NN
cord-229612-7xnredj7	211	10	detection	detection	NN