id	sid	tid	token	lemma	pos
sb397656v5t	1	1	a	a	DET
sb397656v5t	1	2	key	key	ADJ
sb397656v5t	1	3	component	component	NOUN
sb397656v5t	1	4	of	of	ADP
sb397656v5t	1	5	earthquake	earthquake	NOUN
sb397656v5t	1	6	early	early	ADJ
sb397656v5t	1	7	warning	warning	NOUN
sb397656v5t	1	8	systems	system	NOUN
sb397656v5t	1	9	is	be	AUX
sb397656v5t	1	10	the	the	DET
sb397656v5t	1	11	development	development	NOUN
sb397656v5t	1	12	of	of	ADP
sb397656v5t	1	13	an	an	DET
sb397656v5t	1	14	accurate	accurate	ADJ
sb397656v5t	1	15	and	and	CCONJ
sb397656v5t	1	16	robust	robust	ADJ
sb397656v5t	1	17	predictive	predictive	ADJ
sb397656v5t	1	18	model	model	NOUN
sb397656v5t	1	19	relating	relate	VERB
sb397656v5t	1	20	the	the	DET
sb397656v5t	1	21	recorded	record	VERB
sb397656v5t	1	22	waveform	waveform	NOUN
sb397656v5t	1	23	to	to	ADP
sb397656v5t	1	24	seismicity	seismicity	NOUN
sb397656v5t	1	25	and/or	and/or	CCONJ
sb397656v5t	1	26	ground	ground	NOUN
sb397656v5t	1	27	shaking	shake	VERB
sb397656v5t	1	28	characteristics	characteristic	NOUN
sb397656v5t	1	29	.	.	PUNCT
sb397656v5t	2	1	this	this	PRON
sb397656v5t	2	2	has	have	AUX
sb397656v5t	2	3	been	be	AUX
sb397656v5t	2	4	traditionally	traditionally	ADV
sb397656v5t	2	5	established	establish	VERB
sb397656v5t	2	6	by	by	ADP
sb397656v5t	2	7	adopting	adopt	VERB
sb397656v5t	2	8	deterministic	deterministic	ADJ
sb397656v5t	2	9	calibration	calibration	NOUN
sb397656v5t	2	10	methods	method	NOUN
sb397656v5t	2	11	and	and	CCONJ
sb397656v5t	2	12	aggregating	aggregate	VERB
sb397656v5t	2	13	or	or	CCONJ
sb397656v5t	2	14	even	even	ADV
sb397656v5t	2	15	binning	bin	VERB
sb397656v5t	2	16	the	the	DET
sb397656v5t	2	17	available	available	ADJ
sb397656v5t	2	18	data	datum	NOUN
sb397656v5t	2	19	within	within	ADP
sb397656v5t	2	20	a	a	DET
sb397656v5t	2	21	region	region	NOUN
sb397656v5t	2	22	.	.	PUNCT
sb397656v5t	3	1	unfortunately	unfortunately	ADV
sb397656v5t	3	2	,	,	PUNCT
sb397656v5t	3	3	these	these	DET
sb397656v5t	3	4	practices	practice	NOUN
sb397656v5t	3	5	ignore	ignore	VERB
sb397656v5t	3	6	the	the	DET
sb397656v5t	3	7	fact	fact	NOUN
sb397656v5t	3	8	that	that	SCONJ
sb397656v5t	3	9	the	the	DET
sb397656v5t	3	10	use	use	NOUN
sb397656v5t	3	11	of	of	ADP
sb397656v5t	3	12	limited	limited	ADJ
sb397656v5t	3	13	information	information	NOUN
sb397656v5t	3	14	to	to	PART
sb397656v5t	3	15	establish	establish	VERB
sb397656v5t	3	16	these	these	DET
sb397656v5t	3	17	models	model	NOUN
sb397656v5t	3	18	within	within	ADP
sb397656v5t	3	19	a	a	DET
sb397656v5t	3	20	real	real	ADJ
sb397656v5t	3	21	-	-	PUNCT
sb397656v5t	3	22	time	time	NOUN
sb397656v5t	3	23	estimation	estimation	NOUN
sb397656v5t	3	24	setting	setting	NOUN
sb397656v5t	3	25	,	,	PUNCT
sb397656v5t	3	26	typically	typically	ADV
sb397656v5t	3	27	corresponding	correspond	VERB
sb397656v5t	3	28	to	to	ADP
sb397656v5t	3	29	the	the	DET
sb397656v5t	3	30	first	first	ADJ
sb397656v5t	3	31	few	few	ADJ
sb397656v5t	3	32	seconds	second	NOUN
sb397656v5t	3	33	after	after	ADP
sb397656v5t	3	34	the	the	DET
sb397656v5t	3	35	identification	identification	NOUN
sb397656v5t	3	36	of	of	ADP
sb397656v5t	3	37	the	the	DET
sb397656v5t	3	38	seismic	seismic	ADJ
sb397656v5t	3	39	wave	wave	NOUN
sb397656v5t	3	40	arrival	arrival	NOUN
sb397656v5t	3	41	,	,	PUNCT
sb397656v5t	3	42	introduces	introduce	VERB
sb397656v5t	3	43	significant	significant	ADJ
sb397656v5t	3	44	uncertainty	uncertainty	NOUN
sb397656v5t	3	45	(	(	PUNCT
sb397656v5t	3	46	variability	variability	NOUN
sb397656v5t	3	47	)	)	PUNCT
sb397656v5t	3	48	in	in	ADP
sb397656v5t	3	49	the	the	DET
sb397656v5t	3	50	predictions	prediction	NOUN
sb397656v5t	3	51	and	and	CCONJ
sb397656v5t	3	52	a	a	DET
sb397656v5t	3	53	strong	strong	ADJ
sb397656v5t	3	54	dependence	dependence	NOUN
sb397656v5t	3	55	of	of	ADP
sb397656v5t	3	56	the	the	DET
sb397656v5t	3	57	results	result	NOUN
sb397656v5t	3	58	on	on	ADP
sb397656v5t	3	59	regional	regional	ADJ
sb397656v5t	3	60	wave	wave	NOUN
sb397656v5t	3	61	propagation	propagation	NOUN
sb397656v5t	3	62	effects	effect	NOUN
sb397656v5t	3	63	.	.	PUNCT
sb397656v5t	4	1	for	for	ADP
sb397656v5t	4	2	developing	develop	VERB
sb397656v5t	4	3	robust	robust	ADJ
sb397656v5t	4	4	predictive	predictive	ADJ
sb397656v5t	4	5	models	model	NOUN
sb397656v5t	4	6	,	,	PUNCT
sb397656v5t	4	7	the	the	DET
sb397656v5t	4	8	resultant	resultant	ADJ
sb397656v5t	4	9	variability	variability	NOUN
sb397656v5t	4	10	needs	need	VERB
sb397656v5t	4	11	to	to	PART
sb397656v5t	4	12	be	be	AUX
sb397656v5t	4	13	explicitly	explicitly	ADV
sb397656v5t	4	14	and	and	CCONJ
sb397656v5t	4	15	formally	formally	ADV
sb397656v5t	4	16	considered	consider	VERB
sb397656v5t	4	17	in	in	ADP
sb397656v5t	4	18	the	the	DET
sb397656v5t	4	19	model	model	NOUN
sb397656v5t	4	20	calibration	calibration	NOUN
sb397656v5t	4	21	stage	stage	NOUN
sb397656v5t	4	22	.	.	PUNCT
sb397656v5t	5	1	this	this	DET
sb397656v5t	5	2	dissertation	dissertation	NOUN
sb397656v5t	5	3	presents	present	VERB
sb397656v5t	5	4	a	a	DET
sb397656v5t	5	5	probabilistic	probabilistic	ADJ
sb397656v5t	5	6	bayesian	bayesian	ADJ
sb397656v5t	5	7	inference	inference	NOUN
sb397656v5t	5	8	methodology	methodology	NOUN
sb397656v5t	5	9	to	to	PART
sb397656v5t	5	10	address	address	VERB
sb397656v5t	5	11	this	this	DET
sb397656v5t	5	12	challenge	challenge	NOUN
sb397656v5t	5	13	.	.	PUNCT
sb397656v5t	6	1	to	to	PART
sb397656v5t	6	2	better	well	ADV
sb397656v5t	6	3	focus	focus	VERB
sb397656v5t	6	4	on	on	ADP
sb397656v5t	6	5	the	the	DET
sb397656v5t	6	6	research	research	NOUN
sb397656v5t	6	7	effort	effort	NOUN
sb397656v5t	6	8	,	,	PUNCT
sb397656v5t	6	9	the	the	DET
sb397656v5t	6	10	calibration	calibration	NOUN
sb397656v5t	6	11	of	of	ADP
sb397656v5t	6	12	earthquake	earthquake	NOUN
sb397656v5t	6	13	magnitude	magnitude	NOUN
sb397656v5t	6	14	regression	regression	NOUN
sb397656v5t	6	15	models	model	NOUN
sb397656v5t	6	16	is	be	AUX
sb397656v5t	6	17	investigated	investigate	VERB
sb397656v5t	6	18	,	,	PUNCT
sb397656v5t	6	19	while	while	SCONJ
sb397656v5t	6	20	the	the	DET
sb397656v5t	6	21	application	application	NOUN
sb397656v5t	6	22	to	to	ADP
sb397656v5t	6	23	the	the	DET
sb397656v5t	6	24	sichuan	sichuan	PROPN
sb397656v5t	6	25	region	region	PROPN
sb397656v5t	6	26	of	of	ADP
sb397656v5t	6	27	southwestern	southwestern	PROPN
sb397656v5t	6	28	china	china	PROPN
sb397656v5t	6	29	is	be	AUX
sb397656v5t	6	30	examined	examine	VERB
sb397656v5t	6	31	.	.	PUNCT
sb397656v5t	7	1	specifically	specifically	ADV
sb397656v5t	7	2	,	,	PUNCT
sb397656v5t	7	3	the	the	DET
sb397656v5t	7	4	records	record	NOUN
sb397656v5t	7	5	from	from	ADP
sb397656v5t	7	6	the	the	DET
sb397656v5t	7	7	2008	2008	NUM
sb397656v5t	7	8	wenchuan	wenchuan	PROPN
sb397656v5t	7	9	earthquake	earthquake	NOUN
sb397656v5t	7	10	and	and	CCONJ
sb397656v5t	7	11	the	the	DET
sb397656v5t	7	12	2013	2013	NUM
sb397656v5t	7	13	lushan	lushan	PROPN
sb397656v5t	7	14	earthquake	earthquake	NOUN
sb397656v5t	7	15	sequences	sequence	NOUN
sb397656v5t	7	16	are	be	AUX
sb397656v5t	7	17	used	use	VERB
sb397656v5t	7	18	to	to	PART
sb397656v5t	7	19	develop	develop	VERB
sb397656v5t	7	20	a	a	DET
sb397656v5t	7	21	relationship	relationship	NOUN
sb397656v5t	7	22	between	between	ADP
sb397656v5t	7	23	the	the	DET
sb397656v5t	7	24	seismic	seismic	ADJ
sb397656v5t	7	25	maximum	maximum	ADJ
sb397656v5t	7	26	predominant	predominant	ADJ
sb397656v5t	7	27	period	period	NOUN
sb397656v5t	7	28	and	and	CCONJ
sb397656v5t	7	29	the	the	DET
sb397656v5t	7	30	earthquake	earthquake	NOUN
sb397656v5t	7	31	magnitude	magnitude	NOUN
sb397656v5t	7	32	.	.	PUNCT
sb397656v5t	8	1	both	both	PRON
sb397656v5t	8	2	classical	classical	ADJ
sb397656v5t	8	3	and	and	CCONJ
sb397656v5t	8	4	hierarchical	hierarchical	ADJ
sb397656v5t	8	5	bayesian	bayesian	ADJ
sb397656v5t	8	6	calibration	calibration	NOUN
sb397656v5t	8	7	formulations	formulation	NOUN
sb397656v5t	8	8	are	be	AUX
sb397656v5t	8	9	examined	examine	VERB
sb397656v5t	8	10	.	.	PUNCT
sb397656v5t	9	1	the	the	DET
sb397656v5t	9	2	classical	classical	ADJ
sb397656v5t	9	3	bayesian	bayesian	NOUN
sb397656v5t	9	4	learning	learning	NOUN
sb397656v5t	9	5	accommodates	accommodate	VERB
sb397656v5t	9	6	the	the	DET
sb397656v5t	9	7	following	follow	VERB
sb397656v5t	9	8	improvements	improvement	NOUN
sb397656v5t	9	9	:	:	PUNCT
sb397656v5t	9	10	a	a	DET
sb397656v5t	9	11	model	model	NOUN
sb397656v5t	9	12	class	class	NOUN
sb397656v5t	9	13	selection	selection	NOUN
sb397656v5t	9	14	is	be	AUX
sb397656v5t	9	15	established	establish	VERB
sb397656v5t	9	16	,	,	PUNCT
sb397656v5t	9	17	comparing	compare	VERB
sb397656v5t	9	18	across	across	ADP
sb397656v5t	9	19	different	different	ADJ
sb397656v5t	9	20	candidate	candidate	NOUN
sb397656v5t	9	21	models	model	NOUN
sb397656v5t	9	22	to	to	PART
sb397656v5t	9	23	promote	promote	VERB
sb397656v5t	9	24	the	the	DET
sb397656v5t	9	25	most	most	ADV
sb397656v5t	9	26	appropriate	appropriate	ADJ
sb397656v5t	9	27	from	from	ADP
sb397656v5t	9	28	accuracy	accuracy	NOUN
sb397656v5t	9	29	and	and	CCONJ
sb397656v5t	9	30	robustness	robustness	ADJ
sb397656v5t	9	31	perspectives	perspective	NOUN
sb397656v5t	9	32	;	;	PUNCT
sb397656v5t	9	33	the	the	DET
sb397656v5t	9	34	full	full	ADJ
sb397656v5t	9	35	posterior	posterior	ADJ
sb397656v5t	9	36	distribution	distribution	NOUN
sb397656v5t	9	37	of	of	ADP
sb397656v5t	9	38	the	the	DET
sb397656v5t	9	39	model	model	NOUN
sb397656v5t	9	40	parameters	parameter	NOUN
sb397656v5t	9	41	is	be	AUX
sb397656v5t	9	42	identified	identify	VERB
sb397656v5t	9	43	,	,	PUNCT
sb397656v5t	9	44	quantifying	quantify	VERB
sb397656v5t	9	45	relevant	relevant	ADJ
sb397656v5t	9	46	uncertainties	uncertainty	NOUN
sb397656v5t	9	47	in	in	ADP
sb397656v5t	9	48	their	their	PRON
sb397656v5t	9	49	values	value	NOUN
sb397656v5t	9	50	given	give	VERB
sb397656v5t	9	51	the	the	DET
sb397656v5t	9	52	available	available	ADJ
sb397656v5t	9	53	data	datum	NOUN
sb397656v5t	9	54	;	;	PUNCT
sb397656v5t	9	55	a	a	DET
sb397656v5t	9	56	heteroscedastic	heteroscedastic	ADJ
sb397656v5t	9	57	model	model	NOUN
sb397656v5t	9	58	is	be	AUX
sb397656v5t	9	59	considered	consider	VERB
sb397656v5t	9	60	for	for	ADP
sb397656v5t	9	61	the	the	DET
sb397656v5t	9	62	estimation	estimation	NOUN
sb397656v5t	9	63	error	error	NOUN
sb397656v5t	9	64	variance	variance	NOUN
sb397656v5t	9	65	;	;	PUNCT
sb397656v5t	9	66	the	the	DET
sb397656v5t	9	67	dependence	dependence	NOUN
sb397656v5t	9	68	of	of	ADP
sb397656v5t	9	69	the	the	DET
sb397656v5t	9	70	predictive	predictive	ADJ
sb397656v5t	9	71	model	model	NOUN
sb397656v5t	9	72	robustness	robustness	NOUN
sb397656v5t	9	73	on	on	ADP
sb397656v5t	9	74	binning	bin	VERB
sb397656v5t	9	75	practices	practice	NOUN
sb397656v5t	9	76	for	for	ADP
sb397656v5t	9	77	the	the	DET
sb397656v5t	9	78	available	available	ADJ
sb397656v5t	9	79	data	datum	NOUN
sb397656v5t	9	80	is	be	AUX
sb397656v5t	9	81	investigated	investigate	VERB
sb397656v5t	9	82	through	through	ADP
sb397656v5t	9	83	a	a	DET
sb397656v5t	9	84	comprehensive	comprehensive	ADJ
sb397656v5t	9	85	inclusion	inclusion	NOUN
sb397656v5t	9	86	of	of	ADP
sb397656v5t	9	87	the	the	DET
sb397656v5t	9	88	regression	regression	NOUN
sb397656v5t	9	89	error	error	NOUN
sb397656v5t	9	90	on	on	ADP
sb397656v5t	9	91	the	the	DET
sb397656v5t	9	92	analysis	analysis	NOUN
sb397656v5t	9	93	.	.	PUNCT
sb397656v5t	10	1	the	the	DET
sb397656v5t	10	2	hierarchical	hierarchical	ADJ
sb397656v5t	10	3	bayesian	bayesian	ADJ
sb397656v5t	10	4	formulation	formulation	NOUN
sb397656v5t	10	5	extends	extend	VERB
sb397656v5t	10	6	these	these	DET
sb397656v5t	10	7	efforts	effort	NOUN
sb397656v5t	10	8	,	,	PUNCT
sb397656v5t	10	9	exploring	explore	VERB
sb397656v5t	10	10	how	how	SCONJ
sb397656v5t	10	11	regional	regional	ADJ
sb397656v5t	10	12	wave	wave	NOUN
sb397656v5t	10	13	propagation	propagation	NOUN
sb397656v5t	10	14	effects	effect	NOUN
sb397656v5t	10	15	impact	impact	VERB
sb397656v5t	10	16	the	the	DET
sb397656v5t	10	17	predictive	predictive	ADJ
sb397656v5t	10	18	models	model	NOUN
sb397656v5t	10	19	,	,	PUNCT
sb397656v5t	10	20	while	while	SCONJ
sb397656v5t	10	21	simultaneously	simultaneously	ADV
sb397656v5t	10	22	allowing	allow	VERB
sb397656v5t	10	23	for	for	ADP
sb397656v5t	10	24	the	the	DET
sb397656v5t	10	25	use	use	NOUN
sb397656v5t	10	26	of	of	ADP
sb397656v5t	10	27	a	a	DET
sb397656v5t	10	28	sufficient	sufficient	ADJ
sb397656v5t	10	29	amount	amount	NOUN
sb397656v5t	10	30	of	of	ADP
sb397656v5t	10	31	data	datum	NOUN
sb397656v5t	10	32	for	for	ADP
sb397656v5t	10	33	the	the	DET
sb397656v5t	10	34	calibration	calibration	NOUN
sb397656v5t	10	35	scheme	scheme	NOUN
sb397656v5t	10	36	.	.	PUNCT
sb397656v5t	11	1	within	within	ADP
sb397656v5t	11	2	this	this	DET
sb397656v5t	11	3	hierarchical	hierarchical	ADJ
sb397656v5t	11	4	updating	update	VERB
sb397656v5t	11	5	framework	framework	NOUN
sb397656v5t	11	6	,	,	PUNCT
sb397656v5t	11	7	the	the	DET
sb397656v5t	11	8	predictive	predictive	ADJ
sb397656v5t	11	9	models	model	NOUN
sb397656v5t	11	10	for	for	ADP
sb397656v5t	11	11	each	each	DET
sb397656v5t	11	12	station	station	NOUN
sb397656v5t	11	13	are	be	AUX
sb397656v5t	11	14	separately	separately	ADV
sb397656v5t	11	15	calibrated	calibrate	VERB
sb397656v5t	11	16	(	(	PUNCT
sb397656v5t	11	17	first	first	ADJ
sb397656v5t	11	18	level	level	NOUN
sb397656v5t	11	19	)	)	PUNCT
sb397656v5t	11	20	,	,	PUNCT
sb397656v5t	11	21	while	while	SCONJ
sb397656v5t	11	22	sharing	share	VERB
sb397656v5t	11	23	information	information	NOUN
sb397656v5t	11	24	across	across	ADP
sb397656v5t	11	25	the	the	DET
sb397656v5t	11	26	stations	station	NOUN
sb397656v5t	11	27	by	by	ADP
sb397656v5t	11	28	selecting	select	VERB
sb397656v5t	11	29	common	common	ADJ
sb397656v5t	11	30	calibration	calibration	NOUN
sb397656v5t	11	31	hyper	hyper	NOUN
sb397656v5t	11	32	-	-	NOUN
sb397656v5t	11	33	parameters	parameter	NOUN
sb397656v5t	11	34	(	(	PUNCT
sb397656v5t	11	35	second	second	ADJ
sb397656v5t	11	36	level	level	NOUN
sb397656v5t	11	37	)	)	PUNCT
sb397656v5t	11	38	.	.	PUNCT
sb397656v5t	12	1	a	a	DET
sb397656v5t	12	2	computational	computational	ADJ
sb397656v5t	12	3	framework	framework	NOUN
sb397656v5t	12	4	relying	rely	VERB
sb397656v5t	12	5	on	on	ADP
sb397656v5t	12	6	markov	markov	NOUN
sb397656v5t	12	7	chain	chain	PROPN
sb397656v5t	12	8	monte	monte	PROPN
sb397656v5t	12	9	carlo	carlo	PROPN
sb397656v5t	12	10	techniques	technique	NOUN
sb397656v5t	12	11	is	be	AUX
sb397656v5t	12	12	established	establish	VERB
sb397656v5t	12	13	for	for	ADP
sb397656v5t	12	14	accommodating	accommodate	VERB
sb397656v5t	12	15	the	the	DET
sb397656v5t	12	16	developments	development	NOUN
sb397656v5t	12	17	for	for	ADP
sb397656v5t	12	18	both	both	CCONJ
sb397656v5t	12	19	the	the	DET
sb397656v5t	12	20	classical	classical	ADJ
sb397656v5t	12	21	and	and	CCONJ
sb397656v5t	12	22	hierarchical	hierarchical	ADJ
sb397656v5t	12	23	calibration	calibration	NOUN
sb397656v5t	12	24	.	.	PUNCT
sb397656v5t	13	1	this	this	PRON
sb397656v5t	13	2	pertains	pertain	VERB
sb397656v5t	13	3	to	to	ADP
sb397656v5t	13	4	both	both	PRON
sb397656v5t	13	5	sampling	sample	VERB
sb397656v5t	13	6	from	from	ADP
sb397656v5t	13	7	the	the	DET
sb397656v5t	13	8	posterior	posterior	ADJ
sb397656v5t	13	9	distribution	distribution	NOUN
sb397656v5t	13	10	of	of	ADP
sb397656v5t	13	11	the	the	DET
sb397656v5t	13	12	updated	update	VERB
sb397656v5t	13	13	parameters	parameter	NOUN
sb397656v5t	13	14	,	,	PUNCT
sb397656v5t	13	15	as	as	ADV
sb397656v5t	13	16	well	well	ADV
sb397656v5t	13	17	as	as	ADP
sb397656v5t	13	18	the	the	DET
sb397656v5t	13	19	estimation	estimation	NOUN
sb397656v5t	13	20	of	of	ADP
sb397656v5t	13	21	model	model	NOUN
sb397656v5t	13	22	evidence	evidence	NOUN
sb397656v5t	13	23	for	for	ADP
sb397656v5t	13	24	the	the	DET
sb397656v5t	13	25	modal	modal	ADJ
sb397656v5t	13	26	class	class	NOUN
sb397656v5t	13	27	selection	selection	NOUN
sb397656v5t	13	28	and	and	CCONJ
sb397656v5t	13	29	averaging	averaging	NOUN
sb397656v5t	13	30	.	.	PUNCT
sb397656v5t	14	1	results	result	NOUN
sb397656v5t	14	2	demonstrate	demonstrate	VERB
sb397656v5t	14	3	the	the	DET
sb397656v5t	14	4	value	value	NOUN
sb397656v5t	14	5	of	of	ADP
sb397656v5t	14	6	the	the	DET
sb397656v5t	14	7	formal	formal	ADJ
sb397656v5t	14	8	implementation	implementation	NOUN
sb397656v5t	14	9	of	of	ADP
sb397656v5t	14	10	bayesian	bayesian	ADJ
sb397656v5t	14	11	model	model	NOUN
sb397656v5t	14	12	updating	update	VERB
sb397656v5t	14	13	for	for	ADP
sb397656v5t	14	14	the	the	DET
sb397656v5t	14	15	calibration	calibration	NOUN
sb397656v5t	14	16	of	of	ADP
sb397656v5t	14	17	predictive	predictive	ADJ
sb397656v5t	14	18	models	model	NOUN
sb397656v5t	14	19	for	for	ADP
sb397656v5t	14	20	earthquake	earthquake	NOUN
sb397656v5t	14	21	early	early	ADJ
sb397656v5t	14	22	warning	warning	NOUN
sb397656v5t	14	23	applications	application	NOUN
sb397656v5t	14	24	,	,	PUNCT
sb397656v5t	14	25	as	as	SCONJ
sb397656v5t	14	26	it	it	PRON
sb397656v5t	14	27	accommodates	accommodate	VERB
sb397656v5t	14	28	a	a	DET
sb397656v5t	14	29	more	more	ADV
sb397656v5t	14	30	comprehensive	comprehensive	ADJ
sb397656v5t	14	31	incorporation	incorporation	NOUN
sb397656v5t	14	32	of	of	ADP
sb397656v5t	14	33	the	the	DET
sb397656v5t	14	34	different	different	ADJ
sb397656v5t	14	35	sources	source	NOUN
sb397656v5t	14	36	of	of	ADP
sb397656v5t	14	37	uncertainty	uncertainty	NOUN
sb397656v5t	14	38	/	/	SYM
sb397656v5t	14	39	error	error	NOUN
sb397656v5t	14	40	impacting	impact	VERB
sb397656v5t	14	41	the	the	DET
sb397656v5t	14	42	development	development	NOUN
sb397656v5t	14	43	and	and	CCONJ
sb397656v5t	14	44	implementation	implementation	NOUN
sb397656v5t	14	45	of	of	ADP
sb397656v5t	14	46	these	these	DET
sb397656v5t	14	47	models	model	NOUN
sb397656v5t	14	48	.	.	PUNCT
sb397656v5t	15	1	this	this	PRON
sb397656v5t	15	2	ultimately	ultimately	ADV
sb397656v5t	15	3	improves	improve	VERB
sb397656v5t	15	4	the	the	DET
sb397656v5t	15	5	robustness	robustness	NOUN
sb397656v5t	15	6	of	of	ADP
sb397656v5t	15	7	predictions	prediction	NOUN
sb397656v5t	15	8	.	.	PUNCT
sb397656v5t	16	1	additionally	additionally	ADV
sb397656v5t	16	2	,	,	PUNCT
sb397656v5t	16	3	results	result	NOUN
sb397656v5t	16	4	demonstrate	demonstrate	VERB
sb397656v5t	16	5	the	the	DET
sb397656v5t	16	6	value	value	NOUN
sb397656v5t	16	7	of	of	ADP
sb397656v5t	16	8	hierarchical	hierarchical	ADJ
sb397656v5t	16	9	calibration	calibration	NOUN
sb397656v5t	16	10	formulations	formulation	NOUN
sb397656v5t	16	11	,	,	PUNCT
sb397656v5t	16	12	contributing	contribute	VERB
sb397656v5t	16	13	to	to	ADP
sb397656v5t	16	14	a	a	DET
sb397656v5t	16	15	significant	significant	ADJ
sb397656v5t	16	16	reduction	reduction	NOUN
sb397656v5t	16	17	of	of	ADP
sb397656v5t	16	18	the	the	DET
sb397656v5t	16	19	prediction	prediction	NOUN
sb397656v5t	16	20	variability	variability	NOUN
sb397656v5t	16	21	that	that	PRON
sb397656v5t	16	22	originates	originate	VERB
sb397656v5t	16	23	from	from	ADP
sb397656v5t	16	24	regional	regional	ADJ
sb397656v5t	16	25	wave	wave	NOUN
sb397656v5t	16	26	propagation	propagation	NOUN
sb397656v5t	16	27	effects	effect	NOUN
sb397656v5t	16	28	.	.	PUNCT