id	sid	tid	token	lemma	pos
cord-159425-fgbruo9l	1	1	key	key	ADJ
cord-159425-fgbruo9l	1	2	:	:	PUNCT
cord-159425-fgbruo9l	1	3	cord-159425	cord-159425	ADJ
cord-159425-fgbruo9l	1	4	-	-	PUNCT
cord-159425-fgbruo9l	1	5	fgbruo9l	fgbruo9l	NUM
cord-159425-fgbruo9l	1	6	authors	author	NOUN
cord-159425-fgbruo9l	1	7	:	:	PUNCT
cord-159425-fgbruo9l	1	8	paticchio	paticchio	PROPN
cord-159425-fgbruo9l	1	9	,	,	PUNCT
cord-159425-fgbruo9l	1	10	alessandro	alessandro	PROPN
cord-159425-fgbruo9l	1	11	;	;	PUNCT
cord-159425-fgbruo9l	1	12	scarlatti	scarlatti	PROPN
cord-159425-fgbruo9l	1	13	,	,	PUNCT
cord-159425-fgbruo9l	1	14	tommaso	tommaso	PROPN
cord-159425-fgbruo9l	1	15	;	;	PUNCT
cord-159425-fgbruo9l	1	16	mattheakis	mattheakis	PROPN
cord-159425-fgbruo9l	1	17	,	,	PUNCT
cord-159425-fgbruo9l	1	18	marios	mario	NOUN
cord-159425-fgbruo9l	1	19	;	;	PUNCT
cord-159425-fgbruo9l	1	20	protopapas	protopapa	NOUN
cord-159425-fgbruo9l	1	21	,	,	PUNCT
cord-159425-fgbruo9l	1	22	pavlos	pavlo	NOUN
cord-159425-fgbruo9l	1	23	;	;	PUNCT
cord-159425-fgbruo9l	1	24	brambilla	brambilla	PROPN
cord-159425-fgbruo9l	1	25	,	,	PUNCT
cord-159425-fgbruo9l	1	26	marco	marco	PROPN
cord-159425-fgbruo9l	1	27	title	title	NOUN
cord-159425-fgbruo9l	1	28	:	:	PUNCT
cord-159425-fgbruo9l	1	29	semi	semi	ADJ
cord-159425-fgbruo9l	1	30	-	-	ADJ
cord-159425-fgbruo9l	1	31	supervised	supervised	ADJ
cord-159425-fgbruo9l	1	32	neural	neural	ADJ
cord-159425-fgbruo9l	1	33	networks	network	NOUN
cord-159425-fgbruo9l	1	34	solve	solve	VERB
cord-159425-fgbruo9l	1	35	an	an	DET
cord-159425-fgbruo9l	1	36	inverse	inverse	ADJ
cord-159425-fgbruo9l	1	37	problem	problem	NOUN
cord-159425-fgbruo9l	1	38	for	for	ADP
cord-159425-fgbruo9l	1	39	modeling	model	VERB
cord-159425-fgbruo9l	1	40	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	1	41	spread	spread	VERB
cord-159425-fgbruo9l	1	42	date	date	NOUN
cord-159425-fgbruo9l	1	43	:	:	PUNCT
cord-159425-fgbruo9l	1	44	2020	2020	NUM
cord-159425-fgbruo9l	1	45	-	-	SYM
cord-159425-fgbruo9l	1	46	10	10	NUM
cord-159425-fgbruo9l	1	47	-	-	SYM
cord-159425-fgbruo9l	1	48	10	10	NUM
cord-159425-fgbruo9l	1	49	journal	journal	NOUN
cord-159425-fgbruo9l	1	50	:	:	PUNCT
cord-159425-fgbruo9l	1	51	nan	nan	PROPN
cord-159425-fgbruo9l	1	52	doi	doi	PROPN
cord-159425-fgbruo9l	1	53	:	:	PUNCT
cord-159425-fgbruo9l	1	54	nan	nan	PROPN
cord-159425-fgbruo9l	1	55	sha	shall	AUX
cord-159425-fgbruo9l	1	56	:	:	PUNCT
cord-159425-fgbruo9l	1	57	doc_id	doc_id	X
cord-159425-fgbruo9l	1	58	:	:	PUNCT
cord-159425-fgbruo9l	1	59	159425	159425	NUM
cord-159425-fgbruo9l	1	60	cord_uid	cord_uid	PROPN
cord-159425-fgbruo9l	1	61	:	:	PUNCT
cord-159425-fgbruo9l	1	62	fgbruo9l	fgbruo9l	NUM
cord-159425-fgbruo9l	1	63	studying	study	VERB
cord-159425-fgbruo9l	1	64	the	the	DET
cord-159425-fgbruo9l	1	65	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	1	66	of	of	ADP
cord-159425-fgbruo9l	1	67	covid-19	covid-19	NUM
cord-159425-fgbruo9l	1	68	is	be	AUX
cord-159425-fgbruo9l	1	69	of	of	ADP
cord-159425-fgbruo9l	1	70	paramount	paramount	ADJ
cord-159425-fgbruo9l	1	71	importance	importance	NOUN
cord-159425-fgbruo9l	1	72	to	to	ADP
cord-159425-fgbruo9l	1	73	understanding	understand	VERB
cord-159425-fgbruo9l	1	74	the	the	DET
cord-159425-fgbruo9l	1	75	efficiency	efficiency	NOUN
cord-159425-fgbruo9l	1	76	of	of	ADP
cord-159425-fgbruo9l	1	77	restrictive	restrictive	ADJ
cord-159425-fgbruo9l	1	78	measures	measure	NOUN
cord-159425-fgbruo9l	1	79	and	and	CCONJ
cord-159425-fgbruo9l	1	80	develop	develop	VERB
cord-159425-fgbruo9l	1	81	strategies	strategy	NOUN
cord-159425-fgbruo9l	1	82	to	to	PART
cord-159425-fgbruo9l	1	83	defend	defend	VERB
cord-159425-fgbruo9l	1	84	against	against	ADP
cord-159425-fgbruo9l	1	85	upcoming	upcoming	ADJ
cord-159425-fgbruo9l	1	86	contagion	contagion	ADJ
cord-159425-fgbruo9l	1	87	waves	wave	NOUN
cord-159425-fgbruo9l	1	88	.	.	PUNCT
cord-159425-fgbruo9l	2	1	in	in	ADP
cord-159425-fgbruo9l	2	2	this	this	DET
cord-159425-fgbruo9l	2	3	work	work	NOUN
cord-159425-fgbruo9l	2	4	,	,	PUNCT
cord-159425-fgbruo9l	2	5	we	we	PRON
cord-159425-fgbruo9l	2	6	study	study	VERB
cord-159425-fgbruo9l	2	7	the	the	DET
cord-159425-fgbruo9l	2	8	spread	spread	NOUN
cord-159425-fgbruo9l	2	9	of	of	ADP
cord-159425-fgbruo9l	2	10	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	2	11	using	use	VERB
cord-159425-fgbruo9l	2	12	a	a	DET
cord-159425-fgbruo9l	2	13	semi	semi	ADJ
cord-159425-fgbruo9l	2	14	-	-	ADJ
cord-159425-fgbruo9l	2	15	supervised	supervised	ADJ
cord-159425-fgbruo9l	2	16	neural	neural	ADJ
cord-159425-fgbruo9l	2	17	network	network	NOUN
cord-159425-fgbruo9l	2	18	and	and	CCONJ
cord-159425-fgbruo9l	2	19	assuming	assume	VERB
cord-159425-fgbruo9l	2	20	a	a	DET
cord-159425-fgbruo9l	2	21	passive	passive	ADJ
cord-159425-fgbruo9l	2	22	part	part	NOUN
cord-159425-fgbruo9l	2	23	of	of	ADP
cord-159425-fgbruo9l	2	24	the	the	DET
cord-159425-fgbruo9l	2	25	population	population	NOUN
cord-159425-fgbruo9l	2	26	remains	remain	VERB
cord-159425-fgbruo9l	2	27	isolated	isolate	VERB
cord-159425-fgbruo9l	2	28	from	from	ADP
cord-159425-fgbruo9l	2	29	the	the	DET
cord-159425-fgbruo9l	2	30	virus	virus	NOUN
cord-159425-fgbruo9l	2	31	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	2	32	.	.	PUNCT
cord-159425-fgbruo9l	3	1	we	we	PRON
cord-159425-fgbruo9l	3	2	start	start	VERB
cord-159425-fgbruo9l	3	3	with	with	ADP
cord-159425-fgbruo9l	3	4	an	an	DET
cord-159425-fgbruo9l	3	5	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	3	6	neural	neural	ADJ
cord-159425-fgbruo9l	3	7	network	network	NOUN
cord-159425-fgbruo9l	3	8	that	that	PRON
cord-159425-fgbruo9l	3	9	learns	learn	VERB
cord-159425-fgbruo9l	3	10	solutions	solution	NOUN
cord-159425-fgbruo9l	3	11	of	of	ADP
cord-159425-fgbruo9l	3	12	differential	differential	ADJ
cord-159425-fgbruo9l	3	13	equations	equation	NOUN
cord-159425-fgbruo9l	3	14	for	for	ADP
cord-159425-fgbruo9l	3	15	different	different	ADJ
cord-159425-fgbruo9l	3	16	modeling	modeling	NOUN
cord-159425-fgbruo9l	3	17	parameters	parameter	NOUN
cord-159425-fgbruo9l	3	18	and	and	CCONJ
cord-159425-fgbruo9l	3	19	initial	initial	ADJ
cord-159425-fgbruo9l	3	20	conditions	condition	NOUN
cord-159425-fgbruo9l	3	21	.	.	PUNCT
cord-159425-fgbruo9l	4	1	a	a	DET
cord-159425-fgbruo9l	4	2	supervised	supervised	ADJ
cord-159425-fgbruo9l	4	3	method	method	NOUN
cord-159425-fgbruo9l	4	4	then	then	ADV
cord-159425-fgbruo9l	4	5	solves	solve	VERB
cord-159425-fgbruo9l	4	6	the	the	DET
cord-159425-fgbruo9l	4	7	inverse	inverse	ADJ
cord-159425-fgbruo9l	4	8	problem	problem	NOUN
cord-159425-fgbruo9l	4	9	by	by	ADP
cord-159425-fgbruo9l	4	10	estimating	estimate	VERB
cord-159425-fgbruo9l	4	11	the	the	DET
cord-159425-fgbruo9l	4	12	optimal	optimal	ADJ
cord-159425-fgbruo9l	4	13	conditions	condition	NOUN
cord-159425-fgbruo9l	4	14	that	that	PRON
cord-159425-fgbruo9l	4	15	generate	generate	VERB
cord-159425-fgbruo9l	4	16	functions	function	NOUN
cord-159425-fgbruo9l	4	17	to	to	PART
cord-159425-fgbruo9l	4	18	fit	fit	VERB
cord-159425-fgbruo9l	4	19	the	the	DET
cord-159425-fgbruo9l	4	20	data	datum	NOUN
cord-159425-fgbruo9l	4	21	for	for	ADP
cord-159425-fgbruo9l	4	22	those	those	PRON
cord-159425-fgbruo9l	4	23	infected	infect	VERB
cord-159425-fgbruo9l	4	24	by	by	ADP
cord-159425-fgbruo9l	4	25	,	,	PUNCT
cord-159425-fgbruo9l	4	26	recovered	recover	VERB
cord-159425-fgbruo9l	4	27	from	from	ADP
cord-159425-fgbruo9l	4	28	,	,	PUNCT
cord-159425-fgbruo9l	4	29	and	and	CCONJ
cord-159425-fgbruo9l	4	30	deceased	decease	VERB
cord-159425-fgbruo9l	4	31	due	due	ADP
cord-159425-fgbruo9l	4	32	to	to	ADP
cord-159425-fgbruo9l	4	33	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	4	34	.	.	PUNCT
cord-159425-fgbruo9l	5	1	this	this	DET
cord-159425-fgbruo9l	5	2	semi	semi	ADJ
cord-159425-fgbruo9l	5	3	-	-	ADJ
cord-159425-fgbruo9l	5	4	supervised	supervised	ADJ
cord-159425-fgbruo9l	5	5	approach	approach	NOUN
cord-159425-fgbruo9l	5	6	incorporates	incorporate	VERB
cord-159425-fgbruo9l	5	7	real	real	ADJ
cord-159425-fgbruo9l	5	8	data	datum	NOUN
cord-159425-fgbruo9l	5	9	to	to	PART
cord-159425-fgbruo9l	5	10	determine	determine	VERB
cord-159425-fgbruo9l	5	11	the	the	DET
cord-159425-fgbruo9l	5	12	evolution	evolution	NOUN
cord-159425-fgbruo9l	5	13	of	of	ADP
cord-159425-fgbruo9l	5	14	the	the	DET
cord-159425-fgbruo9l	5	15	spread	spread	NOUN
cord-159425-fgbruo9l	5	16	,	,	PUNCT
cord-159425-fgbruo9l	5	17	the	the	DET
cord-159425-fgbruo9l	5	18	passive	passive	ADJ
cord-159425-fgbruo9l	5	19	population	population	NOUN
cord-159425-fgbruo9l	5	20	,	,	PUNCT
cord-159425-fgbruo9l	5	21	and	and	CCONJ
cord-159425-fgbruo9l	5	22	the	the	DET
cord-159425-fgbruo9l	5	23	basic	basic	ADJ
cord-159425-fgbruo9l	5	24	reproduction	reproduction	NOUN
cord-159425-fgbruo9l	5	25	number	number	NOUN
cord-159425-fgbruo9l	5	26	for	for	ADP
cord-159425-fgbruo9l	5	27	different	different	ADJ
cord-159425-fgbruo9l	5	28	countries	country	NOUN
cord-159425-fgbruo9l	5	29	.	.	PUNCT
cord-159425-fgbruo9l	6	1	covid-19	covid-19	X
cord-159425-fgbruo9l	6	2	has	have	AUX
cord-159425-fgbruo9l	6	3	had	have	VERB
cord-159425-fgbruo9l	6	4	an	an	DET
cord-159425-fgbruo9l	6	5	enormous	enormous	ADJ
cord-159425-fgbruo9l	6	6	global	global	ADJ
cord-159425-fgbruo9l	6	7	impact	impact	NOUN
cord-159425-fgbruo9l	6	8	,	,	PUNCT
cord-159425-fgbruo9l	6	9	resulting	result	VERB
cord-159425-fgbruo9l	6	10	in	in	ADP
cord-159425-fgbruo9l	6	11	a	a	DET
cord-159425-fgbruo9l	6	12	broad	broad	ADJ
cord-159425-fgbruo9l	6	13	spectrum	spectrum	NOUN
cord-159425-fgbruo9l	6	14	of	of	ADP
cord-159425-fgbruo9l	6	15	crises	crisis	NOUN
cord-159425-fgbruo9l	6	16	across	across	ADP
cord-159425-fgbruo9l	6	17	multiple	multiple	ADJ
cord-159425-fgbruo9l	6	18	sectors	sector	NOUN
cord-159425-fgbruo9l	6	19	,	,	PUNCT
cord-159425-fgbruo9l	6	20	including	include	VERB
cord-159425-fgbruo9l	6	21	public	public	ADJ
cord-159425-fgbruo9l	6	22	health	health	NOUN
cord-159425-fgbruo9l	6	23	,	,	PUNCT
cord-159425-fgbruo9l	6	24	social	social	ADJ
cord-159425-fgbruo9l	6	25	structure	structure	NOUN
cord-159425-fgbruo9l	6	26	,	,	PUNCT
cord-159425-fgbruo9l	6	27	economic	economic	ADJ
cord-159425-fgbruo9l	6	28	stability	stability	NOUN
cord-159425-fgbruo9l	6	29	,	,	PUNCT
cord-159425-fgbruo9l	6	30	and	and	CCONJ
cord-159425-fgbruo9l	6	31	access	access	NOUN
cord-159425-fgbruo9l	6	32	to	to	ADP
cord-159425-fgbruo9l	6	33	education	education	NOUN
cord-159425-fgbruo9l	6	34	.	.	PUNCT
cord-159425-fgbruo9l	7	1	countries	country	NOUN
cord-159425-fgbruo9l	7	2	have	have	AUX
cord-159425-fgbruo9l	7	3	been	be	AUX
cord-159425-fgbruo9l	7	4	affected	affect	VERB
cord-159425-fgbruo9l	7	5	at	at	ADP
cord-159425-fgbruo9l	7	6	different	different	ADJ
cord-159425-fgbruo9l	7	7	times	time	NOUN
cord-159425-fgbruo9l	7	8	,	,	PUNCT
cord-159425-fgbruo9l	7	9	and	and	CCONJ
cord-159425-fgbruo9l	7	10	almost	almost	ADV
cord-159425-fgbruo9l	7	11	all	all	PRON
cord-159425-fgbruo9l	7	12	have	have	AUX
cord-159425-fgbruo9l	7	13	reacted	react	VERB
cord-159425-fgbruo9l	7	14	by	by	ADP
cord-159425-fgbruo9l	7	15	imposing	impose	VERB
cord-159425-fgbruo9l	7	16	strict	strict	ADJ
cord-159425-fgbruo9l	7	17	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	7	18	measures	measure	NOUN
cord-159425-fgbruo9l	7	19	to	to	PART
cord-159425-fgbruo9l	7	20	contain	contain	VERB
cord-159425-fgbruo9l	7	21	the	the	DET
cord-159425-fgbruo9l	7	22	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	7	23	's	's	PART
cord-159425-fgbruo9l	7	24	effects	effect	NOUN
cord-159425-fgbruo9l	7	25	.	.	PUNCT
cord-159425-fgbruo9l	8	1	studying	study	VERB
cord-159425-fgbruo9l	8	2	the	the	DET
cord-159425-fgbruo9l	8	3	evolution	evolution	NOUN
cord-159425-fgbruo9l	8	4	of	of	ADP
cord-159425-fgbruo9l	8	5	these	these	DET
cord-159425-fgbruo9l	8	6	procedures	procedure	NOUN
cord-159425-fgbruo9l	8	7	is	be	AUX
cord-159425-fgbruo9l	8	8	vital	vital	ADJ
cord-159425-fgbruo9l	8	9	to	to	ADP
cord-159425-fgbruo9l	8	10	evaluating	evaluate	VERB
cord-159425-fgbruo9l	8	11	the	the	DET
cord-159425-fgbruo9l	8	12	effectiveness	effectiveness	NOUN
cord-159425-fgbruo9l	8	13	of	of	ADP
cord-159425-fgbruo9l	8	14	the	the	DET
cord-159425-fgbruo9l	8	15	adopted	adopt	VERB
cord-159425-fgbruo9l	8	16	measures	measure	NOUN
cord-159425-fgbruo9l	8	17	,	,	PUNCT
cord-159425-fgbruo9l	8	18	formulating	formulate	VERB
cord-159425-fgbruo9l	8	19	new	new	ADJ
cord-159425-fgbruo9l	8	20	strategies	strategy	NOUN
cord-159425-fgbruo9l	8	21	to	to	PART
cord-159425-fgbruo9l	8	22	improve	improve	VERB
cord-159425-fgbruo9l	8	23	the	the	DET
cord-159425-fgbruo9l	8	24	response	response	NOUN
cord-159425-fgbruo9l	8	25	for	for	ADP
cord-159425-fgbruo9l	8	26	upcoming	upcoming	ADJ
cord-159425-fgbruo9l	8	27	waves	wave	NOUN
cord-159425-fgbruo9l	8	28	of	of	ADP
cord-159425-fgbruo9l	8	29	contagion	contagion	NOUN
cord-159425-fgbruo9l	8	30	,	,	PUNCT
cord-159425-fgbruo9l	8	31	and	and	CCONJ
cord-159425-fgbruo9l	8	32	forecasting	forecast	VERB
cord-159425-fgbruo9l	8	33	the	the	DET
cord-159425-fgbruo9l	8	34	virus	virus	NOUN
cord-159425-fgbruo9l	8	35	's	's	PART
cord-159425-fgbruo9l	8	36	spread	spread	NOUN
cord-159425-fgbruo9l	8	37	to	to	PART
cord-159425-fgbruo9l	8	38	allow	allow	VERB
cord-159425-fgbruo9l	8	39	for	for	ADP
cord-159425-fgbruo9l	8	40	policies	policy	NOUN
cord-159425-fgbruo9l	8	41	of	of	ADP
cord-159425-fgbruo9l	8	42	early	early	ADJ
cord-159425-fgbruo9l	8	43	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	8	44	or	or	CCONJ
cord-159425-fgbruo9l	8	45	re	re	NOUN
cord-159425-fgbruo9l	8	46	-	-	NOUN
cord-159425-fgbruo9l	8	47	opening	opening	NOUN
cord-159425-fgbruo9l	8	48	.	.	PUNCT
cord-159425-fgbruo9l	9	1	the	the	DET
cord-159425-fgbruo9l	9	2	spread	spread	NOUN
cord-159425-fgbruo9l	9	3	of	of	ADP
cord-159425-fgbruo9l	9	4	a	a	DET
cord-159425-fgbruo9l	9	5	virus	virus	NOUN
cord-159425-fgbruo9l	9	6	is	be	AUX
cord-159425-fgbruo9l	9	7	a	a	DET
cord-159425-fgbruo9l	9	8	time	time	NOUN
cord-159425-fgbruo9l	9	9	-	-	PUNCT
cord-159425-fgbruo9l	9	10	dependent	dependent	ADJ
cord-159425-fgbruo9l	9	11	phenomenon	phenomenon	NOUN
cord-159425-fgbruo9l	9	12	that	that	PRON
cord-159425-fgbruo9l	9	13	can	can	AUX
cord-159425-fgbruo9l	9	14	be	be	AUX
cord-159425-fgbruo9l	9	15	described	describe	VERB
cord-159425-fgbruo9l	9	16	by	by	ADP
cord-159425-fgbruo9l	9	17	differential	differential	ADJ
cord-159425-fgbruo9l	9	18	equations	equation	NOUN
cord-159425-fgbruo9l	9	19	(	(	PUNCT
cord-159425-fgbruo9l	9	20	des	des	X
cord-159425-fgbruo9l	9	21	)	)	PUNCT
cord-159425-fgbruo9l	9	22	.	.	PUNCT
cord-159425-fgbruo9l	10	1	a	a	DET
cord-159425-fgbruo9l	10	2	fundamental	fundamental	ADJ
cord-159425-fgbruo9l	10	3	approach	approach	NOUN
cord-159425-fgbruo9l	10	4	used	use	VERB
cord-159425-fgbruo9l	10	5	in	in	ADP
cord-159425-fgbruo9l	10	6	epidemiological	epidemiological	ADJ
cord-159425-fgbruo9l	10	7	modeling	modeling	NOUN
cord-159425-fgbruo9l	10	8	,	,	PUNCT
cord-159425-fgbruo9l	10	9	which	which	PRON
cord-159425-fgbruo9l	10	10	consists	consist	VERB
cord-159425-fgbruo9l	10	11	of	of	ADP
cord-159425-fgbruo9l	10	12	a	a	DET
cord-159425-fgbruo9l	10	13	set	set	NOUN
cord-159425-fgbruo9l	10	14	of	of	ADP
cord-159425-fgbruo9l	10	15	des	des	PROPN
cord-159425-fgbruo9l	10	16	,	,	PUNCT
cord-159425-fgbruo9l	10	17	is	be	AUX
cord-159425-fgbruo9l	10	18	the	the	DET
cord-159425-fgbruo9l	10	19	susceptible	susceptible	ADJ
cord-159425-fgbruo9l	10	20	-	-	PUNCT
cord-159425-fgbruo9l	10	21	infectious	infectious	ADJ
cord-159425-fgbruo9l	10	22	-	-	PUNCT
cord-159425-fgbruo9l	10	23	removed	remove	VERB
cord-159425-fgbruo9l	10	24	(	(	PUNCT
cord-159425-fgbruo9l	10	25	sir	sir	PROPN
cord-159425-fgbruo9l	10	26	)	)	PUNCT
cord-159425-fgbruo9l	10	27	dynamical	dynamical	ADJ
cord-159425-fgbruo9l	10	28	model	model	NOUN
cord-159425-fgbruo9l	11	1	[	[	X
cord-159425-fgbruo9l	11	2	18	18	NUM
cord-159425-fgbruo9l	11	3	]	]	PUNCT
cord-159425-fgbruo9l	11	4	that	that	PRON
cord-159425-fgbruo9l	11	5	describes	describe	VERB
cord-159425-fgbruo9l	11	6	how	how	SCONJ
cord-159425-fgbruo9l	11	7	individuals	individual	NOUN
cord-159425-fgbruo9l	11	8	in	in	ADP
cord-159425-fgbruo9l	11	9	a	a	DET
cord-159425-fgbruo9l	11	10	population	population	NOUN
cord-159425-fgbruo9l	11	11	become	become	VERB
cord-159425-fgbruo9l	11	12	infected	infected	ADJ
cord-159425-fgbruo9l	11	13	and	and	CCONJ
cord-159425-fgbruo9l	11	14	removed	remove	VERB
cord-159425-fgbruo9l	11	15	(	(	PUNCT
cord-159425-fgbruo9l	11	16	recovered	recover	VERB
cord-159425-fgbruo9l	11	17	or	or	CCONJ
cord-159425-fgbruo9l	11	18	died	die	VERB
cord-159425-fgbruo9l	11	19	)	)	PUNCT
cord-159425-fgbruo9l	11	20	by	by	ADP
cord-159425-fgbruo9l	11	21	a	a	DET
cord-159425-fgbruo9l	11	22	virus	virus	NOUN
cord-159425-fgbruo9l	11	23	.	.	PUNCT
cord-159425-fgbruo9l	12	1	recent	recent	ADJ
cord-159425-fgbruo9l	12	2	studies	study	NOUN
cord-159425-fgbruo9l	12	3	that	that	PRON
cord-159425-fgbruo9l	12	4	focus	focus	VERB
cord-159425-fgbruo9l	12	5	on	on	ADP
cord-159425-fgbruo9l	12	6	the	the	DET
cord-159425-fgbruo9l	12	7	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	12	8	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	12	9	propose	propose	VERB
cord-159425-fgbruo9l	12	10	analyses	analysis	NOUN
cord-159425-fgbruo9l	12	11	of	of	ADP
cord-159425-fgbruo9l	12	12	the	the	DET
cord-159425-fgbruo9l	12	13	disease	disease	NOUN
cord-159425-fgbruo9l	12	14	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	12	15	based	base	VERB
cord-159425-fgbruo9l	12	16	on	on	ADP
cord-159425-fgbruo9l	12	17	the	the	DET
cord-159425-fgbruo9l	12	18	sir	sir	PROPN
cord-159425-fgbruo9l	12	19	model	model	NOUN
cord-159425-fgbruo9l	12	20	[	[	X
cord-159425-fgbruo9l	12	21	1	1	NUM
cord-159425-fgbruo9l	12	22	,	,	PUNCT
cord-159425-fgbruo9l	12	23	9	9	NUM
cord-159425-fgbruo9l	12	24	]	]	PUNCT
cord-159425-fgbruo9l	12	25	and	and	CCONJ
cord-159425-fgbruo9l	12	26	its	its	PRON
cord-159425-fgbruo9l	12	27	extensions	extension	NOUN
cord-159425-fgbruo9l	12	28	[	[	PUNCT
cord-159425-fgbruo9l	12	29	7	7	NUM
cord-159425-fgbruo9l	12	30	,	,	PUNCT
cord-159425-fgbruo9l	12	31	8	8	NUM
cord-159425-fgbruo9l	12	32	,	,	PUNCT
cord-159425-fgbruo9l	12	33	10	10	NUM
cord-159425-fgbruo9l	12	34	,	,	PUNCT
cord-159425-fgbruo9l	12	35	12	12	NUM
cord-159425-fgbruo9l	12	36	,	,	PUNCT
cord-159425-fgbruo9l	12	37	17	17	NUM
cord-159425-fgbruo9l	12	38	,	,	PUNCT
cord-159425-fgbruo9l	12	39	19	19	NUM
cord-159425-fgbruo9l	12	40	]	]	PUNCT
cord-159425-fgbruo9l	12	41	.	.	PUNCT
cord-159425-fgbruo9l	13	1	we	we	PRON
cord-159425-fgbruo9l	13	2	introduce	introduce	VERB
cord-159425-fgbruo9l	13	3	the	the	DET
cord-159425-fgbruo9l	13	4	novel	novel	ADJ
cord-159425-fgbruo9l	13	5	application	application	NOUN
cord-159425-fgbruo9l	13	6	of	of	ADP
cord-159425-fgbruo9l	13	7	a	a	DET
cord-159425-fgbruo9l	13	8	semi	semi	ADJ
cord-159425-fgbruo9l	13	9	-	-	ADJ
cord-159425-fgbruo9l	13	10	supervised	supervised	ADJ
cord-159425-fgbruo9l	13	11	neural	neural	ADJ
cord-159425-fgbruo9l	13	12	network	network	NOUN
cord-159425-fgbruo9l	13	13	(	(	PUNCT
cord-159425-fgbruo9l	13	14	nn	nn	PROPN
cord-159425-fgbruo9l	13	15	)	)	PUNCT
cord-159425-fgbruo9l	13	16	to	to	PART
cord-159425-fgbruo9l	13	17	study	study	VERB
cord-159425-fgbruo9l	13	18	the	the	DET
cord-159425-fgbruo9l	13	19	spread	spread	NOUN
cord-159425-fgbruo9l	13	20	of	of	ADP
cord-159425-fgbruo9l	13	21	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	13	22	.	.	PUNCT
cord-159425-fgbruo9l	14	1	this	this	DET
cord-159425-fgbruo9l	14	2	method	method	NOUN
cord-159425-fgbruo9l	14	3	consists	consist	VERB
cord-159425-fgbruo9l	14	4	of	of	ADP
cord-159425-fgbruo9l	14	5	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	14	6	and	and	CCONJ
cord-159425-fgbruo9l	14	7	supervised	supervised	ADJ
cord-159425-fgbruo9l	14	8	parts	part	NOUN
cord-159425-fgbruo9l	14	9	and	and	CCONJ
cord-159425-fgbruo9l	14	10	is	be	AUX
cord-159425-fgbruo9l	14	11	capable	capable	ADJ
cord-159425-fgbruo9l	14	12	of	of	ADP
cord-159425-fgbruo9l	14	13	solving	solve	VERB
cord-159425-fgbruo9l	14	14	inverse	inverse	ADJ
cord-159425-fgbruo9l	14	15	problems	problem	NOUN
cord-159425-fgbruo9l	14	16	formulated	formulate	VERB
cord-159425-fgbruo9l	14	17	by	by	ADP
cord-159425-fgbruo9l	14	18	des	des	PROPN
cord-159425-fgbruo9l	14	19	.	.	PUNCT
cord-159425-fgbruo9l	15	1	we	we	PRON
cord-159425-fgbruo9l	15	2	also	also	ADV
cord-159425-fgbruo9l	15	3	propose	propose	VERB
cord-159425-fgbruo9l	15	4	an	an	DET
cord-159425-fgbruo9l	15	5	extension	extension	NOUN
cord-159425-fgbruo9l	15	6	of	of	ADP
cord-159425-fgbruo9l	15	7	the	the	DET
cord-159425-fgbruo9l	15	8	sir	sir	PROPN
cord-159425-fgbruo9l	15	9	model	model	NOUN
cord-159425-fgbruo9l	15	10	to	to	PART
cord-159425-fgbruo9l	15	11	include	include	VERB
cord-159425-fgbruo9l	15	12	a	a	DET
cord-159425-fgbruo9l	15	13	passive	passive	ADJ
cord-159425-fgbruo9l	15	14	compartment	compartment	NOUN
cord-159425-fgbruo9l	15	15	p	p	NOUN
cord-159425-fgbruo9l	15	16	,	,	PUNCT
cord-159425-fgbruo9l	15	17	which	which	PRON
cord-159425-fgbruo9l	15	18	is	be	AUX
cord-159425-fgbruo9l	15	19	assumed	assume	VERB
cord-159425-fgbruo9l	15	20	to	to	PART
cord-159425-fgbruo9l	15	21	be	be	AUX
cord-159425-fgbruo9l	15	22	uninvolved	uninvolved	ADJ
cord-159425-fgbruo9l	15	23	in	in	ADP
cord-159425-fgbruo9l	15	24	the	the	DET
cord-159425-fgbruo9l	15	25	spread	spread	NOUN
cord-159425-fgbruo9l	15	26	of	of	ADP
cord-159425-fgbruo9l	15	27	the	the	DET
cord-159425-fgbruo9l	15	28	pandemic	pandemic	ADJ
cord-159425-fgbruo9l	15	29	(	(	PUNCT
cord-159425-fgbruo9l	15	30	sirp	sirp	PROPN
cord-159425-fgbruo9l	15	31	)	)	PUNCT
cord-159425-fgbruo9l	15	32	,	,	PUNCT
cord-159425-fgbruo9l	15	33	presenting	present	VERB
cord-159425-fgbruo9l	15	34	a	a	DET
cord-159425-fgbruo9l	15	35	novel	novel	ADJ
cord-159425-fgbruo9l	15	36	machine	machine	NOUN
cord-159425-fgbruo9l	15	37	learning	learning	NOUN
cord-159425-fgbruo9l	15	38	technique	technique	NOUN
cord-159425-fgbruo9l	15	39	for	for	ADP
cord-159425-fgbruo9l	15	40	solving	solve	VERB
cord-159425-fgbruo9l	15	41	inverse	inverse	ADJ
cord-159425-fgbruo9l	15	42	problems	problem	NOUN
cord-159425-fgbruo9l	15	43	and	and	CCONJ
cord-159425-fgbruo9l	15	44	improving	improve	VERB
cord-159425-fgbruo9l	15	45	disease	disease	NOUN
cord-159425-fgbruo9l	15	46	modeling	modeling	NOUN
cord-159425-fgbruo9l	15	47	.	.	PUNCT
cord-159425-fgbruo9l	16	1	we	we	PRON
cord-159425-fgbruo9l	16	2	first	first	ADV
cord-159425-fgbruo9l	16	3	present	present	VERB
cord-159425-fgbruo9l	16	4	our	our	PRON
cord-159425-fgbruo9l	16	5	method	method	NOUN
cord-159425-fgbruo9l	16	6	and	and	CCONJ
cord-159425-fgbruo9l	16	7	use	use	VERB
cord-159425-fgbruo9l	16	8	it	it	PRON
cord-159425-fgbruo9l	16	9	for	for	ADP
cord-159425-fgbruo9l	16	10	studying	study	VERB
cord-159425-fgbruo9l	16	11	synthetic	synthetic	ADJ
cord-159425-fgbruo9l	16	12	data	datum	NOUN
cord-159425-fgbruo9l	16	13	generated	generate	VERB
cord-159425-fgbruo9l	16	14	by	by	ADP
cord-159425-fgbruo9l	16	15	the	the	DET
cord-159425-fgbruo9l	16	16	sir	sir	PROPN
cord-159425-fgbruo9l	16	17	model	model	NOUN
cord-159425-fgbruo9l	16	18	.	.	PUNCT
cord-159425-fgbruo9l	17	1	then	then	ADV
cord-159425-fgbruo9l	17	2	,	,	PUNCT
cord-159425-fgbruo9l	17	3	we	we	PRON
cord-159425-fgbruo9l	17	4	introduce	introduce	VERB
cord-159425-fgbruo9l	17	5	the	the	DET
cord-159425-fgbruo9l	17	6	sirp	sirp	NOUN
cord-159425-fgbruo9l	17	7	model	model	NOUN
cord-159425-fgbruo9l	17	8	and	and	CCONJ
cord-159425-fgbruo9l	17	9	study	study	VERB
cord-159425-fgbruo9l	17	10	the	the	DET
cord-159425-fgbruo9l	17	11	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	17	12	's	's	PART
cord-159425-fgbruo9l	17	13	evolution	evolution	NOUN
cord-159425-fgbruo9l	17	14	by	by	ADP
cord-159425-fgbruo9l	17	15	applying	apply	VERB
cord-159425-fgbruo9l	17	16	the	the	DET
cord-159425-fgbruo9l	17	17	semi	semi	ADJ
cord-159425-fgbruo9l	17	18	-	-	ADJ
cord-159425-fgbruo9l	17	19	supervised	supervised	ADJ
cord-159425-fgbruo9l	17	20	approach	approach	NOUN
cord-159425-fgbruo9l	17	21	to	to	ADP
cord-159425-fgbruo9l	17	22	real	real	ADJ
cord-159425-fgbruo9l	17	23	data	datum	NOUN
cord-159425-fgbruo9l	17	24	,	,	PUNCT
cord-159425-fgbruo9l	17	25	capturing	capture	VERB
cord-159425-fgbruo9l	17	26	the	the	DET
cord-159425-fgbruo9l	17	27	populations	population	NOUN
cord-159425-fgbruo9l	17	28	infected	infect	VERB
cord-159425-fgbruo9l	17	29	and	and	CCONJ
cord-159425-fgbruo9l	17	30	removed	remove	VERB
cord-159425-fgbruo9l	17	31	by	by	ADP
cord-159425-fgbruo9l	17	32	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	17	33	in	in	ADP
cord-159425-fgbruo9l	17	34	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	17	35	,	,	PUNCT
cord-159425-fgbruo9l	17	36	spain	spain	PROPN
cord-159425-fgbruo9l	17	37	,	,	PUNCT
cord-159425-fgbruo9l	17	38	and	and	CCONJ
cord-159425-fgbruo9l	17	39	italy	italy	PROPN
cord-159425-fgbruo9l	17	40	.	.	PUNCT
cord-159425-fgbruo9l	18	1	we	we	PRON
cord-159425-fgbruo9l	18	2	conclude	conclude	VERB
cord-159425-fgbruo9l	18	3	with	with	ADP
cord-159425-fgbruo9l	18	4	a	a	DET
cord-159425-fgbruo9l	18	5	summary	summary	NOUN
cord-159425-fgbruo9l	18	6	of	of	ADP
cord-159425-fgbruo9l	18	7	the	the	DET
cord-159425-fgbruo9l	18	8	key	key	ADJ
cord-159425-fgbruo9l	18	9	ideas	idea	NOUN
cord-159425-fgbruo9l	18	10	and	and	CCONJ
cord-159425-fgbruo9l	18	11	the	the	DET
cord-159425-fgbruo9l	18	12	most	most	ADV
cord-159425-fgbruo9l	18	13	significant	significant	ADJ
cord-159425-fgbruo9l	18	14	results	result	NOUN
cord-159425-fgbruo9l	18	15	presented	present	VERB
cord-159425-fgbruo9l	18	16	in	in	ADP
cord-159425-fgbruo9l	18	17	this	this	DET
cord-159425-fgbruo9l	18	18	study	study	NOUN
cord-159425-fgbruo9l	18	19	.	.	PUNCT
cord-159425-fgbruo9l	19	1	we	we	PRON
cord-159425-fgbruo9l	19	2	developed	develop	VERB
cord-159425-fgbruo9l	19	3	a	a	DET
cord-159425-fgbruo9l	19	4	semi	semi	ADJ
cord-159425-fgbruo9l	19	5	-	-	ADJ
cord-159425-fgbruo9l	19	6	supervised	supervised	ADJ
cord-159425-fgbruo9l	19	7	method	method	NOUN
cord-159425-fgbruo9l	19	8	to	to	PART
cord-159425-fgbruo9l	19	9	determine	determine	VERB
cord-159425-fgbruo9l	19	10	the	the	DET
cord-159425-fgbruo9l	19	11	optimal	optimal	ADJ
cord-159425-fgbruo9l	19	12	parameters	parameter	NOUN
cord-159425-fgbruo9l	19	13	and	and	CCONJ
cord-159425-fgbruo9l	19	14	initial	initial	ADJ
cord-159425-fgbruo9l	19	15	conditions	condition	NOUN
cord-159425-fgbruo9l	19	16	of	of	ADP
cord-159425-fgbruo9l	19	17	a	a	DET
cord-159425-fgbruo9l	19	18	specific	specific	ADJ
cord-159425-fgbruo9l	19	19	de	de	X
cord-159425-fgbruo9l	19	20	system	system	NOUN
cord-159425-fgbruo9l	19	21	,	,	PUNCT
cord-159425-fgbruo9l	19	22	yielding	yield	VERB
cord-159425-fgbruo9l	19	23	solutions	solution	NOUN
cord-159425-fgbruo9l	19	24	that	that	PRON
cord-159425-fgbruo9l	19	25	best	well	ADV
cord-159425-fgbruo9l	19	26	fit	fit	VERB
cord-159425-fgbruo9l	19	27	a	a	DET
cord-159425-fgbruo9l	19	28	given	give	VERB
cord-159425-fgbruo9l	19	29	dataset	dataset	NOUN
cord-159425-fgbruo9l	19	30	.	.	PUNCT
cord-159425-fgbruo9l	20	1	the	the	DET
cord-159425-fgbruo9l	20	2	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	20	3	part	part	NOUN
cord-159425-fgbruo9l	20	4	consists	consist	VERB
cord-159425-fgbruo9l	20	5	of	of	ADP
cord-159425-fgbruo9l	20	6	a	a	DET
cord-159425-fgbruo9l	20	7	data	data	NOUN
cord-159425-fgbruo9l	20	8	-	-	PUNCT
cord-159425-fgbruo9l	20	9	free	free	ADJ
cord-159425-fgbruo9l	20	10	nn	nn	NOUN
cord-159425-fgbruo9l	20	11	that	that	PRON
cord-159425-fgbruo9l	20	12	is	be	AUX
cord-159425-fgbruo9l	20	13	trained	train	VERB
cord-159425-fgbruo9l	20	14	to	to	PART
cord-159425-fgbruo9l	20	15	discover	discover	VERB
cord-159425-fgbruo9l	20	16	solutions	solution	NOUN
cord-159425-fgbruo9l	20	17	for	for	ADP
cord-159425-fgbruo9l	20	18	a	a	DET
cord-159425-fgbruo9l	20	19	de	de	X
cord-159425-fgbruo9l	20	20	system	system	NOUN
cord-159425-fgbruo9l	20	21	in	in	ADP
cord-159425-fgbruo9l	20	22	a	a	DET
cord-159425-fgbruo9l	20	23	high	high	ADJ
cord-159425-fgbruo9l	20	24	-	-	PUNCT
cord-159425-fgbruo9l	20	25	dimensional	dimensional	ADJ
cord-159425-fgbruo9l	20	26	parametric	parametric	ADJ
cord-159425-fgbruo9l	20	27	space	space	NOUN
cord-159425-fgbruo9l	20	28	that	that	PRON
cord-159425-fgbruo9l	20	29	consists	consist	VERB
cord-159425-fgbruo9l	20	30	of	of	ADP
cord-159425-fgbruo9l	20	31	the	the	DET
cord-159425-fgbruo9l	20	32	modeling	modeling	NOUN
cord-159425-fgbruo9l	20	33	-	-	PUNCT
cord-159425-fgbruo9l	20	34	parameters	parameter	NOUN
cord-159425-fgbruo9l	20	35	and	and	CCONJ
cord-159425-fgbruo9l	20	36	initial	initial	ADJ
cord-159425-fgbruo9l	20	37	conditions	condition	NOUN
cord-159425-fgbruo9l	20	38	[	[	PUNCT
cord-159425-fgbruo9l	20	39	6	6	NUM
cord-159425-fgbruo9l	20	40	]	]	PUNCT
cord-159425-fgbruo9l	20	41	.	.	PUNCT
cord-159425-fgbruo9l	21	1	the	the	DET
cord-159425-fgbruo9l	21	2	loss	loss	NOUN
cord-159425-fgbruo9l	21	3	function	function	NOUN
cord-159425-fgbruo9l	21	4	solely	solely	ADV
cord-159425-fgbruo9l	21	5	depends	depend	VERB
cord-159425-fgbruo9l	21	6	on	on	ADP
cord-159425-fgbruo9l	21	7	the	the	DET
cord-159425-fgbruo9l	21	8	network	network	NOUN
cord-159425-fgbruo9l	21	9	predictions	prediction	NOUN
cord-159425-fgbruo9l	21	10	providing	provide	VERB
cord-159425-fgbruo9l	21	11	an	an	DET
cord-159425-fgbruo9l	21	12	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	21	13	learning	learning	NOUN
cord-159425-fgbruo9l	21	14	method	method	NOUN
cord-159425-fgbruo9l	21	15	.	.	PUNCT
cord-159425-fgbruo9l	22	1	the	the	DET
cord-159425-fgbruo9l	22	2	nn	nn	PROPN
cord-159425-fgbruo9l	22	3	solutions	solution	NOUN
cord-159425-fgbruo9l	22	4	are	be	AUX
cord-159425-fgbruo9l	22	5	given	give	VERB
cord-159425-fgbruo9l	22	6	in	in	ADP
cord-159425-fgbruo9l	22	7	a	a	DET
cord-159425-fgbruo9l	22	8	closed	closed	ADJ
cord-159425-fgbruo9l	22	9	differentiable	differentiable	ADJ
cord-159425-fgbruo9l	22	10	form	form	NOUN
cord-159425-fgbruo9l	22	11	[	[	PUNCT
cord-159425-fgbruo9l	22	12	13	13	NUM
cord-159425-fgbruo9l	22	13	,	,	PUNCT
cord-159425-fgbruo9l	22	14	11	11	NUM
cord-159425-fgbruo9l	22	15	,	,	PUNCT
cord-159425-fgbruo9l	22	16	14	14	NUM
cord-159425-fgbruo9l	22	17	]	]	PUNCT
cord-159425-fgbruo9l	22	18	.	.	PUNCT
cord-159425-fgbruo9l	23	1	once	once	ADV
cord-159425-fgbruo9l	23	2	a	a	DET
cord-159425-fgbruo9l	23	3	nn	nn	NOUN
cord-159425-fgbruo9l	23	4	is	be	AUX
cord-159425-fgbruo9l	23	5	optimized	optimize	VERB
cord-159425-fgbruo9l	23	6	for	for	ADP
cord-159425-fgbruo9l	23	7	a	a	DET
cord-159425-fgbruo9l	23	8	particular	particular	ADJ
cord-159425-fgbruo9l	23	9	model	model	NOUN
cord-159425-fgbruo9l	23	10	formed	form	VERB
cord-159425-fgbruo9l	23	11	by	by	ADP
cord-159425-fgbruo9l	23	12	des	des	PROPN
cord-159425-fgbruo9l	23	13	,	,	PUNCT
cord-159425-fgbruo9l	23	14	and	and	CCONJ
cord-159425-fgbruo9l	23	15	consideration	consideration	NOUN
cord-159425-fgbruo9l	23	16	of	of	ADP
cord-159425-fgbruo9l	23	17	the	the	DET
cord-159425-fgbruo9l	23	18	differentiability	differentiability	NOUN
cord-159425-fgbruo9l	23	19	of	of	ADP
cord-159425-fgbruo9l	23	20	solutions	solution	NOUN
cord-159425-fgbruo9l	23	21	,	,	PUNCT
cord-159425-fgbruo9l	23	22	a	a	DET
cord-159425-fgbruo9l	23	23	supervised	supervised	ADJ
cord-159425-fgbruo9l	23	24	approach	approach	NOUN
cord-159425-fgbruo9l	23	25	employs	employ	VERB
cord-159425-fgbruo9l	23	26	a	a	DET
cord-159425-fgbruo9l	23	27	gradient	gradient	ADJ
cord-159425-fgbruo9l	23	28	descent	descent	NOUN
cord-159425-fgbruo9l	23	29	optimization	optimization	NOUN
cord-159425-fgbruo9l	23	30	method	method	NOUN
cord-159425-fgbruo9l	23	31	to	to	PART
cord-159425-fgbruo9l	23	32	determine	determine	VERB
cord-159425-fgbruo9l	23	33	the	the	DET
cord-159425-fgbruo9l	23	34	model	model	NOUN
cord-159425-fgbruo9l	23	35	parameters	parameter	NOUN
cord-159425-fgbruo9l	23	36	and	and	CCONJ
cord-159425-fgbruo9l	23	37	initial	initial	ADJ
cord-159425-fgbruo9l	23	38	conditions	condition	NOUN
cord-159425-fgbruo9l	23	39	that	that	PRON
cord-159425-fgbruo9l	23	40	best	good	ADJ
cord-159425-fgbruo9l	23	41	describe	describe	VERB
cord-159425-fgbruo9l	23	42	ground	ground	NOUN
cord-159425-fgbruo9l	23	43	truth	truth	NOUN
cord-159425-fgbruo9l	23	44	observations	observation	NOUN
cord-159425-fgbruo9l	23	45	.	.	PUNCT
cord-159425-fgbruo9l	24	1	automatic	automatic	ADJ
cord-159425-fgbruo9l	24	2	differentiation	differentiation	NOUN
cord-159425-fgbruo9l	24	3	[	[	PUNCT
cord-159425-fgbruo9l	24	4	16	16	NUM
cord-159425-fgbruo9l	24	5	]	]	PUNCT
cord-159425-fgbruo9l	24	6	computes	compute	VERB
cord-159425-fgbruo9l	24	7	the	the	DET
cord-159425-fgbruo9l	24	8	derivatives	derivative	NOUN
cord-159425-fgbruo9l	24	9	in	in	ADP
cord-159425-fgbruo9l	24	10	gradient	gradient	ADJ
cord-159425-fgbruo9l	24	11	descent	descent	NOUN
cord-159425-fgbruo9l	24	12	.	.	PUNCT
cord-159425-fgbruo9l	25	1	an	an	DET
cord-159425-fgbruo9l	25	2	advantage	advantage	NOUN
cord-159425-fgbruo9l	25	3	of	of	ADP
cord-159425-fgbruo9l	25	4	our	our	PRON
cord-159425-fgbruo9l	25	5	approach	approach	NOUN
cord-159425-fgbruo9l	25	6	over	over	ADP
cord-159425-fgbruo9l	25	7	standard	standard	ADJ
cord-159425-fgbruo9l	25	8	regression	regression	NOUN
cord-159425-fgbruo9l	25	9	methods	method	NOUN
cord-159425-fgbruo9l	25	10	is	be	AUX
cord-159425-fgbruo9l	25	11	that	that	SCONJ
cord-159425-fgbruo9l	25	12	the	the	DET
cord-159425-fgbruo9l	25	13	predictions	prediction	NOUN
cord-159425-fgbruo9l	25	14	respect	respect	VERB
cord-159425-fgbruo9l	25	15	any	any	DET
cord-159425-fgbruo9l	25	16	underlying	underlie	VERB
cord-159425-fgbruo9l	25	17	constraints	constraint	NOUN
cord-159425-fgbruo9l	25	18	embedded	embed	VERB
cord-159425-fgbruo9l	25	19	in	in	ADP
cord-159425-fgbruo9l	25	20	the	the	DET
cord-159425-fgbruo9l	25	21	de	de	X
cord-159425-fgbruo9l	25	22	system	system	NOUN
cord-159425-fgbruo9l	25	23	.	.	PUNCT
cord-159425-fgbruo9l	26	1	the	the	DET
cord-159425-fgbruo9l	26	2	first	first	ADJ
cord-159425-fgbruo9l	26	3	part	part	NOUN
cord-159425-fgbruo9l	26	4	of	of	ADP
cord-159425-fgbruo9l	26	5	the	the	DET
cord-159425-fgbruo9l	26	6	proposed	propose	VERB
cord-159425-fgbruo9l	26	7	method	method	NOUN
cord-159425-fgbruo9l	26	8	is	be	AUX
cord-159425-fgbruo9l	26	9	unsupervised	unsupervise	VERB
cord-159425-fgbruo9l	26	10	where	where	SCONJ
cord-159425-fgbruo9l	26	11	a	a	DET
cord-159425-fgbruo9l	26	12	feed	feed	NOUN
cord-159425-fgbruo9l	26	13	-	-	PUNCT
cord-159425-fgbruo9l	26	14	forward	forward	NOUN
cord-159425-fgbruo9l	26	15	fully	fully	ADV
cord-159425-fgbruo9l	26	16	connected	connect	VERB
cord-159425-fgbruo9l	26	17	neural	neural	ADJ
cord-159425-fgbruo9l	26	18	network	network	NOUN
cord-159425-fgbruo9l	26	19	[	[	PUNCT
cord-159425-fgbruo9l	26	20	11	11	NUM
cord-159425-fgbruo9l	26	21	,	,	PUNCT
cord-159425-fgbruo9l	26	22	14	14	NUM
cord-159425-fgbruo9l	26	23	]	]	PUNCT
cord-159425-fgbruo9l	26	24	is	be	AUX
cord-159425-fgbruo9l	26	25	employed	employ	VERB
cord-159425-fgbruo9l	26	26	to	to	PART
cord-159425-fgbruo9l	26	27	learn	learn	VERB
cord-159425-fgbruo9l	26	28	solutions	solution	NOUN
cord-159425-fgbruo9l	26	29	of	of	ADP
cord-159425-fgbruo9l	26	30	a	a	DET
cord-159425-fgbruo9l	26	31	de	de	X
cord-159425-fgbruo9l	26	32	system	system	NOUN
cord-159425-fgbruo9l	26	33	of	of	ADP
cord-159425-fgbruo9l	26	34	the	the	DET
cord-159425-fgbruo9l	26	35	form	form	NOUN
cord-159425-fgbruo9l	26	36	:	:	PUNCT
cord-159425-fgbruo9l	26	37	where	where	SCONJ
cord-159425-fgbruo9l	26	38	t	t	PROPN
cord-159425-fgbruo9l	26	39	denotes	denote	VERB
cord-159425-fgbruo9l	26	40	time	time	NOUN
cord-159425-fgbruo9l	26	41	,	,	PUNCT
cord-159425-fgbruo9l	26	42	z	z	PROPN
cord-159425-fgbruo9l	26	43	=	=	SYM
cord-159425-fgbruo9l	26	44	z(t	z(t	PROPN
cord-159425-fgbruo9l	26	45	,	,	PUNCT
cord-159425-fgbruo9l	26	46	z	z	NOUN
cord-159425-fgbruo9l	26	47	0	0	NUM
cord-159425-fgbruo9l	26	48	,	,	PUNCT
cord-159425-fgbruo9l	26	49	θ	θ	NOUN
cord-159425-fgbruo9l	26	50	)	)	PUNCT
cord-159425-fgbruo9l	26	51	is	be	AUX
cord-159425-fgbruo9l	26	52	a	a	DET
cord-159425-fgbruo9l	26	53	vector	vector	NOUN
cord-159425-fgbruo9l	26	54	that	that	PRON
cord-159425-fgbruo9l	26	55	contains	contain	VERB
cord-159425-fgbruo9l	26	56	the	the	DET
cord-159425-fgbruo9l	26	57	variables	variable	NOUN
cord-159425-fgbruo9l	26	58	,	,	PUNCT
cord-159425-fgbruo9l	26	59	z	z	NOUN
cord-159425-fgbruo9l	26	60	0	0	PUNCT
cord-159425-fgbruo9l	26	61	holds	hold	VERB
cord-159425-fgbruo9l	26	62	the	the	DET
cord-159425-fgbruo9l	26	63	initial	initial	ADJ
cord-159425-fgbruo9l	26	64	values	value	NOUN
cord-159425-fgbruo9l	26	65	for	for	ADP
cord-159425-fgbruo9l	26	66	z	z	NUM
cord-159425-fgbruo9l	26	67	,	,	PUNCT
cord-159425-fgbruo9l	26	68	and	and	CCONJ
cord-159425-fgbruo9l	26	69	θ	θ	PRON
cord-159425-fgbruo9l	26	70	includes	include	VERB
cord-159425-fgbruo9l	26	71	the	the	DET
cord-159425-fgbruo9l	26	72	modeling	modeling	NOUN
cord-159425-fgbruo9l	26	73	parameters	parameter	NOUN
cord-159425-fgbruo9l	26	74	.	.	PUNCT
cord-159425-fgbruo9l	27	1	the	the	DET
cord-159425-fgbruo9l	27	2	nn	nn	PROPN
cord-159425-fgbruo9l	27	3	takes	take	VERB
cord-159425-fgbruo9l	27	4	the	the	DET
cord-159425-fgbruo9l	27	5	inputs	input	NOUN
cord-159425-fgbruo9l	27	6	(	(	PUNCT
cord-159425-fgbruo9l	27	7	t	t	NOUN
cord-159425-fgbruo9l	27	8	,	,	PUNCT
cord-159425-fgbruo9l	27	9	z	z	NOUN
cord-159425-fgbruo9l	27	10	0	0	NUM
cord-159425-fgbruo9l	27	11	,	,	PUNCT
cord-159425-fgbruo9l	27	12	θ	θ	NOUN
cord-159425-fgbruo9l	27	13	)	)	PUNCT
cord-159425-fgbruo9l	27	14	and	and	CCONJ
cord-159425-fgbruo9l	27	15	is	be	AUX
cord-159425-fgbruo9l	27	16	trained	train	VERB
cord-159425-fgbruo9l	27	17	in	in	ADP
cord-159425-fgbruo9l	27	18	a	a	DET
cord-159425-fgbruo9l	27	19	certain	certain	ADJ
cord-159425-fgbruo9l	27	20	time	time	NOUN
cord-159425-fgbruo9l	27	21	range	range	NOUN
cord-159425-fgbruo9l	27	22	and	and	CCONJ
cord-159425-fgbruo9l	27	23	over	over	ADP
cord-159425-fgbruo9l	27	24	predefined	predefine	VERB
cord-159425-fgbruo9l	27	25	intervals	interval	NOUN
cord-159425-fgbruo9l	27	26	of	of	ADP
cord-159425-fgbruo9l	27	27	z	z	NOUN
cord-159425-fgbruo9l	27	28	0	0	PUNCT
cord-159425-fgbruo9l	27	29	and	and	CCONJ
cord-159425-fgbruo9l	27	30	θ	θ	NOUN
cord-159425-fgbruo9l	27	31	(	(	PUNCT
cord-159425-fgbruo9l	27	32	called	call	VERB
cord-159425-fgbruo9l	27	33	bundles	bundle	NOUN
cord-159425-fgbruo9l	27	34	)	)	PUNCT
cord-159425-fgbruo9l	28	1	[	[	X
cord-159425-fgbruo9l	28	2	6	6	NUM
cord-159425-fgbruo9l	28	3	]	]	PUNCT
cord-159425-fgbruo9l	28	4	.	.	PUNCT
cord-159425-fgbruo9l	29	1	the	the	DET
cord-159425-fgbruo9l	29	2	network	network	NOUN
cord-159425-fgbruo9l	29	3	returns	return	VERB
cord-159425-fgbruo9l	29	4	an	an	DET
cord-159425-fgbruo9l	29	5	output	output	NOUN
cord-159425-fgbruo9l	29	6	vector	vector	NOUN
cord-159425-fgbruo9l	29	7	z	z	PROPN
cord-159425-fgbruo9l	29	8	nn	nn	NOUN
cord-159425-fgbruo9l	29	9	of	of	ADP
cord-159425-fgbruo9l	29	10	the	the	DET
cord-159425-fgbruo9l	29	11	same	same	ADJ
cord-159425-fgbruo9l	29	12	dimensions	dimension	NOUN
cord-159425-fgbruo9l	29	13	as	as	SCONJ
cord-159425-fgbruo9l	29	14	the	the	DET
cord-159425-fgbruo9l	29	15	target	target	NOUN
cord-159425-fgbruo9l	29	16	solutions	solution	NOUN
cord-159425-fgbruo9l	29	17	z.	z.	NOUN
cord-159425-fgbruo9l	30	1	the	the	PRON
cord-159425-fgbruo9l	30	2	learned	learn	VERB
cord-159425-fgbruo9l	30	3	solutionsẑ	solutionsẑ	NOUN
cord-159425-fgbruo9l	30	4	satisfy	satisfy	VERB
cord-159425-fgbruo9l	30	5	the	the	DET
cord-159425-fgbruo9l	30	6	initial	initial	ADJ
cord-159425-fgbruo9l	30	7	conditions	condition	NOUN
cord-159425-fgbruo9l	30	8	identically	identically	ADV
cord-159425-fgbruo9l	30	9	by	by	ADP
cord-159425-fgbruo9l	30	10	considering	consider	VERB
cord-159425-fgbruo9l	30	11	parametric	parametric	ADJ
cord-159425-fgbruo9l	30	12	solutions	solution	NOUN
cord-159425-fgbruo9l	30	13	of	of	ADP
cord-159425-fgbruo9l	30	14	the	the	DET
cord-159425-fgbruo9l	30	15	form	form	NOUN
cord-159425-fgbruo9l	30	16	:	:	PUNCT
cord-159425-fgbruo9l	30	17	where	where	SCONJ
cord-159425-fgbruo9l	30	18	f	f	PROPN
cord-159425-fgbruo9l	30	19	(	(	PUNCT
cord-159425-fgbruo9l	30	20	t	t	PROPN
cord-159425-fgbruo9l	30	21	)	)	PUNCT
cord-159425-fgbruo9l	30	22	=	=	SYM
cord-159425-fgbruo9l	30	23	1	1	NUM
cord-159425-fgbruo9l	30	24	−	−	X
cord-159425-fgbruo9l	30	25	e	e	NOUN
cord-159425-fgbruo9l	30	26	−t	−t	NOUN
cord-159425-fgbruo9l	30	27	[	[	PUNCT
cord-159425-fgbruo9l	30	28	14	14	NUM
cord-159425-fgbruo9l	30	29	]	]	PUNCT
cord-159425-fgbruo9l	30	30	.	.	PUNCT
cord-159425-fgbruo9l	31	1	the	the	DET
cord-159425-fgbruo9l	31	2	loss	loss	NOUN
cord-159425-fgbruo9l	31	3	function	function	NOUN
cord-159425-fgbruo9l	31	4	used	use	VERB
cord-159425-fgbruo9l	31	5	in	in	ADP
cord-159425-fgbruo9l	31	6	the	the	DET
cord-159425-fgbruo9l	31	7	nn	nn	NOUN
cord-159425-fgbruo9l	31	8	optimization	optimization	NOUN
cord-159425-fgbruo9l	31	9	is	be	AUX
cord-159425-fgbruo9l	31	10	defined	define	VERB
cord-159425-fgbruo9l	31	11	by	by	ADP
cord-159425-fgbruo9l	31	12	eq	eq	PROPN
cord-159425-fgbruo9l	31	13	.	.	PUNCT
cord-159425-fgbruo9l	31	14	(	(	PUNCT
cord-159425-fgbruo9l	31	15	1	1	NUM
cord-159425-fgbruo9l	31	16	)	)	PUNCT
cord-159425-fgbruo9l	31	17	as	as	ADP
cord-159425-fgbruo9l	31	18	:	:	PUNCT
cord-159425-fgbruo9l	31	19	where	where	SCONJ
cord-159425-fgbruo9l	31	20	·	·	PUNCT
cord-159425-fgbruo9l	31	21	t	t	PROPN
cord-159425-fgbruo9l	31	22	denotes	denote	VERB
cord-159425-fgbruo9l	31	23	averaging	average	VERB
cord-159425-fgbruo9l	31	24	with	with	ADP
cord-159425-fgbruo9l	31	25	respect	respect	NOUN
cord-159425-fgbruo9l	31	26	the	the	DET
cord-159425-fgbruo9l	31	27	time	time	NOUN
cord-159425-fgbruo9l	31	28	.	.	PUNCT
cord-159425-fgbruo9l	32	1	the	the	DET
cord-159425-fgbruo9l	32	2	auto	auto	NOUN
cord-159425-fgbruo9l	32	3	-	-	PUNCT
cord-159425-fgbruo9l	32	4	differentiation	differentiation	NOUN
cord-159425-fgbruo9l	32	5	technique	technique	NOUN
cord-159425-fgbruo9l	32	6	[	[	PUNCT
cord-159425-fgbruo9l	32	7	16	16	NUM
cord-159425-fgbruo9l	32	8	]	]	PUNCT
cord-159425-fgbruo9l	32	9	is	be	AUX
cord-159425-fgbruo9l	32	10	used	use	VERB
cord-159425-fgbruo9l	32	11	for	for	ADP
cord-159425-fgbruo9l	32	12	the	the	DET
cord-159425-fgbruo9l	32	13	calculation	calculation	NOUN
cord-159425-fgbruo9l	32	14	of	of	ADP
cord-159425-fgbruo9l	32	15	time	time	NOUN
cord-159425-fgbruo9l	32	16	derivatives	derivative	NOUN
cord-159425-fgbruo9l	32	17	.	.	PUNCT
cord-159425-fgbruo9l	33	1	the	the	DET
cord-159425-fgbruo9l	33	2	proposed	propose	VERB
cord-159425-fgbruo9l	33	3	architecture	architecture	NOUN
cord-159425-fgbruo9l	33	4	is	be	AUX
cord-159425-fgbruo9l	33	5	outlined	outline	VERB
cord-159425-fgbruo9l	33	6	by	by	ADP
cord-159425-fgbruo9l	33	7	fig	fig	NOUN
cord-159425-fgbruo9l	33	8	.	.	PUNCT
cord-159425-fgbruo9l	34	1	1	1	NUM
cord-159425-fgbruo9l	34	2	.	.	PUNCT
cord-159425-fgbruo9l	35	1	once	once	SCONJ
cord-159425-fgbruo9l	35	2	the	the	DET
cord-159425-fgbruo9l	35	3	nn	nn	NOUN
cord-159425-fgbruo9l	35	4	is	be	AUX
cord-159425-fgbruo9l	35	5	trained	train	VERB
cord-159425-fgbruo9l	35	6	to	to	PART
cord-159425-fgbruo9l	35	7	provide	provide	VERB
cord-159425-fgbruo9l	35	8	solutions	solution	NOUN
cord-159425-fgbruo9l	35	9	for	for	ADP
cord-159425-fgbruo9l	35	10	the	the	DET
cord-159425-fgbruo9l	35	11	system	system	NOUN
cord-159425-fgbruo9l	35	12	of	of	ADP
cord-159425-fgbruo9l	35	13	eq	eq	PROPN
cord-159425-fgbruo9l	35	14	.	.	PUNCT
cord-159425-fgbruo9l	36	1	(	(	PUNCT
cord-159425-fgbruo9l	36	2	1	1	NUM
cord-159425-fgbruo9l	36	3	)	)	PUNCT
cord-159425-fgbruo9l	36	4	,	,	PUNCT
cord-159425-fgbruo9l	36	5	it	it	PRON
cord-159425-fgbruo9l	36	6	is	be	AUX
cord-159425-fgbruo9l	36	7	used	use	VERB
cord-159425-fgbruo9l	36	8	to	to	PART
cord-159425-fgbruo9l	36	9	develop	develop	VERB
cord-159425-fgbruo9l	36	10	a	a	DET
cord-159425-fgbruo9l	36	11	supervised	supervised	ADJ
cord-159425-fgbruo9l	36	12	pipeline	pipeline	NOUN
cord-159425-fgbruo9l	36	13	for	for	ADP
cord-159425-fgbruo9l	36	14	the	the	DET
cord-159425-fgbruo9l	36	15	estimation	estimation	NOUN
cord-159425-fgbruo9l	36	16	of	of	ADP
cord-159425-fgbruo9l	36	17	z	z	NOUN
cord-159425-fgbruo9l	36	18	0	0	NUM
cord-159425-fgbruo9l	36	19	and	and	CCONJ
cord-159425-fgbruo9l	36	20	θ	θ	ADP
cord-159425-fgbruo9l	36	21	,	,	PUNCT
cord-159425-fgbruo9l	36	22	leading	lead	VERB
cord-159425-fgbruo9l	36	23	to	to	ADP
cord-159425-fgbruo9l	36	24	solutions	solution	NOUN
cord-159425-fgbruo9l	36	25	that	that	PRON
cord-159425-fgbruo9l	36	26	fit	fit	VERB
cord-159425-fgbruo9l	36	27	given	give	VERB
cord-159425-fgbruo9l	36	28	observations	observation	NOUN
cord-159425-fgbruo9l	36	29	denoted	denote	VERB
cord-159425-fgbruo9l	36	30	byz	byz	ADJ
cord-159425-fgbruo9l	36	31	=	=	NOUN
cord-159425-fgbruo9l	36	32	z(t	z(t	PROPN
cord-159425-fgbruo9l	36	33	)	)	PUNCT
cord-159425-fgbruo9l	36	34	.	.	PUNCT
cord-159425-fgbruo9l	37	1	this	this	DET
cord-159425-fgbruo9l	37	2	procedure	procedure	NOUN
cord-159425-fgbruo9l	37	3	is	be	AUX
cord-159425-fgbruo9l	37	4	illustrated	illustrate	VERB
cord-159425-fgbruo9l	37	5	in	in	ADP
cord-159425-fgbruo9l	37	6	blue	blue	PROPN
cord-159425-fgbruo9l	37	7	in	in	ADP
cord-159425-fgbruo9l	37	8	fig	fig	NOUN
cord-159425-fgbruo9l	37	9	.	.	PUNCT
cord-159425-fgbruo9l	38	1	1	1	NUM
cord-159425-fgbruo9l	38	2	.	.	PUNCT
cord-159425-fgbruo9l	39	1	starting	start	VERB
cord-159425-fgbruo9l	39	2	from	from	ADP
cord-159425-fgbruo9l	39	3	random	random	ADJ
cord-159425-fgbruo9l	39	4	z	z	NOUN
cord-159425-fgbruo9l	39	5	0	0	PUNCT
cord-159425-fgbruo9l	39	6	and	and	CCONJ
cord-159425-fgbruo9l	39	7	θ	θ	NUM
cord-159425-fgbruo9l	39	8	,	,	PUNCT
cord-159425-fgbruo9l	39	9	a	a	DET
cord-159425-fgbruo9l	39	10	solutionẑ(t	solutionẑ(t	NOUN
cord-159425-fgbruo9l	39	11	)	)	PUNCT
cord-159425-fgbruo9l	39	12	is	be	AUX
cord-159425-fgbruo9l	39	13	generated	generate	VERB
cord-159425-fgbruo9l	39	14	,	,	PUNCT
cord-159425-fgbruo9l	39	15	then	then	ADV
cord-159425-fgbruo9l	39	16	a	a	DET
cord-159425-fgbruo9l	39	17	gradient	gradient	ADJ
cord-159425-fgbruo9l	39	18	descent	descent	NOUN
cord-159425-fgbruo9l	39	19	optimizer	optimizer	NOUN
cord-159425-fgbruo9l	39	20	adjusts	adjust	VERB
cord-159425-fgbruo9l	39	21	z	z	NOUN
cord-159425-fgbruo9l	39	22	0	0	PUNCT
cord-159425-fgbruo9l	40	1	and	and	CCONJ
cord-159425-fgbruo9l	40	2	θ	θ	NOUN
cord-159425-fgbruo9l	40	3	in	in	ADP
cord-159425-fgbruo9l	40	4	order	order	NOUN
cord-159425-fgbruo9l	40	5	to	to	PART
cord-159425-fgbruo9l	40	6	minimize	minimize	VERB
cord-159425-fgbruo9l	40	7	the	the	DET
cord-159425-fgbruo9l	40	8	loss	loss	NOUN
cord-159425-fgbruo9l	40	9	function	function	NOUN
cord-159425-fgbruo9l	40	10	:	:	PUNCT
cord-159425-fgbruo9l	40	11	figure	figure	VERB
cord-159425-fgbruo9l	40	12	1	1	NUM
cord-159425-fgbruo9l	40	13	:	:	PUNCT
cord-159425-fgbruo9l	40	14	semi	semi	ADJ
cord-159425-fgbruo9l	40	15	-	-	ADJ
cord-159425-fgbruo9l	40	16	supervised	supervised	ADJ
cord-159425-fgbruo9l	40	17	neural	neural	ADJ
cord-159425-fgbruo9l	40	18	network	network	NOUN
cord-159425-fgbruo9l	40	19	architecture	architecture	NOUN
cord-159425-fgbruo9l	40	20	.	.	PUNCT
cord-159425-fgbruo9l	41	1	red	red	ADJ
cord-159425-fgbruo9l	41	2	and	and	CCONJ
cord-159425-fgbruo9l	41	3	blue	blue	ADJ
cord-159425-fgbruo9l	41	4	indicate	indicate	VERB
cord-159425-fgbruo9l	41	5	,	,	PUNCT
cord-159425-fgbruo9l	41	6	respectively	respectively	ADV
cord-159425-fgbruo9l	41	7	,	,	PUNCT
cord-159425-fgbruo9l	41	8	the	the	DET
cord-159425-fgbruo9l	41	9	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	41	10	and	and	CCONJ
cord-159425-fgbruo9l	41	11	supervised	supervised	ADJ
cord-159425-fgbruo9l	41	12	learning	learn	VERB
cord-159425-fgbruo9l	41	13	parts	part	NOUN
cord-159425-fgbruo9l	41	14	.	.	PUNCT
cord-159425-fgbruo9l	42	1	we	we	PRON
cord-159425-fgbruo9l	42	2	first	first	ADV
cord-159425-fgbruo9l	42	3	assessed	assess	VERB
cord-159425-fgbruo9l	42	4	the	the	DET
cord-159425-fgbruo9l	42	5	performance	performance	NOUN
cord-159425-fgbruo9l	42	6	of	of	ADP
cord-159425-fgbruo9l	42	7	the	the	DET
cord-159425-fgbruo9l	42	8	proposed	propose	VERB
cord-159425-fgbruo9l	42	9	method	method	NOUN
cord-159425-fgbruo9l	42	10	by	by	ADP
cord-159425-fgbruo9l	42	11	studying	study	VERB
cord-159425-fgbruo9l	42	12	synthetic	synthetic	ADJ
cord-159425-fgbruo9l	42	13	data	datum	NOUN
cord-159425-fgbruo9l	42	14	generated	generate	VERB
cord-159425-fgbruo9l	42	15	by	by	ADP
cord-159425-fgbruo9l	42	16	the	the	DET
cord-159425-fgbruo9l	42	17	sir	sir	PROPN
cord-159425-fgbruo9l	42	18	model	model	NOUN
cord-159425-fgbruo9l	42	19	.	.	PUNCT
cord-159425-fgbruo9l	43	1	the	the	DET
cord-159425-fgbruo9l	43	2	sir	sir	PROPN
cord-159425-fgbruo9l	43	3	model	model	NOUN
cord-159425-fgbruo9l	43	4	is	be	AUX
cord-159425-fgbruo9l	43	5	a	a	DET
cord-159425-fgbruo9l	43	6	system	system	NOUN
cord-159425-fgbruo9l	43	7	of	of	ADP
cord-159425-fgbruo9l	43	8	non	non	ADJ
cord-159425-fgbruo9l	43	9	-	-	ADJ
cord-159425-fgbruo9l	43	10	linear	linear	ADJ
cord-159425-fgbruo9l	43	11	des	des	X
cord-159425-fgbruo9l	43	12	given	give	VERB
cord-159425-fgbruo9l	43	13	by	by	ADP
cord-159425-fgbruo9l	43	14	:	:	PUNCT
cord-159425-fgbruo9l	43	15	where	where	SCONJ
cord-159425-fgbruo9l	43	16	n	n	ADV
cord-159425-fgbruo9l	43	17	is	be	AUX
cord-159425-fgbruo9l	43	18	the	the	DET
cord-159425-fgbruo9l	43	19	time	time	NOUN
cord-159425-fgbruo9l	43	20	-	-	PUNCT
cord-159425-fgbruo9l	43	21	invariant	invariant	ADJ
cord-159425-fgbruo9l	43	22	total	total	ADJ
cord-159425-fgbruo9l	43	23	population	population	NOUN
cord-159425-fgbruo9l	43	24	,	,	PUNCT
cord-159425-fgbruo9l	43	25	n	n	NOUN
cord-159425-fgbruo9l	43	26	=	=	SYM
cord-159425-fgbruo9l	43	27	s	s	NOUN
cord-159425-fgbruo9l	44	1	+	+	X
cord-159425-fgbruo9l	44	2	i	i	PRON
cord-159425-fgbruo9l	44	3	+	+	CCONJ
cord-159425-fgbruo9l	44	4	r.	r.	PROPN
cord-159425-fgbruo9l	44	5	we	we	PRON
cord-159425-fgbruo9l	44	6	use	use	VERB
cord-159425-fgbruo9l	44	7	s	s	PROPN
cord-159425-fgbruo9l	44	8	=	=	NOUN
cord-159425-fgbruo9l	44	9	s(t	s(t	PROPN
cord-159425-fgbruo9l	44	10	)	)	PUNCT
cord-159425-fgbruo9l	44	11	,	,	PUNCT
cord-159425-fgbruo9l	44	12	i	i	PROPN
cord-159425-fgbruo9l	44	13	=	=	X
cord-159425-fgbruo9l	44	14	i(t	i(t	PROPN
cord-159425-fgbruo9l	44	15	)	)	PUNCT
cord-159425-fgbruo9l	44	16	,	,	PUNCT
cord-159425-fgbruo9l	44	17	r	r	NOUN
cord-159425-fgbruo9l	44	18	=	=	X
cord-159425-fgbruo9l	44	19	r(t	r(t	NOUN
cord-159425-fgbruo9l	44	20	)	)	PUNCT
cord-159425-fgbruo9l	44	21	to	to	PART
cord-159425-fgbruo9l	44	22	keep	keep	VERB
cord-159425-fgbruo9l	44	23	the	the	DET
cord-159425-fgbruo9l	44	24	notation	notation	NOUN
cord-159425-fgbruo9l	44	25	elegant	elegant	ADJ
cord-159425-fgbruo9l	44	26	.	.	PUNCT
cord-159425-fgbruo9l	45	1	the	the	DET
cord-159425-fgbruo9l	45	2	flow	flow	NOUN
cord-159425-fgbruo9l	45	3	from	from	ADP
cord-159425-fgbruo9l	45	4	s	s	PROPN
cord-159425-fgbruo9l	45	5	to	to	ADP
cord-159425-fgbruo9l	45	6	i	i	PRON
cord-159425-fgbruo9l	45	7	is	be	AUX
cord-159425-fgbruo9l	45	8	regulated	regulate	VERB
cord-159425-fgbruo9l	45	9	by	by	ADP
cord-159425-fgbruo9l	45	10	the	the	DET
cord-159425-fgbruo9l	45	11	infection	infection	NOUN
cord-159425-fgbruo9l	45	12	rate	rate	NOUN
cord-159425-fgbruo9l	45	13	parameter	parameter	NOUN
cord-159425-fgbruo9l	45	14	β	β	NUM
cord-159425-fgbruo9l	45	15	,	,	PUNCT
cord-159425-fgbruo9l	45	16	while	while	SCONJ
cord-159425-fgbruo9l	45	17	the	the	DET
cord-159425-fgbruo9l	45	18	flow	flow	NOUN
cord-159425-fgbruo9l	45	19	from	from	ADP
cord-159425-fgbruo9l	45	20	i	i	PRON
cord-159425-fgbruo9l	45	21	to	to	ADP
cord-159425-fgbruo9l	45	22	r	r	NOUN
cord-159425-fgbruo9l	45	23	is	be	AUX
cord-159425-fgbruo9l	45	24	determined	determine	VERB
cord-159425-fgbruo9l	45	25	by	by	ADP
cord-159425-fgbruo9l	45	26	the	the	DET
cord-159425-fgbruo9l	45	27	recovery	recovery	NOUN
cord-159425-fgbruo9l	45	28	rate	rate	NOUN
cord-159425-fgbruo9l	45	29	parameter	parameter	NOUN
cord-159425-fgbruo9l	45	30	γ	γ	PROPN
cord-159425-fgbruo9l	45	31	.	.	PUNCT
cord-159425-fgbruo9l	46	1	an	an	DET
cord-159425-fgbruo9l	46	2	important	important	ADJ
cord-159425-fgbruo9l	46	3	assumption	assumption	NOUN
cord-159425-fgbruo9l	46	4	in	in	ADP
cord-159425-fgbruo9l	46	5	the	the	DET
cord-159425-fgbruo9l	46	6	sir	sir	PROPN
cord-159425-fgbruo9l	46	7	model	model	NOUN
cord-159425-fgbruo9l	46	8	is	be	AUX
cord-159425-fgbruo9l	46	9	that	that	SCONJ
cord-159425-fgbruo9l	46	10	the	the	DET
cord-159425-fgbruo9l	46	11	population	population	NOUN
cord-159425-fgbruo9l	46	12	in	in	ADP
cord-159425-fgbruo9l	46	13	r	r	NOUN
cord-159425-fgbruo9l	46	14	does	do	AUX
cord-159425-fgbruo9l	46	15	not	not	PART
cord-159425-fgbruo9l	46	16	flow	flow	VERB
cord-159425-fgbruo9l	46	17	either	either	ADV
cord-159425-fgbruo9l	46	18	to	to	ADP
cord-159425-fgbruo9l	46	19	s	s	PRON
cord-159425-fgbruo9l	46	20	or	or	CCONJ
cord-159425-fgbruo9l	46	21	to	to	ADP
cord-159425-fgbruo9l	46	22	i.	i.	PROPN
cord-159425-fgbruo9l	46	23	a	a	DET
cord-159425-fgbruo9l	46	24	high	high	ADJ
cord-159425-fgbruo9l	46	25	-	-	PUNCT
cord-159425-fgbruo9l	46	26	level	level	NOUN
cord-159425-fgbruo9l	46	27	description	description	NOUN
cord-159425-fgbruo9l	46	28	of	of	ADP
cord-159425-fgbruo9l	46	29	the	the	DET
cord-159425-fgbruo9l	46	30	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	46	31	of	of	ADP
cord-159425-fgbruo9l	46	32	epidemic	epidemic	NOUN
cord-159425-fgbruo9l	46	33	phenomena	phenomenon	NOUN
cord-159425-fgbruo9l	46	34	is	be	AUX
cord-159425-fgbruo9l	46	35	given	give	VERB
cord-159425-fgbruo9l	46	36	by	by	ADP
cord-159425-fgbruo9l	46	37	basic	basic	ADJ
cord-159425-fgbruo9l	46	38	reproduction	reproduction	NOUN
cord-159425-fgbruo9l	46	39	number	number	NOUN
cord-159425-fgbruo9l	46	40	r	r	NOUN
cord-159425-fgbruo9l	46	41	0	0	NUM
cord-159425-fgbruo9l	46	42	that	that	PRON
cord-159425-fgbruo9l	46	43	estimates	estimate	VERB
cord-159425-fgbruo9l	46	44	how	how	SCONJ
cord-159425-fgbruo9l	46	45	many	many	ADJ
cord-159425-fgbruo9l	46	46	new	new	ADJ
cord-159425-fgbruo9l	46	47	contagions	contagion	NOUN
cord-159425-fgbruo9l	46	48	are	be	AUX
cord-159425-fgbruo9l	46	49	generated	generate	VERB
cord-159425-fgbruo9l	46	50	by	by	ADP
cord-159425-fgbruo9l	46	51	a	a	DET
cord-159425-fgbruo9l	46	52	single	single	ADJ
cord-159425-fgbruo9l	46	53	infected	infect	VERB
cord-159425-fgbruo9l	46	54	person	person	NOUN
cord-159425-fgbruo9l	46	55	in	in	ADP
cord-159425-fgbruo9l	46	56	a	a	DET
cord-159425-fgbruo9l	46	57	population	population	NOUN
cord-159425-fgbruo9l	46	58	composed	compose	VERB
cord-159425-fgbruo9l	46	59	only	only	ADV
cord-159425-fgbruo9l	46	60	by	by	ADP
cord-159425-fgbruo9l	46	61	susceptible	susceptible	ADJ
cord-159425-fgbruo9l	46	62	people	people	NOUN
cord-159425-fgbruo9l	46	63	[	[	PUNCT
cord-159425-fgbruo9l	46	64	5	5	NUM
cord-159425-fgbruo9l	46	65	,	,	PUNCT
cord-159425-fgbruo9l	46	66	18	18	NUM
cord-159425-fgbruo9l	46	67	]	]	PUNCT
cord-159425-fgbruo9l	46	68	.	.	PUNCT
cord-159425-fgbruo9l	47	1	in	in	ADP
cord-159425-fgbruo9l	47	2	the	the	DET
cord-159425-fgbruo9l	47	3	context	context	NOUN
cord-159425-fgbruo9l	47	4	of	of	ADP
cord-159425-fgbruo9l	47	5	the	the	DET
cord-159425-fgbruo9l	47	6	sir	sir	PROPN
cord-159425-fgbruo9l	47	7	model	model	NOUN
cord-159425-fgbruo9l	47	8	,	,	PUNCT
cord-159425-fgbruo9l	47	9	we	we	PRON
cord-159425-fgbruo9l	47	10	subsequently	subsequently	ADV
cord-159425-fgbruo9l	47	11	,	,	PUNCT
cord-159425-fgbruo9l	47	12	z	z	PROPN
cord-159425-fgbruo9l	47	13	0	0	NUM
cord-159425-fgbruo9l	47	14	is	be	AUX
cord-159425-fgbruo9l	47	15	determined	determine	VERB
cord-159425-fgbruo9l	47	16	by	by	ADP
cord-159425-fgbruo9l	47	17	i	i	PRON
cord-159425-fgbruo9l	47	18	0	0	PUNCT
cord-159425-fgbruo9l	47	19	and	and	CCONJ
cord-159425-fgbruo9l	47	20	r	r	NOUN
cord-159425-fgbruo9l	47	21	0	0	NUM
cord-159425-fgbruo9l	47	22	.	.	PUNCT
cord-159425-fgbruo9l	48	1	we	we	PRON
cord-159425-fgbruo9l	48	2	work	work	VERB
cord-159425-fgbruo9l	48	3	with	with	ADP
cord-159425-fgbruo9l	48	4	relative	relative	ADJ
cord-159425-fgbruo9l	48	5	values	value	NOUN
cord-159425-fgbruo9l	48	6	ofẑ	ofẑ	PROPN
cord-159425-fgbruo9l	48	7	and	and	CCONJ
cord-159425-fgbruo9l	48	8	z	z	PROPN
cord-159425-fgbruo9l	48	9	0	0	NUM
cord-159425-fgbruo9l	48	10	that	that	PRON
cord-159425-fgbruo9l	48	11	represent	represent	VERB
cord-159425-fgbruo9l	48	12	a	a	DET
cord-159425-fgbruo9l	48	13	probability	probability	NOUN
cord-159425-fgbruo9l	48	14	of	of	ADP
cord-159425-fgbruo9l	48	15	a	a	DET
cord-159425-fgbruo9l	48	16	compartment	compartment	NOUN
cord-159425-fgbruo9l	48	17	.	.	PUNCT
cord-159425-fgbruo9l	49	1	this	this	PRON
cord-159425-fgbruo9l	49	2	is	be	AUX
cord-159425-fgbruo9l	49	3	achieved	achieve	VERB
cord-159425-fgbruo9l	49	4	by	by	ADP
cord-159425-fgbruo9l	49	5	dividing	divide	VERB
cord-159425-fgbruo9l	49	6	all	all	DET
cord-159425-fgbruo9l	49	7	the	the	DET
cord-159425-fgbruo9l	49	8	compartments	compartment	NOUN
cord-159425-fgbruo9l	49	9	by	by	ADP
cord-159425-fgbruo9l	49	10	n	n	ADV
cord-159425-fgbruo9l	49	11	,	,	PUNCT
cord-159425-fgbruo9l	49	12	yielding	yield	VERB
cord-159425-fgbruo9l	49	13	a	a	DET
cord-159425-fgbruo9l	49	14	normalized	normalize	VERB
cord-159425-fgbruo9l	49	15	total	total	ADJ
cord-159425-fgbruo9l	49	16	population	population	NOUN
cord-159425-fgbruo9l	49	17	equal	equal	ADJ
cord-159425-fgbruo9l	49	18	to	to	ADP
cord-159425-fgbruo9l	49	19	one	one	NUM
cord-159425-fgbruo9l	49	20	and	and	CCONJ
cord-159425-fgbruo9l	49	21	thus	thus	ADV
cord-159425-fgbruo9l	49	22	,	,	PUNCT
cord-159425-fgbruo9l	49	23	the	the	DET
cord-159425-fgbruo9l	49	24	constraint	constraint	NOUN
cord-159425-fgbruo9l	49	25	s	s	NOUN
cord-159425-fgbruo9l	50	1	+	+	CCONJ
cord-159425-fgbruo9l	50	2	i	i	PRON
cord-159425-fgbruo9l	50	3	+	+	CCONJ
cord-159425-fgbruo9l	51	1	r	r	NOUN
cord-159425-fgbruo9l	51	2	=	=	SYM
cord-159425-fgbruo9l	51	3	1	1	NUM
cord-159425-fgbruo9l	51	4	dictates	dictate	VERB
cord-159425-fgbruo9l	51	5	the	the	DET
cord-159425-fgbruo9l	51	6	quantities	quantity	NOUN
cord-159425-fgbruo9l	51	7	z	z	PROPN
cord-159425-fgbruo9l	51	8	0	0	NUM
cord-159425-fgbruo9l	51	9	andẑ	andẑ	NOUN
cord-159425-fgbruo9l	51	10	to	to	PART
cord-159425-fgbruo9l	51	11	be	be	AUX
cord-159425-fgbruo9l	51	12	bounded	bound	VERB
cord-159425-fgbruo9l	51	13	between	between	ADP
cord-159425-fgbruo9l	51	14	0	0	NUM
cord-159425-fgbruo9l	51	15	and	and	CCONJ
cord-159425-fgbruo9l	51	16	1	1	NUM
cord-159425-fgbruo9l	51	17	.	.	PUNCT
cord-159425-fgbruo9l	52	1	we	we	PRON
cord-159425-fgbruo9l	52	2	use	use	VERB
cord-159425-fgbruo9l	52	3	a	a	DET
cord-159425-fgbruo9l	52	4	softmax	softmax	ADJ
cord-159425-fgbruo9l	52	5	activation	activation	NOUN
cord-159425-fgbruo9l	52	6	in	in	ADP
cord-159425-fgbruo9l	52	7	the	the	DET
cord-159425-fgbruo9l	52	8	output	output	NOUN
cord-159425-fgbruo9l	52	9	layer	layer	NOUN
cord-159425-fgbruo9l	52	10	of	of	ADP
cord-159425-fgbruo9l	52	11	the	the	DET
cord-159425-fgbruo9l	52	12	nn	nn	PROPN
cord-159425-fgbruo9l	52	13	forcing	force	VERB
cord-159425-fgbruo9l	52	14	z	z	X
cord-159425-fgbruo9l	52	15	nn	nn	PROPN
cord-159425-fgbruo9l	52	16	to	to	PART
cord-159425-fgbruo9l	52	17	take	take	VERB
cord-159425-fgbruo9l	52	18	values	value	NOUN
cord-159425-fgbruo9l	52	19	in	in	ADP
cord-159425-fgbruo9l	52	20	in	in	ADP
cord-159425-fgbruo9l	52	21	the	the	DET
cord-159425-fgbruo9l	52	22	training	training	NOUN
cord-159425-fgbruo9l	52	23	process	process	NOUN
cord-159425-fgbruo9l	52	24	,	,	PUNCT
cord-159425-fgbruo9l	52	25	2	2	NUM
cord-159425-fgbruo9l	52	26	·	·	SYM
cord-159425-fgbruo9l	52	27	10	10	NUM
cord-159425-fgbruo9l	52	28	3	3	NUM
cord-159425-fgbruo9l	52	29	equally	equally	ADV
cord-159425-fgbruo9l	52	30	-	-	PUNCT
cord-159425-fgbruo9l	52	31	spaced	space	VERB
cord-159425-fgbruo9l	52	32	time	time	NOUN
cord-159425-fgbruo9l	52	33	points	point	NOUN
cord-159425-fgbruo9l	52	34	are	be	AUX
cord-159425-fgbruo9l	52	35	sampled	sample	VERB
cord-159425-fgbruo9l	52	36	from	from	ADP
cord-159425-fgbruo9l	52	37	the	the	DET
cord-159425-fgbruo9l	52	38	range	range	NOUN
cord-159425-fgbruo9l	52	39	[	[	X
cord-159425-fgbruo9l	52	40	0	0	NUM
cord-159425-fgbruo9l	52	41	,	,	PUNCT
cord-159425-fgbruo9l	52	42	20	20	NUM
cord-159425-fgbruo9l	52	43	]	]	PUNCT
cord-159425-fgbruo9l	52	44	.	.	PUNCT
cord-159425-fgbruo9l	53	1	the	the	DET
cord-159425-fgbruo9l	53	2	points	point	NOUN
cord-159425-fgbruo9l	53	3	are	be	AUX
cord-159425-fgbruo9l	53	4	perturbed	perturb	VERB
cord-159425-fgbruo9l	53	5	in	in	ADP
cord-159425-fgbruo9l	53	6	each	each	DET
cord-159425-fgbruo9l	53	7	iteration	iteration	NOUN
cord-159425-fgbruo9l	53	8	,	,	PUNCT
cord-159425-fgbruo9l	53	9	improving	improve	VERB
cord-159425-fgbruo9l	53	10	the	the	DET
cord-159425-fgbruo9l	53	11	nn	nn	NOUN
cord-159425-fgbruo9l	53	12	predictability	predictability	NOUN
cord-159425-fgbruo9l	53	13	[	[	PUNCT
cord-159425-fgbruo9l	53	14	14	14	NUM
cord-159425-fgbruo9l	53	15	]	]	PUNCT
cord-159425-fgbruo9l	53	16	.	.	PUNCT
cord-159425-fgbruo9l	54	1	we	we	PRON
cord-159425-fgbruo9l	54	2	consider	consider	VERB
cord-159425-fgbruo9l	54	3	a	a	DET
cord-159425-fgbruo9l	54	4	total	total	ADJ
cord-159425-fgbruo9l	54	5	population	population	NOUN
cord-159425-fgbruo9l	54	6	n	n	NOUN
cord-159425-fgbruo9l	54	7	=	=	NOUN
cord-159425-fgbruo9l	54	8	(	(	PUNCT
cord-159425-fgbruo9l	54	9	6	6	NUM
cord-159425-fgbruo9l	54	10	)	)	PUNCT
cord-159425-fgbruo9l	54	11	during	during	ADP
cord-159425-fgbruo9l	54	12	the	the	DET
cord-159425-fgbruo9l	54	13	training	training	NOUN
cord-159425-fgbruo9l	54	14	is	be	AUX
cord-159425-fgbruo9l	54	15	represented	represent	VERB
cord-159425-fgbruo9l	54	16	by	by	ADP
cord-159425-fgbruo9l	54	17	the	the	DET
cord-159425-fgbruo9l	54	18	left	left	ADJ
cord-159425-fgbruo9l	54	19	graph	graph	NOUN
cord-159425-fgbruo9l	54	20	in	in	ADP
cord-159425-fgbruo9l	54	21	fig	fig	NOUN
cord-159425-fgbruo9l	54	22	.	.	PUNCT
cord-159425-fgbruo9l	55	1	2	2	NUM
cord-159425-fgbruo9l	55	2	,	,	PUNCT
cord-159425-fgbruo9l	55	3	where	where	SCONJ
cord-159425-fgbruo9l	55	4	softmax	softmax	ADJ
cord-159425-fgbruo9l	55	5	(	(	PUNCT
cord-159425-fgbruo9l	55	6	green	green	ADJ
cord-159425-fgbruo9l	55	7	)	)	PUNCT
cord-159425-fgbruo9l	55	8	and	and	CCONJ
cord-159425-fgbruo9l	55	9	identity	identity	NOUN
cord-159425-fgbruo9l	55	10	activation	activation	NOUN
cord-159425-fgbruo9l	55	11	functions	function	NOUN
cord-159425-fgbruo9l	55	12	(	(	PUNCT
cord-159425-fgbruo9l	55	13	red	red	NOUN
cord-159425-fgbruo9l	55	14	)	)	PUNCT
cord-159425-fgbruo9l	55	15	are	be	AUX
cord-159425-fgbruo9l	55	16	used	use	VERB
cord-159425-fgbruo9l	55	17	in	in	ADP
cord-159425-fgbruo9l	55	18	the	the	DET
cord-159425-fgbruo9l	55	19	output	output	NOUN
cord-159425-fgbruo9l	55	20	layer	layer	NOUN
cord-159425-fgbruo9l	55	21	.	.	PUNCT
cord-159425-fgbruo9l	56	1	we	we	PRON
cord-159425-fgbruo9l	56	2	observe	observe	VERB
cord-159425-fgbruo9l	56	3	that	that	SCONJ
cord-159425-fgbruo9l	56	4	lower	low	ADJ
cord-159425-fgbruo9l	56	5	loss	loss	NOUN
cord-159425-fgbruo9l	56	6	value	value	NOUN
cord-159425-fgbruo9l	56	7	is	be	AUX
cord-159425-fgbruo9l	56	8	obtained	obtain	VERB
cord-159425-fgbruo9l	56	9	when	when	SCONJ
cord-159425-fgbruo9l	56	10	softmax	softmax	ADJ
cord-159425-fgbruo9l	56	11	activation	activation	NOUN
cord-159425-fgbruo9l	56	12	is	be	AUX
cord-159425-fgbruo9l	56	13	used	use	VERB
cord-159425-fgbruo9l	56	14	.	.	PUNCT
cord-159425-fgbruo9l	57	1	we	we	PRON
cord-159425-fgbruo9l	57	2	implemented	implement	VERB
cord-159425-fgbruo9l	57	3	the	the	DET
cord-159425-fgbruo9l	57	4	proposed	propose	VERB
cord-159425-fgbruo9l	57	5	nn	nn	NOUN
cord-159425-fgbruo9l	57	6	in	in	ADP
cord-159425-fgbruo9l	57	7	pytorch	pytorch	NOUN
cord-159425-fgbruo9l	58	1	[	[	PUNCT
cord-159425-fgbruo9l	58	2	16	16	NUM
cord-159425-fgbruo9l	58	3	]	]	PUNCT
cord-159425-fgbruo9l	58	4	and	and	CCONJ
cord-159425-fgbruo9l	58	5	published	publish	VERB
cord-159425-fgbruo9l	58	6	the	the	DET
cord-159425-fgbruo9l	58	7	code	code	NOUN
cord-159425-fgbruo9l	58	8	in	in	ADP
cord-159425-fgbruo9l	58	9	github	github	PROPN
cord-159425-fgbruo9l	58	10	1	1	NUM
cord-159425-fgbruo9l	58	11	.	.	PUNCT
cord-159425-fgbruo9l	59	1	we	we	PRON
cord-159425-fgbruo9l	59	2	employed	employ	VERB
cord-159425-fgbruo9l	59	3	the	the	DET
cord-159425-fgbruo9l	59	4	semi	semi	ADJ
cord-159425-fgbruo9l	59	5	-	-	ADJ
cord-159425-fgbruo9l	59	6	supervised	supervised	ADJ
cord-159425-fgbruo9l	59	7	pipeline	pipeline	NOUN
cord-159425-fgbruo9l	59	8	to	to	PART
cord-159425-fgbruo9l	59	9	explore	explore	VERB
cord-159425-fgbruo9l	59	10	two	two	NUM
cord-159425-fgbruo9l	59	11	datasets	dataset	NOUN
cord-159425-fgbruo9l	59	12	generated	generate	VERB
cord-159425-fgbruo9l	59	13	by	by	ADP
cord-159425-fgbruo9l	59	14	the	the	DET
cord-159425-fgbruo9l	59	15	sir	sir	PROPN
cord-159425-fgbruo9l	59	16	model	model	NOUN
cord-159425-fgbruo9l	59	17	to	to	PART
cord-159425-fgbruo9l	59	18	be	be	AUX
cord-159425-fgbruo9l	59	19	considered	consider	VERB
cord-159425-fgbruo9l	59	20	as	as	ADP
cord-159425-fgbruo9l	59	21	the	the	DET
cord-159425-fgbruo9l	59	22	ground	ground	NOUN
cord-159425-fgbruo9l	59	23	truth	truth	NOUN
cord-159425-fgbruo9l	59	24	;	;	PUNCT
cord-159425-fgbruo9l	59	25	these	these	DET
cord-159425-fgbruo9l	59	26	sets	set	NOUN
cord-159425-fgbruo9l	59	27	are	be	AUX
cord-159425-fgbruo9l	59	28	denoted	denote	VERB
cord-159425-fgbruo9l	59	29	asz	asz	PROPN
cord-159425-fgbruo9l	59	30	=	=	PROPN
cord-159425-fgbruo9l	59	31	(	(	PUNCT
cord-159425-fgbruo9l	59	32	s	s	PROPN
cord-159425-fgbruo9l	59	33	,	,	PUNCT
cord-159425-fgbruo9l	59	34	ĩ	ĩ	PROPN
cord-159425-fgbruo9l	59	35	,	,	PUNCT
cord-159425-fgbruo9l	59	36	r	r	NOUN
cord-159425-fgbruo9l	59	37	)	)	PUNCT
cord-159425-fgbruo9l	59	38	.	.	PUNCT
cord-159425-fgbruo9l	60	1	the	the	DET
cord-159425-fgbruo9l	60	2	aim	aim	NOUN
cord-159425-fgbruo9l	60	3	is	be	AUX
cord-159425-fgbruo9l	60	4	to	to	PART
cord-159425-fgbruo9l	60	5	determine	determine	VERB
cord-159425-fgbruo9l	60	6	which	which	PRON
cord-159425-fgbruo9l	60	7	z	z	NOUN
cord-159425-fgbruo9l	60	8	0	0	PUNCT
cord-159425-fgbruo9l	60	9	and	and	CCONJ
cord-159425-fgbruo9l	60	10	θ	θ	NOUN
cord-159425-fgbruo9l	60	11	generate	generate	VERB
cord-159425-fgbruo9l	60	12	thez	thez	PROPN
cord-159425-fgbruo9l	60	13	.	.	PUNCT
cord-159425-fgbruo9l	61	1	indeed	indeed	ADV
cord-159425-fgbruo9l	61	2	,	,	PUNCT
cord-159425-fgbruo9l	61	3	minimizing	minimize	VERB
cord-159425-fgbruo9l	61	4	eq	eq	PROPN
cord-159425-fgbruo9l	61	5	.	.	PUNCT
cord-159425-fgbruo9l	62	1	(	(	PUNCT
cord-159425-fgbruo9l	62	2	4	4	X
cord-159425-fgbruo9l	62	3	)	)	PUNCT
cord-159425-fgbruo9l	62	4	yields	yield	VERB
cord-159425-fgbruo9l	62	5	the	the	DET
cord-159425-fgbruo9l	62	6	z	z	NOUN
cord-159425-fgbruo9l	62	7	0	0	PUNCT
cord-159425-fgbruo9l	62	8	and	and	CCONJ
cord-159425-fgbruo9l	62	9	θ	θ	NOUN
cord-159425-fgbruo9l	62	10	and	and	CCONJ
cord-159425-fgbruo9l	62	11	the	the	DET
cord-159425-fgbruo9l	62	12	associated	associated	ADJ
cord-159425-fgbruo9l	62	13	sir	sir	PROPN
cord-159425-fgbruo9l	62	14	solutions	solution	NOUN
cord-159425-fgbruo9l	62	15	that	that	PRON
cord-159425-fgbruo9l	62	16	fitz	fitz	PROPN
cord-159425-fgbruo9l	62	17	.	.	PUNCT
cord-159425-fgbruo9l	63	1	the	the	DET
cord-159425-fgbruo9l	63	2	middle	middle	ADJ
cord-159425-fgbruo9l	63	3	and	and	CCONJ
cord-159425-fgbruo9l	63	4	right	right	ADJ
cord-159425-fgbruo9l	63	5	graphs	graph	NOUN
cord-159425-fgbruo9l	63	6	in	in	ADP
cord-159425-fgbruo9l	63	7	fig	fig	NOUN
cord-159425-fgbruo9l	63	8	.	.	PUNCT
cord-159425-fgbruo9l	64	1	2	2	NUM
cord-159425-fgbruo9l	64	2	present	present	VERB
cord-159425-fgbruo9l	64	3	the	the	DET
cord-159425-fgbruo9l	64	4	results	result	NOUN
cord-159425-fgbruo9l	64	5	of	of	ADP
cord-159425-fgbruo9l	64	6	the	the	DET
cord-159425-fgbruo9l	64	7	supervised	supervised	ADJ
cord-159425-fgbruo9l	64	8	pipeline	pipeline	NOUN
cord-159425-fgbruo9l	64	9	.	.	PUNCT
cord-159425-fgbruo9l	65	1	the	the	DET
cord-159425-fgbruo9l	65	2	solid	solid	ADJ
cord-159425-fgbruo9l	65	3	lines	line	NOUN
cord-159425-fgbruo9l	65	4	show	show	VERB
cord-159425-fgbruo9l	65	5	the	the	DET
cord-159425-fgbruo9l	65	6	predictions	prediction	NOUN
cord-159425-fgbruo9l	65	7	and	and	CCONJ
cord-159425-fgbruo9l	65	8	the	the	DET
cord-159425-fgbruo9l	65	9	points	point	NOUN
cord-159425-fgbruo9l	65	10	indicatez	indicatez	NOUN
cord-159425-fgbruo9l	65	11	.	.	PUNCT
cord-159425-fgbruo9l	66	1	specifically	specifically	ADV
cord-159425-fgbruo9l	66	2	,	,	PUNCT
cord-159425-fgbruo9l	66	3	we	we	PRON
cord-159425-fgbruo9l	66	4	sample	sample	VERB
cord-159425-fgbruo9l	66	5	20	20	NUM
cord-159425-fgbruo9l	66	6	equally	equally	ADV
cord-159425-fgbruo9l	66	7	-	-	PUNCT
cord-159425-fgbruo9l	66	8	spaced	space	VERB
cord-159425-fgbruo9l	66	9	points	point	NOUN
cord-159425-fgbruo9l	66	10	from	from	ADP
cord-159425-fgbruo9l	66	11	sir	sir	PROPN
cord-159425-fgbruo9l	66	12	solutions	solution	NOUN
cord-159425-fgbruo9l	66	13	where	where	SCONJ
cord-159425-fgbruo9l	66	14	16	16	NUM
cord-159425-fgbruo9l	66	15	points	point	NOUN
cord-159425-fgbruo9l	66	16	(	(	PUNCT
cord-159425-fgbruo9l	66	17	green	green	ADJ
cord-159425-fgbruo9l	66	18	points	point	NOUN
cord-159425-fgbruo9l	66	19	)	)	PUNCT
cord-159425-fgbruo9l	66	20	are	be	AUX
cord-159425-fgbruo9l	66	21	used	use	VERB
cord-159425-fgbruo9l	66	22	for	for	ADP
cord-159425-fgbruo9l	66	23	training	training	NOUN
cord-159425-fgbruo9l	66	24	,	,	PUNCT
cord-159425-fgbruo9l	66	25	and	and	CCONJ
cord-159425-fgbruo9l	66	26	4	4	NUM
cord-159425-fgbruo9l	66	27	points	point	NOUN
cord-159425-fgbruo9l	66	28	(	(	PUNCT
cord-159425-fgbruo9l	66	29	red	red	NOUN
cord-159425-fgbruo9l	66	30	)	)	PUNCT
cord-159425-fgbruo9l	66	31	are	be	AUX
cord-159425-fgbruo9l	66	32	used	use	VERB
cord-159425-fgbruo9l	66	33	for	for	ADP
cord-159425-fgbruo9l	66	34	validation	validation	NOUN
cord-159425-fgbruo9l	66	35	.	.	PUNCT
cord-159425-fgbruo9l	67	1	only	only	ADV
cord-159425-fgbruo9l	67	2	the	the	DET
cord-159425-fgbruo9l	67	3	infected	infect	VERB
cord-159425-fgbruo9l	67	4	curves	curve	NOUN
cord-159425-fgbruo9l	67	5	are	be	AUX
cord-159425-fgbruo9l	67	6	displayed	display	VERB
cord-159425-fgbruo9l	67	7	for	for	ADP
cord-159425-fgbruo9l	67	8	simplicity	simplicity	NOUN
cord-159425-fgbruo9l	67	9	,	,	PUNCT
cord-159425-fgbruo9l	67	10	but	but	CCONJ
cord-159425-fgbruo9l	67	11	we	we	PRON
cord-159425-fgbruo9l	67	12	obtained	obtain	VERB
cord-159425-fgbruo9l	67	13	equally	equally	ADV
cord-159425-fgbruo9l	67	14	accurate	accurate	ADJ
cord-159425-fgbruo9l	67	15	predictions	prediction	NOUN
cord-159425-fgbruo9l	67	16	for	for	ADP
cord-159425-fgbruo9l	67	17	the	the	DET
cord-159425-fgbruo9l	67	18	other	other	ADJ
cord-159425-fgbruo9l	67	19	compartments	compartment	NOUN
cord-159425-fgbruo9l	67	20	.	.	PUNCT
cord-159425-fgbruo9l	68	1	we	we	PRON
cord-159425-fgbruo9l	68	2	point	point	VERB
cord-159425-fgbruo9l	68	3	out	out	ADP
cord-159425-fgbruo9l	68	4	that	that	SCONJ
cord-159425-fgbruo9l	68	5	the	the	DET
cord-159425-fgbruo9l	68	6	predicted	predict	VERB
cord-159425-fgbruo9l	68	7	fitting	fitting	ADJ
cord-159425-fgbruo9l	68	8	curves	curve	NOUN
cord-159425-fgbruo9l	68	9	ensure	ensure	VERB
cord-159425-fgbruo9l	68	10	the	the	DET
cord-159425-fgbruo9l	68	11	conservation	conservation	NOUN
cord-159425-fgbruo9l	68	12	of	of	ADP
cord-159425-fgbruo9l	68	13	the	the	DET
cord-159425-fgbruo9l	68	14	total	total	ADJ
cord-159425-fgbruo9l	68	15	population	population	NOUN
cord-159425-fgbruo9l	68	16	since	since	SCONJ
cord-159425-fgbruo9l	68	17	eqs	eqs	PROPN
cord-159425-fgbruo9l	68	18	.	.	PUNCT
cord-159425-fgbruo9l	69	1	(	(	PUNCT
cord-159425-fgbruo9l	69	2	5	5	X
cord-159425-fgbruo9l	69	3	)	)	PUNCT
cord-159425-fgbruo9l	69	4	are	be	AUX
cord-159425-fgbruo9l	69	5	embedded	embed	VERB
cord-159425-fgbruo9l	69	6	in	in	ADP
cord-159425-fgbruo9l	69	7	the	the	DET
cord-159425-fgbruo9l	69	8	nn	nn	NOUN
cord-159425-fgbruo9l	69	9	architecture	architecture	NOUN
cord-159425-fgbruo9l	69	10	,	,	PUNCT
cord-159425-fgbruo9l	69	11	establishing	establish	VERB
cord-159425-fgbruo9l	69	12	this	this	PRON
cord-159425-fgbruo9l	69	13	as	as	ADP
cord-159425-fgbruo9l	69	14	an	an	DET
cord-159425-fgbruo9l	69	15	epidemiology	epidemiology	NOUN
cord-159425-fgbruo9l	69	16	-	-	PUNCT
cord-159425-fgbruo9l	69	17	informed	inform	VERB
cord-159425-fgbruo9l	69	18	model	model	NOUN
cord-159425-fgbruo9l	69	19	.	.	PUNCT
cord-159425-fgbruo9l	70	1	we	we	PRON
cord-159425-fgbruo9l	70	2	proceed	proceed	VERB
cord-159425-fgbruo9l	70	3	by	by	ADP
cord-159425-fgbruo9l	70	4	applying	apply	VERB
cord-159425-fgbruo9l	70	5	the	the	DET
cord-159425-fgbruo9l	70	6	method	method	NOUN
cord-159425-fgbruo9l	70	7	in	in	ADP
cord-159425-fgbruo9l	70	8	a	a	DET
cord-159425-fgbruo9l	70	9	realistic	realistic	ADJ
cord-159425-fgbruo9l	70	10	model	model	NOUN
cord-159425-fgbruo9l	70	11	that	that	PRON
cord-159425-fgbruo9l	70	12	is	be	AUX
cord-159425-fgbruo9l	70	13	able	able	ADJ
cord-159425-fgbruo9l	70	14	to	to	PART
cord-159425-fgbruo9l	70	15	describe	describe	VERB
cord-159425-fgbruo9l	70	16	real	real	ADJ
cord-159425-fgbruo9l	70	17	data	datum	NOUN
cord-159425-fgbruo9l	70	18	for	for	ADP
cord-159425-fgbruo9l	70	19	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	70	20	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	70	21	.	.	PUNCT
cord-159425-fgbruo9l	71	1	the	the	DET
cord-159425-fgbruo9l	71	2	complexity	complexity	NOUN
cord-159425-fgbruo9l	71	3	of	of	ADP
cord-159425-fgbruo9l	71	4	the	the	DET
cord-159425-fgbruo9l	71	5	virus	virus	NOUN
cord-159425-fgbruo9l	71	6	spread	spread	VERB
cord-159425-fgbruo9l	71	7	and	and	CCONJ
cord-159425-fgbruo9l	71	8	the	the	DET
cord-159425-fgbruo9l	71	9	partial	partial	ADJ
cord-159425-fgbruo9l	71	10	quality	quality	NOUN
cord-159425-fgbruo9l	71	11	of	of	ADP
cord-159425-fgbruo9l	71	12	data	datum	NOUN
cord-159425-fgbruo9l	71	13	make	make	VERB
cord-159425-fgbruo9l	71	14	the	the	DET
cord-159425-fgbruo9l	71	15	simple	simple	ADJ
cord-159425-fgbruo9l	71	16	sir	sir	PROPN
cord-159425-fgbruo9l	71	17	model	model	NOUN
cord-159425-fgbruo9l	71	18	incapable	incapable	ADJ
cord-159425-fgbruo9l	71	19	of	of	ADP
cord-159425-fgbruo9l	71	20	capturing	capture	VERB
cord-159425-fgbruo9l	71	21	the	the	DET
cord-159425-fgbruo9l	71	22	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	71	23	of	of	ADP
cord-159425-fgbruo9l	71	24	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	71	25	.	.	PUNCT
cord-159425-fgbruo9l	72	1	previous	previous	ADJ
cord-159425-fgbruo9l	72	2	studies	study	NOUN
cord-159425-fgbruo9l	72	3	used	use	VERB
cord-159425-fgbruo9l	72	4	the	the	DET
cord-159425-fgbruo9l	72	5	sir	sir	PROPN
cord-159425-fgbruo9l	72	6	model	model	NOUN
cord-159425-fgbruo9l	72	7	to	to	PART
cord-159425-fgbruo9l	72	8	fit	fit	VERB
cord-159425-fgbruo9l	72	9	only	only	ADV
cord-159425-fgbruo9l	72	10	the	the	DET
cord-159425-fgbruo9l	72	11	accumulated	accumulate	VERB
cord-159425-fgbruo9l	72	12	infected	infected	ADJ
cord-159425-fgbruo9l	72	13	population	population	NOUN
cord-159425-fgbruo9l	72	14	[	[	PUNCT
cord-159425-fgbruo9l	72	15	2	2	NUM
cord-159425-fgbruo9l	72	16	,	,	PUNCT
cord-159425-fgbruo9l	72	17	9	9	NUM
cord-159425-fgbruo9l	72	18	,	,	PUNCT
cord-159425-fgbruo9l	72	19	15	15	NUM
cord-159425-fgbruo9l	72	20	]	]	PUNCT
cord-159425-fgbruo9l	72	21	,	,	PUNCT
cord-159425-fgbruo9l	72	22	while	while	SCONJ
cord-159425-fgbruo9l	72	23	other	other	ADJ
cord-159425-fgbruo9l	72	24	,	,	PUNCT
cord-159425-fgbruo9l	72	25	more	more	ADV
cord-159425-fgbruo9l	72	26	complex	complex	ADJ
cord-159425-fgbruo9l	72	27	,	,	PUNCT
cord-159425-fgbruo9l	72	28	models	model	NOUN
cord-159425-fgbruo9l	72	29	have	have	AUX
cord-159425-fgbruo9l	72	30	been	be	AUX
cord-159425-fgbruo9l	72	31	proposed	propose	VERB
cord-159425-fgbruo9l	72	32	to	to	PART
cord-159425-fgbruo9l	72	33	fit	fit	VERB
cord-159425-fgbruo9l	72	34	both	both	PRON
cord-159425-fgbruo9l	72	35	infected	infected	ADJ
cord-159425-fgbruo9l	72	36	and	and	CCONJ
cord-159425-fgbruo9l	72	37	removed	remove	VERB
cord-159425-fgbruo9l	72	38	populations	population	NOUN
cord-159425-fgbruo9l	72	39	[	[	PUNCT
cord-159425-fgbruo9l	72	40	7	7	NUM
cord-159425-fgbruo9l	72	41	]	]	PUNCT
cord-159425-fgbruo9l	72	42	,	,	PUNCT
cord-159425-fgbruo9l	72	43	we	we	PRON
cord-159425-fgbruo9l	72	44	present	present	VERB
cord-159425-fgbruo9l	72	45	a	a	DET
cord-159425-fgbruo9l	72	46	simple	simple	ADJ
cord-159425-fgbruo9l	72	47	extension	extension	NOUN
cord-159425-fgbruo9l	72	48	of	of	ADP
cord-159425-fgbruo9l	72	49	the	the	DET
cord-159425-fgbruo9l	72	50	sir	sir	PROPN
cord-159425-fgbruo9l	72	51	model	model	NOUN
cord-159425-fgbruo9l	72	52	,	,	PUNCT
cord-159425-fgbruo9l	72	53	called	call	VERB
cord-159425-fgbruo9l	72	54	sirp	sirp	NOUN
cord-159425-fgbruo9l	72	55	,	,	PUNCT
cord-159425-fgbruo9l	72	56	which	which	PRON
cord-159425-fgbruo9l	72	57	can	can	AUX
cord-159425-fgbruo9l	72	58	closely	closely	ADV
cord-159425-fgbruo9l	72	59	fit	fit	VERB
cord-159425-fgbruo9l	72	60	the	the	DET
cord-159425-fgbruo9l	72	61	data	datum	NOUN
cord-159425-fgbruo9l	72	62	for	for	ADP
cord-159425-fgbruo9l	72	63	infected	infected	ADJ
cord-159425-fgbruo9l	72	64	and	and	CCONJ
cord-159425-fgbruo9l	72	65	removed	remove	VERB
cord-159425-fgbruo9l	72	66	individuals	individual	NOUN
cord-159425-fgbruo9l	72	67	.	.	PUNCT
cord-159425-fgbruo9l	73	1	the	the	DET
cord-159425-fgbruo9l	73	2	model	model	NOUN
cord-159425-fgbruo9l	73	3	assumes	assume	VERB
cord-159425-fgbruo9l	73	4	a	a	DET
cord-159425-fgbruo9l	73	5	passive	passive	ADJ
cord-159425-fgbruo9l	73	6	compartment	compartment	NOUN
cord-159425-fgbruo9l	73	7	that	that	PRON
cord-159425-fgbruo9l	73	8	is	be	AUX
cord-159425-fgbruo9l	73	9	not	not	PART
cord-159425-fgbruo9l	73	10	involved	involve	VERB
cord-159425-fgbruo9l	73	11	in	in	ADP
cord-159425-fgbruo9l	73	12	the	the	DET
cord-159425-fgbruo9l	73	13	pandemics	pandemic	NOUN
cord-159425-fgbruo9l	73	14	'	'	PART
cord-159425-fgbruo9l	73	15	whole	whole	ADJ
cord-159425-fgbruo9l	73	16	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	73	17	.	.	PUNCT
cord-159425-fgbruo9l	74	1	we	we	PRON
cord-159425-fgbruo9l	74	2	examined	examine	VERB
cord-159425-fgbruo9l	74	3	the	the	DET
cord-159425-fgbruo9l	74	4	effectiveness	effectiveness	NOUN
cord-159425-fgbruo9l	74	5	of	of	ADP
cord-159425-fgbruo9l	74	6	the	the	DET
cord-159425-fgbruo9l	74	7	sirp	sirp	NOUN
cord-159425-fgbruo9l	74	8	model	model	NOUN
cord-159425-fgbruo9l	74	9	and	and	CCONJ
cord-159425-fgbruo9l	74	10	the	the	DET
cord-159425-fgbruo9l	74	11	semi	semi	ADJ
cord-159425-fgbruo9l	74	12	-	-	ADJ
cord-159425-fgbruo9l	74	13	supervised	supervised	ADJ
cord-159425-fgbruo9l	74	14	method	method	NOUN
cord-159425-fgbruo9l	74	15	by	by	ADP
cord-159425-fgbruo9l	74	16	fitting	fitting	ADJ
cord-159425-fgbruo9l	74	17	data	datum	NOUN
cord-159425-fgbruo9l	74	18	obtained	obtain	VERB
cord-159425-fgbruo9l	74	19	during	during	ADP
cord-159425-fgbruo9l	74	20	the	the	DET
cord-159425-fgbruo9l	74	21	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	74	22	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	74	23	for	for	ADP
cord-159425-fgbruo9l	74	24	three	three	NUM
cord-159425-fgbruo9l	74	25	countries	country	NOUN
cord-159425-fgbruo9l	74	26	:	:	PUNCT
cord-159425-fgbruo9l	74	27	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	74	28	,	,	PUNCT
cord-159425-fgbruo9l	74	29	spain	spain	PROPN
cord-159425-fgbruo9l	74	30	,	,	PUNCT
cord-159425-fgbruo9l	74	31	and	and	CCONJ
cord-159425-fgbruo9l	74	32	italy	italy	PROPN
cord-159425-fgbruo9l	75	1	[	[	PUNCT
cord-159425-fgbruo9l	75	2	3	3	NUM
cord-159425-fgbruo9l	75	3	]	]	PUNCT
cord-159425-fgbruo9l	75	4	.	.	PUNCT
cord-159425-fgbruo9l	76	1	the	the	DET
cord-159425-fgbruo9l	76	2	passive	passive	ADJ
cord-159425-fgbruo9l	76	3	population	population	NOUN
cord-159425-fgbruo9l	76	4	does	do	AUX
cord-159425-fgbruo9l	76	5	not	not	PART
cord-159425-fgbruo9l	76	6	interact	interact	VERB
cord-159425-fgbruo9l	76	7	with	with	ADP
cord-159425-fgbruo9l	76	8	the	the	DET
cord-159425-fgbruo9l	76	9	active	active	ADJ
cord-159425-fgbruo9l	76	10	compartments	compartment	NOUN
cord-159425-fgbruo9l	76	11	s	s	PROPN
cord-159425-fgbruo9l	76	12	,	,	PUNCT
cord-159425-fgbruo9l	76	13	i	i	NOUN
cord-159425-fgbruo9l	76	14	,	,	PUNCT
cord-159425-fgbruo9l	76	15	r	r	NOUN
cord-159425-fgbruo9l	76	16	and	and	CCONJ
cord-159425-fgbruo9l	76	17	thus	thus	ADV
cord-159425-fgbruo9l	76	18	,	,	PUNCT
cord-159425-fgbruo9l	76	19	p	p	NOUN
cord-159425-fgbruo9l	76	20	is	be	AUX
cord-159425-fgbruo9l	76	21	not	not	PART
cord-159425-fgbruo9l	76	22	considered	consider	VERB
cord-159425-fgbruo9l	76	23	as	as	ADV
cord-159425-fgbruo9l	76	24	susceptible	susceptible	ADJ
cord-159425-fgbruo9l	76	25	and	and	CCONJ
cord-159425-fgbruo9l	76	26	remains	remain	VERB
cord-159425-fgbruo9l	76	27	constant	constant	ADJ
cord-159425-fgbruo9l	76	28	in	in	ADP
cord-159425-fgbruo9l	76	29	time	time	NOUN
cord-159425-fgbruo9l	76	30	.	.	PUNCT
cord-159425-fgbruo9l	77	1	mathematically	mathematically	ADV
cord-159425-fgbruo9l	77	2	speaking	speak	VERB
cord-159425-fgbruo9l	77	3	,	,	PUNCT
cord-159425-fgbruo9l	77	4	we	we	PRON
cord-159425-fgbruo9l	77	5	introduce	introduce	VERB
cord-159425-fgbruo9l	77	6	the	the	DET
cord-159425-fgbruo9l	77	7	fourth	fourth	ADJ
cord-159425-fgbruo9l	77	8	equation	equation	NOUN
cord-159425-fgbruo9l	77	9	dp	dp	PROPN
cord-159425-fgbruo9l	77	10	/dt	/dt	PUNCT
cord-159425-fgbruo9l	77	11	=	=	NOUN
cord-159425-fgbruo9l	77	12	0	0	NUM
cord-159425-fgbruo9l	77	13	,	,	PUNCT
cord-159425-fgbruo9l	77	14	with	with	ADP
cord-159425-fgbruo9l	77	15	solution	solution	NOUN
cord-159425-fgbruo9l	77	16	p	p	PROPN
cord-159425-fgbruo9l	77	17	(	(	PUNCT
cord-159425-fgbruo9l	77	18	t	t	NOUN
cord-159425-fgbruo9l	77	19	)	)	PUNCT
cord-159425-fgbruo9l	77	20	=	=	NOUN
cord-159425-fgbruo9l	77	21	p	p	X
cord-159425-fgbruo9l	77	22	0	0	NUM
cord-159425-fgbruo9l	77	23	,	,	PUNCT
cord-159425-fgbruo9l	77	24	where	where	SCONJ
cord-159425-fgbruo9l	77	25	p	p	PROPN
cord-159425-fgbruo9l	77	26	0	0	NUM
cord-159425-fgbruo9l	77	27	is	be	AUX
cord-159425-fgbruo9l	77	28	the	the	DET
cord-159425-fgbruo9l	77	29	initial	initial	ADJ
cord-159425-fgbruo9l	77	30	passive	passive	ADJ
cord-159425-fgbruo9l	77	31	population	population	NOUN
cord-159425-fgbruo9l	77	32	.	.	PUNCT
cord-159425-fgbruo9l	78	1	the	the	DET
cord-159425-fgbruo9l	78	2	total	total	ADJ
cord-159425-fgbruo9l	78	3	population	population	NOUN
cord-159425-fgbruo9l	78	4	in	in	ADP
cord-159425-fgbruo9l	78	5	the	the	DET
cord-159425-fgbruo9l	78	6	sirp	sirp	NOUN
cord-159425-fgbruo9l	78	7	model	model	NOUN
cord-159425-fgbruo9l	78	8	reads	read	VERB
cord-159425-fgbruo9l	78	9	n	n	PROPN
cord-159425-fgbruo9l	78	10	=	=	SYM
cord-159425-fgbruo9l	78	11	s	s	NOUN
cord-159425-fgbruo9l	79	1	+	+	X
cord-159425-fgbruo9l	79	2	i	i	PRON
cord-159425-fgbruo9l	79	3	+	+	CCONJ
cord-159425-fgbruo9l	80	1	r	r	NOUN
cord-159425-fgbruo9l	80	2	+	+	PUNCT
cord-159425-fgbruo9l	80	3	p	p	NOUN
cord-159425-fgbruo9l	80	4	.	.	PUNCT
cord-159425-fgbruo9l	81	1	we	we	PRON
cord-159425-fgbruo9l	81	2	modify	modify	VERB
cord-159425-fgbruo9l	81	3	the	the	DET
cord-159425-fgbruo9l	81	4	network	network	NOUN
cord-159425-fgbruo9l	81	5	architecture	architecture	NOUN
cord-159425-fgbruo9l	81	6	used	use	VERB
cord-159425-fgbruo9l	81	7	to	to	PART
cord-159425-fgbruo9l	81	8	solve	solve	VERB
cord-159425-fgbruo9l	81	9	eqs	eqs	PROPN
cord-159425-fgbruo9l	81	10	.	.	PUNCT
cord-159425-fgbruo9l	82	1	(	(	PUNCT
cord-159425-fgbruo9l	82	2	5	5	NUM
cord-159425-fgbruo9l	82	3	)	)	PUNCT
cord-159425-fgbruo9l	82	4	,	,	PUNCT
cord-159425-fgbruo9l	82	5	supplementing	supplement	VERB
cord-159425-fgbruo9l	82	6	an	an	DET
cord-159425-fgbruo9l	82	7	additional	additional	ADJ
cord-159425-fgbruo9l	82	8	input	input	NOUN
cord-159425-fgbruo9l	82	9	p	p	NOUN
cord-159425-fgbruo9l	82	10	0	0	NUM
cord-159425-fgbruo9l	82	11	,	,	PUNCT
cord-159425-fgbruo9l	82	12	resulting	result	VERB
cord-159425-fgbruo9l	82	13	in	in	ADP
cord-159425-fgbruo9l	82	14	the	the	DET
cord-159425-fgbruo9l	82	15	loss	loss	NOUN
cord-159425-fgbruo9l	82	16	function	function	NOUN
cord-159425-fgbruo9l	82	17	:	:	PUNCT
cord-159425-fgbruo9l	82	18	although	although	SCONJ
cord-159425-fgbruo9l	82	19	the	the	DET
cord-159425-fgbruo9l	82	20	model	model	NOUN
cord-159425-fgbruo9l	82	21	parameters	parameter	NOUN
cord-159425-fgbruo9l	82	22	can	can	AUX
cord-159425-fgbruo9l	82	23	be	be	AUX
cord-159425-fgbruo9l	82	24	time	time	NOUN
cord-159425-fgbruo9l	82	25	-	-	PUNCT
cord-159425-fgbruo9l	82	26	dependent	dependent	ADJ
cord-159425-fgbruo9l	82	27	,	,	PUNCT
cord-159425-fgbruo9l	82	28	in	in	ADP
cord-159425-fgbruo9l	82	29	specific	specific	ADJ
cord-159425-fgbruo9l	82	30	periods	period	NOUN
cord-159425-fgbruo9l	82	31	such	such	ADJ
cord-159425-fgbruo9l	82	32	as	as	ADP
cord-159425-fgbruo9l	82	33	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	82	34	they	they	PRON
cord-159425-fgbruo9l	82	35	can	can	AUX
cord-159425-fgbruo9l	82	36	be	be	AUX
cord-159425-fgbruo9l	82	37	considered	consider	VERB
cord-159425-fgbruo9l	82	38	constants	constant	NOUN
cord-159425-fgbruo9l	82	39	[	[	X
cord-159425-fgbruo9l	82	40	4	4	NUM
cord-159425-fgbruo9l	82	41	]	]	PUNCT
cord-159425-fgbruo9l	82	42	.	.	PUNCT
cord-159425-fgbruo9l	83	1	we	we	PRON
cord-159425-fgbruo9l	83	2	therefore	therefore	ADV
cord-159425-fgbruo9l	83	3	trained	train	VERB
cord-159425-fgbruo9l	83	4	our	our	PRON
cord-159425-fgbruo9l	83	5	nn	nn	NOUN
cord-159425-fgbruo9l	83	6	that	that	PRON
cord-159425-fgbruo9l	83	7	in	in	ADP
cord-159425-fgbruo9l	83	8	the	the	DET
cord-159425-fgbruo9l	83	9	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	83	10	period	period	NOUN
cord-159425-fgbruo9l	83	11	it	it	PRON
cord-159425-fgbruo9l	83	12	would	would	AUX
cord-159425-fgbruo9l	83	13	assume	assume	VERB
cord-159425-fgbruo9l	83	14	constant	constant	ADJ
cord-159425-fgbruo9l	83	15	modeling	modeling	NOUN
cord-159425-fgbruo9l	83	16	parameters	parameter	NOUN
cord-159425-fgbruo9l	83	17	.	.	PUNCT
cord-159425-fgbruo9l	84	1	additionally	additionally	ADV
cord-159425-fgbruo9l	84	2	,	,	PUNCT
cord-159425-fgbruo9l	84	3	it	it	PRON
cord-159425-fgbruo9l	84	4	has	have	AUX
cord-159425-fgbruo9l	84	5	been	be	AUX
cord-159425-fgbruo9l	84	6	reported	report	VERB
cord-159425-fgbruo9l	84	7	that	that	SCONJ
cord-159425-fgbruo9l	84	8	the	the	DET
cord-159425-fgbruo9l	84	9	real	real	ADJ
cord-159425-fgbruo9l	84	10	number	number	NOUN
cord-159425-fgbruo9l	84	11	of	of	ADP
cord-159425-fgbruo9l	84	12	i	i	PRON
cord-159425-fgbruo9l	84	13	and	and	CCONJ
cord-159425-fgbruo9l	84	14	r	r	NOUN
cord-159425-fgbruo9l	84	15	is	be	AUX
cord-159425-fgbruo9l	84	16	about	about	ADV
cord-159425-fgbruo9l	84	17	ten	ten	NUM
cord-159425-fgbruo9l	84	18	times	time	NOUN
cord-159425-fgbruo9l	84	19	larger	large	ADJ
cord-159425-fgbruo9l	84	20	than	than	ADP
cord-159425-fgbruo9l	84	21	what	what	PRON
cord-159425-fgbruo9l	84	22	data	datum	NOUN
cord-159425-fgbruo9l	84	23	show	show	VERB
cord-159425-fgbruo9l	84	24	.	.	PUNCT
cord-159425-fgbruo9l	85	1	this	this	PRON
cord-159425-fgbruo9l	85	2	is	be	AUX
cord-159425-fgbruo9l	85	3	due	due	ADJ
cord-159425-fgbruo9l	85	4	to	to	ADP
cord-159425-fgbruo9l	85	5	the	the	DET
cord-159425-fgbruo9l	85	6	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	85	7	's	's	PART
cord-159425-fgbruo9l	85	8	early	early	ADJ
cord-159425-fgbruo9l	85	9	stage	stage	NOUN
cord-159425-fgbruo9l	85	10	,	,	PUNCT
cord-159425-fgbruo9l	85	11	where	where	SCONJ
cord-159425-fgbruo9l	85	12	testing	testing	NOUN
cord-159425-fgbruo9l	85	13	was	be	AUX
cord-159425-fgbruo9l	85	14	not	not	PART
cord-159425-fgbruo9l	85	15	accurate	accurate	ADJ
cord-159425-fgbruo9l	85	16	,	,	PUNCT
cord-159425-fgbruo9l	85	17	and	and	CCONJ
cord-159425-fgbruo9l	85	18	samples	sample	NOUN
cord-159425-fgbruo9l	85	19	were	be	AUX
cord-159425-fgbruo9l	85	20	not	not	PART
cord-159425-fgbruo9l	85	21	enough	enough	ADJ
cord-159425-fgbruo9l	85	22	to	to	PART
cord-159425-fgbruo9l	85	23	get	get	VERB
cord-159425-fgbruo9l	85	24	accurate	accurate	ADJ
cord-159425-fgbruo9l	85	25	statistics	statistic	NOUN
cord-159425-fgbruo9l	85	26	.	.	PUNCT
cord-159425-fgbruo9l	86	1	subsequently	subsequently	ADV
cord-159425-fgbruo9l	86	2	,	,	PUNCT
cord-159425-fgbruo9l	86	3	the	the	DET
cord-159425-fgbruo9l	86	4	data	datum	NOUN
cord-159425-fgbruo9l	86	5	obtained	obtain	VERB
cord-159425-fgbruo9l	86	6	by	by	ADP
cord-159425-fgbruo9l	86	7	[	[	SYM
cord-159425-fgbruo9l	86	8	3	3	NUM
cord-159425-fgbruo9l	86	9	]	]	PUNCT
cord-159425-fgbruo9l	86	10	are	be	AUX
cord-159425-fgbruo9l	86	11	multiplied	multiply	VERB
cord-159425-fgbruo9l	86	12	by	by	ADP
cord-159425-fgbruo9l	86	13	a	a	DET
cord-159425-fgbruo9l	86	14	factor	factor	NOUN
cord-159425-fgbruo9l	86	15	of	of	ADP
cord-159425-fgbruo9l	86	16	10	10	NUM
cord-159425-fgbruo9l	86	17	.	.	PUNCT
cord-159425-fgbruo9l	87	1	data	datum	NOUN
cord-159425-fgbruo9l	87	2	give	give	VERB
cord-159425-fgbruo9l	87	3	the	the	DET
cord-159425-fgbruo9l	87	4	i	i	NOUN
cord-159425-fgbruo9l	87	5	0	0	NUM
cord-159425-fgbruo9l	87	6	and	and	CCONJ
cord-159425-fgbruo9l	87	7	r	r	NOUN
cord-159425-fgbruo9l	87	8	0	0	NUM
cord-159425-fgbruo9l	87	9	and	and	CCONJ
cord-159425-fgbruo9l	87	10	are	be	AUX
cord-159425-fgbruo9l	87	11	not	not	PART
cord-159425-fgbruo9l	87	12	therefore	therefore	ADV
cord-159425-fgbruo9l	87	13	determined	determine	VERB
cord-159425-fgbruo9l	87	14	through	through	ADP
cord-159425-fgbruo9l	87	15	the	the	DET
cord-159425-fgbruo9l	87	16	pipeline	pipeline	NOUN
cord-159425-fgbruo9l	87	17	.	.	PUNCT
cord-159425-fgbruo9l	88	1	the	the	DET
cord-159425-fgbruo9l	88	2	optimization	optimization	NOUN
cord-159425-fgbruo9l	88	3	process	process	NOUN
cord-159425-fgbruo9l	88	4	is	be	AUX
cord-159425-fgbruo9l	88	5	employed	employ	VERB
cord-159425-fgbruo9l	88	6	to	to	PART
cord-159425-fgbruo9l	88	7	determine	determine	VERB
cord-159425-fgbruo9l	88	8	the	the	DET
cord-159425-fgbruo9l	88	9	parameters	parameter	NOUN
cord-159425-fgbruo9l	88	10	β	β	NOUN
cord-159425-fgbruo9l	88	11	,	,	PUNCT
cord-159425-fgbruo9l	88	12	γ	γ	PROPN
cord-159425-fgbruo9l	88	13	,	,	PUNCT
cord-159425-fgbruo9l	88	14	and	and	CCONJ
cord-159425-fgbruo9l	88	15	the	the	DET
cord-159425-fgbruo9l	88	16	conditions	condition	NOUN
cord-159425-fgbruo9l	88	17	s	s	PROPN
cord-159425-fgbruo9l	88	18	0	0	PUNCT
cord-159425-fgbruo9l	88	19	and	and	CCONJ
cord-159425-fgbruo9l	88	20	p	p	NOUN
cord-159425-fgbruo9l	88	21	0	0	NUM
cord-159425-fgbruo9l	88	22	.	.	PUNCT
cord-159425-fgbruo9l	89	1	all	all	DET
cord-159425-fgbruo9l	89	2	the	the	DET
cord-159425-fgbruo9l	89	3	compartments	compartment	NOUN
cord-159425-fgbruo9l	89	4	have	have	AUX
cord-159425-fgbruo9l	89	5	been	be	AUX
cord-159425-fgbruo9l	89	6	normalized	normalize	VERB
cord-159425-fgbruo9l	89	7	for	for	ADP
cord-159425-fgbruo9l	89	8	the	the	DET
cord-159425-fgbruo9l	89	9	total	total	ADJ
cord-159425-fgbruo9l	89	10	population	population	NOUN
cord-159425-fgbruo9l	89	11	of	of	ADP
cord-159425-fgbruo9l	89	12	n	n	NOUN
cord-159425-fgbruo9l	89	13	8.5	8.5	NUM
cord-159425-fgbruo9l	89	14	·	·	SYM
cord-159425-fgbruo9l	89	15	10	10	NUM
cord-159425-fgbruo9l	89	16	6	6	NUM
cord-159425-fgbruo9l	89	17	for	for	ADP
cord-159425-fgbruo9l	89	18	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	89	19	,	,	PUNCT
cord-159425-fgbruo9l	89	20	n	n	NOUN
cord-159425-fgbruo9l	89	21	4.7	4.7	NUM
cord-159425-fgbruo9l	89	22	·	·	SYM
cord-159425-fgbruo9l	89	23	10	10	NUM
cord-159425-fgbruo9l	89	24	7	7	NUM
cord-159425-fgbruo9l	89	25	for	for	ADP
cord-159425-fgbruo9l	89	26	spain	spain	PROPN
cord-159425-fgbruo9l	89	27	,	,	PUNCT
cord-159425-fgbruo9l	89	28	and	and	CCONJ
cord-159425-fgbruo9l	89	29	n	n	NOUN
cord-159425-fgbruo9l	89	30	6	6	NUM
cord-159425-fgbruo9l	89	31	·	·	SYM
cord-159425-fgbruo9l	89	32	10	10	NUM
cord-159425-fgbruo9l	89	33	7	7	NUM
cord-159425-fgbruo9l	89	34	for	for	ADP
cord-159425-fgbruo9l	89	35	italy	italy	PROPN
cord-159425-fgbruo9l	89	36	.	.	PUNCT
cord-159425-fgbruo9l	90	1	figure	figure	VERB
cord-159425-fgbruo9l	90	2	3	3	NUM
cord-159425-fgbruo9l	90	3	presents	present	VERB
cord-159425-fgbruo9l	90	4	real	real	ADJ
cord-159425-fgbruo9l	90	5	data	datum	NOUN
cord-159425-fgbruo9l	90	6	(	(	PUNCT
cord-159425-fgbruo9l	90	7	color	color	NOUN
cord-159425-fgbruo9l	90	8	points	point	NOUN
cord-159425-fgbruo9l	90	9	)	)	PUNCT
cord-159425-fgbruo9l	90	10	and	and	CCONJ
cord-159425-fgbruo9l	90	11	predictions	prediction	NOUN
cord-159425-fgbruo9l	90	12	(	(	PUNCT
cord-159425-fgbruo9l	90	13	solid	solid	ADJ
cord-159425-fgbruo9l	90	14	lines	line	NOUN
cord-159425-fgbruo9l	90	15	)	)	PUNCT
cord-159425-fgbruo9l	90	16	for	for	ADP
cord-159425-fgbruo9l	90	17	infected	infected	ADJ
cord-159425-fgbruo9l	90	18	(	(	PUNCT
cord-159425-fgbruo9l	90	19	upper	upper	ADJ
cord-159425-fgbruo9l	90	20	row	row	NOUN
cord-159425-fgbruo9l	90	21	)	)	PUNCT
cord-159425-fgbruo9l	90	22	and	and	CCONJ
cord-159425-fgbruo9l	90	23	removed	remove	VERB
cord-159425-fgbruo9l	90	24	(	(	PUNCT
cord-159425-fgbruo9l	90	25	lower	low	ADJ
cord-159425-fgbruo9l	90	26	row	row	NOUN
cord-159425-fgbruo9l	90	27	)	)	PUNCT
cord-159425-fgbruo9l	90	28	populations	population	NOUN
cord-159425-fgbruo9l	90	29	.	.	PUNCT
cord-159425-fgbruo9l	91	1	the	the	DET
cord-159425-fgbruo9l	91	2	left	left	ADJ
cord-159425-fgbruo9l	91	3	column	column	NOUN
cord-159425-fgbruo9l	91	4	outlines	outline	VERB
cord-159425-fgbruo9l	91	5	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	91	6	's	's	PART
cord-159425-fgbruo9l	91	7	results	result	NOUN
cord-159425-fgbruo9l	91	8	,	,	PUNCT
cord-159425-fgbruo9l	91	9	the	the	DET
cord-159425-fgbruo9l	91	10	middle	middle	ADJ
cord-159425-fgbruo9l	91	11	accounts	account	NOUN
cord-159425-fgbruo9l	91	12	for	for	ADP
cord-159425-fgbruo9l	91	13	spain	spain	PROPN
cord-159425-fgbruo9l	91	14	,	,	PUNCT
cord-159425-fgbruo9l	91	15	and	and	CCONJ
cord-159425-fgbruo9l	91	16	the	the	DET
cord-159425-fgbruo9l	91	17	right	right	ADJ
cord-159425-fgbruo9l	91	18	column	column	NOUN
cord-159425-fgbruo9l	91	19	represents	represent	VERB
cord-159425-fgbruo9l	91	20	italy	italy	PROPN
cord-159425-fgbruo9l	91	21	.	.	PUNCT
cord-159425-fgbruo9l	92	1	we	we	PRON
cord-159425-fgbruo9l	92	2	consider	consider	VERB
cord-159425-fgbruo9l	92	3	training	training	NOUN
cord-159425-fgbruo9l	92	4	(	(	PUNCT
cord-159425-fgbruo9l	92	5	green	green	ADJ
cord-159425-fgbruo9l	92	6	)	)	PUNCT
cord-159425-fgbruo9l	92	7	and	and	CCONJ
cord-159425-fgbruo9l	92	8	validation	validation	NOUN
cord-159425-fgbruo9l	92	9	(	(	PUNCT
cord-159425-fgbruo9l	92	10	red	red	ADJ
cord-159425-fgbruo9l	92	11	)	)	PUNCT
cord-159425-fgbruo9l	92	12	datasets	dataset	NOUN
cord-159425-fgbruo9l	92	13	sampled	sample	VERB
cord-159425-fgbruo9l	92	14	before	before	ADP
cord-159425-fgbruo9l	92	15	the	the	DET
cord-159425-fgbruo9l	92	16	end	end	NOUN
cord-159425-fgbruo9l	92	17	of	of	ADP
cord-159425-fgbruo9l	92	18	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	92	19	,	,	PUNCT
cord-159425-fgbruo9l	92	20	which	which	PRON
cord-159425-fgbruo9l	92	21	occurred	occur	VERB
cord-159425-fgbruo9l	92	22	on	on	ADP
cord-159425-fgbruo9l	92	23	april	april	PROPN
cord-159425-fgbruo9l	92	24	27th	27th	NOUN
cord-159425-fgbruo9l	92	25	in	in	ADP
cord-159425-fgbruo9l	92	26	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	92	27	,	,	PUNCT
cord-159425-fgbruo9l	92	28	and	and	CCONJ
cord-159425-fgbruo9l	92	29	on	on	ADP
cord-159425-fgbruo9l	92	30	may	may	AUX
cord-159425-fgbruo9l	92	31	4th	4th	VERB
cord-159425-fgbruo9l	92	32	in	in	ADP
cord-159425-fgbruo9l	92	33	spain	spain	PROPN
cord-159425-fgbruo9l	92	34	and	and	CCONJ
cord-159425-fgbruo9l	92	35	italy	italy	PROPN
cord-159425-fgbruo9l	92	36	.	.	PUNCT
cord-159425-fgbruo9l	93	1	the	the	DET
cord-159425-fgbruo9l	93	2	training	training	NOUN
cord-159425-fgbruo9l	93	3	set	set	NOUN
cord-159425-fgbruo9l	93	4	consists	consist	VERB
cord-159425-fgbruo9l	93	5	of	of	ADP
cord-159425-fgbruo9l	93	6	the	the	DET
cord-159425-fgbruo9l	93	7	first	first	ADJ
cord-159425-fgbruo9l	93	8	80	80	NUM
cord-159425-fgbruo9l	93	9	%	%	NOUN
cord-159425-fgbruo9l	93	10	of	of	ADP
cord-159425-fgbruo9l	93	11	the	the	DET
cord-159425-fgbruo9l	93	12	data	datum	NOUN
cord-159425-fgbruo9l	93	13	,	,	PUNCT
cord-159425-fgbruo9l	93	14	while	while	SCONJ
cord-159425-fgbruo9l	93	15	the	the	DET
cord-159425-fgbruo9l	93	16	last	last	ADJ
cord-159425-fgbruo9l	93	17	20	20	NUM
cord-159425-fgbruo9l	93	18	%	%	NOUN
cord-159425-fgbruo9l	93	19	are	be	AUX
cord-159425-fgbruo9l	93	20	used	use	VERB
cord-159425-fgbruo9l	93	21	for	for	ADP
cord-159425-fgbruo9l	93	22	validation	validation	NOUN
cord-159425-fgbruo9l	93	23	.	.	PUNCT
cord-159425-fgbruo9l	94	1	the	the	DET
cord-159425-fgbruo9l	94	2	data	datum	NOUN
cord-159425-fgbruo9l	94	3	after	after	ADP
cord-159425-fgbruo9l	94	4	the	the	DET
cord-159425-fgbruo9l	94	5	lockdown	lockdown	NOUN
cord-159425-fgbruo9l	94	6	period	period	NOUN
cord-159425-fgbruo9l	94	7	(	(	PUNCT
cord-159425-fgbruo9l	94	8	orange	orange	NOUN
cord-159425-fgbruo9l	94	9	)	)	PUNCT
cord-159425-fgbruo9l	94	10	are	be	AUX
cord-159425-fgbruo9l	94	11	used	use	VERB
cord-159425-fgbruo9l	94	12	to	to	PART
cord-159425-fgbruo9l	94	13	evaluate	evaluate	VERB
cord-159425-fgbruo9l	94	14	our	our	PRON
cord-159425-fgbruo9l	94	15	method	method	NOUN
cord-159425-fgbruo9l	94	16	's	's	PART
cord-159425-fgbruo9l	94	17	long	long	ADJ
cord-159425-fgbruo9l	94	18	-	-	PUNCT
cord-159425-fgbruo9l	94	19	term	term	NOUN
cord-159425-fgbruo9l	94	20	predictability	predictability	NOUN
cord-159425-fgbruo9l	94	21	and	and	CCONJ
cord-159425-fgbruo9l	94	22	not	not	PART
cord-159425-fgbruo9l	94	23	involved	involve	VERB
cord-159425-fgbruo9l	94	24	in	in	ADP
cord-159425-fgbruo9l	94	25	any	any	DET
cord-159425-fgbruo9l	94	26	part	part	NOUN
cord-159425-fgbruo9l	94	27	of	of	ADP
cord-159425-fgbruo9l	94	28	the	the	DET
cord-159425-fgbruo9l	94	29	optimization	optimization	NOUN
cord-159425-fgbruo9l	94	30	process	process	NOUN
cord-159425-fgbruo9l	94	31	.	.	PUNCT
cord-159425-fgbruo9l	95	1	we	we	PRON
cord-159425-fgbruo9l	95	2	observe	observe	VERB
cord-159425-fgbruo9l	95	3	that	that	SCONJ
cord-159425-fgbruo9l	95	4	italy	italy	PROPN
cord-159425-fgbruo9l	95	5	has	have	AUX
cord-159425-fgbruo9l	95	6	been	be	AUX
cord-159425-fgbruo9l	95	7	the	the	DET
cord-159425-fgbruo9l	95	8	most	most	ADV
cord-159425-fgbruo9l	95	9	impacted	impact	VERB
cord-159425-fgbruo9l	95	10	country	country	NOUN
cord-159425-fgbruo9l	95	11	,	,	PUNCT
cord-159425-fgbruo9l	95	12	among	among	ADP
cord-159425-fgbruo9l	95	13	the	the	DET
cord-159425-fgbruo9l	95	14	ones	one	NOUN
cord-159425-fgbruo9l	95	15	considered	consider	VERB
cord-159425-fgbruo9l	95	16	,	,	PUNCT
cord-159425-fgbruo9l	95	17	reaching	reach	VERB
cord-159425-fgbruo9l	95	18	r	r	NOUN
cord-159425-fgbruo9l	95	19	0	0	NUM
cord-159425-fgbruo9l	95	20	=	=	SYM
cord-159425-fgbruo9l	95	21	4.7	4.7	NUM
cord-159425-fgbruo9l	95	22	with	with	ADP
cord-159425-fgbruo9l	95	23	a	a	DET
cord-159425-fgbruo9l	95	24	significant	significant	ADJ
cord-159425-fgbruo9l	95	25	portion	portion	NOUN
cord-159425-fgbruo9l	95	26	of	of	ADP
cord-159425-fgbruo9l	95	27	the	the	DET
cord-159425-fgbruo9l	95	28	population	population	NOUN
cord-159425-fgbruo9l	95	29	,	,	PUNCT
cord-159425-fgbruo9l	95	30	p	p	PROPN
cord-159425-fgbruo9l	95	31	=	=	NOUN
cord-159425-fgbruo9l	95	32	96	96	NUM
cord-159425-fgbruo9l	95	33	%	%	NOUN
cord-159425-fgbruo9l	95	34	,	,	PUNCT
cord-159425-fgbruo9l	95	35	in	in	ADP
cord-159425-fgbruo9l	95	36	the	the	DET
cord-159425-fgbruo9l	95	37	passive	passive	ADJ
cord-159425-fgbruo9l	95	38	state	state	NOUN
cord-159425-fgbruo9l	95	39	.	.	PUNCT
cord-159425-fgbruo9l	96	1	spain	spain	PROPN
cord-159425-fgbruo9l	96	2	follows	follow	VERB
cord-159425-fgbruo9l	96	3	with	with	ADP
cord-159425-fgbruo9l	96	4	r	r	NOUN
cord-159425-fgbruo9l	96	5	0	0	NUM
cord-159425-fgbruo9l	96	6	=	=	SYM
cord-159425-fgbruo9l	96	7	3.3	3.3	NUM
cord-159425-fgbruo9l	96	8	and	and	CCONJ
cord-159425-fgbruo9l	96	9	p	p	PROPN
cord-159425-fgbruo9l	96	10	=	=	NOUN
cord-159425-fgbruo9l	96	11	95	95	NUM
cord-159425-fgbruo9l	96	12	%	%	NOUN
cord-159425-fgbruo9l	96	13	.	.	PUNCT
cord-159425-fgbruo9l	97	1	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	97	2	has	have	VERB
cord-159425-fgbruo9l	97	3	also	also	ADV
cord-159425-fgbruo9l	97	4	p	p	NOUN
cord-159425-fgbruo9l	97	5	=	=	NOUN
cord-159425-fgbruo9l	97	6	96	96	NUM
cord-159425-fgbruo9l	97	7	%	%	NOUN
cord-159425-fgbruo9l	97	8	,	,	PUNCT
cord-159425-fgbruo9l	97	9	with	with	ADP
cord-159425-fgbruo9l	97	10	the	the	DET
cord-159425-fgbruo9l	97	11	smallest	small	ADJ
cord-159425-fgbruo9l	97	12	r	r	NOUN
cord-159425-fgbruo9l	97	13	0	0	NUM
cord-159425-fgbruo9l	97	14	,	,	PUNCT
cord-159425-fgbruo9l	97	15	resulting	result	VERB
cord-159425-fgbruo9l	97	16	in	in	ADP
cord-159425-fgbruo9l	97	17	r	r	NOUN
cord-159425-fgbruo9l	97	18	0	0	NUM
cord-159425-fgbruo9l	97	19	=	=	SYM
cord-159425-fgbruo9l	97	20	2.7	2.7	NUM
cord-159425-fgbruo9l	97	21	.	.	PUNCT
cord-159425-fgbruo9l	98	1	we	we	PRON
cord-159425-fgbruo9l	98	2	introduced	introduce	VERB
cord-159425-fgbruo9l	98	3	a	a	DET
cord-159425-fgbruo9l	98	4	semi	semi	ADJ
cord-159425-fgbruo9l	98	5	-	-	ADJ
cord-159425-fgbruo9l	98	6	supervised	supervised	ADJ
cord-159425-fgbruo9l	98	7	neural	neural	ADJ
cord-159425-fgbruo9l	98	8	network	network	NOUN
cord-159425-fgbruo9l	98	9	to	to	PART
cord-159425-fgbruo9l	98	10	solve	solve	VERB
cord-159425-fgbruo9l	98	11	inverse	inverse	ADJ
cord-159425-fgbruo9l	98	12	problems	problem	NOUN
cord-159425-fgbruo9l	98	13	which	which	PRON
cord-159425-fgbruo9l	98	14	are	be	AUX
cord-159425-fgbruo9l	98	15	formulated	formulate	VERB
cord-159425-fgbruo9l	98	16	by	by	ADP
cord-159425-fgbruo9l	98	17	des	des	PROPN
cord-159425-fgbruo9l	98	18	.	.	PUNCT
cord-159425-fgbruo9l	99	1	the	the	DET
cord-159425-fgbruo9l	99	2	method	method	NOUN
cord-159425-fgbruo9l	99	3	consists	consist	VERB
cord-159425-fgbruo9l	99	4	of	of	ADP
cord-159425-fgbruo9l	99	5	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	99	6	and	and	CCONJ
cord-159425-fgbruo9l	99	7	supervised	supervised	ADJ
cord-159425-fgbruo9l	99	8	parts	part	NOUN
cord-159425-fgbruo9l	99	9	.	.	PUNCT
cord-159425-fgbruo9l	100	1	an	an	DET
cord-159425-fgbruo9l	100	2	unsupervised	unsupervised	ADJ
cord-159425-fgbruo9l	100	3	network	network	NOUN
cord-159425-fgbruo9l	100	4	solves	solve	VERB
cord-159425-fgbruo9l	100	5	des	des	ADJ
cord-159425-fgbruo9l	100	6	over	over	ADP
cord-159425-fgbruo9l	100	7	a	a	DET
cord-159425-fgbruo9l	100	8	range	range	NOUN
cord-159425-fgbruo9l	100	9	of	of	ADP
cord-159425-fgbruo9l	100	10	parameters	parameter	NOUN
cord-159425-fgbruo9l	100	11	and	and	CCONJ
cord-159425-fgbruo9l	100	12	initial	initial	ADJ
cord-159425-fgbruo9l	100	13	conditions	condition	NOUN
cord-159425-fgbruo9l	100	14	.	.	PUNCT
cord-159425-fgbruo9l	101	1	a	a	DET
cord-159425-fgbruo9l	101	2	supervised	supervised	ADJ
cord-159425-fgbruo9l	101	3	approach	approach	NOUN
cord-159425-fgbruo9l	101	4	incorporates	incorporate	VERB
cord-159425-fgbruo9l	101	5	data	datum	NOUN
cord-159425-fgbruo9l	101	6	and	and	CCONJ
cord-159425-fgbruo9l	101	7	uses	use	VERB
cord-159425-fgbruo9l	101	8	a	a	DET
cord-159425-fgbruo9l	101	9	gradient	gradient	ADJ
cord-159425-fgbruo9l	101	10	descent	descent	NOUN
cord-159425-fgbruo9l	101	11	algorithm	algorithm	NOUN
cord-159425-fgbruo9l	101	12	to	to	PART
cord-159425-fgbruo9l	101	13	determine	determine	VERB
cord-159425-fgbruo9l	101	14	the	the	DET
cord-159425-fgbruo9l	101	15	optimal	optimal	ADJ
cord-159425-fgbruo9l	101	16	initial	initial	ADJ
cord-159425-fgbruo9l	101	17	conditions	condition	NOUN
cord-159425-fgbruo9l	101	18	and	and	CCONJ
cord-159425-fgbruo9l	101	19	modeling	modeling	NOUN
cord-159425-fgbruo9l	101	20	parameters	parameter	NOUN
cord-159425-fgbruo9l	101	21	that	that	PRON
cord-159425-fgbruo9l	101	22	best	well	ADV
cord-159425-fgbruo9l	101	23	fit	fit	VERB
cord-159425-fgbruo9l	101	24	a	a	DET
cord-159425-fgbruo9l	101	25	given	give	VERB
cord-159425-fgbruo9l	101	26	dataset	dataset	NOUN
cord-159425-fgbruo9l	101	27	considering	consider	VERB
cord-159425-fgbruo9l	101	28	a	a	DET
cord-159425-fgbruo9l	101	29	certain	certain	ADJ
cord-159425-fgbruo9l	101	30	model	model	NOUN
cord-159425-fgbruo9l	101	31	of	of	ADP
cord-159425-fgbruo9l	101	32	des	des	PROPN
cord-159425-fgbruo9l	101	33	.	.	PUNCT
cord-159425-fgbruo9l	102	1	we	we	PRON
cord-159425-fgbruo9l	102	2	extended	extend	VERB
cord-159425-fgbruo9l	102	3	the	the	DET
cord-159425-fgbruo9l	102	4	sir	sir	PROPN
cord-159425-fgbruo9l	102	5	model	model	NOUN
cord-159425-fgbruo9l	102	6	to	to	PART
cord-159425-fgbruo9l	102	7	include	include	VERB
cord-159425-fgbruo9l	102	8	a	a	DET
cord-159425-fgbruo9l	102	9	passive	passive	ADJ
cord-159425-fgbruo9l	102	10	compartment	compartment	NOUN
cord-159425-fgbruo9l	102	11	,	,	PUNCT
cord-159425-fgbruo9l	102	12	and	and	CCONJ
cord-159425-fgbruo9l	102	13	showed	show	VERB
cord-159425-fgbruo9l	102	14	that	that	SCONJ
cord-159425-fgbruo9l	102	15	the	the	DET
cord-159425-fgbruo9l	102	16	new	new	ADJ
cord-159425-fgbruo9l	102	17	model	model	NOUN
cord-159425-fgbruo9l	102	18	,	,	PUNCT
cord-159425-fgbruo9l	102	19	called	call	VERB
cord-159425-fgbruo9l	102	20	sirp	sirp	NOUN
cord-159425-fgbruo9l	102	21	,	,	PUNCT
cord-159425-fgbruo9l	102	22	captures	capture	VERB
cord-159425-fgbruo9l	102	23	the	the	DET
cord-159425-fgbruo9l	102	24	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	102	25	of	of	ADP
cord-159425-fgbruo9l	102	26	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	102	27	spread	spread	VERB
cord-159425-fgbruo9l	102	28	.	.	PUNCT
cord-159425-fgbruo9l	103	1	we	we	PRON
cord-159425-fgbruo9l	103	2	applied	apply	VERB
cord-159425-fgbruo9l	103	3	the	the	DET
cord-159425-fgbruo9l	103	4	proposed	propose	VERB
cord-159425-fgbruo9l	103	5	semi	semi	ADJ
cord-159425-fgbruo9l	103	6	-	-	ADJ
cord-159425-fgbruo9l	103	7	supervised	supervised	ADJ
cord-159425-fgbruo9l	103	8	method	method	NOUN
cord-159425-fgbruo9l	103	9	on	on	ADP
cord-159425-fgbruo9l	103	10	real	real	ADJ
cord-159425-fgbruo9l	103	11	data	datum	NOUN
cord-159425-fgbruo9l	103	12	to	to	PART
cord-159425-fgbruo9l	103	13	study	study	VERB
cord-159425-fgbruo9l	103	14	the	the	DET
cord-159425-fgbruo9l	103	15	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	103	16	spread	spread	VERB
cord-159425-fgbruo9l	103	17	in	in	ADP
cord-159425-fgbruo9l	103	18	switzerland	switzerland	PROPN
cord-159425-fgbruo9l	103	19	,	,	PUNCT
cord-159425-fgbruo9l	103	20	spain	spain	PROPN
cord-159425-fgbruo9l	103	21	,	,	PUNCT
cord-159425-fgbruo9l	103	22	and	and	CCONJ
cord-159425-fgbruo9l	103	23	italy	italy	PROPN
cord-159425-fgbruo9l	103	24	.	.	PUNCT
cord-159425-fgbruo9l	104	1	the	the	DET
cord-159425-fgbruo9l	104	2	semi	semi	ADJ
cord-159425-fgbruo9l	104	3	-	-	ADJ
cord-159425-fgbruo9l	104	4	supervised	supervised	ADJ
cord-159425-fgbruo9l	104	5	method	method	NOUN
cord-159425-fgbruo9l	104	6	and	and	CCONJ
cord-159425-fgbruo9l	104	7	the	the	DET
cord-159425-fgbruo9l	104	8	analysis	analysis	NOUN
cord-159425-fgbruo9l	104	9	presented	present	VERB
cord-159425-fgbruo9l	104	10	in	in	ADP
cord-159425-fgbruo9l	104	11	this	this	DET
cord-159425-fgbruo9l	104	12	manuscript	manuscript	NOUN
cord-159425-fgbruo9l	104	13	contribute	contribute	VERB
cord-159425-fgbruo9l	104	14	to	to	ADP
cord-159425-fgbruo9l	104	15	the	the	DET
cord-159425-fgbruo9l	104	16	study	study	NOUN
cord-159425-fgbruo9l	104	17	of	of	ADP
cord-159425-fgbruo9l	104	18	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	104	19	.	.	PUNCT
cord-159425-fgbruo9l	105	1	our	our	PRON
cord-159425-fgbruo9l	105	2	method	method	NOUN
cord-159425-fgbruo9l	105	3	was	be	AUX
cord-159425-fgbruo9l	105	4	used	use	VERB
cord-159425-fgbruo9l	105	5	to	to	PART
cord-159425-fgbruo9l	105	6	solve	solve	VERB
cord-159425-fgbruo9l	105	7	the	the	DET
cord-159425-fgbruo9l	105	8	inverse	inverse	ADJ
cord-159425-fgbruo9l	105	9	problem	problem	NOUN
cord-159425-fgbruo9l	105	10	for	for	ADP
cord-159425-fgbruo9l	105	11	existing	existing	ADJ
cord-159425-fgbruo9l	105	12	and	and	CCONJ
cord-159425-fgbruo9l	105	13	new	new	ADJ
cord-159425-fgbruo9l	105	14	established	establish	VERB
cord-159425-fgbruo9l	105	15	disease	disease	NOUN
cord-159425-fgbruo9l	105	16	models	model	NOUN
cord-159425-fgbruo9l	105	17	by	by	ADP
cord-159425-fgbruo9l	105	18	incorporating	incorporate	VERB
cord-159425-fgbruo9l	105	19	real	real	ADJ
cord-159425-fgbruo9l	105	20	data	datum	NOUN
cord-159425-fgbruo9l	105	21	.	.	PUNCT
cord-159425-fgbruo9l	106	1	we	we	PRON
cord-159425-fgbruo9l	106	2	believe	believe	VERB
cord-159425-fgbruo9l	106	3	that	that	SCONJ
cord-159425-fgbruo9l	106	4	our	our	PRON
cord-159425-fgbruo9l	106	5	results	result	NOUN
cord-159425-fgbruo9l	106	6	can	can	AUX
cord-159425-fgbruo9l	106	7	be	be	AUX
cord-159425-fgbruo9l	106	8	further	far	ADV
cord-159425-fgbruo9l	106	9	leveraged	leverage	VERB
cord-159425-fgbruo9l	106	10	for	for	SCONJ
cord-159425-fgbruo9l	106	11	the	the	DET
cord-159425-fgbruo9l	106	12	study	study	NOUN
cord-159425-fgbruo9l	106	13	of	of	ADP
cord-159425-fgbruo9l	106	14	virus	virus	NOUN
cord-159425-fgbruo9l	106	15	spread	spread	VERB
cord-159425-fgbruo9l	106	16	,	,	PUNCT
cord-159425-fgbruo9l	106	17	especially	especially	ADV
cord-159425-fgbruo9l	106	18	with	with	ADP
cord-159425-fgbruo9l	106	19	rigorous	rigorous	ADJ
cord-159425-fgbruo9l	106	20	data	datum	NOUN
cord-159425-fgbruo9l	106	21	collection	collection	NOUN
cord-159425-fgbruo9l	106	22	.	.	PUNCT
cord-159425-fgbruo9l	107	1	as	as	SCONJ
cord-159425-fgbruo9l	107	2	countries	country	NOUN
cord-159425-fgbruo9l	107	3	have	have	AUX
cord-159425-fgbruo9l	107	4	significantly	significantly	ADV
cord-159425-fgbruo9l	107	5	improved	improve	VERB
cord-159425-fgbruo9l	107	6	their	their	PRON
cord-159425-fgbruo9l	107	7	testing	testing	NOUN
cord-159425-fgbruo9l	107	8	capacity	capacity	NOUN
cord-159425-fgbruo9l	107	9	and	and	CCONJ
cord-159425-fgbruo9l	107	10	tracking	tracking	NOUN
cord-159425-fgbruo9l	107	11	strategies	strategy	NOUN
cord-159425-fgbruo9l	107	12	,	,	PUNCT
cord-159425-fgbruo9l	107	13	data	datum	NOUN
cord-159425-fgbruo9l	107	14	collection	collection	NOUN
cord-159425-fgbruo9l	107	15	now	now	ADV
cord-159425-fgbruo9l	107	16	depicts	depict	VERB
cord-159425-fgbruo9l	107	17	a	a	DET
cord-159425-fgbruo9l	107	18	more	more	ADV
cord-159425-fgbruo9l	107	19	realistic	realistic	ADJ
cord-159425-fgbruo9l	107	20	scenario	scenario	NOUN
cord-159425-fgbruo9l	107	21	,	,	PUNCT
cord-159425-fgbruo9l	107	22	specifically	specifically	ADV
cord-159425-fgbruo9l	107	23	in	in	ADP
cord-159425-fgbruo9l	107	24	regards	regard	NOUN
cord-159425-fgbruo9l	107	25	to	to	ADP
cord-159425-fgbruo9l	107	26	the	the	DET
cord-159425-fgbruo9l	107	27	early	early	ADJ
cord-159425-fgbruo9l	107	28	phases	phase	NOUN
cord-159425-fgbruo9l	107	29	of	of	ADP
cord-159425-fgbruo9l	107	30	the	the	DET
cord-159425-fgbruo9l	107	31	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	107	32	.	.	PUNCT
cord-159425-fgbruo9l	108	1	however	however	ADV
cord-159425-fgbruo9l	108	2	,	,	PUNCT
cord-159425-fgbruo9l	108	3	while	while	SCONJ
cord-159425-fgbruo9l	108	4	this	this	DET
cord-159425-fgbruo9l	108	5	work	work	NOUN
cord-159425-fgbruo9l	108	6	presents	present	VERB
cord-159425-fgbruo9l	108	7	an	an	DET
cord-159425-fgbruo9l	108	8	elegant	elegant	ADJ
cord-159425-fgbruo9l	108	9	and	and	CCONJ
cord-159425-fgbruo9l	108	10	simple	simple	ADJ
cord-159425-fgbruo9l	108	11	method	method	NOUN
cord-159425-fgbruo9l	108	12	for	for	ADP
cord-159425-fgbruo9l	108	13	improving	improve	VERB
cord-159425-fgbruo9l	108	14	on	on	ADP
cord-159425-fgbruo9l	108	15	epidemiological	epidemiological	ADJ
cord-159425-fgbruo9l	108	16	models	model	NOUN
cord-159425-fgbruo9l	108	17	,	,	PUNCT
cord-159425-fgbruo9l	108	18	it	it	PRON
cord-159425-fgbruo9l	108	19	also	also	ADV
cord-159425-fgbruo9l	108	20	has	have	VERB
cord-159425-fgbruo9l	108	21	applications	application	NOUN
cord-159425-fgbruo9l	108	22	for	for	ADP
cord-159425-fgbruo9l	108	23	applied	apply	VERB
cord-159425-fgbruo9l	108	24	sciences	science	NOUN
cord-159425-fgbruo9l	108	25	where	where	SCONJ
cord-159425-fgbruo9l	108	26	des	des	X
cord-159425-fgbruo9l	108	27	play	play	VERB
cord-159425-fgbruo9l	108	28	an	an	DET
cord-159425-fgbruo9l	108	29	important	important	ADJ
cord-159425-fgbruo9l	108	30	role	role	NOUN
cord-159425-fgbruo9l	108	31	.	.	PUNCT
cord-159425-fgbruo9l	109	1	it	it	PRON
cord-159425-fgbruo9l	109	2	could	could	AUX
cord-159425-fgbruo9l	109	3	be	be	AUX
cord-159425-fgbruo9l	109	4	useful	useful	ADJ
cord-159425-fgbruo9l	109	5	for	for	ADP
cord-159425-fgbruo9l	109	6	elaborating	elaborate	VERB
cord-159425-fgbruo9l	109	7	problems	problem	NOUN
cord-159425-fgbruo9l	109	8	such	such	ADJ
cord-159425-fgbruo9l	109	9	as	as	ADP
cord-159425-fgbruo9l	109	10	designing	design	VERB
cord-159425-fgbruo9l	109	11	material	material	NOUN
cord-159425-fgbruo9l	109	12	and	and	CCONJ
cord-159425-fgbruo9l	109	13	metamaterials	metamaterial	NOUN
cord-159425-fgbruo9l	109	14	with	with	ADP
cord-159425-fgbruo9l	109	15	specific	specific	ADJ
cord-159425-fgbruo9l	109	16	optical	optical	ADJ
cord-159425-fgbruo9l	109	17	properties	property	NOUN
cord-159425-fgbruo9l	109	18	which	which	PRON
cord-159425-fgbruo9l	109	19	consist	consist	VERB
cord-159425-fgbruo9l	109	20	of	of	ADP
cord-159425-fgbruo9l	109	21	an	an	DET
cord-159425-fgbruo9l	109	22	inverse	inverse	ADJ
cord-159425-fgbruo9l	109	23	problem	problem	NOUN
cord-159425-fgbruo9l	109	24	.	.	PUNCT
cord-159425-fgbruo9l	110	1	we	we	PRON
cord-159425-fgbruo9l	110	2	do	do	AUX
cord-159425-fgbruo9l	110	3	not	not	PART
cord-159425-fgbruo9l	110	4	foresee	foresee	VERB
cord-159425-fgbruo9l	110	5	any	any	DET
cord-159425-fgbruo9l	110	6	way	way	NOUN
cord-159425-fgbruo9l	110	7	that	that	PRON
cord-159425-fgbruo9l	110	8	our	our	PRON
cord-159425-fgbruo9l	110	9	study	study	NOUN
cord-159425-fgbruo9l	110	10	can	can	AUX
cord-159425-fgbruo9l	110	11	yield	yield	VERB
cord-159425-fgbruo9l	110	12	any	any	DET
cord-159425-fgbruo9l	110	13	negative	negative	ADJ
cord-159425-fgbruo9l	110	14	outcome	outcome	NOUN
cord-159425-fgbruo9l	110	15	regarding	regard	VERB
cord-159425-fgbruo9l	110	16	ethical	ethical	ADJ
cord-159425-fgbruo9l	110	17	aspects	aspect	NOUN
cord-159425-fgbruo9l	110	18	.	.	PUNCT
cord-159425-fgbruo9l	111	1	we	we	PRON
cord-159425-fgbruo9l	111	2	believe	believe	VERB
cord-159425-fgbruo9l	111	3	that	that	SCONJ
cord-159425-fgbruo9l	111	4	our	our	PRON
cord-159425-fgbruo9l	111	5	work	work	NOUN
cord-159425-fgbruo9l	111	6	can	can	AUX
cord-159425-fgbruo9l	111	7	help	help	VERB
cord-159425-fgbruo9l	111	8	in	in	ADP
cord-159425-fgbruo9l	111	9	defending	defend	VERB
cord-159425-fgbruo9l	111	10	upcoming	upcoming	ADJ
cord-159425-fgbruo9l	111	11	waves	wave	NOUN
cord-159425-fgbruo9l	111	12	of	of	ADP
cord-159425-fgbruo9l	111	13	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	111	14	and	and	CCONJ
cord-159425-fgbruo9l	111	15	consequently	consequently	ADV
cord-159425-fgbruo9l	111	16	,	,	PUNCT
cord-159425-fgbruo9l	111	17	retain	retain	VERB
cord-159425-fgbruo9l	111	18	the	the	DET
cord-159425-fgbruo9l	111	19	balance	balance	NOUN
cord-159425-fgbruo9l	111	20	in	in	ADP
cord-159425-fgbruo9l	111	21	the	the	DET
cord-159425-fgbruo9l	111	22	society	society	NOUN
cord-159425-fgbruo9l	111	23	and	and	CCONJ
cord-159425-fgbruo9l	111	24	improve	improve	VERB
cord-159425-fgbruo9l	111	25	the	the	DET
cord-159425-fgbruo9l	111	26	daily	daily	ADJ
cord-159425-fgbruo9l	111	27	living	living	NOUN
cord-159425-fgbruo9l	111	28	conditions	condition	NOUN
cord-159425-fgbruo9l	111	29	.	.	PUNCT
cord-159425-fgbruo9l	112	1	estimating	estimate	VERB
cord-159425-fgbruo9l	112	2	the	the	DET
cord-159425-fgbruo9l	112	3	infection	infection	NOUN
cord-159425-fgbruo9l	112	4	horizon	horizon	NOUN
cord-159425-fgbruo9l	112	5	of	of	ADP
cord-159425-fgbruo9l	112	6	covid-19	covid-19	NUM
cord-159425-fgbruo9l	112	7	in	in	ADP
cord-159425-fgbruo9l	112	8	eight	eight	NUM
cord-159425-fgbruo9l	112	9	countries	country	NOUN
cord-159425-fgbruo9l	112	10	with	with	ADP
cord-159425-fgbruo9l	112	11	a	a	DET
cord-159425-fgbruo9l	112	12	data	data	NOUN
cord-159425-fgbruo9l	112	13	-	-	PUNCT
cord-159425-fgbruo9l	112	14	driven	drive	VERB
cord-159425-fgbruo9l	112	15	approach	approach	NOUN
cord-159425-fgbruo9l	112	16	real	real	ADJ
cord-159425-fgbruo9l	112	17	-	-	PUNCT
cord-159425-fgbruo9l	112	18	time	time	NOUN
cord-159425-fgbruo9l	112	19	forecasts	forecast	NOUN
cord-159425-fgbruo9l	112	20	and	and	CCONJ
cord-159425-fgbruo9l	112	21	risk	risk	NOUN
cord-159425-fgbruo9l	112	22	assessment	assessment	NOUN
cord-159425-fgbruo9l	112	23	of	of	ADP
cord-159425-fgbruo9l	112	24	novel	novel	NOUN
cord-159425-fgbruo9l	112	25	coronavirus	coronavirus	NOUN
cord-159425-fgbruo9l	112	26	(	(	PUNCT
cord-159425-fgbruo9l	112	27	covid-19	covid-19	NUM
cord-159425-fgbruo9l	112	28	)	)	PUNCT
cord-159425-fgbruo9l	112	29	cases	case	NOUN
cord-159425-fgbruo9l	112	30	:	:	PUNCT
cord-159425-fgbruo9l	112	31	a	a	DET
cord-159425-fgbruo9l	112	32	data	data	NOUN
cord-159425-fgbruo9l	112	33	-	-	PUNCT
cord-159425-fgbruo9l	112	34	driven	drive	VERB
cord-159425-fgbruo9l	112	35	analysis	analysis	NOUN
cord-159425-fgbruo9l	112	36	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	112	37	data	datum	NOUN
cord-159425-fgbruo9l	112	38	repository	repository	NOUN
cord-159425-fgbruo9l	112	39	by	by	ADP
cord-159425-fgbruo9l	112	40	the	the	DET
cord-159425-fgbruo9l	112	41	center	center	NOUN
cord-159425-fgbruo9l	112	42	for	for	ADP
cord-159425-fgbruo9l	112	43	systems	system	NOUN
cord-159425-fgbruo9l	112	44	science	science	NOUN
cord-159425-fgbruo9l	112	45	and	and	CCONJ
cord-159425-fgbruo9l	112	46	engineering	engineering	NOUN
cord-159425-fgbruo9l	112	47	(	(	PUNCT
cord-159425-fgbruo9l	112	48	csse	csse	PROPN
cord-159425-fgbruo9l	112	49	)	)	PUNCT
cord-159425-fgbruo9l	112	50	at	at	ADP
cord-159425-fgbruo9l	112	51	johns	johns	PROPN
cord-159425-fgbruo9l	112	52	hopkins	hopkins	PROPN
cord-159425-fgbruo9l	112	53	university	university	PROPN
cord-159425-fgbruo9l	112	54	inferring	infer	VERB
cord-159425-fgbruo9l	112	55	change	change	NOUN
cord-159425-fgbruo9l	112	56	points	point	NOUN
cord-159425-fgbruo9l	112	57	in	in	ADP
cord-159425-fgbruo9l	112	58	the	the	DET
cord-159425-fgbruo9l	112	59	spread	spread	NOUN
cord-159425-fgbruo9l	112	60	of	of	ADP
cord-159425-fgbruo9l	112	61	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	112	62	reveals	reveal	VERB
cord-159425-fgbruo9l	112	63	the	the	DET
cord-159425-fgbruo9l	112	64	effectiveness	effectiveness	NOUN
cord-159425-fgbruo9l	112	65	of	of	ADP
cord-159425-fgbruo9l	112	66	interventions	intervention	NOUN
cord-159425-fgbruo9l	112	67	the	the	DET
cord-159425-fgbruo9l	112	68	estimation	estimation	NOUN
cord-159425-fgbruo9l	112	69	of	of	ADP
cord-159425-fgbruo9l	112	70	the	the	DET
cord-159425-fgbruo9l	112	71	basic	basic	ADJ
cord-159425-fgbruo9l	112	72	reproduction	reproduction	NOUN
cord-159425-fgbruo9l	112	73	number	number	NOUN
cord-159425-fgbruo9l	112	74	for	for	ADP
cord-159425-fgbruo9l	112	75	infectious	infectious	ADJ
cord-159425-fgbruo9l	112	76	diseases	disease	NOUN
cord-159425-fgbruo9l	112	77	.	.	PUNCT
cord-159425-fgbruo9l	113	1	statistical	statistical	ADJ
cord-159425-fgbruo9l	113	2	methods	method	NOUN
cord-159425-fgbruo9l	113	3	in	in	ADP
cord-159425-fgbruo9l	113	4	medical	medical	ADJ
cord-159425-fgbruo9l	113	5	research	research	NOUN
cord-159425-fgbruo9l	113	6	solving	solve	VERB
cord-159425-fgbruo9l	113	7	differential	differential	ADJ
cord-159425-fgbruo9l	113	8	equations	equation	NOUN
cord-159425-fgbruo9l	113	9	using	use	VERB
cord-159425-fgbruo9l	113	10	neural	neural	ADJ
cord-159425-fgbruo9l	113	11	network	network	NOUN
cord-159425-fgbruo9l	113	12	solution	solution	NOUN
cord-159425-fgbruo9l	113	13	bundles	bundle	NOUN
cord-159425-fgbruo9l	113	14	modelling	model	VERB
cord-159425-fgbruo9l	113	15	the	the	DET
cord-159425-fgbruo9l	113	16	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	113	17	epidemic	epidemic	NOUN
cord-159425-fgbruo9l	113	18	and	and	CCONJ
cord-159425-fgbruo9l	113	19	implementation	implementation	NOUN
cord-159425-fgbruo9l	113	20	of	of	ADP
cord-159425-fgbruo9l	113	21	population	population	NOUN
cord-159425-fgbruo9l	113	22	-	-	PUNCT
cord-159425-fgbruo9l	113	23	wide	wide	ADJ
cord-159425-fgbruo9l	113	24	interventions	intervention	NOUN
cord-159425-fgbruo9l	113	25	in	in	ADP
cord-159425-fgbruo9l	113	26	italy	italy	PROPN
cord-159425-fgbruo9l	113	27	multiple	multiple	ADJ
cord-159425-fgbruo9l	113	28	epidemic	epidemic	NOUN
cord-159425-fgbruo9l	113	29	wave	wave	NOUN
cord-159425-fgbruo9l	113	30	model	model	NOUN
cord-159425-fgbruo9l	113	31	of	of	ADP
cord-159425-fgbruo9l	113	32	the	the	DET
cord-159425-fgbruo9l	113	33	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	113	34	pandemic	pandemic	NOUN
cord-159425-fgbruo9l	113	35	:	:	PUNCT
cord-159425-fgbruo9l	113	36	modeling	modeling	NOUN
cord-159425-fgbruo9l	113	37	study	study	VERB
cord-159425-fgbruo9l	113	38	the	the	DET
cord-159425-fgbruo9l	113	39	first	first	ADJ
cord-159425-fgbruo9l	113	40	100	100	NUM
cord-159425-fgbruo9l	113	41	days	day	NOUN
cord-159425-fgbruo9l	113	42	:	:	PUNCT
cord-159425-fgbruo9l	113	43	modeling	model	VERB
cord-159425-fgbruo9l	113	44	the	the	DET
cord-159425-fgbruo9l	113	45	evolution	evolution	NOUN
cord-159425-fgbruo9l	113	46	of	of	ADP
cord-159425-fgbruo9l	113	47	the	the	DET
cord-159425-fgbruo9l	113	48	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	113	49	pandemic	pandemic	ADJ
cord-159425-fgbruo9l	113	50	early	early	ADJ
cord-159425-fgbruo9l	113	51	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	113	52	of	of	ADP
cord-159425-fgbruo9l	113	53	transmission	transmission	NOUN
cord-159425-fgbruo9l	113	54	and	and	CCONJ
cord-159425-fgbruo9l	113	55	control	control	NOUN
cord-159425-fgbruo9l	113	56	of	of	ADP
cord-159425-fgbruo9l	113	57	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	113	58	:	:	PUNCT
cord-159425-fgbruo9l	113	59	a	a	DET
cord-159425-fgbruo9l	113	60	mathematical	mathematical	ADJ
cord-159425-fgbruo9l	113	61	modelling	modelling	NOUN
cord-159425-fgbruo9l	113	62	study	study	NOUN
cord-159425-fgbruo9l	113	63	.	.	PUNCT
cord-159425-fgbruo9l	114	1	the	the	DET
cord-159425-fgbruo9l	114	2	lancet	lancet	PROPN
cord-159425-fgbruo9l	114	3	infectious	infectious	ADJ
cord-159425-fgbruo9l	114	4	diseases	disease	NOUN
cord-159425-fgbruo9l	114	5	artificial	artificial	ADJ
cord-159425-fgbruo9l	114	6	neural	neural	ADJ
cord-159425-fgbruo9l	114	7	networks	network	NOUN
cord-159425-fgbruo9l	114	8	for	for	ADP
cord-159425-fgbruo9l	114	9	solving	solve	VERB
cord-159425-fgbruo9l	114	10	ordinary	ordinary	ADJ
cord-159425-fgbruo9l	114	11	and	and	CCONJ
cord-159425-fgbruo9l	114	12	partial	partial	ADJ
cord-159425-fgbruo9l	114	13	differential	differential	ADJ
cord-159425-fgbruo9l	114	14	equations	equation	NOUN
cord-159425-fgbruo9l	114	15	a	a	DET
cord-159425-fgbruo9l	114	16	conceptual	conceptual	ADJ
cord-159425-fgbruo9l	114	17	model	model	NOUN
cord-159425-fgbruo9l	114	18	for	for	ADP
cord-159425-fgbruo9l	114	19	the	the	DET
cord-159425-fgbruo9l	114	20	coronavirus	coronavirus	NOUN
cord-159425-fgbruo9l	114	21	disease	disease	NOUN
cord-159425-fgbruo9l	114	22	2019	2019	NUM
cord-159425-fgbruo9l	114	23	(	(	PUNCT
cord-159425-fgbruo9l	114	24	covid-19	covid-19	NUM
cord-159425-fgbruo9l	114	25	)	)	PUNCT
cord-159425-fgbruo9l	114	26	outbreak	outbreak	NOUN
cord-159425-fgbruo9l	114	27	in	in	ADP
cord-159425-fgbruo9l	114	28	wuhan	wuhan	PROPN
cord-159425-fgbruo9l	114	29	,	,	PUNCT
cord-159425-fgbruo9l	114	30	china	china	PROPN
cord-159425-fgbruo9l	114	31	with	with	ADP
cord-159425-fgbruo9l	114	32	individual	individual	ADJ
cord-159425-fgbruo9l	114	33	reaction	reaction	NOUN
cord-159425-fgbruo9l	114	34	and	and	CCONJ
cord-159425-fgbruo9l	114	35	governmental	governmental	ADJ
cord-159425-fgbruo9l	114	36	action	action	NOUN
cord-159425-fgbruo9l	114	37	neural	neural	ADJ
cord-159425-fgbruo9l	114	38	networks	network	NOUN
cord-159425-fgbruo9l	114	39	trained	train	VERB
cord-159425-fgbruo9l	114	40	to	to	PART
cord-159425-fgbruo9l	114	41	solve	solve	VERB
cord-159425-fgbruo9l	114	42	differential	differential	ADJ
cord-159425-fgbruo9l	114	43	equations	equation	NOUN
cord-159425-fgbruo9l	114	44	learn	learn	VERB
cord-159425-fgbruo9l	114	45	general	general	ADJ
cord-159425-fgbruo9l	114	46	representations	representation	NOUN
cord-159425-fgbruo9l	114	47	akshunna	akshunna	PROPN
cord-159425-fgbruo9l	114	48	s.	s.	PROPN
cord-159425-fgbruo9l	114	49	dogra	dogra	PROPN
cord-159425-fgbruo9l	114	50	,	,	PUNCT
cord-159425-fgbruo9l	114	51	and	and	CCONJ
cord-159425-fgbruo9l	114	52	pavlos	pavlos	PROPN
cord-159425-fgbruo9l	114	53	protopapas	protopapas	PROPN
cord-159425-fgbruo9l	114	54	.	.	PUNCT
cord-159425-fgbruo9l	115	1	hamiltonian	hamiltonian	ADJ
cord-159425-fgbruo9l	115	2	neural	neural	ADJ
cord-159425-fgbruo9l	115	3	networks	network	NOUN
cord-159425-fgbruo9l	115	4	for	for	ADP
cord-159425-fgbruo9l	115	5	solving	solve	VERB
cord-159425-fgbruo9l	115	6	differential	differential	ADJ
cord-159425-fgbruo9l	115	7	equations	equation	NOUN
cord-159425-fgbruo9l	115	8	.	.	PUNCT
cord-159425-fgbruo9l	116	1	arxiv	arxiv	PROPN
cord-159425-fgbruo9l	116	2	mathematical	mathematical	ADJ
cord-159425-fgbruo9l	116	3	modeling	modeling	NOUN
cord-159425-fgbruo9l	116	4	of	of	ADP
cord-159425-fgbruo9l	116	5	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	116	6	transmission	transmission	NOUN
cord-159425-fgbruo9l	116	7	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	116	8	with	with	ADP
cord-159425-fgbruo9l	116	9	a	a	DET
cord-159425-fgbruo9l	116	10	case	case	NOUN
cord-159425-fgbruo9l	116	11	study	study	NOUN
cord-159425-fgbruo9l	116	12	of	of	ADP
cord-159425-fgbruo9l	116	13	wuhan	wuhan	PROPN
cord-159425-fgbruo9l	116	14	automatic	automatic	ADJ
cord-159425-fgbruo9l	116	15	differentiation	differentiation	NOUN
cord-159425-fgbruo9l	116	16	in	in	ADP
cord-159425-fgbruo9l	116	17	pytorch	pytorch	NOUN
cord-159425-fgbruo9l	116	18	the	the	DET
cord-159425-fgbruo9l	116	19	effect	effect	NOUN
cord-159425-fgbruo9l	116	20	of	of	ADP
cord-159425-fgbruo9l	116	21	control	control	NOUN
cord-159425-fgbruo9l	116	22	strategies	strategy	NOUN
cord-159425-fgbruo9l	116	23	to	to	PART
cord-159425-fgbruo9l	116	24	reduce	reduce	VERB
cord-159425-fgbruo9l	116	25	social	social	ADJ
cord-159425-fgbruo9l	116	26	mixing	mixing	NOUN
cord-159425-fgbruo9l	116	27	on	on	ADP
cord-159425-fgbruo9l	116	28	outcomes	outcome	NOUN
cord-159425-fgbruo9l	116	29	of	of	ADP
cord-159425-fgbruo9l	116	30	the	the	DET
cord-159425-fgbruo9l	116	31	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	116	32	epidemic	epidemic	NOUN
cord-159425-fgbruo9l	116	33	in	in	ADP
cord-159425-fgbruo9l	116	34	wuhan	wuhan	PROPN
cord-159425-fgbruo9l	116	35	,	,	PUNCT
cord-159425-fgbruo9l	116	36	china	china	PROPN
cord-159425-fgbruo9l	116	37	:	:	PUNCT
cord-159425-fgbruo9l	116	38	a	a	DET
cord-159425-fgbruo9l	116	39	modelling	modelling	NOUN
cord-159425-fgbruo9l	116	40	study	study	NOUN
cord-159425-fgbruo9l	116	41	reproduction	reproduction	NOUN
cord-159425-fgbruo9l	116	42	numbers	number	NOUN
cord-159425-fgbruo9l	116	43	of	of	ADP
cord-159425-fgbruo9l	116	44	infectious	infectious	ADJ
cord-159425-fgbruo9l	116	45	disease	disease	NOUN
cord-159425-fgbruo9l	116	46	models	model	NOUN
cord-159425-fgbruo9l	116	47	modeling	model	VERB
cord-159425-fgbruo9l	116	48	the	the	DET
cord-159425-fgbruo9l	116	49	epidemic	epidemic	NOUN
cord-159425-fgbruo9l	116	50	dynamics	dynamic	NOUN
cord-159425-fgbruo9l	116	51	and	and	CCONJ
cord-159425-fgbruo9l	116	52	control	control	NOUN
cord-159425-fgbruo9l	116	53	of	of	ADP
cord-159425-fgbruo9l	116	54	covid-19	covid-19	PROPN
cord-159425-fgbruo9l	116	55	outbreak	outbreak	NOUN
cord-159425-fgbruo9l	116	56	in	in	ADP
cord-159425-fgbruo9l	116	57	china	china	PROPN
