id	sid	tid	token	lemma	pos
bracis-33596	1	1	multimodal	multimodal	NOUN
bracis-33596	1	2	and	and	CCONJ
bracis-33596	1	3	 	 	SPACE
bracis-33596	1	4	hybrid	hybrid	ADJ
bracis-33596	1	5	models	model	NOUN
bracis-33596	1	6	for	for	ADP
bracis-33596	1	7	 	 	SPACE
bracis-33596	1	8	predicting	predict	VERB
bracis-33596	1	9	scd	scd	NOUN
bracis-33596	1	10	risk	risk	NOUN
bracis-33596	1	11	in	in	ADP
bracis-33596	1	12	 	 	SPACE
bracis-33596	1	13	chagas	chagas	NOUN
bracis-33596	1	14	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	1	15	|	|	ADV
bracis-33596	1	16	springer	springer	NOUN
bracis-33596	1	17	nature	nature	PROPN
bracis-33596	1	18	link	link	PROPN
bracis-33596	1	19	(	(	PUNCT
bracis-33596	1	20	formerly	formerly	ADV
bracis-33596	1	21	springerlink	springerlink	NOUN
bracis-33596	1	22	)	)	PUNCT
bracis-33596	1	23	skip	skip	VERB
bracis-33596	1	24	to	to	ADP
bracis-33596	1	25	main	main	ADJ
bracis-33596	1	26	content	content	NOUN
bracis-33596	1	27	advertisement	advertisement	NOUN
bracis-33596	1	28	log	log	NOUN
bracis-33596	1	29	in	in	ADP
bracis-33596	1	30	menu	menu	NOUN
bracis-33596	1	31	find	find	VERB
bracis-33596	1	32	a	a	DET
bracis-33596	1	33	journal	journal	NOUN
bracis-33596	1	34	publish	publish	VERB
bracis-33596	1	35	with	with	ADP
bracis-33596	1	36	us	we	PRON
bracis-33596	1	37	track	track	VERB
bracis-33596	1	38	your	your	PRON
bracis-33596	1	39	research	research	NOUN
bracis-33596	1	40	search	search	NOUN
bracis-33596	1	41	cart	cart	NOUN
bracis-33596	1	42	home	home	NOUN
bracis-33596	1	43	intelligent	intelligent	ADJ
bracis-33596	1	44	systems	system	NOUN
bracis-33596	1	45	conference	conference	NOUN
bracis-33596	1	46	paper	paper	NOUN
bracis-33596	1	47	multimodal	multimodal	NOUN
bracis-33596	1	48	and	and	CCONJ
bracis-33596	1	49	 	 	SPACE
bracis-33596	1	50	hybrid	hybrid	ADJ
bracis-33596	1	51	models	model	NOUN
bracis-33596	1	52	for	for	ADP
bracis-33596	1	53	 	 	SPACE
bracis-33596	1	54	predicting	predict	VERB
bracis-33596	1	55	scd	scd	NOUN
bracis-33596	1	56	risk	risk	NOUN
bracis-33596	1	57	in	in	ADP
bracis-33596	1	58	 	 	SPACE
bracis-33596	1	59	chagas	chagas	PROPN
bracis-33596	1	60	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	1	61	conference	conference	NOUN
bracis-33596	1	62	paper	paper	NOUN
bracis-33596	1	63	first	first	ADV
bracis-33596	1	64	online	online	ADV
bracis-33596	1	65	:	:	PUNCT
bracis-33596	1	66	30	30	NUM
bracis-33596	1	67	january	january	NOUN
bracis-33596	1	68	2025	2025	NUM
bracis-33596	1	69	pp	pp	NUM
bracis-33596	1	70	224–237	224–237	NUM
bracis-33596	1	71	cite	cite	VERB
bracis-33596	1	72	this	this	DET
bracis-33596	1	73	conference	conference	NOUN
bracis-33596	1	74	paper	paper	NOUN
bracis-33596	1	75	access	access	NOUN
bracis-33596	1	76	provided	provide	VERB
bracis-33596	1	77	by	by	ADP
bracis-33596	1	78	university	university	PROPN
bracis-33596	1	79	of	of	ADP
bracis-33596	1	80	notre	notre	PROPN
bracis-33596	1	81	dame	dame	PROPN
bracis-33596	1	82	hesburgh	hesburgh	PROPN
bracis-33596	1	83	library	library	PROPN
bracis-33596	1	84	download	download	PROPN
bracis-33596	1	85	book	book	NOUN
bracis-33596	1	86	pdf	pdf	PROPN
bracis-33596	1	87	download	download	NOUN
bracis-33596	1	88	book	book	NOUN
bracis-33596	1	89	epub	epub	PROPN
bracis-33596	1	90	intelligent	intelligent	ADJ
bracis-33596	1	91	systems	system	NOUN
bracis-33596	1	92	(	(	PUNCT
bracis-33596	1	93	bracis	bracis	NOUN
bracis-33596	1	94	2024	2024	NUM
bracis-33596	1	95	)	)	PUNCT
bracis-33596	1	96	multimodal	multimodal	NOUN
bracis-33596	1	97	and	and	CCONJ
bracis-33596	1	98	 	 	SPACE
bracis-33596	1	99	hybrid	hybrid	ADJ
bracis-33596	1	100	models	model	NOUN
bracis-33596	1	101	for	for	ADP
bracis-33596	1	102	 	 	SPACE
bracis-33596	1	103	predicting	predict	VERB
bracis-33596	1	104	scd	scd	NOUN
bracis-33596	1	105	risk	risk	NOUN
bracis-33596	1	106	in	in	ADP
bracis-33596	1	107	 	 	SPACE
bracis-33596	1	108	chagas	chagas	PROPN
bracis-33596	1	109	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	1	110	download	download	NOUN
bracis-33596	1	111	book	book	NOUN
bracis-33596	1	112	pdf	pdf	PROPN
bracis-33596	1	113	download	download	NOUN
bracis-33596	1	114	book	book	NOUN
bracis-33596	1	115	epub	epub	PROPN
bracis-33596	1	116	isabelly	isabelly	ADV
bracis-33596	1	117	p.	p.	PROPN
bracis-33596	1	118	da	da	PROPN
bracis-33596	1	119	costa	costa	PROPN
bracis-33596	1	120	  	  	SPACE
bracis-33596	1	121	orcid	orcid	NOUN
bracis-33596	1	122	:	:	PUNCT
bracis-33596	2	1	orcid.org/0009-0003-3967-42809	orcid.org/0009-0003-3967-42809	NOUN
bracis-33596	2	2	,	,	PUNCT
bracis-33596	2	3	bruno	bruno	PROPN
bracis-33596	2	4	m.	m.	PROPN
bracis-33596	2	5	p.	p.	PROPN
bracis-33596	2	6	takazono	takazono	PROPN
bracis-33596	2	7	  	  	SPACE
bracis-33596	2	8	orcid	orcid	NOUN
bracis-33596	2	9	:	:	PUNCT
bracis-33596	2	10	orcid.org/0009-0002-4579-34149	orcid.org/0009-0002-4579-34149	ADV
bracis-33596	2	11	,	,	PUNCT
bracis-33596	2	12	carlos	carlos	PROPN
bracis-33596	2	13	h.	h.	PROPN
bracis-33596	2	14	l.	l.	PROPN
bracis-33596	2	15	cavalcante	cavalcante	PROPN
bracis-33596	2	16	  	  	SPACE
bracis-33596	2	17	orcid	orcid	NOUN
bracis-33596	2	18	:	:	PUNCT
bracis-33596	2	19	orcid.org/0000-0001-9395-83389	orcid.org/0000-0001-9395-83389	NOUN
bracis-33596	2	20	,	,	PUNCT
bracis-33596	2	21	joão	joão	PROPN
bracis-33596	2	22	p.	p.	PROPN
bracis-33596	2	23	v.	v.	PROPN
bracis-33596	2	24	madeiro	madeiro	PROPN
bracis-33596	2	25	  	  	SPACE
bracis-33596	2	26	orcid	orcid	NOUN
bracis-33596	2	27	:	:	PUNCT
bracis-33596	2	28	orcid.org/0000-0001-6511-670711	orcid.org/0000-0001-6511-670711	NOUN
bracis-33596	2	29	&	&	CCONJ
bracis-33596	2	30	…	…	PUNCT
bracis-33596	2	31	roberto	roberto	PROPN
bracis-33596	2	32	c.	c.	PROPN
bracis-33596	2	33	pedrosa	pedrosa	PROPN
bracis-33596	2	34	  	  	SPACE
bracis-33596	2	35	orcid	orcid	PROPN
bracis-33596	2	36	:	:	PUNCT
bracis-33596	2	37	orcid.org/0000-0002-3270-159510	orcid.org/0000-0002-3270-159510	VERB
bracis-33596	2	38	  	  	SPACE
bracis-33596	2	39	show	show	VERB
bracis-33596	2	40	authors	author	NOUN
bracis-33596	2	41	part	part	NOUN
bracis-33596	2	42	of	of	ADP
bracis-33596	2	43	the	the	DET
bracis-33596	2	44	book	book	NOUN
bracis-33596	2	45	series	series	NOUN
bracis-33596	2	46	:	:	PUNCT
bracis-33596	2	47	lecture	lecture	NOUN
bracis-33596	2	48	notes	note	NOUN
bracis-33596	2	49	in	in	ADP
bracis-33596	2	50	computer	computer	NOUN
bracis-33596	2	51	science	science	NOUN
bracis-33596	2	52	(	(	PUNCT
bracis-33596	2	53	(	(	PUNCT
bracis-33596	2	54	lnai	lnai	ADJ
bracis-33596	2	55	,	,	PUNCT
bracis-33596	2	56	volume	volume	NOUN
bracis-33596	2	57	15413	15413	NUM
bracis-33596	2	58	)	)	PUNCT
bracis-33596	2	59	)	)	PUNCT
bracis-33596	2	60	included	include	VERB
bracis-33596	2	61	in	in	ADP
bracis-33596	2	62	the	the	DET
bracis-33596	2	63	following	follow	VERB
bracis-33596	2	64	conference	conference	NOUN
bracis-33596	2	65	series	series	NOUN
bracis-33596	2	66	:	:	PUNCT
bracis-33596	2	67	brazilian	brazilian	ADJ
bracis-33596	2	68	conference	conference	NOUN
bracis-33596	2	69	on	on	ADP
bracis-33596	2	70	intelligent	intelligent	ADJ
bracis-33596	2	71	systems	system	NOUN
bracis-33596	2	72	368	368	NUM
bracis-33596	2	73	accesses	access	VERB
bracis-33596	2	74	abstract	abstract	ADJ
bracis-33596	2	75	predicting	predict	VERB
bracis-33596	2	76	sudden	sudden	ADJ
bracis-33596	2	77	cardiac	cardiac	ADJ
bracis-33596	2	78	death	death	NOUN
bracis-33596	2	79	(	(	PUNCT
bracis-33596	2	80	scd	scd	NOUN
bracis-33596	2	81	)	)	PUNCT
bracis-33596	2	82	in	in	ADP
bracis-33596	2	83	chagas	chagas	NOUN
bracis-33596	2	84	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	2	85	(	(	PUNCT
bracis-33596	2	86	cc	cc	NOUN
bracis-33596	2	87	)	)	PUNCT
bracis-33596	2	88	remains	remain	VERB
bracis-33596	2	89	a	a	DET
bracis-33596	2	90	challenge	challenge	NOUN
bracis-33596	2	91	.	.	PUNCT
bracis-33596	3	1	an	an	DET
bracis-33596	3	2	estimated	estimate	VERB
bracis-33596	3	3	6	6	NUM
bracis-33596	3	4	to	to	PART
bracis-33596	3	5	7	7	NUM
bracis-33596	3	6	million	million	NUM
bracis-33596	3	7	people	people	NOUN
bracis-33596	3	8	worldwide	worldwide	ADV
bracis-33596	3	9	are	be	AUX
bracis-33596	3	10	affected	affect	VERB
bracis-33596	3	11	by	by	ADP
bracis-33596	3	12	this	this	DET
bracis-33596	3	13	condition	condition	NOUN
bracis-33596	3	14	.	.	PUNCT
bracis-33596	4	1	to	to	PART
bracis-33596	4	2	address	address	VERB
bracis-33596	4	3	this	this	DET
bracis-33596	4	4	challenge	challenge	NOUN
bracis-33596	4	5	,	,	PUNCT
bracis-33596	4	6	we	we	PRON
bracis-33596	4	7	propose	propose	VERB
bracis-33596	4	8	a	a	DET
bracis-33596	4	9	novel	novel	ADJ
bracis-33596	4	10	intelligent	intelligent	ADJ
bracis-33596	4	11	system	system	NOUN
bracis-33596	4	12	that	that	PRON
bracis-33596	4	13	utilizes	utilize	VERB
bracis-33596	4	14	multimodal	multimodal	NOUN
bracis-33596	4	15	and	and	CCONJ
bracis-33596	4	16	hybrid	hybrid	ADJ
bracis-33596	4	17	machine	machine	NOUN
bracis-33596	4	18	learning	learning	NOUN
bracis-33596	4	19	(	(	PUNCT
bracis-33596	4	20	ml	ml	NOUN
bracis-33596	4	21	)	)	PUNCT
bracis-33596	4	22	models	model	NOUN
bracis-33596	4	23	to	to	PART
bracis-33596	4	24	predict	predict	VERB
bracis-33596	4	25	scd	scd	PROPN
bracis-33596	4	26	risk	risk	NOUN
bracis-33596	4	27	in	in	ADP
bracis-33596	4	28	cc	cc	ADP
bracis-33596	4	29	patients	patient	NOUN
bracis-33596	4	30	.	.	PUNCT
bracis-33596	5	1	we	we	PRON
bracis-33596	5	2	evaluated	evaluate	VERB
bracis-33596	5	3	different	different	ADJ
bracis-33596	5	4	approaches	approach	NOUN
bracis-33596	5	5	to	to	PART
bracis-33596	5	6	combine	combine	VERB
bracis-33596	5	7	clinical	clinical	ADJ
bracis-33596	5	8	features	feature	NOUN
bracis-33596	5	9	(	(	PUNCT
bracis-33596	5	10	tabular	tabular	PROPN
bracis-33596	5	11	data	data	PROPN
bracis-33596	5	12	)	)	PUNCT
bracis-33596	5	13	and	and	CCONJ
bracis-33596	5	14	temporal	temporal	ADJ
bracis-33596	5	15	features	feature	NOUN
bracis-33596	5	16	extracted	extract	VERB
bracis-33596	5	17	from	from	ADP
bracis-33596	5	18	ecg	ecg	PROPN
bracis-33596	5	19	-	-	PUNCT
bracis-33596	5	20	holter	holter	NOUN
bracis-33596	5	21	exams	exam	NOUN
bracis-33596	5	22	.	.	PUNCT
bracis-33596	6	1	our	our	PRON
bracis-33596	6	2	results	result	NOUN
bracis-33596	6	3	indicate	indicate	VERB
bracis-33596	6	4	that	that	SCONJ
bracis-33596	6	5	the	the	DET
bracis-33596	6	6	hybrid	hybrid	NOUN
bracis-33596	6	7	model	model	NOUN
bracis-33596	6	8	(	(	PUNCT
bracis-33596	6	9	rnn	rnn	VERB
bracis-33596	6	10	with	with	ADP
bracis-33596	6	11	mlp	mlp	PROPN
bracis-33596	6	12	)	)	PUNCT
bracis-33596	6	13	achieved	achieve	VERB
bracis-33596	6	14	the	the	DET
bracis-33596	6	15	highest	high	ADJ
bracis-33596	6	16	recall	recall	NOUN
bracis-33596	6	17	(	(	PUNCT
bracis-33596	6	18	sensitivity	sensitivity	NOUN
bracis-33596	6	19	)	)	PUNCT
bracis-33596	6	20	of	of	ADP
bracis-33596	6	21	91.63	91.63	NUM
bracis-33596	6	22	%	%	NOUN
bracis-33596	6	23	and	and	CCONJ
bracis-33596	6	24	81.08	81.08	NUM
bracis-33596	6	25	%	%	NOUN
bracis-33596	6	26	of	of	ADP
bracis-33596	6	27	auc	auc	NOUN
bracis-33596	6	28	.	.	PUNCT
bracis-33596	7	1	this	this	DET
bracis-33596	7	2	study	study	NOUN
bracis-33596	7	3	aims	aim	VERB
bracis-33596	7	4	to	to	PART
bracis-33596	7	5	develop	develop	VERB
bracis-33596	7	6	a	a	DET
bracis-33596	7	7	predictive	predictive	ADJ
bracis-33596	7	8	model	model	NOUN
bracis-33596	7	9	to	to	PART
bracis-33596	7	10	support	support	VERB
bracis-33596	7	11	clinical	clinical	ADJ
bracis-33596	7	12	decision	decision	NOUN
bracis-33596	7	13	-	-	PUNCT
bracis-33596	7	14	making	making	NOUN
bracis-33596	7	15	in	in	ADP
bracis-33596	7	16	the	the	DET
bracis-33596	7	17	context	context	NOUN
bracis-33596	7	18	of	of	ADP
bracis-33596	7	19	scd	scd	PROPN
bracis-33596	7	20	in	in	ADP
bracis-33596	7	21	cc	cc	PROPN
bracis-33596	7	22	.	.	PUNCT
bracis-33596	8	1	the	the	DET
bracis-33596	8	2	model	model	NOUN
bracis-33596	8	3	can	can	AUX
bracis-33596	8	4	potentially	potentially	ADV
bracis-33596	8	5	aid	aid	VERB
bracis-33596	8	6	in	in	ADP
bracis-33596	8	7	risk	risk	NOUN
bracis-33596	8	8	stratification	stratification	NOUN
bracis-33596	8	9	,	,	PUNCT
bracis-33596	8	10	enabling	enable	VERB
bracis-33596	8	11	early	early	ADJ
bracis-33596	8	12	intervention	intervention	NOUN
bracis-33596	8	13	and	and	CCONJ
bracis-33596	8	14	potentially	potentially	ADV
bracis-33596	8	15	saving	save	VERB
bracis-33596	8	16	lives	life	NOUN
bracis-33596	8	17	.	.	PUNCT
bracis-33596	9	1	access	access	NOUN
bracis-33596	9	2	provided	provide	VERB
bracis-33596	9	3	by	by	ADP
bracis-33596	9	4	university	university	PROPN
bracis-33596	9	5	of	of	ADP
bracis-33596	9	6	notre	notre	PROPN
bracis-33596	9	7	dame	dame	PROPN
bracis-33596	9	8	hesburgh	hesburgh	PROPN
bracis-33596	9	9	library	library	PROPN
bracis-33596	9	10	.	.	PUNCT
bracis-33596	10	1	download	download	PROPN
bracis-33596	10	2	conference	conference	NOUN
bracis-33596	10	3	paper	paper	NOUN
bracis-33596	10	4	pdf	pdf	NOUN
bracis-33596	10	5	similar	similar	ADJ
bracis-33596	10	6	content	content	NOUN
bracis-33596	10	7	being	be	AUX
bracis-33596	10	8	viewed	view	VERB
bracis-33596	10	9	by	by	ADP
bracis-33596	10	10	others	other	NOUN
bracis-33596	10	11	prediction	prediction	NOUN
bracis-33596	10	12	models	model	NOUN
bracis-33596	10	13	of	of	ADP
bracis-33596	10	14	sudden	sudden	ADJ
bracis-33596	10	15	death	death	NOUN
bracis-33596	10	16	from	from	ADP
bracis-33596	10	17	chronic	chronic	ADJ
bracis-33596	10	18	chagas	chagas	NOUN
bracis-33596	10	19	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	10	20	chapter	chapter	NOUN
bracis-33596	10	21	©	©	PROPN
bracis-33596	10	22	2024	2024	NUM
bracis-33596	10	23	prediction	prediction	NOUN
bracis-33596	10	24	of	of	ADP
bracis-33596	10	25	sudden	sudden	ADJ
bracis-33596	10	26	cardiac	cardiac	ADJ
bracis-33596	10	27	death	death	NOUN
bracis-33596	10	28	:	:	PUNCT
bracis-33596	10	29	looking	look	VERB
bracis-33596	10	30	beyond	beyond	ADP
bracis-33596	10	31	ejection	ejection	NOUN
bracis-33596	10	32	fraction	fraction	NOUN
bracis-33596	10	33	article	article	NOUN
bracis-33596	10	34	10	10	NUM
bracis-33596	10	35	april	april	PROPN
bracis-33596	10	36	2023	2023	NUM
bracis-33596	10	37	multimodality	multimodality	NOUN
bracis-33596	10	38	imaging	imaging	NOUN
bracis-33596	10	39	predictors	predictor	NOUN
bracis-33596	10	40	of	of	ADP
bracis-33596	10	41	sudden	sudden	ADJ
bracis-33596	10	42	cardiac	cardiac	ADJ
bracis-33596	10	43	death	death	NOUN
bracis-33596	10	44	article	article	NOUN
bracis-33596	10	45	02	02	NUM
bracis-33596	10	46	december	december	PROPN
bracis-33596	10	47	2019	2019	NUM
bracis-33596	10	48	1	1	NUM
bracis-33596	10	49	introduction	introduction	NOUN
bracis-33596	10	50	the	the	DET
bracis-33596	10	51	world	world	NOUN
bracis-33596	10	52	health	health	NOUN
bracis-33596	10	53	organization	organization	NOUN
bracis-33596	10	54	(	(	PUNCT
bracis-33596	10	55	who	who	PRON
bracis-33596	10	56	)	)	PUNCT
bracis-33596	10	57	estimates	estimate	VERB
bracis-33596	10	58	that	that	SCONJ
bracis-33596	10	59	between	between	ADP
bracis-33596	10	60	6	6	NUM
bracis-33596	10	61	and	and	CCONJ
bracis-33596	10	62	7	7	NUM
bracis-33596	10	63	million	million	NUM
bracis-33596	10	64	people	people	NOUN
bracis-33596	10	65	are	be	AUX
bracis-33596	10	66	infected	infect	VERB
bracis-33596	10	67	with	with	ADP
bracis-33596	10	68	chagas	chagas	NOUN
bracis-33596	10	69	disease	disease	NOUN
bracis-33596	10	70	(	(	PUNCT
bracis-33596	10	71	cd	cd	PROPN
bracis-33596	10	72	)	)	PUNCT
bracis-33596	10	73	.	.	PUNCT
bracis-33596	11	1	cd	cd	PROPN
bracis-33596	11	2	is	be	AUX
bracis-33596	11	3	endemic	endemic	ADJ
bracis-33596	11	4	in	in	ADP
bracis-33596	11	5	brazil	brazil	PROPN
bracis-33596	11	6	and	and	CCONJ
bracis-33596	11	7	latin	latin	PROPN
bracis-33596	11	8	america	america	PROPN
bracis-33596	11	9	,	,	PUNCT
bracis-33596	11	10	and	and	CCONJ
bracis-33596	11	11	its	its	PRON
bracis-33596	11	12	incidence	incidence	NOUN
bracis-33596	11	13	is	be	AUX
bracis-33596	11	14	increasing	increase	VERB
bracis-33596	11	15	steadily	steadily	ADV
bracis-33596	11	16	across	across	ADP
bracis-33596	11	17	north	north	PROPN
bracis-33596	11	18	america	america	PROPN
bracis-33596	11	19	,	,	PUNCT
bracis-33596	11	20	europe	europe	PROPN
bracis-33596	11	21	,	,	PUNCT
bracis-33596	11	22	japan	japan	PROPN
bracis-33596	11	23	and	and	CCONJ
bracis-33596	11	24	australia	australia	PROPN
bracis-33596	11	25	.	.	PUNCT
bracis-33596	12	1	cd	cd	PROPN
bracis-33596	12	2	,	,	PUNCT
bracis-33596	12	3	caused	cause	VERB
bracis-33596	12	4	by	by	ADP
bracis-33596	12	5	the	the	DET
bracis-33596	12	6	parasite	parasite	NOUN
bracis-33596	12	7	trypanosoma	trypanosoma	PROPN
bracis-33596	12	8	cruzi	cruzi	PROPN
bracis-33596	12	9	,	,	PUNCT
bracis-33596	12	10	is	be	AUX
bracis-33596	12	11	a	a	DET
bracis-33596	12	12	persistent	persistent	ADJ
bracis-33596	12	13	and	and	CCONJ
bracis-33596	12	14	potentially	potentially	ADV
bracis-33596	12	15	lethal	lethal	ADJ
bracis-33596	12	16	illness	illness	NOUN
bracis-33596	12	17	.	.	PUNCT
bracis-33596	13	1	it	it	PRON
bracis-33596	13	2	affects	affect	VERB
bracis-33596	13	3	up	up	ADP
bracis-33596	13	4	to	to	PART
bracis-33596	13	5	1.5	1.5	NUM
bracis-33596	13	6	million	million	NUM
bracis-33596	13	7	(	(	PUNCT
bracis-33596	13	8	30	30	NUM
bracis-33596	13	9	%	%	NOUN
bracis-33596	13	10	)	)	PUNCT
bracis-33596	13	11	people	people	NOUN
bracis-33596	13	12	worldwide	worldwide	ADV
bracis-33596	13	13	who	who	PRON
bracis-33596	13	14	have	have	VERB
bracis-33596	13	15	chagas	chagas	NOUN
bracis-33596	13	16	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	13	17	(	(	PUNCT
bracis-33596	13	18	cc	cc	NOUN
bracis-33596	13	19	)	)	PUNCT
bracis-33596	13	20	.	.	PUNCT
bracis-33596	14	1	this	this	DET
bracis-33596	14	2	condition	condition	NOUN
bracis-33596	14	3	significantly	significantly	ADV
bracis-33596	14	4	compromises	compromise	VERB
bracis-33596	14	5	the	the	DET
bracis-33596	14	6	health	health	NOUN
bracis-33596	14	7	of	of	ADP
bracis-33596	14	8	infected	infected	ADJ
bracis-33596	14	9	individuals	individual	NOUN
bracis-33596	14	10	,	,	PUNCT
bracis-33596	14	11	leading	lead	VERB
bracis-33596	14	12	to	to	ADP
bracis-33596	14	13	a	a	DET
bracis-33596	14	14	shortened	shorten	VERB
bracis-33596	14	15	lifespan	lifespan	NOUN
bracis-33596	14	16	or	or	CCONJ
bracis-33596	14	17	death	death	NOUN
bracis-33596	14	18	due	due	ADP
bracis-33596	14	19	to	to	ADP
bracis-33596	14	20	sudden	sudden	ADJ
bracis-33596	14	21	cardiac	cardiac	ADJ
bracis-33596	14	22	events	event	NOUN
bracis-33596	14	23	(	(	PUNCT
bracis-33596	14	24	scd	scd	NOUN
bracis-33596	14	25	)	)	PUNCT
bracis-33596	15	1	[	[	X
bracis-33596	15	2	27	27	NUM
bracis-33596	15	3	]	]	PUNCT
bracis-33596	15	4	.	.	PUNCT
bracis-33596	16	1	scd	scd	PROPN
bracis-33596	16	2	is	be	AUX
bracis-33596	16	3	one	one	NUM
bracis-33596	16	4	of	of	ADP
bracis-33596	16	5	the	the	DET
bracis-33596	16	6	leading	lead	VERB
bracis-33596	16	7	causes	cause	NOUN
bracis-33596	16	8	of	of	ADP
bracis-33596	16	9	death	death	NOUN
bracis-33596	16	10	worldwide	worldwide	ADV
bracis-33596	16	11	,	,	PUNCT
bracis-33596	16	12	often	often	ADV
bracis-33596	16	13	presenting	present	VERB
bracis-33596	16	14	as	as	ADP
bracis-33596	16	15	an	an	DET
bracis-33596	16	16	abrupt	abrupt	ADJ
bracis-33596	16	17	collapse	collapse	NOUN
bracis-33596	16	18	with	with	ADP
bracis-33596	16	19	a	a	DET
bracis-33596	16	20	documented	document	VERB
bracis-33596	16	21	loss	loss	NOUN
bracis-33596	16	22	of	of	ADP
bracis-33596	16	23	vital	vital	ADJ
bracis-33596	16	24	signs	sign	NOUN
bracis-33596	16	25	,	,	PUNCT
bracis-33596	16	26	which	which	PRON
bracis-33596	16	27	may	may	AUX
bracis-33596	16	28	lead	lead	VERB
bracis-33596	16	29	to	to	ADP
bracis-33596	16	30	attempts	attempt	NOUN
bracis-33596	16	31	to	to	PART
bracis-33596	16	32	restore	restore	VERB
bracis-33596	16	33	circulation	circulation	NOUN
bracis-33596	16	34	through	through	ADP
bracis-33596	16	35	cardiopulmonary	cardiopulmonary	ADJ
bracis-33596	16	36	resuscitation	resuscitation	NOUN
bracis-33596	16	37	(	(	PUNCT
bracis-33596	16	38	cpr	cpr	PROPN
bracis-33596	16	39	)	)	PUNCT
bracis-33596	17	1	[	[	X
bracis-33596	17	2	8	8	NUM
bracis-33596	17	3	]	]	PUNCT
bracis-33596	17	4	.	.	PUNCT
bracis-33596	18	1	in	in	ADP
bracis-33596	18	2	the	the	DET
bracis-33596	18	3	context	context	NOUN
bracis-33596	18	4	of	of	ADP
bracis-33596	18	5	cd	cd	PROPN
bracis-33596	18	6	,	,	PUNCT
bracis-33596	18	7	scd	scd	PROPN
bracis-33596	18	8	accounts	account	VERB
bracis-33596	18	9	for	for	ADP
bracis-33596	18	10	approximately	approximately	ADV
bracis-33596	18	11	45	45	NUM
bracis-33596	18	12	%	%	NOUN
bracis-33596	18	13	of	of	ADP
bracis-33596	18	14	deaths	death	NOUN
bracis-33596	18	15	among	among	ADP
bracis-33596	18	16	patients	patient	NOUN
bracis-33596	18	17	diagnosed	diagnose	VERB
bracis-33596	18	18	with	with	ADP
bracis-33596	18	19	cc	cc	PROPN
bracis-33596	18	20	[	[	X
bracis-33596	18	21	19	19	NUM
bracis-33596	18	22	]	]	PUNCT
bracis-33596	18	23	,	,	PUNCT
bracis-33596	18	24	with	with	ADP
bracis-33596	18	25	an	an	DET
bracis-33596	18	26	occurrence	occurrence	NOUN
bracis-33596	18	27	rate	rate	NOUN
bracis-33596	18	28	(	(	PUNCT
bracis-33596	18	29	2.4	2.4	NUM
bracis-33596	18	30	%	%	NOUN
bracis-33596	18	31	per	per	ADP
bracis-33596	18	32	year	year	NOUN
bracis-33596	18	33	)	)	PUNCT
bracis-33596	18	34	higher	high	ADJ
bracis-33596	18	35	than	than	ADP
bracis-33596	18	36	that	that	PRON
bracis-33596	18	37	of	of	ADP
bracis-33596	18	38	the	the	DET
bracis-33596	18	39	general	general	ADJ
bracis-33596	18	40	population	population	NOUN
bracis-33596	19	1	[	[	X
bracis-33596	19	2	20	20	NUM
bracis-33596	19	3	]	]	PUNCT
bracis-33596	19	4	.	.	PUNCT
bracis-33596	20	1	the	the	DET
bracis-33596	20	2	search	search	NOUN
bracis-33596	20	3	for	for	ADP
bracis-33596	20	4	early	early	ADJ
bracis-33596	20	5	and	and	CCONJ
bracis-33596	20	6	advanced	advanced	ADJ
bracis-33596	20	7	treatments	treatment	NOUN
bracis-33596	20	8	for	for	ADP
bracis-33596	20	9	patients	patient	NOUN
bracis-33596	20	10	with	with	ADP
bracis-33596	20	11	cc	cc	ADP
bracis-33596	20	12	who	who	PRON
bracis-33596	20	13	are	be	AUX
bracis-33596	20	14	susceptible	susceptible	ADJ
bracis-33596	20	15	to	to	ADP
bracis-33596	20	16	scd	scd	PROPN
bracis-33596	20	17	has	have	AUX
bracis-33596	20	18	led	lead	VERB
bracis-33596	20	19	to	to	ADP
bracis-33596	20	20	measures	measure	NOUN
bracis-33596	20	21	such	such	ADJ
bracis-33596	20	22	as	as	ADP
bracis-33596	20	23	implantable	implantable	ADJ
bracis-33596	20	24	cardioverter	cardioverter	NOUN
bracis-33596	20	25	-	-	PUNCT
bracis-33596	20	26	defibrillators	defibrillator	NOUN
bracis-33596	20	27	(	(	PUNCT
bracis-33596	20	28	icds	icd	NOUN
bracis-33596	20	29	)	)	PUNCT
bracis-33596	20	30	,	,	PUNCT
bracis-33596	20	31	which	which	PRON
bracis-33596	20	32	can	can	AUX
bracis-33596	20	33	extend	extend	VERB
bracis-33596	20	34	patients	patient	NOUN
bracis-33596	20	35	’	'	PUNCT
bracis-33596	20	36	lifespans	lifespan	NOUN
bracis-33596	20	37	[	[	X
bracis-33596	20	38	20	20	NUM
bracis-33596	20	39	]	]	PUNCT
bracis-33596	20	40	.	.	PUNCT
bracis-33596	21	1	however	however	ADV
bracis-33596	21	2	,	,	PUNCT
bracis-33596	21	3	these	these	DET
bracis-33596	21	4	interventions	intervention	NOUN
bracis-33596	21	5	are	be	AUX
bracis-33596	21	6	limited	limit	VERB
bracis-33596	21	7	by	by	ADP
bracis-33596	21	8	the	the	DET
bracis-33596	21	9	unpredictability	unpredictability	NOUN
bracis-33596	21	10	of	of	ADP
bracis-33596	21	11	scd	scd	PROPN
bracis-33596	21	12	,	,	PUNCT
bracis-33596	21	13	a	a	DET
bracis-33596	21	14	challenge	challenge	NOUN
bracis-33596	21	15	that	that	PRON
bracis-33596	21	16	is	be	AUX
bracis-33596	21	17	well	well	ADV
bracis-33596	21	18	-	-	PUNCT
bracis-33596	21	19	documented	document	VERB
bracis-33596	21	20	in	in	ADP
bracis-33596	21	21	the	the	DET
bracis-33596	21	22	literature	literature	NOUN
bracis-33596	21	23	[	[	X
bracis-33596	21	24	12	12	NUM
bracis-33596	21	25	,	,	PUNCT
bracis-33596	21	26	14	14	NUM
bracis-33596	21	27	,	,	PUNCT
bracis-33596	21	28	19	19	NUM
bracis-33596	21	29	]	]	PUNCT
bracis-33596	21	30	.	.	PUNCT
bracis-33596	22	1	in	in	ADP
bracis-33596	22	2	this	this	DET
bracis-33596	22	3	context	context	NOUN
bracis-33596	22	4	,	,	PUNCT
bracis-33596	22	5	providing	provide	VERB
bracis-33596	22	6	systems	system	NOUN
bracis-33596	22	7	that	that	PRON
bracis-33596	22	8	aid	aid	VERB
bracis-33596	22	9	in	in	ADP
bracis-33596	22	10	the	the	DET
bracis-33596	22	11	diagnosis	diagnosis	NOUN
bracis-33596	22	12	of	of	ADP
bracis-33596	22	13	scd	scd	NOUN
bracis-33596	22	14	risk	risk	NOUN
bracis-33596	22	15	in	in	ADP
bracis-33596	22	16	cc	cc	ADP
bracis-33596	22	17	patients	patient	NOUN
bracis-33596	22	18	becomes	become	VERB
bracis-33596	22	19	a	a	DET
bracis-33596	22	20	valuable	valuable	ADJ
bracis-33596	22	21	tool	tool	NOUN
bracis-33596	22	22	,	,	PUNCT
bracis-33596	22	23	especially	especially	ADV
bracis-33596	22	24	given	give	VERB
bracis-33596	22	25	the	the	DET
bracis-33596	22	26	high	high	ADJ
bracis-33596	22	27	prevalence	prevalence	NOUN
bracis-33596	22	28	of	of	ADP
bracis-33596	22	29	this	this	DET
bracis-33596	22	30	disease	disease	NOUN
bracis-33596	22	31	in	in	ADP
bracis-33596	22	32	some	some	DET
bracis-33596	22	33	countries	country	NOUN
bracis-33596	22	34	and	and	CCONJ
bracis-33596	22	35	the	the	DET
bracis-33596	22	36	unpredictable	unpredictable	ADJ
bracis-33596	22	37	nature	nature	NOUN
bracis-33596	22	38	of	of	ADP
bracis-33596	22	39	scd	scd	PROPN
bracis-33596	22	40	.	.	PUNCT
bracis-33596	23	1	therefore	therefore	ADV
bracis-33596	23	2	,	,	PUNCT
bracis-33596	23	3	this	this	DET
bracis-33596	23	4	study	study	NOUN
bracis-33596	23	5	proposes	propose	VERB
bracis-33596	23	6	a	a	DET
bracis-33596	23	7	model	model	NOUN
bracis-33596	23	8	architecture	architecture	NOUN
bracis-33596	23	9	that	that	PRON
bracis-33596	23	10	allows	allow	VERB
bracis-33596	23	11	for	for	ADP
bracis-33596	23	12	the	the	DET
bracis-33596	23	13	incorporation	incorporation	NOUN
bracis-33596	23	14	of	of	ADP
bracis-33596	23	15	various	various	ADJ
bracis-33596	23	16	data	datum	NOUN
bracis-33596	23	17	types	type	NOUN
bracis-33596	23	18	(	(	PUNCT
bracis-33596	23	19	tabular	tabular	NOUN
bracis-33596	23	20	and	and	CCONJ
bracis-33596	23	21	serial	serial	ADJ
bracis-33596	23	22	data	datum	NOUN
bracis-33596	23	23	)	)	PUNCT
bracis-33596	23	24	and	and	CCONJ
bracis-33596	23	25	hybrid	hybrid	ADJ
bracis-33596	23	26	ml	ml	NOUN
bracis-33596	23	27	models	model	NOUN
bracis-33596	23	28	,	,	PUNCT
bracis-33596	23	29	eventually	eventually	ADV
bracis-33596	23	30	supporting	support	VERB
bracis-33596	23	31	clinical	clinical	ADJ
bracis-33596	23	32	decision	decision	NOUN
bracis-33596	23	33	-	-	PUNCT
bracis-33596	23	34	making	making	NOUN
bracis-33596	23	35	in	in	ADP
bracis-33596	23	36	the	the	DET
bracis-33596	23	37	context	context	NOUN
bracis-33596	23	38	of	of	ADP
bracis-33596	23	39	scd	scd	PROPN
bracis-33596	23	40	in	in	ADP
bracis-33596	23	41	cc	cc	PROPN
bracis-33596	23	42	.	.	PUNCT
bracis-33596	23	43	additionally	additionally	ADV
bracis-33596	23	44	,	,	PUNCT
bracis-33596	23	45	this	this	DET
bracis-33596	23	46	work	work	NOUN
bracis-33596	23	47	developed	develop	VERB
bracis-33596	23	48	a	a	DET
bracis-33596	23	49	first	first	ADJ
bracis-33596	23	50	prototype	prototype	NOUN
bracis-33596	23	51	of	of	ADP
bracis-33596	23	52	a	a	DET
bracis-33596	23	53	user	user	NOUN
bracis-33596	23	54	-	-	PUNCT
bracis-33596	23	55	friendly	friendly	ADJ
bracis-33596	23	56	computational	computational	ADJ
bracis-33596	23	57	system	system	NOUN
bracis-33596	23	58	to	to	PART
bracis-33596	23	59	assist	assist	VERB
bracis-33596	23	60	doctors	doctor	NOUN
bracis-33596	23	61	in	in	ADP
bracis-33596	23	62	patient	patient	ADJ
bracis-33596	23	63	care	care	NOUN
bracis-33596	23	64	.	.	PUNCT
bracis-33596	24	1	the	the	DET
bracis-33596	24	2	system	system	NOUN
bracis-33596	24	3	utilizes	utilize	VERB
bracis-33596	24	4	a	a	DET
bracis-33596	24	5	predictive	predictive	ADJ
bracis-33596	24	6	model	model	NOUN
bracis-33596	24	7	built	build	VERB
bracis-33596	24	8	with	with	ADP
bracis-33596	24	9	a	a	DET
bracis-33596	24	10	minimal	minimal	ADJ
bracis-33596	24	11	feature	feature	NOUN
bracis-33596	24	12	set	set	NOUN
bracis-33596	24	13	,	,	PUNCT
bracis-33596	24	14	focusing	focus	VERB
bracis-33596	24	15	on	on	ADP
bracis-33596	24	16	patients	patient	NOUN
bracis-33596	24	17	not	not	PART
bracis-33596	24	18	considered	consider	VERB
bracis-33596	24	19	at	at	ADP
bracis-33596	24	20	high	high	ADJ
bracis-33596	24	21	risk	risk	NOUN
bracis-33596	24	22	of	of	ADP
bracis-33596	24	23	scd	scd	PROPN
bracis-33596	24	24	.	.	PUNCT
bracis-33596	25	1	by	by	ADP
bracis-33596	25	2	combining	combine	VERB
bracis-33596	25	3	the	the	DET
bracis-33596	25	4	output	output	NOUN
bracis-33596	25	5	of	of	ADP
bracis-33596	25	6	a	a	DET
bracis-33596	25	7	recurrent	recurrent	ADJ
bracis-33596	25	8	neural	neural	ADJ
bracis-33596	25	9	network	network	NOUN
bracis-33596	25	10	(	(	PUNCT
bracis-33596	25	11	rnn	rnn	PROPN
bracis-33596	25	12	)	)	PUNCT
bracis-33596	25	13	,	,	PUNCT
bracis-33596	25	14	which	which	PRON
bracis-33596	25	15	effectively	effectively	ADV
bracis-33596	25	16	captures	capture	VERB
bracis-33596	25	17	temporal	temporal	ADJ
bracis-33596	25	18	features	feature	NOUN
bracis-33596	25	19	,	,	PUNCT
bracis-33596	25	20	with	with	ADP
bracis-33596	25	21	tabular	tabular	PROPN
bracis-33596	25	22	data	datum	NOUN
bracis-33596	25	23	,	,	PUNCT
bracis-33596	25	24	the	the	DET
bracis-33596	25	25	approach	approach	NOUN
bracis-33596	25	26	leverages	leverage	VERB
bracis-33596	25	27	both	both	CCONJ
bracis-33596	25	28	sequential	sequential	ADJ
bracis-33596	25	29	and	and	CCONJ
bracis-33596	25	30	non	non	ADJ
bracis-33596	25	31	-	-	ADJ
bracis-33596	25	32	sequential	sequential	ADJ
bracis-33596	25	33	information	information	NOUN
bracis-33596	25	34	.	.	PUNCT
bracis-33596	26	1	this	this	DET
bracis-33596	26	2	combined	combined	ADJ
bracis-33596	26	3	approach	approach	NOUN
bracis-33596	26	4	ensures	ensure	VERB
bracis-33596	26	5	the	the	DET
bracis-33596	26	6	model	model	NOUN
bracis-33596	26	7	’s	’s	PART
bracis-33596	26	8	scalability	scalability	NOUN
bracis-33596	26	9	to	to	PART
bracis-33596	26	10	handle	handle	VERB
bracis-33596	26	11	diverse	diverse	ADJ
bracis-33596	26	12	input	input	NOUN
bracis-33596	26	13	data	datum	NOUN
bracis-33596	26	14	types	type	NOUN
bracis-33596	26	15	and	and	CCONJ
bracis-33596	26	16	tasks	task	NOUN
bracis-33596	26	17	.	.	PUNCT
bracis-33596	27	1	consequently	consequently	ADV
bracis-33596	27	2	,	,	PUNCT
bracis-33596	27	3	it	it	PRON
bracis-33596	27	4	enables	enable	VERB
bracis-33596	27	5	the	the	DET
bracis-33596	27	6	exploration	exploration	NOUN
bracis-33596	27	7	of	of	ADP
bracis-33596	27	8	potential	potential	ADJ
bracis-33596	27	9	impacts	impact	NOUN
bracis-33596	27	10	and	and	CCONJ
bracis-33596	27	11	the	the	DET
bracis-33596	27	12	relevance	relevance	NOUN
bracis-33596	27	13	of	of	ADP
bracis-33596	27	14	new	new	ADJ
bracis-33596	27	15	features	feature	NOUN
bracis-33596	27	16	for	for	ADP
bracis-33596	27	17	predicting	predict	VERB
bracis-33596	27	18	scd	scd	NOUN
bracis-33596	27	19	risk	risk	NOUN
bracis-33596	27	20	in	in	ADP
bracis-33596	27	21	cc	cc	ADP
bracis-33596	27	22	patients	patient	NOUN
bracis-33596	27	23	.	.	PUNCT
bracis-33596	28	1	this	this	DET
bracis-33596	28	2	study	study	NOUN
bracis-33596	28	3	is	be	AUX
bracis-33596	28	4	organized	organize	VERB
bracis-33596	28	5	into	into	ADP
bracis-33596	28	6	five	five	NUM
bracis-33596	28	7	sections	section	NOUN
bracis-33596	28	8	.	.	PUNCT
bracis-33596	29	1	the	the	DET
bracis-33596	29	2	first	first	ADJ
bracis-33596	29	3	section	section	NOUN
bracis-33596	29	4	provides	provide	VERB
bracis-33596	29	5	an	an	DET
bracis-33596	29	6	introduction	introduction	NOUN
bracis-33596	29	7	to	to	ADP
bracis-33596	29	8	the	the	DET
bracis-33596	29	9	research	research	NOUN
bracis-33596	29	10	problem	problem	NOUN
bracis-33596	29	11	.	.	PUNCT
bracis-33596	30	1	the	the	DET
bracis-33596	30	2	second	second	ADJ
bracis-33596	30	3	section	section	NOUN
bracis-33596	30	4	discusses	discuss	VERB
bracis-33596	30	5	related	related	ADJ
bracis-33596	30	6	works	work	NOUN
bracis-33596	30	7	that	that	PRON
bracis-33596	30	8	align	align	VERB
bracis-33596	30	9	with	with	ADP
bracis-33596	30	10	the	the	DET
bracis-33596	30	11	themes	theme	NOUN
bracis-33596	30	12	of	of	ADP
bracis-33596	30	13	the	the	DET
bracis-33596	30	14	present	present	ADJ
bracis-33596	30	15	study	study	NOUN
bracis-33596	30	16	.	.	PUNCT
bracis-33596	31	1	the	the	DET
bracis-33596	31	2	third	third	ADJ
bracis-33596	31	3	section	section	NOUN
bracis-33596	31	4	explores	explore	VERB
bracis-33596	31	5	the	the	DET
bracis-33596	31	6	methodological	methodological	ADJ
bracis-33596	31	7	aspects	aspect	NOUN
bracis-33596	31	8	of	of	ADP
bracis-33596	31	9	the	the	DET
bracis-33596	31	10	research	research	NOUN
bracis-33596	31	11	,	,	PUNCT
bracis-33596	31	12	outlining	outline	VERB
bracis-33596	31	13	the	the	DET
bracis-33596	31	14	proposed	propose	VERB
bracis-33596	31	15	model	model	NOUN
bracis-33596	31	16	and	and	CCONJ
bracis-33596	31	17	system	system	NOUN
bracis-33596	31	18	architecture	architecture	NOUN
bracis-33596	31	19	.	.	PUNCT
bracis-33596	32	1	the	the	DET
bracis-33596	32	2	fourth	fourth	ADJ
bracis-33596	32	3	section	section	NOUN
bracis-33596	32	4	presents	present	VERB
bracis-33596	32	5	the	the	DET
bracis-33596	32	6	experimental	experimental	ADJ
bracis-33596	32	7	results	result	NOUN
bracis-33596	32	8	,	,	PUNCT
bracis-33596	32	9	detailing	detail	VERB
bracis-33596	32	10	the	the	DET
bracis-33596	32	11	system	system	NOUN
bracis-33596	32	12	’s	’s	PART
bracis-33596	32	13	development	development	NOUN
bracis-33596	32	14	and	and	CCONJ
bracis-33596	32	15	the	the	DET
bracis-33596	32	16	model	model	NOUN
bracis-33596	32	17	’s	’s	PART
bracis-33596	32	18	performance	performance	NOUN
bracis-33596	32	19	.	.	PUNCT
bracis-33596	33	1	finally	finally	ADV
bracis-33596	33	2	,	,	PUNCT
bracis-33596	33	3	the	the	DET
bracis-33596	33	4	last	last	ADJ
bracis-33596	33	5	section	section	NOUN
bracis-33596	33	6	offers	offer	VERB
bracis-33596	33	7	concluding	conclude	VERB
bracis-33596	33	8	considerations	consideration	NOUN
bracis-33596	33	9	of	of	ADP
bracis-33596	33	10	the	the	DET
bracis-33596	33	11	developed	develop	VERB
bracis-33596	33	12	model	model	NOUN
bracis-33596	33	13	and	and	CCONJ
bracis-33596	33	14	suggestions	suggestion	NOUN
bracis-33596	33	15	for	for	ADP
bracis-33596	33	16	future	future	ADJ
bracis-33596	33	17	work	work	NOUN
bracis-33596	33	18	.	.	PUNCT
bracis-33596	34	1	2	2	NUM
bracis-33596	34	2	related	relate	VERB
bracis-33596	34	3	work	work	NOUN
bracis-33596	34	4	intelligent	intelligent	ADJ
bracis-33596	34	5	systems	system	NOUN
bracis-33596	34	6	(	(	PUNCT
bracis-33596	34	7	is	be	AUX
bracis-33596	34	8	)	)	PUNCT
bracis-33596	34	9	with	with	ADP
bracis-33596	34	10	machine	machine	NOUN
bracis-33596	34	11	learning	learning	NOUN
bracis-33596	34	12	(	(	PUNCT
bracis-33596	34	13	ml	ml	NOUN
bracis-33596	34	14	)	)	PUNCT
bracis-33596	34	15	have	have	VERB
bracis-33596	34	16	a	a	DET
bracis-33596	34	17	significant	significant	ADJ
bracis-33596	34	18	impact	impact	NOUN
bracis-33596	34	19	on	on	ADP
bracis-33596	34	20	assisting	assist	VERB
bracis-33596	34	21	diagnosis	diagnosis	NOUN
bracis-33596	34	22	in	in	ADP
bracis-33596	34	23	various	various	ADJ
bracis-33596	34	24	areas	area	NOUN
bracis-33596	34	25	of	of	ADP
bracis-33596	34	26	healthcare	healthcare	PROPN
bracis-33596	34	27	.	.	PUNCT
bracis-33596	35	1	their	their	PRON
bracis-33596	35	2	use	use	NOUN
bracis-33596	35	3	can	can	AUX
bracis-33596	35	4	lead	lead	VERB
bracis-33596	35	5	to	to	ADP
bracis-33596	35	6	safer	safe	ADJ
bracis-33596	35	7	and	and	CCONJ
bracis-33596	35	8	more	more	ADV
bracis-33596	35	9	precise	precise	ADJ
bracis-33596	35	10	medical	medical	ADJ
bracis-33596	35	11	practices	practice	NOUN
bracis-33596	35	12	[	[	X
bracis-33596	35	13	13	13	NUM
bracis-33596	35	14	]	]	PUNCT
bracis-33596	35	15	.	.	PUNCT
bracis-33596	36	1	in	in	ADP
bracis-33596	36	2	the	the	DET
bracis-33596	36	3	specific	specific	ADJ
bracis-33596	36	4	context	context	NOUN
bracis-33596	36	5	of	of	ADP
bracis-33596	36	6	cc	cc	PROPN
bracis-33596	36	7	,	,	PUNCT
bracis-33596	36	8	some	some	DET
bracis-33596	36	9	studies	study	NOUN
bracis-33596	36	10	have	have	AUX
bracis-33596	36	11	shown	show	VERB
bracis-33596	36	12	that	that	SCONJ
bracis-33596	36	13	ml	ml	NOUN
bracis-33596	36	14	algorithms	algorithm	NOUN
bracis-33596	36	15	can	can	AUX
bracis-33596	36	16	classify	classify	VERB
bracis-33596	36	17	patients	patient	NOUN
bracis-33596	36	18	with	with	ADP
bracis-33596	36	19	cd	cd	PROPN
bracis-33596	36	20	with	with	ADP
bracis-33596	36	21	the	the	DET
bracis-33596	36	22	same	same	ADJ
bracis-33596	36	23	or	or	CCONJ
bracis-33596	36	24	higher	high	ADJ
bracis-33596	36	25	precision	precision	NOUN
bracis-33596	36	26	than	than	ADP
bracis-33596	36	27	physicians	physician	NOUN
bracis-33596	36	28	[	[	X
bracis-33596	36	29	3	3	NUM
bracis-33596	36	30	]	]	PUNCT
bracis-33596	36	31	.	.	PUNCT
bracis-33596	37	1	despite	despite	SCONJ
bracis-33596	37	2	the	the	DET
bracis-33596	37	3	global	global	ADJ
bracis-33596	37	4	significance	significance	NOUN
bracis-33596	37	5	of	of	ADP
bracis-33596	37	6	scd	scd	NOUN
bracis-33596	37	7	[	[	X
bracis-33596	37	8	15	15	NUM
bracis-33596	37	9	]	]	X
bracis-33596	37	10	,	,	PUNCT
bracis-33596	37	11	its	its	PRON
bracis-33596	37	12	occurrence	occurrence	NOUN
bracis-33596	37	13	in	in	ADP
bracis-33596	37	14	the	the	DET
bracis-33596	37	15	specific	specific	ADJ
bracis-33596	37	16	context	context	NOUN
bracis-33596	37	17	of	of	ADP
bracis-33596	37	18	cc	cc	PROPN
bracis-33596	37	19	has	have	AUX
bracis-33596	37	20	been	be	AUX
bracis-33596	37	21	scarcely	scarcely	ADV
bracis-33596	37	22	explored	explore	VERB
bracis-33596	37	23	,	,	PUNCT
bracis-33596	37	24	especially	especially	ADV
bracis-33596	37	25	regarding	regard	VERB
bracis-33596	37	26	the	the	DET
bracis-33596	37	27	use	use	NOUN
bracis-33596	37	28	of	of	ADP
bracis-33596	37	29	ml	ml	NOUN
bracis-33596	37	30	computational	computational	ADJ
bracis-33596	37	31	tools	tool	NOUN
bracis-33596	37	32	by	by	ADP
bracis-33596	37	33	end	end	NOUN
bracis-33596	37	34	-	-	PUNCT
bracis-33596	37	35	users	user	NOUN
bracis-33596	37	36	.	.	PUNCT
bracis-33596	38	1	furthermore	furthermore	ADV
bracis-33596	38	2	,	,	PUNCT
bracis-33596	38	3	a	a	DET
bracis-33596	38	4	comprehensive	comprehensive	ADJ
bracis-33596	38	5	review	review	NOUN
bracis-33596	38	6	of	of	ADP
bracis-33596	38	7	the	the	DET
bracis-33596	38	8	literature	literature	NOUN
bracis-33596	38	9	reveals	reveal	VERB
bracis-33596	38	10	a	a	DET
bracis-33596	38	11	current	current	ADJ
bracis-33596	38	12	lack	lack	NOUN
bracis-33596	38	13	of	of	ADP
bracis-33596	38	14	studies	study	NOUN
bracis-33596	38	15	dedicated	dedicate	VERB
bracis-33596	38	16	to	to	ADP
bracis-33596	38	17	addressing	address	VERB
bracis-33596	38	18	this	this	DET
bracis-33596	38	19	knowledge	knowledge	NOUN
bracis-33596	38	20	gap	gap	NOUN
bracis-33596	38	21	.	.	PUNCT
bracis-33596	39	1	one	one	NUM
bracis-33596	39	2	study	study	NOUN
bracis-33596	39	3	has	have	VERB
bracis-33596	39	4	a	a	DET
bracis-33596	39	5	limited	limited	ADJ
bracis-33596	39	6	approach	approach	NOUN
bracis-33596	39	7	,	,	PUNCT
bracis-33596	39	8	as	as	SCONJ
bracis-33596	39	9	it	it	PRON
bracis-33596	39	10	only	only	ADV
bracis-33596	39	11	performed	perform	VERB
bracis-33596	39	12	classic	classic	ADJ
bracis-33596	39	13	linear	linear	ADJ
bracis-33596	39	14	analysis	analysis	NOUN
bracis-33596	39	15	and	and	CCONJ
bracis-33596	39	16	did	do	AUX
bracis-33596	39	17	not	not	PART
bracis-33596	39	18	fully	fully	ADV
bracis-33596	39	19	explore	explore	VERB
bracis-33596	39	20	the	the	DET
bracis-33596	39	21	potential	potential	NOUN
bracis-33596	39	22	of	of	ADP
bracis-33596	39	23	combining	combine	VERB
bracis-33596	39	24	different	different	ADJ
bracis-33596	39	25	parameters	parameter	NOUN
bracis-33596	39	26	[	[	X
bracis-33596	39	27	23	23	NUM
bracis-33596	39	28	]	]	PUNCT
bracis-33596	39	29	.	.	PUNCT
bracis-33596	40	1	another	another	DET
bracis-33596	40	2	research	research	NOUN
bracis-33596	40	3	study	study	NOUN
bracis-33596	40	4	utilized	utilize	VERB
bracis-33596	40	5	eight	eight	NUM
bracis-33596	40	6	variables	variable	NOUN
bracis-33596	40	7	from	from	ADP
bracis-33596	40	8	78	78	NUM
bracis-33596	40	9	patients	patient	NOUN
bracis-33596	40	10	,	,	PUNCT
bracis-33596	40	11	applying	apply	VERB
bracis-33596	40	12	heart	heart	NOUN
bracis-33596	40	13	rate	rate	NOUN
bracis-33596	40	14	variability	variability	NOUN
bracis-33596	40	15	(	(	PUNCT
bracis-33596	40	16	hrv	hrv	NOUN
bracis-33596	40	17	)	)	PUNCT
bracis-33596	40	18	and	and	CCONJ
bracis-33596	40	19	heart	heart	NOUN
bracis-33596	40	20	rate	rate	NOUN
bracis-33596	40	21	turbulence	turbulence	NOUN
bracis-33596	40	22	(	(	PUNCT
bracis-33596	40	23	hrt	hrt	PROPN
bracis-33596	40	24	)	)	PUNCT
bracis-33596	40	25	techniques	technique	NOUN
bracis-33596	40	26	to	to	ADP
bracis-33596	40	27	ecg	ecg	PROPN
bracis-33596	40	28	-	-	PUNCT
bracis-33596	40	29	holter	holter	NOUN
bracis-33596	40	30	recordings	recording	NOUN
bracis-33596	40	31	to	to	PART
bracis-33596	40	32	investigate	investigate	VERB
bracis-33596	40	33	scd	scd	NOUN
bracis-33596	40	34	in	in	ADP
bracis-33596	40	35	chagas	chagas	NOUN
bracis-33596	40	36	heart	heart	NOUN
bracis-33596	40	37	disease	disease	NOUN
bracis-33596	40	38	(	(	PUNCT
bracis-33596	40	39	chhd	chhd	PROPN
bracis-33596	40	40	)	)	PUNCT
bracis-33596	40	41	.	.	PUNCT
bracis-33596	41	1	the	the	DET
bracis-33596	41	2	attribute	attribute	NOUN
bracis-33596	41	3	set	set	VERB
bracis-33596	41	4	was	be	AUX
bracis-33596	41	5	reduced	reduce	VERB
bracis-33596	41	6	using	use	VERB
bracis-33596	41	7	forward	forward	ADV
bracis-33596	41	8	and	and	CCONJ
bracis-33596	41	9	reverse	reverse	VERB
bracis-33596	41	10	stepwise	stepwise	ADJ
bracis-33596	41	11	approaches	approach	NOUN
bracis-33596	41	12	.	.	PUNCT
bracis-33596	42	1	this	this	DET
bracis-33596	42	2	work	work	NOUN
bracis-33596	42	3	employed	employ	VERB
bracis-33596	42	4	the	the	DET
bracis-33596	42	5	k	k	NOUN
bracis-33596	42	6	-	-	PUNCT
bracis-33596	42	7	nearest	near	ADJ
bracis-33596	42	8	neighbors	neighbor	NOUN
bracis-33596	42	9	(	(	PUNCT
bracis-33596	42	10	knn	knn	PROPN
bracis-33596	42	11	)	)	PUNCT
bracis-33596	42	12	classifier	classifier	NOUN
bracis-33596	42	13	and	and	CCONJ
bracis-33596	42	14	leave	leave	VERB
bracis-33596	42	15	-	-	PUNCT
bracis-33596	42	16	one	one	NUM
bracis-33596	42	17	-	-	PUNCT
bracis-33596	42	18	out	out	NOUN
bracis-33596	42	19	(	(	PUNCT
bracis-33596	42	20	loo	loo	NOUN
bracis-33596	42	21	)	)	PUNCT
bracis-33596	42	22	cross	cross	NOUN
bracis-33596	42	23	-	-	NOUN
bracis-33596	42	24	validation	validation	ADJ
bracis-33596	42	25	(	(	PUNCT
bracis-33596	42	26	cv	cv	NOUN
bracis-33596	42	27	)	)	PUNCT
bracis-33596	43	1	[	[	X
bracis-33596	43	2	1	1	NUM
bracis-33596	43	3	]	]	PUNCT
bracis-33596	43	4	.	.	PUNCT
bracis-33596	44	1	however	however	ADV
bracis-33596	44	2	,	,	PUNCT
bracis-33596	44	3	the	the	DET
bracis-33596	44	4	lack	lack	NOUN
bracis-33596	44	5	of	of	ADP
bracis-33596	44	6	sensitivity	sensitivity	NOUN
bracis-33596	44	7	and	and	CCONJ
bracis-33596	44	8	methodology	methodology	NOUN
bracis-33596	44	9	for	for	ADP
bracis-33596	44	10	handling	handle	VERB
bracis-33596	44	11	imbalanced	imbalanced	ADJ
bracis-33596	44	12	data	datum	NOUN
bracis-33596	44	13	makes	make	VERB
bracis-33596	44	14	reproducing	reproduce	VERB
bracis-33596	44	15	this	this	DET
bracis-33596	44	16	study	study	NOUN
bracis-33596	44	17	unfeasible	unfeasible	ADJ
bracis-33596	44	18	.	.	PUNCT
bracis-33596	45	1	a	a	DET
bracis-33596	45	2	third	third	ADJ
bracis-33596	45	3	study	study	NOUN
bracis-33596	45	4	employed	employ	VERB
bracis-33596	45	5	several	several	ADJ
bracis-33596	45	6	classic	classic	ADJ
bracis-33596	45	7	ml	ml	NOUN
bracis-33596	45	8	methods	method	NOUN
bracis-33596	45	9	in	in	ADP
bracis-33596	45	10	a	a	DET
bracis-33596	45	11	dataset	dataset	NOUN
bracis-33596	45	12	with	with	ADP
bracis-33596	45	13	218	218	NUM
bracis-33596	45	14	patients	patient	NOUN
bracis-33596	45	15	,	,	PUNCT
bracis-33596	45	16	using	use	VERB
bracis-33596	45	17	seven	seven	NUM
bracis-33596	45	18	cardiac	cardiac	ADJ
bracis-33596	45	19	restitution	restitution	NOUN
bracis-33596	45	20	metrics	metric	NOUN
bracis-33596	45	21	(	(	PUNCT
bracis-33596	45	22	crm	crm	NOUN
bracis-33596	45	23	)	)	PUNCT
bracis-33596	45	24	extracted	extract	VERB
bracis-33596	45	25	from	from	ADP
bracis-33596	45	26	a	a	DET
bracis-33596	45	27	4	4	NUM
bracis-33596	45	28	-	-	PUNCT
bracis-33596	45	29	hour	hour	NOUN
bracis-33596	45	30	segment	segment	NOUN
bracis-33596	45	31	of	of	ADP
bracis-33596	45	32	a	a	DET
bracis-33596	45	33	24	24	NUM
bracis-33596	45	34	-	-	PUNCT
bracis-33596	45	35	hour	hour	NOUN
bracis-33596	45	36	ecg	ecg	PROPN
bracis-33596	45	37	-	-	PUNCT
bracis-33596	45	38	holter	holter	NOUN
bracis-33596	45	39	along	along	ADP
bracis-33596	45	40	with	with	ADP
bracis-33596	45	41	clinical	clinical	ADJ
bracis-33596	45	42	data	datum	NOUN
bracis-33596	45	43	.	.	PUNCT
bracis-33596	46	1	this	this	DET
bracis-33596	46	2	study	study	NOUN
bracis-33596	46	3	reported	report	VERB
bracis-33596	46	4	sensitivity	sensitivity	NOUN
bracis-33596	46	5	results	result	NOUN
bracis-33596	46	6	of	of	ADP
bracis-33596	46	7	90	90	NUM
bracis-33596	46	8	%	%	NOUN
bracis-33596	46	9	and	and	CCONJ
bracis-33596	46	10	identified	identify	VERB
bracis-33596	46	11	the	the	DET
bracis-33596	46	12	gaussian	gaussian	ADJ
bracis-33596	46	13	naive	naive	ADJ
bracis-33596	46	14	bayes	bayes	NOUN
bracis-33596	46	15	algorithm	algorithm	NOUN
bracis-33596	46	16	as	as	ADP
bracis-33596	46	17	the	the	DET
bracis-33596	46	18	best	well	ADV
bracis-33596	46	19	-	-	PUNCT
bracis-33596	46	20	performing	perform	VERB
bracis-33596	46	21	model	model	NOUN
bracis-33596	46	22	[	[	X
bracis-33596	46	23	4	4	NUM
bracis-33596	46	24	]	]	PUNCT
bracis-33596	46	25	.	.	PUNCT
bracis-33596	47	1	however	however	ADV
bracis-33596	47	2	,	,	PUNCT
bracis-33596	47	3	there	there	PRON
bracis-33596	47	4	was	be	VERB
bracis-33596	47	5	no	no	DET
bracis-33596	47	6	exclusion	exclusion	NOUN
bracis-33596	47	7	of	of	ADP
bracis-33596	47	8	high	high	ADJ
bracis-33596	47	9	-	-	PUNCT
bracis-33596	47	10	risk	risk	NOUN
bracis-33596	47	11	patients	patient	NOUN
bracis-33596	47	12	in	in	ADP
bracis-33596	47	13	this	this	DET
bracis-33596	47	14	research	research	NOUN
bracis-33596	47	15	.	.	PUNCT
bracis-33596	48	1	[	[	X
bracis-33596	48	2	18	18	NUM
bracis-33596	48	3	]	]	PUNCT
bracis-33596	48	4	investigated	investigate	VERB
bracis-33596	48	5	the	the	DET
bracis-33596	48	6	use	use	NOUN
bracis-33596	48	7	of	of	ADP
bracis-33596	48	8	action	action	NOUN
bracis-33596	48	9	potential	potential	ADJ
bracis-33596	48	10	duration	duration	NOUN
bracis-33596	48	11	restitution	restitution	NOUN
bracis-33596	48	12	(	(	PUNCT
bracis-33596	48	13	apdr	apdr	NOUN
bracis-33596	48	14	)	)	PUNCT
bracis-33596	48	15	dynamics	dynamic	NOUN
bracis-33596	48	16	,	,	PUNCT
bracis-33596	48	17	using	use	VERB
bracis-33596	48	18	a	a	DET
bracis-33596	48	19	cross	cross	ADJ
bracis-33596	48	20	-	-	ADJ
bracis-33596	48	21	sectional	sectional	ADJ
bracis-33596	48	22	study	study	NOUN
bracis-33596	48	23	of	of	ADP
bracis-33596	48	24	221	221	NUM
bracis-33596	48	25	patients	patient	NOUN
bracis-33596	48	26	,	,	PUNCT
bracis-33596	48	27	the	the	DET
bracis-33596	48	28	authors	author	NOUN
bracis-33596	48	29	extracted	extract	VERB
bracis-33596	48	30	apdr	apdr	NOUN
bracis-33596	48	31	dynamics	dynamic	NOUN
bracis-33596	48	32	metrics	metric	NOUN
bracis-33596	48	33	from	from	ADP
bracis-33596	48	34	4	4	NUM
bracis-33596	48	35	-	-	PUNCT
bracis-33596	48	36	hour	hour	NOUN
bracis-33596	48	37	ecg	ecg	PROPN
bracis-33596	48	38	segments	segment	NOUN
bracis-33596	48	39	and	and	CCONJ
bracis-33596	48	40	analyzed	analyze	VERB
bracis-33596	48	41	them	they	PRON
bracis-33596	48	42	alongside	alongside	ADP
bracis-33596	48	43	clinical	clinical	ADJ
bracis-33596	48	44	variables	variable	NOUN
bracis-33596	48	45	using	use	VERB
bracis-33596	48	46	a	a	DET
bracis-33596	48	47	classification	classification	NOUN
bracis-33596	48	48	tree	tree	NOUN
bracis-33596	48	49	.	.	PUNCT
bracis-33596	49	1	the	the	DET
bracis-33596	49	2	study	study	NOUN
bracis-33596	49	3	identified	identify	VERB
bracis-33596	49	4	the	the	DET
bracis-33596	49	5	%	%	NOUN
bracis-33596	49	6	qtend	qtend	NOUN
bracis-33596	49	7	tendq	tendq	PROPN
bracis-33596	49	8	>	>	X
bracis-33596	49	9	1	1	NUM
bracis-33596	49	10	,	,	PUNCT
bracis-33596	49	11	as	as	ADP
bracis-33596	49	12	the	the	DET
bracis-33596	49	13	most	most	ADV
bracis-33596	49	14	relevant	relevant	ADJ
bracis-33596	49	15	predictor	predictor	NOUN
bracis-33596	49	16	of	of	ADP
bracis-33596	49	17	scd	scd	PROPN
bracis-33596	49	18	in	in	ADP
bracis-33596	49	19	the	the	DET
bracis-33596	49	20	model	model	NOUN
bracis-33596	49	21	with	with	ADP
bracis-33596	49	22	a	a	DET
bracis-33596	49	23	0.96	0.96	NUM
bracis-33596	49	24	auc	auc	NOUN
bracis-33596	49	25	.	.	PUNCT
bracis-33596	50	1	however	however	ADV
bracis-33596	50	2	,	,	PUNCT
bracis-33596	50	3	it	it	PRON
bracis-33596	50	4	is	be	AUX
bracis-33596	50	5	limited	limit	VERB
bracis-33596	50	6	by	by	ADP
bracis-33596	50	7	its	its	PRON
bracis-33596	50	8	inclusion	inclusion	NOUN
bracis-33596	50	9	criteria	criterion	NOUN
bracis-33596	50	10	that	that	PRON
bracis-33596	50	11	included	include	VERB
bracis-33596	50	12	patients	patient	NOUN
bracis-33596	50	13	who	who	PRON
bracis-33596	50	14	met	meet	VERB
bracis-33596	50	15	the	the	DET
bracis-33596	50	16	following	following	NOUN
bracis-33596	50	17	:	:	PUNCT
bracis-33596	50	18	(	(	PUNCT
bracis-33596	50	19	1	1	X
bracis-33596	50	20	)	)	PUNCT
bracis-33596	50	21	had	have	VERB
bracis-33596	50	22	regular	regular	ADJ
bracis-33596	50	23	appointments	appointment	NOUN
bracis-33596	50	24	at	at	ADP
bracis-33596	50	25	the	the	DET
bracis-33596	50	26	clementino	clementino	PROPN
bracis-33596	50	27	fraga	fraga	PROPN
bracis-33596	50	28	filho	filho	PROPN
bracis-33596	50	29	university	university	PROPN
bracis-33596	50	30	hospital	hospital	NOUN
bracis-33596	50	31	(	(	PUNCT
bracis-33596	50	32	hucff	hucff	NOUN
bracis-33596	50	33	-	-	PUNCT
bracis-33596	50	34	ufrj	ufrj	NOUN
bracis-33596	50	35	)	)	PUNCT
bracis-33596	50	36	,	,	PUNCT
bracis-33596	50	37	rio	rio	PROPN
bracis-33596	50	38	de	de	PROPN
bracis-33596	50	39	janeiro	janeiro	PROPN
bracis-33596	50	40	,	,	PUNCT
bracis-33596	50	41	brazil	brazil	PROPN
bracis-33596	50	42	,	,	PUNCT
bracis-33596	50	43	(	(	PUNCT
bracis-33596	50	44	2	2	X
bracis-33596	50	45	)	)	PUNCT
bracis-33596	50	46	had	have	AUX
bracis-33596	50	47	resided	reside	VERB
bracis-33596	50	48	outside	outside	ADP
bracis-33596	50	49	an	an	DET
bracis-33596	50	50	area	area	NOUN
bracis-33596	50	51	with	with	ADP
bracis-33596	50	52	endemic	endemic	ADJ
bracis-33596	50	53	chagas	chagas	NOUN
bracis-33596	50	54	disease	disease	NOUN
bracis-33596	50	55	transmission	transmission	NOUN
bracis-33596	50	56	for	for	ADP
bracis-33596	50	57	at	at	ADV
bracis-33596	50	58	least	least	ADV
bracis-33596	50	59	20	20	NUM
bracis-33596	50	60	 	 	SPACE
bracis-33596	50	61	years	year	NOUN
bracis-33596	50	62	,	,	PUNCT
bracis-33596	50	63	(	(	PUNCT
bracis-33596	50	64	3	3	X
bracis-33596	50	65	)	)	PUNCT
bracis-33596	50	66	were	be	AUX
bracis-33596	50	67	classified	classify	VERB
bracis-33596	50	68	as	as	ADP
bracis-33596	50	69	having	have	VERB
bracis-33596	50	70	a	a	DET
bracis-33596	50	71	low	low	ADJ
bracis-33596	50	72	-	-	PUNCT
bracis-33596	50	73	intermediate	intermediate	ADJ
bracis-33596	50	74	rassi	rassi	ADJ
bracis-33596	50	75	risk	risk	NOUN
bracis-33596	50	76	score	score	NOUN
bracis-33596	50	77	,	,	PUNCT
bracis-33596	50	78	(	(	PUNCT
bracis-33596	50	79	4	4	X
bracis-33596	50	80	)	)	PUNCT
bracis-33596	50	81	had	have	VERB
bracis-33596	50	82	their	their	PRON
bracis-33596	50	83	vital	vital	ADJ
bracis-33596	50	84	status	status	NOUN
bracis-33596	50	85	checked	check	VERB
bracis-33596	50	86	until	until	ADP
bracis-33596	50	87	the	the	DET
bracis-33596	50	88	end	end	NOUN
bracis-33596	50	89	of	of	ADP
bracis-33596	50	90	february	february	PROPN
bracis-33596	50	91	2017	2017	NUM
bracis-33596	50	92	,	,	PUNCT
bracis-33596	50	93	and	and	CCONJ
bracis-33596	50	94	(	(	PUNCT
bracis-33596	50	95	5	5	X
bracis-33596	50	96	)	)	PUNCT
bracis-33596	50	97	had	have	VERB
bracis-33596	50	98	an	an	DET
bracis-33596	50	99	established	establish	VERB
bracis-33596	50	100	diagnosis	diagnosis	NOUN
bracis-33596	50	101	of	of	ADP
bracis-33596	50	102	chagas	chagas	NOUN
bracis-33596	50	103	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	50	104	(	(	PUNCT
bracis-33596	50	105	cc	cc	NOUN
bracis-33596	50	106	)	)	PUNCT
bracis-33596	50	107	,	,	PUNCT
bracis-33596	50	108	confirmed	confirm	VERB
bracis-33596	50	109	by	by	ADP
bracis-33596	50	110	at	at	ADV
bracis-33596	50	111	least	least	ADV
bracis-33596	50	112	two	two	NUM
bracis-33596	50	113	positive	positive	ADJ
bracis-33596	50	114	serologic	serologic	NOUN
bracis-33596	50	115	tests	test	NOUN
bracis-33596	50	116	for	for	ADP
bracis-33596	50	117	antibodies	antibody	NOUN
bracis-33596	50	118	against	against	ADP
bracis-33596	50	119	trypanosoma	trypanosoma	PROPN
bracis-33596	50	120	cruzi	cruzi	PROPN
bracis-33596	50	121	and	and	CCONJ
bracis-33596	50	122	characteristic	characteristic	ADJ
bracis-33596	50	123	12	12	NUM
bracis-33596	50	124	-	-	PUNCT
bracis-33596	50	125	lead	lead	NOUN
bracis-33596	50	126	electrocardiogram	electrocardiogram	NOUN
bracis-33596	50	127	changes	change	NOUN
bracis-33596	50	128	.	.	PUNCT
bracis-33596	51	1	3	3	NUM
bracis-33596	51	2	methodology	methodology	NOUN
bracis-33596	51	3	about	about	ADP
bracis-33596	51	4	the	the	DET
bracis-33596	51	5	scientific	scientific	ADJ
bracis-33596	51	6	method	method	NOUN
bracis-33596	51	7	,	,	PUNCT
bracis-33596	51	8	this	this	DET
bracis-33596	51	9	work	work	NOUN
bracis-33596	51	10	adheres	adhere	VERB
bracis-33596	51	11	to	to	ADP
bracis-33596	51	12	the	the	DET
bracis-33596	51	13	action	action	NOUN
bracis-33596	51	14	research	research	NOUN
bracis-33596	51	15	methodology	methodology	NOUN
bracis-33596	51	16	,	,	PUNCT
bracis-33596	51	17	aiming	aim	VERB
bracis-33596	51	18	to	to	PART
bracis-33596	51	19	propose	propose	VERB
bracis-33596	51	20	and	and	CCONJ
bracis-33596	51	21	test	test	NOUN
bracis-33596	51	22	solutions	solution	NOUN
bracis-33596	51	23	for	for	ADP
bracis-33596	51	24	problems	problem	NOUN
bracis-33596	51	25	within	within	ADP
bracis-33596	51	26	a	a	DET
bracis-33596	51	27	specific	specific	ADJ
bracis-33596	51	28	context	context	NOUN
bracis-33596	51	29	[	[	X
bracis-33596	51	30	17	17	NUM
bracis-33596	51	31	]	]	PUNCT
bracis-33596	51	32	.	.	PUNCT
bracis-33596	52	1	as	as	ADP
bracis-33596	52	2	for	for	ADP
bracis-33596	52	3	its	its	PRON
bracis-33596	52	4	approach	approach	NOUN
bracis-33596	52	5	,	,	PUNCT
bracis-33596	52	6	this	this	DET
bracis-33596	52	7	study	study	NOUN
bracis-33596	52	8	can	can	AUX
bracis-33596	52	9	be	be	AUX
bracis-33596	52	10	categorized	categorize	VERB
bracis-33596	52	11	as	as	ADP
bracis-33596	52	12	quantitative	quantitative	ADJ
bracis-33596	52	13	,	,	PUNCT
bracis-33596	52	14	centered	center	VERB
bracis-33596	52	15	on	on	ADP
bracis-33596	52	16	problem	problem	NOUN
bracis-33596	52	17	-	-	PUNCT
bracis-33596	52	18	solving	solve	VERB
bracis-33596	52	19	through	through	ADP
bracis-33596	52	20	theory	theory	NOUN
bracis-33596	52	21	testing	testing	NOUN
bracis-33596	52	22	and	and	CCONJ
bracis-33596	52	23	the	the	DET
bracis-33596	52	24	numerical	numerical	ADJ
bracis-33596	52	25	quantification	quantification	NOUN
bracis-33596	52	26	of	of	ADP
bracis-33596	52	27	variables	variable	NOUN
bracis-33596	52	28	[	[	X
bracis-33596	52	29	10	10	NUM
bracis-33596	52	30	]	]	PUNCT
bracis-33596	52	31	.	.	PUNCT
bracis-33596	53	1	the	the	DET
bracis-33596	53	2	project	project	NOUN
bracis-33596	53	3	was	be	AUX
bracis-33596	53	4	organized	organize	VERB
bracis-33596	53	5	into	into	ADP
bracis-33596	53	6	developing	develop	VERB
bracis-33596	53	7	prediction	prediction	NOUN
bracis-33596	53	8	models	model	NOUN
bracis-33596	53	9	and	and	CCONJ
bracis-33596	53	10	creating	create	VERB
bracis-33596	53	11	a	a	DET
bracis-33596	53	12	prototype	prototype	NOUN
bracis-33596	53	13	web	web	NOUN
bracis-33596	53	14	system	system	NOUN
bracis-33596	53	15	,	,	PUNCT
bracis-33596	53	16	aspects	aspect	NOUN
bracis-33596	53	17	that	that	PRON
bracis-33596	53	18	are	be	AUX
bracis-33596	53	19	detailed	detail	VERB
bracis-33596	53	20	below	below	ADV
bracis-33596	53	21	.	.	PUNCT
bracis-33596	54	1	3.1	3.1	NUM
bracis-33596	54	2	data	datum	NOUN
bracis-33596	54	3	collection	collection	NOUN
bracis-33596	54	4	the	the	DET
bracis-33596	54	5	study	study	NOUN
bracis-33596	54	6	utilized	utilize	VERB
bracis-33596	54	7	data	datum	NOUN
bracis-33596	54	8	from	from	ADP
bracis-33596	54	9	a	a	DET
bracis-33596	54	10	clinical	clinical	ADJ
bracis-33596	54	11	follow	follow	NOUN
bracis-33596	54	12	-	-	PUNCT
bracis-33596	54	13	up	up	ADP
bracis-33596	54	14	program	program	NOUN
bracis-33596	54	15	conducted	conduct	VERB
bracis-33596	54	16	between	between	ADP
bracis-33596	54	17	1992	1992	NUM
bracis-33596	54	18	and	and	CCONJ
bracis-33596	54	19	2023	2023	NUM
bracis-33596	54	20	at	at	ADP
bracis-33596	54	21	clementino	clementino	PROPN
bracis-33596	54	22	fraga	fraga	PROPN
bracis-33596	54	23	filho	filho	PROPN
bracis-33596	54	24	university	university	PROPN
bracis-33596	54	25	hospital	hospital	NOUN
bracis-33596	54	26	of	of	ADP
bracis-33596	54	27	the	the	DET
bracis-33596	54	28	federal	federal	ADJ
bracis-33596	54	29	university	university	PROPN
bracis-33596	54	30	of	of	ADP
bracis-33596	54	31	rio	rio	PROPN
bracis-33596	54	32	de	de	PROPN
bracis-33596	54	33	janeiro	janeiro	PROPN
bracis-33596	54	34	.	.	PUNCT
bracis-33596	55	1	patients	patient	NOUN
bracis-33596	55	2	with	with	ADP
bracis-33596	55	3	a	a	DET
bracis-33596	55	4	high	high	ADJ
bracis-33596	55	5	degree	degree	NOUN
bracis-33596	55	6	of	of	ADP
bracis-33596	55	7	cardiac	cardiac	ADJ
bracis-33596	55	8	compromise	compromise	NOUN
bracis-33596	55	9	were	be	AUX
bracis-33596	55	10	excluded	exclude	VERB
bracis-33596	55	11	,	,	PUNCT
bracis-33596	55	12	as	as	SCONJ
bracis-33596	55	13	they	they	PRON
bracis-33596	55	14	already	already	ADV
bracis-33596	55	15	had	have	VERB
bracis-33596	55	16	indications	indication	NOUN
bracis-33596	55	17	for	for	ADP
bracis-33596	55	18	potential	potential	ADJ
bracis-33596	55	19	interventions	intervention	NOUN
bracis-33596	55	20	to	to	PART
bracis-33596	55	21	ensure	ensure	VERB
bracis-33596	55	22	survival	survival	NOUN
bracis-33596	55	23	,	,	PUNCT
bracis-33596	55	24	such	such	ADJ
bracis-33596	55	25	as	as	ADP
bracis-33596	55	26	crt	crt	ADJ
bracis-33596	55	27	implantation	implantation	NOUN
bracis-33596	55	28	or	or	CCONJ
bracis-33596	55	29	other	other	ADJ
bracis-33596	55	30	treatments	treatment	NOUN
bracis-33596	55	31	.	.	PUNCT
bracis-33596	56	1	samples	sample	NOUN
bracis-33596	56	2	meeting	meet	VERB
bracis-33596	56	3	the	the	DET
bracis-33596	56	4	following	follow	VERB
bracis-33596	56	5	criteria	criterion	NOUN
bracis-33596	56	6	were	be	AUX
bracis-33596	56	7	removed	remove	VERB
bracis-33596	56	8	from	from	ADP
bracis-33596	56	9	the	the	DET
bracis-33596	56	10	dataset	dataset	NOUN
bracis-33596	56	11	:	:	PUNCT
bracis-33596	56	12	nyha	nyha	NOUN
bracis-33596	56	13	class	class	NOUN
bracis-33596	56	14	4	4	NUM
bracis-33596	56	15	,	,	PUNCT
bracis-33596	56	16	severe	severe	ADJ
bracis-33596	56	17	dysfunction	dysfunction	NOUN
bracis-33596	56	18	classification	classification	NOUN
bracis-33596	56	19	,	,	PUNCT
bracis-33596	56	20	high	high	ADJ
bracis-33596	56	21	rassi	rassi	NOUN
bracis-33596	56	22	score	score	NOUN
bracis-33596	56	23	,	,	PUNCT
bracis-33596	56	24	2005	2005	NUM
bracis-33596	56	25	classification	classification	NOUN
bracis-33596	56	26	guideline	guideline	NOUN
bracis-33596	56	27	of	of	ADP
bracis-33596	56	28	c	c	PROPN
bracis-33596	56	29	or	or	CCONJ
bracis-33596	56	30	d	d	NOUN
bracis-33596	56	31	,	,	PUNCT
bracis-33596	56	32	and	and	CCONJ
bracis-33596	56	33	all	all	DET
bracis-33596	56	34	patients	patient	NOUN
bracis-33596	56	35	with	with	ADP
bracis-33596	56	36	a	a	DET
bracis-33596	56	37	teicholz	teicholz	NOUN
bracis-33596	56	38	ef	ef	NOUN
bracis-33596	56	39	below	below	ADP
bracis-33596	56	40	0.40	0.40	NUM
bracis-33596	56	41	.	.	PUNCT
bracis-33596	57	1	after	after	ADP
bracis-33596	57	2	this	this	DET
bracis-33596	57	3	exclusion	exclusion	NOUN
bracis-33596	57	4	,	,	PUNCT
bracis-33596	57	5	120	120	NUM
bracis-33596	57	6	patients	patient	NOUN
bracis-33596	57	7	remained	remain	VERB
bracis-33596	57	8	for	for	ADP
bracis-33596	57	9	analysis	analysis	NOUN
bracis-33596	57	10	,	,	PUNCT
bracis-33596	57	11	including	include	VERB
bracis-33596	57	12	19	19	NUM
bracis-33596	57	13	(	(	PUNCT
bracis-33596	57	14	16	16	NUM
bracis-33596	57	15	%	%	NOUN
bracis-33596	57	16	)	)	PUNCT
bracis-33596	57	17	who	who	PRON
bracis-33596	57	18	experienced	experience	VERB
bracis-33596	57	19	scd	scd	NOUN
bracis-33596	57	20	and	and	CCONJ
bracis-33596	57	21	101	101	NUM
bracis-33596	57	22	(	(	PUNCT
bracis-33596	57	23	84	84	NUM
bracis-33596	57	24	%	%	NOUN
bracis-33596	57	25	)	)	PUNCT
bracis-33596	57	26	who	who	PRON
bracis-33596	57	27	did	do	VERB
bracis-33596	57	28	not	not	PART
bracis-33596	57	29	.	.	PUNCT
bracis-33596	58	1	the	the	DET
bracis-33596	58	2	gender	gender	NOUN
bracis-33596	58	3	distribution	distribution	NOUN
bracis-33596	58	4	among	among	ADP
bracis-33596	58	5	these	these	DET
bracis-33596	58	6	patients	patient	NOUN
bracis-33596	58	7	was	be	AUX
bracis-33596	58	8	42	42	NUM
bracis-33596	58	9	(	(	PUNCT
bracis-33596	58	10	35	35	NUM
bracis-33596	58	11	%	%	NOUN
bracis-33596	58	12	)	)	PUNCT
bracis-33596	58	13	males	male	NOUN
bracis-33596	58	14	and	and	CCONJ
bracis-33596	58	15	78	78	NUM
bracis-33596	58	16	(	(	PUNCT
bracis-33596	58	17	65	65	NUM
bracis-33596	58	18	%	%	NOUN
bracis-33596	58	19	)	)	PUNCT
bracis-33596	58	20	females	female	NOUN
bracis-33596	58	21	.	.	PUNCT
bracis-33596	59	1	3.2	3.2	NUM
bracis-33596	59	2	standardization	standardization	NOUN
bracis-33596	59	3	process	process	NOUN
bracis-33596	59	4	the	the	DET
bracis-33596	59	5	dataset	dataset	NOUN
bracis-33596	59	6	used	use	VERB
bracis-33596	59	7	consists	consist	NOUN
bracis-33596	59	8	of	of	ADP
bracis-33596	59	9	two	two	NUM
bracis-33596	59	10	subsets	subset	NOUN
bracis-33596	59	11	:	:	PUNCT
bracis-33596	59	12	the	the	DET
bracis-33596	59	13	first	first	ADJ
bracis-33596	59	14	derived	derive	VERB
bracis-33596	59	15	from	from	ADP
bracis-33596	59	16	tabular	tabular	PROPN
bracis-33596	59	17	data	datum	NOUN
bracis-33596	59	18	and	and	CCONJ
bracis-33596	59	19	the	the	DET
bracis-33596	59	20	second	second	ADJ
bracis-33596	59	21	from	from	ADP
bracis-33596	59	22	time	time	NOUN
bracis-33596	59	23	series	series	PROPN
bracis-33596	59	24	extracted	extract	VERB
bracis-33596	59	25	from	from	ADP
bracis-33596	59	26	ecg	ecg	PROPN
bracis-33596	59	27	-	-	PUNCT
bracis-33596	59	28	holter	holter	NOUN
bracis-33596	59	29	signals	signal	NOUN
bracis-33596	59	30	using	use	VERB
bracis-33596	59	31	the	the	DET
bracis-33596	59	32	sames	same	NOUN
bracis-33596	59	33	methods	method	NOUN
bracis-33596	59	34	used	use	VERB
bracis-33596	59	35	by	by	ADP
bracis-33596	59	36	[	[	X
bracis-33596	59	37	16	16	NUM
bracis-33596	59	38	,	,	PUNCT
bracis-33596	59	39	21	21	NUM
bracis-33596	59	40	]	]	PUNCT
bracis-33596	59	41	.	.	PUNCT
bracis-33596	60	1	regarding	regard	VERB
bracis-33596	60	2	the	the	DET
bracis-33596	60	3	number	number	NOUN
bracis-33596	60	4	of	of	ADP
bracis-33596	60	5	attributes	attribute	NOUN
bracis-33596	60	6	,	,	PUNCT
bracis-33596	60	7	the	the	DET
bracis-33596	60	8	dataset	dataset	NOUN
bracis-33596	60	9	consists	consist	VERB
bracis-33596	60	10	of	of	ADP
bracis-33596	60	11	49	49	NUM
bracis-33596	60	12	tabular	tabular	NOUN
bracis-33596	60	13	features	feature	NOUN
bracis-33596	60	14	and	and	CCONJ
bracis-33596	60	15	27	27	NUM
bracis-33596	60	16	time	time	NOUN
bracis-33596	60	17	series	series	NOUN
bracis-33596	60	18	features	feature	VERB
bracis-33596	60	19	.	.	PUNCT
bracis-33596	61	1	all	all	DET
bracis-33596	61	2	features	feature	NOUN
bracis-33596	61	3	are	be	AUX
bracis-33596	61	4	grouped	group	VERB
bracis-33596	61	5	into	into	ADP
bracis-33596	61	6	7	7	NUM
bracis-33596	61	7	categories	category	NOUN
bracis-33596	61	8	:	:	PUNCT
bracis-33596	61	9	clinical	clinical	ADJ
bracis-33596	61	10	data	datum	NOUN
bracis-33596	61	11	,	,	PUNCT
bracis-33596	61	12	echocardiogram	echocardiogram	NOUN
bracis-33596	61	13	(	(	PUNCT
bracis-33596	61	14	echo	echo	NOUN
bracis-33596	61	15	)	)	PUNCT
bracis-33596	61	16	,	,	PUNCT
bracis-33596	61	17	electrocardiogram	electrocardiogram	NOUN
bracis-33596	61	18	(	(	PUNCT
bracis-33596	61	19	ecg	ecg	PROPN
bracis-33596	61	20	)	)	PUNCT
bracis-33596	61	21	,	,	PUNCT
bracis-33596	61	22	electrocardiogram	electrocardiogram	NOUN
bracis-33596	61	23	holter	holter	NOUN
bracis-33596	61	24	(	(	PUNCT
bracis-33596	61	25	ecg	ecg	PROPN
bracis-33596	61	26	-	-	PUNCT
bracis-33596	61	27	holter	holter	NOUN
bracis-33596	61	28	)	)	PUNCT
bracis-33596	61	29	,	,	PUNCT
bracis-33596	61	30	cardiology	cardiology	NOUN
bracis-33596	61	31	guideline	guideline	NOUN
bracis-33596	61	32	classification	classification	NOUN
bracis-33596	61	33	(	(	PUNCT
bracis-33596	61	34	cgc	cgc	PROPN
bracis-33596	61	35	)	)	PUNCT
bracis-33596	61	36	,	,	PUNCT
bracis-33596	61	37	treatments	treatment	NOUN
bracis-33596	61	38	,	,	PUNCT
bracis-33596	61	39	and	and	CCONJ
bracis-33596	61	40	cardiac	cardiac	ADJ
bracis-33596	61	41	restitution	restitution	NOUN
bracis-33596	61	42	metrics	metric	NOUN
bracis-33596	61	43	(	(	PUNCT
bracis-33596	61	44	crm	crm	NOUN
bracis-33596	61	45	)	)	PUNCT
bracis-33596	61	46	.	.	PUNCT
bracis-33596	62	1	notably	notably	ADV
bracis-33596	62	2	,	,	PUNCT
bracis-33596	62	3	the	the	DET
bracis-33596	62	4	crm	crm	PROPN
bracis-33596	62	5	group	group	NOUN
bracis-33596	62	6	exclusively	exclusively	ADV
bracis-33596	62	7	contains	contain	VERB
bracis-33596	62	8	the	the	DET
bracis-33596	62	9	27	27	NUM
bracis-33596	62	10	time	time	NOUN
bracis-33596	62	11	series	series	NOUN
bracis-33596	62	12	features	feature	VERB
bracis-33596	62	13	,	,	PUNCT
bracis-33596	62	14	while	while	SCONJ
bracis-33596	62	15	the	the	DET
bracis-33596	62	16	remaining	remain	VERB
bracis-33596	62	17	49	49	NUM
bracis-33596	62	18	tabular	tabular	NOUN
bracis-33596	62	19	features	feature	NOUN
bracis-33596	62	20	are	be	AUX
bracis-33596	62	21	distributed	distribute	VERB
bracis-33596	62	22	among	among	ADP
bracis-33596	62	23	the	the	DET
bracis-33596	62	24	other	other	ADJ
bracis-33596	62	25	four	four	NUM
bracis-33596	62	26	categories	category	NOUN
bracis-33596	62	27	.	.	PUNCT
bracis-33596	63	1	the	the	DET
bracis-33596	63	2	groups	group	NOUN
bracis-33596	63	3	and	and	CCONJ
bracis-33596	63	4	features	feature	NOUN
bracis-33596	63	5	used	use	VERB
bracis-33596	63	6	in	in	ADP
bracis-33596	63	7	this	this	DET
bracis-33596	63	8	work	work	NOUN
bracis-33596	63	9	are	be	AUX
bracis-33596	63	10	detailed	detail	VERB
bracis-33596	63	11	in	in	ADP
bracis-33596	63	12	table	table	NOUN
bracis-33596	63	13	 	 	SPACE
bracis-33596	63	14	1	1	NUM
bracis-33596	63	15	.	.	PUNCT
bracis-33596	63	16	table	table	NOUN
bracis-33596	63	17	1	1	NUM
bracis-33596	63	18	.	.	PUNCT
bracis-33596	64	1	description	description	NOUN
bracis-33596	64	2	of	of	ADP
bracis-33596	64	3	the	the	DET
bracis-33596	64	4	sequential	sequential	ADJ
bracis-33596	64	5	and	and	CCONJ
bracis-33596	64	6	non	non	ADJ
bracis-33596	64	7	-	-	ADJ
bracis-33596	64	8	sequential	sequential	ADJ
bracis-33596	64	9	features	feature	NOUN
bracis-33596	64	10	used	use	VERB
bracis-33596	64	11	in	in	ADP
bracis-33596	64	12	this	this	DET
bracis-33596	64	13	work	work	NOUN
bracis-33596	64	14	,	,	PUNCT
bracis-33596	64	15	grouped	group	VERB
bracis-33596	64	16	into	into	ADP
bracis-33596	64	17	7	7	NUM
bracis-33596	64	18	groups	group	NOUN
bracis-33596	64	19	.	.	PUNCT
bracis-33596	65	1	the	the	DET
bracis-33596	65	2	49	49	NUM
bracis-33596	65	3	tabular	tabular	NOUN
bracis-33596	65	4	features	feature	NOUN
bracis-33596	65	5	are	be	AUX
bracis-33596	65	6	classified	classify	VERB
bracis-33596	65	7	into	into	ADP
bracis-33596	65	8	the	the	DET
bracis-33596	65	9	groups	group	NOUN
bracis-33596	65	10	:	:	PUNCT
bracis-33596	65	11	clinical	clinical	ADJ
bracis-33596	65	12	data	datum	NOUN
bracis-33596	65	13	,	,	PUNCT
bracis-33596	65	14	echo	echo	PROPN
bracis-33596	65	15	,	,	PUNCT
bracis-33596	65	16	ecg	ecg	PROPN
bracis-33596	65	17	,	,	PUNCT
bracis-33596	65	18	ecg	ecg	PROPN
bracis-33596	65	19	-	-	PUNCT
bracis-33596	65	20	holter	holter	NOUN
bracis-33596	65	21	,	,	PUNCT
bracis-33596	65	22	cgc	cgc	PROPN
bracis-33596	65	23	,	,	PUNCT
bracis-33596	65	24	and	and	CCONJ
bracis-33596	65	25	treatments	treatment	NOUN
bracis-33596	65	26	.	.	PUNCT
bracis-33596	66	1	the	the	DET
bracis-33596	66	2	27	27	NUM
bracis-33596	66	3	time	time	NOUN
bracis-33596	66	4	series	series	NOUN
bracis-33596	66	5	features	feature	NOUN
bracis-33596	66	6	extracted	extract	VERB
bracis-33596	66	7	from	from	ADP
bracis-33596	66	8	ecg	ecg	PROPN
bracis-33596	66	9	-	-	PUNCT
bracis-33596	66	10	holter	holter	NOUN
bracis-33596	66	11	are	be	AUX
bracis-33596	66	12	exclusively	exclusively	ADV
bracis-33596	66	13	in	in	ADP
bracis-33596	66	14	the	the	DET
bracis-33596	66	15	crm.full	crm.full	NOUN
bracis-33596	66	16	size	size	NOUN
bracis-33596	66	17	table	table	NOUN
bracis-33596	66	18	initially	initially	ADV
bracis-33596	66	19	,	,	PUNCT
bracis-33596	66	20	14	14	NUM
bracis-33596	66	21	features	feature	NOUN
bracis-33596	66	22	were	be	AUX
bracis-33596	66	23	excluded	exclude	VERB
bracis-33596	66	24	due	due	ADP
bracis-33596	66	25	to	to	ADP
bracis-33596	66	26	confidentiality	confidentiality	NOUN
bracis-33596	66	27	concerns	concern	NOUN
bracis-33596	66	28	or	or	CCONJ
bracis-33596	66	29	because	because	SCONJ
bracis-33596	66	30	they	they	PRON
bracis-33596	66	31	contained	contain	VERB
bracis-33596	66	32	irrelevant	irrelevant	ADJ
bracis-33596	66	33	information	information	NOUN
bracis-33596	66	34	for	for	ADP
bracis-33596	66	35	this	this	DET
bracis-33596	66	36	study	study	NOUN
bracis-33596	66	37	,	,	PUNCT
bracis-33596	66	38	which	which	PRON
bracis-33596	66	39	resulted	result	VERB
bracis-33596	66	40	in	in	ADP
bracis-33596	66	41	49	49	NUM
bracis-33596	66	42	final	final	ADJ
bracis-33596	66	43	tabular	tabular	NOUN
bracis-33596	66	44	attributes	attribute	VERB
bracis-33596	66	45	.	.	PUNCT
bracis-33596	67	1	among	among	ADP
bracis-33596	67	2	these	these	DET
bracis-33596	67	3	attributes	attribute	NOUN
bracis-33596	67	4	,	,	PUNCT
bracis-33596	67	5	30	30	NUM
bracis-33596	67	6	were	be	AUX
bracis-33596	67	7	binary	binary	ADJ
bracis-33596	67	8	,	,	PUNCT
bracis-33596	67	9	12	12	NUM
bracis-33596	67	10	were	be	AUX
bracis-33596	67	11	scalar	scalar	ADJ
bracis-33596	67	12	,	,	PUNCT
bracis-33596	67	13	and	and	CCONJ
bracis-33596	67	14	7	7	NUM
bracis-33596	67	15	were	be	AUX
bracis-33596	67	16	categorical	categorical	ADJ
bracis-33596	67	17	.	.	PUNCT
bracis-33596	68	1	the	the	DET
bracis-33596	68	2	seven	seven	NUM
bracis-33596	68	3	categorical	categorical	ADJ
bracis-33596	68	4	attributes	attribute	NOUN
bracis-33596	68	5	underwent	undergo	VERB
bracis-33596	68	6	one	one	NUM
bracis-33596	68	7	-	-	PUNCT
bracis-33596	68	8	hot	hot	ADJ
bracis-33596	68	9	encoding	encoding	NOUN
bracis-33596	68	10	,	,	PUNCT
bracis-33596	68	11	transforming	transform	VERB
bracis-33596	68	12	each	each	DET
bracis-33596	68	13	category	category	NOUN
bracis-33596	68	14	into	into	ADP
bracis-33596	68	15	a	a	DET
bracis-33596	68	16	binary	binary	ADJ
bracis-33596	68	17	attribute	attribute	NOUN
bracis-33596	68	18	,	,	PUNCT
bracis-33596	68	19	thereby	thereby	ADV
bracis-33596	68	20	bringing	bring	VERB
bracis-33596	68	21	the	the	DET
bracis-33596	68	22	dataset	dataset	NOUN
bracis-33596	68	23	back	back	ADV
bracis-33596	68	24	to	to	ADP
bracis-33596	68	25	63	63	NUM
bracis-33596	68	26	attributes	attribute	NOUN
bracis-33596	68	27	.	.	PUNCT
bracis-33596	69	1	subsequently	subsequently	ADV
bracis-33596	69	2	,	,	PUNCT
bracis-33596	69	3	the	the	DET
bracis-33596	69	4	data	datum	NOUN
bracis-33596	69	5	was	be	AUX
bracis-33596	69	6	normalized	normalize	VERB
bracis-33596	69	7	using	use	VERB
bracis-33596	69	8	the	the	DET
bracis-33596	69	9	minmax	minmax	PROPN
bracis-33596	69	10	technique	technique	NOUN
bracis-33596	69	11	.	.	PUNCT
bracis-33596	70	1	regarding	regard	VERB
bracis-33596	70	2	the	the	DET
bracis-33596	70	3	time	time	NOUN
bracis-33596	70	4	series	series	NOUN
bracis-33596	70	5	extracted	extract	VERB
bracis-33596	70	6	from	from	ADP
bracis-33596	70	7	the	the	DET
bracis-33596	70	8	ecg	ecg	PROPN
bracis-33596	70	9	-	-	PUNCT
bracis-33596	70	10	holter	holter	NOUN
bracis-33596	70	11	,	,	PUNCT
bracis-33596	70	12	each	each	DET
bracis-33596	70	13	series	series	NOUN
bracis-33596	70	14	initially	initially	ADV
bracis-33596	70	15	had	have	VERB
bracis-33596	70	16	30	30	NUM
bracis-33596	70	17	attributes	attribute	NOUN
bracis-33596	70	18	,	,	PUNCT
bracis-33596	70	19	but	but	CCONJ
bracis-33596	70	20	two	two	NUM
bracis-33596	70	21	were	be	AUX
bracis-33596	70	22	excluded	exclude	VERB
bracis-33596	70	23	—	—	PUNCT
bracis-33596	70	24	one	one	NUM
bracis-33596	70	25	constant	constant	ADJ
bracis-33596	70	26	and	and	CCONJ
bracis-33596	70	27	the	the	DET
bracis-33596	70	28	other	other	ADJ
bracis-33596	70	29	the	the	DET
bracis-33596	70	30	target	target	NOUN
bracis-33596	70	31	variable	variable	NOUN
bracis-33596	70	32	indicating	indicate	VERB
bracis-33596	70	33	scd	scd	PROPN
bracis-33596	70	34	.	.	PUNCT
bracis-33596	71	1	this	this	PRON
bracis-33596	71	2	left	leave	VERB
bracis-33596	71	3	28	28	NUM
bracis-33596	71	4	final	final	ADJ
bracis-33596	71	5	attributes	attribute	NOUN
bracis-33596	71	6	:	:	PUNCT
bracis-33596	71	7	27	27	NUM
bracis-33596	71	8	corresponding	correspond	VERB
bracis-33596	71	9	to	to	ADP
bracis-33596	71	10	crm	crm	VERB
bracis-33596	71	11	and	and	CCONJ
bracis-33596	71	12	1	1	NUM
bracis-33596	71	13	indicating	indicate	VERB
bracis-33596	71	14	the	the	DET
bracis-33596	71	15	time	time	NOUN
bracis-33596	71	16	of	of	ADP
bracis-33596	71	17	each	each	DET
bracis-33596	71	18	sample	sample	NOUN
bracis-33596	71	19	in	in	ADP
bracis-33596	71	20	the	the	DET
bracis-33596	71	21	series	series	NOUN
bracis-33596	71	22	;	;	PUNCT
bracis-33596	71	23	all	all	PRON
bracis-33596	71	24	of	of	ADP
bracis-33596	71	25	these	these	DET
bracis-33596	71	26	attributes	attribute	NOUN
bracis-33596	71	27	were	be	AUX
bracis-33596	71	28	scalar	scalar	ADJ
bracis-33596	71	29	.	.	PUNCT
bracis-33596	72	1	these	these	DET
bracis-33596	72	2	27	27	NUM
bracis-33596	72	3	time	time	NOUN
bracis-33596	72	4	series	series	NOUN
bracis-33596	72	5	features	feature	NOUN
bracis-33596	72	6	represent	represent	VERB
bracis-33596	72	7	an	an	DET
bracis-33596	72	8	initial	initial	ADJ
bracis-33596	72	9	result	result	NOUN
bracis-33596	72	10	of	of	ADP
bracis-33596	72	11	an	an	DET
bracis-33596	72	12	ongoing	ongoing	ADJ
bracis-33596	72	13	study	study	NOUN
bracis-33596	72	14	that	that	PRON
bracis-33596	72	15	is	be	AUX
bracis-33596	72	16	processing	process	VERB
bracis-33596	72	17	ecg	ecg	PROPN
bracis-33596	72	18	-	-	PUNCT
bracis-33596	72	19	holters	holter	NOUN
bracis-33596	72	20	from	from	ADP
bracis-33596	72	21	chagas	chagas	NOUN
bracis-33596	72	22	disease	disease	NOUN
bracis-33596	72	23	patients	patient	NOUN
bracis-33596	72	24	.	.	PUNCT
bracis-33596	73	1	in	in	ADP
bracis-33596	73	2	this	this	DET
bracis-33596	73	3	work	work	NOUN
bracis-33596	73	4	,	,	PUNCT
bracis-33596	73	5	we	we	PRON
bracis-33596	73	6	propose	propose	VERB
bracis-33596	73	7	an	an	DET
bracis-33596	73	8	architecture	architecture	NOUN
bracis-33596	73	9	that	that	PRON
bracis-33596	73	10	utilizes	utilize	VERB
bracis-33596	73	11	both	both	CCONJ
bracis-33596	73	12	sequential	sequential	ADJ
bracis-33596	73	13	and	and	CCONJ
bracis-33596	73	14	non	non	ADJ
bracis-33596	73	15	-	-	ADJ
bracis-33596	73	16	sequential	sequential	ADJ
bracis-33596	73	17	data	datum	NOUN
bracis-33596	73	18	for	for	ADP
bracis-33596	73	19	an	an	DET
bracis-33596	73	20	initial	initial	ADJ
bracis-33596	73	21	analysis	analysis	NOUN
bracis-33596	73	22	of	of	ADP
bracis-33596	73	23	the	the	DET
bracis-33596	73	24	results	result	NOUN
bracis-33596	73	25	.	.	PUNCT
bracis-33596	74	1	this	this	DET
bracis-33596	74	2	architecture	architecture	NOUN
bracis-33596	74	3	concatenates	concatenate	VERB
bracis-33596	74	4	the	the	DET
bracis-33596	74	5	output	output	NOUN
bracis-33596	74	6	of	of	ADP
bracis-33596	74	7	a	a	DET
bracis-33596	74	8	recurrent	recurrent	ADJ
bracis-33596	74	9	neural	neural	ADJ
bracis-33596	74	10	network	network	NOUN
bracis-33596	74	11	(	(	PUNCT
bracis-33596	74	12	rnn	rnn	PROPN
bracis-33596	74	13	)	)	PUNCT
bracis-33596	74	14	with	with	ADP
bracis-33596	74	15	tabular	tabular	PROPN
bracis-33596	74	16	data	datum	NOUN
bracis-33596	74	17	as	as	ADP
bracis-33596	74	18	input	input	NOUN
bracis-33596	74	19	to	to	ADP
bracis-33596	74	20	a	a	DET
bracis-33596	74	21	multilayer	multilayer	ADJ
bracis-33596	74	22	perceptron	perceptron	NOUN
bracis-33596	74	23	(	(	PUNCT
bracis-33596	74	24	mlp	mlp	PROPN
bracis-33596	74	25	)	)	PUNCT
bracis-33596	74	26	.	.	PUNCT
bracis-33596	75	1	3.3	3.3	NUM
bracis-33596	75	2	tools	tool	NOUN
bracis-33596	75	3	the	the	DET
bracis-33596	75	4	python	python	NOUN
bracis-33596	75	5	programming	programming	NOUN
bracis-33596	75	6	language	language	NOUN
bracis-33596	75	7	was	be	AUX
bracis-33596	75	8	chosen	choose	VERB
bracis-33596	75	9	for	for	ADP
bracis-33596	75	10	this	this	DET
bracis-33596	75	11	study	study	NOUN
bracis-33596	75	12	due	due	ADP
bracis-33596	75	13	to	to	ADP
bracis-33596	75	14	its	its	PRON
bracis-33596	75	15	widespread	widespread	ADJ
bracis-33596	75	16	adoption	adoption	NOUN
bracis-33596	75	17	in	in	ADP
bracis-33596	75	18	the	the	DET
bracis-33596	75	19	field	field	NOUN
bracis-33596	75	20	of	of	ADP
bracis-33596	75	21	ml	ml	ADP
bracis-33596	75	22	.	.	PUNCT
bracis-33596	76	1	the	the	DET
bracis-33596	76	2	google	google	PROPN
bracis-33596	76	3	colab	colab	PROPN
bracis-33596	76	4	platform	platform	NOUN
bracis-33596	76	5	was	be	AUX
bracis-33596	76	6	utilized	utilize	VERB
bracis-33596	76	7	,	,	PUNCT
bracis-33596	76	8	taking	take	VERB
bracis-33596	76	9	advantage	advantage	NOUN
bracis-33596	76	10	of	of	ADP
bracis-33596	76	11	its	its	PRON
bracis-33596	76	12	cloud	cloud	NOUN
bracis-33596	76	13	-	-	PUNCT
bracis-33596	76	14	hosted	host	VERB
bracis-33596	76	15	jupyter	jupyter	ADJ
bracis-33596	76	16	notebooks	notebook	NOUN
bracis-33596	76	17	and	and	CCONJ
bracis-33596	76	18	the	the	DET
bracis-33596	76	19	cpu	cpu	ADJ
bracis-33596	76	20	resources	resource	NOUN
bracis-33596	76	21	provided	provide	VERB
bracis-33596	76	22	by	by	ADP
bracis-33596	76	23	google	google	PROPN
bracis-33596	76	24	,	,	PUNCT
bracis-33596	76	25	which	which	PRON
bracis-33596	76	26	facilitated	facilitate	VERB
bracis-33596	76	27	the	the	DET
bracis-33596	76	28	execution	execution	NOUN
bracis-33596	76	29	of	of	ADP
bracis-33596	76	30	experiments	experiment	NOUN
bracis-33596	76	31	for	for	ADP
bracis-33596	76	32	the	the	DET
bracis-33596	76	33	prediction	prediction	NOUN
bracis-33596	76	34	model	model	NOUN
bracis-33596	76	35	.	.	PUNCT
bracis-33596	77	1	for	for	ADP
bracis-33596	77	2	model	model	NOUN
bracis-33596	77	3	development	development	NOUN
bracis-33596	77	4	,	,	PUNCT
bracis-33596	77	5	two	two	NUM
bracis-33596	77	6	primary	primary	ADJ
bracis-33596	77	7	libraries	library	NOUN
bracis-33596	77	8	were	be	AUX
bracis-33596	77	9	used	use	VERB
bracis-33596	77	10	:	:	PUNCT
bracis-33596	77	11	scikit	scikit	NOUN
bracis-33596	77	12	-	-	PUNCT
bracis-33596	77	13	learn	learn	NOUN
bracis-33596	77	14	and	and	CCONJ
bracis-33596	77	15	pytorch	pytorch	NOUN
bracis-33596	77	16	.	.	PUNCT
bracis-33596	78	1	these	these	DET
bracis-33596	78	2	libraries	library	NOUN
bracis-33596	78	3	were	be	AUX
bracis-33596	78	4	selected	select	VERB
bracis-33596	78	5	for	for	ADP
bracis-33596	78	6	their	their	PRON
bracis-33596	78	7	wide	wide	ADJ
bracis-33596	78	8	range	range	NOUN
bracis-33596	78	9	of	of	ADP
bracis-33596	78	10	algorithms	algorithm	NOUN
bracis-33596	78	11	and	and	CCONJ
bracis-33596	78	12	functionalities	functionality	NOUN
bracis-33596	78	13	available	available	ADJ
bracis-33596	78	14	for	for	ADP
bracis-33596	78	15	developing	develop	VERB
bracis-33596	78	16	and	and	CCONJ
bracis-33596	78	17	evaluating	evaluate	VERB
bracis-33596	78	18	ml	ml	NOUN
bracis-33596	78	19	models	model	NOUN
bracis-33596	78	20	.	.	PUNCT
bracis-33596	79	1	the	the	DET
bracis-33596	79	2	predictive	predictive	ADJ
bracis-33596	79	3	model	model	NOUN
bracis-33596	79	4	with	with	ADP
bracis-33596	79	5	the	the	DET
bracis-33596	79	6	best	good	ADJ
bracis-33596	79	7	performance	performance	NOUN
bracis-33596	79	8	was	be	AUX
bracis-33596	79	9	deployed	deploy	VERB
bracis-33596	79	10	through	through	ADP
bracis-33596	79	11	an	an	DET
bracis-33596	79	12	application	application	NOUN
bracis-33596	79	13	programming	programming	NOUN
bracis-33596	79	14	interface	interface	NOUN
bracis-33596	79	15	(	(	PUNCT
bracis-33596	79	16	api	api	NOUN
bracis-33596	79	17	)	)	PUNCT
bracis-33596	79	18	using	use	VERB
bracis-33596	79	19	the	the	DET
bracis-33596	79	20	pickle5	pickle5	NOUN
bracis-33596	79	21	library	library	NOUN
bracis-33596	79	22	.	.	PUNCT
bracis-33596	80	1	regarding	regard	VERB
bracis-33596	80	2	the	the	DET
bracis-33596	80	3	system	system	NOUN
bracis-33596	80	4	prototype	prototype	NOUN
bracis-33596	80	5	,	,	PUNCT
bracis-33596	80	6	a	a	DET
bracis-33596	80	7	rest	rest	NOUN
bracis-33596	80	8	architecture	architecture	NOUN
bracis-33596	80	9	with	with	ADP
bracis-33596	80	10	docker	docker	PROPN
bracis-33596	80	11	was	be	AUX
bracis-33596	80	12	defined	define	VERB
bracis-33596	80	13	for	for	ADP
bracis-33596	80	14	both	both	CCONJ
bracis-33596	80	15	the	the	DET
bracis-33596	80	16	backend	backend	NOUN
bracis-33596	80	17	and	and	CCONJ
bracis-33596	80	18	frontend	frontend	NOUN
bracis-33596	80	19	applications	application	NOUN
bracis-33596	80	20	.	.	PUNCT
bracis-33596	81	1	the	the	DET
bracis-33596	81	2	flask	flask	NOUN
bracis-33596	81	3	framework	framework	NOUN
bracis-33596	81	4	was	be	AUX
bracis-33596	81	5	employed	employ	VERB
bracis-33596	81	6	for	for	ADP
bracis-33596	81	7	backend	backend	NOUN
bracis-33596	81	8	construction	construction	NOUN
bracis-33596	81	9	,	,	PUNCT
bracis-33596	81	10	integrated	integrate	VERB
bracis-33596	81	11	with	with	ADP
bracis-33596	81	12	a	a	DET
bracis-33596	81	13	postgresql	postgresql	NOUN
bracis-33596	81	14	database	database	NOUN
bracis-33596	81	15	.	.	PUNCT
bracis-33596	82	1	frontend	frontend	PROPN
bracis-33596	82	2	development	development	NOUN
bracis-33596	82	3	was	be	AUX
bracis-33596	82	4	implemented	implement	VERB
bracis-33596	82	5	using	use	VERB
bracis-33596	82	6	next.js	next.js	NUM
bracis-33596	82	7	.	.	NOUN
bracis-33596	83	1	3.4	3.4	NUM
bracis-33596	83	2	classification	classification	NOUN
bracis-33596	83	3	experiments	experiment	NOUN
bracis-33596	83	4	the	the	DET
bracis-33596	83	5	experiments	experiment	NOUN
bracis-33596	83	6	to	to	PART
bracis-33596	83	7	create	create	VERB
bracis-33596	83	8	the	the	DET
bracis-33596	83	9	predictive	predictive	ADJ
bracis-33596	83	10	model	model	NOUN
bracis-33596	83	11	were	be	AUX
bracis-33596	83	12	conducted	conduct	VERB
bracis-33596	83	13	under	under	ADP
bracis-33596	83	14	two	two	NUM
bracis-33596	83	15	scenarios	scenario	NOUN
bracis-33596	83	16	.	.	PUNCT
bracis-33596	84	1	in	in	ADP
bracis-33596	84	2	each	each	DET
bracis-33596	84	3	scenario	scenario	NOUN
bracis-33596	84	4	,	,	PUNCT
bracis-33596	84	5	the	the	DET
bracis-33596	84	6	data	datum	NOUN
bracis-33596	84	7	were	be	AUX
bracis-33596	84	8	split	split	VERB
bracis-33596	84	9	into	into	ADP
bracis-33596	84	10	a	a	DET
bracis-33596	84	11	67	67	NUM
bracis-33596	84	12	%	%	NOUN
bracis-33596	84	13	training	training	NOUN
bracis-33596	84	14	set	set	NOUN
bracis-33596	84	15	and	and	CCONJ
bracis-33596	84	16	a	a	DET
bracis-33596	84	17	33	33	NUM
bracis-33596	84	18	%	%	NOUN
bracis-33596	84	19	test	test	NOUN
bracis-33596	84	20	set	set	VERB
bracis-33596	84	21	for	for	ADP
bracis-33596	84	22	robust	robust	ADJ
bracis-33596	84	23	evaluation	evaluation	NOUN
bracis-33596	84	24	and	and	CCONJ
bracis-33596	84	25	all	all	DET
bracis-33596	84	26	experiments	experiment	NOUN
bracis-33596	84	27	were	be	AUX
bracis-33596	84	28	repeated	repeat	VERB
bracis-33596	84	29	10	10	NUM
bracis-33596	84	30	times	time	NOUN
bracis-33596	84	31	to	to	PART
bracis-33596	84	32	calculate	calculate	VERB
bracis-33596	84	33	the	the	DET
bracis-33596	84	34	average	average	NOUN
bracis-33596	84	35	of	of	ADP
bracis-33596	84	36	the	the	DET
bracis-33596	84	37	metrics	metric	NOUN
bracis-33596	84	38	.	.	PUNCT
bracis-33596	85	1	synthetic	synthetic	ADJ
bracis-33596	85	2	data	data	NOUN
bracis-33596	85	3	generation	generation	NOUN
bracis-33596	85	4	was	be	AUX
bracis-33596	85	5	not	not	PART
bracis-33596	85	6	considered	consider	VERB
bracis-33596	85	7	for	for	ADP
bracis-33596	85	8	either	either	DET
bracis-33596	85	9	scenario	scenario	NOUN
bracis-33596	85	10	due	due	ADP
bracis-33596	85	11	to	to	ADP
bracis-33596	85	12	the	the	DET
bracis-33596	85	13	specific	specific	ADJ
bracis-33596	85	14	nature	nature	NOUN
bracis-33596	85	15	of	of	ADP
bracis-33596	85	16	the	the	DET
bracis-33596	85	17	data	datum	NOUN
bracis-33596	85	18	,	,	PUNCT
bracis-33596	85	19	scope	scope	NOUN
bracis-33596	85	20	limitations	limitation	NOUN
bracis-33596	85	21	,	,	PUNCT
bracis-33596	85	22	and	and	CCONJ
bracis-33596	85	23	time	time	NOUN
bracis-33596	85	24	constraints	constraint	NOUN
bracis-33596	85	25	.	.	PUNCT
bracis-33596	86	1	in	in	ADP
bracis-33596	86	2	the	the	DET
bracis-33596	86	3	first	first	ADJ
bracis-33596	86	4	scenario	scenario	NOUN
bracis-33596	86	5	,	,	PUNCT
bracis-33596	86	6	exclusively	exclusively	ADV
bracis-33596	86	7	tabular	tabular	VERB
bracis-33596	86	8	data	datum	NOUN
bracis-33596	86	9	from	from	ADP
bracis-33596	86	10	120	120	NUM
bracis-33596	86	11	patients	patient	NOUN
bracis-33596	86	12	was	be	AUX
bracis-33596	86	13	used	use	VERB
bracis-33596	86	14	.	.	PUNCT
bracis-33596	87	1	three	three	NUM
bracis-33596	87	2	models	model	NOUN
bracis-33596	87	3	were	be	AUX
bracis-33596	87	4	employed	employ	VERB
bracis-33596	87	5	:	:	PUNCT
bracis-33596	87	6	multilayer	multilayer	PROPN
bracis-33596	87	7	perceptron	perceptron	PROPN
bracis-33596	87	8	(	(	PUNCT
bracis-33596	87	9	mlp	mlp	PROPN
bracis-33596	87	10	)	)	PUNCT
bracis-33596	87	11	,	,	PUNCT
bracis-33596	87	12	xgboost	xgboost	X
bracis-33596	87	13	(	(	PUNCT
bracis-33596	87	14	xgb	xgb	NUM
bracis-33596	87	15	)	)	PUNCT
bracis-33596	87	16	,	,	PUNCT
bracis-33596	87	17	and	and	CCONJ
bracis-33596	87	18	random	random	ADJ
bracis-33596	87	19	forest	forest	NOUN
bracis-33596	87	20	(	(	PUNCT
bracis-33596	87	21	rf	rf	NOUN
bracis-33596	87	22	)	)	PUNCT
bracis-33596	87	23	.	.	PUNCT
bracis-33596	88	1	the	the	DET
bracis-33596	88	2	selection	selection	NOUN
bracis-33596	88	3	of	of	ADP
bracis-33596	88	4	tree	tree	NOUN
bracis-33596	88	5	-	-	PUNCT
bracis-33596	88	6	based	base	VERB
bracis-33596	88	7	models	model	NOUN
bracis-33596	88	8	was	be	AUX
bracis-33596	88	9	motivated	motivate	VERB
bracis-33596	88	10	by	by	ADP
bracis-33596	88	11	their	their	PRON
bracis-33596	88	12	established	establish	VERB
bracis-33596	88	13	performance	performance	NOUN
bracis-33596	88	14	in	in	ADP
bracis-33596	88	15	handling	handle	VERB
bracis-33596	88	16	tabular	tabular	ADJ
bracis-33596	88	17	data	datum	NOUN
bracis-33596	88	18	,	,	PUNCT
bracis-33596	88	19	as	as	SCONJ
bracis-33596	88	20	documented	document	VERB
bracis-33596	88	21	in	in	ADP
bracis-33596	88	22	the	the	DET
bracis-33596	88	23	literature	literature	NOUN
bracis-33596	88	24	[	[	X
bracis-33596	88	25	7	7	NUM
bracis-33596	88	26	,	,	PUNCT
bracis-33596	88	27	25	25	NUM
bracis-33596	88	28	]	]	PUNCT
bracis-33596	88	29	.	.	PUNCT
bracis-33596	89	1	for	for	ADP
bracis-33596	89	2	the	the	DET
bracis-33596	89	3	experiments	experiment	NOUN
bracis-33596	89	4	in	in	ADP
bracis-33596	89	5	this	this	DET
bracis-33596	89	6	scenario	scenario	NOUN
bracis-33596	89	7	,	,	PUNCT
bracis-33596	89	8	scikit	scikit	NOUN
bracis-33596	89	9	-	-	PUNCT
bracis-33596	89	10	learn	learn	NOUN
bracis-33596	89	11	was	be	AUX
bracis-33596	89	12	utilized	utilize	VERB
bracis-33596	89	13	.	.	PUNCT
bracis-33596	90	1	the	the	DET
bracis-33596	90	2	hyperparameters	hyperparameter	NOUN
bracis-33596	90	3	for	for	ADP
bracis-33596	90	4	the	the	DET
bracis-33596	90	5	classification	classification	NOUN
bracis-33596	90	6	algorithms	algorithm	NOUN
bracis-33596	90	7	were	be	AUX
bracis-33596	90	8	chosen	choose	VERB
bracis-33596	90	9	from	from	ADP
bracis-33596	90	10	the	the	DET
bracis-33596	90	11	following	follow	VERB
bracis-33596	90	12	values	value	NOUN
bracis-33596	90	13	:	:	PUNCT
bracis-33596	90	14	multilayer	multilayer	PROPN
bracis-33596	90	15	perceptron	perceptron	PROPN
bracis-33596	90	16	(	(	PUNCT
bracis-33596	90	17	mlp	mlp	NOUN
bracis-33596	90	18	):	):	PUNCT
bracis-33596	90	19	hidden_layer_size	hidden_layer_size	PROPN
bracis-33596	90	20	:	:	PUNCT
bracis-33596	90	21	(	(	PUNCT
bracis-33596	90	22	200	200	NUM
bracis-33596	90	23	,	,	PUNCT
bracis-33596	90	24	50	50	NUM
bracis-33596	90	25	,	,	PUNCT
bracis-33596	90	26	30	30	NUM
bracis-33596	90	27	)	)	PUNCT
bracis-33596	90	28	,	,	PUNCT
bracis-33596	90	29	(	(	PUNCT
bracis-33596	90	30	100	100	NUM
bracis-33596	90	31	,	,	PUNCT
bracis-33596	90	32	50	50	NUM
bracis-33596	90	33	,	,	PUNCT
bracis-33596	90	34	10	10	NUM
bracis-33596	90	35	)	)	PUNCT
bracis-33596	90	36	,	,	PUNCT
bracis-33596	90	37	(	(	PUNCT
bracis-33596	90	38	100	100	NUM
bracis-33596	90	39	,	,	PUNCT
bracis-33596	90	40	50	50	NUM
bracis-33596	90	41	)	)	PUNCT
bracis-33596	90	42	,	,	PUNCT
bracis-33596	90	43	(	(	PUNCT
bracis-33596	90	44	200	200	NUM
bracis-33596	90	45	,	,	PUNCT
bracis-33596	90	46	100	100	NUM
bracis-33596	90	47	)	)	PUNCT
bracis-33596	90	48	,	,	PUNCT
bracis-33596	90	49	(	(	PUNCT
bracis-33596	90	50	500	500	NUM
bracis-33596	90	51	,	,	PUNCT
bracis-33596	90	52	250	250	NUM
bracis-33596	90	53	)	)	PUNCT
bracis-33596	90	54	,	,	PUNCT
bracis-33596	90	55	(	(	PUNCT
bracis-33596	90	56	20	20	NUM
bracis-33596	90	57	,	,	PUNCT
bracis-33596	90	58	)	)	PUNCT
bracis-33596	90	59	,	,	PUNCT
bracis-33596	90	60	(	(	PUNCT
bracis-33596	90	61	50	50	NUM
bracis-33596	90	62	,	,	PUNCT
bracis-33596	90	63	)	)	PUNCT
bracis-33596	90	64	,	,	PUNCT
bracis-33596	90	65	(	(	PUNCT
bracis-33596	90	66	100	100	NUM
bracis-33596	90	67	,	,	PUNCT
bracis-33596	90	68	)	)	PUNCT
bracis-33596	90	69	,	,	PUNCT
bracis-33596	90	70	(	(	PUNCT
bracis-33596	90	71	10	10	NUM
bracis-33596	90	72	,	,	PUNCT
bracis-33596	90	73	)	)	PUNCT
bracis-33596	90	74	,	,	PUNCT
bracis-33596	90	75	(	(	PUNCT
bracis-33596	90	76	200	200	NUM
bracis-33596	90	77	,	,	PUNCT
bracis-33596	90	78	)	)	PUNCT
bracis-33596	90	79	;	;	PUNCT
bracis-33596	90	80	activation	activation	NOUN
bracis-33596	90	81	:	:	PUNCT
bracis-33596	90	82	tangencial	tangencial	NOUN
bracis-33596	90	83	e	e	NOUN
bracis-33596	90	84	relu	relu	NOUN
bracis-33596	90	85	.	.	PUNCT
bracis-33596	91	1	;	;	PUNCT
bracis-33596	91	2	solver	solver	ADV
bracis-33596	91	3	:	:	PUNCT
bracis-33596	91	4	sgd	sgd	PROPN
bracis-33596	91	5	e	e	PROPN
bracis-33596	91	6	adam	adam	PROPN
bracis-33596	91	7	;	;	PUNCT
bracis-33596	91	8	alpha	alpha	NOUN
bracis-33596	91	9	:	:	PUNCT
bracis-33596	91	10	0.0001	0.0001	NUM
bracis-33596	91	11	,	,	PUNCT
bracis-33596	91	12	0.005	0.005	NUM
bracis-33596	91	13	,	,	PUNCT
bracis-33596	91	14	0.05	0.05	NUM
bracis-33596	91	15	;	;	PUNCT
bracis-33596	91	16	learning_rate	learning_rate	NUM
bracis-33596	91	17	:	:	PUNCT
bracis-33596	91	18	constant	constant	ADJ
bracis-33596	91	19	e	e	NOUN
bracis-33596	91	20	adaptive	adaptive	ADJ
bracis-33596	91	21	.	.	PUNCT
bracis-33596	92	1	random	random	ADJ
bracis-33596	92	2	forest	forest	NOUN
bracis-33596	92	3	(	(	PUNCT
bracis-33596	92	4	rf	rf	NOUN
bracis-33596	92	5	):	):	PUNCT
bracis-33596	92	6	n_estimators	n_estimator	NOUN
bracis-33596	92	7	:	:	PUNCT
bracis-33596	92	8	100	100	NUM
bracis-33596	92	9	,	,	PUNCT
bracis-33596	92	10	300	300	NUM
bracis-33596	92	11	,	,	PUNCT
bracis-33596	92	12	500	500	NUM
bracis-33596	92	13	,	,	PUNCT
bracis-33596	92	14	800	800	NUM
bracis-33596	92	15	,	,	PUNCT
bracis-33596	92	16	1200	1200	NUM
bracis-33596	92	17	;	;	PUNCT
bracis-33596	92	18	max_depth	max_depth	X
bracis-33596	92	19	:	:	PUNCT
bracis-33596	92	20	5	5	NUM
bracis-33596	92	21	,	,	PUNCT
bracis-33596	92	22	8	8	NUM
bracis-33596	92	23	,	,	PUNCT
bracis-33596	92	24	15	15	NUM
bracis-33596	92	25	,	,	PUNCT
bracis-33596	92	26	25	25	NUM
bracis-33596	92	27	,	,	PUNCT
bracis-33596	92	28	30	30	NUM
bracis-33596	92	29	;	;	PUNCT
bracis-33596	92	30	min_samples_split	min_samples_split	ADJ
bracis-33596	92	31	:	:	PUNCT
bracis-33596	92	32	2	2	NUM
bracis-33596	92	33	,	,	PUNCT
bracis-33596	92	34	5	5	NUM
bracis-33596	92	35	,	,	PUNCT
bracis-33596	92	36	10	10	NUM
bracis-33596	92	37	,	,	PUNCT
bracis-33596	92	38	15	15	NUM
bracis-33596	92	39	,	,	PUNCT
bracis-33596	92	40	100	100	NUM
bracis-33596	92	41	;	;	PUNCT
bracis-33596	92	42	min_samples_leaf	min_samples_leaf	ADJ
bracis-33596	92	43	:	:	PUNCT
bracis-33596	92	44	1	1	NUM
bracis-33596	92	45	,	,	PUNCT
bracis-33596	92	46	2	2	NUM
bracis-33596	92	47	,	,	PUNCT
bracis-33596	92	48	5	5	NUM
bracis-33596	92	49	,	,	PUNCT
bracis-33596	92	50	10	10	NUM
bracis-33596	92	51	;	;	PUNCT
bracis-33596	92	52	max_features	max_feature	NOUN
bracis-33596	92	53	:	:	PUNCT
bracis-33596	92	54	1	1	NUM
bracis-33596	92	55	,	,	PUNCT
bracis-33596	92	56	2	2	NUM
bracis-33596	92	57	,	,	PUNCT
bracis-33596	92	58	3	3	NUM
bracis-33596	92	59	,	,	PUNCT
bracis-33596	92	60	4	4	NUM
bracis-33596	92	61	,	,	PUNCT
bracis-33596	92	62	5	5	NUM
bracis-33596	92	63	.	.	PUNCT
bracis-33596	92	64	xgboost	xgboost	PROPN
bracis-33596	92	65	(	(	PUNCT
bracis-33596	92	66	xgb	xgb	PROPN
bracis-33596	92	67	):	):	PUNCT
bracis-33596	92	68	min_child_weight	min_child_weight	VERB
bracis-33596	92	69	:	:	PUNCT
bracis-33596	92	70	1	1	NUM
bracis-33596	92	71	,	,	PUNCT
bracis-33596	92	72	5	5	NUM
bracis-33596	92	73	,	,	PUNCT
bracis-33596	92	74	10	10	NUM
bracis-33596	92	75	.	.	PUNCT
bracis-33596	92	76	;	;	PUNCT
bracis-33596	92	77	gamma	gamma	NOUN
bracis-33596	92	78	:	:	PUNCT
bracis-33596	92	79	0.5	0.5	NUM
bracis-33596	92	80	,	,	PUNCT
bracis-33596	92	81	1.0	1.0	NUM
bracis-33596	92	82	,	,	PUNCT
bracis-33596	92	83	1.5	1.5	NUM
bracis-33596	92	84	,	,	PUNCT
bracis-33596	92	85	2.0	2.0	NUM
bracis-33596	92	86	,	,	PUNCT
bracis-33596	92	87	5.0	5.0	NUM
bracis-33596	92	88	;	;	PUNCT
bracis-33596	92	89	subsample	subsample	NOUN
bracis-33596	92	90	:	:	PUNCT
bracis-33596	92	91	0.6	0.6	NUM
bracis-33596	92	92	,	,	PUNCT
bracis-33596	92	93	0.8	0.8	NUM
bracis-33596	92	94	,	,	PUNCT
bracis-33596	92	95	1.0	1.0	NUM
bracis-33596	92	96	;	;	PUNCT
bracis-33596	92	97	colsample_bytree	colsample_bytree	ADJ
bracis-33596	92	98	:	:	PUNCT
bracis-33596	92	99	0.6	0.6	NUM
bracis-33596	92	100	,	,	PUNCT
bracis-33596	92	101	0.8	0.8	NUM
bracis-33596	92	102	,	,	PUNCT
bracis-33596	92	103	1.0	1.0	NUM
bracis-33596	92	104	;	;	PUNCT
bracis-33596	92	105	max_depth	max_depth	X
bracis-33596	92	106	:	:	PUNCT
bracis-33596	92	107	3	3	NUM
bracis-33596	92	108	,	,	PUNCT
bracis-33596	92	109	4	4	NUM
bracis-33596	92	110	,	,	PUNCT
bracis-33596	92	111	5	5	NUM
bracis-33596	92	112	,	,	PUNCT
bracis-33596	92	113	8	8	NUM
bracis-33596	92	114	,	,	PUNCT
bracis-33596	92	115	12	12	NUM
bracis-33596	92	116	;	;	PUNCT
bracis-33596	92	117	eta	eta	PROPN
bracis-33596	92	118	:	:	PUNCT
bracis-33596	92	119	0.3	0.3	NUM
bracis-33596	92	120	,	,	PUNCT
bracis-33596	92	121	0.2	0.2	NUM
bracis-33596	92	122	,	,	PUNCT
bracis-33596	92	123	0.1	0.1	NUM
bracis-33596	92	124	,	,	PUNCT
bracis-33596	92	125	0.05	0.05	NUM
bracis-33596	92	126	,	,	PUNCT
bracis-33596	92	127	0.01	0.01	NUM
bracis-33596	92	128	,	,	PUNCT
bracis-33596	92	129	0.005	0.005	NUM
bracis-33596	92	130	.	.	PUNCT
bracis-33596	93	1	for	for	ADP
bracis-33596	93	2	the	the	DET
bracis-33596	93	3	second	second	ADJ
bracis-33596	93	4	scenario	scenario	NOUN
bracis-33596	93	5	,	,	PUNCT
bracis-33596	93	6	tabular	tabular	PROPN
bracis-33596	93	7	data	datum	NOUN
bracis-33596	93	8	and	and	CCONJ
bracis-33596	93	9	time	time	NOUN
bracis-33596	93	10	series	series	PROPN
bracis-33596	93	11	data	datum	NOUN
bracis-33596	93	12	from	from	ADP
bracis-33596	93	13	each	each	DET
bracis-33596	93	14	patient	patient	NOUN
bracis-33596	93	15	’s	’s	PART
bracis-33596	93	16	ecg	ecg	PROPN
bracis-33596	93	17	-	-	PUNCT
bracis-33596	93	18	holter	holter	NOUN
bracis-33596	93	19	exams	exam	NOUN
bracis-33596	93	20	were	be	AUX
bracis-33596	93	21	utilized	utilize	VERB
bracis-33596	93	22	.	.	PUNCT
bracis-33596	94	1	in	in	ADP
bracis-33596	94	2	this	this	DET
bracis-33596	94	3	scenario	scenario	NOUN
bracis-33596	94	4	,	,	PUNCT
bracis-33596	94	5	we	we	PRON
bracis-33596	94	6	present	present	VERB
bracis-33596	94	7	a	a	DET
bracis-33596	94	8	formal	formal	ADJ
bracis-33596	94	9	description	description	NOUN
bracis-33596	94	10	of	of	ADP
bracis-33596	94	11	a	a	DET
bracis-33596	94	12	composite	composite	ADJ
bracis-33596	94	13	system	system	NOUN
bracis-33596	94	14	employing	employ	VERB
bracis-33596	94	15	an	an	DET
bracis-33596	94	16	elman	elman	NOUN
bracis-33596	94	17	rnn	rnn	NOUN
bracis-33596	94	18	and	and	CCONJ
bracis-33596	94	19	a	a	DET
bracis-33596	94	20	multilayer	multilayer	ADJ
bracis-33596	94	21	perceptron	perceptron	NOUN
bracis-33596	94	22	(	(	PUNCT
bracis-33596	94	23	mlp	mlp	PROPN
bracis-33596	94	24	)	)	PUNCT
bracis-33596	94	25	for	for	ADP
bracis-33596	94	26	tasks	task	NOUN
bracis-33596	94	27	involving	involve	VERB
bracis-33596	94	28	time	time	NOUN
bracis-33596	94	29	series	series	NOUN
bracis-33596	94	30	and	and	CCONJ
bracis-33596	94	31	tabular	tabular	PROPN
bracis-33596	94	32	data	datum	NOUN
bracis-33596	94	33	.	.	PUNCT
bracis-33596	95	1	the	the	DET
bracis-33596	95	2	overall	overall	ADJ
bracis-33596	95	3	process	process	NOUN
bracis-33596	95	4	can	can	AUX
bracis-33596	95	5	be	be	AUX
bracis-33596	95	6	decomposed	decompose	VERB
bracis-33596	95	7	into	into	ADP
bracis-33596	95	8	two	two	NUM
bracis-33596	95	9	stages	stage	NOUN
bracis-33596	95	10	:	:	PUNCT
bracis-33596	95	11	(	(	PUNCT
bracis-33596	95	12	1	1	X
bracis-33596	95	13	)	)	PUNCT
bracis-33596	95	14	the	the	DET
bracis-33596	95	15	elman	elman	PROPN
bracis-33596	95	16	rnn	rnn	PROPN
bracis-33596	95	17	,	,	PUNCT
bracis-33596	95	18	responsible	responsible	ADJ
bracis-33596	95	19	for	for	ADP
bracis-33596	95	20	handling	handle	VERB
bracis-33596	95	21	the	the	DET
bracis-33596	95	22	inherent	inherent	ADJ
bracis-33596	95	23	sequential	sequential	ADJ
bracis-33596	95	24	nature	nature	NOUN
bracis-33596	95	25	of	of	ADP
bracis-33596	95	26	the	the	DET
bracis-33596	95	27	time	time	NOUN
bracis-33596	95	28	series	series	PROPN
bracis-33596	95	29	data	data	PROPN
bracis-33596	95	30	[	[	X
bracis-33596	95	31	5	5	NUM
bracis-33596	95	32	]	]	PUNCT
bracis-33596	95	33	,	,	PUNCT
bracis-33596	95	34	and	and	CCONJ
bracis-33596	95	35	(	(	PUNCT
bracis-33596	95	36	2	2	X
bracis-33596	95	37	)	)	PUNCT
bracis-33596	95	38	the	the	DET
bracis-33596	95	39	multilayer	multilayer	PROPN
bracis-33596	95	40	perceptron	perceptron	PROPN
bracis-33596	95	41	,	,	PUNCT
bracis-33596	95	42	which	which	PRON
bracis-33596	95	43	integrates	integrate	VERB
bracis-33596	95	44	the	the	DET
bracis-33596	95	45	outputs	output	NOUN
bracis-33596	95	46	generated	generate	VERB
bracis-33596	95	47	by	by	ADP
bracis-33596	95	48	the	the	DET
bracis-33596	95	49	rnn	rnn	NOUN
bracis-33596	95	50	with	with	ADP
bracis-33596	95	51	the	the	DET
bracis-33596	95	52	provided	provide	VERB
bracis-33596	95	53	tabular	tabular	PROPN
bracis-33596	95	54	data	datum	NOUN
bracis-33596	95	55	.	.	PUNCT
bracis-33596	96	1	the	the	DET
bracis-33596	96	2	purpose	purpose	NOUN
bracis-33596	96	3	of	of	ADP
bracis-33596	96	4	choosing	choose	VERB
bracis-33596	96	5	a	a	DET
bracis-33596	96	6	hybrid	hybrid	ADJ
bracis-33596	96	7	model	model	NOUN
bracis-33596	96	8	using	use	VERB
bracis-33596	96	9	rnn	rnn	PROPN
bracis-33596	96	10	+	+	CCONJ
bracis-33596	96	11	mlp	mlp	NOUN
bracis-33596	96	12	is	be	AUX
bracis-33596	96	13	to	to	PART
bracis-33596	96	14	observe	observe	VERB
bracis-33596	96	15	,	,	PUNCT
bracis-33596	96	16	through	through	ADP
bracis-33596	96	17	the	the	DET
bracis-33596	96	18	use	use	NOUN
bracis-33596	96	19	of	of	ADP
bracis-33596	96	20	the	the	DET
bracis-33596	96	21	rnn	rnn	NOUN
bracis-33596	96	22	,	,	PUNCT
bracis-33596	96	23	whether	whether	SCONJ
bracis-33596	96	24	the	the	DET
bracis-33596	96	25	time	time	NOUN
bracis-33596	96	26	series	series	NOUN
bracis-33596	96	27	extracted	extract	VERB
bracis-33596	96	28	from	from	ADP
bracis-33596	96	29	ecg	ecg	PROPN
bracis-33596	96	30	exams	exam	NOUN
bracis-33596	96	31	add	add	VERB
bracis-33596	96	32	value	value	NOUN
bracis-33596	96	33	to	to	ADP
bracis-33596	96	34	the	the	DET
bracis-33596	96	35	scd	scd	PROPN
bracis-33596	96	36	problem	problem	NOUN
bracis-33596	96	37	in	in	ADP
bracis-33596	96	38	cc	cc	ADP
bracis-33596	96	39	when	when	SCONJ
bracis-33596	96	40	concatenated	concatenate	VERB
bracis-33596	96	41	with	with	ADP
bracis-33596	96	42	tabular	tabular	PROPN
bracis-33596	96	43	data	datum	NOUN
bracis-33596	96	44	,	,	PUNCT
bracis-33596	96	45	in	in	ADP
bracis-33596	96	46	order	order	NOUN
bracis-33596	96	47	to	to	PART
bracis-33596	96	48	obtain	obtain	VERB
bracis-33596	96	49	a	a	DET
bracis-33596	96	50	more	more	ADV
bracis-33596	96	51	efficient	efficient	ADJ
bracis-33596	96	52	multimodal	multimodal	NOUN
bracis-33596	96	53	hybrid	hybrid	NOUN
bracis-33596	96	54	model	model	NOUN
bracis-33596	96	55	.	.	PUNCT
bracis-33596	97	1	another	another	DET
bracis-33596	97	2	point	point	NOUN
bracis-33596	97	3	is	be	AUX
bracis-33596	97	4	that	that	SCONJ
bracis-33596	97	5	backpropagation	backpropagation	NOUN
bracis-33596	97	6	ensures	ensure	VERB
bracis-33596	97	7	that	that	SCONJ
bracis-33596	97	8	both	both	DET
bracis-33596	97	9	parts	part	NOUN
bracis-33596	97	10	of	of	ADP
bracis-33596	97	11	the	the	DET
bracis-33596	97	12	model	model	NOUN
bracis-33596	97	13	(	(	PUNCT
bracis-33596	97	14	rnn	rnn	NOUN
bracis-33596	97	15	+	+	CCONJ
bracis-33596	97	16	mlp	mlp	NOUN
bracis-33596	97	17	)	)	PUNCT
bracis-33596	97	18	are	be	AUX
bracis-33596	97	19	adjusted	adjust	VERB
bracis-33596	97	20	in	in	ADP
bracis-33596	97	21	a	a	DET
bracis-33596	97	22	coordinated	coordinated	ADJ
bracis-33596	97	23	and	and	CCONJ
bracis-33596	97	24	efficient	efficient	ADJ
bracis-33596	97	25	manner	manner	NOUN
bracis-33596	97	26	,	,	PUNCT
bracis-33596	97	27	maximizing	maximize	VERB
bracis-33596	97	28	the	the	DET
bracis-33596	97	29	model	model	NOUN
bracis-33596	97	30	’s	’s	PART
bracis-33596	97	31	ability	ability	NOUN
bracis-33596	97	32	to	to	PART
bracis-33596	97	33	capture	capture	VERB
bracis-33596	97	34	and	and	CCONJ
bracis-33596	97	35	integrate	integrate	VERB
bracis-33596	97	36	temporal	temporal	ADJ
bracis-33596	97	37	and	and	CCONJ
bracis-33596	97	38	tabular	tabular	ADJ
bracis-33596	97	39	information	information	NOUN
bracis-33596	97	40	.	.	PUNCT
bracis-33596	98	1	the	the	DET
bracis-33596	98	2	output	output	NOUN
bracis-33596	98	3	of	of	ADP
bracis-33596	98	4	the	the	DET
bracis-33596	98	5	rnn	rnn	NOUN
bracis-33596	98	6	at	at	ADP
bracis-33596	98	7	time	time	NOUN
bracis-33596	98	8	step	step	NOUN
bracis-33596	98	9	\	\	PROPN
bracis-33596	98	10	(	(	PUNCT
bracis-33596	98	11	t	t	PROPN
bracis-33596	98	12	\	\	PROPN
bracis-33596	98	13	)	)	PUNCT
bracis-33596	98	14	can	can	AUX
bracis-33596	98	15	be	be	AUX
bracis-33596	98	16	mathematically	mathematically	ADV
bracis-33596	98	17	described	describe	VERB
bracis-33596	98	18	by	by	ADP
bracis-33596	98	19	equation	equation	NOUN
bracis-33596	98	20	below	below	ADP
bracis-33596	98	21	(	(	PUNCT
bracis-33596	98	22	i	i	NOUN
bracis-33596	98	23	)	)	PUNCT
bracis-33596	98	24	,	,	PUNCT
bracis-33596	98	25	where	where	SCONJ
bracis-33596	98	26	\	\	PROPN
bracis-33596	98	27	(	(	PUNCT
bracis-33596	98	28	x_t	x_t	PUNCT
bracis-33596	98	29	\	\	NOUN
bracis-33596	98	30	)	)	PUNCT
bracis-33596	98	31	represents	represent	VERB
bracis-33596	98	32	the	the	DET
bracis-33596	98	33	input	input	NOUN
bracis-33596	98	34	vector	vector	NOUN
bracis-33596	98	35	at	at	ADP
bracis-33596	98	36	time	time	NOUN
bracis-33596	98	37	\	\	PROPN
bracis-33596	98	38	(	(	PUNCT
bracis-33596	98	39	t	t	NOUN
bracis-33596	98	40	\	\	PROPN
bracis-33596	98	41	)	)	PUNCT
bracis-33596	98	42	,	,	PUNCT
bracis-33596	98	43	\	\	PROPN
bracis-33596	98	44	(	(	PUNCT
bracis-33596	98	45	h_t	h_t	PROPN
bracis-33596	98	46	\	\	PROPN
bracis-33596	98	47	)	)	PUNCT
bracis-33596	98	48	is	be	AUX
bracis-33596	98	49	the	the	DET
bracis-33596	98	50	hidden	hidden	ADJ
bracis-33596	98	51	state	state	NOUN
bracis-33596	98	52	at	at	ADP
bracis-33596	98	53	time	time	NOUN
bracis-33596	98	54	\	\	PROPN
bracis-33596	98	55	(	(	PUNCT
bracis-33596	98	56	t	t	NOUN
bracis-33596	98	57	\	\	PROPN
bracis-33596	98	58	)	)	PUNCT
bracis-33596	98	59	,	,	PUNCT
bracis-33596	98	60	\	\	PROPN
bracis-33596	98	61	(	(	PUNCT
bracis-33596	98	62	y_t	y_t	NUM
bracis-33596	98	63	\	\	NOUN
bracis-33596	98	64	)	)	PUNCT
bracis-33596	98	65	is	be	AUX
bracis-33596	98	66	the	the	DET
bracis-33596	98	67	output	output	NOUN
bracis-33596	98	68	at	at	ADP
bracis-33596	98	69	time	time	NOUN
bracis-33596	98	70	\	\	PROPN
bracis-33596	98	71	(	(	PUNCT
bracis-33596	98	72	t	t	NOUN
bracis-33596	98	73	\	\	PROPN
bracis-33596	98	74	)	)	PUNCT
bracis-33596	98	75	,	,	PUNCT
bracis-33596	98	76	\	\	PROPN
bracis-33596	98	77	(	(	PUNCT
bracis-33596	98	78	b_y	b_y	PUNCT
bracis-33596	98	79	\	\	NOUN
bracis-33596	98	80	)	)	PUNCT
bracis-33596	98	81	is	be	AUX
bracis-33596	98	82	the	the	DET
bracis-33596	98	83	bias	bias	NOUN
bracis-33596	98	84	vector	vector	NOUN
bracis-33596	98	85	for	for	ADP
bracis-33596	98	86	output	output	NOUN
bracis-33596	98	87	,	,	PUNCT
bracis-33596	98	88	and	and	CCONJ
bracis-33596	98	89	\	\	PROPN
bracis-33596	98	90	(	(	PUNCT
bracis-33596	98	91	h_t	h_t	PROPN
bracis-33596	98	92	\	\	PROPN
bracis-33596	98	93	)	)	PUNCT
bracis-33596	98	94	is	be	AUX
bracis-33596	98	95	the	the	DET
bracis-33596	98	96	hidden	hidden	ADJ
bracis-33596	98	97	state	state	NOUN
bracis-33596	98	98	.	.	PUNCT
bracis-33596	99	1	$	$	SYM
bracis-33596	99	2	$	$	SYM
bracis-33596	99	3	\begin{aligned	\begin{aligne	VERB
bracis-33596	99	4	}	}	PUNCT
bracis-33596	99	5	y_t	y_t	NUM
bracis-33596	99	6	=	=	SYM
bracis-33596	99	7	w_{hy	w_{hy	NOUN
bracis-33596	99	8	}	}	PUNCT
bracis-33596	99	9	h_t	h_t	PUNCT
bracis-33596	100	1	+	+	NUM
bracis-33596	100	2	b_y	b_y	NOUN
bracis-33596	100	3	\qquad	\qquad	PROPN
bracis-33596	100	4	(	(	PUNCT
bracis-33596	100	5	i	i	NOUN
bracis-33596	100	6	)	)	PUNCT
bracis-33596	100	7	\end{aligned}$$	\end{aligned}$$	ADP
bracis-33596	100	8	the	the	DET
bracis-33596	100	9	\	\	PROPN
bracis-33596	100	10	(	(	PUNCT
bracis-33596	100	11	h_t	h_t	PROPN
bracis-33596	100	12	\	\	PROPN
bracis-33596	100	13	)	)	PUNCT
bracis-33596	100	14	is	be	AUX
bracis-33596	100	15	given	give	VERB
bracis-33596	100	16	by	by	ADP
bracis-33596	100	17	the	the	DET
bracis-33596	100	18	following	follow	VERB
bracis-33596	100	19	equation	equation	NOUN
bracis-33596	100	20	(	(	PUNCT
bracis-33596	100	21	ii	ii	NOUN
bracis-33596	100	22	)	)	PUNCT
bracis-33596	100	23	,	,	PUNCT
bracis-33596	100	24	where	where	SCONJ
bracis-33596	100	25	\	\	PROPN
bracis-33596	100	26	(	(	PUNCT
bracis-33596	100	27	w_{xh	w_{xh	X
bracis-33596	100	28	}	}	PUNCT
bracis-33596	100	29	\	\	NOUN
bracis-33596	100	30	)	)	PUNCT
bracis-33596	100	31	represents	represent	VERB
bracis-33596	100	32	the	the	DET
bracis-33596	100	33	weight	weight	NOUN
bracis-33596	100	34	matrix	matrix	NOUN
bracis-33596	100	35	from	from	ADP
bracis-33596	100	36	input	input	NOUN
bracis-33596	100	37	to	to	ADP
bracis-33596	100	38	hidden	hidden	ADJ
bracis-33596	100	39	state	state	NOUN
bracis-33596	100	40	,	,	PUNCT
bracis-33596	100	41	\	\	PROPN
bracis-33596	100	42	(	(	PUNCT
bracis-33596	100	43	w_{hh	w_{hh	NOUN
bracis-33596	100	44	}	}	PUNCT
bracis-33596	100	45	\	\	NOUN
bracis-33596	100	46	)	)	PUNCT
bracis-33596	100	47	is	be	AUX
bracis-33596	100	48	the	the	DET
bracis-33596	100	49	weight	weight	NOUN
bracis-33596	100	50	matrix	matrix	NOUN
bracis-33596	100	51	from	from	ADP
bracis-33596	100	52	previous	previous	ADJ
bracis-33596	100	53	hidden	hidden	ADJ
bracis-33596	100	54	state	state	NOUN
bracis-33596	100	55	to	to	PART
bracis-33596	100	56	current	current	VERB
bracis-33596	100	57	hidden	hide	VERB
bracis-33596	100	58	state	state	NOUN
bracis-33596	100	59	,	,	PUNCT
bracis-33596	100	60	\	\	PROPN
bracis-33596	100	61	(	(	PUNCT
bracis-33596	100	62	w_{hy	w_{hy	NOUN
bracis-33596	100	63	}	}	PUNCT
bracis-33596	100	64	\	\	NOUN
bracis-33596	100	65	)	)	PUNCT
bracis-33596	100	66	is	be	AUX
bracis-33596	100	67	the	the	DET
bracis-33596	100	68	weight	weight	NOUN
bracis-33596	100	69	matrix	matrix	NOUN
bracis-33596	100	70	from	from	ADP
bracis-33596	100	71	hidden	hide	VERB
bracis-33596	100	72	state	state	NOUN
bracis-33596	100	73	to	to	PART
bracis-33596	100	74	output	output	VERB
bracis-33596	100	75	,	,	PUNCT
bracis-33596	100	76	and	and	CCONJ
bracis-33596	100	77	\	\	PROPN
bracis-33596	100	78	(	(	PUNCT
bracis-33596	100	79	b_h	b_h	PUNCT
bracis-33596	100	80	\	\	NOUN
bracis-33596	100	81	)	)	PUNCT
bracis-33596	100	82	is	be	AUX
bracis-33596	100	83	the	the	DET
bracis-33596	100	84	bias	bias	NOUN
bracis-33596	100	85	vector	vector	NOUN
bracis-33596	100	86	for	for	ADP
bracis-33596	100	87	hidden	hidden	ADJ
bracis-33596	100	88	state	state	NOUN
bracis-33596	100	89	.	.	PUNCT
bracis-33596	101	1	$	$	SYM
bracis-33596	101	2	$	$	SYM
bracis-33596	101	3	\begin{aligned	\begin{aligne	VERB
bracis-33596	101	4	}	}	PUNCT
bracis-33596	101	5	h_t	h_t	PUNCT
bracis-33596	101	6	=	=	SYM
bracis-33596	102	1	\sigma	\sigma	PROPN
bracis-33596	102	2	(	(	PUNCT
bracis-33596	102	3	w_{xh	w_{xh	NOUN
bracis-33596	102	4	}	}	PUNCT
bracis-33596	102	5	x_t	x_t	PUNCT
bracis-33596	103	1	+	+	NUM
bracis-33596	103	2	w_{hh	w_{hh	NOUN
bracis-33596	103	3	}	}	PUNCT
bracis-33596	103	4	h_{t-1	h_{t-1	ADV
bracis-33596	103	5	}	}	PUNCT
bracis-33596	103	6	+	+	CCONJ
bracis-33596	103	7	b_h	b_h	NOUN
bracis-33596	103	8	)	)	PUNCT
bracis-33596	103	9	\qquad	\qquad	PROPN
bracis-33596	103	10	(	(	PUNCT
bracis-33596	103	11	ii	ii	NOUN
bracis-33596	103	12	)	)	PUNCT
bracis-33596	103	13	\end{aligned}$$	\end{aligned}$$	PRON
bracis-33596	103	14	assume	assume	VERB
bracis-33596	103	15	that	that	SCONJ
bracis-33596	103	16	the	the	DET
bracis-33596	103	17	vector	vector	NOUN
bracis-33596	103	18	\	\	PROPN
bracis-33596	103	19	(	(	PUNCT
bracis-33596	103	20	z_t	z_t	PUNCT
bracis-33596	103	21	\	\	NOUN
bracis-33596	103	22	)	)	PUNCT
bracis-33596	103	23	is	be	AUX
bracis-33596	103	24	the	the	DET
bracis-33596	103	25	concat	concat	NOUN
bracis-33596	103	26	of	of	ADP
bracis-33596	103	27	the	the	DET
bracis-33596	103	28	output	output	NOUN
bracis-33596	103	29	of	of	ADP
bracis-33596	103	30	an	an	DET
bracis-33596	103	31	rnn	rnn	NOUN
bracis-33596	103	32	(	(	PUNCT
bracis-33596	103	33	\	\	PROPN
bracis-33596	103	34	(	(	PUNCT
bracis-33596	103	35	y_t	y_t	NUM
bracis-33596	103	36	\	\	PROPN
bracis-33596	103	37	)	)	PUNCT
bracis-33596	103	38	)	)	PUNCT
bracis-33596	103	39	and	and	CCONJ
bracis-33596	103	40	tabular	tabular	PROPN
bracis-33596	103	41	data	datum	NOUN
bracis-33596	103	42	(	(	PUNCT
bracis-33596	103	43	\	\	PROPN
bracis-33596	103	44	(	(	PUNCT
bracis-33596	103	45	d_t	d_t	NOUN
bracis-33596	103	46	\	\	NOUN
bracis-33596	103	47	)	)	PUNCT
bracis-33596	103	48	)	)	PUNCT
bracis-33596	103	49	.	.	PUNCT
bracis-33596	104	1	the	the	DET
bracis-33596	104	2	mathematical	mathematical	ADJ
bracis-33596	104	3	expression	expression	NOUN
bracis-33596	104	4	for	for	ADP
bracis-33596	104	5	processing	process	VERB
bracis-33596	104	6	\	\	PROPN
bracis-33596	104	7	(	(	PUNCT
bracis-33596	104	8	z_t	z_t	NUM
bracis-33596	104	9	\	\	NOUN
bracis-33596	104	10	)	)	PUNCT
bracis-33596	104	11	as	as	SCONJ
bracis-33596	104	12	the	the	DET
bracis-33596	104	13	input	input	NOUN
bracis-33596	104	14	to	to	ADP
bracis-33596	104	15	an	an	DET
bracis-33596	104	16	mlp	mlp	NOUN
bracis-33596	104	17	is	be	AUX
bracis-33596	104	18	described	describe	VERB
bracis-33596	104	19	as	as	ADP
bracis-33596	104	20	follows	follow	VERB
bracis-33596	104	21	,	,	PUNCT
bracis-33596	104	22	 	 	SPACE
bracis-33596	104	23	where	where	SCONJ
bracis-33596	104	24	$	$	SYM
bracis-33596	104	25	$	$	SYM
bracis-33596	104	26	z_t	z_t	NUM
bracis-33596	104	27	=	=	SYM
bracis-33596	104	28	\left	\left	PROPN
bracis-33596	104	29	[	[	PUNCT
bracis-33596	104	30	y_t	y_t	NUM
bracis-33596	104	31	||	||	NOUN
bracis-33596	104	32	d_t	d_t	PUNCT
bracis-33596	105	1	\right	\right	NOUN
bracis-33596	105	2	]	]	X
bracis-33596	105	3	\qquad	\qquad	PROPN
bracis-33596	105	4	(	(	PUNCT
bracis-33596	105	5	iii	iii	NOUN
bracis-33596	105	6	)	)	PUNCT
bracis-33596	105	7	$	$	SYM
bracis-33596	105	8	$	$	SYM
bracis-33596	105	9	the	the	DET
bracis-33596	105	10	input	input	NOUN
bracis-33596	105	11	to	to	ADP
bracis-33596	105	12	the	the	DET
bracis-33596	105	13	mlp	mlp	NOUN
bracis-33596	105	14	is	be	AUX
bracis-33596	105	15	\(a^{(0	\(a^{(0	ADJ
bracis-33596	105	16	)	)	PUNCT
bracis-33596	105	17	}	}	PUNCT
bracis-33596	105	18	=	=	SYM
bracis-33596	105	19	z_t\	z_t\	NOUN
bracis-33596	105	20	)	)	PUNCT
bracis-33596	105	21	.	.	PUNCT
bracis-33596	106	1	for	for	ADP
bracis-33596	106	2	an	an	DET
bracis-33596	106	3	mlp	mlp	NOUN
bracis-33596	106	4	with	with	ADP
bracis-33596	106	5	\	\	PROPN
bracis-33596	106	6	(	(	PUNCT
bracis-33596	106	7	l	l	NOUN
bracis-33596	106	8	\	\	NOUN
bracis-33596	106	9	)	)	PUNCT
bracis-33596	106	10	hidden	hide	VERB
bracis-33596	106	11	layers	layer	NOUN
bracis-33596	106	12	and	and	CCONJ
bracis-33596	106	13	an	an	DET
bracis-33596	106	14	output	output	NOUN
bracis-33596	106	15	layer	layer	NOUN
bracis-33596	106	16	(	(	PUNCT
bracis-33596	106	17	l	l	NOUN
bracis-33596	106	18	+	+	NOUN
bracis-33596	106	19	1	1	NUM
bracis-33596	106	20	)	)	PUNCT
bracis-33596	106	21	,	,	PUNCT
bracis-33596	106	22	the	the	DET
bracis-33596	106	23	final	final	ADJ
bracis-33596	106	24	output	output	NOUN
bracis-33596	106	25	\	\	NOUN
bracis-33596	106	26	(	(	PUNCT
bracis-33596	106	27	\hat{y	\hat{y	PROPN
bracis-33596	106	28	}	}	PUNCT
bracis-33596	106	29	\	\	NOUN
bracis-33596	106	30	)	)	PUNCT
bracis-33596	106	31	is	be	AUX
bracis-33596	106	32	showed	show	VERB
bracis-33596	106	33	in	in	ADP
bracis-33596	106	34	followed	follow	VERB
bracis-33596	106	35	equitation	equitation	NOUN
bracis-33596	106	36	(	(	PUNCT
bracis-33596	106	37	iv	iv	NOUN
bracis-33596	106	38	)	)	PUNCT
bracis-33596	106	39	,	,	PUNCT
bracis-33596	106	40	where	where	SCONJ
bracis-33596	106	41	\	\	PROPN
bracis-33596	106	42	(	(	PUNCT
bracis-33596	106	43	w^{(l	w^{(l	NOUN
bracis-33596	106	44	)	)	PUNCT
bracis-33596	106	45	}	}	PUNCT
bracis-33596	106	46	\	\	NOUN
bracis-33596	106	47	)	)	PUNCT
bracis-33596	106	48	represents	represent	VERB
bracis-33596	106	49	the	the	DET
bracis-33596	106	50	weight	weight	NOUN
bracis-33596	106	51	matrix	matrix	NOUN
bracis-33596	106	52	of	of	ADP
bracis-33596	106	53	layer	layer	NOUN
bracis-33596	106	54	\	\	PROPN
bracis-33596	106	55	(	(	PUNCT
bracis-33596	106	56	l	l	NOUN
bracis-33596	106	57	\	\	PROPN
bracis-33596	106	58	)	)	PUNCT
bracis-33596	106	59	,	,	PUNCT
bracis-33596	106	60	\	\	PROPN
bracis-33596	106	61	(	(	PUNCT
bracis-33596	106	62	b^{(l	b^{(l	X
bracis-33596	106	63	)	)	PUNCT
bracis-33596	106	64	}	}	PUNCT
bracis-33596	106	65	\	\	NOUN
bracis-33596	106	66	)	)	PUNCT
bracis-33596	106	67	is	be	AUX
bracis-33596	106	68	the	the	DET
bracis-33596	106	69	bias	bias	NOUN
bracis-33596	106	70	vector	vector	NOUN
bracis-33596	106	71	of	of	ADP
bracis-33596	106	72	layer	layer	NOUN
bracis-33596	106	73	\	\	PROPN
bracis-33596	106	74	(	(	PUNCT
bracis-33596	106	75	l	l	NOUN
bracis-33596	106	76	\	\	PROPN
bracis-33596	106	77	)	)	PUNCT
bracis-33596	106	78	,	,	PUNCT
bracis-33596	107	1	\	\	PROPN
bracis-33596	107	2	(	(	PUNCT
bracis-33596	107	3	a^{(l	a^{(l	PROPN
bracis-33596	107	4	)	)	PUNCT
bracis-33596	107	5	}	}	PUNCT
bracis-33596	107	6	\	\	NOUN
bracis-33596	107	7	)	)	PUNCT
bracis-33596	107	8	is	be	AUX
bracis-33596	107	9	the	the	DET
bracis-33596	107	10	activation	activation	NOUN
bracis-33596	107	11	vector	vector	NOUN
bracis-33596	107	12	of	of	ADP
bracis-33596	107	13	layer	layer	NOUN
bracis-33596	107	14	\	\	PROPN
bracis-33596	107	15	(	(	PUNCT
bracis-33596	107	16	l	l	NOUN
bracis-33596	107	17	\	\	PROPN
bracis-33596	107	18	)	)	PUNCT
bracis-33596	107	19	,	,	PUNCT
bracis-33596	107	20	and	and	CCONJ
bracis-33596	107	21	\	\	PROPN
bracis-33596	107	22	(	(	PUNCT
bracis-33596	107	23	\sigma	\sigma	PROPN
bracis-33596	107	24	\	\	PROPN
bracis-33596	107	25	)	)	PUNCT
bracis-33596	107	26	is	be	AUX
bracis-33596	107	27	the	the	DET
bracis-33596	107	28	an	an	DET
bracis-33596	107	29	activation	activation	NOUN
bracis-33596	107	30	function	function	NOUN
bracis-33596	107	31	,	,	PUNCT
bracis-33596	107	32	such	such	ADJ
bracis-33596	107	33	as	as	ADP
bracis-33596	107	34	relu	relu	NOUN
bracis-33596	107	35	,	,	PUNCT
bracis-33596	107	36	sigmoid	sigmoid	NOUN
bracis-33596	107	37	,	,	PUNCT
bracis-33596	107	38	or	or	CCONJ
bracis-33596	107	39	tanh	tanh	NOUN
bracis-33596	107	40	.	.	PUNCT
bracis-33596	108	1	$	$	SYM
bracis-33596	108	2	$	$	SYM
bracis-33596	108	3	\hat{y	\hat{y	PROPN
bracis-33596	108	4	}	}	PUNCT
bracis-33596	108	5	=	=	SYM
bracis-33596	108	6	a^{(l+1	a^{(l+1	PROPN
bracis-33596	108	7	)	)	PUNCT
bracis-33596	108	8	}	}	PUNCT
bracis-33596	109	1	=	=	SYM
bracis-33596	109	2	\sigma	\sigma	PROPN
bracis-33596	109	3	(	(	PUNCT
bracis-33596	109	4	w^{(l+1	w^{(l+1	PROPN
bracis-33596	109	5	)	)	PUNCT
bracis-33596	109	6	}	}	PUNCT
bracis-33596	109	7	a^{(l	a^{(l	NOUN
bracis-33596	109	8	)	)	PUNCT
bracis-33596	109	9	}	}	PUNCT
bracis-33596	110	1	+	+	CCONJ
bracis-33596	110	2	b^{(l+1	b^{(l+1	PROPN
bracis-33596	110	3	)	)	PUNCT
bracis-33596	110	4	}	}	PUNCT
bracis-33596	110	5	)	)	PUNCT
bracis-33596	111	1	\qquad	\qquad	PROPN
bracis-33596	111	2	(	(	PUNCT
bracis-33596	111	3	iv	iv	X
bracis-33596	111	4	)	)	PUNCT
bracis-33596	111	5	$	$	SYM
bracis-33596	111	6	$	$	SYM
bracis-33596	111	7	the	the	DET
bracis-33596	111	8	summary	summary	NOUN
bracis-33596	111	9	of	of	ADP
bracis-33596	111	10	the	the	DET
bracis-33596	111	11	process	process	NOUN
bracis-33596	111	12	used	use	VERB
bracis-33596	111	13	in	in	ADP
bracis-33596	111	14	this	this	DET
bracis-33596	111	15	work	work	NOUN
bracis-33596	111	16	can	can	AUX
bracis-33596	111	17	described	describe	VERB
bracis-33596	111	18	in	in	ADP
bracis-33596	111	19	four	four	NUM
bracis-33596	111	20	pass	pass	NOUN
bracis-33596	111	21	:	:	PUNCT
bracis-33596	111	22	(	(	PUNCT
bracis-33596	111	23	i	i	NOUN
bracis-33596	111	24	)	)	PUNCT
bracis-33596	111	25	pass	pass	VERB
bracis-33596	111	26	the	the	DET
bracis-33596	111	27	time	time	NOUN
bracis-33596	111	28	series	series	NOUN
bracis-33596	111	29	through	through	ADP
bracis-33596	111	30	the	the	DET
bracis-33596	111	31	rnn	rnn	NOUN
bracis-33596	111	32	to	to	PART
bracis-33596	111	33	obtain	obtain	VERB
bracis-33596	111	34	\	\	PROPN
bracis-33596	111	35	(	(	PUNCT
bracis-33596	111	36	y_t	y_t	NUM
bracis-33596	111	37	\	\	PROPN
bracis-33596	111	38	)	)	PUNCT
bracis-33596	111	39	;	;	PUNCT
bracis-33596	111	40	(	(	PUNCT
bracis-33596	111	41	ii	ii	NOUN
bracis-33596	111	42	)	)	PUNCT
bracis-33596	111	43	concatenate	concatenate	NOUN
bracis-33596	111	44	\	\	PROPN
bracis-33596	111	45	(	(	PUNCT
bracis-33596	111	46	y_t	y_t	NUM
bracis-33596	111	47	\	\	NOUN
bracis-33596	111	48	)	)	PUNCT
bracis-33596	111	49	with	with	ADP
bracis-33596	111	50	\	\	PROPN
bracis-33596	111	51	(	(	PUNCT
bracis-33596	111	52	d_t	d_t	X
bracis-33596	111	53	\	\	NOUN
bracis-33596	111	54	)	)	PUNCT
bracis-33596	111	55	to	to	PART
bracis-33596	111	56	get	get	VERB
bracis-33596	111	57	\	\	PROPN
bracis-33596	111	58	(	(	PUNCT
bracis-33596	111	59	z_t	z_t	NUM
bracis-33596	111	60	\	\	PROPN
bracis-33596	111	61	)	)	PUNCT
bracis-33596	111	62	,	,	PUNCT
bracis-33596	111	63	(	(	PUNCT
bracis-33596	111	64	iii	iii	NOUN
bracis-33596	111	65	)	)	PUNCT
bracis-33596	111	66	pass	pass	VERB
bracis-33596	111	67	\	\	PROPN
bracis-33596	111	68	(	(	PUNCT
bracis-33596	111	69	z_t	z_t	NUM
bracis-33596	111	70	\	\	NOUN
bracis-33596	111	71	)	)	PUNCT
bracis-33596	111	72	through	through	ADP
bracis-33596	111	73	the	the	DET
bracis-33596	111	74	mlp	mlp	NOUN
bracis-33596	111	75	to	to	PART
bracis-33596	111	76	obtain	obtain	VERB
bracis-33596	111	77	the	the	DET
bracis-33596	111	78	final	final	ADJ
bracis-33596	111	79	output	output	NOUN
bracis-33596	111	80	\	\	NOUN
bracis-33596	111	81	(	(	PUNCT
bracis-33596	111	82	\hat{y	\hat{y	PROPN
bracis-33596	111	83	}	}	PUNCT
bracis-33596	111	84	\	\	NOUN
bracis-33596	111	85	)	)	PUNCT
bracis-33596	111	86	and	and	CCONJ
bracis-33596	111	87	(	(	PUNCT
bracis-33596	111	88	iv	iv	X
bracis-33596	111	89	)	)	PUNCT
bracis-33596	111	90	the	the	DET
bracis-33596	111	91	compute	compute	NOUN
bracis-33596	111	92	the	the	DET
bracis-33596	111	93	error	error	NOUN
bracis-33596	111	94	and	and	CCONJ
bracis-33596	111	95	propagate	propagate	VERB
bracis-33596	111	96	the	the	DET
bracis-33596	111	97	gradients	gradient	NOUN
bracis-33596	111	98	back	back	ADV
bracis-33596	111	99	through	through	ADP
bracis-33596	111	100	the	the	DET
bracis-33596	111	101	mlp	mlp	NOUN
bracis-33596	111	102	and	and	CCONJ
bracis-33596	111	103	then	then	ADV
bracis-33596	111	104	through	through	ADP
bracis-33596	111	105	the	the	DET
bracis-33596	111	106	rnn	rnn	NOUN
bracis-33596	111	107	to	to	PART
bracis-33596	111	108	update	update	VERB
bracis-33596	111	109	the	the	DET
bracis-33596	111	110	weights	weight	NOUN
bracis-33596	111	111	and	and	CCONJ
bracis-33596	111	112	biases	bias	NOUN
bracis-33596	111	113	.	.	PUNCT
bracis-33596	112	1	in	in	ADP
bracis-33596	112	2	scenario	scenario	NOUN
bracis-33596	112	3	1	1	NUM
bracis-33596	112	4	,	,	PUNCT
bracis-33596	112	5	the	the	DET
bracis-33596	112	6	experiments	experiment	NOUN
bracis-33596	112	7	were	be	AUX
bracis-33596	112	8	conducted	conduct	VERB
bracis-33596	112	9	using	use	VERB
bracis-33596	112	10	a	a	DET
bracis-33596	112	11	feature	feature	NOUN
bracis-33596	112	12	selection	selection	NOUN
bracis-33596	112	13	process	process	NOUN
bracis-33596	112	14	,	,	PUNCT
bracis-33596	112	15	considering	consider	VERB
bracis-33596	112	16	a	a	DET
bracis-33596	112	17	range	range	NOUN
bracis-33596	112	18	of	of	ADP
bracis-33596	112	19	5	5	NUM
bracis-33596	112	20	,	,	PUNCT
bracis-33596	112	21	10	10	NUM
bracis-33596	112	22	,	,	PUNCT
bracis-33596	112	23	15	15	NUM
bracis-33596	112	24	,	,	PUNCT
bracis-33596	112	25	20	20	NUM
bracis-33596	112	26	,	,	PUNCT
bracis-33596	112	27	and	and	CCONJ
bracis-33596	112	28	25	25	NUM
bracis-33596	112	29	features	feature	NOUN
bracis-33596	112	30	,	,	PUNCT
bracis-33596	112	31	as	as	ADV
bracis-33596	112	32	well	well	ADV
bracis-33596	112	33	as	as	ADP
bracis-33596	112	34	using	use	VERB
bracis-33596	112	35	all	all	DET
bracis-33596	112	36	63	63	NUM
bracis-33596	112	37	features	feature	NOUN
bracis-33596	112	38	.	.	PUNCT
bracis-33596	113	1	the	the	DET
bracis-33596	113	2	gridsearchcv	gridsearchcv	NOUN
bracis-33596	113	3	method	method	NOUN
bracis-33596	113	4	was	be	AUX
bracis-33596	113	5	employed	employ	VERB
bracis-33596	113	6	to	to	PART
bracis-33596	113	7	select	select	VERB
bracis-33596	113	8	the	the	DET
bracis-33596	113	9	top	top	ADJ
bracis-33596	113	10	features	feature	NOUN
bracis-33596	113	11	in	in	ADP
bracis-33596	113	12	each	each	DET
bracis-33596	113	13	configuration	configuration	NOUN
bracis-33596	113	14	.	.	PUNCT
bracis-33596	114	1	all	all	DET
bracis-33596	114	2	experiments	experiment	NOUN
bracis-33596	114	3	were	be	AUX
bracis-33596	114	4	evaluated	evaluate	VERB
bracis-33596	114	5	using	use	VERB
bracis-33596	114	6	leave	leave	VERB
bracis-33596	114	7	-	-	PUNCT
bracis-33596	114	8	one	one	NUM
bracis-33596	114	9	-	-	PUNCT
bracis-33596	114	10	out	out	NOUN
bracis-33596	114	11	(	(	PUNCT
bracis-33596	114	12	loo	loo	NOUN
bracis-33596	114	13	)	)	PUNCT
bracis-33596	114	14	and	and	CCONJ
bracis-33596	114	15	5	5	NUM
bracis-33596	114	16	-	-	ADJ
bracis-33596	114	17	fold	fold	ADJ
bracis-33596	114	18	cv	cv	NOUN
bracis-33596	114	19	.	.	PROPN
bracis-33596	115	1	in	in	ADP
bracis-33596	115	2	the	the	DET
bracis-33596	115	3	second	second	ADJ
bracis-33596	115	4	scenario	scenario	NOUN
bracis-33596	115	5	,	,	PUNCT
bracis-33596	115	6	two	two	NUM
bracis-33596	115	7	approaches	approach	NOUN
bracis-33596	115	8	were	be	AUX
bracis-33596	115	9	executed	execute	VERB
bracis-33596	115	10	.	.	PUNCT
bracis-33596	116	1	in	in	ADP
bracis-33596	116	2	the	the	DET
bracis-33596	116	3	first	first	ADJ
bracis-33596	116	4	approach	approach	NOUN
bracis-33596	116	5	,	,	PUNCT
bracis-33596	116	6	the	the	DET
bracis-33596	116	7	output	output	NOUN
bracis-33596	116	8	of	of	ADP
bracis-33596	116	9	the	the	DET
bracis-33596	116	10	rnn	rnn	NOUN
bracis-33596	116	11	was	be	AUX
bracis-33596	116	12	directly	directly	ADV
bracis-33596	116	13	concatenated	concatenate	VERB
bracis-33596	116	14	with	with	ADP
bracis-33596	116	15	all	all	DET
bracis-33596	116	16	tabular	tabular	NOUN
bracis-33596	116	17	data	data	NOUN
bracis-33596	116	18	features	feature	NOUN
bracis-33596	116	19	.	.	PUNCT
bracis-33596	117	1	in	in	ADP
bracis-33596	117	2	the	the	DET
bracis-33596	117	3	second	second	ADJ
bracis-33596	117	4	approach	approach	NOUN
bracis-33596	117	5	,	,	PUNCT
bracis-33596	117	6	the	the	DET
bracis-33596	117	7	rnn	rnn	NOUN
bracis-33596	117	8	output	output	NOUN
bracis-33596	117	9	was	be	AUX
bracis-33596	117	10	concatenated	concatenate	VERB
bracis-33596	117	11	only	only	ADV
bracis-33596	117	12	with	with	ADP
bracis-33596	117	13	each	each	PRON
bracis-33596	117	14	of	of	ADP
bracis-33596	117	15	the	the	DET
bracis-33596	117	16	top	top	ADJ
bracis-33596	117	17	selected	select	VERB
bracis-33596	117	18	features	feature	NOUN
bracis-33596	117	19	from	from	ADP
bracis-33596	117	20	the	the	DET
bracis-33596	117	21	mlp	mlp	NOUN
bracis-33596	117	22	model	model	NOUN
bracis-33596	117	23	in	in	ADP
bracis-33596	117	24	scenario	scenario	NOUN
bracis-33596	117	25	1	1	NUM
bracis-33596	117	26	.	.	PUNCT
bracis-33596	118	1	both	both	CCONJ
bracis-33596	118	2	the	the	DET
bracis-33596	118	3	rnn	rnn	PROPN
bracis-33596	118	4	and	and	CCONJ
bracis-33596	118	5	mlp	mlp	PROPN
bracis-33596	118	6	were	be	AUX
bracis-33596	118	7	implemented	implement	VERB
bracis-33596	118	8	using	use	VERB
bracis-33596	118	9	pytorch	pytorch	NOUN
bracis-33596	118	10	.	.	PUNCT
bracis-33596	119	1	to	to	PART
bracis-33596	119	2	facilitate	facilitate	VERB
bracis-33596	119	3	data	datum	NOUN
bracis-33596	119	4	manipulation	manipulation	NOUN
bracis-33596	119	5	,	,	PUNCT
bracis-33596	119	6	two	two	NUM
bracis-33596	119	7	tensors	tensor	NOUN
bracis-33596	119	8	were	be	AUX
bracis-33596	119	9	created	create	VERB
bracis-33596	119	10	for	for	ADP
bracis-33596	119	11	the	the	DET
bracis-33596	119	12	tabular	tabular	PROPN
bracis-33596	119	13	data	datum	NOUN
bracis-33596	119	14	:	:	PUNCT
bracis-33596	119	15	one	one	NUM
bracis-33596	119	16	containing	contain	VERB
bracis-33596	119	17	the	the	DET
bracis-33596	119	18	target	target	NOUN
bracis-33596	119	19	labels	label	NOUN
bracis-33596	119	20	and	and	CCONJ
bracis-33596	119	21	the	the	DET
bracis-33596	119	22	other	other	ADJ
bracis-33596	119	23	containing	contain	VERB
bracis-33596	119	24	the	the	DET
bracis-33596	119	25	attributes	attribute	NOUN
bracis-33596	119	26	.	.	PUNCT
bracis-33596	120	1	during	during	ADP
bracis-33596	120	2	model	model	NOUN
bracis-33596	120	3	training	training	NOUN
bracis-33596	120	4	in	in	ADP
bracis-33596	120	5	scenario	scenario	NOUN
bracis-33596	120	6	2	2	NUM
bracis-33596	120	7	,	,	PUNCT
bracis-33596	120	8	the	the	DET
bracis-33596	120	9	crossentropyloss	crossentropyloss	NOUN
bracis-33596	120	10	loss	loss	NOUN
bracis-33596	120	11	function	function	NOUN
bracis-33596	120	12	was	be	AUX
bracis-33596	120	13	automatically	automatically	ADV
bracis-33596	120	14	calculated	calculate	VERB
bracis-33596	120	15	gradients	gradient	NOUN
bracis-33596	120	16	.	.	PUNCT
bracis-33596	121	1	backpropagation	backpropagation	NOUN
bracis-33596	121	2	was	be	AUX
bracis-33596	121	3	carried	carry	VERB
bracis-33596	121	4	out	out	ADP
bracis-33596	121	5	using	use	VERB
bracis-33596	121	6	the	the	DET
bracis-33596	121	7	loss.backward	loss.backward	NOUN
bracis-33596	121	8	(	(	PUNCT
bracis-33596	121	9	)	)	PUNCT
bracis-33596	121	10	function	function	VERB
bracis-33596	121	11	to	to	PART
bracis-33596	121	12	optimize	optimize	VERB
bracis-33596	121	13	the	the	DET
bracis-33596	121	14	model	model	NOUN
bracis-33596	121	15	by	by	ADP
bracis-33596	121	16	learning	learn	VERB
bracis-33596	121	17	from	from	ADP
bracis-33596	121	18	errors	error	NOUN
bracis-33596	121	19	and	and	CCONJ
bracis-33596	121	20	enhancing	enhance	VERB
bracis-33596	121	21	performance	performance	NOUN
bracis-33596	121	22	.	.	PUNCT
bracis-33596	122	1	the	the	DET
bracis-33596	122	2	gradients	gradient	NOUN
bracis-33596	122	3	were	be	AUX
bracis-33596	122	4	propagated	propagate	VERB
bracis-33596	122	5	through	through	ADP
bracis-33596	122	6	the	the	DET
bracis-33596	122	7	entire	entire	ADJ
bracis-33596	122	8	network	network	NOUN
bracis-33596	122	9	,	,	PUNCT
bracis-33596	122	10	encompassing	encompass	VERB
bracis-33596	122	11	both	both	CCONJ
bracis-33596	122	12	the	the	DET
bracis-33596	122	13	rnn	rnn	NOUN
bracis-33596	122	14	layer	layer	NOUN
bracis-33596	122	15	and	and	CCONJ
bracis-33596	122	16	the	the	DET
bracis-33596	122	17	mlp	mlp	NOUN
bracis-33596	122	18	.	.	PUNCT
bracis-33596	123	1	to	to	PART
bracis-33596	123	2	handle	handle	VERB
bracis-33596	123	3	the	the	DET
bracis-33596	123	4	time	time	NOUN
bracis-33596	123	5	series	series	NOUN
bracis-33596	123	6	extracted	extract	VERB
bracis-33596	123	7	from	from	ADP
bracis-33596	123	8	the	the	DET
bracis-33596	123	9	ecg	ecg	PROPN
bracis-33596	123	10	-	-	PUNCT
bracis-33596	123	11	holter	holter	NOUN
bracis-33596	123	12	exams	exam	NOUN
bracis-33596	123	13	of	of	ADP
bracis-33596	123	14	the	the	DET
bracis-33596	123	15	120	120	NUM
bracis-33596	123	16	patients	patient	NOUN
bracis-33596	123	17	,	,	PUNCT
bracis-33596	123	18	two	two	NUM
bracis-33596	123	19	tensors	tensor	NOUN
bracis-33596	123	20	were	be	AUX
bracis-33596	123	21	created	create	VERB
bracis-33596	123	22	as	as	ADV
bracis-33596	123	23	well	well	ADV
bracis-33596	123	24	.	.	PUNCT
bracis-33596	124	1	one	one	NUM
bracis-33596	124	2	tensor	tensor	NOUN
bracis-33596	124	3	stored	store	VERB
bracis-33596	124	4	the	the	DET
bracis-33596	124	5	values	value	NOUN
bracis-33596	124	6	of	of	ADP
bracis-33596	124	7	the	the	DET
bracis-33596	124	8	27	27	NUM
bracis-33596	124	9	crm	crm	NOUN
bracis-33596	124	10	variables	variable	NOUN
bracis-33596	124	11	,	,	PUNCT
bracis-33596	124	12	while	while	SCONJ
bracis-33596	124	13	the	the	DET
bracis-33596	124	14	other	other	ADJ
bracis-33596	124	15	stored	store	VERB
bracis-33596	124	16	the	the	DET
bracis-33596	124	17	length	length	NOUN
bracis-33596	124	18	of	of	ADP
bracis-33596	124	19	each	each	DET
bracis-33596	124	20	time	time	NOUN
bracis-33596	124	21	series	series	PROPN
bracis-33596	124	22	.	.	PUNCT
bracis-33596	125	1	hyperparameter	hyperparameter	NOUN
bracis-33596	125	2	selection	selection	NOUN
bracis-33596	125	3	was	be	AUX
bracis-33596	125	4	carried	carry	VERB
bracis-33596	125	5	out	out	ADP
bracis-33596	125	6	using	use	VERB
bracis-33596	125	7	the	the	DET
bracis-33596	125	8	parametergrid	parametergrid	NOUN
bracis-33596	125	9	function	function	NOUN
bracis-33596	125	10	from	from	ADP
bracis-33596	125	11	scikit	scikit	NOUN
bracis-33596	125	12	-	-	PUNCT
bracis-33596	125	13	learn	learn	NOUN
bracis-33596	125	14	.	.	PUNCT
bracis-33596	126	1	the	the	DET
bracis-33596	126	2	rnn	rnn	NOUN
bracis-33596	126	3	hyperparameters	hyperparameter	NOUN
bracis-33596	126	4	were	be	AUX
bracis-33596	126	5	chosen	choose	VERB
bracis-33596	126	6	from	from	ADP
bracis-33596	126	7	the	the	DET
bracis-33596	126	8	following	follow	VERB
bracis-33596	126	9	values	value	NOUN
bracis-33596	126	10	:	:	PUNCT
bracis-33596	126	11	recurrent	recurrent	ADJ
bracis-33596	126	12	neural	neural	ADJ
bracis-33596	126	13	network	network	NOUN
bracis-33596	126	14	(	(	PUNCT
bracis-33596	126	15	rnn	rnn	PROPN
bracis-33596	126	16	):	):	PUNCT
bracis-33596	126	17	hidden_layer_size	hidden_layer_size	PROPN
bracis-33596	126	18	:	:	PUNCT
bracis-33596	126	19	8	8	NUM
bracis-33596	126	20	,	,	PUNCT
bracis-33596	126	21	10	10	NUM
bracis-33596	126	22	,	,	PUNCT
bracis-33596	126	23	16	16	NUM
bracis-33596	126	24	,	,	PUNCT
bracis-33596	126	25	32	32	NUM
bracis-33596	126	26	,	,	PUNCT
bracis-33596	126	27	50	50	NUM
bracis-33596	126	28	,	,	PUNCT
bracis-33596	126	29	64	64	NUM
bracis-33596	126	30	,	,	PUNCT
bracis-33596	126	31	100	100	NUM
bracis-33596	126	32	,	,	PUNCT
bracis-33596	126	33	128	128	NUM
bracis-33596	126	34	;	;	PUNCT
bracis-33596	126	35	num_layers	num_layer	NOUN
bracis-33596	126	36	:	:	PUNCT
bracis-33596	126	37	1	1	NUM
bracis-33596	126	38	;	;	PUNCT
bracis-33596	126	39	nonlinearity	nonlinearity	NOUN
bracis-33596	126	40	:	:	PUNCT
bracis-33596	126	41	relu	relu	NOUN
bracis-33596	126	42	;	;	PUNCT
bracis-33596	126	43	solven	solven	VERB
bracis-33596	126	44	:	:	PUNCT
bracis-33596	126	45	sgd	sgd	PROPN
bracis-33596	126	46	e	e	PROPN
bracis-33596	126	47	adam	adam	PROPN
bracis-33596	126	48	.	.	PUNCT
bracis-33596	127	1	;	;	PUNCT
bracis-33596	127	2	learning_rate	learning_rate	NUM
bracis-33596	127	3	:	:	PUNCT
bracis-33596	127	4	0.0001	0.0001	NUM
bracis-33596	127	5	,	,	PUNCT
bracis-33596	127	6	0.005	0.005	NUM
bracis-33596	127	7	,	,	PUNCT
bracis-33596	127	8	0.001	0.001	NUM
bracis-33596	127	9	,	,	PUNCT
bracis-33596	127	10	0.05	0.05	NUM
bracis-33596	127	11	ou	ou	NOUN
bracis-33596	127	12	0.01	0.01	NUM
bracis-33596	127	13	.	.	PUNCT
bracis-33596	127	14	4	4	NUM
bracis-33596	127	15	results	result	VERB
bracis-33596	127	16	4.1	4.1	NUM
bracis-33596	127	17	model	model	NOUN
bracis-33596	127	18	prediction	prediction	NOUN
bracis-33596	127	19	performance	performance	NOUN
bracis-33596	127	20	experiments	experiment	NOUN
bracis-33596	127	21	were	be	AUX
bracis-33596	127	22	conducted	conduct	VERB
bracis-33596	127	23	using	use	VERB
bracis-33596	127	24	all	all	DET
bracis-33596	127	25	features	feature	NOUN
bracis-33596	127	26	(	(	PUNCT
bracis-33596	127	27	63	63	NUM
bracis-33596	127	28	)	)	PUNCT
bracis-33596	127	29	and	and	CCONJ
bracis-33596	127	30	subsets	subset	NOUN
bracis-33596	127	31	(	(	PUNCT
bracis-33596	127	32	5	5	NUM
bracis-33596	127	33	,	,	PUNCT
bracis-33596	127	34	10	10	NUM
bracis-33596	127	35	,	,	PUNCT
bracis-33596	127	36	15	15	NUM
bracis-33596	127	37	,	,	PUNCT
bracis-33596	127	38	20	20	NUM
bracis-33596	127	39	,	,	PUNCT
bracis-33596	127	40	and	and	CCONJ
bracis-33596	127	41	25	25	NUM
bracis-33596	127	42	)	)	PUNCT
bracis-33596	127	43	of	of	ADP
bracis-33596	127	44	the	the	DET
bracis-33596	127	45	most	most	ADV
bracis-33596	127	46	relevant	relevant	ADJ
bracis-33596	127	47	features	feature	NOUN
bracis-33596	127	48	selected	select	VERB
bracis-33596	127	49	through	through	ADP
bracis-33596	127	50	a	a	DET
bracis-33596	127	51	feature	feature	NOUN
bracis-33596	127	52	selection	selection	NOUN
bracis-33596	127	53	process	process	NOUN
bracis-33596	127	54	.	.	PUNCT
bracis-33596	128	1	after	after	SCONJ
bracis-33596	128	2	the	the	DET
bracis-33596	128	3	feature	feature	NOUN
bracis-33596	128	4	selection	selection	NOUN
bracis-33596	128	5	process	process	NOUN
bracis-33596	128	6	was	be	AUX
bracis-33596	128	7	completed	complete	VERB
bracis-33596	128	8	,	,	PUNCT
bracis-33596	128	9	the	the	DET
bracis-33596	128	10	subset	subset	NOUN
bracis-33596	128	11	of	of	ADP
bracis-33596	128	12	features	feature	NOUN
bracis-33596	128	13	that	that	PRON
bracis-33596	128	14	yielded	yield	VERB
bracis-33596	128	15	the	the	DET
bracis-33596	128	16	best	good	ADJ
bracis-33596	128	17	performance	performance	NOUN
bracis-33596	128	18	for	for	ADP
bracis-33596	128	19	each	each	DET
bracis-33596	128	20	algorithm	algorithm	NOUN
bracis-33596	128	21	was	be	AUX
bracis-33596	128	22	selected	select	VERB
bracis-33596	128	23	.	.	PUNCT
bracis-33596	129	1	interestingly	interestingly	ADV
bracis-33596	129	2	,	,	PUNCT
bracis-33596	129	3	certain	certain	ADJ
bracis-33596	129	4	features	feature	NOUN
bracis-33596	129	5	were	be	AUX
bracis-33596	129	6	frequently	frequently	ADV
bracis-33596	129	7	selected	select	VERB
bracis-33596	129	8	across	across	ADP
bracis-33596	129	9	various	various	ADJ
bracis-33596	129	10	combinations	combination	NOUN
bracis-33596	129	11	of	of	ADP
bracis-33596	129	12	top	top	ADJ
bracis-33596	129	13	features	feature	NOUN
bracis-33596	129	14	that	that	PRON
bracis-33596	129	15	led	lead	VERB
bracis-33596	129	16	to	to	ADP
bracis-33596	129	17	the	the	DET
bracis-33596	129	18	models	model	NOUN
bracis-33596	129	19	(	(	PUNCT
bracis-33596	129	20	mlp	mlp	NOUN
bracis-33596	129	21	,	,	PUNCT
bracis-33596	129	22	rf	rf	PROPN
bracis-33596	129	23	,	,	PUNCT
bracis-33596	129	24	xg	xg	NOUN
bracis-33596	129	25	)	)	PUNCT
bracis-33596	129	26	best	good	ADJ
bracis-33596	129	27	performance	performance	NOUN
bracis-33596	129	28	.	.	PUNCT
bracis-33596	130	1	table	table	NOUN
bracis-33596	130	2	 	 	SPACE
bracis-33596	130	3	2	2	NUM
bracis-33596	130	4	provides	provide	VERB
bracis-33596	130	5	a	a	DET
bracis-33596	130	6	detailed	detailed	ADJ
bracis-33596	130	7	breakdown	breakdown	NOUN
bracis-33596	130	8	of	of	ADP
bracis-33596	130	9	the	the	DET
bracis-33596	130	10	selected	select	VERB
bracis-33596	130	11	features	feature	NOUN
bracis-33596	130	12	for	for	ADP
bracis-33596	130	13	each	each	DET
bracis-33596	130	14	model	model	NOUN
bracis-33596	130	15	.	.	PUNCT
bracis-33596	131	1	table	table	NOUN
bracis-33596	131	2	2	2	NUM
bracis-33596	131	3	.	.	NUM
bracis-33596	131	4	selected	select	VERB
bracis-33596	131	5	tabular	tabular	NOUN
bracis-33596	131	6	features	feature	VERB
bracis-33596	131	7	present	present	ADJ
bracis-33596	131	8	in	in	ADP
bracis-33596	131	9	the	the	DET
bracis-33596	131	10	best	good	ADJ
bracis-33596	131	11	performance	performance	NOUN
bracis-33596	131	12	of	of	ADP
bracis-33596	131	13	the	the	DET
bracis-33596	131	14	experiments	experiment	NOUN
bracis-33596	131	15	conducted	conduct	VERB
bracis-33596	131	16	with	with	ADP
bracis-33596	131	17	the	the	DET
bracis-33596	131	18	models	model	NOUN
bracis-33596	131	19	(	(	PUNCT
bracis-33596	131	20	mlp	mlp	NOUN
bracis-33596	131	21	,	,	PUNCT
bracis-33596	131	22	rf	rf	NOUN
bracis-33596	131	23	,	,	PUNCT
bracis-33596	131	24	xgboost).full	xgboost).full	ADJ
bracis-33596	131	25	size	size	NOUN
bracis-33596	131	26	table	table	NOUN
bracis-33596	131	27	the	the	DET
bracis-33596	131	28	results	result	NOUN
bracis-33596	131	29	demonstrate	demonstrate	VERB
bracis-33596	131	30	four	four	NUM
bracis-33596	131	31	features	feature	NOUN
bracis-33596	131	32	(	(	PUNCT
bracis-33596	131	33	nsvt	nsvt	NOUN
bracis-33596	131	34	,	,	PUNCT
bracis-33596	131	35	amiodarone	amiodarone	NOUN
bracis-33596	131	36	,	,	PUNCT
bracis-33596	131	37	“	"	PUNCT
bracis-33596	131	38	moderate	moderate	ADJ
bracis-33596	131	39	classification	classification	NOUN
bracis-33596	131	40	”	"	PUNCT
bracis-33596	131	41	,	,	PUNCT
bracis-33596	131	42	and	and	CCONJ
bracis-33596	131	43	the	the	DET
bracis-33596	131	44	“	"	PUNCT
bracis-33596	131	45	b2	b2	NOUN
bracis-33596	131	46	2005	2005	NUM
bracis-33596	131	47	classification	classification	NOUN
bracis-33596	131	48	guideline	guideline	NOUN
bracis-33596	131	49	”	"	PUNCT
bracis-33596	131	50	)	)	PUNCT
bracis-33596	131	51	were	be	AUX
bracis-33596	131	52	selected	select	VERB
bracis-33596	131	53	in	in	ADP
bracis-33596	131	54	all	all	DET
bracis-33596	131	55	models	model	NOUN
bracis-33596	131	56	.	.	PUNCT
bracis-33596	132	1	additionally	additionally	ADV
bracis-33596	132	2	,	,	PUNCT
bracis-33596	132	3	the	the	DET
bracis-33596	132	4	features	feature	NOUN
bracis-33596	132	5	total	total	VERB
bracis-33596	132	6	ve	ve	VERB
bracis-33596	132	7	and	and	CCONJ
bracis-33596	132	8	“	"	PUNCT
bracis-33596	132	9	intermediate	intermediate	ADJ
bracis-33596	132	10	rassi	rassi	ADJ
bracis-33596	132	11	score	score	NOUN
bracis-33596	132	12	”	"	PUNCT
bracis-33596	132	13	appear	appear	VERB
bracis-33596	132	14	in	in	ADP
bracis-33596	132	15	two	two	NUM
bracis-33596	132	16	of	of	ADP
bracis-33596	132	17	the	the	DET
bracis-33596	132	18	models	model	NOUN
bracis-33596	132	19	.	.	PUNCT
bracis-33596	133	1	this	this	DET
bracis-33596	133	2	consistency	consistency	NOUN
bracis-33596	133	3	indicates	indicate	VERB
bracis-33596	133	4	the	the	DET
bracis-33596	133	5	potential	potential	ADJ
bracis-33596	133	6	relevance	relevance	NOUN
bracis-33596	133	7	of	of	ADP
bracis-33596	133	8	these	these	DET
bracis-33596	133	9	features	feature	NOUN
bracis-33596	133	10	to	to	ADP
bracis-33596	133	11	the	the	DET
bracis-33596	133	12	prediction	prediction	NOUN
bracis-33596	133	13	of	of	ADP
bracis-33596	133	14	scd	scd	PROPN
bracis-33596	133	15	,	,	PUNCT
bracis-33596	133	16	which	which	PRON
bracis-33596	133	17	is	be	AUX
bracis-33596	133	18	crucial	crucial	ADJ
bracis-33596	133	19	for	for	ADP
bracis-33596	133	20	comparing	compare	VERB
bracis-33596	133	21	and	and	CCONJ
bracis-33596	133	22	validating	validate	VERB
bracis-33596	133	23	these	these	DET
bracis-33596	133	24	selected	select	VERB
bracis-33596	133	25	attributes	attribute	NOUN
bracis-33596	133	26	with	with	ADP
bracis-33596	133	27	the	the	DET
bracis-33596	133	28	state	state	NOUN
bracis-33596	133	29	-	-	PUNCT
bracis-33596	133	30	of	of	ADP
bracis-33596	133	31	-	-	PUNCT
bracis-33596	133	32	the	the	DET
bracis-33596	133	33	-	-	PUNCT
bracis-33596	133	34	art	art	NOUN
bracis-33596	133	35	in	in	ADP
bracis-33596	133	36	medical	medical	ADJ
bracis-33596	133	37	literature	literature	NOUN
bracis-33596	133	38	.	.	PUNCT
bracis-33596	134	1	the	the	DET
bracis-33596	134	2	best	good	ADJ
bracis-33596	134	3	results	result	NOUN
bracis-33596	134	4	from	from	ADP
bracis-33596	134	5	the	the	DET
bracis-33596	134	6	feature	feature	NOUN
bracis-33596	134	7	selection	selection	NOUN
bracis-33596	134	8	process	process	NOUN
bracis-33596	134	9	and	and	CCONJ
bracis-33596	134	10	from	from	ADP
bracis-33596	134	11	using	use	VERB
bracis-33596	134	12	all	all	DET
bracis-33596	134	13	the	the	DET
bracis-33596	134	14	features	feature	NOUN
bracis-33596	134	15	are	be	AUX
bracis-33596	134	16	presented	present	VERB
bracis-33596	134	17	for	for	ADP
bracis-33596	134	18	each	each	DET
bracis-33596	134	19	model	model	NOUN
bracis-33596	134	20	.	.	PUNCT
bracis-33596	135	1	in	in	ADP
bracis-33596	135	2	the	the	DET
bracis-33596	135	3	first	first	ADJ
bracis-33596	135	4	scenario	scenario	NOUN
bracis-33596	135	5	,	,	PUNCT
bracis-33596	135	6	the	the	DET
bracis-33596	135	7	best	good	ADJ
bracis-33596	135	8	performance	performance	NOUN
bracis-33596	135	9	of	of	ADP
bracis-33596	135	10	the	the	DET
bracis-33596	135	11	feature	feature	NOUN
bracis-33596	135	12	selection	selection	NOUN
bracis-33596	135	13	process	process	NOUN
bracis-33596	135	14	was	be	AUX
bracis-33596	135	15	achieved	achieve	VERB
bracis-33596	135	16	by	by	ADP
bracis-33596	135	17	the	the	DET
bracis-33596	135	18	multilayer	multilayer	PROPN
bracis-33596	135	19	perceptron	perceptron	PROPN
bracis-33596	135	20	(	(	PUNCT
bracis-33596	135	21	mlp	mlp	PROPN
bracis-33596	135	22	)	)	PUNCT
bracis-33596	135	23	with	with	ADP
bracis-33596	135	24	5	5	NUM
bracis-33596	135	25	features	feature	NOUN
bracis-33596	135	26	,	,	PUNCT
bracis-33596	135	27	the	the	DET
bracis-33596	135	28	random	random	ADJ
bracis-33596	135	29	forest	forest	NOUN
bracis-33596	135	30	(	(	PUNCT
bracis-33596	135	31	rf	rf	NOUN
bracis-33596	135	32	)	)	PUNCT
bracis-33596	135	33	with	with	ADP
bracis-33596	135	34	5	5	NUM
bracis-33596	135	35	features	feature	NOUN
bracis-33596	135	36	,	,	PUNCT
bracis-33596	135	37	and	and	CCONJ
bracis-33596	135	38	the	the	DET
bracis-33596	135	39	xgboost	xgboost	PROPN
bracis-33596	135	40	(	(	PUNCT
bracis-33596	135	41	xgb	xgb	NUM
bracis-33596	135	42	)	)	PUNCT
bracis-33596	135	43	with	with	ADP
bracis-33596	135	44	10	10	NUM
bracis-33596	135	45	features	feature	NOUN
bracis-33596	135	46	.	.	PUNCT
bracis-33596	136	1	these	these	DET
bracis-33596	136	2	models	model	NOUN
bracis-33596	136	3	were	be	AUX
bracis-33596	136	4	trained	train	VERB
bracis-33596	136	5	using	use	VERB
bracis-33596	136	6	only	only	ADV
bracis-33596	136	7	tabular	tabular	PROPN
bracis-33596	136	8	data	datum	NOUN
bracis-33596	136	9	as	as	ADP
bracis-33596	136	10	input	input	NOUN
bracis-33596	136	11	.	.	PUNCT
bracis-33596	137	1	in	in	ADP
bracis-33596	137	2	the	the	DET
bracis-33596	137	3	second	second	ADJ
bracis-33596	137	4	scenario	scenario	NOUN
bracis-33596	137	5	,	,	PUNCT
bracis-33596	137	6	the	the	DET
bracis-33596	137	7	rnn	rnn	NOUN
bracis-33596	137	8	output	output	NOUN
bracis-33596	137	9	was	be	AUX
bracis-33596	137	10	concatenated	concatenate	VERB
bracis-33596	137	11	with	with	ADP
bracis-33596	137	12	the	the	DET
bracis-33596	137	13	5	5	NUM
bracis-33596	137	14	best	well	ADV
bracis-33596	137	15	-	-	PUNCT
bracis-33596	137	16	performing	perform	VERB
bracis-33596	137	17	features	feature	NOUN
bracis-33596	137	18	selected	select	VERB
bracis-33596	137	19	from	from	ADP
bracis-33596	137	20	the	the	DET
bracis-33596	137	21	mlp	mlp	NOUN
bracis-33596	137	22	model	model	NOUN
bracis-33596	137	23	in	in	ADP
bracis-33596	137	24	scenario	scenario	NOUN
bracis-33596	137	25	1	1	NUM
bracis-33596	137	26	and	and	CCONJ
bracis-33596	137	27	all	all	DET
bracis-33596	137	28	63	63	NUM
bracis-33596	137	29	tabular	tabular	NOUN
bracis-33596	137	30	features	feature	NOUN
bracis-33596	137	31	.	.	PUNCT
bracis-33596	138	1	to	to	PART
bracis-33596	138	2	select	select	VERB
bracis-33596	138	3	the	the	DET
bracis-33596	138	4	best	good	ADJ
bracis-33596	138	5	performance	performance	NOUN
bracis-33596	138	6	for	for	ADP
bracis-33596	138	7	each	each	DET
bracis-33596	138	8	tested	test	VERB
bracis-33596	138	9	configuration	configuration	NOUN
bracis-33596	138	10	,	,	PUNCT
bracis-33596	138	11	we	we	PRON
bracis-33596	138	12	prioritized	prioritize	VERB
bracis-33596	138	13	recall	recall	NOUN
bracis-33596	138	14	(	(	PUNCT
bracis-33596	138	15	sensitivity	sensitivity	NOUN
bracis-33596	138	16	)	)	PUNCT
bracis-33596	138	17	and	and	CCONJ
bracis-33596	138	18	auc	auc	NOUN
bracis-33596	138	19	(	(	PUNCT
bracis-33596	138	20	area	area	NOUN
bracis-33596	138	21	under	under	ADP
bracis-33596	138	22	the	the	DET
bracis-33596	138	23	roc	roc	PROPN
bracis-33596	138	24	curve	curve	NOUN
bracis-33596	138	25	)	)	PUNCT
bracis-33596	138	26	.	.	PUNCT
bracis-33596	139	1	this	this	DET
bracis-33596	139	2	choice	choice	NOUN
bracis-33596	139	3	reflects	reflect	VERB
bracis-33596	139	4	the	the	DET
bracis-33596	139	5	critical	critical	ADJ
bracis-33596	139	6	need	need	NOUN
bracis-33596	139	7	to	to	PART
bracis-33596	139	8	accurately	accurately	ADV
bracis-33596	139	9	identify	identify	VERB
bracis-33596	139	10	patients	patient	NOUN
bracis-33596	139	11	at	at	ADP
bracis-33596	139	12	high	high	ADJ
bracis-33596	139	13	risk	risk	NOUN
bracis-33596	139	14	for	for	ADP
bracis-33596	139	15	scd	scd	NOUN
bracis-33596	139	16	,	,	PUNCT
bracis-33596	139	17	maximizing	maximize	VERB
bracis-33596	139	18	the	the	DET
bracis-33596	139	19	detection	detection	NOUN
bracis-33596	139	20	of	of	ADP
bracis-33596	139	21	potential	potential	ADJ
bracis-33596	139	22	cases	case	NOUN
bracis-33596	139	23	consistent	consistent	ADJ
bracis-33596	139	24	with	with	ADP
bracis-33596	139	25	other	other	ADJ
bracis-33596	139	26	studies	study	NOUN
bracis-33596	139	27	[	[	X
bracis-33596	139	28	1	1	NUM
bracis-33596	139	29	,	,	PUNCT
bracis-33596	139	30	4	4	NUM
bracis-33596	139	31	,	,	PUNCT
bracis-33596	139	32	6	6	NUM
bracis-33596	139	33	,	,	PUNCT
bracis-33596	139	34	22	22	NUM
bracis-33596	139	35	,	,	PUNCT
bracis-33596	139	36	23	23	NUM
bracis-33596	139	37	]	]	PUNCT
bracis-33596	139	38	.	.	PUNCT
bracis-33596	140	1	the	the	DET
bracis-33596	140	2	table	table	NOUN
bracis-33596	140	3	 	 	SPACE
bracis-33596	140	4	3	3	NUM
bracis-33596	140	5	displays	display	VERB
bracis-33596	140	6	the	the	DET
bracis-33596	140	7	models	model	NOUN
bracis-33596	140	8	used	use	VERB
bracis-33596	140	9	,	,	PUNCT
bracis-33596	140	10	the	the	DET
bracis-33596	140	11	number	number	NOUN
bracis-33596	140	12	of	of	ADP
bracis-33596	140	13	features	feature	NOUN
bracis-33596	140	14	employed	employ	VERB
bracis-33596	140	15	,	,	PUNCT
bracis-33596	140	16	and	and	CCONJ
bracis-33596	140	17	the	the	DET
bracis-33596	140	18	evaluation	evaluation	NOUN
bracis-33596	140	19	metrics	metric	NOUN
bracis-33596	140	20	including	include	VERB
bracis-33596	140	21	acc	acc	PROPN
bracis-33596	140	22	(	(	PUNCT
bracis-33596	140	23	accuracy	accuracy	NOUN
bracis-33596	140	24	)	)	PUNCT
bracis-33596	140	25	,	,	PUNCT
bracis-33596	140	26	auc	auc	NOUN
bracis-33596	140	27	,	,	PUNCT
bracis-33596	140	28	recall	recall	NOUN
bracis-33596	140	29	(	(	PUNCT
bracis-33596	140	30	sensitivity	sensitivity	NOUN
bracis-33596	140	31	)	)	PUNCT
bracis-33596	140	32	,	,	PUNCT
bracis-33596	140	33	precision	precision	NOUN
bracis-33596	140	34	,	,	PUNCT
bracis-33596	140	35	and	and	CCONJ
bracis-33596	140	36	f1	f1	PROPN
bracis-33596	140	37	score	score	NOUN
bracis-33596	140	38	,	,	PUNCT
bracis-33596	140	39	along	along	ADP
bracis-33596	140	40	with	with	ADP
bracis-33596	140	41	their	their	PRON
bracis-33596	140	42	respective	respective	ADJ
bracis-33596	140	43	results	result	NOUN
bracis-33596	140	44	and	and	CCONJ
bracis-33596	140	45	standard	standard	ADJ
bracis-33596	140	46	deviations	deviation	NOUN
bracis-33596	140	47	.	.	PUNCT
bracis-33596	141	1	important	important	ADJ
bracis-33596	141	2	to	to	PART
bracis-33596	141	3	note	note	VERB
bracis-33596	141	4	,	,	PUNCT
bracis-33596	141	5	the	the	DET
bracis-33596	141	6	feature	feature	NOUN
bracis-33596	141	7	quantity	quantity	NOUN
bracis-33596	141	8	of	of	ADP
bracis-33596	141	9	63	63	NUM
bracis-33596	141	10	in	in	ADP
bracis-33596	141	11	the	the	DET
bracis-33596	141	12	table	table	NOUN
bracis-33596	141	13	is	be	AUX
bracis-33596	141	14	regarding	regard	VERB
bracis-33596	141	15	the	the	DET
bracis-33596	141	16	49	49	NUM
bracis-33596	141	17	features	feature	NOUN
bracis-33596	141	18	after	after	ADP
bracis-33596	141	19	one	one	NUM
bracis-33596	141	20	-	-	PUNCT
bracis-33596	141	21	hot	hot	ADJ
bracis-33596	141	22	encoding	encoding	NOUN
bracis-33596	141	23	.	.	PUNCT
bracis-33596	142	1	table	table	NOUN
bracis-33596	142	2	3	3	NUM
bracis-33596	142	3	.	.	PUNCT
bracis-33596	142	4	prediction	prediction	NOUN
bracis-33596	142	5	results	result	NOUN
bracis-33596	142	6	of	of	ADP
bracis-33596	142	7	the	the	DET
bracis-33596	142	8	xgb	xgb	PROPN
bracis-33596	142	9	,	,	PUNCT
bracis-33596	142	10	mlp	mlp	NOUN
bracis-33596	142	11	,	,	PUNCT
bracis-33596	142	12	and	and	CCONJ
bracis-33596	142	13	rf	rf	NOUN
bracis-33596	142	14	models	model	NOUN
bracis-33596	142	15	in	in	ADP
bracis-33596	142	16	scenario	scenario	NOUN
bracis-33596	142	17	1	1	NUM
bracis-33596	142	18	using	use	VERB
bracis-33596	142	19	only	only	ADV
bracis-33596	142	20	tabular	tabular	PROPN
bracis-33596	142	21	data	datum	NOUN
bracis-33596	142	22	.	.	PUNCT
bracis-33596	143	1	results	result	NOUN
bracis-33596	143	2	are	be	AUX
bracis-33596	143	3	presented	present	VERB
bracis-33596	143	4	with	with	ADP
bracis-33596	143	5	all	all	DET
bracis-33596	143	6	63	63	NUM
bracis-33596	143	7	features	feature	NOUN
bracis-33596	143	8	and	and	CCONJ
bracis-33596	143	9	the	the	DET
bracis-33596	143	10	best	good	ADJ
bracis-33596	143	11	result	result	NOUN
bracis-33596	143	12	with	with	ADP
bracis-33596	143	13	feature	feature	NOUN
bracis-33596	143	14	selection	selection	NOUN
bracis-33596	143	15	using	use	VERB
bracis-33596	143	16	the	the	DET
bracis-33596	143	17	two	two	NUM
bracis-33596	143	18	types	type	NOUN
bracis-33596	143	19	of	of	ADP
bracis-33596	143	20	cross	cross	NOUN
bracis-33596	143	21	-	-	PROPN
bracis-33596	143	22	validation.(s=	validation.(s=	ADJ
bracis-33596	143	23	scenario	scenario	NOUN
bracis-33596	143	24	;	;	PUNCT
bracis-33596	143	25	nf	nf	ADJ
bracis-33596	143	26	=	=	NOUN
bracis-33596	143	27	number	number	NOUN
bracis-33596	143	28	of	of	ADP
bracis-33596	143	29	features)full	features)full	ADJ
bracis-33596	143	30	size	size	NOUN
bracis-33596	143	31	table	table	NOUN
bracis-33596	143	32	regarding	regard	VERB
bracis-33596	143	33	only	only	ADV
bracis-33596	143	34	the	the	DET
bracis-33596	143	35	scenario	scenario	NOUN
bracis-33596	143	36	1	1	NUM
bracis-33596	143	37	with	with	ADP
bracis-33596	143	38	tabular	tabular	PROPN
bracis-33596	143	39	data	datum	NOUN
bracis-33596	143	40	,	,	PUNCT
bracis-33596	143	41	the	the	DET
bracis-33596	143	42	rf	rf	NOUN
bracis-33596	143	43	model	model	NOUN
bracis-33596	143	44	performed	perform	VERB
bracis-33596	143	45	better	well	ADV
bracis-33596	143	46	with	with	ADP
bracis-33596	143	47	5	5	NUM
bracis-33596	143	48	features	feature	NOUN
bracis-33596	143	49	obtained	obtain	VERB
bracis-33596	143	50	89.33	89.33	NUM
bracis-33596	143	51	%	%	NOUN
bracis-33596	143	52	recall	recall	NOUN
bracis-33596	143	53	and	and	CCONJ
bracis-33596	143	54	95.38	95.38	NUM
bracis-33596	143	55	%	%	NOUN
bracis-33596	143	56	auc	auc	NOUN
bracis-33596	143	57	.	.	PUNCT
bracis-33596	144	1	however	however	ADV
bracis-33596	144	2	,	,	PUNCT
bracis-33596	144	3	it	it	PRON
bracis-33596	144	4	presented	present	VERB
bracis-33596	144	5	a	a	DET
bracis-33596	144	6	significant	significant	ADJ
bracis-33596	144	7	standard	standard	ADJ
bracis-33596	144	8	deviation	deviation	NOUN
bracis-33596	144	9	in	in	ADP
bracis-33596	144	10	recall	recall	NOUN
bracis-33596	144	11	of	of	ADP
bracis-33596	144	12	almost	almost	ADV
bracis-33596	144	13	20	20	NUM
bracis-33596	144	14	%	%	NOUN
bracis-33596	144	15	.	.	PUNCT
bracis-33596	145	1	in	in	ADP
bracis-33596	145	2	second	second	ADJ
bracis-33596	145	3	place	place	NOUN
bracis-33596	145	4	,	,	PUNCT
bracis-33596	145	5	the	the	DET
bracis-33596	145	6	xgb	xgb	PROPN
bracis-33596	145	7	model	model	NOUN
bracis-33596	145	8	with	with	ADP
bracis-33596	145	9	10	10	NUM
bracis-33596	145	10	features	feature	NOUN
bracis-33596	145	11	acquired	acquire	VERB
bracis-33596	145	12	83.85	83.85	NUM
bracis-33596	145	13	%	%	NOUN
bracis-33596	145	14	recall	recall	NOUN
bracis-33596	145	15	and	and	CCONJ
bracis-33596	145	16	91.44	91.44	NUM
bracis-33596	145	17	%	%	NOUN
bracis-33596	145	18	auc	auc	NOUN
bracis-33596	145	19	,	,	PUNCT
bracis-33596	145	20	performing	perform	VERB
bracis-33596	145	21	slightly	slightly	ADV
bracis-33596	145	22	better	well	ADJ
bracis-33596	145	23	than	than	ADP
bracis-33596	145	24	the	the	DET
bracis-33596	145	25	mlp	mlp	NOUN
bracis-33596	145	26	with	with	ADP
bracis-33596	145	27	5	5	NUM
bracis-33596	145	28	features	feature	NOUN
bracis-33596	145	29	,	,	PUNCT
bracis-33596	145	30	that	that	PRON
bracis-33596	145	31	reached	reach	VERB
bracis-33596	145	32	83.68	83.68	NUM
bracis-33596	145	33	%	%	NOUN
bracis-33596	145	34	recall	recall	NOUN
bracis-33596	145	35	and	and	CCONJ
bracis-33596	145	36	90.51	90.51	NUM
bracis-33596	145	37	%	%	NOUN
bracis-33596	145	38	auc	auc	NOUN
bracis-33596	145	39	.	.	PUNCT
bracis-33596	146	1	when	when	SCONJ
bracis-33596	146	2	evaluating	evaluate	VERB
bracis-33596	146	3	the	the	DET
bracis-33596	146	4	three	three	NUM
bracis-33596	146	5	models	model	NOUN
bracis-33596	146	6	(	(	PUNCT
bracis-33596	146	7	mlp	mlp	NOUN
bracis-33596	146	8	,	,	PUNCT
bracis-33596	146	9	rf	rf	NOUN
bracis-33596	146	10	,	,	PUNCT
bracis-33596	146	11	xgb	xgb	NUM
bracis-33596	146	12	)	)	PUNCT
bracis-33596	146	13	,	,	PUNCT
bracis-33596	146	14	we	we	PRON
bracis-33596	146	15	observed	observe	VERB
bracis-33596	146	16	that	that	SCONJ
bracis-33596	146	17	feature	feature	NOUN
bracis-33596	146	18	selection	selection	NOUN
bracis-33596	146	19	did	do	AUX
bracis-33596	146	20	not	not	PART
bracis-33596	146	21	result	result	VERB
bracis-33596	146	22	in	in	ADP
bracis-33596	146	23	a	a	DET
bracis-33596	146	24	significant	significant	ADJ
bracis-33596	146	25	performance	performance	NOUN
bracis-33596	146	26	loss	loss	NOUN
bracis-33596	146	27	;	;	PUNCT
bracis-33596	146	28	in	in	ADP
bracis-33596	146	29	fact	fact	NOUN
bracis-33596	146	30	,	,	PUNCT
bracis-33596	146	31	it	it	PRON
bracis-33596	146	32	improved	improve	VERB
bracis-33596	146	33	the	the	DET
bracis-33596	146	34	recall	recall	NOUN
bracis-33596	146	35	metric	metric	NOUN
bracis-33596	146	36	.	.	PUNCT
bracis-33596	147	1	this	this	DET
bracis-33596	147	2	finding	finding	NOUN
bracis-33596	147	3	suggests	suggest	VERB
bracis-33596	147	4	that	that	SCONJ
bracis-33596	147	5	some	some	PRON
bracis-33596	147	6	of	of	ADP
bracis-33596	147	7	the	the	DET
bracis-33596	147	8	features	feature	NOUN
bracis-33596	147	9	might	might	AUX
bracis-33596	147	10	not	not	PART
bracis-33596	147	11	be	be	AUX
bracis-33596	147	12	relevant	relevant	ADJ
bracis-33596	147	13	to	to	ADP
bracis-33596	147	14	the	the	DET
bracis-33596	147	15	context	context	NOUN
bracis-33596	147	16	.	.	PUNCT
bracis-33596	148	1	the	the	DET
bracis-33596	148	2	high	high	ADJ
bracis-33596	148	3	dimensionality	dimensionality	NOUN
bracis-33596	148	4	of	of	ADP
bracis-33596	148	5	data	datum	NOUN
bracis-33596	148	6	can	can	AUX
bracis-33596	148	7	be	be	AUX
bracis-33596	148	8	a	a	DET
bracis-33596	148	9	challenge	challenge	NOUN
bracis-33596	148	10	for	for	ADP
bracis-33596	148	11	developing	develop	VERB
bracis-33596	148	12	intelligent	intelligent	ADJ
bracis-33596	148	13	systems	system	NOUN
bracis-33596	148	14	.	.	PUNCT
bracis-33596	149	1	however	however	ADV
bracis-33596	149	2	,	,	PUNCT
bracis-33596	149	3	reducing	reduce	VERB
bracis-33596	149	4	the	the	DET
bracis-33596	149	5	number	number	NOUN
bracis-33596	149	6	of	of	ADP
bracis-33596	149	7	features	feature	NOUN
bracis-33596	149	8	offers	offer	VERB
bracis-33596	149	9	several	several	ADJ
bracis-33596	149	10	advantages	advantage	NOUN
bracis-33596	149	11	.	.	PUNCT
bracis-33596	150	1	these	these	PRON
bracis-33596	150	2	include	include	VERB
bracis-33596	150	3	creating	create	VERB
bracis-33596	150	4	systems	system	NOUN
bracis-33596	150	5	that	that	PRON
bracis-33596	150	6	are	be	AUX
bracis-33596	150	7	interoperable	interoperable	ADJ
bracis-33596	150	8	for	for	ADP
bracis-33596	150	9	domain	domain	NOUN
bracis-33596	150	10	experts	expert	NOUN
bracis-33596	150	11	,	,	PUNCT
bracis-33596	150	12	leading	lead	VERB
bracis-33596	150	13	to	to	ADP
bracis-33596	150	14	faster	fast	ADJ
bracis-33596	150	15	,	,	PUNCT
bracis-33596	150	16	more	more	ADV
bracis-33596	150	17	accurate	accurate	ADJ
bracis-33596	150	18	decision	decision	NOUN
bracis-33596	150	19	-	-	PUNCT
bracis-33596	150	20	making	making	NOUN
bracis-33596	150	21	and	and	CCONJ
bracis-33596	150	22	improved	improve	VERB
bracis-33596	150	23	patient	patient	ADJ
bracis-33596	150	24	care	care	NOUN
bracis-33596	150	25	(	(	PUNCT
bracis-33596	150	26	or	or	CCONJ
bracis-33596	150	27	other	other	ADJ
bracis-33596	150	28	relevant	relevant	ADJ
bracis-33596	150	29	outcome	outcome	NOUN
bracis-33596	150	30	)	)	PUNCT
bracis-33596	150	31	.	.	PUNCT
bracis-33596	151	1	in	in	ADP
bracis-33596	151	2	the	the	DET
bracis-33596	151	3	second	second	ADJ
bracis-33596	151	4	scenario	scenario	NOUN
bracis-33596	151	5	,	,	PUNCT
bracis-33596	151	6	where	where	SCONJ
bracis-33596	151	7	the	the	DET
bracis-33596	151	8	time	time	NOUN
bracis-33596	151	9	series	series	PROPN
bracis-33596	151	10	is	be	AUX
bracis-33596	151	11	added	add	VERB
bracis-33596	151	12	,	,	PUNCT
bracis-33596	151	13	the	the	DET
bracis-33596	151	14	experiments	experiment	NOUN
bracis-33596	151	15	obtained	obtain	VERB
bracis-33596	151	16	91.63	91.63	NUM
bracis-33596	151	17	%	%	NOUN
bracis-33596	151	18	recall	recall	NOUN
bracis-33596	151	19	with	with	ADP
bracis-33596	151	20	all	all	DET
bracis-33596	151	21	features	feature	NOUN
bracis-33596	151	22	(	(	PUNCT
bracis-33596	151	23	27	27	NUM
bracis-33596	151	24	temporal	temporal	ADJ
bracis-33596	151	25	series	series	NOUN
bracis-33596	151	26	+	+	CCONJ
bracis-33596	151	27	63	63	NUM
bracis-33596	151	28	tabular	tabular	NOUN
bracis-33596	151	29	features	feature	NOUN
bracis-33596	151	30	)	)	PUNCT
bracis-33596	151	31	and	and	CCONJ
bracis-33596	151	32	90.13	90.13	NUM
bracis-33596	151	33	%	%	NOUN
bracis-33596	151	34	with	with	ADP
bracis-33596	151	35	selected	select	VERB
bracis-33596	151	36	features	feature	NOUN
bracis-33596	151	37	(	(	PUNCT
bracis-33596	151	38	27	27	NUM
bracis-33596	151	39	temporal	temporal	ADJ
bracis-33596	151	40	series	series	NOUN
bracis-33596	151	41	+	+	CCONJ
bracis-33596	151	42	5	5	NUM
bracis-33596	151	43	tabular	tabular	NOUN
bracis-33596	151	44	features	feature	VERB
bracis-33596	151	45	)	)	PUNCT
bracis-33596	151	46	.	.	PUNCT
bracis-33596	152	1	interestingly	interestingly	ADV
bracis-33596	152	2	,	,	PUNCT
bracis-33596	152	3	the	the	DET
bracis-33596	152	4	approach	approach	NOUN
bracis-33596	152	5	that	that	PRON
bracis-33596	152	6	concatenates	concatenate	VERB
bracis-33596	152	7	all	all	DET
bracis-33596	152	8	features	feature	NOUN
bracis-33596	152	9	(	(	PUNCT
bracis-33596	152	10	63	63	NUM
bracis-33596	152	11	tabular	tabular	NOUN
bracis-33596	152	12	)	)	PUNCT
bracis-33596	152	13	yielded	yield	VERB
bracis-33596	152	14	better	well	ADJ
bracis-33596	152	15	results	result	NOUN
bracis-33596	152	16	for	for	ADP
bracis-33596	152	17	all	all	DET
bracis-33596	152	18	metrics	metric	NOUN
bracis-33596	152	19	compared	compare	VERB
bracis-33596	152	20	with	with	ADP
bracis-33596	152	21	concatenating	concatenate	VERB
bracis-33596	152	22	only	only	ADV
bracis-33596	152	23	the	the	DET
bracis-33596	152	24	feature	feature	NOUN
bracis-33596	152	25	selected	select	VERB
bracis-33596	152	26	(	(	PUNCT
bracis-33596	152	27	5	5	NUM
bracis-33596	152	28	tabular	tabular	NOUN
bracis-33596	152	29	)	)	PUNCT
bracis-33596	152	30	.	.	PUNCT
bracis-33596	153	1	analyzing	analyze	VERB
bracis-33596	153	2	all	all	DET
bracis-33596	153	3	results	result	NOUN
bracis-33596	153	4	of	of	ADP
bracis-33596	153	5	both	both	DET
bracis-33596	153	6	scenarios	scenario	NOUN
bracis-33596	153	7	,	,	PUNCT
bracis-33596	153	8	the	the	DET
bracis-33596	153	9	rnn+mlp	rnn+mlp	PROPN
bracis-33596	153	10	hybrid	hybrid	NOUN
bracis-33596	153	11	model	model	NOUN
bracis-33596	153	12	applied	apply	VERB
bracis-33596	153	13	in	in	ADP
bracis-33596	153	14	scenario	scenario	NOUN
bracis-33596	153	15	2	2	NUM
bracis-33596	153	16	,	,	PUNCT
bracis-33596	153	17	using	use	VERB
bracis-33596	153	18	sequential	sequential	ADJ
bracis-33596	153	19	and	and	CCONJ
bracis-33596	153	20	non	non	ADJ
bracis-33596	153	21	-	-	ADJ
bracis-33596	153	22	sequential	sequential	ADJ
bracis-33596	153	23	information	information	NOUN
bracis-33596	153	24	,	,	PUNCT
bracis-33596	153	25	obtained	obtain	VERB
bracis-33596	153	26	a	a	DET
bracis-33596	153	27	recall	recall	NOUN
bracis-33596	153	28	improvement	improvement	NOUN
bracis-33596	153	29	.	.	PUNCT
bracis-33596	154	1	to	to	PART
bracis-33596	154	2	assess	assess	VERB
bracis-33596	154	3	the	the	DET
bracis-33596	154	4	significance	significance	NOUN
bracis-33596	154	5	of	of	ADP
bracis-33596	154	6	this	this	DET
bracis-33596	154	7	improvement	improvement	NOUN
bracis-33596	154	8	,	,	PUNCT
bracis-33596	154	9	we	we	PRON
bracis-33596	154	10	performed	perform	VERB
bracis-33596	154	11	a	a	DET
bracis-33596	154	12	hypothesis	hypothesis	NOUN
bracis-33596	154	13	test	test	NOUN
bracis-33596	154	14	with	with	ADP
bracis-33596	154	15	a	a	DET
bracis-33596	154	16	significance	significance	NOUN
bracis-33596	154	17	level	level	NOUN
bracis-33596	154	18	(	(	PUNCT
bracis-33596	154	19	alpha	alpha	NOUN
bracis-33596	154	20	)	)	PUNCT
bracis-33596	154	21	of	of	ADP
bracis-33596	154	22	0.05	0.05	NUM
bracis-33596	154	23	,	,	PUNCT
bracis-33596	154	24	using	use	VERB
bracis-33596	154	25	the	the	DET
bracis-33596	154	26	techniques	technique	NOUN
bracis-33596	154	27	wilcoxon	wilcoxon	VERB
bracis-33596	154	28	signed	sign	VERB
bracis-33596	154	29	-	-	PUNCT
bracis-33596	154	30	rank	rank	NOUN
bracis-33596	154	31	test	test	NOUN
bracis-33596	155	1	[	[	X
bracis-33596	155	2	26	26	NUM
bracis-33596	155	3	]	]	PUNCT
bracis-33596	155	4	and	and	CCONJ
bracis-33596	155	5	the	the	DET
bracis-33596	155	6	student	student	NOUN
bracis-33596	155	7	’s	’s	PART
bracis-33596	155	8	t	t	PROPN
bracis-33596	155	9	-	-	PUNCT
bracis-33596	155	10	test	test	NOUN
bracis-33596	156	1	[	[	X
bracis-33596	156	2	9	9	NUM
bracis-33596	156	3	]	]	PUNCT
bracis-33596	156	4	.	.	PUNCT
bracis-33596	157	1	the	the	DET
bracis-33596	157	2	null	null	ADJ
bracis-33596	157	3	hypothesis	hypothesis	NOUN
bracis-33596	157	4	(	(	PUNCT
bracis-33596	157	5	h0	h0	PROPN
bracis-33596	157	6	)	)	PUNCT
bracis-33596	157	7	was	be	AUX
bracis-33596	157	8	defined	define	VERB
bracis-33596	157	9	as	as	SCONJ
bracis-33596	157	10	follows	follow	VERB
bracis-33596	157	11	:	:	PUNCT
bracis-33596	157	12	the	the	DET
bracis-33596	157	13	recall	recall	NOUN
bracis-33596	157	14	of	of	ADP
bracis-33596	157	15	the	the	DET
bracis-33596	157	16	combined	combine	VERB
bracis-33596	157	17	sequential	sequential	ADJ
bracis-33596	157	18	and	and	CCONJ
bracis-33596	157	19	non	non	ADJ
bracis-33596	157	20	-	-	ADJ
bracis-33596	157	21	sequential	sequential	ADJ
bracis-33596	157	22	data	datum	NOUN
bracis-33596	157	23	is	be	AUX
bracis-33596	157	24	not	not	PART
bracis-33596	157	25	significantly	significantly	ADV
bracis-33596	157	26	higher	high	ADJ
bracis-33596	157	27	than	than	ADP
bracis-33596	157	28	the	the	DET
bracis-33596	157	29	recall	recall	NOUN
bracis-33596	157	30	using	use	VERB
bracis-33596	157	31	only	only	ADV
bracis-33596	157	32	non	non	ADJ
bracis-33596	157	33	-	-	ADJ
bracis-33596	157	34	sequential	sequential	ADJ
bracis-33596	157	35	data	datum	NOUN
bracis-33596	157	36	.	.	PUNCT
bracis-33596	158	1	fig	fig	NOUN
bracis-33596	158	2	.	.	PUNCT
bracis-33596	159	1	1	1	X
bracis-33596	159	2	.	.	X
bracis-33596	159	3	roc	roc	PROPN
bracis-33596	159	4	curves	curve	NOUN
bracis-33596	159	5	from	from	ADP
bracis-33596	159	6	all	all	DET
bracis-33596	159	7	models	model	NOUN
bracis-33596	159	8	(	(	PUNCT
bracis-33596	159	9	mlp	mlp	NOUN
bracis-33596	159	10	,	,	PUNCT
bracis-33596	159	11	rf	rf	PROPN
bracis-33596	159	12	,	,	PUNCT
bracis-33596	159	13	xgb	xgb	NUM
bracis-33596	159	14	,	,	PUNCT
bracis-33596	159	15	rnn+mlp	rnn+mlp	PROPN
bracis-33596	159	16	)	)	PUNCT
bracis-33596	159	17	in	in	ADP
bracis-33596	159	18	scenarios	scenario	NOUN
bracis-33596	159	19	1	1	NUM
bracis-33596	159	20	and	and	CCONJ
bracis-33596	159	21	2	2	NUM
bracis-33596	159	22	.	.	PUNCT
bracis-33596	159	23	full	full	ADJ
bracis-33596	159	24	size	size	NOUN
bracis-33596	159	25	image	image	NOUN
bracis-33596	159	26	the	the	DET
bracis-33596	159	27	p	p	NOUN
bracis-33596	159	28	-	-	PUNCT
bracis-33596	159	29	values	value	NOUN
bracis-33596	159	30	obtained	obtain	VERB
bracis-33596	159	31	for	for	ADP
bracis-33596	159	32	the	the	DET
bracis-33596	159	33	rnn+mlp	rnn+mlp	PROPN
bracis-33596	159	34	model	model	NOUN
bracis-33596	159	35	with	with	ADP
bracis-33596	159	36	27	27	NUM
bracis-33596	159	37	temporal	temporal	ADJ
bracis-33596	159	38	features	feature	NOUN
bracis-33596	159	39	and	and	CCONJ
bracis-33596	159	40	63	63	NUM
bracis-33596	159	41	tabular	tabular	NOUN
bracis-33596	159	42	features	feature	NOUN
bracis-33596	159	43	were	be	AUX
bracis-33596	159	44	highly	highly	ADV
bracis-33596	159	45	significant	significant	ADJ
bracis-33596	159	46	(	(	PUNCT
bracis-33596	159	47	1.95e-3	1.95e-3	NUM
bracis-33596	159	48	for	for	ADP
bracis-33596	159	49	wilcoxon	wilcoxon	NOUN
bracis-33596	159	50	and	and	CCONJ
bracis-33596	159	51	1.47e-5	1.47e-5	NUM
bracis-33596	159	52	for	for	ADP
bracis-33596	159	53	student	student	NOUN
bracis-33596	159	54	’s	’s	PART
bracis-33596	159	55	t	t	PROPN
bracis-33596	159	56	-	-	PUNCT
bracis-33596	159	57	test	test	NOUN
bracis-33596	159	58	)	)	PUNCT
bracis-33596	159	59	,	,	PUNCT
bracis-33596	159	60	leading	lead	VERB
bracis-33596	159	61	to	to	ADP
bracis-33596	159	62	a	a	DET
bracis-33596	159	63	strong	strong	ADJ
bracis-33596	159	64	rejection	rejection	NOUN
bracis-33596	159	65	of	of	ADP
bracis-33596	159	66	h0	h0	PROPN
bracis-33596	159	67	.	.	PROPN
bracis-33596	159	68	similarly	similarly	ADV
bracis-33596	159	69	,	,	PUNCT
bracis-33596	159	70	for	for	ADP
bracis-33596	159	71	the	the	DET
bracis-33596	159	72	model	model	NOUN
bracis-33596	159	73	with	with	ADP
bracis-33596	159	74	5	5	NUM
bracis-33596	159	75	features	feature	NOUN
bracis-33596	159	76	,	,	PUNCT
bracis-33596	159	77	the	the	DET
bracis-33596	159	78	p	p	NOUN
bracis-33596	159	79	-	-	PUNCT
bracis-33596	159	80	values	value	NOUN
bracis-33596	159	81	(	(	PUNCT
bracis-33596	159	82	1.95e-2	1.95e-2	NUM
bracis-33596	159	83	for	for	ADP
bracis-33596	159	84	wilcoxon	wilcoxon	ADJ
bracis-33596	159	85	signed	sign	VERB
bracis-33596	159	86	-	-	PUNCT
bracis-33596	159	87	rank	rank	NOUN
bracis-33596	159	88	and	and	CCONJ
bracis-33596	159	89	7.21e-3	7.21e-3	NUM
bracis-33596	159	90	for	for	ADP
bracis-33596	159	91	student	student	NOUN
bracis-33596	159	92	’s	’s	PART
bracis-33596	159	93	t	t	PROPN
bracis-33596	159	94	-	-	PUNCT
bracis-33596	159	95	test	test	NOUN
bracis-33596	159	96	)	)	PUNCT
bracis-33596	159	97	also	also	ADV
bracis-33596	159	98	resulted	result	VERB
bracis-33596	159	99	in	in	ADP
bracis-33596	159	100	h0	h0	ADJ
bracis-33596	159	101	rejection	rejection	NOUN
bracis-33596	159	102	.	.	PUNCT
bracis-33596	160	1	these	these	DET
bracis-33596	160	2	results	result	NOUN
bracis-33596	160	3	support	support	VERB
bracis-33596	160	4	the	the	DET
bracis-33596	160	5	conclusion	conclusion	NOUN
bracis-33596	160	6	that	that	SCONJ
bracis-33596	160	7	combining	combine	VERB
bracis-33596	160	8	time	time	NOUN
bracis-33596	160	9	series	series	NOUN
bracis-33596	160	10	and	and	CCONJ
bracis-33596	160	11	tabular	tabular	PROPN
bracis-33596	160	12	data	datum	NOUN
bracis-33596	160	13	statistically	statistically	ADV
bracis-33596	160	14	improves	improve	VERB
bracis-33596	160	15	recall	recall	NOUN
bracis-33596	160	16	.	.	PUNCT
bracis-33596	161	1	the	the	DET
bracis-33596	161	2	figure	figure	NOUN
bracis-33596	161	3	(	(	PUNCT
bracis-33596	161	4	fig	fig	NOUN
bracis-33596	161	5	.	.	PUNCT
bracis-33596	161	6	 	 	SPACE
bracis-33596	161	7	1	1	X
bracis-33596	161	8	)	)	PUNCT
bracis-33596	161	9	shows	show	VERB
bracis-33596	161	10	the	the	DET
bracis-33596	161	11	roc	roc	PROPN
bracis-33596	161	12	curves	curve	NOUN
bracis-33596	161	13	for	for	ADP
bracis-33596	161	14	all	all	DET
bracis-33596	161	15	models	model	NOUN
bracis-33596	161	16	(	(	PUNCT
bracis-33596	161	17	mlp	mlp	NOUN
bracis-33596	161	18	,	,	PUNCT
bracis-33596	161	19	rf	rf	PROPN
bracis-33596	161	20	,	,	PUNCT
bracis-33596	161	21	xgb	xgb	NUM
bracis-33596	161	22	,	,	PUNCT
bracis-33596	161	23	rnn+mlp	rnn+mlp	PROPN
bracis-33596	161	24	)	)	PUNCT
bracis-33596	161	25	in	in	ADP
bracis-33596	161	26	scenarios	scenario	NOUN
bracis-33596	161	27	1	1	NUM
bracis-33596	161	28	and	and	CCONJ
bracis-33596	161	29	2	2	NUM
bracis-33596	161	30	.	.	NOUN
bracis-33596	161	31	table	table	NOUN
bracis-33596	161	32	4	4	NUM
bracis-33596	161	33	.	.	PUNCT
bracis-33596	162	1	performance	performance	NOUN
bracis-33596	162	2	of	of	ADP
bracis-33596	162	3	the	the	DET
bracis-33596	162	4	machine	machine	NOUN
bracis-33596	162	5	learning	learn	VERB
bracis-33596	162	6	model	model	NOUN
bracis-33596	162	7	of	of	ADP
bracis-33596	162	8	studies	study	NOUN
bracis-33596	162	9	on	on	ADP
bracis-33596	162	10	predicting	predict	VERB
bracis-33596	162	11	scd	scd	PROPN
bracis-33596	162	12	risk	risk	NOUN
bracis-33596	162	13	,	,	PUNCT
bracis-33596	162	14	considering	consider	VERB
bracis-33596	162	15	sensitivity	sensitivity	NOUN
bracis-33596	162	16	as	as	ADP
bracis-33596	162	17	a	a	DET
bracis-33596	162	18	reference	reference	NOUN
bracis-33596	162	19	parameter.full	parameter.full	NOUN
bracis-33596	162	20	size	size	NOUN
bracis-33596	162	21	table	table	NOUN
bracis-33596	162	22	for	for	ADP
bracis-33596	162	23	comparative	comparative	ADJ
bracis-33596	162	24	purposes	purpose	NOUN
bracis-33596	162	25	,	,	PUNCT
bracis-33596	162	26	table	table	NOUN
bracis-33596	162	27	 	 	SPACE
bracis-33596	162	28	4	4	NUM
bracis-33596	162	29	shows	show	VERB
bracis-33596	162	30	the	the	DET
bracis-33596	162	31	performance	performance	NOUN
bracis-33596	162	32	of	of	ADP
bracis-33596	162	33	scd	scd	NOUN
bracis-33596	162	34	-	-	PUNCT
bracis-33596	162	35	related	relate	VERB
bracis-33596	162	36	works	work	NOUN
bracis-33596	162	37	in	in	ADP
bracis-33596	162	38	chhd	chhd	PROPN
bracis-33596	162	39	and	and	CCONJ
bracis-33596	162	40	non	non	ADJ
bracis-33596	162	41	-	-	ADJ
bracis-33596	162	42	chhd	chhd	ADJ
bracis-33596	162	43	contexts	contexts	NOUN
bracis-33596	162	44	with	with	ADP
bracis-33596	162	45	the	the	DET
bracis-33596	162	46	same	same	ADJ
bracis-33596	162	47	parameter	parameter	NOUN
bracis-33596	162	48	(	(	PUNCT
bracis-33596	162	49	recall	recall	NOUN
bracis-33596	162	50	)	)	PUNCT
bracis-33596	162	51	as	as	ADP
bracis-33596	162	52	this	this	DET
bracis-33596	162	53	study	study	NOUN
bracis-33596	162	54	.	.	PUNCT
bracis-33596	163	1	the	the	DET
bracis-33596	163	2	results	result	NOUN
bracis-33596	163	3	from	from	ADP
bracis-33596	163	4	both	both	DET
bracis-33596	163	5	approaches	approach	NOUN
bracis-33596	163	6	were	be	AUX
bracis-33596	163	7	similar	similar	ADJ
bracis-33596	163	8	to	to	ADP
bracis-33596	163	9	the	the	DET
bracis-33596	163	10	other	other	ADJ
bracis-33596	163	11	works	work	NOUN
bracis-33596	163	12	,	,	PUNCT
bracis-33596	163	13	the	the	DET
bracis-33596	163	14	recall	recall	NOUN
bracis-33596	163	15	from	from	ADP
bracis-33596	163	16	rnn+mlp	rnn+mlp	PROPN
bracis-33596	163	17	(	(	PUNCT
bracis-33596	163	18	27	27	NUM
bracis-33596	163	19	temporal	temporal	ADJ
bracis-33596	163	20	features	feature	NOUN
bracis-33596	163	21	+	+	CCONJ
bracis-33596	163	22	63	63	NUM
bracis-33596	163	23	tabular	tabular	NOUN
bracis-33596	163	24	features	feature	VERB
bracis-33596	163	25	)	)	PUNCT
bracis-33596	163	26	being	be	AUX
bracis-33596	163	27	the	the	DET
bracis-33596	163	28	second	second	ADJ
bracis-33596	163	29	highest	high	ADJ
bracis-33596	163	30	one	one	NOUN
bracis-33596	163	31	.	.	PUNCT
bracis-33596	164	1	despite	despite	SCONJ
bracis-33596	164	2	methodological	methodological	ADJ
bracis-33596	164	3	differences	difference	NOUN
bracis-33596	164	4	,	,	PUNCT
bracis-33596	164	5	our	our	PRON
bracis-33596	164	6	results	result	NOUN
bracis-33596	164	7	seem	seem	VERB
bracis-33596	164	8	relevant	relevant	ADJ
bracis-33596	164	9	to	to	ADP
bracis-33596	164	10	the	the	DET
bracis-33596	164	11	scd	scd	PROPN
bracis-33596	164	12	scenario	scenario	NOUN
bracis-33596	164	13	in	in	ADP
bracis-33596	164	14	chhd	chhd	PROPN
bracis-33596	164	15	.	.	PUNCT
bracis-33596	165	1	4.2	4.2	NUM
bracis-33596	165	2	user	user	NOUN
bracis-33596	165	3	interface	interface	NOUN
bracis-33596	165	4	to	to	PART
bracis-33596	165	5	empower	empower	VERB
bracis-33596	165	6	domain	domain	NOUN
bracis-33596	165	7	experts	expert	NOUN
bracis-33596	165	8	with	with	ADP
bracis-33596	165	9	the	the	DET
bracis-33596	165	10	ability	ability	NOUN
bracis-33596	165	11	to	to	PART
bracis-33596	165	12	predict	predict	VERB
bracis-33596	165	13	scd	scd	PROPN
bracis-33596	165	14	in	in	ADP
bracis-33596	165	15	cc	cc	PROPN
bracis-33596	165	16	,	,	PUNCT
bracis-33596	165	17	the	the	DET
bracis-33596	165	18	mlp	mlp	NOUN
bracis-33596	165	19	model	model	NOUN
bracis-33596	165	20	with	with	ADP
bracis-33596	165	21	5	5	NUM
bracis-33596	165	22	features	feature	NOUN
bracis-33596	165	23	from	from	ADP
bracis-33596	165	24	scenario	scenario	NOUN
bracis-33596	165	25	1	1	NUM
bracis-33596	165	26	was	be	AUX
bracis-33596	165	27	exported	export	VERB
bracis-33596	165	28	using	use	VERB
bracis-33596	165	29	the	the	DET
bracis-33596	165	30	pickle5	pickle5	NOUN
bracis-33596	165	31	library	library	NOUN
bracis-33596	165	32	.	.	PUNCT
bracis-33596	166	1	this	this	DET
bracis-33596	166	2	exported	export	VERB
bracis-33596	166	3	model	model	NOUN
bracis-33596	166	4	served	serve	VERB
bracis-33596	166	5	as	as	ADP
bracis-33596	166	6	the	the	DET
bracis-33596	166	7	initial	initial	ADJ
bracis-33596	166	8	foundation	foundation	NOUN
bracis-33596	166	9	for	for	ADP
bracis-33596	166	10	a	a	DET
bracis-33596	166	11	initial	initial	ADJ
bracis-33596	166	12	web	web	NOUN
bracis-33596	166	13	prediction	prediction	NOUN
bracis-33596	166	14	system	system	NOUN
bracis-33596	166	15	.	.	PUNCT
bracis-33596	167	1	we	we	PRON
bracis-33596	167	2	proposed	propose	VERB
bracis-33596	167	3	a	a	DET
bracis-33596	167	4	prototype	prototype	NOUN
bracis-33596	167	5	intelligent	intelligent	ADJ
bracis-33596	167	6	system	system	NOUN
bracis-33596	167	7	with	with	ADP
bracis-33596	167	8	six	six	NUM
bracis-33596	167	9	key	key	ADJ
bracis-33596	167	10	functionalities	functionality	NOUN
bracis-33596	167	11	:	:	PUNCT
bracis-33596	167	12	login	login	NOUN
bracis-33596	167	13	,	,	PUNCT
bracis-33596	167	14	patient	patient	ADJ
bracis-33596	167	15	registration	registration	NOUN
bracis-33596	167	16	,	,	PUNCT
bracis-33596	167	17	appointment	appointment	NOUN
bracis-33596	167	18	scheduling	scheduling	NOUN
bracis-33596	167	19	,	,	PUNCT
bracis-33596	167	20	exam	exam	NOUN
bracis-33596	167	21	registration	registration	NOUN
bracis-33596	167	22	,	,	PUNCT
bracis-33596	167	23	prediction	prediction	NOUN
bracis-33596	167	24	,	,	PUNCT
bracis-33596	167	25	and	and	CCONJ
bracis-33596	167	26	model	model	NOUN
bracis-33596	167	27	visualization	visualization	NOUN
bracis-33596	167	28	.	.	PUNCT
bracis-33596	168	1	the	the	DET
bracis-33596	168	2	application	application	NOUN
bracis-33596	168	3	’s	’s	PART
bracis-33596	168	4	login	login	NOUN
bracis-33596	168	5	was	be	AUX
bracis-33596	168	6	created	create	VERB
bracis-33596	168	7	using	use	VERB
bracis-33596	168	8	oauth	oauth	NOUN
bracis-33596	168	9	authentication	authentication	NOUN
bracis-33596	168	10	with	with	ADP
bracis-33596	168	11	the	the	DET
bracis-33596	168	12	google	google	PROPN
bracis-33596	168	13	platform	platform	NOUN
bracis-33596	168	14	,	,	PUNCT
bracis-33596	168	15	that	that	PRON
bracis-33596	168	16	offers	offer	VERB
bracis-33596	168	17	secure	secure	ADJ
bracis-33596	168	18	and	and	CCONJ
bracis-33596	168	19	convenient	convenient	ADJ
bracis-33596	168	20	access	access	NOUN
bracis-33596	168	21	by	by	ADP
bracis-33596	168	22	leveraging	leverage	VERB
bracis-33596	168	23	existing	exist	VERB
bracis-33596	168	24	google	google	NOUN
bracis-33596	168	25	credentials	credential	NOUN
bracis-33596	168	26	.	.	PUNCT
bracis-33596	169	1	upon	upon	SCONJ
bracis-33596	169	2	successful	successful	ADJ
bracis-33596	169	3	login	login	NOUN
bracis-33596	169	4	,	,	PUNCT
bracis-33596	169	5	the	the	DET
bracis-33596	169	6	user	user	NOUN
bracis-33596	169	7	is	be	AUX
bracis-33596	169	8	redirected	redirect	VERB
bracis-33596	169	9	to	to	ADP
bracis-33596	169	10	the	the	DET
bracis-33596	169	11	application	application	NOUN
bracis-33596	169	12	’s	’s	PART
bracis-33596	169	13	main	main	ADJ
bracis-33596	169	14	screen	screen	NOUN
bracis-33596	169	15	,	,	PUNCT
bracis-33596	169	16	depicted	depict	VERB
bracis-33596	169	17	in	in	ADP
bracis-33596	169	18	fig	fig	NOUN
bracis-33596	169	19	.	.	PUNCT
bracis-33596	169	20	 	 	SPACE
bracis-33596	170	1	2	2	NUM
bracis-33596	170	2	.	.	X
bracis-33596	170	3	fig	fig	NOUN
bracis-33596	170	4	.	.	PUNCT
bracis-33596	171	1	2	2	NUM
bracis-33596	171	2	.	.	X
bracis-33596	171	3	home	home	NOUN
bracis-33596	171	4	screen	screen	NOUN
bracis-33596	171	5	that	that	PRON
bracis-33596	171	6	provides	provide	VERB
bracis-33596	171	7	access	access	NOUN
bracis-33596	171	8	to	to	ADP
bracis-33596	171	9	all	all	DET
bracis-33596	171	10	system	system	NOUN
bracis-33596	171	11	functionalities	functionality	NOUN
bracis-33596	171	12	.	.	PUNCT
bracis-33596	172	1	full	full	ADJ
bracis-33596	172	2	size	size	NOUN
bracis-33596	172	3	image	image	NOUN
bracis-33596	172	4	this	this	DET
bracis-33596	172	5	screen	screen	NOUN
bracis-33596	172	6	serves	serve	VERB
bracis-33596	172	7	as	as	ADP
bracis-33596	172	8	a	a	DET
bracis-33596	172	9	central	central	ADJ
bracis-33596	172	10	hub	hub	NOUN
bracis-33596	172	11	for	for	ADP
bracis-33596	172	12	managing	manage	VERB
bracis-33596	172	13	patients	patient	NOUN
bracis-33596	172	14	.	.	PUNCT
bracis-33596	173	1	it	it	PRON
bracis-33596	173	2	lists	list	VERB
bracis-33596	173	3	all	all	DET
bracis-33596	173	4	registered	registered	ADJ
bracis-33596	173	5	patients	patient	NOUN
bracis-33596	173	6	,	,	PUNCT
bracis-33596	173	7	displaying	display	VERB
bracis-33596	173	8	their	their	PRON
bracis-33596	173	9	names	name	NOUN
bracis-33596	173	10	,	,	PUNCT
bracis-33596	173	11	birth	birth	NOUN
bracis-33596	173	12	dates	date	NOUN
bracis-33596	173	13	,	,	PUNCT
bracis-33596	173	14	last	last	ADJ
bracis-33596	173	15	appointment	appointment	NOUN
bracis-33596	173	16	details	detail	NOUN
bracis-33596	173	17	,	,	PUNCT
bracis-33596	173	18	and	and	CCONJ
bracis-33596	173	19	quick	quick	ADJ
bracis-33596	173	20	access	access	NOUN
bracis-33596	173	21	buttons	button	NOUN
bracis-33596	173	22	for	for	ADP
bracis-33596	173	23	requesting	request	VERB
bracis-33596	173	24	relevant	relevant	ADJ
bracis-33596	173	25	cardiac	cardiac	ADJ
bracis-33596	173	26	exams	exam	NOUN
bracis-33596	173	27	(	(	PUNCT
bracis-33596	173	28	e.g.	e.g.	ADV
bracis-33596	173	29	,	,	PUNCT
bracis-33596	173	30	ecg	ecg	PROPN
bracis-33596	173	31	,	,	PUNCT
bracis-33596	173	32	eco	eco	PROPN
bracis-33596	173	33	,	,	PUNCT
bracis-33596	173	34	ecg	ecg	PROPN
bracis-33596	173	35	-	-	PUNCT
bracis-33596	173	36	holter	holter	NOUN
bracis-33596	173	37	)	)	PUNCT
bracis-33596	173	38	to	to	PART
bracis-33596	173	39	aid	aid	VERB
bracis-33596	173	40	in	in	ADP
bracis-33596	173	41	scd	scd	PROPN
bracis-33596	173	42	risk	risk	NOUN
bracis-33596	173	43	assessment	assessment	NOUN
bracis-33596	173	44	.	.	PUNCT
bracis-33596	174	1	additionally	additionally	ADV
bracis-33596	174	2	,	,	PUNCT
bracis-33596	174	3	users	user	NOUN
bracis-33596	174	4	can	can	AUX
bracis-33596	174	5	register	register	VERB
bracis-33596	174	6	patient	patient	ADJ
bracis-33596	174	7	data	datum	NOUN
bracis-33596	174	8	,	,	PUNCT
bracis-33596	174	9	input	input	NOUN
bracis-33596	174	10	clinical	clinical	ADJ
bracis-33596	174	11	or	or	CCONJ
bracis-33596	174	12	exam	exam	NOUN
bracis-33596	174	13	-	-	PUNCT
bracis-33596	174	14	related	relate	VERB
bracis-33596	174	15	information	information	NOUN
bracis-33596	174	16	,	,	PUNCT
bracis-33596	174	17	allowing	allow	VERB
bracis-33596	174	18	the	the	DET
bracis-33596	174	19	system	system	NOUN
bracis-33596	174	20	to	to	PART
bracis-33596	174	21	function	function	VERB
bracis-33596	174	22	as	as	ADP
bracis-33596	174	23	basic	basic	ADJ
bracis-33596	174	24	medical	medical	ADJ
bracis-33596	174	25	record	record	NOUN
bracis-33596	174	26	software	software	NOUN
bracis-33596	174	27	.	.	PUNCT
bracis-33596	175	1	fig	fig	NOUN
bracis-33596	175	2	.	.	PUNCT
bracis-33596	176	1	3	3	X
bracis-33596	176	2	.	.	X
bracis-33596	176	3	cardiology	cardiology	NOUN
bracis-33596	176	4	risk	risk	NOUN
bracis-33596	176	5	prediction	prediction	NOUN
bracis-33596	176	6	listing	list	VERB
bracis-33596	176	7	screen	screen	NOUN
bracis-33596	176	8	full	full	ADJ
bracis-33596	176	9	size	size	NOUN
bracis-33596	176	10	image	image	NOUN
bracis-33596	176	11	regarding	regard	VERB
bracis-33596	176	12	scd	scd	NOUN
bracis-33596	176	13	risk	risk	NOUN
bracis-33596	176	14	prediction	prediction	NOUN
bracis-33596	176	15	functionality	functionality	NOUN
bracis-33596	176	16	,	,	PUNCT
bracis-33596	176	17	users	user	NOUN
bracis-33596	176	18	can	can	AUX
bracis-33596	176	19	access	access	VERB
bracis-33596	176	20	the	the	DET
bracis-33596	176	21	dedicated	dedicated	ADJ
bracis-33596	176	22	screen	screen	NOUN
bracis-33596	176	23	by	by	ADP
bracis-33596	176	24	clicking	click	VERB
bracis-33596	176	25	on	on	ADP
bracis-33596	176	26	the	the	DET
bracis-33596	176	27	‘	'	PUNCT
bracis-33596	176	28	predict	predict	NOUN
bracis-33596	176	29	’	'	PUNCT
bracis-33596	176	30	in	in	ADP
bracis-33596	176	31	top	top	ADJ
bracis-33596	176	32	menu	menu	NOUN
bracis-33596	176	33	of	of	ADP
bracis-33596	176	34	the	the	DET
bracis-33596	176	35	main	main	ADJ
bracis-33596	176	36	screen	screen	NOUN
bracis-33596	176	37	,	,	PUNCT
bracis-33596	176	38	as	as	SCONJ
bracis-33596	176	39	depicted	depict	VERB
bracis-33596	176	40	in	in	ADP
bracis-33596	176	41	fig	fig	NOUN
bracis-33596	176	42	.	.	PUNCT
bracis-33596	176	43	 	 	SPACE
bracis-33596	177	1	3	3	X
bracis-33596	177	2	.	.	PUNCT
bracis-33596	178	1	this	this	DET
bracis-33596	178	2	screen	screen	NOUN
bracis-33596	178	3	displays	display	VERB
bracis-33596	178	4	a	a	DET
bracis-33596	178	5	grid	grid	NOUN
bracis-33596	178	6	summarizing	summarize	VERB
bracis-33596	178	7	all	all	DET
bracis-33596	178	8	scd	scd	NOUN
bracis-33596	178	9	risk	risk	NOUN
bracis-33596	178	10	predictions	prediction	NOUN
bracis-33596	178	11	made	make	VERB
bracis-33596	178	12	in	in	ADP
bracis-33596	178	13	the	the	DET
bracis-33596	178	14	system	system	NOUN
bracis-33596	178	15	.	.	PUNCT
bracis-33596	179	1	each	each	DET
bracis-33596	179	2	entry	entry	NOUN
bracis-33596	179	3	in	in	ADP
bracis-33596	179	4	the	the	DET
bracis-33596	179	5	grid	grid	NOUN
bracis-33596	179	6	shows	show	VERB
bracis-33596	179	7	the	the	DET
bracis-33596	179	8	patient	patient	NOUN
bracis-33596	179	9	’s	’s	PART
bracis-33596	179	10	name	name	NOUN
bracis-33596	179	11	,	,	PUNCT
bracis-33596	179	12	prediction	prediction	NOUN
bracis-33596	179	13	date	date	NOUN
bracis-33596	179	14	,	,	PUNCT
bracis-33596	179	15	predicted	predict	VERB
bracis-33596	179	16	result	result	NOUN
bracis-33596	179	17	(	(	PUNCT
bracis-33596	179	18	risk	risk	NOUN
bracis-33596	179	19	or	or	CCONJ
bracis-33596	179	20	non	non	ADJ
bracis-33596	179	21	-	-	NOUN
bracis-33596	179	22	risk	risk	NOUN
bracis-33596	179	23	,	,	PUNCT
bracis-33596	179	24	and	and	CCONJ
bracis-33596	179	25	probability	probability	NOUN
bracis-33596	179	26	)	)	PUNCT
bracis-33596	179	27	,	,	PUNCT
bracis-33596	179	28	and	and	CCONJ
bracis-33596	179	29	a	a	DET
bracis-33596	179	30	button	button	NOUN
bracis-33596	179	31	to	to	PART
bracis-33596	179	32	view	view	VERB
bracis-33596	179	33	the	the	DET
bracis-33596	179	34	features	feature	NOUN
bracis-33596	179	35	values	value	NOUN
bracis-33596	179	36	used	use	VERB
bracis-33596	179	37	for	for	ADP
bracis-33596	179	38	the	the	DET
bracis-33596	179	39	prediction	prediction	NOUN
bracis-33596	179	40	.	.	PUNCT
bracis-33596	180	1	fig	fig	NOUN
bracis-33596	180	2	.	.	PUNCT
bracis-33596	181	1	4	4	X
bracis-33596	181	2	.	.	X
bracis-33596	181	3	add	add	VERB
bracis-33596	181	4	prediction	prediction	NOUN
bracis-33596	181	5	screen	screen	NOUN
bracis-33596	181	6	full	full	ADJ
bracis-33596	181	7	size	size	NOUN
bracis-33596	181	8	image	image	NOUN
bracis-33596	181	9	after	after	ADP
bracis-33596	181	10	clicking	click	VERB
bracis-33596	181	11	the	the	DET
bracis-33596	181	12	“	"	PUNCT
bracis-33596	181	13	predict	predict	VERB
bracis-33596	181	14	+	+	NOUN
bracis-33596	181	15	”	"	PUNCT
bracis-33596	181	16	button	button	NOUN
bracis-33596	181	17	,	,	PUNCT
bracis-33596	181	18	the	the	DET
bracis-33596	181	19	system	system	NOUN
bracis-33596	181	20	redirects	redirect	VERB
bracis-33596	181	21	the	the	DET
bracis-33596	181	22	user	user	NOUN
bracis-33596	181	23	to	to	ADP
bracis-33596	181	24	a	a	DET
bracis-33596	181	25	screen	screen	NOUN
bracis-33596	181	26	for	for	ADP
bracis-33596	181	27	inputting	inputte	VERB
bracis-33596	181	28	new	new	ADJ
bracis-33596	181	29	prediction	prediction	NOUN
bracis-33596	181	30	data	datum	NOUN
bracis-33596	181	31	(	(	PUNCT
bracis-33596	181	32	fig	fig	NOUN
bracis-33596	181	33	.	.	PUNCT
bracis-33596	181	34	 	 	SPACE
bracis-33596	181	35	4	4	NUM
bracis-33596	181	36	)	)	PUNCT
bracis-33596	181	37	.	.	PUNCT
bracis-33596	182	1	this	this	DET
bracis-33596	182	2	screen	screen	NOUN
bracis-33596	182	3	includes	include	VERB
bracis-33596	182	4	all	all	DET
bracis-33596	182	5	fields	field	NOUN
bracis-33596	182	6	used	use	VERB
bracis-33596	182	7	as	as	ADP
bracis-33596	182	8	input	input	NOUN
bracis-33596	182	9	for	for	ADP
bracis-33596	182	10	the	the	DET
bracis-33596	182	11	predictive	predictive	ADJ
bracis-33596	182	12	model	model	NOUN
bracis-33596	182	13	,	,	PUNCT
bracis-33596	182	14	including	include	VERB
bracis-33596	182	15	patient	patient	ADJ
bracis-33596	182	16	demographics	demographic	NOUN
bracis-33596	182	17	(	(	PUNCT
bracis-33596	182	18	name	name	NOUN
bracis-33596	182	19	,	,	PUNCT
bracis-33596	182	20	physician	physician	NOUN
bracis-33596	182	21	)	)	PUNCT
bracis-33596	182	22	and	and	CCONJ
bracis-33596	182	23	five	five	NUM
bracis-33596	182	24	selected	select	VERB
bracis-33596	182	25	tabular	tabular	NOUN
bracis-33596	182	26	features	feature	VERB
bracis-33596	182	27	(	(	PUNCT
bracis-33596	182	28	nsvt	nsvt	NOUN
bracis-33596	182	29	,	,	PUNCT
bracis-33596	182	30	amiodarone	amiodarone	NOUN
bracis-33596	182	31	classification	classification	NOUN
bracis-33596	182	32	,	,	PUNCT
bracis-33596	182	33	rassi	rassi	ADJ
bracis-33596	182	34	score	score	NOUN
bracis-33596	182	35	)	)	PUNCT
bracis-33596	182	36	.	.	PUNCT
bracis-33596	183	1	the	the	DET
bracis-33596	183	2	very	very	ADV
bracis-33596	183	3	simple	simple	ADJ
bracis-33596	183	4	and	and	CCONJ
bracis-33596	183	5	user	user	NOUN
bracis-33596	183	6	-	-	PUNCT
bracis-33596	183	7	friendly	friendly	ADJ
bracis-33596	183	8	prototype	prototype	NOUN
bracis-33596	183	9	system	system	NOUN
bracis-33596	183	10	was	be	AUX
bracis-33596	183	11	developed	develop	VERB
bracis-33596	183	12	as	as	ADP
bracis-33596	183	13	a	a	DET
bracis-33596	183	14	web	web	NOUN
bracis-33596	183	15	platform	platform	NOUN
bracis-33596	183	16	to	to	PART
bracis-33596	183	17	facilitate	facilitate	VERB
bracis-33596	183	18	easy	easy	ADJ
bracis-33596	183	19	access	access	NOUN
bracis-33596	183	20	and	and	CCONJ
bracis-33596	183	21	use	use	NOUN
bracis-33596	183	22	by	by	ADP
bracis-33596	183	23	doctors	doctor	NOUN
bracis-33596	183	24	,	,	PUNCT
bracis-33596	183	25	ultimately	ultimately	ADV
bracis-33596	183	26	assisting	assist	VERB
bracis-33596	183	27	them	they	PRON
bracis-33596	183	28	in	in	ADP
bracis-33596	183	29	patient	patient	ADJ
bracis-33596	183	30	care	care	NOUN
bracis-33596	183	31	.	.	PUNCT
bracis-33596	184	1	5	5	NUM
bracis-33596	184	2	conclusion	conclusion	NOUN
bracis-33596	184	3	this	this	DET
bracis-33596	184	4	work	work	NOUN
bracis-33596	184	5	proposes	propose	VERB
bracis-33596	184	6	the	the	DET
bracis-33596	184	7	use	use	NOUN
bracis-33596	184	8	of	of	ADP
bracis-33596	184	9	multimodal	multimodal	NOUN
bracis-33596	184	10	and	and	CCONJ
bracis-33596	184	11	hybrid	hybrid	NOUN
bracis-33596	184	12	models	model	NOUN
bracis-33596	184	13	to	to	PART
bracis-33596	184	14	assess	assess	VERB
bracis-33596	184	15	scd	scd	NOUN
bracis-33596	184	16	risk	risk	NOUN
bracis-33596	184	17	in	in	ADP
bracis-33596	184	18	non	non	ADJ
bracis-33596	184	19	-	-	ADJ
bracis-33596	184	20	high	high	ADJ
bracis-33596	184	21	-	-	PUNCT
bracis-33596	184	22	risk	risk	NOUN
bracis-33596	184	23	cc	cc	NOUN
bracis-33596	184	24	patients	patient	NOUN
bracis-33596	184	25	.	.	PUNCT
bracis-33596	185	1	furthermore	furthermore	ADV
bracis-33596	185	2	,	,	PUNCT
bracis-33596	185	3	a	a	DET
bracis-33596	185	4	prototype	prototype	NOUN
bracis-33596	185	5	is	be	AUX
bracis-33596	185	6	has	have	AUX
bracis-33596	185	7	been	be	AUX
bracis-33596	185	8	developed	develop	VERB
bracis-33596	185	9	to	to	PART
bracis-33596	185	10	support	support	VERB
bracis-33596	185	11	healthcare	healthcare	NOUN
bracis-33596	185	12	professionals	professional	NOUN
bracis-33596	185	13	in	in	ADP
bracis-33596	185	14	identifying	identify	VERB
bracis-33596	185	15	patients	patient	NOUN
bracis-33596	185	16	with	with	ADP
bracis-33596	185	17	potential	potential	ADJ
bracis-33596	185	18	scd	scd	NOUN
bracis-33596	185	19	risk	risk	NOUN
bracis-33596	185	20	,	,	PUNCT
bracis-33596	185	21	aiding	aid	VERB
bracis-33596	185	22	in	in	ADP
bracis-33596	185	23	early	early	ADJ
bracis-33596	185	24	diagnosis	diagnosis	NOUN
bracis-33596	185	25	and	and	CCONJ
bracis-33596	185	26	intervention	intervention	NOUN
bracis-33596	185	27	.	.	PUNCT
bracis-33596	186	1	encouragingly	encouragingly	ADV
bracis-33596	186	2	,	,	PUNCT
bracis-33596	186	3	despite	despite	SCONJ
bracis-33596	186	4	a	a	DET
bracis-33596	186	5	limited	limited	ADJ
bracis-33596	186	6	sample	sample	NOUN
bracis-33596	186	7	size	size	NOUN
bracis-33596	186	8	,	,	PUNCT
bracis-33596	186	9	the	the	DET
bracis-33596	186	10	study	study	NOUN
bracis-33596	186	11	achieved	achieve	VERB
bracis-33596	186	12	promising	promise	VERB
bracis-33596	186	13	results	result	NOUN
bracis-33596	186	14	.	.	PUNCT
bracis-33596	187	1	combining	combine	VERB
bracis-33596	187	2	time	time	NOUN
bracis-33596	187	3	series	series	PROPN
bracis-33596	187	4	data	datum	NOUN
bracis-33596	187	5	with	with	ADP
bracis-33596	187	6	tabular	tabular	PROPN
bracis-33596	187	7	data	datum	NOUN
bracis-33596	187	8	using	use	VERB
bracis-33596	187	9	a	a	DET
bracis-33596	187	10	hybrid	hybrid	ADJ
bracis-33596	187	11	rnn+mlp	rnn+mlp	NOUN
bracis-33596	187	12	model	model	NOUN
bracis-33596	187	13	improved	improve	VERB
bracis-33596	187	14	recall	recall	NOUN
bracis-33596	187	15	,	,	PUNCT
bracis-33596	187	16	precision	precision	NOUN
bracis-33596	187	17	,	,	PUNCT
bracis-33596	187	18	and	and	CCONJ
bracis-33596	187	19	f1	f1	ADJ
bracis-33596	187	20	-	-	PUNCT
bracis-33596	187	21	score	score	NOUN
bracis-33596	187	22	performance	performance	NOUN
bracis-33596	187	23	,	,	PUNCT
bracis-33596	187	24	regardless	regardless	ADV
bracis-33596	187	25	of	of	ADP
bracis-33596	187	26	feature	feature	NOUN
bracis-33596	187	27	selection	selection	NOUN
bracis-33596	187	28	.	.	PUNCT
bracis-33596	188	1	it	it	PRON
bracis-33596	188	2	’s	’	VERB
bracis-33596	188	3	important	important	ADJ
bracis-33596	188	4	to	to	PART
bracis-33596	188	5	note	note	VERB
bracis-33596	188	6	that	that	PRON
bracis-33596	188	7	time	time	NOUN
bracis-33596	188	8	series	series	PROPN
bracis-33596	188	9	feature	feature	NOUN
bracis-33596	188	10	extraction	extraction	NOUN
bracis-33596	188	11	is	be	AUX
bracis-33596	188	12	an	an	DET
bracis-33596	188	13	ongoing	ongoing	ADJ
bracis-33596	188	14	area	area	NOUN
bracis-33596	188	15	of	of	ADP
bracis-33596	188	16	research	research	NOUN
bracis-33596	188	17	,	,	PUNCT
bracis-33596	188	18	and	and	CCONJ
bracis-33596	188	19	this	this	DET
bracis-33596	188	20	analysis	analysis	NOUN
bracis-33596	188	21	represents	represent	VERB
bracis-33596	188	22	an	an	DET
bracis-33596	188	23	initial	initial	ADJ
bracis-33596	188	24	exploration	exploration	NOUN
bracis-33596	188	25	of	of	ADP
bracis-33596	188	26	the	the	DET
bracis-33596	188	27	findings	finding	NOUN
bracis-33596	188	28	.	.	PUNCT
bracis-33596	189	1	this	this	DET
bracis-33596	189	2	work	work	NOUN
bracis-33596	189	3	serves	serve	VERB
bracis-33596	189	4	as	as	ADP
bracis-33596	189	5	a	a	DET
bracis-33596	189	6	foundation	foundation	NOUN
bracis-33596	189	7	for	for	ADP
bracis-33596	189	8	future	future	ADJ
bracis-33596	189	9	research	research	NOUN
bracis-33596	189	10	aimed	aim	VERB
bracis-33596	189	11	at	at	ADP
bracis-33596	189	12	developing	develop	VERB
bracis-33596	189	13	even	even	ADV
bracis-33596	189	14	more	more	ADV
bracis-33596	189	15	robust	robust	ADJ
bracis-33596	189	16	models	model	NOUN
bracis-33596	189	17	that	that	PRON
bracis-33596	189	18	can	can	AUX
bracis-33596	189	19	assist	assist	VERB
bracis-33596	189	20	in	in	ADP
bracis-33596	189	21	the	the	DET
bracis-33596	189	22	early	early	ADJ
bracis-33596	189	23	diagnosis	diagnosis	NOUN
bracis-33596	189	24	of	of	ADP
bracis-33596	189	25	scd	scd	NOUN
bracis-33596	189	26	risk	risk	NOUN
bracis-33596	189	27	in	in	ADP
bracis-33596	189	28	cc	cc	ADP
bracis-33596	189	29	patients	patient	NOUN
bracis-33596	189	30	who	who	PRON
bracis-33596	189	31	are	be	AUX
bracis-33596	189	32	not	not	PART
bracis-33596	189	33	classified	classify	VERB
bracis-33596	189	34	as	as	ADP
bracis-33596	189	35	high	high	ADJ
bracis-33596	189	36	-	-	PUNCT
bracis-33596	189	37	risk	risk	NOUN
bracis-33596	189	38	.	.	PUNCT
bracis-33596	190	1	these	these	DET
bracis-33596	190	2	models	model	NOUN
bracis-33596	190	3	have	have	VERB
bracis-33596	190	4	the	the	DET
bracis-33596	190	5	potential	potential	NOUN
bracis-33596	190	6	to	to	PART
bracis-33596	190	7	address	address	VERB
bracis-33596	190	8	the	the	DET
bracis-33596	190	9	current	current	ADJ
bracis-33596	190	10	limitations	limitation	NOUN
bracis-33596	190	11	in	in	ADP
bracis-33596	190	12	accurately	accurately	ADV
bracis-33596	190	13	predicting	predict	VERB
bracis-33596	190	14	scd	scd	NOUN
bracis-33596	190	15	in	in	ADP
bracis-33596	190	16	this	this	DET
bracis-33596	190	17	patient	patient	ADJ
bracis-33596	190	18	population	population	NOUN
bracis-33596	190	19	.	.	PUNCT
bracis-33596	191	1	future	future	ADJ
bracis-33596	191	2	work	work	NOUN
bracis-33596	191	3	includes	include	VERB
bracis-33596	191	4	reprocessing	reprocess	VERB
bracis-33596	191	5	the	the	DET
bracis-33596	191	6	models	model	NOUN
bracis-33596	191	7	applying	apply	VERB
bracis-33596	191	8	feature	feature	NOUN
bracis-33596	191	9	selection	selection	NOUN
bracis-33596	191	10	techniques	technique	NOUN
bracis-33596	191	11	to	to	ADP
bracis-33596	191	12	the	the	DET
bracis-33596	191	13	temporal	temporal	ADJ
bracis-33596	191	14	data	datum	NOUN
bracis-33596	191	15	,	,	PUNCT
bracis-33596	191	16	comparing	compare	VERB
bracis-33596	191	17	the	the	DET
bracis-33596	191	18	results	result	NOUN
bracis-33596	191	19	of	of	ADP
bracis-33596	191	20	classical	classical	ADJ
bracis-33596	191	21	models	model	NOUN
bracis-33596	191	22	with	with	ADP
bracis-33596	191	23	results	result	NOUN
bracis-33596	191	24	of	of	ADP
bracis-33596	191	25	other	other	ADJ
bracis-33596	191	26	models	model	NOUN
bracis-33596	191	27	that	that	PRON
bracis-33596	191	28	have	have	VERB
bracis-33596	191	29	the	the	DET
bracis-33596	191	30	capability	capability	NOUN
bracis-33596	191	31	to	to	PART
bracis-33596	191	32	handle	handle	VERB
bracis-33596	191	33	different	different	ADJ
bracis-33596	191	34	types	type	NOUN
bracis-33596	191	35	of	of	ADP
bracis-33596	191	36	data	datum	NOUN
bracis-33596	191	37	,	,	PUNCT
bracis-33596	191	38	applying	apply	VERB
bracis-33596	191	39	xai	xai	PROPN
bracis-33596	191	40	techniques	technique	NOUN
bracis-33596	191	41	to	to	PART
bracis-33596	191	42	enhance	enhance	VERB
bracis-33596	191	43	the	the	DET
bracis-33596	191	44	interpretability	interpretability	NOUN
bracis-33596	191	45	of	of	ADP
bracis-33596	191	46	predictions	prediction	NOUN
bracis-33596	191	47	for	for	ADP
bracis-33596	191	48	specialists	specialist	NOUN
bracis-33596	191	49	,	,	PUNCT
bracis-33596	191	50	and	and	CCONJ
bracis-33596	191	51	exploring	explore	VERB
bracis-33596	191	52	other	other	ADJ
bracis-33596	191	53	rnn	rnn	NOUN
bracis-33596	191	54	combination	combination	NOUN
bracis-33596	191	55	approaches	approach	NOUN
bracis-33596	191	56	to	to	PART
bracis-33596	191	57	potentially	potentially	ADV
bracis-33596	191	58	improve	improve	VERB
bracis-33596	191	59	model	model	NOUN
bracis-33596	191	60	performance	performance	NOUN
bracis-33596	191	61	and	and	CCONJ
bracis-33596	191	62	generalizability	generalizability	NOUN
bracis-33596	191	63	.	.	PUNCT
bracis-33596	192	1	references	reference	NOUN
bracis-33596	192	2	alberto	alberto	PROPN
bracis-33596	192	3	,	,	PUNCT
bracis-33596	192	4	a.c	a.c	PROPN
bracis-33596	192	5	.	.	PROPN
bracis-33596	192	6	,	,	PUNCT
bracis-33596	192	7	pedrosa	pedrosa	PROPN
bracis-33596	192	8	,	,	PUNCT
bracis-33596	192	9	r.c	r.c	PROPN
bracis-33596	192	10	.	.	PROPN
bracis-33596	192	11	,	,	PUNCT
bracis-33596	192	12	zarzoso	zarzoso	PROPN
bracis-33596	192	13	,	,	PUNCT
bracis-33596	192	14	v.	v.	PROPN
bracis-33596	192	15	,	,	PUNCT
bracis-33596	192	16	nadal	nadal	NOUN
bracis-33596	192	17	,	,	PUNCT
bracis-33596	192	18	j.	j.	PROPN
bracis-33596	192	19	:	:	PUNCT
bracis-33596	192	20	association	association	NOUN
bracis-33596	192	21	between	between	ADP
bracis-33596	192	22	circadian	circadian	PROPN
bracis-33596	192	23	holter	holter	NOUN
bracis-33596	192	24	ecg	ecg	PROPN
bracis-33596	192	25	changes	change	NOUN
bracis-33596	192	26	and	and	CCONJ
bracis-33596	192	27	sudden	sudden	ADJ
bracis-33596	192	28	cardiac	cardiac	ADJ
bracis-33596	192	29	death	death	NOUN
bracis-33596	192	30	in	in	ADP
bracis-33596	192	31	patients	patient	NOUN
bracis-33596	192	32	with	with	ADP
bracis-33596	192	33	chagas	chagas	NOUN
bracis-33596	192	34	heart	heart	NOUN
bracis-33596	192	35	disease	disease	NOUN
bracis-33596	192	36	.	.	PUNCT
bracis-33596	193	1	physiol	physiol	PROPN
bracis-33596	193	2	.	.	PUNCT
bracis-33596	194	1	meas	meas	PROPN
bracis-33596	194	2	.	.	PUNCT
bracis-33596	195	1	41(2	41(2	NUM
bracis-33596	195	2	)	)	PUNCT
bracis-33596	195	3	,	,	PUNCT
bracis-33596	195	4	025006	025006	NUM
bracis-33596	195	5	(	(	PUNCT
bracis-33596	195	6	2020	2020	NUM
bracis-33596	195	7	)	)	PUNCT
bracis-33596	195	8	article	article	NOUN
bracis-33596	195	9	  	  	SPACE
bracis-33596	195	10	google	google	PROPN
bracis-33596	195	11	scholar	scholar	NOUN
bracis-33596	195	12	  	  	SPACE
bracis-33596	195	13	atallah	atallah	PROPN
bracis-33596	195	14	,	,	PUNCT
bracis-33596	195	15	j.	j.	PROPN
bracis-33596	195	16	,	,	PUNCT
bracis-33596	195	17	gonzalez	gonzalez	PROPN
bracis-33596	195	18	corcia	corcia	PROPN
bracis-33596	195	19	,	,	PUNCT
bracis-33596	195	20	m.c	m.c	PROPN
bracis-33596	195	21	.	.	PROPN
bracis-33596	195	22	,	,	PUNCT
bracis-33596	195	23	walsh	walsh	PROPN
bracis-33596	195	24	,	,	PUNCT
bracis-33596	195	25	e.p	e.p	PROPN
bracis-33596	195	26	.	.	PROPN
bracis-33596	195	27	:	:	PUNCT
bracis-33596	196	1	ventricular	ventricular	ADJ
bracis-33596	196	2	arrhythmia	arrhythmia	NOUN
bracis-33596	196	3	and	and	CCONJ
bracis-33596	196	4	life	life	NOUN
bracis-33596	196	5	-	-	PUNCT
bracis-33596	196	6	threatening	threaten	VERB
bracis-33596	196	7	events	event	NOUN
bracis-33596	196	8	in	in	ADP
bracis-33596	196	9	patients	patient	NOUN
bracis-33596	196	10	with	with	ADP
bracis-33596	196	11	repaired	repaired	ADJ
bracis-33596	196	12	tetralogy	tetralogy	NOUN
bracis-33596	196	13	of	of	ADP
bracis-33596	196	14	fallot	fallot	PROPN
bracis-33596	196	15	.	.	PUNCT
bracis-33596	197	1	am	be	AUX
bracis-33596	197	2	.	.	PUNCT
bracis-33596	198	1	j.	j.	PROPN
bracis-33596	198	2	cardiol	cardiol	PROPN
bracis-33596	198	3	.	.	PUNCT
bracis-33596	199	1	132	132	NUM
bracis-33596	199	2	,	,	PUNCT
bracis-33596	199	3	126–132	126–132	NUM
bracis-33596	199	4	(	(	PUNCT
bracis-33596	199	5	2020	2020	NUM
bracis-33596	199	6	)	)	PUNCT
bracis-33596	199	7	article	article	NOUN
bracis-33596	199	8	  	  	SPACE
bracis-33596	199	9	google	google	PROPN
bracis-33596	199	10	scholar	scholar	NOUN
bracis-33596	199	11	  	  	SPACE
bracis-33596	199	12	barker	barker	PROPN
bracis-33596	199	13	,	,	PUNCT
bracis-33596	199	14	j.	j.	PROPN
bracis-33596	199	15	,	,	PUNCT
bracis-33596	199	16	et	et	PROPN
bracis-33596	199	17	al	al	PROPN
bracis-33596	199	18	.	.	PUNCT
bracis-33596	199	19	:	:	PUNCT
bracis-33596	200	1	machine	machine	NOUN
bracis-33596	200	2	learning	learn	VERB
bracis-33596	200	3	in	in	ADP
bracis-33596	200	4	sudden	sudden	ADJ
bracis-33596	200	5	cardiac	cardiac	ADJ
bracis-33596	200	6	death	death	NOUN
bracis-33596	200	7	risk	risk	NOUN
bracis-33596	200	8	prediction	prediction	NOUN
bracis-33596	200	9	:	:	PUNCT
bracis-33596	200	10	a	a	DET
bracis-33596	200	11	systematic	systematic	ADJ
bracis-33596	200	12	review	review	NOUN
bracis-33596	200	13	.	.	PUNCT
bracis-33596	201	1	europace	europace	PROPN
bracis-33596	201	2	24(11	24(11	NUM
bracis-33596	201	3	)	)	PUNCT
bracis-33596	201	4	,	,	PUNCT
bracis-33596	201	5	1777–1787	1777–1787	NUM
bracis-33596	201	6	(	(	PUNCT
bracis-33596	201	7	2022	2022	NUM
bracis-33596	201	8	)	)	PUNCT
bracis-33596	201	9	article	article	NOUN
bracis-33596	201	10	  	  	SPACE
bracis-33596	201	11	math	math	NOUN
bracis-33596	201	12	  	  	SPACE
bracis-33596	201	13	google	google	PROPN
bracis-33596	201	14	scholar	scholar	NOUN
bracis-33596	201	15	  	  	SPACE
bracis-33596	201	16	cavalcante	cavalcante	NOUN
bracis-33596	201	17	,	,	PUNCT
bracis-33596	201	18	c.h	c.h	PROPN
bracis-33596	201	19	.	.	PROPN
bracis-33596	201	20	,	,	PUNCT
bracis-33596	201	21	et	et	PROPN
bracis-33596	201	22	al	al	PROPN
bracis-33596	201	23	.	.	PROPN
bracis-33596	201	24	:	:	PUNCT
bracis-33596	202	1	sudden	sudden	ADJ
bracis-33596	202	2	cardiac	cardiac	ADJ
bracis-33596	202	3	death	death	NOUN
bracis-33596	202	4	multiparametric	multiparametric	ADJ
bracis-33596	202	5	classification	classification	NOUN
bracis-33596	202	6	system	system	NOUN
bracis-33596	202	7	for	for	ADP
bracis-33596	202	8	chagas	chagas	NOUN
bracis-33596	202	9	heart	heart	NOUN
bracis-33596	202	10	disease	disease	NOUN
bracis-33596	202	11	’s	’s	PART
bracis-33596	202	12	patients	patient	NOUN
bracis-33596	202	13	based	base	VERB
bracis-33596	202	14	on	on	ADP
bracis-33596	202	15	clinical	clinical	ADJ
bracis-33596	202	16	data	datum	NOUN
bracis-33596	202	17	and	and	CCONJ
bracis-33596	202	18	24	24	NUM
bracis-33596	202	19	-	-	PUNCT
bracis-33596	202	20	hours	hour	NOUN
bracis-33596	202	21	ecg	ecg	PROPN
bracis-33596	202	22	monitoring	monitoring	NOUN
bracis-33596	202	23	.	.	PUNCT
bracis-33596	203	1	math	math	NOUN
bracis-33596	203	2	.	.	PUNCT
bracis-33596	204	1	biosci	biosci	PROPN
bracis-33596	204	2	.	.	PUNCT
bracis-33596	205	1	eng	eng	PROPN
bracis-33596	205	2	.	.	PUNCT
bracis-33596	205	3	20(5	20(5	PROPN
bracis-33596	205	4	)	)	PUNCT
bracis-33596	205	5	,	,	PUNCT
bracis-33596	205	6	9159–9178	9159–9178	NUM
bracis-33596	205	7	(	(	PUNCT
bracis-33596	205	8	2023	2023	NUM
bracis-33596	205	9	)	)	PUNCT
bracis-33596	205	10	article	article	NOUN
bracis-33596	205	11	  	  	SPACE
bracis-33596	205	12	math	math	NOUN
bracis-33596	205	13	  	  	SPACE
bracis-33596	205	14	google	google	PROPN
bracis-33596	205	15	scholar	scholar	NOUN
bracis-33596	205	16	  	  	SPACE
bracis-33596	205	17	elman	elman	NOUN
bracis-33596	205	18	,	,	PUNCT
bracis-33596	205	19	j.l	j.l	PROPN
bracis-33596	205	20	.	.	PROPN
bracis-33596	205	21	:	:	PUNCT
bracis-33596	205	22	finding	find	VERB
bracis-33596	205	23	structure	structure	NOUN
bracis-33596	205	24	in	in	ADP
bracis-33596	205	25	time	time	NOUN
bracis-33596	205	26	.	.	PUNCT
bracis-33596	206	1	cogn	cogn	PROPN
bracis-33596	206	2	.	.	PUNCT
bracis-33596	207	1	sci	sci	PROPN
bracis-33596	207	2	.	.	PUNCT
bracis-33596	208	1	14(2	14(2	NUM
bracis-33596	208	2	)	)	PUNCT
bracis-33596	208	3	,	,	PUNCT
bracis-33596	209	1	179–211	179–211	NUM
bracis-33596	209	2	(	(	PUNCT
bracis-33596	209	3	1990	1990	NUM
bracis-33596	209	4	)	)	PUNCT
bracis-33596	209	5	article	article	NOUN
bracis-33596	209	6	  	  	SPACE
bracis-33596	209	7	math	math	NOUN
bracis-33596	209	8	  	  	SPACE
bracis-33596	209	9	google	google	PROPN
bracis-33596	209	10	scholar	scholar	NOUN
bracis-33596	209	11	  	  	SPACE
bracis-33596	209	12	goldstein	goldstein	PROPN
bracis-33596	209	13	,	,	PUNCT
bracis-33596	209	14	b.a	b.a	PROPN
bracis-33596	209	15	.	.	PROPN
bracis-33596	209	16	,	,	PUNCT
bracis-33596	209	17	chang	chang	PROPN
bracis-33596	209	18	,	,	PUNCT
bracis-33596	209	19	t.i	t.i	PROPN
bracis-33596	209	20	.	.	PROPN
bracis-33596	209	21	,	,	PUNCT
bracis-33596	209	22	mitani	mitani	PROPN
bracis-33596	209	23	,	,	PUNCT
bracis-33596	209	24	a.a	a.a	PROPN
bracis-33596	209	25	.	.	PROPN
bracis-33596	209	26	,	,	PUNCT
bracis-33596	209	27	assimes	assime	NOUN
bracis-33596	209	28	,	,	PUNCT
bracis-33596	209	29	t.l	t.l	PROPN
bracis-33596	209	30	.	.	PROPN
bracis-33596	209	31	,	,	PUNCT
bracis-33596	209	32	winkelmayer	winkelmayer	PROPN
bracis-33596	209	33	,	,	PUNCT
bracis-33596	209	34	w.c	w.c	PROPN
bracis-33596	209	35	.	.	PROPN
bracis-33596	209	36	:	:	PUNCT
bracis-33596	209	37	near	near	ADJ
bracis-33596	209	38	-	-	PUNCT
bracis-33596	209	39	term	term	NOUN
bracis-33596	209	40	prediction	prediction	NOUN
bracis-33596	209	41	of	of	ADP
bracis-33596	209	42	sudden	sudden	ADJ
bracis-33596	209	43	cardiac	cardiac	ADJ
bracis-33596	209	44	death	death	NOUN
bracis-33596	209	45	in	in	ADP
bracis-33596	209	46	older	old	ADJ
bracis-33596	209	47	hemodialysis	hemodialysis	NOUN
bracis-33596	209	48	patients	patient	NOUN
bracis-33596	209	49	using	use	VERB
bracis-33596	209	50	electronic	electronic	ADJ
bracis-33596	209	51	health	health	NOUN
bracis-33596	209	52	records	record	NOUN
bracis-33596	209	53	.	.	PUNCT
bracis-33596	210	1	clin	clin	PROPN
bracis-33596	210	2	.	.	PUNCT
bracis-33596	211	1	j.	j.	PROPN
bracis-33596	211	2	am	am	PROPN
bracis-33596	211	3	.	.	PUNCT
bracis-33596	212	1	soc	soc	PROPN
bracis-33596	212	2	.	.	PUNCT
bracis-33596	213	1	nephrol	nephrol	PROPN
bracis-33596	213	2	.	.	PUNCT
bracis-33596	214	1	9(1	9(1	NUM
bracis-33596	214	2	)	)	PUNCT
bracis-33596	215	1	,	,	PUNCT
bracis-33596	215	2	82–91	82–91	NUM
bracis-33596	215	3	(	(	PUNCT
bracis-33596	215	4	2014	2014	NUM
bracis-33596	215	5	)	)	PUNCT
bracis-33596	215	6	article	article	NOUN
bracis-33596	215	7	  	  	SPACE
bracis-33596	215	8	math	math	NOUN
bracis-33596	215	9	  	  	SPACE
bracis-33596	215	10	google	google	PROPN
bracis-33596	215	11	scholar	scholar	NOUN
bracis-33596	215	12	  	  	SPACE
bracis-33596	215	13	grinsztajn	grinsztajn	PROPN
bracis-33596	215	14	,	,	PUNCT
bracis-33596	215	15	l.	l.	PROPN
bracis-33596	215	16	,	,	PUNCT
bracis-33596	215	17	oyallon	oyallon	PROPN
bracis-33596	215	18	,	,	PUNCT
bracis-33596	215	19	e.	e.	PROPN
bracis-33596	215	20	,	,	PUNCT
bracis-33596	215	21	varoquaux	varoquaux	PROPN
bracis-33596	215	22	,	,	PUNCT
bracis-33596	215	23	g.	g.	PROPN
bracis-33596	215	24	:	:	PUNCT
bracis-33596	215	25	why	why	SCONJ
bracis-33596	215	26	do	do	AUX
bracis-33596	215	27	tree	tree	NOUN
bracis-33596	215	28	-	-	PUNCT
bracis-33596	215	29	based	base	VERB
bracis-33596	215	30	models	model	NOUN
bracis-33596	215	31	still	still	ADV
bracis-33596	215	32	outperform	outperform	VERB
bracis-33596	215	33	deep	deep	ADJ
bracis-33596	215	34	learning	learning	NOUN
bracis-33596	215	35	on	on	ADP
bracis-33596	215	36	typical	typical	ADJ
bracis-33596	215	37	tabular	tabular	PROPN
bracis-33596	215	38	data	datum	NOUN
bracis-33596	215	39	?	?	PUNCT
bracis-33596	216	1	adv	adv	PROPN
bracis-33596	216	2	.	.	PUNCT
bracis-33596	216	3	neural	neural	PROPN
bracis-33596	216	4	.	.	PUNCT
bracis-33596	217	1	inf	inf	PROPN
bracis-33596	217	2	.	.	PROPN
bracis-33596	217	3	process	process	NOUN
bracis-33596	217	4	.	.	PUNCT
bracis-33596	218	1	syst	syst	PROPN
bracis-33596	218	2	.	.	PROPN
bracis-33596	219	1	35	35	NUM
bracis-33596	219	2	,	,	PUNCT
bracis-33596	219	3	507–520	507–520	NUM
bracis-33596	219	4	(	(	PUNCT
bracis-33596	219	5	2022	2022	NUM
bracis-33596	219	6	)	)	PUNCT
bracis-33596	219	7	google	google	PROPN
bracis-33596	219	8	scholar	scholar	NOUN
bracis-33596	219	9	  	  	SPACE
bracis-33596	219	10	hinkle	hinkle	PROPN
bracis-33596	219	11	,	,	PUNCT
bracis-33596	219	12	l.e	l.e	PROPN
bracis-33596	219	13	.	.	PROPN
bracis-33596	219	14	,	,	PUNCT
bracis-33596	219	15	jr	jr	PROPN
bracis-33596	219	16	.	.	PROPN
bracis-33596	219	17	,	,	PUNCT
bracis-33596	219	18	thaler	thaler	PROPN
bracis-33596	219	19	,	,	PUNCT
bracis-33596	219	20	h.t	h.t	PROPN
bracis-33596	219	21	.	.	PROPN
bracis-33596	219	22	:	:	PUNCT
bracis-33596	220	1	clinical	clinical	ADJ
bracis-33596	220	2	classification	classification	NOUN
bracis-33596	220	3	of	of	ADP
bracis-33596	220	4	cardiac	cardiac	ADJ
bracis-33596	220	5	deaths	death	NOUN
bracis-33596	220	6	.	.	PUNCT
bracis-33596	221	1	circulation	circulation	NOUN
bracis-33596	221	2	65(3	65(3	NOUN
bracis-33596	221	3	)	)	PUNCT
bracis-33596	221	4	,	,	PUNCT
bracis-33596	221	5	457–464	457–464	NUM
bracis-33596	221	6	(	(	PUNCT
bracis-33596	221	7	1982	1982	NUM
bracis-33596	221	8	)	)	PUNCT
bracis-33596	221	9	article	article	NOUN
bracis-33596	221	10	  	  	SPACE
bracis-33596	221	11	math	math	NOUN
bracis-33596	221	12	  	  	SPACE
bracis-33596	221	13	google	google	PROPN
bracis-33596	221	14	scholar	scholar	NOUN
bracis-33596	221	15	  	  	SPACE
bracis-33596	221	16	johnston	johnston	PROPN
bracis-33596	221	17	,	,	PUNCT
bracis-33596	221	18	l.	l.	PROPN
bracis-33596	221	19	:	:	PUNCT
bracis-33596	221	20	student	student	NOUN
bracis-33596	221	21	’s	’s	PART
bracis-33596	221	22	t	t	PROPN
bracis-33596	221	23	-	-	PUNCT
bracis-33596	221	24	test	test	NOUN
bracis-33596	221	25	.	.	PUNCT
bracis-33596	222	1	j.	j.	PROPN
bracis-33596	222	2	qual	qual	PROPN
bracis-33596	222	3	.	.	PROPN
bracis-33596	223	1	technol	technol	PROPN
bracis-33596	223	2	.	.	PUNCT
bracis-33596	224	1	2(4	2(4	NUM
bracis-33596	224	2	)	)	PUNCT
bracis-33596	224	3	,	,	PUNCT
bracis-33596	225	1	243–245	243–245	NUM
bracis-33596	225	2	(	(	PUNCT
bracis-33596	225	3	1970	1970	NUM
bracis-33596	225	4	)	)	PUNCT
bracis-33596	225	5	article	article	NOUN
bracis-33596	225	6	  	  	SPACE
bracis-33596	225	7	math	math	NOUN
bracis-33596	225	8	  	  	SPACE
bracis-33596	225	9	google	google	PROPN
bracis-33596	225	10	scholar	scholar	NOUN
bracis-33596	225	11	  	  	SPACE
bracis-33596	225	12	knechtel	knechtel	NOUN
bracis-33596	225	13	,	,	PUNCT
bracis-33596	225	14	m.d.r	m.d.r	PROPN
bracis-33596	225	15	.	.	PUNCT
bracis-33596	225	16	:	:	PUNCT
bracis-33596	225	17	metodologia	metodologia	PROPN
bracis-33596	225	18	da	da	PROPN
bracis-33596	225	19	pesquisa	pesquisa	PROPN
bracis-33596	225	20	em	em	PRON
bracis-33596	225	21	educação	educação	PROPN
bracis-33596	225	22	:	:	PUNCT
bracis-33596	225	23	uma	uma	PROPN
bracis-33596	225	24	abordagem	abordagem	PROPN
bracis-33596	225	25	teórico	teórico	PROPN
bracis-33596	225	26	-	-	PUNCT
bracis-33596	225	27	prática	prática	PROPN
bracis-33596	225	28	dialogada	dialogada	PROPN
bracis-33596	225	29	.	.	PUNCT
bracis-33596	226	1	curitiba	curitiba	PROPN
bracis-33596	226	2	:	:	PUNCT
bracis-33596	227	1	intersaberes	intersabere	NOUN
bracis-33596	227	2	,	,	PUNCT
bracis-33596	227	3	106	106	NUM
bracis-33596	227	4	(	(	PUNCT
bracis-33596	227	5	2014	2014	NUM
bracis-33596	227	6	)	)	PUNCT
bracis-33596	227	7	google	google	PROPN
bracis-33596	227	8	scholar	scholar	NOUN
bracis-33596	227	9	  	  	SPACE
bracis-33596	227	10	lee	lee	PROPN
bracis-33596	227	11	,	,	PUNCT
bracis-33596	227	12	s.	s.	PROPN
bracis-33596	227	13	,	,	PUNCT
bracis-33596	227	14	et	et	PROPN
bracis-33596	227	15	al	al	PROPN
bracis-33596	227	16	.	.	PUNCT
bracis-33596	227	17	:	:	PUNCT
bracis-33596	227	18	territory	territory	NOUN
bracis-33596	227	19	-	-	PUNCT
bracis-33596	227	20	wide	wide	ADJ
bracis-33596	227	21	cohort	cohort	NOUN
bracis-33596	227	22	study	study	NOUN
bracis-33596	227	23	of	of	ADP
bracis-33596	227	24	brugada	brugada	PROPN
bracis-33596	227	25	syndrome	syndrome	PROPN
bracis-33596	227	26	in	in	ADP
bracis-33596	227	27	hong	hong	PROPN
bracis-33596	227	28	kong	kong	PROPN
bracis-33596	227	29	:	:	PUNCT
bracis-33596	227	30	predictors	predictor	NOUN
bracis-33596	227	31	of	of	ADP
bracis-33596	227	32	long	long	ADJ
bracis-33596	227	33	-	-	PUNCT
bracis-33596	227	34	term	term	NOUN
bracis-33596	227	35	outcomes	outcome	NOUN
bracis-33596	227	36	using	use	VERB
bracis-33596	227	37	random	random	ADJ
bracis-33596	227	38	survival	survival	NOUN
bracis-33596	227	39	forests	forest	NOUN
bracis-33596	227	40	and	and	CCONJ
bracis-33596	227	41	non	non	ADJ
bracis-33596	227	42	-	-	ADJ
bracis-33596	227	43	negative	negative	ADJ
bracis-33596	227	44	matrix	matrix	NOUN
bracis-33596	227	45	factorisation	factorisation	NOUN
bracis-33596	227	46	.	.	PUNCT
bracis-33596	228	1	open	open	ADJ
bracis-33596	228	2	heart	heart	NOUN
bracis-33596	228	3	8(1	8(1	NOUN
bracis-33596	228	4	)	)	PUNCT
bracis-33596	228	5	,	,	PUNCT
bracis-33596	228	6	e001505	e001505	VERB
bracis-33596	228	7	(	(	PUNCT
bracis-33596	228	8	2021	2021	NUM
bracis-33596	228	9	)	)	PUNCT
bracis-33596	228	10	article	article	NOUN
bracis-33596	228	11	  	  	SPACE
bracis-33596	228	12	mathscinet	mathscinet	NOUN
bracis-33596	228	13	  	  	SPACE
bracis-33596	228	14	google	google	PROPN
bracis-33596	228	15	scholar	scholar	NOUN
bracis-33596	228	16	  	  	SPACE
bracis-33596	228	17	leoni	leoni	PROPN
bracis-33596	228	18	,	,	PUNCT
bracis-33596	228	19	l.	l.	PROPN
bracis-33596	228	20	,	,	PUNCT
bracis-33596	228	21	et	et	PROPN
bracis-33596	228	22	al	al	PROPN
bracis-33596	228	23	.	.	PUNCT
bracis-33596	228	24	:	:	PUNCT
bracis-33596	229	1	bridging	bridge	VERB
bracis-33596	229	2	implantable	implantable	ADJ
bracis-33596	229	3	cardioverter	cardioverter	NOUN
bracis-33596	229	4	-	-	PUNCT
bracis-33596	229	5	defibrillator	defibrillator	NOUN
bracis-33596	229	6	patients	patient	NOUN
bracis-33596	229	7	undergoing	undergo	VERB
bracis-33596	229	8	radiotherapy	radiotherapy	NOUN
bracis-33596	229	9	with	with	ADP
bracis-33596	229	10	a	a	DET
bracis-33596	229	11	wearable	wearable	ADJ
bracis-33596	229	12	cardioverter	cardioverter	NOUN
bracis-33596	229	13	-	-	PUNCT
bracis-33596	229	14	defibrillator	defibrillator	NOUN
bracis-33596	229	15	.	.	PUNCT
bracis-33596	230	1	cardiology	cardiology	NOUN
bracis-33596	230	2	:	:	PUNCT
bracis-33596	230	3	open	open	ADJ
bracis-33596	230	4	access	access	NOUN
bracis-33596	230	5	8(1	8(1	NOUN
bracis-33596	230	6	)	)	PUNCT
bracis-33596	230	7	,	,	PUNCT
bracis-33596	230	8	24–27	24–27	NUM
bracis-33596	230	9	(	(	PUNCT
bracis-33596	230	10	2023	2023	NUM
bracis-33596	230	11	)	)	PUNCT
bracis-33596	230	12	google	google	NOUN
bracis-33596	230	13	scholar	scholar	NOUN
bracis-33596	230	14	  	  	SPACE
bracis-33596	230	15	lopez	lopez	PROPN
bracis-33596	230	16	-	-	PUNCT
bracis-33596	230	17	jimenez	jimenez	PROPN
bracis-33596	230	18	,	,	PUNCT
bracis-33596	230	19	f.	f.	PROPN
bracis-33596	230	20	,	,	PUNCT
bracis-33596	230	21	et	et	PROPN
bracis-33596	230	22	 	 	SPACE
bracis-33596	230	23	al	al	PROPN
bracis-33596	230	24	.	.	PROPN
bracis-33596	230	25	:	:	PUNCT
bracis-33596	231	1	artificial	artificial	ADJ
bracis-33596	231	2	intelligence	intelligence	NOUN
bracis-33596	231	3	in	in	ADP
bracis-33596	231	4	cardiology	cardiology	NOUN
bracis-33596	231	5	:	:	PUNCT
bracis-33596	231	6	present	present	ADJ
bracis-33596	231	7	and	and	CCONJ
bracis-33596	231	8	future	future	ADJ
bracis-33596	231	9	.	.	PUNCT
bracis-33596	232	1	in	in	ADP
bracis-33596	232	2	:	:	PUNCT
bracis-33596	232	3	mayo	mayo	NOUN
bracis-33596	232	4	clinic	clinic	NOUN
bracis-33596	232	5	proceedings	proceeding	NOUN
bracis-33596	232	6	,	,	PUNCT
bracis-33596	232	7	vol	vol	NOUN
bracis-33596	232	8	.	.	PUNCT
bracis-33596	232	9	 	 	SPACE
bracis-33596	232	10	95	95	NUM
bracis-33596	232	11	,	,	PUNCT
bracis-33596	232	12	pp	pp	ADJ
bracis-33596	232	13	.	.	PUNCT
bracis-33596	232	14	1015–1039	1015–1039	NUM
bracis-33596	232	15	.	.	PUNCT
bracis-33596	233	1	elsevier	elsevier	NOUN
bracis-33596	233	2	(	(	PUNCT
bracis-33596	233	3	2020	2020	NUM
bracis-33596	233	4	)	)	PUNCT
bracis-33596	233	5	google	google	PROPN
bracis-33596	233	6	scholar	scholar	NOUN
bracis-33596	233	7	  	  	SPACE
bracis-33596	233	8	malik	malik	PROPN
bracis-33596	233	9	,	,	PUNCT
bracis-33596	233	10	l.h	l.h	PROPN
bracis-33596	233	11	.	.	PROPN
bracis-33596	233	12	,	,	PUNCT
bracis-33596	233	13	singh	singh	PROPN
bracis-33596	233	14	,	,	PUNCT
bracis-33596	233	15	g.d	g.d	PROPN
bracis-33596	233	16	.	.	PROPN
bracis-33596	233	17	,	,	PUNCT
bracis-33596	233	18	amsterdam	amsterdam	PROPN
bracis-33596	233	19	,	,	PUNCT
bracis-33596	233	20	e.a	e.a	PROPN
bracis-33596	233	21	.	.	PROPN
bracis-33596	233	22	:	:	PUNCT
bracis-33596	234	1	chagas	chagas	PROPN
bracis-33596	234	2	heart	heart	NOUN
bracis-33596	234	3	disease	disease	PROPN
bracis-33596	234	4	:	:	PUNCT
bracis-33596	234	5	an	an	DET
bracis-33596	234	6	update	update	NOUN
bracis-33596	234	7	.	.	PUNCT
bracis-33596	235	1	am	be	AUX
bracis-33596	235	2	.	.	PUNCT
bracis-33596	236	1	j.	j.	PROPN
bracis-33596	236	2	med	med	PROPN
bracis-33596	236	3	.	.	PUNCT
bracis-33596	237	1	128(11	128(11	NUM
bracis-33596	237	2	)	)	PUNCT
bracis-33596	237	3	,	,	PUNCT
bracis-33596	237	4	1251	1251	NUM
bracis-33596	237	5	-	-	PUNCT
bracis-33596	237	6	e7	e7	PROPN
bracis-33596	237	7	(	(	PUNCT
bracis-33596	237	8	2015	2015	NUM
bracis-33596	237	9	)	)	PUNCT
bracis-33596	237	10	article	article	NOUN
bracis-33596	237	11	  	  	SPACE
bracis-33596	237	12	math	math	NOUN
bracis-33596	237	13	  	  	SPACE
bracis-33596	237	14	google	google	PROPN
bracis-33596	237	15	scholar	scholar	NOUN
bracis-33596	237	16	  	  	SPACE
bracis-33596	237	17	members	member	NOUN
bracis-33596	237	18	,	,	PUNCT
bracis-33596	237	19	a.f	a.f	PROPN
bracis-33596	237	20	.	.	PROPN
bracis-33596	237	21	,	,	PUNCT
bracis-33596	237	22	priori	priori	X
bracis-33596	237	23	,	,	PUNCT
bracis-33596	237	24	s.g	s.g	PROPN
bracis-33596	237	25	.	.	PROPN
bracis-33596	237	26	,	,	PUNCT
bracis-33596	237	27	blomström	blomström	NOUN
bracis-33596	237	28	-	-	PUNCT
bracis-33596	237	29	lundqvist	lundqvist	NOUN
bracis-33596	237	30	,	,	PUNCT
bracis-33596	237	31	c.	c.	PROPN
bracis-33596	237	32	,	,	PUNCT
bracis-33596	237	33	mazzanti	mazzanti	PROPN
bracis-33596	237	34	,	,	PUNCT
bracis-33596	237	35	a.	a.	NOUN
bracis-33596	237	36	,	,	PUNCT
bracis-33596	237	37	blom	blom	NOUN
bracis-33596	237	38	,	,	PUNCT
bracis-33596	237	39	n.	n.	NOUN
bracis-33596	237	40	,	,	PUNCT
bracis-33596	237	41	borggrefe	borggrefe	X
bracis-33596	237	42	,	,	PUNCT
bracis-33596	237	43	m.	m.	NOUN
bracis-33596	237	44	,	,	PUNCT
bracis-33596	237	45	camm	camm	PROPN
bracis-33596	237	46	,	,	PUNCT
bracis-33596	237	47	j.	j.	PROPN
bracis-33596	237	48	,	,	PUNCT
bracis-33596	237	49	elliott	elliott	PROPN
bracis-33596	237	50	,	,	PUNCT
bracis-33596	237	51	p.m.	p.m.	PROPN
bracis-33596	237	52	,	,	PUNCT
bracis-33596	237	53	fitzsimons	fitzsimon	NOUN
bracis-33596	237	54	,	,	PUNCT
bracis-33596	237	55	d.	d.	PROPN
bracis-33596	237	56	,	,	PUNCT
bracis-33596	237	57	hatala	hatala	NOUN
bracis-33596	237	58	,	,	PUNCT
bracis-33596	237	59	r.	r.	PROPN
bracis-33596	237	60	,	,	PUNCT
bracis-33596	237	61	et	et	PROPN
bracis-33596	237	62	al	al	PROPN
bracis-33596	237	63	.	.	PUNCT
bracis-33596	237	64	:	:	PUNCT
bracis-33596	237	65	2015	2015	NUM
bracis-33596	237	66	esc	esc	NOUN
bracis-33596	237	67	guidelines	guideline	VERB
bracis-33596	237	68	for	for	ADP
bracis-33596	237	69	the	the	DET
bracis-33596	237	70	management	management	NOUN
bracis-33596	237	71	of	of	ADP
bracis-33596	237	72	patients	patient	NOUN
bracis-33596	237	73	with	with	ADP
bracis-33596	237	74	ventricular	ventricular	ADJ
bracis-33596	237	75	arrhythmias	arrhythmia	NOUN
bracis-33596	237	76	and	and	CCONJ
bracis-33596	237	77	the	the	DET
bracis-33596	237	78	prevention	prevention	NOUN
bracis-33596	237	79	of	of	ADP
bracis-33596	237	80	sudden	sudden	ADJ
bracis-33596	237	81	cardiac	cardiac	ADJ
bracis-33596	237	82	death	death	NOUN
bracis-33596	237	83	:	:	PUNCT
bracis-33596	237	84	the	the	DET
bracis-33596	237	85	task	task	NOUN
bracis-33596	237	86	force	force	NOUN
bracis-33596	237	87	for	for	ADP
bracis-33596	237	88	the	the	DET
bracis-33596	237	89	management	management	NOUN
bracis-33596	237	90	of	of	ADP
bracis-33596	237	91	patients	patient	NOUN
bracis-33596	237	92	with	with	ADP
bracis-33596	237	93	ventricular	ventricular	ADJ
bracis-33596	237	94	arrhythmias	arrhythmia	NOUN
bracis-33596	237	95	and	and	CCONJ
bracis-33596	237	96	the	the	DET
bracis-33596	237	97	prevention	prevention	NOUN
bracis-33596	237	98	of	of	ADP
bracis-33596	237	99	sudden	sudden	ADJ
bracis-33596	237	100	cardiac	cardiac	ADJ
bracis-33596	237	101	death	death	NOUN
bracis-33596	237	102	of	of	ADP
bracis-33596	237	103	the	the	DET
bracis-33596	237	104	european	european	ADJ
bracis-33596	237	105	society	society	PROPN
bracis-33596	237	106	of	of	ADP
bracis-33596	237	107	cardiology	cardiology	NOUN
bracis-33596	237	108	(	(	PUNCT
bracis-33596	237	109	esc	esc	NOUN
bracis-33596	237	110	)	)	PUNCT
bracis-33596	237	111	endorsed	endorse	VERB
bracis-33596	237	112	by	by	ADP
bracis-33596	237	113	:	:	PUNCT
bracis-33596	237	114	association	association	NOUN
bracis-33596	237	115	for	for	ADP
bracis-33596	237	116	european	european	ADJ
bracis-33596	237	117	paediatric	paediatric	ADJ
bracis-33596	237	118	and	and	CCONJ
bracis-33596	237	119	congenital	congenital	ADJ
bracis-33596	237	120	cardiology	cardiology	NOUN
bracis-33596	237	121	(	(	PUNCT
bracis-33596	237	122	aepc	aepc	PROPN
bracis-33596	237	123	)	)	PUNCT
bracis-33596	237	124	.	.	PUNCT
bracis-33596	238	1	ep	ep	PROPN
bracis-33596	238	2	europace	europace	NOUN
bracis-33596	238	3	17(11	17(11	NUM
bracis-33596	238	4	)	)	PUNCT
bracis-33596	238	5	,	,	PUNCT
bracis-33596	238	6	1601–1687	1601–1687	NUM
bracis-33596	238	7	(	(	PUNCT
bracis-33596	238	8	2015	2015	NUM
bracis-33596	238	9	)	)	PUNCT
bracis-33596	238	10	google	google	PROPN
bracis-33596	238	11	scholar	scholar	NOUN
bracis-33596	238	12	  	  	SPACE
bracis-33596	238	13	nicolson	nicolson	PROPN
bracis-33596	238	14	,	,	PUNCT
bracis-33596	238	15	w.b	w.b	PROPN
bracis-33596	238	16	.	.	PROPN
bracis-33596	238	17	,	,	PUNCT
bracis-33596	238	18	et	et	PROPN
bracis-33596	238	19	al	al	PROPN
bracis-33596	238	20	.	.	PUNCT
bracis-33596	238	21	:	:	PUNCT
bracis-33596	239	1	prospective	prospective	ADJ
bracis-33596	239	2	evaluation	evaluation	NOUN
bracis-33596	239	3	of	of	ADP
bracis-33596	239	4	two	two	NUM
bracis-33596	239	5	novel	novel	ADJ
bracis-33596	239	6	ecg	ecg	PROPN
bracis-33596	239	7	-	-	PUNCT
bracis-33596	239	8	based	base	VERB
bracis-33596	239	9	restitution	restitution	NOUN
bracis-33596	239	10	biomarkers	biomarker	NOUN
bracis-33596	239	11	for	for	ADP
bracis-33596	239	12	prediction	prediction	NOUN
bracis-33596	239	13	of	of	ADP
bracis-33596	239	14	sudden	sudden	ADJ
bracis-33596	239	15	cardiac	cardiac	ADJ
bracis-33596	239	16	death	death	NOUN
bracis-33596	239	17	risk	risk	NOUN
bracis-33596	239	18	in	in	ADP
bracis-33596	239	19	ischaemic	ischaemic	ADJ
bracis-33596	239	20	cardiomyopathy	cardiomyopathy	NOUN
bracis-33596	239	21	.	.	PUNCT
bracis-33596	240	1	heart	heart	NOUN
bracis-33596	240	2	100(23	100(23	NOUN
bracis-33596	240	3	)	)	PUNCT
bracis-33596	240	4	,	,	PUNCT
bracis-33596	240	5	1878–1885	1878–1885	NUM
bracis-33596	240	6	(	(	PUNCT
bracis-33596	240	7	2014	2014	NUM
bracis-33596	240	8	)	)	PUNCT
bracis-33596	240	9	article	article	NOUN
bracis-33596	240	10	  	  	SPACE
bracis-33596	240	11	math	math	NOUN
bracis-33596	240	12	  	  	SPACE
bracis-33596	240	13	google	google	PROPN
bracis-33596	240	14	scholar	scholar	NOUN
bracis-33596	240	15	  	  	SPACE
bracis-33596	240	16	nunes	nune	NOUN
bracis-33596	240	17	,	,	PUNCT
bracis-33596	240	18	j.m	j.m	PROPN
bracis-33596	240	19	.	.	PROPN
bracis-33596	240	20	,	,	PUNCT
bracis-33596	240	21	infante	infante	PROPN
bracis-33596	240	22	,	,	PUNCT
bracis-33596	240	23	m.	m.	NOUN
bracis-33596	240	24	:	:	PUNCT
bracis-33596	240	25	pesquisa	pesquisa	NOUN
bracis-33596	240	26	-	-	PUNCT
bracis-33596	240	27	ação	ação	NOUN
bracis-33596	240	28	:	:	PUNCT
bracis-33596	240	29	uma	uma	PROPN
bracis-33596	240	30	metodologia	metodologia	PROPN
bracis-33596	240	31	de	de	PROPN
bracis-33596	240	32	consultoria	consultoria	PROPN
bracis-33596	240	33	.	.	PUNCT
bracis-33596	241	1	fiocruz	fiocruz	PROPN
bracis-33596	241	2	,	,	PUNCT
bracis-33596	241	3	rio	rio	PROPN
bracis-33596	241	4	de	de	PROPN
bracis-33596	241	5	janeiro	janeiro	PROPN
bracis-33596	241	6	(	(	PUNCT
bracis-33596	241	7	1996	1996	NUM
bracis-33596	241	8	)	)	PUNCT
bracis-33596	241	9	google	google	PROPN
bracis-33596	241	10	scholar	scholar	NOUN
bracis-33596	241	11	  	  	SPACE
bracis-33596	241	12	pedrosa	pedrosa	PROPN
bracis-33596	241	13	,	,	PUNCT
bracis-33596	241	14	r.c	r.c	PROPN
bracis-33596	241	15	.	.	PROPN
bracis-33596	241	16	,	,	PUNCT
bracis-33596	241	17	et	et	PROPN
bracis-33596	241	18	al	al	PROPN
bracis-33596	241	19	.	.	PUNCT
bracis-33596	241	20	:	:	PUNCT
bracis-33596	242	1	risk	risk	NOUN
bracis-33596	242	2	stratifier	stratifier	NOUN
bracis-33596	242	3	for	for	ADP
bracis-33596	242	4	sudden	sudden	ADJ
bracis-33596	242	5	cardiac	cardiac	ADJ
bracis-33596	242	6	death	death	NOUN
bracis-33596	242	7	beyond	beyond	ADP
bracis-33596	242	8	the	the	DET
bracis-33596	242	9	left	left	ADJ
bracis-33596	242	10	ventricular	ventricular	ADJ
bracis-33596	242	11	ejection	ejection	NOUN
bracis-33596	242	12	fraction	fraction	NOUN
bracis-33596	242	13	in	in	ADP
bracis-33596	242	14	chagas	chagas	PROPN
bracis-33596	242	15	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	242	16	.	.	PUNCT
bracis-33596	243	1	pacing	pace	VERB
bracis-33596	243	2	clini	clini	PROPN
bracis-33596	243	3	.	.	PUNCT
bracis-33596	243	4	electrophysiol	electrophysiol	PROPN
bracis-33596	243	5	.	.	PUNCT
bracis-33596	244	1	47(2	47(2	PROPN
bracis-33596	244	2	)	)	PUNCT
bracis-33596	244	3	,	,	PUNCT
bracis-33596	245	1	312–320	312–320	NUM
bracis-33596	245	2	(	(	PUNCT
bracis-33596	245	3	2024	2024	NUM
bracis-33596	245	4	)	)	PUNCT
bracis-33596	245	5	google	google	NOUN
bracis-33596	245	6	scholar	scholar	NOUN
bracis-33596	245	7	  	  	SPACE
bracis-33596	245	8	pérez	pérez	NOUN
bracis-33596	245	9	-	-	PUNCT
bracis-33596	245	10	molina	molina	NOUN
bracis-33596	245	11	,	,	PUNCT
bracis-33596	245	12	j.a	j.a	PROPN
bracis-33596	245	13	.	.	PROPN
bracis-33596	245	14	,	,	PUNCT
bracis-33596	245	15	molina	molina	PROPN
bracis-33596	245	16	,	,	PUNCT
bracis-33596	245	17	i.	i.	PROPN
bracis-33596	245	18	:	:	PUNCT
bracis-33596	245	19	chagas	chagas	PROPN
bracis-33596	245	20	disease	disease	NOUN
bracis-33596	245	21	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	245	22	treatment	treatment	NOUN
bracis-33596	245	23	remains	remain	VERB
bracis-33596	245	24	a	a	DET
bracis-33596	245	25	challenge	challenge	ADJ
bracis-33596	245	26	-	-	PUNCT
bracis-33596	245	27	authors	author	NOUN
bracis-33596	245	28	’	'	PUNCT
bracis-33596	245	29	reply	reply	NOUN
bracis-33596	245	30	.	.	PUNCT
bracis-33596	246	1	lancet	lancet	PROPN
bracis-33596	246	2	391(10136	391(10136	NUM
bracis-33596	246	3	)	)	PUNCT
bracis-33596	246	4	,	,	PUNCT
bracis-33596	246	5	2209–2210	2209–2210	NUM
bracis-33596	246	6	(	(	PUNCT
bracis-33596	246	7	2018	2018	NUM
bracis-33596	246	8	)	)	PUNCT
bracis-33596	246	9	article	article	NOUN
bracis-33596	246	10	  	  	SPACE
bracis-33596	246	11	math	math	NOUN
bracis-33596	246	12	  	  	SPACE
bracis-33596	246	13	google	google	PROPN
bracis-33596	246	14	scholar	scholar	NOUN
bracis-33596	246	15	  	  	SPACE
bracis-33596	246	16	rassi	rassi	NOUN
bracis-33596	246	17	,	,	PUNCT
bracis-33596	246	18	a.	a.	PROPN
bracis-33596	246	19	,	,	PUNCT
bracis-33596	246	20	jr	jr	PROPN
bracis-33596	246	21	.	.	PROPN
bracis-33596	246	22	,	,	PUNCT
bracis-33596	246	23	rassi	rassi	PROPN
bracis-33596	246	24	,	,	PUNCT
bracis-33596	246	25	a.	a.	NOUN
bracis-33596	246	26	:	:	PUNCT
bracis-33596	246	27	another	another	DET
bracis-33596	246	28	disappointing	disappointing	ADJ
bracis-33596	246	29	result	result	NOUN
bracis-33596	246	30	with	with	ADP
bracis-33596	246	31	implantable	implantable	ADJ
bracis-33596	246	32	cardioverter	cardioverter	NOUN
bracis-33596	246	33	-	-	PUNCT
bracis-33596	246	34	defibrillator	defibrillator	NOUN
bracis-33596	246	35	therapy	therapy	NOUN
bracis-33596	246	36	in	in	ADP
bracis-33596	246	37	patients	patient	NOUN
bracis-33596	246	38	with	with	ADP
bracis-33596	246	39	chagas	chagas	NOUN
bracis-33596	246	40	disease	disease	PROPN
bracis-33596	246	41	.	.	PUNCT
bracis-33596	247	1	europace	europace	NOUN
bracis-33596	247	2	15(9	15(9	NUM
bracis-33596	247	3	)	)	PUNCT
bracis-33596	247	4	,	,	PUNCT
bracis-33596	247	5	1383	1383	NUM
bracis-33596	247	6	(	(	PUNCT
bracis-33596	247	7	2013	2013	NUM
bracis-33596	247	8	)	)	PUNCT
bracis-33596	247	9	article	article	NOUN
bracis-33596	247	10	  	  	SPACE
bracis-33596	247	11	math	math	NOUN
bracis-33596	247	12	  	  	SPACE
bracis-33596	247	13	google	google	PROPN
bracis-33596	247	14	scholar	scholar	NOUN
bracis-33596	247	15	  	  	SPACE
bracis-33596	247	16	schwartz	schwartz	NOUN
bracis-33596	247	17	,	,	PUNCT
bracis-33596	247	18	p.	p.	PROPN
bracis-33596	247	19	,	,	PUNCT
bracis-33596	247	20	la	la	PROPN
bracis-33596	247	21	 	 	SPACE
bracis-33596	247	22	rovere	rovere	NOUN
bracis-33596	247	23	,	,	PUNCT
bracis-33596	247	24	m.	m.	NOUN
bracis-33596	247	25	,	,	PUNCT
bracis-33596	247	26	vanoli	vanoli	PROPN
bracis-33596	247	27	,	,	PUNCT
bracis-33596	247	28	e.	e.	PROPN
bracis-33596	247	29	:	:	PUNCT
bracis-33596	247	30	autonomic	autonomic	ADJ
bracis-33596	247	31	nervous	nervous	ADJ
bracis-33596	247	32	system	system	NOUN
bracis-33596	247	33	and	and	CCONJ
bracis-33596	247	34	sudden	sudden	ADJ
bracis-33596	247	35	cardiac	cardiac	ADJ
bracis-33596	247	36	death	death	NOUN
bracis-33596	247	37	.	.	PUNCT
bracis-33596	248	1	experimental	experimental	ADJ
bracis-33596	248	2	basis	basis	NOUN
bracis-33596	248	3	and	and	CCONJ
bracis-33596	248	4	clinical	clinical	ADJ
bracis-33596	248	5	observations	observation	NOUN
bracis-33596	248	6	for	for	ADP
bracis-33596	248	7	post	post	ADJ
bracis-33596	248	8	-	-	ADJ
bracis-33596	248	9	myocardial	myocardial	ADJ
bracis-33596	248	10	infarction	infarction	NOUN
bracis-33596	248	11	risk	risk	NOUN
bracis-33596	248	12	stratification	stratification	NOUN
bracis-33596	248	13	.	.	PUNCT
bracis-33596	249	1	circulation	circulation	NOUN
bracis-33596	249	2	85(1	85(1	NUM
bracis-33596	249	3	suppl	suppl	ADJ
bracis-33596	249	4	)	)	PUNCT
bracis-33596	249	5	,	,	PUNCT
bracis-33596	249	6	i77–91	i77–91	PROPN
bracis-33596	249	7	(	(	PUNCT
bracis-33596	249	8	1992	1992	NUM
bracis-33596	249	9	)	)	PUNCT
bracis-33596	249	10	google	google	PROPN
bracis-33596	249	11	scholar	scholar	NOUN
bracis-33596	249	12	  	  	SPACE
bracis-33596	249	13	shakibfar	shakibfar	ADV
bracis-33596	249	14	,	,	PUNCT
bracis-33596	249	15	s.	s.	PROPN
bracis-33596	249	16	,	,	PUNCT
bracis-33596	249	17	et	et	PROPN
bracis-33596	249	18	al	al	PROPN
bracis-33596	249	19	.	.	PROPN
bracis-33596	249	20	:	:	PUNCT
bracis-33596	249	21	predicting	predict	VERB
bracis-33596	249	22	electrical	electrical	ADJ
bracis-33596	249	23	storms	storm	NOUN
bracis-33596	249	24	by	by	ADP
bracis-33596	249	25	remote	remote	ADJ
bracis-33596	249	26	monitoring	monitoring	NOUN
bracis-33596	249	27	of	of	ADP
bracis-33596	249	28	implantable	implantable	ADJ
bracis-33596	249	29	cardioverter	cardioverter	NOUN
bracis-33596	249	30	-	-	PUNCT
bracis-33596	249	31	defibrillator	defibrillator	NOUN
bracis-33596	249	32	patients	patient	NOUN
bracis-33596	249	33	using	use	VERB
bracis-33596	249	34	machine	machine	NOUN
bracis-33596	249	35	learning	learning	NOUN
bracis-33596	249	36	.	.	PUNCT
bracis-33596	250	1	ep	ep	PROPN
bracis-33596	250	2	europace	europace	PROPN
bracis-33596	250	3	21(2	21(2	PROPN
bracis-33596	250	4	)	)	PUNCT
bracis-33596	250	5	,	,	PUNCT
bracis-33596	250	6	268–274	268–274	NUM
bracis-33596	250	7	(	(	PUNCT
bracis-33596	250	8	2019	2019	NUM
bracis-33596	250	9	)	)	PUNCT
bracis-33596	250	10	article	article	NOUN
bracis-33596	250	11	  	  	SPACE
bracis-33596	250	12	google	google	PROPN
bracis-33596	250	13	scholar	scholar	NOUN
bracis-33596	250	14	  	  	SPACE
bracis-33596	250	15	de	de	PROPN
bracis-33596	250	16	 	 	SPACE
bracis-33596	250	17	souza	souza	PROPN
bracis-33596	250	18	,	,	PUNCT
bracis-33596	250	19	a.c.j	a.c.j	NOUN
bracis-33596	250	20	.	.	PROPN
bracis-33596	250	21	,	,	PUNCT
bracis-33596	250	22	et	et	PROPN
bracis-33596	250	23	al	al	PROPN
bracis-33596	250	24	.	.	PUNCT
bracis-33596	250	25	:	:	PUNCT
bracis-33596	251	1	development	development	NOUN
bracis-33596	251	2	of	of	ADP
bracis-33596	251	3	a	a	DET
bracis-33596	251	4	risk	risk	NOUN
bracis-33596	251	5	score	score	NOUN
bracis-33596	251	6	to	to	PART
bracis-33596	251	7	predict	predict	VERB
bracis-33596	251	8	sudden	sudden	ADJ
bracis-33596	251	9	death	death	NOUN
bracis-33596	251	10	in	in	ADP
bracis-33596	251	11	patients	patient	NOUN
bracis-33596	251	12	with	with	ADP
bracis-33596	251	13	chaga	chaga	NOUN
bracis-33596	251	14	’s	’s	PART
bracis-33596	251	15	heart	heart	NOUN
bracis-33596	251	16	disease	disease	NOUN
bracis-33596	251	17	.	.	PUNCT
bracis-33596	252	1	inter	inter	PROPN
bracis-33596	252	2	.	.	PUNCT
bracis-33596	253	1	j.	j.	PROPN
bracis-33596	253	2	cardiol	cardiol	PROPN
bracis-33596	253	3	.	.	PUNCT
bracis-33596	254	1	187	187	NUM
bracis-33596	254	2	,	,	PUNCT
bracis-33596	254	3	700–704	700–704	NUM
bracis-33596	254	4	(	(	PUNCT
bracis-33596	254	5	2015	2015	NUM
bracis-33596	254	6	)	)	PUNCT
bracis-33596	254	7	google	google	PROPN
bracis-33596	254	8	scholar	scholar	NOUN
bracis-33596	254	9	  	  	SPACE
bracis-33596	254	10	tse	tse	PROPN
bracis-33596	254	11	,	,	PUNCT
bracis-33596	254	12	g.	g.	PROPN
bracis-33596	254	13	,	,	PUNCT
bracis-33596	254	14	et	et	PROPN
bracis-33596	254	15	al	al	PROPN
bracis-33596	254	16	.	.	PROPN
bracis-33596	254	17	:	:	PUNCT
bracis-33596	255	1	incorporating	incorporate	VERB
bracis-33596	255	2	latent	latent	NOUN
bracis-33596	255	3	variables	variable	NOUN
bracis-33596	255	4	using	use	VERB
bracis-33596	255	5	nonnegative	nonnegative	ADJ
bracis-33596	255	6	matrix	matrix	NOUN
bracis-33596	255	7	factorization	factorization	NOUN
bracis-33596	255	8	improves	improve	VERB
bracis-33596	255	9	risk	risk	NOUN
bracis-33596	255	10	stratification	stratification	NOUN
bracis-33596	255	11	in	in	ADP
bracis-33596	255	12	brugada	brugada	PROPN
bracis-33596	255	13	syndrome	syndrome	PROPN
bracis-33596	255	14	.	.	PUNCT
bracis-33596	256	1	j.	j.	PROPN
bracis-33596	256	2	am	am	PROPN
bracis-33596	256	3	.	.	PUNCT
bracis-33596	257	1	heart	heart	NOUN
bracis-33596	257	2	assoc	assoc	PROPN
bracis-33596	257	3	.	.	PUNCT
bracis-33596	258	1	9(22	9(22	NUM
bracis-33596	258	2	)	)	PUNCT
bracis-33596	258	3	,	,	PUNCT
bracis-33596	258	4	e012714	e012714	PROPN
bracis-33596	258	5	(	(	PUNCT
bracis-33596	258	6	2020	2020	NUM
bracis-33596	258	7	)	)	PUNCT
bracis-33596	258	8	article	article	NOUN
bracis-33596	258	9	  	  	SPACE
bracis-33596	258	10	google	google	PROPN
bracis-33596	258	11	scholar	scholar	NOUN
bracis-33596	258	12	  	  	SPACE
bracis-33596	258	13	uddin	uddin	PROPN
bracis-33596	258	14	,	,	PUNCT
bracis-33596	258	15	s.	s.	PROPN
bracis-33596	258	16	,	,	PUNCT
bracis-33596	258	17	lu	lu	PROPN
bracis-33596	258	18	,	,	PUNCT
bracis-33596	258	19	h.	h.	PROPN
bracis-33596	258	20	:	:	PUNCT
bracis-33596	258	21	confirming	confirm	VERB
bracis-33596	258	22	the	the	DET
bracis-33596	258	23	statistically	statistically	ADV
bracis-33596	258	24	significant	significant	ADJ
bracis-33596	258	25	superiority	superiority	NOUN
bracis-33596	258	26	of	of	ADP
bracis-33596	258	27	tree	tree	NOUN
bracis-33596	258	28	-	-	PUNCT
bracis-33596	258	29	based	base	VERB
bracis-33596	258	30	machine	machine	NOUN
bracis-33596	258	31	learning	learn	VERB
bracis-33596	258	32	algorithms	algorithm	NOUN
bracis-33596	258	33	over	over	ADP
bracis-33596	258	34	their	their	PRON
bracis-33596	258	35	counterparts	counterpart	NOUN
bracis-33596	258	36	for	for	ADP
bracis-33596	258	37	tabular	tabular	PROPN
bracis-33596	258	38	data	datum	NOUN
bracis-33596	258	39	.	.	PUNCT
bracis-33596	259	1	plos	plos	PROPN
bracis-33596	259	2	one	one	NUM
bracis-33596	259	3	19(4	19(4	PROPN
bracis-33596	259	4	)	)	PUNCT
bracis-33596	259	5	,	,	PUNCT
bracis-33596	259	6	e0301541	e0301541	NUM
bracis-33596	259	7	(	(	PUNCT
bracis-33596	259	8	2024	2024	NUM
bracis-33596	259	9	)	)	PUNCT
bracis-33596	259	10	article	article	NOUN
bracis-33596	259	11	  	  	SPACE
bracis-33596	259	12	google	google	PROPN
bracis-33596	259	13	scholar	scholar	NOUN
bracis-33596	259	14	  	  	SPACE
bracis-33596	259	15	woolson	woolson	PROPN
bracis-33596	259	16	,	,	PUNCT
bracis-33596	259	17	r.f	r.f	PROPN
bracis-33596	259	18	.	.	PROPN
bracis-33596	259	19	:	:	PUNCT
bracis-33596	260	1	wilcoxon	wilcoxon	PROPN
bracis-33596	260	2	signed	sign	VERB
bracis-33596	260	3	-	-	PUNCT
bracis-33596	260	4	rank	rank	NOUN
bracis-33596	260	5	test	test	NOUN
bracis-33596	260	6	.	.	PUNCT
bracis-33596	261	1	encyclopedia	encyclopedia	NOUN
bracis-33596	261	2	biostatist	biostatist	NOUN
bracis-33596	261	3	.	.	PUNCT
bracis-33596	262	1	8	8	NUM
bracis-33596	262	2	(	(	PUNCT
bracis-33596	262	3	2005	2005	NUM
bracis-33596	262	4	)	)	PUNCT
bracis-33596	262	5	google	google	PROPN
bracis-33596	262	6	scholar	scholar	NOUN
bracis-33596	262	7	  	  	SPACE
bracis-33596	262	8	world	world	NOUN
bracis-33596	262	9	health	health	NOUN
bracis-33596	262	10	organization	organization	NOUN
bracis-33596	262	11	:	:	PUNCT
bracis-33596	262	12	chagas	chagas	PROPN
bracis-33596	262	13	disease	disease	NOUN
bracis-33596	262	14	(	(	PUNCT
bracis-33596	262	15	american	american	ADJ
bracis-33596	262	16	trypanosomiasis	trypanosomiasis	NOUN
bracis-33596	262	17	)	)	PUNCT
bracis-33596	262	18	(	(	PUNCT
bracis-33596	262	19	2021	2021	NUM
bracis-33596	262	20	)	)	PUNCT
bracis-33596	262	21	.	.	PUNCT
bracis-33596	263	1	https://www.who.int/news-room/fact-sheets/detail/chagas-disease-(american-trypanosomiasis	https://www.who.int/news-room/fact-sheets/detail/chagas-disease-(american-trypanosomiasis	NOUN
bracis-33596	263	2	)	)	PUNCT
bracis-33596	263	3	zoni	zoni	NOUN
bracis-33596	263	4	-	-	PUNCT
bracis-33596	263	5	berisso	berisso	NOUN
bracis-33596	263	6	,	,	PUNCT
bracis-33596	263	7	m.	m.	NOUN
bracis-33596	263	8	,	,	PUNCT
bracis-33596	263	9	molini	molini	PROPN
bracis-33596	263	10	,	,	PUNCT
bracis-33596	263	11	d.	d.	PROPN
bracis-33596	263	12	,	,	PUNCT
bracis-33596	263	13	viani	viani	PROPN
bracis-33596	263	14	,	,	PUNCT
bracis-33596	263	15	s.	s.	PROPN
bracis-33596	263	16	,	,	PUNCT
bracis-33596	263	17	mela	mela	PROPN
bracis-33596	263	18	,	,	PUNCT
bracis-33596	263	19	g.s	g.s	PROPN
bracis-33596	263	20	.	.	PROPN
bracis-33596	263	21	,	,	PUNCT
bracis-33596	263	22	delfino	delfino	PROPN
bracis-33596	263	23	,	,	PUNCT
bracis-33596	263	24	l.	l.	PROPN
bracis-33596	263	25	:	:	PUNCT
bracis-33596	263	26	noninvasive	noninvasive	ADJ
bracis-33596	263	27	prediction	prediction	NOUN
bracis-33596	263	28	of	of	ADP
bracis-33596	263	29	sudden	sudden	ADJ
bracis-33596	263	30	death	death	NOUN
bracis-33596	263	31	and	and	CCONJ
bracis-33596	263	32	sustained	sustain	VERB
bracis-33596	263	33	ventricular	ventricular	ADJ
bracis-33596	263	34	tachycardia	tachycardia	NOUN
bracis-33596	263	35	after	after	ADP
bracis-33596	263	36	acute	acute	ADJ
bracis-33596	263	37	myocardial	myocardial	ADJ
bracis-33596	263	38	infarction	infarction	NOUN
bracis-33596	263	39	using	use	VERB
bracis-33596	263	40	a	a	DET
bracis-33596	263	41	neural	neural	ADJ
bracis-33596	263	42	network	network	NOUN
bracis-33596	263	43	algorithm	algorithm	NOUN
bracis-33596	263	44	.	.	PUNCT
bracis-33596	264	1	ital	ital	PROPN
bracis-33596	264	2	.	.	PUNCT
bracis-33596	265	1	heart	heart	NOUN
bracis-33596	265	2	.	.	PUNCT
bracis-33596	266	1	j.	j.	PROPN
bracis-33596	266	2	2	2	PROPN
bracis-33596	266	3	,	,	PUNCT
bracis-33596	266	4	612–620	612–620	NUM
bracis-33596	266	5	(	(	PUNCT
bracis-33596	266	6	2001	2001	NUM
bracis-33596	266	7	)	)	PUNCT
bracis-33596	266	8	google	google	PROPN
bracis-33596	266	9	scholar	scholar	NOUN
bracis-33596	266	10	  	  	SPACE
bracis-33596	266	11	download	download	NOUN
bracis-33596	266	12	references	reference	NOUN
bracis-33596	266	13	acknowledgments	acknowledgment	NOUN
bracis-33596	266	14	the	the	DET
bracis-33596	266	15	authors	author	NOUN
bracis-33596	266	16	thank	thank	VERB
bracis-33596	266	17	the	the	DET
bracis-33596	266	18	federal	federal	PROPN
bracis-33596	266	19	institute	institute	PROPN
bracis-33596	266	20	of	of	ADP
bracis-33596	266	21	education	education	PROPN
bracis-33596	266	22	,	,	PUNCT
bracis-33596	266	23	science	science	NOUN
bracis-33596	266	24	,	,	PUNCT
bracis-33596	266	25	and	and	CCONJ
bracis-33596	266	26	technology	technology	NOUN
bracis-33596	266	27	of	of	ADP
bracis-33596	266	28	ceará	ceará	NOUN
bracis-33596	266	29	(	(	PUNCT
bracis-33596	266	30	ifce	ifce	NOUN
bracis-33596	266	31	)	)	PUNCT
bracis-33596	266	32	for	for	ADP
bracis-33596	266	33	its	its	PRON
bracis-33596	266	34	support	support	NOUN
bracis-33596	266	35	through	through	ADP
bracis-33596	266	36	the	the	DET
bracis-33596	266	37	pibic	pibic	NOUN
bracis-33596	266	38	nž7/2023	nž7/2023	PUNCT
bracis-33596	266	39	and	and	CCONJ
bracis-33596	266	40	pibiti	pibiti	ADJ
bracis-33596	266	41	nž9/2023	nž9/2023	PUNCT
bracis-33596	266	42	calls	call	VERB
bracis-33596	266	43	from	from	ADP
bracis-33596	266	44	the	the	DET
bracis-33596	266	45	prpi	prpi	ADJ
bracis-33596	266	46	/	/	SYM
bracis-33596	266	47	reitoria	reitoria	NOUN
bracis-33596	266	48	-	-	PUNCT
bracis-33596	266	49	ifce	ifce	NOUN
bracis-33596	266	50	.	.	PUNCT
bracis-33596	267	1	author	author	NOUN
bracis-33596	267	2	information	information	NOUN
bracis-33596	267	3	authors	author	NOUN
bracis-33596	267	4	and	and	CCONJ
bracis-33596	267	5	affiliations	affiliation	NOUN
bracis-33596	267	6	federal	federal	PROPN
bracis-33596	267	7	institute	institute	PROPN
bracis-33596	267	8	of	of	ADP
bracis-33596	267	9	education	education	NOUN
bracis-33596	267	10	and	and	CCONJ
bracis-33596	267	11	technology	technology	NOUN
bracis-33596	267	12	of	of	ADP
bracis-33596	267	13	ceara	ceara	NOUN
bracis-33596	267	14	,	,	PUNCT
bracis-33596	267	15	maracanau	maracanau	PROPN
bracis-33596	267	16	,	,	PUNCT
bracis-33596	267	17	ceara	ceara	NOUN
bracis-33596	267	18	,	,	PUNCT
bracis-33596	267	19	brazil	brazil	PROPN
bracis-33596	267	20	isabelly	isabelly	ADV
bracis-33596	267	21	p.	p.	PROPN
bracis-33596	267	22	da	da	PROPN
bracis-33596	267	23	costa	costa	PROPN
bracis-33596	267	24	,	,	PUNCT
bracis-33596	267	25	 	 	SPACE
bracis-33596	267	26	bruno	bruno	PROPN
bracis-33596	267	27	m.	m.	PROPN
bracis-33596	267	28	p.	p.	PROPN
bracis-33596	267	29	takazono	takazono	PROPN
bracis-33596	267	30	 	 	SPACE
bracis-33596	267	31	&	&	CCONJ
bracis-33596	267	32	 	 	SPACE
bracis-33596	267	33	carlos	carlos	PROPN
bracis-33596	267	34	h.	h.	PROPN
bracis-33596	267	35	l.	l.	PROPN
bracis-33596	267	36	cavalcante	cavalcante	PROPN
bracis-33596	267	37	edson	edson	PROPN
bracis-33596	267	38	saad	saad	PROPN
bracis-33596	267	39	heart	heart	PROPN
bracis-33596	267	40	institute	institute	PROPN
bracis-33596	267	41	–	–	PUNCT
bracis-33596	267	42	federal	federal	PROPN
bracis-33596	267	43	university	university	PROPN
bracis-33596	267	44	of	of	ADP
bracis-33596	267	45	rio	rio	PROPN
bracis-33596	267	46	de	de	PROPN
bracis-33596	267	47	janeiro	janeiro	PROPN
bracis-33596	267	48	,	,	PUNCT
bracis-33596	267	49	rio	rio	PROPN
bracis-33596	267	50	de	de	PROPN
bracis-33596	267	51	janeiro	janeiro	PROPN
bracis-33596	267	52	,	,	PUNCT
bracis-33596	267	53	brazil	brazil	PROPN
bracis-33596	267	54	roberto	roberto	PROPN
bracis-33596	267	55	c.	c.	PROPN
bracis-33596	267	56	pedrosa	pedrosa	PROPN
bracis-33596	267	57	universidade	universidade	PROPN
bracis-33596	267	58	feferal	feferal	PROPN
bracis-33596	267	59	do	do	VERB
bracis-33596	267	60	ceará	ceará	NOUN
bracis-33596	267	61	(	(	PUNCT
bracis-33596	267	62	ufc	ufc	NOUN
bracis-33596	267	63	)	)	PUNCT
bracis-33596	267	64	,	,	PUNCT
bracis-33596	267	65	fortaleza	fortaleza	PROPN
bracis-33596	267	66	,	,	PUNCT
bracis-33596	267	67	ce	ce	PROPN
bracis-33596	267	68	,	,	PUNCT
bracis-33596	268	1	brazil	brazil	PROPN
bracis-33596	268	2	joão	joão	PROPN
bracis-33596	268	3	p.	p.	PROPN
bracis-33596	268	4	v.	v.	PROPN
bracis-33596	269	1	madeiro	madeiro	PROPN
bracis-33596	269	2	authors	author	NOUN
bracis-33596	269	3	isabelly	isabelly	ADV
bracis-33596	269	4	p.	p.	NOUN
bracis-33596	269	5	da	da	PROPN
bracis-33596	270	1	costaview	costaview	NOUN
bracis-33596	270	2	author	author	NOUN
bracis-33596	270	3	publications	publication	NOUN
bracis-33596	270	4	search	search	NOUN
bracis-33596	270	5	author	author	NOUN
bracis-33596	270	6	on	on	ADP
bracis-33596	270	7	:	:	PUNCT
bracis-33596	270	8	pubmed	pubmed	PROPN
bracis-33596	270	9	 	 	SPACE
bracis-33596	270	10	google	google	PROPN
bracis-33596	270	11	scholar	scholar	PROPN
bracis-33596	270	12	bruno	bruno	PROPN
bracis-33596	270	13	m.	m.	PROPN
bracis-33596	270	14	p.	p.	PROPN
bracis-33596	270	15	takazonoview	takazonoview	NOUN
bracis-33596	270	16	author	author	NOUN
bracis-33596	270	17	publications	publication	NOUN
bracis-33596	270	18	search	search	NOUN
bracis-33596	270	19	author	author	NOUN
bracis-33596	270	20	on	on	ADP
bracis-33596	270	21	:	:	PUNCT
bracis-33596	270	22	pubmed	pubmed	PROPN
bracis-33596	270	23	 	 	SPACE
bracis-33596	270	24	google	google	PROPN
bracis-33596	270	25	scholar	scholar	PROPN
bracis-33596	270	26	carlos	carlos	PROPN
bracis-33596	270	27	h.	h.	PROPN
bracis-33596	270	28	l.	l.	PROPN
bracis-33596	270	29	cavalcanteview	cavalcanteview	PROPN
bracis-33596	270	30	author	author	NOUN
bracis-33596	270	31	publications	publication	NOUN
bracis-33596	270	32	search	search	NOUN
bracis-33596	270	33	author	author	NOUN
bracis-33596	270	34	on	on	ADP
bracis-33596	270	35	:	:	PUNCT
bracis-33596	270	36	pubmed	pubmed	PROPN
bracis-33596	270	37	 	 	SPACE
bracis-33596	270	38	google	google	PROPN
bracis-33596	270	39	scholar	scholar	NOUN
bracis-33596	270	40	joão	joão	PROPN
bracis-33596	270	41	p.	p.	PROPN
bracis-33596	270	42	v.	v.	CCONJ
bracis-33596	271	1	madeiroview	madeiroview	PROPN
bracis-33596	271	2	author	author	NOUN
bracis-33596	271	3	publications	publication	NOUN
bracis-33596	271	4	search	search	NOUN
bracis-33596	271	5	author	author	NOUN
bracis-33596	271	6	on	on	ADP
bracis-33596	271	7	:	:	PUNCT
bracis-33596	271	8	pubmed	pubmed	PROPN
bracis-33596	271	9	 	 	SPACE
bracis-33596	271	10	google	google	PROPN
bracis-33596	271	11	scholar	scholar	PROPN
bracis-33596	271	12	roberto	roberto	PROPN
bracis-33596	271	13	c.	c.	PROPN
bracis-33596	271	14	pedrosaview	pedrosaview	PROPN
bracis-33596	271	15	author	author	NOUN
bracis-33596	271	16	publications	publication	NOUN
bracis-33596	271	17	search	search	NOUN
bracis-33596	271	18	author	author	NOUN
bracis-33596	271	19	on	on	ADP
bracis-33596	271	20	:	:	PUNCT
bracis-33596	271	21	pubmed	pubmed	PROPN
bracis-33596	271	22	 	 	SPACE
bracis-33596	271	23	google	google	PROPN
bracis-33596	271	24	scholar	scholar	NOUN
bracis-33596	271	25	corresponding	correspond	VERB
bracis-33596	271	26	author	author	NOUN
bracis-33596	271	27	correspondence	correspondence	NOUN
bracis-33596	271	28	to	to	ADP
bracis-33596	271	29	carlos	carlos	PROPN
bracis-33596	271	30	h.	h.	PROPN
bracis-33596	271	31	l.	l.	PROPN
bracis-33596	271	32	cavalcante	cavalcante	PROPN
bracis-33596	271	33	.	.	PUNCT
bracis-33596	272	1	editor	editor	NOUN
bracis-33596	272	2	information	information	NOUN
bracis-33596	272	3	editors	editor	NOUN
bracis-33596	272	4	and	and	CCONJ
bracis-33596	272	5	affiliations	affiliation	NOUN
bracis-33596	272	6	universidade	universidade	VERB
bracis-33596	272	7	federal	federal	PROPN
bracis-33596	272	8	fluminense	fluminense	PROPN
bracis-33596	272	9	,	,	PUNCT
bracis-33596	272	10	niterói	niterói	PROPN
bracis-33596	272	11	,	,	PUNCT
bracis-33596	272	12	brazil	brazil	PROPN
bracis-33596	272	13	aline	aline	PROPN
bracis-33596	272	14	paes	paes	PROPN
bracis-33596	272	15	instituto	instituto	PROPN
bracis-33596	272	16	tecnológico	tecnológico	PROPN
bracis-33596	272	17	de	de	PROPN
bracis-33596	272	18	aeronáutica	aeronáutica	PROPN
bracis-33596	272	19	,	,	PUNCT
bracis-33596	272	20	são	são	PROPN
bracis-33596	272	21	josé	josé	PROPN
bracis-33596	272	22	dos	dos	PROPN
bracis-33596	272	23	campos	campos	PROPN
bracis-33596	272	24	,	,	PUNCT
bracis-33596	272	25	brazil	brazil	PROPN
bracis-33596	272	26	filipe	filipe	PROPN
bracis-33596	272	27	a.	a.	PROPN
bracis-33596	272	28	n.	n.	PROPN
bracis-33596	272	29	verri	verri	PROPN
bracis-33596	272	30	rights	right	NOUN
bracis-33596	272	31	and	and	CCONJ
bracis-33596	272	32	permissions	permission	NOUN
bracis-33596	272	33	reprints	reprint	NOUN
bracis-33596	272	34	and	and	CCONJ
bracis-33596	272	35	permissions	permission	VERB
bracis-33596	272	36	copyright	copyright	NOUN
bracis-33596	272	37	information	information	NOUN
bracis-33596	272	38	©	©	ADP
bracis-33596	272	39	2025	2025	NUM
bracis-33596	272	40	the	the	DET
bracis-33596	272	41	author(s	author(s	NOUN
bracis-33596	272	42	)	)	PUNCT
bracis-33596	272	43	,	,	PUNCT
bracis-33596	272	44	under	under	ADP
bracis-33596	272	45	exclusive	exclusive	ADJ
bracis-33596	272	46	license	license	NOUN
bracis-33596	272	47	to	to	ADP
bracis-33596	272	48	springer	springer	NOUN
bracis-33596	272	49	nature	nature	PROPN
bracis-33596	272	50	switzerland	switzerland	PROPN
bracis-33596	272	51	ag	ag	PROPN
bracis-33596	272	52	about	about	ADP
bracis-33596	272	53	this	this	DET
bracis-33596	272	54	paper	paper	NOUN
bracis-33596	272	55	cite	cite	VERB
bracis-33596	272	56	this	this	DET
bracis-33596	272	57	paper	paper	NOUN
bracis-33596	272	58	da	da	PROPN
bracis-33596	272	59	costa	costa	PROPN
bracis-33596	272	60	,	,	PUNCT
bracis-33596	272	61	i.p	i.p	PROPN
bracis-33596	272	62	.	.	PROPN
bracis-33596	272	63	,	,	PUNCT
bracis-33596	272	64	takazono	takazono	NOUN
bracis-33596	272	65	,	,	PUNCT
bracis-33596	272	66	b.m.p	b.m.p	NOUN
bracis-33596	272	67	.	.	PROPN
bracis-33596	272	68	,	,	PUNCT
bracis-33596	272	69	cavalcante	cavalcante	PROPN
bracis-33596	272	70	,	,	PUNCT
bracis-33596	272	71	c.h.l	c.h.l	NOUN
bracis-33596	272	72	.	.	PROPN
bracis-33596	272	73	,	,	PUNCT
bracis-33596	272	74	madeiro	madeiro	PROPN
bracis-33596	272	75	,	,	PUNCT
bracis-33596	272	76	j.p.v	j.p.v	PROPN
bracis-33596	272	77	.	.	PROPN
bracis-33596	272	78	,	,	PUNCT
bracis-33596	272	79	pedrosa	pedrosa	PROPN
bracis-33596	272	80	,	,	PUNCT
bracis-33596	272	81	r.c	r.c	PROPN
bracis-33596	272	82	.	.	PROPN
bracis-33596	272	83	(	(	PUNCT
bracis-33596	272	84	2025	2025	NUM
bracis-33596	272	85	)	)	PUNCT
bracis-33596	272	86	.	.	PUNCT
bracis-33596	273	1	multimodal	multimodal	NOUN
bracis-33596	273	2	and	and	CCONJ
bracis-33596	273	3	 	 	SPACE
bracis-33596	273	4	hybrid	hybrid	ADJ
bracis-33596	273	5	models	model	NOUN
bracis-33596	273	6	for	for	ADP
bracis-33596	273	7	 	 	SPACE
bracis-33596	273	8	predicting	predict	VERB
bracis-33596	273	9	scd	scd	NOUN
bracis-33596	273	10	risk	risk	NOUN
bracis-33596	273	11	in	in	ADP
bracis-33596	273	12	 	 	SPACE
bracis-33596	273	13	chagas	chaga	NOUN
bracis-33596	273	14	cardiomyopathy	cardiomyopathy	ADJ
bracis-33596	273	15	.	.	PUNCT
bracis-33596	274	1	in	in	ADP
bracis-33596	274	2	:	:	PUNCT
bracis-33596	274	3	paes	paes	PROPN
bracis-33596	274	4	,	,	PUNCT
bracis-33596	274	5	a.	a.	PROPN
bracis-33596	274	6	,	,	PUNCT
bracis-33596	274	7	verri	verri	NOUN
bracis-33596	274	8	,	,	PUNCT
bracis-33596	274	9	f.a.n	f.a.n	ADJ
bracis-33596	274	10	.	.	PUNCT
bracis-33596	274	11	(	(	PUNCT
bracis-33596	274	12	eds	ed	NOUN
bracis-33596	274	13	)	)	PUNCT
bracis-33596	274	14	intelligent	intelligent	ADJ
bracis-33596	274	15	systems	system	NOUN
bracis-33596	274	16	.	.	PUNCT
bracis-33596	274	17	bracis	bracis	PROPN
bracis-33596	274	18	2024	2024	NUM
bracis-33596	274	19	.	.	PUNCT
bracis-33596	275	1	lecture	lecture	NOUN
bracis-33596	275	2	notes	note	NOUN
bracis-33596	275	3	in	in	ADP
bracis-33596	275	4	computer	computer	NOUN
bracis-33596	275	5	science	science	NOUN
bracis-33596	275	6	(	(	PUNCT
bracis-33596	275	7	)	)	PUNCT
bracis-33596	275	8	,	,	PUNCT
bracis-33596	275	9	vol	vol	NOUN
bracis-33596	275	10	15413	15413	NUM
bracis-33596	275	11	.	.	PUNCT
bracis-33596	276	1	springer	springer	NOUN
bracis-33596	276	2	,	,	PUNCT
bracis-33596	276	3	cham	cham	PROPN
bracis-33596	276	4	.	.	PUNCT
bracis-33596	277	1	https://doi.org/10.1007/978-3-031-79032-4_16	https://doi.org/10.1007/978-3-031-79032-4_16	PROPN
bracis-33596	277	2	download	download	NOUN
bracis-33596	277	3	citation	citation	NOUN
bracis-33596	277	4	.ris	.ris	PUNCT
bracis-33596	277	5	.enw	.enw	PROPN
bracis-33596	277	6	.bib	.bib	PUNCT
bracis-33596	278	1	doi	doi	PROPN
bracis-33596	278	2	:	:	PUNCT
bracis-33596	278	3	https://doi.org/10.1007/978-3-031-79032-4_16	https://doi.org/10.1007/978-3-031-79032-4_16	PROPN
bracis-33596	278	4	published	publish	VERB
bracis-33596	278	5	:	:	PUNCT
bracis-33596	278	6	30	30	NUM
bracis-33596	278	7	january	january	PROPN
bracis-33596	278	8	2025	2025	NUM
bracis-33596	278	9	publisher	publisher	NOUN
bracis-33596	278	10	name	name	NOUN
bracis-33596	278	11	:	:	PUNCT
bracis-33596	278	12	springer	springer	NOUN
bracis-33596	278	13	,	,	PUNCT
bracis-33596	278	14	cham	cham	PROPN
bracis-33596	278	15	print	print	PROPN
bracis-33596	278	16	isbn	isbn	PROPN
bracis-33596	278	17	:	:	PUNCT
bracis-33596	278	18	978	978	NUM
bracis-33596	278	19	-	-	SYM
bracis-33596	278	20	3	3	NUM
bracis-33596	278	21	-	-	PUNCT
bracis-33596	278	22	031	031	NUM
bracis-33596	278	23	-	-	PUNCT
bracis-33596	278	24	79031	79031	NUM
bracis-33596	278	25	-	-	SYM
bracis-33596	278	26	7	7	NUM
bracis-33596	278	27	online	online	ADJ
bracis-33596	278	28	isbn	isbn	NOUN
bracis-33596	278	29	:	:	PUNCT
bracis-33596	278	30	978	978	NUM
bracis-33596	278	31	-	-	SYM
bracis-33596	278	32	3	3	NUM
bracis-33596	278	33	-	-	PUNCT
bracis-33596	278	34	031	031	NUM
bracis-33596	278	35	-	-	PUNCT
bracis-33596	278	36	79032	79032	NUM
bracis-33596	278	37	-	-	SYM
bracis-33596	278	38	4	4	NUM
bracis-33596	278	39	ebook	ebook	NOUN
bracis-33596	278	40	packages	package	NOUN
bracis-33596	278	41	:	:	PUNCT
bracis-33596	278	42	computer	computer	NOUN
bracis-33596	278	43	sciencecomputer	sciencecomputer	NOUN
bracis-33596	278	44	science	science	NOUN
bracis-33596	278	45	(	(	PUNCT
bracis-33596	278	46	r0	r0	NOUN
bracis-33596	278	47	)	)	PUNCT
bracis-33596	278	48	share	share	VERB
bracis-33596	278	49	this	this	DET
bracis-33596	278	50	paper	paper	NOUN
bracis-33596	278	51	anyone	anyone	PRON
bracis-33596	278	52	you	you	PRON
bracis-33596	278	53	share	share	VERB
bracis-33596	278	54	the	the	DET
bracis-33596	278	55	following	follow	VERB
bracis-33596	278	56	link	link	NOUN
bracis-33596	278	57	with	with	ADP
bracis-33596	278	58	will	will	AUX
bracis-33596	278	59	be	be	AUX
bracis-33596	278	60	able	able	ADJ
bracis-33596	278	61	to	to	PART
bracis-33596	278	62	read	read	VERB
bracis-33596	278	63	this	this	DET
bracis-33596	278	64	content	content	NOUN
bracis-33596	278	65	:	:	PUNCT
bracis-33596	278	66	get	get	VERB
bracis-33596	278	67	shareable	shareable	ADJ
bracis-33596	278	68	linksorry	linksorry	NOUN
bracis-33596	278	69	,	,	PUNCT
bracis-33596	278	70	a	a	DET
bracis-33596	278	71	shareable	shareable	ADJ
bracis-33596	278	72	link	link	NOUN
bracis-33596	278	73	is	be	AUX
bracis-33596	278	74	not	not	PART
bracis-33596	278	75	currently	currently	ADV
bracis-33596	278	76	available	available	ADJ
bracis-33596	278	77	for	for	ADP
bracis-33596	278	78	this	this	DET
bracis-33596	278	79	article	article	NOUN
bracis-33596	278	80	.	.	PUNCT
bracis-33596	279	1	copy	copy	VERB
bracis-33596	279	2	shareable	shareable	ADJ
bracis-33596	279	3	link	link	NOUN
bracis-33596	279	4	to	to	PART
bracis-33596	279	5	clipboard	clipboard	NOUN
bracis-33596	279	6	provided	provide	VERB
bracis-33596	279	7	by	by	ADP
bracis-33596	279	8	the	the	DET
bracis-33596	279	9	springer	springer	NOUN
bracis-33596	279	10	nature	nature	PROPN
bracis-33596	279	11	sharedit	sharedit	PROPN
bracis-33596	279	12	content	content	NOUN
bracis-33596	279	13	-	-	PUNCT
bracis-33596	279	14	sharing	share	VERB
bracis-33596	279	15	initiative	initiative	NOUN
bracis-33596	279	16	keywords	keyword	NOUN
bracis-33596	279	17	chagas	chagas	NOUN
bracis-33596	279	18	disease	disease	NOUN
bracis-33596	279	19	sudden	sudden	ADJ
bracis-33596	279	20	cardiac	cardiac	ADJ
bracis-33596	279	21	death	death	NOUN
bracis-33596	279	22	machine	machine	NOUN
bracis-33596	279	23	learning	learn	VERB
bracis-33596	279	24	recurrent	recurrent	ADJ
bracis-33596	279	25	neural	neural	ADJ
bracis-33596	279	26	network	network	NOUN
bracis-33596	279	27	publish	publish	VERB
bracis-33596	279	28	with	with	ADP
bracis-33596	279	29	us	us	PROPN
bracis-33596	279	30	policies	policy	NOUN
bracis-33596	279	31	and	and	CCONJ
bracis-33596	279	32	ethics	ethic	NOUN
bracis-33596	279	33	search	search	NOUN
bracis-33596	279	34	search	search	NOUN
bracis-33596	279	35	by	by	ADP
bracis-33596	279	36	keyword	keyword	NOUN
bracis-33596	279	37	or	or	CCONJ
bracis-33596	279	38	author	author	NOUN
bracis-33596	279	39	search	search	NOUN
bracis-33596	279	40	navigation	navigation	NOUN
bracis-33596	279	41	find	find	VERB
bracis-33596	279	42	a	a	DET
bracis-33596	279	43	journal	journal	NOUN
bracis-33596	279	44	publish	publish	VERB
bracis-33596	279	45	with	with	ADP
bracis-33596	279	46	us	we	PRON
bracis-33596	279	47	track	track	VERB
bracis-33596	279	48	your	your	PRON
bracis-33596	279	49	research	research	NOUN
bracis-33596	279	50	discover	discover	VERB
bracis-33596	279	51	content	content	NOUN
bracis-33596	279	52	journals	journal	NOUN
bracis-33596	279	53	a	a	DET
bracis-33596	279	54	-	-	PUNCT
bracis-33596	279	55	z	z	NOUN
bracis-33596	279	56	books	book	NOUN
bracis-33596	279	57	a	a	DET
bracis-33596	279	58	-	-	PUNCT
bracis-33596	279	59	z	z	NOUN
bracis-33596	279	60	publish	publish	NOUN
bracis-33596	279	61	with	with	ADP
bracis-33596	279	62	us	us	PROPN
bracis-33596	279	63	journal	journal	PROPN
bracis-33596	279	64	finder	finder	PROPN
bracis-33596	279	65	publish	publish	VERB
bracis-33596	279	66	your	your	PRON
bracis-33596	279	67	research	research	NOUN
bracis-33596	279	68	language	language	NOUN
bracis-33596	279	69	editing	edit	VERB
bracis-33596	279	70	open	open	ADJ
bracis-33596	279	71	access	access	NOUN
bracis-33596	279	72	publishing	publishing	NOUN
bracis-33596	279	73	products	product	NOUN
bracis-33596	279	74	and	and	CCONJ
bracis-33596	279	75	services	service	NOUN
bracis-33596	279	76	our	our	PRON
bracis-33596	279	77	products	product	NOUN
bracis-33596	279	78	librarians	librarian	VERB
bracis-33596	279	79	societies	society	NOUN
bracis-33596	279	80	partners	partner	NOUN
bracis-33596	279	81	and	and	CCONJ
bracis-33596	279	82	advertisers	advertiser	NOUN
bracis-33596	279	83	our	our	PRON
bracis-33596	279	84	brands	brand	NOUN
bracis-33596	279	85	springer	springer	NOUN
bracis-33596	279	86	nature	nature	PROPN
bracis-33596	279	87	portfolio	portfolio	PROPN
bracis-33596	279	88	bmc	bmc	PROPN
bracis-33596	279	89	palgrave	palgrave	PROPN
bracis-33596	279	90	macmillan	macmillan	PROPN
bracis-33596	279	91	apress	apress	PROPN
bracis-33596	279	92	discover	discover	VERB
bracis-33596	279	93	your	your	PRON
bracis-33596	279	94	privacy	privacy	NOUN
bracis-33596	279	95	choices	choice	NOUN
bracis-33596	279	96	/	/	SYM
bracis-33596	279	97	manage	manage	NOUN
bracis-33596	279	98	cookies	cookie	NOUN
bracis-33596	279	99	your	your	PRON
bracis-33596	279	100	us	us	PROPN
bracis-33596	280	1	state	state	NOUN
bracis-33596	280	2	privacy	privacy	NOUN
bracis-33596	280	3	rights	right	NOUN
bracis-33596	280	4	accessibility	accessibility	NOUN
bracis-33596	280	5	statement	statement	NOUN
bracis-33596	280	6	terms	term	NOUN
bracis-33596	280	7	and	and	CCONJ
bracis-33596	280	8	conditions	condition	NOUN
bracis-33596	280	9	privacy	privacy	NOUN
bracis-33596	280	10	policy	policy	NOUN
bracis-33596	280	11	help	help	NOUN
bracis-33596	280	12	and	and	CCONJ
bracis-33596	280	13	support	support	VERB
bracis-33596	280	14	legal	legal	ADJ
bracis-33596	280	15	notice	notice	NOUN
bracis-33596	280	16	cancel	cancel	VERB
bracis-33596	280	17	contracts	contract	NOUN
bracis-33596	280	18	here	here	ADV
bracis-33596	280	19	129.74.145.123	129.74.145.123	NUM
bracis-33596	280	20	hesburgh	hesburgh	PROPN
bracis-33596	280	21	library	library	PROPN
bracis-33596	280	22	er	er	INTJ
bracis-33596	280	23	unit	unit	NOUN
bracis-33596	280	24	(	(	PUNCT
bracis-33596	280	25	3005732405	3005732405	NUM
bracis-33596	280	26	)	)	PUNCT
bracis-33596	280	27	northeast	northeast	ADJ
bracis-33596	280	28	research	research	NOUN
bracis-33596	280	29	libraries	library	NOUN
bracis-33596	280	30	(	(	PUNCT
bracis-33596	280	31	nerl	nerl	PROPN
bracis-33596	280	32	)	)	PUNCT
bracis-33596	280	33	(	(	PUNCT
bracis-33596	280	34	8200828607	8200828607	NUM
bracis-33596	280	35	)	)	PUNCT
bracis-33596	280	36	nerl	nerl	VERB
bracis-33596	280	37	ta	ta	X
bracis-33596	280	38	account	account	NOUN
bracis-33596	280	39	(	(	PUNCT
bracis-33596	280	40	3006206169	3006206169	NUM
bracis-33596	280	41	)	)	PUNCT
bracis-33596	280	42	university	university	NOUN
bracis-33596	280	43	of	of	ADP
bracis-33596	280	44	notre	notre	PROPN
bracis-33596	280	45	dame	dame	PROPN
bracis-33596	280	46	hesburgh	hesburgh	PROPN
bracis-33596	280	47	library	library	NOUN
bracis-33596	280	48	(	(	PUNCT
bracis-33596	280	49	3000184373	3000184373	NUM
bracis-33596	280	50	)	)	PUNCT
bracis-33596	281	1	©	©	ADP
bracis-33596	281	2	2025	2025	NUM
bracis-33596	281	3	springer	springer	NOUN
bracis-33596	281	4	nature	nature	NOUN