id	sid	tid	token	lemma	pos
bracis-19062	1	1	evaluation	evaluation	NOUN
bracis-19062	1	2	of	of	ADP
bracis-19062	1	3	 	 	SPACE
bracis-19062	1	4	convolutional	convolutional	ADJ
bracis-19062	1	5	neural	neural	ADJ
bracis-19062	1	6	networks	network	NOUN
bracis-19062	1	7	for	for	ADP
bracis-19062	1	8	 	 	SPACE
bracis-19062	1	9	covid-19	covid-19	PROPN
bracis-19062	1	10	classification	classification	NOUN
bracis-19062	1	11	on	on	ADP
bracis-19062	1	12	 	 	SPACE
bracis-19062	1	13	chest	chest	NOUN
bracis-19062	1	14	x	x	NOUN
bracis-19062	1	15	-	-	NOUN
bracis-19062	1	16	rays	ray	NOUN
bracis-19062	1	17	|	|	NOUN
bracis-19062	1	18	springer	springer	NOUN
bracis-19062	1	19	nature	nature	NOUN
bracis-19062	1	20	link	link	PROPN
bracis-19062	1	21	(	(	PUNCT
bracis-19062	1	22	formerly	formerly	ADV
bracis-19062	1	23	springerlink	springerlink	NOUN
bracis-19062	1	24	)	)	PUNCT
bracis-19062	1	25	skip	skip	VERB
bracis-19062	1	26	to	to	ADP
bracis-19062	1	27	main	main	ADJ
bracis-19062	1	28	content	content	NOUN
bracis-19062	1	29	advertisement	advertisement	NOUN
bracis-19062	1	30	log	log	NOUN
bracis-19062	1	31	in	in	ADP
bracis-19062	1	32	menu	menu	NOUN
bracis-19062	1	33	find	find	VERB
bracis-19062	1	34	a	a	DET
bracis-19062	1	35	journal	journal	NOUN
bracis-19062	1	36	publish	publish	VERB
bracis-19062	1	37	with	with	ADP
bracis-19062	1	38	us	we	PRON
bracis-19062	1	39	track	track	VERB
bracis-19062	1	40	your	your	PRON
bracis-19062	1	41	research	research	NOUN
bracis-19062	1	42	search	search	NOUN
bracis-19062	1	43	cart	cart	NOUN
bracis-19062	1	44	home	home	NOUN
bracis-19062	1	45	intelligent	intelligent	ADJ
bracis-19062	1	46	systems	system	NOUN
bracis-19062	1	47	conference	conference	NOUN
bracis-19062	1	48	paper	paper	NOUN
bracis-19062	1	49	evaluation	evaluation	NOUN
bracis-19062	1	50	of	of	ADP
bracis-19062	1	51	 	 	SPACE
bracis-19062	1	52	convolutional	convolutional	ADJ
bracis-19062	1	53	neural	neural	ADJ
bracis-19062	1	54	networks	network	NOUN
bracis-19062	1	55	for	for	ADP
bracis-19062	1	56	 	 	SPACE
bracis-19062	1	57	covid-19	covid-19	PROPN
bracis-19062	1	58	classification	classification	NOUN
bracis-19062	1	59	on	on	ADP
bracis-19062	1	60	 	 	SPACE
bracis-19062	1	61	chest	chest	NOUN
bracis-19062	1	62	x	x	NOUN
bracis-19062	1	63	-	-	NOUN
bracis-19062	1	64	rays	ray	NOUN
bracis-19062	1	65	conference	conference	NOUN
bracis-19062	1	66	paper	paper	NOUN
bracis-19062	1	67	first	first	ADV
bracis-19062	1	68	online	online	ADV
bracis-19062	1	69	:	:	PUNCT
bracis-19062	1	70	28	28	NUM
bracis-19062	1	71	november	november	NOUN
bracis-19062	1	72	2021	2021	NUM
bracis-19062	2	1	pp	pp	ADP
bracis-19062	2	2	121–132	121–132	NUM
bracis-19062	2	3	cite	cite	VERB
bracis-19062	2	4	this	this	DET
bracis-19062	2	5	conference	conference	NOUN
bracis-19062	2	6	paper	paper	NOUN
bracis-19062	2	7	access	access	NOUN
bracis-19062	2	8	provided	provide	VERB
bracis-19062	2	9	by	by	ADP
bracis-19062	2	10	university	university	PROPN
bracis-19062	2	11	of	of	ADP
bracis-19062	2	12	notre	notre	PROPN
bracis-19062	2	13	dame	dame	PROPN
bracis-19062	2	14	hesburgh	hesburgh	PROPN
bracis-19062	2	15	library	library	PROPN
bracis-19062	2	16	download	download	PROPN
bracis-19062	2	17	book	book	NOUN
bracis-19062	2	18	pdf	pdf	PROPN
bracis-19062	2	19	download	download	NOUN
bracis-19062	2	20	book	book	NOUN
bracis-19062	2	21	epub	epub	PROPN
bracis-19062	2	22	intelligent	intelligent	ADJ
bracis-19062	2	23	systems	system	NOUN
bracis-19062	2	24	(	(	PUNCT
bracis-19062	2	25	bracis	bracis	NOUN
bracis-19062	2	26	2021	2021	NUM
bracis-19062	2	27	)	)	PUNCT
bracis-19062	2	28	evaluation	evaluation	NOUN
bracis-19062	2	29	of	of	ADP
bracis-19062	2	30	 	 	SPACE
bracis-19062	2	31	convolutional	convolutional	ADJ
bracis-19062	2	32	neural	neural	ADJ
bracis-19062	2	33	networks	network	NOUN
bracis-19062	2	34	for	for	ADP
bracis-19062	2	35	 	 	SPACE
bracis-19062	2	36	covid-19	covid-19	PROPN
bracis-19062	2	37	classification	classification	NOUN
bracis-19062	2	38	on	on	ADP
bracis-19062	2	39	 	 	SPACE
bracis-19062	2	40	chest	chest	NOUN
bracis-19062	2	41	x	x	NOUN
bracis-19062	2	42	-	-	NOUN
bracis-19062	2	43	rays	ray	NOUN
bracis-19062	2	44	download	download	NOUN
bracis-19062	2	45	book	book	NOUN
bracis-19062	2	46	pdf	pdf	PROPN
bracis-19062	2	47	download	download	NOUN
bracis-19062	2	48	book	book	PROPN
bracis-19062	2	49	epub	epub	PROPN
bracis-19062	2	50	felipe	felipe	PROPN
bracis-19062	2	51	andré	andré	PROPN
bracis-19062	2	52	zeiser10	zeiser10	PROPN
bracis-19062	2	53	,	,	PUNCT
bracis-19062	2	54	cristiano	cristiano	PROPN
bracis-19062	2	55	andré	andré	VERB
bracis-19062	2	56	da	da	PROPN
bracis-19062	2	57	costa10	costa10	PROPN
bracis-19062	2	58	,	,	PUNCT
bracis-19062	2	59	gabriel	gabriel	PROPN
bracis-19062	2	60	de	de	PROPN
bracis-19062	2	61	oliveira	oliveira	PROPN
bracis-19062	2	62	ramos10	ramos10	PROPN
bracis-19062	2	63	,	,	PUNCT
bracis-19062	2	64	henrique	henrique	PROPN
bracis-19062	2	65	bohn10	bohn10	PROPN
bracis-19062	2	66	,	,	PUNCT
bracis-19062	2	67	ismael	ismael	PROPN
bracis-19062	2	68	santos10	santos10	PROPN
bracis-19062	2	69	&	&	CCONJ
bracis-19062	2	70	…	…	PUNCT
bracis-19062	2	71	rodrigo	rodrigo	PROPN
bracis-19062	2	72	da	da	PROPN
bracis-19062	2	73	rosa	rosa	PROPN
bracis-19062	2	74	righi10	righi10	PROPN
bracis-19062	2	75	  	  	SPACE
bracis-19062	2	76	show	show	VERB
bracis-19062	2	77	authors	author	NOUN
bracis-19062	2	78	part	part	NOUN
bracis-19062	2	79	of	of	ADP
bracis-19062	2	80	the	the	DET
bracis-19062	2	81	book	book	NOUN
bracis-19062	2	82	series	series	NOUN
bracis-19062	2	83	:	:	PUNCT
bracis-19062	2	84	lecture	lecture	NOUN
bracis-19062	2	85	notes	note	NOUN
bracis-19062	2	86	in	in	ADP
bracis-19062	2	87	computer	computer	NOUN
bracis-19062	2	88	science	science	NOUN
bracis-19062	2	89	(	(	PUNCT
bracis-19062	2	90	(	(	PUNCT
bracis-19062	2	91	lnai	lnai	ADJ
bracis-19062	2	92	,	,	PUNCT
bracis-19062	2	93	volume	volume	NOUN
bracis-19062	2	94	13074	13074	NUM
bracis-19062	2	95	)	)	PUNCT
bracis-19062	2	96	)	)	PUNCT
bracis-19062	2	97	included	include	VERB
bracis-19062	2	98	in	in	ADP
bracis-19062	2	99	the	the	DET
bracis-19062	2	100	following	follow	VERB
bracis-19062	2	101	conference	conference	NOUN
bracis-19062	2	102	series	series	NOUN
bracis-19062	2	103	:	:	PUNCT
bracis-19062	2	104	brazilian	brazilian	ADJ
bracis-19062	2	105	conference	conference	NOUN
bracis-19062	2	106	on	on	ADP
bracis-19062	2	107	intelligent	intelligent	ADJ
bracis-19062	2	108	systems	system	NOUN
bracis-19062	2	109	1228	1228	NUM
bracis-19062	2	110	accesses	access	VERB
bracis-19062	2	111	8	8	NUM
bracis-19062	2	112	citations	citation	NOUN
bracis-19062	2	113	abstract	abstract	ADJ
bracis-19062	2	114	early	early	ADJ
bracis-19062	2	115	identification	identification	NOUN
bracis-19062	2	116	of	of	ADP
bracis-19062	2	117	patients	patient	NOUN
bracis-19062	2	118	with	with	ADP
bracis-19062	2	119	covid-19	covid-19	PROPN
bracis-19062	2	120	is	be	AUX
bracis-19062	2	121	essential	essential	ADJ
bracis-19062	2	122	to	to	PART
bracis-19062	2	123	enable	enable	VERB
bracis-19062	2	124	adequate	adequate	ADJ
bracis-19062	2	125	treatment	treatment	NOUN
bracis-19062	2	126	and	and	CCONJ
bracis-19062	2	127	to	to	PART
bracis-19062	2	128	reduce	reduce	VERB
bracis-19062	2	129	the	the	DET
bracis-19062	2	130	burden	burden	NOUN
bracis-19062	2	131	on	on	ADP
bracis-19062	2	132	the	the	DET
bracis-19062	2	133	health	health	NOUN
bracis-19062	2	134	system	system	NOUN
bracis-19062	2	135	.	.	PUNCT
bracis-19062	3	1	the	the	DET
bracis-19062	3	2	gold	gold	ADJ
bracis-19062	3	3	standard	standard	NOUN
bracis-19062	3	4	for	for	ADP
bracis-19062	3	5	covid-19	covid-19	PROPN
bracis-19062	3	6	detection	detection	NOUN
bracis-19062	3	7	is	be	AUX
bracis-19062	3	8	the	the	DET
bracis-19062	3	9	use	use	NOUN
bracis-19062	3	10	of	of	ADP
bracis-19062	3	11	rt	rt	ADJ
bracis-19062	3	12	-	-	PUNCT
bracis-19062	3	13	pcr	pcr	ADJ
bracis-19062	3	14	tests	test	NOUN
bracis-19062	3	15	.	.	PUNCT
bracis-19062	4	1	however	however	ADV
bracis-19062	4	2	,	,	PUNCT
bracis-19062	4	3	due	due	ADP
bracis-19062	4	4	to	to	ADP
bracis-19062	4	5	the	the	DET
bracis-19062	4	6	high	high	ADJ
bracis-19062	4	7	demand	demand	NOUN
bracis-19062	4	8	for	for	ADP
bracis-19062	4	9	tests	test	NOUN
bracis-19062	4	10	,	,	PUNCT
bracis-19062	4	11	these	these	PRON
bracis-19062	4	12	can	can	AUX
bracis-19062	4	13	take	take	VERB
bracis-19062	4	14	days	day	NOUN
bracis-19062	4	15	or	or	CCONJ
bracis-19062	4	16	even	even	ADV
bracis-19062	4	17	weeks	week	NOUN
bracis-19062	4	18	in	in	ADP
bracis-19062	4	19	some	some	DET
bracis-19062	4	20	regions	region	NOUN
bracis-19062	4	21	of	of	ADP
bracis-19062	4	22	brazil	brazil	PROPN
bracis-19062	4	23	.	.	PUNCT
bracis-19062	5	1	thus	thus	ADV
bracis-19062	5	2	,	,	PUNCT
bracis-19062	5	3	an	an	DET
bracis-19062	5	4	alternative	alternative	NOUN
bracis-19062	5	5	for	for	ADP
bracis-19062	5	6	detecting	detect	VERB
bracis-19062	5	7	covid-19	covid-19	PROPN
bracis-19062	5	8	is	be	AUX
bracis-19062	5	9	the	the	DET
bracis-19062	5	10	analysis	analysis	NOUN
bracis-19062	5	11	of	of	ADP
bracis-19062	5	12	digital	digital	ADJ
bracis-19062	5	13	chest	chest	NOUN
bracis-19062	5	14	x	x	NOUN
bracis-19062	5	15	-	-	NOUN
bracis-19062	5	16	rays	ray	NOUN
bracis-19062	5	17	(	(	PUNCT
bracis-19062	5	18	xr	xr	X
bracis-19062	5	19	)	)	PUNCT
bracis-19062	5	20	.	.	PUNCT
bracis-19062	6	1	changes	change	NOUN
bracis-19062	6	2	due	due	ADJ
bracis-19062	6	3	to	to	ADP
bracis-19062	6	4	covid-19	covid-19	PROPN
bracis-19062	6	5	can	can	AUX
bracis-19062	6	6	be	be	AUX
bracis-19062	6	7	detected	detect	VERB
bracis-19062	6	8	in	in	ADP
bracis-19062	6	9	xr	xr	PROPN
bracis-19062	6	10	,	,	PUNCT
bracis-19062	6	11	even	even	ADV
bracis-19062	6	12	in	in	ADP
bracis-19062	6	13	asymptomatic	asymptomatic	ADJ
bracis-19062	6	14	patients	patient	NOUN
bracis-19062	6	15	.	.	PUNCT
bracis-19062	7	1	in	in	ADP
bracis-19062	7	2	this	this	DET
bracis-19062	7	3	context	context	NOUN
bracis-19062	7	4	,	,	PUNCT
bracis-19062	7	5	models	model	NOUN
bracis-19062	7	6	based	base	VERB
bracis-19062	7	7	on	on	ADP
bracis-19062	7	8	deep	deep	ADJ
bracis-19062	7	9	learning	learning	NOUN
bracis-19062	7	10	have	have	VERB
bracis-19062	7	11	great	great	ADJ
bracis-19062	7	12	potential	potential	NOUN
bracis-19062	7	13	to	to	PART
bracis-19062	7	14	be	be	AUX
bracis-19062	7	15	used	use	VERB
bracis-19062	7	16	as	as	ADP
bracis-19062	7	17	support	support	NOUN
bracis-19062	7	18	systems	system	NOUN
bracis-19062	7	19	for	for	ADP
bracis-19062	7	20	diagnosis	diagnosis	NOUN
bracis-19062	7	21	or	or	CCONJ
bracis-19062	7	22	as	as	ADP
bracis-19062	7	23	screening	screen	VERB
bracis-19062	7	24	tools	tool	NOUN
bracis-19062	7	25	.	.	PUNCT
bracis-19062	8	1	in	in	ADP
bracis-19062	8	2	this	this	DET
bracis-19062	8	3	paper	paper	NOUN
bracis-19062	8	4	,	,	PUNCT
bracis-19062	8	5	we	we	PRON
bracis-19062	8	6	propose	propose	VERB
bracis-19062	8	7	the	the	DET
bracis-19062	8	8	evaluation	evaluation	NOUN
bracis-19062	8	9	of	of	ADP
bracis-19062	8	10	convolutional	convolutional	ADJ
bracis-19062	8	11	neural	neural	ADJ
bracis-19062	8	12	networks	network	NOUN
bracis-19062	8	13	to	to	PART
bracis-19062	8	14	identify	identify	VERB
bracis-19062	8	15	pneumonia	pneumonia	NOUN
bracis-19062	8	16	due	due	ADP
bracis-19062	8	17	to	to	ADP
bracis-19062	8	18	covid-19	covid-19	PROPN
bracis-19062	8	19	in	in	ADP
bracis-19062	8	20	xr	xr	PROPN
bracis-19062	8	21	.	.	PUNCT
bracis-19062	9	1	the	the	DET
bracis-19062	9	2	proposed	propose	VERB
bracis-19062	9	3	methodology	methodology	NOUN
bracis-19062	9	4	consists	consist	VERB
bracis-19062	9	5	of	of	ADP
bracis-19062	9	6	a	a	DET
bracis-19062	9	7	preprocessing	preprocessing	NOUN
bracis-19062	9	8	step	step	NOUN
bracis-19062	9	9	of	of	ADP
bracis-19062	9	10	the	the	DET
bracis-19062	9	11	xr	xr	PROPN
bracis-19062	9	12	,	,	PUNCT
bracis-19062	9	13	data	datum	NOUN
bracis-19062	9	14	augmentation	augmentation	NOUN
bracis-19062	9	15	,	,	PUNCT
bracis-19062	9	16	and	and	CCONJ
bracis-19062	9	17	classification	classification	NOUN
bracis-19062	9	18	by	by	ADP
bracis-19062	9	19	the	the	DET
bracis-19062	9	20	convolutional	convolutional	ADJ
bracis-19062	9	21	architectures	architecture	NOUN
bracis-19062	9	22	densenet121	densenet121	PROPN
bracis-19062	9	23	,	,	PUNCT
bracis-19062	9	24	inceptionresnetv2	inceptionresnetv2	PROPN
bracis-19062	9	25	,	,	PUNCT
bracis-19062	9	26	inceptionv3	inceptionv3	NOUN
bracis-19062	9	27	,	,	PUNCT
bracis-19062	9	28	movilenetv2	movilenetv2	NOUN
bracis-19062	9	29	,	,	PUNCT
bracis-19062	9	30	resnet50	resnet50	NOUN
bracis-19062	9	31	,	,	PUNCT
bracis-19062	9	32	and	and	CCONJ
bracis-19062	9	33	vgg16	vgg16	VERB
bracis-19062	9	34	pre	pre	VERB
bracis-19062	9	35	-	-	VERB
bracis-19062	9	36	trained	train	VERB
bracis-19062	9	37	with	with	ADP
bracis-19062	9	38	the	the	DET
bracis-19062	9	39	imagenet	imagenet	NOUN
bracis-19062	9	40	dataset	dataset	NOUN
bracis-19062	9	41	.	.	PUNCT
bracis-19062	10	1	the	the	DET
bracis-19062	10	2	obtained	obtain	VERB
bracis-19062	10	3	results	result	NOUN
bracis-19062	10	4	for	for	ADP
bracis-19062	10	5	our	our	PRON
bracis-19062	10	6	methodology	methodology	NOUN
bracis-19062	10	7	demonstrate	demonstrate	VERB
bracis-19062	10	8	that	that	SCONJ
bracis-19062	10	9	the	the	DET
bracis-19062	10	10	vgg16	vgg16	NOUN
bracis-19062	10	11	architecture	architecture	NOUN
bracis-19062	10	12	presented	present	VERB
bracis-19062	10	13	a	a	DET
bracis-19062	10	14	superior	superior	ADJ
bracis-19062	10	15	performance	performance	NOUN
bracis-19062	10	16	in	in	ADP
bracis-19062	10	17	the	the	DET
bracis-19062	10	18	classification	classification	NOUN
bracis-19062	10	19	of	of	ADP
bracis-19062	10	20	xr	xr	PROPN
bracis-19062	10	21	,	,	PUNCT
bracis-19062	10	22	with	with	ADP
bracis-19062	10	23	an	an	DET
bracis-19062	10	24	accuracy	accuracy	NOUN
bracis-19062	10	25	of	of	ADP
bracis-19062	10	26	\(85.11\%\	\(85.11\%\	NOUN
bracis-19062	10	27	)	)	PUNCT
bracis-19062	10	28	,	,	PUNCT
bracis-19062	10	29	sensitivity	sensitivity	NOUN
bracis-19062	10	30	of	of	ADP
bracis-19062	10	31	\(85.25\%\	\(85.25\%\	NOUN
bracis-19062	10	32	)	)	PUNCT
bracis-19062	10	33	,	,	PUNCT
bracis-19062	10	34	specificity	specificity	NOUN
bracis-19062	10	35	of	of	ADP
bracis-19062	10	36	\(85.16\%\	\(85.16\%\	NOUN
bracis-19062	10	37	)	)	PUNCT
bracis-19062	10	38	,	,	PUNCT
bracis-19062	10	39	f1	f1	NOUN
bracis-19062	10	40	-	-	PUNCT
bracis-19062	10	41	score	score	NOUN
bracis-19062	10	42	of	of	ADP
bracis-19062	10	43	\(85.03\%\	\(85.03\%\	NOUN
bracis-19062	10	44	)	)	PUNCT
bracis-19062	10	45	,	,	PUNCT
bracis-19062	10	46	and	and	CCONJ
bracis-19062	10	47	an	an	DET
bracis-19062	10	48	auc	auc	NOUN
bracis-19062	10	49	of	of	ADP
bracis-19062	10	50	0.9758	0.9758	NUM
bracis-19062	10	51	.	.	PUNCT
bracis-19062	11	1	access	access	NOUN
bracis-19062	11	2	provided	provide	VERB
bracis-19062	11	3	by	by	ADP
bracis-19062	11	4	university	university	PROPN
bracis-19062	11	5	of	of	ADP
bracis-19062	11	6	notre	notre	PROPN
bracis-19062	11	7	dame	dame	PROPN
bracis-19062	11	8	hesburgh	hesburgh	PROPN
bracis-19062	11	9	library	library	PROPN
bracis-19062	11	10	.	.	PUNCT
bracis-19062	12	1	download	download	PROPN
bracis-19062	12	2	conference	conference	NOUN
bracis-19062	12	3	paper	paper	NOUN
bracis-19062	12	4	pdf	pdf	NOUN
bracis-19062	12	5	similar	similar	ADJ
bracis-19062	12	6	content	content	NOUN
bracis-19062	12	7	being	be	AUX
bracis-19062	12	8	viewed	view	VERB
bracis-19062	12	9	by	by	ADP
bracis-19062	12	10	others	other	NOUN
bracis-19062	12	11	a	a	DET
bracis-19062	12	12	deep	deep	ADJ
bracis-19062	12	13	learning	learning	NOUN
bracis-19062	12	14	-	-	PUNCT
bracis-19062	12	15	based	base	VERB
bracis-19062	12	16	framework	framework	NOUN
bracis-19062	12	17	for	for	ADP
bracis-19062	12	18	detecting	detect	VERB
bracis-19062	12	19	covid-19	covid-19	PROPN
bracis-19062	12	20	patients	patient	NOUN
bracis-19062	12	21	using	use	VERB
bracis-19062	12	22	chest	chest	NOUN
bracis-19062	12	23	x	x	NOUN
bracis-19062	12	24	-	-	NOUN
bracis-19062	12	25	rays	ray	NOUN
bracis-19062	12	26	article	article	NOUN
bracis-19062	12	27	22	22	NUM
bracis-19062	12	28	march	march	PROPN
bracis-19062	12	29	2022	2022	NUM
bracis-19062	12	30	a	a	DET
bracis-19062	12	31	light	light	ADJ
bracis-19062	12	32	-	-	PUNCT
bracis-19062	12	33	weight	weight	NOUN
bracis-19062	12	34	convolutional	convolutional	ADJ
bracis-19062	12	35	neural	neural	ADJ
bracis-19062	12	36	network	network	NOUN
bracis-19062	12	37	architecture	architecture	NOUN
bracis-19062	12	38	for	for	ADP
bracis-19062	12	39	classification	classification	NOUN
bracis-19062	12	40	of	of	ADP
bracis-19062	12	41	covid-19	covid-19	PROPN
bracis-19062	12	42	chest	chest	NOUN
bracis-19062	12	43	x	x	NOUN
bracis-19062	12	44	-	-	NOUN
bracis-19062	12	45	ray	ray	NOUN
bracis-19062	12	46	images	image	NOUN
bracis-19062	12	47	article	article	NOUN
bracis-19062	12	48	07	07	NUM
bracis-19062	12	49	january	january	PROPN
bracis-19062	12	50	2022	2022	NUM
bracis-19062	12	51	diagnosis	diagnosis	NOUN
bracis-19062	12	52	of	of	ADP
bracis-19062	12	53	covid-19	covid-19	PROPN
bracis-19062	12	54	on	on	ADP
bracis-19062	12	55	chest	chest	NOUN
bracis-19062	12	56	x	x	NOUN
bracis-19062	12	57	-	-	NOUN
bracis-19062	12	58	ray	ray	NOUN
bracis-19062	12	59	(	(	PUNCT
bracis-19062	12	60	cxr	cxr	NOUN
bracis-19062	12	61	)	)	PUNCT
bracis-19062	12	62	images	image	NOUN
bracis-19062	12	63	using	use	VERB
bracis-19062	12	64	cnn	cnn	PROPN
bracis-19062	12	65	with	with	ADP
bracis-19062	12	66	transfer	transfer	NOUN
bracis-19062	12	67	learning	learning	NOUN
bracis-19062	12	68	and	and	CCONJ
bracis-19062	12	69	integrated	integrate	VERB
bracis-19062	12	70	stacking	stacking	NOUN
bracis-19062	12	71	ensemble	ensemble	ADJ
bracis-19062	12	72	learning	learning	NOUN
bracis-19062	12	73	chapter	chapter	NOUN
bracis-19062	12	74	©	©	PROPN
bracis-19062	12	75	2024	2024	NUM
bracis-19062	12	76	explore	explore	VERB
bracis-19062	12	77	related	relate	VERB
bracis-19062	12	78	subjects	subject	NOUN
bracis-19062	12	79	discover	discover	VERB
bracis-19062	12	80	the	the	DET
bracis-19062	12	81	latest	late	ADJ
bracis-19062	12	82	articles	article	NOUN
bracis-19062	12	83	,	,	PUNCT
bracis-19062	12	84	books	book	NOUN
bracis-19062	12	85	and	and	CCONJ
bracis-19062	12	86	news	news	NOUN
bracis-19062	12	87	in	in	ADP
bracis-19062	12	88	related	related	ADJ
bracis-19062	12	89	subjects	subject	NOUN
bracis-19062	12	90	,	,	PUNCT
bracis-19062	12	91	suggested	suggest	VERB
bracis-19062	12	92	using	use	VERB
bracis-19062	12	93	machine	machine	NOUN
bracis-19062	12	94	learning	learning	NOUN
bracis-19062	12	95	.	.	PUNCT
bracis-19062	13	1	computer	computer	NOUN
bracis-19062	13	2	vision	vision	PROPN
bracis-19062	13	3	covid19	covid19	PROPN
bracis-19062	13	4	machine	machine	NOUN
bracis-19062	13	5	learning	learn	VERB
bracis-19062	13	6	object	object	VERB
bracis-19062	13	7	recognition	recognition	NOUN
bracis-19062	13	8	x	x	NOUN
bracis-19062	13	9	-	-	NOUN
bracis-19062	13	10	ray	ray	NOUN
bracis-19062	13	11	spectroscopy	spectroscopy	VERB
bracis-19062	13	12	artificial	artificial	ADJ
bracis-19062	13	13	intelligence	intelligence	NOUN
bracis-19062	13	14	1	1	NUM
bracis-19062	13	15	introduction	introduction	NOUN
bracis-19062	13	16	severe	severe	ADJ
bracis-19062	13	17	acute	acute	ADJ
bracis-19062	13	18	respiratory	respiratory	ADJ
bracis-19062	13	19	syndrome	syndrome	NOUN
bracis-19062	13	20	coronavirus	coronavirus	NOUN
bracis-19062	13	21	2	2	NUM
bracis-19062	13	22	(	(	PUNCT
bracis-19062	13	23	sars	sar	NOUN
bracis-19062	13	24	-	-	PUNCT
bracis-19062	13	25	cov-2	cov-2	NOUN
bracis-19062	13	26	)	)	PUNCT
bracis-19062	13	27	is	be	AUX
bracis-19062	13	28	a	a	DET
bracis-19062	13	29	new	new	ADJ
bracis-19062	13	30	beta	beta	NOUN
bracis-19062	13	31	-	-	PUNCT
bracis-19062	13	32	coronavirus	coronavirus	NOUN
bracis-19062	13	33	first	first	ADV
bracis-19062	13	34	identified	identify	VERB
bracis-19062	13	35	in	in	ADP
bracis-19062	13	36	december	december	PROPN
bracis-19062	13	37	2019	2019	NUM
bracis-19062	13	38	in	in	ADP
bracis-19062	13	39	wuhan	wuhan	PROPN
bracis-19062	13	40	province	province	PROPN
bracis-19062	13	41	,	,	PUNCT
bracis-19062	13	42	china	china	PROPN
bracis-19062	14	1	[	[	X
bracis-19062	14	2	3	3	NUM
bracis-19062	14	3	]	]	PUNCT
bracis-19062	14	4	.	.	PUNCT
bracis-19062	15	1	since	since	SCONJ
bracis-19062	15	2	the	the	DET
bracis-19062	15	3	initial	initial	ADJ
bracis-19062	15	4	outbreak	outbreak	NOUN
bracis-19062	15	5	,	,	PUNCT
bracis-19062	15	6	the	the	DET
bracis-19062	15	7	number	number	NOUN
bracis-19062	15	8	of	of	ADP
bracis-19062	15	9	patients	patient	NOUN
bracis-19062	15	10	confirmed	confirm	VERB
bracis-19062	15	11	with	with	ADP
bracis-19062	15	12	covid-19	covid-19	PROPN
bracis-19062	15	13	has	have	AUX
bracis-19062	15	14	exceeded	exceed	VERB
bracis-19062	15	15	178	178	NUM
bracis-19062	15	16	million	million	NUM
bracis-19062	15	17	in	in	ADP
bracis-19062	15	18	the	the	DET
bracis-19062	15	19	world	world	NOUN
bracis-19062	15	20	.	.	PUNCT
bracis-19062	16	1	more	more	ADJ
bracis-19062	16	2	than	than	ADP
bracis-19062	16	3	3.85	3.85	NUM
bracis-19062	16	4	million	million	NUM
bracis-19062	16	5	people	people	NOUN
bracis-19062	16	6	have	have	AUX
bracis-19062	16	7	died	die	VERB
bracis-19062	16	8	as	as	ADP
bracis-19062	16	9	a	a	DET
bracis-19062	16	10	result	result	NOUN
bracis-19062	16	11	of	of	ADP
bracis-19062	16	12	covid-19	covid-19	PROPN
bracis-19062	16	13	(	(	PUNCT
bracis-19062	16	14	june	june	PROPN
bracis-19062	16	15	19	19	NUM
bracis-19062	16	16	,	,	PUNCT
bracis-19062	16	17	2021	2021	NUM
bracis-19062	16	18	)	)	PUNCT
bracis-19062	17	1	[	[	X
bracis-19062	17	2	11	11	NUM
bracis-19062	17	3	]	]	PUNCT
bracis-19062	17	4	.	.	PUNCT
bracis-19062	18	1	these	these	DET
bracis-19062	18	2	numbers	number	NOUN
bracis-19062	18	3	can	can	AUX
bracis-19062	18	4	be	be	AUX
bracis-19062	18	5	even	even	ADV
bracis-19062	18	6	higher	high	ADJ
bracis-19062	18	7	due	due	ADP
bracis-19062	18	8	to	to	ADP
bracis-19062	18	9	asymptomatic	asymptomatic	ADJ
bracis-19062	18	10	cases	case	NOUN
bracis-19062	18	11	and	and	CCONJ
bracis-19062	18	12	flawed	flaw	VERB
bracis-19062	18	13	tracking	tracking	NOUN
bracis-19062	18	14	policies	policy	NOUN
bracis-19062	18	15	.	.	PUNCT
bracis-19062	19	1	in	in	ADP
bracis-19062	19	2	brazil	brazil	PROPN
bracis-19062	19	3	,	,	PUNCT
bracis-19062	19	4	a	a	DET
bracis-19062	19	5	study	study	NOUN
bracis-19062	19	6	points	point	VERB
bracis-19062	19	7	to	to	ADP
bracis-19062	19	8	seven	seven	NUM
bracis-19062	19	9	times	time	NOUN
bracis-19062	19	10	more	more	ADJ
bracis-19062	19	11	infections	infection	NOUN
bracis-19062	19	12	than	than	ADP
bracis-19062	19	13	that	that	PRON
bracis-19062	19	14	reported	report	VERB
bracis-19062	19	15	by	by	ADP
bracis-19062	19	16	the	the	DET
bracis-19062	19	17	authorities	authority	NOUN
bracis-19062	19	18	[	[	X
bracis-19062	19	19	12	12	NUM
bracis-19062	19	20	]	]	PUNCT
bracis-19062	19	21	.	.	PUNCT
bracis-19062	20	1	sars	sars	PROPN
bracis-19062	20	2	-	-	PUNCT
bracis-19062	20	3	cov-2	cov-2	NOUN
bracis-19062	20	4	shares	share	NOUN
bracis-19062	20	5	\(79.6\%\	\(79.6\%\	NOUN
bracis-19062	20	6	)	)	PUNCT
bracis-19062	20	7	of	of	ADP
bracis-19062	20	8	the	the	DET
bracis-19062	20	9	sars	sar	NOUN
bracis-19062	20	10	-	-	PUNCT
bracis-19062	20	11	cov	cov	NOUN
bracis-19062	20	12	base	base	NOUN
bracis-19062	20	13	pairs	pair	NOUN
bracis-19062	20	14	genome	genome	NOUN
bracis-19062	20	15	[	[	X
bracis-19062	20	16	37	37	NUM
bracis-19062	20	17	]	]	PUNCT
bracis-19062	20	18	.	.	PUNCT
bracis-19062	21	1	despite	despite	SCONJ
bracis-19062	21	2	its	its	PRON
bracis-19062	21	3	resemblance	resemblance	NOUN
bracis-19062	21	4	to	to	ADP
bracis-19062	21	5	the	the	DET
bracis-19062	21	6	2002	2002	NUM
bracis-19062	21	7	sars	sar	NOUN
bracis-19062	21	8	-	-	PUNCT
bracis-19062	21	9	cov	cov	NOUN
bracis-19062	21	10	virus	virus	NOUN
bracis-19062	21	11	,	,	PUNCT
bracis-19062	21	12	sars	sar	NOUN
bracis-19062	21	13	-	-	PUNCT
bracis-19062	21	14	cov-2	cov-2	PART
bracis-19062	21	15	has	have	AUX
bracis-19062	21	16	rapidly	rapidly	ADV
bracis-19062	21	17	spread	spread	VERB
bracis-19062	21	18	across	across	ADP
bracis-19062	21	19	the	the	DET
bracis-19062	21	20	globe	globe	NOUN
bracis-19062	21	21	challenging	challenge	VERB
bracis-19062	21	22	health	health	NOUN
bracis-19062	21	23	systems	system	NOUN
bracis-19062	21	24	[	[	X
bracis-19062	21	25	28	28	NUM
bracis-19062	21	26	]	]	PUNCT
bracis-19062	21	27	.	.	PUNCT
bracis-19062	22	1	the	the	DET
bracis-19062	22	2	burden	burden	NOUN
bracis-19062	22	3	on	on	ADP
bracis-19062	22	4	healthcare	healthcare	NOUN
bracis-19062	22	5	systems	system	NOUN
bracis-19062	22	6	is	be	AUX
bracis-19062	22	7	due	due	ADJ
bracis-19062	22	8	to	to	ADP
bracis-19062	22	9	the	the	DET
bracis-19062	22	10	high	high	ADJ
bracis-19062	22	11	rates	rate	NOUN
bracis-19062	22	12	of	of	ADP
bracis-19062	22	13	contagion	contagion	NOUN
bracis-19062	22	14	and	and	CCONJ
bracis-19062	22	15	how	how	SCONJ
bracis-19062	22	16	sars	sar	NOUN
bracis-19062	22	17	-	-	PUNCT
bracis-19062	22	18	cov-2	cov-2	NOUN
bracis-19062	22	19	manifests	manifest	VERB
bracis-19062	22	20	itself	itself	PRON
bracis-19062	22	21	in	in	ADP
bracis-19062	22	22	the	the	DET
bracis-19062	22	23	infected	infected	ADJ
bracis-19062	22	24	population	population	NOUN
bracis-19062	23	1	[	[	X
bracis-19062	23	2	22	22	NUM
bracis-19062	23	3	]	]	PUNCT
bracis-19062	23	4	.	.	PUNCT
bracis-19062	24	1	according	accord	VERB
bracis-19062	24	2	to	to	ADP
bracis-19062	24	3	data	datum	NOUN
bracis-19062	24	4	from	from	ADP
bracis-19062	24	5	epidemiological	epidemiological	ADJ
bracis-19062	24	6	analyses	analysis	NOUN
bracis-19062	24	7	,	,	PUNCT
bracis-19062	24	8	about	about	ADP
bracis-19062	24	9	\(20\%\	\(20\%\	NUM
bracis-19062	24	10	)	)	PUNCT
bracis-19062	24	11	to	to	ADP
bracis-19062	24	12	\(30\%\	\(30\%\	NUM
bracis-19062	24	13	)	)	PUNCT
bracis-19062	24	14	of	of	ADP
bracis-19062	24	15	patients	patient	NOUN
bracis-19062	24	16	are	be	AUX
bracis-19062	24	17	affected	affect	VERB
bracis-19062	24	18	by	by	ADP
bracis-19062	24	19	a	a	DET
bracis-19062	24	20	moderate	moderate	ADJ
bracis-19062	24	21	to	to	ADP
bracis-19062	24	22	severe	severe	ADJ
bracis-19062	24	23	form	form	NOUN
bracis-19062	24	24	of	of	ADP
bracis-19062	24	25	the	the	DET
bracis-19062	24	26	disease	disease	NOUN
bracis-19062	24	27	.	.	PUNCT
bracis-19062	25	1	in	in	ADP
bracis-19062	25	2	addition	addition	NOUN
bracis-19062	25	3	,	,	PUNCT
bracis-19062	25	4	approximately	approximately	ADV
bracis-19062	25	5	\(5\%\	\(5\%\	VERB
bracis-19062	25	6	)	)	PUNCT
bracis-19062	25	7	to	to	ADP
bracis-19062	25	8	\(12\%\	\(12\%\	PRON
bracis-19062	25	9	)	)	PUNCT
bracis-19062	25	10	of	of	ADP
bracis-19062	25	11	infected	infected	ADJ
bracis-19062	25	12	patients	patient	NOUN
bracis-19062	25	13	require	require	VERB
bracis-19062	25	14	treatment	treatment	NOUN
bracis-19062	25	15	in	in	ADP
bracis-19062	25	16	the	the	DET
bracis-19062	25	17	intensive	intensive	ADJ
bracis-19062	25	18	care	care	NOUN
bracis-19062	25	19	unit	unit	NOUN
bracis-19062	25	20	(	(	PUNCT
bracis-19062	25	21	icu	icu	PROPN
bracis-19062	25	22	)	)	PUNCT
bracis-19062	25	23	.	.	PUNCT
bracis-19062	26	1	of	of	ADP
bracis-19062	26	2	those	those	PRON
bracis-19062	26	3	admitted	admit	VERB
bracis-19062	26	4	to	to	PART
bracis-19062	26	5	icus	icus	VERB
bracis-19062	26	6	,	,	PUNCT
bracis-19062	26	7	about	about	ADP
bracis-19062	26	8	\(75\%\	\(75\%\	X
bracis-19062	26	9	)	)	PUNCT
bracis-19062	26	10	are	be	AUX
bracis-19062	26	11	individuals	individual	NOUN
bracis-19062	26	12	with	with	ADP
bracis-19062	26	13	pre	pre	ADJ
bracis-19062	26	14	-	-	ADJ
bracis-19062	26	15	existing	existing	ADJ
bracis-19062	26	16	comorbidities	comorbiditie	NOUN
bracis-19062	26	17	or	or	CCONJ
bracis-19062	26	18	older	old	ADJ
bracis-19062	26	19	adults	adult	NOUN
bracis-19062	26	20	[	[	X
bracis-19062	26	21	8	8	NUM
bracis-19062	26	22	]	]	PUNCT
bracis-19062	26	23	.	.	PUNCT
bracis-19062	27	1	in	in	ADP
bracis-19062	27	2	brazil	brazil	PROPN
bracis-19062	27	3	,	,	PUNCT
bracis-19062	27	4	the	the	DET
bracis-19062	27	5	first	first	ADJ
bracis-19062	27	6	case	case	NOUN
bracis-19062	27	7	was	be	AUX
bracis-19062	27	8	officially	officially	ADV
bracis-19062	27	9	notified	notify	VERB
bracis-19062	27	10	on	on	ADP
bracis-19062	27	11	february	february	PROPN
bracis-19062	27	12	25	25	NUM
bracis-19062	27	13	,	,	PUNCT
bracis-19062	27	14	2020	2020	NUM
bracis-19062	28	1	[	[	X
bracis-19062	28	2	5	5	NUM
bracis-19062	28	3	]	]	PUNCT
bracis-19062	28	4	.	.	PUNCT
bracis-19062	29	1	since	since	SCONJ
bracis-19062	29	2	then	then	ADV
bracis-19062	29	3	,	,	PUNCT
bracis-19062	29	4	due	due	ADP
bracis-19062	29	5	to	to	ADP
bracis-19062	29	6	the	the	DET
bracis-19062	29	7	continental	continental	ADJ
bracis-19062	29	8	proportions	proportion	NOUN
bracis-19062	29	9	of	of	ADP
bracis-19062	29	10	brazil	brazil	PROPN
bracis-19062	29	11	,	,	PUNCT
bracis-19062	29	12	several	several	ADJ
bracis-19062	29	13	measures	measure	NOUN
bracis-19062	29	14	to	to	PART
bracis-19062	29	15	contain	contain	VERB
bracis-19062	29	16	and	and	CCONJ
bracis-19062	29	17	prepare	prepare	VERB
bracis-19062	29	18	the	the	DET
bracis-19062	29	19	health	health	NOUN
bracis-19062	29	20	system	system	NOUN
bracis-19062	29	21	have	have	AUX
bracis-19062	29	22	been	be	AUX
bracis-19062	29	23	carried	carry	VERB
bracis-19062	29	24	out	out	ADP
bracis-19062	29	25	in	in	ADP
bracis-19062	29	26	the	the	DET
bracis-19062	29	27	federative	federative	ADJ
bracis-19062	29	28	units	unit	NOUN
bracis-19062	29	29	[	[	X
bracis-19062	29	30	24	24	NUM
bracis-19062	29	31	]	]	PUNCT
bracis-19062	29	32	.	.	PUNCT
bracis-19062	30	1	brazil	brazil	PROPN
bracis-19062	30	2	went	go	VERB
bracis-19062	30	3	through	through	ADP
bracis-19062	30	4	two	two	NUM
bracis-19062	30	5	delicate	delicate	ADJ
bracis-19062	30	6	moments	moment	NOUN
bracis-19062	30	7	for	for	ADP
bracis-19062	30	8	the	the	DET
bracis-19062	30	9	health	health	NOUN
bracis-19062	30	10	system	system	NOUN
bracis-19062	30	11	,	,	PUNCT
bracis-19062	30	12	with	with	ADP
bracis-19062	30	13	hospitals	hospital	NOUN
bracis-19062	30	14	without	without	ADP
bracis-19062	30	15	beds	bed	NOUN
bracis-19062	30	16	and	and	CCONJ
bracis-19062	30	17	even	even	ADV
bracis-19062	30	18	the	the	DET
bracis-19062	30	19	lack	lack	NOUN
bracis-19062	30	20	of	of	ADP
bracis-19062	30	21	supplies	supply	NOUN
bracis-19062	30	22	for	for	ADP
bracis-19062	30	23	patients	patient	NOUN
bracis-19062	30	24	in	in	ADP
bracis-19062	30	25	some	some	DET
bracis-19062	30	26	regions	region	NOUN
bracis-19062	30	27	of	of	ADP
bracis-19062	30	28	the	the	DET
bracis-19062	30	29	country	country	NOUN
bracis-19062	30	30	[	[	X
bracis-19062	30	31	33	33	NUM
bracis-19062	30	32	]	]	PUNCT
bracis-19062	30	33	.	.	PUNCT
bracis-19062	31	1	currently	currently	ADV
bracis-19062	31	2	,	,	PUNCT
bracis-19062	31	3	reverse	reverse	ADJ
bracis-19062	31	4	transcription	transcription	NOUN
bracis-19062	31	5	polymerase	polymerase	NOUN
bracis-19062	31	6	chain	chain	NOUN
bracis-19062	31	7	reaction	reaction	NOUN
bracis-19062	31	8	(	(	PUNCT
bracis-19062	31	9	rt	rt	NOUN
bracis-19062	31	10	-	-	PUNCT
bracis-19062	31	11	pcr	pcr	NOUN
bracis-19062	31	12	)	)	PUNCT
bracis-19062	31	13	is	be	AUX
bracis-19062	31	14	the	the	DET
bracis-19062	31	15	test	test	NOUN
bracis-19062	31	16	used	use	VERB
bracis-19062	31	17	as	as	ADP
bracis-19062	31	18	the	the	DET
bracis-19062	31	19	gold	gold	NOUN
bracis-19062	31	20	standard	standard	NOUN
bracis-19062	31	21	for	for	ADP
bracis-19062	31	22	the	the	DET
bracis-19062	31	23	diagnosis	diagnosis	NOUN
bracis-19062	31	24	of	of	ADP
bracis-19062	31	25	covid-19	covid-19	PROPN
bracis-19062	31	26	[	[	X
bracis-19062	31	27	20	20	NUM
bracis-19062	31	28	,	,	PUNCT
bracis-19062	31	29	32	32	NUM
bracis-19062	31	30	]	]	PUNCT
bracis-19062	31	31	.	.	PUNCT
bracis-19062	32	1	however	however	ADV
bracis-19062	32	2	,	,	PUNCT
bracis-19062	32	3	due	due	ADP
bracis-19062	32	4	to	to	ADP
bracis-19062	32	5	difficulties	difficulty	NOUN
bracis-19062	32	6	in	in	ADP
bracis-19062	32	7	purchasing	purchasing	NOUN
bracis-19062	32	8	inputs	input	NOUN
bracis-19062	32	9	,	,	PUNCT
bracis-19062	32	10	increases	increase	NOUN
bracis-19062	32	11	in	in	ADP
bracis-19062	32	12	the	the	DET
bracis-19062	32	13	prices	price	NOUN
bracis-19062	32	14	of	of	ADP
bracis-19062	32	15	materials	material	NOUN
bracis-19062	32	16	and	and	CCONJ
bracis-19062	32	17	equipment	equipment	NOUN
bracis-19062	32	18	,	,	PUNCT
bracis-19062	32	19	the	the	DET
bracis-19062	32	20	lack	lack	NOUN
bracis-19062	32	21	of	of	ADP
bracis-19062	32	22	laboratories	laboratory	NOUN
bracis-19062	32	23	and	and	CCONJ
bracis-19062	32	24	qualified	qualified	ADJ
bracis-19062	32	25	professionals	professional	NOUN
bracis-19062	32	26	,	,	PUNCT
bracis-19062	32	27	and	and	CCONJ
bracis-19062	32	28	the	the	DET
bracis-19062	32	29	high	high	ADJ
bracis-19062	32	30	demands	demand	NOUN
bracis-19062	32	31	for	for	ADP
bracis-19062	32	32	rt	rt	ADJ
bracis-19062	32	33	-	-	PUNCT
bracis-19062	32	34	pcr	pcr	ADJ
bracis-19062	32	35	tests	test	NOUN
bracis-19062	32	36	,	,	PUNCT
bracis-19062	32	37	the	the	DET
bracis-19062	32	38	diagnosis	diagnosis	NOUN
bracis-19062	32	39	can	can	AUX
bracis-19062	32	40	take	take	VERB
bracis-19062	32	41	days	day	NOUN
bracis-19062	32	42	or	or	CCONJ
bracis-19062	32	43	even	even	ADV
bracis-19062	32	44	weeks	week	NOUN
bracis-19062	32	45	in	in	ADP
bracis-19062	32	46	some	some	DET
bracis-19062	32	47	cities	city	NOUN
bracis-19062	32	48	in	in	ADP
bracis-19062	32	49	brazil	brazil	PROPN
bracis-19062	32	50	[	[	X
bracis-19062	32	51	20	20	NUM
bracis-19062	32	52	]	]	PUNCT
bracis-19062	32	53	.	.	PUNCT
bracis-19062	33	1	this	this	DET
bracis-19062	33	2	delay	delay	NOUN
bracis-19062	33	3	can	can	AUX
bracis-19062	33	4	directly	directly	ADV
bracis-19062	33	5	impact	impact	VERB
bracis-19062	33	6	the	the	DET
bracis-19062	33	7	patient	patient	NOUN
bracis-19062	33	8	’s	’s	PART
bracis-19062	33	9	prognosis	prognosis	NOUN
bracis-19062	33	10	and	and	CCONJ
bracis-19062	33	11	be	be	AUX
bracis-19062	33	12	associated	associate	VERB
bracis-19062	33	13	with	with	ADP
bracis-19062	33	14	a	a	DET
bracis-19062	33	15	greater	great	ADJ
bracis-19062	33	16	spread	spread	NOUN
bracis-19062	33	17	of	of	ADP
bracis-19062	33	18	sars	sar	NOUN
bracis-19062	33	19	-	-	PUNCT
bracis-19062	33	20	cov-2	cov-2	NOUN
bracis-19062	33	21	in	in	ADP
bracis-19062	33	22	brazil	brazil	PROPN
bracis-19062	34	1	[	[	X
bracis-19062	34	2	7	7	NUM
bracis-19062	34	3	]	]	PUNCT
bracis-19062	34	4	.	.	PUNCT
bracis-19062	35	1	as	as	SCONJ
bracis-19062	35	2	alternatives	alternative	NOUN
bracis-19062	35	3	to	to	ADP
bracis-19062	35	4	rt	rt	NOUN
bracis-19062	35	5	-	-	PUNCT
bracis-19062	35	6	pcr	pcr	ADJ
bracis-19062	35	7	,	,	PUNCT
bracis-19062	35	8	radiological	radiological	ADJ
bracis-19062	35	9	exams	exam	NOUN
bracis-19062	35	10	as	as	ADP
bracis-19062	35	11	computed	compute	VERB
bracis-19062	35	12	tomography	tomography	NOUN
bracis-19062	35	13	(	(	PUNCT
bracis-19062	35	14	ct	ct	PROPN
bracis-19062	35	15	)	)	PUNCT
bracis-19062	35	16	and	and	CCONJ
bracis-19062	35	17	digital	digital	ADJ
bracis-19062	35	18	chest	chest	NOUN
bracis-19062	35	19	radiography	radiography	NOUN
bracis-19062	35	20	(	(	PUNCT
bracis-19062	35	21	xr	xr	X
bracis-19062	35	22	)	)	PUNCT
bracis-19062	35	23	are	be	AUX
bracis-19062	35	24	being	be	AUX
bracis-19062	35	25	used	use	VERB
bracis-19062	35	26	as	as	ADP
bracis-19062	35	27	valuable	valuable	ADJ
bracis-19062	35	28	tools	tool	NOUN
bracis-19062	35	29	for	for	ADP
bracis-19062	35	30	the	the	DET
bracis-19062	35	31	detection	detection	NOUN
bracis-19062	35	32	and	and	CCONJ
bracis-19062	35	33	definition	definition	NOUN
bracis-19062	35	34	of	of	ADP
bracis-19062	35	35	treatment	treatment	NOUN
bracis-19062	35	36	of	of	ADP
bracis-19062	35	37	patients	patient	NOUN
bracis-19062	35	38	with	with	ADP
bracis-19062	35	39	covid-19	covid-19	PROPN
bracis-19062	36	1	[	[	X
bracis-19062	36	2	9	9	NUM
bracis-19062	36	3	]	]	PUNCT
bracis-19062	36	4	.	.	PUNCT
bracis-19062	37	1	studies	study	NOUN
bracis-19062	37	2	show	show	VERB
bracis-19062	37	3	equivalent	equivalent	ADJ
bracis-19062	37	4	sensitivities	sensitivity	NOUN
bracis-19062	37	5	to	to	ADP
bracis-19062	37	6	the	the	DET
bracis-19062	37	7	rt	rt	PROPN
bracis-19062	37	8	-	-	PUNCT
bracis-19062	37	9	pcr	pcr	NOUN
bracis-19062	37	10	test	test	NOUN
bracis-19062	37	11	using	use	VERB
bracis-19062	37	12	ct	ct	NUM
bracis-19062	37	13	images	image	NOUN
bracis-19062	37	14	[	[	X
bracis-19062	37	15	2	2	NUM
bracis-19062	37	16	,	,	PUNCT
bracis-19062	37	17	35	35	NUM
bracis-19062	37	18	]	]	PUNCT
bracis-19062	37	19	.	.	PUNCT
bracis-19062	38	1	lung	lung	NOUN
bracis-19062	38	2	alterations	alteration	NOUN
bracis-19062	38	3	can	can	AUX
bracis-19062	38	4	be	be	AUX
bracis-19062	38	5	observed	observe	VERB
bracis-19062	38	6	even	even	ADV
bracis-19062	38	7	in	in	ADP
bracis-19062	38	8	asymptomatic	asymptomatic	ADJ
bracis-19062	38	9	patients	patient	NOUN
bracis-19062	38	10	of	of	ADP
bracis-19062	38	11	covid-19	covid-19	PROPN
bracis-19062	38	12	,	,	PUNCT
bracis-19062	38	13	indicating	indicate	VERB
bracis-19062	38	14	that	that	SCONJ
bracis-19062	38	15	the	the	DET
bracis-19062	38	16	disease	disease	NOUN
bracis-19062	38	17	can	can	AUX
bracis-19062	38	18	be	be	AUX
bracis-19062	38	19	detected	detect	VERB
bracis-19062	38	20	by	by	ADP
bracis-19062	38	21	ct	ct	PRON
bracis-19062	38	22	even	even	ADV
bracis-19062	38	23	before	before	ADP
bracis-19062	38	24	the	the	DET
bracis-19062	38	25	onset	onset	NOUN
bracis-19062	38	26	of	of	ADP
bracis-19062	38	27	symptoms	symptom	NOUN
bracis-19062	38	28	[	[	X
bracis-19062	38	29	19	19	NUM
bracis-19062	38	30	]	]	PUNCT
bracis-19062	38	31	.	.	PUNCT
bracis-19062	39	1	xr	xr	PROPN
bracis-19062	39	2	has	have	VERB
bracis-19062	39	3	lower	low	ADJ
bracis-19062	39	4	sensitivity	sensitivity	NOUN
bracis-19062	39	5	rates	rate	NOUN
bracis-19062	39	6	compared	compare	VERB
bracis-19062	39	7	to	to	ADP
bracis-19062	39	8	ct	ct	PROPN
bracis-19062	39	9	.	.	PUNCT
bracis-19062	40	1	however	however	ADV
bracis-19062	40	2	,	,	PUNCT
bracis-19062	40	3	due	due	ADP
bracis-19062	40	4	to	to	ADP
bracis-19062	40	5	some	some	DET
bracis-19062	40	6	challenges	challenge	NOUN
bracis-19062	40	7	in	in	ADP
bracis-19062	40	8	ct	ct	NUM
bracis-19062	40	9	use	use	NOUN
bracis-19062	40	10	,	,	PUNCT
bracis-19062	40	11	health	health	NOUN
bracis-19062	40	12	systems	system	NOUN
bracis-19062	40	13	adopted	adopt	VERB
bracis-19062	40	14	xr	xr	PROPN
bracis-19062	40	15	in	in	ADP
bracis-19062	40	16	the	the	DET
bracis-19062	40	17	front	front	ADJ
bracis-19062	40	18	line	line	NOUN
bracis-19062	40	19	of	of	ADP
bracis-19062	40	20	screening	screening	NOUN
bracis-19062	40	21	and	and	CCONJ
bracis-19062	40	22	monitoring	monitoring	NOUN
bracis-19062	40	23	of	of	ADP
bracis-19062	40	24	covid-19	covid-19	PROPN
bracis-19062	41	1	[	[	X
bracis-19062	41	2	4	4	NUM
bracis-19062	41	3	]	]	PUNCT
bracis-19062	41	4	.	.	PUNCT
bracis-19062	42	1	the	the	DET
bracis-19062	42	2	main	main	ADJ
bracis-19062	42	3	challenges	challenge	NOUN
bracis-19062	42	4	in	in	ADP
bracis-19062	42	5	using	use	VERB
bracis-19062	42	6	ct	ct	PRON
bracis-19062	42	7	compared	compare	VERB
bracis-19062	42	8	to	to	ADP
bracis-19062	42	9	xr	xr	PROPN
bracis-19062	42	10	are	be	AUX
bracis-19062	42	11	:	:	PUNCT
bracis-19062	42	12	(	(	PUNCT
bracis-19062	42	13	i	i	NOUN
bracis-19062	42	14	)	)	PUNCT
bracis-19062	42	15	exam	exam	NOUN
bracis-19062	42	16	cost	cost	NOUN
bracis-19062	42	17	,	,	PUNCT
bracis-19062	42	18	(	(	PUNCT
bracis-19062	42	19	ii	ii	NOUN
bracis-19062	42	20	)	)	PUNCT
bracis-19062	42	21	increased	increase	VERB
bracis-19062	42	22	risk	risk	NOUN
bracis-19062	42	23	for	for	ADP
bracis-19062	42	24	cross	cross	NOUN
bracis-19062	42	25	-	-	NOUN
bracis-19062	42	26	infection	infection	NOUN
bracis-19062	42	27	,	,	PUNCT
bracis-19062	42	28	and	and	CCONJ
bracis-19062	42	29	(	(	PUNCT
bracis-19062	42	30	iii	iii	NOUN
bracis-19062	42	31	)	)	PUNCT
bracis-19062	42	32	more	more	ADV
bracis-19062	42	33	significant	significant	ADJ
bracis-19062	42	34	exposure	exposure	NOUN
bracis-19062	42	35	to	to	ADP
bracis-19062	42	36	radiation	radiation	NOUN
bracis-19062	42	37	[	[	X
bracis-19062	42	38	34	34	NUM
bracis-19062	42	39	]	]	PUNCT
bracis-19062	42	40	.	.	PUNCT
bracis-19062	43	1	furthermore	furthermore	ADV
bracis-19062	43	2	,	,	PUNCT
bracis-19062	43	3	in	in	ADP
bracis-19062	43	4	underdeveloped	underdeveloped	ADJ
bracis-19062	43	5	countries	country	NOUN
bracis-19062	43	6	,	,	PUNCT
bracis-19062	43	7	the	the	DET
bracis-19062	43	8	infrastructure	infrastructure	NOUN
bracis-19062	43	9	of	of	ADP
bracis-19062	43	10	health	health	NOUN
bracis-19062	43	11	systems	system	NOUN
bracis-19062	43	12	generally	generally	ADV
bracis-19062	43	13	does	do	AUX
bracis-19062	43	14	not	not	PART
bracis-19062	43	15	allow	allow	VERB
bracis-19062	43	16	rt	rt	PROPN
bracis-19062	43	17	-	-	PUNCT
bracis-19062	43	18	pcr	pcr	ADJ
bracis-19062	43	19	tests	test	NOUN
bracis-19062	43	20	or	or	CCONJ
bracis-19062	43	21	the	the	DET
bracis-19062	43	22	acquisition	acquisition	NOUN
bracis-19062	43	23	of	of	ADP
bracis-19062	43	24	ct	ct	NUM
bracis-19062	43	25	images	image	NOUN
bracis-19062	43	26	for	for	ADP
bracis-19062	43	27	all	all	DET
bracis-19062	43	28	suspected	suspect	VERB
bracis-19062	43	29	cases	case	NOUN
bracis-19062	43	30	.	.	PUNCT
bracis-19062	44	1	however	however	ADV
bracis-19062	44	2	,	,	PUNCT
bracis-19062	44	3	devices	device	NOUN
bracis-19062	44	4	for	for	ADP
bracis-19062	44	5	obtaining	obtain	VERB
bracis-19062	44	6	radiographs	radiograph	NOUN
bracis-19062	44	7	are	be	AUX
bracis-19062	44	8	now	now	ADV
bracis-19062	44	9	more	more	ADV
bracis-19062	44	10	widespread	widespread	ADJ
bracis-19062	44	11	and	and	CCONJ
bracis-19062	44	12	can	can	AUX
bracis-19062	44	13	serve	serve	VERB
bracis-19062	44	14	as	as	ADP
bracis-19062	44	15	a	a	DET
bracis-19062	44	16	fundamental	fundamental	ADJ
bracis-19062	44	17	tool	tool	NOUN
bracis-19062	44	18	in	in	ADP
bracis-19062	44	19	the	the	DET
bracis-19062	44	20	fight	fight	NOUN
bracis-19062	44	21	against	against	ADP
bracis-19062	44	22	the	the	DET
bracis-19062	44	23	epidemic	epidemic	NOUN
bracis-19062	44	24	in	in	ADP
bracis-19062	44	25	these	these	DET
bracis-19062	44	26	countries	country	NOUN
bracis-19062	45	1	[	[	X
bracis-19062	45	2	9	9	NUM
bracis-19062	45	3	]	]	PUNCT
bracis-19062	45	4	.	.	PUNCT
bracis-19062	46	1	in	in	ADP
bracis-19062	46	2	this	this	DET
bracis-19062	46	3	perspective	perspective	NOUN
bracis-19062	46	4	,	,	PUNCT
bracis-19062	46	5	artificial	artificial	ADJ
bracis-19062	46	6	intelligence	intelligence	NOUN
bracis-19062	46	7	techniques	technique	NOUN
bracis-19062	46	8	have	have	AUX
bracis-19062	46	9	shown	show	VERB
bracis-19062	46	10	significant	significant	ADJ
bracis-19062	46	11	results	result	NOUN
bracis-19062	46	12	in	in	ADP
bracis-19062	46	13	the	the	DET
bracis-19062	46	14	processing	processing	NOUN
bracis-19062	46	15	of	of	ADP
bracis-19062	46	16	large	large	ADJ
bracis-19062	46	17	volumes	volume	NOUN
bracis-19062	46	18	of	of	ADP
bracis-19062	46	19	information	information	NOUN
bracis-19062	46	20	in	in	ADP
bracis-19062	46	21	various	various	ADJ
bracis-19062	46	22	pathologies	pathology	NOUN
bracis-19062	46	23	and	and	CCONJ
bracis-19062	46	24	have	have	VERB
bracis-19062	46	25	significant	significant	ADJ
bracis-19062	46	26	potential	potential	NOUN
bracis-19062	46	27	in	in	ADP
bracis-19062	46	28	aiding	aid	VERB
bracis-19062	46	29	the	the	DET
bracis-19062	46	30	diagnosis	diagnosis	NOUN
bracis-19062	46	31	and	and	CCONJ
bracis-19062	46	32	prognosis	prognosis	NOUN
bracis-19062	46	33	of	of	ADP
bracis-19062	46	34	covid-19	covid-19	PROPN
bracis-19062	47	1	[	[	X
bracis-19062	47	2	10	10	NUM
bracis-19062	47	3	,	,	PUNCT
bracis-19062	47	4	16	16	NUM
bracis-19062	47	5	,	,	PUNCT
bracis-19062	47	6	18	18	NUM
bracis-19062	47	7	,	,	PUNCT
bracis-19062	47	8	36	36	NUM
bracis-19062	47	9	]	]	PUNCT
bracis-19062	47	10	.	.	PUNCT
bracis-19062	48	1	thus	thus	ADV
bracis-19062	48	2	,	,	PUNCT
bracis-19062	48	3	this	this	DET
bracis-19062	48	4	work	work	NOUN
bracis-19062	48	5	aims	aim	VERB
bracis-19062	48	6	to	to	PART
bracis-19062	48	7	explore	explore	VERB
bracis-19062	48	8	the	the	DET
bracis-19062	48	9	application	application	NOUN
bracis-19062	48	10	of	of	ADP
bracis-19062	48	11	deep	deep	ADJ
bracis-19062	48	12	learning	learning	NOUN
bracis-19062	48	13	(	(	PUNCT
bracis-19062	48	14	dl	dl	NOUN
bracis-19062	48	15	)	)	PUNCT
bracis-19062	48	16	techniques	technique	NOUN
bracis-19062	48	17	to	to	PART
bracis-19062	48	18	detect	detect	VERB
bracis-19062	48	19	pneumonia	pneumonia	NOUN
bracis-19062	48	20	caused	cause	VERB
bracis-19062	48	21	by	by	ADP
bracis-19062	48	22	covid-19	covid-19	PROPN
bracis-19062	48	23	through	through	ADP
bracis-19062	48	24	xr	xr	PROPN
bracis-19062	48	25	images	image	NOUN
bracis-19062	48	26	.	.	PUNCT
bracis-19062	49	1	in	in	ADP
bracis-19062	49	2	particular	particular	ADJ
bracis-19062	49	3	,	,	PUNCT
bracis-19062	49	4	our	our	PRON
bracis-19062	49	5	objective	objective	NOUN
bracis-19062	49	6	is	be	AUX
bracis-19062	49	7	to	to	PART
bracis-19062	49	8	evaluate	evaluate	VERB
bracis-19062	49	9	the	the	DET
bracis-19062	49	10	performance	performance	NOUN
bracis-19062	49	11	and	and	CCONJ
bracis-19062	49	12	provide	provide	VERB
bracis-19062	49	13	a	a	DET
bracis-19062	49	14	set	set	NOUN
bracis-19062	49	15	of	of	ADP
bracis-19062	49	16	pre	pre	ADJ
bracis-19062	49	17	-	-	ADJ
bracis-19062	49	18	trained	train	VERB
bracis-19062	49	19	convolutional	convolutional	ADJ
bracis-19062	49	20	neural	neural	ADJ
bracis-19062	49	21	network	network	NOUN
bracis-19062	49	22	(	(	PUNCT
bracis-19062	49	23	cnn	cnn	PROPN
bracis-19062	49	24	)	)	PUNCT
bracis-19062	49	25	models	model	NOUN
bracis-19062	49	26	for	for	ADP
bracis-19062	49	27	use	use	NOUN
bracis-19062	49	28	as	as	ADP
bracis-19062	49	29	diagnostic	diagnostic	ADJ
bracis-19062	49	30	support	support	NOUN
bracis-19062	49	31	systems	system	NOUN
bracis-19062	49	32	.	.	PUNCT
bracis-19062	50	1	the	the	DET
bracis-19062	50	2	cnn	cnn	PROPN
bracis-19062	50	3	architectures	architecture	NOUN
bracis-19062	50	4	evaluated	evaluate	VERB
bracis-19062	50	5	in	in	ADP
bracis-19062	50	6	this	this	DET
bracis-19062	50	7	article	article	NOUN
bracis-19062	50	8	are	be	AUX
bracis-19062	50	9	:	:	PUNCT
bracis-19062	50	10	densenet121	densenet121	PROPN
bracis-19062	51	1	[	[	X
bracis-19062	51	2	15	15	NUM
bracis-19062	51	3	]	]	PUNCT
bracis-19062	51	4	,	,	PUNCT
bracis-19062	51	5	inceptionresnetv2	inceptionresnetv2	PROPN
bracis-19062	52	1	[	[	X
bracis-19062	52	2	30	30	NUM
bracis-19062	52	3	]	]	PUNCT
bracis-19062	52	4	,	,	PUNCT
bracis-19062	52	5	inceptionv3	inceptionv3	NOUN
bracis-19062	53	1	[	[	X
bracis-19062	53	2	31	31	NUM
bracis-19062	53	3	]	]	PUNCT
bracis-19062	53	4	,	,	PUNCT
bracis-19062	53	5	movilenetv2	movilenetv2	PUNCT
bracis-19062	54	1	[	[	X
bracis-19062	54	2	27	27	NUM
bracis-19062	54	3	]	]	PUNCT
bracis-19062	54	4	,	,	PUNCT
bracis-19062	54	5	resnet50v2	resnet50v2	PROPN
bracis-19062	54	6	[	[	X
bracis-19062	54	7	13	13	NUM
bracis-19062	54	8	]	]	PUNCT
bracis-19062	54	9	,	,	PUNCT
bracis-19062	54	10	and	and	CCONJ
bracis-19062	54	11	vgg16	vgg16	VERB
bracis-19062	54	12	[	[	NOUN
bracis-19062	54	13	29	29	NUM
bracis-19062	54	14	]	]	PUNCT
bracis-19062	54	15	.	.	PUNCT
bracis-19062	55	1	the	the	DET
bracis-19062	55	2	study	study	NOUN
bracis-19062	55	3	is	be	AUX
bracis-19062	55	4	organized	organize	VERB
bracis-19062	55	5	into	into	ADP
bracis-19062	55	6	five	five	NUM
bracis-19062	55	7	sections	section	NOUN
bracis-19062	55	8	.	.	PUNCT
bracis-19062	56	1	in	in	ADP
bracis-19062	56	2	sect	sect	NOUN
bracis-19062	56	3	.	.	PUNCT
bracis-19062	56	4	 	 	SPACE
bracis-19062	56	5	2	2	NUM
bracis-19062	56	6	,	,	PUNCT
bracis-19062	56	7	we	we	PRON
bracis-19062	56	8	present	present	VERB
bracis-19062	56	9	the	the	DET
bracis-19062	56	10	most	most	ADV
bracis-19062	56	11	significant	significant	ADJ
bracis-19062	56	12	related	relate	VERB
bracis-19062	56	13	works	work	NOUN
bracis-19062	56	14	for	for	ADP
bracis-19062	56	15	the	the	DET
bracis-19062	56	16	definition	definition	NOUN
bracis-19062	56	17	of	of	ADP
bracis-19062	56	18	the	the	DET
bracis-19062	56	19	work	work	NOUN
bracis-19062	56	20	.	.	PUNCT
bracis-19062	57	1	section	section	NOUN
bracis-19062	57	2	 	 	SPACE
bracis-19062	57	3	3	3	NUM
bracis-19062	57	4	presents	present	VERB
bracis-19062	57	5	the	the	DET
bracis-19062	57	6	methodology	methodology	NOUN
bracis-19062	57	7	of	of	ADP
bracis-19062	57	8	the	the	DET
bracis-19062	57	9	work	work	NOUN
bracis-19062	57	10	.	.	PUNCT
bracis-19062	58	1	section	section	NOUN
bracis-19062	58	2	 	 	SPACE
bracis-19062	58	3	4	4	NUM
bracis-19062	58	4	details	detail	NOUN
bracis-19062	58	5	the	the	DET
bracis-19062	58	6	results	result	NOUN
bracis-19062	58	7	.	.	PUNCT
bracis-19062	59	1	finally	finally	ADV
bracis-19062	59	2	,	,	PUNCT
bracis-19062	59	3	sect	sect	NOUN
bracis-19062	59	4	.	.	PUNCT
bracis-19062	59	5	 	 	SPACE
bracis-19062	59	6	5	5	NUM
bracis-19062	59	7	presents	present	VERB
bracis-19062	59	8	the	the	DET
bracis-19062	59	9	conclusions	conclusion	NOUN
bracis-19062	59	10	of	of	ADP
bracis-19062	59	11	the	the	DET
bracis-19062	59	12	work	work	NOUN
bracis-19062	59	13	.	.	PUNCT
bracis-19062	60	1	2	2	NUM
bracis-19062	60	2	related	relate	VERB
bracis-19062	60	3	work	work	NOUN
bracis-19062	60	4	artificial	artificial	ADJ
bracis-19062	60	5	intelligence	intelligence	NOUN
bracis-19062	60	6	has	have	AUX
bracis-19062	60	7	made	make	VERB
bracis-19062	60	8	significant	significant	ADJ
bracis-19062	60	9	advances	advance	NOUN
bracis-19062	60	10	motivated	motivate	VERB
bracis-19062	60	11	by	by	ADP
bracis-19062	60	12	large	large	ADJ
bracis-19062	60	13	data	datum	NOUN
bracis-19062	60	14	sets	set	NOUN
bracis-19062	60	15	and	and	CCONJ
bracis-19062	60	16	advances	advance	NOUN
bracis-19062	60	17	in	in	ADP
bracis-19062	60	18	dl	dl	PROPN
bracis-19062	60	19	techniques	technique	NOUN
bracis-19062	60	20	.	.	PUNCT
bracis-19062	61	1	these	these	DET
bracis-19062	61	2	advances	advance	NOUN
bracis-19062	61	3	have	have	AUX
bracis-19062	61	4	allowed	allow	VERB
bracis-19062	61	5	the	the	DET
bracis-19062	61	6	development	development	NOUN
bracis-19062	61	7	of	of	ADP
bracis-19062	61	8	systems	system	NOUN
bracis-19062	61	9	to	to	PART
bracis-19062	61	10	aid	aid	VERB
bracis-19062	61	11	in	in	ADP
bracis-19062	61	12	analyzing	analyze	VERB
bracis-19062	61	13	medical	medical	ADJ
bracis-19062	61	14	images	image	NOUN
bracis-19062	61	15	with	with	ADP
bracis-19062	61	16	a	a	DET
bracis-19062	61	17	precision	precision	NOUN
bracis-19062	61	18	similar	similar	ADJ
bracis-19062	61	19	to	to	ADP
bracis-19062	61	20	healthcare	healthcare	NOUN
bracis-19062	61	21	specialists	specialist	NOUN
bracis-19062	61	22	.	.	PUNCT
bracis-19062	62	1	furthermore	furthermore	ADV
bracis-19062	62	2	,	,	PUNCT
bracis-19062	62	3	machine	machine	NOUN
bracis-19062	62	4	learning	learning	NOUN
bracis-19062	62	5	or	or	CCONJ
bracis-19062	62	6	data	datum	NOUN
bracis-19062	62	7	mining	mining	NOUN
bracis-19062	62	8	techniques	technique	NOUN
bracis-19062	62	9	extract	extract	VERB
bracis-19062	62	10	relevant	relevant	ADJ
bracis-19062	62	11	features	feature	NOUN
bracis-19062	62	12	and	and	CCONJ
bracis-19062	62	13	detect	detect	VERB
bracis-19062	62	14	or	or	CCONJ
bracis-19062	62	15	predict	predict	VERB
bracis-19062	62	16	pathologies	pathology	NOUN
bracis-19062	62	17	in	in	ADP
bracis-19062	62	18	the	the	DET
bracis-19062	62	19	images	image	NOUN
bracis-19062	62	20	.	.	PUNCT
bracis-19062	63	1	therefore	therefore	ADV
bracis-19062	63	2	,	,	PUNCT
bracis-19062	63	3	this	this	DET
bracis-19062	63	4	section	section	NOUN
bracis-19062	63	5	describes	describe	VERB
bracis-19062	63	6	some	some	DET
bracis-19062	63	7	relevant	relevant	ADJ
bracis-19062	63	8	works	work	NOUN
bracis-19062	63	9	in	in	ADP
bracis-19062	63	10	the	the	DET
bracis-19062	63	11	literature	literature	NOUN
bracis-19062	63	12	to	to	PART
bracis-19062	63	13	detect	detect	VERB
bracis-19062	63	14	pneumonia	pneumonia	NOUN
bracis-19062	63	15	and	and	CCONJ
bracis-19062	63	16	covid-19	covid-19	PROPN
bracis-19062	63	17	in	in	ADP
bracis-19062	63	18	xr	xr	PROPN
bracis-19062	63	19	images	image	NOUN
bracis-19062	63	20	.	.	PUNCT
bracis-19062	64	1	since	since	SCONJ
bracis-19062	64	2	the	the	DET
bracis-19062	64	3	initial	initial	ADJ
bracis-19062	64	4	outbreak	outbreak	NOUN
bracis-19062	64	5	of	of	ADP
bracis-19062	64	6	covid-19	covid-19	PROPN
bracis-19062	64	7	,	,	PUNCT
bracis-19062	64	8	studies	study	NOUN
bracis-19062	64	9	applying	apply	VERB
bracis-19062	64	10	cnns	cnn	NOUN
bracis-19062	64	11	have	have	AUX
bracis-19062	64	12	been	be	AUX
bracis-19062	64	13	used	use	VERB
bracis-19062	64	14	to	to	PART
bracis-19062	64	15	detect	detect	VERB
bracis-19062	64	16	covid-19	covid-19	PROPN
bracis-19062	64	17	in	in	ADP
bracis-19062	64	18	xr	xr	PROPN
bracis-19062	64	19	images	image	NOUN
bracis-19062	64	20	.	.	PUNCT
bracis-19062	65	1	however	however	ADV
bracis-19062	65	2	,	,	PUNCT
bracis-19062	65	3	at	at	ADP
bracis-19062	65	4	the	the	DET
bracis-19062	65	5	beginning	beginning	NOUN
bracis-19062	65	6	of	of	ADP
bracis-19062	65	7	the	the	DET
bracis-19062	65	8	outbreak	outbreak	NOUN
bracis-19062	65	9	,	,	PUNCT
bracis-19062	65	10	the	the	DET
bracis-19062	65	11	lack	lack	NOUN
bracis-19062	65	12	of	of	ADP
bracis-19062	65	13	positive	positive	ADJ
bracis-19062	65	14	xr	xr	PROPN
bracis-19062	65	15	images	image	NOUN
bracis-19062	65	16	was	be	AUX
bracis-19062	65	17	a	a	DET
bracis-19062	65	18	problem	problem	NOUN
bracis-19062	65	19	.	.	PUNCT
bracis-19062	66	1	in	in	ADP
bracis-19062	66	2	[	[	X
bracis-19062	66	3	14	14	NUM
bracis-19062	66	4	]	]	PUNCT
bracis-19062	66	5	,	,	PUNCT
bracis-19062	66	6	the	the	DET
bracis-19062	66	7	performance	performance	NOUN
bracis-19062	66	8	of	of	ADP
bracis-19062	66	9	seven	seven	NUM
bracis-19062	66	10	cnns	cnn	NOUN
bracis-19062	66	11	using	use	VERB
bracis-19062	66	12	fine	fine	ADV
bracis-19062	66	13	-	-	PUNCT
bracis-19062	66	14	tuning	tuning	NOUN
bracis-19062	66	15	was	be	AUX
bracis-19062	66	16	compared	compare	VERB
bracis-19062	66	17	in	in	ADP
bracis-19062	66	18	a	a	DET
bracis-19062	66	19	set	set	NOUN
bracis-19062	66	20	of	of	ADP
bracis-19062	66	21	50	50	NUM
bracis-19062	66	22	xr	xr	NOUN
bracis-19062	66	23	,	,	PUNCT
bracis-19062	66	24	25	25	NUM
bracis-19062	66	25	positive	positive	ADJ
bracis-19062	66	26	cases	case	NOUN
bracis-19062	66	27	,	,	PUNCT
bracis-19062	66	28	and	and	CCONJ
bracis-19062	66	29	25	25	NUM
bracis-19062	66	30	negative	negative	ADJ
bracis-19062	66	31	cases	case	NOUN
bracis-19062	66	32	for	for	ADP
bracis-19062	66	33	covid-19	covid-19	PROPN
bracis-19062	66	34	.	.	PUNCT
bracis-19062	67	1	however	however	ADV
bracis-19062	67	2	,	,	PUNCT
bracis-19062	67	3	the	the	DET
bracis-19062	67	4	few	few	ADJ
bracis-19062	67	5	images	image	NOUN
bracis-19062	67	6	used	use	VERB
bracis-19062	67	7	,	,	PUNCT
bracis-19062	67	8	the	the	DET
bracis-19062	67	9	lack	lack	NOUN
bracis-19062	67	10	of	of	ADP
bracis-19062	67	11	a	a	DET
bracis-19062	67	12	test	test	NOUN
bracis-19062	67	13	set	set	NOUN
bracis-19062	67	14	,	,	PUNCT
bracis-19062	67	15	and	and	CCONJ
bracis-19062	67	16	the	the	DET
bracis-19062	67	17	learning	learning	NOUN
bracis-19062	67	18	graphs	graph	NOUN
bracis-19062	67	19	presented	present	VERB
bracis-19062	67	20	indicate	indicate	VERB
bracis-19062	67	21	that	that	SCONJ
bracis-19062	67	22	the	the	DET
bracis-19062	67	23	models	model	NOUN
bracis-19062	67	24	could	could	AUX
bracis-19062	67	25	not	not	PART
bracis-19062	67	26	generalize	generalize	VERB
bracis-19062	67	27	the	the	DET
bracis-19062	67	28	problem	problem	NOUN
bracis-19062	67	29	.	.	PUNCT
bracis-19062	68	1	in	in	ADP
bracis-19062	68	2	the	the	DET
bracis-19062	68	3	work	work	NOUN
bracis-19062	68	4	proposed	propose	VERB
bracis-19062	68	5	by	by	ADP
bracis-19062	68	6	[	[	X
bracis-19062	68	7	1	1	NUM
bracis-19062	68	8	]	]	PUNCT
bracis-19062	68	9	,	,	PUNCT
bracis-19062	68	10	a	a	DET
bracis-19062	68	11	cnn	cnn	PROPN
bracis-19062	68	12	-	-	PUNCT
bracis-19062	68	13	based	base	VERB
bracis-19062	68	14	decompose	decompose	NOUN
bracis-19062	68	15	,	,	PUNCT
bracis-19062	68	16	transfer	transfer	NOUN
bracis-19062	68	17	,	,	PUNCT
bracis-19062	68	18	and	and	CCONJ
bracis-19062	68	19	compose	compose	VERB
bracis-19062	68	20	(	(	PUNCT
bracis-19062	68	21	detrac	detrac	NOUN
bracis-19062	68	22	)	)	PUNCT
bracis-19062	68	23	model	model	NOUN
bracis-19062	68	24	is	be	AUX
bracis-19062	68	25	used	use	VERB
bracis-19062	68	26	for	for	ADP
bracis-19062	68	27	covid-19	covid-19	PROPN
bracis-19062	68	28	xr	xr	PROPN
bracis-19062	68	29	classification	classification	NOUN
bracis-19062	68	30	.	.	PUNCT
bracis-19062	69	1	the	the	DET
bracis-19062	69	2	model	model	NOUN
bracis-19062	69	3	consists	consist	VERB
bracis-19062	69	4	of	of	ADP
bracis-19062	69	5	using	use	VERB
bracis-19062	69	6	a	a	DET
bracis-19062	69	7	pre	pre	ADJ
bracis-19062	69	8	-	-	ADJ
bracis-19062	69	9	trained	train	VERB
bracis-19062	69	10	cnn	cnn	NOUN
bracis-19062	69	11	for	for	ADP
bracis-19062	69	12	the	the	DET
bracis-19062	69	13	imagenet	imagenet	NOUN
bracis-19062	69	14	set	set	VERB
bracis-19062	69	15	as	as	ADP
bracis-19062	69	16	a	a	DET
bracis-19062	69	17	feature	feature	NOUN
bracis-19062	69	18	extractor	extractor	NOUN
bracis-19062	69	19	.	.	PUNCT
bracis-19062	70	1	selected	select	VERB
bracis-19062	70	2	features	feature	NOUN
bracis-19062	70	3	go	go	VERB
bracis-19062	70	4	through	through	ADP
bracis-19062	70	5	principal	principal	ADJ
bracis-19062	70	6	component	component	NOUN
bracis-19062	70	7	analysis	analysis	NOUN
bracis-19062	70	8	(	(	PUNCT
bracis-19062	70	9	pca	pca	NOUN
bracis-19062	70	10	)	)	PUNCT
bracis-19062	70	11	to	to	PART
bracis-19062	70	12	reduce	reduce	VERB
bracis-19062	70	13	dimensionality	dimensionality	NOUN
bracis-19062	70	14	.	.	PUNCT
bracis-19062	71	1	these	these	DET
bracis-19062	71	2	selected	select	VERB
bracis-19062	71	3	characteristics	characteristic	NOUN
bracis-19062	71	4	are	be	AUX
bracis-19062	71	5	then	then	ADV
bracis-19062	71	6	classified	classify	VERB
bracis-19062	71	7	by	by	ADP
bracis-19062	71	8	a	a	DET
bracis-19062	71	9	cnn	cnn	NOUN
bracis-19062	71	10	into	into	ADP
bracis-19062	71	11	covid-19	covid-19	PROPN
bracis-19062	71	12	or	or	CCONJ
bracis-19062	71	13	not	not	PART
bracis-19062	71	14	.	.	PUNCT
bracis-19062	72	1	the	the	DET
bracis-19062	72	2	proposed	propose	VERB
bracis-19062	72	3	model	model	NOUN
bracis-19062	72	4	reached	reach	VERB
bracis-19062	72	5	an	an	DET
bracis-19062	72	6	accuracy	accuracy	NOUN
bracis-19062	72	7	of	of	ADP
bracis-19062	72	8	93.1	93.1	NUM
bracis-19062	72	9	%	%	NOUN
bracis-19062	72	10	and	and	CCONJ
bracis-19062	72	11	sensitivity	sensitivity	NOUN
bracis-19062	72	12	of	of	ADP
bracis-19062	72	13	100	100	NUM
bracis-19062	72	14	%	%	NOUN
bracis-19062	72	15	for	for	ADP
bracis-19062	72	16	the	the	DET
bracis-19062	72	17	validation	validation	NOUN
bracis-19062	72	18	set	set	NOUN
bracis-19062	72	19	.	.	PUNCT
bracis-19062	73	1	darkcovidnet	darkcovidnet	NOUN
bracis-19062	73	2	,	,	PUNCT
bracis-19062	73	3	a	a	DET
bracis-19062	73	4	convolutional	convolutional	ADJ
bracis-19062	73	5	model	model	NOUN
bracis-19062	73	6	based	base	VERB
bracis-19062	73	7	on	on	ADP
bracis-19062	73	8	darknet	darknet	NOUN
bracis-19062	73	9	,	,	PUNCT
bracis-19062	73	10	is	be	AUX
bracis-19062	73	11	used	use	VERB
bracis-19062	73	12	for	for	ADP
bracis-19062	73	13	the	the	DET
bracis-19062	73	14	covid-19	covid-19	PROPN
bracis-19062	73	15	detection	detection	NOUN
bracis-19062	73	16	task	task	NOUN
bracis-19062	73	17	in	in	ADP
bracis-19062	73	18	xr	xr	PROPN
bracis-19062	74	1	[	[	X
bracis-19062	74	2	21	21	NUM
bracis-19062	74	3	]	]	PUNCT
bracis-19062	74	4	.	.	PUNCT
bracis-19062	75	1	the	the	DET
bracis-19062	75	2	authors	author	NOUN
bracis-19062	75	3	used	use	VERB
bracis-19062	75	4	seventeen	seventeen	NUM
bracis-19062	75	5	darknet	darknet	NOUN
bracis-19062	75	6	convolutional	convolutional	ADJ
bracis-19062	75	7	layers	layer	NOUN
bracis-19062	75	8	,	,	PUNCT
bracis-19062	75	9	achieving	achieve	VERB
bracis-19062	75	10	an	an	DET
bracis-19062	75	11	accuracy	accuracy	NOUN
bracis-19062	75	12	of	of	ADP
bracis-19062	75	13	98.08	98.08	NUM
bracis-19062	75	14	%	%	NOUN
bracis-19062	75	15	for	for	ADP
bracis-19062	75	16	binary	binary	ADJ
bracis-19062	75	17	classification	classification	NOUN
bracis-19062	75	18	and	and	CCONJ
bracis-19062	75	19	87.02	87.02	NUM
bracis-19062	75	20	%	%	NOUN
bracis-19062	75	21	for	for	ADP
bracis-19062	75	22	multi	multi	ADJ
bracis-19062	75	23	-	-	ADJ
bracis-19062	75	24	class	class	ADJ
bracis-19062	75	25	classification	classification	NOUN
bracis-19062	75	26	.	.	PUNCT
bracis-19062	76	1	in	in	ADP
bracis-19062	76	2	[	[	X
bracis-19062	76	3	17	17	NUM
bracis-19062	76	4	]	]	X
bracis-19062	76	5	it	it	PRON
bracis-19062	76	6	is	be	AUX
bracis-19062	76	7	proposed	propose	VERB
bracis-19062	76	8	to	to	PART
bracis-19062	76	9	use	use	VERB
bracis-19062	76	10	the	the	DET
bracis-19062	76	11	pre	pre	ADJ
bracis-19062	76	12	-	-	ADJ
bracis-19062	76	13	trained	train	VERB
bracis-19062	76	14	cnn	cnn	PROPN
bracis-19062	76	15	xception	xception	PROPN
bracis-19062	76	16	for	for	ADP
bracis-19062	76	17	the	the	DET
bracis-19062	76	18	imagenet	imagenet	NOUN
bracis-19062	76	19	dataset	dataset	VERB
bracis-19062	76	20	for	for	ADP
bracis-19062	76	21	the	the	DET
bracis-19062	76	22	classification	classification	NOUN
bracis-19062	76	23	of	of	ADP
bracis-19062	76	24	images	image	NOUN
bracis-19062	76	25	into	into	ADP
bracis-19062	76	26	normal	normal	ADJ
bracis-19062	76	27	,	,	PUNCT
bracis-19062	76	28	bacterial	bacterial	ADJ
bracis-19062	76	29	,	,	PUNCT
bracis-19062	76	30	viral	viral	ADJ
bracis-19062	76	31	,	,	PUNCT
bracis-19062	76	32	and	and	CCONJ
bracis-19062	76	33	covid-19	covid-19	PROPN
bracis-19062	76	34	pneumonia	pneumonia	NOUN
bracis-19062	76	35	.	.	PUNCT
bracis-19062	77	1	the	the	DET
bracis-19062	77	2	study	study	NOUN
bracis-19062	77	3	achieved	achieve	VERB
bracis-19062	77	4	an	an	DET
bracis-19062	77	5	average	average	ADJ
bracis-19062	77	6	accuracy	accuracy	NOUN
bracis-19062	77	7	of	of	ADP
bracis-19062	77	8	87	87	NUM
bracis-19062	77	9	%	%	NOUN
bracis-19062	77	10	and	and	CCONJ
bracis-19062	77	11	an	an	DET
bracis-19062	77	12	f1	f1	NOUN
bracis-19062	77	13	-	-	PUNCT
bracis-19062	77	14	score	score	NOUN
bracis-19062	77	15	of	of	ADP
bracis-19062	77	16	93	93	NUM
bracis-19062	77	17	%	%	NOUN
bracis-19062	77	18	.	.	PUNCT
bracis-19062	78	1	another	another	DET
bracis-19062	78	2	alternative	alternative	NOUN
bracis-19062	78	3	for	for	ADP
bracis-19062	78	4	detecting	detect	VERB
bracis-19062	78	5	covid-19	covid-19	PROPN
bracis-19062	78	6	in	in	ADP
bracis-19062	78	7	xr	xr	PROPN
bracis-19062	78	8	is	be	AUX
bracis-19062	78	9	detection	detection	NOUN
bracis-19062	78	10	in	in	ADP
bracis-19062	78	11	levels	level	NOUN
bracis-19062	78	12	using	use	VERB
bracis-19062	78	13	vgg-16	vgg-16	NOUN
bracis-19062	79	1	[	[	X
bracis-19062	79	2	6	6	NUM
bracis-19062	79	3	]	]	PUNCT
bracis-19062	79	4	.	.	PUNCT
bracis-19062	80	1	at	at	ADP
bracis-19062	80	2	the	the	DET
bracis-19062	80	3	first	first	ADJ
bracis-19062	80	4	level	level	NOUN
bracis-19062	80	5	,	,	PUNCT
bracis-19062	80	6	xrs	xrs	PROPN
bracis-19062	80	7	are	be	AUX
bracis-19062	80	8	analyzed	analyze	VERB
bracis-19062	80	9	to	to	PART
bracis-19062	80	10	detect	detect	VERB
bracis-19062	80	11	pneumonia	pneumonia	NOUN
bracis-19062	80	12	or	or	CCONJ
bracis-19062	80	13	not	not	PART
bracis-19062	80	14	.	.	PUNCT
bracis-19062	81	1	in	in	ADP
bracis-19062	81	2	the	the	DET
bracis-19062	81	3	second	second	ADJ
bracis-19062	81	4	level	level	NOUN
bracis-19062	81	5	,	,	PUNCT
bracis-19062	81	6	the	the	DET
bracis-19062	81	7	classification	classification	NOUN
bracis-19062	81	8	of	of	ADP
bracis-19062	81	9	xrs	xrs	PROPN
bracis-19062	81	10	in	in	ADP
bracis-19062	81	11	covid-19	covid-19	PROPN
bracis-19062	81	12	or	or	CCONJ
bracis-19062	81	13	not	not	PART
bracis-19062	81	14	is	be	AUX
bracis-19062	81	15	performed	perform	VERB
bracis-19062	81	16	.	.	PUNCT
bracis-19062	82	1	finally	finally	ADV
bracis-19062	82	2	,	,	PUNCT
bracis-19062	82	3	on	on	ADP
bracis-19062	82	4	the	the	DET
bracis-19062	82	5	third	third	ADJ
bracis-19062	82	6	level	level	NOUN
bracis-19062	82	7	,	,	PUNCT
bracis-19062	82	8	the	the	DET
bracis-19062	82	9	heat	heat	NOUN
bracis-19062	82	10	maps	map	NOUN
bracis-19062	82	11	of	of	ADP
bracis-19062	82	12	the	the	DET
bracis-19062	82	13	activations	activation	NOUN
bracis-19062	82	14	for	for	ADP
bracis-19062	82	15	the	the	DET
bracis-19062	82	16	covid-19	covid-19	PROPN
bracis-19062	82	17	xrs	xrs	PROPN
bracis-19062	82	18	are	be	AUX
bracis-19062	82	19	presented	present	VERB
bracis-19062	82	20	.	.	PUNCT
bracis-19062	83	1	the	the	DET
bracis-19062	83	2	accuracy	accuracy	NOUN
bracis-19062	83	3	of	of	ADP
bracis-19062	83	4	the	the	DET
bracis-19062	83	5	study	study	NOUN
bracis-19062	83	6	,	,	PUNCT
bracis-19062	83	7	according	accord	VERB
bracis-19062	83	8	to	to	ADP
bracis-19062	83	9	the	the	DET
bracis-19062	83	10	authors	author	NOUN
bracis-19062	83	11	,	,	PUNCT
bracis-19062	83	12	is	be	AUX
bracis-19062	83	13	99	99	NUM
bracis-19062	83	14	%	%	NOUN
bracis-19062	83	15	.	.	PUNCT
bracis-19062	84	1	in	in	ADP
bracis-19062	84	2	summary	summary	NOUN
bracis-19062	84	3	,	,	PUNCT
bracis-19062	84	4	several	several	ADJ
bracis-19062	84	5	recent	recent	ADJ
bracis-19062	84	6	works	work	NOUN
bracis-19062	84	7	have	have	AUX
bracis-19062	84	8	investigated	investigate	VERB
bracis-19062	84	9	the	the	DET
bracis-19062	84	10	use	use	NOUN
bracis-19062	84	11	of	of	ADP
bracis-19062	84	12	cnns	cnn	NOUN
bracis-19062	84	13	for	for	ADP
bracis-19062	84	14	the	the	DET
bracis-19062	84	15	covid-19	covid-19	PROPN
bracis-19062	84	16	xr	xr	PROPN
bracis-19062	84	17	classification	classification	NOUN
bracis-19062	84	18	.	.	PUNCT
bracis-19062	85	1	however	however	ADV
bracis-19062	85	2	,	,	PUNCT
bracis-19062	85	3	most	most	ADJ
bracis-19062	85	4	of	of	ADP
bracis-19062	85	5	these	these	DET
bracis-19062	85	6	works	work	NOUN
bracis-19062	85	7	were	be	AUX
bracis-19062	85	8	based	base	VERB
bracis-19062	85	9	on	on	ADP
bracis-19062	85	10	small	small	ADJ
bracis-19062	85	11	datasets	dataset	NOUN
bracis-19062	85	12	,	,	PUNCT
bracis-19062	85	13	performed	perform	VERB
bracis-19062	85	14	evaluations	evaluation	NOUN
bracis-19062	85	15	directly	directly	ADV
bracis-19062	85	16	on	on	ADP
bracis-19062	85	17	the	the	DET
bracis-19062	85	18	validation	validation	NOUN
bracis-19062	85	19	sets	set	NOUN
bracis-19062	85	20	,	,	PUNCT
bracis-19062	85	21	and	and	CCONJ
bracis-19062	85	22	only	only	ADV
bracis-19062	85	23	a	a	DET
bracis-19062	85	24	few	few	ADJ
bracis-19062	85	25	performed	perform	VERB
bracis-19062	85	26	the	the	DET
bracis-19062	85	27	multiclass	multiclass	ADJ
bracis-19062	85	28	classification	classification	NOUN
bracis-19062	85	29	.	.	PUNCT
bracis-19062	86	1	therefore	therefore	ADV
bracis-19062	86	2	,	,	PUNCT
bracis-19062	86	3	these	these	DET
bracis-19062	86	4	studies	study	NOUN
bracis-19062	86	5	lack	lack	VERB
bracis-19062	86	6	evidence	evidence	NOUN
bracis-19062	86	7	on	on	ADP
bracis-19062	86	8	their	their	PRON
bracis-19062	86	9	ability	ability	NOUN
bracis-19062	86	10	to	to	PART
bracis-19062	86	11	generalize	generalize	VERB
bracis-19062	86	12	the	the	DET
bracis-19062	86	13	problem	problem	NOUN
bracis-19062	86	14	,	,	PUNCT
bracis-19062	86	15	making	make	VERB
bracis-19062	86	16	it	it	PRON
bracis-19062	86	17	unfeasible	unfeasible	ADJ
bracis-19062	86	18	to	to	PART
bracis-19062	86	19	be	be	AUX
bracis-19062	86	20	used	use	VERB
bracis-19062	86	21	as	as	ADP
bracis-19062	86	22	an	an	DET
bracis-19062	86	23	aid	aid	NOUN
bracis-19062	86	24	system	system	NOUN
bracis-19062	86	25	for	for	ADP
bracis-19062	86	26	the	the	DET
bracis-19062	86	27	radiologist	radiologist	NOUN
bracis-19062	86	28	.	.	PUNCT
bracis-19062	87	1	thus	thus	ADV
bracis-19062	87	2	,	,	PUNCT
bracis-19062	87	3	our	our	PRON
bracis-19062	87	4	contribution	contribution	NOUN
bracis-19062	87	5	to	to	ADP
bracis-19062	87	6	these	these	DET
bracis-19062	87	7	gaps	gap	NOUN
bracis-19062	87	8	is	be	AUX
bracis-19062	87	9	the	the	DET
bracis-19062	87	10	proposal	proposal	NOUN
bracis-19062	87	11	to	to	PART
bracis-19062	87	12	evaluate	evaluate	VERB
bracis-19062	87	13	six	six	NUM
bracis-19062	87	14	convolutional	convolutional	ADJ
bracis-19062	87	15	models	model	NOUN
bracis-19062	87	16	in	in	ADP
bracis-19062	87	17	a	a	DET
bracis-19062	87	18	dataset	dataset	NOUN
bracis-19062	87	19	with	with	ADP
bracis-19062	87	20	more	more	ADJ
bracis-19062	87	21	than	than	ADP
bracis-19062	87	22	five	five	NUM
bracis-19062	87	23	thousand	thousand	NUM
bracis-19062	87	24	xr	xr	NOUN
bracis-19062	87	25	.	.	PUNCT
bracis-19062	88	1	we	we	PRON
bracis-19062	88	2	evaluated	evaluate	VERB
bracis-19062	88	3	models	model	NOUN
bracis-19062	88	4	on	on	ADP
bracis-19062	88	5	a	a	DET
bracis-19062	88	6	set	set	NOUN
bracis-19062	88	7	of	of	ADP
bracis-19062	88	8	xrs	xrs	PROPN
bracis-19062	88	9	not	not	PART
bracis-19062	88	10	used	use	VERB
bracis-19062	88	11	in	in	ADP
bracis-19062	88	12	training	training	NOUN
bracis-19062	88	13	and	and	CCONJ
bracis-19062	88	14	validation	validation	NOUN
bracis-19062	88	15	.	.	PUNCT
bracis-19062	89	1	3	3	NUM
bracis-19062	89	2	materials	material	NOUN
bracis-19062	89	3	and	and	CCONJ
bracis-19062	89	4	 	 	SPACE
bracis-19062	89	5	methods	method	NOUN
bracis-19062	89	6	an	an	DET
bracis-19062	89	7	overview	overview	NOUN
bracis-19062	89	8	of	of	ADP
bracis-19062	89	9	the	the	DET
bracis-19062	89	10	methodology	methodology	NOUN
bracis-19062	89	11	employed	employ	VERB
bracis-19062	89	12	in	in	ADP
bracis-19062	89	13	this	this	DET
bracis-19062	89	14	work	work	NOUN
bracis-19062	89	15	is	be	AUX
bracis-19062	89	16	presented	present	VERB
bracis-19062	89	17	in	in	ADP
bracis-19062	89	18	fig	fig	NOUN
bracis-19062	89	19	.	.	PUNCT
bracis-19062	89	20	 	 	SPACE
bracis-19062	90	1	1	1	X
bracis-19062	90	2	.	.	PUNCT
bracis-19062	91	1	the	the	DET
bracis-19062	91	2	methodology	methodology	NOUN
bracis-19062	91	3	is	be	AUX
bracis-19062	91	4	divided	divide	VERB
bracis-19062	91	5	into	into	ADP
bracis-19062	91	6	four	four	NUM
bracis-19062	91	7	stages	stage	NOUN
bracis-19062	91	8	:	:	PUNCT
bracis-19062	91	9	preprocessing	preprocessing	NOUN
bracis-19062	91	10	,	,	PUNCT
bracis-19062	91	11	data	datum	NOUN
bracis-19062	91	12	augmentation	augmentation	NOUN
bracis-19062	91	13	,	,	PUNCT
bracis-19062	91	14	training	training	NOUN
bracis-19062	91	15	,	,	PUNCT
bracis-19062	91	16	and	and	CCONJ
bracis-19062	91	17	testing	testing	NOUN
bracis-19062	91	18	.	.	PUNCT
bracis-19062	92	1	image	image	NOUN
bracis-19062	92	2	preprocessing	preprocessing	NOUN
bracis-19062	92	3	consists	consist	NOUN
bracis-19062	92	4	of	of	ADP
bracis-19062	92	5	image	image	NOUN
bracis-19062	92	6	resizing	resizing	NOUN
bracis-19062	92	7	and	and	CCONJ
bracis-19062	92	8	contrast	contrast	VERB
bracis-19062	92	9	normalization	normalization	NOUN
bracis-19062	92	10	(	(	PUNCT
bracis-19062	92	11	sect	sect	NOUN
bracis-19062	92	12	.	.	PUNCT
bracis-19062	92	13	 	 	SPACE
bracis-19062	92	14	3.2	3.2	NUM
bracis-19062	92	15	)	)	PUNCT
bracis-19062	92	16	.	.	PUNCT
bracis-19062	93	1	the	the	DET
bracis-19062	93	2	data	data	NOUN
bracis-19062	93	3	augmentation	augmentation	NOUN
bracis-19062	93	4	step	step	NOUN
bracis-19062	93	5	describes	describe	VERB
bracis-19062	93	6	the	the	DET
bracis-19062	93	7	methods	method	NOUN
bracis-19062	93	8	used	use	VERB
bracis-19062	93	9	to	to	PART
bracis-19062	93	10	generate	generate	VERB
bracis-19062	93	11	synthetic	synthetic	ADJ
bracis-19062	93	12	images	image	NOUN
bracis-19062	93	13	(	(	PUNCT
bracis-19062	93	14	sect	sect	NOUN
bracis-19062	93	15	.	.	PUNCT
bracis-19062	93	16	 	 	SPACE
bracis-19062	93	17	3.3	3.3	NUM
bracis-19062	93	18	)	)	PUNCT
bracis-19062	93	19	.	.	PUNCT
bracis-19062	94	1	in	in	ADP
bracis-19062	94	2	the	the	DET
bracis-19062	94	3	training	training	NOUN
bracis-19062	94	4	stage	stage	NOUN
bracis-19062	94	5	,	,	PUNCT
bracis-19062	94	6	the	the	DET
bracis-19062	94	7	cnn	cnn	PROPN
bracis-19062	94	8	models	model	NOUN
bracis-19062	94	9	and	and	CCONJ
bracis-19062	94	10	the	the	DET
bracis-19062	94	11	parameters	parameter	NOUN
bracis-19062	94	12	used	use	VERB
bracis-19062	94	13	are	be	AUX
bracis-19062	94	14	defined	define	VERB
bracis-19062	94	15	(	(	PUNCT
bracis-19062	94	16	sect	sect	NOUN
bracis-19062	94	17	.	.	PUNCT
bracis-19062	94	18	 	 	SPACE
bracis-19062	94	19	3.4	3.4	NUM
bracis-19062	94	20	)	)	PUNCT
bracis-19062	94	21	.	.	PUNCT
bracis-19062	95	1	finally	finally	ADV
bracis-19062	95	2	,	,	PUNCT
bracis-19062	95	3	in	in	ADP
bracis-19062	95	4	the	the	DET
bracis-19062	95	5	test	test	NOUN
bracis-19062	95	6	step	step	NOUN
bracis-19062	95	7	,	,	PUNCT
bracis-19062	95	8	we	we	PRON
bracis-19062	95	9	performed	perform	VERB
bracis-19062	95	10	the	the	DET
bracis-19062	95	11	performance	performance	NOUN
bracis-19062	95	12	evaluation	evaluation	NOUN
bracis-19062	95	13	of	of	ADP
bracis-19062	95	14	the	the	DET
bracis-19062	95	15	cnn	cnn	PROPN
bracis-19062	95	16	models	model	NOUN
bracis-19062	95	17	(	(	PUNCT
bracis-19062	95	18	sect	sect	NOUN
bracis-19062	95	19	.	.	PUNCT
bracis-19062	95	20	 	 	SPACE
bracis-19062	95	21	3.4	3.4	NUM
bracis-19062	95	22	)	)	PUNCT
bracis-19062	95	23	.	.	PUNCT
bracis-19062	96	1	fig	fig	NOUN
bracis-19062	96	2	.	.	PUNCT
bracis-19062	97	1	1	1	X
bracis-19062	97	2	.	.	X
bracis-19062	97	3	diagram	diagram	NOUN
bracis-19062	97	4	of	of	ADP
bracis-19062	97	5	the	the	DET
bracis-19062	97	6	proposed	propose	VERB
bracis-19062	97	7	methodology	methodology	NOUN
bracis-19062	97	8	.	.	PUNCT
bracis-19062	98	1	full	full	ADJ
bracis-19062	98	2	size	size	NOUN
bracis-19062	98	3	image	image	NOUN
bracis-19062	98	4	3.1	3.1	NUM
bracis-19062	98	5	dataset	dataset	NOUN
bracis-19062	98	6	we	we	PRON
bracis-19062	98	7	use	use	VERB
bracis-19062	98	8	xrs	xrs	PROPN
bracis-19062	98	9	from	from	ADP
bracis-19062	98	10	the	the	DET
bracis-19062	98	11	curated	curate	VERB
bracis-19062	98	12	dataset	dataset	NOUN
bracis-19062	98	13	for	for	ADP
bracis-19062	98	14	covid-19	covid-19	PROPN
bracis-19062	99	1	[	[	X
bracis-19062	99	2	26	26	NUM
bracis-19062	99	3	]	]	PUNCT
bracis-19062	99	4	.	.	PUNCT
bracis-19062	100	1	the	the	DET
bracis-19062	100	2	dataset	dataset	NOUN
bracis-19062	100	3	is	be	AUX
bracis-19062	100	4	a	a	DET
bracis-19062	100	5	combination	combination	NOUN
bracis-19062	100	6	of	of	ADP
bracis-19062	100	7	chest	chest	NOUN
bracis-19062	100	8	xr	xr	PROPN
bracis-19062	100	9	images	image	NOUN
bracis-19062	100	10	from	from	ADP
bracis-19062	100	11	different	different	ADJ
bracis-19062	100	12	sources	source	NOUN
bracis-19062	100	13	.	.	PUNCT
bracis-19062	101	1	the	the	DET
bracis-19062	101	2	dataset	dataset	NOUN
bracis-19062	101	3	has	have	VERB
bracis-19062	101	4	xrs	xrs	PROPN
bracis-19062	101	5	for	for	ADP
bracis-19062	101	6	normal	normal	ADJ
bracis-19062	101	7	lung	lung	NOUN
bracis-19062	101	8	,	,	PUNCT
bracis-19062	101	9	viral	viral	ADJ
bracis-19062	101	10	pneumonia	pneumonia	NOUN
bracis-19062	101	11	,	,	PUNCT
bracis-19062	101	12	bacterial	bacterial	ADJ
bracis-19062	101	13	pneumonia	pneumonia	NOUN
bracis-19062	101	14	,	,	PUNCT
bracis-19062	101	15	or	or	CCONJ
bracis-19062	101	16	covid-19	covid-19	PROPN
bracis-19062	101	17	.	.	PUNCT
bracis-19062	102	1	the	the	DET
bracis-19062	102	2	authors	author	NOUN
bracis-19062	102	3	performed	perform	VERB
bracis-19062	102	4	an	an	DET
bracis-19062	102	5	analysis	analysis	NOUN
bracis-19062	102	6	of	of	ADP
bracis-19062	102	7	all	all	DET
bracis-19062	102	8	images	image	NOUN
bracis-19062	102	9	to	to	PART
bracis-19062	102	10	avoid	avoid	VERB
bracis-19062	102	11	having	have	VERB
bracis-19062	102	12	duplicate	duplicate	ADJ
bracis-19062	102	13	images	image	NOUN
bracis-19062	102	14	.	.	PUNCT
bracis-19062	103	1	in	in	ADP
bracis-19062	103	2	addition	addition	NOUN
bracis-19062	103	3	,	,	PUNCT
bracis-19062	103	4	for	for	ADP
bracis-19062	103	5	the	the	DET
bracis-19062	103	6	final	final	ADJ
bracis-19062	103	7	selection	selection	NOUN
bracis-19062	103	8	of	of	ADP
bracis-19062	103	9	images	image	NOUN
bracis-19062	103	10	,	,	PUNCT
bracis-19062	103	11	the	the	DET
bracis-19062	103	12	authors	author	NOUN
bracis-19062	103	13	used	use	VERB
bracis-19062	103	14	a	a	DET
bracis-19062	103	15	cnn	cnn	NOUN
bracis-19062	103	16	to	to	PART
bracis-19062	103	17	remove	remove	VERB
bracis-19062	103	18	images	image	NOUN
bracis-19062	103	19	with	with	ADP
bracis-19062	103	20	noise	noise	NOUN
bracis-19062	103	21	,	,	PUNCT
bracis-19062	103	22	such	such	ADJ
bracis-19062	103	23	as	as	ADP
bracis-19062	103	24	distortions	distortion	NOUN
bracis-19062	103	25	,	,	PUNCT
bracis-19062	103	26	cropped	crop	VERB
bracis-19062	103	27	,	,	PUNCT
bracis-19062	103	28	and	and	CCONJ
bracis-19062	103	29	with	with	ADP
bracis-19062	103	30	annotations	annotation	NOUN
bracis-19062	103	31	[	[	X
bracis-19062	103	32	26	26	NUM
bracis-19062	103	33	]	]	PUNCT
bracis-19062	103	34	.	.	PUNCT
bracis-19062	104	1	in	in	ADP
bracis-19062	104	2	table	table	NOUN
bracis-19062	104	3	 	 	SPACE
bracis-19062	104	4	1	1	NUM
bracis-19062	104	5	we	we	PRON
bracis-19062	104	6	present	present	VERB
bracis-19062	104	7	the	the	DET
bracis-19062	104	8	number	number	NOUN
bracis-19062	104	9	of	of	ADP
bracis-19062	104	10	images	image	NOUN
bracis-19062	104	11	used	use	VERB
bracis-19062	104	12	in	in	ADP
bracis-19062	104	13	our	our	PRON
bracis-19062	104	14	work	work	NOUN
bracis-19062	104	15	.	.	PUNCT
bracis-19062	105	1	table	table	NOUN
bracis-19062	105	2	1	1	NUM
bracis-19062	105	3	.	.	PUNCT
bracis-19062	105	4	public	public	ADJ
bracis-19062	105	5	dataset	dataset	NOUN
bracis-19062	105	6	of	of	ADP
bracis-19062	105	7	chest	chest	NOUN
bracis-19062	105	8	xr	xr	PROPN
bracis-19062	105	9	used	use	VERB
bracis-19062	105	10	in	in	ADP
bracis-19062	105	11	this	this	DET
bracis-19062	105	12	article.full	article.full	NUM
bracis-19062	105	13	size	size	NOUN
bracis-19062	105	14	table	table	NOUN
bracis-19062	105	15	3.2	3.2	NUM
bracis-19062	105	16	preprocessing	preprocessing	NOUN
bracis-19062	105	17	in	in	ADP
bracis-19062	105	18	this	this	DET
bracis-19062	105	19	step	step	NOUN
bracis-19062	105	20	,	,	PUNCT
bracis-19062	105	21	we	we	PRON
bracis-19062	105	22	resize	resize	VERB
bracis-19062	105	23	the	the	DET
bracis-19062	105	24	xrs	xrs	PROPN
bracis-19062	105	25	to	to	ADP
bracis-19062	105	26	\(512\times	\(512\times	PROPN
bracis-19062	105	27	512\	512\	NUM
bracis-19062	105	28	)	)	PUNCT
bracis-19062	105	29	pixels	pixel	NOUN
bracis-19062	105	30	.	.	PUNCT
bracis-19062	106	1	this	this	DET
bracis-19062	106	2	size	size	NOUN
bracis-19062	106	3	limitation	limitation	NOUN
bracis-19062	106	4	is	be	AUX
bracis-19062	106	5	imposed	impose	VERB
bracis-19062	106	6	by	by	ADP
bracis-19062	106	7	available	available	ADJ
bracis-19062	106	8	computing	computing	NOUN
bracis-19062	106	9	power	power	NOUN
bracis-19062	106	10	.	.	PUNCT
bracis-19062	107	1	to	to	PART
bracis-19062	107	2	avoid	avoid	VERB
bracis-19062	107	3	distortions	distortion	NOUN
bracis-19062	107	4	in	in	ADP
bracis-19062	107	5	the	the	DET
bracis-19062	107	6	xr	xr	PROPN
bracis-19062	107	7	,	,	PUNCT
bracis-19062	107	8	a	a	DET
bracis-19062	107	9	proportional	proportional	ADJ
bracis-19062	107	10	reduction	reduction	NOUN
bracis-19062	107	11	was	be	AUX
bracis-19062	107	12	applied	apply	VERB
bracis-19062	107	13	to	to	ADP
bracis-19062	107	14	each	each	PRON
bracis-19062	107	15	of	of	ADP
bracis-19062	107	16	the	the	DET
bracis-19062	107	17	dimensions	dimension	NOUN
bracis-19062	107	18	of	of	ADP
bracis-19062	107	19	the	the	DET
bracis-19062	107	20	images	image	NOUN
bracis-19062	107	21	.	.	PUNCT
bracis-19062	108	1	we	we	PRON
bracis-19062	108	2	added	add	VERB
bracis-19062	108	3	a	a	DET
bracis-19062	108	4	black	black	ADJ
bracis-19062	108	5	border	border	NOUN
bracis-19062	108	6	to	to	PART
bracis-19062	108	7	complement	complement	VERB
bracis-19062	108	8	the	the	DET
bracis-19062	108	9	size	size	NOUN
bracis-19062	108	10	for	for	ADP
bracis-19062	108	11	the	the	DET
bracis-19062	108	12	dimension	dimension	NOUN
bracis-19062	108	13	that	that	PRON
bracis-19062	108	14	was	be	AUX
bracis-19062	108	15	smaller	small	ADJ
bracis-19062	108	16	than	than	ADP
bracis-19062	108	17	512	512	NUM
bracis-19062	108	18	pixels	pixel	NOUN
bracis-19062	108	19	.	.	PUNCT
bracis-19062	109	1	as	as	SCONJ
bracis-19062	109	2	radiographic	radiographic	ADJ
bracis-19062	109	3	findings	finding	NOUN
bracis-19062	109	4	are	be	AUX
bracis-19062	109	5	often	often	ADV
bracis-19062	109	6	low	low	ADJ
bracis-19062	109	7	contrast	contrast	NOUN
bracis-19062	109	8	regions	region	NOUN
bracis-19062	109	9	,	,	PUNCT
bracis-19062	109	10	contrast	contrast	NOUN
bracis-19062	109	11	enhancement	enhancement	NOUN
bracis-19062	109	12	techniques	technique	NOUN
bracis-19062	109	13	can	can	AUX
bracis-19062	109	14	be	be	AUX
bracis-19062	109	15	used	use	VERB
bracis-19062	109	16	in	in	ADP
bracis-19062	109	17	xr	xr	PROPN
bracis-19062	109	18	images	image	NOUN
bracis-19062	109	19	.	.	PUNCT
bracis-19062	110	1	the	the	DET
bracis-19062	110	2	application	application	NOUN
bracis-19062	110	3	of	of	ADP
bracis-19062	110	4	techniques	technique	NOUN
bracis-19062	110	5	such	such	ADJ
bracis-19062	110	6	as	as	ADP
bracis-19062	110	7	contrast	contrast	NOUN
bracis-19062	110	8	-	-	PUNCT
bracis-19062	110	9	limited	limit	VERB
bracis-19062	110	10	adaptive	adaptive	ADJ
bracis-19062	110	11	histogram	histogram	NOUN
bracis-19062	110	12	equalization	equalization	NOUN
bracis-19062	110	13	(	(	PUNCT
bracis-19062	110	14	clahe	clahe	PROPN
bracis-19062	110	15	)	)	PUNCT
bracis-19062	110	16	to	to	ADP
bracis-19062	110	17	breast	breast	NOUN
bracis-19062	110	18	and	and	CCONJ
bracis-19062	110	19	chest	chest	NOUN
bracis-19062	110	20	radiography	radiography	NOUN
bracis-19062	110	21	images	image	NOUN
bracis-19062	110	22	helped	help	VERB
bracis-19062	110	23	in	in	ADP
bracis-19062	110	24	the	the	DET
bracis-19062	110	25	generalization	generalization	NOUN
bracis-19062	110	26	of	of	ADP
bracis-19062	110	27	convolutional	convolutional	ADJ
bracis-19062	110	28	models	model	NOUN
bracis-19062	110	29	and	and	CCONJ
bracis-19062	110	30	an	an	DET
bracis-19062	110	31	increase	increase	NOUN
bracis-19062	110	32	in	in	ADP
bracis-19062	110	33	performance	performance	NOUN
bracis-19062	110	34	metrics	metric	NOUN
bracis-19062	110	35	[	[	X
bracis-19062	110	36	23	23	NUM
bracis-19062	110	37	,	,	PUNCT
bracis-19062	110	38	36	36	NUM
bracis-19062	110	39	]	]	PUNCT
bracis-19062	110	40	.	.	PUNCT
bracis-19062	111	1	therefore	therefore	ADV
bracis-19062	111	2	,	,	PUNCT
bracis-19062	111	3	we	we	PRON
bracis-19062	111	4	use	use	VERB
bracis-19062	111	5	clahe	clahe	NOUN
bracis-19062	111	6	to	to	PART
bracis-19062	111	7	enhance	enhance	VERB
bracis-19062	111	8	xr	xr	PROPN
bracis-19062	111	9	images	image	NOUN
bracis-19062	111	10	.	.	PUNCT
bracis-19062	112	1	clahe	clahe	PROPN
bracis-19062	112	2	subdivides	subdivide	VERB
bracis-19062	112	3	the	the	DET
bracis-19062	112	4	image	image	NOUN
bracis-19062	112	5	into	into	ADP
bracis-19062	112	6	sub	sub	NOUN
bracis-19062	112	7	-	-	NOUN
bracis-19062	112	8	areas	area	NOUN
bracis-19062	112	9	using	use	VERB
bracis-19062	112	10	interpolation	interpolation	NOUN
bracis-19062	112	11	between	between	ADP
bracis-19062	112	12	the	the	DET
bracis-19062	112	13	edges	edge	NOUN
bracis-19062	112	14	.	.	PUNCT
bracis-19062	113	1	to	to	PART
bracis-19062	113	2	avoid	avoid	VERB
bracis-19062	113	3	noise	noise	NOUN
bracis-19062	113	4	increase	increase	NOUN
bracis-19062	113	5	,	,	PUNCT
bracis-19062	113	6	uses	use	VERB
bracis-19062	113	7	a	a	DET
bracis-19062	113	8	threshold	threshold	NOUN
bracis-19062	113	9	level	level	NOUN
bracis-19062	113	10	of	of	ADP
bracis-19062	113	11	gray	gray	ADJ
bracis-19062	113	12	,	,	PUNCT
bracis-19062	113	13	redistributing	redistribute	VERB
bracis-19062	113	14	the	the	DET
bracis-19062	113	15	pixels	pixel	NOUN
bracis-19062	113	16	above	above	ADP
bracis-19062	113	17	that	that	DET
bracis-19062	113	18	threshold	threshold	NOUN
bracis-19062	113	19	in	in	ADP
bracis-19062	113	20	the	the	DET
bracis-19062	113	21	image	image	NOUN
bracis-19062	113	22	.	.	PUNCT
bracis-19062	114	1	clahe	clahe	PROPN
bracis-19062	114	2	can	can	AUX
bracis-19062	114	3	be	be	AUX
bracis-19062	114	4	defined	define	VERB
bracis-19062	114	5	by	by	ADP
bracis-19062	114	6	:	:	PUNCT
bracis-19062	114	7	$	$	SYM
bracis-19062	114	8	$	$	SYM
bracis-19062	114	9	\begin{aligned	\begin{aligne	VERB
bracis-19062	114	10	}	}	PUNCT
bracis-19062	114	11	p	p	NOUN
bracis-19062	115	1	=	=	X
bracis-19062	116	1	[	[	X
bracis-19062	116	2	p_{\text	p_{\text	NOUN
bracis-19062	116	3	{	{	PUNCT
bracis-19062	116	4	max	max	NOUN
bracis-19062	116	5	}	}	PUNCT
bracis-19062	116	6	}	}	PUNCT
bracis-19062	116	7	p_{\text	p_{\text	ADJ
bracis-19062	116	8	{	{	PUNCT
bracis-19062	116	9	min}}]*g(f	min}}]*g(f	NOUN
bracis-19062	116	10	)	)	PUNCT
bracis-19062	116	11	+	+	CCONJ
bracis-19062	116	12	p_{\text	p_{\text	PRON
bracis-19062	116	13	{	{	PUNCT
bracis-19062	116	14	min	min	NOUN
bracis-19062	116	15	}	}	PUNCT
bracis-19062	116	16	}	}	PUNCT
bracis-19062	116	17	\end{aligned}$$	\end{aligned}$$	X
bracis-19062	116	18	(	(	PUNCT
bracis-19062	116	19	1	1	NUM
bracis-19062	116	20	)	)	PUNCT
bracis-19062	116	21	where	where	SCONJ
bracis-19062	116	22	p	p	NOUN
bracis-19062	116	23	is	be	AUX
bracis-19062	116	24	the	the	DET
bracis-19062	116	25	pixel	pixel	PROPN
bracis-19062	116	26	’s	’s	PART
bracis-19062	116	27	new	new	ADJ
bracis-19062	116	28	gray	gray	ADJ
bracis-19062	116	29	level	level	NOUN
bracis-19062	116	30	value	value	NOUN
bracis-19062	116	31	,	,	PUNCT
bracis-19062	116	32	the	the	DET
bracis-19062	116	33	values	value	NOUN
bracis-19062	116	34	\(p_{\text	\(p_{\text	X
bracis-19062	116	35	{	{	PUNCT
bracis-19062	116	36	max	max	NOUN
bracis-19062	116	37	}	}	PUNCT
bracis-19062	116	38	}	}	PUNCT
bracis-19062	116	39	\	\	NOUN
bracis-19062	116	40	)	)	PUNCT
bracis-19062	116	41	and	and	CCONJ
bracis-19062	116	42	\(p_{\text	\(p_{\text	X
bracis-19062	116	43	{	{	PUNCT
bracis-19062	116	44	min	min	NOUN
bracis-19062	116	45	}	}	PUNCT
bracis-19062	116	46	}	}	PUNCT
bracis-19062	116	47	\	\	NOUN
bracis-19062	116	48	)	)	PUNCT
bracis-19062	116	49	are	be	AUX
bracis-19062	116	50	the	the	DET
bracis-19062	116	51	pixels	pixel	NOUN
bracis-19062	116	52	with	with	ADP
bracis-19062	116	53	the	the	DET
bracis-19062	116	54	lowest	low	ADJ
bracis-19062	116	55	and	and	CCONJ
bracis-19062	116	56	highest	high	ADJ
bracis-19062	116	57	values	value	NOUN
bracis-19062	116	58	low	low	ADJ
bracis-19062	116	59	in	in	ADP
bracis-19062	116	60	the	the	DET
bracis-19062	116	61	neighborhood	neighborhood	NOUN
bracis-19062	116	62	and	and	CCONJ
bracis-19062	116	63	g(f	g(f	PROPN
bracis-19062	116	64	)	)	PUNCT
bracis-19062	116	65	corresponds	correspond	VERB
bracis-19062	116	66	to	to	ADP
bracis-19062	116	67	the	the	DET
bracis-19062	116	68	cumulative	cumulative	ADJ
bracis-19062	116	69	distribution	distribution	NOUN
bracis-19062	116	70	function	function	NOUN
bracis-19062	116	71	[	[	X
bracis-19062	116	72	38	38	NUM
bracis-19062	116	73	]	]	PUNCT
bracis-19062	116	74	.	.	PUNCT
bracis-19062	117	1	in	in	ADP
bracis-19062	117	2	fig	fig	NOUN
bracis-19062	117	3	.	.	PUNCT
bracis-19062	117	4	 	 	SPACE
bracis-19062	117	5	2	2	NUM
bracis-19062	117	6	we	we	PRON
bracis-19062	117	7	present	present	VERB
bracis-19062	117	8	an	an	DET
bracis-19062	117	9	example	example	NOUN
bracis-19062	117	10	with	with	ADP
bracis-19062	117	11	the	the	DET
bracis-19062	117	12	original	original	ADJ
bracis-19062	117	13	and	and	CCONJ
bracis-19062	117	14	preprocessed	preprocesse	VERB
bracis-19062	117	15	image	image	NOUN
bracis-19062	117	16	.	.	PUNCT
bracis-19062	118	1	fig	fig	NOUN
bracis-19062	118	2	.	.	PUNCT
bracis-19062	119	1	2	2	X
bracis-19062	119	2	.	.	X
bracis-19062	119	3	(	(	PUNCT
bracis-19062	119	4	a	a	X
bracis-19062	119	5	)	)	PUNCT
bracis-19062	119	6	original	original	ADJ
bracis-19062	119	7	xr	xr	PROPN
bracis-19062	119	8	image	image	NOUN
bracis-19062	119	9	with	with	ADP
bracis-19062	119	10	covid-19	covid-19	PROPN
bracis-19062	119	11	;	;	PUNCT
bracis-19062	119	12	(	(	PUNCT
bracis-19062	119	13	b	b	X
bracis-19062	119	14	)	)	PUNCT
bracis-19062	119	15	preprocessed	preprocesse	VERB
bracis-19062	119	16	image	image	NOUN
bracis-19062	119	17	.	.	PUNCT
bracis-19062	120	1	full	full	ADJ
bracis-19062	120	2	size	size	NOUN
bracis-19062	120	3	image	image	NOUN
bracis-19062	120	4	finally	finally	ADV
bracis-19062	120	5	,	,	PUNCT
bracis-19062	120	6	we	we	PRON
bracis-19062	120	7	use	use	VERB
bracis-19062	120	8	stratified	stratified	ADJ
bracis-19062	120	9	k	k	ADJ
bracis-19062	120	10	-	-	ADJ
bracis-19062	120	11	fold	fold	ADJ
bracis-19062	120	12	cross	cross	NOUN
bracis-19062	120	13	-	-	NOUN
bracis-19062	120	14	validation	validation	NOUN
bracis-19062	120	15	as	as	ADP
bracis-19062	120	16	a	a	DET
bracis-19062	120	17	method	method	NOUN
bracis-19062	120	18	for	for	ADP
bracis-19062	120	19	evaluating	evaluate	VERB
bracis-19062	120	20	the	the	DET
bracis-19062	120	21	models	model	NOUN
bracis-19062	120	22	,	,	PUNCT
bracis-19062	120	23	with	with	ADP
bracis-19062	120	24	k=10	k=10	PROPN
bracis-19062	120	25	.	.	PUNCT
bracis-19062	121	1	with	with	ADP
bracis-19062	121	2	a	a	DET
bracis-19062	121	3	10	10	NUM
bracis-19062	121	4	-	-	ADJ
bracis-19062	121	5	fold	fold	ADJ
bracis-19062	121	6	we	we	PRON
bracis-19062	121	7	train	train	VERB
bracis-19062	121	8	the	the	DET
bracis-19062	121	9	models	model	NOUN
bracis-19062	121	10	10	10	NUM
bracis-19062	121	11	times	time	NOUN
bracis-19062	121	12	for	for	ADP
bracis-19062	121	13	each	each	DET
bracis-19062	121	14	model	model	NOUN
bracis-19062	121	15	.	.	PUNCT
bracis-19062	122	1	at	at	ADP
bracis-19062	122	2	the	the	DET
bracis-19062	122	3	end	end	NOUN
bracis-19062	122	4	of	of	ADP
bracis-19062	122	5	the	the	DET
bracis-19062	122	6	training	training	NOUN
bracis-19062	122	7	,	,	PUNCT
bracis-19062	122	8	we	we	PRON
bracis-19062	122	9	calculated	calculate	VERB
bracis-19062	122	10	the	the	DET
bracis-19062	122	11	mean	mean	ADJ
bracis-19062	122	12	and	and	CCONJ
bracis-19062	122	13	standard	standard	ADJ
bracis-19062	122	14	deviation	deviation	NOUN
bracis-19062	122	15	of	of	ADP
bracis-19062	122	16	the	the	DET
bracis-19062	122	17	results	result	NOUN
bracis-19062	122	18	for	for	ADP
bracis-19062	122	19	the	the	DET
bracis-19062	122	20	defined	define	VERB
bracis-19062	122	21	metrics	metric	NOUN
bracis-19062	122	22	.	.	PUNCT
bracis-19062	123	1	3.3	3.3	NUM
bracis-19062	123	2	data	datum	NOUN
bracis-19062	123	3	augmentation	augmentation	VERB
bracis-19062	123	4	a	a	DET
bracis-19062	123	5	technique	technique	NOUN
bracis-19062	123	6	that	that	PRON
bracis-19062	123	7	helps	help	VERB
bracis-19062	123	8	in	in	ADP
bracis-19062	123	9	the	the	DET
bracis-19062	123	10	convergence	convergence	NOUN
bracis-19062	123	11	and	and	CCONJ
bracis-19062	123	12	learning	learning	NOUN
bracis-19062	123	13	of	of	ADP
bracis-19062	123	14	cnn	cnn	PROPN
bracis-19062	123	15	is	be	AUX
bracis-19062	123	16	the	the	DET
bracis-19062	123	17	use	use	NOUN
bracis-19062	123	18	of	of	ADP
bracis-19062	123	19	data	datum	NOUN
bracis-19062	123	20	augmentation	augmentation	NOUN
bracis-19062	123	21	.	.	PUNCT
bracis-19062	124	1	thus	thus	ADV
bracis-19062	124	2	,	,	PUNCT
bracis-19062	124	3	we	we	PRON
bracis-19062	124	4	use	use	VERB
bracis-19062	124	5	the	the	DET
bracis-19062	124	6	imagedatagenerator	imagedatagenerator	NOUN
bracis-19062	124	7	class	class	NOUN
bracis-19062	124	8	from	from	ADP
bracis-19062	124	9	keras	keras	PROPN
bracis-19062	124	10	to	to	PART
bracis-19062	124	11	perform	perform	VERB
bracis-19062	124	12	on	on	ADP
bracis-19062	124	13	-	-	PUNCT
bracis-19062	124	14	the	the	DET
bracis-19062	124	15	-	-	PUNCT
bracis-19062	124	16	fly	fly	NOUN
bracis-19062	124	17	data	datum	NOUN
bracis-19062	124	18	augmentation	augmentation	NOUN
bracis-19062	124	19	.	.	PUNCT
bracis-19062	125	1	we	we	PRON
bracis-19062	125	2	apply	apply	VERB
bracis-19062	125	3	a	a	DET
bracis-19062	125	4	horizontal	horizontal	ADJ
bracis-19062	125	5	flip	flip	NOUN
bracis-19062	125	6	,	,	PUNCT
bracis-19062	125	7	rotations	rotation	NOUN
bracis-19062	125	8	of	of	ADP
bracis-19062	125	9	up	up	ADP
bracis-19062	125	10	 	 	SPACE
bracis-19062	125	11	to	to	ADP
bracis-19062	125	12	20\(^\circ	20\(^\circ	NUM
bracis-19062	125	13	\)c	\)c	PROPN
bracis-19062	125	14	,	,	PUNCT
bracis-19062	125	15	and	and	CCONJ
bracis-19062	125	16	shear	shear	NOUN
bracis-19062	125	17	in	in	ADP
bracis-19062	125	18	the	the	DET
bracis-19062	125	19	training	training	NOUN
bracis-19062	125	20	set	set	NOUN
bracis-19062	125	21	for	for	ADP
bracis-19062	125	22	each	each	DET
bracis-19062	125	23	fold	fold	NOUN
bracis-19062	125	24	.	.	PUNCT
bracis-19062	126	1	we	we	PRON
bracis-19062	126	2	do	do	AUX
bracis-19062	126	3	not	not	PART
bracis-19062	126	4	apply	apply	VERB
bracis-19062	126	5	transformations	transformation	NOUN
bracis-19062	126	6	on	on	ADP
bracis-19062	126	7	xrs	xrs	PROPN
bracis-19062	126	8	in	in	ADP
bracis-19062	126	9	the	the	DET
bracis-19062	126	10	validation	validation	NOUN
bracis-19062	126	11	and	and	CCONJ
bracis-19062	126	12	test	test	NOUN
bracis-19062	126	13	set	set	VERB
bracis-19062	126	14	.	.	PUNCT
bracis-19062	127	1	3.4	3.4	NUM
bracis-19062	127	2	convolutional	convolutional	ADJ
bracis-19062	127	3	architectures	architecture	NOUN
bracis-19062	127	4	we	we	PRON
bracis-19062	127	5	use	use	VERB
bracis-19062	127	6	six	six	NUM
bracis-19062	127	7	cnn	cnn	PROPN
bracis-19062	127	8	architectures	architecture	NOUN
bracis-19062	127	9	for	for	ADP
bracis-19062	127	10	chest	chest	NOUN
bracis-19062	127	11	xr	xr	PROPN
bracis-19062	127	12	classification	classification	PROPN
bracis-19062	127	13	:	:	PUNCT
bracis-19062	127	14	densenet121	densenet121	PROPN
bracis-19062	128	1	[	[	X
bracis-19062	128	2	15	15	NUM
bracis-19062	128	3	]	]	PUNCT
bracis-19062	128	4	,	,	PUNCT
bracis-19062	128	5	inceptionresnetv2	inceptionresnetv2	PROPN
bracis-19062	129	1	[	[	X
bracis-19062	129	2	30	30	NUM
bracis-19062	129	3	]	]	PUNCT
bracis-19062	129	4	,	,	PUNCT
bracis-19062	129	5	inceptionv3	inceptionv3	NOUN
bracis-19062	130	1	[	[	X
bracis-19062	130	2	31	31	NUM
bracis-19062	130	3	]	]	PUNCT
bracis-19062	130	4	,	,	PUNCT
bracis-19062	130	5	movilenetv2	movilenetv2	PUNCT
bracis-19062	131	1	[	[	X
bracis-19062	131	2	27	27	NUM
bracis-19062	131	3	]	]	PUNCT
bracis-19062	131	4	,	,	PUNCT
bracis-19062	131	5	resnet50v2	resnet50v2	PROPN
bracis-19062	131	6	[	[	X
bracis-19062	131	7	13	13	NUM
bracis-19062	131	8	]	]	PUNCT
bracis-19062	131	9	,	,	PUNCT
bracis-19062	131	10	and	and	CCONJ
bracis-19062	131	11	vgg16	vgg16	VERB
bracis-19062	131	12	[	[	NOUN
bracis-19062	131	13	29	29	NUM
bracis-19062	131	14	]	]	PUNCT
bracis-19062	131	15	.	.	PUNCT
bracis-19062	132	1	we	we	PRON
bracis-19062	132	2	use	use	VERB
bracis-19062	132	3	the	the	DET
bracis-19062	132	4	pre	pre	ADJ
bracis-19062	132	5	-	-	ADJ
bracis-19062	132	6	trained	train	VERB
bracis-19062	132	7	weights	weight	NOUN
bracis-19062	132	8	provided	provide	VERB
bracis-19062	132	9	by	by	ADP
bracis-19062	132	10	keras	keras	PROPN
bracis-19062	132	11	for	for	ADP
bracis-19062	132	12	the	the	DET
bracis-19062	132	13	imagenet	imagenet	NOUN
bracis-19062	132	14	dataset	dataset	VERB
bracis-19062	132	15	for	for	ADP
bracis-19062	132	16	each	each	DET
bracis-19062	132	17	model	model	NOUN
bracis-19062	132	18	.	.	PUNCT
bracis-19062	133	1	this	this	DET
bracis-19062	133	2	process	process	NOUN
bracis-19062	133	3	of	of	ADP
bracis-19062	133	4	initializing	initialize	VERB
bracis-19062	133	5	pre	pre	ADJ
bracis-19062	133	6	-	-	ADJ
bracis-19062	133	7	trained	train	VERB
bracis-19062	133	8	weights	weight	NOUN
bracis-19062	133	9	speeds	speed	VERB
bracis-19062	133	10	up	up	ADP
bracis-19062	133	11	the	the	DET
bracis-19062	133	12	convergence	convergence	NOUN
bracis-19062	133	13	process	process	NOUN
bracis-19062	133	14	of	of	ADP
bracis-19062	133	15	the	the	DET
bracis-19062	133	16	models	model	NOUN
bracis-19062	133	17	.	.	PUNCT
bracis-19062	134	1	table	table	NOUN
bracis-19062	134	2	 	 	SPACE
bracis-19062	134	3	2	2	NUM
bracis-19062	134	4	presents	present	VERB
bracis-19062	134	5	the	the	DET
bracis-19062	134	6	hyper	hyper	NOUN
bracis-19062	134	7	-	-	NOUN
bracis-19062	134	8	parameters	parameter	NOUN
bracis-19062	134	9	used	use	VERB
bracis-19062	134	10	for	for	ADP
bracis-19062	134	11	each	each	PRON
bracis-19062	134	12	of	of	ADP
bracis-19062	134	13	the	the	DET
bracis-19062	134	14	architectures	architecture	NOUN
bracis-19062	134	15	evaluated	evaluate	VERB
bracis-19062	134	16	in	in	ADP
bracis-19062	134	17	this	this	DET
bracis-19062	134	18	work	work	NOUN
bracis-19062	134	19	.	.	PUNCT
bracis-19062	135	1	table	table	NOUN
bracis-19062	135	2	2	2	NUM
bracis-19062	135	3	.	.	PUNCT
bracis-19062	136	1	parameters	parameter	NOUN
bracis-19062	136	2	used	use	VERB
bracis-19062	136	3	for	for	ADP
bracis-19062	136	4	each	each	PRON
bracis-19062	136	5	of	of	ADP
bracis-19062	136	6	the	the	DET
bracis-19062	136	7	cnn	cnn	PROPN
bracis-19062	136	8	architectures.full	architectures.full	NOUN
bracis-19062	136	9	size	size	NOUN
bracis-19062	136	10	table	table	NOUN
bracis-19062	136	11	in	in	ADP
bracis-19062	136	12	the	the	DET
bracis-19062	136	13	training	training	NOUN
bracis-19062	136	14	stage	stage	NOUN
bracis-19062	136	15	,	,	PUNCT
bracis-19062	136	16	we	we	PRON
bracis-19062	136	17	use	use	VERB
bracis-19062	136	18	categorical	categorical	ADJ
bracis-19062	136	19	cross	cross	NOUN
bracis-19062	136	20	-	-	NOUN
bracis-19062	136	21	entropy	entropy	NOUN
bracis-19062	136	22	as	as	ADP
bracis-19062	136	23	the	the	DET
bracis-19062	136	24	loss	loss	NOUN
bracis-19062	136	25	function	function	NOUN
bracis-19062	136	26	.	.	PUNCT
bracis-19062	137	1	the	the	DET
bracis-19062	137	2	categorical	categorical	ADJ
bracis-19062	137	3	cross	cross	ADJ
bracis-19062	137	4	-	-	ADJ
bracis-19062	137	5	entropy	entropy	ADJ
bracis-19062	137	6	measures	measure	NOUN
bracis-19062	137	7	the	the	DET
bracis-19062	137	8	log	log	NOUN
bracis-19062	137	9	-	-	PUNCT
bracis-19062	137	10	likelihood	likelihood	NOUN
bracis-19062	137	11	of	of	ADP
bracis-19062	137	12	the	the	DET
bracis-19062	137	13	probability	probability	NOUN
bracis-19062	137	14	vector	vector	NOUN
bracis-19062	137	15	.	.	PUNCT
bracis-19062	138	1	to	to	PART
bracis-19062	138	2	optimize	optimize	VERB
bracis-19062	138	3	the	the	DET
bracis-19062	138	4	weights	weight	NOUN
bracis-19062	138	5	of	of	ADP
bracis-19062	138	6	the	the	DET
bracis-19062	138	7	models	model	NOUN
bracis-19062	138	8	,	,	PUNCT
bracis-19062	138	9	we	we	PRON
bracis-19062	138	10	use	use	VERB
bracis-19062	138	11	the	the	DET
bracis-19062	138	12	adam	adam	PROPN
bracis-19062	138	13	algorithm	algorithm	PROPN
bracis-19062	138	14	.	.	PUNCT
bracis-19062	139	1	at	at	ADP
bracis-19062	139	2	the	the	DET
bracis-19062	139	3	end	end	NOUN
bracis-19062	139	4	of	of	ADP
bracis-19062	139	5	each	each	DET
bracis-19062	139	6	epoch	epoch	NOUN
bracis-19062	139	7	,	,	PUNCT
bracis-19062	139	8	we	we	PRON
bracis-19062	139	9	used	use	VERB
bracis-19062	139	10	the	the	DET
bracis-19062	139	11	validation	validation	NOUN
bracis-19062	139	12	set	set	VERB
bracis-19062	139	13	to	to	PART
bracis-19062	139	14	measure	measure	VERB
bracis-19062	139	15	the	the	DET
bracis-19062	139	16	model	model	NOUN
bracis-19062	139	17	’s	’s	PART
bracis-19062	139	18	accuracy	accuracy	NOUN
bracis-19062	139	19	in	in	ADP
bracis-19062	139	20	an	an	DET
bracis-19062	139	21	independent	independent	ADJ
bracis-19062	139	22	set	set	NOUN
bracis-19062	139	23	and	and	CCONJ
bracis-19062	139	24	obtain	obtain	VERB
bracis-19062	139	25	the	the	DET
bracis-19062	139	26	best	good	ADJ
bracis-19062	139	27	training	training	NOUN
bracis-19062	139	28	weights	weight	NOUN
bracis-19062	139	29	.	.	PUNCT
bracis-19062	140	1	4	4	NUM
bracis-19062	140	2	results	result	NOUN
bracis-19062	140	3	and	and	CCONJ
bracis-19062	140	4	 	 	SPACE
bracis-19062	140	5	discussion	discussion	NOUN
bracis-19062	140	6	in	in	ADP
bracis-19062	140	7	this	this	DET
bracis-19062	140	8	section	section	NOUN
bracis-19062	140	9	,	,	PUNCT
bracis-19062	140	10	we	we	PRON
bracis-19062	140	11	present	present	VERB
bracis-19062	140	12	and	and	CCONJ
bracis-19062	140	13	evaluate	evaluate	VERB
bracis-19062	140	14	the	the	DET
bracis-19062	140	15	results	result	NOUN
bracis-19062	140	16	obtained	obtain	VERB
bracis-19062	140	17	using	use	VERB
bracis-19062	140	18	the	the	DET
bracis-19062	140	19	proposed	propose	VERB
bracis-19062	140	20	convolutional	convolutional	ADJ
bracis-19062	140	21	models	model	NOUN
bracis-19062	140	22	.	.	PUNCT
bracis-19062	141	1	4.1	4.1	NUM
bracis-19062	141	2	models	model	NOUN
bracis-19062	141	3	training	training	NOUN
bracis-19062	141	4	and	and	CCONJ
bracis-19062	141	5	 	 	SPACE
bracis-19062	141	6	validation	validation	NOUN
bracis-19062	141	7	we	we	PRON
bracis-19062	141	8	train	train	VERB
bracis-19062	141	9	the	the	DET
bracis-19062	141	10	models	model	NOUN
bracis-19062	141	11	for	for	ADP
bracis-19062	141	12	100	100	NUM
bracis-19062	141	13	epochs	epoch	NOUN
bracis-19062	141	14	for	for	ADP
bracis-19062	141	15	each	each	DET
bracis-19062	141	16	fold	fold	NOUN
bracis-19062	141	17	.	.	PUNCT
bracis-19062	142	1	we	we	PRON
bracis-19062	142	2	evaluate	evaluate	VERB
bracis-19062	142	3	each	each	DET
bracis-19062	142	4	model	model	NOUN
bracis-19062	142	5	at	at	ADP
bracis-19062	142	6	the	the	DET
bracis-19062	142	7	end	end	NOUN
bracis-19062	142	8	of	of	ADP
bracis-19062	142	9	training	training	NOUN
bracis-19062	142	10	in	in	ADP
bracis-19062	142	11	the	the	DET
bracis-19062	142	12	validation	validation	NOUN
bracis-19062	142	13	set	set	NOUN
bracis-19062	142	14	.	.	PUNCT
bracis-19062	143	1	the	the	DET
bracis-19062	143	2	choice	choice	NOUN
bracis-19062	143	3	of	of	ADP
bracis-19062	143	4	the	the	DET
bracis-19062	143	5	best	good	ADJ
bracis-19062	143	6	set	set	NOUN
bracis-19062	143	7	of	of	ADP
bracis-19062	143	8	weights	weight	NOUN
bracis-19062	143	9	was	be	AUX
bracis-19062	143	10	performed	perform	VERB
bracis-19062	143	11	automatically	automatically	ADV
bracis-19062	143	12	based	base	VERB
bracis-19062	143	13	on	on	ADP
bracis-19062	143	14	the	the	DET
bracis-19062	143	15	error	error	NOUN
bracis-19062	143	16	for	for	ADP
bracis-19062	143	17	the	the	DET
bracis-19062	143	18	validation	validation	NOUN
bracis-19062	143	19	set	set	NOUN
bracis-19062	143	20	.	.	PUNCT
bracis-19062	144	1	figure	figure	NOUN
bracis-19062	144	2	 	 	SPACE
bracis-19062	144	3	3	3	NUM
bracis-19062	144	4	,	,	PUNCT
bracis-19062	144	5	presents	present	VERB
bracis-19062	144	6	the	the	DET
bracis-19062	144	7	confusion	confusion	NOUN
bracis-19062	144	8	matrices	matrix	NOUN
bracis-19062	144	9	for	for	ADP
bracis-19062	144	10	each	each	PRON
bracis-19062	144	11	of	of	ADP
bracis-19062	144	12	the	the	DET
bracis-19062	144	13	models	model	NOUN
bracis-19062	144	14	.	.	PUNCT
bracis-19062	145	1	fig	fig	NOUN
bracis-19062	145	2	.	.	PUNCT
bracis-19062	146	1	3	3	X
bracis-19062	146	2	.	.	X
bracis-19062	146	3	confusion	confusion	NOUN
bracis-19062	146	4	matrices	matrix	NOUN
bracis-19062	146	5	of	of	ADP
bracis-19062	146	6	each	each	DET
bracis-19062	146	7	model	model	NOUN
bracis-19062	146	8	for	for	ADP
bracis-19062	146	9	the	the	DET
bracis-19062	146	10	best	good	ADJ
bracis-19062	146	11	test	test	NOUN
bracis-19062	146	12	fold	fold	NOUN
bracis-19062	146	13	set	set	NOUN
bracis-19062	146	14	.	.	PUNCT
bracis-19062	147	1	dark	dark	ADJ
bracis-19062	147	2	colors	color	NOUN
bracis-19062	147	3	represent	represent	VERB
bracis-19062	147	4	a	a	DET
bracis-19062	147	5	greater	great	ADJ
bracis-19062	147	6	number	number	NOUN
bracis-19062	147	7	of	of	ADP
bracis-19062	147	8	cases	case	NOUN
bracis-19062	147	9	.	.	PUNCT
bracis-19062	148	1	light	light	ADJ
bracis-19062	148	2	colors	color	NOUN
bracis-19062	148	3	represent	represent	VERB
bracis-19062	148	4	a	a	DET
bracis-19062	148	5	smaller	small	ADJ
bracis-19062	148	6	amount	amount	NOUN
bracis-19062	148	7	of	of	ADP
bracis-19062	148	8	cases	case	NOUN
bracis-19062	148	9	.	.	PUNCT
bracis-19062	149	1	full	full	ADJ
bracis-19062	149	2	size	size	NOUN
bracis-19062	149	3	image	image	NOUN
bracis-19062	149	4	analyzing	analyze	VERB
bracis-19062	149	5	the	the	DET
bracis-19062	149	6	confusion	confusion	NOUN
bracis-19062	149	7	matrices	matrix	NOUN
bracis-19062	149	8	(	(	PUNCT
bracis-19062	149	9	fig	fig	NOUN
bracis-19062	149	10	.	.	PUNCT
bracis-19062	149	11	 	 	SPACE
bracis-19062	149	12	3	3	NUM
bracis-19062	149	13	)	)	PUNCT
bracis-19062	149	14	,	,	PUNCT
bracis-19062	149	15	we	we	PRON
bracis-19062	149	16	can	can	AUX
bracis-19062	149	17	see	see	VERB
bracis-19062	149	18	that	that	SCONJ
bracis-19062	149	19	all	all	DET
bracis-19062	149	20	classifiers	classifier	NOUN
bracis-19062	149	21	could	could	AUX
bracis-19062	149	22	correctly	correctly	ADV
bracis-19062	149	23	classify	classify	VERB
bracis-19062	149	24	the	the	DET
bracis-19062	149	25	vast	vast	ADJ
bracis-19062	149	26	majority	majority	NOUN
bracis-19062	149	27	of	of	ADP
bracis-19062	149	28	cases	case	NOUN
bracis-19062	149	29	.	.	PUNCT
bracis-19062	150	1	we	we	PRON
bracis-19062	150	2	can	can	AUX
bracis-19062	150	3	highlight	highlight	VERB
bracis-19062	150	4	the	the	DET
bracis-19062	150	5	tendency	tendency	NOUN
bracis-19062	150	6	to	to	PART
bracis-19062	150	7	classify	classify	VERB
bracis-19062	150	8	cases	case	NOUN
bracis-19062	150	9	of	of	ADP
bracis-19062	150	10	viral	viral	ADJ
bracis-19062	150	11	pneumonia	pneumonia	NOUN
bracis-19062	150	12	as	as	ADP
bracis-19062	150	13	bacterial	bacterial	ADJ
bracis-19062	150	14	and	and	CCONJ
bracis-19062	150	15	bacterial	bacterial	ADJ
bracis-19062	150	16	pneumonia	pneumonia	NOUN
bracis-19062	150	17	as	as	ADP
bracis-19062	150	18	viral	viral	ADJ
bracis-19062	150	19	.	.	PUNCT
bracis-19062	151	1	this	this	DET
bracis-19062	151	2	trend	trend	NOUN
bracis-19062	151	3	may	may	AUX
bracis-19062	151	4	indicate	indicate	VERB
bracis-19062	151	5	that	that	SCONJ
bracis-19062	151	6	the	the	DET
bracis-19062	151	7	number	number	NOUN
bracis-19062	151	8	of	of	ADP
bracis-19062	151	9	viral	viral	ADJ
bracis-19062	151	10	and	and	CCONJ
bracis-19062	151	11	bacterial	bacterial	ADJ
bracis-19062	151	12	pneumonia	pneumonia	NOUN
bracis-19062	151	13	cases	case	NOUN
bracis-19062	151	14	was	be	AUX
bracis-19062	151	15	insufficient	insufficient	ADJ
bracis-19062	151	16	for	for	ADP
bracis-19062	151	17	an	an	DET
bracis-19062	151	18	optimized	optimize	VERB
bracis-19062	151	19	generalization	generalization	NOUN
bracis-19062	151	20	for	for	ADP
bracis-19062	151	21	these	these	DET
bracis-19062	151	22	two	two	NUM
bracis-19062	151	23	classes	class	NOUN
bracis-19062	151	24	.	.	PUNCT
bracis-19062	152	1	as	as	ADP
bracis-19062	152	2	for	for	ADP
bracis-19062	152	3	the	the	DET
bracis-19062	152	4	classification	classification	NOUN
bracis-19062	152	5	of	of	ADP
bracis-19062	152	6	normal	normal	ADJ
bracis-19062	152	7	cases	case	NOUN
bracis-19062	152	8	,	,	PUNCT
bracis-19062	152	9	the	the	DET
bracis-19062	152	10	resnet50v2	resnet50v2	PROPN
bracis-19062	152	11	model	model	NOUN
bracis-19062	152	12	had	have	VERB
bracis-19062	152	13	the	the	DET
bracis-19062	152	14	highest	high	ADJ
bracis-19062	152	15	rate	rate	NOUN
bracis-19062	152	16	of	of	ADP
bracis-19062	152	17	misclassification	misclassification	NOUN
bracis-19062	152	18	.	.	PUNCT
bracis-19062	153	1	the	the	DET
bracis-19062	153	2	classification	classification	NOUN
bracis-19062	153	3	of	of	ADP
bracis-19062	153	4	pneumonia	pneumonia	NOUN
bracis-19062	153	5	due	due	ADP
bracis-19062	153	6	to	to	ADP
bracis-19062	153	7	covid-19	covid-19	PROPN
bracis-19062	153	8	showed	show	VERB
bracis-19062	153	9	similar	similar	ADJ
bracis-19062	153	10	success	success	NOUN
bracis-19062	153	11	rates	rate	NOUN
bracis-19062	153	12	.	.	PUNCT
bracis-19062	154	1	the	the	DET
bracis-19062	154	2	highest	high	ADJ
bracis-19062	154	3	false	false	ADJ
bracis-19062	154	4	-	-	PUNCT
bracis-19062	154	5	negative	negative	ADJ
bracis-19062	154	6	rate	rate	NOUN
bracis-19062	154	7	for	for	ADP
bracis-19062	154	8	covid-19	covid-19	PROPN
bracis-19062	154	9	was	be	AUX
bracis-19062	154	10	presented	present	VERB
bracis-19062	154	11	by	by	ADP
bracis-19062	154	12	the	the	DET
bracis-19062	154	13	inceptionresnetv2	inceptionresnetv2	PROPN
bracis-19062	154	14	model	model	NOUN
bracis-19062	154	15	,	,	PUNCT
bracis-19062	154	16	with	with	ADP
bracis-19062	154	17	4	4	NUM
bracis-19062	154	18	cases	case	NOUN
bracis-19062	154	19	.	.	PUNCT
bracis-19062	155	1	the	the	DET
bracis-19062	155	2	lowest	low	ADJ
bracis-19062	155	3	rate	rate	NOUN
bracis-19062	155	4	of	of	ADP
bracis-19062	155	5	false	false	ADJ
bracis-19062	155	6	negatives	negative	NOUN
bracis-19062	155	7	was	be	AUX
bracis-19062	155	8	presented	present	VERB
bracis-19062	155	9	by	by	ADP
bracis-19062	155	10	the	the	DET
bracis-19062	155	11	inceptionv3	inceptionv3	NOUN
bracis-19062	155	12	,	,	PUNCT
bracis-19062	155	13	resnet-50	resnet-50	PROPN
bracis-19062	155	14	,	,	PUNCT
bracis-19062	155	15	and	and	CCONJ
bracis-19062	155	16	vgg16	vgg16	NOUN
bracis-19062	155	17	models	model	NOUN
bracis-19062	155	18	,	,	PUNCT
bracis-19062	155	19	with	with	ADP
bracis-19062	155	20	1	1	NUM
bracis-19062	155	21	cases	case	NOUN
bracis-19062	155	22	.	.	PUNCT
bracis-19062	156	1	from	from	ADP
bracis-19062	156	2	the	the	DET
bracis-19062	156	3	confusion	confusion	NOUN
bracis-19062	156	4	matrix	matrix	NOUN
bracis-19062	156	5	,	,	PUNCT
bracis-19062	156	6	we	we	PRON
bracis-19062	156	7	can	can	AUX
bracis-19062	156	8	calculate	calculate	VERB
bracis-19062	156	9	the	the	DET
bracis-19062	156	10	performance	performance	NOUN
bracis-19062	156	11	metrics	metric	NOUN
bracis-19062	156	12	of	of	ADP
bracis-19062	156	13	the	the	DET
bracis-19062	156	14	models	model	NOUN
bracis-19062	156	15	[	[	X
bracis-19062	156	16	25	25	NUM
bracis-19062	156	17	]	]	PUNCT
bracis-19062	156	18	.	.	PUNCT
bracis-19062	157	1	table	table	NOUN
bracis-19062	157	2	 	 	SPACE
bracis-19062	157	3	3	3	NUM
bracis-19062	157	4	presents	present	VERB
bracis-19062	157	5	the	the	DET
bracis-19062	157	6	values	value	NOUN
bracis-19062	157	7	obtained	obtain	VERB
bracis-19062	157	8	for	for	ADP
bracis-19062	157	9	the	the	DET
bracis-19062	157	10	evaluation	evaluation	NOUN
bracis-19062	157	11	metrics	metric	NOUN
bracis-19062	157	12	in	in	ADP
bracis-19062	157	13	the	the	DET
bracis-19062	157	14	test	test	NOUN
bracis-19062	157	15	fold	fold	NOUN
bracis-19062	157	16	based	base	VERB
bracis-19062	157	17	on	on	ADP
bracis-19062	157	18	the	the	DET
bracis-19062	157	19	confusion	confusion	NOUN
bracis-19062	157	20	matrices	matrix	NOUN
bracis-19062	157	21	presented	present	VERB
bracis-19062	157	22	in	in	ADP
bracis-19062	157	23	fig	fig	NOUN
bracis-19062	157	24	.	.	PUNCT
bracis-19062	157	25	 	 	SPACE
bracis-19062	158	1	3	3	NUM
bracis-19062	158	2	.	.	PUNCT
bracis-19062	158	3	table	table	NOUN
bracis-19062	158	4	3	3	NUM
bracis-19062	158	5	.	.	PUNCT
bracis-19062	158	6	results	result	NOUN
bracis-19062	158	7	for	for	ADP
bracis-19062	158	8	the	the	DET
bracis-19062	158	9	test	test	NOUN
bracis-19062	158	10	fold	fold	VERB
bracis-19062	158	11	for	for	ADP
bracis-19062	158	12	each	each	DET
bracis-19062	158	13	model.full	model.full	ADJ
bracis-19062	158	14	size	size	NOUN
bracis-19062	158	15	table	table	NOUN
bracis-19062	158	16	analyzing	analyze	VERB
bracis-19062	158	17	the	the	DET
bracis-19062	158	18	results	result	NOUN
bracis-19062	158	19	,	,	PUNCT
bracis-19062	158	20	it	it	PRON
bracis-19062	158	21	is	be	AUX
bracis-19062	158	22	clear	clear	ADJ
bracis-19062	158	23	that	that	SCONJ
bracis-19062	158	24	there	there	PRON
bracis-19062	158	25	was	be	VERB
bracis-19062	158	26	relative	relative	ADJ
bracis-19062	158	27	stability	stability	NOUN
bracis-19062	158	28	in	in	ADP
bracis-19062	158	29	the	the	DET
bracis-19062	158	30	performance	performance	NOUN
bracis-19062	158	31	metrics	metric	NOUN
bracis-19062	158	32	analyzed	analyze	VERB
bracis-19062	158	33	for	for	ADP
bracis-19062	158	34	each	each	DET
bracis-19062	158	35	model	model	NOUN
bracis-19062	158	36	.	.	PUNCT
bracis-19062	159	1	for	for	ADP
bracis-19062	159	2	accuracy	accuracy	NOUN
bracis-19062	159	3	,	,	PUNCT
bracis-19062	159	4	the	the	DET
bracis-19062	159	5	largest	large	ADJ
bracis-19062	159	6	standard	standard	ADJ
bracis-19062	159	7	deviation	deviation	NOUN
bracis-19062	159	8	was	be	AUX
bracis-19062	159	9	±2.27	±2.27	PROPN
bracis-19062	159	10	%	%	NOUN
bracis-19062	159	11	,	,	PUNCT
bracis-19062	159	12	and	and	CCONJ
bracis-19062	159	13	the	the	DET
bracis-19062	159	14	largest	large	ADJ
bracis-19062	159	15	difference	difference	NOUN
bracis-19062	159	16	between	between	ADP
bracis-19062	159	17	the	the	DET
bracis-19062	159	18	models	model	NOUN
bracis-19062	159	19	was	be	AUX
bracis-19062	159	20	3.83	3.83	NUM
bracis-19062	159	21	%	%	NOUN
bracis-19062	159	22	(	(	PUNCT
bracis-19062	159	23	vgg16	vgg16	NOUN
bracis-19062	159	24	and	and	CCONJ
bracis-19062	159	25	densenet121	densenet121	PROPN
bracis-19062	159	26	)	)	PUNCT
bracis-19062	159	27	.	.	PUNCT
bracis-19062	160	1	these	these	DET
bracis-19062	160	2	results	result	NOUN
bracis-19062	160	3	indicate	indicate	VERB
bracis-19062	160	4	an	an	DET
bracis-19062	160	5	adequate	adequate	ADJ
bracis-19062	160	6	generalization	generalization	NOUN
bracis-19062	160	7	of	of	ADP
bracis-19062	160	8	each	each	DET
bracis-19062	160	9	model	model	NOUN
bracis-19062	160	10	for	for	ADP
bracis-19062	160	11	detecting	detect	VERB
bracis-19062	160	12	pneumonia	pneumonia	NOUN
bracis-19062	160	13	due	due	ADP
bracis-19062	160	14	to	to	ADP
bracis-19062	160	15	covid-19	covid-19	PROPN
bracis-19062	160	16	.	.	PUNCT
bracis-19062	161	1	as	as	ADP
bracis-19062	161	2	for	for	ADP
bracis-19062	161	3	sensitivity	sensitivity	NOUN
bracis-19062	161	4	,	,	PUNCT
bracis-19062	161	5	which	which	PRON
bracis-19062	161	6	measures	measure	VERB
bracis-19062	161	7	the	the	DET
bracis-19062	161	8	ability	ability	NOUN
bracis-19062	161	9	to	to	PART
bracis-19062	161	10	classify	classify	VERB
bracis-19062	161	11	positive	positive	ADJ
bracis-19062	161	12	classes	class	NOUN
bracis-19062	161	13	correctly	correctly	ADV
bracis-19062	161	14	,	,	PUNCT
bracis-19062	161	15	the	the	DET
bracis-19062	161	16	models	model	NOUN
bracis-19062	161	17	differ	differ	VERB
bracis-19062	161	18	by	by	ADP
bracis-19062	161	19	3.96	3.96	NUM
bracis-19062	161	20	%	%	NOUN
bracis-19062	161	21	.	.	PUNCT
bracis-19062	162	1	the	the	DET
bracis-19062	162	2	maximum	maximum	ADJ
bracis-19062	162	3	variation	variation	NOUN
bracis-19062	162	4	between	between	ADP
bracis-19062	162	5	models	model	NOUN
bracis-19062	162	6	for	for	ADP
bracis-19062	162	7	specificity	specificity	NOUN
bracis-19062	162	8	was	be	AUX
bracis-19062	162	9	3.83	3.83	NUM
bracis-19062	162	10	%	%	NOUN
bracis-19062	162	11	.	.	PUNCT
bracis-19062	163	1	in	in	ADP
bracis-19062	163	2	general	general	ADJ
bracis-19062	163	3	,	,	PUNCT
bracis-19062	163	4	for	for	ADP
bracis-19062	163	5	the	the	DET
bracis-19062	163	6	chest	chest	NOUN
bracis-19062	163	7	xr	xr	PROPN
bracis-19062	163	8	classification	classification	PROPN
bracis-19062	163	9	,	,	PUNCT
bracis-19062	163	10	the	the	DET
bracis-19062	163	11	resnet50v2	resnet50v2	PROPN
bracis-19062	163	12	and	and	CCONJ
bracis-19062	163	13	vgg16	vgg16	NOUN
bracis-19062	163	14	models	model	NOUN
bracis-19062	163	15	showed	show	VERB
bracis-19062	163	16	the	the	DET
bracis-19062	163	17	best	good	ADJ
bracis-19062	163	18	results	result	NOUN
bracis-19062	163	19	.	.	PUNCT
bracis-19062	164	1	this	this	DET
bracis-19062	164	2	better	well	ADJ
bracis-19062	164	3	performance	performance	NOUN
bracis-19062	164	4	can	can	AUX
bracis-19062	164	5	be	be	AUX
bracis-19062	164	6	associated	associate	VERB
bracis-19062	164	7	with	with	ADP
bracis-19062	164	8	the	the	DET
bracis-19062	164	9	organizations	organization	NOUN
bracis-19062	164	10	of	of	ADP
bracis-19062	164	11	the	the	DET
bracis-19062	164	12	models	model	NOUN
bracis-19062	164	13	.	.	PUNCT
bracis-19062	165	1	for	for	ADP
bracis-19062	165	2	resnet50v2	resnet50v2	PROPN
bracis-19062	165	3	,	,	PUNCT
bracis-19062	165	4	we	we	PRON
bracis-19062	165	5	can	can	AUX
bracis-19062	165	6	highlight	highlight	VERB
bracis-19062	165	7	the	the	DET
bracis-19062	165	8	residual	residual	ADJ
bracis-19062	165	9	blocks	block	NOUN
bracis-19062	165	10	that	that	PRON
bracis-19062	165	11	allow	allow	VERB
bracis-19062	165	12	an	an	DET
bracis-19062	165	13	adaptation	adaptation	NOUN
bracis-19062	165	14	of	of	ADP
bracis-19062	165	15	the	the	DET
bracis-19062	165	16	weights	weight	NOUN
bracis-19062	165	17	to	to	PART
bracis-19062	165	18	remove	remove	VERB
bracis-19062	165	19	filters	filter	NOUN
bracis-19062	165	20	that	that	PRON
bracis-19062	165	21	were	be	AUX
bracis-19062	165	22	not	not	PART
bracis-19062	165	23	useful	useful	ADJ
bracis-19062	165	24	for	for	ADP
bracis-19062	165	25	the	the	DET
bracis-19062	165	26	final	final	ADJ
bracis-19062	165	27	decision	decision	NOUN
bracis-19062	165	28	[	[	X
bracis-19062	165	29	13	13	NUM
bracis-19062	165	30	]	]	PUNCT
bracis-19062	165	31	.	.	PUNCT
bracis-19062	166	1	as	as	ADP
bracis-19062	166	2	for	for	ADP
bracis-19062	166	3	vgg16	vgg16	NOUN
bracis-19062	166	4	,	,	PUNCT
bracis-19062	166	5	the	the	DET
bracis-19062	166	6	performance	performance	NOUN
bracis-19062	166	7	may	may	AUX
bracis-19062	166	8	indicate	indicate	VERB
bracis-19062	166	9	that	that	SCONJ
bracis-19062	166	10	the	the	DET
bracis-19062	166	11	classification	classification	NOUN
bracis-19062	166	12	of	of	ADP
bracis-19062	166	13	xr	xr	PROPN
bracis-19062	166	14	resources	resource	NOUN
bracis-19062	166	15	from	from	ADP
bracis-19062	166	16	lower	low	ADJ
bracis-19062	166	17	levels	level	NOUN
bracis-19062	166	18	,	,	PUNCT
bracis-19062	166	19	such	such	ADJ
bracis-19062	166	20	as	as	ADP
bracis-19062	166	21	more	more	ADJ
bracis-19062	166	22	basic	basic	ADJ
bracis-19062	166	23	forms	form	NOUN
bracis-19062	166	24	,	,	PUNCT
bracis-19062	166	25	is	be	AUX
bracis-19062	166	26	better	well	ADJ
bracis-19062	166	27	to	to	PART
bracis-19062	166	28	differentiate	differentiate	VERB
bracis-19062	166	29	viral	viral	ADJ
bracis-19062	166	30	pneumonia	pneumonia	NOUN
bracis-19062	166	31	,	,	PUNCT
bracis-19062	166	32	bacterial	bacterial	ADJ
bracis-19062	166	33	pneumonia	pneumonia	NOUN
bracis-19062	166	34	,	,	PUNCT
bracis-19062	166	35	covid-19	covid-19	PROPN
bracis-19062	166	36	,	,	PUNCT
bracis-19062	166	37	and	and	CCONJ
bracis-19062	166	38	normal	normal	ADJ
bracis-19062	166	39	.	.	PUNCT
bracis-19062	167	1	however	however	ADV
bracis-19062	167	2	,	,	PUNCT
bracis-19062	167	3	the	the	DET
bracis-19062	167	4	vgg16	vgg16	NOUN
bracis-19062	167	5	is	be	AUX
bracis-19062	167	6	computationally	computationally	ADV
bracis-19062	167	7	heavier	heavy	ADJ
bracis-19062	167	8	and	and	CCONJ
bracis-19062	167	9	requires	require	VERB
bracis-19062	167	10	more	more	ADJ
bracis-19062	167	11	training	training	NOUN
bracis-19062	167	12	time	time	NOUN
bracis-19062	167	13	.	.	PUNCT
bracis-19062	168	1	also	also	ADV
bracis-19062	168	2	,	,	PUNCT
bracis-19062	168	3	vgg16	vgg16	PROPN
bracis-19062	168	4	has	have	VERB
bracis-19062	168	5	a	a	DET
bracis-19062	168	6	vanishing	vanish	VERB
bracis-19062	168	7	gradient	gradient	NOUN
bracis-19062	168	8	problem	problem	NOUN
bracis-19062	168	9	.	.	PUNCT
bracis-19062	169	1	figure	figure	NOUN
bracis-19062	169	2	 	 	SPACE
bracis-19062	169	3	4	4	NUM
bracis-19062	169	4	presents	present	VERB
bracis-19062	169	5	the	the	DET
bracis-19062	169	6	roc	roc	PROPN
bracis-19062	169	7	curves	curve	NOUN
bracis-19062	169	8	for	for	ADP
bracis-19062	169	9	each	each	DET
bracis-19062	169	10	fold	fold	NOUN
bracis-19062	169	11	and	and	CCONJ
bracis-19062	169	12	model	model	NOUN
bracis-19062	169	13	in	in	ADP
bracis-19062	169	14	the	the	DET
bracis-19062	169	15	test	test	NOUN
bracis-19062	169	16	fold	fold	NOUN
bracis-19062	169	17	.	.	PUNCT
bracis-19062	170	1	when	when	SCONJ
bracis-19062	170	2	comparing	compare	VERB
bracis-19062	170	3	the	the	DET
bracis-19062	170	4	accuracy	accuracy	NOUN
bracis-19062	170	5	,	,	PUNCT
bracis-19062	170	6	sensitivity	sensitivity	NOUN
bracis-19062	170	7	,	,	PUNCT
bracis-19062	170	8	specificity	specificity	NOUN
bracis-19062	170	9	,	,	PUNCT
bracis-19062	170	10	and	and	CCONJ
bracis-19062	170	11	f1	f1	ADJ
bracis-19062	170	12	-	-	PUNCT
bracis-19062	170	13	score	score	NOUN
bracis-19062	170	14	metrics	metric	NOUN
bracis-19062	170	15	,	,	PUNCT
bracis-19062	170	16	the	the	DET
bracis-19062	170	17	area	area	NOUN
bracis-19062	170	18	under	under	ADP
bracis-19062	170	19	the	the	DET
bracis-19062	170	20	roc	roc	PROPN
bracis-19062	170	21	curve	curve	NOUN
bracis-19062	170	22	(	(	PUNCT
bracis-19062	170	23	auc	auc	NOUN
bracis-19062	170	24	)	)	PUNCT
bracis-19062	170	25	showed	show	VERB
bracis-19062	170	26	the	the	DET
bracis-19062	170	27	greatest	great	ADJ
bracis-19062	170	28	stability	stability	NOUN
bracis-19062	170	29	,	,	PUNCT
bracis-19062	170	30	with	with	ADP
bracis-19062	170	31	a	a	DET
bracis-19062	170	32	variation	variation	NOUN
bracis-19062	170	33	of	of	ADP
bracis-19062	170	34	only	only	ADJ
bracis-19062	170	35	\(\pm	\(\pm	PROPN
bracis-19062	170	36	0.80\%\	0.80\%\	PROPN
bracis-19062	170	37	)	)	PUNCT
bracis-19062	170	38	.	.	PUNCT
bracis-19062	171	1	fig	fig	NOUN
bracis-19062	171	2	.	.	PUNCT
bracis-19062	172	1	4	4	X
bracis-19062	172	2	.	.	X
bracis-19062	172	3	classification	classification	NOUN
bracis-19062	172	4	performance	performance	NOUN
bracis-19062	172	5	for	for	ADP
bracis-19062	172	6	each	each	DET
bracis-19062	172	7	fold	fold	NOUN
bracis-19062	172	8	and	and	CCONJ
bracis-19062	172	9	model	model	NOUN
bracis-19062	172	10	in	in	ADP
bracis-19062	172	11	terms	term	NOUN
bracis-19062	172	12	of	of	ADP
bracis-19062	172	13	roc	roc	PROPN
bracis-19062	172	14	curves	curve	NOUN
bracis-19062	172	15	in	in	ADP
bracis-19062	172	16	the	the	DET
bracis-19062	172	17	test	test	NOUN
bracis-19062	172	18	fold	fold	NOUN
bracis-19062	172	19	.	.	PUNCT
bracis-19062	173	1	full	full	ADJ
bracis-19062	173	2	size	size	NOUN
bracis-19062	173	3	image	image	NOUN
bracis-19062	173	4	4.2	4.2	NUM
bracis-19062	173	5	comparison	comparison	NOUN
bracis-19062	173	6	with	with	ADP
bracis-19062	173	7	 	 	SPACE
bracis-19062	173	8	related	relate	VERB
bracis-19062	173	9	work	work	NOUN
bracis-19062	173	10	a	a	DET
bracis-19062	173	11	direct	direct	ADJ
bracis-19062	173	12	quantitative	quantitative	ADJ
bracis-19062	173	13	comparison	comparison	NOUN
bracis-19062	173	14	with	with	ADP
bracis-19062	173	15	related	related	ADJ
bracis-19062	173	16	works	work	NOUN
bracis-19062	173	17	is	be	AUX
bracis-19062	173	18	difficult	difficult	ADJ
bracis-19062	173	19	.	.	PUNCT
bracis-19062	174	1	due	due	ADP
bracis-19062	174	2	to	to	ADP
bracis-19062	174	3	private	private	ADJ
bracis-19062	174	4	datasets	dataset	NOUN
bracis-19062	174	5	,	,	PUNCT
bracis-19062	174	6	methodologies	methodology	NOUN
bracis-19062	174	7	with	with	ADP
bracis-19062	174	8	different	different	ADJ
bracis-19062	174	9	image	image	NOUN
bracis-19062	174	10	cuts	cut	NOUN
bracis-19062	174	11	,	,	PUNCT
bracis-19062	174	12	selecting	select	VERB
bracis-19062	174	13	specific	specific	ADJ
bracis-19062	174	14	aspects	aspect	NOUN
bracis-19062	174	15	of	of	ADP
bracis-19062	174	16	the	the	DET
bracis-19062	174	17	datasets	dataset	NOUN
bracis-19062	174	18	,	,	PUNCT
bracis-19062	174	19	removing	remove	VERB
bracis-19062	174	20	some	some	DET
bracis-19062	174	21	images	image	NOUN
bracis-19062	174	22	,	,	PUNCT
bracis-19062	174	23	and	and	CCONJ
bracis-19062	174	24	with	with	ADP
bracis-19062	174	25	different	different	ADJ
bracis-19062	174	26	classification	classification	NOUN
bracis-19062	174	27	objectives	objective	NOUN
bracis-19062	174	28	.	.	PUNCT
bracis-19062	175	1	in	in	ADP
bracis-19062	175	2	this	this	DET
bracis-19062	175	3	way	way	NOUN
bracis-19062	175	4	,	,	PUNCT
bracis-19062	175	5	we	we	PRON
bracis-19062	175	6	organized	organize	VERB
bracis-19062	175	7	in	in	ADP
bracis-19062	175	8	table	table	NOUN
bracis-19062	175	9	 	 	SPACE
bracis-19062	175	10	4	4	NUM
bracis-19062	175	11	a	a	DET
bracis-19062	175	12	quantitative	quantitative	ADJ
bracis-19062	175	13	comparison	comparison	NOUN
bracis-19062	175	14	with	with	ADP
bracis-19062	175	15	similar	similar	ADJ
bracis-19062	175	16	works	work	NOUN
bracis-19062	175	17	.	.	PUNCT
bracis-19062	176	1	table	table	NOUN
bracis-19062	176	2	4	4	NUM
bracis-19062	176	3	.	.	PUNCT
bracis-19062	176	4	comparison	comparison	NOUN
bracis-19062	176	5	with	with	ADP
bracis-19062	176	6	the	the	DET
bracis-19062	176	7	related	relate	VERB
bracis-19062	176	8	works	work	NOUN
bracis-19062	176	9	.	.	PUNCT
bracis-19062	177	1	acc	acc	PROPN
bracis-19062	177	2	is	be	AUX
bracis-19062	177	3	the	the	DET
bracis-19062	177	4	accuracy	accuracy	NOUN
bracis-19062	177	5	,	,	PUNCT
bracis-19062	177	6	sen	sen	PROPN
bracis-19062	177	7	is	be	AUX
bracis-19062	177	8	the	the	DET
bracis-19062	177	9	sensitivity	sensitivity	NOUN
bracis-19062	177	10	,	,	PUNCT
bracis-19062	177	11	spe	spe	PROPN
bracis-19062	177	12	is	be	AUX
bracis-19062	177	13	specificity	specificity	NOUN
bracis-19062	177	14	,	,	PUNCT
bracis-19062	177	15	f1	f1	NOUN
bracis-19062	177	16	is	be	AUX
bracis-19062	177	17	the	the	DET
bracis-19062	177	18	f1	f1	NOUN
bracis-19062	177	19	-	-	PUNCT
bracis-19062	177	20	score	score	NOUN
bracis-19062	177	21	,	,	PUNCT
bracis-19062	177	22	and	and	CCONJ
bracis-19062	177	23	auc	auc	NOUN
bracis-19062	177	24	is	be	AUX
bracis-19062	177	25	the	the	DET
bracis-19062	177	26	area	area	NOUN
bracis-19062	177	27	under	under	ADP
bracis-19062	177	28	the	the	DET
bracis-19062	177	29	roc	roc	PROPN
bracis-19062	177	30	curve.full	curve.full	X
bracis-19062	177	31	size	size	NOUN
bracis-19062	177	32	table	table	NOUN
bracis-19062	177	33	in	in	ADP
bracis-19062	177	34	general	general	ADJ
bracis-19062	177	35	,	,	PUNCT
bracis-19062	177	36	the	the	DET
bracis-19062	177	37	convolutional	convolutional	ADJ
bracis-19062	177	38	architectures	architecture	NOUN
bracis-19062	177	39	evaluated	evaluate	VERB
bracis-19062	177	40	in	in	ADP
bracis-19062	177	41	our	our	PRON
bracis-19062	177	42	work	work	NOUN
bracis-19062	177	43	achieved	achieve	VERB
bracis-19062	177	44	performance	performance	NOUN
bracis-19062	177	45	similar	similar	ADJ
bracis-19062	177	46	to	to	ADP
bracis-19062	177	47	the	the	DET
bracis-19062	177	48	works	work	NOUN
bracis-19062	177	49	that	that	PRON
bracis-19062	177	50	perform	perform	VERB
bracis-19062	177	51	multiclassification	multiclassification	NOUN
bracis-19062	177	52	[	[	X
bracis-19062	177	53	1	1	NUM
bracis-19062	177	54	,	,	PUNCT
bracis-19062	177	55	17	17	NUM
bracis-19062	177	56	,	,	PUNCT
bracis-19062	177	57	21	21	NUM
bracis-19062	177	58	]	]	PUNCT
bracis-19062	177	59	.	.	PUNCT
bracis-19062	178	1	if	if	SCONJ
bracis-19062	178	2	compared	compare	VERB
bracis-19062	178	3	to	to	ADP
bracis-19062	178	4	works	work	NOUN
bracis-19062	178	5	that	that	PRON
bracis-19062	178	6	perform	perform	VERB
bracis-19062	178	7	binary	binary	ADJ
bracis-19062	178	8	classification	classification	NOUN
bracis-19062	178	9	,	,	PUNCT
bracis-19062	178	10	the	the	DET
bracis-19062	178	11	difference	difference	NOUN
bracis-19062	178	12	for	for	ADP
bracis-19062	178	13	accuracy	accuracy	NOUN
bracis-19062	178	14	is	be	AUX
bracis-19062	178	15	±13	±13	X
bracis-19062	178	16	%	%	NOUN
bracis-19062	178	17	.	.	PUNCT
bracis-19062	179	1	however	however	ADV
bracis-19062	179	2	,	,	PUNCT
bracis-19062	179	3	the	the	DET
bracis-19062	179	4	work	work	NOUN
bracis-19062	179	5	with	with	ADP
bracis-19062	179	6	the	the	DET
bracis-19062	179	7	best	good	ADJ
bracis-19062	179	8	accuracy	accuracy	NOUN
bracis-19062	179	9	uses	use	VERB
bracis-19062	179	10	a	a	DET
bracis-19062	179	11	reduced	reduced	ADJ
bracis-19062	179	12	set	set	NOUN
bracis-19062	179	13	of	of	ADP
bracis-19062	179	14	positive	positive	ADJ
bracis-19062	179	15	images	image	NOUN
bracis-19062	179	16	for	for	ADP
bracis-19062	179	17	covid-19	covid-19	PROPN
bracis-19062	179	18	(	(	PUNCT
bracis-19062	179	19	250	250	NUM
bracis-19062	179	20	images	image	NOUN
bracis-19062	179	21	)	)	PUNCT
bracis-19062	179	22	out	out	ADP
bracis-19062	179	23	of	of	ADP
bracis-19062	179	24	a	a	DET
bracis-19062	179	25	total	total	NOUN
bracis-19062	179	26	of	of	ADP
bracis-19062	179	27	6523	6523	NUM
bracis-19062	179	28	[	[	X
bracis-19062	179	29	6	6	NUM
bracis-19062	179	30	]	]	PUNCT
bracis-19062	179	31	.	.	PUNCT
bracis-19062	180	1	thus	thus	ADV
bracis-19062	180	2	,	,	PUNCT
bracis-19062	180	3	the	the	DET
bracis-19062	180	4	dataset	dataset	NOUN
bracis-19062	180	5	used	use	VERB
bracis-19062	180	6	in	in	ADP
bracis-19062	180	7	the	the	DET
bracis-19062	180	8	work	work	NOUN
bracis-19062	180	9	is	be	AUX
bracis-19062	180	10	not	not	PART
bracis-19062	180	11	balanced	balanced	ADJ
bracis-19062	180	12	and	and	CCONJ
bracis-19062	180	13	may	may	AUX
bracis-19062	180	14	indicate	indicate	VERB
bracis-19062	180	15	a	a	DET
bracis-19062	180	16	bias	bias	NOUN
bracis-19062	180	17	in	in	ADP
bracis-19062	180	18	the	the	DET
bracis-19062	180	19	study	study	NOUN
bracis-19062	180	20	.	.	PUNCT
bracis-19062	181	1	this	this	DET
bracis-19062	181	2	bias	bias	NOUN
bracis-19062	181	3	may	may	AUX
bracis-19062	181	4	be	be	AUX
bracis-19062	181	5	associated	associate	VERB
bracis-19062	181	6	with	with	ADP
bracis-19062	181	7	a	a	DET
bracis-19062	181	8	lower	low	ADJ
bracis-19062	181	9	sensitivity	sensitivity	NOUN
bracis-19062	181	10	(	(	PUNCT
bracis-19062	181	11	87.00	87.00	NUM
bracis-19062	181	12	%	%	NOUN
bracis-19062	181	13	)	)	PUNCT
bracis-19062	181	14	of	of	ADP
bracis-19062	181	15	the	the	DET
bracis-19062	181	16	study	study	NOUN
bracis-19062	181	17	compared	compare	VERB
bracis-19062	181	18	to	to	ADP
bracis-19062	181	19	other	other	ADJ
bracis-19062	181	20	metrics	metric	NOUN
bracis-19062	181	21	.	.	PUNCT
bracis-19062	182	1	the	the	DET
bracis-19062	182	2	sensitivity	sensitivity	NOUN
bracis-19062	182	3	was	be	AUX
bracis-19062	182	4	similar	similar	ADJ
bracis-19062	182	5	to	to	ADP
bracis-19062	182	6	the	the	DET
bracis-19062	182	7	other	other	ADJ
bracis-19062	182	8	studies	study	NOUN
bracis-19062	182	9	,	,	PUNCT
bracis-19062	182	10	except	except	SCONJ
bracis-19062	182	11	for	for	ADP
bracis-19062	182	12	the	the	DET
bracis-19062	182	13	work	work	NOUN
bracis-19062	182	14	with	with	ADP
bracis-19062	182	15	100	100	NUM
bracis-19062	182	16	%	%	NOUN
bracis-19062	182	17	sensitivity	sensitivity	NOUN
bracis-19062	182	18	[	[	X
bracis-19062	182	19	1	1	NUM
bracis-19062	182	20	]	]	PUNCT
bracis-19062	182	21	.	.	PUNCT
bracis-19062	183	1	however	however	ADV
bracis-19062	183	2	,	,	PUNCT
bracis-19062	183	3	the	the	DET
bracis-19062	183	4	size	size	NOUN
bracis-19062	183	5	of	of	ADP
bracis-19062	183	6	the	the	DET
bracis-19062	183	7	dataset	dataset	NOUN
bracis-19062	183	8	used	use	VERB
bracis-19062	183	9	in	in	ADP
bracis-19062	183	10	the	the	DET
bracis-19062	183	11	study	study	NOUN
bracis-19062	183	12	(	(	PUNCT
bracis-19062	183	13	196	196	NUM
bracis-19062	183	14	xr	xr	PROPN
bracis-19062	183	15	images	image	NOUN
bracis-19062	183	16	)	)	PUNCT
bracis-19062	183	17	can	can	AUX
bracis-19062	183	18	influence	influence	VERB
bracis-19062	183	19	the	the	DET
bracis-19062	183	20	results	result	NOUN
bracis-19062	183	21	of	of	ADP
bracis-19062	183	22	the	the	DET
bracis-19062	183	23	method	method	NOUN
bracis-19062	183	24	.	.	PUNCT
bracis-19062	184	1	in	in	ADP
bracis-19062	184	2	addition	addition	NOUN
bracis-19062	184	3	,	,	PUNCT
bracis-19062	184	4	the	the	DET
bracis-19062	184	5	method	method	NOUN
bracis-19062	184	6	proposed	propose	VERB
bracis-19062	184	7	by	by	ADP
bracis-19062	184	8	[	[	X
bracis-19062	184	9	1	1	X
bracis-19062	184	10	]	]	PUNCT
bracis-19062	184	11	is	be	AUX
bracis-19062	184	12	more	more	ADV
bracis-19062	184	13	complex	complex	ADJ
bracis-19062	184	14	compared	compare	VERB
bracis-19062	184	15	to	to	ADP
bracis-19062	184	16	the	the	DET
bracis-19062	184	17	proposed	propose	VERB
bracis-19062	184	18	in	in	ADP
bracis-19062	184	19	our	our	PRON
bracis-19062	184	20	study	study	NOUN
bracis-19062	184	21	.	.	PUNCT
bracis-19062	185	1	in	in	ADP
bracis-19062	185	2	this	this	DET
bracis-19062	185	3	way	way	NOUN
bracis-19062	185	4	,	,	PUNCT
bracis-19062	185	5	we	we	PRON
bracis-19062	185	6	can	can	AUX
bracis-19062	185	7	highlight	highlight	VERB
bracis-19062	185	8	that	that	SCONJ
bracis-19062	185	9	our	our	PRON
bracis-19062	185	10	method	method	NOUN
bracis-19062	185	11	use	use	VERB
bracis-19062	185	12	a	a	DET
bracis-19062	185	13	balanced	balanced	ADJ
bracis-19062	185	14	dataset	dataset	NOUN
bracis-19062	185	15	.	.	PUNCT
bracis-19062	186	1	we	we	PRON
bracis-19062	186	2	also	also	ADV
bracis-19062	186	3	use	use	VERB
bracis-19062	186	4	stratified	stratified	ADJ
bracis-19062	186	5	k	k	ADJ
bracis-19062	186	6	-	-	ADJ
bracis-19062	186	7	fold	fold	ADJ
bracis-19062	186	8	cross	cross	NOUN
bracis-19062	186	9	-	-	NOUN
bracis-19062	186	10	validation	validation	NOUN
bracis-19062	186	11	for	for	ADP
bracis-19062	186	12	models	model	NOUN
bracis-19062	186	13	training	training	NOUN
bracis-19062	186	14	.	.	PUNCT
bracis-19062	187	1	in	in	ADP
bracis-19062	187	2	this	this	DET
bracis-19062	187	3	way	way	NOUN
bracis-19062	187	4	,	,	PUNCT
bracis-19062	187	5	we	we	PRON
bracis-19062	187	6	can	can	AUX
bracis-19062	187	7	assess	assess	VERB
bracis-19062	187	8	the	the	DET
bracis-19062	187	9	stability	stability	NOUN
bracis-19062	187	10	of	of	ADP
bracis-19062	187	11	the	the	DET
bracis-19062	187	12	assessment	assessment	NOUN
bracis-19062	187	13	metrics	metric	NOUN
bracis-19062	187	14	and	and	CCONJ
bracis-19062	187	15	the	the	DET
bracis-19062	187	16	confidence	confidence	NOUN
bracis-19062	187	17	interval	interval	NOUN
bracis-19062	187	18	.	.	PUNCT
bracis-19062	188	1	finally	finally	ADV
bracis-19062	188	2	,	,	PUNCT
bracis-19062	188	3	the	the	DET
bracis-19062	188	4	trained	train	VERB
bracis-19062	188	5	models	model	NOUN
bracis-19062	188	6	and	and	CCONJ
bracis-19062	188	7	source	source	NOUN
bracis-19062	188	8	code	code	NOUN
bracis-19062	188	9	is	be	AUX
bracis-19062	188	10	available	available	ADJ
bracis-19062	188	11	on	on	ADP
bracis-19062	188	12	github	github	PROPN
bracis-19062	188	13	[	[	X
bracis-19062	188	14	hidden	hide	VERB
bracis-19062	188	15	ref	ref	NOUN
bracis-19062	188	16	.	.	PUNCT
bracis-19062	189	1	]	]	PUNCT
bracis-19062	189	2	.	.	PUNCT
bracis-19062	190	1	5	5	NUM
bracis-19062	190	2	conclusion	conclusion	NOUN
bracis-19062	190	3	this	this	DET
bracis-19062	190	4	article	article	NOUN
bracis-19062	190	5	compared	compare	VERB
bracis-19062	190	6	six	six	NUM
bracis-19062	190	7	convolutional	convolutional	ADJ
bracis-19062	190	8	architectures	architecture	NOUN
bracis-19062	190	9	for	for	ADP
bracis-19062	190	10	the	the	DET
bracis-19062	190	11	detection	detection	NOUN
bracis-19062	190	12	of	of	ADP
bracis-19062	190	13	pneumonia	pneumonia	NOUN
bracis-19062	190	14	due	due	ADP
bracis-19062	190	15	to	to	ADP
bracis-19062	190	16	covid-19	covid-19	PROPN
bracis-19062	190	17	in	in	ADP
bracis-19062	190	18	chest	chest	NOUN
bracis-19062	190	19	xr	xr	PROPN
bracis-19062	190	20	images	image	NOUN
bracis-19062	190	21	.	.	PUNCT
bracis-19062	191	1	in	in	ADP
bracis-19062	191	2	order	order	NOUN
bracis-19062	191	3	to	to	PART
bracis-19062	191	4	improve	improve	VERB
bracis-19062	191	5	the	the	DET
bracis-19062	191	6	generalizability	generalizability	NOUN
bracis-19062	191	7	of	of	ADP
bracis-19062	191	8	the	the	DET
bracis-19062	191	9	results	result	NOUN
bracis-19062	191	10	,	,	PUNCT
bracis-19062	191	11	we	we	PRON
bracis-19062	191	12	apply	apply	VERB
bracis-19062	191	13	a	a	DET
bracis-19062	191	14	set	set	NOUN
bracis-19062	191	15	of	of	ADP
bracis-19062	191	16	preprocessing	preprocesse	VERB
bracis-19062	191	17	techniques	technique	NOUN
bracis-19062	191	18	.	.	PUNCT
bracis-19062	192	1	we	we	PRON
bracis-19062	192	2	use	use	VERB
bracis-19062	192	3	several	several	ADJ
bracis-19062	192	4	models	model	NOUN
bracis-19062	192	5	with	with	ADP
bracis-19062	192	6	pre	pre	ADJ
bracis-19062	192	7	-	-	ADJ
bracis-19062	192	8	trained	train	VERB
bracis-19062	192	9	weights	weight	NOUN
bracis-19062	192	10	for	for	SCONJ
bracis-19062	192	11	the	the	DET
bracis-19062	192	12	imagenet	imagenet	NOUN
bracis-19062	192	13	dataset	dataset	NOUN
bracis-19062	192	14	,	,	PUNCT
bracis-19062	192	15	and	and	CCONJ
bracis-19062	192	16	we	we	PRON
bracis-19062	192	17	propose	propose	VERB
bracis-19062	192	18	the	the	DET
bracis-19062	192	19	classification	classification	NOUN
bracis-19062	192	20	in	in	ADP
bracis-19062	192	21	normal	normal	ADJ
bracis-19062	192	22	cases	case	NOUN
bracis-19062	192	23	,	,	PUNCT
bracis-19062	192	24	viral	viral	ADJ
bracis-19062	192	25	pneumonia	pneumonia	NOUN
bracis-19062	192	26	,	,	PUNCT
bracis-19062	192	27	bacterial	bacterial	ADJ
bracis-19062	192	28	pneumonia	pneumonia	NOUN
bracis-19062	192	29	,	,	PUNCT
bracis-19062	192	30	or	or	CCONJ
bracis-19062	192	31	covid-19	covid-19	PROPN
bracis-19062	192	32	.	.	PUNCT
bracis-19062	193	1	the	the	DET
bracis-19062	193	2	main	main	ADJ
bracis-19062	193	3	scientific	scientific	ADJ
bracis-19062	193	4	contribution	contribution	NOUN
bracis-19062	193	5	of	of	ADP
bracis-19062	193	6	this	this	DET
bracis-19062	193	7	study	study	NOUN
bracis-19062	193	8	was	be	AUX
bracis-19062	193	9	the	the	DET
bracis-19062	193	10	performance	performance	NOUN
bracis-19062	193	11	comparison	comparison	NOUN
bracis-19062	193	12	of	of	ADP
bracis-19062	193	13	the	the	DET
bracis-19062	193	14	densenet121	densenet121	PROPN
bracis-19062	193	15	,	,	PUNCT
bracis-19062	193	16	inceptionresnetv2	inceptionresnetv2	PROPN
bracis-19062	193	17	,	,	PUNCT
bracis-19062	193	18	inceptionv3	inceptionv3	NOUN
bracis-19062	193	19	,	,	PUNCT
bracis-19062	193	20	movilenetv2	movilenetv2	NOUN
bracis-19062	193	21	,	,	PUNCT
bracis-19062	193	22	resnet50	resnet50	NOUN
bracis-19062	193	23	,	,	PUNCT
bracis-19062	193	24	and	and	CCONJ
bracis-19062	193	25	vgg16	vgg16	VERB
bracis-19062	193	26	convolutional	convolutional	ADJ
bracis-19062	193	27	architectures	architecture	NOUN
bracis-19062	193	28	for	for	ADP
bracis-19062	193	29	the	the	DET
bracis-19062	193	30	detection	detection	NOUN
bracis-19062	193	31	pneumonia	pneumonia	NOUN
bracis-19062	193	32	due	due	ADP
bracis-19062	193	33	to	to	ADP
bracis-19062	193	34	covid-19	covid-19	PROPN
bracis-19062	193	35	.	.	PUNCT
bracis-19062	194	1	these	these	DET
bracis-19062	194	2	pre	pre	ADJ
bracis-19062	194	3	-	-	ADJ
bracis-19062	194	4	trained	train	VERB
bracis-19062	194	5	models	model	NOUN
bracis-19062	194	6	can	can	AUX
bracis-19062	194	7	serve	serve	VERB
bracis-19062	194	8	as	as	ADP
bracis-19062	194	9	a	a	DET
bracis-19062	194	10	basis	basis	NOUN
bracis-19062	194	11	for	for	ADP
bracis-19062	194	12	future	future	ADJ
bracis-19062	194	13	studies	study	NOUN
bracis-19062	194	14	and	and	CCONJ
bracis-19062	194	15	provide	provide	VERB
bracis-19062	194	16	a	a	DET
bracis-19062	194	17	second	second	ADJ
bracis-19062	194	18	opinion	opinion	NOUN
bracis-19062	194	19	to	to	ADP
bracis-19062	194	20	the	the	DET
bracis-19062	194	21	radiologist	radiologist	NOUN
bracis-19062	194	22	during	during	ADP
bracis-19062	194	23	xr	xr	PROPN
bracis-19062	194	24	analysis	analysis	NOUN
bracis-19062	194	25	.	.	PUNCT
bracis-19062	195	1	as	as	ADP
bracis-19062	195	2	future	future	ADJ
bracis-19062	195	3	work	work	NOUN
bracis-19062	195	4	,	,	PUNCT
bracis-19062	195	5	we	we	PRON
bracis-19062	195	6	intend	intend	VERB
bracis-19062	195	7	to	to	PART
bracis-19062	195	8	analyze	analyze	VERB
bracis-19062	195	9	the	the	DET
bracis-19062	195	10	influence	influence	NOUN
bracis-19062	195	11	of	of	ADP
bracis-19062	195	12	datasets	dataset	NOUN
bracis-19062	195	13	on	on	ADP
bracis-19062	195	14	the	the	DET
bracis-19062	195	15	characteristics	characteristic	NOUN
bracis-19062	195	16	learning	learning	NOUN
bracis-19062	195	17	of	of	ADP
bracis-19062	195	18	covid-19	covid-19	PROPN
bracis-19062	195	19	xr	xr	PROPN
bracis-19062	195	20	images	image	NOUN
bracis-19062	195	21	,	,	PUNCT
bracis-19062	195	22	analyzing	analyze	VERB
bracis-19062	195	23	whether	whether	SCONJ
bracis-19062	195	24	cnns	cnn	NOUN
bracis-19062	195	25	can	can	AUX
bracis-19062	195	26	generalize	generalize	VERB
bracis-19062	195	27	characteristics	characteristic	NOUN
bracis-19062	195	28	for	for	ADP
bracis-19062	195	29	different	different	ADJ
bracis-19062	195	30	datasets	dataset	NOUN
bracis-19062	195	31	.	.	PUNCT
bracis-19062	196	1	furthermore	furthermore	ADV
bracis-19062	196	2	,	,	PUNCT
bracis-19062	196	3	we	we	PRON
bracis-19062	196	4	hope	hope	VERB
bracis-19062	196	5	to	to	PART
bracis-19062	196	6	investigate	investigate	VERB
bracis-19062	196	7	explainable	explainable	ADJ
bracis-19062	196	8	artificial	artificial	ADJ
bracis-19062	196	9	intelligence	intelligence	NOUN
bracis-19062	196	10	approaches	approach	NOUN
bracis-19062	196	11	to	to	PART
bracis-19062	196	12	convey	convey	VERB
bracis-19062	196	13	specialists	specialist	NOUN
bracis-19062	196	14	the	the	DET
bracis-19062	196	15	features	feature	NOUN
bracis-19062	196	16	present	present	ADJ
bracis-19062	196	17	in	in	ADP
bracis-19062	196	18	the	the	DET
bracis-19062	196	19	images	image	NOUN
bracis-19062	196	20	used	use	VERB
bracis-19062	196	21	to	to	PART
bracis-19062	196	22	form	form	VERB
bracis-19062	196	23	the	the	DET
bracis-19062	196	24	diagnostic	diagnostic	ADJ
bracis-19062	196	25	suggestion	suggestion	NOUN
bracis-19062	196	26	.	.	PUNCT
bracis-19062	197	1	finally	finally	ADV
bracis-19062	197	2	,	,	PUNCT
bracis-19062	197	3	using	use	VERB
bracis-19062	197	4	multimodal	multimodal	NOUN
bracis-19062	197	5	methodologies	methodology	NOUN
bracis-19062	197	6	,	,	PUNCT
bracis-19062	197	7	for	for	ADP
bracis-19062	197	8	example	example	NOUN
bracis-19062	197	9	,	,	PUNCT
bracis-19062	197	10	using	use	VERB
bracis-19062	197	11	clinical	clinical	ADJ
bracis-19062	197	12	data	datum	NOUN
bracis-19062	197	13	and	and	CCONJ
bracis-19062	197	14	images	image	NOUN
bracis-19062	197	15	,	,	PUNCT
bracis-19062	197	16	can	can	AUX
bracis-19062	197	17	be	be	AUX
bracis-19062	197	18	helpful	helpful	ADJ
bracis-19062	197	19	in	in	ADP
bracis-19062	197	20	the	the	DET
bracis-19062	197	21	transparency	transparency	NOUN
bracis-19062	197	22	of	of	ADP
bracis-19062	197	23	diagnostic	diagnostic	ADJ
bracis-19062	197	24	recommendations	recommendation	NOUN
bracis-19062	197	25	.	.	PUNCT
bracis-19062	198	1	references	reference	NOUN
bracis-19062	198	2	abbas	abbas	PROPN
bracis-19062	198	3	,	,	PUNCT
bracis-19062	198	4	a.	a.	PROPN
bracis-19062	198	5	,	,	PUNCT
bracis-19062	198	6	abdelsamea	abdelsamea	PROPN
bracis-19062	198	7	,	,	PUNCT
bracis-19062	198	8	m.m	m.m	PROPN
bracis-19062	198	9	.	.	PROPN
bracis-19062	198	10	,	,	PUNCT
bracis-19062	198	11	gaber	gaber	PROPN
bracis-19062	198	12	,	,	PUNCT
bracis-19062	198	13	m.m	m.m	PROPN
bracis-19062	198	14	.	.	PROPN
bracis-19062	198	15	:	:	PUNCT
bracis-19062	198	16	classification	classification	NOUN
bracis-19062	198	17	of	of	ADP
bracis-19062	198	18	covid-19	covid-19	PROPN
bracis-19062	198	19	in	in	ADP
bracis-19062	198	20	chest	chest	NOUN
bracis-19062	198	21	x	x	NOUN
bracis-19062	198	22	-	-	NOUN
bracis-19062	198	23	ray	ray	NOUN
bracis-19062	198	24	images	image	NOUN
bracis-19062	198	25	using	use	VERB
bracis-19062	198	26	detrac	detrac	NOUN
bracis-19062	198	27	deep	deep	ADJ
bracis-19062	198	28	convolutional	convolutional	ADJ
bracis-19062	198	29	neural	neural	ADJ
bracis-19062	198	30	network	network	NOUN
bracis-19062	198	31	.	.	PUNCT
bracis-19062	199	1	appl	appl	PROPN
bracis-19062	199	2	.	.	PUNCT
bracis-19062	200	1	intell	intell	PROPN
bracis-19062	200	2	.	.	PUNCT
bracis-19062	201	1	51(2	51(2	NUM
bracis-19062	201	2	)	)	PUNCT
bracis-19062	201	3	,	,	PUNCT
bracis-19062	201	4	854–864	854–864	NUM
bracis-19062	201	5	(	(	PUNCT
bracis-19062	201	6	2021	2021	NUM
bracis-19062	201	7	)	)	PUNCT
bracis-19062	201	8	article	article	NOUN
bracis-19062	201	9	  	  	SPACE
bracis-19062	201	10	google	google	PROPN
bracis-19062	201	11	scholar	scholar	NOUN
bracis-19062	201	12	  	  	SPACE
bracis-19062	201	13	ai	ai	NOUN
bracis-19062	201	14	,	,	PUNCT
bracis-19062	201	15	t.	t.	PROPN
bracis-19062	201	16	,	,	PUNCT
bracis-19062	201	17	et	et	PROPN
bracis-19062	201	18	al	al	PROPN
bracis-19062	201	19	.	.	PUNCT
bracis-19062	201	20	:	:	PUNCT
bracis-19062	202	1	correlation	correlation	NOUN
bracis-19062	202	2	of	of	ADP
bracis-19062	202	3	chest	chest	NOUN
bracis-19062	202	4	ct	ct	PROPN
bracis-19062	202	5	and	and	CCONJ
bracis-19062	202	6	rt	rt	ADJ
bracis-19062	202	7	-	-	PUNCT
bracis-19062	202	8	pcr	pcr	ADJ
bracis-19062	202	9	testing	testing	NOUN
bracis-19062	202	10	for	for	ADP
bracis-19062	202	11	coronavirus	coronavirus	NOUN
bracis-19062	202	12	disease	disease	NOUN
bracis-19062	202	13	2019	2019	NUM
bracis-19062	202	14	(	(	PUNCT
bracis-19062	202	15	covid-19	covid-19	PROPN
bracis-19062	202	16	)	)	PUNCT
bracis-19062	202	17	in	in	ADP
bracis-19062	202	18	china	china	PROPN
bracis-19062	202	19	:	:	PUNCT
bracis-19062	202	20	a	a	DET
bracis-19062	202	21	report	report	NOUN
bracis-19062	202	22	of	of	ADP
bracis-19062	202	23	1014	1014	NUM
bracis-19062	202	24	cases	case	NOUN
bracis-19062	202	25	.	.	PUNCT
bracis-19062	203	1	radiology	radiology	NOUN
bracis-19062	203	2	296(2	296(2	NUM
bracis-19062	203	3	)	)	PUNCT
bracis-19062	203	4	,	,	PUNCT
bracis-19062	203	5	e32	e32	PROPN
bracis-19062	203	6	–	–	PUNCT
bracis-19062	203	7	e40	e40	PROPN
bracis-19062	203	8	(	(	PUNCT
bracis-19062	203	9	2020	2020	NUM
bracis-19062	203	10	)	)	PUNCT
bracis-19062	203	11	.	.	PUNCT
bracis-19062	204	1	https://doi.org/10.1148/radiol.2020200642	https://doi.org/10.1148/radiol.2020200642	ADJ
bracis-19062	204	2	article	article	PROPN
bracis-19062	204	3	  	  	SPACE
bracis-19062	204	4	google	google	PROPN
bracis-19062	204	5	scholar	scholar	NOUN
bracis-19062	204	6	  	  	SPACE
bracis-19062	204	7	andersen	andersen	PROPN
bracis-19062	204	8	,	,	PUNCT
bracis-19062	204	9	k.g	k.g	PROPN
bracis-19062	204	10	.	.	PROPN
bracis-19062	204	11	,	,	PUNCT
bracis-19062	204	12	rambaut	rambaut	PROPN
bracis-19062	204	13	,	,	PUNCT
bracis-19062	204	14	a.	a.	NOUN
bracis-19062	204	15	,	,	PUNCT
bracis-19062	204	16	lipkin	lipkin	PROPN
bracis-19062	204	17	,	,	PUNCT
bracis-19062	204	18	w.i	w.i	PROPN
bracis-19062	204	19	.	.	PROPN
bracis-19062	204	20	,	,	PUNCT
bracis-19062	204	21	holmes	holmes	PROPN
bracis-19062	204	22	,	,	PUNCT
bracis-19062	204	23	e.c	e.c	PROPN
bracis-19062	204	24	.	.	PROPN
bracis-19062	204	25	,	,	PUNCT
bracis-19062	204	26	garry	garry	PROPN
bracis-19062	204	27	,	,	PUNCT
bracis-19062	204	28	r.f	r.f	PROPN
bracis-19062	204	29	.	.	PROPN
bracis-19062	204	30	:	:	PUNCT
bracis-19062	205	1	the	the	DET
bracis-19062	205	2	proximal	proximal	ADJ
bracis-19062	205	3	origin	origin	NOUN
bracis-19062	205	4	of	of	ADP
bracis-19062	205	5	sars	sar	NOUN
bracis-19062	205	6	-	-	PUNCT
bracis-19062	205	7	cov-2	cov-2	NOUN
bracis-19062	205	8	.	.	PUNCT
bracis-19062	206	1	nat	nat	PROPN
bracis-19062	206	2	.	.	PUNCT
bracis-19062	207	1	med	med	PROPN
bracis-19062	207	2	.	.	PUNCT
bracis-19062	207	3	26(4	26(4	NUM
bracis-19062	207	4	)	)	PUNCT
bracis-19062	207	5	,	,	PUNCT
bracis-19062	207	6	450–452	450–452	NUM
bracis-19062	207	7	(	(	PUNCT
bracis-19062	207	8	2020	2020	NUM
bracis-19062	207	9	)	)	PUNCT
bracis-19062	207	10	article	article	NOUN
bracis-19062	207	11	  	  	SPACE
bracis-19062	207	12	google	google	PROPN
bracis-19062	207	13	scholar	scholar	NOUN
bracis-19062	207	14	  	  	SPACE
bracis-19062	207	15	borghesi	borghesi	NOUN
bracis-19062	207	16	,	,	PUNCT
bracis-19062	207	17	a.	a.	NOUN
bracis-19062	207	18	,	,	PUNCT
bracis-19062	207	19	maroldi	maroldi	NOUN
bracis-19062	207	20	,	,	PUNCT
bracis-19062	207	21	r.	r.	PROPN
bracis-19062	207	22	:	:	PUNCT
bracis-19062	207	23	covid-19	covid-19	PROPN
bracis-19062	207	24	outbreak	outbreak	NOUN
bracis-19062	207	25	in	in	ADP
bracis-19062	207	26	italy	italy	PROPN
bracis-19062	207	27	:	:	PUNCT
bracis-19062	207	28	experimental	experimental	ADJ
bracis-19062	207	29	chest	chest	NOUN
bracis-19062	207	30	x	x	NOUN
bracis-19062	207	31	-	-	NOUN
bracis-19062	207	32	ray	ray	NOUN
bracis-19062	207	33	scoring	scoring	NOUN
bracis-19062	207	34	system	system	NOUN
bracis-19062	207	35	for	for	ADP
bracis-19062	207	36	quantifying	quantify	VERB
bracis-19062	207	37	and	and	CCONJ
bracis-19062	207	38	monitoring	monitor	VERB
bracis-19062	207	39	disease	disease	NOUN
bracis-19062	207	40	progression	progression	NOUN
bracis-19062	207	41	.	.	PUNCT
bracis-19062	208	1	la	la	DET
bracis-19062	208	2	radiologia	radiologia	PROPN
bracis-19062	208	3	medica	medica	NOUN
bracis-19062	208	4	125(5	125(5	NUM
bracis-19062	208	5	)	)	PUNCT
bracis-19062	208	6	,	,	PUNCT
bracis-19062	208	7	509–513	509–513	NUM
bracis-19062	208	8	(	(	PUNCT
bracis-19062	208	9	2020	2020	NUM
bracis-19062	208	10	)	)	PUNCT
bracis-19062	208	11	article	article	NOUN
bracis-19062	208	12	  	  	SPACE
bracis-19062	208	13	google	google	PROPN
bracis-19062	208	14	scholar	scholar	NOUN
bracis-19062	208	15	  	  	SPACE
bracis-19062	208	16	brasil	brasil	PROPN
bracis-19062	208	17	,	,	PUNCT
bracis-19062	208	18	m.d.s	m.d.s	NOUN
bracis-19062	208	19	.	.	PUNCT
bracis-19062	208	20	:	:	PUNCT
bracis-19062	208	21	boletim	boletim	ADJ
bracis-19062	208	22	epidemiológico	epidemiológico	NOUN
bracis-19062	208	23	especial	especial	NOUN
bracis-19062	208	24	:	:	PUNCT
bracis-19062	208	25	doença	doença	NOUN
bracis-19062	208	26	pelo	pelo	PROPN
bracis-19062	208	27	coronavírus	coronavíru	VERB
bracis-19062	208	28	covid-19	covid-19	PROPN
bracis-19062	208	29	(	(	PUNCT
bracis-19062	208	30	2020	2020	NUM
bracis-19062	208	31	)	)	PUNCT
bracis-19062	208	32	.	.	PUNCT
bracis-19062	209	1	https://saude.gov.br/images/pdf/2020/july/22/boletim-epidemiologico-covid-23-final.pdf	https://saude.gov.br/images/pdf/2020/july/22/boletim-epidemiologico-covid-23-final.pdf	PROPN
bracis-19062	209	2	brunese	brunese	PROPN
bracis-19062	209	3	,	,	PUNCT
bracis-19062	209	4	l.	l.	PROPN
bracis-19062	209	5	,	,	PUNCT
bracis-19062	209	6	mercaldo	mercaldo	PROPN
bracis-19062	209	7	,	,	PUNCT
bracis-19062	209	8	f.	f.	PROPN
bracis-19062	209	9	,	,	PUNCT
bracis-19062	209	10	reginelli	reginelli	PROPN
bracis-19062	209	11	,	,	PUNCT
bracis-19062	209	12	a.	a.	NOUN
bracis-19062	209	13	,	,	PUNCT
bracis-19062	209	14	santone	santone	PROPN
bracis-19062	209	15	,	,	PUNCT
bracis-19062	209	16	a.	a.	NOUN
bracis-19062	209	17	:	:	PUNCT
bracis-19062	209	18	explainable	explainable	ADJ
bracis-19062	209	19	deep	deep	ADJ
bracis-19062	209	20	learning	learning	NOUN
bracis-19062	209	21	for	for	ADP
bracis-19062	209	22	pulmonary	pulmonary	ADJ
bracis-19062	209	23	disease	disease	NOUN
bracis-19062	209	24	and	and	CCONJ
bracis-19062	209	25	coronavirus	coronavirus	NOUN
bracis-19062	209	26	covid-19	covid-19	PROPN
bracis-19062	209	27	detection	detection	NOUN
bracis-19062	209	28	from	from	ADP
bracis-19062	209	29	x	x	NOUN
bracis-19062	209	30	-	-	NOUN
bracis-19062	209	31	rays	ray	NOUN
bracis-19062	209	32	.	.	PUNCT
bracis-19062	210	1	comput	comput	NOUN
bracis-19062	210	2	.	.	PUNCT
bracis-19062	211	1	methods	method	NOUN
bracis-19062	211	2	program	program	PROPN
bracis-19062	211	3	.	.	PUNCT
bracis-19062	211	4	biomed	biome	VERB
bracis-19062	211	5	.	.	PUNCT
bracis-19062	212	1	196	196	NUM
bracis-19062	212	2	,	,	PUNCT
bracis-19062	212	3	105608	105608	NUM
bracis-19062	212	4	(	(	PUNCT
bracis-19062	212	5	2020	2020	NUM
bracis-19062	212	6	)	)	PUNCT
bracis-19062	212	7	article	article	NOUN
bracis-19062	212	8	  	  	SPACE
bracis-19062	212	9	google	google	PROPN
bracis-19062	212	10	scholar	scholar	NOUN
bracis-19062	212	11	  	  	SPACE
bracis-19062	212	12	candido	candido	PROPN
bracis-19062	212	13	,	,	PUNCT
bracis-19062	212	14	d.s	d.s	PROPN
bracis-19062	212	15	.	.	PROPN
bracis-19062	212	16	,	,	PUNCT
bracis-19062	212	17	et	et	PROPN
bracis-19062	212	18	al	al	PROPN
bracis-19062	212	19	.	.	PUNCT
bracis-19062	212	20	:	:	PUNCT
bracis-19062	213	1	evolution	evolution	NOUN
bracis-19062	213	2	and	and	CCONJ
bracis-19062	213	3	epidemic	epidemic	NOUN
bracis-19062	213	4	spread	spread	NOUN
bracis-19062	213	5	of	of	ADP
bracis-19062	213	6	sars	sar	NOUN
bracis-19062	213	7	-	-	PUNCT
bracis-19062	213	8	cov-2	cov-2	NOUN
bracis-19062	213	9	in	in	ADP
bracis-19062	213	10	brazil	brazil	PROPN
bracis-19062	213	11	.	.	PUNCT
bracis-19062	214	1	science	science	NOUN
bracis-19062	214	2	369(6508	369(6508	NUM
bracis-19062	214	3	)	)	PUNCT
bracis-19062	214	4	,	,	PUNCT
bracis-19062	214	5	1255–1260	1255–1260	NUM
bracis-19062	214	6	(	(	PUNCT
bracis-19062	214	7	2020	2020	NUM
bracis-19062	214	8	)	)	PUNCT
bracis-19062	214	9	google	google	PROPN
bracis-19062	214	10	scholar	scholar	NOUN
bracis-19062	214	11	  	  	SPACE
bracis-19062	214	12	cdc	cdc	PROPN
bracis-19062	214	13	covid-19	covid-19	PROPN
bracis-19062	214	14	response	response	NOUN
bracis-19062	214	15	team	team	NOUN
bracis-19062	214	16	:	:	PUNCT
bracis-19062	214	17	severe	severe	ADJ
bracis-19062	214	18	outcomes	outcome	NOUN
bracis-19062	214	19	among	among	ADP
bracis-19062	214	20	patients	patient	NOUN
bracis-19062	214	21	with	with	ADP
bracis-19062	214	22	coronavirus	coronavirus	NOUN
bracis-19062	214	23	disease	disease	NOUN
bracis-19062	214	24	2019	2019	NUM
bracis-19062	214	25	(	(	PUNCT
bracis-19062	214	26	covid-19)-united	covid-19)-unite	VERB
bracis-19062	214	27	states	state	NOUN
bracis-19062	214	28	,	,	PUNCT
bracis-19062	214	29	february	february	PROPN
bracis-19062	214	30	12	12	NUM
bracis-19062	214	31	-	-	PUNCT
bracis-19062	214	32	march	march	NOUN
bracis-19062	214	33	16	16	NUM
bracis-19062	214	34	,	,	PUNCT
bracis-19062	214	35	2020	2020	NUM
bracis-19062	214	36	.	.	PUNCT
bracis-19062	215	1	mmwr	mmwr	ADJ
bracis-19062	215	2	morb	morb	NOUN
bracis-19062	215	3	.	.	PUNCT
bracis-19062	216	1	mortal	mortal	ADJ
bracis-19062	216	2	wkly	wkly	ADV
bracis-19062	216	3	.	.	PUNCT
bracis-19062	217	1	rep	rep	PROPN
bracis-19062	217	2	69(12	69(12	PROPN
bracis-19062	217	3	)	)	PUNCT
bracis-19062	217	4	,	,	PUNCT
bracis-19062	217	5	343–346	343–346	NUM
bracis-19062	217	6	(	(	PUNCT
bracis-19062	217	7	2020	2020	NUM
bracis-19062	217	8	)	)	PUNCT
bracis-19062	217	9	google	google	PROPN
bracis-19062	217	10	scholar	scholar	NOUN
bracis-19062	217	11	  	  	SPACE
bracis-19062	217	12	cohen	cohen	PROPN
bracis-19062	217	13	,	,	PUNCT
bracis-19062	217	14	j.p	j.p	PROPN
bracis-19062	217	15	.	.	PROPN
bracis-19062	217	16	,	,	PUNCT
bracis-19062	217	17	et	et	PROPN
bracis-19062	217	18	al	al	PROPN
bracis-19062	217	19	.	.	PUNCT
bracis-19062	217	20	:	:	PUNCT
bracis-19062	218	1	covid-19	covid-19	PROPN
bracis-19062	218	2	image	image	NOUN
bracis-19062	218	3	data	datum	NOUN
bracis-19062	218	4	collection	collection	NOUN
bracis-19062	218	5	:	:	PUNCT
bracis-19062	218	6	prospective	prospective	ADJ
bracis-19062	218	7	predictions	prediction	NOUN
bracis-19062	218	8	are	be	AUX
bracis-19062	218	9	the	the	DET
bracis-19062	218	10	future	future	NOUN
bracis-19062	218	11	(	(	PUNCT
bracis-19062	218	12	2020	2020	NUM
bracis-19062	218	13	)	)	PUNCT
bracis-19062	218	14	google	google	PROPN
bracis-19062	218	15	scholar	scholar	NOUN
bracis-19062	218	16	  	  	SPACE
bracis-19062	218	17	de	de	X
bracis-19062	218	18	fauw	fauw	NOUN
bracis-19062	218	19	,	,	PUNCT
bracis-19062	218	20	j.	j.	PROPN
bracis-19062	218	21	,	,	PUNCT
bracis-19062	218	22	et	et	PROPN
bracis-19062	218	23	al	al	PROPN
bracis-19062	218	24	.	.	PROPN
bracis-19062	218	25	:	:	PUNCT
bracis-19062	218	26	clinically	clinically	ADV
bracis-19062	218	27	applicable	applicable	ADJ
bracis-19062	218	28	deep	deep	ADJ
bracis-19062	218	29	learning	learning	NOUN
bracis-19062	218	30	for	for	ADP
bracis-19062	218	31	diagnosis	diagnosis	NOUN
bracis-19062	218	32	and	and	CCONJ
bracis-19062	218	33	referral	referral	NOUN
bracis-19062	218	34	in	in	ADP
bracis-19062	218	35	retinal	retinal	ADJ
bracis-19062	218	36	disease	disease	NOUN
bracis-19062	218	37	.	.	PUNCT
bracis-19062	219	1	nat	nat	PROPN
bracis-19062	219	2	.	.	PUNCT
bracis-19062	219	3	med	med	PROPN
bracis-19062	219	4	.	.	PUNCT
bracis-19062	220	1	24(9	24(9	NUM
bracis-19062	220	2	)	)	PUNCT
bracis-19062	220	3	,	,	PUNCT
bracis-19062	220	4	1342–1350	1342–1350	NUM
bracis-19062	220	5	(	(	PUNCT
bracis-19062	220	6	2018	2018	NUM
bracis-19062	220	7	)	)	PUNCT
bracis-19062	220	8	article	article	NOUN
bracis-19062	220	9	  	  	SPACE
bracis-19062	220	10	google	google	PROPN
bracis-19062	220	11	scholar	scholar	NOUN
bracis-19062	220	12	  	  	SPACE
bracis-19062	220	13	dong	dong	PROPN
bracis-19062	220	14	,	,	PUNCT
bracis-19062	220	15	e.	e.	PROPN
bracis-19062	220	16	,	,	PUNCT
bracis-19062	220	17	du	du	PROPN
bracis-19062	220	18	,	,	PUNCT
bracis-19062	220	19	h.	h.	PROPN
bracis-19062	220	20	,	,	PUNCT
bracis-19062	220	21	gardner	gardner	PROPN
bracis-19062	220	22	,	,	PUNCT
bracis-19062	220	23	l.	l.	PROPN
bracis-19062	220	24	:	:	PUNCT
bracis-19062	220	25	an	an	DET
bracis-19062	220	26	interactive	interactive	ADJ
bracis-19062	220	27	web	web	NOUN
bracis-19062	220	28	-	-	PUNCT
bracis-19062	220	29	based	base	VERB
bracis-19062	220	30	dashboard	dashboard	NOUN
bracis-19062	220	31	to	to	PART
bracis-19062	220	32	track	track	VERB
bracis-19062	220	33	covid-19	covid-19	PROPN
bracis-19062	220	34	in	in	ADP
bracis-19062	220	35	real	real	ADJ
bracis-19062	220	36	time	time	NOUN
bracis-19062	220	37	.	.	PUNCT
bracis-19062	221	1	lancet	lancet	NOUN
bracis-19062	221	2	.	.	PUNCT
bracis-19062	222	1	infect	infect	VERB
bracis-19062	222	2	.	.	PUNCT
bracis-19062	223	1	dis	dis	PROPN
bracis-19062	223	2	20(5	20(5	NUM
bracis-19062	223	3	)	)	PUNCT
bracis-19062	223	4	,	,	PUNCT
bracis-19062	223	5	533–534	533–534	NUM
bracis-19062	223	6	(	(	PUNCT
bracis-19062	223	7	2020	2020	NUM
bracis-19062	223	8	)	)	PUNCT
bracis-19062	223	9	article	article	NOUN
bracis-19062	223	10	  	  	SPACE
bracis-19062	223	11	google	google	PROPN
bracis-19062	223	12	scholar	scholar	NOUN
bracis-19062	223	13	  	  	SPACE
bracis-19062	223	14	epicovid	epicovid	PROPN
bracis-19062	223	15	:	:	PUNCT
bracis-19062	223	16	covid-19	covid-19	PROPN
bracis-19062	223	17	no	no	DET
bracis-19062	223	18	brasil	brasil	PROPN
bracis-19062	223	19	:	:	PUNCT
bracis-19062	223	20	várias	várias	PROPN
bracis-19062	223	21	epidemias	epidemias	VERB
bracis-19062	223	22	num	num	PROPN
bracis-19062	224	1	só	só	INTJ
bracis-19062	224	2	país	país	X
bracis-19062	224	3	(	(	PUNCT
bracis-19062	224	4	2020	2020	NUM
bracis-19062	224	5	)	)	PUNCT
bracis-19062	224	6	.	.	PUNCT
bracis-19062	225	1	http://epidemio-ufpel.org.br/uploads/downloads/276e0cffc2783c68f57b70920fd2acfb.pdf	http://epidemio-ufpel.org.br/uploads/downloads/276e0cffc2783c68f57b70920fd2acfb.pdf	NOUN
bracis-19062	225	2	he	he	PRON
bracis-19062	225	3	,	,	PUNCT
bracis-19062	225	4	k.	k.	PROPN
bracis-19062	225	5	,	,	PUNCT
bracis-19062	225	6	zhang	zhang	PROPN
bracis-19062	225	7	,	,	PUNCT
bracis-19062	225	8	x.	x.	PROPN
bracis-19062	225	9	,	,	PUNCT
bracis-19062	225	10	ren	ren	PROPN
bracis-19062	225	11	,	,	PUNCT
bracis-19062	225	12	s.	s.	PROPN
bracis-19062	225	13	,	,	PUNCT
bracis-19062	225	14	sun	sun	PROPN
bracis-19062	225	15	,	,	PUNCT
bracis-19062	225	16	j.	j.	PROPN
bracis-19062	225	17	:	:	PUNCT
bracis-19062	225	18	deep	deep	ADJ
bracis-19062	225	19	residual	residual	ADJ
bracis-19062	225	20	learning	learning	NOUN
bracis-19062	225	21	for	for	ADP
bracis-19062	225	22	image	image	NOUN
bracis-19062	225	23	recognition	recognition	NOUN
bracis-19062	225	24	.	.	PUNCT
bracis-19062	226	1	in	in	ADP
bracis-19062	226	2	:	:	PUNCT
bracis-19062	226	3	proceedings	proceeding	NOUN
bracis-19062	226	4	of	of	ADP
bracis-19062	226	5	the	the	DET
bracis-19062	226	6	ieee	ieee	NOUN
bracis-19062	226	7	conference	conference	NOUN
bracis-19062	226	8	on	on	ADP
bracis-19062	226	9	computer	computer	NOUN
bracis-19062	226	10	vision	vision	NOUN
bracis-19062	226	11	and	and	CCONJ
bracis-19062	226	12	pattern	pattern	NOUN
bracis-19062	226	13	recognition	recognition	NOUN
bracis-19062	226	14	,	,	PUNCT
bracis-19062	226	15	pp	pp	ADP
bracis-19062	226	16	.	.	PUNCT
bracis-19062	227	1	770–778	770–778	NUM
bracis-19062	227	2	(	(	PUNCT
bracis-19062	227	3	2016	2016	NUM
bracis-19062	227	4	)	)	PUNCT
bracis-19062	227	5	google	google	PROPN
bracis-19062	227	6	scholar	scholar	NOUN
bracis-19062	227	7	  	  	SPACE
bracis-19062	227	8	hemdan	hemdan	PROPN
bracis-19062	227	9	,	,	PUNCT
bracis-19062	227	10	e.e.d	e.e.d	ADJ
bracis-19062	227	11	.	.	PROPN
bracis-19062	227	12	,	,	PUNCT
bracis-19062	227	13	shouman	shouman	NOUN
bracis-19062	227	14	,	,	PUNCT
bracis-19062	227	15	m.a	m.a	PROPN
bracis-19062	227	16	.	.	PROPN
bracis-19062	227	17	,	,	PUNCT
bracis-19062	227	18	karar	karar	PROPN
bracis-19062	227	19	,	,	PUNCT
bracis-19062	227	20	m.e	m.e	PROPN
bracis-19062	227	21	.	.	PROPN
bracis-19062	227	22	:	:	PUNCT
bracis-19062	227	23	covidx	covidx	NOUN
bracis-19062	227	24	-	-	PUNCT
bracis-19062	227	25	net	net	NOUN
bracis-19062	227	26	:	:	PUNCT
bracis-19062	227	27	a	a	DET
bracis-19062	227	28	framework	framework	NOUN
bracis-19062	227	29	of	of	ADP
bracis-19062	227	30	deep	deep	ADJ
bracis-19062	227	31	learning	learning	NOUN
bracis-19062	227	32	classifiers	classifier	NOUN
bracis-19062	227	33	to	to	PART
bracis-19062	227	34	diagnose	diagnose	VERB
bracis-19062	227	35	covid-19	covid-19	PROPN
bracis-19062	227	36	in	in	ADP
bracis-19062	227	37	x	x	NOUN
bracis-19062	227	38	-	-	NOUN
bracis-19062	227	39	ray	ray	NOUN
bracis-19062	227	40	images	image	NOUN
bracis-19062	227	41	.	.	PUNCT
bracis-19062	228	1	arxiv	arxiv	PROPN
bracis-19062	228	2	preprint	preprint	VERB
bracis-19062	228	3	arxiv:2003.11055	arxiv:2003.11055	NOUN
bracis-19062	228	4	(	(	PUNCT
bracis-19062	228	5	2020	2020	NUM
bracis-19062	228	6	)	)	PUNCT
bracis-19062	228	7	huang	huang	PROPN
bracis-19062	228	8	,	,	PUNCT
bracis-19062	228	9	g.	g.	PROPN
bracis-19062	228	10	,	,	PUNCT
bracis-19062	228	11	liu	liu	PROPN
bracis-19062	228	12	,	,	PUNCT
bracis-19062	228	13	z.	z.	PROPN
bracis-19062	228	14	,	,	PUNCT
bracis-19062	228	15	van	van	PROPN
bracis-19062	228	16	der	der	NOUN
bracis-19062	228	17	maaten	maaten	VERB
bracis-19062	228	18	,	,	PUNCT
bracis-19062	228	19	l.	l.	PROPN
bracis-19062	228	20	,	,	PUNCT
bracis-19062	228	21	weinberger	weinberger	PROPN
bracis-19062	228	22	,	,	PUNCT
bracis-19062	228	23	k.q	k.q	PROPN
bracis-19062	228	24	.	.	PROPN
bracis-19062	228	25	:	:	PUNCT
bracis-19062	228	26	densely	densely	ADV
bracis-19062	228	27	connected	connect	VERB
bracis-19062	228	28	convolutional	convolutional	ADJ
bracis-19062	228	29	networks	network	NOUN
bracis-19062	228	30	.	.	PUNCT
bracis-19062	229	1	in	in	ADP
bracis-19062	229	2	:	:	PUNCT
bracis-19062	229	3	proceedings	proceeding	NOUN
bracis-19062	229	4	of	of	ADP
bracis-19062	229	5	the	the	DET
bracis-19062	229	6	ieee	ieee	NOUN
bracis-19062	229	7	conference	conference	NOUN
bracis-19062	229	8	on	on	ADP
bracis-19062	229	9	computer	computer	NOUN
bracis-19062	229	10	vision	vision	NOUN
bracis-19062	229	11	and	and	CCONJ
bracis-19062	229	12	pattern	pattern	NOUN
bracis-19062	229	13	recognition	recognition	NOUN
bracis-19062	229	14	,	,	PUNCT
bracis-19062	229	15	pp	pp	X
bracis-19062	229	16	.	.	PUNCT
bracis-19062	230	1	4700–4708	4700–4708	NUM
bracis-19062	230	2	(	(	PUNCT
bracis-19062	230	3	2017	2017	NUM
bracis-19062	230	4	)	)	PUNCT
bracis-19062	230	5	google	google	NOUN
bracis-19062	230	6	scholar	scholar	NOUN
bracis-19062	230	7	  	  	SPACE
bracis-19062	230	8	jatobá	jatobá	NOUN
bracis-19062	230	9	,	,	PUNCT
bracis-19062	230	10	a.	a.	NOUN
bracis-19062	230	11	,	,	PUNCT
bracis-19062	230	12	lima	lima	PROPN
bracis-19062	230	13	,	,	PUNCT
bracis-19062	230	14	l.	l.	PROPN
bracis-19062	230	15	,	,	PUNCT
bracis-19062	230	16	amorim	amorim	PROPN
bracis-19062	230	17	,	,	PUNCT
bracis-19062	230	18	l.	l.	PROPN
bracis-19062	230	19	,	,	PUNCT
bracis-19062	230	20	oliveira	oliveira	PROPN
bracis-19062	230	21	,	,	PUNCT
bracis-19062	230	22	m.	m.	NOUN
bracis-19062	230	23	:	:	PUNCT
bracis-19062	230	24	cnn	cnn	PROPN
bracis-19062	230	25	hyperparameter	hyperparameter	NOUN
bracis-19062	230	26	optimization	optimization	NOUN
bracis-19062	230	27	for	for	ADP
bracis-19062	230	28	pulmonary	pulmonary	ADJ
bracis-19062	230	29	nodule	nodule	NOUN
bracis-19062	230	30	classification	classification	NOUN
bracis-19062	230	31	.	.	PUNCT
bracis-19062	231	1	in	in	ADP
bracis-19062	231	2	:	:	PUNCT
bracis-19062	231	3	anais	anais	PROPN
bracis-19062	231	4	do	do	AUX
bracis-19062	231	5	xx	xx	NUM
bracis-19062	231	6	simpósio	simpósio	VERB
bracis-19062	231	7	brasileiro	brasileiro	PROPN
bracis-19062	231	8	de	de	X
bracis-19062	231	9	computação	computação	X
bracis-19062	231	10	aplicada	aplicada	PROPN
bracis-19062	231	11	à	à	X
bracis-19062	231	12	saúde	saúde	PROPN
bracis-19062	231	13	,	,	PUNCT
bracis-19062	231	14	pp	pp	X
bracis-19062	231	15	.	.	PUNCT
bracis-19062	232	1	25–36	25–36	NUM
bracis-19062	232	2	.	.	PUNCT
bracis-19062	233	1	sbc	sbc	PROPN
bracis-19062	233	2	,	,	PUNCT
bracis-19062	233	3	porto	porto	PROPN
bracis-19062	233	4	alegre	alegre	PROPN
bracis-19062	233	5	,	,	PUNCT
bracis-19062	233	6	rs	rs	NOUN
bracis-19062	233	7	,	,	PUNCT
bracis-19062	233	8	brasil	brasil	NOUN
bracis-19062	233	9	(	(	PUNCT
bracis-19062	233	10	2020	2020	NUM
bracis-19062	233	11	)	)	PUNCT
bracis-19062	233	12	.	.	PUNCT
bracis-19062	234	1	https://doi.org/10.5753/sbcas.2020.11499	https://doi.org/10.5753/sbcas.2020.11499	PROPN
bracis-19062	234	2	,	,	PUNCT
bracis-19062	234	3	https://sol.sbc.org.br/index.php/sbcas/article/view/11499	https://sol.sbc.org.br/index.php/sbcas/article/view/11499	PROPN
bracis-19062	234	4	khan	khan	PROPN
bracis-19062	234	5	,	,	PUNCT
bracis-19062	234	6	a.i	a.i	PROPN
bracis-19062	234	7	.	.	PROPN
bracis-19062	234	8	,	,	PUNCT
bracis-19062	234	9	shah	shah	PROPN
bracis-19062	234	10	,	,	PUNCT
bracis-19062	234	11	j.l	j.l	PROPN
bracis-19062	234	12	.	.	PROPN
bracis-19062	234	13	,	,	PUNCT
bracis-19062	234	14	bhat	bhat	PROPN
bracis-19062	234	15	,	,	PUNCT
bracis-19062	234	16	m.m	m.m	PROPN
bracis-19062	234	17	.	.	PROPN
bracis-19062	234	18	:	:	PUNCT
bracis-19062	234	19	coronet	coronet	NOUN
bracis-19062	234	20	:	:	PUNCT
bracis-19062	234	21	a	a	DET
bracis-19062	234	22	deep	deep	ADJ
bracis-19062	234	23	neural	neural	ADJ
bracis-19062	234	24	network	network	NOUN
bracis-19062	234	25	for	for	ADP
bracis-19062	234	26	detection	detection	NOUN
bracis-19062	234	27	and	and	CCONJ
bracis-19062	234	28	diagnosis	diagnosis	NOUN
bracis-19062	234	29	of	of	ADP
bracis-19062	234	30	covid-19	covid-19	PROPN
bracis-19062	234	31	from	from	ADP
bracis-19062	234	32	chest	chest	NOUN
bracis-19062	234	33	x	x	NOUN
bracis-19062	234	34	-	-	NOUN
bracis-19062	234	35	ray	ray	NOUN
bracis-19062	234	36	images	image	NOUN
bracis-19062	234	37	.	.	PUNCT
bracis-19062	235	1	comput	comput	NOUN
bracis-19062	235	2	.	.	PUNCT
bracis-19062	236	1	methods	method	NOUN
bracis-19062	236	2	program	program	PROPN
bracis-19062	236	3	.	.	PUNCT
bracis-19062	236	4	biomed	biome	VERB
bracis-19062	236	5	.	.	PUNCT
bracis-19062	237	1	196	196	NUM
bracis-19062	237	2	,	,	PUNCT
bracis-19062	237	3	105581	105581	NUM
bracis-19062	237	4	(	(	PUNCT
bracis-19062	237	5	2020	2020	NUM
bracis-19062	237	6	)	)	PUNCT
bracis-19062	237	7	article	article	NOUN
bracis-19062	237	8	  	  	SPACE
bracis-19062	237	9	google	google	PROPN
bracis-19062	237	10	scholar	scholar	NOUN
bracis-19062	237	11	  	  	SPACE
bracis-19062	237	12	lakhani	lakhani	NOUN
bracis-19062	237	13	,	,	PUNCT
bracis-19062	237	14	p.	p.	NOUN
bracis-19062	237	15	,	,	PUNCT
bracis-19062	237	16	sundaram	sundaram	PROPN
bracis-19062	237	17	,	,	PUNCT
bracis-19062	237	18	b.	b.	PROPN
bracis-19062	237	19	:	:	PUNCT
bracis-19062	237	20	deep	deep	ADJ
bracis-19062	237	21	learning	learning	NOUN
bracis-19062	237	22	at	at	ADP
bracis-19062	237	23	chest	chest	NOUN
bracis-19062	237	24	radiography	radiography	NOUN
bracis-19062	237	25	:	:	PUNCT
bracis-19062	237	26	automated	automate	VERB
bracis-19062	237	27	classification	classification	NOUN
bracis-19062	237	28	of	of	ADP
bracis-19062	237	29	pulmonary	pulmonary	ADJ
bracis-19062	237	30	tuberculosis	tuberculosis	NOUN
bracis-19062	237	31	by	by	ADP
bracis-19062	237	32	using	use	VERB
bracis-19062	237	33	convolutional	convolutional	ADJ
bracis-19062	237	34	neural	neural	ADJ
bracis-19062	237	35	networks	network	NOUN
bracis-19062	237	36	.	.	PUNCT
bracis-19062	238	1	radiology	radiology	NOUN
bracis-19062	238	2	284(2	284(2	NUM
bracis-19062	238	3	)	)	PUNCT
bracis-19062	238	4	,	,	PUNCT
bracis-19062	238	5	574–582	574–582	NUM
bracis-19062	238	6	(	(	PUNCT
bracis-19062	238	7	2017	2017	NUM
bracis-19062	238	8	)	)	PUNCT
bracis-19062	238	9	article	article	NOUN
bracis-19062	238	10	  	  	SPACE
bracis-19062	238	11	google	google	PROPN
bracis-19062	238	12	scholar	scholar	NOUN
bracis-19062	238	13	  	  	SPACE
bracis-19062	238	14	lee	lee	PROPN
bracis-19062	238	15	,	,	PUNCT
bracis-19062	238	16	e.y	e.y	PROPN
bracis-19062	238	17	.	.	PROPN
bracis-19062	238	18	,	,	PUNCT
bracis-19062	238	19	ng	ng	PROPN
bracis-19062	238	20	,	,	PUNCT
bracis-19062	238	21	m.y	m.y	PROPN
bracis-19062	238	22	.	.	PROPN
bracis-19062	238	23	,	,	PUNCT
bracis-19062	238	24	khong	khong	PROPN
bracis-19062	238	25	,	,	PUNCT
bracis-19062	238	26	p.l	p.l	PROPN
bracis-19062	238	27	.	.	PROPN
bracis-19062	238	28	:	:	PUNCT
bracis-19062	239	1	covid-19	covid-19	PROPN
bracis-19062	239	2	pneumonia	pneumonia	NOUN
bracis-19062	239	3	:	:	PUNCT
bracis-19062	239	4	what	what	PRON
bracis-19062	239	5	has	have	AUX
bracis-19062	239	6	ct	ct	PRON
bracis-19062	239	7	taught	teach	VERB
bracis-19062	239	8	us	we	PRON
bracis-19062	239	9	?	?	PUNCT
bracis-19062	240	1	lancet	lancet	NOUN
bracis-19062	240	2	.	.	PUNCT
bracis-19062	241	1	infect	infect	VERB
bracis-19062	241	2	.	.	PUNCT
bracis-19062	242	1	dis	dis	PROPN
bracis-19062	242	2	20(4	20(4	PROPN
bracis-19062	242	3	)	)	PUNCT
bracis-19062	242	4	,	,	PUNCT
bracis-19062	242	5	384–385	384–385	NUM
bracis-19062	242	6	(	(	PUNCT
bracis-19062	242	7	2020	2020	NUM
bracis-19062	242	8	)	)	PUNCT
bracis-19062	242	9	article	article	NOUN
bracis-19062	242	10	  	  	SPACE
bracis-19062	242	11	google	google	PROPN
bracis-19062	242	12	scholar	scholar	NOUN
bracis-19062	242	13	  	  	SPACE
bracis-19062	242	14	marson	marson	NOUN
bracis-19062	242	15	,	,	PUNCT
bracis-19062	242	16	f.a.l	f.a.l	ADV
bracis-19062	242	17	.	.	PUNCT
bracis-19062	242	18	:	:	PUNCT
bracis-19062	243	1	covid-19	covid-19	PROPN
bracis-19062	243	2	6	6	NUM
bracis-19062	243	3	million	million	NUM
bracis-19062	243	4	cases	case	NOUN
bracis-19062	243	5	worldwide	worldwide	ADV
bracis-19062	243	6	and	and	CCONJ
bracis-19062	243	7	an	an	DET
bracis-19062	243	8	overview	overview	NOUN
bracis-19062	243	9	of	of	ADP
bracis-19062	243	10	the	the	DET
bracis-19062	243	11	diagnosis	diagnosis	NOUN
bracis-19062	243	12	in	in	ADP
bracis-19062	243	13	brazil	brazil	PROPN
bracis-19062	243	14	:	:	PUNCT
bracis-19062	243	15	a	a	DET
bracis-19062	243	16	tragedy	tragedy	NOUN
bracis-19062	243	17	to	to	PART
bracis-19062	243	18	be	be	AUX
bracis-19062	243	19	announced	announce	VERB
bracis-19062	243	20	.	.	PUNCT
bracis-19062	244	1	diagn	diagn	NOUN
bracis-19062	244	2	.	.	PUNCT
bracis-19062	245	1	microbiol	microbiol	PROPN
bracis-19062	245	2	.	.	PUNCT
bracis-19062	246	1	infect	infect	VERB
bracis-19062	246	2	.	.	PUNCT
bracis-19062	247	1	dis	dis	PROPN
bracis-19062	247	2	.	.	PUNCT
bracis-19062	248	1	98(2	98(2	NUM
bracis-19062	248	2	)	)	PUNCT
bracis-19062	248	3	,	,	PUNCT
bracis-19062	248	4	115113	115113	NUM
bracis-19062	248	5	(	(	PUNCT
bracis-19062	248	6	2020	2020	NUM
bracis-19062	248	7	)	)	PUNCT
bracis-19062	248	8	article	article	NOUN
bracis-19062	248	9	  	  	SPACE
bracis-19062	248	10	google	google	PROPN
bracis-19062	248	11	scholar	scholar	NOUN
bracis-19062	248	12	  	  	SPACE
bracis-19062	248	13	ozturk	ozturk	NOUN
bracis-19062	248	14	,	,	PUNCT
bracis-19062	248	15	t.	t.	PROPN
bracis-19062	248	16	,	,	PUNCT
bracis-19062	248	17	talo	talo	PROPN
bracis-19062	248	18	,	,	PUNCT
bracis-19062	248	19	m.	m.	NOUN
bracis-19062	248	20	,	,	PUNCT
bracis-19062	248	21	yildirim	yildirim	PROPN
bracis-19062	248	22	,	,	PUNCT
bracis-19062	248	23	e.a	e.a	PROPN
bracis-19062	248	24	.	.	PROPN
bracis-19062	248	25	,	,	PUNCT
bracis-19062	248	26	baloglu	baloglu	PROPN
bracis-19062	248	27	,	,	PUNCT
bracis-19062	248	28	u.b	u.b	PROPN
bracis-19062	248	29	.	.	PROPN
bracis-19062	248	30	,	,	PUNCT
bracis-19062	248	31	yildirim	yildirim	PROPN
bracis-19062	248	32	,	,	PUNCT
bracis-19062	248	33	o.	o.	PROPN
bracis-19062	248	34	,	,	PUNCT
bracis-19062	248	35	rajendra	rajendra	PROPN
bracis-19062	248	36	acharya	acharya	PROPN
bracis-19062	248	37	,	,	PUNCT
bracis-19062	248	38	u.	u.	PROPN
bracis-19062	248	39	:	:	PUNCT
bracis-19062	248	40	automated	automate	VERB
bracis-19062	248	41	detection	detection	NOUN
bracis-19062	248	42	of	of	ADP
bracis-19062	248	43	covid-19	covid-19	PROPN
bracis-19062	248	44	cases	case	NOUN
bracis-19062	248	45	using	use	VERB
bracis-19062	248	46	deep	deep	ADJ
bracis-19062	248	47	neural	neural	ADJ
bracis-19062	248	48	networks	network	NOUN
bracis-19062	248	49	with	with	ADP
bracis-19062	248	50	x	x	ADJ
bracis-19062	248	51	-	-	NOUN
bracis-19062	248	52	ray	ray	NOUN
bracis-19062	248	53	images	image	NOUN
bracis-19062	248	54	.	.	PUNCT
bracis-19062	249	1	comput	comput	NOUN
bracis-19062	249	2	.	.	PUNCT
bracis-19062	250	1	biol	biol	PROPN
bracis-19062	250	2	.	.	PUNCT
bracis-19062	251	1	med	med	PROPN
bracis-19062	251	2	.	.	PROPN
bracis-19062	251	3	121	121	NUM
bracis-19062	251	4	,	,	PUNCT
bracis-19062	251	5	103792	103792	NUM
bracis-19062	251	6	(	(	PUNCT
bracis-19062	251	7	2020	2020	NUM
bracis-19062	251	8	)	)	PUNCT
bracis-19062	251	9	article	article	NOUN
bracis-19062	251	10	  	  	SPACE
bracis-19062	251	11	google	google	PROPN
bracis-19062	251	12	scholar	scholar	NOUN
bracis-19062	251	13	  	  	SPACE
bracis-19062	251	14	pascarella	pascarella	PROPN
bracis-19062	251	15	,	,	PUNCT
bracis-19062	251	16	g.	g.	PROPN
bracis-19062	251	17	,	,	PUNCT
bracis-19062	251	18	et	et	PROPN
bracis-19062	251	19	al	al	PROPN
bracis-19062	251	20	.	.	PUNCT
bracis-19062	251	21	:	:	PUNCT
bracis-19062	252	1	covid-19	covid-19	PROPN
bracis-19062	252	2	diagnosis	diagnosis	NOUN
bracis-19062	252	3	and	and	CCONJ
bracis-19062	252	4	management	management	NOUN
bracis-19062	252	5	:	:	PUNCT
bracis-19062	252	6	a	a	DET
bracis-19062	252	7	comprehensive	comprehensive	ADJ
bracis-19062	252	8	review	review	NOUN
bracis-19062	252	9	.	.	PUNCT
bracis-19062	253	1	j.	j.	PROPN
bracis-19062	253	2	internal	internal	PROPN
bracis-19062	253	3	med	med	PROPN
bracis-19062	253	4	.	.	PUNCT
bracis-19062	254	1	288(2	288(2	NUM
bracis-19062	254	2	)	)	PUNCT
bracis-19062	254	3	,	,	PUNCT
bracis-19062	255	1	192–206	192–206	NUM
bracis-19062	255	2	(	(	PUNCT
bracis-19062	255	3	2020	2020	NUM
bracis-19062	255	4	)	)	PUNCT
bracis-19062	255	5	article	article	NOUN
bracis-19062	255	6	  	  	SPACE
bracis-19062	255	7	mathscinet	mathscinet	NOUN
bracis-19062	255	8	  	  	SPACE
bracis-19062	255	9	google	google	PROPN
bracis-19062	255	10	scholar	scholar	NOUN
bracis-19062	255	11	  	  	SPACE
bracis-19062	255	12	pooch	pooch	NOUN
bracis-19062	255	13	,	,	PUNCT
bracis-19062	255	14	e.h.p	e.h.p	PROPN
bracis-19062	255	15	.	.	PROPN
bracis-19062	255	16	,	,	PUNCT
bracis-19062	255	17	alva	alva	PROPN
bracis-19062	255	18	,	,	PUNCT
bracis-19062	255	19	t.a.p	t.a.p	NOUN
bracis-19062	255	20	.	.	PROPN
bracis-19062	255	21	,	,	PUNCT
bracis-19062	255	22	becker	becker	PROPN
bracis-19062	255	23	,	,	PUNCT
bracis-19062	255	24	c.d.l	c.d.l	PROPN
bracis-19062	255	25	.	.	PUNCT
bracis-19062	255	26	:	:	PUNCT
bracis-19062	256	1	a	a	DET
bracis-19062	256	2	deep	deep	ADJ
bracis-19062	256	3	learning	learning	NOUN
bracis-19062	256	4	approach	approach	NOUN
bracis-19062	256	5	for	for	ADP
bracis-19062	256	6	pulmonary	pulmonary	ADJ
bracis-19062	256	7	lesion	lesion	NOUN
bracis-19062	256	8	identification	identification	NOUN
bracis-19062	256	9	in	in	ADP
bracis-19062	256	10	chest	chest	NOUN
bracis-19062	256	11	radiographs	radiograph	NOUN
bracis-19062	256	12	.	.	PUNCT
bracis-19062	257	1	in	in	ADP
bracis-19062	257	2	:	:	PUNCT
bracis-19062	257	3	cerri	cerri	PROPN
bracis-19062	257	4	,	,	PUNCT
bracis-19062	257	5	r.	r.	PROPN
bracis-19062	257	6	,	,	PUNCT
bracis-19062	257	7	prati	prati	PROPN
bracis-19062	257	8	,	,	PUNCT
bracis-19062	257	9	r.c	r.c	PROPN
bracis-19062	257	10	.	.	PROPN
bracis-19062	257	11	(	(	PUNCT
bracis-19062	257	12	eds	ed	NOUN
bracis-19062	257	13	.	.	PUNCT
bracis-19062	257	14	)	)	PUNCT
bracis-19062	257	15	bracis	bracis	PROPN
bracis-19062	257	16	2020	2020	NUM
bracis-19062	257	17	.	.	PUNCT
bracis-19062	258	1	lncs	lncs	PROPN
bracis-19062	258	2	(	(	PUNCT
bracis-19062	258	3	lnai	lnai	ADJ
bracis-19062	258	4	)	)	PUNCT
bracis-19062	258	5	,	,	PUNCT
bracis-19062	258	6	vol	vol	NOUN
bracis-19062	258	7	.	.	PUNCT
bracis-19062	258	8	12319	12319	NUM
bracis-19062	258	9	,	,	PUNCT
bracis-19062	258	10	pp	pp	ADP
bracis-19062	258	11	.	.	PUNCT
bracis-19062	259	1	197–211	197–211	NUM
bracis-19062	259	2	.	.	PUNCT
bracis-19062	259	3	springer	springer	NOUN
bracis-19062	259	4	,	,	PUNCT
bracis-19062	259	5	cham	cham	PROPN
bracis-19062	259	6	(	(	PUNCT
bracis-19062	259	7	2020	2020	NUM
bracis-19062	259	8	)	)	PUNCT
bracis-19062	259	9	.	.	PUNCT
bracis-19062	260	1	https://doi.org/10.1007/978-3-030-61377-8_14	https://doi.org/10.1007/978-3-030-61377-8_14	NOUN
bracis-19062	260	2	chapter	chapter	NOUN
bracis-19062	260	3	  	  	SPACE
bracis-19062	260	4	google	google	PROPN
bracis-19062	260	5	scholar	scholar	NOUN
bracis-19062	260	6	  	  	SPACE
bracis-19062	260	7	rafael	rafael	PROPN
bracis-19062	260	8	,	,	PUNCT
bracis-19062	260	9	r.d.m.r	r.d.m.r	PROPN
bracis-19062	260	10	.	.	PROPN
bracis-19062	260	11	,	,	PUNCT
bracis-19062	260	12	neto	neto	NOUN
bracis-19062	260	13	,	,	PUNCT
bracis-19062	260	14	m.	m.	NOUN
bracis-19062	260	15	,	,	PUNCT
bracis-19062	260	16	de	de	X
bracis-19062	260	17	carvalho	carvalho	PROPN
bracis-19062	260	18	,	,	PUNCT
bracis-19062	260	19	m.m.b	m.m.b	PROPN
bracis-19062	260	20	.	.	PROPN
bracis-19062	260	21	,	,	PUNCT
bracis-19062	260	22	david	david	PROPN
bracis-19062	260	23	,	,	PUNCT
bracis-19062	260	24	h.m.s.l	h.m.s.l	PROPN
bracis-19062	260	25	.	.	PROPN
bracis-19062	260	26	,	,	PUNCT
bracis-19062	260	27	acioli	acioli	PROPN
bracis-19062	260	28	,	,	PUNCT
bracis-19062	260	29	s.	s.	PROPN
bracis-19062	260	30	,	,	PUNCT
bracis-19062	260	31	de	de	PROPN
bracis-19062	260	32	araujo	araujo	PROPN
bracis-19062	260	33	faria	faria	PROPN
bracis-19062	260	34	,	,	PUNCT
bracis-19062	260	35	m.g	m.g	PROPN
bracis-19062	260	36	.	.	PROPN
bracis-19062	260	37	:	:	PUNCT
bracis-19062	260	38	epidemiologia	epidemiologia	PROPN
bracis-19062	260	39	,	,	PUNCT
bracis-19062	260	40	políticas	políticas	PROPN
bracis-19062	260	41	públicas	públicas	PROPN
bracis-19062	260	42	e	e	PROPN
bracis-19062	260	43	pandemia	pandemia	PROPN
bracis-19062	260	44	de	de	PROPN
bracis-19062	260	45	covid-19	covid-19	PROPN
bracis-19062	260	46	:	:	PUNCT
bracis-19062	260	47	o	o	X
bracis-19062	260	48	que	que	PROPN
bracis-19062	260	49	esperar	esperar	PROPN
bracis-19062	260	50	no	no	DET
bracis-19062	260	51	brasil?[epidemiology	brasil?[epidemiology	NOUN
bracis-19062	260	52	,	,	PUNCT
bracis-19062	260	53	public	public	ADJ
bracis-19062	260	54	policies	policy	NOUN
bracis-19062	260	55	and	and	CCONJ
bracis-19062	260	56	covid-19	covid-19	PROPN
bracis-19062	260	57	pandemics	pandemic	NOUN
bracis-19062	260	58	in	in	ADP
bracis-19062	260	59	brazil	brazil	PROPN
bracis-19062	260	60	:	:	PUNCT
bracis-19062	260	61	what	what	PRON
bracis-19062	260	62	can	can	AUX
bracis-19062	260	63	we	we	PRON
bracis-19062	260	64	expect?][epidemiologia	expect?][epidemiologia	VERB
bracis-19062	260	65	,	,	PUNCT
bracis-19062	260	66	políticas	políticas	PROPN
bracis-19062	260	67	públicas	públicas	PROPN
bracis-19062	260	68	y	y	PROPN
bracis-19062	260	69	la	la	PROPN
bracis-19062	260	70	pandémia	pandémia	PROPN
bracis-19062	260	71	de	de	PROPN
bracis-19062	260	72	covid-19	covid-19	PROPN
bracis-19062	260	73	en	en	PROPN
bracis-19062	260	74	brasil	brasil	PROPN
bracis-19062	260	75	:	:	PUNCT
bracis-19062	260	76	que	que	PROPN
bracis-19062	260	77	podemos	podemos	PROPN
bracis-19062	260	78	esperar	esperar	PROPN
bracis-19062	260	79	?	?	PUNCT
bracis-19062	260	80	]	]	PUNCT
bracis-19062	260	81	.	.	PUNCT
bracis-19062	261	1	revista	revista	PROPN
bracis-19062	261	2	enfermagem	enfermagem	PROPN
bracis-19062	261	3	uerj	uerj	PROPN
bracis-19062	261	4	28	28	NUM
bracis-19062	261	5	,	,	PUNCT
bracis-19062	261	6	49570	49570	NUM
bracis-19062	261	7	(	(	PUNCT
bracis-19062	261	8	2020	2020	NUM
bracis-19062	261	9	)	)	PUNCT
bracis-19062	261	10	google	google	NOUN
bracis-19062	261	11	scholar	scholar	NOUN
bracis-19062	261	12	  	  	SPACE
bracis-19062	261	13	ruuska	ruuska	NOUN
bracis-19062	261	14	,	,	PUNCT
bracis-19062	261	15	s.	s.	PROPN
bracis-19062	261	16	,	,	PUNCT
bracis-19062	261	17	hämäläinen	hämäläinen	NOUN
bracis-19062	261	18	,	,	PUNCT
bracis-19062	261	19	w.	w.	PROPN
bracis-19062	261	20	,	,	PUNCT
bracis-19062	261	21	kajava	kajava	PROPN
bracis-19062	261	22	,	,	PUNCT
bracis-19062	261	23	s.	s.	PROPN
bracis-19062	261	24	,	,	PUNCT
bracis-19062	261	25	mughal	mughal	PROPN
bracis-19062	261	26	,	,	PUNCT
bracis-19062	261	27	m.	m.	NOUN
bracis-19062	261	28	,	,	PUNCT
bracis-19062	261	29	matilainen	matilainen	NOUN
bracis-19062	261	30	,	,	PUNCT
bracis-19062	261	31	p.	p.	NOUN
bracis-19062	261	32	,	,	PUNCT
bracis-19062	261	33	mononen	mononen	NOUN
bracis-19062	261	34	,	,	PUNCT
bracis-19062	261	35	j.	j.	PROPN
bracis-19062	261	36	:	:	PUNCT
bracis-19062	261	37	evaluation	evaluation	NOUN
bracis-19062	261	38	of	of	ADP
bracis-19062	261	39	the	the	DET
bracis-19062	261	40	confusion	confusion	NOUN
bracis-19062	261	41	matrix	matrix	NOUN
bracis-19062	261	42	method	method	NOUN
bracis-19062	261	43	in	in	ADP
bracis-19062	261	44	the	the	DET
bracis-19062	261	45	validation	validation	NOUN
bracis-19062	261	46	of	of	ADP
bracis-19062	261	47	an	an	DET
bracis-19062	261	48	automated	automate	VERB
bracis-19062	261	49	system	system	NOUN
bracis-19062	261	50	for	for	ADP
bracis-19062	261	51	measuring	measure	VERB
bracis-19062	261	52	feeding	feeding	NOUN
bracis-19062	261	53	behaviour	behaviour	NOUN
bracis-19062	261	54	of	of	ADP
bracis-19062	261	55	cattle	cattle	NOUN
bracis-19062	261	56	.	.	PUNCT
bracis-19062	262	1	behav	behav	PROPN
bracis-19062	262	2	.	.	PUNCT
bracis-19062	262	3	process	process	NOUN
bracis-19062	262	4	.	.	PUNCT
bracis-19062	263	1	148	148	NUM
bracis-19062	263	2	,	,	PUNCT
bracis-19062	263	3	56–62	56–62	NUM
bracis-19062	263	4	(	(	PUNCT
bracis-19062	263	5	2018	2018	NUM
bracis-19062	263	6	)	)	PUNCT
bracis-19062	263	7	.	.	PUNCT
bracis-19062	264	1	https://doi.org/10.1016/j.beproc.2018.01.004	https://doi.org/10.1016/j.beproc.2018.01.004	PROPN
bracis-19062	264	2	article	article	NOUN
bracis-19062	264	3	  	  	SPACE
bracis-19062	264	4	google	google	PROPN
bracis-19062	264	5	scholar	scholar	NOUN
bracis-19062	264	6	  	  	SPACE
bracis-19062	264	7	sait	sait	NOUN
bracis-19062	264	8	,	,	PUNCT
bracis-19062	264	9	u.	u.	PROPN
bracis-19062	264	10	,	,	PUNCT
bracis-19062	264	11	et	et	PROPN
bracis-19062	264	12	al	al	PROPN
bracis-19062	264	13	.	.	PROPN
bracis-19062	264	14	:	:	PUNCT
bracis-19062	264	15	curated	curate	VERB
bracis-19062	264	16	dataset	dataset	VERB
bracis-19062	264	17	for	for	ADP
bracis-19062	264	18	covid-19	covid-19	PROPN
bracis-19062	264	19	posterior	posterior	ADJ
bracis-19062	264	20	-	-	PUNCT
bracis-19062	264	21	anterior	anterior	ADJ
bracis-19062	264	22	chest	chest	NOUN
bracis-19062	264	23	radiography	radiography	NOUN
bracis-19062	264	24	images	image	NOUN
bracis-19062	264	25	(	(	PUNCT
bracis-19062	264	26	x	x	NOUN
bracis-19062	264	27	-	-	NOUN
bracis-19062	264	28	rays	ray	NOUN
bracis-19062	264	29	)	)	PUNCT
bracis-19062	264	30	.	.	PUNCT
bracis-19062	265	1	(	(	PUNCT
bracis-19062	265	2	september	september	PROPN
bracis-19062	265	3	2020	2020	NUM
bracis-19062	265	4	)	)	PUNCT
bracis-19062	265	5	.	.	PUNCT
bracis-19062	266	1	https://doi.org/10.17632/9xkhgts2s6.3	https://doi.org/10.17632/9xkhgts2s6.3	PROPN
bracis-19062	266	2	sandler	sandler	PROPN
bracis-19062	266	3	,	,	PUNCT
bracis-19062	266	4	m.	m.	NOUN
bracis-19062	266	5	,	,	PUNCT
bracis-19062	266	6	howard	howard	PROPN
bracis-19062	266	7	,	,	PUNCT
bracis-19062	266	8	a.	a.	PROPN
bracis-19062	266	9	,	,	PUNCT
bracis-19062	266	10	zhu	zhu	PROPN
bracis-19062	266	11	,	,	PUNCT
bracis-19062	266	12	m.	m.	NOUN
bracis-19062	266	13	,	,	PUNCT
bracis-19062	266	14	zhmoginov	zhmoginov	PROPN
bracis-19062	266	15	,	,	PUNCT
bracis-19062	266	16	a.	a.	PROPN
bracis-19062	266	17	,	,	PUNCT
bracis-19062	266	18	chen	chen	PROPN
bracis-19062	266	19	,	,	PUNCT
bracis-19062	266	20	l.c	l.c	PROPN
bracis-19062	266	21	.	.	PROPN
bracis-19062	266	22	:	:	PUNCT
bracis-19062	266	23	mobilenetv	mobilenetv	ADJ
bracis-19062	266	24	2	2	NUM
bracis-19062	266	25	:	:	PUNCT
bracis-19062	266	26	inverted	inverted	ADJ
bracis-19062	266	27	residuals	residual	NOUN
bracis-19062	266	28	and	and	CCONJ
bracis-19062	266	29	linear	linear	ADJ
bracis-19062	266	30	bottlenecks	bottleneck	NOUN
bracis-19062	266	31	.	.	PUNCT
bracis-19062	267	1	in	in	ADP
bracis-19062	267	2	:	:	PUNCT
bracis-19062	267	3	proceedings	proceeding	NOUN
bracis-19062	267	4	of	of	ADP
bracis-19062	267	5	the	the	DET
bracis-19062	267	6	ieee	ieee	NOUN
bracis-19062	267	7	conference	conference	NOUN
bracis-19062	267	8	on	on	ADP
bracis-19062	267	9	computer	computer	NOUN
bracis-19062	267	10	vision	vision	NOUN
bracis-19062	267	11	and	and	CCONJ
bracis-19062	267	12	pattern	pattern	NOUN
bracis-19062	267	13	recognition	recognition	NOUN
bracis-19062	267	14	,	,	PUNCT
bracis-19062	267	15	pp	pp	ADP
bracis-19062	267	16	.	.	PUNCT
bracis-19062	268	1	4510–4520	4510–4520	NUM
bracis-19062	268	2	(	(	PUNCT
bracis-19062	268	3	2018	2018	NUM
bracis-19062	268	4	)	)	PUNCT
bracis-19062	268	5	google	google	PROPN
bracis-19062	268	6	scholar	scholar	NOUN
bracis-19062	268	7	  	  	SPACE
bracis-19062	268	8	shereen	shereen	NOUN
bracis-19062	268	9	,	,	PUNCT
bracis-19062	268	10	m.a	m.a	PROPN
bracis-19062	268	11	.	.	PROPN
bracis-19062	268	12	,	,	PUNCT
bracis-19062	268	13	khan	khan	PROPN
bracis-19062	268	14	,	,	PUNCT
bracis-19062	268	15	s.	s.	PROPN
bracis-19062	268	16	,	,	PUNCT
bracis-19062	268	17	kazmi	kazmi	PROPN
bracis-19062	268	18	,	,	PUNCT
bracis-19062	268	19	a.	a.	PROPN
bracis-19062	268	20	,	,	PUNCT
bracis-19062	268	21	bashir	bashir	PROPN
bracis-19062	268	22	,	,	PUNCT
bracis-19062	268	23	n.	n.	NOUN
bracis-19062	268	24	,	,	PUNCT
bracis-19062	268	25	siddique	siddique	PROPN
bracis-19062	268	26	,	,	PUNCT
bracis-19062	268	27	r.	r.	PROPN
bracis-19062	268	28	:	:	PUNCT
bracis-19062	268	29	covid-19	covid-19	PROPN
bracis-19062	268	30	infection	infection	NOUN
bracis-19062	268	31	:	:	PUNCT
bracis-19062	268	32	origin	origin	NOUN
bracis-19062	268	33	,	,	PUNCT
bracis-19062	268	34	transmission	transmission	NOUN
bracis-19062	268	35	,	,	PUNCT
bracis-19062	268	36	and	and	CCONJ
bracis-19062	268	37	characteristics	characteristic	NOUN
bracis-19062	268	38	of	of	ADP
bracis-19062	268	39	human	human	ADJ
bracis-19062	268	40	coronaviruses	coronaviruse	NOUN
bracis-19062	268	41	.	.	PUNCT
bracis-19062	269	1	j.	j.	PROPN
bracis-19062	269	2	adv	adv	PROPN
bracis-19062	269	3	.	.	PUNCT
bracis-19062	270	1	res	re	NOUN
bracis-19062	270	2	.	.	PROPN
bracis-19062	271	1	24	24	NUM
bracis-19062	271	2	,	,	PUNCT
bracis-19062	271	3	91–98	91–98	NUM
bracis-19062	271	4	(	(	PUNCT
bracis-19062	271	5	2020	2020	NUM
bracis-19062	271	6	)	)	PUNCT
bracis-19062	271	7	article	article	NOUN
bracis-19062	271	8	  	  	SPACE
bracis-19062	271	9	google	google	PROPN
bracis-19062	271	10	scholar	scholar	NOUN
bracis-19062	271	11	  	  	SPACE
bracis-19062	271	12	simonyan	simonyan	ADJ
bracis-19062	271	13	,	,	PUNCT
bracis-19062	271	14	k.	k.	PROPN
bracis-19062	271	15	,	,	PUNCT
bracis-19062	271	16	zisserman	zisserman	PROPN
bracis-19062	271	17	,	,	PUNCT
bracis-19062	271	18	a.	a.	NOUN
bracis-19062	271	19	:	:	PUNCT
bracis-19062	271	20	very	very	ADV
bracis-19062	271	21	deep	deep	ADJ
bracis-19062	271	22	convolutional	convolutional	ADJ
bracis-19062	271	23	networks	network	NOUN
bracis-19062	271	24	for	for	ADP
bracis-19062	271	25	large	large	ADJ
bracis-19062	271	26	-	-	PUNCT
bracis-19062	271	27	scale	scale	NOUN
bracis-19062	271	28	image	image	NOUN
bracis-19062	271	29	recognition	recognition	NOUN
bracis-19062	271	30	.	.	PUNCT
bracis-19062	272	1	arxiv	arxiv	PROPN
bracis-19062	272	2	preprint	preprint	PROPN
bracis-19062	272	3	arxiv:1409.1556	arxiv:1409.1556	NOUN
bracis-19062	272	4	(	(	PUNCT
bracis-19062	272	5	2014	2014	NUM
bracis-19062	272	6	)	)	PUNCT
bracis-19062	272	7	szegedy	szegedy	PROPN
bracis-19062	272	8	,	,	PUNCT
bracis-19062	272	9	c.	c.	NOUN
bracis-19062	272	10	,	,	PUNCT
bracis-19062	272	11	ioffe	ioffe	PROPN
bracis-19062	272	12	,	,	PUNCT
bracis-19062	272	13	s.	s.	PROPN
bracis-19062	272	14	,	,	PUNCT
bracis-19062	272	15	vanhoucke	vanhoucke	PROPN
bracis-19062	272	16	,	,	PUNCT
bracis-19062	272	17	v.	v.	ADV
bracis-19062	272	18	,	,	PUNCT
bracis-19062	272	19	alemi	alemi	PROPN
bracis-19062	272	20	,	,	PUNCT
bracis-19062	272	21	a.	a.	NOUN
bracis-19062	272	22	:	:	PUNCT
bracis-19062	272	23	inception	inception	NOUN
bracis-19062	272	24	-	-	PUNCT
bracis-19062	272	25	v4	v4	NOUN
bracis-19062	272	26	,	,	PUNCT
bracis-19062	272	27	inception	inception	NOUN
bracis-19062	272	28	-	-	PUNCT
bracis-19062	272	29	resnet	resnet	NOUN
bracis-19062	272	30	and	and	CCONJ
bracis-19062	272	31	the	the	DET
bracis-19062	272	32	impact	impact	NOUN
bracis-19062	272	33	of	of	ADP
bracis-19062	272	34	residual	residual	ADJ
bracis-19062	272	35	connections	connection	NOUN
bracis-19062	272	36	on	on	ADP
bracis-19062	272	37	learning	learn	VERB
bracis-19062	272	38	.	.	PUNCT
bracis-19062	273	1	in	in	ADP
bracis-19062	273	2	:	:	PUNCT
bracis-19062	273	3	proceedings	proceeding	NOUN
bracis-19062	273	4	of	of	ADP
bracis-19062	273	5	the	the	DET
bracis-19062	273	6	aaai	aaai	PROPN
bracis-19062	273	7	conference	conference	NOUN
bracis-19062	273	8	on	on	ADP
bracis-19062	273	9	artificial	artificial	ADJ
bracis-19062	273	10	intelligence	intelligence	NOUN
bracis-19062	273	11	(	(	PUNCT
bracis-19062	273	12	2017	2017	NUM
bracis-19062	273	13	)	)	PUNCT
bracis-19062	273	14	google	google	PROPN
bracis-19062	273	15	scholar	scholar	NOUN
bracis-19062	273	16	  	  	SPACE
bracis-19062	273	17	szegedy	szegedy	PROPN
bracis-19062	273	18	,	,	PUNCT
bracis-19062	273	19	c.	c.	NOUN
bracis-19062	273	20	,	,	PUNCT
bracis-19062	273	21	vanhoucke	vanhoucke	PROPN
bracis-19062	273	22	,	,	PUNCT
bracis-19062	273	23	v.	v.	PROPN
bracis-19062	273	24	,	,	PUNCT
bracis-19062	273	25	ioffe	ioffe	PROPN
bracis-19062	273	26	,	,	PUNCT
bracis-19062	273	27	s.	s.	PROPN
bracis-19062	273	28	,	,	PUNCT
bracis-19062	273	29	shlens	shlens	PROPN
bracis-19062	273	30	,	,	PUNCT
bracis-19062	273	31	j.	j.	PROPN
bracis-19062	273	32	,	,	PUNCT
bracis-19062	273	33	wojna	wojna	NOUN
bracis-19062	273	34	,	,	PUNCT
bracis-19062	273	35	z.	z.	PROPN
bracis-19062	273	36	:	:	PUNCT
bracis-19062	273	37	rethinking	rethink	VERB
bracis-19062	273	38	the	the	DET
bracis-19062	273	39	inception	inception	ADJ
bracis-19062	273	40	architecture	architecture	NOUN
bracis-19062	273	41	for	for	ADP
bracis-19062	273	42	computer	computer	NOUN
bracis-19062	273	43	vision	vision	NOUN
bracis-19062	273	44	.	.	PUNCT
bracis-19062	274	1	in	in	ADP
bracis-19062	274	2	:	:	PUNCT
bracis-19062	274	3	proceedings	proceeding	NOUN
bracis-19062	274	4	of	of	ADP
bracis-19062	274	5	the	the	DET
bracis-19062	274	6	ieee	ieee	NOUN
bracis-19062	274	7	conference	conference	NOUN
bracis-19062	274	8	on	on	ADP
bracis-19062	274	9	computer	computer	NOUN
bracis-19062	274	10	vision	vision	NOUN
bracis-19062	274	11	and	and	CCONJ
bracis-19062	274	12	pattern	pattern	NOUN
bracis-19062	274	13	recognition	recognition	NOUN
bracis-19062	274	14	,	,	PUNCT
bracis-19062	274	15	pp	pp	ADP
bracis-19062	274	16	.	.	PUNCT
bracis-19062	275	1	2818–2826	2818–2826	NUM
bracis-19062	275	2	(	(	PUNCT
bracis-19062	275	3	2016	2016	NUM
bracis-19062	275	4	)	)	PUNCT
bracis-19062	275	5	google	google	PROPN
bracis-19062	275	6	scholar	scholar	NOUN
bracis-19062	275	7	  	  	SPACE
bracis-19062	275	8	tang	tang	PROPN
bracis-19062	275	9	,	,	PUNCT
bracis-19062	275	10	y.w	y.w	PROPN
bracis-19062	275	11	.	.	PROPN
bracis-19062	275	12	,	,	PUNCT
bracis-19062	275	13	schmitz	schmitz	PROPN
bracis-19062	275	14	,	,	PUNCT
bracis-19062	275	15	j.e	j.e	PROPN
bracis-19062	275	16	.	.	PROPN
bracis-19062	275	17	,	,	PUNCT
bracis-19062	275	18	persing	persing	NOUN
bracis-19062	275	19	,	,	PUNCT
bracis-19062	275	20	d.h	d.h	PROPN
bracis-19062	275	21	.	.	PROPN
bracis-19062	275	22	,	,	PUNCT
bracis-19062	275	23	stratton	stratton	PROPN
bracis-19062	275	24	,	,	PUNCT
bracis-19062	275	25	c.w	c.w	PROPN
bracis-19062	275	26	.	.	PROPN
bracis-19062	275	27	:	:	PUNCT
bracis-19062	276	1	laboratory	laboratory	NOUN
bracis-19062	276	2	diagnosis	diagnosis	NOUN
bracis-19062	276	3	of	of	ADP
bracis-19062	276	4	covid-19	covid-19	PROPN
bracis-19062	276	5	:	:	PUNCT
bracis-19062	276	6	current	current	ADJ
bracis-19062	276	7	issues	issue	NOUN
bracis-19062	276	8	and	and	CCONJ
bracis-19062	276	9	challenges	challenge	NOUN
bracis-19062	276	10	.	.	PUNCT
bracis-19062	277	1	j.	j.	PROPN
bracis-19062	277	2	clin	clin	PROPN
bracis-19062	277	3	.	.	PUNCT
bracis-19062	278	1	microbiol	microbiol	PROPN
bracis-19062	278	2	.	.	PUNCT
bracis-19062	279	1	58(6	58(6	NUM
bracis-19062	279	2	)	)	PUNCT
bracis-19062	279	3	(	(	PUNCT
bracis-19062	279	4	2020	2020	NUM
bracis-19062	279	5	)	)	PUNCT
bracis-19062	279	6	.	.	PUNCT
bracis-19062	280	1	https://doi.org/10.1128/jcm.00512-20	https://doi.org/10.1128/jcm.00512-20	PROPN
bracis-19062	280	2	,	,	PUNCT
bracis-19062	280	3	https://jcm.asm.org/content/58/6/e00512-20	https://jcm.asm.org/content/58/6/e00512-20	PROPN
bracis-19062	280	4	taylor	taylor	PROPN
bracis-19062	280	5	,	,	PUNCT
bracis-19062	280	6	l.	l.	PROPN
bracis-19062	280	7	:	:	PUNCT
bracis-19062	280	8	covid-19	covid-19	PROPN
bracis-19062	280	9	:	:	PUNCT
bracis-19062	280	10	is	be	AUX
bracis-19062	280	11	manaus	manaus	NOUN
bracis-19062	280	12	the	the	DET
bracis-19062	280	13	final	final	ADJ
bracis-19062	280	14	nail	nail	NOUN
bracis-19062	280	15	in	in	ADP
bracis-19062	280	16	the	the	DET
bracis-19062	280	17	coffin	coffin	NOUN
bracis-19062	280	18	for	for	ADP
bracis-19062	280	19	natural	natural	ADJ
bracis-19062	280	20	herd	herd	NOUN
bracis-19062	280	21	immunity	immunity	NOUN
bracis-19062	280	22	?	?	PUNCT
bracis-19062	281	1	bmj	bmj	PROPN
bracis-19062	281	2	372	372	NUM
bracis-19062	281	3	(	(	PUNCT
bracis-19062	281	4	2021	2021	NUM
bracis-19062	281	5	)	)	PUNCT
bracis-19062	281	6	google	google	PROPN
bracis-19062	281	7	scholar	scholar	NOUN
bracis-19062	281	8	  	  	SPACE
bracis-19062	281	9	wong	wong	PROPN
bracis-19062	281	10	,	,	PUNCT
bracis-19062	281	11	h.y.f	h.y.f	NOUN
bracis-19062	281	12	.	.	PUNCT
bracis-19062	281	13	,	,	PUNCT
bracis-19062	281	14	et	et	PROPN
bracis-19062	281	15	al	al	PROPN
bracis-19062	281	16	.	.	PROPN
bracis-19062	281	17	:	:	PUNCT
bracis-19062	281	18	frequency	frequency	NOUN
bracis-19062	281	19	and	and	CCONJ
bracis-19062	281	20	distribution	distribution	NOUN
bracis-19062	281	21	of	of	ADP
bracis-19062	281	22	chest	chest	ADJ
bracis-19062	281	23	radiographic	radiographic	ADJ
bracis-19062	281	24	findings	finding	NOUN
bracis-19062	281	25	in	in	ADP
bracis-19062	281	26	patients	patient	NOUN
bracis-19062	281	27	positive	positive	ADJ
bracis-19062	281	28	for	for	ADP
bracis-19062	281	29	covid-19	covid-19	PROPN
bracis-19062	281	30	.	.	PUNCT
bracis-19062	281	31	radiology	radiology	NOUN
bracis-19062	281	32	296(2	296(2	NUM
bracis-19062	281	33	)	)	PUNCT
bracis-19062	281	34	,	,	PUNCT
bracis-19062	281	35	e72	e72	PROPN
bracis-19062	281	36	–	–	PUNCT
bracis-19062	281	37	e78	e78	NOUN
bracis-19062	281	38	(	(	PUNCT
bracis-19062	281	39	2020	2020	NUM
bracis-19062	281	40	)	)	PUNCT
bracis-19062	281	41	article	article	NOUN
bracis-19062	281	42	  	  	SPACE
bracis-19062	281	43	google	google	PROPN
bracis-19062	281	44	scholar	scholar	NOUN
bracis-19062	281	45	  	  	SPACE
bracis-19062	281	46	xie	xie	PROPN
bracis-19062	281	47	,	,	PUNCT
bracis-19062	281	48	x.	x.	PROPN
bracis-19062	281	49	,	,	PUNCT
bracis-19062	281	50	et	et	PROPN
bracis-19062	281	51	al	al	PROPN
bracis-19062	281	52	.	.	PUNCT
bracis-19062	281	53	:	:	PUNCT
bracis-19062	282	1	chest	chest	NOUN
bracis-19062	282	2	ct	ct	NOUN
bracis-19062	282	3	for	for	ADP
bracis-19062	282	4	typical	typical	ADJ
bracis-19062	282	5	coronavirus	coronavirus	NOUN
bracis-19062	282	6	disease	disease	NOUN
bracis-19062	282	7	2019	2019	NUM
bracis-19062	282	8	(	(	PUNCT
bracis-19062	282	9	covid-19	covid-19	PROPN
bracis-19062	282	10	)	)	PUNCT
bracis-19062	282	11	pneumonia	pneumonia	NOUN
bracis-19062	282	12	:	:	PUNCT
bracis-19062	282	13	relationship	relationship	NOUN
bracis-19062	282	14	to	to	ADP
bracis-19062	282	15	negative	negative	ADJ
bracis-19062	282	16	rt	rt	ADJ
bracis-19062	282	17	-	-	PUNCT
bracis-19062	282	18	pcr	pcr	ADJ
bracis-19062	282	19	testing	testing	NOUN
bracis-19062	282	20	.	.	PUNCT
bracis-19062	283	1	radiology	radiology	NOUN
bracis-19062	283	2	296(2	296(2	NUM
bracis-19062	283	3	)	)	PUNCT
bracis-19062	283	4	,	,	PUNCT
bracis-19062	283	5	e41	e41	PROPN
bracis-19062	283	6	–	–	PUNCT
bracis-19062	283	7	e45	e45	NUM
bracis-19062	283	8	(	(	PUNCT
bracis-19062	283	9	2020	2020	NUM
bracis-19062	283	10	)	)	PUNCT
bracis-19062	283	11	article	article	NOUN
bracis-19062	283	12	  	  	SPACE
bracis-19062	283	13	google	google	PROPN
bracis-19062	283	14	scholar	scholar	NOUN
bracis-19062	283	15	  	  	SPACE
bracis-19062	283	16	zeiser	zeiser	NOUN
bracis-19062	283	17	,	,	PUNCT
bracis-19062	283	18	f.a	f.a	PROPN
bracis-19062	283	19	.	.	PROPN
bracis-19062	283	20	,	,	PUNCT
bracis-19062	283	21	et	et	PROPN
bracis-19062	283	22	al	al	PROPN
bracis-19062	283	23	.	.	PUNCT
bracis-19062	283	24	:	:	PUNCT
bracis-19062	284	1	segmentation	segmentation	NOUN
bracis-19062	284	2	of	of	ADP
bracis-19062	284	3	masses	masse	NOUN
bracis-19062	284	4	on	on	ADP
bracis-19062	284	5	mammograms	mammogram	NOUN
bracis-19062	284	6	using	use	VERB
bracis-19062	284	7	data	datum	NOUN
bracis-19062	284	8	augmentation	augmentation	NOUN
bracis-19062	284	9	and	and	CCONJ
bracis-19062	284	10	deep	deep	ADJ
bracis-19062	284	11	learning	learning	NOUN
bracis-19062	284	12	.	.	PUNCT
bracis-19062	285	1	j.	j.	PROPN
bracis-19062	285	2	digital	digital	PROPN
bracis-19062	285	3	imaging	imaging	PROPN
bracis-19062	285	4	1–11	1–11	PROPN
bracis-19062	285	5	(	(	PUNCT
bracis-19062	285	6	2020	2020	NUM
bracis-19062	285	7	)	)	PUNCT
bracis-19062	285	8	google	google	PROPN
bracis-19062	285	9	scholar	scholar	NOUN
bracis-19062	285	10	  	  	SPACE
bracis-19062	285	11	zhou	zhou	PROPN
bracis-19062	285	12	,	,	PUNCT
bracis-19062	285	13	p.	p.	PROPN
bracis-19062	285	14	,	,	PUNCT
bracis-19062	285	15	et	et	PROPN
bracis-19062	285	16	al	al	PROPN
bracis-19062	285	17	.	.	PUNCT
bracis-19062	285	18	:	:	PUNCT
bracis-19062	286	1	a	a	DET
bracis-19062	286	2	pneumonia	pneumonia	NOUN
bracis-19062	286	3	outbreak	outbreak	NOUN
bracis-19062	286	4	associated	associate	VERB
bracis-19062	286	5	with	with	ADP
bracis-19062	286	6	a	a	DET
bracis-19062	286	7	new	new	ADJ
bracis-19062	286	8	coronavirus	coronavirus	NOUN
bracis-19062	286	9	of	of	ADP
bracis-19062	286	10	probable	probable	ADJ
bracis-19062	286	11	bat	bat	NOUN
bracis-19062	286	12	origin	origin	NOUN
bracis-19062	286	13	.	.	PUNCT
bracis-19062	287	1	nature	nature	NOUN
bracis-19062	287	2	579(7798	579(7798	NUM
bracis-19062	287	3	)	)	PUNCT
bracis-19062	287	4	,	,	PUNCT
bracis-19062	287	5	270–273	270–273	NUM
bracis-19062	287	6	(	(	PUNCT
bracis-19062	287	7	2020	2020	NUM
bracis-19062	287	8	)	)	PUNCT
bracis-19062	287	9	article	article	NOUN
bracis-19062	287	10	  	  	SPACE
bracis-19062	287	11	google	google	PROPN
bracis-19062	287	12	scholar	scholar	NOUN
bracis-19062	287	13	  	  	SPACE
bracis-19062	287	14	zuiderveld	zuiderveld	PROPN
bracis-19062	287	15	,	,	PUNCT
bracis-19062	287	16	k.	k.	PROPN
bracis-19062	287	17	:	:	PUNCT
bracis-19062	287	18	graphics	graphic	NOUN
bracis-19062	287	19	gems	gem	NOUN
bracis-19062	287	20	iv	iv	X
bracis-19062	287	21	.	.	PUNCT
bracis-19062	288	1	in	in	ADP
bracis-19062	288	2	:	:	PUNCT
bracis-19062	288	3	heckbert	heckbert	PROPN
bracis-19062	288	4	,	,	PUNCT
bracis-19062	288	5	p.s	p.s	PROPN
bracis-19062	288	6	.	.	PUNCT
bracis-19062	289	1	(	(	PUNCT
bracis-19062	289	2	ed	ed	NOUN
bracis-19062	289	3	.	.	PUNCT
bracis-19062	289	4	)	)	PUNCT
bracis-19062	290	1	graphics	graphic	NOUN
bracis-19062	290	2	gems	gem	NOUN
bracis-19062	290	3	,	,	PUNCT
bracis-19062	290	4	chap	chap	PROPN
bracis-19062	290	5	.	.	PUNCT
bracis-19062	291	1	contrast	contrast	VERB
bracis-19062	291	2	limited	limited	ADJ
bracis-19062	291	3	adaptive	adaptive	ADJ
bracis-19062	291	4	histogram	histogram	NOUN
bracis-19062	291	5	equalization	equalization	NOUN
bracis-19062	291	6	,	,	PUNCT
bracis-19062	291	7	pp	pp	ADJ
bracis-19062	291	8	.	.	PUNCT
bracis-19062	292	1	474–485	474–485	NUM
bracis-19062	292	2	.	.	PUNCT
bracis-19062	293	1	academic	academic	ADJ
bracis-19062	293	2	press	press	PROPN
bracis-19062	293	3	professional	professional	PROPN
bracis-19062	293	4	inc	inc	PROPN
bracis-19062	293	5	,	,	PUNCT
bracis-19062	293	6	san	san	PROPN
bracis-19062	293	7	diego	diego	PROPN
bracis-19062	293	8	,	,	PUNCT
bracis-19062	293	9	ca	ca	PROPN
bracis-19062	293	10	,	,	PUNCT
bracis-19062	293	11	usa	usa	PROPN
bracis-19062	293	12	(	(	PUNCT
bracis-19062	293	13	1994	1994	NUM
bracis-19062	293	14	)	)	PUNCT
bracis-19062	293	15	google	google	PROPN
bracis-19062	293	16	scholar	scholar	NOUN
bracis-19062	293	17	  	  	SPACE
bracis-19062	293	18	download	download	NOUN
bracis-19062	293	19	references	reference	NOUN
bracis-19062	293	20	acknowledgements	acknowledgement	NOUN
bracis-19062	293	21	we	we	PRON
bracis-19062	293	22	thank	thank	VERB
bracis-19062	293	23	the	the	DET
bracis-19062	293	24	anonymous	anonymous	ADJ
bracis-19062	293	25	reviewers	reviewer	NOUN
bracis-19062	293	26	for	for	ADP
bracis-19062	293	27	their	their	PRON
bracis-19062	293	28	valuable	valuable	ADJ
bracis-19062	293	29	suggestions	suggestion	NOUN
bracis-19062	293	30	.	.	PUNCT
bracis-19062	294	1	the	the	DET
bracis-19062	294	2	authors	author	NOUN
bracis-19062	294	3	would	would	AUX
bracis-19062	294	4	like	like	VERB
bracis-19062	294	5	to	to	PART
bracis-19062	294	6	thank	thank	VERB
bracis-19062	294	7	the	the	DET
bracis-19062	294	8	coordination	coordination	NOUN
bracis-19062	294	9	for	for	ADP
bracis-19062	294	10	the	the	DET
bracis-19062	294	11	improvement	improvement	NOUN
bracis-19062	294	12	of	of	ADP
bracis-19062	294	13	higher	high	ADJ
bracis-19062	294	14	education	education	NOUN
bracis-19062	294	15	personnel	personnel	NOUN
bracis-19062	294	16	capes	cape	NOUN
bracis-19062	294	17	(	(	PUNCT
bracis-19062	294	18	financial	financial	ADJ
bracis-19062	294	19	code	code	NOUN
bracis-19062	294	20	001	001	NUM
bracis-19062	294	21	)	)	PUNCT
bracis-19062	294	22	,	,	PUNCT
bracis-19062	294	23	the	the	DET
bracis-19062	294	24	national	national	PROPN
bracis-19062	294	25	council	council	PROPN
bracis-19062	294	26	for	for	ADP
bracis-19062	294	27	scientific	scientific	ADJ
bracis-19062	294	28	and	and	CCONJ
bracis-19062	294	29	technological	technological	ADJ
bracis-19062	294	30	development	development	NOUN
bracis-19062	294	31	cnpq	cnpq	NOUN
bracis-19062	294	32	(	(	PUNCT
bracis-19062	294	33	grant	grant	VERB
bracis-19062	294	34	numbers	number	NOUN
bracis-19062	294	35	309537/2020	309537/2020	NUM
bracis-19062	294	36	-	-	SYM
bracis-19062	294	37	7	7	NUM
bracis-19062	294	38	)	)	PUNCT
bracis-19062	294	39	,	,	PUNCT
bracis-19062	294	40	the	the	DET
bracis-19062	294	41	research	research	NOUN
bracis-19062	294	42	support	support	NOUN
bracis-19062	294	43	foundation	foundation	NOUN
bracis-19062	294	44	of	of	ADP
bracis-19062	294	45	the	the	DET
bracis-19062	294	46	state	state	NOUN
bracis-19062	294	47	of	of	ADP
bracis-19062	294	48	rio	rio	PROPN
bracis-19062	294	49	grande	grande	PROPN
bracis-19062	294	50	do	do	VERB
bracis-19062	294	51	sul	sul	PROPN
bracis-19062	294	52	fapergs	fapergs	NOUN
bracis-19062	294	53	(	(	PUNCT
bracis-19062	294	54	grant	grant	NOUN
bracis-19062	294	55	numbers	number	NOUN
bracis-19062	294	56	08/2020	08/2020	ADP
bracis-19062	294	57	ppsus	ppsus	NOUN
bracis-19062	294	58	21/2551	21/2551	ADV
bracis-19062	294	59	-	-	PUNCT
bracis-19062	294	60	0000118	0000118	NUM
bracis-19062	294	61	-	-	PUNCT
bracis-19062	294	62	6	6	NUM
bracis-19062	294	63	)	)	PUNCT
bracis-19062	294	64	,	,	PUNCT
bracis-19062	294	65	and	and	CCONJ
bracis-19062	294	66	nvidia	nvidia	PROPN
bracis-19062	294	67	gpu	gpu	PROPN
bracis-19062	294	68	grant	grant	NOUN
bracis-19062	294	69	program	program	NOUN
bracis-19062	294	70	for	for	ADP
bracis-19062	294	71	your	your	PRON
bracis-19062	294	72	support	support	NOUN
bracis-19062	294	73	in	in	ADP
bracis-19062	294	74	this	this	DET
bracis-19062	294	75	work	work	NOUN
bracis-19062	294	76	.	.	PUNCT
bracis-19062	295	1	author	author	NOUN
bracis-19062	295	2	information	information	NOUN
bracis-19062	295	3	authors	author	NOUN
bracis-19062	295	4	and	and	CCONJ
bracis-19062	295	5	affiliations	affiliation	NOUN
bracis-19062	295	6	graduate	graduate	NOUN
bracis-19062	295	7	program	program	NOUN
bracis-19062	295	8	in	in	ADP
bracis-19062	295	9	applied	applied	ADJ
bracis-19062	295	10	computing	computing	NOUN
bracis-19062	295	11	,	,	PUNCT
bracis-19062	295	12	universidade	universidade	PROPN
bracis-19062	295	13	do	do	AUX
bracis-19062	295	14	vale	vale	PROPN
bracis-19062	295	15	do	do	AUX
bracis-19062	295	16	rio	rio	PROPN
bracis-19062	295	17	dos	dos	PROPN
bracis-19062	295	18	sinos	sinos	PROPN
bracis-19062	295	19	,	,	PUNCT
bracis-19062	295	20	são	são	PROPN
bracis-19062	295	21	leopoldo	leopoldo	PROPN
bracis-19062	295	22	,	,	PUNCT
bracis-19062	295	23	brazil	brazil	PROPN
bracis-19062	295	24	felipe	felipe	PROPN
bracis-19062	295	25	andré	andré	PROPN
bracis-19062	295	26	zeiser	zeiser	PROPN
bracis-19062	295	27	,	,	PUNCT
bracis-19062	295	28	 	 	SPACE
bracis-19062	295	29	cristiano	cristiano	PROPN
bracis-19062	295	30	andré	andré	PROPN
bracis-19062	295	31	da	da	PROPN
bracis-19062	295	32	costa	costa	PROPN
bracis-19062	295	33	,	,	PUNCT
bracis-19062	295	34	 	 	SPACE
bracis-19062	295	35	gabriel	gabriel	PROPN
bracis-19062	295	36	de	de	PROPN
bracis-19062	295	37	oliveira	oliveira	PROPN
bracis-19062	295	38	ramos	ramos	PROPN
bracis-19062	295	39	,	,	PUNCT
bracis-19062	295	40	 	 	SPACE
bracis-19062	295	41	henrique	henrique	PROPN
bracis-19062	295	42	bohn	bohn	PROPN
bracis-19062	295	43	,	,	PUNCT
bracis-19062	295	44	 	 	SPACE
bracis-19062	295	45	ismael	ismael	PROPN
bracis-19062	295	46	santos	santos	PROPN
bracis-19062	295	47	 	 	SPACE
bracis-19062	295	48	&	&	CCONJ
bracis-19062	295	49	 	 	SPACE
bracis-19062	295	50	rodrigo	rodrigo	PROPN
bracis-19062	295	51	da	da	PROPN
bracis-19062	295	52	rosa	rosa	PROPN
bracis-19062	295	53	righi	righi	PROPN
bracis-19062	295	54	authors	author	NOUN
bracis-19062	295	55	felipe	felipe	PROPN
bracis-19062	295	56	andré	andré	PROPN
bracis-19062	295	57	zeiserview	zeiserview	NOUN
bracis-19062	295	58	author	author	NOUN
bracis-19062	295	59	publications	publication	NOUN
bracis-19062	295	60	search	search	NOUN
bracis-19062	295	61	author	author	NOUN
bracis-19062	295	62	on	on	ADP
bracis-19062	295	63	:	:	PUNCT
bracis-19062	295	64	pubmed	pubmed	PROPN
bracis-19062	295	65	 	 	SPACE
bracis-19062	295	66	google	google	PROPN
bracis-19062	295	67	scholar	scholar	PROPN
bracis-19062	295	68	cristiano	cristiano	PROPN
bracis-19062	295	69	andré	andré	VERB
bracis-19062	295	70	da	da	PROPN
bracis-19062	295	71	costaview	costaview	NOUN
bracis-19062	295	72	author	author	NOUN
bracis-19062	295	73	publications	publication	NOUN
bracis-19062	295	74	search	search	NOUN
bracis-19062	295	75	author	author	NOUN
bracis-19062	295	76	on	on	ADP
bracis-19062	295	77	:	:	PUNCT
bracis-19062	295	78	pubmed	pubmed	PROPN
bracis-19062	295	79	 	 	SPACE
bracis-19062	295	80	google	google	PROPN
bracis-19062	295	81	scholar	scholar	NOUN
bracis-19062	295	82	gabriel	gabriel	PROPN
bracis-19062	295	83	de	de	PROPN
bracis-19062	295	84	oliveira	oliveira	PROPN
bracis-19062	295	85	ramosview	ramosview	PROPN
bracis-19062	295	86	author	author	NOUN
bracis-19062	295	87	publications	publication	VERB
bracis-19062	295	88	search	search	NOUN
bracis-19062	295	89	author	author	NOUN
bracis-19062	295	90	on	on	ADP
bracis-19062	295	91	:	:	PUNCT
bracis-19062	295	92	pubmed	pubmed	PROPN
bracis-19062	295	93	 	 	SPACE
bracis-19062	295	94	google	google	PROPN
bracis-19062	295	95	scholar	scholar	PROPN
bracis-19062	295	96	henrique	henrique	PROPN
bracis-19062	295	97	bohnview	bohnview	PROPN
bracis-19062	295	98	author	author	NOUN
bracis-19062	295	99	publications	publication	NOUN
bracis-19062	295	100	search	search	NOUN
bracis-19062	295	101	author	author	NOUN
bracis-19062	295	102	on	on	ADP
bracis-19062	295	103	:	:	PUNCT
bracis-19062	295	104	pubmed	pubmed	PROPN
bracis-19062	295	105	 	 	SPACE
bracis-19062	295	106	google	google	PROPN
bracis-19062	295	107	scholar	scholar	PROPN
bracis-19062	295	108	ismael	ismael	PROPN
bracis-19062	295	109	santosview	santosview	PROPN
bracis-19062	295	110	author	author	NOUN
bracis-19062	295	111	publications	publication	NOUN
bracis-19062	295	112	search	search	NOUN
bracis-19062	295	113	author	author	NOUN
bracis-19062	295	114	on	on	ADP
bracis-19062	295	115	:	:	PUNCT
bracis-19062	295	116	pubmed	pubmed	PROPN
bracis-19062	295	117	 	 	SPACE
bracis-19062	295	118	google	google	PROPN
bracis-19062	295	119	scholar	scholar	PROPN
bracis-19062	295	120	rodrigo	rodrigo	PROPN
bracis-19062	295	121	da	da	PROPN
bracis-19062	295	122	rosa	rosa	PROPN
bracis-19062	295	123	righiview	righiview	PROPN
bracis-19062	295	124	author	author	NOUN
bracis-19062	295	125	publications	publication	NOUN
bracis-19062	295	126	search	search	NOUN
bracis-19062	295	127	author	author	NOUN
bracis-19062	295	128	on	on	ADP
bracis-19062	295	129	:	:	PUNCT
bracis-19062	295	130	pubmed	pubmed	PROPN
bracis-19062	295	131	 	 	SPACE
bracis-19062	295	132	google	google	PROPN
bracis-19062	295	133	scholar	scholar	NOUN
bracis-19062	295	134	corresponding	correspond	VERB
bracis-19062	295	135	author	author	NOUN
bracis-19062	295	136	correspondence	correspondence	NOUN
bracis-19062	295	137	to	to	PART
bracis-19062	295	138	cristiano	cristiano	PROPN
bracis-19062	295	139	andré	andré	PROPN
bracis-19062	295	140	da	da	PROPN
bracis-19062	295	141	costa	costa	PROPN
bracis-19062	295	142	.	.	PUNCT
bracis-19062	296	1	editor	editor	NOUN
bracis-19062	296	2	information	information	NOUN
bracis-19062	296	3	editors	editor	NOUN
bracis-19062	296	4	and	and	CCONJ
bracis-19062	296	5	affiliations	affiliation	NOUN
bracis-19062	296	6	universidade	universidade	PROPN
bracis-19062	296	7	federal	federal	PROPN
bracis-19062	296	8	de	de	X
bracis-19062	296	9	sergipe	sergipe	PROPN
bracis-19062	296	10	,	,	PUNCT
bracis-19062	296	11	são	são	NOUN
bracis-19062	296	12	cristóvão	cristóvão	PROPN
bracis-19062	296	13	,	,	PUNCT
bracis-19062	296	14	brazil	brazil	PROPN
bracis-19062	296	15	andré	andré	PROPN
bracis-19062	296	16	britto	britto	PROPN
bracis-19062	296	17	universidade	universidade	PROPN
bracis-19062	296	18	de	de	PROPN
bracis-19062	296	19	são	são	PROPN
bracis-19062	296	20	paulo	paulo	PROPN
bracis-19062	296	21	,	,	PUNCT
bracis-19062	296	22	são	são	PROPN
bracis-19062	296	23	paulo	paulo	PROPN
bracis-19062	296	24	,	,	PUNCT
bracis-19062	296	25	brazil	brazil	PROPN
bracis-19062	296	26	karina	karina	PROPN
bracis-19062	296	27	valdivia	valdivia	PROPN
bracis-19062	296	28	delgado	delgado	VERB
bracis-19062	296	29	rights	right	NOUN
bracis-19062	296	30	and	and	CCONJ
bracis-19062	296	31	permissions	permission	NOUN
bracis-19062	296	32	reprints	reprint	NOUN
bracis-19062	296	33	and	and	CCONJ
bracis-19062	296	34	permissions	permission	VERB
bracis-19062	296	35	copyright	copyright	NOUN
bracis-19062	296	36	information	information	NOUN
bracis-19062	296	37	©	©	PROPN
bracis-19062	296	38	2021	2021	NUM
bracis-19062	296	39	springer	springer	NOUN
bracis-19062	296	40	nature	nature	NOUN
bracis-19062	296	41	switzerland	switzerland	PROPN
bracis-19062	296	42	ag	ag	PROPN
bracis-19062	296	43	about	about	ADP
bracis-19062	296	44	this	this	DET
bracis-19062	296	45	paper	paper	NOUN
bracis-19062	296	46	cite	cite	VERB
bracis-19062	296	47	this	this	DET
bracis-19062	296	48	paper	paper	NOUN
bracis-19062	296	49	zeiser	zeiser	NOUN
bracis-19062	296	50	,	,	PUNCT
bracis-19062	296	51	f.a	f.a	PROPN
bracis-19062	296	52	.	.	PROPN
bracis-19062	296	53	,	,	PUNCT
bracis-19062	296	54	costa	costa	PROPN
bracis-19062	296	55	,	,	PUNCT
bracis-19062	296	56	c.a.d	c.a.d	PROPN
bracis-19062	296	57	.	.	PROPN
bracis-19062	296	58	,	,	PUNCT
bracis-19062	296	59	ramos	ramos	PROPN
bracis-19062	296	60	,	,	PUNCT
bracis-19062	296	61	g.d.o	g.d.o	PROPN
bracis-19062	296	62	.	.	PROPN
bracis-19062	296	63	,	,	PUNCT
bracis-19062	296	64	bohn	bohn	PROPN
bracis-19062	296	65	,	,	PUNCT
bracis-19062	296	66	h.	h.	PROPN
bracis-19062	296	67	,	,	PUNCT
bracis-19062	296	68	santos	santos	PROPN
bracis-19062	296	69	,	,	PUNCT
bracis-19062	296	70	i.	i.	PROPN
bracis-19062	296	71	,	,	PUNCT
bracis-19062	296	72	righi	righi	PROPN
bracis-19062	296	73	,	,	PUNCT
bracis-19062	296	74	r.d.r	r.d.r	PROPN
bracis-19062	296	75	.	.	PUNCT
bracis-19062	297	1	(	(	PUNCT
bracis-19062	297	2	2021	2021	NUM
bracis-19062	297	3	)	)	PUNCT
bracis-19062	297	4	.	.	PUNCT
bracis-19062	298	1	evaluation	evaluation	NOUN
bracis-19062	298	2	of	of	ADP
bracis-19062	298	3	 	 	SPACE
bracis-19062	298	4	convolutional	convolutional	ADJ
bracis-19062	298	5	neural	neural	ADJ
bracis-19062	298	6	networks	network	NOUN
bracis-19062	298	7	for	for	ADP
bracis-19062	298	8	 	 	SPACE
bracis-19062	298	9	covid-19	covid-19	PROPN
bracis-19062	298	10	classification	classification	NOUN
bracis-19062	298	11	on	on	ADP
bracis-19062	298	12	 	 	SPACE
bracis-19062	298	13	chest	chest	NOUN
bracis-19062	298	14	x	x	NOUN
bracis-19062	298	15	-	-	NOUN
bracis-19062	298	16	rays	ray	NOUN
bracis-19062	298	17	.	.	PUNCT
bracis-19062	299	1	in	in	ADP
bracis-19062	299	2	:	:	PUNCT
bracis-19062	299	3	britto	britto	PROPN
bracis-19062	299	4	,	,	PUNCT
bracis-19062	299	5	a.	a.	PROPN
bracis-19062	299	6	,	,	PUNCT
bracis-19062	299	7	valdivia	valdivia	PROPN
bracis-19062	299	8	delgado	delgado	PROPN
bracis-19062	299	9	,	,	PUNCT
bracis-19062	299	10	k.	k.	PROPN
bracis-19062	299	11	(	(	PUNCT
bracis-19062	299	12	eds	eds	PROPN
bracis-19062	299	13	)	)	PUNCT
bracis-19062	299	14	intelligent	intelligent	ADJ
bracis-19062	299	15	systems	system	NOUN
bracis-19062	299	16	.	.	PUNCT
bracis-19062	300	1	bracis	bracis	PROPN
bracis-19062	300	2	2021	2021	NUM
bracis-19062	300	3	.	.	PUNCT
bracis-19062	301	1	lecture	lecture	NOUN
bracis-19062	301	2	notes	note	NOUN
bracis-19062	301	3	in	in	ADP
bracis-19062	301	4	computer	computer	NOUN
bracis-19062	301	5	science	science	NOUN
bracis-19062	301	6	(	(	PUNCT
bracis-19062	301	7	)	)	PUNCT
bracis-19062	301	8	,	,	PUNCT
bracis-19062	301	9	vol	vol	NOUN
bracis-19062	301	10	13074	13074	NUM
bracis-19062	301	11	.	.	PUNCT
bracis-19062	302	1	springer	springer	NOUN
bracis-19062	302	2	,	,	PUNCT
bracis-19062	302	3	cham	cham	PROPN
bracis-19062	302	4	.	.	PUNCT
bracis-19062	303	1	https://doi.org/10.1007/978-3-030-91699-2_9	https://doi.org/10.1007/978-3-030-91699-2_9	PROPN
bracis-19062	303	2	download	download	NOUN
bracis-19062	303	3	citation	citation	NOUN
bracis-19062	303	4	.ris	.ris	PUNCT
bracis-19062	303	5	.enw	.enw	PROPN
bracis-19062	303	6	.bib	.bib	PUNCT
bracis-19062	304	1	doi	doi	PROPN
bracis-19062	304	2	:	:	PUNCT
bracis-19062	304	3	https://doi.org/10.1007/978-3-030-91699-2_9	https://doi.org/10.1007/978-3-030-91699-2_9	AUX
bracis-19062	304	4	published	publish	VERB
bracis-19062	304	5	:	:	PUNCT
bracis-19062	304	6	28	28	NUM
bracis-19062	304	7	november	november	PROPN
bracis-19062	304	8	2021	2021	NUM
bracis-19062	304	9	publisher	publisher	NOUN
bracis-19062	304	10	name	name	NOUN
bracis-19062	304	11	:	:	PUNCT
bracis-19062	304	12	springer	springer	NOUN
bracis-19062	304	13	,	,	PUNCT
bracis-19062	304	14	cham	cham	PROPN
bracis-19062	304	15	print	print	PROPN
bracis-19062	304	16	isbn	isbn	PROPN
bracis-19062	304	17	:	:	PUNCT
bracis-19062	304	18	978	978	NUM
bracis-19062	304	19	-	-	SYM
bracis-19062	304	20	3	3	NUM
bracis-19062	304	21	-	-	PUNCT
bracis-19062	304	22	030	030	NUM
bracis-19062	304	23	-	-	PUNCT
bracis-19062	304	24	91698	91698	NUM
bracis-19062	304	25	-	-	SYM
bracis-19062	304	26	5	5	NUM
bracis-19062	304	27	online	online	ADJ
bracis-19062	304	28	isbn	isbn	NOUN
bracis-19062	304	29	:	:	PUNCT
bracis-19062	304	30	978	978	NUM
bracis-19062	304	31	-	-	SYM
bracis-19062	304	32	3	3	NUM
bracis-19062	304	33	-	-	PUNCT
bracis-19062	304	34	030	030	NUM
bracis-19062	304	35	-	-	PUNCT
bracis-19062	304	36	91699	91699	NUM
bracis-19062	304	37	-	-	SYM
bracis-19062	304	38	2	2	NUM
bracis-19062	304	39	ebook	ebook	NOUN
bracis-19062	304	40	packages	package	NOUN
bracis-19062	304	41	:	:	PUNCT
bracis-19062	304	42	computer	computer	NOUN
bracis-19062	304	43	sciencecomputer	sciencecomputer	NOUN
bracis-19062	304	44	science	science	NOUN
bracis-19062	304	45	(	(	PUNCT
bracis-19062	304	46	r0	r0	NOUN
bracis-19062	304	47	)	)	PUNCT
bracis-19062	304	48	share	share	VERB
bracis-19062	304	49	this	this	DET
bracis-19062	304	50	paper	paper	NOUN
bracis-19062	304	51	anyone	anyone	PRON
bracis-19062	304	52	you	you	PRON
bracis-19062	304	53	share	share	VERB
bracis-19062	304	54	the	the	DET
bracis-19062	304	55	following	follow	VERB
bracis-19062	304	56	link	link	NOUN
bracis-19062	304	57	with	with	ADP
bracis-19062	304	58	will	will	AUX
bracis-19062	304	59	be	be	AUX
bracis-19062	304	60	able	able	ADJ
bracis-19062	304	61	to	to	PART
bracis-19062	304	62	read	read	VERB
bracis-19062	304	63	this	this	DET
bracis-19062	304	64	content	content	NOUN
bracis-19062	304	65	:	:	PUNCT
bracis-19062	304	66	get	get	VERB
bracis-19062	304	67	shareable	shareable	ADJ
bracis-19062	304	68	linksorry	linksorry	NOUN
bracis-19062	304	69	,	,	PUNCT
bracis-19062	304	70	a	a	DET
bracis-19062	304	71	shareable	shareable	ADJ
bracis-19062	304	72	link	link	NOUN
bracis-19062	304	73	is	be	AUX
bracis-19062	304	74	not	not	PART
bracis-19062	304	75	currently	currently	ADV
bracis-19062	304	76	available	available	ADJ
bracis-19062	304	77	for	for	ADP
bracis-19062	304	78	this	this	DET
bracis-19062	304	79	article	article	NOUN
bracis-19062	304	80	.	.	PUNCT
bracis-19062	305	1	copy	copy	VERB
bracis-19062	305	2	shareable	shareable	ADJ
bracis-19062	305	3	link	link	NOUN
bracis-19062	305	4	to	to	PART
bracis-19062	305	5	clipboard	clipboard	NOUN
bracis-19062	305	6	provided	provide	VERB
bracis-19062	305	7	by	by	ADP
bracis-19062	305	8	the	the	DET
bracis-19062	305	9	springer	springer	NOUN
bracis-19062	305	10	nature	nature	PROPN
bracis-19062	305	11	sharedit	sharedit	PROPN
bracis-19062	305	12	content	content	NOUN
bracis-19062	305	13	-	-	PUNCT
bracis-19062	305	14	sharing	share	VERB
bracis-19062	305	15	initiative	initiative	NOUN
bracis-19062	305	16	keywords	keyword	NOUN
bracis-19062	305	17	covid-19	covid-19	PROPN
bracis-19062	305	18	chest	chest	NOUN
bracis-19062	305	19	x	x	NOUN
bracis-19062	305	20	-	-	NOUN
bracis-19062	305	21	rays	ray	NOUN
bracis-19062	305	22	deep	deep	ADJ
bracis-19062	305	23	learning	learn	VERB
bracis-19062	305	24	convolutional	convolutional	ADJ
bracis-19062	305	25	neural	neural	ADJ
bracis-19062	305	26	network	network	NOUN
bracis-19062	305	27	publish	publish	VERB
bracis-19062	305	28	with	with	ADP
bracis-19062	305	29	us	us	PROPN
bracis-19062	305	30	policies	policy	NOUN
bracis-19062	305	31	and	and	CCONJ
bracis-19062	305	32	ethics	ethic	NOUN
bracis-19062	305	33	profiles	profile	NOUN
bracis-19062	305	34	cristiano	cristiano	PROPN
bracis-19062	305	35	andré	andré	PROPN
bracis-19062	305	36	da	da	PROPN
bracis-19062	305	37	costa	costa	PROPN
bracis-19062	305	38	view	view	NOUN
bracis-19062	305	39	author	author	NOUN
bracis-19062	305	40	profile	profile	PROPN
bracis-19062	305	41	gabriel	gabriel	PROPN
bracis-19062	305	42	de	de	PROPN
bracis-19062	305	43	oliveira	oliveira	PROPN
bracis-19062	305	44	ramos	ramos	PROPN
bracis-19062	305	45	view	view	PROPN
bracis-19062	305	46	author	author	NOUN
bracis-19062	305	47	profile	profile	NOUN
bracis-19062	305	48	search	search	NOUN
bracis-19062	305	49	search	search	NOUN
bracis-19062	305	50	by	by	ADP
bracis-19062	305	51	keyword	keyword	NOUN
bracis-19062	305	52	or	or	CCONJ
bracis-19062	305	53	author	author	NOUN
bracis-19062	305	54	search	search	NOUN
bracis-19062	305	55	navigation	navigation	NOUN
bracis-19062	305	56	find	find	VERB
bracis-19062	305	57	a	a	DET
bracis-19062	305	58	journal	journal	NOUN
bracis-19062	305	59	publish	publish	VERB
bracis-19062	305	60	with	with	ADP
bracis-19062	305	61	us	we	PRON
bracis-19062	305	62	track	track	VERB
bracis-19062	305	63	your	your	PRON
bracis-19062	305	64	research	research	NOUN
bracis-19062	305	65	discover	discover	VERB
bracis-19062	305	66	content	content	NOUN
bracis-19062	305	67	journals	journal	NOUN
bracis-19062	305	68	a	a	DET
bracis-19062	305	69	-	-	PUNCT
bracis-19062	305	70	z	z	NOUN
bracis-19062	305	71	books	book	NOUN
bracis-19062	305	72	a	a	DET
bracis-19062	305	73	-	-	PUNCT
bracis-19062	305	74	z	z	NOUN
bracis-19062	305	75	publish	publish	NOUN
bracis-19062	305	76	with	with	ADP
bracis-19062	305	77	us	us	PROPN
bracis-19062	305	78	journal	journal	PROPN
bracis-19062	305	79	finder	finder	PROPN
bracis-19062	305	80	publish	publish	VERB
bracis-19062	305	81	your	your	PRON
bracis-19062	305	82	research	research	NOUN
bracis-19062	305	83	language	language	NOUN
bracis-19062	305	84	editing	edit	VERB
bracis-19062	305	85	open	open	ADJ
bracis-19062	305	86	access	access	NOUN
bracis-19062	305	87	publishing	publishing	NOUN
bracis-19062	305	88	products	product	NOUN
bracis-19062	305	89	and	and	CCONJ
bracis-19062	305	90	services	service	NOUN
bracis-19062	305	91	our	our	PRON
bracis-19062	305	92	products	product	NOUN
bracis-19062	305	93	librarians	librarian	VERB
bracis-19062	305	94	societies	society	NOUN
bracis-19062	305	95	partners	partner	NOUN
bracis-19062	305	96	and	and	CCONJ
bracis-19062	305	97	advertisers	advertiser	NOUN
bracis-19062	305	98	our	our	PRON
bracis-19062	305	99	brands	brand	NOUN
bracis-19062	305	100	springer	springer	NOUN
bracis-19062	305	101	nature	nature	PROPN
bracis-19062	305	102	portfolio	portfolio	PROPN
bracis-19062	305	103	bmc	bmc	PROPN
bracis-19062	305	104	palgrave	palgrave	PROPN
bracis-19062	305	105	macmillan	macmillan	PROPN
bracis-19062	305	106	apress	apress	PROPN
bracis-19062	305	107	discover	discover	VERB
bracis-19062	305	108	your	your	PRON
bracis-19062	305	109	privacy	privacy	NOUN
bracis-19062	305	110	choices	choice	NOUN
bracis-19062	305	111	/	/	SYM
bracis-19062	305	112	manage	manage	NOUN
bracis-19062	305	113	cookies	cookie	NOUN
bracis-19062	305	114	your	your	PRON
bracis-19062	305	115	us	us	PROPN
bracis-19062	306	1	state	state	NOUN
bracis-19062	306	2	privacy	privacy	NOUN
bracis-19062	306	3	rights	right	NOUN
bracis-19062	306	4	accessibility	accessibility	NOUN
bracis-19062	306	5	statement	statement	NOUN
bracis-19062	306	6	terms	term	NOUN
bracis-19062	306	7	and	and	CCONJ
bracis-19062	306	8	conditions	condition	NOUN
bracis-19062	306	9	privacy	privacy	NOUN
bracis-19062	306	10	policy	policy	NOUN
bracis-19062	306	11	help	help	NOUN
bracis-19062	306	12	and	and	CCONJ
bracis-19062	306	13	support	support	VERB
bracis-19062	306	14	legal	legal	ADJ
bracis-19062	306	15	notice	notice	NOUN
bracis-19062	306	16	cancel	cancel	VERB
bracis-19062	306	17	contracts	contract	NOUN
bracis-19062	306	18	here	here	ADV
bracis-19062	306	19	129.74.145.123	129.74.145.123	NUM
bracis-19062	306	20	hesburgh	hesburgh	PROPN
bracis-19062	306	21	library	library	PROPN
bracis-19062	306	22	er	er	INTJ
bracis-19062	306	23	unit	unit	NOUN
bracis-19062	306	24	(	(	PUNCT
bracis-19062	306	25	3005732405	3005732405	NUM
bracis-19062	306	26	)	)	PUNCT
bracis-19062	306	27	northeast	northeast	ADJ
bracis-19062	306	28	research	research	NOUN
bracis-19062	306	29	libraries	library	NOUN
bracis-19062	306	30	(	(	PUNCT
bracis-19062	306	31	nerl	nerl	PROPN
bracis-19062	306	32	)	)	PUNCT
bracis-19062	306	33	(	(	PUNCT
bracis-19062	306	34	8200828607	8200828607	NUM
bracis-19062	306	35	)	)	PUNCT
bracis-19062	306	36	nerl	nerl	VERB
bracis-19062	306	37	ta	ta	X
bracis-19062	306	38	account	account	NOUN
bracis-19062	306	39	(	(	PUNCT
bracis-19062	306	40	3006206169	3006206169	NUM
bracis-19062	306	41	)	)	PUNCT
bracis-19062	306	42	university	university	NOUN
bracis-19062	306	43	of	of	ADP
bracis-19062	306	44	notre	notre	PROPN
bracis-19062	306	45	dame	dame	PROPN
bracis-19062	306	46	hesburgh	hesburgh	PROPN
bracis-19062	306	47	library	library	NOUN
bracis-19062	306	48	(	(	PUNCT
bracis-19062	306	49	3000184373	3000184373	NUM
bracis-19062	306	50	)	)	PUNCT
bracis-19062	307	1	©	©	ADP
bracis-19062	307	2	2025	2025	NUM
bracis-19062	307	3	springer	springer	NOUN
bracis-19062	307	4	nature	nature	NOUN