id	sid	tid	token	lemma	pos
bracis-33635	1	1	improving	improve	VERB
bracis-33635	1	2	colorectal	colorectal	ADJ
bracis-33635	1	3	cancer	cancer	NOUN
bracis-33635	1	4	diagnosis	diagnosis	NOUN
bracis-33635	1	5	using	use	VERB
bracis-33635	1	6	mirnet	mirnet	NOUN
bracis-33635	1	7	and	and	CCONJ
bracis-33635	1	8	 	 	SPACE
bracis-33635	1	9	inceptionv3	inceptionv3	NOUN
bracis-33635	1	10	on	on	ADP
bracis-33635	1	11	 	 	SPACE
bracis-33635	1	12	histopathological	histopathological	ADJ
bracis-33635	1	13	images	image	NOUN
bracis-33635	1	14	|	|	ADV
bracis-33635	1	15	springer	springer	NOUN
bracis-33635	1	16	nature	nature	NOUN
bracis-33635	1	17	link	link	PROPN
bracis-33635	1	18	(	(	PUNCT
bracis-33635	1	19	formerly	formerly	ADV
bracis-33635	1	20	springerlink	springerlink	NOUN
bracis-33635	1	21	)	)	PUNCT
bracis-33635	1	22	skip	skip	VERB
bracis-33635	1	23	to	to	ADP
bracis-33635	1	24	main	main	ADJ
bracis-33635	1	25	content	content	NOUN
bracis-33635	1	26	advertisement	advertisement	NOUN
bracis-33635	1	27	log	log	NOUN
bracis-33635	1	28	in	in	ADP
bracis-33635	1	29	menu	menu	NOUN
bracis-33635	1	30	find	find	VERB
bracis-33635	1	31	a	a	DET
bracis-33635	1	32	journal	journal	NOUN
bracis-33635	1	33	publish	publish	VERB
bracis-33635	1	34	with	with	ADP
bracis-33635	1	35	us	we	PRON
bracis-33635	1	36	track	track	VERB
bracis-33635	1	37	your	your	PRON
bracis-33635	1	38	research	research	NOUN
bracis-33635	1	39	search	search	NOUN
bracis-33635	1	40	cart	cart	NOUN
bracis-33635	1	41	home	home	NOUN
bracis-33635	1	42	intelligent	intelligent	ADJ
bracis-33635	1	43	systems	system	NOUN
bracis-33635	1	44	conference	conference	NOUN
bracis-33635	1	45	paper	paper	NOUN
bracis-33635	1	46	improving	improve	VERB
bracis-33635	1	47	colorectal	colorectal	ADJ
bracis-33635	1	48	cancer	cancer	NOUN
bracis-33635	1	49	diagnosis	diagnosis	NOUN
bracis-33635	1	50	using	use	VERB
bracis-33635	1	51	mirnet	mirnet	NOUN
bracis-33635	1	52	and	and	CCONJ
bracis-33635	1	53	 	 	SPACE
bracis-33635	1	54	inceptionv3	inceptionv3	NOUN
bracis-33635	1	55	on	on	ADP
bracis-33635	1	56	 	 	SPACE
bracis-33635	1	57	histopathological	histopathological	ADJ
bracis-33635	1	58	images	image	NOUN
bracis-33635	1	59	conference	conference	NOUN
bracis-33635	1	60	paper	paper	NOUN
bracis-33635	1	61	first	first	ADV
bracis-33635	1	62	online	online	ADV
bracis-33635	1	63	:	:	PUNCT
bracis-33635	1	64	30	30	NUM
bracis-33635	1	65	january	january	NOUN
bracis-33635	1	66	2025	2025	NUM
bracis-33635	1	67	pp	pp	NUM
bracis-33635	1	68	321–334	321–334	NUM
bracis-33635	1	69	cite	cite	VERB
bracis-33635	1	70	this	this	DET
bracis-33635	1	71	conference	conference	NOUN
bracis-33635	1	72	paper	paper	NOUN
bracis-33635	1	73	access	access	NOUN
bracis-33635	1	74	provided	provide	VERB
bracis-33635	1	75	by	by	ADP
bracis-33635	1	76	university	university	PROPN
bracis-33635	1	77	of	of	ADP
bracis-33635	1	78	notre	notre	PROPN
bracis-33635	1	79	dame	dame	PROPN
bracis-33635	1	80	hesburgh	hesburgh	PROPN
bracis-33635	1	81	library	library	PROPN
bracis-33635	1	82	download	download	PROPN
bracis-33635	1	83	book	book	NOUN
bracis-33635	1	84	pdf	pdf	PROPN
bracis-33635	1	85	download	download	NOUN
bracis-33635	1	86	book	book	NOUN
bracis-33635	1	87	epub	epub	PROPN
bracis-33635	1	88	intelligent	intelligent	ADJ
bracis-33635	1	89	systems	system	NOUN
bracis-33635	1	90	(	(	PUNCT
bracis-33635	1	91	bracis	bracis	NOUN
bracis-33635	1	92	2024	2024	NUM
bracis-33635	1	93	)	)	PUNCT
bracis-33635	1	94	improving	improve	VERB
bracis-33635	1	95	colorectal	colorectal	ADJ
bracis-33635	1	96	cancer	cancer	NOUN
bracis-33635	1	97	diagnosis	diagnosis	NOUN
bracis-33635	1	98	using	use	VERB
bracis-33635	1	99	mirnet	mirnet	NOUN
bracis-33635	1	100	and	and	CCONJ
bracis-33635	1	101	 	 	SPACE
bracis-33635	1	102	inceptionv3	inceptionv3	NOUN
bracis-33635	1	103	on	on	ADP
bracis-33635	1	104	 	 	SPACE
bracis-33635	1	105	histopathological	histopathological	ADJ
bracis-33635	1	106	images	image	NOUN
bracis-33635	1	107	download	download	NOUN
bracis-33635	1	108	book	book	NOUN
bracis-33635	1	109	pdf	pdf	PROPN
bracis-33635	1	110	download	download	NOUN
bracis-33635	1	111	book	book	PROPN
bracis-33635	1	112	epub	epub	PROPN
bracis-33635	1	113	neilson	neilson	PROPN
bracis-33635	2	1	p.	p.	PROPN
bracis-33635	2	2	ribeiro	ribeiro	PROPN
bracis-33635	2	3	  	  	SPACE
bracis-33635	2	4	orcid	orcid	NOUN
bracis-33635	2	5	:	:	PUNCT
bracis-33635	2	6	orcid.org/0009-0004-0431-94389,10	orcid.org/0009-0004-0431-94389,10	PROPN
bracis-33635	2	7	,	,	PUNCT
bracis-33635	2	8	felipe	felipe	PROPN
bracis-33635	2	9	r.	r.	PROPN
bracis-33635	2	10	s.	s.	PROPN
bracis-33635	2	11	teles	teles	PROPN
bracis-33635	2	12	  	  	SPACE
bracis-33635	2	13	orcid	orcid	NOUN
bracis-33635	2	14	:	:	PUNCT
bracis-33635	3	1	orcid.org/0009-0002-9598-885010	orcid.org/0009-0002-9598-885010	ADJ
bracis-33635	3	2	,	,	PUNCT
bracis-33635	3	3	joão	joão	PROPN
bracis-33635	3	4	otávio	otávio	PROPN
bracis-33635	3	5	bandeira	bandeira	PROPN
bracis-33635	3	6	diniz	diniz	PROPN
bracis-33635	3	7	  	  	SPACE
bracis-33635	3	8	orcid	orcid	PROPN
bracis-33635	3	9	:	:	PUNCT
bracis-33635	3	10	orcid.org/0000-0003-3303-33469,10	orcid.org/0000-0003-3303-33469,10	PROPN
bracis-33635	3	11	,	,	PUNCT
bracis-33635	3	12	luana	luana	PROPN
bracis-33635	3	13	b.	b.	PROPN
bracis-33635	3	14	da	da	PROPN
bracis-33635	3	15	cruz11	cruz11	PROPN
bracis-33635	3	16	,	,	PUNCT
bracis-33635	3	17	domingos	domingos	PROPN
bracis-33635	3	18	a.	a.	PROPN
bracis-33635	3	19	dias	dias	PROPN
bracis-33635	3	20	jr.11	jr.11	PROPN
bracis-33635	3	21	,	,	PUNCT
bracis-33635	3	22	geraldo	geraldo	PROPN
bracis-33635	3	23	braz	braz	PROPN
bracis-33635	3	24	junior	junior	PROPN
bracis-33635	3	25	  	  	SPACE
bracis-33635	3	26	orcid	orcid	NOUN
bracis-33635	3	27	:	:	PUNCT
bracis-33635	3	28	orcid.org/0000-0003-3731-643110	orcid.org/0000-0003-3731-643110	PROPN
bracis-33635	3	29	,	,	PUNCT
bracis-33635	3	30	joão	joão	PROPN
bracis-33635	3	31	d.	d.	PROPN
bracis-33635	3	32	s.	s.	PROPN
bracis-33635	3	33	de	de	PROPN
bracis-33635	3	34	almeida	almeida	PROPN
bracis-33635	3	35	  	  	SPACE
bracis-33635	3	36	orcid	orcid	PROPN
bracis-33635	3	37	:	:	PUNCT
bracis-33635	3	38	orcid.org/0000-0001-7013-970010	orcid.org/0000-0001-7013-970010	PROPN
bracis-33635	3	39	&	&	CCONJ
bracis-33635	3	40	…	…	PUNCT
bracis-33635	3	41	anselmo	anselmo	VERB
bracis-33635	3	42	c.	c.	PROPN
bracis-33635	3	43	de	de	PROPN
bracis-33635	3	44	paiva	paiva	PROPN
bracis-33635	3	45	  	  	SPACE
bracis-33635	3	46	orcid	orcid	NOUN
bracis-33635	3	47	:	:	PUNCT
bracis-33635	3	48	orcid.org/0000-0003-4921-062610	orcid.org/0000-0003-4921-062610	NOUN
bracis-33635	3	49	  	  	SPACE
bracis-33635	3	50	show	show	NOUN
bracis-33635	3	51	authors	author	NOUN
bracis-33635	3	52	part	part	NOUN
bracis-33635	3	53	of	of	ADP
bracis-33635	3	54	the	the	DET
bracis-33635	3	55	book	book	NOUN
bracis-33635	3	56	series	series	NOUN
bracis-33635	3	57	:	:	PUNCT
bracis-33635	3	58	lecture	lecture	NOUN
bracis-33635	3	59	notes	note	NOUN
bracis-33635	3	60	in	in	ADP
bracis-33635	3	61	computer	computer	NOUN
bracis-33635	3	62	science	science	NOUN
bracis-33635	3	63	(	(	PUNCT
bracis-33635	3	64	(	(	PUNCT
bracis-33635	3	65	lnai	lnai	ADJ
bracis-33635	3	66	,	,	PUNCT
bracis-33635	3	67	volume	volume	NOUN
bracis-33635	3	68	15414	15414	NUM
bracis-33635	3	69	)	)	PUNCT
bracis-33635	3	70	)	)	PUNCT
bracis-33635	3	71	included	include	VERB
bracis-33635	3	72	in	in	ADP
bracis-33635	3	73	the	the	DET
bracis-33635	3	74	following	follow	VERB
bracis-33635	3	75	conference	conference	NOUN
bracis-33635	3	76	series	series	NOUN
bracis-33635	3	77	:	:	PUNCT
bracis-33635	3	78	brazilian	brazilian	ADJ
bracis-33635	3	79	conference	conference	NOUN
bracis-33635	3	80	on	on	ADP
bracis-33635	3	81	intelligent	intelligent	ADJ
bracis-33635	3	82	systems	system	NOUN
bracis-33635	3	83	389	389	NUM
bracis-33635	3	84	accesses	access	NOUN
bracis-33635	3	85	1	1	NUM
bracis-33635	3	86	citation	citation	NOUN
bracis-33635	3	87	abstract	abstract	ADJ
bracis-33635	3	88	colorectal	colorectal	NOUN
bracis-33635	3	89	cancer	cancer	NOUN
bracis-33635	3	90	(	(	PUNCT
bracis-33635	3	91	crc	crc	NOUN
bracis-33635	3	92	)	)	PUNCT
bracis-33635	3	93	is	be	AUX
bracis-33635	3	94	the	the	DET
bracis-33635	3	95	second	second	ADJ
bracis-33635	3	96	most	most	ADV
bracis-33635	3	97	prevalent	prevalent	ADJ
bracis-33635	3	98	type	type	NOUN
bracis-33635	3	99	of	of	ADP
bracis-33635	3	100	cancer	cancer	NOUN
bracis-33635	3	101	among	among	ADP
bracis-33635	3	102	men	man	NOUN
bracis-33635	3	103	and	and	CCONJ
bracis-33635	3	104	women	woman	NOUN
bracis-33635	3	105	in	in	ADP
bracis-33635	3	106	brazil	brazil	PROPN
bracis-33635	3	107	,	,	PUNCT
bracis-33635	3	108	accounting	account	VERB
bracis-33635	3	109	for	for	ADP
bracis-33635	3	110	9.1	9.1	NUM
bracis-33635	3	111	%	%	NOUN
bracis-33635	3	112	of	of	ADP
bracis-33635	3	113	cancers	cancer	NOUN
bracis-33635	3	114	in	in	ADP
bracis-33635	3	115	men	man	NOUN
bracis-33635	3	116	and	and	CCONJ
bracis-33635	3	117	9.2	9.2	NUM
bracis-33635	3	118	%	%	NOUN
bracis-33635	3	119	in	in	ADP
bracis-33635	3	120	women	woman	NOUN
bracis-33635	3	121	between	between	ADP
bracis-33635	3	122	2020	2020	NUM
bracis-33635	3	123	and	and	CCONJ
bracis-33635	3	124	2022	2022	NUM
bracis-33635	3	125	.	.	PUNCT
bracis-33635	4	1	crc	crc	NOUN
bracis-33635	4	2	diagnosis	diagnosis	NOUN
bracis-33635	4	3	typically	typically	ADV
bracis-33635	4	4	relies	rely	VERB
bracis-33635	4	5	on	on	ADP
bracis-33635	4	6	histopathological	histopathological	ADJ
bracis-33635	4	7	images	image	NOUN
bracis-33635	4	8	,	,	PUNCT
bracis-33635	4	9	which	which	PRON
bracis-33635	4	10	can	can	AUX
bracis-33635	4	11	be	be	AUX
bracis-33635	4	12	challenging	challenge	VERB
bracis-33635	4	13	to	to	PART
bracis-33635	4	14	interpret	interpret	VERB
bracis-33635	4	15	and	and	CCONJ
bracis-33635	4	16	prone	prone	ADJ
bracis-33635	4	17	to	to	ADP
bracis-33635	4	18	errors	error	NOUN
bracis-33635	4	19	.	.	PUNCT
bracis-33635	5	1	this	this	DET
bracis-33635	5	2	paper	paper	NOUN
bracis-33635	5	3	proposes	propose	VERB
bracis-33635	5	4	a	a	DET
bracis-33635	5	5	method	method	NOUN
bracis-33635	5	6	for	for	ADP
bracis-33635	5	7	diagnosing	diagnose	VERB
bracis-33635	5	8	crc	crc	NOUN
bracis-33635	5	9	using	use	VERB
bracis-33635	5	10	histopathological	histopathological	ADJ
bracis-33635	5	11	images	image	NOUN
bracis-33635	5	12	.	.	PUNCT
bracis-33635	6	1	this	this	DET
bracis-33635	6	2	method	method	NOUN
bracis-33635	6	3	involves	involve	VERB
bracis-33635	6	4	enhancing	enhance	VERB
bracis-33635	6	5	images	image	NOUN
bracis-33635	6	6	with	with	ADP
bracis-33635	6	7	mirnet	mirnet	NOUN
bracis-33635	6	8	and	and	CCONJ
bracis-33635	6	9	classifying	classify	VERB
bracis-33635	6	10	them	they	PRON
bracis-33635	6	11	as	as	ADP
bracis-33635	6	12	benign	benign	ADJ
bracis-33635	6	13	or	or	CCONJ
bracis-33635	6	14	malignant	malignant	ADJ
bracis-33635	6	15	using	use	VERB
bracis-33635	6	16	inceptionv3	inceptionv3	NOUN
bracis-33635	6	17	.	.	PUNCT
bracis-33635	7	1	the	the	DET
bracis-33635	7	2	results	result	NOUN
bracis-33635	7	3	surpass	surpass	VERB
bracis-33635	7	4	the	the	DET
bracis-33635	7	5	state	state	NOUN
bracis-33635	7	6	-	-	PUNCT
bracis-33635	7	7	of	of	ADP
bracis-33635	7	8	-	-	PUNCT
bracis-33635	7	9	the	the	DET
bracis-33635	7	10	-	-	PUNCT
bracis-33635	7	11	art	art	NOUN
bracis-33635	7	12	by	by	ADP
bracis-33635	7	13	introducing	introduce	VERB
bracis-33635	7	14	,	,	PUNCT
bracis-33635	7	15	for	for	ADP
bracis-33635	7	16	the	the	DET
bracis-33635	7	17	first	first	ADJ
bracis-33635	7	18	time	time	NOUN
bracis-33635	7	19	,	,	PUNCT
bracis-33635	7	20	enhancement	enhancement	NOUN
bracis-33635	7	21	through	through	ADP
bracis-33635	7	22	mirnet	mirnet	NOUN
bracis-33635	7	23	,	,	PUNCT
bracis-33635	7	24	achieving	achieve	VERB
bracis-33635	7	25	an	an	DET
bracis-33635	7	26	accuracy	accuracy	NOUN
bracis-33635	7	27	of	of	ADP
bracis-33635	7	28	99.67	99.67	NUM
bracis-33635	7	29	%	%	NOUN
bracis-33635	7	30	and	and	CCONJ
bracis-33635	7	31	an	an	DET
bracis-33635	7	32	auc	auc	NOUN
bracis-33635	7	33	of	of	ADP
bracis-33635	7	34	0.9999	0.9999	NUM
bracis-33635	7	35	.	.	PUNCT
bracis-33635	8	1	we	we	PRON
bracis-33635	8	2	believe	believe	VERB
bracis-33635	8	3	that	that	SCONJ
bracis-33635	8	4	this	this	DET
bracis-33635	8	5	method	method	NOUN
bracis-33635	8	6	,	,	PUNCT
bracis-33635	8	7	combined	combine	VERB
bracis-33635	8	8	with	with	ADP
bracis-33635	8	9	medical	medical	ADJ
bracis-33635	8	10	expertise	expertise	NOUN
bracis-33635	8	11	,	,	PUNCT
bracis-33635	8	12	holds	hold	VERB
bracis-33635	8	13	great	great	ADJ
bracis-33635	8	14	promise	promise	NOUN
bracis-33635	8	15	for	for	ADP
bracis-33635	8	16	early	early	ADJ
bracis-33635	8	17	crc	crc	ADJ
bracis-33635	8	18	diagnosis	diagnosis	NOUN
bracis-33635	8	19	.	.	PUNCT
bracis-33635	9	1	access	access	NOUN
bracis-33635	9	2	provided	provide	VERB
bracis-33635	9	3	by	by	ADP
bracis-33635	9	4	university	university	PROPN
bracis-33635	9	5	of	of	ADP
bracis-33635	9	6	notre	notre	PROPN
bracis-33635	9	7	dame	dame	PROPN
bracis-33635	9	8	hesburgh	hesburgh	PROPN
bracis-33635	9	9	library	library	PROPN
bracis-33635	9	10	.	.	PUNCT
bracis-33635	10	1	download	download	PROPN
bracis-33635	10	2	conference	conference	NOUN
bracis-33635	10	3	paper	paper	NOUN
bracis-33635	10	4	pdf	pdf	NOUN
bracis-33635	10	5	similar	similar	ADJ
bracis-33635	10	6	content	content	NOUN
bracis-33635	10	7	being	be	AUX
bracis-33635	10	8	viewed	view	VERB
bracis-33635	10	9	by	by	ADP
bracis-33635	10	10	others	other	NOUN
bracis-33635	10	11	histopathological	histopathological	ADJ
bracis-33635	10	12	colorectal	colorectal	ADJ
bracis-33635	10	13	cancer	cancer	NOUN
bracis-33635	10	14	image	image	NOUN
bracis-33635	10	15	classification	classification	NOUN
bracis-33635	10	16	by	by	ADP
bracis-33635	10	17	using	use	VERB
bracis-33635	10	18	inception	inception	NOUN
bracis-33635	10	19	v4	v4	PROPN
bracis-33635	10	20	cnn	cnn	PROPN
bracis-33635	10	21	model	model	NOUN
bracis-33635	10	22	chapter	chapter	NOUN
bracis-33635	10	23	©	©	PROPN
bracis-33635	10	24	2023	2023	NUM
bracis-33635	10	25	colorectal	colorectal	ADJ
bracis-33635	10	26	cancer	cancer	NOUN
bracis-33635	10	27	detection	detection	NOUN
bracis-33635	10	28	using	use	VERB
bracis-33635	10	29	an	an	DET
bracis-33635	10	30	ensemble	ensemble	ADJ
bracis-33635	10	31	model	model	NOUN
bracis-33635	10	32	for	for	ADP
bracis-33635	10	33	histopathological	histopathological	ADJ
bracis-33635	10	34	image	image	NOUN
bracis-33635	10	35	classification	classification	NOUN
bracis-33635	10	36	chapter	chapter	NOUN
bracis-33635	10	37	©	©	PROPN
bracis-33635	10	38	2026	2026	NUM
bracis-33635	10	39	prognostic	prognostic	ADJ
bracis-33635	10	40	analysis	analysis	NOUN
bracis-33635	10	41	combining	combine	VERB
bracis-33635	10	42	histopathological	histopathological	ADJ
bracis-33635	10	43	features	feature	NOUN
bracis-33635	10	44	and	and	CCONJ
bracis-33635	10	45	clinical	clinical	ADJ
bracis-33635	10	46	information	information	NOUN
bracis-33635	10	47	to	to	PART
bracis-33635	10	48	predict	predict	VERB
bracis-33635	10	49	colorectal	colorectal	ADJ
bracis-33635	10	50	cancer	cancer	NOUN
bracis-33635	10	51	survival	survival	NOUN
bracis-33635	10	52	from	from	ADP
bracis-33635	10	53	whole	whole	ADJ
bracis-33635	10	54	-	-	PUNCT
bracis-33635	10	55	slide	slide	NOUN
bracis-33635	10	56	images	image	NOUN
bracis-33635	10	57	article	article	NOUN
bracis-33635	10	58	05	05	NUM
bracis-33635	10	59	june	june	PROPN
bracis-33635	10	60	2024	2024	NUM
bracis-33635	10	61	1	1	NUM
bracis-33635	10	62	introduction	introduction	NOUN
bracis-33635	10	63	cancer	cancer	NOUN
bracis-33635	10	64	encompasses	encompass	VERB
bracis-33635	10	65	diseases	disease	NOUN
bracis-33635	10	66	in	in	ADP
bracis-33635	10	67	which	which	PRON
bracis-33635	10	68	abnormal	abnormal	ADJ
bracis-33635	10	69	cells	cell	NOUN
bracis-33635	10	70	develop	develop	VERB
bracis-33635	10	71	in	in	ADP
bracis-33635	10	72	the	the	DET
bracis-33635	10	73	body	body	NOUN
bracis-33635	10	74	due	due	ADP
bracis-33635	10	75	to	to	ADP
bracis-33635	10	76	random	random	ADJ
bracis-33635	10	77	mutations	mutation	NOUN
bracis-33635	10	78	.	.	PUNCT
bracis-33635	11	1	among	among	ADP
bracis-33635	11	2	these	these	DET
bracis-33635	11	3	conditions	condition	NOUN
bracis-33635	11	4	,	,	PUNCT
bracis-33635	11	5	colorectal	colorectal	ADJ
bracis-33635	11	6	cancer	cancer	NOUN
bracis-33635	11	7	(	(	PUNCT
bracis-33635	11	8	crc	crc	NOUN
bracis-33635	11	9	)	)	PUNCT
bracis-33635	11	10	is	be	AUX
bracis-33635	11	11	a	a	DET
bracis-33635	11	12	significant	significant	ADJ
bracis-33635	11	13	contributor	contributor	NOUN
bracis-33635	11	14	to	to	ADP
bracis-33635	11	15	morbidity	morbidity	NOUN
bracis-33635	11	16	and	and	CCONJ
bracis-33635	11	17	mortality	mortality	NOUN
bracis-33635	11	18	[	[	X
bracis-33635	11	19	3	3	NUM
bracis-33635	11	20	]	]	PUNCT
bracis-33635	11	21	.	.	PUNCT
bracis-33635	12	1	in	in	ADP
bracis-33635	12	2	brazil	brazil	PROPN
bracis-33635	12	3	,	,	PUNCT
bracis-33635	12	4	approximately	approximately	ADV
bracis-33635	12	5	45,630	45,630	NUM
bracis-33635	12	6	new	new	ADJ
bracis-33635	12	7	cases	case	NOUN
bracis-33635	12	8	of	of	ADP
bracis-33635	12	9	crc	crc	NOUN
bracis-33635	12	10	are	be	AUX
bracis-33635	12	11	estimated	estimate	VERB
bracis-33635	12	12	annually	annually	ADV
bracis-33635	12	13	,	,	PUNCT
bracis-33635	12	14	with	with	ADP
bracis-33635	12	15	a	a	DET
bracis-33635	12	16	higher	high	ADJ
bracis-33635	12	17	incidence	incidence	NOUN
bracis-33635	12	18	in	in	ADP
bracis-33635	12	19	men	man	NOUN
bracis-33635	12	20	compared	compare	VERB
bracis-33635	12	21	to	to	ADP
bracis-33635	12	22	women	woman	NOUN
bracis-33635	12	23	[	[	X
bracis-33635	12	24	21	21	NUM
bracis-33635	12	25	]	]	PUNCT
bracis-33635	12	26	.	.	PUNCT
bracis-33635	13	1	globally	globally	ADV
bracis-33635	13	2	,	,	PUNCT
bracis-33635	13	3	crc	crc	NOUN
bracis-33635	13	4	accounted	account	VERB
bracis-33635	13	5	for	for	ADP
bracis-33635	13	6	over	over	ADP
bracis-33635	13	7	1.9	1.9	NUM
bracis-33635	13	8	million	million	NUM
bracis-33635	13	9	new	new	ADJ
bracis-33635	13	10	cases	case	NOUN
bracis-33635	13	11	in	in	ADP
bracis-33635	13	12	2020	2020	NUM
bracis-33635	13	13	,	,	PUNCT
bracis-33635	13	14	ranking	rank	VERB
bracis-33635	13	15	it	it	PRON
bracis-33635	13	16	as	as	ADP
bracis-33635	13	17	the	the	DET
bracis-33635	13	18	third	third	ADJ
bracis-33635	13	19	most	most	ADJ
bracis-33635	13	20	incident	incident	NOUN
bracis-33635	13	21	tumor	tumor	NOUN
bracis-33635	13	22	among	among	ADP
bracis-33635	13	23	all	all	DET
bracis-33635	13	24	cancers	cancer	NOUN
bracis-33635	13	25	.	.	PUNCT
bracis-33635	14	1	the	the	DET
bracis-33635	14	2	highest	high	ADJ
bracis-33635	14	3	incidence	incidence	NOUN
bracis-33635	14	4	rates	rate	NOUN
bracis-33635	14	5	of	of	ADP
bracis-33635	14	6	crc	crc	NOUN
bracis-33635	14	7	were	be	AUX
bracis-33635	14	8	observed	observe	VERB
bracis-33635	14	9	in	in	ADP
bracis-33635	14	10	men	man	NOUN
bracis-33635	14	11	in	in	ADP
bracis-33635	14	12	central	central	ADJ
bracis-33635	14	13	,	,	PUNCT
bracis-33635	14	14	northern	northern	ADJ
bracis-33635	14	15	,	,	PUNCT
bracis-33635	14	16	and	and	CCONJ
bracis-33635	14	17	southern	southern	ADJ
bracis-33635	14	18	europe	europe	PROPN
bracis-33635	14	19	,	,	PUNCT
bracis-33635	14	20	while	while	SCONJ
bracis-33635	14	21	among	among	ADP
bracis-33635	14	22	women	woman	NOUN
bracis-33635	14	23	,	,	PUNCT
bracis-33635	14	24	the	the	DET
bracis-33635	14	25	highest	high	ADJ
bracis-33635	14	26	incidences	incidence	NOUN
bracis-33635	14	27	were	be	AUX
bracis-33635	14	28	found	find	VERB
bracis-33635	14	29	in	in	ADP
bracis-33635	14	30	oceania	oceania	PROPN
bracis-33635	14	31	and	and	CCONJ
bracis-33635	14	32	northern	northern	PROPN
bracis-33635	14	33	europe	europe	PROPN
bracis-33635	15	1	[	[	X
bracis-33635	15	2	3	3	NUM
bracis-33635	15	3	]	]	PUNCT
bracis-33635	15	4	.	.	PUNCT
bracis-33635	16	1	colorectal	colorectal	ADJ
bracis-33635	16	2	cancer	cancer	NOUN
bracis-33635	16	3	stands	stand	VERB
bracis-33635	16	4	out	out	ADP
bracis-33635	16	5	as	as	ADP
bracis-33635	16	6	one	one	NUM
bracis-33635	16	7	of	of	ADP
bracis-33635	16	8	the	the	DET
bracis-33635	16	9	most	most	ADV
bracis-33635	16	10	prevalent	prevalent	ADJ
bracis-33635	16	11	cancers	cancer	NOUN
bracis-33635	16	12	in	in	ADP
bracis-33635	16	13	brazil	brazil	PROPN
bracis-33635	16	14	and	and	CCONJ
bracis-33635	16	15	worldwide	worldwide	ADV
bracis-33635	16	16	,	,	PUNCT
bracis-33635	16	17	emphasizing	emphasize	VERB
bracis-33635	16	18	the	the	DET
bracis-33635	16	19	necessity	necessity	NOUN
bracis-33635	16	20	to	to	PART
bracis-33635	16	21	address	address	VERB
bracis-33635	16	22	detection	detection	NOUN
bracis-33635	16	23	and	and	CCONJ
bracis-33635	16	24	diagnostic	diagnostic	ADJ
bracis-33635	16	25	methodologies	methodology	NOUN
bracis-33635	16	26	that	that	PRON
bracis-33635	16	27	facilitate	facilitate	VERB
bracis-33635	16	28	early	early	ADJ
bracis-33635	16	29	identification	identification	NOUN
bracis-33635	16	30	[	[	X
bracis-33635	16	31	7	7	NUM
bracis-33635	16	32	]	]	PUNCT
bracis-33635	16	33	.	.	PUNCT
bracis-33635	17	1	currently	currently	ADV
bracis-33635	17	2	,	,	PUNCT
bracis-33635	17	3	specialists	specialist	NOUN
bracis-33635	17	4	rely	rely	VERB
bracis-33635	17	5	on	on	ADP
bracis-33635	17	6	visual	visual	ADJ
bracis-33635	17	7	analyses	analysis	NOUN
bracis-33635	17	8	of	of	ADP
bracis-33635	17	9	histopathological	histopathological	ADJ
bracis-33635	17	10	image	image	NOUN
bracis-33635	17	11	samples	sample	NOUN
bracis-33635	17	12	,	,	PUNCT
bracis-33635	17	13	a	a	DET
bracis-33635	17	14	subjective	subjective	ADJ
bracis-33635	17	15	process	process	NOUN
bracis-33635	17	16	dependent	dependent	ADJ
bracis-33635	17	17	on	on	ADP
bracis-33635	17	18	personal	personal	ADJ
bracis-33635	17	19	interpretation	interpretation	NOUN
bracis-33635	17	20	and	and	CCONJ
bracis-33635	17	21	pathologist	pathologist	NOUN
bracis-33635	17	22	experience	experience	NOUN
bracis-33635	17	23	[	[	X
bracis-33635	17	24	1	1	NUM
bracis-33635	17	25	]	]	PUNCT
bracis-33635	17	26	.	.	PUNCT
bracis-33635	18	1	the	the	DET
bracis-33635	18	2	development	development	NOUN
bracis-33635	18	3	of	of	ADP
bracis-33635	18	4	computational	computational	ADJ
bracis-33635	18	5	tools	tool	NOUN
bracis-33635	18	6	to	to	PART
bracis-33635	18	7	support	support	VERB
bracis-33635	18	8	specialists	specialist	NOUN
bracis-33635	18	9	and	and	CCONJ
bracis-33635	18	10	provide	provide	VERB
bracis-33635	18	11	a	a	DET
bracis-33635	18	12	second	second	ADJ
bracis-33635	18	13	opinion	opinion	NOUN
bracis-33635	18	14	is	be	AUX
bracis-33635	18	15	crucial	crucial	ADJ
bracis-33635	18	16	for	for	ADP
bracis-33635	18	17	aiding	aid	VERB
bracis-33635	18	18	in	in	ADP
bracis-33635	18	19	early	early	ADJ
bracis-33635	18	20	diagnosis	diagnosis	NOUN
bracis-33635	18	21	.	.	PUNCT
bracis-33635	19	1	artificial	artificial	ADJ
bracis-33635	19	2	intelligence	intelligence	NOUN
bracis-33635	19	3	(	(	PUNCT
bracis-33635	19	4	ai	ai	NOUN
bracis-33635	19	5	)	)	PUNCT
bracis-33635	19	6	has	have	AUX
bracis-33635	19	7	made	make	VERB
bracis-33635	19	8	significant	significant	ADJ
bracis-33635	19	9	advancements	advancement	NOUN
bracis-33635	19	10	,	,	PUNCT
bracis-33635	19	11	offering	offer	VERB
bracis-33635	19	12	various	various	ADJ
bracis-33635	19	13	viable	viable	ADJ
bracis-33635	19	14	diagnostic	diagnostic	ADJ
bracis-33635	19	15	approaches	approach	NOUN
bracis-33635	19	16	[	[	X
bracis-33635	19	17	12	12	NUM
bracis-33635	19	18	,	,	PUNCT
bracis-33635	19	19	13	13	NUM
bracis-33635	19	20	,	,	PUNCT
bracis-33635	19	21	15	15	NUM
bracis-33635	19	22	,	,	PUNCT
bracis-33635	19	23	17	17	NUM
bracis-33635	19	24	,	,	PUNCT
bracis-33635	19	25	19	19	NUM
bracis-33635	19	26	,	,	PUNCT
bracis-33635	19	27	23	23	NUM
bracis-33635	19	28	]	]	PUNCT
bracis-33635	19	29	.	.	PUNCT
bracis-33635	20	1	once	once	ADV
bracis-33635	20	2	trained	train	VERB
bracis-33635	20	3	,	,	PUNCT
bracis-33635	20	4	it	it	PRON
bracis-33635	20	5	can	can	AUX
bracis-33635	20	6	assist	assist	VERB
bracis-33635	20	7	specialists	specialist	NOUN
bracis-33635	20	8	in	in	ADP
bracis-33635	20	9	quickly	quickly	ADV
bracis-33635	20	10	and	and	CCONJ
bracis-33635	20	11	effectively	effectively	ADV
bracis-33635	20	12	diagnosing	diagnose	VERB
bracis-33635	20	13	crc	crc	NOUN
bracis-33635	20	14	.	.	PUNCT
bracis-33635	21	1	early	early	ADJ
bracis-33635	21	2	diagnosis	diagnosis	NOUN
bracis-33635	21	3	plays	play	VERB
bracis-33635	21	4	a	a	DET
bracis-33635	21	5	fundamental	fundamental	ADJ
bracis-33635	21	6	role	role	NOUN
bracis-33635	21	7	in	in	ADP
bracis-33635	21	8	treatment	treatment	NOUN
bracis-33635	21	9	and	and	CCONJ
bracis-33635	21	10	patient	patient	ADJ
bracis-33635	21	11	survival	survival	NOUN
bracis-33635	21	12	.	.	PUNCT
bracis-33635	22	1	with	with	ADP
bracis-33635	22	2	recent	recent	ADJ
bracis-33635	22	3	advances	advance	NOUN
bracis-33635	22	4	in	in	ADP
bracis-33635	22	5	image	image	NOUN
bracis-33635	22	6	processing	processing	NOUN
bracis-33635	22	7	and	and	CCONJ
bracis-33635	22	8	machine	machine	NOUN
bracis-33635	22	9	learning	learning	NOUN
bracis-33635	22	10	,	,	PUNCT
bracis-33635	22	11	ai	ai	AUX
bracis-33635	22	12	techniques	technique	NOUN
bracis-33635	22	13	have	have	AUX
bracis-33635	22	14	shown	show	VERB
bracis-33635	22	15	promise	promise	NOUN
bracis-33635	22	16	in	in	ADP
bracis-33635	22	17	assisting	assist	VERB
bracis-33635	22	18	in	in	ADP
bracis-33635	22	19	crc	crc	ADJ
bracis-33635	22	20	diagnosis	diagnosis	NOUN
bracis-33635	22	21	.	.	PUNCT
bracis-33635	23	1	therefore	therefore	ADV
bracis-33635	23	2	,	,	PUNCT
bracis-33635	23	3	this	this	DET
bracis-33635	23	4	study	study	NOUN
bracis-33635	23	5	presents	present	VERB
bracis-33635	23	6	a	a	DET
bracis-33635	23	7	method	method	NOUN
bracis-33635	23	8	for	for	ADP
bracis-33635	23	9	diagnosing	diagnose	VERB
bracis-33635	23	10	crc	crc	NOUN
bracis-33635	23	11	histopathological	histopathological	ADJ
bracis-33635	23	12	images	image	NOUN
bracis-33635	23	13	using	use	VERB
bracis-33635	23	14	convolutional	convolutional	ADJ
bracis-33635	23	15	neural	neural	ADJ
bracis-33635	23	16	networks	network	NOUN
bracis-33635	23	17	(	(	PUNCT
bracis-33635	23	18	cnns	cnns	PROPN
bracis-33635	23	19	)	)	PUNCT
bracis-33635	23	20	for	for	ADP
bracis-33635	23	21	image	image	NOUN
bracis-33635	23	22	enhancement	enhancement	NOUN
bracis-33635	23	23	and	and	CCONJ
bracis-33635	23	24	classification	classification	NOUN
bracis-33635	23	25	between	between	ADP
bracis-33635	23	26	benign	benign	ADJ
bracis-33635	23	27	and	and	CCONJ
bracis-33635	23	28	malignant	malignant	ADJ
bracis-33635	23	29	.	.	PUNCT
bracis-33635	24	1	thus	thus	ADV
bracis-33635	24	2	,	,	PUNCT
bracis-33635	24	3	we	we	PRON
bracis-33635	24	4	believe	believe	VERB
bracis-33635	24	5	that	that	SCONJ
bracis-33635	24	6	the	the	DET
bracis-33635	24	7	proposed	propose	VERB
bracis-33635	24	8	method	method	NOUN
bracis-33635	24	9	brings	bring	VERB
bracis-33635	24	10	the	the	DET
bracis-33635	24	11	following	follow	VERB
bracis-33635	24	12	contributions	contribution	NOUN
bracis-33635	24	13	:	:	PUNCT
bracis-33635	24	14	introduces	introduce	VERB
bracis-33635	24	15	the	the	DET
bracis-33635	24	16	use	use	NOUN
bracis-33635	24	17	of	of	ADP
bracis-33635	24	18	the	the	DET
bracis-33635	24	19	mirnet	mirnet	NOUN
bracis-33635	24	20	cnn	cnn	PROPN
bracis-33635	24	21	,	,	PUNCT
bracis-33635	24	22	for	for	ADP
bracis-33635	24	23	the	the	DET
bracis-33635	24	24	first	first	ADJ
bracis-33635	24	25	time	time	NOUN
bracis-33635	24	26	in	in	ADP
bracis-33635	24	27	the	the	DET
bracis-33635	24	28	literature	literature	NOUN
bracis-33635	24	29	,	,	PUNCT
bracis-33635	24	30	to	to	PART
bracis-33635	24	31	enhance	enhance	VERB
bracis-33635	24	32	the	the	DET
bracis-33635	24	33	quality	quality	NOUN
bracis-33635	24	34	of	of	ADP
bracis-33635	24	35	histopathological	histopathological	ADJ
bracis-33635	24	36	images	image	NOUN
bracis-33635	24	37	,	,	PUNCT
bracis-33635	24	38	improving	improve	VERB
bracis-33635	24	39	diagnostic	diagnostic	ADJ
bracis-33635	24	40	accuracy	accuracy	NOUN
bracis-33635	24	41	;	;	PUNCT
bracis-33635	24	42	utilizes	utilize	VERB
bracis-33635	24	43	another	another	DET
bracis-33635	24	44	cnn	cnn	PROPN
bracis-33635	24	45	,	,	PUNCT
bracis-33635	24	46	the	the	DET
bracis-33635	24	47	inceptionv3	inceptionv3	NOUN
bracis-33635	24	48	,	,	PUNCT
bracis-33635	24	49	to	to	PART
bracis-33635	24	50	classify	classify	VERB
bracis-33635	24	51	the	the	DET
bracis-33635	24	52	images	image	NOUN
bracis-33635	24	53	pre	pre	VERB
bracis-33635	24	54	-	-	VERB
bracis-33635	24	55	processed	process	VERB
bracis-33635	24	56	by	by	ADP
bracis-33635	24	57	mirnet	mirnet	NOUN
bracis-33635	24	58	,	,	PUNCT
bracis-33635	24	59	achieving	achieve	VERB
bracis-33635	24	60	metrics	metric	NOUN
bracis-33635	24	61	superior	superior	ADJ
bracis-33635	24	62	to	to	ADP
bracis-33635	24	63	the	the	DET
bracis-33635	24	64	literature	literature	NOUN
bracis-33635	24	65	.	.	PUNCT
bracis-33635	25	1	thus	thus	ADV
bracis-33635	25	2	,	,	PUNCT
bracis-33635	25	3	the	the	DET
bracis-33635	25	4	contributions	contribution	NOUN
bracis-33635	25	5	mentioned	mention	VERB
bracis-33635	25	6	suggest	suggest	VERB
bracis-33635	25	7	that	that	SCONJ
bracis-33635	25	8	the	the	DET
bracis-33635	25	9	proposed	propose	VERB
bracis-33635	25	10	method	method	NOUN
bracis-33635	25	11	is	be	AUX
bracis-33635	25	12	an	an	DET
bracis-33635	25	13	effective	effective	ADJ
bracis-33635	25	14	tool	tool	NOUN
bracis-33635	25	15	to	to	PART
bracis-33635	25	16	assist	assist	VERB
bracis-33635	25	17	specialists	specialist	NOUN
bracis-33635	25	18	in	in	ADP
bracis-33635	25	19	an	an	DET
bracis-33635	25	20	early	early	ADJ
bracis-33635	25	21	diagnosis	diagnosis	NOUN
bracis-33635	25	22	of	of	ADP
bracis-33635	25	23	crc	crc	NOUN
bracis-33635	25	24	cancer	cancer	NOUN
bracis-33635	25	25	,	,	PUNCT
bracis-33635	25	26	potentially	potentially	ADV
bracis-33635	25	27	playing	play	VERB
bracis-33635	25	28	a	a	DET
bracis-33635	25	29	critical	critical	ADJ
bracis-33635	25	30	role	role	NOUN
bracis-33635	25	31	in	in	ADP
bracis-33635	25	32	effective	effective	ADJ
bracis-33635	25	33	treatment	treatment	NOUN
bracis-33635	25	34	and	and	CCONJ
bracis-33635	25	35	patient	patient	ADJ
bracis-33635	25	36	survival	survival	NOUN
bracis-33635	25	37	.	.	PUNCT
bracis-33635	26	1	2	2	NUM
bracis-33635	26	2	related	relate	VERB
bracis-33635	26	3	works	work	NOUN
bracis-33635	26	4	colorectal	colorectal	ADJ
bracis-33635	26	5	cancer	cancer	NOUN
bracis-33635	26	6	has	have	AUX
bracis-33635	26	7	sparked	spark	VERB
bracis-33635	26	8	extensive	extensive	ADJ
bracis-33635	26	9	research	research	NOUN
bracis-33635	26	10	into	into	ADP
bracis-33635	26	11	the	the	DET
bracis-33635	26	12	development	development	NOUN
bracis-33635	26	13	of	of	ADP
bracis-33635	26	14	computational	computational	ADJ
bracis-33635	26	15	methods	method	NOUN
bracis-33635	26	16	to	to	PART
bracis-33635	26	17	aid	aid	VERB
bracis-33635	26	18	specialists	specialist	NOUN
bracis-33635	26	19	in	in	ADP
bracis-33635	26	20	its	its	PRON
bracis-33635	26	21	classification	classification	NOUN
bracis-33635	26	22	.	.	PUNCT
bracis-33635	27	1	in	in	ADP
bracis-33635	27	2	this	this	DET
bracis-33635	27	3	section	section	NOUN
bracis-33635	27	4	,	,	PUNCT
bracis-33635	27	5	related	relate	VERB
bracis-33635	27	6	works	work	NOUN
bracis-33635	27	7	on	on	ADP
bracis-33635	27	8	the	the	DET
bracis-33635	27	9	topic	topic	NOUN
bracis-33635	27	10	are	be	AUX
bracis-33635	27	11	presented	present	VERB
bracis-33635	27	12	.	.	PUNCT
bracis-33635	28	1	dabass	dabass	VERB
bracis-33635	28	2	et	et	PROPN
bracis-33635	28	3	al	al	PROPN
bracis-33635	28	4	.	.	PUNCT
bracis-33635	29	1	[	[	X
bracis-33635	29	2	8	8	NUM
bracis-33635	29	3	]	]	PUNCT
bracis-33635	29	4	highlight	highlight	VERB
bracis-33635	29	5	the	the	DET
bracis-33635	29	6	importance	importance	NOUN
bracis-33635	29	7	of	of	ADP
bracis-33635	29	8	computational	computational	ADJ
bracis-33635	29	9	methods	method	NOUN
bracis-33635	29	10	for	for	ADP
bracis-33635	29	11	crc	crc	NOUN
bracis-33635	29	12	classification	classification	NOUN
bracis-33635	29	13	.	.	PUNCT
bracis-33635	30	1	they	they	PRON
bracis-33635	30	2	propose	propose	VERB
bracis-33635	30	3	a	a	DET
bracis-33635	30	4	supervised	supervised	ADJ
bracis-33635	30	5	deep	deep	ADJ
bracis-33635	30	6	learning	learning	NOUN
bracis-33635	30	7	technique	technique	NOUN
bracis-33635	30	8	for	for	ADP
bracis-33635	30	9	five	five	NUM
bracis-33635	30	10	-	-	PUNCT
bracis-33635	30	11	grade	grade	NOUN
bracis-33635	30	12	cancer	cancer	NOUN
bracis-33635	30	13	classification	classification	NOUN
bracis-33635	30	14	,	,	PUNCT
bracis-33635	30	15	achieving	achieve	VERB
bracis-33635	30	16	an	an	DET
bracis-33635	30	17	accuracy	accuracy	NOUN
bracis-33635	30	18	of	of	ADP
bracis-33635	30	19	96.97	96.97	NUM
bracis-33635	30	20	%	%	NOUN
bracis-33635	30	21	for	for	ADP
bracis-33635	30	22	two	two	NUM
bracis-33635	30	23	-	-	PUNCT
bracis-33635	30	24	grade	grade	NOUN
bracis-33635	30	25	and	and	CCONJ
bracis-33635	30	26	93.24	93.24	NUM
bracis-33635	30	27	%	%	NOUN
bracis-33635	30	28	for	for	ADP
bracis-33635	30	29	five	five	NUM
bracis-33635	30	30	-	-	PUNCT
bracis-33635	30	31	grade	grade	NOUN
bracis-33635	30	32	classification	classification	NOUN
bracis-33635	30	33	.	.	PUNCT
bracis-33635	31	1	candelero	candelero	NOUN
bracis-33635	31	2	et	et	PROPN
bracis-33635	31	3	al	al	PROPN
bracis-33635	31	4	.	.	PUNCT
bracis-33635	32	1	[	[	X
bracis-33635	32	2	5	5	X
bracis-33635	32	3	]	]	X
bracis-33635	32	4	propose	propose	VERB
bracis-33635	32	5	an	an	DET
bracis-33635	32	6	automated	automate	VERB
bracis-33635	32	7	pathology	pathology	NOUN
bracis-33635	32	8	detection	detection	NOUN
bracis-33635	32	9	method	method	NOUN
bracis-33635	32	10	,	,	PUNCT
bracis-33635	32	11	focusing	focus	VERB
bracis-33635	32	12	on	on	ADP
bracis-33635	32	13	crc	crc	PROPN
bracis-33635	32	14	,	,	PUNCT
bracis-33635	32	15	breast	breast	NOUN
bracis-33635	32	16	cancer	cancer	NOUN
bracis-33635	32	17	,	,	PUNCT
bracis-33635	32	18	and	and	CCONJ
bracis-33635	32	19	non	non	ADJ
bracis-33635	32	20	-	-	ADJ
bracis-33635	32	21	hodgkin	hodgkin	ADJ
bracis-33635	32	22	lymphomas	lymphoma	NOUN
bracis-33635	32	23	.	.	PUNCT
bracis-33635	33	1	their	their	PRON
bracis-33635	33	2	method	method	NOUN
bracis-33635	33	3	combines	combine	VERB
bracis-33635	33	4	feature	feature	NOUN
bracis-33635	33	5	extraction	extraction	NOUN
bracis-33635	33	6	techniques	technique	NOUN
bracis-33635	33	7	such	such	ADJ
bracis-33635	33	8	as	as	ADP
bracis-33635	33	9	multi	multi	ADJ
bracis-33635	33	10	-	-	NOUN
bracis-33635	33	11	scale	scale	ADJ
bracis-33635	33	12	and	and	CCONJ
bracis-33635	33	13	multidimensional	multidimensional	ADJ
bracis-33635	33	14	fractals	fractal	NOUN
bracis-33635	33	15	,	,	PUNCT
bracis-33635	33	16	haralick	haralick	NOUN
bracis-33635	33	17	descriptors	descriptor	NOUN
bracis-33635	33	18	,	,	PUNCT
bracis-33635	33	19	and	and	CCONJ
bracis-33635	33	20	cnn	cnn	PROPN
bracis-33635	33	21	for	for	ADP
bracis-33635	33	22	pattern	pattern	NOUN
bracis-33635	33	23	recognition	recognition	NOUN
bracis-33635	33	24	.	.	PUNCT
bracis-33635	34	1	following	follow	VERB
bracis-33635	34	2	feature	feature	NOUN
bracis-33635	34	3	selection	selection	NOUN
bracis-33635	34	4	,	,	PUNCT
bracis-33635	34	5	evolutionary	evolutionary	ADJ
bracis-33635	34	6	and	and	CCONJ
bracis-33635	34	7	machine	machine	NOUN
bracis-33635	34	8	learning	learning	NOUN
bracis-33635	34	9	algorithms	algorithm	NOUN
bracis-33635	34	10	,	,	PUNCT
bracis-33635	34	11	including	include	VERB
bracis-33635	34	12	svm	svm	PROPN
bracis-33635	34	13	,	,	PUNCT
bracis-33635	34	14	k	k	NOUN
bracis-33635	34	15	*	*	PUNCT
bracis-33635	34	16	,	,	PUNCT
bracis-33635	34	17	and	and	CCONJ
bracis-33635	34	18	random	random	ADJ
bracis-33635	34	19	forest	forest	NOUN
bracis-33635	34	20	,	,	PUNCT
bracis-33635	34	21	were	be	AUX
bracis-33635	34	22	applied	apply	VERB
bracis-33635	34	23	for	for	ADP
bracis-33635	34	24	classification	classification	NOUN
bracis-33635	34	25	.	.	PUNCT
bracis-33635	35	1	the	the	DET
bracis-33635	35	2	best	good	ADJ
bracis-33635	35	3	combination	combination	NOUN
bracis-33635	35	4	resulted	result	VERB
bracis-33635	35	5	in	in	ADP
bracis-33635	35	6	an	an	DET
bracis-33635	35	7	accuracy	accuracy	NOUN
bracis-33635	35	8	of	of	ADP
bracis-33635	35	9	91.06	91.06	NUM
bracis-33635	35	10	%	%	NOUN
bracis-33635	35	11	for	for	ADP
bracis-33635	35	12	crc	crc	NOUN
bracis-33635	35	13	.	.	PUNCT
bracis-33635	36	1	mangal	mangal	PROPN
bracis-33635	36	2	et	et	PROPN
bracis-33635	36	3	al	al	PROPN
bracis-33635	36	4	.	.	PUNCT
bracis-33635	37	1	[	[	X
bracis-33635	37	2	20	20	NUM
bracis-33635	37	3	]	]	PUNCT
bracis-33635	37	4	highlight	highlight	VERB
bracis-33635	37	5	the	the	DET
bracis-33635	37	6	importance	importance	NOUN
bracis-33635	37	7	of	of	ADP
bracis-33635	37	8	accurately	accurately	ADV
bracis-33635	37	9	categorizing	categorize	VERB
bracis-33635	37	10	histopathological	histopathological	ADJ
bracis-33635	37	11	images	image	NOUN
bracis-33635	37	12	of	of	ADP
bracis-33635	37	13	the	the	DET
bracis-33635	37	14	colon	colon	NOUN
bracis-33635	37	15	.	.	PUNCT
bracis-33635	38	1	using	use	VERB
bracis-33635	38	2	the	the	DET
bracis-33635	38	3	same	same	ADJ
bracis-33635	38	4	dataset	dataset	NOUN
bracis-33635	38	5	of	of	ADP
bracis-33635	38	6	our	our	PRON
bracis-33635	38	7	work	work	NOUN
bracis-33635	38	8	for	for	ADP
bracis-33635	38	9	validation	validation	NOUN
bracis-33635	38	10	,	,	PUNCT
bracis-33635	38	11	they	they	PRON
bracis-33635	38	12	achieved	achieve	VERB
bracis-33635	38	13	an	an	DET
bracis-33635	38	14	impressive	impressive	ADJ
bracis-33635	38	15	accuracy	accuracy	NOUN
bracis-33635	38	16	of	of	ADP
bracis-33635	38	17	96.61	96.61	NUM
bracis-33635	38	18	%	%	NOUN
bracis-33635	38	19	with	with	ADP
bracis-33635	38	20	a	a	DET
bracis-33635	38	21	cnn	cnn	NOUN
bracis-33635	38	22	architecture	architecture	NOUN
bracis-33635	38	23	they	they	PRON
bracis-33635	38	24	proposed	propose	VERB
bracis-33635	38	25	.	.	PUNCT
bracis-33635	39	1	on	on	ADP
bracis-33635	39	2	the	the	DET
bracis-33635	39	3	other	other	ADJ
bracis-33635	39	4	hand	hand	NOUN
bracis-33635	39	5	,	,	PUNCT
bracis-33635	39	6	bukhari	bukhari	PROPN
bracis-33635	39	7	et	et	PROPN
bracis-33635	39	8	al	al	PROPN
bracis-33635	39	9	.	.	PUNCT
bracis-33635	40	1	[	[	X
bracis-33635	40	2	4	4	X
bracis-33635	40	3	]	]	PUNCT
bracis-33635	40	4	emphasize	emphasize	VERB
bracis-33635	40	5	the	the	DET
bracis-33635	40	6	precise	precise	ADJ
bracis-33635	40	7	histopathological	histopathological	ADJ
bracis-33635	40	8	diagnosis	diagnosis	NOUN
bracis-33635	40	9	of	of	ADP
bracis-33635	40	10	colorectal	colorectal	ADJ
bracis-33635	40	11	cancer	cancer	NOUN
bracis-33635	40	12	.	.	PUNCT
bracis-33635	41	1	their	their	PRON
bracis-33635	41	2	approach	approach	NOUN
bracis-33635	41	3	involves	involve	VERB
bracis-33635	41	4	utilizing	utilize	VERB
bracis-33635	41	5	images	image	NOUN
bracis-33635	41	6	and	and	CCONJ
bracis-33635	41	7	cnns	cnn	NOUN
bracis-33635	41	8	.	.	PUNCT
bracis-33635	42	1	by	by	ADP
bracis-33635	42	2	training	train	VERB
bracis-33635	42	3	on	on	ADP
bracis-33635	42	4	ten	ten	NUM
bracis-33635	42	5	thousand	thousand	NUM
bracis-33635	42	6	images	image	NOUN
bracis-33635	42	7	and	and	CCONJ
bracis-33635	42	8	comparing	compare	VERB
bracis-33635	42	9	three	three	NUM
bracis-33635	42	10	different	different	ADJ
bracis-33635	42	11	cnns	cnn	NOUN
bracis-33635	42	12	(	(	PUNCT
bracis-33635	42	13	resnet-18	resnet-18	PROPN
bracis-33635	42	14	,	,	PUNCT
bracis-33635	42	15	resnet-30	resnet-30	PROPN
bracis-33635	42	16	,	,	PUNCT
bracis-33635	42	17	and	and	CCONJ
bracis-33635	42	18	resnet-50	resnet-50	NUM
bracis-33635	42	19	)	)	PUNCT
bracis-33635	42	20	,	,	PUNCT
bracis-33635	42	21	they	they	PRON
bracis-33635	42	22	identified	identify	VERB
bracis-33635	42	23	resnet-50	resnet-50	PROPN
bracis-33635	42	24	as	as	ADP
bracis-33635	42	25	the	the	DET
bracis-33635	42	26	most	most	ADV
bracis-33635	42	27	accurate	accurate	ADJ
bracis-33635	42	28	,	,	PUNCT
bracis-33635	42	29	achieving	achieve	VERB
bracis-33635	42	30	an	an	DET
bracis-33635	42	31	outstanding	outstanding	ADJ
bracis-33635	42	32	93.91	93.91	NUM
bracis-33635	42	33	%	%	NOUN
bracis-33635	42	34	accuracy	accuracy	NOUN
bracis-33635	42	35	.	.	PUNCT
bracis-33635	43	1	hidayah	hidayah	PROPN
bracis-33635	43	2	et	et	PROPN
bracis-33635	43	3	al	al	PROPN
bracis-33635	43	4	.	.	PUNCT
bracis-33635	44	1	[	[	X
bracis-33635	44	2	18	18	NUM
bracis-33635	44	3	]	]	PUNCT
bracis-33635	44	4	introduce	introduce	VERB
bracis-33635	44	5	a	a	DET
bracis-33635	44	6	conventional	conventional	ADJ
bracis-33635	44	7	approach	approach	NOUN
bracis-33635	44	8	to	to	PART
bracis-33635	44	9	classify	classify	VERB
bracis-33635	44	10	colorectal	colorectal	ADJ
bracis-33635	44	11	cancer	cancer	NOUN
bracis-33635	44	12	,	,	PUNCT
bracis-33635	44	13	employing	employ	VERB
bracis-33635	44	14	texture	texture	NOUN
bracis-33635	44	15	analysis	analysis	NOUN
bracis-33635	44	16	with	with	ADP
bracis-33635	44	17	glrlm	glrlm	PROPN
bracis-33635	44	18	and	and	CCONJ
bracis-33635	44	19	k	k	ADJ
bracis-33635	44	20	-	-	ADJ
bracis-33635	44	21	fold	fold	ADJ
bracis-33635	44	22	cross	cross	NOUN
bracis-33635	44	23	-	-	NOUN
bracis-33635	44	24	validation	validation	NOUN
bracis-33635	44	25	.	.	PUNCT
bracis-33635	45	1	this	this	DET
bracis-33635	45	2	research	research	NOUN
bracis-33635	45	3	attains	attain	VERB
bracis-33635	45	4	an	an	DET
bracis-33635	45	5	accuracy	accuracy	NOUN
bracis-33635	45	6	rate	rate	NOUN
bracis-33635	45	7	of	of	ADP
bracis-33635	45	8	85.57	85.57	NUM
bracis-33635	45	9	%	%	NOUN
bracis-33635	45	10	,	,	PUNCT
bracis-33635	45	11	a	a	DET
bracis-33635	45	12	sensitivity	sensitivity	NOUN
bracis-33635	45	13	of	of	ADP
bracis-33635	45	14	91.72	91.72	NUM
bracis-33635	45	15	%	%	NOUN
bracis-33635	45	16	,	,	PUNCT
bracis-33635	45	17	and	and	CCONJ
bracis-33635	45	18	a	a	DET
bracis-33635	45	19	specificity	specificity	NOUN
bracis-33635	45	20	of	of	ADP
bracis-33635	45	21	80.55	80.55	NUM
bracis-33635	45	22	%	%	NOUN
bracis-33635	45	23	.	.	PUNCT
bracis-33635	46	1	all	all	DET
bracis-33635	46	2	two	two	NUM
bracis-33635	46	3	studies	study	NOUN
bracis-33635	46	4	mentioned	mention	VERB
bracis-33635	46	5	utilize	utilize	VERB
bracis-33635	46	6	the	the	DET
bracis-33635	46	7	identical	identical	ADJ
bracis-33635	46	8	dataset	dataset	NOUN
bracis-33635	46	9	as	as	ADP
bracis-33635	46	10	the	the	DET
bracis-33635	46	11	proposed	propose	VERB
bracis-33635	46	12	method	method	NOUN
bracis-33635	46	13	.	.	PUNCT
bracis-33635	47	1	on	on	ADP
bracis-33635	47	2	the	the	DET
bracis-33635	47	3	other	other	ADJ
bracis-33635	47	4	hand	hand	NOUN
bracis-33635	47	5	,	,	PUNCT
bracis-33635	47	6	swarna	swarna	PROPN
bracis-33635	47	7	et	et	PROPN
bracis-33635	47	8	al	al	PROPN
bracis-33635	47	9	.	.	PUNCT
bracis-33635	48	1	[	[	X
bracis-33635	48	2	24	24	NUM
bracis-33635	48	3	]	]	X
bracis-33635	48	4	present	present	ADJ
bracis-33635	48	5	two	two	NUM
bracis-33635	48	6	models	model	NOUN
bracis-33635	48	7	for	for	ADP
bracis-33635	48	8	colon	colon	NOUN
bracis-33635	48	9	cell	cell	NOUN
bracis-33635	48	10	classification	classification	NOUN
bracis-33635	48	11	based	base	VERB
bracis-33635	48	12	on	on	ADP
bracis-33635	48	13	image	image	NOUN
bracis-33635	48	14	data	datum	NOUN
bracis-33635	48	15	one	one	NUM
bracis-33635	48	16	utilizing	utilize	VERB
bracis-33635	48	17	the	the	DET
bracis-33635	48	18	inceptionv3	inceptionv3	NOUN
bracis-33635	48	19	model	model	NOUN
bracis-33635	48	20	,	,	PUNCT
bracis-33635	48	21	and	and	CCONJ
bracis-33635	48	22	the	the	DET
bracis-33635	48	23	other	other	ADJ
bracis-33635	48	24	combining	combine	VERB
bracis-33635	48	25	predictions	prediction	NOUN
bracis-33635	48	26	from	from	ADP
bracis-33635	48	27	three	three	NUM
bracis-33635	48	28	basic	basic	ADJ
bracis-33635	48	29	sequential	sequential	ADJ
bracis-33635	48	30	cnn	cnn	PROPN
bracis-33635	48	31	models	model	NOUN
bracis-33635	48	32	.	.	PUNCT
bracis-33635	49	1	the	the	DET
bracis-33635	49	2	authors	author	NOUN
bracis-33635	49	3	achieve	achieve	VERB
bracis-33635	49	4	accuracy	accuracy	NOUN
bracis-33635	49	5	rates	rate	NOUN
bracis-33635	49	6	of	of	ADP
bracis-33635	49	7	99.4	99.4	NUM
bracis-33635	49	8	%	%	NOUN
bracis-33635	49	9	and	and	CCONJ
bracis-33635	49	10	99.95	99.95	NUM
bracis-33635	49	11	%	%	NOUN
bracis-33635	49	12	,	,	PUNCT
bracis-33635	49	13	respectively	respectively	ADV
bracis-33635	49	14	.	.	PUNCT
bracis-33635	50	1	in	in	ADP
bracis-33635	50	2	a	a	DET
bracis-33635	50	3	recent	recent	ADJ
bracis-33635	50	4	study	study	NOUN
bracis-33635	50	5	conducted	conduct	VERB
bracis-33635	50	6	by	by	ADP
bracis-33635	50	7	rajinikanth	rajinikanth	PROPN
bracis-33635	50	8	et	et	PROPN
bracis-33635	50	9	al	al	PROPN
bracis-33635	50	10	.	.	PUNCT
bracis-33635	51	1	[	[	X
bracis-33635	51	2	22	22	NUM
bracis-33635	51	3	]	]	PUNCT
bracis-33635	51	4	,	,	PUNCT
bracis-33635	51	5	they	they	PRON
bracis-33635	51	6	introduced	introduce	VERB
bracis-33635	51	7	a	a	DET
bracis-33635	51	8	new	new	ADJ
bracis-33635	51	9	deep	deep	ADJ
bracis-33635	51	10	learning	learning	NOUN
bracis-33635	51	11	framework	framework	NOUN
bracis-33635	51	12	designed	design	VERB
bracis-33635	51	13	to	to	PART
bracis-33635	51	14	categorize	categorize	VERB
bracis-33635	51	15	colon	colon	NOUN
bracis-33635	51	16	slides	slide	NOUN
bracis-33635	51	17	into	into	ADP
bracis-33635	51	18	either	either	CCONJ
bracis-33635	51	19	normal	normal	ADJ
bracis-33635	51	20	or	or	CCONJ
bracis-33635	51	21	cancerous	cancerous	ADJ
bracis-33635	51	22	classes	class	NOUN
bracis-33635	51	23	.	.	PUNCT
bracis-33635	52	1	this	this	DET
bracis-33635	52	2	methodology	methodology	NOUN
bracis-33635	52	3	encompasses	encompass	VERB
bracis-33635	52	4	several	several	ADJ
bracis-33635	52	5	steps	step	NOUN
bracis-33635	52	6	,	,	PUNCT
bracis-33635	52	7	including	include	VERB
bracis-33635	52	8	resizing	resizing	NOUN
bracis-33635	52	9	,	,	PUNCT
bracis-33635	52	10	preprocessing	preprocessing	NOUN
bracis-33635	52	11	,	,	PUNCT
bracis-33635	52	12	extraction	extraction	NOUN
bracis-33635	52	13	of	of	ADP
bracis-33635	52	14	deep	deep	ADJ
bracis-33635	52	15	features	feature	NOUN
bracis-33635	52	16	,	,	PUNCT
bracis-33635	52	17	and	and	CCONJ
bracis-33635	52	18	binary	binary	ADJ
bracis-33635	52	19	classification	classification	NOUN
bracis-33635	52	20	using	use	VERB
bracis-33635	52	21	5	5	NUM
bracis-33635	52	22	-	-	ADJ
bracis-33635	52	23	fold	fold	ADJ
bracis-33635	52	24	cross	cross	NOUN
bracis-33635	52	25	-	-	NOUN
bracis-33635	52	26	validation	validation	NOUN
bracis-33635	52	27	.	.	PUNCT
bracis-33635	53	1	the	the	DET
bracis-33635	53	2	research	research	NOUN
bracis-33635	53	3	dataset	dataset	NOUN
bracis-33635	53	4	comprises	comprise	VERB
bracis-33635	53	5	4,000	4,000	NUM
bracis-33635	53	6	images	image	NOUN
bracis-33635	53	7	,	,	PUNCT
bracis-33635	53	8	evenly	evenly	ADV
bracis-33635	53	9	split	split	VERB
bracis-33635	53	10	between	between	ADP
bracis-33635	53	11	normal	normal	ADJ
bracis-33635	53	12	and	and	CCONJ
bracis-33635	53	13	cancerous	cancerous	ADJ
bracis-33635	53	14	samples	sample	NOUN
bracis-33635	53	15	.	.	PUNCT
bracis-33635	54	1	their	their	PRON
bracis-33635	54	2	findings	finding	NOUN
bracis-33635	54	3	reveal	reveal	VERB
bracis-33635	54	4	that	that	SCONJ
bracis-33635	54	5	employing	employ	VERB
bracis-33635	54	6	deep	deep	ADJ
bracis-33635	54	7	features	feature	NOUN
bracis-33635	54	8	leads	lead	VERB
bracis-33635	54	9	to	to	ADP
bracis-33635	54	10	a	a	DET
bracis-33635	54	11	remarkable	remarkable	ADJ
bracis-33635	54	12	99	99	NUM
bracis-33635	54	13	%	%	NOUN
bracis-33635	54	14	accuracy	accuracy	NOUN
bracis-33635	54	15	rate	rate	NOUN
bracis-33635	54	16	.	.	PUNCT
bracis-33635	55	1	table	table	NOUN
bracis-33635	55	2	 	 	SPACE
bracis-33635	55	3	1	1	NUM
bracis-33635	55	4	describes	describe	VERB
bracis-33635	55	5	the	the	DET
bracis-33635	55	6	related	relate	VERB
bracis-33635	55	7	works	work	NOUN
bracis-33635	55	8	presented	present	VERB
bracis-33635	55	9	,	,	PUNCT
bracis-33635	55	10	along	along	ADP
bracis-33635	55	11	with	with	ADP
bracis-33635	55	12	the	the	DET
bracis-33635	55	13	techniques	technique	NOUN
bracis-33635	55	14	and	and	CCONJ
bracis-33635	55	15	accuracy	accuracy	NOUN
bracis-33635	55	16	values	value	NOUN
bracis-33635	55	17	.	.	PUNCT
bracis-33635	56	1	table	table	NOUN
bracis-33635	56	2	1	1	NUM
bracis-33635	56	3	.	.	PUNCT
bracis-33635	57	1	summary	summary	NOUN
bracis-33635	57	2	of	of	ADP
bracis-33635	57	3	techniques	technique	NOUN
bracis-33635	57	4	and	and	CCONJ
bracis-33635	57	5	accuracy	accuracy	NOUN
bracis-33635	57	6	resultsfull	resultsfull	NOUN
bracis-33635	57	7	size	size	NOUN
bracis-33635	57	8	table	table	NOUN
bracis-33635	57	9	we	we	PRON
bracis-33635	57	10	notice	notice	VERB
bracis-33635	57	11	that	that	SCONJ
bracis-33635	57	12	in	in	ADP
bracis-33635	57	13	most	most	ADJ
bracis-33635	57	14	studies	study	NOUN
bracis-33635	57	15	,	,	PUNCT
bracis-33635	57	16	cnn	cnn	PROPN
bracis-33635	57	17	usage	usage	NOUN
bracis-33635	57	18	stands	stand	VERB
bracis-33635	57	19	out	out	ADP
bracis-33635	57	20	for	for	ADP
bracis-33635	57	21	crc	crc	NOUN
bracis-33635	57	22	classification	classification	NOUN
bracis-33635	57	23	,	,	PUNCT
bracis-33635	57	24	displaying	display	VERB
bracis-33635	57	25	significant	significant	ADJ
bracis-33635	57	26	metrics	metric	NOUN
bracis-33635	57	27	,	,	PUNCT
bracis-33635	57	28	often	often	ADV
bracis-33635	57	29	surpassing	surpass	VERB
bracis-33635	57	30	90	90	NUM
bracis-33635	57	31	%	%	NOUN
bracis-33635	57	32	.	.	PUNCT
bracis-33635	58	1	moreover	moreover	ADV
bracis-33635	58	2	,	,	PUNCT
bracis-33635	58	3	feature	feature	NOUN
bracis-33635	58	4	extraction	extraction	NOUN
bracis-33635	58	5	,	,	PUNCT
bracis-33635	58	6	whether	whether	SCONJ
bracis-33635	58	7	traditional	traditional	ADJ
bracis-33635	58	8	or	or	CCONJ
bracis-33635	58	9	deep	deep	ADJ
bracis-33635	58	10	features	feature	NOUN
bracis-33635	58	11	,	,	PUNCT
bracis-33635	58	12	is	be	AUX
bracis-33635	58	13	also	also	ADV
bracis-33635	58	14	commonly	commonly	ADV
bracis-33635	58	15	employed	employ	VERB
bracis-33635	58	16	for	for	ADP
bracis-33635	58	17	this	this	DET
bracis-33635	58	18	purpose	purpose	NOUN
bracis-33635	58	19	.	.	PUNCT
bracis-33635	59	1	however	however	ADV
bracis-33635	59	2	,	,	PUNCT
bracis-33635	59	3	there	there	PRON
bracis-33635	59	4	is	be	VERB
bracis-33635	59	5	a	a	DET
bracis-33635	59	6	lack	lack	NOUN
bracis-33635	59	7	of	of	ADP
bracis-33635	59	8	emphasis	emphasis	NOUN
bracis-33635	59	9	on	on	ADP
bracis-33635	59	10	image	image	NOUN
bracis-33635	59	11	enhancement	enhancement	NOUN
bracis-33635	59	12	.	.	PUNCT
bracis-33635	60	1	enhancing	enhance	VERB
bracis-33635	60	2	images	image	NOUN
bracis-33635	60	3	is	be	AUX
bracis-33635	60	4	crucial	crucial	ADJ
bracis-33635	60	5	to	to	PART
bracis-33635	60	6	highlight	highlight	VERB
bracis-33635	60	7	important	important	ADJ
bracis-33635	60	8	features	feature	NOUN
bracis-33635	60	9	and	and	CCONJ
bracis-33635	60	10	optimize	optimize	VERB
bracis-33635	60	11	their	their	PRON
bracis-33635	60	12	representation	representation	NOUN
bracis-33635	60	13	for	for	ADP
bracis-33635	60	14	subsequent	subsequent	ADJ
bracis-33635	60	15	steps	step	NOUN
bracis-33635	60	16	,	,	PUNCT
bracis-33635	60	17	including	include	VERB
bracis-33635	60	18	feature	feature	NOUN
bracis-33635	60	19	extraction	extraction	NOUN
bracis-33635	60	20	or	or	CCONJ
bracis-33635	60	21	cnn	cnn	NOUN
bracis-33635	60	22	utilization	utilization	NOUN
bracis-33635	60	23	.	.	PUNCT
bracis-33635	61	1	addressing	address	VERB
bracis-33635	61	2	this	this	DET
bracis-33635	61	3	gap	gap	NOUN
bracis-33635	61	4	,	,	PUNCT
bracis-33635	61	5	the	the	DET
bracis-33635	61	6	proposed	propose	VERB
bracis-33635	61	7	method	method	NOUN
bracis-33635	61	8	introduces	introduce	VERB
bracis-33635	61	9	the	the	DET
bracis-33635	61	10	use	use	NOUN
bracis-33635	61	11	of	of	ADP
bracis-33635	61	12	a	a	DET
bracis-33635	61	13	cnn	cnn	NOUN
bracis-33635	61	14	called	call	VERB
bracis-33635	61	15	mirnet	mirnet	NOUN
bracis-33635	61	16	for	for	ADP
bracis-33635	61	17	the	the	DET
bracis-33635	61	18	automatic	automatic	ADJ
bracis-33635	61	19	enhancement	enhancement	NOUN
bracis-33635	61	20	of	of	ADP
bracis-33635	61	21	crc	crc	ADJ
bracis-33635	61	22	histopathological	histopathological	ADJ
bracis-33635	61	23	images	image	NOUN
bracis-33635	61	24	.	.	PUNCT
bracis-33635	62	1	furthermore	furthermore	ADV
bracis-33635	62	2	,	,	PUNCT
bracis-33635	62	3	considering	consider	VERB
bracis-33635	62	4	the	the	DET
bracis-33635	62	5	results	result	NOUN
bracis-33635	62	6	achieved	achieve	VERB
bracis-33635	62	7	in	in	ADP
bracis-33635	62	8	the	the	DET
bracis-33635	62	9	literature	literature	NOUN
bracis-33635	62	10	,	,	PUNCT
bracis-33635	62	11	we	we	PRON
bracis-33635	62	12	propose	propose	VERB
bracis-33635	62	13	utilizing	utilize	VERB
bracis-33635	62	14	inceptionv3	inceptionv3	NOUN
bracis-33635	62	15	for	for	ADP
bracis-33635	62	16	classification	classification	NOUN
bracis-33635	62	17	after	after	ADP
bracis-33635	62	18	applying	apply	VERB
bracis-33635	62	19	mirnet	mirnet	NOUN
bracis-33635	62	20	 	 	SPACE
bracis-33635	63	1	[	[	X
bracis-33635	63	2	26	26	NUM
bracis-33635	63	3	]	]	X
bracis-33635	63	4	,	,	PUNCT
bracis-33635	63	5	as	as	SCONJ
bracis-33635	63	6	it	it	PRON
bracis-33635	63	7	was	be	AUX
bracis-33635	63	8	the	the	DET
bracis-33635	63	9	cnn	cnn	NOUN
bracis-33635	63	10	that	that	PRON
bracis-33635	63	11	exhibited	exhibit	VERB
bracis-33635	63	12	the	the	DET
bracis-33635	63	13	best	good	ADJ
bracis-33635	63	14	performance	performance	NOUN
bracis-33635	64	1	[	[	X
bracis-33635	64	2	24	24	NUM
bracis-33635	64	3	]	]	PUNCT
bracis-33635	64	4	.	.	PUNCT
bracis-33635	65	1	3	3	NUM
bracis-33635	65	2	materials	material	NOUN
bracis-33635	65	3	and	and	CCONJ
bracis-33635	65	4	 	 	SPACE
bracis-33635	65	5	method	method	NOUN
bracis-33635	65	6	in	in	ADP
bracis-33635	65	7	this	this	DET
bracis-33635	65	8	section	section	NOUN
bracis-33635	65	9	,	,	PUNCT
bracis-33635	65	10	we	we	PRON
bracis-33635	65	11	describe	describe	VERB
bracis-33635	65	12	the	the	DET
bracis-33635	65	13	steps	step	NOUN
bracis-33635	65	14	that	that	PRON
bracis-33635	65	15	compound	compound	VERB
bracis-33635	65	16	the	the	DET
bracis-33635	65	17	proposed	propose	VERB
bracis-33635	65	18	method	method	NOUN
bracis-33635	65	19	.	.	PUNCT
bracis-33635	66	1	the	the	DET
bracis-33635	66	2	proposed	propose	VERB
bracis-33635	66	3	method	method	NOUN
bracis-33635	66	4	is	be	AUX
bracis-33635	66	5	divided	divide	VERB
bracis-33635	66	6	into	into	ADP
bracis-33635	66	7	four	four	NUM
bracis-33635	66	8	steps	step	NOUN
bracis-33635	66	9	:	:	PUNCT
bracis-33635	66	10	database	database	NOUN
bracis-33635	66	11	acquisition	acquisition	NOUN
bracis-33635	66	12	;	;	PUNCT
bracis-33635	66	13	database	database	NOUN
bracis-33635	66	14	pre	pre	ADJ
bracis-33635	66	15	-	-	ADJ
bracis-33635	66	16	processing	processing	ADJ
bracis-33635	66	17	using	use	VERB
bracis-33635	66	18	mirnet	mirnet	NOUN
bracis-33635	66	19	;	;	PUNCT
bracis-33635	66	20	inceptionv3	inceptionv3	NOUN
bracis-33635	66	21	as	as	ADP
bracis-33635	66	22	a	a	DET
bracis-33635	66	23	classifier	classifier	NOUN
bracis-33635	66	24	between	between	ADP
bracis-33635	66	25	benign	benign	ADJ
bracis-33635	66	26	and	and	CCONJ
bracis-33635	66	27	malignant	malignant	ADJ
bracis-33635	66	28	classes	class	NOUN
bracis-33635	66	29	;	;	PUNCT
bracis-33635	66	30	and	and	CCONJ
bracis-33635	66	31	finally	finally	ADV
bracis-33635	66	32	,	,	PUNCT
bracis-33635	66	33	a	a	DET
bracis-33635	66	34	validation	validation	NOUN
bracis-33635	66	35	step	step	NOUN
bracis-33635	66	36	to	to	PART
bracis-33635	66	37	evaluate	evaluate	VERB
bracis-33635	66	38	the	the	DET
bracis-33635	66	39	proposed	propose	VERB
bracis-33635	66	40	method	method	NOUN
bracis-33635	66	41	.	.	PUNCT
bracis-33635	67	1	figure	figure	NOUN
bracis-33635	67	2	 	 	SPACE
bracis-33635	67	3	1	1	NUM
bracis-33635	67	4	presents	present	VERB
bracis-33635	67	5	the	the	DET
bracis-33635	67	6	mentioned	mention	VERB
bracis-33635	67	7	steps	step	NOUN
bracis-33635	67	8	.	.	PUNCT
bracis-33635	68	1	fig	fig	NOUN
bracis-33635	68	2	.	.	PUNCT
bracis-33635	69	1	1	1	X
bracis-33635	69	2	.	.	X
bracis-33635	69	3	database	database	NOUN
bracis-33635	69	4	:	:	PUNCT
bracis-33635	69	5	(	(	PUNCT
bracis-33635	69	6	a	a	X
bracis-33635	69	7	)	)	PUNCT
bracis-33635	69	8	benign	benign	ADJ
bracis-33635	69	9	colon	colon	NOUN
bracis-33635	69	10	tissue	tissue	NOUN
bracis-33635	69	11	;	;	PUNCT
bracis-33635	69	12	(	(	PUNCT
bracis-33635	69	13	b	b	X
bracis-33635	69	14	)	)	PUNCT
bracis-33635	69	15	colon	colon	NOUN
bracis-33635	69	16	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	69	17	(	(	PUNCT
bracis-33635	69	18	malign	malign	NOUN
bracis-33635	69	19	)	)	PUNCT
bracis-33635	69	20	.	.	PUNCT
bracis-33635	70	1	full	full	ADJ
bracis-33635	70	2	size	size	NOUN
bracis-33635	70	3	image	image	NOUN
bracis-33635	70	4	3.1	3.1	NUM
bracis-33635	70	5	database	database	NOUN
bracis-33635	70	6	for	for	ADP
bracis-33635	70	7	this	this	DET
bracis-33635	70	8	study	study	NOUN
bracis-33635	70	9	,	,	PUNCT
bracis-33635	70	10	we	we	PRON
bracis-33635	70	11	turned	turn	VERB
bracis-33635	70	12	to	to	ADP
bracis-33635	70	13	the	the	DET
bracis-33635	70	14	extensive	extensive	ADJ
bracis-33635	70	15	database	database	NOUN
bracis-33635	70	16	available	available	ADJ
bracis-33635	70	17	on	on	ADP
bracis-33635	70	18	kaggle	kaggle	PROPN
bracis-33635	70	19	,	,	PUNCT
bracis-33635	70	20	titled	title	VERB
bracis-33635	70	21	lung	lung	NOUN
bracis-33635	70	22	and	and	CCONJ
bracis-33635	70	23	colon	colon	NOUN
bracis-33635	70	24	cancer	cancer	NOUN
bracis-33635	70	25	histopathological	histopathological	ADJ
bracis-33635	70	26	images	image	NOUN
bracis-33635	70	27	.	.	PUNCT
bracis-33635	71	1	this	this	DET
bracis-33635	71	2	dataset	dataset	NOUN
bracis-33635	71	3	,	,	PUNCT
bracis-33635	71	4	a	a	DET
bracis-33635	71	5	rich	rich	ADJ
bracis-33635	71	6	and	and	CCONJ
bracis-33635	71	7	diverse	diverse	ADJ
bracis-33635	71	8	source	source	NOUN
bracis-33635	71	9	,	,	PUNCT
bracis-33635	71	10	comprises	comprise	VERB
bracis-33635	71	11	five	five	NUM
bracis-33635	71	12	distinct	distinct	ADJ
bracis-33635	71	13	classes	class	NOUN
bracis-33635	71	14	,	,	PUNCT
bracis-33635	71	15	each	each	PRON
bracis-33635	71	16	containing	contain	VERB
bracis-33635	71	17	5,000	5,000	NUM
bracis-33635	71	18	images	image	NOUN
bracis-33635	71	19	.	.	PUNCT
bracis-33635	72	1	the	the	DET
bracis-33635	72	2	categories	category	NOUN
bracis-33635	72	3	include	include	VERB
bracis-33635	72	4	benign	benign	ADJ
bracis-33635	72	5	lung	lung	NOUN
bracis-33635	72	6	tissue	tissue	NOUN
bracis-33635	72	7	,	,	PUNCT
bracis-33635	72	8	lung	lung	NOUN
bracis-33635	72	9	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	72	10	,	,	PUNCT
bracis-33635	72	11	lung	lung	NOUN
bracis-33635	72	12	squamous	squamous	ADJ
bracis-33635	72	13	cell	cell	NOUN
bracis-33635	72	14	carcinoma	carcinoma	NOUN
bracis-33635	72	15	,	,	PUNCT
bracis-33635	72	16	colon	colon	NOUN
bracis-33635	72	17	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	72	18	,	,	PUNCT
bracis-33635	72	19	and	and	CCONJ
bracis-33635	72	20	benign	benign	ADJ
bracis-33635	72	21	colon	colon	NOUN
bracis-33635	72	22	tissue	tissue	NOUN
bracis-33635	72	23	 	 	SPACE
bracis-33635	73	1	[	[	X
bracis-33635	73	2	2	2	NUM
bracis-33635	73	3	]	]	PUNCT
bracis-33635	73	4	.	.	PUNCT
bracis-33635	74	1	for	for	ADP
bracis-33635	74	2	our	our	PRON
bracis-33635	74	3	method	method	NOUN
bracis-33635	74	4	development	development	NOUN
bracis-33635	74	5	,	,	PUNCT
bracis-33635	74	6	we	we	PRON
bracis-33635	74	7	concentrated	concentrate	VERB
bracis-33635	74	8	on	on	ADP
bracis-33635	74	9	a	a	DET
bracis-33635	74	10	database	database	NOUN
bracis-33635	74	11	comprising	comprise	VERB
bracis-33635	74	12	10,000	10,000	NUM
bracis-33635	74	13	images	image	NOUN
bracis-33635	74	14	associated	associate	VERB
bracis-33635	74	15	with	with	ADP
bracis-33635	74	16	colon	colon	NOUN
bracis-33635	74	17	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	74	18	and	and	CCONJ
bracis-33635	74	19	benign	benign	ADJ
bracis-33635	74	20	colon	colon	NOUN
bracis-33635	74	21	tissue	tissue	NOUN
bracis-33635	74	22	.	.	PUNCT
bracis-33635	75	1	our	our	PRON
bracis-33635	75	2	analysis	analysis	NOUN
bracis-33635	75	3	aims	aim	VERB
bracis-33635	75	4	to	to	PART
bracis-33635	75	5	discern	discern	VERB
bracis-33635	75	6	the	the	DET
bracis-33635	75	7	distinguishing	distinguish	VERB
bracis-33635	75	8	features	feature	NOUN
bracis-33635	75	9	between	between	ADP
bracis-33635	75	10	benign	benign	ADJ
bracis-33635	75	11	and	and	CCONJ
bracis-33635	75	12	malignant	malignant	ADJ
bracis-33635	75	13	images	image	NOUN
bracis-33635	75	14	utilizing	utilize	VERB
bracis-33635	75	15	deep	deep	ADJ
bracis-33635	75	16	learning	learning	NOUN
bracis-33635	75	17	-	-	PUNCT
bracis-33635	75	18	based	base	VERB
bracis-33635	75	19	enhancement	enhancement	NOUN
bracis-33635	75	20	techniques	technique	NOUN
bracis-33635	75	21	.	.	PUNCT
bracis-33635	76	1	figure	figure	NOUN
bracis-33635	76	2	 	 	SPACE
bracis-33635	76	3	2	2	NUM
bracis-33635	76	4	offers	offer	VERB
bracis-33635	76	5	a	a	DET
bracis-33635	76	6	visual	visual	ADJ
bracis-33635	76	7	representation	representation	NOUN
bracis-33635	76	8	of	of	ADP
bracis-33635	76	9	a	a	DET
bracis-33635	76	10	sample	sample	NOUN
bracis-33635	76	11	from	from	ADP
bracis-33635	76	12	each	each	DET
bracis-33635	76	13	class	class	NOUN
bracis-33635	76	14	.	.	PUNCT
bracis-33635	77	1	fig	fig	NOUN
bracis-33635	77	2	.	.	PUNCT
bracis-33635	78	1	2	2	X
bracis-33635	78	2	.	.	X
bracis-33635	78	3	database	database	NOUN
bracis-33635	78	4	:	:	PUNCT
bracis-33635	78	5	(	(	PUNCT
bracis-33635	78	6	a	a	X
bracis-33635	78	7	)	)	PUNCT
bracis-33635	78	8	benign	benign	ADJ
bracis-33635	78	9	colon	colon	NOUN
bracis-33635	78	10	tissue	tissue	NOUN
bracis-33635	78	11	;	;	PUNCT
bracis-33635	78	12	(	(	PUNCT
bracis-33635	78	13	b	b	X
bracis-33635	78	14	)	)	PUNCT
bracis-33635	78	15	colon	colon	NOUN
bracis-33635	78	16	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	78	17	(	(	PUNCT
bracis-33635	78	18	malign	malign	NOUN
bracis-33635	78	19	)	)	PUNCT
bracis-33635	78	20	.	.	PUNCT
bracis-33635	79	1	full	full	ADJ
bracis-33635	79	2	size	size	NOUN
bracis-33635	79	3	image	image	NOUN
bracis-33635	79	4	additionally	additionally	ADV
bracis-33635	79	5	,	,	PUNCT
bracis-33635	79	6	the	the	DET
bracis-33635	79	7	images	image	NOUN
bracis-33635	79	8	have	have	VERB
bracis-33635	79	9	dimensions	dimension	NOUN
bracis-33635	79	10	of	of	ADP
bracis-33635	79	11	\(768\times	\(768\time	NOUN
bracis-33635	79	12	768\	768\	NUM
bracis-33635	79	13	)	)	PUNCT
bracis-33635	79	14	pixels	pixel	NOUN
bracis-33635	79	15	.	.	PUNCT
bracis-33635	80	1	thus	thus	ADV
bracis-33635	80	2	,	,	PUNCT
bracis-33635	80	3	for	for	ADP
bracis-33635	80	4	the	the	DET
bracis-33635	80	5	subsequent	subsequent	ADJ
bracis-33635	80	6	steps	step	NOUN
bracis-33635	80	7	of	of	ADP
bracis-33635	80	8	the	the	DET
bracis-33635	80	9	method	method	NOUN
bracis-33635	80	10	,	,	PUNCT
bracis-33635	80	11	resizing	resize	VERB
bracis-33635	80	12	to	to	ADP
bracis-33635	80	13	\(256\times	\(256\times	NUM
bracis-33635	80	14	256\	256\	NUM
bracis-33635	80	15	)	)	PUNCT
bracis-33635	80	16	was	be	AUX
bracis-33635	80	17	performed	perform	VERB
bracis-33635	80	18	.	.	PUNCT
bracis-33635	81	1	according	accord	VERB
bracis-33635	81	2	to	to	ADP
bracis-33635	81	3	[	[	X
bracis-33635	81	4	10	10	NUM
bracis-33635	81	5	,	,	PUNCT
bracis-33635	81	6	16	16	NUM
bracis-33635	81	7	]	]	PUNCT
bracis-33635	81	8	,	,	PUNCT
bracis-33635	81	9	this	this	DET
bracis-33635	81	10	size	size	NOUN
bracis-33635	81	11	is	be	AUX
bracis-33635	81	12	suitable	suitable	ADJ
bracis-33635	81	13	for	for	ADP
bracis-33635	81	14	processing	processing	NOUN
bracis-33635	81	15	within	within	ADP
bracis-33635	81	16	the	the	DET
bracis-33635	81	17	deep	deep	ADJ
bracis-33635	81	18	learning	learning	NOUN
bracis-33635	81	19	pipeline	pipeline	NOUN
bracis-33635	81	20	.	.	PUNCT
bracis-33635	82	1	3.2	3.2	NUM
bracis-33635	82	2	mirnet	mirnet	NOUN
bracis-33635	82	3	pre	pre	ADJ
bracis-33635	82	4	-	-	ADJ
bracis-33635	82	5	processing	process	VERB
bracis-33635	82	6	many	many	ADJ
bracis-33635	82	7	works	work	NOUN
bracis-33635	82	8	show	show	VERB
bracis-33635	82	9	that	that	SCONJ
bracis-33635	82	10	image	image	NOUN
bracis-33635	82	11	preprocessing	preprocessing	NOUN
bracis-33635	82	12	can	can	AUX
bracis-33635	82	13	make	make	VERB
bracis-33635	82	14	the	the	DET
bracis-33635	82	15	results	result	NOUN
bracis-33635	82	16	better	well	ADV
bracis-33635	82	17	 	 	SPACE
bracis-33635	83	1	[	[	X
bracis-33635	83	2	9	9	NUM
bracis-33635	83	3	,	,	PUNCT
bracis-33635	83	4	11	11	NUM
bracis-33635	83	5	,	,	PUNCT
bracis-33635	83	6	14	14	NUM
bracis-33635	83	7	]	]	PUNCT
bracis-33635	83	8	.	.	PUNCT
bracis-33635	84	1	in	in	ADP
bracis-33635	84	2	this	this	DET
bracis-33635	84	3	step	step	NOUN
bracis-33635	84	4	,	,	PUNCT
bracis-33635	84	5	the	the	DET
bracis-33635	84	6	images	image	NOUN
bracis-33635	84	7	are	be	AUX
bracis-33635	84	8	processed	process	VERB
bracis-33635	84	9	by	by	ADP
bracis-33635	84	10	mirnet	mirnet	NOUN
bracis-33635	84	11	to	to	PART
bracis-33635	84	12	assess	assess	VERB
bracis-33635	84	13	the	the	DET
bracis-33635	84	14	enhancement	enhancement	NOUN
bracis-33635	84	15	of	of	ADP
bracis-33635	84	16	the	the	DET
bracis-33635	84	17	database	database	NOUN
bracis-33635	84	18	.	.	PUNCT
bracis-33635	85	1	mirnet	mirnet	NOUN
bracis-33635	85	2	(	(	PUNCT
bracis-33635	85	3	multiple	multiple	ADJ
bracis-33635	85	4	iterative	iterative	NOUN
bracis-33635	85	5	reconstruction	reconstruction	NOUN
bracis-33635	85	6	network	network	NOUN
bracis-33635	85	7	)	)	PUNCT
bracis-33635	85	8	is	be	AUX
bracis-33635	85	9	a	a	DET
bracis-33635	85	10	deep	deep	ADJ
bracis-33635	85	11	neural	neural	ADJ
bracis-33635	85	12	network	network	NOUN
bracis-33635	85	13	designed	design	VERB
bracis-33635	85	14	to	to	PART
bracis-33635	85	15	perform	perform	VERB
bracis-33635	85	16	image	image	NOUN
bracis-33635	85	17	enhancement	enhancement	NOUN
bracis-33635	85	18	.	.	PUNCT
bracis-33635	86	1	it	it	PRON
bracis-33635	86	2	operates	operate	VERB
bracis-33635	86	3	in	in	ADP
bracis-33635	86	4	multiple	multiple	ADJ
bracis-33635	86	5	iterations	iteration	NOUN
bracis-33635	86	6	,	,	PUNCT
bracis-33635	86	7	progressively	progressively	ADV
bracis-33635	86	8	refining	refine	VERB
bracis-33635	86	9	the	the	DET
bracis-33635	86	10	quality	quality	NOUN
bracis-33635	86	11	of	of	ADP
bracis-33635	86	12	the	the	DET
bracis-33635	86	13	input	input	NOUN
bracis-33635	86	14	images	image	NOUN
bracis-33635	86	15	 	 	SPACE
bracis-33635	87	1	[	[	X
bracis-33635	87	2	26	26	NUM
bracis-33635	87	3	]	]	PUNCT
bracis-33635	87	4	.	.	PUNCT
bracis-33635	88	1	we	we	PRON
bracis-33635	88	2	highlight	highlight	VERB
bracis-33635	88	3	that	that	SCONJ
bracis-33635	88	4	it	it	PRON
bracis-33635	88	5	is	be	AUX
bracis-33635	88	6	the	the	DET
bracis-33635	88	7	first	first	ADJ
bracis-33635	88	8	time	time	NOUN
bracis-33635	88	9	the	the	DET
bracis-33635	88	10	mirnet	mirnet	NOUN
bracis-33635	88	11	has	have	AUX
bracis-33635	88	12	been	be	AUX
bracis-33635	88	13	used	use	VERB
bracis-33635	88	14	in	in	ADP
bracis-33635	88	15	histopathological	histopathological	ADJ
bracis-33635	88	16	images	image	NOUN
bracis-33635	88	17	of	of	ADP
bracis-33635	88	18	crc	crc	NOUN
bracis-33635	88	19	as	as	ADP
bracis-33635	88	20	image	image	NOUN
bracis-33635	88	21	pre	pre	ADJ
bracis-33635	88	22	-	-	NOUN
bracis-33635	88	23	processing	processing	ADJ
bracis-33635	88	24	.	.	PUNCT
bracis-33635	89	1	thus	thus	ADV
bracis-33635	89	2	,	,	PUNCT
bracis-33635	89	3	image	image	NOUN
bracis-33635	89	4	pre	pre	ADJ
bracis-33635	89	5	-	-	ADJ
bracis-33635	89	6	processing	processing	ADJ
bracis-33635	89	7	techniques	technique	NOUN
bracis-33635	89	8	play	play	VERB
bracis-33635	89	9	a	a	DET
bracis-33635	89	10	crucial	crucial	ADJ
bracis-33635	89	11	role	role	NOUN
bracis-33635	89	12	in	in	ADP
bracis-33635	89	13	improving	improve	VERB
bracis-33635	89	14	results	result	NOUN
bracis-33635	89	15	.	.	PUNCT
bracis-33635	90	1	it	it	PRON
bracis-33635	90	2	is	be	AUX
bracis-33635	90	3	not	not	PART
bracis-33635	90	4	an	an	DET
bracis-33635	90	5	easy	easy	ADJ
bracis-33635	90	6	task	task	NOUN
bracis-33635	90	7	to	to	PART
bracis-33635	90	8	select	select	VERB
bracis-33635	90	9	a	a	DET
bracis-33635	90	10	set	set	NOUN
bracis-33635	90	11	of	of	ADP
bracis-33635	90	12	the	the	DET
bracis-33635	90	13	best	good	ADJ
bracis-33635	90	14	pre	pre	ADJ
bracis-33635	90	15	-	-	ADJ
bracis-33635	90	16	processing	processing	ADJ
bracis-33635	90	17	to	to	PART
bracis-33635	90	18	be	be	AUX
bracis-33635	90	19	applied	apply	VERB
bracis-33635	90	20	.	.	PUNCT
bracis-33635	91	1	this	this	DET
bracis-33635	91	2	way	way	NOUN
bracis-33635	91	3	,	,	PUNCT
bracis-33635	91	4	employing	employ	VERB
bracis-33635	91	5	an	an	DET
bracis-33635	91	6	ai	ai	NOUN
bracis-33635	91	7	-	-	PUNCT
bracis-33635	91	8	based	base	VERB
bracis-33635	91	9	technique	technique	NOUN
bracis-33635	91	10	that	that	PRON
bracis-33635	91	11	automatically	automatically	ADV
bracis-33635	91	12	enhances	enhance	VERB
bracis-33635	91	13	the	the	DET
bracis-33635	91	14	image	image	NOUN
bracis-33635	91	15	features	feature	VERB
bracis-33635	91	16	increases	increase	VERB
bracis-33635	91	17	the	the	DET
bracis-33635	91	18	method	method	NOUN
bracis-33635	91	19	’s	’s	PART
bracis-33635	91	20	performance	performance	NOUN
bracis-33635	91	21	.	.	PUNCT
bracis-33635	92	1	figure	figure	NOUN
bracis-33635	92	2	 	 	SPACE
bracis-33635	92	3	3	3	NUM
bracis-33635	92	4	illustrates	illustrate	VERB
bracis-33635	92	5	the	the	DET
bracis-33635	92	6	architecture	architecture	NOUN
bracis-33635	92	7	of	of	ADP
bracis-33635	92	8	mirnet	mirnet	NOUN
bracis-33635	92	9	.	.	PUNCT
bracis-33635	93	1	fig	fig	NOUN
bracis-33635	93	2	.	.	PUNCT
bracis-33635	94	1	3	3	X
bracis-33635	94	2	.	.	X
bracis-33635	94	3	mirnet	mirnet	NOUN
bracis-33635	94	4	pre	pre	ADJ
bracis-33635	94	5	-	-	ADJ
bracis-33635	94	6	processing	processing	ADJ
bracis-33635	94	7	.	.	PUNCT
bracis-33635	95	1	architecture	architecture	NOUN
bracis-33635	95	2	sample	sample	NOUN
bracis-33635	95	3	.	.	PUNCT
bracis-33635	96	1	full	full	ADJ
bracis-33635	96	2	size	size	NOUN
bracis-33635	96	3	image	image	NOUN
bracis-33635	96	4	according	accord	VERB
bracis-33635	96	5	to	to	ADP
bracis-33635	96	6	 	 	SPACE
bracis-33635	96	7	[	[	PUNCT
bracis-33635	96	8	26	26	NUM
bracis-33635	96	9	]	]	PUNCT
bracis-33635	96	10	,	,	PUNCT
bracis-33635	96	11	mirnet	mirnet	NOUN
bracis-33635	96	12	follows	follow	VERB
bracis-33635	96	13	an	an	DET
bracis-33635	96	14	iterative	iterative	NOUN
bracis-33635	96	15	approach	approach	NOUN
bracis-33635	96	16	,	,	PUNCT
bracis-33635	96	17	where	where	SCONJ
bracis-33635	96	18	each	each	DET
bracis-33635	96	19	iteration	iteration	NOUN
bracis-33635	96	20	enhances	enhance	VERB
bracis-33635	96	21	the	the	DET
bracis-33635	96	22	input	input	NOUN
bracis-33635	96	23	image	image	NOUN
bracis-33635	96	24	by	by	ADP
bracis-33635	96	25	learning	learn	VERB
bracis-33635	96	26	hierarchical	hierarchical	ADJ
bracis-33635	96	27	representations	representation	NOUN
bracis-33635	96	28	of	of	ADP
bracis-33635	96	29	image	image	NOUN
bracis-33635	96	30	features	feature	NOUN
bracis-33635	96	31	.	.	PUNCT
bracis-33635	97	1	it	it	PRON
bracis-33635	97	2	reconstructs	reconstruct	VERB
bracis-33635	97	3	the	the	DET
bracis-33635	97	4	image	image	NOUN
bracis-33635	97	5	using	use	VERB
bracis-33635	97	6	learned	learn	VERB
bracis-33635	97	7	residual	residual	ADJ
bracis-33635	97	8	information	information	NOUN
bracis-33635	97	9	,	,	PUNCT
bracis-33635	97	10	which	which	PRON
bracis-33635	97	11	are	be	AUX
bracis-33635	97	12	differences	difference	NOUN
bracis-33635	97	13	between	between	ADP
bracis-33635	97	14	the	the	DET
bracis-33635	97	15	input	input	NOUN
bracis-33635	97	16	and	and	CCONJ
bracis-33635	97	17	reconstructed	reconstructed	ADJ
bracis-33635	97	18	images	image	NOUN
bracis-33635	97	19	.	.	PUNCT
bracis-33635	98	1	these	these	DET
bracis-33635	98	2	residuals	residual	NOUN
bracis-33635	98	3	are	be	AUX
bracis-33635	98	4	used	use	VERB
bracis-33635	98	5	to	to	PART
bracis-33635	98	6	refine	refine	VERB
bracis-33635	98	7	the	the	DET
bracis-33635	98	8	input	input	NOUN
bracis-33635	98	9	image	image	NOUN
bracis-33635	98	10	in	in	ADP
bracis-33635	98	11	each	each	DET
bracis-33635	98	12	iteration	iteration	NOUN
bracis-33635	98	13	,	,	PUNCT
bracis-33635	98	14	resulting	result	VERB
bracis-33635	98	15	in	in	ADP
bracis-33635	98	16	changes	change	NOUN
bracis-33635	98	17	in	in	ADP
bracis-33635	98	18	texture	texture	ADJ
bracis-33635	98	19	patterns	pattern	NOUN
bracis-33635	98	20	.	.	PUNCT
bracis-33635	99	1	various	various	ADJ
bracis-33635	99	2	configurations	configuration	NOUN
bracis-33635	99	3	were	be	AUX
bracis-33635	99	4	tested	test	VERB
bracis-33635	99	5	to	to	PART
bracis-33635	99	6	validate	validate	VERB
bracis-33635	99	7	the	the	DET
bracis-33635	99	8	method	method	NOUN
bracis-33635	99	9	,	,	PUNCT
bracis-33635	99	10	as	as	SCONJ
bracis-33635	99	11	discussed	discuss	VERB
bracis-33635	99	12	in	in	ADP
bracis-33635	99	13	sect	sect	NOUN
bracis-33635	99	14	.	.	PUNCT
bracis-33635	99	15	 	 	SPACE
bracis-33635	100	1	4	4	NUM
bracis-33635	100	2	.	.	PUNCT
bracis-33635	100	3	as	as	SCONJ
bracis-33635	100	4	shown	show	VERB
bracis-33635	100	5	in	in	ADP
bracis-33635	100	6	fig	fig	NOUN
bracis-33635	100	7	.	.	PUNCT
bracis-33635	100	8	 	 	SPACE
bracis-33635	101	1	2	2	NUM
bracis-33635	101	2	,	,	PUNCT
bracis-33635	101	3	histopathological	histopathological	ADJ
bracis-33635	101	4	images	image	NOUN
bracis-33635	101	5	of	of	ADP
bracis-33635	101	6	crc	crc	NOUN
bracis-33635	101	7	often	often	ADV
bracis-33635	101	8	exhibit	exhibit	VERB
bracis-33635	101	9	variations	variation	NOUN
bracis-33635	101	10	in	in	ADP
bracis-33635	101	11	quality	quality	NOUN
bracis-33635	101	12	and	and	CCONJ
bracis-33635	101	13	appearance	appearance	NOUN
bracis-33635	101	14	,	,	PUNCT
bracis-33635	101	15	which	which	PRON
bracis-33635	101	16	can	can	AUX
bracis-33635	101	17	hinder	hinder	VERB
bracis-33635	101	18	the	the	DET
bracis-33635	101	19	accurate	accurate	ADJ
bracis-33635	101	20	classification	classification	NOUN
bracis-33635	101	21	of	of	ADP
bracis-33635	101	22	tissue	tissue	NOUN
bracis-33635	101	23	.	.	PUNCT
bracis-33635	102	1	therefore	therefore	ADV
bracis-33635	102	2	,	,	PUNCT
bracis-33635	102	3	by	by	ADP
bracis-33635	102	4	opting	opt	VERB
bracis-33635	102	5	to	to	PART
bracis-33635	102	6	use	use	VERB
bracis-33635	102	7	mirnet	mirnet	NOUN
bracis-33635	102	8	as	as	ADP
bracis-33635	102	9	preprocessing	preprocesse	VERB
bracis-33635	102	10	,	,	PUNCT
bracis-33635	102	11	it	it	PRON
bracis-33635	102	12	can	can	AUX
bracis-33635	102	13	highlight	highlight	VERB
bracis-33635	102	14	important	important	ADJ
bracis-33635	102	15	features	feature	NOUN
bracis-33635	102	16	of	of	ADP
bracis-33635	102	17	crc	crc	ADJ
bracis-33635	102	18	tissue	tissue	NOUN
bracis-33635	102	19	that	that	PRON
bracis-33635	102	20	may	may	AUX
bracis-33635	102	21	not	not	PART
bracis-33635	102	22	be	be	AUX
bracis-33635	102	23	easily	easily	ADV
bracis-33635	102	24	discernible	discernible	ADJ
bracis-33635	102	25	,	,	PUNCT
bracis-33635	102	26	such	such	ADJ
bracis-33635	102	27	as	as	ADP
bracis-33635	102	28	morphological	morphological	ADJ
bracis-33635	102	29	,	,	PUNCT
bracis-33635	102	30	structural	structural	ADJ
bracis-33635	102	31	,	,	PUNCT
bracis-33635	102	32	and	and	CCONJ
bracis-33635	102	33	textural	textural	ADJ
bracis-33635	102	34	characteristics	characteristic	NOUN
bracis-33635	102	35	relevant	relevant	ADJ
bracis-33635	102	36	for	for	ADP
bracis-33635	102	37	distinguishing	distinguish	VERB
bracis-33635	102	38	benign	benign	NOUN
bracis-33635	102	39	from	from	ADP
bracis-33635	102	40	malignant	malignant	ADJ
bracis-33635	102	41	tissue	tissue	NOUN
bracis-33635	102	42	.	.	PUNCT
bracis-33635	103	1	3.3	3.3	NUM
bracis-33635	103	2	inceptionv3	inceptionv3	NOUN
bracis-33635	103	3	training	training	NOUN
bracis-33635	103	4	with	with	ADP
bracis-33635	103	5	the	the	DET
bracis-33635	103	6	images	image	NOUN
bracis-33635	103	7	pre	pre	VERB
bracis-33635	103	8	-	-	VERB
bracis-33635	103	9	processed	process	VERB
bracis-33635	103	10	by	by	ADP
bracis-33635	103	11	mirnet	mirnet	NOUN
bracis-33635	103	12	,	,	PUNCT
bracis-33635	103	13	the	the	DET
bracis-33635	103	14	next	next	ADJ
bracis-33635	103	15	step	step	NOUN
bracis-33635	103	16	is	be	AUX
bracis-33635	103	17	to	to	PART
bracis-33635	103	18	classify	classify	VERB
bracis-33635	103	19	them	they	PRON
bracis-33635	103	20	as	as	ADV
bracis-33635	103	21	malignant	malignant	ADJ
bracis-33635	103	22	or	or	CCONJ
bracis-33635	103	23	benign	benign	ADJ
bracis-33635	103	24	.	.	PUNCT
bracis-33635	104	1	for	for	ADP
bracis-33635	104	2	this	this	DET
bracis-33635	104	3	purpose	purpose	NOUN
bracis-33635	104	4	,	,	PUNCT
bracis-33635	104	5	a	a	DET
bracis-33635	104	6	cnn	cnn	NOUN
bracis-33635	104	7	will	will	AUX
bracis-33635	104	8	be	be	AUX
bracis-33635	104	9	trained	train	VERB
bracis-33635	104	10	.	.	PUNCT
bracis-33635	105	1	firstly	firstly	ADV
bracis-33635	105	2	,	,	PUNCT
bracis-33635	105	3	the	the	DET
bracis-33635	105	4	data	data	NOUN
bracis-33635	105	5	is	be	AUX
bracis-33635	105	6	split	split	VERB
bracis-33635	105	7	into	into	ADP
bracis-33635	105	8	training	training	NOUN
bracis-33635	105	9	,	,	PUNCT
bracis-33635	105	10	validation	validation	NOUN
bracis-33635	105	11	,	,	PUNCT
bracis-33635	105	12	and	and	CCONJ
bracis-33635	105	13	test	test	NOUN
bracis-33635	105	14	sets	set	NOUN
bracis-33635	105	15	.	.	PUNCT
bracis-33635	106	1	it	it	PRON
bracis-33635	106	2	is	be	AUX
bracis-33635	106	3	worth	worth	ADJ
bracis-33635	106	4	noting	note	VERB
bracis-33635	106	5	that	that	SCONJ
bracis-33635	106	6	one	one	NUM
bracis-33635	106	7	of	of	ADP
bracis-33635	106	8	the	the	DET
bracis-33635	106	9	characteristics	characteristic	NOUN
bracis-33635	106	10	of	of	ADP
bracis-33635	106	11	cnns	cnns	PROPN
bracis-33635	106	12	is	be	AUX
bracis-33635	106	13	the	the	DET
bracis-33635	106	14	need	need	NOUN
bracis-33635	106	15	for	for	SCONJ
bracis-33635	106	16	a	a	DET
bracis-33635	106	17	large	large	ADJ
bracis-33635	106	18	number	number	NOUN
bracis-33635	106	19	of	of	ADP
bracis-33635	106	20	training	training	NOUN
bracis-33635	106	21	samples	sample	NOUN
bracis-33635	106	22	to	to	PART
bracis-33635	106	23	effectively	effectively	ADV
bracis-33635	106	24	learn	learn	VERB
bracis-33635	106	25	the	the	DET
bracis-33635	106	26	features	feature	NOUN
bracis-33635	106	27	during	during	ADP
bracis-33635	106	28	training	training	NOUN
bracis-33635	106	29	.	.	PUNCT
bracis-33635	107	1	at	at	ADP
bracis-33635	107	2	this	this	DET
bracis-33635	107	3	step	step	NOUN
bracis-33635	107	4	,	,	PUNCT
bracis-33635	107	5	data	datum	NOUN
bracis-33635	107	6	augmentation	augmentation	NOUN
bracis-33635	107	7	techniques	technique	NOUN
bracis-33635	107	8	were	be	AUX
bracis-33635	107	9	applied	apply	VERB
bracis-33635	107	10	to	to	PART
bracis-33635	107	11	increase	increase	VERB
bracis-33635	107	12	the	the	DET
bracis-33635	107	13	size	size	NOUN
bracis-33635	107	14	of	of	ADP
bracis-33635	107	15	the	the	DET
bracis-33635	107	16	training	training	NOUN
bracis-33635	107	17	dataset	dataset	NOUN
bracis-33635	107	18	.	.	PUNCT
bracis-33635	108	1	the	the	DET
bracis-33635	108	2	techniques	technique	NOUN
bracis-33635	108	3	used	use	VERB
bracis-33635	108	4	included	include	VERB
bracis-33635	108	5	random	random	ADJ
bracis-33635	108	6	rotation	rotation	NOUN
bracis-33635	108	7	from	from	ADP
bracis-33635	108	8	-30	-30	NUM
bracis-33635	108	9	to	to	ADP
bracis-33635	108	10	30\(^\circ	30\(^\circ	PROPN
bracis-33635	108	11	\)c	\)c	PROPN
bracis-33635	108	12	,	,	PUNCT
bracis-33635	108	13	width_shift_range	width_shift_range	PROPN
bracis-33635	108	14	and	and	CCONJ
bracis-33635	108	15	height_shift_range	height_shift_range	VERB
bracis-33635	108	16	also	also	ADV
bracis-33635	108	17	from	from	ADP
bracis-33635	108	18	-30	-30	NUM
bracis-33635	108	19	to	to	ADP
bracis-33635	108	20	30\(^\circ	30\(^\circ	PROPN
bracis-33635	108	21	\)c	\)c	PROPN
bracis-33635	108	22	and	and	CCONJ
bracis-33635	108	23	horizontal	horizontal	ADJ
bracis-33635	108	24	and	and	CCONJ
bracis-33635	108	25	vertical	vertical	ADJ
bracis-33635	108	26	flipping	flipping	NOUN
bracis-33635	108	27	operations	operation	NOUN
bracis-33635	108	28	.	.	PUNCT
bracis-33635	109	1	these	these	DET
bracis-33635	109	2	operations	operation	NOUN
bracis-33635	109	3	were	be	AUX
bracis-33635	109	4	performed	perform	VERB
bracis-33635	109	5	using	use	VERB
bracis-33635	109	6	the	the	DET
bracis-33635	109	7	keras	keras	PROPN
bracis-33635	109	8	library	library	NOUN
bracis-33635	109	9	 	 	SPACE
bracis-33635	110	1	[	[	X
bracis-33635	110	2	6	6	NUM
bracis-33635	110	3	]	]	PUNCT
bracis-33635	110	4	.	.	PUNCT
bracis-33635	111	1	for	for	ADP
bracis-33635	111	2	training	train	VERB
bracis-33635	111	3	the	the	DET
bracis-33635	111	4	cnn	cnn	PROPN
bracis-33635	111	5	,	,	PUNCT
bracis-33635	111	6	the	the	DET
bracis-33635	111	7	inceptionv3	inceptionv3	NOUN
bracis-33635	111	8	was	be	AUX
bracis-33635	111	9	chosen	choose	VERB
bracis-33635	111	10	.	.	PUNCT
bracis-33635	112	1	upon	upon	SCONJ
bracis-33635	112	2	reviewing	review	VERB
bracis-33635	112	3	the	the	DET
bracis-33635	112	4	literature	literature	NOUN
bracis-33635	112	5	analysis	analysis	NOUN
bracis-33635	112	6	(	(	PUNCT
bracis-33635	112	7	sect	sect	NOUN
bracis-33635	112	8	.	.	PUNCT
bracis-33635	112	9	 	 	SPACE
bracis-33635	112	10	2	2	NUM
bracis-33635	112	11	)	)	PUNCT
bracis-33635	112	12	,	,	PUNCT
bracis-33635	112	13	this	this	PRON
bracis-33635	112	14	was	be	AUX
bracis-33635	112	15	the	the	DET
bracis-33635	112	16	architecture	architecture	NOUN
bracis-33635	112	17	that	that	PRON
bracis-33635	112	18	yielded	yield	VERB
bracis-33635	112	19	the	the	DET
bracis-33635	112	20	best	good	ADJ
bracis-33635	112	21	results	result	NOUN
bracis-33635	112	22	in	in	ADP
bracis-33635	112	23	crc	crc	NOUN
bracis-33635	112	24	analysis	analysis	NOUN
bracis-33635	112	25	.	.	PUNCT
bracis-33635	113	1	moreover	moreover	ADV
bracis-33635	113	2	,	,	PUNCT
bracis-33635	113	3	inceptionv3	inceptionv3	NOUN
bracis-33635	113	4	is	be	AUX
bracis-33635	113	5	capable	capable	ADJ
bracis-33635	113	6	of	of	ADP
bracis-33635	113	7	extracting	extract	VERB
bracis-33635	113	8	complex	complex	ADJ
bracis-33635	113	9	and	and	CCONJ
bracis-33635	113	10	discriminative	discriminative	NOUN
bracis-33635	113	11	features	feature	NOUN
bracis-33635	113	12	from	from	ADP
bracis-33635	113	13	histopathological	histopathological	ADJ
bracis-33635	113	14	images	image	NOUN
bracis-33635	113	15	of	of	ADP
bracis-33635	113	16	crc	crc	NOUN
bracis-33635	113	17	.	.	PUNCT
bracis-33635	114	1	its	its	PRON
bracis-33635	114	2	efficient	efficient	ADJ
bracis-33635	114	3	architecture	architecture	NOUN
bracis-33635	114	4	,	,	PUNCT
bracis-33635	114	5	which	which	PRON
bracis-33635	114	6	utilizes	utilize	VERB
bracis-33635	114	7	parallel	parallel	ADJ
bracis-33635	114	8	convolutional	convolutional	ADJ
bracis-33635	114	9	modules	module	NOUN
bracis-33635	114	10	called	call	VERB
bracis-33635	114	11	inception	inception	NOUN
bracis-33635	114	12	modules	module	NOUN
bracis-33635	114	13	,	,	PUNCT
bracis-33635	114	14	allows	allow	VERB
bracis-33635	114	15	for	for	ADP
bracis-33635	114	16	a	a	DET
bracis-33635	114	17	richer	rich	ADJ
bracis-33635	114	18	and	and	CCONJ
bracis-33635	114	19	more	more	ADV
bracis-33635	114	20	efficient	efficient	ADJ
bracis-33635	114	21	representation	representation	NOUN
bracis-33635	114	22	of	of	ADP
bracis-33635	114	23	image	image	NOUN
bracis-33635	114	24	features	feature	VERB
bracis-33635	114	25	 	 	SPACE
bracis-33635	115	1	[	[	X
bracis-33635	115	2	25	25	NUM
bracis-33635	115	3	]	]	PUNCT
bracis-33635	115	4	.	.	PUNCT
bracis-33635	116	1	furthermore	furthermore	ADV
bracis-33635	116	2	,	,	PUNCT
bracis-33635	116	3	the	the	DET
bracis-33635	116	4	transfer	transfer	NOUN
bracis-33635	116	5	learning	learning	NOUN
bracis-33635	116	6	technique	technique	NOUN
bracis-33635	116	7	can	can	AUX
bracis-33635	116	8	be	be	AUX
bracis-33635	116	9	easily	easily	ADV
bracis-33635	116	10	applied	apply	VERB
bracis-33635	116	11	to	to	ADP
bracis-33635	116	12	inceptionv3	inceptionv3	NOUN
bracis-33635	116	13	by	by	ADP
bracis-33635	116	14	leveraging	leverage	VERB
bracis-33635	116	15	its	its	PRON
bracis-33635	116	16	pre	pre	ADJ
bracis-33635	116	17	-	-	ADJ
bracis-33635	116	18	trained	train	VERB
bracis-33635	116	19	weights	weight	NOUN
bracis-33635	116	20	and	and	CCONJ
bracis-33635	116	21	fine	fine	ADV
bracis-33635	116	22	-	-	PUNCT
bracis-33635	116	23	tuning	tune	VERB
bracis-33635	116	24	them	they	PRON
bracis-33635	116	25	to	to	PART
bracis-33635	116	26	fit	fit	VERB
bracis-33635	116	27	the	the	DET
bracis-33635	116	28	specific	specific	ADJ
bracis-33635	116	29	data	datum	NOUN
bracis-33635	116	30	of	of	ADP
bracis-33635	116	31	the	the	DET
bracis-33635	116	32	crc	crc	NOUN
bracis-33635	116	33	classification	classification	NOUN
bracis-33635	116	34	problem	problem	NOUN
bracis-33635	116	35	.	.	PUNCT
bracis-33635	117	1	therefore	therefore	ADV
bracis-33635	117	2	,	,	PUNCT
bracis-33635	117	3	the	the	DET
bracis-33635	117	4	weights	weight	NOUN
bracis-33635	117	5	from	from	ADP
bracis-33635	117	6	imagenet	imagenet	NOUN
bracis-33635	117	7	were	be	AUX
bracis-33635	117	8	utilized	utilize	VERB
bracis-33635	117	9	.	.	PUNCT
bracis-33635	118	1	by	by	ADP
bracis-33635	118	2	adjusting	adjust	VERB
bracis-33635	118	3	these	these	DET
bracis-33635	118	4	weights	weight	NOUN
bracis-33635	118	5	to	to	PART
bracis-33635	118	6	fit	fit	VERB
bracis-33635	118	7	the	the	DET
bracis-33635	118	8	specific	specific	ADJ
bracis-33635	118	9	data	datum	NOUN
bracis-33635	118	10	of	of	ADP
bracis-33635	118	11	the	the	DET
bracis-33635	118	12	crc	crc	NOUN
bracis-33635	118	13	classification	classification	NOUN
bracis-33635	118	14	problem	problem	NOUN
bracis-33635	118	15	,	,	PUNCT
bracis-33635	118	16	the	the	DET
bracis-33635	118	17	network	network	NOUN
bracis-33635	118	18	can	can	AUX
bracis-33635	118	19	learn	learn	VERB
bracis-33635	118	20	more	more	ADV
bracis-33635	118	21	specialized	specialized	ADJ
bracis-33635	118	22	and	and	CCONJ
bracis-33635	118	23	discriminative	discriminative	VERB
bracis-33635	118	24	representations	representation	NOUN
bracis-33635	118	25	to	to	PART
bracis-33635	118	26	distinguish	distinguish	VERB
bracis-33635	118	27	between	between	ADP
bracis-33635	118	28	benign	benign	ADJ
bracis-33635	118	29	and	and	CCONJ
bracis-33635	118	30	malignant	malignant	ADJ
bracis-33635	118	31	tissue	tissue	NOUN
bracis-33635	118	32	.	.	PUNCT
bracis-33635	119	1	thus	thus	ADV
bracis-33635	119	2	,	,	PUNCT
bracis-33635	119	3	training	training	NOUN
bracis-33635	119	4	is	be	AUX
bracis-33635	119	5	performed	perform	VERB
bracis-33635	119	6	by	by	ADP
bracis-33635	119	7	inceptionv3	inceptionv3	NOUN
bracis-33635	119	8	with	with	ADP
bracis-33635	119	9	data	datum	NOUN
bracis-33635	119	10	augmentation	augmentation	NOUN
bracis-33635	119	11	and	and	CCONJ
bracis-33635	119	12	transfer	transfer	NOUN
bracis-33635	119	13	learning	learning	NOUN
bracis-33635	119	14	from	from	ADP
bracis-33635	119	15	imagenet	imagenet	NOUN
bracis-33635	119	16	,	,	PUNCT
bracis-33635	119	17	and	and	CCONJ
bracis-33635	119	18	validated	validate	VERB
bracis-33635	119	19	on	on	ADP
bracis-33635	119	20	the	the	DET
bracis-33635	119	21	validation	validation	NOUN
bracis-33635	119	22	set	set	VERB
bracis-33635	119	23	to	to	PART
bracis-33635	119	24	find	find	VERB
bracis-33635	119	25	the	the	DET
bracis-33635	119	26	best	good	ADJ
bracis-33635	119	27	model	model	NOUN
bracis-33635	119	28	.	.	PUNCT
bracis-33635	120	1	finally	finally	ADV
bracis-33635	120	2	,	,	PUNCT
bracis-33635	120	3	the	the	DET
bracis-33635	120	4	test	test	NOUN
bracis-33635	120	5	data	data	NOUN
bracis-33635	120	6	is	be	AUX
bracis-33635	120	7	presented	present	VERB
bracis-33635	120	8	to	to	ADP
bracis-33635	120	9	the	the	DET
bracis-33635	120	10	model	model	NOUN
bracis-33635	120	11	,	,	PUNCT
bracis-33635	120	12	and	and	CCONJ
bracis-33635	120	13	validation	validation	NOUN
bracis-33635	120	14	metrics	metric	NOUN
bracis-33635	120	15	are	be	AUX
bracis-33635	120	16	extracted	extract	VERB
bracis-33635	120	17	.	.	PUNCT
bracis-33635	121	1	3.4	3.4	NUM
bracis-33635	121	2	validation	validation	NOUN
bracis-33635	121	3	metrics	metric	NOUN
bracis-33635	121	4	in	in	ADP
bracis-33635	121	5	computational	computational	ADJ
bracis-33635	121	6	analysis	analysis	NOUN
bracis-33635	121	7	of	of	ADP
bracis-33635	121	8	histopathological	histopathological	ADJ
bracis-33635	121	9	images	image	NOUN
bracis-33635	121	10	,	,	PUNCT
bracis-33635	121	11	accurate	accurate	ADJ
bracis-33635	121	12	classification	classification	NOUN
bracis-33635	121	13	of	of	ADP
bracis-33635	121	14	samples	sample	NOUN
bracis-33635	121	15	between	between	ADP
bracis-33635	121	16	benign	benign	ADJ
bracis-33635	121	17	and	and	CCONJ
bracis-33635	121	18	malignant	malignant	NOUN
bracis-33635	121	19	plays	play	VERB
bracis-33635	121	20	a	a	DET
bracis-33635	121	21	fundamental	fundamental	ADJ
bracis-33635	121	22	role	role	NOUN
bracis-33635	121	23	in	in	ADP
bracis-33635	121	24	aiding	aid	VERB
bracis-33635	121	25	clinical	clinical	ADJ
bracis-33635	121	26	diagnosis	diagnosis	NOUN
bracis-33635	121	27	.	.	PUNCT
bracis-33635	122	1	therefore	therefore	ADV
bracis-33635	122	2	,	,	PUNCT
bracis-33635	122	3	to	to	PART
bracis-33635	122	4	evaluate	evaluate	VERB
bracis-33635	122	5	the	the	DET
bracis-33635	122	6	proposed	propose	VERB
bracis-33635	122	7	method	method	NOUN
bracis-33635	122	8	’s	’s	PART
bracis-33635	122	9	performance	performance	NOUN
bracis-33635	122	10	metrics	metric	NOUN
bracis-33635	122	11	frequently	frequently	ADV
bracis-33635	122	12	applied	apply	VERB
bracis-33635	122	13	in	in	ADP
bracis-33635	122	14	the	the	DET
bracis-33635	122	15	area	area	NOUN
bracis-33635	122	16	of	of	ADP
bracis-33635	122	17	medical	medical	ADJ
bracis-33635	122	18	imaging	imaging	NOUN
bracis-33635	122	19	and	and	CCONJ
bracis-33635	122	20	literature	literature	NOUN
bracis-33635	122	21	were	be	AUX
bracis-33635	122	22	used	use	VERB
bracis-33635	122	23	:	:	PUNCT
bracis-33635	122	24	accuracy	accuracy	NOUN
bracis-33635	122	25	,	,	PUNCT
bracis-33635	122	26	precision	precision	NOUN
bracis-33635	122	27	,	,	PUNCT
bracis-33635	122	28	sensitivity	sensitivity	NOUN
bracis-33635	122	29	,	,	PUNCT
bracis-33635	122	30	specificity	specificity	NOUN
bracis-33635	122	31	,	,	PUNCT
bracis-33635	122	32	f1	f1	NOUN
bracis-33635	122	33	-	-	PUNCT
bracis-33635	122	34	score	score	NOUN
bracis-33635	122	35	,	,	PUNCT
bracis-33635	122	36	and	and	CCONJ
bracis-33635	122	37	area	area	NOUN
bracis-33635	122	38	under	under	ADP
bracis-33635	122	39	the	the	DET
bracis-33635	122	40	roc	roc	PROPN
bracis-33635	122	41	curve	curve	NOUN
bracis-33635	122	42	(	(	PUNCT
bracis-33635	122	43	auc	auc	NOUN
bracis-33635	122	44	)	)	PUNCT
bracis-33635	122	45	.	.	PUNCT
bracis-33635	123	1	calculate	calculate	VERB
bracis-33635	123	2	the	the	DET
bracis-33635	123	3	metrics	metric	NOUN
bracis-33635	123	4	,	,	PUNCT
bracis-33635	123	5	it	it	PRON
bracis-33635	123	6	was	be	AUX
bracis-33635	123	7	based	base	VERB
bracis-33635	123	8	on	on	ADP
bracis-33635	123	9	the	the	DET
bracis-33635	123	10	confusion	confusion	NOUN
bracis-33635	123	11	matrix	matrix	NOUN
bracis-33635	123	12	,	,	PUNCT
bracis-33635	123	13	which	which	PRON
bracis-33635	123	14	takes	take	VERB
bracis-33635	123	15	into	into	ADP
bracis-33635	123	16	account	account	NOUN
bracis-33635	123	17	four	four	NUM
bracis-33635	123	18	variables	variable	NOUN
bracis-33635	123	19	:	:	PUNCT
bracis-33635	123	20	tp	tp	PART
bracis-33635	123	21	denotes	denote	VERB
bracis-33635	123	22	true	true	ADJ
bracis-33635	123	23	positives	positive	NOUN
bracis-33635	123	24	,	,	PUNCT
bracis-33635	123	25	tn	tn	PROPN
bracis-33635	123	26	represents	represent	VERB
bracis-33635	123	27	true	true	ADJ
bracis-33635	123	28	negatives	negative	NOUN
bracis-33635	123	29	,	,	PUNCT
bracis-33635	123	30	fp	fp	PROPN
bracis-33635	123	31	signifies	signify	VERB
bracis-33635	123	32	false	false	ADJ
bracis-33635	123	33	positives	positive	NOUN
bracis-33635	123	34	,	,	PUNCT
bracis-33635	123	35	and	and	CCONJ
bracis-33635	123	36	fn	fn	NOUN
bracis-33635	123	37	indicates	indicate	VERB
bracis-33635	123	38	false	false	ADJ
bracis-33635	123	39	negatives	negative	NOUN
bracis-33635	123	40	.	.	PUNCT
bracis-33635	124	1	$	$	SYM
bracis-33635	124	2	$	$	SYM
bracis-33635	124	3	\text	\text	NOUN
bracis-33635	124	4	{	{	PUNCT
bracis-33635	124	5	accuracy	accuracy	NOUN
bracis-33635	124	6	}	}	PUNCT
bracis-33635	124	7	=	=	SYM
bracis-33635	124	8	\frac{\text	\frac{\text	X
bracis-33635	124	9	{	{	PUNCT
bracis-33635	124	10	tp	tp	NOUN
bracis-33635	124	11	}	}	PUNCT
bracis-33635	124	12	+	+	CCONJ
bracis-33635	124	13	\text	\text	PROPN
bracis-33635	124	14	{	{	PUNCT
bracis-33635	124	15	tn}}{\text	tn}}{\text	PROPN
bracis-33635	124	16	{	{	PUNCT
bracis-33635	124	17	tp	tp	NOUN
bracis-33635	124	18	}	}	PUNCT
bracis-33635	124	19	+	+	CCONJ
bracis-33635	124	20	\text	\text	PROPN
bracis-33635	124	21	{	{	PUNCT
bracis-33635	124	22	tn	tn	NOUN
bracis-33635	124	23	}	}	PUNCT
bracis-33635	124	24	+	+	X
bracis-33635	124	25	\text	\text	PROPN
bracis-33635	124	26	{	{	PUNCT
bracis-33635	124	27	fp	fp	X
bracis-33635	124	28	}	}	PUNCT
bracis-33635	124	29	+	+	X
bracis-33635	124	30	\text	\text	ADJ
bracis-33635	124	31	{	{	PUNCT
bracis-33635	124	32	fn	fn	NOUN
bracis-33635	124	33	}	}	PUNCT
bracis-33635	124	34	}	}	PUNCT
bracis-33635	124	35	,	,	PUNCT
bracis-33635	124	36	$	$	SYM
bracis-33635	124	37	$	$	SYM
bracis-33635	124	38	$	$	SYM
bracis-33635	124	39	$	$	SYM
bracis-33635	124	40	\text	\text	NOUN
bracis-33635	124	41	{	{	PUNCT
bracis-33635	124	42	precision	precision	NOUN
bracis-33635	124	43	}	}	PUNCT
bracis-33635	124	44	=	=	PUNCT
bracis-33635	124	45	\frac{\text	\frac{\text	X
bracis-33635	124	46	{	{	PUNCT
bracis-33635	124	47	tp}}{\text	tp}}{\text	NUM
bracis-33635	124	48	{	{	PUNCT
bracis-33635	124	49	tp	tp	NOUN
bracis-33635	124	50	}	}	PUNCT
bracis-33635	124	51	+	+	CCONJ
bracis-33635	124	52	\text	\text	PROPN
bracis-33635	124	53	{	{	PUNCT
bracis-33635	124	54	fp	fp	NOUN
bracis-33635	124	55	}	}	PUNCT
bracis-33635	124	56	}	}	PUNCT
bracis-33635	124	57	,	,	PUNCT
bracis-33635	124	58	$	$	SYM
bracis-33635	124	59	$	$	SYM
bracis-33635	124	60	$	$	SYM
bracis-33635	124	61	$	$	SYM
bracis-33635	124	62	\text	\text	NOUN
bracis-33635	124	63	{	{	PUNCT
bracis-33635	124	64	recall	recall	NOUN
bracis-33635	124	65	/	/	SYM
bracis-33635	124	66	sensitivity	sensitivity	NOUN
bracis-33635	124	67	}	}	PUNCT
bracis-33635	124	68	=	=	NOUN
bracis-33635	124	69	\frac{\text	\frac{\text	X
bracis-33635	124	70	{	{	PUNCT
bracis-33635	124	71	tp}}{\text	tp}}{\text	NUM
bracis-33635	124	72	{	{	PUNCT
bracis-33635	124	73	tp	tp	NOUN
bracis-33635	124	74	}	}	PUNCT
bracis-33635	124	75	+	+	X
bracis-33635	124	76	\text	\text	ADJ
bracis-33635	124	77	{	{	PUNCT
bracis-33635	124	78	fn	fn	NOUN
bracis-33635	124	79	}	}	PUNCT
bracis-33635	124	80	}	}	PUNCT
bracis-33635	124	81	,	,	PUNCT
bracis-33635	124	82	$	$	SYM
bracis-33635	124	83	$	$	SYM
bracis-33635	124	84	$	$	SYM
bracis-33635	124	85	$	$	NUM
bracis-33635	124	86	\text	\text	NOUN
bracis-33635	124	87	{	{	PUNCT
bracis-33635	124	88	specificity	specificity	NOUN
bracis-33635	124	89	}	}	PUNCT
bracis-33635	124	90	=	=	PUNCT
bracis-33635	124	91	\frac{\text	\frac{\text	X
bracis-33635	124	92	{	{	PUNCT
bracis-33635	124	93	tn}}{\text	tn}}{\text	PROPN
bracis-33635	124	94	{	{	PUNCT
bracis-33635	124	95	tn	tn	NOUN
bracis-33635	124	96	}	}	PUNCT
bracis-33635	124	97	+	+	X
bracis-33635	124	98	\text	\text	PROPN
bracis-33635	124	99	{	{	PUNCT
bracis-33635	124	100	fp	fp	NOUN
bracis-33635	124	101	}	}	PUNCT
bracis-33635	124	102	}	}	PUNCT
bracis-33635	124	103	,	,	PUNCT
bracis-33635	124	104	$	$	SYM
bracis-33635	124	105	$	$	SYM
bracis-33635	124	106	$	$	SYM
bracis-33635	124	107	$	$	SYM
bracis-33635	124	108	\text	\text	NOUN
bracis-33635	124	109	{	{	PUNCT
bracis-33635	124	110	f1	f1	NOUN
bracis-33635	124	111	-	-	PUNCT
bracis-33635	124	112	score	score	NOUN
bracis-33635	124	113	}	}	PUNCT
bracis-33635	124	114	=	=	SYM
bracis-33635	124	115	2	2	NUM
bracis-33635	124	116	\times	\time	NOUN
bracis-33635	124	117	\frac{\text	\frac{\text	NUM
bracis-33635	124	118	{	{	PUNCT
bracis-33635	124	119	precision	precision	NOUN
bracis-33635	124	120	}	}	PUNCT
bracis-33635	124	121	\times	\times	ADP
bracis-33635	124	122	\text	\text	PROPN
bracis-33635	124	123	{	{	PUNCT
bracis-33635	124	124	recall}}{\text	recall}}{\text	X
bracis-33635	124	125	{	{	PUNCT
bracis-33635	124	126	precision	precision	NOUN
bracis-33635	124	127	}	}	PUNCT
bracis-33635	124	128	+	+	CCONJ
bracis-33635	124	129	\text	\text	ADJ
bracis-33635	124	130	{	{	PUNCT
bracis-33635	124	131	recall	recall	NOUN
bracis-33635	124	132	}	}	PUNCT
bracis-33635	124	133	}	}	PUNCT
bracis-33635	124	134	,	,	PUNCT
bracis-33635	124	135	$	$	SYM
bracis-33635	124	136	$	$	SYM
bracis-33635	124	137	$	$	SYM
bracis-33635	124	138	$	$	NUM
bracis-33635	124	139	\text	\text	NOUN
bracis-33635	124	140	{	{	PUNCT
bracis-33635	124	141	auc	auc	NOUN
bracis-33635	124	142	}	}	PUNCT
bracis-33635	124	143	=	=	PUNCT
bracis-33635	125	1	\int	\int	NOUN
bracis-33635	125	2	_	_	PUNCT
bracis-33635	125	3	{	{	PUNCT
bracis-33635	125	4	0}^{1	0}^{1	X
bracis-33635	125	5	}	}	PUNCT
bracis-33635	125	6	\text	\text	ADJ
bracis-33635	125	7	{	{	PUNCT
bracis-33635	125	8	tpr}(fpr	tpr}(fpr	PROPN
bracis-33635	125	9	)	)	PUNCT
bracis-33635	125	10	\	\	NOUN
bracis-33635	125	11	,	,	PUNCT
bracis-33635	125	12	d(fpr	d(fpr	NOUN
bracis-33635	125	13	)	)	PUNCT
bracis-33635	125	14	$	$	SYM
bracis-33635	125	15	$	$	NUM
bracis-33635	125	16	where	where	SCONJ
bracis-33635	125	17	tpr	tpr	NOUN
bracis-33635	125	18	(	(	PUNCT
bracis-33635	125	19	true	true	ADJ
bracis-33635	125	20	positive	positive	ADJ
bracis-33635	125	21	rate	rate	NOUN
bracis-33635	125	22	)	)	PUNCT
bracis-33635	125	23	represents	represent	VERB
bracis-33635	125	24	the	the	DET
bracis-33635	125	25	rate	rate	NOUN
bracis-33635	125	26	of	of	ADP
bracis-33635	125	27	true	true	ADJ
bracis-33635	125	28	positives	positive	NOUN
bracis-33635	125	29	;	;	PUNCT
bracis-33635	125	30	fpr	fpr	X
bracis-33635	125	31	(	(	PUNCT
bracis-33635	125	32	false	false	ADJ
bracis-33635	125	33	positive	positive	ADJ
bracis-33635	125	34	rate	rate	NOUN
bracis-33635	125	35	)	)	PUNCT
bracis-33635	125	36	represents	represent	VERB
bracis-33635	125	37	the	the	DET
bracis-33635	125	38	rate	rate	NOUN
bracis-33635	125	39	of	of	ADP
bracis-33635	125	40	false	false	ADJ
bracis-33635	125	41	positives	positive	NOUN
bracis-33635	125	42	.	.	PUNCT
bracis-33635	126	1	the	the	DET
bracis-33635	126	2	integral	integral	ADJ
bracis-33635	126	3	is	be	AUX
bracis-33635	126	4	calculated	calculate	VERB
bracis-33635	126	5	from	from	ADP
bracis-33635	126	6	0	0	NUM
bracis-33635	126	7	to	to	ADP
bracis-33635	126	8	1	1	NUM
bracis-33635	126	9	,	,	PUNCT
bracis-33635	126	10	representing	represent	VERB
bracis-33635	126	11	the	the	DET
bracis-33635	126	12	area	area	NOUN
bracis-33635	126	13	under	under	ADP
bracis-33635	126	14	the	the	DET
bracis-33635	126	15	roc	roc	PROPN
bracis-33635	126	16	curve	curve	NOUN
bracis-33635	126	17	.	.	PUNCT
bracis-33635	127	1	4	4	NUM
bracis-33635	127	2	results	result	NOUN
bracis-33635	127	3	and	and	CCONJ
bracis-33635	127	4	 	 	SPACE
bracis-33635	127	5	discussion	discussion	NOUN
bracis-33635	127	6	in	in	ADP
bracis-33635	127	7	this	this	DET
bracis-33635	127	8	section	section	NOUN
bracis-33635	127	9	,	,	PUNCT
bracis-33635	127	10	we	we	PRON
bracis-33635	127	11	present	present	VERB
bracis-33635	127	12	the	the	DET
bracis-33635	127	13	results	result	NOUN
bracis-33635	127	14	obtained	obtain	VERB
bracis-33635	127	15	through	through	ADP
bracis-33635	127	16	the	the	DET
bracis-33635	127	17	application	application	NOUN
bracis-33635	127	18	of	of	ADP
bracis-33635	127	19	the	the	DET
bracis-33635	127	20	proposed	propose	VERB
bracis-33635	127	21	method	method	NOUN
bracis-33635	127	22	.	.	PUNCT
bracis-33635	128	1	firstly	firstly	ADV
bracis-33635	128	2	,	,	PUNCT
bracis-33635	128	3	we	we	PRON
bracis-33635	128	4	describe	describe	VERB
bracis-33635	128	5	the	the	DET
bracis-33635	128	6	training	training	NOUN
bracis-33635	128	7	environment	environment	NOUN
bracis-33635	128	8	used	use	VERB
bracis-33635	128	9	.	.	PUNCT
bracis-33635	129	1	then	then	ADV
bracis-33635	129	2	,	,	PUNCT
bracis-33635	129	3	we	we	PRON
bracis-33635	129	4	detail	detail	VERB
bracis-33635	129	5	the	the	DET
bracis-33635	129	6	results	result	NOUN
bracis-33635	129	7	achieved	achieve	VERB
bracis-33635	129	8	by	by	ADP
bracis-33635	129	9	the	the	DET
bracis-33635	129	10	proposed	propose	VERB
bracis-33635	129	11	method	method	NOUN
bracis-33635	129	12	.	.	PUNCT
bracis-33635	130	1	subsequently	subsequently	ADV
bracis-33635	130	2	,	,	PUNCT
bracis-33635	130	3	a	a	DET
bracis-33635	130	4	comparison	comparison	NOUN
bracis-33635	130	5	with	with	ADP
bracis-33635	130	6	the	the	DET
bracis-33635	130	7	literature	literature	NOUN
bracis-33635	130	8	and	and	CCONJ
bracis-33635	130	9	case	case	NOUN
bracis-33635	130	10	studies	study	NOUN
bracis-33635	130	11	is	be	AUX
bracis-33635	130	12	conducted	conduct	VERB
bracis-33635	130	13	.	.	PUNCT
bracis-33635	131	1	finally	finally	ADV
bracis-33635	131	2	,	,	PUNCT
bracis-33635	131	3	the	the	DET
bracis-33635	131	4	advantages	advantage	NOUN
bracis-33635	131	5	and	and	CCONJ
bracis-33635	131	6	limitations	limitation	NOUN
bracis-33635	131	7	of	of	ADP
bracis-33635	131	8	the	the	DET
bracis-33635	131	9	method	method	NOUN
bracis-33635	131	10	are	be	AUX
bracis-33635	131	11	discussed	discuss	VERB
bracis-33635	131	12	.	.	PUNCT
bracis-33635	132	1	4.1	4.1	NUM
bracis-33635	132	2	training	training	NOUN
bracis-33635	132	3	environment	environment	NOUN
bracis-33635	132	4	to	to	PART
bracis-33635	132	5	validate	validate	VERB
bracis-33635	132	6	the	the	DET
bracis-33635	132	7	proposed	propose	VERB
bracis-33635	132	8	work	work	NOUN
bracis-33635	132	9	,	,	PUNCT
bracis-33635	132	10	the	the	DET
bracis-33635	132	11	following	follow	VERB
bracis-33635	132	12	hardware	hardware	NOUN
bracis-33635	132	13	resources	resource	NOUN
bracis-33635	132	14	were	be	AUX
bracis-33635	132	15	used	use	VERB
bracis-33635	132	16	:	:	PUNCT
bracis-33635	132	17	an	an	DET
bracis-33635	132	18	intel	intel	PROPN
bracis-33635	132	19	®	®	NOUN
bracis-33635	132	20	core	core	NOUN
bracis-33635	132	21	™	™	VERB
bracis-33635	132	22	i7	i7	ADJ
bracis-33635	132	23	cpu	cpu	NOUN
bracis-33635	132	24	2.30ghz	2.30ghz	NUM
bracis-33635	132	25	processor	processor	NOUN
bracis-33635	132	26	,	,	PUNCT
bracis-33635	132	27	an	an	DET
bracis-33635	132	28	nvidia	nvidia	PROPN
bracis-33635	132	29	®	®	NOUN
bracis-33635	132	30	rtx-3070	rtx-3070	VERB
bracis-33635	132	31	8	8	NUM
bracis-33635	132	32	gb	gb	PROPN
bracis-33635	132	33	gpu	gpu	PROPN
bracis-33635	132	34	,	,	PUNCT
bracis-33635	132	35	16	16	NUM
bracis-33635	132	36	gb	gb	NOUN
bracis-33635	132	37	of	of	ADP
bracis-33635	132	38	ram	ram	NOUN
bracis-33635	132	39	,	,	PUNCT
bracis-33635	132	40	and	and	CCONJ
bracis-33635	132	41	the	the	DET
bracis-33635	132	42	windows	window	NOUN
bracis-33635	132	43	11	11	NUM
bracis-33635	132	44	pro	pro	ADJ
bracis-33635	132	45	operating	operating	NOUN
bracis-33635	132	46	system	system	NOUN
bracis-33635	132	47	.	.	PUNCT
bracis-33635	133	1	tensorflow	tensorflow	NOUN
bracis-33635	133	2	and	and	CCONJ
bracis-33635	133	3	the	the	DET
bracis-33635	133	4	keras	keras	PROPN
bracis-33635	133	5	library	library	NOUN
bracis-33635	133	6	were	be	AUX
bracis-33635	133	7	employed	employ	VERB
bracis-33635	133	8	to	to	PART
bracis-33635	133	9	build	build	VERB
bracis-33635	133	10	and	and	CCONJ
bracis-33635	133	11	analyze	analyze	VERB
bracis-33635	133	12	the	the	DET
bracis-33635	133	13	proposed	propose	VERB
bracis-33635	133	14	method	method	NOUN
bracis-33635	133	15	.	.	PUNCT
bracis-33635	134	1	tensorflow	tensorflow	NOUN
bracis-33635	134	2	is	be	AUX
bracis-33635	134	3	a	a	DET
bracis-33635	134	4	widely	widely	ADV
bracis-33635	134	5	used	use	VERB
bracis-33635	134	6	library	library	NOUN
bracis-33635	134	7	for	for	ADP
bracis-33635	134	8	developing	develop	VERB
bracis-33635	134	9	cnns	cnn	NOUN
bracis-33635	134	10	and	and	CCONJ
bracis-33635	134	11	serves	serve	VERB
bracis-33635	134	12	as	as	ADP
bracis-33635	134	13	the	the	DET
bracis-33635	134	14	backend	backend	NOUN
bracis-33635	134	15	for	for	ADP
bracis-33635	134	16	keras	keras	PROPN
bracis-33635	134	17	.	.	PUNCT
bracis-33635	135	1	additionally	additionally	ADV
bracis-33635	135	2	,	,	PUNCT
bracis-33635	135	3	opencv	opencv	PROPN
bracis-33635	135	4	was	be	AUX
bracis-33635	135	5	used	use	VERB
bracis-33635	135	6	for	for	ADP
bracis-33635	135	7	image	image	NOUN
bracis-33635	135	8	manipulation	manipulation	NOUN
bracis-33635	135	9	,	,	PUNCT
bracis-33635	135	10	and	and	CCONJ
bracis-33635	135	11	scikit	scikit	NOUN
bracis-33635	135	12	-	-	PUNCT
bracis-33635	135	13	learn	learn	VERB
bracis-33635	135	14	to	to	PART
bracis-33635	135	15	assist	assist	VERB
bracis-33635	135	16	in	in	ADP
bracis-33635	135	17	various	various	ADJ
bracis-33635	135	18	stages	stage	NOUN
bracis-33635	135	19	of	of	ADP
bracis-33635	135	20	the	the	DET
bracis-33635	135	21	method	method	NOUN
bracis-33635	135	22	,	,	PUNCT
bracis-33635	135	23	as	as	ADV
bracis-33635	135	24	well	well	ADV
bracis-33635	135	25	as	as	ADP
bracis-33635	135	26	to	to	PART
bracis-33635	135	27	apply	apply	VERB
bracis-33635	135	28	validation	validation	NOUN
bracis-33635	135	29	metrics	metric	NOUN
bracis-33635	135	30	.	.	PUNCT
bracis-33635	136	1	4.2	4.2	NUM
bracis-33635	136	2	experiments	experiment	NOUN
bracis-33635	136	3	in	in	ADP
bracis-33635	136	4	the	the	DET
bracis-33635	136	5	experiments	experiment	NOUN
bracis-33635	136	6	,	,	PUNCT
bracis-33635	136	7	we	we	PRON
bracis-33635	136	8	sought	seek	VERB
bracis-33635	136	9	to	to	PART
bracis-33635	136	10	validate	validate	VERB
bracis-33635	136	11	each	each	DET
bracis-33635	136	12	step	step	NOUN
bracis-33635	136	13	of	of	ADP
bracis-33635	136	14	the	the	DET
bracis-33635	136	15	proposed	propose	VERB
bracis-33635	136	16	method	method	NOUN
bracis-33635	136	17	.	.	PUNCT
bracis-33635	137	1	initially	initially	ADV
bracis-33635	137	2	,	,	PUNCT
bracis-33635	137	3	the	the	DET
bracis-33635	137	4	dataset	dataset	NOUN
bracis-33635	137	5	was	be	AUX
bracis-33635	137	6	divided	divide	VERB
bracis-33635	137	7	into	into	ADP
bracis-33635	137	8	training	training	NOUN
bracis-33635	137	9	(	(	PUNCT
bracis-33635	137	10	80	80	NUM
bracis-33635	137	11	%	%	NOUN
bracis-33635	137	12	)	)	PUNCT
bracis-33635	137	13	and	and	CCONJ
bracis-33635	137	14	testing	testing	NOUN
bracis-33635	137	15	(	(	PUNCT
bracis-33635	137	16	20	20	NUM
bracis-33635	137	17	%	%	NOUN
bracis-33635	137	18	)	)	PUNCT
bracis-33635	137	19	sets	set	NOUN
bracis-33635	137	20	,	,	PUNCT
bracis-33635	137	21	with	with	ADP
bracis-33635	137	22	a	a	DET
bracis-33635	137	23	validation	validation	NOUN
bracis-33635	137	24	subset	subset	NOUN
bracis-33635	137	25	comprising	comprise	VERB
bracis-33635	137	26	20	20	NUM
bracis-33635	137	27	%	%	NOUN
bracis-33635	137	28	of	of	ADP
bracis-33635	137	29	the	the	DET
bracis-33635	137	30	training	training	NOUN
bracis-33635	137	31	set	set	NOUN
bracis-33635	137	32	,	,	PUNCT
bracis-33635	137	33	as	as	SCONJ
bracis-33635	137	34	described	describe	VERB
bracis-33635	137	35	in	in	ADP
bracis-33635	137	36	table	table	NOUN
bracis-33635	137	37	 	 	SPACE
bracis-33635	137	38	2	2	NUM
bracis-33635	137	39	.	.	PUNCT
bracis-33635	137	40	table	table	NOUN
bracis-33635	137	41	2	2	NUM
bracis-33635	137	42	.	.	PUNCT
bracis-33635	137	43	distribution	distribution	NOUN
bracis-33635	137	44	of	of	ADP
bracis-33635	137	45	images	image	NOUN
bracis-33635	137	46	in	in	ADP
bracis-33635	137	47	training	training	NOUN
bracis-33635	137	48	,	,	PUNCT
bracis-33635	137	49	validation	validation	NOUN
bracis-33635	137	50	,	,	PUNCT
bracis-33635	137	51	and	and	CCONJ
bracis-33635	137	52	test	test	VERB
bracis-33635	137	53	sets.full	sets.full	PRON
bracis-33635	137	54	size	size	NOUN
bracis-33635	137	55	table	table	NOUN
bracis-33635	137	56	next	next	ADV
bracis-33635	137	57	,	,	PUNCT
bracis-33635	137	58	pre	pre	ADJ
bracis-33635	137	59	-	-	ADJ
bracis-33635	137	60	processing	processing	NOUN
bracis-33635	137	61	was	be	AUX
bracis-33635	137	62	applied	apply	VERB
bracis-33635	137	63	using	use	VERB
bracis-33635	137	64	mirnet	mirnet	NOUN
bracis-33635	137	65	.	.	PUNCT
bracis-33635	138	1	it	it	PRON
bracis-33635	138	2	is	be	AUX
bracis-33635	138	3	important	important	ADJ
bracis-33635	138	4	to	to	PART
bracis-33635	138	5	highlight	highlight	VERB
bracis-33635	138	6	that	that	SCONJ
bracis-33635	138	7	all	all	DET
bracis-33635	138	8	hyperparameters	hyperparameter	NOUN
bracis-33635	138	9	used	use	VERB
bracis-33635	138	10	in	in	ADP
bracis-33635	138	11	mirnet	mirnet	NOUN
bracis-33635	138	12	were	be	AUX
bracis-33635	138	13	the	the	DET
bracis-33635	138	14	same	same	ADJ
bracis-33635	138	15	as	as	ADP
bracis-33635	138	16	those	those	PRON
bracis-33635	138	17	described	describe	VERB
bracis-33635	138	18	by	by	ADP
bracis-33635	138	19	[	[	X
bracis-33635	138	20	26	26	NUM
bracis-33635	138	21	]	]	PUNCT
bracis-33635	138	22	.	.	PUNCT
bracis-33635	139	1	for	for	ADP
bracis-33635	139	2	this	this	DET
bracis-33635	139	3	purpose	purpose	NOUN
bracis-33635	139	4	,	,	PUNCT
bracis-33635	139	5	four	four	NUM
bracis-33635	139	6	datasets	dataset	NOUN
bracis-33635	139	7	were	be	AUX
bracis-33635	139	8	trained	train	VERB
bracis-33635	139	9	with	with	ADP
bracis-33635	139	10	50	50	NUM
bracis-33635	139	11	,	,	PUNCT
bracis-33635	139	12	100	100	NUM
bracis-33635	139	13	,	,	PUNCT
bracis-33635	139	14	200	200	NUM
bracis-33635	139	15	,	,	PUNCT
bracis-33635	139	16	and	and	CCONJ
bracis-33635	139	17	500	500	NUM
bracis-33635	139	18	epochs	epoch	NOUN
bracis-33635	139	19	,	,	PUNCT
bracis-33635	139	20	respectively	respectively	ADV
bracis-33635	139	21	.	.	PUNCT
bracis-33635	140	1	figure	figure	NOUN
bracis-33635	140	2	 	 	SPACE
bracis-33635	140	3	4	4	NUM
bracis-33635	140	4	illustrates	illustrate	VERB
bracis-33635	140	5	the	the	DET
bracis-33635	140	6	result	result	NOUN
bracis-33635	140	7	of	of	ADP
bracis-33635	140	8	some	some	DET
bracis-33635	140	9	images	image	NOUN
bracis-33635	140	10	for	for	ADP
bracis-33635	140	11	each	each	PRON
bracis-33635	140	12	of	of	ADP
bracis-33635	140	13	these	these	DET
bracis-33635	140	14	sets	set	NOUN
bracis-33635	140	15	.	.	PUNCT
bracis-33635	141	1	fig	fig	NOUN
bracis-33635	141	2	.	.	PUNCT
bracis-33635	142	1	4	4	X
bracis-33635	142	2	.	.	X
bracis-33635	142	3	mirnet	mirnet	NOUN
bracis-33635	142	4	pre	pre	ADJ
bracis-33635	142	5	-	-	ADJ
bracis-33635	142	6	processing	processing	ADJ
bracis-33635	142	7	result	result	NOUN
bracis-33635	142	8	per	per	ADP
bracis-33635	142	9	epochs	epoch	NOUN
bracis-33635	142	10	.	.	PUNCT
bracis-33635	143	1	full	full	ADJ
bracis-33635	143	2	size	size	NOUN
bracis-33635	143	3	image	image	NOUN
bracis-33635	143	4	we	we	PRON
bracis-33635	143	5	observed	observe	VERB
bracis-33635	143	6	that	that	SCONJ
bracis-33635	143	7	for	for	ADP
bracis-33635	143	8	each	each	DET
bracis-33635	143	9	dataset	dataset	NOUN
bracis-33635	143	10	,	,	PUNCT
bracis-33635	143	11	different	different	ADJ
bracis-33635	143	12	aspects	aspect	NOUN
bracis-33635	143	13	of	of	ADP
bracis-33635	143	14	the	the	DET
bracis-33635	143	15	images	image	NOUN
bracis-33635	143	16	are	be	AUX
bracis-33635	143	17	enhanced	enhance	VERB
bracis-33635	143	18	,	,	PUNCT
bracis-33635	143	19	varying	vary	VERB
bracis-33635	143	20	according	accord	VERB
bracis-33635	143	21	to	to	ADP
bracis-33635	143	22	the	the	DET
bracis-33635	143	23	number	number	NOUN
bracis-33635	143	24	of	of	ADP
bracis-33635	143	25	epochs	epoch	NOUN
bracis-33635	143	26	.	.	PUNCT
bracis-33635	144	1	visually	visually	ADV
bracis-33635	144	2	,	,	PUNCT
bracis-33635	144	3	the	the	DET
bracis-33635	144	4	dataset	dataset	NOUN
bracis-33635	144	5	trained	train	VERB
bracis-33635	144	6	with	with	ADP
bracis-33635	144	7	50	50	NUM
bracis-33635	144	8	epochs	epoch	NOUN
bracis-33635	144	9	presents	present	VERB
bracis-33635	144	10	a	a	DET
bracis-33635	144	11	visually	visually	ADV
bracis-33635	144	12	harmonized	harmonized	ADJ
bracis-33635	144	13	result	result	NOUN
bracis-33635	144	14	,	,	PUNCT
bracis-33635	144	15	while	while	SCONJ
bracis-33635	144	16	those	those	PRON
bracis-33635	144	17	trained	train	VERB
bracis-33635	144	18	with	with	ADP
bracis-33635	144	19	100	100	NUM
bracis-33635	144	20	,	,	PUNCT
bracis-33635	144	21	200	200	NUM
bracis-33635	144	22	,	,	PUNCT
bracis-33635	144	23	and	and	CCONJ
bracis-33635	144	24	500	500	NUM
bracis-33635	144	25	epochs	epoch	NOUN
bracis-33635	144	26	lost	lose	VERB
bracis-33635	144	27	some	some	DET
bracis-33635	144	28	characteristics	characteristic	NOUN
bracis-33635	144	29	.	.	PUNCT
bracis-33635	145	1	this	this	PRON
bracis-33635	145	2	suggests	suggest	VERB
bracis-33635	145	3	the	the	DET
bracis-33635	145	4	need	need	NOUN
bracis-33635	145	5	for	for	SCONJ
bracis-33635	145	6	a	a	DET
bracis-33635	145	7	more	more	ADJ
bracis-33635	145	8	in	in	ADP
bracis-33635	145	9	-	-	PUNCT
bracis-33635	145	10	depth	depth	NOUN
bracis-33635	145	11	analysis	analysis	NOUN
bracis-33635	145	12	of	of	ADP
bracis-33635	145	13	the	the	DET
bracis-33635	145	14	metrics	metric	NOUN
bracis-33635	145	15	to	to	PART
bracis-33635	145	16	verify	verify	VERB
bracis-33635	145	17	if	if	SCONJ
bracis-33635	145	18	there	there	PRON
bracis-33635	145	19	was	be	VERB
bracis-33635	145	20	indeed	indeed	ADV
bracis-33635	145	21	an	an	DET
bracis-33635	145	22	improvement	improvement	NOUN
bracis-33635	145	23	in	in	ADP
bracis-33635	145	24	the	the	DET
bracis-33635	145	25	pre	pre	ADJ
bracis-33635	145	26	-	-	ADJ
bracis-33635	145	27	processing	processing	ADJ
bracis-33635	145	28	quality	quality	NOUN
bracis-33635	145	29	.	.	PUNCT
bracis-33635	146	1	subsequently	subsequently	ADV
bracis-33635	146	2	,	,	PUNCT
bracis-33635	146	3	each	each	DET
bracis-33635	146	4	dataset	dataset	NOUN
bracis-33635	146	5	is	be	AUX
bracis-33635	146	6	submitted	submit	VERB
bracis-33635	146	7	to	to	ADP
bracis-33635	146	8	inceptionv3	inceptionv3	NOUN
bracis-33635	146	9	.	.	PUNCT
bracis-33635	147	1	the	the	DET
bracis-33635	147	2	hyperparameters	hyperparameter	NOUN
bracis-33635	147	3	used	use	VERB
bracis-33635	147	4	were	be	AUX
bracis-33635	147	5	those	those	PRON
bracis-33635	147	6	presented	present	VERB
bracis-33635	147	7	by	by	ADP
bracis-33635	147	8	[	[	X
bracis-33635	147	9	25	25	NUM
bracis-33635	147	10	]	]	PUNCT
bracis-33635	147	11	,	,	PUNCT
bracis-33635	147	12	available	available	ADJ
bracis-33635	147	13	in	in	ADP
bracis-33635	147	14	the	the	DET
bracis-33635	147	15	keras	keras	PROPN
bracis-33635	147	16	library	library	NOUN
bracis-33635	147	17	.	.	PUNCT
bracis-33635	148	1	in	in	ADP
bracis-33635	148	2	addition	addition	NOUN
bracis-33635	148	3	,	,	PUNCT
bracis-33635	148	4	data	datum	NOUN
bracis-33635	148	5	augmentation	augmentation	NOUN
bracis-33635	148	6	and	and	CCONJ
bracis-33635	148	7	transfer	transfer	NOUN
bracis-33635	148	8	learning	learning	NOUN
bracis-33635	148	9	steps	step	NOUN
bracis-33635	148	10	were	be	AUX
bracis-33635	148	11	included	include	VERB
bracis-33635	148	12	,	,	PUNCT
bracis-33635	148	13	as	as	SCONJ
bracis-33635	148	14	described	describe	VERB
bracis-33635	148	15	in	in	ADP
bracis-33635	148	16	sect	sect	NOUN
bracis-33635	148	17	.	.	PUNCT
bracis-33635	148	18	 	 	SPACE
bracis-33635	149	1	3.3	3.3	NUM
bracis-33635	149	2	.	.	PUNCT
bracis-33635	150	1	the	the	DET
bracis-33635	150	2	models	model	NOUN
bracis-33635	150	3	were	be	AUX
bracis-33635	150	4	trained	train	VERB
bracis-33635	150	5	for	for	ADP
bracis-33635	150	6	50	50	NUM
bracis-33635	150	7	epochs	epoch	NOUN
bracis-33635	150	8	,	,	PUNCT
bracis-33635	150	9	with	with	ADP
bracis-33635	150	10	a	a	DET
bracis-33635	150	11	batch	batch	NOUN
bracis-33635	150	12	size	size	NOUN
bracis-33635	150	13	of	of	ADP
bracis-33635	150	14	16	16	NUM
bracis-33635	150	15	,	,	PUNCT
bracis-33635	150	16	using	use	VERB
bracis-33635	150	17	the	the	DET
bracis-33635	150	18	adam	adam	PROPN
bracis-33635	150	19	optimizer	optimizer	NOUN
bracis-33635	150	20	and	and	CCONJ
bracis-33635	150	21	binary	binary	PROPN
bracis-33635	150	22	cross	cross	NOUN
bracis-33635	150	23	-	-	NOUN
bracis-33635	150	24	entropy	entropy	NOUN
bracis-33635	150	25	as	as	ADP
bracis-33635	150	26	loss	loss	NOUN
bracis-33635	150	27	.	.	PUNCT
bracis-33635	151	1	table	table	NOUN
bracis-33635	151	2	 	 	SPACE
bracis-33635	151	3	3	3	NUM
bracis-33635	151	4	presents	present	VERB
bracis-33635	151	5	the	the	DET
bracis-33635	151	6	results	result	NOUN
bracis-33635	151	7	for	for	ADP
bracis-33635	151	8	training	training	NOUN
bracis-33635	151	9	inceptionv3	inceptionv3	NOUN
bracis-33635	151	10	for	for	ADP
bracis-33635	151	11	each	each	DET
bracis-33635	151	12	dataset	dataset	NOUN
bracis-33635	151	13	and	and	CCONJ
bracis-33635	151	14	the	the	DET
bracis-33635	151	15	original	original	ADJ
bracis-33635	151	16	images	image	NOUN
bracis-33635	151	17	.	.	PUNCT
bracis-33635	152	1	table	table	NOUN
bracis-33635	152	2	3	3	NUM
bracis-33635	152	3	.	.	PUNCT
bracis-33635	152	4	results	result	NOUN
bracis-33635	152	5	from	from	ADP
bracis-33635	152	6	mirnet	mirnet	NOUN
bracis-33635	152	7	pre	pre	VERB
bracis-33635	152	8	-	-	ADJ
bracis-33635	152	9	processed	process	VERB
bracis-33635	152	10	datasetsfull	datasetsfull	NOUN
bracis-33635	152	11	size	size	NOUN
bracis-33635	152	12	table	table	NOUN
bracis-33635	152	13	the	the	DET
bracis-33635	152	14	analysis	analysis	NOUN
bracis-33635	152	15	of	of	ADP
bracis-33635	152	16	the	the	DET
bracis-33635	152	17	metrics	metric	NOUN
bracis-33635	152	18	reveals	reveal	VERB
bracis-33635	152	19	a	a	DET
bracis-33635	152	20	significant	significant	ADJ
bracis-33635	152	21	improvement	improvement	NOUN
bracis-33635	152	22	in	in	ADP
bracis-33635	152	23	the	the	DET
bracis-33635	152	24	model	model	NOUN
bracis-33635	152	25	’s	’s	PART
bracis-33635	152	26	performance	performance	NOUN
bracis-33635	152	27	after	after	ADP
bracis-33635	152	28	pre	pre	ADJ
bracis-33635	152	29	-	-	ADJ
bracis-33635	152	30	processing	processing	NOUN
bracis-33635	152	31	with	with	ADP
bracis-33635	152	32	mirnet	mirnet	NOUN
bracis-33635	152	33	compared	compare	VERB
bracis-33635	152	34	to	to	ADP
bracis-33635	152	35	the	the	DET
bracis-33635	152	36	original	original	ADJ
bracis-33635	152	37	images	image	NOUN
bracis-33635	152	38	.	.	PUNCT
bracis-33635	153	1	in	in	ADP
bracis-33635	153	2	percentage	percentage	NOUN
bracis-33635	153	3	terms	term	NOUN
bracis-33635	153	4	,	,	PUNCT
bracis-33635	153	5	we	we	PRON
bracis-33635	153	6	observe	observe	VERB
bracis-33635	153	7	a	a	DET
bracis-33635	153	8	considerable	considerable	ADJ
bracis-33635	153	9	increase	increase	NOUN
bracis-33635	153	10	in	in	ADP
bracis-33635	153	11	all	all	DET
bracis-33635	153	12	metrics	metric	NOUN
bracis-33635	153	13	across	across	ADP
bracis-33635	153	14	all	all	DET
bracis-33635	153	15	datasets	dataset	NOUN
bracis-33635	153	16	processed	process	VERB
bracis-33635	153	17	by	by	ADP
bracis-33635	153	18	mirnet	mirnet	NOUN
bracis-33635	153	19	.	.	PUNCT
bracis-33635	154	1	when	when	SCONJ
bracis-33635	154	2	comparing	compare	VERB
bracis-33635	154	3	the	the	DET
bracis-33635	154	4	mirnet	mirnet	NOUN
bracis-33635	154	5	datasets	dataset	NOUN
bracis-33635	154	6	,	,	PUNCT
bracis-33635	154	7	we	we	PRON
bracis-33635	154	8	note	note	VERB
bracis-33635	154	9	that	that	SCONJ
bracis-33635	154	10	those	those	PRON
bracis-33635	154	11	trained	train	VERB
bracis-33635	154	12	with	with	ADP
bracis-33635	154	13	50	50	NUM
bracis-33635	154	14	and	and	CCONJ
bracis-33635	154	15	100	100	NUM
bracis-33635	154	16	epochs	epoch	NOUN
bracis-33635	154	17	exhibit	exhibit	VERB
bracis-33635	154	18	the	the	DET
bracis-33635	154	19	best	good	ADJ
bracis-33635	154	20	metrics	metric	NOUN
bracis-33635	154	21	.	.	PUNCT
bracis-33635	155	1	specifically	specifically	ADV
bracis-33635	155	2	,	,	PUNCT
bracis-33635	155	3	the	the	DET
bracis-33635	155	4	mirnet	mirnet	NOUN
bracis-33635	155	5	dataset	dataset	VERB
bracis-33635	155	6	with	with	ADP
bracis-33635	155	7	50	50	NUM
bracis-33635	155	8	epochs	epoch	NOUN
bracis-33635	155	9	stands	stand	VERB
bracis-33635	155	10	out	out	ADP
bracis-33635	155	11	as	as	ADP
bracis-33635	155	12	the	the	DET
bracis-33635	155	13	best	good	ADJ
bracis-33635	155	14	,	,	PUNCT
bracis-33635	155	15	with	with	ADP
bracis-33635	155	16	99.67	99.67	NUM
bracis-33635	155	17	%	%	NOUN
bracis-33635	155	18	accuracy	accuracy	NOUN
bracis-33635	155	19	,	,	PUNCT
bracis-33635	155	20	99.73	99.73	NUM
bracis-33635	155	21	%	%	NOUN
bracis-33635	155	22	precision	precision	NOUN
bracis-33635	155	23	,	,	PUNCT
bracis-33635	155	24	99.73	99.73	NUM
bracis-33635	155	25	%	%	NOUN
bracis-33635	155	26	sensitivity	sensitivity	NOUN
bracis-33635	155	27	,	,	PUNCT
bracis-33635	155	28	99.70	99.70	NUM
bracis-33635	155	29	%	%	NOUN
bracis-33635	155	30	specificity	specificity	NOUN
bracis-33635	155	31	,	,	PUNCT
bracis-33635	155	32	99.67	99.67	NUM
bracis-33635	155	33	%	%	NOUN
bracis-33635	155	34	f1	f1	NOUN
bracis-33635	155	35	-	-	PUNCT
bracis-33635	155	36	score	score	NOUN
bracis-33635	155	37	,	,	PUNCT
bracis-33635	155	38	and	and	CCONJ
bracis-33635	155	39	0.9999	0.9999	NUM
bracis-33635	155	40	auc	auc	NOUN
bracis-33635	155	41	.	.	PUNCT
bracis-33635	156	1	these	these	DET
bracis-33635	156	2	results	result	NOUN
bracis-33635	156	3	suggest	suggest	VERB
bracis-33635	156	4	that	that	SCONJ
bracis-33635	156	5	a	a	DET
bracis-33635	156	6	shorter	short	ADJ
bracis-33635	156	7	training	training	NOUN
bracis-33635	156	8	of	of	ADP
bracis-33635	156	9	50	50	NUM
bracis-33635	156	10	epochs	epoch	NOUN
bracis-33635	156	11	may	may	AUX
bracis-33635	156	12	be	be	AUX
bracis-33635	156	13	sufficient	sufficient	ADJ
bracis-33635	156	14	to	to	PART
bracis-33635	156	15	achieve	achieve	VERB
bracis-33635	156	16	excellent	excellent	ADJ
bracis-33635	156	17	performance	performance	NOUN
bracis-33635	156	18	.	.	PUNCT
bracis-33635	157	1	these	these	DET
bracis-33635	157	2	results	result	NOUN
bracis-33635	157	3	underscore	underscore	VERB
bracis-33635	157	4	its	its	PRON
bracis-33635	157	5	significance	significance	NOUN
bracis-33635	157	6	in	in	ADP
bracis-33635	157	7	crc	crc	ADJ
bracis-33635	157	8	diagnosis	diagnosis	NOUN
bracis-33635	157	9	.	.	PUNCT
bracis-33635	158	1	the	the	DET
bracis-33635	158	2	substantial	substantial	ADJ
bracis-33635	158	3	improvement	improvement	NOUN
bracis-33635	158	4	in	in	ADP
bracis-33635	158	5	performance	performance	NOUN
bracis-33635	158	6	metrics	metric	NOUN
bracis-33635	158	7	after	after	ADP
bracis-33635	158	8	pre	pre	VERB
bracis-33635	158	9	-	-	ADJ
bracis-33635	158	10	processing	processing	NOUN
bracis-33635	158	11	with	with	ADP
bracis-33635	158	12	mirnet	mirnet	NOUN
bracis-33635	158	13	indicates	indicate	VERB
bracis-33635	158	14	that	that	SCONJ
bracis-33635	158	15	this	this	DET
bracis-33635	158	16	approach	approach	NOUN
bracis-33635	158	17	can	can	AUX
bracis-33635	158	18	assist	assist	VERB
bracis-33635	158	19	in	in	ADP
bracis-33635	158	20	more	more	ADV
bracis-33635	158	21	accurate	accurate	ADJ
bracis-33635	158	22	identification	identification	NOUN
bracis-33635	158	23	of	of	ADP
bracis-33635	158	24	benign	benign	ADJ
bracis-33635	158	25	and	and	CCONJ
bracis-33635	158	26	malignant	malignant	ADJ
bracis-33635	158	27	tissues	tissue	NOUN
bracis-33635	158	28	in	in	ADP
bracis-33635	158	29	crc	crc	ADJ
bracis-33635	158	30	histopathological	histopathological	ADJ
bracis-33635	158	31	images	image	NOUN
bracis-33635	158	32	.	.	PUNCT
bracis-33635	159	1	the	the	DET
bracis-33635	159	2	high	high	ADJ
bracis-33635	159	3	metrics	metric	NOUN
bracis-33635	159	4	achieved	achieve	VERB
bracis-33635	159	5	with	with	ADP
bracis-33635	159	6	mirnet	mirnet	NOUN
bracis-33635	159	7	suggest	suggest	VERB
bracis-33635	159	8	that	that	SCONJ
bracis-33635	159	9	this	this	DET
bracis-33635	159	10	technique	technique	NOUN
bracis-33635	159	11	could	could	AUX
bracis-33635	159	12	be	be	AUX
bracis-33635	159	13	a	a	DET
bracis-33635	159	14	valuable	valuable	ADJ
bracis-33635	159	15	tool	tool	NOUN
bracis-33635	159	16	to	to	PART
bracis-33635	159	17	aid	aid	VERB
bracis-33635	159	18	pathologists	pathologist	NOUN
bracis-33635	159	19	and	and	CCONJ
bracis-33635	159	20	physicians	physician	NOUN
bracis-33635	159	21	in	in	ADP
bracis-33635	159	22	early	early	ADJ
bracis-33635	159	23	crc	crc	NOUN
bracis-33635	159	24	diagnosis	diagnosis	NOUN
bracis-33635	159	25	and	and	CCONJ
bracis-33635	159	26	treatment	treatment	NOUN
bracis-33635	159	27	,	,	PUNCT
bracis-33635	159	28	thereby	thereby	ADV
bracis-33635	159	29	contributing	contribute	VERB
bracis-33635	159	30	to	to	ADP
bracis-33635	159	31	better	well	ADJ
bracis-33635	159	32	clinical	clinical	ADJ
bracis-33635	159	33	outcomes	outcome	NOUN
bracis-33635	159	34	and	and	CCONJ
bracis-33635	159	35	improved	improve	VERB
bracis-33635	159	36	quality	quality	NOUN
bracis-33635	159	37	of	of	ADP
bracis-33635	159	38	life	life	NOUN
bracis-33635	159	39	for	for	ADP
bracis-33635	159	40	patients	patient	NOUN
bracis-33635	159	41	.	.	PUNCT
bracis-33635	160	1	4.3	4.3	NUM
bracis-33635	160	2	comparison	comparison	NOUN
bracis-33635	160	3	with	with	ADP
bracis-33635	160	4	 	 	SPACE
bracis-33635	160	5	the	the	DET
bracis-33635	160	6	 	 	SPACE
bracis-33635	160	7	literature	literature	NOUN
bracis-33635	160	8	observing	observe	VERB
bracis-33635	160	9	sect	sect	NOUN
bracis-33635	160	10	.	.	PUNCT
bracis-33635	160	11	 	 	SPACE
bracis-33635	160	12	2	2	NUM
bracis-33635	160	13	,	,	PUNCT
bracis-33635	160	14	our	our	PRON
bracis-33635	160	15	work	work	NOUN
bracis-33635	160	16	stands	stand	VERB
bracis-33635	160	17	out	out	ADP
bracis-33635	160	18	.	.	PUNCT
bracis-33635	161	1	table	table	NOUN
bracis-33635	161	2	 	 	SPACE
bracis-33635	161	3	4	4	NUM
bracis-33635	161	4	presents	present	VERB
bracis-33635	161	5	our	our	PRON
bracis-33635	161	6	work	work	NOUN
bracis-33635	161	7	along	along	ADP
bracis-33635	161	8	with	with	ADP
bracis-33635	161	9	related	related	ADJ
bracis-33635	161	10	works	work	NOUN
bracis-33635	161	11	.	.	PUNCT
bracis-33635	162	1	table	table	NOUN
bracis-33635	162	2	4	4	NUM
bracis-33635	162	3	.	.	PUNCT
bracis-33635	163	1	summary	summary	NOUN
bracis-33635	163	2	of	of	ADP
bracis-33635	163	3	comparison	comparison	NOUN
bracis-33635	163	4	with	with	ADP
bracis-33635	163	5	literature.full	literature.full	NOUN
bracis-33635	163	6	size	size	NOUN
bracis-33635	163	7	table	table	NOUN
bracis-33635	163	8	though	though	SCONJ
bracis-33635	163	9	direct	direct	ADJ
bracis-33635	163	10	comparisons	comparison	NOUN
bracis-33635	163	11	are	be	AUX
bracis-33635	163	12	challenging	challenge	VERB
bracis-33635	163	13	due	due	ADJ
bracis-33635	163	14	to	to	ADP
bracis-33635	163	15	differences	difference	NOUN
bracis-33635	163	16	in	in	ADP
bracis-33635	163	17	datasets	dataset	NOUN
bracis-33635	163	18	and	and	CCONJ
bracis-33635	163	19	methodologies	methodology	NOUN
bracis-33635	163	20	,	,	PUNCT
bracis-33635	163	21	our	our	PRON
bracis-33635	163	22	proposed	propose	VERB
bracis-33635	163	23	method	method	NOUN
bracis-33635	163	24	has	have	AUX
bracis-33635	163	25	demonstrated	demonstrate	VERB
bracis-33635	163	26	high	high	ADJ
bracis-33635	163	27	effectiveness	effectiveness	NOUN
bracis-33635	163	28	in	in	ADP
bracis-33635	163	29	classifying	classify	VERB
bracis-33635	163	30	histopathological	histopathological	ADJ
bracis-33635	163	31	images	image	NOUN
bracis-33635	163	32	of	of	ADP
bracis-33635	163	33	crc	crc	NOUN
bracis-33635	163	34	.	.	PUNCT
bracis-33635	164	1	leveraging	leverage	VERB
bracis-33635	164	2	mirnet	mirnet	NOUN
bracis-33635	164	3	and	and	CCONJ
bracis-33635	164	4	inceptionv3	inceptionv3	NOUN
bracis-33635	164	5	techniques	technique	NOUN
bracis-33635	164	6	,	,	PUNCT
bracis-33635	164	7	our	our	PRON
bracis-33635	164	8	method	method	NOUN
bracis-33635	164	9	achieved	achieve	VERB
bracis-33635	164	10	an	an	DET
bracis-33635	164	11	accuracy	accuracy	NOUN
bracis-33635	164	12	of	of	ADP
bracis-33635	164	13	99.67	99.67	NUM
bracis-33635	164	14	considering	consider	VERB
bracis-33635	164	15	metrics	metric	NOUN
bracis-33635	164	16	beyond	beyond	ADP
bracis-33635	164	17	accuracy	accuracy	NOUN
bracis-33635	164	18	,	,	PUNCT
bracis-33635	164	19	our	our	PRON
bracis-33635	164	20	method	method	NOUN
bracis-33635	164	21	also	also	ADV
bracis-33635	164	22	yielded	yield	VERB
bracis-33635	164	23	promising	promising	ADJ
bracis-33635	164	24	results	result	NOUN
bracis-33635	164	25	in	in	ADP
bracis-33635	164	26	terms	term	NOUN
bracis-33635	164	27	of	of	ADP
bracis-33635	164	28	precision	precision	NOUN
bracis-33635	164	29	,	,	PUNCT
bracis-33635	164	30	sensitivity	sensitivity	NOUN
bracis-33635	164	31	,	,	PUNCT
bracis-33635	164	32	specificity	specificity	NOUN
bracis-33635	164	33	,	,	PUNCT
bracis-33635	164	34	f1	f1	NOUN
bracis-33635	164	35	-	-	PUNCT
bracis-33635	164	36	score	score	NOUN
bracis-33635	164	37	,	,	PUNCT
bracis-33635	164	38	and	and	CCONJ
bracis-33635	164	39	auc	auc	NOUN
bracis-33635	164	40	.	.	PUNCT
bracis-33635	165	1	these	these	DET
bracis-33635	165	2	metrics	metric	NOUN
bracis-33635	165	3	provide	provide	VERB
bracis-33635	165	4	a	a	DET
bracis-33635	165	5	comprehensive	comprehensive	ADJ
bracis-33635	165	6	view	view	NOUN
bracis-33635	165	7	of	of	ADP
bracis-33635	165	8	our	our	PRON
bracis-33635	165	9	model	model	NOUN
bracis-33635	165	10	’s	’s	PART
bracis-33635	165	11	performance	performance	NOUN
bracis-33635	165	12	,	,	PUNCT
bracis-33635	165	13	demonstrating	demonstrate	VERB
bracis-33635	165	14	its	its	PRON
bracis-33635	165	15	ability	ability	NOUN
bracis-33635	165	16	to	to	PART
bracis-33635	165	17	successfully	successfully	ADV
bracis-33635	165	18	distinguish	distinguish	VERB
bracis-33635	165	19	between	between	ADP
bracis-33635	165	20	benign	benign	ADJ
bracis-33635	165	21	and	and	CCONJ
bracis-33635	165	22	malignant	malignant	ADJ
bracis-33635	165	23	tissue	tissue	NOUN
bracis-33635	165	24	in	in	ADP
bracis-33635	165	25	crc	crc	ADJ
bracis-33635	165	26	histopathological	histopathological	ADJ
bracis-33635	165	27	images	image	NOUN
bracis-33635	165	28	.	.	PUNCT
bracis-33635	166	1	4.4	4.4	NUM
bracis-33635	166	2	case	case	NOUN
bracis-33635	166	3	study	study	NOUN
bracis-33635	166	4	in	in	ADP
bracis-33635	166	5	this	this	DET
bracis-33635	166	6	section	section	NOUN
bracis-33635	166	7	,	,	PUNCT
bracis-33635	166	8	we	we	PRON
bracis-33635	166	9	will	will	AUX
bracis-33635	166	10	describe	describe	VERB
bracis-33635	166	11	two	two	NUM
bracis-33635	166	12	case	case	NOUN
bracis-33635	166	13	studies	study	NOUN
bracis-33635	166	14	of	of	ADP
bracis-33635	166	15	the	the	DET
bracis-33635	166	16	proposed	propose	VERB
bracis-33635	166	17	method	method	NOUN
bracis-33635	166	18	.	.	PUNCT
bracis-33635	167	1	in	in	ADP
bracis-33635	167	2	fig	fig	NOUN
bracis-33635	167	3	.	.	PUNCT
bracis-33635	167	4	 	 	SPACE
bracis-33635	167	5	5	5	NUM
bracis-33635	167	6	(	(	PUNCT
bracis-33635	167	7	a	a	NOUN
bracis-33635	167	8	)	)	PUNCT
bracis-33635	167	9	,	,	PUNCT
bracis-33635	167	10	we	we	PRON
bracis-33635	167	11	present	present	VERB
bracis-33635	167	12	an	an	DET
bracis-33635	167	13	example	example	NOUN
bracis-33635	167	14	of	of	ADP
bracis-33635	167	15	a	a	DET
bracis-33635	167	16	cancer	cancer	NOUN
bracis-33635	167	17	image	image	NOUN
bracis-33635	167	18	classified	classify	VERB
bracis-33635	167	19	as	as	ADP
bracis-33635	167	20	benign	benign	ADJ
bracis-33635	167	21	,	,	PUNCT
bracis-33635	167	22	and	and	CCONJ
bracis-33635	167	23	in	in	ADP
bracis-33635	167	24	fig	fig	NOUN
bracis-33635	167	25	.	.	PUNCT
bracis-33635	167	26	 	 	SPACE
bracis-33635	168	1	5	5	NUM
bracis-33635	168	2	(	(	PUNCT
bracis-33635	168	3	b	b	NOUN
bracis-33635	168	4	)	)	PUNCT
bracis-33635	168	5	,	,	PUNCT
bracis-33635	168	6	we	we	PRON
bracis-33635	168	7	have	have	VERB
bracis-33635	168	8	a	a	DET
bracis-33635	168	9	benign	benign	ADJ
bracis-33635	168	10	image	image	NOUN
bracis-33635	168	11	classified	classify	VERB
bracis-33635	168	12	as	as	ADP
bracis-33635	168	13	cancer	cancer	NOUN
bracis-33635	168	14	.	.	PUNCT
bracis-33635	169	1	fig	fig	NOUN
bracis-33635	169	2	.	.	PUNCT
bracis-33635	170	1	5	5	X
bracis-33635	170	2	.	.	X
bracis-33635	170	3	case	case	NOUN
bracis-33635	170	4	study	study	NOUN
bracis-33635	170	5	.	.	PUNCT
bracis-33635	171	1	(	(	PUNCT
bracis-33635	171	2	a	a	X
bracis-33635	171	3	)	)	PUNCT
bracis-33635	171	4	classified	classify	VERB
bracis-33635	171	5	as	as	ADP
bracis-33635	171	6	benign	benign	ADJ
bracis-33635	171	7	,	,	PUNCT
bracis-33635	171	8	(	(	PUNCT
bracis-33635	171	9	b	b	X
bracis-33635	171	10	)	)	PUNCT
bracis-33635	171	11	classified	classify	VERB
bracis-33635	171	12	as	as	ADP
bracis-33635	171	13	malign	malign	ADJ
bracis-33635	171	14	(	(	PUNCT
bracis-33635	171	15	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	171	16	)	)	PUNCT
bracis-33635	171	17	.	.	PUNCT
bracis-33635	172	1	full	full	ADJ
bracis-33635	172	2	size	size	NOUN
bracis-33635	172	3	image	image	NOUN
bracis-33635	172	4	visually	visually	ADV
bracis-33635	172	5	,	,	PUNCT
bracis-33635	172	6	it	it	PRON
bracis-33635	172	7	can	can	AUX
bracis-33635	172	8	be	be	AUX
bracis-33635	172	9	observed	observe	VERB
bracis-33635	172	10	that	that	SCONJ
bracis-33635	172	11	both	both	DET
bracis-33635	172	12	images	image	NOUN
bracis-33635	172	13	have	have	VERB
bracis-33635	172	14	very	very	ADV
bracis-33635	172	15	similar	similar	ADJ
bracis-33635	172	16	texture	texture	ADJ
bracis-33635	172	17	characteristics	characteristic	NOUN
bracis-33635	172	18	.	.	PUNCT
bracis-33635	173	1	the	the	DET
bracis-33635	173	2	misclassification	misclassification	NOUN
bracis-33635	173	3	error	error	NOUN
bracis-33635	173	4	may	may	AUX
bracis-33635	173	5	be	be	AUX
bracis-33635	173	6	attributed	attribute	VERB
bracis-33635	173	7	to	to	ADP
bracis-33635	173	8	a	a	DET
bracis-33635	173	9	possible	possible	ADJ
bracis-33635	173	10	incorrect	incorrect	ADJ
bracis-33635	173	11	labeling	labeling	NOUN
bracis-33635	173	12	or	or	CCONJ
bracis-33635	173	13	to	to	ADP
bracis-33635	173	14	the	the	DET
bracis-33635	173	15	fact	fact	NOUN
bracis-33635	173	16	that	that	SCONJ
bracis-33635	173	17	,	,	PUNCT
bracis-33635	173	18	due	due	ADP
bracis-33635	173	19	to	to	ADP
bracis-33635	173	20	their	their	PRON
bracis-33635	173	21	similarity	similarity	NOUN
bracis-33635	173	22	,	,	PUNCT
bracis-33635	173	23	mirnet	mirnet	NOUN
bracis-33635	173	24	may	may	AUX
bracis-33635	173	25	have	have	AUX
bracis-33635	173	26	enhanced	enhance	VERB
bracis-33635	173	27	features	feature	NOUN
bracis-33635	173	28	that	that	PRON
bracis-33635	173	29	confused	confuse	VERB
bracis-33635	173	30	inceptionv3	inceptionv3	NOUN
bracis-33635	173	31	in	in	ADP
bracis-33635	173	32	classification	classification	NOUN
bracis-33635	173	33	.	.	PUNCT
bracis-33635	174	1	however	however	ADV
bracis-33635	174	2	,	,	PUNCT
bracis-33635	174	3	it	it	PRON
bracis-33635	174	4	is	be	AUX
bracis-33635	174	5	essential	essential	ADJ
bracis-33635	174	6	to	to	PART
bracis-33635	174	7	highlight	highlight	VERB
bracis-33635	174	8	that	that	PRON
bracis-33635	174	9	,	,	PUNCT
bracis-33635	174	10	despite	despite	SCONJ
bracis-33635	174	11	the	the	DET
bracis-33635	174	12	classification	classification	NOUN
bracis-33635	174	13	errors	error	NOUN
bracis-33635	174	14	,	,	PUNCT
bracis-33635	174	15	the	the	DET
bracis-33635	174	16	method	method	NOUN
bracis-33635	174	17	demonstrated	demonstrate	VERB
bracis-33635	174	18	considerable	considerable	ADJ
bracis-33635	174	19	metrics	metric	NOUN
bracis-33635	174	20	,	,	PUNCT
bracis-33635	174	21	suggesting	suggest	VERB
bracis-33635	174	22	a	a	DET
bracis-33635	174	23	notable	notable	ADJ
bracis-33635	174	24	overall	overall	ADJ
bracis-33635	174	25	performance	performance	NOUN
bracis-33635	174	26	.	.	PUNCT
bracis-33635	175	1	4.5	4.5	NUM
bracis-33635	175	2	discussion	discussion	NOUN
bracis-33635	175	3	now	now	ADV
bracis-33635	175	4	,	,	PUNCT
bracis-33635	175	5	let	let	VERB
bracis-33635	175	6	’s	’s	PRON
bracis-33635	175	7	discuss	discuss	VERB
bracis-33635	175	8	the	the	DET
bracis-33635	175	9	advantages	advantage	NOUN
bracis-33635	175	10	and	and	CCONJ
bracis-33635	175	11	limitations	limitation	NOUN
bracis-33635	175	12	of	of	ADP
bracis-33635	175	13	our	our	PRON
bracis-33635	175	14	method	method	NOUN
bracis-33635	175	15	for	for	ADP
bracis-33635	175	16	classifying	classify	VERB
bracis-33635	175	17	crc	crc	NOUN
bracis-33635	175	18	histopathological	histopathological	ADJ
bracis-33635	175	19	images	image	NOUN
bracis-33635	175	20	.	.	PUNCT
bracis-33635	176	1	our	our	PRON
bracis-33635	176	2	proposed	propose	VERB
bracis-33635	176	3	method	method	NOUN
bracis-33635	176	4	automates	automate	VERB
bracis-33635	176	5	the	the	DET
bracis-33635	176	6	process	process	NOUN
bracis-33635	176	7	of	of	ADP
bracis-33635	176	8	distinguishing	distinguish	VERB
bracis-33635	176	9	histopathological	histopathological	ADJ
bracis-33635	176	10	images	image	NOUN
bracis-33635	176	11	,	,	PUNCT
bracis-33635	176	12	reducing	reduce	VERB
bracis-33635	176	13	manual	manual	ADJ
bracis-33635	176	14	intervention	intervention	NOUN
bracis-33635	176	15	and	and	CCONJ
bracis-33635	176	16	,	,	PUNCT
bracis-33635	176	17	combined	combine	VERB
bracis-33635	176	18	with	with	ADP
bracis-33635	176	19	medical	medical	ADJ
bracis-33635	176	20	expertise	expertise	NOUN
bracis-33635	176	21	,	,	PUNCT
bracis-33635	176	22	enhances	enhance	VERB
bracis-33635	176	23	diagnostic	diagnostic	ADJ
bracis-33635	176	24	efficiency	efficiency	NOUN
bracis-33635	176	25	.	.	PUNCT
bracis-33635	177	1	our	our	PRON
bracis-33635	177	2	approach	approach	NOUN
bracis-33635	177	3	stands	stand	VERB
bracis-33635	177	4	out	out	ADP
bracis-33635	177	5	by	by	ADP
bracis-33635	177	6	employing	employ	VERB
bracis-33635	177	7	mirnet	mirnet	NOUN
bracis-33635	177	8	for	for	ADP
bracis-33635	177	9	the	the	DET
bracis-33635	177	10	first	first	ADJ
bracis-33635	177	11	time	time	NOUN
bracis-33635	177	12	in	in	ADP
bracis-33635	177	13	the	the	DET
bracis-33635	177	14	context	context	NOUN
bracis-33635	177	15	of	of	ADP
bracis-33635	177	16	crc	crc	ADJ
bracis-33635	177	17	histopathological	histopathological	ADJ
bracis-33635	177	18	images	image	NOUN
bracis-33635	177	19	.	.	PUNCT
bracis-33635	178	1	mirnet	mirnet	NOUN
bracis-33635	178	2	automatically	automatically	ADV
bracis-33635	178	3	highlights	highlight	VERB
bracis-33635	178	4	relevant	relevant	ADJ
bracis-33635	178	5	features	feature	NOUN
bracis-33635	178	6	,	,	PUNCT
bracis-33635	178	7	significantly	significantly	ADV
bracis-33635	178	8	contributing	contribute	VERB
bracis-33635	178	9	to	to	ADP
bracis-33635	178	10	the	the	DET
bracis-33635	178	11	differentiation	differentiation	NOUN
bracis-33635	178	12	between	between	ADP
bracis-33635	178	13	malignant	malignant	ADJ
bracis-33635	178	14	and	and	CCONJ
bracis-33635	178	15	benign	benign	ADJ
bracis-33635	178	16	tissues	tissue	NOUN
bracis-33635	178	17	.	.	PUNCT
bracis-33635	179	1	we	we	PRON
bracis-33635	179	2	propose	propose	VERB
bracis-33635	179	3	the	the	DET
bracis-33635	179	4	use	use	NOUN
bracis-33635	179	5	of	of	ADP
bracis-33635	179	6	data	datum	NOUN
bracis-33635	179	7	augmentation	augmentation	NOUN
bracis-33635	179	8	and	and	CCONJ
bracis-33635	179	9	transfer	transfer	NOUN
bracis-33635	179	10	learning	learning	NOUN
bracis-33635	179	11	during	during	ADP
bracis-33635	179	12	training	training	NOUN
bracis-33635	179	13	,	,	PUNCT
bracis-33635	179	14	bringing	bring	VERB
bracis-33635	179	15	effective	effective	ADJ
bracis-33635	179	16	techniques	technique	NOUN
bracis-33635	179	17	for	for	ADP
bracis-33635	179	18	model	model	NOUN
bracis-33635	179	19	enhancement	enhancement	NOUN
bracis-33635	179	20	.	.	PUNCT
bracis-33635	180	1	by	by	ADP
bracis-33635	180	2	adopting	adopt	VERB
bracis-33635	180	3	the	the	DET
bracis-33635	180	4	inceptionv3	inceptionv3	NOUN
bracis-33635	180	5	architecture	architecture	NOUN
bracis-33635	180	6	for	for	ADP
bracis-33635	180	7	classification	classification	NOUN
bracis-33635	180	8	,	,	PUNCT
bracis-33635	180	9	our	our	PRON
bracis-33635	180	10	method	method	NOUN
bracis-33635	180	11	benefits	benefit	NOUN
bracis-33635	180	12	from	from	ADP
bracis-33635	180	13	the	the	DET
bracis-33635	180	14	ability	ability	NOUN
bracis-33635	180	15	of	of	ADP
bracis-33635	180	16	this	this	DET
bracis-33635	180	17	cnn	cnn	NOUN
bracis-33635	180	18	to	to	PART
bracis-33635	180	19	extract	extract	VERB
bracis-33635	180	20	complex	complex	ADJ
bracis-33635	180	21	and	and	CCONJ
bracis-33635	180	22	discriminative	discriminative	NOUN
bracis-33635	180	23	features	feature	NOUN
bracis-33635	180	24	from	from	ADP
bracis-33635	180	25	images	image	NOUN
bracis-33635	180	26	,	,	PUNCT
bracis-33635	180	27	resulting	result	VERB
bracis-33635	180	28	in	in	ADP
bracis-33635	180	29	superior	superior	ADJ
bracis-33635	180	30	performance	performance	NOUN
bracis-33635	180	31	.	.	PUNCT
bracis-33635	181	1	our	our	PRON
bracis-33635	181	2	method	method	NOUN
bracis-33635	181	3	includes	include	VERB
bracis-33635	181	4	metrics	metric	NOUN
bracis-33635	181	5	such	such	ADJ
bracis-33635	181	6	as	as	ADP
bracis-33635	181	7	accuracy	accuracy	NOUN
bracis-33635	181	8	,	,	PUNCT
bracis-33635	181	9	precision	precision	NOUN
bracis-33635	181	10	,	,	PUNCT
bracis-33635	181	11	sensitivity	sensitivity	NOUN
bracis-33635	181	12	,	,	PUNCT
bracis-33635	181	13	specificity	specificity	NOUN
bracis-33635	181	14	,	,	PUNCT
bracis-33635	181	15	f1	f1	NOUN
bracis-33635	181	16	-	-	PUNCT
bracis-33635	181	17	score	score	NOUN
bracis-33635	181	18	,	,	PUNCT
bracis-33635	181	19	and	and	CCONJ
bracis-33635	181	20	auc	auc	NOUN
bracis-33635	181	21	,	,	PUNCT
bracis-33635	181	22	providing	provide	VERB
bracis-33635	181	23	a	a	DET
bracis-33635	181	24	more	more	ADV
bracis-33635	181	25	comprehensive	comprehensive	ADJ
bracis-33635	181	26	and	and	CCONJ
bracis-33635	181	27	robust	robust	ADJ
bracis-33635	181	28	evaluation	evaluation	NOUN
bracis-33635	181	29	of	of	ADP
bracis-33635	181	30	the	the	DET
bracis-33635	181	31	model	model	NOUN
bracis-33635	181	32	’s	’s	PART
bracis-33635	181	33	performance	performance	NOUN
bracis-33635	181	34	.	.	PUNCT
bracis-33635	182	1	due	due	ADP
bracis-33635	182	2	to	to	ADP
bracis-33635	182	3	the	the	DET
bracis-33635	182	4	flexible	flexible	ADJ
bracis-33635	182	5	architectures	architecture	NOUN
bracis-33635	182	6	and	and	CCONJ
bracis-33635	182	7	comprehensive	comprehensive	ADJ
bracis-33635	182	8	metrics	metric	NOUN
bracis-33635	182	9	used	use	VERB
bracis-33635	182	10	,	,	PUNCT
bracis-33635	182	11	our	our	PRON
bracis-33635	182	12	method	method	NOUN
bracis-33635	182	13	has	have	VERB
bracis-33635	182	14	the	the	DET
bracis-33635	182	15	potential	potential	NOUN
bracis-33635	182	16	to	to	PART
bracis-33635	182	17	be	be	AUX
bracis-33635	182	18	applied	apply	VERB
bracis-33635	182	19	in	in	ADP
bracis-33635	182	20	other	other	ADJ
bracis-33635	182	21	areas	area	NOUN
bracis-33635	182	22	of	of	ADP
bracis-33635	182	23	medicine	medicine	NOUN
bracis-33635	182	24	and	and	CCONJ
bracis-33635	182	25	in	in	ADP
bracis-33635	182	26	the	the	DET
bracis-33635	182	27	classification	classification	NOUN
bracis-33635	182	28	of	of	ADP
bracis-33635	182	29	different	different	ADJ
bracis-33635	182	30	types	type	NOUN
bracis-33635	182	31	of	of	ADP
bracis-33635	182	32	histopathological	histopathological	ADJ
bracis-33635	182	33	images	image	NOUN
bracis-33635	182	34	.	.	PUNCT
bracis-33635	183	1	however	however	ADV
bracis-33635	183	2	,	,	PUNCT
bracis-33635	183	3	it	it	PRON
bracis-33635	183	4	is	be	AUX
bracis-33635	183	5	worth	worth	ADJ
bracis-33635	183	6	noting	note	VERB
bracis-33635	183	7	that	that	SCONJ
bracis-33635	183	8	despite	despite	SCONJ
bracis-33635	183	9	the	the	DET
bracis-33635	183	10	method	method	NOUN
bracis-33635	183	11	being	be	AUX
bracis-33635	183	12	robust	robust	ADJ
bracis-33635	183	13	,	,	PUNCT
bracis-33635	183	14	achieving	achieve	VERB
bracis-33635	183	15	99	99	NUM
bracis-33635	183	16	%	%	NOUN
bracis-33635	183	17	in	in	ADP
bracis-33635	183	18	all	all	DET
bracis-33635	183	19	validation	validation	NOUN
bracis-33635	183	20	metrics	metric	NOUN
bracis-33635	183	21	,	,	PUNCT
bracis-33635	183	22	it	it	PRON
bracis-33635	183	23	does	do	AUX
bracis-33635	183	24	have	have	VERB
bracis-33635	183	25	some	some	DET
bracis-33635	183	26	limitations	limitation	NOUN
bracis-33635	183	27	:	:	PUNCT
bracis-33635	183	28	while	while	SCONJ
bracis-33635	183	29	mirnet	mirnet	NOUN
bracis-33635	183	30	is	be	AUX
bracis-33635	183	31	a	a	DET
bracis-33635	183	32	powerful	powerful	ADJ
bracis-33635	183	33	technique	technique	NOUN
bracis-33635	183	34	for	for	ADP
bracis-33635	183	35	image	image	NOUN
bracis-33635	183	36	pre	pre	NOUN
bracis-33635	183	37	=	=	NOUN
bracis-33635	183	38	processing	processing	NOUN
bracis-33635	183	39	,	,	PUNCT
bracis-33635	183	40	determining	determine	VERB
bracis-33635	183	41	the	the	DET
bracis-33635	183	42	best	good	ADJ
bracis-33635	183	43	hyperparameters	hyperparameter	NOUN
bracis-33635	183	44	to	to	PART
bracis-33635	183	45	optimize	optimize	VERB
bracis-33635	183	46	its	its	PRON
bracis-33635	183	47	performance	performance	NOUN
bracis-33635	183	48	automatically	automatically	ADV
bracis-33635	183	49	is	be	AUX
bracis-33635	183	50	still	still	ADV
bracis-33635	183	51	necessary	necessary	ADJ
bracis-33635	183	52	.	.	PUNCT
bracis-33635	184	1	we	we	PRON
bracis-33635	184	2	limited	limit	VERB
bracis-33635	184	3	our	our	PRON
bracis-33635	184	4	analysis	analysis	NOUN
bracis-33635	184	5	to	to	ADP
bracis-33635	184	6	the	the	DET
bracis-33635	184	7	inceptionv3	inceptionv3	NOUN
bracis-33635	184	8	architecture	architecture	NOUN
bracis-33635	184	9	for	for	ADP
bracis-33635	184	10	classification	classification	NOUN
bracis-33635	184	11	,	,	PUNCT
bracis-33635	184	12	but	but	CCONJ
bracis-33635	184	13	exploring	explore	VERB
bracis-33635	184	14	other	other	ADJ
bracis-33635	184	15	cnn	cnn	PROPN
bracis-33635	184	16	architectures	architecture	NOUN
bracis-33635	184	17	could	could	AUX
bracis-33635	184	18	further	far	ADV
bracis-33635	184	19	validate	validate	VERB
bracis-33635	184	20	the	the	DET
bracis-33635	184	21	proposed	propose	VERB
bracis-33635	184	22	method	method	NOUN
bracis-33635	184	23	.	.	PUNCT
bracis-33635	185	1	although	although	SCONJ
bracis-33635	185	2	we	we	PRON
bracis-33635	185	3	conducted	conduct	VERB
bracis-33635	185	4	experiments	experiment	NOUN
bracis-33635	185	5	to	to	PART
bracis-33635	185	6	empirically	empirically	ADV
bracis-33635	185	7	adjust	adjust	VERB
bracis-33635	185	8	the	the	DET
bracis-33635	185	9	model	model	NOUN
bracis-33635	185	10	’s	’s	PART
bracis-33635	185	11	hyperparameters	hyperparameter	NOUN
bracis-33635	185	12	,	,	PUNCT
bracis-33635	185	13	an	an	DET
bracis-33635	185	14	automated	automate	VERB
bracis-33635	185	15	approach	approach	NOUN
bracis-33635	185	16	for	for	ADP
bracis-33635	185	17	selecting	select	VERB
bracis-33635	185	18	the	the	DET
bracis-33635	185	19	best	good	ADJ
bracis-33635	185	20	hyperparameters	hyperparameter	NOUN
bracis-33635	185	21	could	could	AUX
bracis-33635	185	22	enhance	enhance	VERB
bracis-33635	185	23	the	the	DET
bracis-33635	185	24	method	method	NOUN
bracis-33635	185	25	’s	’s	PART
bracis-33635	185	26	performance	performance	NOUN
bracis-33635	185	27	.	.	PUNCT
bracis-33635	186	1	these	these	DET
bracis-33635	186	2	considerations	consideration	NOUN
bracis-33635	186	3	about	about	ADP
bracis-33635	186	4	advantages	advantage	NOUN
bracis-33635	186	5	and	and	CCONJ
bracis-33635	186	6	limitations	limitation	NOUN
bracis-33635	186	7	provide	provide	VERB
bracis-33635	186	8	a	a	DET
bracis-33635	186	9	comprehensive	comprehensive	ADJ
bracis-33635	186	10	view	view	NOUN
bracis-33635	186	11	of	of	ADP
bracis-33635	186	12	our	our	PRON
bracis-33635	186	13	method	method	NOUN
bracis-33635	186	14	and	and	CCONJ
bracis-33635	186	15	highlight	highlight	VERB
bracis-33635	186	16	areas	area	NOUN
bracis-33635	186	17	for	for	ADP
bracis-33635	186	18	future	future	ADJ
bracis-33635	186	19	work	work	NOUN
bracis-33635	186	20	.	.	PUNCT
bracis-33635	187	1	5	5	NUM
bracis-33635	187	2	conclusion	conclusion	NOUN
bracis-33635	187	3	the	the	DET
bracis-33635	187	4	proposed	propose	VERB
bracis-33635	187	5	method	method	NOUN
bracis-33635	187	6	was	be	AUX
bracis-33635	187	7	developed	develop	VERB
bracis-33635	187	8	to	to	PART
bracis-33635	187	9	assist	assist	VERB
bracis-33635	187	10	in	in	ADP
bracis-33635	187	11	the	the	DET
bracis-33635	187	12	diagnosis	diagnosis	NOUN
bracis-33635	187	13	of	of	ADP
bracis-33635	187	14	crc	crc	NOUN
bracis-33635	187	15	,	,	PUNCT
bracis-33635	187	16	one	one	NUM
bracis-33635	187	17	of	of	ADP
bracis-33635	187	18	the	the	DET
bracis-33635	187	19	leading	lead	VERB
bracis-33635	187	20	causes	cause	NOUN
bracis-33635	187	21	of	of	ADP
bracis-33635	187	22	morbidity	morbidity	NOUN
bracis-33635	187	23	and	and	CCONJ
bracis-33635	187	24	mortality	mortality	NOUN
bracis-33635	187	25	worldwide	worldwide	ADV
bracis-33635	187	26	.	.	PUNCT
bracis-33635	188	1	we	we	PRON
bracis-33635	188	2	propose	propose	VERB
bracis-33635	188	3	a	a	DET
bracis-33635	188	4	robust	robust	ADJ
bracis-33635	188	5	automatic	automatic	ADJ
bracis-33635	188	6	method	method	NOUN
bracis-33635	188	7	for	for	ADP
bracis-33635	188	8	classifying	classify	VERB
bracis-33635	188	9	crc	crc	NOUN
bracis-33635	188	10	histopathological	histopathological	ADJ
bracis-33635	188	11	images	image	NOUN
bracis-33635	188	12	,	,	PUNCT
bracis-33635	188	13	aiming	aim	VERB
bracis-33635	188	14	to	to	PART
bracis-33635	188	15	improve	improve	VERB
bracis-33635	188	16	clinical	clinical	ADJ
bracis-33635	188	17	diagnosis	diagnosis	NOUN
bracis-33635	188	18	.	.	PUNCT
bracis-33635	189	1	the	the	DET
bracis-33635	189	2	method	method	NOUN
bracis-33635	189	3	represents	represent	VERB
bracis-33635	189	4	a	a	DET
bracis-33635	189	5	contribution	contribution	NOUN
bracis-33635	189	6	by	by	ADP
bracis-33635	189	7	being	be	AUX
bracis-33635	189	8	the	the	DET
bracis-33635	189	9	first	first	ADJ
bracis-33635	189	10	to	to	PART
bracis-33635	189	11	utilize	utilize	VERB
bracis-33635	189	12	mirnet	mirnet	NOUN
bracis-33635	189	13	for	for	ADP
bracis-33635	189	14	the	the	DET
bracis-33635	189	15	preprocessing	preprocessing	NOUN
bracis-33635	189	16	of	of	ADP
bracis-33635	189	17	crc	crc	ADJ
bracis-33635	189	18	histopathological	histopathological	ADJ
bracis-33635	189	19	images	image	NOUN
bracis-33635	189	20	.	.	PUNCT
bracis-33635	190	1	furthermore	furthermore	ADV
bracis-33635	190	2	,	,	PUNCT
bracis-33635	190	3	with	with	ADP
bracis-33635	190	4	the	the	DET
bracis-33635	190	5	use	use	NOUN
bracis-33635	190	6	of	of	ADP
bracis-33635	190	7	the	the	DET
bracis-33635	190	8	inceptionv3	inceptionv3	NOUN
bracis-33635	190	9	architecture	architecture	NOUN
bracis-33635	190	10	,	,	PUNCT
bracis-33635	190	11	we	we	PRON
bracis-33635	190	12	obtained	obtain	VERB
bracis-33635	190	13	promising	promising	ADJ
bracis-33635	190	14	results	result	NOUN
bracis-33635	190	15	,	,	PUNCT
bracis-33635	190	16	demonstrating	demonstrate	VERB
bracis-33635	190	17	the	the	DET
bracis-33635	190	18	model	model	NOUN
bracis-33635	190	19	’s	’s	PART
bracis-33635	190	20	ability	ability	NOUN
bracis-33635	190	21	to	to	PART
bracis-33635	190	22	extract	extract	VERB
bracis-33635	190	23	discriminative	discriminative	NOUN
bracis-33635	190	24	features	feature	NOUN
bracis-33635	190	25	and	and	CCONJ
bracis-33635	190	26	achieve	achieve	VERB
bracis-33635	190	27	metrics	metric	NOUN
bracis-33635	190	28	superior	superior	ADJ
bracis-33635	190	29	to	to	ADP
bracis-33635	190	30	the	the	DET
bracis-33635	190	31	literature	literature	NOUN
bracis-33635	190	32	.	.	PUNCT
bracis-33635	191	1	as	as	ADP
bracis-33635	191	2	future	future	ADJ
bracis-33635	191	3	work	work	NOUN
bracis-33635	191	4	,	,	PUNCT
bracis-33635	191	5	other	other	ADJ
bracis-33635	191	6	cnn	cnn	PROPN
bracis-33635	191	7	architectures	architecture	NOUN
bracis-33635	191	8	beyond	beyond	ADP
bracis-33635	191	9	inceptionv3	inceptionv3	NOUN
bracis-33635	191	10	could	could	AUX
bracis-33635	191	11	be	be	AUX
bracis-33635	191	12	explored	explore	VERB
bracis-33635	191	13	to	to	PART
bracis-33635	191	14	validate	validate	VERB
bracis-33635	191	15	their	their	PRON
bracis-33635	191	16	use	use	NOUN
bracis-33635	191	17	and	and	CCONJ
bracis-33635	191	18	compare	compare	VERB
bracis-33635	191	19	them	they	PRON
bracis-33635	191	20	with	with	ADP
bracis-33635	191	21	existing	exist	VERB
bracis-33635	191	22	ones	one	NOUN
bracis-33635	191	23	.	.	PUNCT
bracis-33635	192	1	additionally	additionally	ADV
bracis-33635	192	2	,	,	PUNCT
bracis-33635	192	3	it	it	PRON
bracis-33635	192	4	is	be	AUX
bracis-33635	192	5	suggested	suggest	VERB
bracis-33635	192	6	to	to	PART
bracis-33635	192	7	investigate	investigate	VERB
bracis-33635	192	8	automated	automate	VERB
bracis-33635	192	9	techniques	technique	NOUN
bracis-33635	192	10	for	for	ADP
bracis-33635	192	11	hyperparameter	hyperparameter	NOUN
bracis-33635	192	12	selection	selection	NOUN
bracis-33635	192	13	,	,	PUNCT
bracis-33635	192	14	aiming	aim	VERB
bracis-33635	192	15	to	to	PART
bracis-33635	192	16	make	make	VERB
bracis-33635	192	17	the	the	DET
bracis-33635	192	18	method	method	NOUN
bracis-33635	192	19	even	even	ADV
bracis-33635	192	20	more	more	ADV
bracis-33635	192	21	robust	robust	ADJ
bracis-33635	192	22	.	.	PUNCT
bracis-33635	193	1	references	reference	NOUN
bracis-33635	193	2	abdelsamea	abdelsamea	VERB
bracis-33635	193	3	,	,	PUNCT
bracis-33635	193	4	m.m	m.m	PROPN
bracis-33635	193	5	.	.	PROPN
bracis-33635	193	6	,	,	PUNCT
bracis-33635	193	7	zidan	zidan	PROPN
bracis-33635	193	8	,	,	PUNCT
bracis-33635	193	9	u.	u.	PROPN
bracis-33635	193	10	,	,	PUNCT
bracis-33635	193	11	senousy	senousy	PROPN
bracis-33635	193	12	,	,	PUNCT
bracis-33635	193	13	z.	z.	PROPN
bracis-33635	193	14	,	,	PUNCT
bracis-33635	193	15	gaber	gaber	PROPN
bracis-33635	193	16	,	,	PUNCT
bracis-33635	193	17	m.m	m.m	PROPN
bracis-33635	193	18	.	.	PROPN
bracis-33635	193	19	,	,	PUNCT
bracis-33635	193	20	rakha	rakha	PROPN
bracis-33635	193	21	,	,	PUNCT
bracis-33635	193	22	e.	e.	PROPN
bracis-33635	193	23	,	,	PUNCT
bracis-33635	193	24	ilyas	ilyas	PROPN
bracis-33635	193	25	,	,	PUNCT
bracis-33635	193	26	m.	m.	NOUN
bracis-33635	193	27	:	:	PUNCT
bracis-33635	193	28	a	a	DET
bracis-33635	193	29	survey	survey	NOUN
bracis-33635	193	30	on	on	ADP
bracis-33635	193	31	artificial	artificial	ADJ
bracis-33635	193	32	intelligence	intelligence	NOUN
bracis-33635	193	33	in	in	ADP
bracis-33635	193	34	histopathology	histopathology	NOUN
bracis-33635	193	35	image	image	NOUN
bracis-33635	193	36	analysis	analysis	NOUN
bracis-33635	193	37	.	.	PUNCT
bracis-33635	194	1	wiley	wiley	PROPN
bracis-33635	194	2	interdisc	interdisc	PROPN
bracis-33635	194	3	.	.	PUNCT
bracis-33635	195	1	rev	rev	PROPN
bracis-33635	195	2	.	.	PROPN
bracis-33635	195	3	data	data	PROPN
bracis-33635	195	4	min	min	PROPN
bracis-33635	195	5	.	.	PROPN
bracis-33635	195	6	knowl	knowl	PROPN
bracis-33635	195	7	.	.	PUNCT
bracis-33635	196	1	discov	discov	NOUN
bracis-33635	196	2	.	.	PUNCT
bracis-33635	197	1	12(6	12(6	NUM
bracis-33635	197	2	)	)	PUNCT
bracis-33635	197	3	,	,	PUNCT
bracis-33635	197	4	e1474	e1474	CCONJ
bracis-33635	197	5	(	(	PUNCT
bracis-33635	197	6	2022	2022	NUM
bracis-33635	197	7	)	)	PUNCT
bracis-33635	197	8	article	article	NOUN
bracis-33635	197	9	  	  	SPACE
bracis-33635	197	10	google	google	PROPN
bracis-33635	197	11	scholar	scholar	NOUN
bracis-33635	197	12	  	  	SPACE
bracis-33635	197	13	borkowski	borkowski	PROPN
bracis-33635	197	14	,	,	PUNCT
bracis-33635	197	15	a.a	a.a	PROPN
bracis-33635	197	16	.	.	PROPN
bracis-33635	197	17	,	,	PUNCT
bracis-33635	197	18	bui	bui	PROPN
bracis-33635	197	19	,	,	PUNCT
bracis-33635	197	20	m.m	m.m	PROPN
bracis-33635	197	21	.	.	PROPN
bracis-33635	197	22	,	,	PUNCT
bracis-33635	197	23	thomas	thomas	PROPN
bracis-33635	197	24	,	,	PUNCT
bracis-33635	197	25	l.b	l.b	PROPN
bracis-33635	197	26	.	.	PROPN
bracis-33635	197	27	,	,	PUNCT
bracis-33635	197	28	wilson	wilson	PROPN
bracis-33635	197	29	,	,	PUNCT
bracis-33635	197	30	c.p	c.p	PROPN
bracis-33635	197	31	.	.	PROPN
bracis-33635	197	32	,	,	PUNCT
bracis-33635	197	33	deland	deland	PROPN
bracis-33635	197	34	,	,	PUNCT
bracis-33635	197	35	l.a	l.a	PROPN
bracis-33635	197	36	.	.	PROPN
bracis-33635	197	37	,	,	PUNCT
bracis-33635	197	38	mastorides	mastoride	NOUN
bracis-33635	197	39	,	,	PUNCT
bracis-33635	197	40	s.m	s.m	PROPN
bracis-33635	197	41	.	.	PROPN
bracis-33635	197	42	:	:	PUNCT
bracis-33635	198	1	lung	lung	NOUN
bracis-33635	198	2	and	and	CCONJ
bracis-33635	198	3	colon	colon	NOUN
bracis-33635	198	4	cancer	cancer	NOUN
bracis-33635	198	5	histopathological	histopathological	ADJ
bracis-33635	198	6	image	image	NOUN
bracis-33635	198	7	dataset	dataset	NOUN
bracis-33635	198	8	(	(	PUNCT
bracis-33635	198	9	lc25000	lc25000	PROPN
bracis-33635	198	10	)	)	PUNCT
bracis-33635	198	11	.	.	PUNCT
bracis-33635	199	1	arxiv	arxiv	PROPN
bracis-33635	199	2	preprint	preprint	VERB
bracis-33635	199	3	arxiv:1912.12142	arxiv:1912.12142	PROPN
bracis-33635	199	4	(	(	PUNCT
bracis-33635	199	5	2019	2019	NUM
bracis-33635	199	6	)	)	PUNCT
bracis-33635	199	7	bray	bray	PROPN
bracis-33635	199	8	,	,	PUNCT
bracis-33635	199	9	f.	f.	PROPN
bracis-33635	199	10	,	,	PUNCT
bracis-33635	199	11	ferlay	ferlay	PROPN
bracis-33635	199	12	,	,	PUNCT
bracis-33635	199	13	j.	j.	PROPN
bracis-33635	199	14	,	,	PUNCT
bracis-33635	199	15	soerjomataram	soerjomataram	PROPN
bracis-33635	199	16	,	,	PUNCT
bracis-33635	199	17	i.	i.	PROPN
bracis-33635	199	18	,	,	PUNCT
bracis-33635	199	19	siegel	siegel	PROPN
bracis-33635	199	20	,	,	PUNCT
bracis-33635	199	21	r.	r.	PROPN
bracis-33635	199	22	,	,	PUNCT
bracis-33635	199	23	torre	torre	PROPN
bracis-33635	199	24	,	,	PUNCT
bracis-33635	199	25	l.	l.	PROPN
bracis-33635	199	26	,	,	PUNCT
bracis-33635	199	27	jemal	jemal	PROPN
bracis-33635	199	28	,	,	PUNCT
bracis-33635	199	29	a.	a.	NOUN
bracis-33635	199	30	,	,	PUNCT
bracis-33635	199	31	et	et	PROPN
bracis-33635	199	32	al	al	PROPN
bracis-33635	199	33	.	.	PROPN
bracis-33635	199	34	:	:	PUNCT
bracis-33635	200	1	erratum	erratum	PROPN
bracis-33635	200	2	:	:	PUNCT
bracis-33635	200	3	global	global	ADJ
bracis-33635	200	4	cancer	cancer	NOUN
bracis-33635	200	5	statistics	statistic	NOUN
bracis-33635	200	6	2018	2018	NUM
bracis-33635	200	7	:	:	PUNCT
bracis-33635	200	8	globocan	globocan	PROPN
bracis-33635	200	9	estimates	estimate	NOUN
bracis-33635	200	10	of	of	ADP
bracis-33635	200	11	incidence	incidence	NOUN
bracis-33635	200	12	and	and	CCONJ
bracis-33635	200	13	mortality	mortality	NOUN
bracis-33635	200	14	worldwide	worldwide	ADV
bracis-33635	200	15	for	for	ADP
bracis-33635	200	16	36	36	NUM
bracis-33635	200	17	cancers	cancer	NOUN
bracis-33635	200	18	in	in	ADP
bracis-33635	200	19	185	185	NUM
bracis-33635	200	20	countries	country	NOUN
bracis-33635	200	21	.	.	PUNCT
bracis-33635	201	1	ca	can	AUX
bracis-33635	201	2	cancer	cancer	PROPN
bracis-33635	201	3	j.	j.	PROPN
bracis-33635	201	4	clin	clin	PROPN
bracis-33635	201	5	.	.	PUNCT
bracis-33635	202	1	70(4	70(4	X
bracis-33635	202	2	)	)	PUNCT
bracis-33635	202	3	,	,	PUNCT
bracis-33635	202	4	313	313	NUM
bracis-33635	202	5	(	(	PUNCT
bracis-33635	202	6	2020	2020	NUM
bracis-33635	202	7	)	)	PUNCT
bracis-33635	202	8	article	article	NOUN
bracis-33635	202	9	  	  	SPACE
bracis-33635	202	10	google	google	PROPN
bracis-33635	202	11	scholar	scholar	NOUN
bracis-33635	202	12	  	  	SPACE
bracis-33635	202	13	bukhari	bukhari	NOUN
bracis-33635	202	14	,	,	PUNCT
bracis-33635	202	15	s.u.k	s.u.k	NOUN
bracis-33635	202	16	.	.	PROPN
bracis-33635	202	17	,	,	PUNCT
bracis-33635	202	18	syed	syed	ADJ
bracis-33635	202	19	,	,	PUNCT
bracis-33635	202	20	a.	a.	NOUN
bracis-33635	202	21	,	,	PUNCT
bracis-33635	202	22	bokhari	bokhari	PROPN
bracis-33635	202	23	,	,	PUNCT
bracis-33635	202	24	s.k.a	s.k.a	PROPN
bracis-33635	202	25	.	.	PROPN
bracis-33635	202	26	,	,	PUNCT
bracis-33635	202	27	hussain	hussain	PROPN
bracis-33635	202	28	,	,	PUNCT
bracis-33635	202	29	s.s	s.s	PROPN
bracis-33635	202	30	.	.	PROPN
bracis-33635	202	31	,	,	PUNCT
bracis-33635	202	32	armaghan	armaghan	ADV
bracis-33635	202	33	,	,	PUNCT
bracis-33635	202	34	s.u	s.u	PROPN
bracis-33635	202	35	.	.	PROPN
bracis-33635	202	36	,	,	PUNCT
bracis-33635	202	37	shah	shah	PROPN
bracis-33635	202	38	,	,	PUNCT
bracis-33635	202	39	s.s.h	s.s.h	PROPN
bracis-33635	202	40	.	.	PUNCT
bracis-33635	202	41	:	:	PUNCT
bracis-33635	203	1	the	the	DET
bracis-33635	203	2	histological	histological	ADJ
bracis-33635	203	3	diagnosis	diagnosis	NOUN
bracis-33635	203	4	of	of	ADP
bracis-33635	203	5	colonic	colonic	ADJ
bracis-33635	203	6	adenocarcinoma	adenocarcinoma	NOUN
bracis-33635	203	7	by	by	ADP
bracis-33635	203	8	applying	apply	VERB
bracis-33635	203	9	partial	partial	ADJ
bracis-33635	203	10	self	self	NOUN
bracis-33635	203	11	supervised	supervise	VERB
bracis-33635	203	12	learning	learning	NOUN
bracis-33635	203	13	.	.	PUNCT
bracis-33635	204	1	medrxiv	medrxiv	INTJ
bracis-33635	204	2	,	,	PUNCT
bracis-33635	204	3	pp	pp	PROPN
bracis-33635	204	4	.	.	PUNCT
bracis-33635	205	1	2020–08	2020–08	NUM
bracis-33635	205	2	(	(	PUNCT
bracis-33635	205	3	2020	2020	NUM
bracis-33635	205	4	)	)	PUNCT
bracis-33635	205	5	google	google	NOUN
bracis-33635	205	6	scholar	scholar	NOUN
bracis-33635	205	7	  	  	SPACE
bracis-33635	205	8	candelero	candelero	NOUN
bracis-33635	205	9	,	,	PUNCT
bracis-33635	205	10	d.	d.	PROPN
bracis-33635	205	11	,	,	PUNCT
bracis-33635	205	12	roberto	roberto	PROPN
bracis-33635	205	13	,	,	PUNCT
bracis-33635	205	14	g.f	g.f	PROPN
bracis-33635	205	15	.	.	PROPN
bracis-33635	205	16	,	,	PUNCT
bracis-33635	205	17	do	do	VERB
bracis-33635	205	18	 	 	SPACE
bracis-33635	205	19	nascimento	nascimento	PROPN
bracis-33635	205	20	,	,	PUNCT
bracis-33635	205	21	m.z	m.z	PROPN
bracis-33635	205	22	.	.	PROPN
bracis-33635	205	23	,	,	PUNCT
bracis-33635	205	24	rozendo	rozendo	NOUN
bracis-33635	205	25	,	,	PUNCT
bracis-33635	205	26	g.b	g.b	PROPN
bracis-33635	205	27	.	.	PROPN
bracis-33635	205	28	,	,	PUNCT
bracis-33635	205	29	neves	neves	PROPN
bracis-33635	205	30	,	,	PUNCT
bracis-33635	205	31	l.a	l.a	PROPN
bracis-33635	205	32	.	.	PROPN
bracis-33635	205	33	:	:	PUNCT
bracis-33635	206	1	selection	selection	NOUN
bracis-33635	206	2	of	of	ADP
bracis-33635	206	3	cnn	cnn	PROPN
bracis-33635	206	4	,	,	PUNCT
bracis-33635	206	5	haralick	haralick	PROPN
bracis-33635	206	6	and	and	CCONJ
bracis-33635	206	7	fractal	fractal	ADJ
bracis-33635	206	8	features	feature	NOUN
bracis-33635	206	9	based	base	VERB
bracis-33635	206	10	on	on	ADP
bracis-33635	206	11	evolutionary	evolutionary	ADJ
bracis-33635	206	12	algorithms	algorithm	NOUN
bracis-33635	206	13	for	for	ADP
bracis-33635	206	14	classification	classification	NOUN
bracis-33635	206	15	of	of	ADP
bracis-33635	206	16	histological	histological	ADJ
bracis-33635	206	17	images	image	NOUN
bracis-33635	206	18	.	.	PUNCT
bracis-33635	207	1	in	in	ADP
bracis-33635	207	2	:	:	PUNCT
bracis-33635	207	3	2020	2020	NUM
bracis-33635	207	4	ieee	ieee	PROPN
bracis-33635	207	5	international	international	ADJ
bracis-33635	207	6	conference	conference	NOUN
bracis-33635	207	7	on	on	ADP
bracis-33635	207	8	bioinformatics	bioinformatics	NOUN
bracis-33635	207	9	and	and	CCONJ
bracis-33635	207	10	biomedicine	biomedicine	NOUN
bracis-33635	207	11	(	(	PUNCT
bracis-33635	207	12	bibm	bibm	PROPN
bracis-33635	207	13	)	)	PUNCT
bracis-33635	207	14	,	,	PUNCT
bracis-33635	207	15	pp	pp	ADP
bracis-33635	207	16	.	.	PUNCT
bracis-33635	208	1	2709–2716	2709–2716	NOUN
bracis-33635	208	2	.	.	PUNCT
bracis-33635	209	1	ieee	ieee	NOUN
bracis-33635	209	2	(	(	PUNCT
bracis-33635	209	3	2020	2020	NUM
bracis-33635	209	4	)	)	PUNCT
bracis-33635	209	5	google	google	PROPN
bracis-33635	209	6	scholar	scholar	NOUN
bracis-33635	209	7	  	  	SPACE
bracis-33635	209	8	chollet	chollet	NOUN
bracis-33635	209	9	,	,	PUNCT
bracis-33635	209	10	f.	f.	PROPN
bracis-33635	209	11	,	,	PUNCT
bracis-33635	209	12	et	et	PROPN
bracis-33635	209	13	 	 	SPACE
bracis-33635	209	14	al	al	PROPN
bracis-33635	209	15	.	.	PROPN
bracis-33635	209	16	:	:	PUNCT
bracis-33635	209	17	keras	keras	PROPN
bracis-33635	209	18	.	.	PUNCT
bracis-33635	210	1	https://keras.io	https://keras.io	PROPN
bracis-33635	210	2	(	(	PUNCT
bracis-33635	210	3	2015	2015	NUM
bracis-33635	210	4	)	)	PUNCT
bracis-33635	210	5	crespo	crespo	PROPN
bracis-33635	210	6	,	,	PUNCT
bracis-33635	210	7	j.	j.	PROPN
bracis-33635	210	8	,	,	PUNCT
bracis-33635	210	9	victorino	victorino	PROPN
bracis-33635	210	10	,	,	PUNCT
bracis-33635	210	11	a.p	a.p	PROPN
bracis-33635	210	12	.	.	PROPN
bracis-33635	210	13	,	,	PUNCT
bracis-33635	210	14	araujo	araujo	PROPN
bracis-33635	210	15	,	,	PUNCT
bracis-33635	210	16	k.	k.	PROPN
bracis-33635	210	17	,	,	PUNCT
bracis-33635	210	18	araujo	araujo	PROPN
bracis-33635	210	19	,	,	PUNCT
bracis-33635	210	20	l.h	l.h	PROPN
bracis-33635	210	21	.	.	PROPN
bracis-33635	210	22	,	,	PUNCT
bracis-33635	210	23	vieira	vieira	PROPN
bracis-33635	210	24	,	,	PUNCT
bracis-33635	210	25	f.m.d.a.c	f.m.d.a.c	NOUN
bracis-33635	210	26	.	.	PUNCT
bracis-33635	210	27	:	:	PUNCT
bracis-33635	210	28	colorectal	colorectal	ADJ
bracis-33635	210	29	cancer	cancer	NOUN
bracis-33635	210	30	biomarkers	biomarker	NOUN
bracis-33635	210	31	and	and	CCONJ
bracis-33635	210	32	their	their	PRON
bracis-33635	210	33	impact	impact	NOUN
bracis-33635	210	34	on	on	ADP
bracis-33635	210	35	the	the	DET
bracis-33635	210	36	clinical	clinical	ADJ
bracis-33635	210	37	practice	practice	NOUN
bracis-33635	210	38	.	.	PUNCT
bracis-33635	211	1	braz	braz	PROPN
bracis-33635	211	2	.	.	PUNCT
bracis-33635	212	1	j.	j.	PROPN
bracis-33635	212	2	oncol	oncol	PROPN
bracis-33635	212	3	.	.	PUNCT
bracis-33635	213	1	17	17	NUM
bracis-33635	213	2	,	,	PUNCT
bracis-33635	213	3	1–14	1–14	PROPN
bracis-33635	213	4	(	(	PUNCT
bracis-33635	213	5	2021	2021	NUM
bracis-33635	213	6	)	)	PUNCT
bracis-33635	213	7	google	google	NOUN
bracis-33635	213	8	scholar	scholar	NOUN
bracis-33635	213	9	  	  	SPACE
bracis-33635	213	10	dabass	dabass	NOUN
bracis-33635	213	11	,	,	PUNCT
bracis-33635	213	12	m.	m.	NOUN
bracis-33635	213	13	,	,	PUNCT
bracis-33635	213	14	vig	vig	PROPN
bracis-33635	213	15	,	,	PUNCT
bracis-33635	213	16	r.	r.	PROPN
bracis-33635	213	17	,	,	PUNCT
bracis-33635	213	18	vashisth	vashisth	NOUN
bracis-33635	213	19	,	,	PUNCT
bracis-33635	213	20	s.	s.	PROPN
bracis-33635	213	21	:	:	PUNCT
bracis-33635	213	22	five	five	NUM
bracis-33635	213	23	-	-	PUNCT
bracis-33635	213	24	grade	grade	NOUN
bracis-33635	213	25	cancer	cancer	NOUN
bracis-33635	213	26	classification	classification	NOUN
bracis-33635	213	27	of	of	ADP
bracis-33635	213	28	colon	colon	NOUN
bracis-33635	213	29	histology	histology	NOUN
bracis-33635	213	30	images	image	NOUN
bracis-33635	213	31	via	via	ADP
bracis-33635	213	32	deep	deep	ADJ
bracis-33635	213	33	learning	learning	NOUN
bracis-33635	213	34	.	.	PUNCT
bracis-33635	214	1	in	in	ADP
bracis-33635	214	2	:	:	PUNCT
bracis-33635	214	3	communication	communication	NOUN
bracis-33635	214	4	and	and	CCONJ
bracis-33635	214	5	computing	computing	NOUN
bracis-33635	214	6	systems	system	NOUN
bracis-33635	214	7	,	,	PUNCT
bracis-33635	214	8	pp	pp	ADJ
bracis-33635	214	9	.	.	PUNCT
bracis-33635	215	1	18–24	18–24	X
bracis-33635	215	2	.	.	PUNCT
bracis-33635	216	1	crc	crc	PROPN
bracis-33635	216	2	press	press	PROPN
bracis-33635	216	3	(	(	PUNCT
bracis-33635	216	4	2019	2019	NUM
bracis-33635	216	5	)	)	PUNCT
bracis-33635	216	6	google	google	PROPN
bracis-33635	216	7	scholar	scholar	NOUN
bracis-33635	216	8	  	  	SPACE
bracis-33635	216	9	diniz	diniz	PROPN
bracis-33635	216	10	,	,	PUNCT
bracis-33635	216	11	j.o	j.o	PROPN
bracis-33635	216	12	.	.	PROPN
bracis-33635	216	13	,	,	PUNCT
bracis-33635	216	14	et	et	PROPN
bracis-33635	216	15	al	al	PROPN
bracis-33635	216	16	.	.	PUNCT
bracis-33635	216	17	:	:	PUNCT
bracis-33635	217	1	detecçao	detecçao	PROPN
bracis-33635	217	2	de	de	PROPN
bracis-33635	217	3	covid-19	covid-19	PROPN
bracis-33635	217	4	em	em	PROPN
bracis-33635	217	5	imagens	imagen	VERB
bracis-33635	217	6	de	de	X
bracis-33635	217	7	raio	raio	PROPN
bracis-33635	217	8	-	-	PUNCT
bracis-33635	217	9	x	x	SYM
bracis-33635	217	10	de	de	PROPN
bracis-33635	217	11	tórax	tórax	PROPN
bracis-33635	217	12	através	através	PROPN
bracis-33635	217	13	de	de	PROPN
bracis-33635	217	14	seleçao	seleçao	PROPN
bracis-33635	217	15	automática	automática	PROPN
bracis-33635	217	16	de	de	PROPN
bracis-33635	217	17	pré	pré	PROPN
bracis-33635	217	18	-	-	PROPN
bracis-33635	217	19	processamento	processamento	NOUN
bracis-33635	217	20	e	e	X
bracis-33635	217	21	de	de	X
bracis-33635	217	22	rede	rede	X
bracis-33635	217	23	neural	neural	PROPN
bracis-33635	217	24	convolucional	convolucional	PROPN
bracis-33635	217	25	.	.	PUNCT
bracis-33635	218	1	in	in	ADP
bracis-33635	218	2	:	:	PUNCT
bracis-33635	218	3	anais	anais	PROPN
bracis-33635	218	4	do	do	AUX
bracis-33635	218	5	xxiii	xxiii	PROPN
bracis-33635	218	6	simpósio	simpósio	PROPN
bracis-33635	218	7	brasileiro	brasileiro	PROPN
bracis-33635	218	8	de	de	X
bracis-33635	218	9	computação	computação	X
bracis-33635	218	10	aplicada	aplicada	PROPN
bracis-33635	218	11	à	à	X
bracis-33635	218	12	saúde	saúde	PROPN
bracis-33635	218	13	,	,	PUNCT
bracis-33635	218	14	pp	pp	ADJ
bracis-33635	218	15	.	.	PUNCT
bracis-33635	219	1	162–173	162–173	NUM
bracis-33635	219	2	.	.	PUNCT
bracis-33635	220	1	sbc	sbc	NOUN
bracis-33635	220	2	(	(	PUNCT
bracis-33635	220	3	2023	2023	NUM
bracis-33635	220	4	)	)	PUNCT
bracis-33635	220	5	google	google	PROPN
bracis-33635	220	6	scholar	scholar	NOUN
bracis-33635	220	7	  	  	SPACE
bracis-33635	220	8	diniz	diniz	PROPN
bracis-33635	220	9	,	,	PUNCT
bracis-33635	220	10	j.o	j.o	PROPN
bracis-33635	220	11	.	.	PROPN
bracis-33635	220	12	,	,	PUNCT
bracis-33635	220	13	et	et	PROPN
bracis-33635	220	14	al	al	PROPN
bracis-33635	220	15	.	.	PROPN
bracis-33635	220	16	:	:	PUNCT
bracis-33635	221	1	efficientxyz	efficientxyz	NOUN
bracis-33635	221	2	-	-	PUNCT
bracis-33635	221	3	deepfeatures	deepfeature	VERB
bracis-33635	221	4	:	:	PUNCT
bracis-33635	221	5	seleção	seleção	PROPN
bracis-33635	221	6	de	de	X
bracis-33635	221	7	esquema	esquema	X
bracis-33635	221	8	de	de	PROPN
bracis-33635	221	9	cor	cor	PROPN
bracis-33635	221	10	e	e	PROPN
bracis-33635	221	11	arquitetura	arquitetura	PROPN
bracis-33635	221	12	deep	deep	ADJ
bracis-33635	221	13	features	feature	VERB
bracis-33635	221	14	na	na	INTJ
bracis-33635	221	15	classificação	classificação	PROPN
bracis-33635	221	16	de	de	PROPN
bracis-33635	221	17	câncer	câncer	PROPN
bracis-33635	221	18	de	de	PROPN
bracis-33635	221	19	cólon	cólon	PROPN
bracis-33635	221	20	em	em	PROPN
bracis-33635	221	21	imagens	imagen	VERB
bracis-33635	221	22	histopatológicas	histopatológica	NOUN
bracis-33635	221	23	.	.	PUNCT
bracis-33635	222	1	in	in	ADP
bracis-33635	222	2	:	:	PUNCT
bracis-33635	222	3	simpósio	simpósio	PROPN
bracis-33635	222	4	brasileiro	brasileiro	PROPN
bracis-33635	222	5	de	de	X
bracis-33635	222	6	computação	computação	X
bracis-33635	222	7	aplicada	aplicada	X
bracis-33635	222	8	à	à	X
bracis-33635	222	9	saúde	saúde	PROPN
bracis-33635	222	10	(	(	PUNCT
bracis-33635	222	11	sbcas	sbcas	ADJ
bracis-33635	222	12	)	)	PUNCT
bracis-33635	222	13	,	,	PUNCT
bracis-33635	222	14	pp	pp	PROPN
bracis-33635	222	15	.	.	PUNCT
bracis-33635	222	16	82–93	82–93	NUM
bracis-33635	222	17	.	.	PUNCT
bracis-33635	223	1	sbc	sbc	NOUN
bracis-33635	223	2	(	(	PUNCT
bracis-33635	223	3	2024	2024	NUM
bracis-33635	223	4	)	)	PUNCT
bracis-33635	223	5	google	google	PROPN
bracis-33635	223	6	scholar	scholar	NOUN
bracis-33635	223	7	  	  	SPACE
bracis-33635	223	8	diniz	diniz	PROPN
bracis-33635	223	9	,	,	PUNCT
bracis-33635	223	10	j.o.b	j.o.b	PROPN
bracis-33635	223	11	.	.	PUNCT
bracis-33635	223	12	,	,	PUNCT
bracis-33635	223	13	et	et	PROPN
bracis-33635	223	14	al	al	PROPN
bracis-33635	223	15	.	.	PUNCT
bracis-33635	223	16	:	:	PUNCT
bracis-33635	224	1	heart	heart	NOUN
bracis-33635	224	2	segmentation	segmentation	NOUN
bracis-33635	224	3	in	in	ADP
bracis-33635	224	4	planning	plan	VERB
bracis-33635	224	5	ct	ct	NUM
bracis-33635	224	6	using	use	VERB
bracis-33635	224	7	2.5d	2.5d	PROPN
bracis-33635	224	8	u	u	PROPN
bracis-33635	224	9	-	-	NOUN
bracis-33635	224	10	net++	net++	PROPN
bracis-33635	224	11	with	with	ADP
bracis-33635	224	12	attention	attention	NOUN
bracis-33635	224	13	gate	gate	NOUN
bracis-33635	224	14	.	.	PUNCT
bracis-33635	225	1	comput	comput	NOUN
bracis-33635	225	2	.	.	PUNCT
bracis-33635	226	1	methods	method	NOUN
bracis-33635	226	2	biomech	biomech	PROPN
bracis-33635	226	3	.	.	PUNCT
bracis-33635	226	4	biomed	biome	VERB
bracis-33635	226	5	.	.	PUNCT
bracis-33635	227	1	eng	eng	PROPN
bracis-33635	227	2	.	.	PUNCT
bracis-33635	228	1	imag	imag	PROPN
bracis-33635	228	2	.	.	PUNCT
bracis-33635	229	1	vis	vis	X
bracis-33635	229	2	.	.	PROPN
bracis-33635	229	3	11(3	11(3	NUM
bracis-33635	229	4	)	)	PUNCT
bracis-33635	229	5	,	,	PUNCT
bracis-33635	229	6	317–325	317–325	NUM
bracis-33635	229	7	(	(	PUNCT
bracis-33635	229	8	2023	2023	NUM
bracis-33635	229	9	)	)	PUNCT
bracis-33635	229	10	google	google	PROPN
bracis-33635	229	11	scholar	scholar	NOUN
bracis-33635	229	12	  	  	SPACE
bracis-33635	229	13	diniz	diniz	PROPN
bracis-33635	229	14	,	,	PUNCT
bracis-33635	229	15	j.o.b	j.o.b	PROPN
bracis-33635	229	16	.	.	PUNCT
bracis-33635	229	17	,	,	PUNCT
bracis-33635	229	18	diniz	diniz	PROPN
bracis-33635	229	19	,	,	PUNCT
bracis-33635	229	20	p.h.b	p.h.b	PROPN
bracis-33635	229	21	.	.	PROPN
bracis-33635	229	22	,	,	PUNCT
bracis-33635	229	23	valente	valente	PROPN
bracis-33635	229	24	,	,	PUNCT
bracis-33635	229	25	t.l.a	t.l.a	PROPN
bracis-33635	229	26	.	.	PROPN
bracis-33635	229	27	,	,	PUNCT
bracis-33635	229	28	silva	silva	PROPN
bracis-33635	229	29	,	,	PUNCT
bracis-33635	229	30	a.c	a.c	PROPN
bracis-33635	229	31	.	.	PROPN
bracis-33635	229	32	,	,	PUNCT
bracis-33635	229	33	paiva	paiva	PROPN
bracis-33635	229	34	,	,	PUNCT
bracis-33635	229	35	a.c	a.c	PROPN
bracis-33635	229	36	.	.	PROPN
bracis-33635	229	37	:	:	PUNCT
bracis-33635	229	38	spinal	spinal	ADJ
bracis-33635	229	39	cord	cord	NOUN
bracis-33635	229	40	detection	detection	NOUN
bracis-33635	229	41	in	in	ADP
bracis-33635	229	42	planning	plan	VERB
bracis-33635	229	43	ct	ct	PRON
bracis-33635	229	44	for	for	ADP
bracis-33635	229	45	radiotherapy	radiotherapy	NOUN
bracis-33635	229	46	through	through	ADP
bracis-33635	229	47	adaptive	adaptive	ADJ
bracis-33635	229	48	template	template	NOUN
bracis-33635	229	49	matching	matching	NOUN
bracis-33635	229	50	,	,	PUNCT
bracis-33635	229	51	imslic	imslic	ADJ
bracis-33635	229	52	and	and	CCONJ
bracis-33635	229	53	convolutional	convolutional	ADJ
bracis-33635	229	54	neural	neural	ADJ
bracis-33635	229	55	networks	network	NOUN
bracis-33635	229	56	.	.	PUNCT
bracis-33635	230	1	comput	comput	NOUN
bracis-33635	230	2	.	.	PUNCT
bracis-33635	231	1	methods	method	NOUN
bracis-33635	231	2	programs	program	NOUN
bracis-33635	231	3	biomed	biome	VERB
bracis-33635	231	4	.	.	PUNCT
bracis-33635	232	1	170	170	NUM
bracis-33635	232	2	,	,	PUNCT
bracis-33635	232	3	53–67	53–67	NUM
bracis-33635	232	4	(	(	PUNCT
bracis-33635	232	5	2019	2019	NUM
bracis-33635	232	6	)	)	PUNCT
bracis-33635	232	7	article	article	NOUN
bracis-33635	232	8	  	  	SPACE
bracis-33635	232	9	math	math	NOUN
bracis-33635	232	10	  	  	SPACE
bracis-33635	232	11	google	google	PROPN
bracis-33635	232	12	scholar	scholar	NOUN
bracis-33635	232	13	  	  	SPACE
bracis-33635	232	14	diniz	diniz	PROPN
bracis-33635	232	15	,	,	PUNCT
bracis-33635	232	16	j.o.b	j.o.b	PROPN
bracis-33635	232	17	.	.	PUNCT
bracis-33635	232	18	,	,	PUNCT
bracis-33635	232	19	diniz	diniz	PROPN
bracis-33635	232	20	,	,	PUNCT
bracis-33635	232	21	p.h.b	p.h.b	PROPN
bracis-33635	232	22	.	.	PROPN
bracis-33635	232	23	,	,	PUNCT
bracis-33635	232	24	valente	valente	PROPN
bracis-33635	232	25	,	,	PUNCT
bracis-33635	232	26	t.l.a	t.l.a	PROPN
bracis-33635	232	27	.	.	PROPN
bracis-33635	232	28	,	,	PUNCT
bracis-33635	232	29	silva	silva	PROPN
bracis-33635	232	30	,	,	PUNCT
bracis-33635	232	31	a.c	a.c	PROPN
bracis-33635	232	32	.	.	PROPN
bracis-33635	232	33	,	,	PUNCT
bracis-33635	232	34	de	de	PROPN
bracis-33635	232	35	paiva	paiva	PROPN
bracis-33635	232	36	,	,	PUNCT
bracis-33635	232	37	a.c	a.c	PROPN
bracis-33635	232	38	.	.	PROPN
bracis-33635	232	39	,	,	PUNCT
bracis-33635	232	40	gattass	gattass	NOUN
bracis-33635	232	41	,	,	PUNCT
bracis-33635	232	42	m.	m.	NOUN
bracis-33635	232	43	:	:	PUNCT
bracis-33635	232	44	detection	detection	NOUN
bracis-33635	232	45	of	of	ADP
bracis-33635	232	46	mass	mass	ADJ
bracis-33635	232	47	regions	region	NOUN
bracis-33635	232	48	in	in	ADP
bracis-33635	232	49	mammograms	mammogram	NOUN
bracis-33635	232	50	by	by	ADP
bracis-33635	232	51	bilateral	bilateral	ADJ
bracis-33635	232	52	analysis	analysis	NOUN
bracis-33635	232	53	adapted	adapt	VERB
bracis-33635	232	54	to	to	ADP
bracis-33635	232	55	breast	breast	NOUN
bracis-33635	232	56	density	density	NOUN
bracis-33635	232	57	using	use	VERB
bracis-33635	232	58	similarity	similarity	NOUN
bracis-33635	232	59	indexes	index	NOUN
bracis-33635	232	60	and	and	CCONJ
bracis-33635	232	61	convolutional	convolutional	ADJ
bracis-33635	232	62	neural	neural	ADJ
bracis-33635	232	63	networks	network	NOUN
bracis-33635	232	64	.	.	PUNCT
bracis-33635	233	1	comput	comput	NOUN
bracis-33635	233	2	.	.	PUNCT
bracis-33635	234	1	methods	method	NOUN
bracis-33635	234	2	programs	program	NOUN
bracis-33635	234	3	biomed	biome	VERB
bracis-33635	234	4	.	.	PUNCT
bracis-33635	235	1	156	156	NUM
bracis-33635	235	2	,	,	PUNCT
bracis-33635	235	3	191–207	191–207	NUM
bracis-33635	235	4	(	(	PUNCT
bracis-33635	235	5	2018	2018	NUM
bracis-33635	235	6	)	)	PUNCT
bracis-33635	235	7	article	article	NOUN
bracis-33635	235	8	  	  	SPACE
bracis-33635	235	9	math	math	NOUN
bracis-33635	235	10	  	  	SPACE
bracis-33635	235	11	google	google	PROPN
bracis-33635	235	12	scholar	scholar	NOUN
bracis-33635	235	13	  	  	SPACE
bracis-33635	235	14	diniz	diniz	PROPN
bracis-33635	235	15	,	,	PUNCT
bracis-33635	235	16	j.o.b	j.o.b	PROPN
bracis-33635	235	17	.	.	PUNCT
bracis-33635	235	18	,	,	PUNCT
bracis-33635	235	19	ferreira	ferreira	PROPN
bracis-33635	235	20	,	,	PUNCT
bracis-33635	235	21	j.l	j.l	PROPN
bracis-33635	235	22	.	.	PROPN
bracis-33635	235	23	,	,	PUNCT
bracis-33635	235	24	cortes	corte	NOUN
bracis-33635	235	25	,	,	PUNCT
bracis-33635	235	26	o.a.c	o.a.c	NOUN
bracis-33635	235	27	.	.	PUNCT
bracis-33635	235	28	,	,	PUNCT
bracis-33635	235	29	silva	silva	PROPN
bracis-33635	235	30	,	,	PUNCT
bracis-33635	235	31	a.c	a.c	PROPN
bracis-33635	235	32	.	.	PROPN
bracis-33635	235	33	,	,	PUNCT
bracis-33635	235	34	de	de	PROPN
bracis-33635	235	35	paiva	paiva	PROPN
bracis-33635	235	36	,	,	PUNCT
bracis-33635	235	37	a.c	a.c	PROPN
bracis-33635	235	38	.	.	PROPN
bracis-33635	235	39	:	:	PUNCT
bracis-33635	235	40	an	an	DET
bracis-33635	235	41	automatic	automatic	ADJ
bracis-33635	235	42	approach	approach	NOUN
bracis-33635	235	43	for	for	ADP
bracis-33635	235	44	heart	heart	NOUN
bracis-33635	235	45	segmentation	segmentation	NOUN
bracis-33635	235	46	in	in	ADP
bracis-33635	235	47	ct	ct	PROPN
bracis-33635	235	48	scans	scan	NOUN
bracis-33635	235	49	through	through	ADP
bracis-33635	235	50	image	image	NOUN
bracis-33635	235	51	processing	processing	NOUN
bracis-33635	235	52	techniques	technique	NOUN
bracis-33635	235	53	and	and	CCONJ
bracis-33635	235	54	concat	concat	NOUN
bracis-33635	235	55	-	-	PUNCT
bracis-33635	235	56	u	u	NOUN
bracis-33635	235	57	-	-	NOUN
bracis-33635	235	58	net	net	NOUN
bracis-33635	235	59	.	.	PUNCT
bracis-33635	236	1	expert	expert	NOUN
bracis-33635	236	2	syst	syst	PROPN
bracis-33635	236	3	.	.	PUNCT
bracis-33635	237	1	appl	appl	PROPN
bracis-33635	237	2	.	.	PROPN
bracis-33635	238	1	196	196	NUM
bracis-33635	238	2	,	,	PUNCT
bracis-33635	238	3	116632	116632	NUM
bracis-33635	238	4	(	(	PUNCT
bracis-33635	238	5	2022	2022	NUM
bracis-33635	238	6	)	)	PUNCT
bracis-33635	238	7	article	article	NOUN
bracis-33635	238	8	  	  	SPACE
bracis-33635	238	9	google	google	PROPN
bracis-33635	238	10	scholar	scholar	NOUN
bracis-33635	238	11	  	  	SPACE
bracis-33635	238	12	diniz	diniz	PROPN
bracis-33635	238	13	,	,	PUNCT
bracis-33635	238	14	j.o.b	j.o.b	PROPN
bracis-33635	238	15	.	.	PUNCT
bracis-33635	238	16	,	,	PUNCT
bracis-33635	238	17	ferreira	ferreira	PROPN
bracis-33635	238	18	,	,	PUNCT
bracis-33635	238	19	j.l	j.l	PROPN
bracis-33635	238	20	.	.	PROPN
bracis-33635	238	21	,	,	PUNCT
bracis-33635	238	22	diniz	diniz	PROPN
bracis-33635	238	23	,	,	PUNCT
bracis-33635	238	24	p.h.b	p.h.b	PROPN
bracis-33635	238	25	.	.	PROPN
bracis-33635	238	26	,	,	PUNCT
bracis-33635	238	27	silva	silva	PROPN
bracis-33635	238	28	,	,	PUNCT
bracis-33635	238	29	a.c	a.c	PROPN
bracis-33635	238	30	.	.	PROPN
bracis-33635	238	31	,	,	PUNCT
bracis-33635	238	32	de	de	PROPN
bracis-33635	238	33	paiva	paiva	PROPN
bracis-33635	238	34	,	,	PUNCT
bracis-33635	238	35	a.c	a.c	PROPN
bracis-33635	238	36	.	.	PROPN
bracis-33635	238	37	:	:	PUNCT
bracis-33635	238	38	esophagus	esophagus	NOUN
bracis-33635	238	39	segmentation	segmentation	NOUN
bracis-33635	238	40	from	from	ADP
bracis-33635	238	41	planning	plan	VERB
bracis-33635	238	42	ct	ct	NUM
bracis-33635	238	43	images	image	NOUN
bracis-33635	238	44	using	use	VERB
bracis-33635	238	45	an	an	DET
bracis-33635	238	46	atlas	atlas	PROPN
bracis-33635	238	47	-	-	PUNCT
bracis-33635	238	48	based	base	VERB
bracis-33635	238	49	deep	deep	ADJ
bracis-33635	238	50	learning	learning	NOUN
bracis-33635	238	51	approach	approach	NOUN
bracis-33635	238	52	.	.	PUNCT
bracis-33635	239	1	comput	comput	NOUN
bracis-33635	239	2	.	.	PUNCT
bracis-33635	240	1	methods	method	NOUN
bracis-33635	240	2	programs	program	NOUN
bracis-33635	240	3	biomed	biome	VERB
bracis-33635	240	4	.	.	PUNCT
bracis-33635	241	1	197	197	NUM
bracis-33635	241	2	,	,	PUNCT
bracis-33635	241	3	105685	105685	NUM
bracis-33635	241	4	(	(	PUNCT
bracis-33635	241	5	2020	2020	NUM
bracis-33635	241	6	)	)	PUNCT
bracis-33635	241	7	article	article	NOUN
bracis-33635	241	8	  	  	SPACE
bracis-33635	241	9	math	math	NOUN
bracis-33635	241	10	  	  	SPACE
bracis-33635	241	11	google	google	PROPN
bracis-33635	241	12	scholar	scholar	NOUN
bracis-33635	241	13	  	  	SPACE
bracis-33635	241	14	diniz	diniz	PROPN
bracis-33635	241	15	,	,	PUNCT
bracis-33635	241	16	j.	j.	PROPN
bracis-33635	241	17	,	,	PUNCT
bracis-33635	241	18	et	et	PROPN
bracis-33635	241	19	al	al	PROPN
bracis-33635	241	20	.	.	PUNCT
bracis-33635	241	21	:	:	PUNCT
bracis-33635	242	1	detecção	detecção	VERB
bracis-33635	242	2	de	de	PROPN
bracis-33635	242	3	covid-19	covid-19	PROPN
bracis-33635	242	4	em	em	PROPN
bracis-33635	242	5	imagens	imagen	VERB
bracis-33635	242	6	de	de	X
bracis-33635	242	7	raio	raio	PROPN
bracis-33635	242	8	-	-	PUNCT
bracis-33635	242	9	x	x	SYM
bracis-33635	242	10	de	de	PROPN
bracis-33635	242	11	tórax	tórax	PROPN
bracis-33635	242	12	através	através	PROPN
bracis-33635	242	13	de	de	PROPN
bracis-33635	242	14	seleção	seleção	PROPN
bracis-33635	242	15	automática	automática	PROPN
bracis-33635	242	16	de	de	PROPN
bracis-33635	242	17	pré	pré	PROPN
bracis-33635	242	18	-	-	PROPN
bracis-33635	242	19	processamento	processamento	NOUN
bracis-33635	242	20	e	e	X
bracis-33635	242	21	de	de	X
bracis-33635	242	22	rede	rede	X
bracis-33635	242	23	neural	neural	PROPN
bracis-33635	242	24	convolucional	convolucional	PROPN
bracis-33635	242	25	.	.	PUNCT
bracis-33635	243	1	in	in	ADP
bracis-33635	243	2	:	:	PUNCT
bracis-33635	243	3	anais	anais	PROPN
bracis-33635	243	4	do	do	AUX
bracis-33635	243	5	xxiii	xxiii	PROPN
bracis-33635	243	6	simpósio	simpósio	PROPN
bracis-33635	243	7	brasileiro	brasileiro	PROPN
bracis-33635	243	8	de	de	X
bracis-33635	243	9	computação	computação	X
bracis-33635	243	10	aplicada	aplicada	PROPN
bracis-33635	243	11	à	à	X
bracis-33635	243	12	saúde	saúde	PROPN
bracis-33635	243	13	,	,	PUNCT
bracis-33635	243	14	pp	pp	ADJ
bracis-33635	243	15	.	.	PUNCT
bracis-33635	244	1	162–173	162–173	NUM
bracis-33635	244	2	.	.	PUNCT
bracis-33635	245	1	sbc	sbc	PROPN
bracis-33635	245	2	,	,	PUNCT
bracis-33635	245	3	porto	porto	PROPN
bracis-33635	245	4	alegre	alegre	PROPN
bracis-33635	245	5	,	,	PUNCT
bracis-33635	245	6	rs	rs	NOUN
bracis-33635	245	7	,	,	PUNCT
bracis-33635	245	8	brasil	brasil	NOUN
bracis-33635	245	9	(	(	PUNCT
bracis-33635	245	10	2023	2023	NUM
bracis-33635	245	11	)	)	PUNCT
bracis-33635	245	12	.	.	PUNCT
bracis-33635	246	1	https://doi.org/10.5753/sbcas.2023.229576	https://doi.org/10.5753/sbcas.2023.229576	PROPN
bracis-33635	246	2	figueredo	figueredo	NOUN
bracis-33635	246	3	,	,	PUNCT
bracis-33635	246	4	w.	w.	PROPN
bracis-33635	246	5	,	,	PUNCT
bracis-33635	246	6	et	et	PROPN
bracis-33635	246	7	al	al	PROPN
bracis-33635	246	8	.	.	PUNCT
bracis-33635	246	9	:	:	PUNCT
bracis-33635	246	10	abordagem	abordagem	PROPN
bracis-33635	246	11	computacional	computacional	PROPN
bracis-33635	246	12	baseada	baseada	PROPN
bracis-33635	246	13	em	em	PRON
bracis-33635	246	14	deep	deep	ADV
bracis-33635	246	15	learning	learn	VERB
bracis-33635	246	16	para	para	PROPN
bracis-33635	246	17	o	o	X
bracis-33635	246	18	diagnóstico	diagnóstico	X
bracis-33635	246	19	de	de	X
bracis-33635	246	20	endometriose	endometriose	NOUN
bracis-33635	246	21	profunda	profunda	PROPN
bracis-33635	246	22	através	através	PROPN
bracis-33635	246	23	de	de	PROPN
bracis-33635	246	24	imagens	imagens	X
bracis-33635	246	25	de	de	ADP
bracis-33635	246	26	ressonância	ressonância	PROPN
bracis-33635	246	27	magnética	magnética	PROPN
bracis-33635	246	28	.	.	PUNCT
bracis-33635	247	1	in	in	ADP
bracis-33635	247	2	:	:	PUNCT
bracis-33635	247	3	anais	anais	PROPN
bracis-33635	247	4	do	do	AUX
bracis-33635	247	5	xxiii	xxiii	PROPN
bracis-33635	247	6	simpósio	simpósio	PROPN
bracis-33635	247	7	brasileiro	brasileiro	PROPN
bracis-33635	247	8	de	de	X
bracis-33635	247	9	computação	computação	X
bracis-33635	247	10	aplicada	aplicada	PROPN
bracis-33635	247	11	à	à	X
bracis-33635	247	12	saúde	saúde	PROPN
bracis-33635	247	13	,	,	PUNCT
bracis-33635	247	14	pp	pp	X
bracis-33635	247	15	.	.	PUNCT
bracis-33635	248	1	138–149	138–149	NUM
bracis-33635	248	2	.	.	X
bracis-33635	249	1	sbc	sbc	PROPN
bracis-33635	249	2	,	,	PUNCT
bracis-33635	249	3	porto	porto	PROPN
bracis-33635	249	4	alegre	alegre	PROPN
bracis-33635	249	5	,	,	PUNCT
bracis-33635	249	6	rs	rs	NOUN
bracis-33635	249	7	,	,	PUNCT
bracis-33635	249	8	brasil	brasil	NOUN
bracis-33635	249	9	(	(	PUNCT
bracis-33635	249	10	2023	2023	NUM
bracis-33635	249	11	)	)	PUNCT
bracis-33635	249	12	.	.	PUNCT
bracis-33635	250	1	https://doi.org/10.5753/sbcas.2023.229567	https://doi.org/10.5753/sbcas.2023.229567	PROPN
bracis-33635	250	2	hidayah	hidayah	PROPN
bracis-33635	250	3	,	,	PUNCT
bracis-33635	250	4	n.	n.	PROPN
bracis-33635	250	5	,	,	PUNCT
bracis-33635	250	6	ramadanti	ramadanti	PROPN
bracis-33635	250	7	,	,	PUNCT
bracis-33635	250	8	a.n	a.n	PROPN
bracis-33635	250	9	.	.	PROPN
bracis-33635	250	10	,	,	PUNCT
bracis-33635	250	11	novitasari	novitasari	ADJ
bracis-33635	250	12	,	,	PUNCT
bracis-33635	250	13	d.c.r	d.c.r	NOUN
bracis-33635	250	14	.	.	PUNCT
bracis-33635	250	15	:	:	PUNCT
bracis-33635	251	1	classification	classification	NOUN
bracis-33635	251	2	of	of	ADP
bracis-33635	251	3	colon	colon	NOUN
bracis-33635	251	4	cancer	cancer	NOUN
bracis-33635	251	5	based	base	VERB
bracis-33635	251	6	on	on	ADP
bracis-33635	251	7	hispathological	hispathological	ADJ
bracis-33635	251	8	images	image	NOUN
bracis-33635	251	9	using	use	VERB
bracis-33635	251	10	adaptive	adaptive	ADJ
bracis-33635	251	11	neuro	neuro	PROPN
bracis-33635	251	12	fuzzy	fuzzy	ADJ
bracis-33635	251	13	inference	inference	NOUN
bracis-33635	251	14	system	system	NOUN
bracis-33635	251	15	(	(	PUNCT
bracis-33635	251	16	anfis	anfis	PROPN
bracis-33635	251	17	)	)	PUNCT
bracis-33635	251	18	.	.	PUNCT
bracis-33635	252	1	khazanah	khazanah	PROPN
bracis-33635	252	2	informatika	informatika	PROPN
bracis-33635	252	3	jurnal	jurnal	PROPN
bracis-33635	252	4	ilmu	ilmu	PROPN
bracis-33635	252	5	komputer	komputer	PROPN
bracis-33635	252	6	dan	dan	PROPN
bracis-33635	252	7	informatika	informatika	PROPN
bracis-33635	252	8	9(2	9(2	NUM
bracis-33635	252	9	)	)	PUNCT
bracis-33635	252	10	,	,	PUNCT
bracis-33635	252	11	162–168	162–168	NUM
bracis-33635	252	12	(	(	PUNCT
bracis-33635	252	13	2023	2023	NUM
bracis-33635	252	14	)	)	PUNCT
bracis-33635	252	15	google	google	NOUN
bracis-33635	252	16	scholar	scholar	NOUN
bracis-33635	252	17	  	  	SPACE
bracis-33635	252	18	júnior	júnior	PROPN
bracis-33635	252	19	,	,	PUNCT
bracis-33635	252	20	d.d	d.d	PROPN
bracis-33635	252	21	.	.	PROPN
bracis-33635	252	22	,	,	PUNCT
bracis-33635	252	23	cruz	cruz	PROPN
bracis-33635	252	24	,	,	PUNCT
bracis-33635	252	25	l.	l.	PROPN
bracis-33635	252	26	,	,	PUNCT
bracis-33635	252	27	diniz	diniz	PROPN
bracis-33635	252	28	,	,	PUNCT
bracis-33635	252	29	j.	j.	PROPN
bracis-33635	252	30	,	,	PUNCT
bracis-33635	252	31	júnior	júnior	PROPN
bracis-33635	252	32	,	,	PUNCT
bracis-33635	252	33	g.b	g.b	PROPN
bracis-33635	252	34	.	.	PROPN
bracis-33635	252	35	,	,	PUNCT
bracis-33635	252	36	silva	silva	PROPN
bracis-33635	252	37	,	,	PUNCT
bracis-33635	252	38	a.	a.	NOUN
bracis-33635	252	39	:	:	PUNCT
bracis-33635	252	40	classificação	classificação	PROPN
bracis-33635	252	41	automática	automática	PROPN
bracis-33635	252	42	de	de	PROPN
bracis-33635	252	43	glóbulos	glóbulos	PROPN
bracis-33635	252	44	brancos	brancos	PROPN
bracis-33635	252	45	usando	usando	PROPN
bracis-33635	252	46	descritores	descritores	PROPN
bracis-33635	252	47	de	de	PROPN
bracis-33635	252	48	forma	forma	PROPN
bracis-33635	252	49	e	e	PROPN
bracis-33635	252	50	textura	textura	NOUN
bracis-33635	252	51	e	e	PROPN
bracis-33635	252	52	extreme	extreme	PROPN
bracis-33635	252	53	gradient	gradient	NOUN
bracis-33635	252	54	boosting	boosting	NOUN
bracis-33635	252	55	.	.	PUNCT
bracis-33635	253	1	in	in	ADP
bracis-33635	253	2	:	:	PUNCT
bracis-33635	253	3	anais	anais	PROPN
bracis-33635	253	4	do	do	VERB
bracis-33635	253	5	xxi	xxi	PROPN
bracis-33635	253	6	simpósio	simpósio	NOUN
bracis-33635	253	7	brasileiro	brasileiro	PROPN
bracis-33635	253	8	de	de	X
bracis-33635	253	9	computação	computação	X
bracis-33635	253	10	aplicada	aplicada	PROPN
bracis-33635	253	11	à	à	X
bracis-33635	253	12	saúde	saúde	PROPN
bracis-33635	253	13	,	,	PUNCT
bracis-33635	253	14	pp	pp	ADP
bracis-33635	253	15	.	.	PUNCT
bracis-33635	254	1	95–106	95–106	X
bracis-33635	254	2	.	.	PUNCT
bracis-33635	255	1	sbc	sbc	PROPN
bracis-33635	255	2	,	,	PUNCT
bracis-33635	255	3	porto	porto	PROPN
bracis-33635	255	4	alegre	alegre	PROPN
bracis-33635	255	5	,	,	PUNCT
bracis-33635	255	6	rs	rs	NOUN
bracis-33635	255	7	,	,	PUNCT
bracis-33635	255	8	brasil	brasil	NOUN
bracis-33635	255	9	(	(	PUNCT
bracis-33635	255	10	2021	2021	NUM
bracis-33635	255	11	)	)	PUNCT
bracis-33635	255	12	.	.	PUNCT
bracis-33635	256	1	https://doi.org/10.5753/sbcas.2021.16056	https://doi.org/10.5753/sbcas.2021.16056	PROPN
bracis-33635	256	2	mangal	mangal	PROPN
bracis-33635	256	3	,	,	PUNCT
bracis-33635	256	4	s.	s.	PROPN
bracis-33635	256	5	,	,	PUNCT
bracis-33635	256	6	chaurasia	chaurasia	PROPN
bracis-33635	256	7	,	,	PUNCT
bracis-33635	256	8	a.	a.	PROPN
bracis-33635	256	9	,	,	PUNCT
bracis-33635	256	10	khajanchi	khajanchi	PROPN
bracis-33635	256	11	,	,	PUNCT
bracis-33635	256	12	a.	a.	NOUN
bracis-33635	256	13	:	:	PUNCT
bracis-33635	256	14	convolution	convolution	NOUN
bracis-33635	256	15	neural	neural	ADJ
bracis-33635	256	16	networks	network	NOUN
bracis-33635	256	17	for	for	ADP
bracis-33635	256	18	diagnosing	diagnose	VERB
bracis-33635	256	19	colon	colon	NOUN
bracis-33635	256	20	and	and	CCONJ
bracis-33635	256	21	lung	lung	NOUN
bracis-33635	256	22	cancer	cancer	NOUN
bracis-33635	256	23	histopathological	histopathological	ADJ
bracis-33635	256	24	images	image	NOUN
bracis-33635	256	25	.	.	PUNCT
bracis-33635	257	1	arxiv	arxiv	PROPN
bracis-33635	257	2	preprint	preprint	PROPN
bracis-33635	257	3	arxiv:2009.03878	arxiv:2009.03878	PROPN
bracis-33635	257	4	(	(	PUNCT
bracis-33635	257	5	2020	2020	NUM
bracis-33635	257	6	)	)	PUNCT
bracis-33635	258	1	de	de	ADP
bracis-33635	258	2	 	 	SPACE
bracis-33635	258	3	oliveira	oliveira	PROPN
bracis-33635	258	4	 	 	SPACE
bracis-33635	258	5	santos	santos	PROPN
bracis-33635	258	6	,	,	PUNCT
bracis-33635	258	7	m.	m.	NOUN
bracis-33635	258	8	,	,	PUNCT
bracis-33635	258	9	de	de	NOUN
bracis-33635	258	10	 	 	SPACE
bracis-33635	258	11	lima	lima	PROPN
bracis-33635	258	12	,	,	PUNCT
bracis-33635	258	13	f.c.d.s	f.c.d.s	PROPN
bracis-33635	258	14	.	.	PROPN
bracis-33635	258	15	,	,	PUNCT
bracis-33635	258	16	martins	martin	NOUN
bracis-33635	258	17	,	,	PUNCT
bracis-33635	258	18	l.f.l	l.f.l	ADV
bracis-33635	258	19	.	.	PROPN
bracis-33635	258	20	,	,	PUNCT
bracis-33635	258	21	oliveira	oliveira	PROPN
bracis-33635	258	22	,	,	PUNCT
bracis-33635	258	23	j.f.p	j.f.p	PROPN
bracis-33635	258	24	.	.	PROPN
bracis-33635	258	25	,	,	PUNCT
bracis-33635	258	26	de	de	PROPN
bracis-33635	258	27	 	 	SPACE
bracis-33635	258	28	almeida	almeida	PROPN
bracis-33635	258	29	,	,	PUNCT
bracis-33635	258	30	l.m	l.m	PROPN
bracis-33635	258	31	.	.	PROPN
bracis-33635	258	32	,	,	PUNCT
bracis-33635	258	33	de	de	PROPN
bracis-33635	258	34	 	 	SPACE
bracis-33635	258	35	camargo	camargo	NOUN
bracis-33635	258	36	 	 	SPACE
bracis-33635	258	37	cancela	cancela	PROPN
bracis-33635	258	38	,	,	PUNCT
bracis-33635	258	39	m.	m.	NOUN
bracis-33635	258	40	:	:	PUNCT
bracis-33635	258	41	estimativa	estimativa	PROPN
bracis-33635	258	42	de	de	X
bracis-33635	258	43	incidência	incidência	X
bracis-33635	258	44	de	de	X
bracis-33635	258	45	câncer	câncer	PROPN
bracis-33635	258	46	no	no	DET
bracis-33635	258	47	brasil	brasil	PROPN
bracis-33635	258	48	,	,	PUNCT
bracis-33635	258	49	2023	2023	NUM
bracis-33635	258	50	-	-	SYM
bracis-33635	258	51	2025	2025	NUM
bracis-33635	258	52	.	.	PUNCT
bracis-33635	259	1	revista	revista	PROPN
bracis-33635	259	2	brasileira	brasileira	PROPN
bracis-33635	259	3	de	de	PROPN
bracis-33635	259	4	cancerologia	cancerologia	PROPN
bracis-33635	259	5	69(1	69(1	NUM
bracis-33635	259	6	)	)	PUNCT
bracis-33635	259	7	(	(	PUNCT
bracis-33635	259	8	2023	2023	NUM
bracis-33635	259	9	)	)	PUNCT
bracis-33635	259	10	google	google	NOUN
bracis-33635	259	11	scholar	scholar	NOUN
bracis-33635	259	12	  	  	SPACE
bracis-33635	259	13	rajinikanth	rajinikanth	NOUN
bracis-33635	259	14	,	,	PUNCT
bracis-33635	259	15	v.	v.	ADV
bracis-33635	259	16	,	,	PUNCT
bracis-33635	259	17	kadry	kadry	NOUN
bracis-33635	259	18	,	,	PUNCT
bracis-33635	259	19	s.	s.	PROPN
bracis-33635	259	20	,	,	PUNCT
bracis-33635	259	21	mohan	mohan	PROPN
bracis-33635	259	22	,	,	PUNCT
bracis-33635	259	23	r.	r.	PROPN
bracis-33635	259	24	,	,	PUNCT
bracis-33635	259	25	rama	rama	PROPN
bracis-33635	259	26	,	,	PUNCT
bracis-33635	259	27	a.	a.	PROPN
bracis-33635	259	28	,	,	PUNCT
bracis-33635	259	29	khan	khan	PROPN
bracis-33635	259	30	,	,	PUNCT
bracis-33635	259	31	m.a	m.a	PROPN
bracis-33635	259	32	.	.	PROPN
bracis-33635	259	33	,	,	PUNCT
bracis-33635	259	34	kim	kim	PROPN
bracis-33635	259	35	,	,	PUNCT
bracis-33635	259	36	j.	j.	PROPN
bracis-33635	259	37	:	:	PUNCT
bracis-33635	259	38	colon	colon	NOUN
bracis-33635	259	39	histology	histology	NOUN
bracis-33635	259	40	slide	slide	NOUN
bracis-33635	259	41	classification	classification	NOUN
bracis-33635	259	42	with	with	ADP
bracis-33635	259	43	deep	deep	ADJ
bracis-33635	259	44	-	-	PUNCT
bracis-33635	259	45	learning	learn	VERB
bracis-33635	259	46	framework	framework	NOUN
bracis-33635	259	47	using	use	VERB
bracis-33635	259	48	individual	individual	ADJ
bracis-33635	259	49	and	and	CCONJ
bracis-33635	259	50	fused	fused	ADJ
bracis-33635	259	51	features	feature	NOUN
bracis-33635	259	52	.	.	PUNCT
bracis-33635	260	1	math	math	NOUN
bracis-33635	260	2	.	.	PUNCT
bracis-33635	261	1	biosci	biosci	PROPN
bracis-33635	261	2	.	.	PUNCT
bracis-33635	262	1	eng	eng	PROPN
bracis-33635	262	2	.	.	PUNCT
bracis-33635	263	1	20(11	20(11	NUM
bracis-33635	263	2	)	)	PUNCT
bracis-33635	263	3	,	,	PUNCT
bracis-33635	263	4	19454–19467	19454–19467	NUM
bracis-33635	263	5	(	(	PUNCT
bracis-33635	263	6	2023	2023	NUM
bracis-33635	263	7	)	)	PUNCT
bracis-33635	263	8	article	article	NOUN
bracis-33635	263	9	  	  	SPACE
bracis-33635	263	10	google	google	PROPN
bracis-33635	263	11	scholar	scholar	NOUN
bracis-33635	263	12	  	  	SPACE
bracis-33635	263	13	santos	santo	NOUN
bracis-33635	263	14	,	,	PUNCT
bracis-33635	263	15	p.	p.	PROPN
bracis-33635	263	16	,	,	PUNCT
bracis-33635	263	17	brito	brito	PROPN
bracis-33635	263	18	,	,	PUNCT
bracis-33635	263	19	v.	v.	PROPN
bracis-33635	263	20	,	,	PUNCT
bracis-33635	263	21	filho	filho	PROPN
bracis-33635	263	22	,	,	PUNCT
bracis-33635	263	23	a.c	a.c	PROPN
bracis-33635	263	24	.	.	PROPN
bracis-33635	263	25	,	,	PUNCT
bracis-33635	263	26	sousa	sousa	PROPN
bracis-33635	263	27	,	,	PUNCT
bracis-33635	263	28	a.	a.	PROPN
bracis-33635	263	29	,	,	PUNCT
bracis-33635	263	30	diniz	diniz	PROPN
bracis-33635	263	31	,	,	PUNCT
bracis-33635	263	32	j.	j.	PROPN
bracis-33635	263	33	,	,	PUNCT
bracis-33635	263	34	luz	luz	PROPN
bracis-33635	263	35	,	,	PUNCT
bracis-33635	263	36	d.	d.	PROPN
bracis-33635	263	37	:	:	PUNCT
bracis-33635	263	38	efficientbacillus	efficientbacillus	X
bracis-33635	263	39	:	:	PUNCT
bracis-33635	263	40	uma	uma	PROPN
bracis-33635	263	41	arquitetura	arquitetura	PROPN
bracis-33635	263	42	profunda	profunda	PROPN
bracis-33635	263	43	para	para	PROPN
bracis-33635	263	44	detecção	detecção	PROPN
bracis-33635	263	45	dos	do	VERB
bracis-33635	263	46	bacilos	bacilos	PROPN
bracis-33635	263	47	de	de	PROPN
bracis-33635	263	48	koch	koch	PROPN
bracis-33635	263	49	.	.	PUNCT
bracis-33635	264	1	in	in	ADP
bracis-33635	264	2	:	:	PUNCT
bracis-33635	264	3	anais	anais	PROPN
bracis-33635	264	4	do	do	AUX
bracis-33635	264	5	xxiii	xxiii	PROPN
bracis-33635	264	6	simpósio	simpósio	PROPN
bracis-33635	264	7	brasileiro	brasileiro	PROPN
bracis-33635	264	8	de	de	X
bracis-33635	264	9	computação	computação	X
bracis-33635	264	10	aplicada	aplicada	PROPN
bracis-33635	264	11	à	à	X
bracis-33635	264	12	saúde	saúde	PROPN
bracis-33635	264	13	,	,	PUNCT
bracis-33635	264	14	pp	pp	ADP
bracis-33635	264	15	.	.	PUNCT
bracis-33635	265	1	198–209	198–209	NUM
bracis-33635	265	2	.	.	PUNCT
bracis-33635	266	1	sbc	sbc	PROPN
bracis-33635	266	2	,	,	PUNCT
bracis-33635	266	3	porto	porto	PROPN
bracis-33635	266	4	alegre	alegre	PROPN
bracis-33635	266	5	,	,	PUNCT
bracis-33635	266	6	rs	rs	NOUN
bracis-33635	266	7	,	,	PUNCT
bracis-33635	266	8	brasil	brasil	NOUN
bracis-33635	266	9	(	(	PUNCT
bracis-33635	266	10	2023	2023	NUM
bracis-33635	266	11	)	)	PUNCT
bracis-33635	266	12	.	.	PUNCT
bracis-33635	267	1	https://doi.org/10.5753/sbcas.2023.229608	https://doi.org/10.5753/sbcas.2023.229608	PROPN
bracis-33635	267	2	swarna	swarna	PROPN
bracis-33635	267	3	,	,	PUNCT
bracis-33635	267	4	i.j	i.j	PROPN
bracis-33635	267	5	.	.	PROPN
bracis-33635	267	6	,	,	PUNCT
bracis-33635	267	7	hashi	hashi	PROPN
bracis-33635	267	8	,	,	PUNCT
bracis-33635	267	9	e.k	e.k	PROPN
bracis-33635	267	10	.	.	PROPN
bracis-33635	267	11	:	:	PUNCT
bracis-33635	267	12	detection	detection	NOUN
bracis-33635	267	13	of	of	ADP
bracis-33635	267	14	colon	colon	NOUN
bracis-33635	267	15	cancer	cancer	NOUN
bracis-33635	267	16	using	use	VERB
bracis-33635	267	17	inception	inception	ADJ
bracis-33635	267	18	v3	v3	PROPN
bracis-33635	267	19	and	and	CCONJ
bracis-33635	267	20	ensembled	ensemble	VERB
bracis-33635	267	21	cnn	cnn	PROPN
bracis-33635	267	22	model	model	NOUN
bracis-33635	267	23	.	.	PUNCT
bracis-33635	268	1	in	in	ADP
bracis-33635	268	2	:	:	PUNCT
bracis-33635	268	3	2023	2023	NUM
bracis-33635	268	4	international	international	ADJ
bracis-33635	268	5	conference	conference	NOUN
bracis-33635	268	6	on	on	ADP
bracis-33635	268	7	electrical	electrical	ADJ
bracis-33635	268	8	,	,	PUNCT
bracis-33635	268	9	computer	computer	NOUN
bracis-33635	268	10	and	and	CCONJ
bracis-33635	268	11	communication	communication	NOUN
bracis-33635	268	12	engineering	engineering	NOUN
bracis-33635	268	13	(	(	PUNCT
bracis-33635	268	14	ecce	ecce	PROPN
bracis-33635	268	15	)	)	PUNCT
bracis-33635	268	16	,	,	PUNCT
bracis-33635	268	17	pp	pp	ADV
bracis-33635	268	18	.	.	PUNCT
bracis-33635	268	19	 	 	SPACE
bracis-33635	269	1	1–6	1–6	NUM
bracis-33635	269	2	.	.	PUNCT
bracis-33635	270	1	ieee	ieee	NOUN
bracis-33635	270	2	(	(	PUNCT
bracis-33635	270	3	2023	2023	NUM
bracis-33635	270	4	)	)	PUNCT
bracis-33635	270	5	google	google	NOUN
bracis-33635	270	6	scholar	scholar	NOUN
bracis-33635	270	7	  	  	SPACE
bracis-33635	270	8	szegedy	szegedy	PROPN
bracis-33635	270	9	,	,	PUNCT
bracis-33635	270	10	c.	c.	NOUN
bracis-33635	270	11	,	,	PUNCT
bracis-33635	270	12	vanhoucke	vanhoucke	PROPN
bracis-33635	270	13	,	,	PUNCT
bracis-33635	270	14	v.	v.	PROPN
bracis-33635	270	15	,	,	PUNCT
bracis-33635	270	16	ioffe	ioffe	PROPN
bracis-33635	270	17	,	,	PUNCT
bracis-33635	270	18	s.	s.	PROPN
bracis-33635	270	19	,	,	PUNCT
bracis-33635	270	20	shlens	shlens	PROPN
bracis-33635	270	21	,	,	PUNCT
bracis-33635	270	22	j.	j.	PROPN
bracis-33635	270	23	,	,	PUNCT
bracis-33635	270	24	wojna	wojna	NOUN
bracis-33635	270	25	,	,	PUNCT
bracis-33635	270	26	z.	z.	PROPN
bracis-33635	270	27	:	:	PUNCT
bracis-33635	270	28	rethinking	rethink	VERB
bracis-33635	270	29	the	the	DET
bracis-33635	270	30	inception	inception	ADJ
bracis-33635	270	31	architecture	architecture	NOUN
bracis-33635	270	32	for	for	ADP
bracis-33635	270	33	computer	computer	NOUN
bracis-33635	270	34	vision	vision	NOUN
bracis-33635	270	35	.	.	PUNCT
bracis-33635	271	1	in	in	ADP
bracis-33635	271	2	:	:	PUNCT
bracis-33635	271	3	proceedings	proceeding	NOUN
bracis-33635	271	4	of	of	ADP
bracis-33635	271	5	the	the	DET
bracis-33635	271	6	ieee	ieee	NOUN
bracis-33635	271	7	conference	conference	NOUN
bracis-33635	271	8	on	on	ADP
bracis-33635	271	9	computer	computer	NOUN
bracis-33635	271	10	vision	vision	NOUN
bracis-33635	271	11	and	and	CCONJ
bracis-33635	271	12	pattern	pattern	NOUN
bracis-33635	271	13	recognition	recognition	NOUN
bracis-33635	271	14	,	,	PUNCT
bracis-33635	271	15	pp	pp	ADP
bracis-33635	271	16	.	.	PUNCT
bracis-33635	272	1	2818–2826	2818–2826	NUM
bracis-33635	272	2	(	(	PUNCT
bracis-33635	272	3	2016	2016	NUM
bracis-33635	272	4	)	)	PUNCT
bracis-33635	272	5	google	google	PROPN
bracis-33635	272	6	scholar	scholar	NOUN
bracis-33635	272	7	  	  	SPACE
bracis-33635	272	8	zamir	zamir	PROPN
bracis-33635	272	9	,	,	PUNCT
bracis-33635	272	10	s.w	s.w	PROPN
bracis-33635	272	11	.	.	PROPN
bracis-33635	272	12	,	,	PUNCT
bracis-33635	272	13	et	et	PROPN
bracis-33635	272	14	al	al	PROPN
bracis-33635	272	15	.	.	PROPN
bracis-33635	272	16	:	:	PUNCT
bracis-33635	273	1	learning	learn	VERB
bracis-33635	273	2	enriched	enrich	VERB
bracis-33635	273	3	features	feature	NOUN
bracis-33635	273	4	for	for	ADP
bracis-33635	273	5	real	real	ADJ
bracis-33635	273	6	image	image	NOUN
bracis-33635	273	7	restoration	restoration	NOUN
bracis-33635	273	8	and	and	CCONJ
bracis-33635	273	9	enhancement	enhancement	NOUN
bracis-33635	273	10	.	.	PUNCT
bracis-33635	274	1	in	in	ADP
bracis-33635	274	2	:	:	PUNCT
bracis-33635	274	3	vedaldi	vedaldi	PROPN
bracis-33635	274	4	,	,	PUNCT
bracis-33635	274	5	a.	a.	NOUN
bracis-33635	274	6	,	,	PUNCT
bracis-33635	274	7	bischof	bischof	NOUN
bracis-33635	274	8	,	,	PUNCT
bracis-33635	274	9	h.	h.	PROPN
bracis-33635	274	10	,	,	PUNCT
bracis-33635	274	11	brox	brox	PROPN
bracis-33635	274	12	,	,	PUNCT
bracis-33635	274	13	t.	t.	PROPN
bracis-33635	274	14	,	,	PUNCT
bracis-33635	274	15	frahm	frahm	NOUN
bracis-33635	274	16	,	,	PUNCT
bracis-33635	274	17	j.-m	j.-m	NOUN
bracis-33635	274	18	.	.	PUNCT
bracis-33635	275	1	(	(	PUNCT
bracis-33635	275	2	eds	ed	NOUN
bracis-33635	275	3	.	.	PUNCT
bracis-33635	275	4	)	)	PUNCT
bracis-33635	275	5	eccv	eccv	ADV
bracis-33635	275	6	2020	2020	NUM
bracis-33635	275	7	.	.	PUNCT
bracis-33635	276	1	lncs	lncs	PROPN
bracis-33635	276	2	,	,	PUNCT
bracis-33635	276	3	vol	vol	NOUN
bracis-33635	276	4	.	.	PROPN
bracis-33635	276	5	12370	12370	NUM
bracis-33635	276	6	,	,	PUNCT
bracis-33635	276	7	pp	pp	ADP
bracis-33635	276	8	.	.	PUNCT
bracis-33635	277	1	492–511	492–511	NUM
bracis-33635	277	2	.	.	PUNCT
bracis-33635	277	3	springer	springer	NOUN
bracis-33635	277	4	,	,	PUNCT
bracis-33635	277	5	cham	cham	PROPN
bracis-33635	277	6	(	(	PUNCT
bracis-33635	277	7	2020	2020	NUM
bracis-33635	277	8	)	)	PUNCT
bracis-33635	277	9	.	.	PUNCT
bracis-33635	278	1	https://doi.org/10.1007/978-3-030-58595-2_30	https://doi.org/10.1007/978-3-030-58595-2_30	PROPN
bracis-33635	278	2	chapter	chapter	NOUN
bracis-33635	278	3	  	  	SPACE
bracis-33635	278	4	google	google	PROPN
bracis-33635	278	5	scholar	scholar	NOUN
bracis-33635	278	6	  	  	SPACE
bracis-33635	278	7	download	download	NOUN
bracis-33635	278	8	references	reference	NOUN
bracis-33635	278	9	acknowledgments	acknowledgment	NOUN
bracis-33635	278	10	to	to	ADP
bracis-33635	278	11	the	the	DET
bracis-33635	278	12	support	support	NOUN
bracis-33635	278	13	of	of	ADP
bracis-33635	278	14	the	the	DET
bracis-33635	278	15	coordination	coordination	NOUN
bracis-33635	278	16	for	for	ADP
bracis-33635	278	17	the	the	DET
bracis-33635	278	18	improvement	improvement	NOUN
bracis-33635	278	19	of	of	ADP
bracis-33635	278	20	higher	high	ADJ
bracis-33635	278	21	education	education	NOUN
bracis-33635	278	22	personnel	personnel	NOUN
bracis-33635	278	23	(	(	PUNCT
bracis-33635	278	24	capes	cape	NOUN
bracis-33635	278	25	)	)	PUNCT
bracis-33635	278	26	financing	financing	NOUN
bracis-33635	278	27	code	code	NOUN
bracis-33635	278	28	001	001	NUM
bracis-33635	278	29	;	;	PUNCT
bracis-33635	278	30	the	the	DET
bracis-33635	278	31	foundation	foundation	NOUN
bracis-33635	278	32	for	for	ADP
bracis-33635	278	33	research	research	NOUN
bracis-33635	278	34	support	support	NOUN
bracis-33635	278	35	of	of	ADP
bracis-33635	278	36	maranhão	maranhão	NOUN
bracis-33635	278	37	(	(	PUNCT
bracis-33635	278	38	fapema	fapema	NOUN
bracis-33635	278	39	)	)	PUNCT
bracis-33635	278	40	;	;	PUNCT
bracis-33635	278	41	the	the	DET
bracis-33635	278	42	national	national	PROPN
bracis-33635	278	43	council	council	PROPN
bracis-33635	278	44	for	for	ADP
bracis-33635	278	45	scientific	scientific	ADJ
bracis-33635	278	46	and	and	CCONJ
bracis-33635	278	47	technological	technological	ADJ
bracis-33635	278	48	development	development	NOUN
bracis-33635	278	49	(	(	PUNCT
bracis-33635	278	50	cnpq	cnpq	NOUN
bracis-33635	278	51	)	)	PUNCT
bracis-33635	278	52	;	;	PUNCT
bracis-33635	278	53	and	and	CCONJ
bracis-33635	278	54	the	the	DET
bracis-33635	278	55	brazilian	brazilian	ADJ
bracis-33635	278	56	company	company	NOUN
bracis-33635	278	57	of	of	ADP
bracis-33635	278	58	hospital	hospital	NOUN
bracis-33635	278	59	services	service	NOUN
bracis-33635	278	60	(	(	PUNCT
bracis-33635	278	61	ebserh	ebserh	NOUN
bracis-33635	278	62	)	)	PUNCT
bracis-33635	278	63	brazil	brazil	PROPN
bracis-33635	278	64	(	(	PUNCT
bracis-33635	278	65	proc	proc	PROPN
bracis-33635	278	66	.	.	PUNCT
bracis-33635	279	1	409593/2021	409593/2021	NUM
bracis-33635	279	2	-	-	SYM
bracis-33635	279	3	4	4	NUM
bracis-33635	279	4	)	)	PUNCT
bracis-33635	279	5	.	.	PUNCT
bracis-33635	280	1	author	author	NOUN
bracis-33635	280	2	information	information	NOUN
bracis-33635	280	3	authors	author	NOUN
bracis-33635	280	4	and	and	CCONJ
bracis-33635	280	5	affiliations	affiliation	NOUN
bracis-33635	280	6	innovation	innovation	NOUN
bracis-33635	280	7	factory	factory	NOUN
bracis-33635	280	8	–	–	PUNCT
bracis-33635	280	9	federal	federal	PROPN
bracis-33635	280	10	institute	institute	NOUN
bracis-33635	280	11	of	of	ADP
bracis-33635	280	12	maranhão	maranhão	PROPN
bracis-33635	280	13	(	(	PUNCT
bracis-33635	280	14	ifma	ifma	NOUN
bracis-33635	280	15	)	)	PUNCT
bracis-33635	280	16	,	,	PUNCT
bracis-33635	280	17	maranhão	maranhão	PROPN
bracis-33635	280	18	,	,	PUNCT
bracis-33635	280	19	brazil	brazil	PROPN
bracis-33635	280	20	neilson	neilson	PROPN
bracis-33635	281	1	p.	p.	PROPN
bracis-33635	281	2	ribeiro	ribeiro	PROPN
bracis-33635	281	3	 	 	SPACE
bracis-33635	281	4	&	&	CCONJ
bracis-33635	281	5	 	 	SPACE
bracis-33635	281	6	joão	joão	PROPN
bracis-33635	281	7	otávio	otávio	PROPN
bracis-33635	281	8	bandeira	bandeira	PROPN
bracis-33635	281	9	diniz	diniz	PROPN
bracis-33635	281	10	applied	apply	VERB
bracis-33635	281	11	computing	computing	NOUN
bracis-33635	281	12	group	group	NOUN
bracis-33635	281	13	(	(	PUNCT
bracis-33635	281	14	nca	nca	NOUN
bracis-33635	281	15	)	)	PUNCT
bracis-33635	281	16	–	–	PUNCT
bracis-33635	281	17	federal	federal	ADJ
bracis-33635	281	18	university	university	NOUN
bracis-33635	281	19	of	of	ADP
bracis-33635	281	20	maranhão	maranhão	PROPN
bracis-33635	281	21	(	(	PUNCT
bracis-33635	281	22	ufma	ufma	NOUN
bracis-33635	281	23	)	)	PUNCT
bracis-33635	281	24	,	,	PUNCT
bracis-33635	281	25	são	são	PROPN
bracis-33635	281	26	luís	luís	PROPN
bracis-33635	281	27	,	,	PUNCT
bracis-33635	281	28	maranhão	maranhão	PROPN
bracis-33635	281	29	,	,	PUNCT
bracis-33635	281	30	brazil	brazil	PROPN
bracis-33635	281	31	neilson	neilson	PROPN
bracis-33635	282	1	p.	p.	PROPN
bracis-33635	282	2	ribeiro	ribeiro	PROPN
bracis-33635	282	3	,	,	PUNCT
bracis-33635	282	4	 	 	SPACE
bracis-33635	282	5	felipe	felipe	PROPN
bracis-33635	282	6	r.	r.	PROPN
bracis-33635	282	7	s.	s.	PROPN
bracis-33635	282	8	teles	teles	PROPN
bracis-33635	282	9	,	,	PUNCT
bracis-33635	282	10	 	 	SPACE
bracis-33635	282	11	joão	joão	PROPN
bracis-33635	282	12	otávio	otávio	PROPN
bracis-33635	282	13	bandeira	bandeira	PROPN
bracis-33635	282	14	diniz	diniz	PROPN
bracis-33635	282	15	,	,	PUNCT
bracis-33635	282	16	 	 	SPACE
bracis-33635	282	17	geraldo	geraldo	PROPN
bracis-33635	282	18	braz	braz	PROPN
bracis-33635	282	19	junior	junior	PROPN
bracis-33635	282	20	,	,	PUNCT
bracis-33635	282	21	 	 	SPACE
bracis-33635	282	22	joão	joão	PROPN
bracis-33635	282	23	d.	d.	PROPN
bracis-33635	282	24	s.	s.	PROPN
bracis-33635	282	25	de	de	PROPN
bracis-33635	282	26	almeida	almeida	PROPN
bracis-33635	282	27	 	 	SPACE
bracis-33635	282	28	&	&	CCONJ
bracis-33635	282	29	 	 	SPACE
bracis-33635	282	30	anselmo	anselmo	VERB
bracis-33635	282	31	c.	c.	PROPN
bracis-33635	282	32	de	de	PROPN
bracis-33635	282	33	paiva	paiva	PROPN
bracis-33635	282	34	federal	federal	PROPN
bracis-33635	282	35	university	university	PROPN
bracis-33635	282	36	of	of	ADP
bracis-33635	282	37	cariri	cariri	NOUN
bracis-33635	282	38	(	(	PUNCT
bracis-33635	282	39	ufca	ufca	ADJ
bracis-33635	282	40	)	)	PUNCT
bracis-33635	282	41	,	,	PUNCT
bracis-33635	282	42	juazeiro	juazeiro	PROPN
bracis-33635	282	43	do	do	VERB
bracis-33635	282	44	norte	norte	NOUN
bracis-33635	282	45	,	,	PUNCT
bracis-33635	282	46	ce	ce	PROPN
bracis-33635	282	47	,	,	PUNCT
bracis-33635	282	48	brazil	brazil	PROPN
bracis-33635	282	49	luana	luana	PROPN
bracis-33635	282	50	b.	b.	PROPN
bracis-33635	282	51	da	da	PROPN
bracis-33635	282	52	cruz	cruz	PROPN
bracis-33635	282	53	 	 	SPACE
bracis-33635	282	54	&	&	CCONJ
bracis-33635	282	55	 	 	SPACE
bracis-33635	282	56	domingos	domingos	PROPN
bracis-33635	282	57	a.	a.	PROPN
bracis-33635	282	58	dias	dias	PROPN
bracis-33635	282	59	jr	jr	PROPN
bracis-33635	282	60	.	.	PROPN
bracis-33635	283	1	authors	author	NOUN
bracis-33635	283	2	neilson	neilson	PROPN
bracis-33635	283	3	p.	p.	PROPN
bracis-33635	283	4	ribeiroview	ribeiroview	NOUN
bracis-33635	283	5	author	author	NOUN
bracis-33635	283	6	publications	publication	NOUN
bracis-33635	283	7	search	search	NOUN
bracis-33635	283	8	author	author	NOUN
bracis-33635	283	9	on	on	ADP
bracis-33635	283	10	:	:	PUNCT
bracis-33635	283	11	pubmed	pubmed	PROPN
bracis-33635	283	12	 	 	SPACE
bracis-33635	283	13	google	google	PROPN
bracis-33635	283	14	scholar	scholar	PROPN
bracis-33635	283	15	felipe	felipe	PROPN
bracis-33635	283	16	r.	r.	PROPN
bracis-33635	283	17	s.	s.	PROPN
bracis-33635	283	18	telesview	telesview	PROPN
bracis-33635	283	19	author	author	NOUN
bracis-33635	283	20	publications	publication	VERB
bracis-33635	283	21	search	search	NOUN
bracis-33635	283	22	author	author	NOUN
bracis-33635	283	23	on	on	ADP
bracis-33635	283	24	:	:	PUNCT
bracis-33635	283	25	pubmed	pubmed	PROPN
bracis-33635	283	26	 	 	SPACE
bracis-33635	283	27	google	google	PROPN
bracis-33635	283	28	scholar	scholar	PROPN
bracis-33635	283	29	joão	joão	PROPN
bracis-33635	283	30	otávio	otávio	PROPN
bracis-33635	283	31	bandeira	bandeira	PROPN
bracis-33635	283	32	dinizview	dinizview	PROPN
bracis-33635	283	33	author	author	NOUN
bracis-33635	283	34	publications	publication	NOUN
bracis-33635	283	35	search	search	NOUN
bracis-33635	283	36	author	author	NOUN
bracis-33635	283	37	on	on	ADP
bracis-33635	283	38	:	:	PUNCT
bracis-33635	283	39	pubmed	pubmed	PROPN
bracis-33635	283	40	 	 	SPACE
bracis-33635	283	41	google	google	PROPN
bracis-33635	283	42	scholar	scholar	PROPN
bracis-33635	283	43	luana	luana	PROPN
bracis-33635	283	44	b.	b.	PROPN
bracis-33635	283	45	da	da	PROPN
bracis-33635	283	46	cruzview	cruzview	PROPN
bracis-33635	283	47	author	author	NOUN
bracis-33635	283	48	publications	publication	NOUN
bracis-33635	283	49	search	search	NOUN
bracis-33635	283	50	author	author	NOUN
bracis-33635	283	51	on	on	ADP
bracis-33635	283	52	:	:	PUNCT
bracis-33635	283	53	pubmed	pubmed	PROPN
bracis-33635	283	54	 	 	SPACE
bracis-33635	283	55	google	google	PROPN
bracis-33635	283	56	scholar	scholar	PROPN
bracis-33635	283	57	domingos	domingos	PROPN
bracis-33635	283	58	a.	a.	PROPN
bracis-33635	283	59	dias	dias	PROPN
bracis-33635	283	60	jr.view	jr.view	VERB
bracis-33635	283	61	author	author	NOUN
bracis-33635	283	62	publications	publication	NOUN
bracis-33635	283	63	search	search	NOUN
bracis-33635	283	64	author	author	NOUN
bracis-33635	283	65	on	on	ADP
bracis-33635	283	66	:	:	PUNCT
bracis-33635	283	67	pubmed	pubmed	PROPN
bracis-33635	283	68	 	 	SPACE
bracis-33635	283	69	google	google	PROPN
bracis-33635	283	70	scholar	scholar	PROPN
bracis-33635	283	71	geraldo	geraldo	PROPN
bracis-33635	283	72	braz	braz	PROPN
bracis-33635	283	73	juniorview	juniorview	PROPN
bracis-33635	283	74	author	author	NOUN
bracis-33635	283	75	publications	publication	NOUN
bracis-33635	283	76	search	search	NOUN
bracis-33635	283	77	author	author	NOUN
bracis-33635	283	78	on	on	ADP
bracis-33635	283	79	:	:	PUNCT
bracis-33635	283	80	pubmed	pubmed	PROPN
bracis-33635	283	81	 	 	SPACE
bracis-33635	283	82	google	google	PROPN
bracis-33635	283	83	scholar	scholar	NOUN
bracis-33635	283	84	joão	joão	PROPN
bracis-33635	283	85	d.	d.	PROPN
bracis-33635	283	86	s.	s.	PROPN
bracis-33635	283	87	de	de	PROPN
bracis-33635	283	88	almeidaview	almeidaview	PROPN
bracis-33635	283	89	author	author	NOUN
bracis-33635	283	90	publications	publication	NOUN
bracis-33635	283	91	search	search	NOUN
bracis-33635	283	92	author	author	NOUN
bracis-33635	283	93	on	on	ADP
bracis-33635	283	94	:	:	PUNCT
bracis-33635	283	95	pubmed	pubmed	PROPN
bracis-33635	283	96	 	 	SPACE
bracis-33635	283	97	google	google	PROPN
bracis-33635	283	98	scholar	scholar	NOUN
bracis-33635	283	99	anselmo	anselmo	VERB
bracis-33635	283	100	c.	c.	PROPN
bracis-33635	283	101	de	de	PROPN
bracis-33635	283	102	paivaview	paivaview	PROPN
bracis-33635	283	103	author	author	NOUN
bracis-33635	283	104	publications	publication	NOUN
bracis-33635	283	105	search	search	NOUN
bracis-33635	283	106	author	author	NOUN
bracis-33635	283	107	on	on	ADP
bracis-33635	283	108	:	:	PUNCT
bracis-33635	283	109	pubmed	pubmed	PROPN
bracis-33635	283	110	 	 	SPACE
bracis-33635	283	111	google	google	PROPN
bracis-33635	283	112	scholar	scholar	NOUN
bracis-33635	283	113	corresponding	correspond	VERB
bracis-33635	283	114	author	author	NOUN
bracis-33635	283	115	correspondence	correspondence	NOUN
bracis-33635	283	116	to	to	ADP
bracis-33635	283	117	neilson	neilson	PROPN
bracis-33635	283	118	p.	p.	PROPN
bracis-33635	283	119	ribeiro	ribeiro	PROPN
bracis-33635	283	120	.	.	PUNCT
bracis-33635	284	1	editor	editor	NOUN
bracis-33635	284	2	information	information	NOUN
bracis-33635	284	3	editors	editor	NOUN
bracis-33635	284	4	and	and	CCONJ
bracis-33635	284	5	affiliations	affiliation	NOUN
bracis-33635	284	6	universidade	universidade	VERB
bracis-33635	284	7	federal	federal	PROPN
bracis-33635	284	8	fluminense	fluminense	PROPN
bracis-33635	284	9	,	,	PUNCT
bracis-33635	284	10	niterói	niterói	PROPN
bracis-33635	284	11	,	,	PUNCT
bracis-33635	284	12	brazil	brazil	PROPN
bracis-33635	284	13	aline	aline	PROPN
bracis-33635	284	14	paes	paes	PROPN
bracis-33635	284	15	instituto	instituto	PROPN
bracis-33635	284	16	tecnológico	tecnológico	PROPN
bracis-33635	284	17	de	de	PROPN
bracis-33635	284	18	aeronáutica	aeronáutica	PROPN
bracis-33635	284	19	,	,	PUNCT
bracis-33635	284	20	são	são	PROPN
bracis-33635	284	21	josé	josé	PROPN
bracis-33635	284	22	dos	dos	PROPN
bracis-33635	284	23	campos	campos	PROPN
bracis-33635	284	24	,	,	PUNCT
bracis-33635	284	25	brazil	brazil	PROPN
bracis-33635	284	26	filipe	filipe	PROPN
bracis-33635	284	27	a.	a.	PROPN
bracis-33635	284	28	n.	n.	PROPN
bracis-33635	284	29	verri	verri	PROPN
bracis-33635	284	30	rights	right	NOUN
bracis-33635	284	31	and	and	CCONJ
bracis-33635	284	32	permissions	permission	NOUN
bracis-33635	284	33	reprints	reprint	NOUN
bracis-33635	284	34	and	and	CCONJ
bracis-33635	284	35	permissions	permission	VERB
bracis-33635	284	36	copyright	copyright	NOUN
bracis-33635	284	37	information	information	NOUN
bracis-33635	284	38	©	©	ADP
bracis-33635	284	39	2025	2025	NUM
bracis-33635	284	40	the	the	DET
bracis-33635	284	41	author(s	author(s	NOUN
bracis-33635	284	42	)	)	PUNCT
bracis-33635	284	43	,	,	PUNCT
bracis-33635	284	44	under	under	ADP
bracis-33635	284	45	exclusive	exclusive	ADJ
bracis-33635	284	46	license	license	NOUN
bracis-33635	284	47	to	to	ADP
bracis-33635	284	48	springer	springer	NOUN
bracis-33635	284	49	nature	nature	PROPN
bracis-33635	284	50	switzerland	switzerland	PROPN
bracis-33635	284	51	ag	ag	PROPN
bracis-33635	284	52	about	about	ADP
bracis-33635	284	53	this	this	DET
bracis-33635	284	54	paper	paper	NOUN
bracis-33635	284	55	cite	cite	VERB
bracis-33635	284	56	this	this	DET
bracis-33635	284	57	paper	paper	NOUN
bracis-33635	284	58	ribeiro	ribeiro	PROPN
bracis-33635	284	59	,	,	PUNCT
bracis-33635	284	60	n.p	n.p	PROPN
bracis-33635	284	61	.	.	PROPN
bracis-33635	284	62	et	et	PROPN
bracis-33635	284	63	al	al	PROPN
bracis-33635	284	64	.	.	PROPN
bracis-33635	285	1	(	(	PUNCT
bracis-33635	285	2	2025	2025	NUM
bracis-33635	285	3	)	)	PUNCT
bracis-33635	285	4	.	.	PUNCT
bracis-33635	286	1	improving	improve	VERB
bracis-33635	286	2	colorectal	colorectal	ADJ
bracis-33635	286	3	cancer	cancer	NOUN
bracis-33635	286	4	diagnosis	diagnosis	NOUN
bracis-33635	286	5	using	use	VERB
bracis-33635	286	6	mirnet	mirnet	NOUN
bracis-33635	286	7	and	and	CCONJ
bracis-33635	286	8	 	 	SPACE
bracis-33635	286	9	inceptionv3	inceptionv3	NOUN
bracis-33635	286	10	on	on	ADP
bracis-33635	286	11	 	 	SPACE
bracis-33635	286	12	histopathological	histopathological	ADJ
bracis-33635	286	13	images	image	NOUN
bracis-33635	286	14	.	.	PUNCT
bracis-33635	287	1	in	in	ADP
bracis-33635	287	2	:	:	PUNCT
bracis-33635	287	3	paes	paes	PROPN
bracis-33635	287	4	,	,	PUNCT
bracis-33635	287	5	a.	a.	PROPN
bracis-33635	287	6	,	,	PUNCT
bracis-33635	287	7	verri	verri	NOUN
bracis-33635	287	8	,	,	PUNCT
bracis-33635	287	9	f.a.n	f.a.n	ADJ
bracis-33635	287	10	.	.	PUNCT
bracis-33635	287	11	(	(	PUNCT
bracis-33635	287	12	eds	ed	NOUN
bracis-33635	287	13	)	)	PUNCT
bracis-33635	287	14	intelligent	intelligent	ADJ
bracis-33635	287	15	systems	system	NOUN
bracis-33635	287	16	.	.	PUNCT
bracis-33635	287	17	bracis	bracis	PROPN
bracis-33635	287	18	2024	2024	NUM
bracis-33635	287	19	.	.	PUNCT
bracis-33635	288	1	lecture	lecture	NOUN
bracis-33635	288	2	notes	note	NOUN
bracis-33635	288	3	in	in	ADP
bracis-33635	288	4	computer	computer	NOUN
bracis-33635	288	5	science	science	NOUN
bracis-33635	288	6	(	(	PUNCT
bracis-33635	288	7	)	)	PUNCT
bracis-33635	288	8	,	,	PUNCT
bracis-33635	288	9	vol	vol	NOUN
bracis-33635	288	10	15414	15414	NUM
bracis-33635	288	11	.	.	PUNCT
bracis-33635	289	1	springer	springer	NOUN
bracis-33635	289	2	,	,	PUNCT
bracis-33635	289	3	cham	cham	PROPN
bracis-33635	289	4	.	.	PUNCT
bracis-33635	290	1	https://doi.org/10.1007/978-3-031-79035-5_22	https://doi.org/10.1007/978-3-031-79035-5_22	PROPN
bracis-33635	290	2	download	download	NOUN
bracis-33635	290	3	citation	citation	NOUN
bracis-33635	290	4	.ris	.ris	PUNCT
bracis-33635	290	5	.enw	.enw	PROPN
bracis-33635	290	6	.bib	.bib	PUNCT
bracis-33635	291	1	doi	doi	PROPN
bracis-33635	291	2	:	:	PUNCT
bracis-33635	291	3	https://doi.org/10.1007/978-3-031-79035-5_22	https://doi.org/10.1007/978-3-031-79035-5_22	AUX
bracis-33635	291	4	published	publish	VERB
bracis-33635	291	5	:	:	PUNCT
bracis-33635	291	6	30	30	NUM
bracis-33635	291	7	january	january	PROPN
bracis-33635	291	8	2025	2025	NUM
bracis-33635	291	9	publisher	publisher	NOUN
bracis-33635	291	10	name	name	NOUN
bracis-33635	291	11	:	:	PUNCT
bracis-33635	291	12	springer	springer	NOUN
bracis-33635	291	13	,	,	PUNCT
bracis-33635	291	14	cham	cham	PROPN
bracis-33635	291	15	print	print	PROPN
bracis-33635	291	16	isbn	isbn	PROPN
bracis-33635	291	17	:	:	PUNCT
bracis-33635	291	18	978	978	NUM
bracis-33635	291	19	-	-	SYM
bracis-33635	291	20	3	3	NUM
bracis-33635	291	21	-	-	PUNCT
bracis-33635	291	22	031	031	NUM
bracis-33635	291	23	-	-	PUNCT
bracis-33635	291	24	79034	79034	NUM
bracis-33635	291	25	-	-	SYM
bracis-33635	291	26	8	8	NUM
bracis-33635	291	27	online	online	ADJ
bracis-33635	291	28	isbn	isbn	NOUN
bracis-33635	291	29	:	:	PUNCT
bracis-33635	291	30	978	978	NUM
bracis-33635	291	31	-	-	SYM
bracis-33635	291	32	3	3	NUM
bracis-33635	291	33	-	-	PUNCT
bracis-33635	291	34	031	031	NUM
bracis-33635	291	35	-	-	PUNCT
bracis-33635	291	36	79035	79035	NUM
bracis-33635	291	37	-	-	PUNCT
bracis-33635	291	38	5	5	NUM
bracis-33635	291	39	ebook	ebook	NOUN
bracis-33635	291	40	packages	package	NOUN
bracis-33635	291	41	:	:	PUNCT
bracis-33635	291	42	computer	computer	NOUN
bracis-33635	291	43	sciencecomputer	sciencecomputer	NOUN
bracis-33635	291	44	science	science	NOUN
bracis-33635	291	45	(	(	PUNCT
bracis-33635	291	46	r0	r0	NOUN
bracis-33635	291	47	)	)	PUNCT
bracis-33635	291	48	share	share	VERB
bracis-33635	291	49	this	this	DET
bracis-33635	291	50	paper	paper	NOUN
bracis-33635	291	51	anyone	anyone	PRON
bracis-33635	291	52	you	you	PRON
bracis-33635	291	53	share	share	VERB
bracis-33635	291	54	the	the	DET
bracis-33635	291	55	following	follow	VERB
bracis-33635	291	56	link	link	NOUN
bracis-33635	291	57	with	with	ADP
bracis-33635	291	58	will	will	AUX
bracis-33635	291	59	be	be	AUX
bracis-33635	291	60	able	able	ADJ
bracis-33635	291	61	to	to	PART
bracis-33635	291	62	read	read	VERB
bracis-33635	291	63	this	this	DET
bracis-33635	291	64	content	content	NOUN
bracis-33635	291	65	:	:	PUNCT
bracis-33635	291	66	get	get	VERB
bracis-33635	291	67	shareable	shareable	ADJ
bracis-33635	291	68	linksorry	linksorry	NOUN
bracis-33635	291	69	,	,	PUNCT
bracis-33635	291	70	a	a	DET
bracis-33635	291	71	shareable	shareable	ADJ
bracis-33635	291	72	link	link	NOUN
bracis-33635	291	73	is	be	AUX
bracis-33635	291	74	not	not	PART
bracis-33635	291	75	currently	currently	ADV
bracis-33635	291	76	available	available	ADJ
bracis-33635	291	77	for	for	ADP
bracis-33635	291	78	this	this	DET
bracis-33635	291	79	article	article	NOUN
bracis-33635	291	80	.	.	PUNCT
bracis-33635	292	1	copy	copy	VERB
bracis-33635	292	2	shareable	shareable	ADJ
bracis-33635	292	3	link	link	NOUN
bracis-33635	292	4	to	to	PART
bracis-33635	292	5	clipboard	clipboard	NOUN
bracis-33635	292	6	provided	provide	VERB
bracis-33635	292	7	by	by	ADP
bracis-33635	292	8	the	the	DET
bracis-33635	292	9	springer	springer	NOUN
bracis-33635	292	10	nature	nature	PROPN
bracis-33635	292	11	sharedit	sharedit	PROPN
bracis-33635	292	12	content	content	NOUN
bracis-33635	292	13	-	-	PUNCT
bracis-33635	292	14	sharing	share	VERB
bracis-33635	292	15	initiative	initiative	NOUN
bracis-33635	292	16	keywords	keyword	VERB
bracis-33635	292	17	colorectal	colorectal	ADJ
bracis-33635	292	18	cancer	cancer	NOUN
bracis-33635	292	19	deep	deep	ADJ
bracis-33635	292	20	learning	learn	VERB
bracis-33635	292	21	histopathological	histopathological	ADJ
bracis-33635	292	22	images	image	NOUN
bracis-33635	292	23	publish	publish	VERB
bracis-33635	292	24	with	with	ADP
bracis-33635	292	25	us	us	PROPN
bracis-33635	292	26	policies	policy	NOUN
bracis-33635	292	27	and	and	CCONJ
bracis-33635	292	28	ethics	ethic	NOUN
bracis-33635	292	29	profiles	profile	NOUN
bracis-33635	292	30	geraldo	geraldo	PROPN
bracis-33635	292	31	braz	braz	PROPN
bracis-33635	292	32	junior	junior	PROPN
bracis-33635	292	33	view	view	NOUN
bracis-33635	292	34	author	author	NOUN
bracis-33635	292	35	profile	profile	NOUN
bracis-33635	292	36	search	search	NOUN
bracis-33635	292	37	search	search	NOUN
bracis-33635	292	38	by	by	ADP
bracis-33635	292	39	keyword	keyword	NOUN
bracis-33635	292	40	or	or	CCONJ
bracis-33635	292	41	author	author	NOUN
bracis-33635	292	42	search	search	NOUN
bracis-33635	292	43	navigation	navigation	NOUN
bracis-33635	292	44	find	find	VERB
bracis-33635	292	45	a	a	DET
bracis-33635	292	46	journal	journal	NOUN
bracis-33635	292	47	publish	publish	VERB
bracis-33635	292	48	with	with	ADP
bracis-33635	292	49	us	we	PRON
bracis-33635	292	50	track	track	VERB
bracis-33635	292	51	your	your	PRON
bracis-33635	292	52	research	research	NOUN
bracis-33635	292	53	discover	discover	VERB
bracis-33635	292	54	content	content	NOUN
bracis-33635	292	55	journals	journal	NOUN
bracis-33635	292	56	a	a	DET
bracis-33635	292	57	-	-	PUNCT
bracis-33635	292	58	z	z	NOUN
bracis-33635	292	59	books	book	NOUN
bracis-33635	292	60	a	a	DET
bracis-33635	292	61	-	-	PUNCT
bracis-33635	292	62	z	z	NOUN
bracis-33635	292	63	publish	publish	NOUN
bracis-33635	292	64	with	with	ADP
bracis-33635	292	65	us	us	PROPN
bracis-33635	292	66	journal	journal	PROPN
bracis-33635	292	67	finder	finder	PROPN
bracis-33635	292	68	publish	publish	VERB
bracis-33635	292	69	your	your	PRON
bracis-33635	292	70	research	research	NOUN
bracis-33635	292	71	language	language	NOUN
bracis-33635	292	72	editing	edit	VERB
bracis-33635	292	73	open	open	ADJ
bracis-33635	292	74	access	access	NOUN
bracis-33635	292	75	publishing	publishing	NOUN
bracis-33635	292	76	products	product	NOUN
bracis-33635	292	77	and	and	CCONJ
bracis-33635	292	78	services	service	NOUN
bracis-33635	292	79	our	our	PRON
bracis-33635	292	80	products	product	NOUN
bracis-33635	292	81	librarians	librarian	VERB
bracis-33635	292	82	societies	society	NOUN
bracis-33635	292	83	partners	partner	NOUN
bracis-33635	292	84	and	and	CCONJ
bracis-33635	292	85	advertisers	advertiser	NOUN
bracis-33635	292	86	our	our	PRON
bracis-33635	292	87	brands	brand	NOUN
bracis-33635	292	88	springer	springer	NOUN
bracis-33635	292	89	nature	nature	PROPN
bracis-33635	292	90	portfolio	portfolio	PROPN
bracis-33635	292	91	bmc	bmc	PROPN
bracis-33635	292	92	palgrave	palgrave	PROPN
bracis-33635	292	93	macmillan	macmillan	PROPN
bracis-33635	292	94	apress	apress	PROPN
bracis-33635	292	95	discover	discover	VERB
bracis-33635	292	96	your	your	PRON
bracis-33635	292	97	privacy	privacy	NOUN
bracis-33635	292	98	choices	choice	NOUN
bracis-33635	292	99	/	/	SYM
bracis-33635	292	100	manage	manage	NOUN
bracis-33635	292	101	cookies	cookie	NOUN
bracis-33635	292	102	your	your	PRON
bracis-33635	292	103	us	us	PROPN
bracis-33635	293	1	state	state	NOUN
bracis-33635	293	2	privacy	privacy	NOUN
bracis-33635	293	3	rights	right	NOUN
bracis-33635	293	4	accessibility	accessibility	NOUN
bracis-33635	293	5	statement	statement	NOUN
bracis-33635	293	6	terms	term	NOUN
bracis-33635	293	7	and	and	CCONJ
bracis-33635	293	8	conditions	condition	NOUN
bracis-33635	293	9	privacy	privacy	NOUN
bracis-33635	293	10	policy	policy	NOUN
bracis-33635	293	11	help	help	NOUN
bracis-33635	293	12	and	and	CCONJ
bracis-33635	293	13	support	support	VERB
bracis-33635	293	14	legal	legal	ADJ
bracis-33635	293	15	notice	notice	NOUN
bracis-33635	293	16	cancel	cancel	VERB
bracis-33635	293	17	contracts	contract	NOUN
bracis-33635	293	18	here	here	ADV
bracis-33635	293	19	129.74.145.123	129.74.145.123	NUM
bracis-33635	293	20	hesburgh	hesburgh	PROPN
bracis-33635	293	21	library	library	PROPN
bracis-33635	293	22	er	er	INTJ
bracis-33635	293	23	unit	unit	NOUN
bracis-33635	293	24	(	(	PUNCT
bracis-33635	293	25	3005732405	3005732405	NUM
bracis-33635	293	26	)	)	PUNCT
bracis-33635	293	27	northeast	northeast	ADJ
bracis-33635	293	28	research	research	NOUN
bracis-33635	293	29	libraries	library	NOUN
bracis-33635	293	30	(	(	PUNCT
bracis-33635	293	31	nerl	nerl	PROPN
bracis-33635	293	32	)	)	PUNCT
bracis-33635	293	33	(	(	PUNCT
bracis-33635	293	34	8200828607	8200828607	NUM
bracis-33635	293	35	)	)	PUNCT
bracis-33635	293	36	nerl	nerl	VERB
bracis-33635	293	37	ta	ta	X
bracis-33635	293	38	account	account	NOUN
bracis-33635	293	39	(	(	PUNCT
bracis-33635	293	40	3006206169	3006206169	NUM
bracis-33635	293	41	)	)	PUNCT
bracis-33635	293	42	university	university	NOUN
bracis-33635	293	43	of	of	ADP
bracis-33635	293	44	notre	notre	PROPN
bracis-33635	293	45	dame	dame	PROPN
bracis-33635	293	46	hesburgh	hesburgh	PROPN
bracis-33635	293	47	library	library	NOUN
bracis-33635	293	48	(	(	PUNCT
bracis-33635	293	49	3000184373	3000184373	NUM
bracis-33635	293	50	)	)	PUNCT
bracis-33635	294	1	©	©	ADP
bracis-33635	294	2	2025	2025	NUM
bracis-33635	294	3	springer	springer	NOUN
bracis-33635	294	4	nature	nature	NOUN