id	sid	tid	token	lemma	pos
bracis-33565	1	1	classification	classification	NOUN
bracis-33565	1	2	of	of	ADP
bracis-33565	1	3	 	 	SPACE
bracis-33565	1	4	non	non	ADJ
bracis-33565	1	5	-	-	ADJ
bracis-33565	1	6	alcoholic	alcoholic	ADJ
bracis-33565	1	7	fatty	fatty	NOUN
bracis-33565	1	8	liver	liver	NOUN
bracis-33565	1	9	disease	disease	NOUN
bracis-33565	1	10	in	in	ADP
bracis-33565	1	11	 	 	SPACE
bracis-33565	1	12	thermal	thermal	ADJ
bracis-33565	1	13	images	image	NOUN
bracis-33565	1	14	of	of	ADP
bracis-33565	1	15	 	 	SPACE
bracis-33565	1	16	the	the	DET
bracis-33565	1	17	 	 	SPACE
bracis-33565	1	18	liver	liver	NOUN
bracis-33565	1	19	using	use	VERB
bracis-33565	1	20	a	a	DET
bracis-33565	1	21	 	 	SPACE
bracis-33565	1	22	siamese	siamese	ADJ
bracis-33565	1	23	neural	neural	ADJ
bracis-33565	1	24	network	network	NOUN
bracis-33565	1	25	|	|	NOUN
bracis-33565	1	26	springer	springer	NOUN
bracis-33565	1	27	nature	nature	PROPN
bracis-33565	1	28	link	link	PROPN
bracis-33565	1	29	(	(	PUNCT
bracis-33565	1	30	formerly	formerly	ADV
bracis-33565	1	31	springerlink	springerlink	NOUN
bracis-33565	1	32	)	)	PUNCT
bracis-33565	1	33	skip	skip	VERB
bracis-33565	1	34	to	to	ADP
bracis-33565	1	35	main	main	ADJ
bracis-33565	1	36	content	content	NOUN
bracis-33565	1	37	advertisement	advertisement	NOUN
bracis-33565	1	38	log	log	NOUN
bracis-33565	1	39	in	in	ADP
bracis-33565	1	40	menu	menu	NOUN
bracis-33565	1	41	find	find	VERB
bracis-33565	1	42	a	a	DET
bracis-33565	1	43	journal	journal	NOUN
bracis-33565	1	44	publish	publish	VERB
bracis-33565	1	45	with	with	ADP
bracis-33565	1	46	us	we	PRON
bracis-33565	1	47	track	track	VERB
bracis-33565	1	48	your	your	PRON
bracis-33565	1	49	research	research	NOUN
bracis-33565	1	50	search	search	NOUN
bracis-33565	1	51	cart	cart	NOUN
bracis-33565	1	52	home	home	NOUN
bracis-33565	1	53	intelligent	intelligent	ADJ
bracis-33565	1	54	systems	system	NOUN
bracis-33565	1	55	conference	conference	NOUN
bracis-33565	1	56	paper	paper	NOUN
bracis-33565	1	57	classification	classification	NOUN
bracis-33565	1	58	of	of	ADP
bracis-33565	1	59	 	 	SPACE
bracis-33565	1	60	non	non	ADJ
bracis-33565	1	61	-	-	ADJ
bracis-33565	1	62	alcoholic	alcoholic	ADJ
bracis-33565	1	63	fatty	fatty	NOUN
bracis-33565	1	64	liver	liver	NOUN
bracis-33565	1	65	disease	disease	NOUN
bracis-33565	1	66	in	in	ADP
bracis-33565	1	67	 	 	SPACE
bracis-33565	1	68	thermal	thermal	ADJ
bracis-33565	1	69	images	image	NOUN
bracis-33565	1	70	of	of	ADP
bracis-33565	1	71	 	 	SPACE
bracis-33565	1	72	the	the	DET
bracis-33565	1	73	 	 	SPACE
bracis-33565	1	74	liver	liver	NOUN
bracis-33565	1	75	using	use	VERB
bracis-33565	1	76	a	a	DET
bracis-33565	1	77	 	 	SPACE
bracis-33565	1	78	siamese	siamese	ADJ
bracis-33565	1	79	neural	neural	ADJ
bracis-33565	1	80	network	network	NOUN
bracis-33565	1	81	conference	conference	PROPN
bracis-33565	1	82	paper	paper	NOUN
bracis-33565	1	83	first	first	ADV
bracis-33565	1	84	online	online	ADV
bracis-33565	1	85	:	:	PUNCT
bracis-33565	1	86	30	30	NUM
bracis-33565	1	87	january	january	NOUN
bracis-33565	1	88	2025	2025	NUM
bracis-33565	1	89	pp	pp	SYM
bracis-33565	1	90	260–269	260–269	NUM
bracis-33565	1	91	cite	cite	VERB
bracis-33565	1	92	this	this	DET
bracis-33565	1	93	conference	conference	NOUN
bracis-33565	1	94	paper	paper	NOUN
bracis-33565	1	95	access	access	NOUN
bracis-33565	1	96	provided	provide	VERB
bracis-33565	1	97	by	by	ADP
bracis-33565	1	98	university	university	PROPN
bracis-33565	1	99	of	of	ADP
bracis-33565	1	100	notre	notre	PROPN
bracis-33565	1	101	dame	dame	PROPN
bracis-33565	1	102	hesburgh	hesburgh	PROPN
bracis-33565	1	103	library	library	PROPN
bracis-33565	1	104	download	download	PROPN
bracis-33565	1	105	book	book	NOUN
bracis-33565	1	106	pdf	pdf	PROPN
bracis-33565	1	107	download	download	NOUN
bracis-33565	1	108	book	book	NOUN
bracis-33565	1	109	epub	epub	PROPN
bracis-33565	1	110	intelligent	intelligent	ADJ
bracis-33565	1	111	systems	system	NOUN
bracis-33565	1	112	(	(	PUNCT
bracis-33565	1	113	bracis	bracis	NOUN
bracis-33565	1	114	2024	2024	NUM
bracis-33565	1	115	)	)	PUNCT
bracis-33565	1	116	classification	classification	NOUN
bracis-33565	1	117	of	of	ADP
bracis-33565	1	118	 	 	SPACE
bracis-33565	1	119	non	non	ADJ
bracis-33565	1	120	-	-	ADJ
bracis-33565	1	121	alcoholic	alcoholic	ADJ
bracis-33565	1	122	fatty	fatty	NOUN
bracis-33565	1	123	liver	liver	NOUN
bracis-33565	1	124	disease	disease	NOUN
bracis-33565	1	125	in	in	ADP
bracis-33565	1	126	 	 	SPACE
bracis-33565	1	127	thermal	thermal	ADJ
bracis-33565	1	128	images	image	NOUN
bracis-33565	1	129	of	of	ADP
bracis-33565	1	130	 	 	SPACE
bracis-33565	1	131	the	the	DET
bracis-33565	1	132	 	 	SPACE
bracis-33565	1	133	liver	liver	NOUN
bracis-33565	1	134	using	use	VERB
bracis-33565	1	135	a	a	DET
bracis-33565	1	136	 	 	SPACE
bracis-33565	1	137	siamese	siamese	ADJ
bracis-33565	1	138	neural	neural	ADJ
bracis-33565	1	139	network	network	NOUN
bracis-33565	1	140	download	download	NOUN
bracis-33565	1	141	book	book	NOUN
bracis-33565	1	142	pdf	pdf	PROPN
bracis-33565	1	143	download	download	NOUN
bracis-33565	1	144	book	book	PROPN
bracis-33565	1	145	epub	epub	PROPN
bracis-33565	1	146	maxwell	maxwell	PROPN
bracis-33565	1	147	pires	pire	VERB
bracis-33565	1	148	silva	silva	PROPN
bracis-33565	1	149	  	  	SPACE
bracis-33565	1	150	orcid	orcid	NOUN
bracis-33565	1	151	:	:	PUNCT
bracis-33565	1	152	orcid.org/0009-0004-3237-52349	orcid.org/0009-0004-3237-52349	ADV
bracis-33565	1	153	,	,	PUNCT
bracis-33565	1	154	aristófanes	aristófanes	PROPN
bracis-33565	1	155	corrêa	corrêa	PROPN
bracis-33565	1	156	silva	silva	PROPN
bracis-33565	1	157	  	  	SPACE
bracis-33565	1	158	orcid	orcid	NOUN
bracis-33565	1	159	:	:	PUNCT
bracis-33565	1	160	orcid.org/0000-0003-0423-25149	orcid.org/0000-0003-0423-25149	NOUN
bracis-33565	1	161	&	&	CCONJ
bracis-33565	1	162	anselmo	anselmo	PROPN
bracis-33565	1	163	cardoso	cardoso	PROPN
bracis-33565	1	164	de	de	PROPN
bracis-33565	1	165	paiva	paiva	PROPN
bracis-33565	1	166	  	  	SPACE
bracis-33565	1	167	orcid	orcid	NOUN
bracis-33565	1	168	:	:	PUNCT
bracis-33565	1	169	orcid.org/0000-0003-4921-06269	orcid.org/0000-0003-4921-06269	NOUN
bracis-33565	1	170	  	  	SPACE
bracis-33565	1	171	part	part	NOUN
bracis-33565	1	172	of	of	ADP
bracis-33565	1	173	the	the	DET
bracis-33565	1	174	book	book	NOUN
bracis-33565	1	175	series	series	NOUN
bracis-33565	1	176	:	:	PUNCT
bracis-33565	1	177	lecture	lecture	NOUN
bracis-33565	1	178	notes	note	NOUN
bracis-33565	1	179	in	in	ADP
bracis-33565	1	180	computer	computer	NOUN
bracis-33565	1	181	science	science	NOUN
bracis-33565	1	182	(	(	PUNCT
bracis-33565	1	183	(	(	PUNCT
bracis-33565	1	184	lnai	lnai	ADJ
bracis-33565	1	185	,	,	PUNCT
bracis-33565	1	186	volume	volume	NOUN
bracis-33565	1	187	15412	15412	NUM
bracis-33565	1	188	)	)	PUNCT
bracis-33565	1	189	)	)	PUNCT
bracis-33565	1	190	included	include	VERB
bracis-33565	1	191	in	in	ADP
bracis-33565	1	192	the	the	DET
bracis-33565	1	193	following	follow	VERB
bracis-33565	1	194	conference	conference	NOUN
bracis-33565	1	195	series	series	NOUN
bracis-33565	1	196	:	:	PUNCT
bracis-33565	1	197	brazilian	brazilian	ADJ
bracis-33565	1	198	conference	conference	NOUN
bracis-33565	1	199	on	on	ADP
bracis-33565	1	200	intelligent	intelligent	ADJ
bracis-33565	1	201	systems	system	NOUN
bracis-33565	1	202	476	476	NUM
bracis-33565	1	203	accesses	access	VERB
bracis-33565	1	204	abstract	abstract	ADJ
bracis-33565	1	205	non	non	ADJ
bracis-33565	1	206	-	-	ADJ
bracis-33565	1	207	alcoholic	alcoholic	ADJ
bracis-33565	1	208	fatty	fatty	NOUN
bracis-33565	1	209	liver	liver	NOUN
bracis-33565	1	210	disease	disease	NOUN
bracis-33565	1	211	(	(	PUNCT
bracis-33565	1	212	nafld	nafld	ADV
bracis-33565	1	213	)	)	PUNCT
bracis-33565	1	214	is	be	AUX
bracis-33565	1	215	a	a	DET
bracis-33565	1	216	prevalent	prevalent	ADJ
bracis-33565	1	217	and	and	CCONJ
bracis-33565	1	218	severe	severe	ADJ
bracis-33565	1	219	condition	condition	NOUN
bracis-33565	1	220	that	that	PRON
bracis-33565	1	221	requires	require	VERB
bracis-33565	1	222	effective	effective	ADJ
bracis-33565	1	223	and	and	CCONJ
bracis-33565	1	224	non	non	ADJ
bracis-33565	1	225	-	-	ADJ
bracis-33565	1	226	invasive	invasive	ADJ
bracis-33565	1	227	diagnostic	diagnostic	ADJ
bracis-33565	1	228	methods	method	NOUN
bracis-33565	1	229	.	.	PUNCT
bracis-33565	2	1	this	this	DET
bracis-33565	2	2	work	work	NOUN
bracis-33565	2	3	presents	present	VERB
bracis-33565	2	4	an	an	DET
bracis-33565	2	5	innovative	innovative	ADJ
bracis-33565	2	6	approach	approach	NOUN
bracis-33565	2	7	using	use	VERB
bracis-33565	2	8	siamese	siamese	ADJ
bracis-33565	2	9	neural	neural	ADJ
bracis-33565	2	10	networks	network	NOUN
bracis-33565	2	11	to	to	PART
bracis-33565	2	12	classify	classify	VERB
bracis-33565	2	13	thermal	thermal	ADJ
bracis-33565	2	14	images	image	NOUN
bracis-33565	2	15	of	of	ADP
bracis-33565	2	16	the	the	DET
bracis-33565	2	17	liver	liver	NOUN
bracis-33565	2	18	in	in	ADP
bracis-33565	2	19	order	order	NOUN
bracis-33565	2	20	to	to	PART
bracis-33565	2	21	identify	identify	VERB
bracis-33565	2	22	the	the	DET
bracis-33565	2	23	presence	presence	NOUN
bracis-33565	2	24	of	of	ADP
bracis-33565	2	25	nafld	nafld	PROPN
bracis-33565	2	26	.	.	PUNCT
bracis-33565	3	1	the	the	DET
bracis-33565	3	2	research	research	NOUN
bracis-33565	3	3	is	be	AUX
bracis-33565	3	4	motivated	motivate	VERB
bracis-33565	3	5	by	by	ADP
bracis-33565	3	6	the	the	DET
bracis-33565	3	7	need	need	NOUN
bracis-33565	3	8	to	to	PART
bracis-33565	3	9	use	use	VERB
bracis-33565	3	10	artificial	artificial	ADJ
bracis-33565	3	11	intelligence	intelligence	NOUN
bracis-33565	3	12	to	to	PART
bracis-33565	3	13	analyze	analyze	VERB
bracis-33565	3	14	thermal	thermal	ADJ
bracis-33565	3	15	images	image	NOUN
bracis-33565	3	16	,	,	PUNCT
bracis-33565	3	17	especially	especially	ADV
bracis-33565	3	18	when	when	SCONJ
bracis-33565	3	19	the	the	DET
bracis-33565	3	20	number	number	NOUN
bracis-33565	3	21	of	of	ADP
bracis-33565	3	22	images	image	NOUN
bracis-33565	3	23	is	be	AUX
bracis-33565	3	24	limited	limit	VERB
bracis-33565	3	25	,	,	PUNCT
bracis-33565	3	26	making	make	VERB
bracis-33565	3	27	it	it	PRON
bracis-33565	3	28	difficult	difficult	ADJ
bracis-33565	3	29	for	for	SCONJ
bracis-33565	3	30	ordinary	ordinary	ADJ
bracis-33565	3	31	neural	neural	ADJ
bracis-33565	3	32	networks	network	NOUN
bracis-33565	3	33	to	to	PART
bracis-33565	3	34	learn	learn	VERB
bracis-33565	3	35	,	,	PUNCT
bracis-33565	3	36	a	a	DET
bracis-33565	3	37	difficulty	difficulty	NOUN
bracis-33565	3	38	that	that	PRON
bracis-33565	3	39	the	the	DET
bracis-33565	3	40	siamese	siamese	ADJ
bracis-33565	3	41	network	network	NOUN
bracis-33565	3	42	already	already	ADV
bracis-33565	3	43	faces	face	VERB
bracis-33565	3	44	with	with	ADP
bracis-33565	3	45	ease	ease	NOUN
bracis-33565	3	46	.	.	PUNCT
bracis-33565	4	1	the	the	DET
bracis-33565	4	2	proposed	propose	VERB
bracis-33565	4	3	method	method	NOUN
bracis-33565	4	4	involves	involve	VERB
bracis-33565	4	5	three	three	NUM
bracis-33565	4	6	stages	stage	NOUN
bracis-33565	4	7	:	:	PUNCT
bracis-33565	4	8	extraction	extraction	NOUN
bracis-33565	4	9	of	of	ADP
bracis-33565	4	10	the	the	DET
bracis-33565	4	11	region	region	NOUN
bracis-33565	4	12	of	of	ADP
bracis-33565	4	13	interest	interest	NOUN
bracis-33565	4	14	(	(	PUNCT
bracis-33565	4	15	roi	roi	NOUN
bracis-33565	4	16	)	)	PUNCT
bracis-33565	4	17	,	,	PUNCT
bracis-33565	4	18	image	image	NOUN
bracis-33565	4	19	pre	pre	ADJ
bracis-33565	4	20	-	-	ADJ
bracis-33565	4	21	processing	processing	NOUN
bracis-33565	4	22	and	and	CCONJ
bracis-33565	4	23	classification	classification	NOUN
bracis-33565	4	24	using	use	VERB
bracis-33565	4	25	the	the	DET
bracis-33565	4	26	siamese	siamese	ADJ
bracis-33565	4	27	neural	neural	ADJ
bracis-33565	4	28	network	network	NOUN
bracis-33565	4	29	,	,	PUNCT
bracis-33565	4	30	which	which	PRON
bracis-33565	4	31	compares	compare	VERB
bracis-33565	4	32	pairs	pair	NOUN
bracis-33565	4	33	of	of	ADP
bracis-33565	4	34	images	image	NOUN
bracis-33565	4	35	to	to	PART
bracis-33565	4	36	determine	determine	VERB
bracis-33565	4	37	their	their	PRON
bracis-33565	4	38	similarity	similarity	NOUN
bracis-33565	4	39	and	and	CCONJ
bracis-33565	4	40	,	,	PUNCT
bracis-33565	4	41	consequently	consequently	ADV
bracis-33565	4	42	,	,	PUNCT
bracis-33565	4	43	the	the	DET
bracis-33565	4	44	presence	presence	NOUN
bracis-33565	4	45	or	or	CCONJ
bracis-33565	4	46	absence	absence	NOUN
bracis-33565	4	47	of	of	ADP
bracis-33565	4	48	nafld	nafld	PROPN
bracis-33565	4	49	.	.	PUNCT
bracis-33565	5	1	the	the	DET
bracis-33565	5	2	preliminary	preliminary	ADJ
bracis-33565	5	3	results	result	NOUN
bracis-33565	5	4	,	,	PUNCT
bracis-33565	5	5	with	with	ADP
bracis-33565	5	6	an	an	DET
bracis-33565	5	7	accuracy	accuracy	NOUN
bracis-33565	5	8	of	of	ADP
bracis-33565	5	9	71	71	NUM
bracis-33565	5	10	%	%	NOUN
bracis-33565	5	11	,	,	PUNCT
bracis-33565	5	12	precision	precision	NOUN
bracis-33565	5	13	of	of	ADP
bracis-33565	5	14	57	57	NUM
bracis-33565	5	15	%	%	NOUN
bracis-33565	5	16	and	and	CCONJ
bracis-33565	5	17	recall	recall	NOUN
bracis-33565	5	18	of	of	ADP
bracis-33565	5	19	96	96	NUM
bracis-33565	5	20	%	%	NOUN
bracis-33565	5	21	,	,	PUNCT
bracis-33565	5	22	indicate	indicate	VERB
bracis-33565	5	23	that	that	SCONJ
bracis-33565	5	24	this	this	DET
bracis-33565	5	25	approach	approach	NOUN
bracis-33565	5	26	could	could	AUX
bracis-33565	5	27	offer	offer	VERB
bracis-33565	5	28	a	a	DET
bracis-33565	5	29	promising	promising	ADJ
bracis-33565	5	30	tool	tool	NOUN
bracis-33565	5	31	for	for	ADP
bracis-33565	5	32	the	the	DET
bracis-33565	5	33	non	non	ADJ
bracis-33565	5	34	-	-	ADJ
bracis-33565	5	35	invasive	invasive	ADJ
bracis-33565	5	36	diagnosis	diagnosis	NOUN
bracis-33565	5	37	of	of	ADP
bracis-33565	5	38	nafld	nafld	ADV
bracis-33565	5	39	,	,	PUNCT
bracis-33565	5	40	contributing	contribute	VERB
bracis-33565	5	41	a	a	DET
bracis-33565	5	42	promising	promising	ADJ
bracis-33565	5	43	method	method	NOUN
bracis-33565	5	44	to	to	ADP
bracis-33565	5	45	the	the	DET
bracis-33565	5	46	field	field	NOUN
bracis-33565	5	47	of	of	ADP
bracis-33565	5	48	machine	machine	NOUN
bracis-33565	5	49	learning	learning	NOUN
bracis-33565	5	50	applied	apply	VERB
bracis-33565	5	51	to	to	ADP
bracis-33565	5	52	medicine	medicine	NOUN
bracis-33565	5	53	.	.	PUNCT
bracis-33565	6	1	access	access	NOUN
bracis-33565	6	2	provided	provide	VERB
bracis-33565	6	3	by	by	ADP
bracis-33565	6	4	university	university	PROPN
bracis-33565	6	5	of	of	ADP
bracis-33565	6	6	notre	notre	PROPN
bracis-33565	6	7	dame	dame	PROPN
bracis-33565	6	8	hesburgh	hesburgh	PROPN
bracis-33565	6	9	library	library	PROPN
bracis-33565	6	10	.	.	PUNCT
bracis-33565	7	1	download	download	PROPN
bracis-33565	7	2	conference	conference	NOUN
bracis-33565	7	3	paper	paper	NOUN
bracis-33565	7	4	pdf	pdf	NOUN
bracis-33565	7	5	similar	similar	ADJ
bracis-33565	7	6	content	content	NOUN
bracis-33565	7	7	being	be	AUX
bracis-33565	7	8	viewed	view	VERB
bracis-33565	7	9	by	by	ADP
bracis-33565	7	10	others	other	NOUN
bracis-33565	7	11	improving	improve	VERB
bracis-33565	7	12	nonalcoholic	nonalcoholic	ADJ
bracis-33565	7	13	fatty	fatty	NOUN
bracis-33565	7	14	liver	liver	NOUN
bracis-33565	7	15	disease	disease	NOUN
bracis-33565	7	16	classification	classification	NOUN
bracis-33565	7	17	performance	performance	NOUN
bracis-33565	7	18	with	with	ADP
bracis-33565	7	19	latent	latent	NOUN
bracis-33565	7	20	diffusion	diffusion	NOUN
bracis-33565	7	21	models	model	NOUN
bracis-33565	7	22	article	article	NOUN
bracis-33565	7	23	open	open	ADJ
bracis-33565	7	24	access	access	NOUN
bracis-33565	7	25	07	07	NUM
bracis-33565	7	26	december	december	PROPN
bracis-33565	7	27	2023	2023	NUM
bracis-33565	7	28	rule	rule	NOUN
bracis-33565	7	29	extraction	extraction	NOUN
bracis-33565	7	30	for	for	ADP
bracis-33565	7	31	fatty	fatty	NOUN
bracis-33565	7	32	liver	liver	NOUN
bracis-33565	7	33	detection	detection	NOUN
bracis-33565	7	34	using	use	VERB
bracis-33565	7	35	neural	neural	ADJ
bracis-33565	7	36	networks	network	NOUN
bracis-33565	7	37	article	article	NOUN
bracis-33565	7	38	28	28	NUM
bracis-33565	7	39	june	june	PROPN
bracis-33565	7	40	2017	2017	NUM
bracis-33565	7	41	automated	automate	VERB
bracis-33565	7	42	thermal	thermal	ADJ
bracis-33565	7	43	imaging	imaging	NOUN
bracis-33565	7	44	for	for	ADP
bracis-33565	7	45	the	the	DET
bracis-33565	7	46	detection	detection	NOUN
bracis-33565	7	47	of	of	ADP
bracis-33565	7	48	fatty	fatty	ADJ
bracis-33565	7	49	liver	liver	NOUN
bracis-33565	7	50	disease	disease	NOUN
bracis-33565	7	51	article	article	NOUN
bracis-33565	7	52	open	open	VERB
bracis-33565	7	53	access	access	NOUN
bracis-33565	7	54	23	23	NUM
bracis-33565	7	55	september	september	PROPN
bracis-33565	7	56	2020	2020	NUM
bracis-33565	7	57	1	1	NUM
bracis-33565	7	58	introduction	introduction	NOUN
bracis-33565	7	59	non	non	ADJ
bracis-33565	7	60	-	-	ADJ
bracis-33565	7	61	alcoholic	alcoholic	ADJ
bracis-33565	7	62	fatty	fatty	NOUN
bracis-33565	7	63	liver	liver	NOUN
bracis-33565	7	64	disease	disease	NOUN
bracis-33565	7	65	(	(	PUNCT
bracis-33565	7	66	nafld	nafld	ADV
bracis-33565	7	67	)	)	PUNCT
bracis-33565	7	68	is	be	AUX
bracis-33565	7	69	increasingly	increasingly	ADV
bracis-33565	7	70	diagnosed	diagnose	VERB
bracis-33565	7	71	worldwide	worldwide	ADV
bracis-33565	7	72	.	.	PUNCT
bracis-33565	8	1	it	it	PRON
bracis-33565	8	2	is	be	AUX
bracis-33565	8	3	the	the	DET
bracis-33565	8	4	most	most	ADV
bracis-33565	8	5	common	common	ADJ
bracis-33565	8	6	cause	cause	NOUN
bracis-33565	8	7	of	of	ADP
bracis-33565	8	8	abnormal	abnormal	ADJ
bracis-33565	8	9	liver	liver	NOUN
bracis-33565	8	10	function	function	NOUN
bracis-33565	8	11	tests	test	NOUN
bracis-33565	8	12	and	and	CCONJ
bracis-33565	8	13	chronic	chronic	ADJ
bracis-33565	8	14	liver	liver	NOUN
bracis-33565	8	15	disease	disease	NOUN
bracis-33565	8	16	in	in	ADP
bracis-33565	8	17	both	both	PRON
bracis-33565	8	18	developed	developed	ADJ
bracis-33565	8	19	and	and	CCONJ
bracis-33565	8	20	developing	develop	VERB
bracis-33565	8	21	countries	country	NOUN
bracis-33565	8	22	[	[	X
bracis-33565	8	23	1	1	NUM
bracis-33565	8	24	]	]	PUNCT
bracis-33565	8	25	.	.	PUNCT
bracis-33565	9	1	nafld	nafld	PROPN
bracis-33565	9	2	refers	refer	VERB
bracis-33565	9	3	to	to	ADP
bracis-33565	9	4	fat	fat	ADJ
bracis-33565	9	5	accumulation	accumulation	NOUN
bracis-33565	9	6	,	,	PUNCT
bracis-33565	9	7	mainly	mainly	ADV
bracis-33565	9	8	triglycerides	triglyceride	NOUN
bracis-33565	9	9	,	,	PUNCT
bracis-33565	9	10	in	in	ADP
bracis-33565	9	11	hepatocytes	hepatocyte	NOUN
bracis-33565	9	12	so	so	SCONJ
bracis-33565	9	13	that	that	SCONJ
bracis-33565	9	14	it	it	PRON
bracis-33565	9	15	exceeds	exceed	VERB
bracis-33565	9	16	5	5	NUM
bracis-33565	9	17	%	%	NOUN
bracis-33565	9	18	of	of	ADP
bracis-33565	9	19	the	the	DET
bracis-33565	9	20	liver	liver	NOUN
bracis-33565	9	21	’s	’s	PART
bracis-33565	9	22	weight	weight	NOUN
bracis-33565	9	23	.	.	PUNCT
bracis-33565	10	1	primary	primary	ADJ
bracis-33565	10	2	nafld	nafld	ADJ
bracis-33565	10	3	results	result	NOUN
bracis-33565	10	4	from	from	ADP
bracis-33565	10	5	insulin	insulin	NOUN
bracis-33565	10	6	resistance	resistance	NOUN
bracis-33565	10	7	and	and	CCONJ
bracis-33565	10	8	often	often	ADV
bracis-33565	10	9	occurs	occur	VERB
bracis-33565	10	10	as	as	ADP
bracis-33565	10	11	part	part	NOUN
bracis-33565	10	12	of	of	ADP
bracis-33565	10	13	the	the	DET
bracis-33565	10	14	metabolic	metabolic	NOUN
bracis-33565	10	15	changes	change	NOUN
bracis-33565	10	16	accompanying	accompany	VERB
bracis-33565	10	17	obesity	obesity	NOUN
bracis-33565	10	18	,	,	PUNCT
bracis-33565	10	19	type	type	NOUN
bracis-33565	10	20	2	2	NUM
bracis-33565	10	21	diabetes	diabetes	NOUN
bracis-33565	10	22	and	and	CCONJ
bracis-33565	10	23	dyslipidemia	dyslipidemia	NOUN
bracis-33565	10	24	.	.	PUNCT
bracis-33565	11	1	the	the	DET
bracis-33565	11	2	histological	histological	ADJ
bracis-33565	11	3	damage	damage	NOUN
bracis-33565	11	4	in	in	ADP
bracis-33565	11	5	nafld	nafld	ADJ
bracis-33565	11	6	is	be	AUX
bracis-33565	11	7	very	very	ADV
bracis-33565	11	8	similar	similar	ADJ
bracis-33565	11	9	to	to	ADP
bracis-33565	11	10	that	that	PRON
bracis-33565	11	11	seen	see	VERB
bracis-33565	11	12	in	in	ADP
bracis-33565	11	13	patients	patient	NOUN
bracis-33565	11	14	with	with	ADP
bracis-33565	11	15	alcoholic	alcoholic	ADJ
bracis-33565	11	16	liver	liver	NOUN
bracis-33565	11	17	disease	disease	NOUN
bracis-33565	11	18	,	,	PUNCT
bracis-33565	11	19	but	but	CCONJ
bracis-33565	11	20	nafld	nafld	ADJ
bracis-33565	11	21	is	be	AUX
bracis-33565	11	22	not	not	PART
bracis-33565	11	23	alcohol	alcohol	NOUN
bracis-33565	11	24	-	-	VERB
bracis-33565	11	25	induced	induce	VERB
bracis-33565	11	26	by	by	ADP
bracis-33565	11	27	definition	definition	NOUN
bracis-33565	11	28	[	[	X
bracis-33565	11	29	2	2	NUM
bracis-33565	11	30	]	]	PUNCT
bracis-33565	11	31	.	.	PUNCT
bracis-33565	12	1	so	so	ADV
bracis-33565	12	2	,	,	PUNCT
bracis-33565	12	3	it	it	PRON
bracis-33565	12	4	is	be	AUX
bracis-33565	12	5	important	important	ADJ
bracis-33565	12	6	to	to	PART
bracis-33565	12	7	exclude	exclude	VERB
bracis-33565	12	8	secondary	secondary	ADJ
bracis-33565	12	9	causes	cause	NOUN
bracis-33565	12	10	of	of	ADP
bracis-33565	12	11	steatosis	steatosis	NOUN
bracis-33565	12	12	.	.	PUNCT
bracis-33565	13	1	furthermore	furthermore	ADV
bracis-33565	13	2	,	,	PUNCT
bracis-33565	13	3	nafld	nafld	ADV
bracis-33565	13	4	affects	affect	VERB
bracis-33565	13	5	approximately	approximately	ADV
bracis-33565	13	6	1.5	1.5	NUM
bracis-33565	13	7	billion	billion	NUM
bracis-33565	13	8	people	people	NOUN
bracis-33565	13	9	worldwide	worldwide	ADV
bracis-33565	13	10	,	,	PUNCT
bracis-33565	13	11	making	make	VERB
bracis-33565	13	12	it	it	PRON
bracis-33565	13	13	the	the	DET
bracis-33565	13	14	most	most	ADV
bracis-33565	13	15	common	common	ADJ
bracis-33565	13	16	liver	liver	NOUN
bracis-33565	13	17	disease	disease	NOUN
bracis-33565	13	18	[	[	X
bracis-33565	13	19	3	3	NUM
bracis-33565	13	20	]	]	PUNCT
bracis-33565	13	21	.	.	PUNCT
bracis-33565	14	1	given	give	VERB
bracis-33565	14	2	the	the	DET
bracis-33565	14	3	seriousness	seriousness	NOUN
bracis-33565	14	4	of	of	ADP
bracis-33565	14	5	this	this	DET
bracis-33565	14	6	context	context	NOUN
bracis-33565	14	7	,	,	PUNCT
bracis-33565	14	8	the	the	DET
bracis-33565	14	9	diagnosis	diagnosis	NOUN
bracis-33565	14	10	of	of	ADP
bracis-33565	14	11	nafld	nafld	ADJ
bracis-33565	14	12	must	must	AUX
bracis-33565	14	13	be	be	AUX
bracis-33565	14	14	rapid	rapid	ADJ
bracis-33565	14	15	,	,	PUNCT
bracis-33565	14	16	accurate	accurate	ADJ
bracis-33565	14	17	and	and	CCONJ
bracis-33565	14	18	efficient	efficient	ADJ
bracis-33565	14	19	.	.	PUNCT
bracis-33565	15	1	currently	currently	ADV
bracis-33565	15	2	,	,	PUNCT
bracis-33565	15	3	liver	liver	NOUN
bracis-33565	15	4	biopsy	biopsy	NOUN
bracis-33565	15	5	is	be	AUX
bracis-33565	15	6	the	the	DET
bracis-33565	15	7	most	most	ADV
bracis-33565	15	8	specific	specific	ADJ
bracis-33565	15	9	method	method	NOUN
bracis-33565	15	10	for	for	ADP
bracis-33565	15	11	diagnosing	diagnose	VERB
bracis-33565	15	12	nafld	nafld	ADV
bracis-33565	15	13	,	,	PUNCT
bracis-33565	15	14	and	and	CCONJ
bracis-33565	15	15	it	it	PRON
bracis-33565	15	16	also	also	ADV
bracis-33565	15	17	makes	make	VERB
bracis-33565	15	18	it	it	PRON
bracis-33565	15	19	possible	possible	ADJ
bracis-33565	15	20	to	to	PART
bracis-33565	15	21	assess	assess	VERB
bracis-33565	15	22	the	the	DET
bracis-33565	15	23	severity	severity	NOUN
bracis-33565	15	24	of	of	ADP
bracis-33565	15	25	fatty	fatty	NOUN
bracis-33565	15	26	infiltration	infiltration	NOUN
bracis-33565	15	27	in	in	ADP
bracis-33565	15	28	the	the	DET
bracis-33565	15	29	liver	liver	NOUN
bracis-33565	15	30	.	.	PUNCT
bracis-33565	16	1	however	however	ADV
bracis-33565	16	2	,	,	PUNCT
bracis-33565	16	3	this	this	DET
bracis-33565	16	4	method	method	NOUN
bracis-33565	16	5	is	be	AUX
bracis-33565	16	6	an	an	DET
bracis-33565	16	7	invasive	invasive	ADJ
bracis-33565	16	8	procedure	procedure	NOUN
bracis-33565	16	9	that	that	PRON
bracis-33565	16	10	poses	pose	VERB
bracis-33565	16	11	a	a	DET
bracis-33565	16	12	risk	risk	NOUN
bracis-33565	16	13	to	to	ADP
bracis-33565	16	14	the	the	DET
bracis-33565	16	15	patient	patient	NOUN
bracis-33565	16	16	and	and	CCONJ
bracis-33565	16	17	is	be	AUX
bracis-33565	16	18	expensive	expensive	ADJ
bracis-33565	16	19	.	.	PUNCT
bracis-33565	17	1	therefore	therefore	ADV
bracis-33565	17	2	,	,	PUNCT
bracis-33565	17	3	alternative	alternative	ADJ
bracis-33565	17	4	pathology	pathology	NOUN
bracis-33565	17	5	detection	detection	NOUN
bracis-33565	17	6	methods	method	NOUN
bracis-33565	17	7	are	be	AUX
bracis-33565	17	8	desirable	desirable	ADJ
bracis-33565	17	9	in	in	ADP
bracis-33565	17	10	this	this	DET
bracis-33565	17	11	context	context	NOUN
bracis-33565	17	12	[	[	X
bracis-33565	17	13	4	4	NUM
bracis-33565	17	14	]	]	PUNCT
bracis-33565	17	15	.	.	PUNCT
bracis-33565	18	1	most	most	ADJ
bracis-33565	18	2	patients	patient	NOUN
bracis-33565	18	3	are	be	AUX
bracis-33565	18	4	asymptomatic	asymptomatic	ADJ
bracis-33565	18	5	,	,	PUNCT
bracis-33565	18	6	and	and	CCONJ
bracis-33565	18	7	the	the	DET
bracis-33565	18	8	diagnosis	diagnosis	NOUN
bracis-33565	18	9	is	be	AUX
bracis-33565	18	10	considered	consider	VERB
bracis-33565	18	11	suspicious	suspicious	ADJ
bracis-33565	18	12	of	of	ADP
bracis-33565	18	13	nafld	nafld	ADV
bracis-33565	18	14	after	after	ADP
bracis-33565	18	15	finding	find	VERB
bracis-33565	18	16	elevated	elevated	ADJ
bracis-33565	18	17	transaminases	transaminase	NOUN
bracis-33565	18	18	in	in	ADP
bracis-33565	18	19	routine	routine	ADJ
bracis-33565	18	20	tests	test	NOUN
bracis-33565	18	21	.	.	PUNCT
bracis-33565	19	1	this	this	DET
bracis-33565	19	2	disease	disease	NOUN
bracis-33565	19	3	is	be	AUX
bracis-33565	19	4	also	also	ADV
bracis-33565	19	5	a	a	DET
bracis-33565	19	6	frequent	frequent	ADJ
bracis-33565	19	7	incidental	incidental	ADJ
bracis-33565	19	8	finding	finding	NOUN
bracis-33565	19	9	on	on	ADP
bracis-33565	19	10	ultrasound	ultrasound	NOUN
bracis-33565	19	11	(	(	PUNCT
bracis-33565	19	12	us	we	PRON
bracis-33565	19	13	)	)	PUNCT
bracis-33565	19	14	performed	perform	VERB
bracis-33565	19	15	for	for	ADP
bracis-33565	19	16	other	other	ADJ
bracis-33565	19	17	reasons	reason	NOUN
bracis-33565	19	18	,	,	PUNCT
bracis-33565	19	19	such	such	ADJ
bracis-33565	19	20	as	as	ADP
bracis-33565	19	21	suspected	suspect	VERB
bracis-33565	19	22	gallstones	gallstone	NOUN
bracis-33565	19	23	[	[	X
bracis-33565	19	24	5	5	NUM
bracis-33565	19	25	]	]	PUNCT
bracis-33565	19	26	.	.	PUNCT
bracis-33565	20	1	hepatic	hepatic	ADJ
bracis-33565	20	2	us	we	PRON
bracis-33565	20	3	is	be	AUX
bracis-33565	20	4	currently	currently	ADV
bracis-33565	20	5	the	the	DET
bracis-33565	20	6	most	most	ADV
bracis-33565	20	7	widely	widely	ADV
bracis-33565	20	8	available	available	ADJ
bracis-33565	20	9	,	,	PUNCT
bracis-33565	20	10	simple	simple	ADJ
bracis-33565	20	11	and	and	CCONJ
bracis-33565	20	12	inexpensive	inexpensive	ADJ
bracis-33565	20	13	non	non	ADJ
bracis-33565	20	14	-	-	ADJ
bracis-33565	20	15	invasive	invasive	ADJ
bracis-33565	20	16	method	method	NOUN
bracis-33565	20	17	for	for	ADP
bracis-33565	20	18	detecting	detect	VERB
bracis-33565	20	19	hepatic	hepatic	ADJ
bracis-33565	20	20	steatosis	steatosis	NOUN
bracis-33565	20	21	in	in	ADP
bracis-33565	20	22	clinical	clinical	ADJ
bracis-33565	20	23	practice	practice	NOUN
bracis-33565	20	24	.	.	PUNCT
bracis-33565	21	1	however	however	ADV
bracis-33565	21	2	,	,	PUNCT
bracis-33565	21	3	the	the	DET
bracis-33565	21	4	accuracy	accuracy	NOUN
bracis-33565	21	5	of	of	ADP
bracis-33565	21	6	us	we	PRON
bracis-33565	21	7	is	be	AUX
bracis-33565	21	8	highly	highly	ADV
bracis-33565	21	9	operator	operator	NOUN
bracis-33565	21	10	-	-	PUNCT
bracis-33565	21	11	dependent	dependent	ADJ
bracis-33565	21	12	,	,	PUNCT
bracis-33565	21	13	and	and	CCONJ
bracis-33565	21	14	its	its	PRON
bracis-33565	21	15	sensitivity	sensitivity	NOUN
bracis-33565	21	16	is	be	AUX
bracis-33565	21	17	reduced	reduce	VERB
bracis-33565	21	18	when	when	SCONJ
bracis-33565	21	19	steatosis	steatosis	NOUN
bracis-33565	21	20	infiltration	infiltration	NOUN
bracis-33565	21	21	is	be	AUX
bracis-33565	21	22	less	less	ADJ
bracis-33565	21	23	than	than	ADP
bracis-33565	21	24	30	30	NUM
bracis-33565	21	25	%	%	NOUN
bracis-33565	21	26	or	or	CCONJ
bracis-33565	21	27	in	in	ADP
bracis-33565	21	28	morbidly	morbidly	ADV
bracis-33565	21	29	obese	obese	ADJ
bracis-33565	21	30	patients	patient	NOUN
bracis-33565	21	31	.	.	PUNCT
bracis-33565	22	1	in	in	ADP
bracis-33565	22	2	addition	addition	NOUN
bracis-33565	22	3	,	,	PUNCT
bracis-33565	22	4	the	the	DET
bracis-33565	22	5	quantification	quantification	NOUN
bracis-33565	22	6	of	of	ADP
bracis-33565	22	7	hepatic	hepatic	ADJ
bracis-33565	22	8	steatosis	steatosis	NOUN
bracis-33565	22	9	is	be	AUX
bracis-33565	22	10	subjective	subjective	ADJ
bracis-33565	22	11	and	and	CCONJ
bracis-33565	22	12	can	can	AUX
bracis-33565	22	13	be	be	AUX
bracis-33565	22	14	influenced	influence	VERB
bracis-33565	22	15	by	by	ADP
bracis-33565	22	16	the	the	DET
bracis-33565	22	17	heterogeneity	heterogeneity	NOUN
bracis-33565	22	18	observed	observe	VERB
bracis-33565	22	19	in	in	ADP
bracis-33565	22	20	some	some	DET
bracis-33565	22	21	patients	patient	NOUN
bracis-33565	22	22	with	with	ADP
bracis-33565	22	23	nafld	nafld	ADJ
bracis-33565	23	1	[	[	X
bracis-33565	23	2	6	6	NUM
bracis-33565	23	3	]	]	PUNCT
bracis-33565	23	4	.	.	PUNCT
bracis-33565	24	1	on	on	ADP
bracis-33565	24	2	the	the	DET
bracis-33565	24	3	other	other	ADJ
bracis-33565	24	4	hand	hand	NOUN
bracis-33565	24	5	,	,	PUNCT
bracis-33565	24	6	thermographic	thermographic	ADJ
bracis-33565	24	7	studies	study	NOUN
bracis-33565	24	8	have	have	AUX
bracis-33565	24	9	been	be	AUX
bracis-33565	24	10	widely	widely	ADV
bracis-33565	24	11	included	include	VERB
bracis-33565	24	12	in	in	ADP
bracis-33565	24	13	medical	medical	ADJ
bracis-33565	24	14	practice	practice	NOUN
bracis-33565	24	15	to	to	PART
bracis-33565	24	16	obtain	obtain	VERB
bracis-33565	24	17	additional	additional	ADJ
bracis-33565	24	18	data	datum	NOUN
bracis-33565	24	19	for	for	ADP
bracis-33565	24	20	the	the	DET
bracis-33565	24	21	diagnosis	diagnosis	NOUN
bracis-33565	24	22	of	of	ADP
bracis-33565	24	23	various	various	ADJ
bracis-33565	24	24	diseases	disease	NOUN
bracis-33565	24	25	and	and	CCONJ
bracis-33565	24	26	determine	determine	VERB
bracis-33565	24	27	the	the	DET
bracis-33565	24	28	best	good	ADJ
bracis-33565	24	29	methods	method	NOUN
bracis-33565	24	30	and	and	CCONJ
bracis-33565	24	31	the	the	DET
bracis-33565	24	32	effectiveness	effectiveness	NOUN
bracis-33565	24	33	of	of	ADP
bracis-33565	24	34	treatment	treatment	NOUN
bracis-33565	24	35	.	.	PUNCT
bracis-33565	25	1	the	the	DET
bracis-33565	25	2	main	main	ADJ
bracis-33565	25	3	advantages	advantage	NOUN
bracis-33565	25	4	of	of	ADP
bracis-33565	25	5	thermographic	thermographic	ADJ
bracis-33565	25	6	research	research	NOUN
bracis-33565	25	7	are	be	AUX
bracis-33565	25	8	the	the	DET
bracis-33565	25	9	relatively	relatively	ADV
bracis-33565	25	10	low	low	ADJ
bracis-33565	25	11	cost	cost	NOUN
bracis-33565	25	12	,	,	PUNCT
bracis-33565	25	13	absence	absence	NOUN
bracis-33565	25	14	of	of	ADP
bracis-33565	25	15	ionizing	ionize	VERB
bracis-33565	25	16	radiation	radiation	NOUN
bracis-33565	25	17	or	or	CCONJ
bracis-33565	25	18	electromagnetic	electromagnetic	ADJ
bracis-33565	25	19	fields	field	NOUN
bracis-33565	25	20	,	,	PUNCT
bracis-33565	25	21	absence	absence	NOUN
bracis-33565	25	22	of	of	ADP
bracis-33565	25	23	contraindications	contraindication	NOUN
bracis-33565	25	24	,	,	PUNCT
bracis-33565	25	25	safety	safety	NOUN
bracis-33565	25	26	,	,	PUNCT
bracis-33565	25	27	and	and	CCONJ
bracis-33565	25	28	the	the	DET
bracis-33565	25	29	ability	ability	NOUN
bracis-33565	25	30	to	to	PART
bracis-33565	25	31	diagnose	diagnose	VERB
bracis-33565	25	32	the	the	DET
bracis-33565	25	33	disease	disease	NOUN
bracis-33565	25	34	at	at	ADP
bracis-33565	25	35	an	an	DET
bracis-33565	25	36	early	early	ADJ
bracis-33565	25	37	stage	stage	NOUN
bracis-33565	25	38	[	[	X
bracis-33565	25	39	7	7	NUM
bracis-33565	25	40	]	]	PUNCT
bracis-33565	25	41	.	.	PUNCT
bracis-33565	26	1	thus	thus	ADV
bracis-33565	26	2	,	,	PUNCT
bracis-33565	26	3	thermography	thermography	NOUN
bracis-33565	26	4	in	in	ADP
bracis-33565	26	5	medicine	medicine	NOUN
bracis-33565	26	6	can	can	AUX
bracis-33565	26	7	be	be	AUX
bracis-33565	26	8	used	use	VERB
bracis-33565	26	9	to	to	PART
bracis-33565	26	10	identify	identify	VERB
bracis-33565	26	11	the	the	DET
bracis-33565	26	12	dynamics	dynamic	NOUN
bracis-33565	26	13	of	of	ADP
bracis-33565	26	14	pathological	pathological	ADJ
bracis-33565	26	15	processes	process	NOUN
bracis-33565	26	16	.	.	PUNCT
bracis-33565	27	1	specifically	specifically	ADV
bracis-33565	27	2	in	in	ADP
bracis-33565	27	3	patients	patient	NOUN
bracis-33565	27	4	with	with	ADP
bracis-33565	27	5	nafld	nafld	ADV
bracis-33565	27	6	,	,	PUNCT
bracis-33565	27	7	it	it	PRON
bracis-33565	27	8	is	be	AUX
bracis-33565	27	9	observed	observe	VERB
bracis-33565	27	10	that	that	SCONJ
bracis-33565	27	11	the	the	DET
bracis-33565	27	12	development	development	NOUN
bracis-33565	27	13	of	of	ADP
bracis-33565	27	14	the	the	DET
bracis-33565	27	15	disease	disease	NOUN
bracis-33565	27	16	causes	cause	VERB
bracis-33565	27	17	a	a	DET
bracis-33565	27	18	decrease	decrease	NOUN
bracis-33565	27	19	in	in	ADP
bracis-33565	27	20	the	the	DET
bracis-33565	27	21	surface	surface	NOUN
bracis-33565	27	22	temperature	temperature	NOUN
bracis-33565	27	23	of	of	ADP
bracis-33565	27	24	the	the	DET
bracis-33565	27	25	liver	liver	NOUN
bracis-33565	27	26	[	[	X
bracis-33565	27	27	8	8	NUM
bracis-33565	27	28	]	]	PUNCT
bracis-33565	27	29	,	,	PUNCT
bracis-33565	27	30	making	make	VERB
bracis-33565	27	31	it	it	PRON
bracis-33565	27	32	a	a	DET
bracis-33565	27	33	promising	promising	ADJ
bracis-33565	27	34	method	method	NOUN
bracis-33565	27	35	for	for	ADP
bracis-33565	27	36	diagnosis	diagnosis	NOUN
bracis-33565	27	37	.	.	PUNCT
bracis-33565	28	1	even	even	ADV
bracis-33565	28	2	so	so	ADV
bracis-33565	28	3	,	,	PUNCT
bracis-33565	28	4	the	the	DET
bracis-33565	28	5	capture	capture	NOUN
bracis-33565	28	6	quality	quality	NOUN
bracis-33565	28	7	of	of	ADP
bracis-33565	28	8	the	the	DET
bracis-33565	28	9	infrared	infrared	ADJ
bracis-33565	28	10	emission	emission	NOUN
bracis-33565	28	11	that	that	SCONJ
bracis-33565	28	12	thermal	thermal	ADJ
bracis-33565	28	13	cameras	camera	NOUN
bracis-33565	28	14	use	use	VERB
bracis-33565	28	15	to	to	PART
bracis-33565	28	16	generate	generate	VERB
bracis-33565	28	17	surface	surface	NOUN
bracis-33565	28	18	thermograms	thermogram	NOUN
bracis-33565	28	19	is	be	AUX
bracis-33565	28	20	influenced	influence	VERB
bracis-33565	28	21	by	by	ADP
bracis-33565	28	22	the	the	DET
bracis-33565	28	23	environment	environment	NOUN
bracis-33565	28	24	,	,	PUNCT
bracis-33565	28	25	which	which	PRON
bracis-33565	28	26	attenuates	attenuate	VERB
bracis-33565	28	27	the	the	DET
bracis-33565	28	28	thermographic	thermographic	ADJ
bracis-33565	28	29	effect	effect	NOUN
bracis-33565	28	30	,	,	PUNCT
bracis-33565	28	31	making	make	VERB
bracis-33565	28	32	its	its	PRON
bracis-33565	28	33	detection	detection	NOUN
bracis-33565	28	34	difficult	difficult	ADJ
bracis-33565	28	35	.	.	PUNCT
bracis-33565	29	1	consequently	consequently	ADV
bracis-33565	29	2	,	,	PUNCT
bracis-33565	29	3	a	a	DET
bracis-33565	29	4	controlled	control	VERB
bracis-33565	29	5	environment	environment	NOUN
bracis-33565	29	6	is	be	AUX
bracis-33565	29	7	required	require	VERB
bracis-33565	29	8	for	for	ADP
bracis-33565	29	9	image	image	NOUN
bracis-33565	29	10	acquisition	acquisition	NOUN
bracis-33565	29	11	and	and	CCONJ
bracis-33565	29	12	pre	pre	ADJ
bracis-33565	29	13	-	-	ADJ
bracis-33565	29	14	processing	processing	NOUN
bracis-33565	29	15	to	to	PART
bracis-33565	29	16	reduce	reduce	VERB
bracis-33565	29	17	noise	noise	NOUN
bracis-33565	29	18	and	and	CCONJ
bracis-33565	29	19	refine	refine	VERB
bracis-33565	29	20	image	image	NOUN
bracis-33565	29	21	characteristics	characteristic	NOUN
bracis-33565	29	22	[	[	X
bracis-33565	29	23	9	9	NUM
bracis-33565	29	24	]	]	PUNCT
bracis-33565	29	25	.	.	PUNCT
bracis-33565	30	1	in	in	ADP
bracis-33565	30	2	this	this	DET
bracis-33565	30	3	context	context	NOUN
bracis-33565	30	4	,	,	PUNCT
bracis-33565	30	5	few	few	ADJ
bracis-33565	30	6	studies	study	NOUN
bracis-33565	30	7	have	have	AUX
bracis-33565	30	8	been	be	AUX
bracis-33565	30	9	carried	carry	VERB
bracis-33565	30	10	out	out	ADP
bracis-33565	30	11	using	use	VERB
bracis-33565	30	12	medical	medical	ADJ
bracis-33565	30	13	thermal	thermal	ADJ
bracis-33565	30	14	images	image	NOUN
bracis-33565	30	15	in	in	ADP
bracis-33565	30	16	conjunction	conjunction	NOUN
bracis-33565	30	17	with	with	ADP
bracis-33565	30	18	neural	neural	ADJ
bracis-33565	30	19	networks	network	NOUN
bracis-33565	30	20	for	for	ADP
bracis-33565	30	21	detection	detection	NOUN
bracis-33565	30	22	or	or	CCONJ
bracis-33565	30	23	classification	classification	NOUN
bracis-33565	30	24	.	.	PUNCT
bracis-33565	31	1	pinto	pinto	NOUN
bracis-33565	31	2	et	et	PROPN
bracis-33565	31	3	al	al	PROPN
bracis-33565	31	4	.	.	PROPN
bracis-33565	31	5	(	(	PUNCT
bracis-33565	31	6	2021	2021	NUM
bracis-33565	31	7	)	)	PUNCT
bracis-33565	31	8	and	and	CCONJ
bracis-33565	31	9	farias	faria	NOUN
bracis-33565	31	10	et	et	PROPN
bracis-33565	31	11	al	al	PROPN
bracis-33565	31	12	.	.	PROPN
bracis-33565	32	1	(	(	PUNCT
bracis-33565	32	2	2023	2023	NUM
bracis-33565	32	3	)	)	PUNCT
bracis-33565	32	4	developed	develop	VERB
bracis-33565	32	5	a	a	DET
bracis-33565	32	6	study	study	NOUN
bracis-33565	32	7	to	to	PART
bracis-33565	32	8	classify	classify	VERB
bracis-33565	32	9	thermal	thermal	ADJ
bracis-33565	32	10	images	image	NOUN
bracis-33565	32	11	of	of	ADP
bracis-33565	32	12	the	the	DET
bracis-33565	32	13	liver	liver	NOUN
bracis-33565	32	14	into	into	ADP
bracis-33565	32	15	two	two	NUM
bracis-33565	32	16	groups	group	NOUN
bracis-33565	32	17	:	:	PUNCT
bracis-33565	32	18	healthy	healthy	ADJ
bracis-33565	32	19	and	and	CCONJ
bracis-33565	32	20	nafld	nafld	ADJ
bracis-33565	32	21	.	.	PUNCT
bracis-33565	33	1	the	the	DET
bracis-33565	33	2	first	first	ADJ
bracis-33565	33	3	used	use	VERB
bracis-33565	33	4	the	the	DET
bracis-33565	33	5	alexnet	alexnet	ADJ
bracis-33565	33	6	convolutional	convolutional	ADJ
bracis-33565	33	7	neural	neural	ADJ
bracis-33565	33	8	network	network	NOUN
bracis-33565	33	9	with	with	ADP
bracis-33565	33	10	satisfactory	satisfactory	ADJ
bracis-33565	33	11	results	result	NOUN
bracis-33565	33	12	,	,	PUNCT
bracis-33565	33	13	achieving	achieve	VERB
bracis-33565	33	14	an	an	DET
bracis-33565	33	15	accuracy	accuracy	NOUN
bracis-33565	33	16	of	of	ADP
bracis-33565	33	17	96	96	NUM
bracis-33565	33	18	%	%	NOUN
bracis-33565	33	19	.	.	PUNCT
bracis-33565	34	1	the	the	DET
bracis-33565	34	2	second	second	ADJ
bracis-33565	34	3	study	study	NOUN
bracis-33565	34	4	used	use	VERB
bracis-33565	34	5	the	the	DET
bracis-33565	34	6	temporal	temporal	ADJ
bracis-33565	34	7	analysis	analysis	NOUN
bracis-33565	34	8	technique	technique	NOUN
bracis-33565	34	9	with	with	ADP
bracis-33565	34	10	a	a	DET
bracis-33565	34	11	temporal	temporal	ADJ
bracis-33565	34	12	convolutional	convolutional	ADJ
bracis-33565	34	13	network	network	NOUN
bracis-33565	34	14	,	,	PUNCT
bracis-33565	34	15	achieving	achieve	VERB
bracis-33565	34	16	an	an	DET
bracis-33565	34	17	accuracy	accuracy	NOUN
bracis-33565	34	18	of	of	ADP
bracis-33565	34	19	88	88	NUM
bracis-33565	34	20	%	%	NOUN
bracis-33565	34	21	.	.	PUNCT
bracis-33565	35	1	both	both	PRON
bracis-33565	35	2	prove	prove	VERB
bracis-33565	35	3	the	the	DET
bracis-33565	35	4	great	great	ADJ
bracis-33565	35	5	potential	potential	NOUN
bracis-33565	35	6	that	that	SCONJ
bracis-33565	35	7	the	the	DET
bracis-33565	35	8	analysis	analysis	NOUN
bracis-33565	35	9	of	of	ADP
bracis-33565	35	10	medical	medical	ADJ
bracis-33565	35	11	thermal	thermal	ADJ
bracis-33565	35	12	images	image	NOUN
bracis-33565	35	13	has	have	VERB
bracis-33565	35	14	if	if	SCONJ
bracis-33565	35	15	combined	combine	VERB
bracis-33565	35	16	with	with	ADP
bracis-33565	35	17	machine	machine	NOUN
bracis-33565	35	18	learning	learning	NOUN
bracis-33565	35	19	,	,	PUNCT
bracis-33565	35	20	enabling	enable	VERB
bracis-33565	35	21	professionals	professional	NOUN
bracis-33565	35	22	to	to	PART
bracis-33565	35	23	be	be	AUX
bracis-33565	35	24	supported	support	VERB
bracis-33565	35	25	by	by	ADP
bracis-33565	35	26	neural	neural	ADJ
bracis-33565	35	27	networks	network	NOUN
bracis-33565	35	28	during	during	ADP
bracis-33565	35	29	the	the	DET
bracis-33565	35	30	diagnosis	diagnosis	NOUN
bracis-33565	35	31	of	of	ADP
bracis-33565	35	32	this	this	DET
bracis-33565	35	33	disease	disease	NOUN
bracis-33565	35	34	.	.	PUNCT
bracis-33565	36	1	in	in	ADP
bracis-33565	36	2	machine	machine	NOUN
bracis-33565	36	3	learning	learning	NOUN
bracis-33565	36	4	,	,	PUNCT
bracis-33565	36	5	convolutional	convolutional	ADJ
bracis-33565	36	6	neural	neural	ADJ
bracis-33565	36	7	networks	network	NOUN
bracis-33565	36	8	(	(	PUNCT
bracis-33565	36	9	cnns	cnns	PROPN
bracis-33565	36	10	)	)	PUNCT
bracis-33565	36	11	are	be	AUX
bracis-33565	36	12	important	important	ADJ
bracis-33565	36	13	architectures	architecture	NOUN
bracis-33565	36	14	that	that	PRON
bracis-33565	36	15	enable	enable	VERB
bracis-33565	36	16	the	the	DET
bracis-33565	36	17	resolution	resolution	NOUN
bracis-33565	36	18	of	of	ADP
bracis-33565	36	19	some	some	DET
bracis-33565	36	20	problems	problem	NOUN
bracis-33565	36	21	,	,	PUNCT
bracis-33565	36	22	such	such	ADJ
bracis-33565	36	23	as	as	ADP
bracis-33565	36	24	facial	facial	ADJ
bracis-33565	36	25	recognition	recognition	NOUN
bracis-33565	36	26	,	,	PUNCT
bracis-33565	36	27	autonomous	autonomous	ADJ
bracis-33565	36	28	vehicles	vehicle	NOUN
bracis-33565	36	29	,	,	PUNCT
bracis-33565	36	30	and	and	CCONJ
bracis-33565	36	31	intelligent	intelligent	ADJ
bracis-33565	36	32	medical	medical	ADJ
bracis-33565	36	33	treatment	treatment	NOUN
bracis-33565	36	34	[	[	X
bracis-33565	36	35	12	12	NUM
bracis-33565	36	36	]	]	PUNCT
bracis-33565	36	37	.	.	PUNCT
bracis-33565	37	1	furthermore	furthermore	ADV
bracis-33565	37	2	,	,	PUNCT
bracis-33565	37	3	in	in	ADP
bracis-33565	37	4	deep	deep	ADJ
bracis-33565	37	5	learning	learning	NOUN
bracis-33565	37	6	,	,	PUNCT
bracis-33565	37	7	cnns	cnn	NOUN
bracis-33565	37	8	are	be	AUX
bracis-33565	37	9	widely	widely	ADV
bracis-33565	37	10	known	know	VERB
bracis-33565	37	11	for	for	ADP
bracis-33565	37	12	their	their	PRON
bracis-33565	37	13	ability	ability	NOUN
bracis-33565	37	14	to	to	PART
bracis-33565	37	15	achieve	achieve	VERB
bracis-33565	37	16	high	high	ADJ
bracis-33565	37	17	accuracy	accuracy	NOUN
bracis-33565	37	18	in	in	ADP
bracis-33565	37	19	classifying	classify	VERB
bracis-33565	37	20	medical	medical	ADJ
bracis-33565	37	21	images	image	NOUN
bracis-33565	37	22	.	.	PUNCT
bracis-33565	38	1	however	however	ADV
bracis-33565	38	2	,	,	PUNCT
bracis-33565	38	3	these	these	DET
bracis-33565	38	4	models	model	NOUN
bracis-33565	38	5	that	that	PRON
bracis-33565	38	6	are	be	AUX
bracis-33565	38	7	not	not	PART
bracis-33565	38	8	pre	pre	ADJ
bracis-33565	38	9	-	-	VERB
bracis-33565	38	10	trained	train	VERB
bracis-33565	38	11	,	,	PUNCT
bracis-33565	38	12	i.e.	i.e.	X
bracis-33565	38	13	,	,	PUNCT
bracis-33565	38	14	with	with	ADP
bracis-33565	38	15	the	the	DET
bracis-33565	38	16	initial	initial	ADJ
bracis-33565	38	17	weights	weight	NOUN
bracis-33565	38	18	of	of	ADP
bracis-33565	38	19	the	the	DET
bracis-33565	38	20	network	network	NOUN
bracis-33565	38	21	starting	start	VERB
bracis-33565	38	22	with	with	ADP
bracis-33565	38	23	random	random	ADJ
bracis-33565	38	24	values	value	NOUN
bracis-33565	38	25	,	,	PUNCT
bracis-33565	38	26	have	have	VERB
bracis-33565	38	27	some	some	DET
bracis-33565	38	28	limitations	limitation	NOUN
bracis-33565	38	29	.	.	PUNCT
bracis-33565	39	1	training	train	VERB
bracis-33565	39	2	the	the	DET
bracis-33565	39	3	deep	deep	ADJ
bracis-33565	39	4	learning	learning	NOUN
bracis-33565	39	5	model	model	NOUN
bracis-33565	39	6	on	on	ADP
bracis-33565	39	7	a	a	DET
bracis-33565	39	8	large	large	ADJ
bracis-33565	39	9	number	number	NOUN
bracis-33565	39	10	of	of	ADP
bracis-33565	39	11	images	image	NOUN
bracis-33565	39	12	requires	require	VERB
bracis-33565	39	13	huge	huge	ADJ
bracis-33565	39	14	computational	computational	ADJ
bracis-33565	39	15	resources	resource	NOUN
bracis-33565	39	16	,	,	PUNCT
bracis-33565	39	17	and	and	CCONJ
bracis-33565	39	18	for	for	ADP
bracis-33565	39	19	proper	proper	ADJ
bracis-33565	39	20	training	training	NOUN
bracis-33565	39	21	of	of	ADP
bracis-33565	39	22	the	the	DET
bracis-33565	39	23	model	model	NOUN
bracis-33565	39	24	,	,	PUNCT
bracis-33565	39	25	it	it	PRON
bracis-33565	39	26	needs	need	VERB
bracis-33565	39	27	a	a	DET
bracis-33565	39	28	very	very	ADV
bracis-33565	39	29	significant	significant	ADJ
bracis-33565	39	30	amount	amount	NOUN
bracis-33565	39	31	of	of	ADP
bracis-33565	39	32	standard	standard	ADJ
bracis-33565	39	33	training	training	NOUN
bracis-33565	39	34	datasets	dataset	NOUN
bracis-33565	39	35	,	,	PUNCT
bracis-33565	39	36	which	which	PRON
bracis-33565	39	37	is	be	AUX
bracis-33565	39	38	the	the	DET
bracis-33565	39	39	biggest	big	ADJ
bracis-33565	39	40	problem	problem	NOUN
bracis-33565	39	41	for	for	ADP
bracis-33565	39	42	medical	medical	ADJ
bracis-33565	39	43	images	image	NOUN
bracis-33565	39	44	;	;	PUNCT
bracis-33565	39	45	after	after	ADV
bracis-33565	39	46	all	all	ADV
bracis-33565	39	47	,	,	PUNCT
bracis-33565	39	48	data	datum	NOUN
bracis-33565	39	49	can	can	AUX
bracis-33565	39	50	be	be	AUX
bracis-33565	39	51	expensive	expensive	ADJ
bracis-33565	39	52	and	and	CCONJ
bracis-33565	39	53	difficult	difficult	ADJ
bracis-33565	39	54	to	to	PART
bracis-33565	39	55	obtain	obtain	VERB
bracis-33565	39	56	.	.	PUNCT
bracis-33565	40	1	furthermore	furthermore	ADV
bracis-33565	40	2	,	,	PUNCT
bracis-33565	40	3	there	there	PRON
bracis-33565	40	4	are	be	VERB
bracis-33565	40	5	still	still	ADV
bracis-33565	40	6	ethical	ethical	ADJ
bracis-33565	40	7	privacy	privacy	NOUN
bracis-33565	40	8	issues	issue	NOUN
bracis-33565	40	9	[	[	X
bracis-33565	40	10	13	13	NUM
bracis-33565	40	11	]	]	PUNCT
bracis-33565	40	12	.	.	PUNCT
bracis-33565	41	1	with	with	ADP
bracis-33565	41	2	this	this	DET
bracis-33565	41	3	perspective	perspective	NOUN
bracis-33565	41	4	,	,	PUNCT
bracis-33565	41	5	siamese	siamese	ADJ
bracis-33565	41	6	neural	neural	ADJ
bracis-33565	41	7	networks	network	NOUN
bracis-33565	41	8	(	(	PUNCT
bracis-33565	41	9	snns	snn	NOUN
bracis-33565	41	10	)	)	PUNCT
bracis-33565	41	11	emerge	emerge	VERB
bracis-33565	41	12	as	as	ADP
bracis-33565	41	13	an	an	DET
bracis-33565	41	14	architecture	architecture	NOUN
bracis-33565	41	15	of	of	ADP
bracis-33565	41	16	artificial	artificial	ADJ
bracis-33565	41	17	neural	neural	ADJ
bracis-33565	41	18	networks	network	NOUN
bracis-33565	41	19	composed	compose	VERB
bracis-33565	41	20	of	of	ADP
bracis-33565	41	21	two	two	NUM
bracis-33565	41	22	identical	identical	ADJ
bracis-33565	41	23	neural	neural	ADJ
bracis-33565	41	24	networks	network	NOUN
bracis-33565	41	25	(	(	PUNCT
bracis-33565	41	26	they	they	PRON
bracis-33565	41	27	share	share	VERB
bracis-33565	41	28	the	the	DET
bracis-33565	41	29	same	same	ADJ
bracis-33565	41	30	weights	weight	NOUN
bracis-33565	41	31	)	)	PUNCT
bracis-33565	41	32	,	,	PUNCT
bracis-33565	41	33	united	unite	VERB
bracis-33565	41	34	using	use	VERB
bracis-33565	41	35	perceptrons	perceptron	NOUN
bracis-33565	41	36	whose	whose	DET
bracis-33565	41	37	function	function	NOUN
bracis-33565	41	38	is	be	AUX
bracis-33565	41	39	to	to	PART
bracis-33565	41	40	calculate	calculate	VERB
bracis-33565	41	41	the	the	DET
bracis-33565	41	42	similarity	similarity	NOUN
bracis-33565	41	43	between	between	ADP
bracis-33565	41	44	the	the	DET
bracis-33565	41	45	response	response	NOUN
bracis-33565	41	46	of	of	ADP
bracis-33565	41	47	the	the	DET
bracis-33565	41	48	two	two	NUM
bracis-33565	41	49	networks	network	NOUN
bracis-33565	41	50	[	[	X
bracis-33565	41	51	14	14	NUM
bracis-33565	41	52	]	]	PUNCT
bracis-33565	41	53	.	.	PUNCT
bracis-33565	42	1	they	they	PRON
bracis-33565	42	2	were	be	AUX
bracis-33565	42	3	proposed	propose	VERB
bracis-33565	42	4	to	to	PART
bracis-33565	42	5	attenuate	attenuate	VERB
bracis-33565	42	6	the	the	DET
bracis-33565	42	7	data	data	NOUN
bracis-33565	42	8	scarcity	scarcity	NOUN
bracis-33565	42	9	problem	problem	NOUN
bracis-33565	42	10	since	since	SCONJ
bracis-33565	42	11	this	this	DET
bracis-33565	42	12	type	type	NOUN
bracis-33565	42	13	of	of	ADP
bracis-33565	42	14	architecture	architecture	NOUN
bracis-33565	42	15	requires	require	VERB
bracis-33565	42	16	small	small	ADJ
bracis-33565	42	17	samples	sample	NOUN
bracis-33565	42	18	for	for	ADP
bracis-33565	42	19	training	training	NOUN
bracis-33565	42	20	and	and	CCONJ
bracis-33565	42	21	learning	learn	VERB
bracis-33565	42	22	the	the	DET
bracis-33565	42	23	model	model	NOUN
bracis-33565	42	24	.	.	PUNCT
bracis-33565	43	1	therefore	therefore	ADV
bracis-33565	43	2	,	,	PUNCT
bracis-33565	43	3	considering	consider	VERB
bracis-33565	43	4	the	the	DET
bracis-33565	43	5	importance	importance	NOUN
bracis-33565	43	6	of	of	ADP
bracis-33565	43	7	a	a	DET
bracis-33565	43	8	non	non	ADJ
bracis-33565	43	9	-	-	ADJ
bracis-33565	43	10	invasive	invasive	ADJ
bracis-33565	43	11	diagnosis	diagnosis	NOUN
bracis-33565	43	12	of	of	ADP
bracis-33565	43	13	nafld	nafld	PROPN
bracis-33565	43	14	together	together	ADV
bracis-33565	43	15	with	with	ADP
bracis-33565	43	16	the	the	DET
bracis-33565	43	17	contribution	contribution	NOUN
bracis-33565	43	18	that	that	PRON
bracis-33565	43	19	machine	machine	NOUN
bracis-33565	43	20	learning	learning	NOUN
bracis-33565	43	21	is	be	AUX
bracis-33565	43	22	capable	capable	ADJ
bracis-33565	43	23	of	of	ADP
bracis-33565	43	24	bringing	bring	VERB
bracis-33565	43	25	to	to	ADP
bracis-33565	43	26	the	the	DET
bracis-33565	43	27	classification	classification	NOUN
bracis-33565	43	28	of	of	ADP
bracis-33565	43	29	images	image	NOUN
bracis-33565	43	30	within	within	ADP
bracis-33565	43	31	the	the	DET
bracis-33565	43	32	scope	scope	NOUN
bracis-33565	43	33	of	of	ADP
bracis-33565	43	34	computer	computer	NOUN
bracis-33565	43	35	vision	vision	NOUN
bracis-33565	43	36	,	,	PUNCT
bracis-33565	43	37	the	the	DET
bracis-33565	43	38	present	present	ADJ
bracis-33565	43	39	work	work	NOUN
bracis-33565	43	40	aims	aim	VERB
bracis-33565	43	41	to	to	PART
bracis-33565	43	42	classify	classify	VERB
bracis-33565	43	43	thermal	thermal	ADJ
bracis-33565	43	44	images	image	NOUN
bracis-33565	43	45	of	of	ADP
bracis-33565	43	46	the	the	DET
bracis-33565	43	47	liver	liver	NOUN
bracis-33565	43	48	region	region	NOUN
bracis-33565	43	49	as	as	SCONJ
bracis-33565	43	50	affected	affect	VERB
bracis-33565	43	51	by	by	ADP
bracis-33565	43	52	nafld	nafld	ADJ
bracis-33565	43	53	or	or	CCONJ
bracis-33565	43	54	healthy	healthy	ADJ
bracis-33565	43	55	,	,	PUNCT
bracis-33565	43	56	using	use	VERB
bracis-33565	43	57	a	a	DET
bracis-33565	43	58	siamese	siamese	ADJ
bracis-33565	43	59	neural	neural	ADJ
bracis-33565	43	60	network	network	NOUN
bracis-33565	43	61	architecture	architecture	NOUN
bracis-33565	43	62	.	.	PUNCT
bracis-33565	44	1	this	this	DET
bracis-33565	44	2	work	work	NOUN
bracis-33565	44	3	makes	make	VERB
bracis-33565	44	4	the	the	DET
bracis-33565	44	5	following	follow	VERB
bracis-33565	44	6	contributions	contribution	NOUN
bracis-33565	44	7	:	:	PUNCT
bracis-33565	44	8	a	a	DET
bracis-33565	44	9	study	study	NOUN
bracis-33565	44	10	for	for	ADP
bracis-33565	44	11	the	the	DET
bracis-33565	44	12	processing	processing	NOUN
bracis-33565	44	13	of	of	ADP
bracis-33565	44	14	medical	medical	ADJ
bracis-33565	44	15	thermal	thermal	ADJ
bracis-33565	44	16	images	image	NOUN
bracis-33565	44	17	,	,	PUNCT
bracis-33565	44	18	a	a	DET
bracis-33565	44	19	study	study	NOUN
bracis-33565	44	20	to	to	PART
bracis-33565	44	21	detail	detail	VERB
bracis-33565	44	22	the	the	DET
bracis-33565	44	23	structure	structure	NOUN
bracis-33565	44	24	of	of	ADP
bracis-33565	44	25	the	the	DET
bracis-33565	44	26	siamese	siamese	ADJ
bracis-33565	44	27	network	network	NOUN
bracis-33565	44	28	and	and	CCONJ
bracis-33565	44	29	the	the	DET
bracis-33565	44	30	application	application	NOUN
bracis-33565	44	31	of	of	ADP
bracis-33565	44	32	the	the	DET
bracis-33565	44	33	siamese	siamese	ADJ
bracis-33565	44	34	neural	neural	ADJ
bracis-33565	44	35	network	network	NOUN
bracis-33565	44	36	in	in	ADP
bracis-33565	44	37	the	the	DET
bracis-33565	44	38	classification	classification	NOUN
bracis-33565	44	39	of	of	ADP
bracis-33565	44	40	medical	medical	ADJ
bracis-33565	44	41	thermal	thermal	ADJ
bracis-33565	44	42	images	image	NOUN
bracis-33565	44	43	.	.	PUNCT
bracis-33565	45	1	this	this	DET
bracis-33565	45	2	study	study	NOUN
bracis-33565	45	3	is	be	AUX
bracis-33565	45	4	structured	structure	VERB
bracis-33565	45	5	as	as	SCONJ
bracis-33565	45	6	follows	follow	VERB
bracis-33565	45	7	:	:	PUNCT
bracis-33565	45	8	sect	sect	NOUN
bracis-33565	45	9	.	.	PUNCT
bracis-33565	45	10	 	 	SPACE
bracis-33565	46	1	2	2	NUM
bracis-33565	46	2	presents	present	VERB
bracis-33565	46	3	the	the	DET
bracis-33565	46	4	proposed	propose	VERB
bracis-33565	46	5	method	method	NOUN
bracis-33565	46	6	and	and	CCONJ
bracis-33565	46	7	the	the	DET
bracis-33565	46	8	image	image	NOUN
bracis-33565	46	9	dataset	dataset	NOUN
bracis-33565	46	10	used	use	VERB
bracis-33565	46	11	.	.	PUNCT
bracis-33565	47	1	section	section	NOUN
bracis-33565	47	2	 	 	SPACE
bracis-33565	47	3	3	3	NUM
bracis-33565	47	4	presents	present	VERB
bracis-33565	47	5	the	the	DET
bracis-33565	47	6	result	result	NOUN
bracis-33565	47	7	and	and	CCONJ
bracis-33565	47	8	discusses	discuss	VERB
bracis-33565	47	9	what	what	PRON
bracis-33565	47	10	was	be	AUX
bracis-33565	47	11	obtained	obtain	VERB
bracis-33565	47	12	.	.	PUNCT
bracis-33565	48	1	finally	finally	ADV
bracis-33565	48	2	,	,	PUNCT
bracis-33565	48	3	sect	sect	NOUN
bracis-33565	48	4	.	.	PUNCT
bracis-33565	48	5	 	 	SPACE
bracis-33565	48	6	4	4	NUM
bracis-33565	48	7	presents	present	VERB
bracis-33565	48	8	the	the	DET
bracis-33565	48	9	conclusions	conclusion	NOUN
bracis-33565	48	10	of	of	ADP
bracis-33565	48	11	this	this	DET
bracis-33565	48	12	work	work	NOUN
bracis-33565	48	13	.	.	PUNCT
bracis-33565	49	1	2	2	NUM
bracis-33565	49	2	materials	material	NOUN
bracis-33565	49	3	and	and	CCONJ
bracis-33565	49	4	 	 	SPACE
bracis-33565	49	5	method	method	NOUN
bracis-33565	49	6	this	this	DET
bracis-33565	49	7	section	section	NOUN
bracis-33565	49	8	presents	present	VERB
bracis-33565	49	9	the	the	DET
bracis-33565	49	10	image	image	NOUN
bracis-33565	49	11	dataset	dataset	NOUN
bracis-33565	49	12	used	use	VERB
bracis-33565	49	13	and	and	CCONJ
bracis-33565	49	14	the	the	DET
bracis-33565	49	15	proposed	propose	VERB
bracis-33565	49	16	method	method	NOUN
bracis-33565	49	17	for	for	ADP
bracis-33565	49	18	classifying	classify	VERB
bracis-33565	49	19	thermal	thermal	ADJ
bracis-33565	49	20	images	image	NOUN
bracis-33565	49	21	of	of	ADP
bracis-33565	49	22	the	the	DET
bracis-33565	49	23	liver	liver	NOUN
bracis-33565	49	24	(	(	PUNCT
bracis-33565	49	25	fig	fig	NOUN
bracis-33565	49	26	.	.	PUNCT
bracis-33565	49	27	 	 	SPACE
bracis-33565	49	28	1	1	NUM
bracis-33565	49	29	)	)	PUNCT
bracis-33565	49	30	.	.	PUNCT
bracis-33565	50	1	the	the	DET
bracis-33565	50	2	method	method	NOUN
bracis-33565	50	3	consists	consist	VERB
bracis-33565	50	4	of	of	ADP
bracis-33565	50	5	three	three	NUM
bracis-33565	50	6	steps	step	NOUN
bracis-33565	50	7	:	:	PUNCT
bracis-33565	50	8	the	the	DET
bracis-33565	50	9	first	first	ADJ
bracis-33565	50	10	is	be	AUX
bracis-33565	50	11	the	the	DET
bracis-33565	50	12	extraction	extraction	NOUN
bracis-33565	50	13	of	of	ADP
bracis-33565	50	14	the	the	DET
bracis-33565	50	15	region	region	NOUN
bracis-33565	50	16	of	of	ADP
bracis-33565	50	17	interest	interest	NOUN
bracis-33565	50	18	(	(	PUNCT
bracis-33565	50	19	roi	roi	NOUN
bracis-33565	50	20	)	)	PUNCT
bracis-33565	50	21	,	,	PUNCT
bracis-33565	50	22	followed	follow	VERB
bracis-33565	50	23	by	by	ADP
bracis-33565	50	24	the	the	DET
bracis-33565	50	25	pre	pre	NOUN
bracis-33565	50	26	-	-	NOUN
bracis-33565	50	27	processing	processing	NOUN
bracis-33565	50	28	of	of	ADP
bracis-33565	50	29	the	the	DET
bracis-33565	50	30	roi	roi	NOUN
bracis-33565	50	31	and	and	CCONJ
bracis-33565	50	32	,	,	PUNCT
bracis-33565	50	33	finally	finally	ADV
bracis-33565	50	34	,	,	PUNCT
bracis-33565	50	35	the	the	DET
bracis-33565	50	36	classification	classification	NOUN
bracis-33565	50	37	of	of	ADP
bracis-33565	50	38	the	the	DET
bracis-33565	50	39	images	image	NOUN
bracis-33565	50	40	by	by	ADP
bracis-33565	50	41	the	the	DET
bracis-33565	50	42	siamese	siamese	ADJ
bracis-33565	50	43	network	network	NOUN
bracis-33565	50	44	.	.	PUNCT
bracis-33565	51	1	below	below	ADV
bracis-33565	51	2	,	,	PUNCT
bracis-33565	51	3	each	each	DET
bracis-33565	51	4	step	step	NOUN
bracis-33565	51	5	is	be	AUX
bracis-33565	51	6	detailed	detail	VERB
bracis-33565	51	7	.	.	PUNCT
bracis-33565	52	1	fig	fig	NOUN
bracis-33565	52	2	.	.	PUNCT
bracis-33565	53	1	1	1	X
bracis-33565	53	2	.	.	NUM
bracis-33565	53	3	proposed	propose	VERB
bracis-33565	53	4	method	method	NOUN
bracis-33565	53	5	full	full	ADJ
bracis-33565	53	6	size	size	NOUN
bracis-33565	53	7	image	image	NOUN
bracis-33565	53	8	2.1	2.1	NUM
bracis-33565	53	9	dataset	dataset	VERB
bracis-33565	53	10	the	the	DET
bracis-33565	53	11	dataset	dataset	NOUN
bracis-33565	53	12	comprises	comprise	VERB
bracis-33565	53	13	images	image	NOUN
bracis-33565	53	14	from	from	ADP
bracis-33565	53	15	40	40	NUM
bracis-33565	53	16	patients	patient	NOUN
bracis-33565	53	17	,	,	PUNCT
bracis-33565	53	18	18	18	NUM
bracis-33565	53	19	diagnosed	diagnose	VERB
bracis-33565	53	20	with	with	ADP
bracis-33565	53	21	nafld	nafld	ADJ
bracis-33565	53	22	and	and	CCONJ
bracis-33565	53	23	22	22	NUM
bracis-33565	53	24	healthy	healthy	ADJ
bracis-33565	53	25	.	.	PUNCT
bracis-33565	54	1	in	in	ADP
bracis-33565	54	2	total	total	NOUN
bracis-33565	54	3	,	,	PUNCT
bracis-33565	54	4	there	there	PRON
bracis-33565	54	5	are	be	VERB
bracis-33565	54	6	103	103	NUM
bracis-33565	54	7	images	image	NOUN
bracis-33565	54	8	of	of	ADP
bracis-33565	54	9	patients	patient	NOUN
bracis-33565	54	10	with	with	ADP
bracis-33565	54	11	this	this	DET
bracis-33565	54	12	disease	disease	NOUN
bracis-33565	54	13	and	and	CCONJ
bracis-33565	54	14	132	132	NUM
bracis-33565	54	15	images	image	NOUN
bracis-33565	54	16	of	of	ADP
bracis-33565	54	17	healthy	healthy	ADJ
bracis-33565	54	18	patients	patient	NOUN
bracis-33565	54	19	.	.	PUNCT
bracis-33565	55	1	the	the	DET
bracis-33565	55	2	diagnosis	diagnosis	NOUN
bracis-33565	55	3	of	of	ADP
bracis-33565	55	4	these	these	DET
bracis-33565	55	5	patients	patient	NOUN
bracis-33565	55	6	for	for	ADP
bracis-33565	55	7	nafld	nafld	ADJ
bracis-33565	55	8	was	be	AUX
bracis-33565	55	9	confirmed	confirm	VERB
bracis-33565	55	10	via	via	ADP
bracis-33565	55	11	ultrasound	ultrasound	NOUN
bracis-33565	55	12	of	of	ADP
bracis-33565	55	13	the	the	DET
bracis-33565	55	14	abdominal	abdominal	ADJ
bracis-33565	55	15	region	region	NOUN
bracis-33565	55	16	by	by	ADP
bracis-33565	55	17	the	the	DET
bracis-33565	55	18	specialist	specialist	NOUN
bracis-33565	55	19	,	,	PUNCT
bracis-33565	55	20	serving	serve	VERB
bracis-33565	55	21	to	to	PART
bracis-33565	55	22	determine	determine	VERB
bracis-33565	55	23	and	and	CCONJ
bracis-33565	55	24	label	label	VERB
bracis-33565	55	25	the	the	DET
bracis-33565	55	26	patients	patient	NOUN
bracis-33565	55	27	as	as	SCONJ
bracis-33565	55	28	affected	affected	ADJ
bracis-33565	55	29	or	or	CCONJ
bracis-33565	55	30	not	not	PART
bracis-33565	55	31	by	by	ADP
bracis-33565	55	32	nafld	nafld	PROPN
bracis-33565	55	33	.	.	PUNCT
bracis-33565	56	1	a	a	DET
bracis-33565	56	2	thermograph	thermograph	NOUN
bracis-33565	56	3	with	with	ADP
bracis-33565	56	4	an	an	DET
bracis-33565	56	5	infrared	infrared	ADJ
bracis-33565	56	6	sensor	sensor	NOUN
bracis-33565	56	7	flir	flir	NOUN
bracis-33565	56	8	model	model	NOUN
bracis-33565	56	9	s650c	s650c	PROPN
bracis-33565	56	10	,	,	PUNCT
bracis-33565	56	11	which	which	PRON
bracis-33565	56	12	has	have	VERB
bracis-33565	56	13	a	a	DET
bracis-33565	56	14	resolution	resolution	NOUN
bracis-33565	56	15	of	of	ADP
bracis-33565	56	16	640\(\,\times	640\(\,\times	NUM
bracis-33565	56	17	\,\)480	\,\)480	NOUN
bracis-33565	56	18	pixels	pixel	NOUN
bracis-33565	56	19	,	,	PUNCT
bracis-33565	56	20	has	have	AUX
bracis-33565	56	21	been	be	AUX
bracis-33565	56	22	used	use	VERB
bracis-33565	56	23	to	to	PART
bracis-33565	56	24	acquire	acquire	VERB
bracis-33565	56	25	the	the	DET
bracis-33565	56	26	images	image	NOUN
bracis-33565	56	27	.	.	PUNCT
bracis-33565	57	1	as	as	SCONJ
bracis-33565	57	2	mentioned	mention	VERB
bracis-33565	57	3	,	,	PUNCT
bracis-33565	57	4	a	a	DET
bracis-33565	57	5	controlled	control	VERB
bracis-33565	57	6	environment	environment	NOUN
bracis-33565	57	7	is	be	AUX
bracis-33565	57	8	required	require	VERB
bracis-33565	57	9	,	,	PUNCT
bracis-33565	57	10	so	so	ADV
bracis-33565	57	11	the	the	DET
bracis-33565	57	12	specialist	specialist	NOUN
bracis-33565	57	13	has	have	AUX
bracis-33565	57	14	developed	develop	VERB
bracis-33565	57	15	a	a	DET
bracis-33565	57	16	thorough	thorough	ADJ
bracis-33565	57	17	protocol	protocol	NOUN
bracis-33565	57	18	for	for	ADP
bracis-33565	57	19	acquiring	acquire	VERB
bracis-33565	57	20	the	the	DET
bracis-33565	57	21	thermal	thermal	ADJ
bracis-33565	57	22	images	image	NOUN
bracis-33565	57	23	,	,	PUNCT
bracis-33565	57	24	which	which	PRON
bracis-33565	57	25	consists	consist	VERB
bracis-33565	57	26	of	of	ADP
bracis-33565	57	27	certain	certain	ADJ
bracis-33565	57	28	steps	step	NOUN
bracis-33565	57	29	:	:	PUNCT
bracis-33565	57	30	initially	initially	ADV
bracis-33565	57	31	,	,	PUNCT
bracis-33565	57	32	the	the	DET
bracis-33565	57	33	environment	environment	NOUN
bracis-33565	57	34	is	be	AUX
bracis-33565	57	35	acclimatized	acclimatize	VERB
bracis-33565	57	36	,	,	PUNCT
bracis-33565	57	37	where	where	SCONJ
bracis-33565	57	38	the	the	DET
bracis-33565	57	39	patient	patient	NOUN
bracis-33565	57	40	is	be	AUX
bracis-33565	57	41	kept	keep	VERB
bracis-33565	57	42	for	for	ADP
bracis-33565	57	43	15	15	NUM
bracis-33565	57	44	 	 	SPACE
bracis-33565	57	45	min	min	NOUN
bracis-33565	57	46	at	at	ADP
bracis-33565	57	47	23\(^\circ	23\(^\circ	PROPN
bracis-33565	57	48	\)c	\)c	PROPN
bracis-33565	57	49	and	and	CCONJ
bracis-33565	57	50	a	a	DET
bracis-33565	57	51	relative	relative	ADJ
bracis-33565	57	52	humidity	humidity	NOUN
bracis-33565	57	53	of	of	ADP
bracis-33565	57	54	65	65	NUM
bracis-33565	57	55	%	%	NOUN
bracis-33565	57	56	.	.	PUNCT
bracis-33565	58	1	at	at	ADP
bracis-33565	58	2	this	this	DET
bracis-33565	58	3	location	location	NOUN
bracis-33565	58	4	,	,	PUNCT
bracis-33565	58	5	the	the	DET
bracis-33565	58	6	patients	patient	NOUN
bracis-33565	58	7	were	be	AUX
bracis-33565	58	8	positioned	position	VERB
bracis-33565	58	9	in	in	ADP
bracis-33565	58	10	dorsal	dorsal	NOUN
bracis-33565	58	11	decubitus	decubitus	NOUN
bracis-33565	58	12	(	(	PUNCT
bracis-33565	58	13	lying	lie	VERB
bracis-33565	58	14	with	with	ADP
bracis-33565	58	15	their	their	PRON
bracis-33565	58	16	chests	chest	NOUN
bracis-33565	58	17	up	up	ADP
bracis-33565	58	18	)	)	PUNCT
bracis-33565	58	19	and	and	CCONJ
bracis-33565	58	20	the	the	DET
bracis-33565	58	21	images	image	NOUN
bracis-33565	58	22	were	be	AUX
bracis-33565	58	23	then	then	ADV
bracis-33565	58	24	taken	take	VERB
bracis-33565	58	25	with	with	ADP
bracis-33565	58	26	the	the	DET
bracis-33565	58	27	camera	camera	NOUN
bracis-33565	58	28	above	above	ADP
bracis-33565	58	29	the	the	DET
bracis-33565	58	30	patient	patient	NOUN
bracis-33565	58	31	,	,	PUNCT
bracis-33565	58	32	forming	form	VERB
bracis-33565	58	33	a	a	DET
bracis-33565	58	34	\(90^\circ	\(90^\circ	ADJ
bracis-33565	58	35	\	\	ADJ
bracis-33565	58	36	)	)	PUNCT
bracis-33565	58	37	angle	angle	NOUN
bracis-33565	58	38	(	(	PUNCT
bracis-33565	58	39	fig	fig	NOUN
bracis-33565	58	40	.	.	PUNCT
bracis-33565	58	41	 	 	SPACE
bracis-33565	59	1	2	2	NUM
bracis-33565	59	2	)	)	PUNCT
bracis-33565	59	3	.	.	PUNCT
bracis-33565	60	1	five	five	NUM
bracis-33565	60	2	images	image	NOUN
bracis-33565	60	3	were	be	AUX
bracis-33565	60	4	captured	capture	VERB
bracis-33565	60	5	per	per	ADP
bracis-33565	60	6	patient	patient	NOUN
bracis-33565	60	7	.	.	PUNCT
bracis-33565	61	1	in	in	ADP
bracis-33565	61	2	addition	addition	NOUN
bracis-33565	61	3	,	,	PUNCT
bracis-33565	61	4	throughout	throughout	ADP
bracis-33565	61	5	the	the	DET
bracis-33565	61	6	process	process	NOUN
bracis-33565	61	7	of	of	ADP
bracis-33565	61	8	acclimatization	acclimatization	NOUN
bracis-33565	61	9	and	and	CCONJ
bracis-33565	61	10	taking	take	VERB
bracis-33565	61	11	the	the	DET
bracis-33565	61	12	images	image	NOUN
bracis-33565	61	13	,	,	PUNCT
bracis-33565	61	14	the	the	DET
bracis-33565	61	15	patients	patient	NOUN
bracis-33565	61	16	had	have	VERB
bracis-33565	61	17	their	their	PRON
bracis-33565	61	18	abdominal	abdominal	ADJ
bracis-33565	61	19	region	region	NOUN
bracis-33565	61	20	exposed	expose	VERB
bracis-33565	61	21	.	.	PUNCT
bracis-33565	62	1	fig	fig	NOUN
bracis-33565	62	2	.	.	PUNCT
bracis-33565	63	1	2	2	X
bracis-33565	63	2	.	.	X
bracis-33565	63	3	examples	example	NOUN
bracis-33565	63	4	of	of	ADP
bracis-33565	63	5	thermal	thermal	ADJ
bracis-33565	63	6	images	image	NOUN
bracis-33565	63	7	obtained	obtain	VERB
bracis-33565	63	8	from	from	ADP
bracis-33565	63	9	the	the	DET
bracis-33565	63	10	dataset	dataset	NOUN
bracis-33565	63	11	.	.	PUNCT
bracis-33565	64	1	full	full	ADJ
bracis-33565	64	2	size	size	NOUN
bracis-33565	64	3	image	image	NOUN
bracis-33565	64	4	2.2	2.2	NUM
bracis-33565	64	5	extraction	extraction	NOUN
bracis-33565	64	6	of	of	ADP
bracis-33565	64	7	 	 	SPACE
bracis-33565	64	8	the	the	DET
bracis-33565	64	9	 	 	SPACE
bracis-33565	64	10	liver	liver	NOUN
bracis-33565	64	11	region	region	NOUN
bracis-33565	64	12	(	(	PUNCT
bracis-33565	64	13	roi	roi	NOUN
bracis-33565	64	14	)	)	PUNCT
bracis-33565	64	15	in	in	ADP
bracis-33565	64	16	this	this	DET
bracis-33565	64	17	study	study	NOUN
bracis-33565	64	18	,	,	PUNCT
bracis-33565	64	19	the	the	DET
bracis-33565	64	20	region	region	NOUN
bracis-33565	64	21	of	of	ADP
bracis-33565	64	22	interest	interest	NOUN
bracis-33565	64	23	(	(	PUNCT
bracis-33565	64	24	roi	roi	NOUN
bracis-33565	64	25	)	)	PUNCT
bracis-33565	64	26	comprises	comprise	VERB
bracis-33565	64	27	the	the	DET
bracis-33565	64	28	location	location	NOUN
bracis-33565	64	29	of	of	ADP
bracis-33565	64	30	the	the	DET
bracis-33565	64	31	liver	liver	NOUN
bracis-33565	64	32	in	in	ADP
bracis-33565	64	33	the	the	DET
bracis-33565	64	34	acquired	acquire	VERB
bracis-33565	64	35	images	image	NOUN
bracis-33565	64	36	.	.	PUNCT
bracis-33565	65	1	ozougwu	ozougwu	ADV
bracis-33565	65	2	(	(	PUNCT
bracis-33565	65	3	2017	2017	NUM
bracis-33565	65	4	)	)	PUNCT
bracis-33565	65	5	defines	define	VERB
bracis-33565	65	6	the	the	DET
bracis-33565	65	7	liver	liver	NOUN
bracis-33565	65	8	region	region	NOUN
bracis-33565	65	9	as	as	ADP
bracis-33565	65	10	the	the	DET
bracis-33565	65	11	upper	upper	ADJ
bracis-33565	65	12	right	right	ADJ
bracis-33565	65	13	quadrant	quadrant	NOUN
bracis-33565	65	14	of	of	ADP
bracis-33565	65	15	the	the	DET
bracis-33565	65	16	abdomen	abdoman	NOUN
bracis-33565	65	17	.	.	PUNCT
bracis-33565	66	1	the	the	DET
bracis-33565	66	2	roi	roi	NOUN
bracis-33565	66	3	extraction	extraction	NOUN
bracis-33565	66	4	process	process	NOUN
bracis-33565	66	5	was	be	AUX
bracis-33565	66	6	carried	carry	VERB
bracis-33565	66	7	out	out	ADP
bracis-33565	66	8	using	use	VERB
bracis-33565	66	9	the	the	DET
bracis-33565	66	10	proprietary	proprietary	ADJ
bracis-33565	66	11	software	software	NOUN
bracis-33565	66	12	flir	flir	NOUN
bracis-33565	66	13	toolsfootnote	toolsfootnote	NOUN
bracis-33565	66	14	1	1	NUM
bracis-33565	66	15	,	,	PUNCT
bracis-33565	66	16	provided	provide	VERB
bracis-33565	66	17	by	by	ADP
bracis-33565	66	18	the	the	DET
bracis-33565	66	19	manufacturer	manufacturer	NOUN
bracis-33565	66	20	of	of	ADP
bracis-33565	66	21	the	the	DET
bracis-33565	66	22	thermograph	thermograph	NOUN
bracis-33565	66	23	used	use	VERB
bracis-33565	66	24	to	to	PART
bracis-33565	66	25	acquire	acquire	VERB
bracis-33565	66	26	the	the	DET
bracis-33565	66	27	images	image	NOUN
bracis-33565	66	28	.	.	PUNCT
bracis-33565	67	1	then	then	ADV
bracis-33565	67	2	,	,	PUNCT
bracis-33565	67	3	with	with	ADP
bracis-33565	67	4	the	the	DET
bracis-33565	67	5	help	help	NOUN
bracis-33565	67	6	of	of	ADP
bracis-33565	67	7	the	the	DET
bracis-33565	67	8	specialist	specialist	NOUN
bracis-33565	67	9	,	,	PUNCT
bracis-33565	67	10	rois	rois	PROPN
bracis-33565	67	11	of	of	ADP
bracis-33565	67	12	different	different	ADJ
bracis-33565	67	13	dimensions	dimension	NOUN
bracis-33565	67	14	were	be	AUX
bracis-33565	67	15	obtained	obtain	VERB
bracis-33565	67	16	from	from	ADP
bracis-33565	67	17	the	the	DET
bracis-33565	67	18	dataset	dataset	NOUN
bracis-33565	67	19	to	to	PART
bracis-33565	67	20	capture	capture	VERB
bracis-33565	67	21	the	the	DET
bracis-33565	67	22	liver	liver	NOUN
bracis-33565	67	23	region	region	NOUN
bracis-33565	67	24	better	well	ADV
bracis-33565	67	25	since	since	SCONJ
bracis-33565	67	26	each	each	DET
bracis-33565	67	27	patient	patient	NOUN
bracis-33565	67	28	has	have	VERB
bracis-33565	67	29	a	a	DET
bracis-33565	67	30	different	different	ADJ
bracis-33565	67	31	physiology	physiology	NOUN
bracis-33565	67	32	.	.	PUNCT
bracis-33565	68	1	the	the	DET
bracis-33565	68	2	roi	roi	NOUN
bracis-33565	68	3	was	be	AUX
bracis-33565	68	4	exported	export	VERB
bracis-33565	68	5	to	to	ADP
bracis-33565	68	6	a	a	DET
bracis-33565	68	7	temperature	temperature	NOUN
bracis-33565	68	8	table	table	NOUN
bracis-33565	68	9	in	in	ADP
bracis-33565	68	10	degrees	degree	NOUN
bracis-33565	68	11	celsius	celsius	NOUN
bracis-33565	68	12	,	,	PUNCT
bracis-33565	68	13	where	where	SCONJ
bracis-33565	68	14	each	each	DET
bracis-33565	68	15	cell	cell	NOUN
bracis-33565	68	16	shows	show	VERB
bracis-33565	68	17	a	a	DET
bracis-33565	68	18	value	value	NOUN
bracis-33565	68	19	for	for	ADP
bracis-33565	68	20	the	the	DET
bracis-33565	68	21	temperature	temperature	NOUN
bracis-33565	68	22	at	at	ADP
bracis-33565	68	23	each	each	DET
bracis-33565	68	24	specific	specific	ADJ
bracis-33565	68	25	point	point	NOUN
bracis-33565	68	26	.	.	PUNCT
bracis-33565	69	1	2.3	2.3	NUM
bracis-33565	69	2	pre	pre	ADJ
bracis-33565	69	3	-	-	ADJ
bracis-33565	69	4	processing	processing	NOUN
bracis-33565	69	5	once	once	ADV
bracis-33565	69	6	the	the	DET
bracis-33565	69	7	roi	roi	NOUN
bracis-33565	69	8	had	have	AUX
bracis-33565	69	9	been	be	AUX
bracis-33565	69	10	delineated	delineate	VERB
bracis-33565	69	11	,	,	PUNCT
bracis-33565	69	12	its	its	PRON
bracis-33565	69	13	temperature	temperature	NOUN
bracis-33565	69	14	table	table	NOUN
bracis-33565	69	15	was	be	AUX
bracis-33565	69	16	transformed	transform	VERB
bracis-33565	69	17	into	into	ADP
bracis-33565	69	18	thermal	thermal	ADJ
bracis-33565	69	19	images	image	NOUN
bracis-33565	69	20	,	,	PUNCT
bracis-33565	69	21	which	which	PRON
bracis-33565	69	22	use	use	VERB
bracis-33565	69	23	a	a	DET
bracis-33565	69	24	gray	gray	ADJ
bracis-33565	69	25	scale	scale	NOUN
bracis-33565	69	26	for	for	ADP
bracis-33565	69	27	their	their	PRON
bracis-33565	69	28	representation	representation	NOUN
bracis-33565	69	29	(	(	PUNCT
bracis-33565	69	30	fig	fig	NOUN
bracis-33565	69	31	3(a	3(a	NUM
bracis-33565	69	32	)	)	PUNCT
bracis-33565	69	33	)	)	PUNCT
bracis-33565	69	34	.	.	PUNCT
bracis-33565	70	1	the	the	DET
bracis-33565	70	2	process	process	NOUN
bracis-33565	70	3	described	describe	VERB
bracis-33565	70	4	in	in	ADP
bracis-33565	70	5	eq	eq	PROPN
bracis-33565	70	6	.	.	PUNCT
bracis-33565	70	7	 	 	SPACE
bracis-33565	70	8	1	1	NUM
bracis-33565	70	9	was	be	AUX
bracis-33565	70	10	used	use	VERB
bracis-33565	70	11	to	to	PART
bracis-33565	70	12	map	map	VERB
bracis-33565	70	13	the	the	DET
bracis-33565	70	14	temperature	temperature	NOUN
bracis-33565	70	15	values	value	NOUN
bracis-33565	70	16	read	read	VERB
bracis-33565	70	17	t	t	PROPN
bracis-33565	70	18	to	to	ADP
bracis-33565	70	19	other	other	ADJ
bracis-33565	70	20	desired	desire	VERB
bracis-33565	70	21	domains	domain	NOUN
bracis-33565	70	22	f(t	f(t	NOUN
bracis-33565	70	23	)	)	PUNCT
bracis-33565	70	24	.	.	PUNCT
bracis-33565	71	1	$	$	SYM
bracis-33565	71	2	$	$	SYM
bracis-33565	71	3	\begin{aligned	\begin{aligne	VERB
bracis-33565	71	4	}	}	PUNCT
bracis-33565	71	5	f(t	f(t	NOUN
bracis-33565	71	6	)	)	PUNCT
bracis-33565	71	7	=	=	SYM
bracis-33565	71	8	\frac{(t*1000	\frac{(t*1000	PROPN
bracis-33565	71	9	oldmin)(newmax	oldmin)(newmax	NUM
bracis-33565	71	10	newmin)}{(oldmax	newmin)}{(oldmax	NUM
bracis-33565	71	11	oldmin	oldmin	X
bracis-33565	71	12	)	)	PUNCT
bracis-33565	71	13	}	}	PUNCT
bracis-33565	72	1	+	+	NUM
bracis-33565	72	2	newmin	newmin	NOUN
bracis-33565	72	3	.	.	PUNCT
bracis-33565	73	1	\end{aligned}$$	\end{aligned}$$	X
bracis-33565	73	2	(	(	PUNCT
bracis-33565	73	3	1	1	NUM
bracis-33565	73	4	)	)	PUNCT
bracis-33565	73	5	in	in	ADP
bracis-33565	73	6	eq	eq	ADP
bracis-33565	73	7	.	.	PUNCT
bracis-33565	73	8	 	 	SPACE
bracis-33565	73	9	1	1	NUM
bracis-33565	73	10	,	,	PUNCT
bracis-33565	73	11	oldmin	oldmin	PROPN
bracis-33565	73	12	represents	represent	VERB
bracis-33565	73	13	the	the	DET
bracis-33565	73	14	lowest	low	ADJ
bracis-33565	73	15	temperature	temperature	NOUN
bracis-33565	73	16	among	among	ADP
bracis-33565	73	17	all	all	DET
bracis-33565	73	18	the	the	DET
bracis-33565	73	19	images	image	NOUN
bracis-33565	73	20	in	in	ADP
bracis-33565	73	21	the	the	DET
bracis-33565	73	22	dataset	dataset	NOUN
bracis-33565	73	23	,	,	PUNCT
bracis-33565	73	24	multiplied	multiply	VERB
bracis-33565	73	25	by	by	ADP
bracis-33565	73	26	1000	1000	NUM
bracis-33565	73	27	,	,	PUNCT
bracis-33565	73	28	while	while	SCONJ
bracis-33565	73	29	oldmax	oldmax	NOUN
bracis-33565	73	30	is	be	AUX
bracis-33565	73	31	the	the	DET
bracis-33565	73	32	highest	high	ADJ
bracis-33565	73	33	temperature	temperature	NOUN
bracis-33565	73	34	among	among	ADP
bracis-33565	73	35	all	all	DET
bracis-33565	73	36	the	the	DET
bracis-33565	73	37	images	image	NOUN
bracis-33565	73	38	multiplied	multiply	VERB
bracis-33565	73	39	by	by	ADP
bracis-33565	73	40	1000	1000	NUM
bracis-33565	73	41	.	.	PUNCT
bracis-33565	74	1	newmin	newmin	NOUN
bracis-33565	74	2	and	and	CCONJ
bracis-33565	74	3	newmax	newmax	PROPN
bracis-33565	74	4	are	be	AUX
bracis-33565	74	5	constant	constant	ADJ
bracis-33565	74	6	values	value	NOUN
bracis-33565	74	7	that	that	PRON
bracis-33565	74	8	represent	represent	VERB
bracis-33565	74	9	the	the	DET
bracis-33565	74	10	minimum	minimum	ADJ
bracis-33565	74	11	and	and	CCONJ
bracis-33565	74	12	maximum	maximum	ADJ
bracis-33565	74	13	values	value	NOUN
bracis-33565	74	14	of	of	ADP
bracis-33565	74	15	the	the	DET
bracis-33565	74	16	scale	scale	NOUN
bracis-33565	74	17	adopted	adopt	VERB
bracis-33565	74	18	(	(	PUNCT
bracis-33565	74	19	0	0	NUM
bracis-33565	74	20	and	and	CCONJ
bracis-33565	74	21	255	255	NUM
bracis-33565	74	22	for	for	ADP
bracis-33565	74	23	gray	gray	ADJ
bracis-33565	74	24	)	)	PUNCT
bracis-33565	74	25	.	.	PUNCT
bracis-33565	75	1	in	in	ADP
bracis-33565	75	2	this	this	DET
bracis-33565	75	3	way	way	NOUN
bracis-33565	75	4	,	,	PUNCT
bracis-33565	75	5	all	all	DET
bracis-33565	75	6	the	the	DET
bracis-33565	75	7	base	base	NOUN
bracis-33565	75	8	images	image	NOUN
bracis-33565	75	9	were	be	AUX
bracis-33565	75	10	converted	convert	VERB
bracis-33565	75	11	into	into	ADP
bracis-33565	75	12	intermediate	intermediate	ADJ
bracis-33565	75	13	thermal	thermal	ADJ
bracis-33565	75	14	images	image	NOUN
bracis-33565	75	15	.	.	PUNCT
bracis-33565	76	1	fig	fig	NOUN
bracis-33565	76	2	.	.	PUNCT
bracis-33565	77	1	3	3	X
bracis-33565	77	2	.	.	X
bracis-33565	77	3	roi	roi	NOUN
bracis-33565	77	4	pre	pre	ADJ
bracis-33565	77	5	-	-	ADJ
bracis-33565	77	6	processing	processing	ADJ
bracis-33565	77	7	steps	step	NOUN
bracis-33565	77	8	full	full	ADJ
bracis-33565	77	9	size	size	NOUN
bracis-33565	77	10	image	image	NOUN
bracis-33565	77	11	filters	filter	NOUN
bracis-33565	77	12	were	be	AUX
bracis-33565	77	13	applied	apply	VERB
bracis-33565	77	14	to	to	ADP
bracis-33565	77	15	the	the	DET
bracis-33565	77	16	images	image	NOUN
bracis-33565	77	17	to	to	PART
bracis-33565	77	18	enhance	enhance	VERB
bracis-33565	77	19	them	they	PRON
bracis-33565	77	20	.	.	PUNCT
bracis-33565	78	1	the	the	DET
bracis-33565	78	2	median	median	ADJ
bracis-33565	78	3	filter	filter	NOUN
bracis-33565	78	4	and	and	CCONJ
bracis-33565	78	5	adaptive	adaptive	ADJ
bracis-33565	78	6	histogram	histogram	NOUN
bracis-33565	78	7	equalization	equalization	NOUN
bracis-33565	78	8	(	(	PUNCT
bracis-33565	78	9	clahe	clahe	PROPN
bracis-33565	78	10	)	)	PUNCT
bracis-33565	79	1	[	[	X
bracis-33565	79	2	16	16	NUM
bracis-33565	79	3	]	]	X
bracis-33565	79	4	(	(	PUNCT
bracis-33565	79	5	fig	fig	NOUN
bracis-33565	79	6	 	 	SPACE
bracis-33565	79	7	3(b	3(b	NUM
bracis-33565	79	8	)	)	PUNCT
bracis-33565	79	9	)	)	PUNCT
bracis-33565	79	10	were	be	AUX
bracis-33565	79	11	used	use	VERB
bracis-33565	79	12	and	and	CCONJ
bracis-33565	79	13	demonstrated	demonstrate	VERB
bracis-33565	79	14	a	a	DET
bracis-33565	79	15	significant	significant	ADJ
bracis-33565	79	16	improvement	improvement	NOUN
bracis-33565	79	17	in	in	ADP
bracis-33565	79	18	network	network	NOUN
bracis-33565	79	19	performance	performance	NOUN
bracis-33565	79	20	in	in	ADP
bracis-33565	79	21	preliminary	preliminary	ADJ
bracis-33565	79	22	studies	study	NOUN
bracis-33565	79	23	[	[	X
bracis-33565	79	24	10	10	NUM
bracis-33565	79	25	,	,	PUNCT
bracis-33565	79	26	11	11	NUM
bracis-33565	79	27	]	]	PUNCT
bracis-33565	79	28	.	.	PUNCT
bracis-33565	80	1	finally	finally	ADV
bracis-33565	80	2	,	,	PUNCT
bracis-33565	80	3	to	to	PART
bracis-33565	80	4	solve	solve	VERB
bracis-33565	80	5	the	the	DET
bracis-33565	80	6	problem	problem	NOUN
bracis-33565	80	7	of	of	ADP
bracis-33565	80	8	the	the	DET
bracis-33565	80	9	different	different	ADJ
bracis-33565	80	10	roi	roi	NOUN
bracis-33565	80	11	dimensions	dimension	NOUN
bracis-33565	80	12	obtained	obtain	VERB
bracis-33565	80	13	for	for	ADP
bracis-33565	80	14	each	each	DET
bracis-33565	80	15	patient	patient	NOUN
bracis-33565	80	16	,	,	PUNCT
bracis-33565	80	17	all	all	DET
bracis-33565	80	18	the	the	DET
bracis-33565	80	19	roi	roi	NOUN
bracis-33565	80	20	images	image	NOUN
bracis-33565	80	21	were	be	AUX
bracis-33565	80	22	centrally	centrally	ADV
bracis-33565	80	23	cropped	crop	VERB
bracis-33565	80	24	to	to	ADP
bracis-33565	80	25	200	200	NUM
bracis-33565	80	26	by	by	ADP
bracis-33565	80	27	200	200	NUM
bracis-33565	80	28	pixels	pixel	NOUN
bracis-33565	80	29	.	.	PUNCT
bracis-33565	81	1	2.4	2.4	NUM
bracis-33565	81	2	classification	classification	NOUN
bracis-33565	81	3	siamese	siamese	ADJ
bracis-33565	81	4	networks	network	NOUN
bracis-33565	81	5	have	have	VERB
bracis-33565	81	6	a	a	DET
bracis-33565	81	7	high	high	ADJ
bracis-33565	81	8	potential	potential	NOUN
bracis-33565	81	9	to	to	PART
bracis-33565	81	10	learn	learn	VERB
bracis-33565	81	11	,	,	PUNCT
bracis-33565	81	12	even	even	ADV
bracis-33565	81	13	from	from	ADP
bracis-33565	81	14	a	a	DET
bracis-33565	81	15	small	small	ADJ
bracis-33565	81	16	set	set	NOUN
bracis-33565	81	17	of	of	ADP
bracis-33565	81	18	data	datum	NOUN
bracis-33565	81	19	,	,	PUNCT
bracis-33565	81	20	and	and	CCONJ
bracis-33565	81	21	require	require	VERB
bracis-33565	81	22	relative	relative	ADJ
bracis-33565	81	23	computing	computing	NOUN
bracis-33565	81	24	power	power	NOUN
bracis-33565	81	25	compared	compare	VERB
bracis-33565	81	26	to	to	ADP
bracis-33565	81	27	what	what	PRON
bracis-33565	81	28	they	they	PRON
bracis-33565	81	29	can	can	AUX
bracis-33565	81	30	deliver	deliver	VERB
bracis-33565	81	31	.	.	PUNCT
bracis-33565	82	1	with	with	ADP
bracis-33565	82	2	this	this	PRON
bracis-33565	82	3	in	in	ADP
bracis-33565	82	4	mind	mind	NOUN
bracis-33565	82	5	,	,	PUNCT
bracis-33565	82	6	a	a	DET
bracis-33565	82	7	siamese	siamese	ADJ
bracis-33565	82	8	neural	neural	ADJ
bracis-33565	82	9	network	network	NOUN
bracis-33565	82	10	architecture	architecture	NOUN
bracis-33565	82	11	was	be	AUX
bracis-33565	82	12	developed	develop	VERB
bracis-33565	82	13	for	for	ADP
bracis-33565	82	14	this	this	DET
bracis-33565	82	15	context	context	NOUN
bracis-33565	82	16	.	.	PUNCT
bracis-33565	83	1	this	this	DET
bracis-33565	83	2	architecture	architecture	NOUN
bracis-33565	83	3	works	work	VERB
bracis-33565	83	4	with	with	ADP
bracis-33565	83	5	two	two	NUM
bracis-33565	83	6	input	input	NOUN
bracis-33565	83	7	images	image	NOUN
bracis-33565	83	8	and	and	CCONJ
bracis-33565	83	9	a	a	DET
bracis-33565	83	10	single	single	ADJ
bracis-33565	83	11	output	output	NOUN
bracis-33565	83	12	,	,	PUNCT
bracis-33565	83	13	which	which	PRON
bracis-33565	83	14	provides	provide	VERB
bracis-33565	83	15	a	a	DET
bracis-33565	83	16	number	number	NOUN
bracis-33565	83	17	of	of	ADP
bracis-33565	83	18	how	how	SCONJ
bracis-33565	83	19	similar	similar	ADJ
bracis-33565	83	20	these	these	DET
bracis-33565	83	21	two	two	NUM
bracis-33565	83	22	images	image	NOUN
bracis-33565	83	23	are	be	AUX
bracis-33565	83	24	by	by	ADP
bracis-33565	83	25	means	mean	NOUN
bracis-33565	83	26	of	of	ADP
bracis-33565	83	27	a	a	DET
bracis-33565	83	28	similarity	similarity	NOUN
bracis-33565	83	29	function	function	NOUN
bracis-33565	83	30	.	.	PUNCT
bracis-33565	84	1	the	the	DET
bracis-33565	84	2	architecture	architecture	NOUN
bracis-33565	84	3	is	be	AUX
bracis-33565	84	4	composed	compose	VERB
bracis-33565	84	5	of	of	ADP
bracis-33565	84	6	a	a	DET
bracis-33565	84	7	pair	pair	NOUN
bracis-33565	84	8	of	of	ADP
bracis-33565	84	9	convolutional	convolutional	ADJ
bracis-33565	84	10	networks	network	NOUN
bracis-33565	84	11	that	that	PRON
bracis-33565	84	12	share	share	VERB
bracis-33565	84	13	the	the	DET
bracis-33565	84	14	same	same	ADJ
bracis-33565	84	15	weights	weight	NOUN
bracis-33565	84	16	and	and	CCONJ
bracis-33565	84	17	are	be	AUX
bracis-33565	84	18	responsible	responsible	ADJ
bracis-33565	84	19	for	for	ADP
bracis-33565	84	20	extracting	extract	VERB
bracis-33565	84	21	features	feature	NOUN
bracis-33565	84	22	from	from	ADP
bracis-33565	84	23	the	the	DET
bracis-33565	84	24	input	input	NOUN
bracis-33565	84	25	image	image	NOUN
bracis-33565	84	26	pair	pair	NOUN
bracis-33565	84	27	.	.	PUNCT
bracis-33565	85	1	the	the	DET
bracis-33565	85	2	internal	internal	ADJ
bracis-33565	85	3	structure	structure	NOUN
bracis-33565	85	4	of	of	ADP
bracis-33565	85	5	the	the	DET
bracis-33565	85	6	pair	pair	NOUN
bracis-33565	85	7	of	of	ADP
bracis-33565	85	8	convolutional	convolutional	ADJ
bracis-33565	85	9	networks	network	NOUN
bracis-33565	85	10	comprises	comprise	VERB
bracis-33565	85	11	four	four	NUM
bracis-33565	85	12	convolutional	convolutional	ADJ
bracis-33565	85	13	layers	layer	NOUN
bracis-33565	85	14	,	,	PUNCT
bracis-33565	85	15	with	with	ADP
bracis-33565	85	16	kernel	kernel	PROPN
bracis-33565	85	17	size	size	NOUN
bracis-33565	85	18	of	of	ADP
bracis-33565	85	19	2	2	NUM
bracis-33565	85	20	by	by	ADP
bracis-33565	85	21	2	2	NUM
bracis-33565	85	22	pixels	pixel	NOUN
bracis-33565	85	23	,	,	PUNCT
bracis-33565	85	24	each	each	PRON
bracis-33565	85	25	containing	contain	VERB
bracis-33565	85	26	a	a	DET
bracis-33565	85	27	maxpooling	maxpoole	VERB
bracis-33565	85	28	layer	layer	NOUN
bracis-33565	85	29	and	and	CCONJ
bracis-33565	85	30	a	a	DET
bracis-33565	85	31	dropout	dropout	NOUN
bracis-33565	85	32	layer	layer	NOUN
bracis-33565	85	33	.	.	PUNCT
bracis-33565	86	1	the	the	DET
bracis-33565	86	2	two	two	NUM
bracis-33565	86	3	outputs	output	NOUN
bracis-33565	86	4	of	of	ADP
bracis-33565	86	5	the	the	DET
bracis-33565	86	6	convolutional	convolutional	ADJ
bracis-33565	86	7	networks	network	NOUN
bracis-33565	86	8	are	be	AUX
bracis-33565	86	9	processed	process	VERB
bracis-33565	86	10	by	by	ADP
bracis-33565	86	11	the	the	DET
bracis-33565	86	12	euclidean	euclidean	ADJ
bracis-33565	86	13	distance	distance	NOUN
bracis-33565	86	14	layer	layer	NOUN
bracis-33565	86	15	,	,	PUNCT
bracis-33565	86	16	converging	converge	VERB
bracis-33565	86	17	their	their	PRON
bracis-33565	86	18	result	result	NOUN
bracis-33565	86	19	to	to	ADP
bracis-33565	86	20	a	a	DET
bracis-33565	86	21	single	single	ADJ
bracis-33565	86	22	neuron	neuron	NOUN
bracis-33565	86	23	,	,	PUNCT
bracis-33565	86	24	activated	activate	VERB
bracis-33565	86	25	by	by	ADP
bracis-33565	86	26	a	a	DET
bracis-33565	86	27	sigmoid	sigmoid	NOUN
bracis-33565	86	28	function	function	NOUN
bracis-33565	86	29	,	,	PUNCT
bracis-33565	86	30	therefore	therefore	ADV
bracis-33565	86	31	,	,	PUNCT
bracis-33565	86	32	this	this	DET
bracis-33565	86	33	last	last	ADJ
bracis-33565	86	34	neuron	neuron	NOUN
bracis-33565	86	35	is	be	AUX
bracis-33565	86	36	also	also	ADV
bracis-33565	86	37	trained	train	VERB
bracis-33565	86	38	,	,	PUNCT
bracis-33565	86	39	generating	generate	VERB
bracis-33565	86	40	the	the	DET
bracis-33565	86	41	final	final	ADJ
bracis-33565	86	42	result	result	NOUN
bracis-33565	86	43	of	of	ADP
bracis-33565	86	44	the	the	DET
bracis-33565	86	45	similarity	similarity	NOUN
bracis-33565	86	46	of	of	ADP
bracis-33565	86	47	the	the	DET
bracis-33565	86	48	two	two	NUM
bracis-33565	86	49	images	image	NOUN
bracis-33565	86	50	(	(	PUNCT
bracis-33565	86	51	fig	fig	NOUN
bracis-33565	86	52	.	.	PUNCT
bracis-33565	86	53	 	 	SPACE
bracis-33565	86	54	4	4	NUM
bracis-33565	86	55	)	)	PUNCT
bracis-33565	86	56	.	.	PUNCT
bracis-33565	87	1	thus	thus	ADV
bracis-33565	87	2	,	,	PUNCT
bracis-33565	87	3	the	the	PRON
bracis-33565	87	4	closer	close	ADV
bracis-33565	87	5	the	the	DET
bracis-33565	87	6	value	value	NOUN
bracis-33565	87	7	is	be	AUX
bracis-33565	87	8	to	to	ADP
bracis-33565	87	9	1.0	1.0	NUM
bracis-33565	87	10	,	,	PUNCT
bracis-33565	87	11	the	the	DET
bracis-33565	87	12	network	network	NOUN
bracis-33565	87	13	identifies	identify	VERB
bracis-33565	87	14	that	that	SCONJ
bracis-33565	87	15	the	the	DET
bracis-33565	87	16	two	two	NUM
bracis-33565	87	17	input	input	NOUN
bracis-33565	87	18	images	image	NOUN
bracis-33565	87	19	are	be	AUX
bracis-33565	87	20	similar	similar	ADJ
bracis-33565	87	21	,	,	PUNCT
bracis-33565	87	22	i.e.	i.e.	X
bracis-33565	87	23	they	they	PRON
bracis-33565	87	24	should	should	AUX
bracis-33565	87	25	belong	belong	VERB
bracis-33565	87	26	to	to	ADP
bracis-33565	87	27	the	the	DET
bracis-33565	87	28	same	same	ADJ
bracis-33565	87	29	class	class	NOUN
bracis-33565	87	30	;	;	PUNCT
bracis-33565	87	31	otherwise	otherwise	ADV
bracis-33565	87	32	,	,	PUNCT
bracis-33565	87	33	for	for	ADP
bracis-33565	87	34	values	value	NOUN
bracis-33565	87	35	close	close	ADJ
bracis-33565	87	36	to	to	ADP
bracis-33565	87	37	0.0	0.0	NUM
bracis-33565	87	38	,	,	PUNCT
bracis-33565	87	39	the	the	DET
bracis-33565	87	40	network	network	NOUN
bracis-33565	87	41	identifies	identify	VERB
bracis-33565	87	42	that	that	SCONJ
bracis-33565	87	43	the	the	DET
bracis-33565	87	44	input	input	NOUN
bracis-33565	87	45	images	image	NOUN
bracis-33565	87	46	are	be	AUX
bracis-33565	87	47	not	not	PART
bracis-33565	87	48	very	very	ADV
bracis-33565	87	49	similar	similar	ADJ
bracis-33565	87	50	,	,	PUNCT
bracis-33565	87	51	i.e.	i.e.	X
bracis-33565	87	52	they	they	PRON
bracis-33565	87	53	should	should	AUX
bracis-33565	87	54	belong	belong	VERB
bracis-33565	87	55	to	to	ADP
bracis-33565	87	56	different	different	ADJ
bracis-33565	87	57	classes	class	NOUN
bracis-33565	87	58	.	.	PUNCT
bracis-33565	88	1	fig	fig	NOUN
bracis-33565	88	2	.	.	PUNCT
bracis-33565	89	1	4	4	X
bracis-33565	89	2	.	.	X
bracis-33565	89	3	siamese	siamese	ADJ
bracis-33565	89	4	neural	neural	ADJ
bracis-33565	89	5	network	network	NOUN
bracis-33565	89	6	architecture	architecture	NOUN
bracis-33565	89	7	full	full	ADJ
bracis-33565	89	8	size	size	NOUN
bracis-33565	89	9	image	image	NOUN
bracis-33565	89	10	2.5	2.5	NUM
bracis-33565	89	11	evaluation	evaluation	NOUN
bracis-33565	89	12	metrics	metric	NOUN
bracis-33565	89	13	as	as	ADP
bracis-33565	89	14	a	a	DET
bracis-33565	89	15	result	result	NOUN
bracis-33565	89	16	of	of	ADP
bracis-33565	89	17	the	the	DET
bracis-33565	89	18	classification	classification	NOUN
bracis-33565	89	19	,	,	PUNCT
bracis-33565	89	20	there	there	PRON
bracis-33565	89	21	are	be	VERB
bracis-33565	89	22	four	four	NUM
bracis-33565	89	23	possibilities	possibility	NOUN
bracis-33565	89	24	:	:	PUNCT
bracis-33565	89	25	true	true	ADJ
bracis-33565	89	26	positives	positive	NOUN
bracis-33565	89	27	(	(	PUNCT
bracis-33565	89	28	tp	tp	NOUN
bracis-33565	89	29	)	)	PUNCT
bracis-33565	89	30	,	,	PUNCT
bracis-33565	89	31	which	which	PRON
bracis-33565	89	32	are	be	AUX
bracis-33565	89	33	patients	patient	NOUN
bracis-33565	89	34	with	with	ADP
bracis-33565	89	35	nafld	nafld	ADJ
bracis-33565	89	36	who	who	PRON
bracis-33565	89	37	have	have	AUX
bracis-33565	89	38	been	be	AUX
bracis-33565	89	39	correctly	correctly	ADV
bracis-33565	89	40	classified	classify	VERB
bracis-33565	89	41	as	as	ADP
bracis-33565	89	42	sick	sick	ADJ
bracis-33565	89	43	,	,	PUNCT
bracis-33565	89	44	and	and	CCONJ
bracis-33565	89	45	true	true	ADJ
bracis-33565	89	46	negatives	negative	NOUN
bracis-33565	89	47	(	(	PUNCT
bracis-33565	89	48	tn	tn	NOUN
bracis-33565	89	49	)	)	PUNCT
bracis-33565	89	50	,	,	PUNCT
bracis-33565	89	51	which	which	PRON
bracis-33565	89	52	are	be	AUX
bracis-33565	89	53	healthy	healthy	ADJ
bracis-33565	89	54	patients	patient	NOUN
bracis-33565	89	55	who	who	PRON
bracis-33565	89	56	have	have	AUX
bracis-33565	89	57	been	be	AUX
bracis-33565	89	58	correctly	correctly	ADV
bracis-33565	89	59	classified	classify	VERB
bracis-33565	89	60	as	as	ADP
bracis-33565	89	61	healthy	healthy	ADJ
bracis-33565	89	62	.	.	PUNCT
bracis-33565	90	1	there	there	PRON
bracis-33565	90	2	are	be	VERB
bracis-33565	90	3	also	also	ADV
bracis-33565	90	4	false	false	ADJ
bracis-33565	90	5	positives	positive	NOUN
bracis-33565	90	6	(	(	PUNCT
bracis-33565	90	7	fp	fp	NOUN
bracis-33565	90	8	)	)	PUNCT
bracis-33565	90	9	,	,	PUNCT
bracis-33565	90	10	which	which	PRON
bracis-33565	90	11	are	be	AUX
bracis-33565	90	12	healthy	healthy	ADJ
bracis-33565	90	13	patients	patient	NOUN
bracis-33565	90	14	who	who	PRON
bracis-33565	90	15	were	be	AUX
bracis-33565	90	16	wrongly	wrongly	ADV
bracis-33565	90	17	classified	classify	VERB
bracis-33565	90	18	as	as	ADP
bracis-33565	90	19	having	have	VERB
bracis-33565	90	20	nafld	nafld	ADV
bracis-33565	90	21	,	,	PUNCT
bracis-33565	90	22	and	and	CCONJ
bracis-33565	90	23	false	false	ADJ
bracis-33565	90	24	negatives	negative	NOUN
bracis-33565	90	25	(	(	PUNCT
bracis-33565	90	26	fn	fn	NOUN
bracis-33565	90	27	)	)	PUNCT
bracis-33565	90	28	,	,	PUNCT
bracis-33565	90	29	which	which	PRON
bracis-33565	90	30	are	be	AUX
bracis-33565	90	31	patients	patient	NOUN
bracis-33565	90	32	with	with	ADP
bracis-33565	90	33	nafld	nafld	ADJ
bracis-33565	90	34	who	who	PRON
bracis-33565	90	35	were	be	AUX
bracis-33565	90	36	wrongly	wrongly	ADV
bracis-33565	90	37	classified	classify	VERB
bracis-33565	90	38	as	as	ADP
bracis-33565	90	39	healthy	healthy	ADJ
bracis-33565	90	40	.	.	PUNCT
bracis-33565	91	1	based	base	VERB
bracis-33565	91	2	on	on	ADP
bracis-33565	91	3	these	these	DET
bracis-33565	91	4	values	value	NOUN
bracis-33565	91	5	,	,	PUNCT
bracis-33565	91	6	it	it	PRON
bracis-33565	91	7	was	be	AUX
bracis-33565	91	8	possible	possible	ADJ
bracis-33565	91	9	to	to	PART
bracis-33565	91	10	calculate	calculate	VERB
bracis-33565	91	11	the	the	DET
bracis-33565	91	12	metrics	metric	NOUN
bracis-33565	91	13	chosen	choose	VERB
bracis-33565	91	14	to	to	PART
bracis-33565	91	15	evaluate	evaluate	VERB
bracis-33565	91	16	the	the	DET
bracis-33565	91	17	network	network	NOUN
bracis-33565	91	18	:	:	PUNCT
bracis-33565	91	19	accuracy	accuracy	NOUN
bracis-33565	91	20	,	,	PUNCT
bracis-33565	91	21	precision	precision	NOUN
bracis-33565	91	22	and	and	CCONJ
bracis-33565	91	23	recall	recall	NOUN
bracis-33565	91	24	.	.	PUNCT
bracis-33565	92	1	each	each	DET
bracis-33565	92	2	metric	metric	NOUN
bracis-33565	92	3	is	be	AUX
bracis-33565	92	4	calculated	calculate	VERB
bracis-33565	92	5	according	accord	VERB
bracis-33565	92	6	to	to	ADP
bracis-33565	92	7	the	the	DET
bracis-33565	92	8	eqs	eqs	PROPN
bracis-33565	92	9	.	.	PUNCT
bracis-33565	92	10	 	 	SPACE
bracis-33565	92	11	2	2	NUM
bracis-33565	92	12	,	,	PUNCT
bracis-33565	92	13	3	3	NUM
bracis-33565	92	14	,	,	PUNCT
bracis-33565	92	15	and	and	CCONJ
bracis-33565	92	16	4	4	NUM
bracis-33565	92	17	below	below	ADV
bracis-33565	92	18	.	.	PUNCT
bracis-33565	93	1	$	$	SYM
bracis-33565	93	2	$	$	SYM
bracis-33565	93	3	\begin{aligned	\begin{aligne	VERB
bracis-33565	93	4	}	}	PUNCT
bracis-33565	93	5	precision	precision	NOUN
bracis-33565	93	6	=	=	SYM
bracis-33565	93	7	\frac{tp}{tp+fp	\frac{tp}{tp+fp	ADJ
bracis-33565	93	8	}	}	PUNCT
bracis-33565	93	9	,	,	PUNCT
bracis-33565	93	10	\end{aligned}$$	\end{aligned}$$	X
bracis-33565	93	11	(	(	PUNCT
bracis-33565	93	12	2	2	NUM
bracis-33565	93	13	)	)	PUNCT
bracis-33565	93	14	$	$	SYM
bracis-33565	93	15	$	$	SYM
bracis-33565	93	16	\begin{aligned	\begin{aligne	VERB
bracis-33565	93	17	}	}	PUNCT
bracis-33565	93	18	recall	recall	NOUN
bracis-33565	93	19	=	=	PUNCT
bracis-33565	93	20	\frac{tp}{tp+fn	\frac{tp}{tp+fn	NOUN
bracis-33565	93	21	}	}	PUNCT
bracis-33565	93	22	,	,	PUNCT
bracis-33565	93	23	\end{aligned}$$	\end{aligned}$$	X
bracis-33565	93	24	(	(	PUNCT
bracis-33565	93	25	3	3	NUM
bracis-33565	93	26	)	)	PUNCT
bracis-33565	93	27	$	$	SYM
bracis-33565	93	28	$	$	SYM
bracis-33565	93	29	\begin{aligned	\begin{aligne	VERB
bracis-33565	93	30	}	}	PUNCT
bracis-33565	93	31	accuracy	accuracy	NOUN
bracis-33565	93	32	=	=	SYM
bracis-33565	93	33	\frac{tp+tn}{tp+tn+fp+fn	\frac{tp+tn}{tp+tn+fp+fn	NOUN
bracis-33565	93	34	}	}	PUNCT
bracis-33565	93	35	.	.	PUNCT
bracis-33565	94	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33565	94	2	(	(	PUNCT
bracis-33565	94	3	4	4	NUM
bracis-33565	94	4	)	)	PUNCT
bracis-33565	94	5	in	in	ADP
bracis-33565	94	6	medical	medical	ADJ
bracis-33565	94	7	applications	application	NOUN
bracis-33565	94	8	,	,	PUNCT
bracis-33565	94	9	one	one	NUM
bracis-33565	94	10	of	of	ADP
bracis-33565	94	11	the	the	DET
bracis-33565	94	12	most	most	ADV
bracis-33565	94	13	important	important	ADJ
bracis-33565	94	14	metrics	metric	NOUN
bracis-33565	94	15	is	be	AUX
bracis-33565	94	16	the	the	DET
bracis-33565	94	17	recall	recall	NOUN
bracis-33565	94	18	metric	metric	ADJ
bracis-33565	94	19	since	since	SCONJ
bracis-33565	94	20	the	the	DET
bracis-33565	94	21	most	most	ADV
bracis-33565	94	22	significant	significant	ADJ
bracis-33565	94	23	risk	risk	NOUN
bracis-33565	94	24	to	to	ADP
bracis-33565	94	25	the	the	DET
bracis-33565	94	26	patient	patient	NOUN
bracis-33565	94	27	is	be	AUX
bracis-33565	94	28	that	that	SCONJ
bracis-33565	94	29	they	they	PRON
bracis-33565	94	30	have	have	VERB
bracis-33565	94	31	the	the	DET
bracis-33565	94	32	disease	disease	NOUN
bracis-33565	94	33	,	,	PUNCT
bracis-33565	94	34	and	and	CCONJ
bracis-33565	94	35	the	the	DET
bracis-33565	94	36	model	model	NOUN
bracis-33565	94	37	classifies	classify	VERB
bracis-33565	94	38	them	they	PRON
bracis-33565	94	39	as	as	ADV
bracis-33565	94	40	healthy	healthy	ADJ
bracis-33565	94	41	.	.	PUNCT
bracis-33565	95	1	recall	recall	NOUN
bracis-33565	95	2	,	,	PUNCT
bracis-33565	95	3	therefore	therefore	ADV
bracis-33565	95	4	,	,	PUNCT
bracis-33565	95	5	provides	provide	VERB
bracis-33565	95	6	the	the	DET
bracis-33565	95	7	model	model	NOUN
bracis-33565	95	8	’s	’s	PART
bracis-33565	95	9	effectiveness	effectiveness	NOUN
bracis-33565	95	10	in	in	ADP
bracis-33565	95	11	detecting	detect	VERB
bracis-33565	95	12	the	the	DET
bracis-33565	95	13	disease	disease	NOUN
bracis-33565	95	14	where	where	SCONJ
bracis-33565	95	15	it	it	PRON
bracis-33565	95	16	exists	exist	VERB
bracis-33565	95	17	.	.	PUNCT
bracis-33565	96	1	precision	precision	NOUN
bracis-33565	96	2	calculates	calculate	VERB
bracis-33565	96	3	how	how	SCONJ
bracis-33565	96	4	effective	effective	ADJ
bracis-33565	96	5	the	the	DET
bracis-33565	96	6	model	model	NOUN
bracis-33565	96	7	is	be	AUX
bracis-33565	96	8	at	at	ADP
bracis-33565	96	9	detecting	detect	VERB
bracis-33565	96	10	healthy	healthy	ADJ
bracis-33565	96	11	patients	patient	NOUN
bracis-33565	96	12	where	where	SCONJ
bracis-33565	96	13	there	there	PRON
bracis-33565	96	14	are	be	VERB
bracis-33565	96	15	healthy	healthy	ADJ
bracis-33565	96	16	ones	one	NOUN
bracis-33565	96	17	.	.	PUNCT
bracis-33565	97	1	finally	finally	ADV
bracis-33565	97	2	,	,	PUNCT
bracis-33565	97	3	accuracy	accuracy	NOUN
bracis-33565	97	4	reveals	reveal	VERB
bracis-33565	97	5	how	how	SCONJ
bracis-33565	97	6	effective	effective	ADJ
bracis-33565	97	7	the	the	DET
bracis-33565	97	8	model	model	NOUN
bracis-33565	97	9	is	be	AUX
bracis-33565	97	10	at	at	ADP
bracis-33565	97	11	getting	get	VERB
bracis-33565	97	12	its	its	PRON
bracis-33565	97	13	classifications	classification	NOUN
bracis-33565	97	14	right	right	ADJ
bracis-33565	97	15	,	,	PUNCT
bracis-33565	97	16	whether	whether	SCONJ
bracis-33565	97	17	positive	positive	ADJ
bracis-33565	97	18	or	or	CCONJ
bracis-33565	97	19	negative	negative	ADJ
bracis-33565	97	20	.	.	PUNCT
bracis-33565	97	21	3	3	NUM
bracis-33565	97	22	results	result	NOUN
bracis-33565	97	23	and	and	CCONJ
bracis-33565	97	24	 	 	SPACE
bracis-33565	97	25	discussion	discussion	NOUN
bracis-33565	97	26	this	this	DET
bracis-33565	97	27	section	section	NOUN
bracis-33565	97	28	presents	present	VERB
bracis-33565	97	29	the	the	DET
bracis-33565	97	30	experimental	experimental	ADJ
bracis-33565	97	31	setup	setup	NOUN
bracis-33565	97	32	and	and	CCONJ
bracis-33565	97	33	the	the	DET
bracis-33565	97	34	analysis	analysis	NOUN
bracis-33565	97	35	of	of	ADP
bracis-33565	97	36	the	the	DET
bracis-33565	97	37	results	result	NOUN
bracis-33565	97	38	achieved	achieve	VERB
bracis-33565	97	39	at	at	ADP
bracis-33565	97	40	each	each	DET
bracis-33565	97	41	stage	stage	NOUN
bracis-33565	97	42	of	of	ADP
bracis-33565	97	43	the	the	DET
bracis-33565	97	44	proposed	propose	VERB
bracis-33565	97	45	method	method	NOUN
bracis-33565	97	46	.	.	PUNCT
bracis-33565	98	1	3.1	3.1	NUM
bracis-33565	98	2	experimental	experimental	ADJ
bracis-33565	98	3	setup	setup	NOUN
bracis-33565	98	4	the	the	DET
bracis-33565	98	5	dataset	dataset	NOUN
bracis-33565	98	6	was	be	AUX
bracis-33565	98	7	divided	divide	VERB
bracis-33565	98	8	into	into	ADP
bracis-33565	98	9	three	three	NUM
bracis-33565	98	10	different	different	ADJ
bracis-33565	98	11	sets	set	NOUN
bracis-33565	98	12	:	:	PUNCT
bracis-33565	98	13	train	train	NOUN
bracis-33565	98	14	,	,	PUNCT
bracis-33565	98	15	test	test	NOUN
bracis-33565	98	16	,	,	PUNCT
bracis-33565	98	17	and	and	CCONJ
bracis-33565	98	18	validation	validation	NOUN
bracis-33565	98	19	.	.	PUNCT
bracis-33565	99	1	the	the	DET
bracis-33565	99	2	images	image	NOUN
bracis-33565	99	3	were	be	AUX
bracis-33565	99	4	separated	separate	VERB
bracis-33565	99	5	per	per	ADP
bracis-33565	99	6	patient	patient	NOUN
bracis-33565	99	7	so	so	SCONJ
bracis-33565	99	8	that	that	SCONJ
bracis-33565	99	9	each	each	DET
bracis-33565	99	10	set	set	NOUN
bracis-33565	99	11	was	be	AUX
bracis-33565	99	12	as	as	ADV
bracis-33565	99	13	balanced	balanced	ADJ
bracis-33565	99	14	as	as	ADP
bracis-33565	99	15	possible	possible	ADJ
bracis-33565	99	16	since	since	SCONJ
bracis-33565	99	17	the	the	DET
bracis-33565	99	18	number	number	NOUN
bracis-33565	99	19	of	of	ADP
bracis-33565	99	20	images	image	NOUN
bracis-33565	99	21	per	per	ADP
bracis-33565	99	22	patient	patient	NOUN
bracis-33565	99	23	was	be	AUX
bracis-33565	99	24	different	different	ADJ
bracis-33565	99	25	.	.	PUNCT
bracis-33565	100	1	therefore	therefore	ADV
bracis-33565	100	2	,	,	PUNCT
bracis-33565	100	3	the	the	DET
bracis-33565	100	4	final	final	ADJ
bracis-33565	100	5	training	training	NOUN
bracis-33565	100	6	set	set	NOUN
bracis-33565	100	7	had	have	VERB
bracis-33565	100	8	126	126	NUM
bracis-33565	100	9	(	(	PUNCT
bracis-33565	100	10	66	66	NUM
bracis-33565	100	11	healthy	healthy	ADJ
bracis-33565	100	12	and	and	CCONJ
bracis-33565	100	13	60	60	NUM
bracis-33565	100	14	nafld	nafld	ADJ
bracis-33565	100	15	)	)	PUNCT
bracis-33565	100	16	images	image	NOUN
bracis-33565	100	17	,	,	PUNCT
bracis-33565	100	18	the	the	DET
bracis-33565	100	19	test	test	NOUN
bracis-33565	100	20	set	set	NOUN
bracis-33565	100	21	had	have	VERB
bracis-33565	100	22	89	89	NUM
bracis-33565	100	23	(	(	PUNCT
bracis-33565	100	24	56	56	NUM
bracis-33565	100	25	healthy	healthy	ADJ
bracis-33565	100	26	and	and	CCONJ
bracis-33565	100	27	33	33	NUM
bracis-33565	100	28	nafld	nafld	ADJ
bracis-33565	100	29	)	)	PUNCT
bracis-33565	100	30	images	image	NOUN
bracis-33565	100	31	,	,	PUNCT
bracis-33565	100	32	and	and	CCONJ
bracis-33565	100	33	the	the	DET
bracis-33565	100	34	validation	validation	NOUN
bracis-33565	100	35	set	set	NOUN
bracis-33565	100	36	had	have	VERB
bracis-33565	100	37	20	20	NUM
bracis-33565	100	38	(	(	PUNCT
bracis-33565	100	39	10	10	NUM
bracis-33565	100	40	healthy	healthy	ADJ
bracis-33565	100	41	and	and	CCONJ
bracis-33565	100	42	10	10	NUM
bracis-33565	100	43	nafld	nafld	ADJ
bracis-33565	100	44	)	)	PUNCT
bracis-33565	100	45	images	image	NOUN
bracis-33565	100	46	.	.	PUNCT
bracis-33565	101	1	there	there	PRON
bracis-33565	101	2	was	be	VERB
bracis-33565	101	3	a	a	DET
bracis-33565	101	4	careful	careful	ADJ
bracis-33565	101	5	separation	separation	NOUN
bracis-33565	101	6	so	so	SCONJ
bracis-33565	101	7	that	that	SCONJ
bracis-33565	101	8	the	the	DET
bracis-33565	101	9	images	image	NOUN
bracis-33565	101	10	of	of	ADP
bracis-33565	101	11	the	the	DET
bracis-33565	101	12	same	same	ADJ
bracis-33565	101	13	patient	patient	NOUN
bracis-33565	101	14	belong	belong	VERB
bracis-33565	101	15	to	to	ADP
bracis-33565	101	16	a	a	DET
bracis-33565	101	17	single	single	ADJ
bracis-33565	101	18	set	set	NOUN
bracis-33565	101	19	.	.	PUNCT
bracis-33565	102	1	the	the	DET
bracis-33565	102	2	training	training	NOUN
bracis-33565	102	3	was	be	AUX
bracis-33565	102	4	designed	design	VERB
bracis-33565	102	5	as	as	SCONJ
bracis-33565	102	6	follows	follow	VERB
bracis-33565	102	7	:	:	PUNCT
bracis-33565	102	8	as	as	SCONJ
bracis-33565	102	9	the	the	DET
bracis-33565	102	10	siamese	siamese	ADJ
bracis-33565	102	11	network	network	NOUN
bracis-33565	102	12	receives	receive	VERB
bracis-33565	102	13	pairs	pair	NOUN
bracis-33565	102	14	of	of	ADP
bracis-33565	102	15	images	image	NOUN
bracis-33565	102	16	as	as	ADP
bracis-33565	102	17	input	input	NOUN
bracis-33565	102	18	,	,	PUNCT
bracis-33565	102	19	two	two	NUM
bracis-33565	102	20	image	image	NOUN
bracis-33565	102	21	pairs	pair	NOUN
bracis-33565	102	22	were	be	AUX
bracis-33565	102	23	formed	form	VERB
bracis-33565	102	24	for	for	ADP
bracis-33565	102	25	each	each	DET
bracis-33565	102	26	image	image	NOUN
bracis-33565	102	27	in	in	ADP
bracis-33565	102	28	the	the	DET
bracis-33565	102	29	training	training	NOUN
bracis-33565	102	30	set	set	NOUN
bracis-33565	102	31	,	,	PUNCT
bracis-33565	102	32	the	the	DET
bracis-33565	102	33	first	first	ADJ
bracis-33565	102	34	with	with	ADP
bracis-33565	102	35	a	a	DET
bracis-33565	102	36	positive	positive	ADJ
bracis-33565	102	37	example	example	NOUN
bracis-33565	102	38	(	(	PUNCT
bracis-33565	102	39	same	same	ADJ
bracis-33565	102	40	class	class	NOUN
bracis-33565	102	41	)	)	PUNCT
bracis-33565	102	42	and	and	CCONJ
bracis-33565	102	43	the	the	DET
bracis-33565	102	44	other	other	ADJ
bracis-33565	102	45	with	with	ADP
bracis-33565	102	46	a	a	DET
bracis-33565	102	47	negative	negative	ADJ
bracis-33565	102	48	example	example	NOUN
bracis-33565	102	49	(	(	PUNCT
bracis-33565	102	50	different	different	ADJ
bracis-33565	102	51	classes	class	NOUN
bracis-33565	102	52	)	)	PUNCT
bracis-33565	102	53	,	,	PUNCT
bracis-33565	102	54	so	so	SCONJ
bracis-33565	102	55	that	that	SCONJ
bracis-33565	102	56	the	the	DET
bracis-33565	102	57	image	image	NOUN
bracis-33565	102	58	completing	complete	VERB
bracis-33565	102	59	the	the	DET
bracis-33565	102	60	pair	pair	NOUN
bracis-33565	102	61	was	be	AUX
bracis-33565	102	62	chosen	choose	VERB
bracis-33565	102	63	at	at	ADP
bracis-33565	102	64	random	random	ADJ
bracis-33565	102	65	.	.	PUNCT
bracis-33565	103	1	as	as	ADP
bracis-33565	103	2	a	a	DET
bracis-33565	103	3	result	result	NOUN
bracis-33565	103	4	,	,	PUNCT
bracis-33565	103	5	the	the	DET
bracis-33565	103	6	network	network	NOUN
bracis-33565	103	7	could	could	AUX
bracis-33565	103	8	have	have	VERB
bracis-33565	103	9	one	one	NUM
bracis-33565	103	10	positive	positive	ADJ
bracis-33565	103	11	and	and	CCONJ
bracis-33565	103	12	one	one	NUM
bracis-33565	103	13	negative	negative	ADJ
bracis-33565	103	14	example	example	NOUN
bracis-33565	103	15	for	for	ADP
bracis-33565	103	16	each	each	DET
bracis-33565	103	17	image	image	NOUN
bracis-33565	103	18	,	,	PUNCT
bracis-33565	103	19	and	and	CCONJ
bracis-33565	103	20	a	a	DET
bracis-33565	103	21	total	total	NOUN
bracis-33565	103	22	of	of	ADP
bracis-33565	103	23	252	252	NUM
bracis-33565	103	24	image	image	NOUN
bracis-33565	103	25	pairs	pair	NOUN
bracis-33565	103	26	could	could	AUX
bracis-33565	103	27	be	be	AUX
bracis-33565	103	28	provided	provide	VERB
bracis-33565	103	29	.	.	PUNCT
bracis-33565	104	1	the	the	DET
bracis-33565	104	2	network	network	NOUN
bracis-33565	104	3	’s	’s	PART
bracis-33565	104	4	hyperparameters	hyperparameter	NOUN
bracis-33565	104	5	were	be	AUX
bracis-33565	104	6	batch	batch	NOUN
bracis-33565	104	7	size	size	NOUN
bracis-33565	104	8	10	10	NUM
bracis-33565	104	9	,	,	PUNCT
bracis-33565	104	10	adam	adam	NOUN
bracis-33565	104	11	optimizer	optimizer	NOUN
bracis-33565	104	12	with	with	ADP
bracis-33565	104	13	a	a	DET
bracis-33565	104	14	learning	learn	VERB
bracis-33565	104	15	rate	rate	NOUN
bracis-33565	104	16	of	of	ADP
bracis-33565	104	17	0.001	0.001	NUM
bracis-33565	104	18	,	,	PUNCT
bracis-33565	104	19	dropout	dropout	NOUN
bracis-33565	104	20	layers	layer	NOUN
bracis-33565	104	21	of	of	ADP
bracis-33565	104	22	0.3	0.3	NUM
bracis-33565	104	23	and	and	CCONJ
bracis-33565	104	24	a	a	DET
bracis-33565	104	25	binary	binary	ADJ
bracis-33565	104	26	cross	cross	NOUN
bracis-33565	104	27	-	-	ADJ
bracis-33565	104	28	entropy	entropy	NOUN
bracis-33565	104	29	chosen	choose	VERB
bracis-33565	104	30	as	as	ADP
bracis-33565	104	31	the	the	DET
bracis-33565	104	32	loss	loss	NOUN
bracis-33565	104	33	function	function	NOUN
bracis-33565	104	34	since	since	SCONJ
bracis-33565	104	35	the	the	DET
bracis-33565	104	36	problem	problem	NOUN
bracis-33565	104	37	is	be	AUX
bracis-33565	104	38	one	one	NUM
bracis-33565	104	39	of	of	ADP
bracis-33565	104	40	binary	binary	ADJ
bracis-33565	104	41	classification	classification	NOUN
bracis-33565	104	42	(	(	PUNCT
bracis-33565	104	43	similar	similar	ADJ
bracis-33565	104	44	or	or	CCONJ
bracis-33565	104	45	not	not	PART
bracis-33565	104	46	similar	similar	ADJ
bracis-33565	104	47	)	)	PUNCT
bracis-33565	104	48	.	.	PUNCT
bracis-33565	105	1	data	datum	NOUN
bracis-33565	105	2	augmentation	augmentation	NOUN
bracis-33565	105	3	was	be	AUX
bracis-33565	105	4	not	not	PART
bracis-33565	105	5	used	use	VERB
bracis-33565	105	6	,	,	PUNCT
bracis-33565	105	7	as	as	SCONJ
bracis-33565	105	8	the	the	DET
bracis-33565	105	9	aim	aim	NOUN
bracis-33565	105	10	was	be	AUX
bracis-33565	105	11	to	to	PART
bracis-33565	105	12	work	work	VERB
bracis-33565	105	13	with	with	ADP
bracis-33565	105	14	the	the	DET
bracis-33565	105	15	original	original	ADJ
bracis-33565	105	16	data	datum	NOUN
bracis-33565	105	17	set	set	VERB
bracis-33565	105	18	,	,	PUNCT
bracis-33565	105	19	even	even	ADV
bracis-33565	105	20	with	with	ADP
bracis-33565	105	21	a	a	DET
bracis-33565	105	22	few	few	ADJ
bracis-33565	105	23	examples	example	NOUN
bracis-33565	105	24	,	,	PUNCT
bracis-33565	105	25	and	and	CCONJ
bracis-33565	105	26	observe	observe	VERB
bracis-33565	105	27	the	the	DET
bracis-33565	105	28	behaviour	behaviour	NOUN
bracis-33565	105	29	of	of	ADP
bracis-33565	105	30	the	the	DET
bracis-33565	105	31	siamese	siamese	ADJ
bracis-33565	105	32	network	network	NOUN
bracis-33565	105	33	,	,	PUNCT
bracis-33565	105	34	which	which	PRON
bracis-33565	105	35	was	be	AUX
bracis-33565	105	36	proposed	propose	VERB
bracis-33565	105	37	precisely	precisely	ADV
bracis-33565	105	38	for	for	ADP
bracis-33565	105	39	this	this	DET
bracis-33565	105	40	reason	reason	NOUN
bracis-33565	105	41	.	.	PUNCT
bracis-33565	106	1	training	training	NOUN
bracis-33565	106	2	was	be	AUX
bracis-33565	106	3	carried	carry	VERB
bracis-33565	106	4	out	out	ADP
bracis-33565	106	5	over	over	ADP
bracis-33565	106	6	200	200	NUM
bracis-33565	106	7	epochs	epoch	NOUN
bracis-33565	106	8	on	on	ADP
bracis-33565	106	9	the	the	DET
bracis-33565	106	10	google	google	PROPN
bracis-33565	106	11	colab	colab	PROPN
bracis-33565	106	12	platform	platform	NOUN
bracis-33565	106	13	in	in	ADP
bracis-33565	106	14	conjunction	conjunction	NOUN
bracis-33565	106	15	with	with	ADP
bracis-33565	106	16	the	the	DET
bracis-33565	106	17	keras	keras	PROPN
bracis-33565	106	18	library	library	NOUN
bracis-33565	106	19	.	.	PUNCT
bracis-33565	107	1	3.2	3.2	NUM
bracis-33565	107	2	image	image	NOUN
bracis-33565	107	3	classification	classification	NOUN
bracis-33565	107	4	results	result	VERB
bracis-33565	107	5	the	the	DET
bracis-33565	107	6	test	test	NOUN
bracis-33565	107	7	stage	stage	NOUN
bracis-33565	107	8	was	be	AUX
bracis-33565	107	9	designed	design	VERB
bracis-33565	107	10	specifically	specifically	ADV
bracis-33565	107	11	for	for	ADP
bracis-33565	107	12	the	the	DET
bracis-33565	107	13	context	context	NOUN
bracis-33565	107	14	of	of	ADP
bracis-33565	107	15	this	this	DET
bracis-33565	107	16	work	work	NOUN
bracis-33565	107	17	.	.	PUNCT
bracis-33565	108	1	the	the	DET
bracis-33565	108	2	siamese	siamese	ADJ
bracis-33565	108	3	network	network	NOUN
bracis-33565	108	4	receives	receive	VERB
bracis-33565	108	5	two	two	NUM
bracis-33565	108	6	images	image	NOUN
bracis-33565	108	7	as	as	ADP
bracis-33565	108	8	input	input	NOUN
bracis-33565	108	9	,	,	PUNCT
bracis-33565	108	10	but	but	CCONJ
bracis-33565	108	11	in	in	ADP
bracis-33565	108	12	a	a	DET
bracis-33565	108	13	real	real	ADJ
bracis-33565	108	14	scenario	scenario	NOUN
bracis-33565	108	15	,	,	PUNCT
bracis-33565	108	16	the	the	DET
bracis-33565	108	17	specialist	specialist	NOUN
bracis-33565	108	18	treats	treat	VERB
bracis-33565	108	19	each	each	DET
bracis-33565	108	20	image	image	NOUN
bracis-33565	108	21	individually	individually	ADV
bracis-33565	108	22	,	,	PUNCT
bracis-33565	108	23	using	use	VERB
bracis-33565	108	24	the	the	DET
bracis-33565	108	25	neural	neural	ADJ
bracis-33565	108	26	network	network	NOUN
bracis-33565	108	27	to	to	PART
bracis-33565	108	28	classify	classify	VERB
bracis-33565	108	29	the	the	DET
bracis-33565	108	30	patient	patient	NOUN
bracis-33565	108	31	’s	’s	PART
bracis-33565	108	32	image	image	NOUN
bracis-33565	108	33	as	as	ADV
bracis-33565	108	34	healthy	healthy	ADJ
bracis-33565	108	35	or	or	CCONJ
bracis-33565	108	36	nafld	nafld	ADJ
bracis-33565	108	37	.	.	PUNCT
bracis-33565	109	1	given	give	VERB
bracis-33565	109	2	this	this	PRON
bracis-33565	109	3	,	,	PUNCT
bracis-33565	109	4	it	it	PRON
bracis-33565	109	5	was	be	AUX
bracis-33565	109	6	necessary	necessary	ADJ
bracis-33565	109	7	to	to	PART
bracis-33565	109	8	devise	devise	VERB
bracis-33565	109	9	a	a	DET
bracis-33565	109	10	test	test	NOUN
bracis-33565	109	11	strategy	strategy	NOUN
bracis-33565	109	12	to	to	PART
bracis-33565	109	13	meet	meet	VERB
bracis-33565	109	14	this	this	DET
bracis-33565	109	15	context	context	NOUN
bracis-33565	109	16	.	.	PUNCT
bracis-33565	110	1	the	the	DET
bracis-33565	110	2	strategy	strategy	NOUN
bracis-33565	110	3	adopted	adopt	VERB
bracis-33565	110	4	was	be	AUX
bracis-33565	110	5	to	to	PART
bracis-33565	110	6	find	find	VERB
bracis-33565	110	7	the	the	DET
bracis-33565	110	8	two	two	NUM
bracis-33565	110	9	best	good	ADJ
bracis-33565	110	10	training	training	NOUN
bracis-33565	110	11	images	image	NOUN
bracis-33565	110	12	,	,	PUNCT
bracis-33565	110	13	one	one	NUM
bracis-33565	110	14	of	of	ADP
bracis-33565	110	15	a	a	DET
bracis-33565	110	16	healthy	healthy	ADJ
bracis-33565	110	17	patient	patient	NOUN
bracis-33565	110	18	and	and	CCONJ
bracis-33565	110	19	the	the	DET
bracis-33565	110	20	other	other	ADJ
bracis-33565	110	21	of	of	ADP
bracis-33565	110	22	a	a	DET
bracis-33565	110	23	patient	patient	NOUN
bracis-33565	110	24	with	with	ADP
bracis-33565	110	25	nafld	nafld	PROPN
bracis-33565	110	26	.	.	PUNCT
bracis-33565	111	1	this	this	DET
bracis-33565	111	2	choice	choice	NOUN
bracis-33565	111	3	was	be	AUX
bracis-33565	111	4	made	make	VERB
bracis-33565	111	5	by	by	ADP
bracis-33565	111	6	analyzing	analyze	VERB
bracis-33565	111	7	the	the	DET
bracis-33565	111	8	output	output	NOUN
bracis-33565	111	9	of	of	ADP
bracis-33565	111	10	the	the	DET
bracis-33565	111	11	network	network	NOUN
bracis-33565	111	12	that	that	PRON
bracis-33565	111	13	had	have	AUX
bracis-33565	111	14	already	already	ADV
bracis-33565	111	15	been	be	AUX
bracis-33565	111	16	trained	train	VERB
bracis-33565	111	17	.	.	PUNCT
bracis-33565	112	1	for	for	ADP
bracis-33565	112	2	all	all	DET
bracis-33565	112	3	the	the	DET
bracis-33565	112	4	training	training	NOUN
bracis-33565	112	5	pairs	pair	NOUN
bracis-33565	112	6	,	,	PUNCT
bracis-33565	112	7	among	among	ADP
bracis-33565	112	8	the	the	DET
bracis-33565	112	9	pairs	pair	NOUN
bracis-33565	112	10	of	of	ADP
bracis-33565	112	11	the	the	DET
bracis-33565	112	12	same	same	ADJ
bracis-33565	112	13	class	class	NOUN
bracis-33565	112	14	,	,	PUNCT
bracis-33565	112	15	the	the	DET
bracis-33565	112	16	healthy	healthy	ADJ
bracis-33565	112	17	pair	pair	NOUN
bracis-33565	112	18	and	and	CCONJ
bracis-33565	112	19	the	the	DET
bracis-33565	112	20	nafld	nafld	ADJ
bracis-33565	112	21	pair	pair	NOUN
bracis-33565	112	22	with	with	ADP
bracis-33565	112	23	the	the	DET
bracis-33565	112	24	best	good	ADJ
bracis-33565	112	25	classification	classification	NOUN
bracis-33565	112	26	values	value	NOUN
bracis-33565	112	27	were	be	AUX
bracis-33565	112	28	extracted	extract	VERB
bracis-33565	112	29	,	,	PUNCT
bracis-33565	112	30	and	and	CCONJ
bracis-33565	112	31	at	at	ADP
bracis-33565	112	32	the	the	DET
bracis-33565	112	33	end	end	NOUN
bracis-33565	112	34	of	of	ADP
bracis-33565	112	35	the	the	DET
bracis-33565	112	36	process	process	NOUN
bracis-33565	112	37	,	,	PUNCT
bracis-33565	112	38	the	the	DET
bracis-33565	112	39	first	first	ADJ
bracis-33565	112	40	image	image	NOUN
bracis-33565	112	41	from	from	ADP
bracis-33565	112	42	each	each	DET
bracis-33565	112	43	pair	pair	NOUN
bracis-33565	112	44	was	be	AUX
bracis-33565	112	45	chosen	choose	VERB
bracis-33565	112	46	.	.	PUNCT
bracis-33565	113	1	in	in	ADP
bracis-33565	113	2	this	this	DET
bracis-33565	113	3	way	way	NOUN
bracis-33565	113	4	,	,	PUNCT
bracis-33565	113	5	each	each	DET
bracis-33565	113	6	image	image	NOUN
bracis-33565	113	7	in	in	ADP
bracis-33565	113	8	the	the	DET
bracis-33565	113	9	test	test	NOUN
bracis-33565	113	10	set	set	NOUN
bracis-33565	113	11	could	could	AUX
bracis-33565	113	12	be	be	AUX
bracis-33565	113	13	tested	test	VERB
bracis-33565	113	14	at	at	ADP
bracis-33565	113	15	the	the	DET
bracis-33565	113	16	same	same	ADJ
bracis-33565	113	17	time	time	NOUN
bracis-33565	113	18	with	with	ADP
bracis-33565	113	19	the	the	DET
bracis-33565	113	20	most	most	ADV
bracis-33565	113	21	representative	representative	ADJ
bracis-33565	113	22	images	image	NOUN
bracis-33565	113	23	of	of	ADP
bracis-33565	113	24	the	the	DET
bracis-33565	113	25	healthy	healthy	ADJ
bracis-33565	113	26	and	and	CCONJ
bracis-33565	113	27	nafld	nafld	ADJ
bracis-33565	113	28	classes	class	NOUN
bracis-33565	113	29	.	.	PUNCT
bracis-33565	114	1	the	the	DET
bracis-33565	114	2	result	result	NOUN
bracis-33565	114	3	with	with	ADP
bracis-33565	114	4	the	the	DET
bracis-33565	114	5	highest	high	ADJ
bracis-33565	114	6	network	network	NOUN
bracis-33565	114	7	response	response	NOUN
bracis-33565	114	8	,	,	PUNCT
bracis-33565	114	9	as	as	ADP
bracis-33565	114	10	a	a	DET
bracis-33565	114	11	similarity	similarity	NOUN
bracis-33565	114	12	function	function	NOUN
bracis-33565	114	13	,	,	PUNCT
bracis-33565	114	14	will	will	AUX
bracis-33565	114	15	be	be	AUX
bracis-33565	114	16	the	the	DET
bracis-33565	114	17	final	final	ADJ
bracis-33565	114	18	classification	classification	NOUN
bracis-33565	114	19	of	of	ADP
bracis-33565	114	20	the	the	DET
bracis-33565	114	21	image	image	NOUN
bracis-33565	114	22	tested	test	VERB
bracis-33565	114	23	.	.	PUNCT
bracis-33565	115	1	the	the	DET
bracis-33565	115	2	results	result	NOUN
bracis-33565	115	3	of	of	ADP
bracis-33565	115	4	the	the	DET
bracis-33565	115	5	evaluation	evaluation	NOUN
bracis-33565	115	6	metrics	metric	NOUN
bracis-33565	115	7	obtained	obtain	VERB
bracis-33565	115	8	are	be	AUX
bracis-33565	115	9	shown	show	VERB
bracis-33565	115	10	in	in	ADP
bracis-33565	115	11	table	table	NOUN
bracis-33565	115	12	 	 	SPACE
bracis-33565	115	13	3.2	3.2	NUM
bracis-33565	115	14	,	,	PUNCT
bracis-33565	115	15	along	along	ADP
bracis-33565	115	16	with	with	ADP
bracis-33565	115	17	the	the	DET
bracis-33565	115	18	results	result	NOUN
bracis-33565	115	19	of	of	ADP
bracis-33565	115	20	the	the	DET
bracis-33565	115	21	related	relate	VERB
bracis-33565	115	22	works	work	NOUN
bracis-33565	115	23	carried	carry	VERB
bracis-33565	115	24	out	out	ADP
bracis-33565	115	25	by	by	ADP
bracis-33565	115	26	[	[	X
bracis-33565	115	27	10	10	NUM
bracis-33565	115	28	,	,	PUNCT
bracis-33565	115	29	11	11	NUM
bracis-33565	115	30	]	]	PUNCT
bracis-33565	115	31	.	.	PUNCT
bracis-33565	116	1	table	table	NOUN
bracis-33565	116	2	1	1	NUM
bracis-33565	116	3	.	.	PUNCT
bracis-33565	117	1	results	result	NOUN
bracis-33565	117	2	obtained	obtain	VERB
bracis-33565	117	3	by	by	ADP
bracis-33565	117	4	the	the	DET
bracis-33565	117	5	proposed	propose	VERB
bracis-33565	117	6	method	method	NOUN
bracis-33565	117	7	and	and	CCONJ
bracis-33565	117	8	comparison	comparison	NOUN
bracis-33565	117	9	with	with	ADP
bracis-33565	117	10	related	relate	VERB
bracis-33565	117	11	worksfull	worksfull	ADJ
bracis-33565	117	12	size	size	NOUN
bracis-33565	117	13	table	table	NOUN
bracis-33565	117	14	compared	compare	VERB
bracis-33565	117	15	to	to	ADP
bracis-33565	117	16	the	the	DET
bracis-33565	117	17	few	few	ADJ
bracis-33565	117	18	studies	study	NOUN
bracis-33565	117	19	already	already	ADV
bracis-33565	117	20	carried	carry	VERB
bracis-33565	117	21	out	out	ADP
bracis-33565	117	22	in	in	ADP
bracis-33565	117	23	the	the	DET
bracis-33565	117	24	area	area	NOUN
bracis-33565	117	25	[	[	X
bracis-33565	117	26	10	10	NUM
bracis-33565	117	27	,	,	PUNCT
bracis-33565	117	28	11	11	NUM
bracis-33565	117	29	]	]	PUNCT
bracis-33565	117	30	,	,	PUNCT
bracis-33565	117	31	the	the	DET
bracis-33565	117	32	siamese	siamese	ADJ
bracis-33565	117	33	network	network	NOUN
bracis-33565	117	34	,	,	PUNCT
bracis-33565	117	35	despite	despite	SCONJ
bracis-33565	117	36	being	be	AUX
bracis-33565	117	37	an	an	DET
bracis-33565	117	38	early	early	ADJ
bracis-33565	117	39	-	-	PUNCT
bracis-33565	117	40	stage	stage	NOUN
bracis-33565	117	41	study	study	NOUN
bracis-33565	117	42	,	,	PUNCT
bracis-33565	117	43	shows	show	VERB
bracis-33565	117	44	promising	promise	VERB
bracis-33565	117	45	results	result	NOUN
bracis-33565	117	46	.	.	PUNCT
bracis-33565	118	1	recall	recall	NOUN
bracis-33565	118	2	,	,	PUNCT
bracis-33565	118	3	as	as	SCONJ
bracis-33565	118	4	the	the	DET
bracis-33565	118	5	most	most	ADV
bracis-33565	118	6	relevant	relevant	ADJ
bracis-33565	118	7	metric	metric	NOUN
bracis-33565	118	8	,	,	PUNCT
bracis-33565	118	9	reached	reach	VERB
bracis-33565	118	10	96	96	NUM
bracis-33565	118	11	%	%	NOUN
bracis-33565	118	12	,	,	PUNCT
bracis-33565	118	13	demonstrating	demonstrate	VERB
bracis-33565	118	14	that	that	SCONJ
bracis-33565	118	15	the	the	DET
bracis-33565	118	16	model	model	NOUN
bracis-33565	118	17	is	be	AUX
bracis-33565	118	18	effective	effective	ADJ
bracis-33565	118	19	at	at	ADP
bracis-33565	118	20	detecting	detect	VERB
bracis-33565	118	21	sick	sick	ADJ
bracis-33565	118	22	people	people	NOUN
bracis-33565	118	23	among	among	ADP
bracis-33565	118	24	all	all	DET
bracis-33565	118	25	the	the	DET
bracis-33565	118	26	sick	sick	ADJ
bracis-33565	118	27	people	people	NOUN
bracis-33565	118	28	.	.	PUNCT
bracis-33565	119	1	this	this	PRON
bracis-33565	119	2	represents	represent	VERB
bracis-33565	119	3	a	a	DET
bracis-33565	119	4	great	great	ADJ
bracis-33565	119	5	improvement	improvement	NOUN
bracis-33565	119	6	compared	compare	VERB
bracis-33565	119	7	to	to	ADP
bracis-33565	119	8	the	the	DET
bracis-33565	119	9	work	work	NOUN
bracis-33565	119	10	of	of	ADP
bracis-33565	119	11	pinto	pinto	NOUN
bracis-33565	119	12	et	et	PROPN
bracis-33565	119	13	al	al	PROPN
bracis-33565	119	14	.	.	PROPN
bracis-33565	120	1	(	(	PUNCT
bracis-33565	120	2	2021	2021	NUM
bracis-33565	120	3	)	)	PUNCT
bracis-33565	120	4	,	,	PUNCT
bracis-33565	120	5	and	and	CCONJ
bracis-33565	120	6	very	very	ADV
bracis-33565	120	7	close	close	ADJ
bracis-33565	120	8	to	to	ADP
bracis-33565	120	9	what	what	PRON
bracis-33565	120	10	was	be	AUX
bracis-33565	120	11	achieved	achieve	VERB
bracis-33565	120	12	by	by	ADP
bracis-33565	120	13	farias	farias	PROPN
bracis-33565	120	14	et	et	PROPN
bracis-33565	120	15	al	al	PROPN
bracis-33565	120	16	.	.	PROPN
bracis-33565	121	1	(	(	PUNCT
bracis-33565	121	2	2024	2024	NUM
bracis-33565	121	3	)	)	PUNCT
bracis-33565	121	4	.	.	PUNCT
bracis-33565	122	1	the	the	DET
bracis-33565	122	2	siamese	siamese	ADJ
bracis-33565	122	3	network	network	NOUN
bracis-33565	122	4	has	have	VERB
bracis-33565	122	5	an	an	DET
bracis-33565	122	6	advantage	advantage	NOUN
bracis-33565	122	7	in	in	SCONJ
bracis-33565	122	8	that	that	SCONJ
bracis-33565	122	9	it	it	PRON
bracis-33565	122	10	does	do	AUX
bracis-33565	122	11	not	not	PART
bracis-33565	122	12	require	require	VERB
bracis-33565	122	13	the	the	DET
bracis-33565	122	14	use	use	NOUN
bracis-33565	122	15	of	of	ADP
bracis-33565	122	16	data	datum	NOUN
bracis-33565	122	17	augmentation	augmentation	NOUN
bracis-33565	122	18	and	and	CCONJ
bracis-33565	122	19	has	have	VERB
bracis-33565	122	20	a	a	DET
bracis-33565	122	21	much	much	ADV
bracis-33565	122	22	simpler	simple	ADJ
bracis-33565	122	23	architecture	architecture	NOUN
bracis-33565	122	24	than	than	ADP
bracis-33565	122	25	those	those	PRON
bracis-33565	122	26	used	use	VERB
bracis-33565	122	27	in	in	ADP
bracis-33565	122	28	the	the	DET
bracis-33565	122	29	related	relate	VERB
bracis-33565	122	30	works	work	NOUN
bracis-33565	122	31	.	.	PUNCT
bracis-33565	123	1	this	this	PRON
bracis-33565	123	2	means	mean	VERB
bracis-33565	123	3	less	less	ADJ
bracis-33565	123	4	computing	computing	NOUN
bracis-33565	123	5	power	power	NOUN
bracis-33565	123	6	for	for	ADP
bracis-33565	123	7	the	the	DET
bracis-33565	123	8	training	training	NOUN
bracis-33565	123	9	and	and	CCONJ
bracis-33565	123	10	testing	testing	NOUN
bracis-33565	123	11	phase	phase	NOUN
bracis-33565	123	12	,	,	PUNCT
bracis-33565	123	13	and	and	CCONJ
bracis-33565	123	14	less	less	ADJ
bracis-33565	123	15	time	time	NOUN
bracis-33565	123	16	is	be	AUX
bracis-33565	123	17	required	require	VERB
bracis-33565	123	18	for	for	ADP
bracis-33565	123	19	pre	pre	ADJ
bracis-33565	123	20	-	-	ADJ
bracis-33565	123	21	processing	process	VERB
bracis-33565	123	22	the	the	DET
bracis-33565	123	23	images	image	NOUN
bracis-33565	123	24	.	.	PUNCT
bracis-33565	124	1	accuracy	accuracy	NOUN
bracis-33565	124	2	was	be	AUX
bracis-33565	124	3	the	the	DET
bracis-33565	124	4	lowest	low	ADJ
bracis-33565	124	5	of	of	ADP
bracis-33565	124	6	the	the	DET
bracis-33565	124	7	three	three	NUM
bracis-33565	124	8	metrics	metric	NOUN
bracis-33565	124	9	,	,	PUNCT
bracis-33565	124	10	but	but	CCONJ
bracis-33565	124	11	this	this	PRON
bracis-33565	124	12	is	be	AUX
bracis-33565	124	13	to	to	PART
bracis-33565	124	14	be	be	AUX
bracis-33565	124	15	expected	expect	VERB
bracis-33565	124	16	for	for	ADP
bracis-33565	124	17	a	a	DET
bracis-33565	124	18	work	work	NOUN
bracis-33565	124	19	still	still	ADV
bracis-33565	124	20	in	in	ADP
bracis-33565	124	21	progress	progress	NOUN
bracis-33565	124	22	.	.	PUNCT
bracis-33565	125	1	the	the	DET
bracis-33565	125	2	lowest	low	ADJ
bracis-33565	125	3	metric	metric	ADJ
bracis-33565	125	4	recorded	record	VERB
bracis-33565	125	5	was	be	AUX
bracis-33565	125	6	accuracy	accuracy	NOUN
bracis-33565	125	7	,	,	PUNCT
bracis-33565	125	8	meaning	mean	VERB
bracis-33565	125	9	that	that	SCONJ
bracis-33565	125	10	the	the	DET
bracis-33565	125	11	model	model	NOUN
bracis-33565	125	12	still	still	ADV
bracis-33565	125	13	classifies	classify	VERB
bracis-33565	125	14	many	many	ADJ
bracis-33565	125	15	healthy	healthy	ADJ
bracis-33565	125	16	people	people	NOUN
bracis-33565	125	17	as	as	ADP
bracis-33565	125	18	sick	sick	ADJ
bracis-33565	125	19	,	,	PUNCT
bracis-33565	125	20	increasing	increase	VERB
bracis-33565	125	21	the	the	DET
bracis-33565	125	22	number	number	NOUN
bracis-33565	125	23	of	of	ADP
bracis-33565	125	24	revisions	revision	NOUN
bracis-33565	125	25	to	to	PART
bracis-33565	125	26	be	be	AUX
bracis-33565	125	27	carried	carry	VERB
bracis-33565	125	28	out	out	ADP
bracis-33565	125	29	by	by	ADP
bracis-33565	125	30	the	the	DET
bracis-33565	125	31	specialist	specialist	NOUN
bracis-33565	125	32	assisted	assist	VERB
bracis-33565	125	33	by	by	ADP
bracis-33565	125	34	the	the	DET
bracis-33565	125	35	network	network	NOUN
bracis-33565	125	36	.	.	PUNCT
bracis-33565	126	1	analyzing	analyze	VERB
bracis-33565	126	2	the	the	DET
bracis-33565	126	3	architectures	architecture	NOUN
bracis-33565	126	4	of	of	ADP
bracis-33565	126	5	the	the	DET
bracis-33565	126	6	networks	network	NOUN
bracis-33565	126	7	compared	compare	VERB
bracis-33565	126	8	,	,	PUNCT
bracis-33565	126	9	it	it	PRON
bracis-33565	126	10	is	be	AUX
bracis-33565	126	11	clear	clear	ADJ
bracis-33565	126	12	that	that	SCONJ
bracis-33565	126	13	the	the	DET
bracis-33565	126	14	convolutional	convolutional	ADJ
bracis-33565	126	15	part	part	NOUN
bracis-33565	126	16	of	of	ADP
bracis-33565	126	17	the	the	DET
bracis-33565	126	18	proposed	propose	VERB
bracis-33565	126	19	network	network	NOUN
bracis-33565	126	20	,	,	PUNCT
bracis-33565	126	21	used	use	VERB
bracis-33565	126	22	for	for	ADP
bracis-33565	126	23	feature	feature	NOUN
bracis-33565	126	24	extraction	extraction	NOUN
bracis-33565	126	25	,	,	PUNCT
bracis-33565	126	26	is	be	AUX
bracis-33565	126	27	much	much	ADV
bracis-33565	126	28	simpler	simple	ADJ
bracis-33565	126	29	than	than	ADP
bracis-33565	126	30	the	the	DET
bracis-33565	126	31	others	other	NOUN
bracis-33565	126	32	,	,	PUNCT
bracis-33565	126	33	which	which	PRON
bracis-33565	126	34	may	may	AUX
bracis-33565	126	35	cause	cause	VERB
bracis-33565	126	36	low	low	ADJ
bracis-33565	126	37	accuracy	accuracy	NOUN
bracis-33565	126	38	and	and	CCONJ
bracis-33565	126	39	low	low	ADJ
bracis-33565	126	40	precision	precision	NOUN
bracis-33565	126	41	.	.	PUNCT
bracis-33565	127	1	the	the	DET
bracis-33565	127	2	network	network	NOUN
bracis-33565	127	3	learned	learn	VERB
bracis-33565	127	4	better	well	ADV
bracis-33565	127	5	the	the	DET
bracis-33565	127	6	characteristics	characteristic	NOUN
bracis-33565	127	7	of	of	ADP
bracis-33565	127	8	the	the	DET
bracis-33565	127	9	images	image	NOUN
bracis-33565	127	10	of	of	ADP
bracis-33565	127	11	sick	sick	ADJ
bracis-33565	127	12	patients	patient	NOUN
bracis-33565	127	13	than	than	ADP
bracis-33565	127	14	the	the	DET
bracis-33565	127	15	images	image	NOUN
bracis-33565	127	16	of	of	ADP
bracis-33565	127	17	healthy	healthy	ADJ
bracis-33565	127	18	patients	patient	NOUN
bracis-33565	127	19	,	,	PUNCT
bracis-33565	127	20	revealing	reveal	VERB
bracis-33565	127	21	a	a	DET
bracis-33565	127	22	point	point	NOUN
bracis-33565	127	23	of	of	ADP
bracis-33565	127	24	attention	attention	NOUN
bracis-33565	127	25	in	in	ADP
bracis-33565	127	26	the	the	DET
bracis-33565	127	27	images	image	NOUN
bracis-33565	127	28	of	of	ADP
bracis-33565	127	29	this	this	DET
bracis-33565	127	30	group	group	NOUN
bracis-33565	127	31	in	in	ADP
bracis-33565	127	32	the	the	DET
bracis-33565	127	33	used	use	VERB
bracis-33565	127	34	dataset	dataset	NOUN
bracis-33565	127	35	.	.	PUNCT
bracis-33565	128	1	figure	figure	NOUN
bracis-33565	128	2	 	 	SPACE
bracis-33565	128	3	5	5	NUM
bracis-33565	128	4	shows	show	VERB
bracis-33565	128	5	an	an	DET
bracis-33565	128	6	example	example	NOUN
bracis-33565	128	7	of	of	ADP
bracis-33565	128	8	each	each	DET
bracis-33565	128	9	network	network	NOUN
bracis-33565	128	10	classification	classification	NOUN
bracis-33565	128	11	,	,	PUNCT
bracis-33565	128	12	where	where	SCONJ
bracis-33565	128	13	(	(	PUNCT
bracis-33565	128	14	a	a	X
bracis-33565	128	15	)	)	PUNCT
bracis-33565	128	16	is	be	AUX
bracis-33565	128	17	a	a	DET
bracis-33565	128	18	true	true	ADJ
bracis-33565	128	19	positive	positive	ADJ
bracis-33565	128	20	,	,	PUNCT
bracis-33565	128	21	(	(	PUNCT
bracis-33565	128	22	b	b	X
bracis-33565	128	23	)	)	PUNCT
bracis-33565	128	24	is	be	AUX
bracis-33565	128	25	a	a	DET
bracis-33565	128	26	true	true	ADJ
bracis-33565	128	27	negative	negative	ADJ
bracis-33565	128	28	,	,	PUNCT
bracis-33565	128	29	(	(	PUNCT
bracis-33565	128	30	c	c	X
bracis-33565	128	31	)	)	PUNCT
bracis-33565	128	32	is	be	AUX
bracis-33565	128	33	a	a	DET
bracis-33565	128	34	false	false	ADJ
bracis-33565	128	35	positive	positive	ADJ
bracis-33565	128	36	and	and	CCONJ
bracis-33565	128	37	(	(	PUNCT
bracis-33565	128	38	d	d	X
bracis-33565	128	39	)	)	PUNCT
bracis-33565	128	40	is	be	AUX
bracis-33565	128	41	a	a	DET
bracis-33565	128	42	false	false	ADJ
bracis-33565	128	43	negative	negative	NOUN
bracis-33565	128	44	.	.	PUNCT
bracis-33565	129	1	fig	fig	NOUN
bracis-33565	129	2	.	.	PUNCT
bracis-33565	130	1	5	5	X
bracis-33565	130	2	.	.	NUM
bracis-33565	130	3	images	image	NOUN
bracis-33565	130	4	classified	classify	VERB
bracis-33565	130	5	by	by	ADP
bracis-33565	130	6	the	the	DET
bracis-33565	130	7	proposed	propose	VERB
bracis-33565	130	8	method	method	NOUN
bracis-33565	130	9	full	full	ADJ
bracis-33565	130	10	size	size	NOUN
bracis-33565	130	11	image	image	NOUN
bracis-33565	130	12	the	the	DET
bracis-33565	130	13	results	result	NOUN
bracis-33565	130	14	obtained	obtain	VERB
bracis-33565	130	15	show	show	VERB
bracis-33565	130	16	that	that	SCONJ
bracis-33565	130	17	the	the	DET
bracis-33565	130	18	potential	potential	NOUN
bracis-33565	130	19	of	of	ADP
bracis-33565	130	20	the	the	DET
bracis-33565	130	21	siamese	siamese	ADJ
bracis-33565	130	22	network	network	NOUN
bracis-33565	130	23	is	be	AUX
bracis-33565	130	24	notorious	notorious	ADJ
bracis-33565	130	25	.	.	PUNCT
bracis-33565	131	1	it	it	PRON
bracis-33565	131	2	represents	represent	VERB
bracis-33565	131	3	a	a	DET
bracis-33565	131	4	promising	promising	ADJ
bracis-33565	131	5	step	step	NOUN
bracis-33565	131	6	in	in	ADP
bracis-33565	131	7	the	the	DET
bracis-33565	131	8	classification	classification	NOUN
bracis-33565	131	9	of	of	ADP
bracis-33565	131	10	thermal	thermal	ADJ
bracis-33565	131	11	images	image	NOUN
bracis-33565	131	12	for	for	ADP
bracis-33565	131	13	non	non	ADJ
bracis-33565	131	14	-	-	ADJ
bracis-33565	131	15	alcoholic	alcoholic	ADJ
bracis-33565	131	16	hepatic	hepatic	ADJ
bracis-33565	131	17	steatosis	steatosis	NOUN
bracis-33565	131	18	precisely	precisely	ADV
bracis-33565	131	19	because	because	SCONJ
bracis-33565	131	20	of	of	ADP
bracis-33565	131	21	the	the	DET
bracis-33565	131	22	low	low	ADJ
bracis-33565	131	23	quantity	quantity	NOUN
bracis-33565	131	24	of	of	ADP
bracis-33565	131	25	images	image	NOUN
bracis-33565	131	26	available	available	ADJ
bracis-33565	131	27	for	for	ADP
bracis-33565	131	28	training	train	VERB
bracis-33565	131	29	the	the	DET
bracis-33565	131	30	network	network	NOUN
bracis-33565	131	31	,	,	PUNCT
bracis-33565	131	32	a	a	DET
bracis-33565	131	33	situation	situation	NOUN
bracis-33565	131	34	in	in	ADP
bracis-33565	131	35	which	which	PRON
bracis-33565	131	36	siamese	siamese	ADJ
bracis-33565	131	37	networks	network	NOUN
bracis-33565	131	38	acquire	acquire	VERB
bracis-33565	131	39	their	their	PRON
bracis-33565	131	40	greatest	great	ADJ
bracis-33565	131	41	value	value	NOUN
bracis-33565	131	42	.	.	PUNCT
bracis-33565	132	1	4	4	NUM
bracis-33565	132	2	conclusion	conclusion	NOUN
bracis-33565	132	3	this	this	DET
bracis-33565	132	4	study	study	NOUN
bracis-33565	132	5	presented	present	VERB
bracis-33565	132	6	an	an	DET
bracis-33565	132	7	approach	approach	NOUN
bracis-33565	132	8	using	use	VERB
bracis-33565	132	9	siamese	siamese	ADJ
bracis-33565	132	10	neural	neural	ADJ
bracis-33565	132	11	networks	network	NOUN
bracis-33565	132	12	(	(	PUNCT
bracis-33565	132	13	snn	snn	PROPN
bracis-33565	132	14	)	)	PUNCT
bracis-33565	132	15	to	to	PART
bracis-33565	132	16	classify	classify	VERB
bracis-33565	132	17	non	non	ADJ
bracis-33565	132	18	-	-	ADJ
bracis-33565	132	19	alcoholic	alcoholic	ADJ
bracis-33565	132	20	fatty	fatty	NOUN
bracis-33565	132	21	liver	liver	NOUN
bracis-33565	132	22	disease	disease	NOUN
bracis-33565	132	23	(	(	PUNCT
bracis-33565	132	24	nafld	nafld	ADV
bracis-33565	132	25	)	)	PUNCT
bracis-33565	132	26	.	.	PUNCT
bracis-33565	133	1	the	the	DET
bracis-33565	133	2	use	use	NOUN
bracis-33565	133	3	of	of	ADP
bracis-33565	133	4	thermal	thermal	ADJ
bracis-33565	133	5	images	image	NOUN
bracis-33565	133	6	has	have	AUX
bracis-33565	133	7	shown	show	VERB
bracis-33565	133	8	promise	promise	NOUN
bracis-33565	133	9	,	,	PUNCT
bracis-33565	133	10	highlighting	highlight	VERB
bracis-33565	133	11	the	the	DET
bracis-33565	133	12	importance	importance	NOUN
bracis-33565	133	13	of	of	ADP
bracis-33565	133	14	adequate	adequate	ADJ
bracis-33565	133	15	pre	pre	ADJ
bracis-33565	133	16	-	-	ADJ
bracis-33565	133	17	processing	processing	ADJ
bracis-33565	133	18	to	to	PART
bracis-33565	133	19	improve	improve	VERB
bracis-33565	133	20	image	image	NOUN
bracis-33565	133	21	quality	quality	NOUN
bracis-33565	133	22	and	and	CCONJ
bracis-33565	133	23	reduce	reduce	VERB
bracis-33565	133	24	noise	noise	NOUN
bracis-33565	133	25	.	.	PUNCT
bracis-33565	134	1	the	the	DET
bracis-33565	134	2	proposed	propose	VERB
bracis-33565	134	3	architecture	architecture	NOUN
bracis-33565	134	4	achieved	achieve	VERB
bracis-33565	134	5	an	an	DET
bracis-33565	134	6	accuracy	accuracy	NOUN
bracis-33565	134	7	of	of	ADP
bracis-33565	134	8	71	71	NUM
bracis-33565	134	9	%	%	NOUN
bracis-33565	134	10	,	,	PUNCT
bracis-33565	134	11	precision	precision	NOUN
bracis-33565	134	12	of	of	ADP
bracis-33565	134	13	57	57	NUM
bracis-33565	134	14	%	%	NOUN
bracis-33565	134	15	and	and	CCONJ
bracis-33565	134	16	recall	recall	NOUN
bracis-33565	134	17	of	of	ADP
bracis-33565	134	18	96	96	NUM
bracis-33565	134	19	%	%	NOUN
bracis-33565	134	20	,	,	PUNCT
bracis-33565	134	21	revealing	reveal	VERB
bracis-33565	134	22	that	that	SCONJ
bracis-33565	134	23	snns	snn	NOUN
bracis-33565	134	24	are	be	AUX
bracis-33565	134	25	a	a	DET
bracis-33565	134	26	viable	viable	ADJ
bracis-33565	134	27	alternative	alternative	NOUN
bracis-33565	134	28	for	for	ADP
bracis-33565	134	29	nafld	nafld	ADJ
bracis-33565	134	30	classification	classification	NOUN
bracis-33565	134	31	,	,	PUNCT
bracis-33565	134	32	especially	especially	ADV
bracis-33565	134	33	in	in	ADP
bracis-33565	134	34	scenarios	scenario	NOUN
bracis-33565	134	35	similar	similar	ADJ
bracis-33565	134	36	to	to	ADP
bracis-33565	134	37	the	the	DET
bracis-33565	134	38	context	context	NOUN
bracis-33565	134	39	presented	present	VERB
bracis-33565	134	40	where	where	SCONJ
bracis-33565	134	41	there	there	PRON
bracis-33565	134	42	is	be	VERB
bracis-33565	134	43	a	a	DET
bracis-33565	134	44	limited	limited	ADJ
bracis-33565	134	45	amount	amount	NOUN
bracis-33565	134	46	of	of	ADP
bracis-33565	134	47	training	training	NOUN
bracis-33565	134	48	data	datum	NOUN
bracis-33565	134	49	.	.	PUNCT
bracis-33565	135	1	for	for	ADP
bracis-33565	135	2	future	future	ADJ
bracis-33565	135	3	research	research	NOUN
bracis-33565	135	4	,	,	PUNCT
bracis-33565	135	5	it	it	PRON
bracis-33565	135	6	is	be	AUX
bracis-33565	135	7	suggested	suggest	VERB
bracis-33565	135	8	to	to	PART
bracis-33565	135	9	explore	explore	VERB
bracis-33565	135	10	additional	additional	ADJ
bracis-33565	135	11	image	image	NOUN
bracis-33565	135	12	enhancement	enhancement	NOUN
bracis-33565	135	13	techniques	technique	NOUN
bracis-33565	135	14	,	,	PUNCT
bracis-33565	135	15	as	as	ADV
bracis-33565	135	16	well	well	ADV
bracis-33565	135	17	as	as	ADP
bracis-33565	135	18	using	use	VERB
bracis-33565	135	19	the	the	DET
bracis-33565	135	20	architecture	architecture	NOUN
bracis-33565	135	21	already	already	ADV
bracis-33565	135	22	presented	present	VERB
bracis-33565	135	23	,	,	PUNCT
bracis-33565	135	24	but	but	CCONJ
bracis-33565	135	25	with	with	ADP
bracis-33565	135	26	modifications	modification	NOUN
bracis-33565	135	27	in	in	ADP
bracis-33565	135	28	the	the	DET
bracis-33565	135	29	feature	feature	NOUN
bracis-33565	135	30	extraction	extraction	NOUN
bracis-33565	135	31	stage	stage	NOUN
bracis-33565	135	32	,	,	PUNCT
bracis-33565	135	33	replacing	replace	VERB
bracis-33565	135	34	the	the	DET
bracis-33565	135	35	convolutional	convolutional	ADJ
bracis-33565	135	36	layers	layer	NOUN
bracis-33565	135	37	with	with	ADP
bracis-33565	135	38	a	a	DET
bracis-33565	135	39	network	network	NOUN
bracis-33565	135	40	specialized	specialize	VERB
bracis-33565	135	41	in	in	ADP
bracis-33565	135	42	extracting	extract	VERB
bracis-33565	135	43	features	feature	NOUN
bracis-33565	135	44	such	such	ADJ
bracis-33565	135	45	as	as	ADP
bracis-33565	135	46	,	,	PUNCT
bracis-33565	135	47	for	for	ADP
bracis-33565	135	48	example	example	NOUN
bracis-33565	135	49	,	,	PUNCT
bracis-33565	135	50	different	different	ADJ
bracis-33565	135	51	versions	version	NOUN
bracis-33565	135	52	of	of	ADP
bracis-33565	135	53	efficientnet	efficientnet	NOUN
bracis-33565	135	54	.	.	PUNCT
bracis-33565	136	1	notes	note	NOUN
bracis-33565	136	2	1.https://www.flir.eu/browse/professional-tools/thermography-software/.	1.https://www.flir.eu/browse/professional-tools/thermography-software/.	NUM
bracis-33565	136	3	references	reference	NOUN
bracis-33565	136	4	yalmaz	yalmaz	ADV
bracis-33565	136	5	,	,	PUNCT
bracis-33565	136	6	y.	y.	NOUN
bracis-33565	136	7	:	:	PUNCT
bracis-33565	136	8	review	review	NOUN
bracis-33565	136	9	article	article	NOUN
bracis-33565	136	10	:	:	PUNCT
bracis-33565	136	11	is	be	AUX
bracis-33565	136	12	non	non	ADJ
bracis-33565	136	13	-	-	ADJ
bracis-33565	136	14	alcoholic	alcoholic	ADJ
bracis-33565	136	15	fatty	fatty	NOUN
bracis-33565	136	16	liver	liver	NOUN
bracis-33565	136	17	disease	disease	NOUN
bracis-33565	136	18	a	a	DET
bracis-33565	136	19	spectrum	spectrum	NOUN
bracis-33565	136	20	,	,	PUNCT
bracis-33565	136	21	or	or	CCONJ
bracis-33565	136	22	are	be	AUX
bracis-33565	136	23	steatosis	steatosis	NOUN
bracis-33565	136	24	and	and	CCONJ
bracis-33565	136	25	non	non	ADJ
bracis-33565	136	26	-	-	ADJ
bracis-33565	136	27	alcoholic	alcoholic	ADJ
bracis-33565	136	28	steatohepatitis	steatohepatitis	NOUN
bracis-33565	136	29	distinct	distinct	ADJ
bracis-33565	136	30	conditions	condition	NOUN
bracis-33565	136	31	?	?	PUNCT
bracis-33565	137	1	aliment	aliment	NOUN
bracis-33565	137	2	.	.	PUNCT
bracis-33565	138	1	pharmacol	pharmacol	PROPN
bracis-33565	138	2	.	.	PUNCT
bracis-33565	139	1	ther	ther	PROPN
bracis-33565	139	2	.	.	PUNCT
bracis-33565	140	1	36(9	36(9	NUM
bracis-33565	140	2	)	)	PUNCT
bracis-33565	140	3	,	,	PUNCT
bracis-33565	140	4	815–823	815–823	NUM
bracis-33565	140	5	(	(	PUNCT
bracis-33565	140	6	2012	2012	NUM
bracis-33565	140	7	)	)	PUNCT
bracis-33565	140	8	.	.	PUNCT
bracis-33565	141	1	https://doi.org/10.1111/apt.12046	https://doi.org/10.1111/apt.12046	PROPN
bracis-33565	141	2	article	article	PROPN
bracis-33565	141	3	  	  	SPACE
bracis-33565	141	4	google	google	PROPN
bracis-33565	141	5	scholar	scholar	NOUN
bracis-33565	141	6	  	  	SPACE
bracis-33565	141	7	angulo	angulo	NOUN
bracis-33565	141	8	,	,	PUNCT
bracis-33565	141	9	p.	p.	NOUN
bracis-33565	141	10	:	:	PUNCT
bracis-33565	142	1	gi	gi	VERB
bracis-33565	142	2	epidemiology	epidemiology	NOUN
bracis-33565	142	3	:	:	PUNCT
bracis-33565	142	4	nonalcoholic	nonalcoholic	ADJ
bracis-33565	142	5	fatty	fatty	NOUN
bracis-33565	142	6	liver	liver	NOUN
bracis-33565	142	7	disease	disease	NOUN
bracis-33565	142	8	.	.	PUNCT
bracis-33565	143	1	aliment	aliment	NOUN
bracis-33565	143	2	.	.	PUNCT
bracis-33565	144	1	pharmacol	pharmacol	PROPN
bracis-33565	144	2	.	.	PUNCT
bracis-33565	145	1	ther	ther	PROPN
bracis-33565	145	2	.	.	PUNCT
bracis-33565	146	1	25(8	25(8	NUM
bracis-33565	146	2	)	)	PUNCT
bracis-33565	146	3	,	,	PUNCT
bracis-33565	146	4	883–889	883–889	NUM
bracis-33565	146	5	(	(	PUNCT
bracis-33565	146	6	2007	2007	NUM
bracis-33565	146	7	)	)	PUNCT
bracis-33565	146	8	.	.	PUNCT
bracis-33565	147	1	https://doi.org/10.1111/j.1365-2036.2007.03246.x	https://doi.org/10.1111/j.1365-2036.2007.03246.x	PROPN
bracis-33565	147	2	article	article	PROPN
bracis-33565	147	3	  	  	SPACE
bracis-33565	147	4	google	google	PROPN
bracis-33565	147	5	scholar	scholar	NOUN
bracis-33565	147	6	  	  	SPACE
bracis-33565	147	7	schwabe	schwabe	NOUN
bracis-33565	147	8	,	,	PUNCT
bracis-33565	147	9	r.f	r.f	PROPN
bracis-33565	147	10	.	.	PROPN
bracis-33565	147	11	,	,	PUNCT
bracis-33565	147	12	tabas	tabas	PROPN
bracis-33565	147	13	,	,	PUNCT
bracis-33565	147	14	i.	i.	NOUN
bracis-33565	147	15	,	,	PUNCT
bracis-33565	147	16	pajvani	pajvani	X
bracis-33565	147	17	,	,	PUNCT
bracis-33565	147	18	u.b	u.b	PROPN
bracis-33565	147	19	.	.	PROPN
bracis-33565	147	20	:	:	PUNCT
bracis-33565	147	21	mechanisms	mechanism	NOUN
bracis-33565	147	22	of	of	ADP
bracis-33565	147	23	fibrosis	fibrosis	NOUN
bracis-33565	147	24	development	development	NOUN
bracis-33565	147	25	in	in	ADP
bracis-33565	147	26	nonalcoholic	nonalcoholic	PROPN
bracis-33565	147	27	steatohepatitis	steatohepatitis	PROPN
bracis-33565	147	28	.	.	PUNCT
bracis-33565	148	1	gastroenterology	gastroenterology	NOUN
bracis-33565	148	2	158(7	158(7	NUM
bracis-33565	148	3	)	)	PUNCT
bracis-33565	148	4	,	,	PUNCT
bracis-33565	148	5	1913–1928	1913–1928	NUM
bracis-33565	148	6	(	(	PUNCT
bracis-33565	148	7	2020	2020	NUM
bracis-33565	148	8	)	)	PUNCT
bracis-33565	148	9	.	.	PUNCT
bracis-33565	149	1	https://doi.org/10.1053/j.gastro.2019.11.311	https://doi.org/10.1053/j.gastro.2019.11.311	PROPN
bracis-33565	149	2	article	article	NOUN
bracis-33565	149	3	  	  	SPACE
bracis-33565	149	4	google	google	PROPN
bracis-33565	149	5	scholar	scholar	NOUN
bracis-33565	149	6	  	  	SPACE
bracis-33565	149	7	santana	santana	PROPN
bracis-33565	149	8	,	,	PUNCT
bracis-33565	149	9	j.t	j.t	PROPN
bracis-33565	149	10	.	.	PROPN
bracis-33565	149	11	,	,	PUNCT
bracis-33565	149	12	et	et	PROPN
bracis-33565	149	13	al	al	PROPN
bracis-33565	149	14	.	.	PUNCT
bracis-33565	149	15	:	:	PUNCT
bracis-33565	149	16	perfil	perfil	VERB
bracis-33565	149	17	metabólico	metabólico	PROPN
bracis-33565	149	18	e	e	NOUN
bracis-33565	149	19	antropométrico	antropométrico	NOUN
bracis-33565	149	20	dos	do	VERB
bracis-33565	149	21	pacientes	paciente	NOUN
bracis-33565	149	22	obesos	obesos	PROPN
bracis-33565	149	23	e	e	PROPN
bracis-33565	149	24	não	não	PROPN
bracis-33565	149	25	obesos	obesos	PROPN
bracis-33565	149	26	portadores	portadores	PROPN
bracis-33565	150	1	de	de	ADP
bracis-33565	150	2	esteatose	esteatose	PROPN
bracis-33565	150	3	hepática	hepática	PROPN
bracis-33565	150	4	não	não	PROPN
bracis-33565	150	5	alcoólica	alcoólica	PROPN
bracis-33565	150	6	.	.	PUNCT
bracis-33565	151	1	revista	revista	PROPN
bracis-33565	151	2	eletrônica	eletrônica	PROPN
bracis-33565	151	3	acervo	acervo	PROPN
bracis-33565	151	4	saúde	saúde	PROPN
bracis-33565	151	5	13(2	13(2	PROPN
bracis-33565	151	6	)	)	PUNCT
bracis-33565	151	7	,	,	PUNCT
bracis-33565	151	8	e5525	e5525	PROPN
bracis-33565	151	9	(	(	PUNCT
bracis-33565	151	10	2021	2021	NUM
bracis-33565	151	11	)	)	PUNCT
bracis-33565	151	12	.	.	PUNCT
bracis-33565	152	1	https://doi.org/10.25248/reas.e5525.2021	https://doi.org/10.25248/reas.e5525.2021	PROPN
bracis-33565	152	2	article	article	PROPN
bracis-33565	152	3	  	  	SPACE
bracis-33565	152	4	google	google	PROPN
bracis-33565	152	5	scholar	scholar	NOUN
bracis-33565	152	6	  	  	SPACE
bracis-33565	152	7	dowman	dowman	NOUN
bracis-33565	152	8	,	,	PUNCT
bracis-33565	152	9	j.k	j.k	PROPN
bracis-33565	152	10	.	.	PROPN
bracis-33565	152	11	,	,	PUNCT
bracis-33565	152	12	tomlinson	tomlinson	PROPN
bracis-33565	152	13	,	,	PUNCT
bracis-33565	152	14	j.w	j.w	PROPN
bracis-33565	152	15	.	.	PROPN
bracis-33565	152	16	,	,	PUNCT
bracis-33565	152	17	newsome	newsome	PROPN
bracis-33565	152	18	,	,	PUNCT
bracis-33565	152	19	p.n	p.n	PROPN
bracis-33565	152	20	.	.	PROPN
bracis-33565	152	21	:	:	PUNCT
bracis-33565	153	1	systematic	systematic	ADJ
bracis-33565	153	2	review	review	NOUN
bracis-33565	153	3	:	:	PUNCT
bracis-33565	153	4	the	the	DET
bracis-33565	153	5	diagnosis	diagnosis	NOUN
bracis-33565	153	6	and	and	CCONJ
bracis-33565	153	7	staging	staging	NOUN
bracis-33565	153	8	of	of	ADP
bracis-33565	153	9	non	non	ADJ
bracis-33565	153	10	-	-	ADJ
bracis-33565	153	11	alcoholicfatty	alcoholicfatty	ADJ
bracis-33565	153	12	liver	liver	NOUN
bracis-33565	153	13	disease	disease	NOUN
bracis-33565	153	14	and	and	CCONJ
bracis-33565	153	15	non	non	ADJ
bracis-33565	153	16	-	-	ADJ
bracis-33565	153	17	alcoholic	alcoholic	ADJ
bracis-33565	153	18	steatohepatitis	steatohepatitis	NOUN
bracis-33565	153	19	.	.	PUNCT
bracis-33565	154	1	aliment	aliment	NOUN
bracis-33565	154	2	.	.	PUNCT
bracis-33565	155	1	pharmacol	pharmacol	PROPN
bracis-33565	155	2	.	.	PUNCT
bracis-33565	156	1	ther	ther	PROPN
bracis-33565	156	2	.	.	PUNCT
bracis-33565	157	1	33(5	33(5	NUM
bracis-33565	157	2	)	)	PUNCT
bracis-33565	157	3	,	,	PUNCT
bracis-33565	157	4	525–540	525–540	NUM
bracis-33565	157	5	(	(	PUNCT
bracis-33565	157	6	2010	2010	NUM
bracis-33565	157	7	)	)	PUNCT
bracis-33565	157	8	article	article	NOUN
bracis-33565	157	9	  	  	SPACE
bracis-33565	157	10	google	google	PROPN
bracis-33565	157	11	scholar	scholar	NOUN
bracis-33565	157	12	  	  	SPACE
bracis-33565	157	13	stern	stern	ADJ
bracis-33565	157	14	,	,	PUNCT
bracis-33565	157	15	c.	c.	NOUN
bracis-33565	157	16	,	,	PUNCT
bracis-33565	157	17	castera	castera	NOUN
bracis-33565	157	18	,	,	PUNCT
bracis-33565	157	19	l.	l.	PROPN
bracis-33565	157	20	:	:	PUNCT
bracis-33565	157	21	non	non	ADJ
bracis-33565	157	22	-	-	ADJ
bracis-33565	157	23	invasive	invasive	ADJ
bracis-33565	157	24	diagnosis	diagnosis	NOUN
bracis-33565	157	25	of	of	ADP
bracis-33565	157	26	hepatic	hepatic	ADJ
bracis-33565	157	27	steatosis	steatosis	NOUN
bracis-33565	157	28	.	.	PUNCT
bracis-33565	158	1	hepatol	hepatol	ADJ
bracis-33565	158	2	.	.	PUNCT
bracis-33565	159	1	int	int	NOUN
bracis-33565	159	2	.	.	PUNCT
bracis-33565	160	1	11(1	11(1	NUM
bracis-33565	160	2	)	)	PUNCT
bracis-33565	160	3	,	,	PUNCT
bracis-33565	160	4	70–78	70–78	NUM
bracis-33565	160	5	(	(	PUNCT
bracis-33565	160	6	2017	2017	NUM
bracis-33565	160	7	)	)	PUNCT
bracis-33565	160	8	.	.	PUNCT
bracis-33565	161	1	https://doi.org/10.1007/s12072-016-9772-z	https://doi.org/10.1007/s12072-016-9772-z	PROPN
bracis-33565	161	2	article	article	NOUN
bracis-33565	161	3	  	  	SPACE
bracis-33565	161	4	math	math	NOUN
bracis-33565	161	5	  	  	SPACE
bracis-33565	161	6	google	google	PROPN
bracis-33565	161	7	scholar	scholar	NOUN
bracis-33565	161	8	  	  	SPACE
bracis-33565	161	9	olaru	olaru	NOUN
bracis-33565	161	10	,	,	PUNCT
bracis-33565	161	11	a.	a.	NOUN
bracis-33565	161	12	:	:	PUNCT
bracis-33565	161	13	infrared	infrare	VERB
bracis-33565	161	14	thermographic	thermographic	ADJ
bracis-33565	161	15	evaluation	evaluation	NOUN
bracis-33565	161	16	of	of	ADP
bracis-33565	161	17	patients	patient	NOUN
bracis-33565	161	18	with	with	ADP
bracis-33565	161	19	metastatic	metastatic	ADJ
bracis-33565	161	20	vertebral	vertebral	ADJ
bracis-33565	161	21	fractures	fracture	NOUN
bracis-33565	161	22	after	after	ADP
bracis-33565	161	23	combined	combine	VERB
bracis-33565	161	24	minimal	minimal	ADJ
bracis-33565	161	25	invasive	invasive	ADJ
bracis-33565	161	26	surgical	surgical	ADJ
bracis-33565	161	27	treatment	treatment	NOUN
bracis-33565	161	28	.	.	PUNCT
bracis-33565	162	1	moldovan	moldovan	PROPN
bracis-33565	162	2	med	med	PROPN
bracis-33565	162	3	.	.	PUNCT
bracis-33565	163	1	j.	j.	PROPN
bracis-33565	163	2	60	60	PROPN
bracis-33565	163	3	,	,	PUNCT
bracis-33565	163	4	22–25	22–25	NUM
bracis-33565	163	5	(	(	PUNCT
bracis-33565	163	6	2017	2017	NUM
bracis-33565	163	7	)	)	PUNCT
bracis-33565	163	8	math	math	NOUN
bracis-33565	163	9	  	  	SPACE
bracis-33565	163	10	google	google	PROPN
bracis-33565	163	11	scholar	scholar	NOUN
bracis-33565	163	12	  	  	SPACE
bracis-33565	163	13	farooq	farooq	PROPN
bracis-33565	163	14	,	,	PUNCT
bracis-33565	163	15	m.a	m.a	PROPN
bracis-33565	163	16	.	.	PROPN
bracis-33565	163	17	,	,	PUNCT
bracis-33565	163	18	corcoran	corcoran	NOUN
bracis-33565	163	19	,	,	PUNCT
bracis-33565	163	20	p.	p.	NOUN
bracis-33565	163	21	:	:	PUNCT
bracis-33565	164	1	infrared	infrared	ADJ
bracis-33565	164	2	imaging	imaging	NOUN
bracis-33565	164	3	for	for	ADP
bracis-33565	164	4	human	human	ADJ
bracis-33565	164	5	thermography	thermography	NOUN
bracis-33565	164	6	and	and	CCONJ
bracis-33565	164	7	breast	breast	NOUN
bracis-33565	164	8	tumor	tumor	NOUN
bracis-33565	164	9	classification	classification	NOUN
bracis-33565	164	10	using	use	VERB
bracis-33565	164	11	thermal	thermal	ADJ
bracis-33565	164	12	images	image	NOUN
bracis-33565	164	13	.	.	PUNCT
bracis-33565	165	1	in	in	ADP
bracis-33565	165	2	:	:	PUNCT
bracis-33565	165	3	2020	2020	NUM
bracis-33565	165	4	31st	31st	NOUN
bracis-33565	165	5	irish	irish	ADJ
bracis-33565	165	6	signals	signal	NOUN
bracis-33565	165	7	and	and	CCONJ
bracis-33565	165	8	systems	system	NOUN
bracis-33565	165	9	conference	conference	NOUN
bracis-33565	165	10	(	(	PUNCT
bracis-33565	165	11	issc	issc	NOUN
bracis-33565	165	12	)	)	PUNCT
bracis-33565	165	13	,	,	PUNCT
bracis-33565	165	14	pp	pp	ADP
bracis-33565	165	15	1	1	NUM
bracis-33565	165	16	-	-	SYM
bracis-33565	165	17	6	6	NUM
bracis-33565	165	18	.	.	PUNCT
bracis-33565	165	19	ieee	ieee	NOUN
bracis-33565	165	20	(	(	PUNCT
bracis-33565	165	21	2020	2020	NUM
bracis-33565	165	22	)	)	PUNCT
bracis-33565	165	23	google	google	PROPN
bracis-33565	165	24	scholar	scholar	NOUN
bracis-33565	165	25	  	  	SPACE
bracis-33565	165	26	abdul	abdul	PROPN
bracis-33565	165	27	wahab	wahab	PROPN
bracis-33565	165	28	,	,	PUNCT
bracis-33565	165	29	a.	a.	PROPN
bracis-33565	165	30	,	,	PUNCT
bracis-33565	165	31	mohamad	mohamad	PROPN
bracis-33565	165	32	salim	salim	PROPN
bracis-33565	165	33	,	,	PUNCT
bracis-33565	165	34	m.i	m.i	PROPN
bracis-33565	165	35	.	.	PROPN
bracis-33565	165	36	,	,	PUNCT
bracis-33565	165	37	yunus	yunus	PROPN
bracis-33565	165	38	,	,	PUNCT
bracis-33565	165	39	j.	j.	PROPN
bracis-33565	165	40	,	,	PUNCT
bracis-33565	165	41	ramlee	ramlee	PROPN
bracis-33565	165	42	,	,	PUNCT
bracis-33565	165	43	m.h	m.h	PROPN
bracis-33565	165	44	.	.	PROPN
bracis-33565	165	45	:	:	PUNCT
bracis-33565	165	46	comparative	comparative	ADJ
bracis-33565	165	47	evaluation	evaluation	NOUN
bracis-33565	165	48	of	of	ADP
bracis-33565	165	49	medical	medical	ADJ
bracis-33565	165	50	thermal	thermal	ADJ
bracis-33565	165	51	image	image	NOUN
bracis-33565	165	52	enhancement	enhancement	NOUN
bracis-33565	165	53	techniques	technique	NOUN
bracis-33565	165	54	for	for	ADP
bracis-33565	165	55	breast	breast	NOUN
bracis-33565	165	56	cancer	cancer	NOUN
bracis-33565	165	57	detection	detection	NOUN
bracis-33565	165	58	.	.	PUNCT
bracis-33565	166	1	j.	j.	PROPN
bracis-33565	166	2	eng	eng	PROPN
bracis-33565	166	3	.	.	PROPN
bracis-33565	167	1	technol	technol	PROPN
bracis-33565	167	2	.	.	PUNCT
bracis-33565	168	1	sci	sci	PROPN
bracis-33565	168	2	.	.	PUNCT
bracis-33565	169	1	50(1	50(1	PROPN
bracis-33565	169	2	)	)	PUNCT
bracis-33565	169	3	,	,	PUNCT
bracis-33565	169	4	40–52	40–52	NUM
bracis-33565	169	5	(	(	PUNCT
bracis-33565	169	6	2018	2018	NUM
bracis-33565	169	7	)	)	PUNCT
bracis-33565	169	8	.	.	PUNCT
bracis-33565	170	1	https://doi.org/10.5614/j.eng.technol.sci.2018.50.1.3	https://doi.org/10.5614/j.eng.technol.sci.2018.50.1.3	PROPN
bracis-33565	170	2	article	article	NOUN
bracis-33565	170	3	  	  	SPACE
bracis-33565	170	4	math	math	NOUN
bracis-33565	170	5	  	  	SPACE
bracis-33565	170	6	google	google	PROPN
bracis-33565	170	7	scholar	scholar	NOUN
bracis-33565	170	8	  	  	SPACE
bracis-33565	170	9	pinto	pinto	NOUN
bracis-33565	170	10	,	,	PUNCT
bracis-33565	170	11	d.m	d.m	PROPN
bracis-33565	170	12	.	.	PROPN
bracis-33565	170	13	,	,	PUNCT
bracis-33565	170	14	souza	souza	PROPN
bracis-33565	170	15	,	,	PUNCT
bracis-33565	170	16	j.c	j.c	PROPN
bracis-33565	170	17	.	.	PROPN
bracis-33565	170	18	,	,	PUNCT
bracis-33565	170	19	silva	silva	PROPN
bracis-33565	170	20	,	,	PUNCT
bracis-33565	170	21	a.c	a.c	PROPN
bracis-33565	170	22	.	.	PROPN
bracis-33565	170	23	,	,	PUNCT
bracis-33565	170	24	de	de	PROPN
bracis-33565	170	25	araujo	araujo	PROPN
bracis-33565	170	26	martins	martin	VERB
bracis-33565	170	27	filho	filho	PROPN
bracis-33565	170	28	,	,	PUNCT
bracis-33565	170	29	h.m	h.m	PROPN
bracis-33565	170	30	.	.	PROPN
bracis-33565	170	31	,	,	PUNCT
bracis-33565	170	32	de	de	PROPN
bracis-33565	170	33	paiva	paiva	PROPN
bracis-33565	170	34	,	,	PUNCT
bracis-33565	170	35	a.c	a.c	PROPN
bracis-33565	170	36	.	.	PROPN
bracis-33565	170	37	,	,	PUNCT
bracis-33565	170	38	zangaro	zangaro	NOUN
bracis-33565	170	39	,	,	PUNCT
bracis-33565	170	40	r.a	r.a	PROPN
bracis-33565	170	41	.	.	PROPN
bracis-33565	170	42	:	:	PUNCT
bracis-33565	171	1	classificação	classificação	PROPN
bracis-33565	171	2	de	de	PROPN
bracis-33565	171	3	esteatose	esteatose	PROPN
bracis-33565	171	4	hepática	hepática	PROPN
bracis-33565	171	5	não	não	PROPN
bracis-33565	171	6	alcoólica	alcoólica	PROPN
bracis-33565	171	7	em	em	PRON
bracis-33565	171	8	imagens	imagen	VERB
bracis-33565	171	9	termicas	termicas	PROPN
bracis-33565	171	10	da	da	PROPN
bracis-33565	171	11	região	região	PROPN
bracis-33565	171	12	do	do	AUX
bracis-33565	171	13	fígado	fígado	PROPN
bracis-33565	171	14	utilizando	utilizando	PROPN
bracis-33565	171	15	redes	redes	PROPN
bracis-33565	171	16	neurais	neurais	PROPN
bracis-33565	171	17	convolucionais	convolucionais	PROPN
bracis-33565	171	18	.	.	PUNCT
bracis-33565	172	1	in	in	ADP
bracis-33565	172	2	:	:	PUNCT
bracis-33565	172	3	anais	anais	PROPN
bracis-33565	172	4	do	do	VERB
bracis-33565	172	5	xxi	xxi	PROPN
bracis-33565	172	6	simposio	simposio	PROPN
bracis-33565	172	7	brasileiro	brasileiro	PROPN
bracis-33565	172	8	de	de	X
bracis-33565	172	9	computação	computação	X
bracis-33565	172	10	aplicada	aplicada	PROPN
bracis-33565	172	11	à	à	X
bracis-33565	172	12	saúde	saúde	PROPN
bracis-33565	172	13	,	,	PUNCT
bracis-33565	172	14	pp	pp	X
bracis-33565	172	15	.	.	PUNCT
bracis-33565	173	1	302–312	302–312	NUM
bracis-33565	173	2	.	.	PUNCT
bracis-33565	173	3	sbc	sbc	NOUN
bracis-33565	173	4	(	(	PUNCT
bracis-33565	173	5	2021	2021	NUM
bracis-33565	173	6	)	)	PUNCT
bracis-33565	173	7	google	google	NOUN
bracis-33565	173	8	scholar	scholar	NOUN
bracis-33565	173	9	  	  	SPACE
bracis-33565	173	10	farias	farias	PROPN
bracis-33565	173	11	,	,	PUNCT
bracis-33565	173	12	m.	m.	NOUN
bracis-33565	173	13	,	,	PUNCT
bracis-33565	173	14	et	et	PROPN
bracis-33565	173	15	al	al	PROPN
bracis-33565	173	16	.	.	PUNCT
bracis-33565	173	17	:	:	PUNCT
bracis-33565	173	18	method	method	NOUN
bracis-33565	173	19	for	for	ADP
bracis-33565	173	20	detecting	detect	VERB
bracis-33565	173	21	non	non	ADJ
bracis-33565	173	22	-	-	ADJ
bracis-33565	173	23	alcoholic	alcoholic	ADJ
bracis-33565	173	24	fatty	fatty	NOUN
bracis-33565	173	25	liver	liver	NOUN
bracis-33565	173	26	disease	disease	NOUN
bracis-33565	173	27	in	in	ADP
bracis-33565	173	28	abdominal	abdominal	ADJ
bracis-33565	173	29	thermography	thermography	NOUN
bracis-33565	173	30	time	time	NOUN
bracis-33565	173	31	series	series	PROPN
bracis-33565	173	32	using	use	VERB
bracis-33565	173	33	temporal	temporal	ADJ
bracis-33565	173	34	convolutional	convolutional	ADJ
bracis-33565	173	35	networks	network	NOUN
bracis-33565	173	36	.	.	PUNCT
bracis-33565	174	1	in	in	ADP
bracis-33565	174	2	:	:	PUNCT
bracis-33565	174	3	elsevir	elsevir	NOUN
bracis-33565	174	4	to	to	PART
bracis-33565	174	5	be	be	AUX
bracis-33565	174	6	published	publish	VERB
bracis-33565	174	7	google	google	NOUN
bracis-33565	174	8	scholar	scholar	NOUN
bracis-33565	174	9	  	  	SPACE
bracis-33565	174	10	li	li	PROPN
bracis-33565	174	11	,	,	PUNCT
bracis-33565	174	12	z.	z.	PROPN
bracis-33565	174	13	,	,	PUNCT
bracis-33565	174	14	liu	liu	PROPN
bracis-33565	174	15	,	,	PUNCT
bracis-33565	174	16	f.	f.	PROPN
bracis-33565	174	17	,	,	PUNCT
bracis-33565	174	18	yang	yang	PROPN
bracis-33565	174	19	,	,	PUNCT
bracis-33565	174	20	w.	w.	PROPN
bracis-33565	174	21	,	,	PUNCT
bracis-33565	174	22	peng	peng	PROPN
bracis-33565	174	23	,	,	PUNCT
bracis-33565	174	24	s.	s.	PROPN
bracis-33565	174	25	,	,	PUNCT
bracis-33565	174	26	zhou	zhou	PROPN
bracis-33565	174	27	,	,	PUNCT
bracis-33565	174	28	j.	j.	PROPN
bracis-33565	174	29	:	:	PUNCT
bracis-33565	174	30	a	a	DET
bracis-33565	174	31	survey	survey	NOUN
bracis-33565	174	32	of	of	ADP
bracis-33565	174	33	convolutional	convolutional	ADJ
bracis-33565	174	34	neural	neural	ADJ
bracis-33565	174	35	networks	network	NOUN
bracis-33565	174	36	:	:	PUNCT
bracis-33565	174	37	analysis	analysis	NOUN
bracis-33565	174	38	,	,	PUNCT
bracis-33565	174	39	applications	application	NOUN
bracis-33565	174	40	,	,	PUNCT
bracis-33565	174	41	and	and	CCONJ
bracis-33565	174	42	prospects	prospect	NOUN
bracis-33565	174	43	.	.	PUNCT
bracis-33565	175	1	in	in	ADP
bracis-33565	175	2	:	:	PUNCT
bracis-33565	175	3	ieee	ieee	NOUN
bracis-33565	175	4	transactions	transaction	NOUN
bracis-33565	175	5	on	on	ADP
bracis-33565	175	6	neural	neural	ADJ
bracis-33565	175	7	networks	network	NOUN
bracis-33565	175	8	and	and	CCONJ
bracis-33565	175	9	learning	learn	VERB
bracis-33565	175	10	systems	system	NOUN
bracis-33565	175	11	(	(	PUNCT
bracis-33565	175	12	2021	2021	NUM
bracis-33565	175	13	)	)	PUNCT
bracis-33565	175	14	google	google	PROPN
bracis-33565	175	15	scholar	scholar	NOUN
bracis-33565	175	16	  	  	SPACE
bracis-33565	175	17	mehmood	mehmood	PROPN
bracis-33565	175	18	,	,	PUNCT
bracis-33565	175	19	a.	a.	PROPN
bracis-33565	175	20	,	,	PUNCT
bracis-33565	175	21	maqsood	maqsood	PROPN
bracis-33565	175	22	,	,	PUNCT
bracis-33565	175	23	m.	m.	NOUN
bracis-33565	175	24	,	,	PUNCT
bracis-33565	175	25	bashir	bashir	NOUN
bracis-33565	175	26	,	,	PUNCT
bracis-33565	175	27	m.	m.	NOUN
bracis-33565	175	28	,	,	PUNCT
bracis-33565	175	29	shuyuan	shuyuan	PROPN
bracis-33565	175	30	,	,	PUNCT
bracis-33565	175	31	y.	y.	PROPN
bracis-33565	175	32	:	:	PUNCT
bracis-33565	175	33	a	a	DET
bracis-33565	175	34	depp	depp	NOUN
bracis-33565	175	35	siamese	siamese	ADJ
bracis-33565	175	36	convolution	convolution	PROPN
bracis-33565	175	37	neural	neural	ADJ
bracis-33565	175	38	network	network	NOUN
bracis-33565	175	39	for	for	ADP
bracis-33565	175	40	mult	mult	PROPN
bracis-33565	175	41	-	-	PUNCT
bracis-33565	175	42	class	class	NOUN
bracis-33565	175	43	classification	classification	NOUN
bracis-33565	175	44	of	of	ADP
bracis-33565	175	45	alzheimer	alzheimer	PROPN
bracis-33565	175	46	disease	disease	PROPN
bracis-33565	175	47	.	.	PUNCT
bracis-33565	176	1	brain	brain	PROPN
bracis-33565	176	2	sci	sci	PROPN
bracis-33565	176	3	.	.	PUNCT
bracis-33565	177	1	j.	j.	PROPN
bracis-33565	177	2	(	(	PUNCT
bracis-33565	177	3	2020	2020	NUM
bracis-33565	177	4	)	)	PUNCT
bracis-33565	177	5	google	google	PROPN
bracis-33565	177	6	scholar	scholar	NOUN
bracis-33565	177	7	  	  	SPACE
bracis-33565	177	8	bromley	bromley	NOUN
bracis-33565	177	9	,	,	PUNCT
bracis-33565	177	10	j.	j.	PROPN
bracis-33565	177	11	,	,	PUNCT
bracis-33565	177	12	guyon	guyon	PROPN
bracis-33565	177	13	,	,	PUNCT
bracis-33565	177	14	i.	i.	NOUN
bracis-33565	177	15	,	,	PUNCT
bracis-33565	177	16	lecun	lecun	ADJ
bracis-33565	177	17	,	,	PUNCT
bracis-33565	177	18	y.	y.	PROPN
bracis-33565	177	19	,	,	PUNCT
bracis-33565	177	20	et	et	PROPN
bracis-33565	177	21	al	al	PROPN
bracis-33565	177	22	.	.	PUNCT
bracis-33565	177	23	:	:	PUNCT
bracis-33565	178	1	signature	signature	NOUN
bracis-33565	178	2	verification	verification	NOUN
bracis-33565	178	3	using	use	VERB
bracis-33565	178	4	a	a	DET
bracis-33565	178	5	siamese	siamese	ADJ
bracis-33565	178	6	time	time	NOUN
bracis-33565	178	7	delay	delay	VERB
bracis-33565	178	8	neural	neural	ADJ
bracis-33565	178	9	network	network	NOUN
bracis-33565	178	10	.	.	PUNCT
bracis-33565	179	1	in	in	ADP
bracis-33565	179	2	:	:	PUNCT
bracis-33565	179	3	cowan	cowan	PROPN
bracis-33565	179	4	,	,	PUNCT
bracis-33565	179	5	j.d	j.d	PROPN
bracis-33565	179	6	.	.	PROPN
bracis-33565	179	7	,	,	PUNCT
bracis-33565	179	8	tesauro	tesauro	PROPN
bracis-33565	179	9	,	,	PUNCT
bracis-33565	179	10	g.	g.	PROPN
bracis-33565	179	11	,	,	PUNCT
bracis-33565	179	12	alspector	alspector	PROPN
bracis-33565	179	13	,	,	PUNCT
bracis-33565	179	14	j.	j.	PROPN
bracis-33565	179	15	(	(	PUNCT
bracis-33565	179	16	eds	eds	PROPN
bracis-33565	179	17	)	)	PUNCT
bracis-33565	179	18	advances	advance	NOUN
bracis-33565	179	19	in	in	ADP
bracis-33565	179	20	neural	neural	ADJ
bracis-33565	179	21	information	information	NOUN
bracis-33565	179	22	processing	processing	NOUN
bracis-33565	179	23	systems	system	NOUN
bracis-33565	179	24	,	,	PUNCT
bracis-33565	179	25	voll	voll	NOUN
bracis-33565	179	26	6	6	NUM
bracis-33565	179	27	,	,	PUNCT
bracis-33565	179	28	[	[	X
bracis-33565	179	29	7th	7th	ADJ
bracis-33565	179	30	nips	nip	NOUN
bracis-33565	179	31	conference	conference	PROPN
bracis-33565	179	32	,	,	PUNCT
bracis-33565	179	33	denver	denver	PROPN
bracis-33565	179	34	,	,	PUNCT
bracis-33565	179	35	colorado	colorado	PROPN
bracis-33565	179	36	,	,	PUNCT
bracis-33565	179	37	usa	usa	PROPN
bracis-33565	179	38	,	,	PUNCT
bracis-33565	179	39	1993	1993	NUM
bracis-33565	179	40	]	]	PUNCT
bracis-33565	179	41	.	.	PUNCT
bracis-33565	180	1	morgan	morgan	PROPN
bracis-33565	180	2	kaufmann	kaufmann	PROPN
bracis-33565	180	3	,	,	PUNCT
bracis-33565	180	4	pp	pp	X
bracis-33565	180	5	.	.	PUNCT
bracis-33565	181	1	737–744	737–744	NUM
bracis-33565	181	2	(	(	PUNCT
bracis-33565	181	3	1993	1993	NUM
bracis-33565	181	4	)	)	PUNCT
bracis-33565	181	5	google	google	NOUN
bracis-33565	181	6	scholar	scholar	NOUN
bracis-33565	181	7	  	  	SPACE
bracis-33565	181	8	ozougwu	ozougwu	NOUN
bracis-33565	181	9	,	,	PUNCT
bracis-33565	181	10	j.c	j.c	PROPN
bracis-33565	181	11	.	.	PROPN
bracis-33565	181	12	:	:	PUNCT
bracis-33565	181	13	physiology	physiology	NOUN
bracis-33565	181	14	of	of	ADP
bracis-33565	181	15	the	the	DET
bracis-33565	181	16	liver	liver	NOUN
bracis-33565	181	17	.	.	PUNCT
bracis-33565	182	1	int	int	NOUN
bracis-33565	182	2	.	.	PUNCT
bracis-33565	183	1	j.	j.	PROPN
bracis-33565	183	2	res	res	PROPN
bracis-33565	183	3	.	.	PUNCT
bracis-33565	184	1	pharm	pharm	PROPN
bracis-33565	184	2	.	.	PUNCT
bracis-33565	185	1	biosci	biosci	PROPN
bracis-33565	185	2	.	.	PUNCT
bracis-33565	185	3	,	,	PUNCT
bracis-33565	185	4	13–24	13–24	NUM
bracis-33565	185	5	(	(	PUNCT
bracis-33565	185	6	2017	2017	NUM
bracis-33565	185	7	)	)	PUNCT
bracis-33565	185	8	google	google	NOUN
bracis-33565	185	9	scholar	scholar	NOUN
bracis-33565	185	10	  	  	SPACE
bracis-33565	185	11	zuluaga	zuluaga	NOUN
bracis-33565	185	12	-	-	PUNCT
bracis-33565	185	13	gomez	gomez	PROPN
bracis-33565	185	14	,	,	PUNCT
bracis-33565	185	15	j	j	PROPN
bracis-33565	185	16	..	..	PROPN
bracis-33565	185	17	,	,	PUNCT
bracis-33565	185	18	al	al	PROPN
bracis-33565	185	19	masry	masry	PROPN
bracis-33565	185	20	,	,	PUNCT
bracis-33565	185	21	z	z	PROPN
bracis-33565	185	22	..	..	PUNCT
bracis-33565	185	23	,	,	PUNCT
bracis-33565	185	24	benaggoune	benaggoune	PROPN
bracis-33565	185	25	,	,	PUNCT
bracis-33565	185	26	k	k	PROPN
bracis-33565	185	27	..	..	PUNCT
bracis-33565	185	28	,	,	PUNCT
bracis-33565	185	29	meraghni	meraghni	PROPN
bracis-33565	185	30	,	,	PUNCT
bracis-33565	185	31	s	s	PROPN
bracis-33565	185	32	..	..	PUNCT
bracis-33565	185	33	,	,	PUNCT
bracis-33565	185	34	zerhouni	zerhouni	PROPN
bracis-33565	185	35	,	,	PUNCT
bracis-33565	185	36	n	n	CCONJ
bracis-33565	185	37	..	..	PUNCT
bracis-33565	185	38	:	:	PUNCT
bracis-33565	185	39	a	a	DET
bracis-33565	185	40	cnn	cnn	PROPN
bracis-33565	185	41	-	-	PUNCT
bracis-33565	185	42	based	base	VERB
bracis-33565	185	43	methodology	methodology	NOUN
bracis-33565	185	44	for	for	ADP
bracis-33565	185	45	breast	breast	NOUN
bracis-33565	185	46	cancer	cancer	NOUN
bracis-33565	185	47	diagnosis	diagnosis	NOUN
bracis-33565	185	48	using	use	VERB
bracis-33565	185	49	thermal	thermal	ADJ
bracis-33565	185	50	images	image	NOUN
bracis-33565	185	51	.	.	PUNCT
bracis-33565	186	1	comput	comput	NOUN
bracis-33565	186	2	.	.	PUNCT
bracis-33565	187	1	methods	method	NOUN
bracis-33565	187	2	biomech	biomech	PROPN
bracis-33565	187	3	.	.	PUNCT
bracis-33565	188	1	biomedical	biomedical	PROPN
bracis-33565	188	2	eng	eng	PROPN
bracis-33565	188	3	.	.	PROPN
bracis-33565	188	4	imaging	imaging	PROPN
bracis-33565	188	5	vis	vis	X
bracis-33565	188	6	.	.	PROPN
bracis-33565	188	7	9(2	9(2	NUM
bracis-33565	188	8	)	)	PUNCT
bracis-33565	188	9	,	,	PUNCT
bracis-33565	188	10	131–145	131–145	NUM
bracis-33565	188	11	(	(	PUNCT
bracis-33565	188	12	2021	2021	NUM
bracis-33565	188	13	)	)	PUNCT
bracis-33565	188	14	.	.	PUNCT
bracis-33565	189	1	https://doi.org/10.1080/21681163.2020.1824685	https://doi.org/10.1080/21681163.2020.1824685	PROPN
bracis-33565	189	2	article	article	NOUN
bracis-33565	189	3	  	  	SPACE
bracis-33565	189	4	google	google	PROPN
bracis-33565	189	5	scholar	scholar	NOUN
bracis-33565	189	6	  	  	SPACE
bracis-33565	189	7	download	download	NOUN
bracis-33565	189	8	references	reference	NOUN
bracis-33565	189	9	acknowledgments	acknowledgment	NOUN
bracis-33565	189	10	the	the	DET
bracis-33565	189	11	authors	author	NOUN
bracis-33565	189	12	acknowledge	acknowledge	VERB
bracis-33565	189	13	the	the	DET
bracis-33565	189	14	coordenação	coordenação	NOUN
bracis-33565	189	15	de	de	PROPN
bracis-33565	189	16	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33565	189	17	de	de	X
bracis-33565	189	18	pessoal	pessoal	PROPN
bracis-33565	189	19	de	de	PROPN
bracis-33565	189	20	nível	nível	PROPN
bracis-33565	189	21	superior	superior	ADJ
bracis-33565	189	22	(	(	PUNCT
bracis-33565	189	23	capes	cape	NOUN
bracis-33565	189	24	)	)	PUNCT
bracis-33565	189	25	,	,	PUNCT
bracis-33565	189	26	brazil	brazil	PROPN
bracis-33565	189	27	finance	finance	PROPN
bracis-33565	189	28	code	code	PROPN
bracis-33565	189	29	001	001	NOUN
bracis-33565	189	30	,	,	PUNCT
bracis-33565	189	31	conselho	conselho	NOUN
bracis-33565	189	32	nacional	nacional	PROPN
bracis-33565	189	33	de	de	X
bracis-33565	189	34	desenvolvimento	desenvolvimento	PROPN
bracis-33565	189	35	científico	científico	PROPN
bracis-33565	189	36	e	e	NOUN
bracis-33565	189	37	tecnológico	tecnológico	PROPN
bracis-33565	189	38	(	(	PUNCT
bracis-33565	189	39	cnpq	cnpq	NOUN
bracis-33565	189	40	)	)	PUNCT
bracis-33565	189	41	,	,	PUNCT
bracis-33565	189	42	brazil	brazil	PROPN
bracis-33565	189	43	,	,	PUNCT
bracis-33565	189	44	and	and	CCONJ
bracis-33565	189	45	fundação	fundação	PROPN
bracis-33565	189	46	de	de	X
bracis-33565	189	47	amparo	amparo	PROPN
bracis-33565	189	48	à	à	PROPN
bracis-33565	189	49	pesquisa	pesquisa	PROPN
bracis-33565	189	50	desenvolvimento	desenvolvimento	PROPN
bracis-33565	189	51	científico	científico	PROPN
bracis-33565	189	52	e	e	NOUN
bracis-33565	189	53	tecnológico	tecnológico	NOUN
bracis-33565	189	54	do	do	VERB
bracis-33565	189	55	maranhão	maranhão	NOUN
bracis-33565	189	56	(	(	PUNCT
bracis-33565	189	57	fapema	fapema	NOUN
bracis-33565	189	58	)	)	PUNCT
bracis-33565	189	59	(	(	PUNCT
bracis-33565	189	60	brazil	brazil	PROPN
bracis-33565	189	61	)	)	PUNCT
bracis-33565	189	62	,	,	PUNCT
bracis-33565	189	63	empresa	empresa	PROPN
bracis-33565	189	64	brasileira	brasileira	PROPN
bracis-33565	189	65	de	de	PROPN
bracis-33565	189	66	serviços	serviços	PROPN
bracis-33565	189	67	hospitalares	hospitalares	PROPN
bracis-33565	189	68	(	(	PUNCT
bracis-33565	189	69	ebserh	ebserh	NOUN
bracis-33565	189	70	)	)	PUNCT
bracis-33565	189	71	brazil	brazil	PROPN
bracis-33565	189	72	(	(	PUNCT
bracis-33565	189	73	grant	grant	NOUN
bracis-33565	189	74	number	number	NOUN
bracis-33565	189	75	409593/2021	409593/2021	NUM
bracis-33565	189	76	-	-	SYM
bracis-33565	189	77	4	4	NUM
bracis-33565	189	78	)	)	PUNCT
bracis-33565	189	79	for	for	ADP
bracis-33565	189	80	the	the	DET
bracis-33565	189	81	financial	financial	ADJ
bracis-33565	189	82	support	support	NOUN
bracis-33565	189	83	.	.	PUNCT
bracis-33565	190	1	author	author	NOUN
bracis-33565	190	2	information	information	NOUN
bracis-33565	190	3	authors	author	NOUN
bracis-33565	190	4	and	and	CCONJ
bracis-33565	190	5	affiliations	affiliation	NOUN
bracis-33565	190	6	núcleo	núcleo	X
bracis-33565	190	7	de	de	X
bracis-33565	190	8	computação	computação	PROPN
bracis-33565	190	9	aplicada	aplicada	PROPN
bracis-33565	190	10	universidade	universidade	PROPN
bracis-33565	190	11	federal	federal	PROPN
bracis-33565	190	12	do	do	AUX
bracis-33565	190	13	maranhão	maranhão	PROPN
bracis-33565	190	14	(	(	PUNCT
bracis-33565	190	15	ufma	ufma	NOUN
bracis-33565	190	16	)	)	PUNCT
bracis-33565	190	17	,	,	PUNCT
bracis-33565	190	18	av	av	PROPN
bracis-33565	190	19	.	.	PUNCT
bracis-33565	190	20	dos	do	NOUN
bracis-33565	190	21	portugueses	portuguese	NOUN
bracis-33565	190	22	,	,	PUNCT
bracis-33565	190	23	1966	1966	NUM
bracis-33565	190	24	vila	vila	PROPN
bracis-33565	190	25	bacanga	bacanga	NOUN
bracis-33565	190	26	,	,	PUNCT
bracis-33565	190	27	são	são	PROPN
bracis-33565	190	28	luís	luís	PROPN
bracis-33565	190	29	,	,	PUNCT
bracis-33565	190	30	ma	ma	PROPN
bracis-33565	190	31	,	,	PUNCT
bracis-33565	190	32	65080	65080	NUM
bracis-33565	190	33	-	-	SYM
bracis-33565	190	34	805	805	NUM
bracis-33565	190	35	,	,	PUNCT
bracis-33565	190	36	brazil	brazil	PROPN
bracis-33565	190	37	maxwell	maxwell	PROPN
bracis-33565	190	38	pires	pire	VERB
bracis-33565	190	39	silva	silva	PROPN
bracis-33565	190	40	,	,	PUNCT
bracis-33565	190	41	 	 	SPACE
bracis-33565	190	42	aristófanes	aristófane	VERB
bracis-33565	190	43	corrêa	corrêa	PROPN
bracis-33565	190	44	silva	silva	PROPN
bracis-33565	190	45	 	 	SPACE
bracis-33565	190	46	&	&	CCONJ
bracis-33565	190	47	 	 	SPACE
bracis-33565	190	48	anselmo	anselmo	VERB
bracis-33565	190	49	cardoso	cardoso	PROPN
bracis-33565	190	50	de	de	PROPN
bracis-33565	190	51	paiva	paiva	PROPN
bracis-33565	190	52	authors	author	NOUN
bracis-33565	190	53	maxwell	maxwell	PROPN
bracis-33565	190	54	pires	pire	VERB
bracis-33565	190	55	silvaview	silvaview	VERB
bracis-33565	190	56	author	author	NOUN
bracis-33565	190	57	publications	publication	NOUN
bracis-33565	190	58	search	search	NOUN
bracis-33565	190	59	author	author	NOUN
bracis-33565	190	60	on	on	ADP
bracis-33565	190	61	:	:	PUNCT
bracis-33565	190	62	pubmed	pubmed	PROPN
bracis-33565	190	63	 	 	SPACE
bracis-33565	190	64	google	google	PROPN
bracis-33565	190	65	scholar	scholar	PROPN
bracis-33565	190	66	aristófanes	aristófanes	PROPN
bracis-33565	190	67	corrêa	corrêa	PROPN
bracis-33565	190	68	silvaview	silvaview	PROPN
bracis-33565	190	69	author	author	NOUN
bracis-33565	190	70	publications	publication	NOUN
bracis-33565	190	71	search	search	NOUN
bracis-33565	190	72	author	author	NOUN
bracis-33565	190	73	on	on	ADP
bracis-33565	190	74	:	:	PUNCT
bracis-33565	190	75	pubmed	pubmed	PROPN
bracis-33565	190	76	 	 	SPACE
bracis-33565	190	77	google	google	PROPN
bracis-33565	190	78	scholar	scholar	NOUN
bracis-33565	190	79	anselmo	anselmo	VERB
bracis-33565	190	80	cardoso	cardoso	PROPN
bracis-33565	190	81	de	de	ADP
bracis-33565	190	82	paivaview	paivaview	NOUN
bracis-33565	190	83	author	author	NOUN
bracis-33565	190	84	publications	publication	NOUN
bracis-33565	190	85	search	search	NOUN
bracis-33565	190	86	author	author	NOUN
bracis-33565	190	87	on	on	ADP
bracis-33565	190	88	:	:	PUNCT
bracis-33565	190	89	pubmed	pubmed	PROPN
bracis-33565	190	90	 	 	SPACE
bracis-33565	190	91	google	google	PROPN
bracis-33565	190	92	scholar	scholar	NOUN
bracis-33565	190	93	corresponding	correspond	VERB
bracis-33565	190	94	author	author	NOUN
bracis-33565	190	95	correspondence	correspondence	NOUN
bracis-33565	190	96	to	to	ADP
bracis-33565	190	97	maxwell	maxwell	PROPN
bracis-33565	190	98	pires	pires	PROPN
bracis-33565	190	99	silva	silva	PROPN
bracis-33565	190	100	.	.	PUNCT
bracis-33565	191	1	editor	editor	NOUN
bracis-33565	191	2	information	information	NOUN
bracis-33565	191	3	editors	editor	NOUN
bracis-33565	191	4	and	and	CCONJ
bracis-33565	191	5	affiliations	affiliation	NOUN
bracis-33565	191	6	universidade	universidade	VERB
bracis-33565	191	7	federal	federal	PROPN
bracis-33565	191	8	fluminense	fluminense	PROPN
bracis-33565	191	9	,	,	PUNCT
bracis-33565	191	10	niterói	niterói	PROPN
bracis-33565	191	11	,	,	PUNCT
bracis-33565	191	12	brazil	brazil	PROPN
bracis-33565	191	13	aline	aline	PROPN
bracis-33565	191	14	paes	paes	PROPN
bracis-33565	191	15	instituto	instituto	PROPN
bracis-33565	191	16	tecnológico	tecnológico	PROPN
bracis-33565	191	17	de	de	PROPN
bracis-33565	191	18	aeronáutica	aeronáutica	PROPN
bracis-33565	191	19	,	,	PUNCT
bracis-33565	191	20	são	são	PROPN
bracis-33565	191	21	josé	josé	PROPN
bracis-33565	191	22	dos	dos	PROPN
bracis-33565	191	23	campos	campos	PROPN
bracis-33565	191	24	,	,	PUNCT
bracis-33565	191	25	brazil	brazil	PROPN
bracis-33565	191	26	filipe	filipe	PROPN
bracis-33565	191	27	a.	a.	PROPN
bracis-33565	191	28	n.	n.	PROPN
bracis-33565	191	29	verri	verri	PROPN
bracis-33565	191	30	rights	right	NOUN
bracis-33565	191	31	and	and	CCONJ
bracis-33565	191	32	permissions	permission	NOUN
bracis-33565	191	33	reprints	reprint	NOUN
bracis-33565	191	34	and	and	CCONJ
bracis-33565	191	35	permissions	permission	VERB
bracis-33565	191	36	copyright	copyright	NOUN
bracis-33565	191	37	information	information	NOUN
bracis-33565	191	38	©	©	ADP
bracis-33565	191	39	2025	2025	NUM
bracis-33565	191	40	the	the	DET
bracis-33565	191	41	author(s	author(s	NOUN
bracis-33565	191	42	)	)	PUNCT
bracis-33565	191	43	,	,	PUNCT
bracis-33565	191	44	under	under	ADP
bracis-33565	191	45	exclusive	exclusive	ADJ
bracis-33565	191	46	license	license	NOUN
bracis-33565	191	47	to	to	ADP
bracis-33565	191	48	springer	springer	NOUN
bracis-33565	191	49	nature	nature	PROPN
bracis-33565	191	50	switzerland	switzerland	PROPN
bracis-33565	191	51	ag	ag	PROPN
bracis-33565	191	52	about	about	ADP
bracis-33565	191	53	this	this	DET
bracis-33565	191	54	paper	paper	NOUN
bracis-33565	191	55	cite	cite	VERB
bracis-33565	191	56	this	this	DET
bracis-33565	191	57	paper	paper	NOUN
bracis-33565	191	58	silva	silva	NOUN
bracis-33565	191	59	,	,	PUNCT
bracis-33565	191	60	m.p	m.p	PROPN
bracis-33565	191	61	.	.	PROPN
bracis-33565	191	62	,	,	PUNCT
bracis-33565	191	63	silva	silva	PROPN
bracis-33565	191	64	,	,	PUNCT
bracis-33565	191	65	a.c	a.c	PROPN
bracis-33565	191	66	.	.	PROPN
bracis-33565	191	67	,	,	PUNCT
bracis-33565	191	68	de	de	PROPN
bracis-33565	191	69	paiva	paiva	PROPN
bracis-33565	191	70	,	,	PUNCT
bracis-33565	191	71	a.c	a.c	PROPN
bracis-33565	191	72	.	.	PROPN
bracis-33565	191	73	(	(	PUNCT
bracis-33565	191	74	2025	2025	NUM
bracis-33565	191	75	)	)	PUNCT
bracis-33565	191	76	.	.	PUNCT
bracis-33565	192	1	classification	classification	NOUN
bracis-33565	192	2	of	of	ADP
bracis-33565	192	3	 	 	SPACE
bracis-33565	192	4	non	non	ADJ
bracis-33565	192	5	-	-	ADJ
bracis-33565	192	6	alcoholic	alcoholic	ADJ
bracis-33565	192	7	fatty	fatty	NOUN
bracis-33565	192	8	liver	liver	NOUN
bracis-33565	192	9	disease	disease	NOUN
bracis-33565	192	10	in	in	ADP
bracis-33565	192	11	 	 	SPACE
bracis-33565	192	12	thermal	thermal	ADJ
bracis-33565	192	13	images	image	NOUN
bracis-33565	192	14	of	of	ADP
bracis-33565	192	15	 	 	SPACE
bracis-33565	192	16	the	the	DET
bracis-33565	192	17	 	 	SPACE
bracis-33565	192	18	liver	liver	NOUN
bracis-33565	192	19	using	use	VERB
bracis-33565	192	20	a	a	DET
bracis-33565	192	21	 	 	SPACE
bracis-33565	192	22	siamese	siamese	ADJ
bracis-33565	192	23	neural	neural	ADJ
bracis-33565	192	24	network	network	NOUN
bracis-33565	192	25	.	.	PUNCT
bracis-33565	193	1	in	in	ADP
bracis-33565	193	2	:	:	PUNCT
bracis-33565	193	3	paes	paes	PROPN
bracis-33565	193	4	,	,	PUNCT
bracis-33565	193	5	a.	a.	PROPN
bracis-33565	193	6	,	,	PUNCT
bracis-33565	193	7	verri	verri	NOUN
bracis-33565	193	8	,	,	PUNCT
bracis-33565	193	9	f.a.n	f.a.n	ADJ
bracis-33565	193	10	.	.	PUNCT
bracis-33565	193	11	(	(	PUNCT
bracis-33565	193	12	eds	ed	NOUN
bracis-33565	193	13	)	)	PUNCT
bracis-33565	193	14	intelligent	intelligent	ADJ
bracis-33565	193	15	systems	system	NOUN
bracis-33565	193	16	.	.	PUNCT
bracis-33565	193	17	bracis	bracis	PROPN
bracis-33565	193	18	2024	2024	NUM
bracis-33565	193	19	.	.	PUNCT
bracis-33565	194	1	lecture	lecture	NOUN
bracis-33565	194	2	notes	note	NOUN
bracis-33565	194	3	in	in	ADP
bracis-33565	194	4	computer	computer	NOUN
bracis-33565	194	5	science	science	NOUN
bracis-33565	194	6	(	(	PUNCT
bracis-33565	194	7	)	)	PUNCT
bracis-33565	194	8	,	,	PUNCT
bracis-33565	194	9	vol	vol	NOUN
bracis-33565	194	10	15412	15412	NUM
bracis-33565	194	11	.	.	PUNCT
bracis-33565	195	1	springer	springer	NOUN
bracis-33565	195	2	,	,	PUNCT
bracis-33565	195	3	cham	cham	PROPN
bracis-33565	195	4	.	.	PUNCT
bracis-33565	196	1	https://doi.org/10.1007/978-3-031-79029-4_18	https://doi.org/10.1007/978-3-031-79029-4_18	PROPN
bracis-33565	196	2	download	download	VERB
bracis-33565	196	3	citation	citation	NOUN
bracis-33565	196	4	.ris	.ris	PUNCT
bracis-33565	197	1	.enw	.enw	PROPN
bracis-33565	197	2	.bib	.bib	PUNCT
bracis-33565	198	1	doi	doi	PROPN
bracis-33565	198	2	:	:	PUNCT
bracis-33565	198	3	https://doi.org/10.1007/978-3-031-79029-4_18	https://doi.org/10.1007/978-3-031-79029-4_18	PRON
bracis-33565	198	4	published	publish	VERB
bracis-33565	198	5	:	:	PUNCT
bracis-33565	198	6	30	30	NUM
bracis-33565	198	7	january	january	PROPN
bracis-33565	198	8	2025	2025	NUM
bracis-33565	198	9	publisher	publisher	NOUN
bracis-33565	198	10	name	name	NOUN
bracis-33565	198	11	:	:	PUNCT
bracis-33565	198	12	springer	springer	NOUN
bracis-33565	198	13	,	,	PUNCT
bracis-33565	198	14	cham	cham	PROPN
bracis-33565	198	15	print	print	PROPN
bracis-33565	198	16	isbn	isbn	PROPN
bracis-33565	198	17	:	:	PUNCT
bracis-33565	198	18	978	978	NUM
bracis-33565	198	19	-	-	SYM
bracis-33565	198	20	3	3	NUM
bracis-33565	198	21	-	-	PUNCT
bracis-33565	198	22	031	031	NUM
bracis-33565	198	23	-	-	PUNCT
bracis-33565	198	24	79028	79028	NUM
bracis-33565	198	25	-	-	SYM
bracis-33565	198	26	7	7	NUM
bracis-33565	198	27	online	online	ADJ
bracis-33565	198	28	isbn	isbn	NOUN
bracis-33565	198	29	:	:	PUNCT
bracis-33565	198	30	978	978	NUM
bracis-33565	198	31	-	-	SYM
bracis-33565	198	32	3	3	NUM
bracis-33565	198	33	-	-	PUNCT
bracis-33565	198	34	031	031	NUM
bracis-33565	198	35	-	-	PUNCT
bracis-33565	198	36	79029	79029	NUM
bracis-33565	198	37	-	-	SYM
bracis-33565	198	38	4	4	NUM
bracis-33565	198	39	ebook	ebook	NOUN
bracis-33565	198	40	packages	package	NOUN
bracis-33565	198	41	:	:	PUNCT
bracis-33565	198	42	computer	computer	NOUN
bracis-33565	198	43	sciencecomputer	sciencecomputer	NOUN
bracis-33565	198	44	science	science	NOUN
bracis-33565	198	45	(	(	PUNCT
bracis-33565	198	46	r0	r0	NOUN
bracis-33565	198	47	)	)	PUNCT
bracis-33565	198	48	share	share	VERB
bracis-33565	198	49	this	this	DET
bracis-33565	198	50	paper	paper	NOUN
bracis-33565	198	51	anyone	anyone	PRON
bracis-33565	198	52	you	you	PRON
bracis-33565	198	53	share	share	VERB
bracis-33565	198	54	the	the	DET
bracis-33565	198	55	following	follow	VERB
bracis-33565	198	56	link	link	NOUN
bracis-33565	198	57	with	with	ADP
bracis-33565	198	58	will	will	AUX
bracis-33565	198	59	be	be	AUX
bracis-33565	198	60	able	able	ADJ
bracis-33565	198	61	to	to	PART
bracis-33565	198	62	read	read	VERB
bracis-33565	198	63	this	this	DET
bracis-33565	198	64	content	content	NOUN
bracis-33565	198	65	:	:	PUNCT
bracis-33565	198	66	get	get	VERB
bracis-33565	198	67	shareable	shareable	ADJ
bracis-33565	198	68	linksorry	linksorry	NOUN
bracis-33565	198	69	,	,	PUNCT
bracis-33565	198	70	a	a	DET
bracis-33565	198	71	shareable	shareable	ADJ
bracis-33565	198	72	link	link	NOUN
bracis-33565	198	73	is	be	AUX
bracis-33565	198	74	not	not	PART
bracis-33565	198	75	currently	currently	ADV
bracis-33565	198	76	available	available	ADJ
bracis-33565	198	77	for	for	ADP
bracis-33565	198	78	this	this	DET
bracis-33565	198	79	article	article	NOUN
bracis-33565	198	80	.	.	PUNCT
bracis-33565	199	1	copy	copy	VERB
bracis-33565	199	2	shareable	shareable	ADJ
bracis-33565	199	3	link	link	NOUN
bracis-33565	199	4	to	to	PART
bracis-33565	199	5	clipboard	clipboard	NOUN
bracis-33565	199	6	provided	provide	VERB
bracis-33565	199	7	by	by	ADP
bracis-33565	199	8	the	the	DET
bracis-33565	199	9	springer	springer	NOUN
bracis-33565	199	10	nature	nature	PROPN
bracis-33565	199	11	sharedit	sharedit	PROPN
bracis-33565	199	12	content	content	NOUN
bracis-33565	199	13	-	-	PUNCT
bracis-33565	199	14	sharing	share	VERB
bracis-33565	199	15	initiative	initiative	NOUN
bracis-33565	199	16	keywords	keyword	NOUN
bracis-33565	199	17	non	non	ADJ
bracis-33565	199	18	-	-	ADJ
bracis-33565	199	19	alcoholic	alcoholic	ADJ
bracis-33565	199	20	fatty	fatty	NOUN
bracis-33565	199	21	liver	liver	NOUN
bracis-33565	199	22	disease	disease	NOUN
bracis-33565	199	23	thermal	thermal	ADJ
bracis-33565	199	24	imaging	image	VERB
bracis-33565	199	25	siamese	siamese	ADJ
bracis-33565	199	26	neural	neural	ADJ
bracis-33565	199	27	network	network	NOUN
bracis-33565	199	28	classification	classification	NOUN
bracis-33565	199	29	publish	publish	NOUN
bracis-33565	199	30	with	with	ADP
bracis-33565	199	31	us	us	PROPN
bracis-33565	199	32	policies	policy	NOUN
bracis-33565	199	33	and	and	CCONJ
bracis-33565	199	34	ethics	ethic	NOUN
bracis-33565	199	35	search	search	NOUN
bracis-33565	199	36	search	search	NOUN
bracis-33565	199	37	by	by	ADP
bracis-33565	199	38	keyword	keyword	NOUN
bracis-33565	199	39	or	or	CCONJ
bracis-33565	199	40	author	author	NOUN
bracis-33565	199	41	search	search	NOUN
bracis-33565	199	42	navigation	navigation	NOUN
bracis-33565	199	43	find	find	VERB
bracis-33565	199	44	a	a	DET
bracis-33565	199	45	journal	journal	NOUN
bracis-33565	199	46	publish	publish	VERB
bracis-33565	199	47	with	with	ADP
bracis-33565	199	48	us	we	PRON
bracis-33565	199	49	track	track	VERB
bracis-33565	199	50	your	your	PRON
bracis-33565	199	51	research	research	NOUN
bracis-33565	199	52	discover	discover	VERB
bracis-33565	199	53	content	content	NOUN
bracis-33565	199	54	journals	journal	NOUN
bracis-33565	199	55	a	a	DET
bracis-33565	199	56	-	-	PUNCT
bracis-33565	199	57	z	z	NOUN
bracis-33565	199	58	books	book	NOUN
bracis-33565	199	59	a	a	DET
bracis-33565	199	60	-	-	PUNCT
bracis-33565	199	61	z	z	NOUN
bracis-33565	199	62	publish	publish	NOUN
bracis-33565	199	63	with	with	ADP
bracis-33565	199	64	us	us	PROPN
bracis-33565	199	65	journal	journal	PROPN
bracis-33565	199	66	finder	finder	PROPN
bracis-33565	199	67	publish	publish	VERB
bracis-33565	199	68	your	your	PRON
bracis-33565	199	69	research	research	NOUN
bracis-33565	199	70	language	language	NOUN
bracis-33565	199	71	editing	edit	VERB
bracis-33565	199	72	open	open	ADJ
bracis-33565	199	73	access	access	NOUN
bracis-33565	199	74	publishing	publishing	NOUN
bracis-33565	199	75	products	product	NOUN
bracis-33565	199	76	and	and	CCONJ
bracis-33565	199	77	services	service	NOUN
bracis-33565	199	78	our	our	PRON
bracis-33565	199	79	products	product	NOUN
bracis-33565	199	80	librarians	librarian	VERB
bracis-33565	199	81	societies	society	NOUN
bracis-33565	199	82	partners	partner	NOUN
bracis-33565	199	83	and	and	CCONJ
bracis-33565	199	84	advertisers	advertiser	NOUN
bracis-33565	199	85	our	our	PRON
bracis-33565	199	86	brands	brand	NOUN
bracis-33565	199	87	springer	springer	NOUN
bracis-33565	199	88	nature	nature	PROPN
bracis-33565	199	89	portfolio	portfolio	PROPN
bracis-33565	199	90	bmc	bmc	PROPN
bracis-33565	199	91	palgrave	palgrave	PROPN
bracis-33565	199	92	macmillan	macmillan	PROPN
bracis-33565	199	93	apress	apress	PROPN
bracis-33565	199	94	discover	discover	VERB
bracis-33565	199	95	your	your	PRON
bracis-33565	199	96	privacy	privacy	NOUN
bracis-33565	199	97	choices	choice	NOUN
bracis-33565	199	98	/	/	SYM
bracis-33565	199	99	manage	manage	NOUN
bracis-33565	199	100	cookies	cookie	NOUN
bracis-33565	199	101	your	your	PRON
bracis-33565	199	102	us	us	PROPN
bracis-33565	200	1	state	state	NOUN
bracis-33565	200	2	privacy	privacy	NOUN
bracis-33565	200	3	rights	right	NOUN
bracis-33565	200	4	accessibility	accessibility	NOUN
bracis-33565	200	5	statement	statement	NOUN
bracis-33565	200	6	terms	term	NOUN
bracis-33565	200	7	and	and	CCONJ
bracis-33565	200	8	conditions	condition	NOUN
bracis-33565	200	9	privacy	privacy	NOUN
bracis-33565	200	10	policy	policy	NOUN
bracis-33565	200	11	help	help	NOUN
bracis-33565	200	12	and	and	CCONJ
bracis-33565	200	13	support	support	VERB
bracis-33565	200	14	legal	legal	ADJ
bracis-33565	200	15	notice	notice	NOUN
bracis-33565	200	16	cancel	cancel	VERB
bracis-33565	200	17	contracts	contract	NOUN
bracis-33565	200	18	here	here	ADV
bracis-33565	200	19	129.74.145.123	129.74.145.123	NUM
bracis-33565	200	20	hesburgh	hesburgh	PROPN
bracis-33565	200	21	library	library	PROPN
bracis-33565	200	22	er	er	INTJ
bracis-33565	200	23	unit	unit	NOUN
bracis-33565	200	24	(	(	PUNCT
bracis-33565	200	25	3005732405	3005732405	NUM
bracis-33565	200	26	)	)	PUNCT
bracis-33565	200	27	northeast	northeast	ADJ
bracis-33565	200	28	research	research	NOUN
bracis-33565	200	29	libraries	library	NOUN
bracis-33565	200	30	(	(	PUNCT
bracis-33565	200	31	nerl	nerl	PROPN
bracis-33565	200	32	)	)	PUNCT
bracis-33565	200	33	(	(	PUNCT
bracis-33565	200	34	8200828607	8200828607	NUM
bracis-33565	200	35	)	)	PUNCT
bracis-33565	200	36	nerl	nerl	VERB
bracis-33565	200	37	ta	ta	X
bracis-33565	200	38	account	account	NOUN
bracis-33565	200	39	(	(	PUNCT
bracis-33565	200	40	3006206169	3006206169	NUM
bracis-33565	200	41	)	)	PUNCT
bracis-33565	200	42	university	university	NOUN
bracis-33565	200	43	of	of	ADP
bracis-33565	200	44	notre	notre	PROPN
bracis-33565	200	45	dame	dame	PROPN
bracis-33565	200	46	hesburgh	hesburgh	PROPN
bracis-33565	200	47	library	library	NOUN
bracis-33565	200	48	(	(	PUNCT
bracis-33565	200	49	3000184373	3000184373	NUM
bracis-33565	200	50	)	)	PUNCT
bracis-33565	201	1	©	©	ADP
bracis-33565	201	2	2025	2025	NUM
bracis-33565	201	3	springer	springer	NOUN
bracis-33565	201	4	nature	nature	NOUN