id	sid	tid	token	lemma	pos
cana-5204	1	1	communications	communication	NOUN
cana-5204	1	2	on	on	ADP
cana-5204	1	3	applied	apply	VERB
cana-5204	1	4	nonlinear	nonlinear	ADJ
cana-5204	1	5	analysis	analysis	NOUN
cana-5204	1	6	issn	issn	NOUN
cana-5204	1	7	:	:	PUNCT
cana-5204	1	8	1074	1074	NUM
cana-5204	1	9	-	-	PUNCT
cana-5204	1	10	133x	133x	NUM
cana-5204	1	11	vol	vol	NOUN
cana-5204	1	12	32	32	NUM
cana-5204	1	13	no	no	NOUN
cana-5204	1	14	.	.	PUNCT
cana-5204	2	1	icmasd	icmasd	NOUN
cana-5204	2	2	(	(	PUNCT
cana-5204	2	3	2025	2025	NUM
cana-5204	2	4	)	)	PUNCT
cana-5204	2	5	1783	1783	NUM
cana-5204	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	3	1	a	a	DET
cana-5204	3	2	review	review	NOUN
cana-5204	3	3	on	on	ADP
cana-5204	3	4	artificial	artificial	ADJ
cana-5204	3	5	intelligence	intelligence	NOUN
cana-5204	3	6	for	for	ADP
cana-5204	3	7	detecting	detect	VERB
cana-5204	3	8	and	and	CCONJ
cana-5204	3	9	preventing	prevent	VERB
cana-5204	3	10	nonalcoholic	nonalcoholic	ADJ
cana-5204	3	11	fatty	fatty	NOUN
cana-5204	3	12	liver	liver	NOUN
cana-5204	3	13	disease	disease	NOUN
cana-5204	3	14	sushma1	sushma1	PROPN
cana-5204	4	1	mandeep	mandeep	PROPN
cana-5204	4	2	kaur2	kaur2	PROPN
cana-5204	4	3	1ph.d	1ph.d	NUM
cana-5204	5	1	research	research	NOUN
cana-5204	5	2	scholar	scholar	NOUN
cana-5204	5	3	(	(	PUNCT
cana-5204	5	4	department	department	NOUN
cana-5204	5	5	of	of	ADP
cana-5204	5	6	computer	computer	NOUN
cana-5204	5	7	applications	application	NOUN
cana-5204	5	8	)	)	PUNCT
cana-5204	5	9	,	,	PUNCT
cana-5204	5	10	ct	ct	PROPN
cana-5204	5	11	university	university	NOUN
cana-5204	5	12	,	,	PUNCT
cana-5204	5	13	ferozepur	ferozepur	NOUN
cana-5204	5	14	road	road	NOUN
cana-5204	5	15	ludhiana	ludhiana	PROPN
cana-5204	5	16	,	,	PUNCT
cana-5204	5	17	punjab	punjab	PROPN
cana-5204	5	18	,	,	PUNCT
cana-5204	5	19	india	india	PROPN
cana-5204	5	20	2associate	2associate	PROPN
cana-5204	5	21	professor	professor	NOUN
cana-5204	5	22	(	(	PUNCT
cana-5204	5	23	department	department	NOUN
cana-5204	5	24	of	of	ADP
cana-5204	5	25	computer	computer	NOUN
cana-5204	5	26	science	science	NOUN
cana-5204	5	27	engineering	engineering	PROPN
cana-5204	5	28	)	)	PUNCT
cana-5204	5	29	,	,	PUNCT
cana-5204	5	30	ct	ct	PROPN
cana-5204	5	31	university	university	NOUN
cana-5204	5	32	,	,	PUNCT
cana-5204	5	33	ferozepur	ferozepur	NOUN
cana-5204	5	34	road	road	NOUN
cana-5204	5	35	ludhiana	ludhiana	PROPN
cana-5204	5	36	,	,	PUNCT
cana-5204	5	37	punjab	punjab	PROPN
cana-5204	5	38	,	,	PUNCT
cana-5204	5	39	india	india	PROPN
cana-5204	5	40	corresponding	corresponding	ADJ
cana-5204	5	41	author	author	NOUN
cana-5204	5	42	emailsushldh676@gmail.com	emailsushldh676@gmail.com	X
cana-5204	6	1	article	article	NOUN
cana-5204	6	2	history	history	NOUN
cana-5204	6	3	:	:	PUNCT
cana-5204	6	4	received	receive	VERB
cana-5204	6	5	:	:	PUNCT
cana-5204	6	6	12	12	NUM
cana-5204	6	7	-	-	SYM
cana-5204	6	8	12	12	NUM
cana-5204	6	9	-	-	PUNCT
cana-5204	6	10	2024	2024	NUM
cana-5204	6	11	revised	revise	VERB
cana-5204	6	12	:	:	PUNCT
cana-5204	6	13	25	25	NUM
cana-5204	6	14	-	-	PUNCT
cana-5204	6	15	01	01	NUM
cana-5204	6	16	-	-	PUNCT
cana-5204	6	17	2025	2025	NUM
cana-5204	6	18	accepted	accept	VERB
cana-5204	6	19	:	:	PUNCT
cana-5204	6	20	05	05	NUM
cana-5204	6	21	-	-	PUNCT
cana-5204	6	22	02	02	NUM
cana-5204	6	23	-	-	PUNCT
cana-5204	6	24	2025	2025	NUM
cana-5204	6	25	abstract	abstract	NOUN
cana-5204	6	26	:	:	PUNCT
cana-5204	6	27	non	non	ADJ
cana-5204	6	28	-	-	ADJ
cana-5204	6	29	alcoholic	alcoholic	ADJ
cana-5204	6	30	fatty	fatty	NOUN
cana-5204	6	31	liver	liver	NOUN
cana-5204	6	32	disease	disease	NOUN
cana-5204	6	33	(	(	PUNCT
cana-5204	6	34	nafld	nafld	ADV
cana-5204	6	35	)	)	PUNCT
cana-5204	6	36	is	be	AUX
cana-5204	6	37	a	a	DET
cana-5204	6	38	growing	grow	VERB
cana-5204	6	39	global	global	ADJ
cana-5204	6	40	health	health	NOUN
cana-5204	6	41	problem	problem	NOUN
cana-5204	6	42	.	.	PUNCT
cana-5204	7	1	liver	liver	NOUN
cana-5204	7	2	biopsy	biopsy	NOUN
cana-5204	7	3	is	be	AUX
cana-5204	7	4	still	still	ADV
cana-5204	7	5	considered	consider	VERB
cana-5204	7	6	the	the	DET
cana-5204	7	7	reference	reference	NOUN
cana-5204	7	8	standard	standard	NOUN
cana-5204	7	9	for	for	ADP
cana-5204	7	10	diagnosis	diagnosis	NOUN
cana-5204	7	11	,	,	PUNCT
cana-5204	7	12	but	but	CCONJ
cana-5204	7	13	alternative	alternative	ADJ
cana-5204	7	14	non	non	ADJ
cana-5204	7	15	invasive	invasive	ADJ
cana-5204	7	16	approaches	approach	NOUN
cana-5204	7	17	are	be	AUX
cana-5204	7	18	being	be	AUX
cana-5204	7	19	proposed	propose	VERB
cana-5204	7	20	,	,	PUNCT
cana-5204	7	21	including	include	VERB
cana-5204	7	22	clinical	clinical	ADJ
cana-5204	7	23	scoring	scoring	NOUN
cana-5204	7	24	systems	system	NOUN
cana-5204	7	25	and	and	CCONJ
cana-5204	7	26	conventional	conventional	ADJ
cana-5204	7	27	ultrasonography	ultrasonography	NOUN
cana-5204	7	28	(	(	PUNCT
cana-5204	7	29	us	us	PROPN
cana-5204	7	30	)	)	PUNCT
cana-5204	7	31	.	.	PUNCT
cana-5204	8	1	nevertheless	nevertheless	ADV
cana-5204	8	2	,	,	PUNCT
cana-5204	8	3	the	the	DET
cana-5204	8	4	utility	utility	NOUN
cana-5204	8	5	of	of	ADP
cana-5204	8	6	these	these	DET
cana-5204	8	7	non	non	ADJ
cana-5204	8	8	-	-	ADJ
cana-5204	8	9	invasive	invasive	ADJ
cana-5204	8	10	modalities	modality	NOUN
cana-5204	8	11	,	,	PUNCT
cana-5204	8	12	especially	especially	ADV
cana-5204	8	13	in	in	ADP
cana-5204	8	14	the	the	DET
cana-5204	8	15	accurate	accurate	ADJ
cana-5204	8	16	characterization	characterization	NOUN
cana-5204	8	17	and	and	CCONJ
cana-5204	8	18	quantitation	quantitation	NOUN
cana-5204	8	19	of	of	ADP
cana-5204	8	20	nafld	nafld	PROPN
cana-5204	8	21	,	,	PUNCT
cana-5204	8	22	has	have	AUX
cana-5204	8	23	been	be	AUX
cana-5204	8	24	challenged	challenge	VERB
cana-5204	8	25	.	.	PUNCT
cana-5204	9	1	however	however	ADV
cana-5204	9	2	,	,	PUNCT
cana-5204	9	3	these	these	DET
cana-5204	9	4	limitations	limitation	NOUN
cana-5204	9	5	have	have	AUX
cana-5204	9	6	recently	recently	ADV
cana-5204	9	7	made	make	VERB
cana-5204	9	8	way	way	NOUN
cana-5204	9	9	for	for	ADP
cana-5204	9	10	integrating	integrate	VERB
cana-5204	9	11	artificial	artificial	ADJ
cana-5204	9	12	intelligence	intelligence	NOUN
cana-5204	9	13	(	(	PUNCT
cana-5204	9	14	ai	ai	NOUN
cana-5204	9	15	)	)	PUNCT
cana-5204	9	16	into	into	ADP
cana-5204	9	17	diagnosis	diagnosis	NOUN
cana-5204	9	18	processes	process	NOUN
cana-5204	9	19	,	,	PUNCT
cana-5204	9	20	successfully	successfully	ADV
cana-5204	9	21	addressing	address	VERB
cana-5204	9	22	some	some	PRON
cana-5204	9	23	of	of	ADP
cana-5204	9	24	the	the	DET
cana-5204	9	25	limitations	limitation	NOUN
cana-5204	9	26	.	.	PUNCT
cana-5204	10	1	this	this	DET
cana-5204	10	2	study	study	NOUN
cana-5204	10	3	will	will	AUX
cana-5204	10	4	analyze	analyze	VERB
cana-5204	10	5	the	the	DET
cana-5204	10	6	performance	performance	NOUN
cana-5204	10	7	and	and	CCONJ
cana-5204	10	8	effectiveness	effectiveness	NOUN
cana-5204	10	9	of	of	ADP
cana-5204	10	10	different	different	ADJ
cana-5204	10	11	ai	ai	VERB
cana-5204	10	12	techniques	technique	NOUN
cana-5204	10	13	for	for	ADP
cana-5204	10	14	the	the	DET
cana-5204	10	15	qualitative	qualitative	ADJ
cana-5204	10	16	and	and	CCONJ
cana-5204	10	17	quantitative	quantitative	ADJ
cana-5204	10	18	evaluation	evaluation	NOUN
cana-5204	10	19	of	of	ADP
cana-5204	10	20	nafld	nafld	ADV
cana-5204	10	21	,	,	PUNCT
cana-5204	10	22	considering	consider	VERB
cana-5204	10	23	different	different	ADJ
cana-5204	10	24	algorithms	algorithm	NOUN
cana-5204	10	25	'	'	PART
cana-5204	10	26	performance	performance	NOUN
cana-5204	10	27	on	on	ADP
cana-5204	10	28	ultrasound	ultrasound	NOUN
cana-5204	10	29	images	image	NOUN
cana-5204	10	30	.	.	PUNCT
cana-5204	11	1	to	to	ADP
cana-5204	11	2	that	that	DET
cana-5204	11	3	end	end	NOUN
cana-5204	11	4	,	,	PUNCT
cana-5204	11	5	a	a	DET
cana-5204	11	6	systematic	systematic	ADJ
cana-5204	11	7	review	review	NOUN
cana-5204	11	8	was	be	AUX
cana-5204	11	9	performed	perform	VERB
cana-5204	11	10	on	on	ADP
cana-5204	11	11	this	this	DET
cana-5204	11	12	topic	topic	NOUN
cana-5204	11	13	,	,	PUNCT
cana-5204	11	14	narrowing	narrow	VERB
cana-5204	11	15	its	its	PRON
cana-5204	11	16	context	context	NOUN
cana-5204	11	17	to	to	ADP
cana-5204	11	18	how	how	SCONJ
cana-5204	11	19	artificial	artificial	ADJ
cana-5204	11	20	intelligence	intelligence	NOUN
cana-5204	11	21	can	can	AUX
cana-5204	11	22	improve	improve	VERB
cana-5204	11	23	the	the	DET
cana-5204	11	24	accuracy	accuracy	NOUN
cana-5204	11	25	of	of	ADP
cana-5204	11	26	non	non	ADJ
cana-5204	11	27	-	-	ADJ
cana-5204	11	28	invasive	invasive	ADJ
cana-5204	11	29	diagnostics	diagnostic	NOUN
cana-5204	11	30	.	.	PUNCT
cana-5204	12	1	we	we	PRON
cana-5204	12	2	conducted	conduct	VERB
cana-5204	12	3	a	a	DET
cana-5204	12	4	systematic	systematic	ADJ
cana-5204	12	5	search	search	NOUN
cana-5204	12	6	of	of	ADP
cana-5204	12	7	5	5	NUM
cana-5204	12	8	major	major	ADJ
cana-5204	12	9	scientific	scientific	ADJ
cana-5204	12	10	bibliographic	bibliographic	ADJ
cana-5204	12	11	databases	database	NOUN
cana-5204	12	12	(	(	PUNCT
cana-5204	12	13	pubmed	pubmed	PROPN
cana-5204	12	14	,	,	PUNCT
cana-5204	12	15	association	association	NOUN
cana-5204	12	16	for	for	ADP
cana-5204	12	17	computing	compute	VERB
cana-5204	12	18	machinery	machinery	NOUN
cana-5204	13	1	[	[	X
cana-5204	13	2	acm	acm	X
cana-5204	13	3	]	]	PUNCT
cana-5204	13	4	digital	digital	PROPN
cana-5204	13	5	library	library	NOUN
cana-5204	13	6	,	,	PUNCT
cana-5204	13	7	ieee	ieee	PROPN
cana-5204	13	8	xplore	xplore	PROPN
cana-5204	13	9	,	,	PUNCT
cana-5204	13	10	scopus	scopus	PROPN
cana-5204	13	11	,	,	PUNCT
cana-5204	13	12	and	and	CCONJ
cana-5204	13	13	google	google	PROPN
cana-5204	13	14	scholar	scholar	NOUN
cana-5204	13	15	)	)	PUNCT
cana-5204	13	16	to	to	PART
cana-5204	13	17	identify	identify	VERB
cana-5204	13	18	relevant	relevant	ADJ
cana-5204	13	19	studies	study	NOUN
cana-5204	13	20	.	.	PUNCT
cana-5204	14	1	the	the	DET
cana-5204	14	2	results	result	NOUN
cana-5204	14	3	highlight	highlight	VERB
cana-5204	14	4	the	the	DET
cana-5204	14	5	promise	promise	NOUN
cana-5204	14	6	of	of	ADP
cana-5204	14	7	ai	ai	VERB
cana-5204	14	8	to	to	PART
cana-5204	14	9	enhance	enhance	VERB
cana-5204	14	10	the	the	DET
cana-5204	14	11	accuracy	accuracy	NOUN
cana-5204	14	12	and	and	CCONJ
cana-5204	14	13	consistency	consistency	NOUN
cana-5204	14	14	of	of	ADP
cana-5204	14	15	nafld	nafld	ADJ
cana-5204	14	16	diagnosis	diagnosis	NOUN
cana-5204	14	17	.	.	PUNCT
cana-5204	15	1	ai	ai	PROPN
cana-5204	15	2	has	have	AUX
cana-5204	15	3	proven	prove	VERB
cana-5204	15	4	to	to	PART
cana-5204	15	5	discover	discover	VERB
cana-5204	15	6	subtle	subtle	ADJ
cana-5204	15	7	features	feature	NOUN
cana-5204	15	8	and	and	CCONJ
cana-5204	15	9	measure	measure	VERB
cana-5204	15	10	hepatic	hepatic	ADJ
cana-5204	15	11	fat	fat	ADJ
cana-5204	15	12	content	content	NOUN
cana-5204	15	13	more	more	ADV
cana-5204	15	14	sensitively	sensitively	ADV
cana-5204	15	15	and	and	CCONJ
cana-5204	15	16	specifically	specifically	ADV
cana-5204	15	17	than	than	ADP
cana-5204	15	18	traditional	traditional	ADJ
cana-5204	15	19	goals	goal	NOUN
cana-5204	15	20	using	use	VERB
cana-5204	15	21	machine	machine	NOUN
cana-5204	15	22	learning	learn	VERB
cana-5204	15	23	algorithms	algorithm	NOUN
cana-5204	15	24	and	and	CCONJ
cana-5204	15	25	deep	deep	ADJ
cana-5204	15	26	learning	learning	NOUN
cana-5204	15	27	models	model	NOUN
cana-5204	15	28	.	.	PUNCT
cana-5204	16	1	japan	japan	PROPN
cana-5204	16	2	,	,	PUNCT
cana-5204	16	3	and	and	CCONJ
cana-5204	16	4	even	even	ADV
cana-5204	16	5	making	make	VERB
cana-5204	16	6	invasive	invasive	ADJ
cana-5204	16	7	procedures	procedure	NOUN
cana-5204	16	8	such	such	ADJ
cana-5204	16	9	as	as	ADP
cana-5204	16	10	liver	liver	NOUN
cana-5204	16	11	biopsy	biopsy	NOUN
cana-5204	16	12	less	less	ADV
cana-5204	16	13	necessary	necessary	ADJ
cana-5204	16	14	,	,	PUNCT
cana-5204	16	15	thanks	thank	NOUN
cana-5204	16	16	to	to	ADP
cana-5204	16	17	the	the	DET
cana-5204	16	18	merging	merging	NOUN
cana-5204	16	19	of	of	ADP
cana-5204	16	20	artificial	artificial	ADJ
cana-5204	16	21	intelligence	intelligence	NOUN
cana-5204	16	22	with	with	ADP
cana-5204	16	23	classical	classical	ADJ
cana-5204	16	24	diagnosis	diagnosis	NOUN
cana-5204	16	25	.	.	PUNCT
cana-5204	17	1	keywords	keyword	NOUN
cana-5204	17	2	:	:	PUNCT
cana-5204	17	3	machine	machine	NOUN
cana-5204	17	4	learning	learning	NOUN
cana-5204	17	5	,	,	PUNCT
cana-5204	17	6	deep	deep	ADJ
cana-5204	17	7	learning	learning	NOUN
cana-5204	17	8	,	,	PUNCT
cana-5204	17	9	ultrasound	ultrasound	NOUN
cana-5204	17	10	images	image	NOUN
cana-5204	17	11	.	.	PUNCT
cana-5204	18	1	introduction	introduction	NOUN
cana-5204	18	2	different	different	ADJ
cana-5204	18	3	disease	disease	NOUN
cana-5204	18	4	states	state	NOUN
cana-5204	18	5	can	can	AUX
cana-5204	18	6	affect	affect	VERB
cana-5204	18	7	the	the	DET
cana-5204	18	8	liver	liver	NOUN
cana-5204	18	9	's	's	PART
cana-5204	18	10	functions	function	NOUN
cana-5204	18	11	,	,	PUNCT
cana-5204	18	12	and	and	CCONJ
cana-5204	18	13	liver	liver	NOUN
cana-5204	18	14	illnesses	illness	NOUN
cana-5204	18	15	can	can	AUX
cana-5204	18	16	range	range	VERB
cana-5204	18	17	from	from	ADP
cana-5204	18	18	a	a	DET
cana-5204	18	19	straightforward	straightforward	ADJ
cana-5204	18	20	medication	medication	NOUN
cana-5204	18	21	reaction	reaction	NOUN
cana-5204	18	22	to	to	ADP
cana-5204	18	23	liver	liver	NOUN
cana-5204	18	24	cancer	cancer	NOUN
cana-5204	18	25	.	.	PUNCT
cana-5204	19	1	liver	liver	NOUN
cana-5204	19	2	issues	issue	NOUN
cana-5204	19	3	may	may	AUX
cana-5204	19	4	now	now	ADV
cana-5204	19	5	be	be	AUX
cana-5204	19	6	seen	see	VERB
cana-5204	19	7	in	in	ADP
cana-5204	19	8	all	all	DET
cana-5204	19	9	age	age	NOUN
cana-5204	19	10	groups	group	NOUN
cana-5204	19	11	in	in	ADP
cana-5204	19	12	india	india	PROPN
cana-5204	19	13	as	as	ADP
cana-5204	19	14	a	a	DET
cana-5204	19	15	result	result	NOUN
cana-5204	19	16	of	of	ADP
cana-5204	19	17	a	a	DET
cana-5204	19	18	lack	lack	NOUN
cana-5204	19	19	of	of	ADP
cana-5204	19	20	physical	physical	ADJ
cana-5204	19	21	activity	activity	NOUN
cana-5204	19	22	,	,	PUNCT
cana-5204	19	23	current	current	ADJ
cana-5204	19	24	unhealthy	unhealthy	ADJ
cana-5204	19	25	eating	eating	NOUN
cana-5204	19	26	habits	habit	NOUN
cana-5204	19	27	,	,	PUNCT
cana-5204	19	28	smoking	smoking	NOUN
cana-5204	19	29	,	,	PUNCT
cana-5204	19	30	alcohol	alcohol	NOUN
cana-5204	19	31	usage	usage	NOUN
cana-5204	19	32	,	,	PUNCT
cana-5204	19	33	multiple	multiple	ADJ
cana-5204	19	34	sexual	sexual	ADJ
cana-5204	19	35	partners	partner	NOUN
cana-5204	19	36	,	,	PUNCT
cana-5204	19	37	and	and	CCONJ
cana-5204	19	38	the	the	DET
cana-5204	19	39	use	use	NOUN
cana-5204	19	40	of	of	ADP
cana-5204	19	41	injectable	injectable	ADJ
cana-5204	19	42	medicines	medicine	NOUN
cana-5204	19	43	.	.	PUNCT
cana-5204	20	1	we	we	PRON
cana-5204	20	2	regret	regret	VERB
cana-5204	20	3	to	to	PART
cana-5204	20	4	explain	explain	VERB
cana-5204	20	5	that	that	SCONJ
cana-5204	20	6	they	they	PRON
cana-5204	20	7	are	be	AUX
cana-5204	20	8	all	all	ADV
cana-5204	20	9	a	a	DET
cana-5204	20	10	part	part	NOUN
cana-5204	20	11	of	of	ADP
cana-5204	20	12	indian	indian	ADJ
cana-5204	20	13	culture	culture	NOUN
cana-5204	20	14	.	.	PUNCT
cana-5204	21	1	the	the	DET
cana-5204	21	2	majority	majority	NOUN
cana-5204	21	3	of	of	ADP
cana-5204	21	4	diseases	disease	NOUN
cana-5204	21	5	in	in	ADP
cana-5204	21	6	india	india	PROPN
cana-5204	21	7	have	have	VERB
cana-5204	21	8	several	several	ADJ
cana-5204	21	9	symptoms	symptom	NOUN
cana-5204	21	10	,	,	PUNCT
cana-5204	21	11	and	and	CCONJ
cana-5204	21	12	the	the	DET
cana-5204	21	13	majority	majority	NOUN
cana-5204	21	14	of	of	ADP
cana-5204	21	15	hospitalized	hospitalize	VERB
cana-5204	21	16	patients	patient	NOUN
cana-5204	21	17	have	have	VERB
cana-5204	21	18	multiple	multiple	ADJ
cana-5204	21	19	ailments	ailment	NOUN
cana-5204	21	20	.	.	PUNCT
cana-5204	22	1	identifying	identify	VERB
cana-5204	22	2	each	each	DET
cana-5204	22	3	ailment	ailment	NOUN
cana-5204	22	4	and	and	CCONJ
cana-5204	22	5	administering	administer	VERB
cana-5204	22	6	a	a	DET
cana-5204	22	7	separate	separate	ADJ
cana-5204	22	8	course	course	NOUN
cana-5204	22	9	of	of	ADP
cana-5204	22	10	treatment	treatment	NOUN
cana-5204	22	11	under	under	ADP
cana-5204	22	12	these	these	DET
cana-5204	22	13	circumstances	circumstance	NOUN
cana-5204	22	14	is	be	AUX
cana-5204	22	15	quite	quite	ADV
cana-5204	22	16	challenging	challenging	ADJ
cana-5204	22	17	(	(	PUNCT
cana-5204	22	18	aneeshkumar	aneeshkumar	PROPN
cana-5204	22	19	&	&	CCONJ
cana-5204	22	20	venkateswaran	venkateswaran	VERB
cana-5204	22	21	,	,	PUNCT
cana-5204	22	22	2012	2012	NUM
cana-5204	22	23	)	)	PUNCT
cana-5204	22	24	.	.	PUNCT
cana-5204	23	1	non	non	ADJ
cana-5204	23	2	-	-	ADJ
cana-5204	23	3	alcoholic	alcoholic	ADJ
cana-5204	23	4	fatty	fatty	NOUN
cana-5204	23	5	liver	liver	NOUN
cana-5204	23	6	disease	disease	NOUN
cana-5204	23	7	(	(	PUNCT
cana-5204	23	8	nafld	nafld	ADV
cana-5204	23	9	)	)	PUNCT
cana-5204	23	10	,	,	PUNCT
cana-5204	23	11	the	the	DET
cana-5204	23	12	most	most	ADV
cana-5204	23	13	common	common	ADJ
cana-5204	23	14	chronic	chronic	ADJ
cana-5204	23	15	liver	liver	NOUN
cana-5204	23	16	disease	disease	NOUN
cana-5204	23	17	,	,	PUNCT
cana-5204	23	18	is	be	AUX
cana-5204	23	19	a	a	DET
cana-5204	23	20	mailto:sushldh676@gmail.com	mailto:sushldh676@gmail.com	PROPN
cana-5204	23	21	communications	communication	NOUN
cana-5204	23	22	on	on	ADP
cana-5204	23	23	applied	apply	VERB
cana-5204	23	24	nonlinear	nonlinear	ADJ
cana-5204	23	25	analysis	analysis	NOUN
cana-5204	23	26	issn	issn	NOUN
cana-5204	23	27	:	:	PUNCT
cana-5204	23	28	1074	1074	NUM
cana-5204	23	29	-	-	PUNCT
cana-5204	23	30	133x	133x	NUM
cana-5204	23	31	vol	vol	NOUN
cana-5204	23	32	32	32	NUM
cana-5204	23	33	no	no	NOUN
cana-5204	23	34	.	.	PUNCT
cana-5204	24	1	icmasd	icmasd	NOUN
cana-5204	24	2	(	(	PUNCT
cana-5204	24	3	2025	2025	NUM
cana-5204	24	4	)	)	PUNCT
cana-5204	24	5	1784	1784	NUM
cana-5204	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	24	7	pathology	pathology	NOUN
cana-5204	24	8	that	that	PRON
cana-5204	24	9	is	be	AUX
cana-5204	24	10	quickly	quickly	ADV
cana-5204	24	11	escalating	escalate	VERB
cana-5204	24	12	over	over	ADP
cana-5204	24	13	the	the	DET
cana-5204	24	14	globe	globe	NOUN
cana-5204	24	15	.	.	PUNCT
cana-5204	25	1	without	without	ADP
cana-5204	25	2	drinking	drink	VERB
cana-5204	25	3	a	a	DET
cana-5204	25	4	lot	lot	NOUN
cana-5204	25	5	of	of	ADP
cana-5204	25	6	alcohol	alcohol	NOUN
cana-5204	25	7	,	,	PUNCT
cana-5204	25	8	it	it	PRON
cana-5204	25	9	can	can	AUX
cana-5204	25	10	be	be	AUX
cana-5204	25	11	recognized	recognize	VERB
cana-5204	25	12	when	when	SCONJ
cana-5204	25	13	more	more	ADJ
cana-5204	25	14	than	than	ADP
cana-5204	25	15	5	5	NUM
cana-5204	25	16	%	%	NOUN
cana-5204	25	17	of	of	ADP
cana-5204	25	18	the	the	DET
cana-5204	25	19	hepatocytes	hepatocyte	NOUN
cana-5204	25	20	develop	develop	VERB
cana-5204	25	21	steatosis	steatosis	NOUN
cana-5204	25	22	(	(	PUNCT
cana-5204	25	23	popa	popa	NOUN
cana-5204	25	24	et	et	PROPN
cana-5204	25	25	al	al	PROPN
cana-5204	25	26	.	.	PROPN
cana-5204	25	27	,	,	PUNCT
cana-5204	25	28	2021	2021	NUM
cana-5204	25	29	)	)	PUNCT
cana-5204	25	30	.	.	PUNCT
cana-5204	26	1	women	woman	NOUN
cana-5204	26	2	's	's	PART
cana-5204	26	3	livers	liver	NOUN
cana-5204	26	4	weigh	weigh	VERB
cana-5204	26	5	between	between	ADP
cana-5204	26	6	1200	1200	NUM
cana-5204	26	7	and	and	CCONJ
cana-5204	26	8	1400	1400	NUM
cana-5204	26	9	g	g	NOUN
cana-5204	26	10	while	while	SCONJ
cana-5204	26	11	men	man	NOUN
cana-5204	26	12	's	's	PART
cana-5204	26	13	livers	liver	NOUN
cana-5204	26	14	weigh	weigh	VERB
cana-5204	26	15	between	between	ADP
cana-5204	26	16	1400	1400	NUM
cana-5204	26	17	and	and	CCONJ
cana-5204	26	18	1800	1800	NUM
cana-5204	26	19	g.	g.	NOUN
cana-5204	27	1	the	the	DET
cana-5204	27	2	liver	liver	NOUN
cana-5204	27	3	is	be	AUX
cana-5204	27	4	an	an	DET
cana-5204	27	5	organ	organ	NOUN
cana-5204	27	6	in	in	ADP
cana-5204	27	7	the	the	DET
cana-5204	27	8	upper	upper	ADJ
cana-5204	27	9	layer	layer	NOUN
cana-5204	27	10	of	of	ADP
cana-5204	27	11	the	the	DET
cana-5204	27	12	digestive	digestive	ADJ
cana-5204	27	13	system	system	NOUN
cana-5204	27	14	.	.	PUNCT
cana-5204	28	1	it	it	PRON
cana-5204	28	2	performs	perform	VERB
cana-5204	28	3	essential	essential	ADJ
cana-5204	28	4	functions	function	NOUN
cana-5204	28	5	for	for	ADP
cana-5204	28	6	nutrition	nutrition	NOUN
cana-5204	28	7	storage	storage	NOUN
cana-5204	28	8	,	,	PUNCT
cana-5204	28	9	digestion	digestion	NOUN
cana-5204	28	10	,	,	PUNCT
cana-5204	28	11	metabolism	metabolism	NOUN
cana-5204	28	12	,	,	PUNCT
cana-5204	28	13	toxin	toxin	NOUN
cana-5204	28	14	release	release	NOUN
cana-5204	28	15	,	,	PUNCT
cana-5204	28	16	and	and	CCONJ
cana-5204	28	17	immunization	immunization	NOUN
cana-5204	28	18	.	.	PUNCT
cana-5204	29	1	due	due	ADP
cana-5204	29	2	to	to	ADP
cana-5204	29	3	their	their	PRON
cana-5204	29	4	severity	severity	NOUN
cana-5204	29	5	,	,	PUNCT
cana-5204	29	6	some	some	DET
cana-5204	29	7	liver	liver	NOUN
cana-5204	29	8	disorders	disorder	NOUN
cana-5204	29	9	can	can	AUX
cana-5204	29	10	be	be	AUX
cana-5204	29	11	deadly	deadly	ADJ
cana-5204	29	12	.	.	PUNCT
cana-5204	30	1	non	non	ADJ
cana-5204	30	2	-	-	ADJ
cana-5204	30	3	alcoholic	alcoholic	ADJ
cana-5204	30	4	fatty	fatty	NOUN
cana-5204	30	5	liver	liver	NOUN
cana-5204	30	6	disease	disease	NOUN
cana-5204	30	7	,	,	PUNCT
cana-5204	30	8	one	one	NUM
cana-5204	30	9	of	of	ADP
cana-5204	30	10	the	the	DET
cana-5204	30	11	most	most	ADV
cana-5204	30	12	serious	serious	ADJ
cana-5204	30	13	liver	liver	NOUN
cana-5204	30	14	diseases	disease	NOUN
cana-5204	30	15	,	,	PUNCT
cana-5204	30	16	is	be	AUX
cana-5204	30	17	characterized	characterize	VERB
cana-5204	30	18	by	by	ADP
cana-5204	30	19	an	an	DET
cana-5204	30	20	excess	excess	NOUN
cana-5204	30	21	of	of	ADP
cana-5204	30	22	lipids	lipid	NOUN
cana-5204	30	23	in	in	ADP
cana-5204	30	24	the	the	DET
cana-5204	30	25	liver	liver	NOUN
cana-5204	30	26	.	.	PUNCT
cana-5204	31	1	the	the	DET
cana-5204	31	2	term	term	NOUN
cana-5204	31	3	"	"	PUNCT
cana-5204	31	4	non	non	ADJ
cana-5204	31	5	-	-	ADJ
cana-5204	31	6	alcoholic	alcoholic	ADJ
cana-5204	31	7	steatohepatitis	steatohepatitis	NOUN
cana-5204	31	8	"	"	PUNCT
cana-5204	31	9	is	be	AUX
cana-5204	31	10	used	use	VERB
cana-5204	31	11	when	when	SCONJ
cana-5204	31	12	the	the	DET
cana-5204	31	13	liver	liver	NOUN
cana-5204	31	14	cells	cell	NOUN
cana-5204	31	15	are	be	AUX
cana-5204	31	16	damaged	damage	VERB
cana-5204	31	17	and	and	CCONJ
cana-5204	31	18	inflamed	inflame	VERB
cana-5204	31	19	(	(	PUNCT
cana-5204	31	20	dritsas	dritsa	NOUN
cana-5204	31	21	&	&	CCONJ
cana-5204	31	22	trigka	trigka	PROPN
cana-5204	31	23	,	,	PUNCT
cana-5204	31	24	2023	2023	NUM
cana-5204	31	25	)	)	PUNCT
cana-5204	31	26	.	.	PUNCT
cana-5204	32	1	a	a	DET
cana-5204	32	2	frequent	frequent	ADJ
cana-5204	32	3	medical	medical	ADJ
cana-5204	32	4	illness	illness	NOUN
cana-5204	32	5	that	that	PRON
cana-5204	32	6	causes	cause	VERB
cana-5204	32	7	severe	severe	ADJ
cana-5204	32	8	misery	misery	NOUN
cana-5204	32	9	and	and	CCONJ
cana-5204	32	10	mortality	mortality	NOUN
cana-5204	32	11	is	be	AUX
cana-5204	32	12	fatty	fatty	ADJ
cana-5204	32	13	liver	liver	NOUN
cana-5204	32	14	disease	disease	NOUN
cana-5204	32	15	(	(	PUNCT
cana-5204	32	16	fld	fld	NOUN
cana-5204	32	17	)	)	PUNCT
cana-5204	32	18	.	.	PUNCT
cana-5204	33	1	fld	fld	PROPN
cana-5204	33	2	eventually	eventually	ADV
cana-5204	33	3	brings	bring	VERB
cana-5204	33	4	on	on	ADP
cana-5204	33	5	hepatocellular	hepatocellular	ADJ
cana-5204	33	6	carcinoma	carcinoma	NOUN
cana-5204	33	7	and	and	CCONJ
cana-5204	33	8	non	non	ADJ
cana-5204	33	9	-	-	ADJ
cana-5204	33	10	cholestatic	cholestatic	ADJ
cana-5204	33	11	cirrhosis	cirrhosis	NOUN
cana-5204	33	12	.	.	PUNCT
cana-5204	34	1	additionally	additionally	ADV
cana-5204	34	2	,	,	PUNCT
cana-5204	34	3	a	a	DET
cana-5204	34	4	rise	rise	NOUN
cana-5204	34	5	in	in	ADP
cana-5204	34	6	fld	fld	PROPN
cana-5204	34	7	has	have	AUX
cana-5204	34	8	been	be	AUX
cana-5204	34	9	linked	link	VERB
cana-5204	34	10	to	to	ADP
cana-5204	34	11	an	an	DET
cana-5204	34	12	increase	increase	NOUN
cana-5204	34	13	in	in	ADP
cana-5204	34	14	the	the	DET
cana-5204	34	15	incidence	incidence	NOUN
cana-5204	34	16	of	of	ADP
cana-5204	34	17	metabolic	metabolic	NOUN
cana-5204	34	18	diseases	disease	NOUN
cana-5204	34	19	,	,	PUNCT
cana-5204	34	20	obesity	obesity	NOUN
cana-5204	34	21	,	,	PUNCT
cana-5204	34	22	and	and	CCONJ
cana-5204	34	23	diabetes	diabetes	NOUN
cana-5204	34	24	(	(	PUNCT
cana-5204	34	25	sahaja	sahaja	PROPN
cana-5204	34	26	&	&	CCONJ
cana-5204	34	27	kameswara	kameswara	PROPN
cana-5204	34	28	rao	rao	PROPN
cana-5204	34	29	,	,	PUNCT
cana-5204	34	30	n.d	n.d	PROPN
cana-5204	34	31	.	.	PROPN
cana-5204	34	32	)	)	PUNCT
cana-5204	34	33	.	.	PUNCT
cana-5204	35	1	diabetes	diabetes	NOUN
cana-5204	35	2	mellitus	mellitus	NOUN
cana-5204	35	3	has	have	AUX
cana-5204	35	4	recently	recently	ADV
cana-5204	35	5	risen	rise	VERB
cana-5204	35	6	to	to	ADP
cana-5204	35	7	the	the	DET
cana-5204	35	8	top	top	NOUN
cana-5204	35	9	of	of	ADP
cana-5204	35	10	the	the	DET
cana-5204	35	11	list	list	NOUN
cana-5204	35	12	of	of	ADP
cana-5204	35	13	chronic	chronic	ADJ
cana-5204	35	14	diseases	disease	NOUN
cana-5204	35	15	to	to	PART
cana-5204	35	16	which	which	PRON
cana-5204	35	17	people	people	NOUN
cana-5204	35	18	are	be	AUX
cana-5204	35	19	most	most	ADV
cana-5204	35	20	vulnerable	vulnerable	ADJ
cana-5204	35	21	.	.	PUNCT
cana-5204	36	1	aspects	aspect	NOUN
cana-5204	36	2	of	of	ADP
cana-5204	36	3	contemporary	contemporary	ADJ
cana-5204	36	4	lives	life	NOUN
cana-5204	36	5	,	,	PUNCT
cana-5204	36	6	such	such	ADJ
cana-5204	36	7	as	as	ADP
cana-5204	36	8	bad	bad	ADJ
cana-5204	36	9	eating	eating	NOUN
cana-5204	36	10	habits	habit	NOUN
cana-5204	36	11	and	and	CCONJ
cana-5204	36	12	a	a	DET
cana-5204	36	13	lack	lack	NOUN
cana-5204	36	14	of	of	ADP
cana-5204	36	15	exercise	exercise	NOUN
cana-5204	36	16	,	,	PUNCT
cana-5204	36	17	are	be	AUX
cana-5204	36	18	making	make	VERB
cana-5204	36	19	people	people	NOUN
cana-5204	36	20	more	more	ADV
cana-5204	36	21	susceptible	susceptible	ADJ
cana-5204	36	22	to	to	ADP
cana-5204	36	23	this	this	DET
cana-5204	36	24	disease	disease	NOUN
cana-5204	36	25	.	.	PUNCT
cana-5204	37	1	ineffective	ineffective	ADJ
cana-5204	37	2	blood	blood	NOUN
cana-5204	37	3	glucose	glucose	NOUN
cana-5204	37	4	management	management	NOUN
cana-5204	37	5	results	result	NOUN
cana-5204	37	6	in	in	ADP
cana-5204	37	7	a	a	DET
cana-5204	37	8	variety	variety	NOUN
cana-5204	37	9	of	of	ADP
cana-5204	37	10	problems	problem	NOUN
cana-5204	37	11	.	.	PUNCT
cana-5204	38	1	one	one	NUM
cana-5204	38	2	such	such	ADJ
cana-5204	38	3	problem	problem	NOUN
cana-5204	38	4	is	be	AUX
cana-5204	38	5	non	non	ADJ
cana-5204	38	6	-	-	ADJ
cana-5204	38	7	alcoholic	alcoholic	ADJ
cana-5204	38	8	fatty	fatty	NOUN
cana-5204	38	9	liver	liver	NOUN
cana-5204	38	10	disease	disease	NOUN
cana-5204	38	11	(	(	PUNCT
cana-5204	38	12	nafld	nafld	ADV
cana-5204	38	13	)	)	PUNCT
cana-5204	38	14	.	.	PUNCT
cana-5204	39	1	diabetes	diabetes	NOUN
cana-5204	39	2	patients	patient	NOUN
cana-5204	39	3	who	who	PRON
cana-5204	39	4	consume	consume	VERB
cana-5204	39	5	little	little	ADJ
cana-5204	39	6	to	to	ADP
cana-5204	39	7	no	no	DET
cana-5204	39	8	alcohol	alcohol	NOUN
cana-5204	39	9	see	see	VERB
cana-5204	39	10	this	this	DET
cana-5204	39	11	impact	impact	NOUN
cana-5204	39	12	.	.	PUNCT
cana-5204	40	1	fat	fat	NOUN
cana-5204	40	2	builds	build	VERB
cana-5204	40	3	up	up	ADP
cana-5204	40	4	in	in	ADP
cana-5204	40	5	the	the	DET
cana-5204	40	6	liver	liver	NOUN
cana-5204	40	7	cells	cell	NOUN
cana-5204	40	8	of	of	ADP
cana-5204	40	9	nafld	nafld	ADJ
cana-5204	40	10	patients	patient	NOUN
cana-5204	40	11	,	,	PUNCT
cana-5204	40	12	and	and	CCONJ
cana-5204	40	13	there	there	PRON
cana-5204	40	14	is	be	VERB
cana-5204	40	15	a	a	DET
cana-5204	40	16	danger	danger	NOUN
cana-5204	40	17	of	of	ADP
cana-5204	40	18	liver	liver	NOUN
cana-5204	40	19	injury	injury	NOUN
cana-5204	40	20	and	and	CCONJ
cana-5204	40	21	inflammation	inflammation	NOUN
cana-5204	40	22	.	.	PUNCT
cana-5204	41	1	it	it	PRON
cana-5204	41	2	also	also	ADV
cana-5204	41	3	makes	make	VERB
cana-5204	41	4	albumin	albumin	ADJ
cana-5204	41	5	and	and	CCONJ
cana-5204	41	6	clotting	clotting	NOUN
cana-5204	41	7	factors	factor	NOUN
cana-5204	41	8	,	,	PUNCT
cana-5204	41	9	cleanses	cleanse	VERB
cana-5204	41	10	the	the	DET
cana-5204	41	11	blood	blood	NOUN
cana-5204	41	12	,	,	PUNCT
cana-5204	41	13	breaks	break	VERB
cana-5204	41	14	down	down	ADP
cana-5204	41	15	food	food	NOUN
cana-5204	41	16	and	and	CCONJ
cana-5204	41	17	medicine	medicine	NOUN
cana-5204	41	18	,	,	PUNCT
cana-5204	41	19	and	and	CCONJ
cana-5204	41	20	stores	store	NOUN
cana-5204	41	21	glucose	glucose	NOUN
cana-5204	41	22	,	,	PUNCT
cana-5204	41	23	fat	fat	NOUN
cana-5204	41	24	,	,	PUNCT
cana-5204	41	25	vitamins	vitamin	NOUN
cana-5204	41	26	,	,	PUNCT
cana-5204	41	27	and	and	CCONJ
cana-5204	41	28	bile	bile	NOUN
cana-5204	41	29	.	.	PUNCT
cana-5204	42	1	additional	additional	ADJ
cana-5204	42	2	functions	function	NOUN
cana-5204	42	3	of	of	ADP
cana-5204	42	4	the	the	DET
cana-5204	42	5	liver	liver	NOUN
cana-5204	42	6	include	include	VERB
cana-5204	42	7	tasks	task	NOUN
cana-5204	42	8	.	.	PUNCT
cana-5204	43	1	consequently	consequently	ADV
cana-5204	43	2	,	,	PUNCT
cana-5204	43	3	recognizing	recognize	VERB
cana-5204	43	4	liver	liver	NOUN
cana-5204	43	5	illnesses	illness	NOUN
cana-5204	43	6	is	be	AUX
cana-5204	43	7	crucial	crucial	ADJ
cana-5204	43	8	to	to	ADP
cana-5204	43	9	reducing	reduce	VERB
cana-5204	43	10	their	their	PRON
cana-5204	43	11	negative	negative	ADJ
cana-5204	43	12	effects	effect	NOUN
cana-5204	43	13	(	(	PUNCT
cana-5204	43	14	reddy	reddy	PROPN
cana-5204	43	15	et	et	PROPN
cana-5204	43	16	al	al	PROPN
cana-5204	43	17	.	.	PROPN
cana-5204	43	18	,	,	PUNCT
cana-5204	43	19	2018	2018	NUM
cana-5204	43	20	)	)	PUNCT
cana-5204	43	21	.	.	PUNCT
cana-5204	44	1	blood	blood	NOUN
cana-5204	44	2	tests	test	NOUN
cana-5204	44	3	,	,	PUNCT
cana-5204	44	4	ct	ct	NUM
cana-5204	44	5	scans	scan	NOUN
cana-5204	44	6	,	,	PUNCT
cana-5204	44	7	mris	mris	NOUN
cana-5204	44	8	,	,	PUNCT
cana-5204	44	9	and	and	CCONJ
cana-5204	44	10	ultrasounds	ultrasound	NOUN
cana-5204	44	11	can	can	AUX
cana-5204	44	12	all	all	PRON
cana-5204	44	13	be	be	AUX
cana-5204	44	14	used	use	VERB
cana-5204	44	15	to	to	PART
cana-5204	44	16	identify	identify	VERB
cana-5204	44	17	liver	liver	NOUN
cana-5204	44	18	conditions	condition	NOUN
cana-5204	44	19	.	.	PUNCT
cana-5204	45	1	a	a	DET
cana-5204	45	2	comprehensive	comprehensive	ADJ
cana-5204	45	3	analysis	analysis	NOUN
cana-5204	45	4	resulted	result	VERB
cana-5204	45	5	in	in	ADP
cana-5204	45	6	a	a	DET
cana-5204	45	7	projected	project	VERB
cana-5204	45	8	worldwide	worldwide	ADJ
cana-5204	45	9	incidence	incidence	NOUN
cana-5204	45	10	of	of	ADP
cana-5204	45	11	chronic	chronic	ADJ
cana-5204	45	12	hbv	hbv	NOUN
cana-5204	45	13	infection	infection	NOUN
cana-5204	45	14	of	of	ADP
cana-5204	45	15	4.1	4.1	NUM
cana-5204	45	16	%	%	NOUN
cana-5204	45	17	,	,	PUNCT
cana-5204	45	18	or	or	CCONJ
cana-5204	45	19	316	316	NUM
cana-5204	45	20	million	million	NUM
cana-5204	45	21	infected	infected	ADJ
cana-5204	45	22	people	people	NOUN
cana-5204	45	23	,	,	PUNCT
cana-5204	45	24	in	in	ADP
cana-5204	45	25	2019	2019	NUM
cana-5204	45	26	.	.	PUNCT
cana-5204	46	1	between	between	ADP
cana-5204	46	2	1990	1990	NUM
cana-5204	46	3	and	and	CCONJ
cana-5204	46	4	2019	2019	NUM
cana-5204	46	5	,	,	PUNCT
cana-5204	46	6	the	the	DET
cana-5204	46	7	incidence	incidence	NOUN
cana-5204	46	8	decreased	decrease	VERB
cana-5204	46	9	by	by	ADP
cana-5204	46	10	31.3	31.3	NUM
cana-5204	46	11	%	%	NOUN
cana-5204	46	12	across	across	ADP
cana-5204	46	13	all	all	DET
cana-5204	46	14	age	age	NOUN
cana-5204	46	15	categories	category	NOUN
cana-5204	46	16	,	,	PUNCT
cana-5204	46	17	with	with	ADP
cana-5204	46	18	children	child	NOUN
cana-5204	46	19	under	under	ADP
cana-5204	46	20	the	the	DET
cana-5204	46	21	age	age	NOUN
cana-5204	46	22	of	of	ADP
cana-5204	46	23	5	5	NUM
cana-5204	46	24	experiencing	experience	VERB
cana-5204	46	25	a	a	DET
cana-5204	46	26	more	more	ADV
cana-5204	46	27	dramatic	dramatic	ADJ
cana-5204	46	28	fall	fall	NOUN
cana-5204	46	29	of	of	ADP
cana-5204	46	30	76.8	76.8	NUM
cana-5204	46	31	%	%	NOUN
cana-5204	46	32	.	.	PUNCT
cana-5204	47	1	the	the	DET
cana-5204	47	2	world	world	PROPN
cana-5204	47	3	health	health	PROPN
cana-5204	47	4	assembly	assembly	PROPN
cana-5204	47	5	launched	launch	VERB
cana-5204	47	6	the	the	DET
cana-5204	47	7	who	who	PRON
cana-5204	47	8	global	global	ADJ
cana-5204	47	9	health	health	NOUN
cana-5204	47	10	sector	sector	NOUN
cana-5204	47	11	strategy	strategy	NOUN
cana-5204	47	12	on	on	ADP
cana-5204	47	13	viral	viral	ADJ
cana-5204	47	14	hepatitis	hepatitis	NOUN
cana-5204	47	15	(	(	PUNCT
cana-5204	47	16	whoghss	whoghss	PROPN
cana-5204	47	17	)	)	PUNCT
cana-5204	47	18	in	in	ADP
cana-5204	47	19	2016	2016	NUM
cana-5204	47	20	to	to	PART
cana-5204	47	21	eliminate	eliminate	VERB
cana-5204	47	22	viral	viral	ADJ
cana-5204	47	23	hepatitis	hepatitis	NOUN
cana-5204	47	24	as	as	ADP
cana-5204	47	25	a	a	DET
cana-5204	47	26	risk	risk	NOUN
cana-5204	47	27	to	to	ADP
cana-5204	47	28	public	public	ADJ
cana-5204	47	29	health	health	NOUN
cana-5204	47	30	.	.	PUNCT
cana-5204	48	1	the	the	DET
cana-5204	48	2	who	who	PRON
cana-5204	48	3	-	-	PUNCT
cana-5204	48	4	ghss	ghss	PROPN
cana-5204	48	5	proposed	propose	VERB
cana-5204	48	6	effect	effect	NOUN
cana-5204	48	7	targets	target	NOUN
cana-5204	48	8	of	of	ADP
cana-5204	48	9	95	95	NUM
cana-5204	48	10	%	%	NOUN
cana-5204	48	11	fewer	few	ADJ
cana-5204	48	12	new	new	ADJ
cana-5204	48	13	cases	case	NOUN
cana-5204	48	14	and	and	CCONJ
cana-5204	48	15	65	65	NUM
cana-5204	48	16	%	%	NOUN
cana-5204	48	17	fewer	few	ADJ
cana-5204	48	18	deaths	death	NOUN
cana-5204	48	19	from	from	ADP
cana-5204	48	20	hbv	hbv	NOUN
cana-5204	48	21	by	by	ADP
cana-5204	48	22	2030	2030	NUM
cana-5204	48	23	in	in	ADP
cana-5204	48	24	comparison	comparison	NOUN
cana-5204	48	25	to	to	ADP
cana-5204	48	26	the	the	DET
cana-5204	48	27	baseline	baseline	ADJ
cana-5204	48	28	year	year	NOUN
cana-5204	48	29	of	of	ADP
cana-5204	48	30	2015	2015	NUM
cana-5204	48	31	.	.	PUNCT
cana-5204	49	1	when	when	SCONJ
cana-5204	49	2	compared	compare	VERB
cana-5204	49	3	,	,	PUNCT
cana-5204	49	4	2015	2015	NUM
cana-5204	49	5	served	serve	VERB
cana-5204	49	6	as	as	ADP
cana-5204	49	7	the	the	DET
cana-5204	49	8	baseline	baseline	NOUN
cana-5204	49	9	year	year	NOUN
cana-5204	49	10	.	.	PUNCT
cana-5204	50	1	the	the	DET
cana-5204	50	2	single	single	ADJ
cana-5204	50	3	-	-	PUNCT
cana-5204	50	4	stranded	strand	VERB
cana-5204	50	5	rna	rna	NOUN
cana-5204	50	6	virus	virus	NOUN
cana-5204	50	7	known	know	VERB
cana-5204	50	8	as	as	ADP
cana-5204	50	9	the	the	DET
cana-5204	50	10	hepatitis	hepatitis	PROPN
cana-5204	50	11	c	c	PROPN
cana-5204	50	12	virus	virus	NOUN
cana-5204	50	13	(	(	PUNCT
cana-5204	50	14	hcv	hcv	PROPN
cana-5204	50	15	)	)	PUNCT
cana-5204	50	16	is	be	AUX
cana-5204	50	17	the	the	DET
cana-5204	50	18	cause	cause	NOUN
cana-5204	50	19	of	of	ADP
cana-5204	50	20	hepatitis	hepatitis	NOUN
cana-5204	50	21	c	c	NOUN
cana-5204	50	22	infection	infection	NOUN
cana-5204	50	23	(	(	PUNCT
cana-5204	50	24	harabor	harabor	NOUN
cana-5204	50	25	et	et	PROPN
cana-5204	50	26	al	al	PROPN
cana-5204	50	27	.	.	PROPN
cana-5204	50	28	,	,	PUNCT
cana-5204	50	29	2023	2023	NUM
cana-5204	50	30	)	)	PUNCT
cana-5204	50	31	.	.	PUNCT
cana-5204	51	1	in	in	ADP
cana-5204	51	2	addition	addition	NOUN
cana-5204	51	3	,	,	PUNCT
cana-5204	51	4	bultrasound	bultrasound	NOUN
cana-5204	51	5	scans	scan	NOUN
cana-5204	51	6	,	,	PUNCT
cana-5204	51	7	a	a	DET
cana-5204	51	8	quick	quick	ADJ
cana-5204	51	9	and	and	CCONJ
cana-5204	51	10	affordable	affordable	ADJ
cana-5204	51	11	substitute	substitute	NOUN
cana-5204	51	12	for	for	ADP
cana-5204	51	13	conventional	conventional	ADJ
cana-5204	51	14	ultrasound	ultrasound	NOUN
cana-5204	51	15	,	,	PUNCT
cana-5204	51	16	are	be	AUX
cana-5204	51	17	commonly	commonly	ADV
cana-5204	51	18	used	use	VERB
cana-5204	51	19	to	to	PART
cana-5204	51	20	both	both	CCONJ
cana-5204	51	21	prevent	prevent	VERB
cana-5204	51	22	and	and	CCONJ
cana-5204	51	23	detect	detect	VERB
cana-5204	51	24	fatty	fatty	NOUN
cana-5204	51	25	liver	liver	NOUN
cana-5204	51	26	disease	disease	NOUN
cana-5204	51	27	in	in	ADP
cana-5204	51	28	people	people	NOUN
cana-5204	51	29	.	.	PUNCT
cana-5204	52	1	doctors	doctor	NOUN
cana-5204	52	2	frequently	frequently	ADV
cana-5204	52	3	use	use	VERB
cana-5204	52	4	liver	liver	NOUN
cana-5204	52	5	ultrasound	ultrasound	NOUN
cana-5204	52	6	imaging	imaging	NOUN
cana-5204	52	7	to	to	PART
cana-5204	52	8	assess	assess	VERB
cana-5204	52	9	the	the	DET
cana-5204	52	10	different	different	ADJ
cana-5204	52	11	degrees	degree	NOUN
cana-5204	52	12	of	of	ADP
cana-5204	52	13	fatty	fatty	NOUN
cana-5204	52	14	liver	liver	NOUN
cana-5204	52	15	(	(	PUNCT
cana-5204	52	16	zhang	zhang	X
cana-5204	52	17	et	et	PROPN
cana-5204	52	18	al	al	PROPN
cana-5204	52	19	.	.	PROPN
cana-5204	52	20	,	,	PUNCT
cana-5204	52	21	n.d	n.d	PROPN
cana-5204	52	22	.	.	PROPN
cana-5204	52	23	)	)	PUNCT
cana-5204	52	24	.	.	PUNCT
cana-5204	53	1	patients	patient	NOUN
cana-5204	53	2	with	with	ADP
cana-5204	53	3	metabolic	metabolic	NOUN
cana-5204	53	4	syndrome	syndrome	NOUN
cana-5204	53	5	who	who	PRON
cana-5204	53	6	were	be	AUX
cana-5204	53	7	diagnosed	diagnose	VERB
cana-5204	53	8	with	with	ADP
cana-5204	53	9	nafld	nafld	ADJ
cana-5204	53	10	early	early	ADV
cana-5204	53	11	were	be	AUX
cana-5204	53	12	able	able	ADJ
cana-5204	53	13	to	to	PART
cana-5204	53	14	successfully	successfully	ADV
cana-5204	53	15	intervene	intervene	VERB
cana-5204	53	16	in	in	ADP
cana-5204	53	17	several	several	ADJ
cana-5204	53	18	ways	way	NOUN
cana-5204	53	19	to	to	PART
cana-5204	53	20	slow	slow	VERB
cana-5204	53	21	the	the	DET
cana-5204	53	22	disease	disease	NOUN
cana-5204	53	23	's	's	PART
cana-5204	53	24	progression	progression	NOUN
cana-5204	53	25	,	,	PUNCT
cana-5204	53	26	including	include	VERB
cana-5204	53	27	making	make	VERB
cana-5204	53	28	significant	significant	ADJ
cana-5204	53	29	lifestyle	lifestyle	NOUN
cana-5204	53	30	changes	change	NOUN
cana-5204	53	31	,	,	PUNCT
cana-5204	53	32	strictly	strictly	ADV
cana-5204	53	33	controlling	control	VERB
cana-5204	53	34	risk	risk	NOUN
cana-5204	53	35	factors	factor	NOUN
cana-5204	53	36	,	,	PUNCT
cana-5204	53	37	and	and	CCONJ
cana-5204	53	38	using	use	VERB
cana-5204	53	39	certain	certain	ADJ
cana-5204	53	40	drugs	drug	NOUN
cana-5204	53	41	.	.	PUNCT
cana-5204	54	1	however	however	ADV
cana-5204	54	2	,	,	PUNCT
cana-5204	54	3	patients	patient	NOUN
cana-5204	54	4	with	with	ADP
cana-5204	54	5	late	late	ADJ
cana-5204	54	6	discovery	discovery	NOUN
cana-5204	54	7	will	will	AUX
cana-5204	54	8	suffer	suffer	VERB
cana-5204	54	9	costly	costly	ADJ
cana-5204	54	10	and	and	CCONJ
cana-5204	54	11	catastrophic	catastrophic	ADJ
cana-5204	54	12	repercussions	repercussion	NOUN
cana-5204	54	13	.	.	PUNCT
cana-5204	55	1	liver	liver	NOUN
cana-5204	55	2	biopsy	biopsy	NOUN
cana-5204	55	3	is	be	AUX
cana-5204	55	4	now	now	ADV
cana-5204	55	5	the	the	DET
cana-5204	55	6	gold	gold	ADJ
cana-5204	55	7	standard	standard	NOUN
cana-5204	55	8	for	for	ADP
cana-5204	55	9	diagnosing	diagnosing	NOUN
cana-5204	55	10	and	and	CCONJ
cana-5204	55	11	staging	stage	VERB
cana-5204	55	12	nafld	nafld	ADV
cana-5204	55	13	,	,	PUNCT
cana-5204	55	14	but	but	CCONJ
cana-5204	55	15	since	since	SCONJ
cana-5204	55	16	it	it	PRON
cana-5204	55	17	is	be	AUX
cana-5204	55	18	so	so	ADV
cana-5204	55	19	invasive	invasive	ADJ
cana-5204	55	20	,	,	PUNCT
cana-5204	55	21	it	it	PRON
cana-5204	55	22	can	can	AUX
cana-5204	55	23	not	not	PART
cana-5204	55	24	be	be	AUX
cana-5204	55	25	utilized	utilize	VERB
cana-5204	55	26	in	in	ADP
cana-5204	55	27	population	population	NOUN
cana-5204	55	28	-	-	PUNCT
cana-5204	55	29	based	base	VERB
cana-5204	55	30	studies	study	NOUN
cana-5204	55	31	.	.	PUNCT
cana-5204	56	1	according	accord	VERB
cana-5204	56	2	to	to	ADP
cana-5204	56	3	a	a	DET
cana-5204	56	4	recent	recent	ADJ
cana-5204	56	5	meta	meta	ADJ
cana-5204	56	6	-	-	PUNCT
cana-5204	56	7	analysis	analysis	NOUN
cana-5204	56	8	,	,	PUNCT
cana-5204	56	9	ultrasonography	ultrasonography	NOUN
cana-5204	56	10	had	have	VERB
cana-5204	56	11	a	a	DET
cana-5204	56	12	greater	great	ADJ
cana-5204	56	13	area	area	NOUN
cana-5204	56	14	under	under	ADP
cana-5204	56	15	the	the	DET
cana-5204	56	16	summary	summary	NOUN
cana-5204	56	17	receiving	receive	VERB
cana-5204	56	18	operating	operating	NOUN
cana-5204	56	19	characteristics	characteristic	NOUN
cana-5204	56	20	(	(	PUNCT
cana-5204	56	21	roc	roc	PROPN
cana-5204	56	22	)	)	PUNCT
cana-5204	56	23	curve	curve	NOUN
cana-5204	56	24	(	(	PUNCT
cana-5204	56	25	.93	.93	NUM
cana-5204	56	26	)	)	PUNCT
cana-5204	56	27	than	than	ADP
cana-5204	56	28	liver	liver	NOUN
cana-5204	56	29	histology	histology	NOUN
cana-5204	56	30	for	for	ADP
cana-5204	56	31	identifying	identify	VERB
cana-5204	56	32	moderate	moderate	ADJ
cana-5204	56	33	to	to	ADP
cana-5204	56	34	severe	severe	ADJ
cana-5204	56	35	nafld	nafld	ADV
cana-5204	56	36	.	.	PUNCT
cana-5204	57	1	the	the	DET
cana-5204	57	2	american	american	PROPN
cana-5204	57	3	association	association	PROPN
cana-5204	57	4	for	for	ADP
cana-5204	57	5	the	the	DET
cana-5204	57	6	study	study	NOUN
cana-5204	57	7	of	of	ADP
cana-5204	57	8	liver	liver	NOUN
cana-5204	57	9	diseases	disease	NOUN
cana-5204	57	10	(	(	PUNCT
cana-5204	57	11	aasld	aasld	NOUN
cana-5204	57	12	)	)	PUNCT
cana-5204	57	13	2012	2012	NUM
cana-5204	57	14	guideline	guideline	NOUN
cana-5204	57	15	discourages	discourage	VERB
cana-5204	57	16	screening	screen	VERB
cana-5204	57	17	for	for	ADP
cana-5204	57	18	liver	liver	NOUN
cana-5204	57	19	disease	disease	NOUN
cana-5204	57	20	due	due	ADP
cana-5204	57	21	to	to	ADP
cana-5204	57	22	the	the	DET
cana-5204	57	23	lack	lack	NOUN
cana-5204	57	24	of	of	ADP
cana-5204	57	25	apparent	apparent	ADJ
cana-5204	57	26	long	long	ADJ
cana-5204	57	27	-	-	PUNCT
cana-5204	57	28	term	term	NOUN
cana-5204	57	29	benefits	benefit	NOUN
cana-5204	57	30	and	and	CCONJ
cana-5204	57	31	cost	cost	NOUN
cana-5204	57	32	-	-	PUNCT
cana-5204	57	33	effectiveness	effectiveness	NOUN
cana-5204	57	34	of	of	ADP
cana-5204	57	35	communications	communication	NOUN
cana-5204	57	36	on	on	ADP
cana-5204	57	37	applied	apply	VERB
cana-5204	57	38	nonlinear	nonlinear	ADJ
cana-5204	57	39	analysis	analysis	NOUN
cana-5204	57	40	issn	issn	NOUN
cana-5204	57	41	:	:	PUNCT
cana-5204	57	42	1074	1074	NUM
cana-5204	57	43	-	-	PUNCT
cana-5204	57	44	133x	133x	NUM
cana-5204	57	45	vol	vol	NOUN
cana-5204	57	46	32	32	NUM
cana-5204	57	47	no	no	NOUN
cana-5204	57	48	.	.	PUNCT
cana-5204	58	1	icmasd	icmasd	NOUN
cana-5204	58	2	(	(	PUNCT
cana-5204	58	3	2025	2025	NUM
cana-5204	58	4	)	)	PUNCT
cana-5204	58	5	1785	1785	NUM
cana-5204	58	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	59	1	nafld	nafld	ADV
cana-5204	59	2	in	in	ADP
cana-5204	59	3	high	high	ADJ
cana-5204	59	4	-	-	PUNCT
cana-5204	59	5	risk	risk	NOUN
cana-5204	59	6	groups	group	NOUN
cana-5204	59	7	(	(	PUNCT
cana-5204	59	8	obesity	obesity	NOUN
cana-5204	59	9	or	or	CCONJ
cana-5204	59	10	diabetes	diabetes	NOUN
cana-5204	59	11	)	)	PUNCT
cana-5204	59	12	(	(	PUNCT
cana-5204	59	13	phisalprapa	phisalprapa	VERB
cana-5204	59	14	et	et	NOUN
cana-5204	59	15	al	al	PROPN
cana-5204	59	16	.	.	PROPN
cana-5204	59	17	,	,	PUNCT
cana-5204	59	18	2017	2017	NUM
cana-5204	59	19	)	)	PUNCT
cana-5204	59	20	.	.	PUNCT
cana-5204	60	1	1.1	1.1	NUM
cana-5204	60	2	major	major	ADJ
cana-5204	60	3	causes	cause	NOUN
cana-5204	60	4	of	of	ADP
cana-5204	60	5	liver	liver	NOUN
cana-5204	60	6	disease	disease	NOUN
cana-5204	60	7	when	when	SCONJ
cana-5204	60	8	the	the	DET
cana-5204	60	9	liver	liver	NOUN
cana-5204	60	10	is	be	AUX
cana-5204	60	11	n't	not	PART
cana-5204	60	12	functioning	function	VERB
cana-5204	60	13	properly	properly	ADV
cana-5204	60	14	,	,	PUNCT
cana-5204	60	15	we	we	PRON
cana-5204	60	16	might	might	AUX
cana-5204	60	17	have	have	VERB
cana-5204	60	18	serious	serious	ADJ
cana-5204	60	19	issues	issue	NOUN
cana-5204	60	20	with	with	ADP
cana-5204	60	21	our	our	PRON
cana-5204	60	22	health	health	NOUN
cana-5204	60	23	.	.	PUNCT
cana-5204	61	1	there	there	PRON
cana-5204	61	2	are	be	VERB
cana-5204	61	3	several	several	ADJ
cana-5204	61	4	factors	factor	NOUN
cana-5204	61	5	and	and	CCONJ
cana-5204	61	6	medical	medical	ADJ
cana-5204	61	7	illnesses	illness	NOUN
cana-5204	61	8	that	that	PRON
cana-5204	61	9	might	might	AUX
cana-5204	61	10	recklessly	recklessly	ADV
cana-5204	61	11	harm	harm	VERB
cana-5204	61	12	the	the	DET
cana-5204	61	13	liver	liver	NOUN
cana-5204	61	14	.	.	PUNCT
cana-5204	62	1	•	•	NUM
cana-5204	62	2	the	the	DET
cana-5204	62	3	most	most	ADV
cana-5204	62	4	frequent	frequent	ADJ
cana-5204	62	5	factor	factor	NOUN
cana-5204	62	6	in	in	ADP
cana-5204	62	7	liver	liver	NOUN
cana-5204	62	8	impairment	impairment	NOUN
cana-5204	62	9	is	be	AUX
cana-5204	62	10	excessive	excessive	ADJ
cana-5204	62	11	alcohol	alcohol	NOUN
cana-5204	62	12	consumption	consumption	NOUN
cana-5204	62	13	.	.	PUNCT
cana-5204	63	1	when	when	SCONJ
cana-5204	63	2	a	a	DET
cana-5204	63	3	person	person	NOUN
cana-5204	63	4	consumes	consume	VERB
cana-5204	63	5	alcohol	alcohol	NOUN
cana-5204	63	6	,	,	PUNCT
cana-5204	63	7	the	the	DET
cana-5204	63	8	liver	liver	NOUN
cana-5204	63	9	switches	switch	VERB
cana-5204	63	10	its	its	PRON
cana-5204	63	11	attention	attention	NOUN
cana-5204	63	12	away	away	ADV
cana-5204	63	13	from	from	ADP
cana-5204	63	14	its	its	PRON
cana-5204	63	15	other	other	ADJ
cana-5204	63	16	duties	duty	NOUN
cana-5204	63	17	and	and	CCONJ
cana-5204	63	18	focuses	focus	VERB
cana-5204	63	19	primarily	primarily	ADV
cana-5204	63	20	on	on	ADP
cana-5204	63	21	transforming	transform	VERB
cana-5204	63	22	alcohol	alcohol	NOUN
cana-5204	63	23	into	into	ADP
cana-5204	63	24	a	a	DET
cana-5204	63	25	less	less	ADV
cana-5204	63	26	harmful	harmful	ADJ
cana-5204	63	27	form	form	NOUN
cana-5204	63	28	.	.	PUNCT
cana-5204	64	1	•	•	NUM
cana-5204	64	2	body	body	NOUN
cana-5204	64	3	fat	fat	ADJ
cana-5204	64	4	levels	level	NOUN
cana-5204	64	5	rise	rise	VERB
cana-5204	64	6	as	as	ADP
cana-5204	64	7	a	a	DET
cana-5204	64	8	result	result	NOUN
cana-5204	64	9	of	of	ADP
cana-5204	64	10	obesity	obesity	NOUN
cana-5204	64	11	,	,	PUNCT
cana-5204	64	12	which	which	PRON
cana-5204	64	13	tends	tend	VERB
cana-5204	64	14	to	to	PART
cana-5204	64	15	collect	collect	VERB
cana-5204	64	16	around	around	ADP
cana-5204	64	17	the	the	DET
cana-5204	64	18	liver	liver	NOUN
cana-5204	64	19	and	and	CCONJ
cana-5204	64	20	result	result	VERB
cana-5204	64	21	in	in	ADP
cana-5204	64	22	fatty	fatty	ADJ
cana-5204	64	23	liver	liver	NOUN
cana-5204	64	24	disease	disease	NOUN
cana-5204	64	25	.	.	PUNCT
cana-5204	65	1	•	•	INTJ
cana-5204	65	2	if	if	SCONJ
cana-5204	65	3	you	you	PRON
cana-5204	65	4	have	have	VERB
cana-5204	65	5	diabetes	diabetes	NOUN
cana-5204	65	6	,	,	PUNCT
cana-5204	65	7	your	your	PRON
cana-5204	65	8	risk	risk	NOUN
cana-5204	65	9	of	of	ADP
cana-5204	65	10	having	have	VERB
cana-5204	65	11	liver	liver	NOUN
cana-5204	65	12	disease	disease	NOUN
cana-5204	65	13	is	be	AUX
cana-5204	65	14	doubled	double	VERB
cana-5204	65	15	.	.	PUNCT
cana-5204	66	1	•	•	NUM
cana-5204	66	2	smoking	smoking	NOUN
cana-5204	66	3	irritates	irritate	VERB
cana-5204	66	4	the	the	DET
cana-5204	66	5	liver	liver	NOUN
cana-5204	66	6	(	(	PUNCT
cana-5204	66	7	bantu	bantu	PROPN
cana-5204	66	8	et	et	PROPN
cana-5204	66	9	al	al	PROPN
cana-5204	66	10	.	.	PROPN
cana-5204	66	11	,	,	PUNCT
cana-5204	66	12	n.d	n.d	PROPN
cana-5204	66	13	.	.	PROPN
cana-5204	66	14	)	)	PUNCT
cana-5204	66	15	.	.	PUNCT
cana-5204	67	1	•	•	NUM
cana-5204	67	2	parasites	parasite	NOUN
cana-5204	67	3	and	and	CCONJ
cana-5204	67	4	viruses	virus	NOUN
cana-5204	67	5	can	can	AUX
cana-5204	67	6	infect	infect	VERB
cana-5204	67	7	the	the	DET
cana-5204	67	8	liver	liver	NOUN
cana-5204	67	9	,	,	PUNCT
cana-5204	67	10	causing	cause	VERB
cana-5204	67	11	inflammation	inflammation	NOUN
cana-5204	67	12	and	and	CCONJ
cana-5204	67	13	impaired	impaired	ADJ
cana-5204	67	14	liver	liver	NOUN
cana-5204	67	15	function	function	NOUN
cana-5204	67	16	.	.	PUNCT
cana-5204	68	1	the	the	DET
cana-5204	68	2	viruses	virus	NOUN
cana-5204	68	3	that	that	PRON
cana-5204	68	4	cause	cause	VERB
cana-5204	68	5	liver	liver	NOUN
cana-5204	68	6	damage	damage	NOUN
cana-5204	68	7	can	can	AUX
cana-5204	68	8	be	be	AUX
cana-5204	68	9	spread	spread	VERB
cana-5204	68	10	by	by	ADP
cana-5204	68	11	direct	direct	ADJ
cana-5204	68	12	contact	contact	NOUN
cana-5204	68	13	with	with	ADP
cana-5204	68	14	an	an	DET
cana-5204	68	15	infected	infected	ADJ
cana-5204	68	16	person	person	NOUN
cana-5204	68	17	,	,	PUNCT
cana-5204	68	18	contaminated	contaminate	VERB
cana-5204	68	19	food	food	NOUN
cana-5204	68	20	or	or	CCONJ
cana-5204	68	21	drink	drink	NOUN
cana-5204	68	22	,	,	PUNCT
cana-5204	68	23	blood	blood	NOUN
cana-5204	68	24	or	or	CCONJ
cana-5204	68	25	semen	semen	NOUN
cana-5204	68	26	,	,	PUNCT
cana-5204	68	27	or	or	CCONJ
cana-5204	68	28	tainted	taint	VERB
cana-5204	68	29	objects	object	NOUN
cana-5204	68	30	.	.	PUNCT
cana-5204	69	1	•	•	NUM
cana-5204	69	2	autoimmune	autoimmune	ADJ
cana-5204	69	3	illnesses	illness	NOUN
cana-5204	69	4	,	,	PUNCT
cana-5204	69	5	in	in	ADP
cana-5204	69	6	which	which	PRON
cana-5204	69	7	your	your	PRON
cana-5204	69	8	immune	immune	ADJ
cana-5204	69	9	system	system	NOUN
cana-5204	69	10	attacks	attack	VERB
cana-5204	69	11	certain	certain	ADJ
cana-5204	69	12	bodily	bodily	ADJ
cana-5204	69	13	organs	organ	NOUN
cana-5204	69	14	,	,	PUNCT
cana-5204	69	15	may	may	AUX
cana-5204	69	16	affect	affect	VERB
cana-5204	69	17	your	your	PRON
cana-5204	69	18	liver	liver	NOUN
cana-5204	69	19	(	(	PUNCT
cana-5204	69	20	mayo	mayo	NOUN
cana-5204	69	21	clinic	clinic	PROPN
cana-5204	69	22	,	,	PUNCT
cana-5204	69	23	n.d	n.d	PROPN
cana-5204	69	24	.	.	PROPN
cana-5204	69	25	)	)	PUNCT
cana-5204	69	26	.	.	PUNCT
cana-5204	70	1	1.2	1.2	NUM
cana-5204	70	2	types	type	NOUN
cana-5204	70	3	of	of	ADP
cana-5204	70	4	liver	liver	NOUN
cana-5204	70	5	diseases	disease	NOUN
cana-5204	70	6	•	•	NOUN
cana-5204	70	7	fatty	fatty	NOUN
cana-5204	70	8	liver	liver	NOUN
cana-5204	70	9	:	:	PUNCT
cana-5204	70	10	through	through	ADP
cana-5204	70	11	the	the	DET
cana-5204	70	12	process	process	NOUN
cana-5204	70	13	of	of	ADP
cana-5204	70	14	limiting	limit	VERB
cana-5204	70	15	,	,	PUNCT
cana-5204	70	16	large	large	ADJ
cana-5204	70	17	triglyceride	triglyceride	ADJ
cana-5204	70	18	fat	fat	ADJ
cana-5204	70	19	vacuoles	vacuole	NOUN
cana-5204	70	20	build	build	VERB
cana-5204	70	21	up	up	ADP
cana-5204	70	22	in	in	ADP
cana-5204	70	23	the	the	DET
cana-5204	70	24	liver	liver	NOUN
cana-5204	70	25	cells	cell	NOUN
cana-5204	70	26	,	,	PUNCT
cana-5204	70	27	causing	cause	VERB
cana-5204	70	28	the	the	DET
cana-5204	70	29	reversible	reversible	ADJ
cana-5204	70	30	disease	disease	NOUN
cana-5204	70	31	known	know	VERB
cana-5204	70	32	as	as	ADP
cana-5204	70	33	fatty	fatty	NOUN
cana-5204	70	34	liver	liver	NOUN
cana-5204	70	35	.	.	PUNCT
cana-5204	71	1	both	both	PRON
cana-5204	71	2	heavy	heavy	ADJ
cana-5204	71	3	drinkers	drinker	NOUN
cana-5204	71	4	and	and	CCONJ
cana-5204	71	5	those	those	PRON
cana-5204	71	6	who	who	PRON
cana-5204	71	7	have	have	AUX
cana-5204	71	8	never	never	ADV
cana-5204	71	9	used	use	VERB
cana-5204	71	10	alcohol	alcohol	NOUN
cana-5204	71	11	may	may	AUX
cana-5204	71	12	experience	experience	VERB
cana-5204	71	13	it(banu	it(banu	NOUN
cana-5204	71	14	priya	priya	PROPN
cana-5204	71	15	et	et	PROPN
cana-5204	71	16	al	al	PROPN
cana-5204	71	17	.	.	PROPN
cana-5204	71	18	,	,	PUNCT
cana-5204	71	19	2018	2018	NUM
cana-5204	71	20	)	)	PUNCT
cana-5204	71	21	.	.	PUNCT
cana-5204	72	1	•	•	NUM
cana-5204	72	2	hepatitis	hepatitis	NOUN
cana-5204	72	3	:	:	PUNCT
cana-5204	72	4	hepatitis	hepatitis	PROPN
cana-5204	72	5	a	a	PRON
cana-5204	72	6	,	,	PUNCT
cana-5204	72	7	b	b	NOUN
cana-5204	72	8	,	,	PUNCT
cana-5204	72	9	and	and	CCONJ
cana-5204	72	10	c	c	NOUN
cana-5204	72	11	viruses	virus	NOUN
cana-5204	72	12	are	be	AUX
cana-5204	72	13	frequently	frequently	ADV
cana-5204	72	14	responsible	responsible	ADJ
cana-5204	72	15	for	for	ADP
cana-5204	72	16	liver	liver	NOUN
cana-5204	72	17	illness	illness	NOUN
cana-5204	72	18	.	.	PUNCT
cana-5204	73	1	hepatitis	hepatitis	NOUN
cana-5204	73	2	can	can	AUX
cana-5204	73	3	also	also	ADV
cana-5204	73	4	result	result	VERB
cana-5204	73	5	from	from	ADP
cana-5204	73	6	other	other	ADJ
cana-5204	73	7	non	non	ADJ
cana-5204	73	8	-	-	ADJ
cana-5204	73	9	infectious	infectious	ADJ
cana-5204	73	10	factors	factor	NOUN
cana-5204	73	11	such	such	ADJ
cana-5204	73	12	as	as	ADP
cana-5204	73	13	excessive	excessive	ADJ
cana-5204	73	14	alcohol	alcohol	NOUN
cana-5204	73	15	or	or	CCONJ
cana-5204	73	16	drug	drug	NOUN
cana-5204	73	17	usage	usage	NOUN
cana-5204	73	18	,	,	PUNCT
cana-5204	73	19	allergies	allergy	NOUN
cana-5204	73	20	,	,	PUNCT
cana-5204	73	21	obesity	obesity	NOUN
cana-5204	73	22	,	,	PUNCT
cana-5204	73	23	or	or	CCONJ
cana-5204	73	24	allergic	allergic	ADJ
cana-5204	73	25	responses	response	NOUN
cana-5204	73	26	.	.	PUNCT
cana-5204	74	1	figure	figure	NOUN
cana-5204	74	2	1	1	NUM
cana-5204	74	3	shows	show	VERB
cana-5204	74	4	the	the	DET
cana-5204	74	5	types	type	NOUN
cana-5204	74	6	of	of	ADP
cana-5204	74	7	liver	liver	NOUN
cana-5204	74	8	disease	disease	NOUN
cana-5204	74	9	.	.	PUNCT
cana-5204	75	1	figure	figure	VERB
cana-5204	75	2	1types	1types	NUM
cana-5204	75	3	of	of	ADP
cana-5204	75	4	liver	liver	NOUN
cana-5204	75	5	disease	disease	NOUN
cana-5204	75	6	communications	communication	NOUN
cana-5204	75	7	on	on	ADP
cana-5204	75	8	applied	apply	VERB
cana-5204	75	9	nonlinear	nonlinear	ADJ
cana-5204	75	10	analysis	analysis	NOUN
cana-5204	75	11	issn	issn	NOUN
cana-5204	75	12	:	:	PUNCT
cana-5204	75	13	1074	1074	NUM
cana-5204	75	14	-	-	PUNCT
cana-5204	75	15	133x	133x	NUM
cana-5204	75	16	vol	vol	NOUN
cana-5204	75	17	32	32	NUM
cana-5204	75	18	no	no	NOUN
cana-5204	75	19	.	.	PUNCT
cana-5204	76	1	icmasd	icmasd	NOUN
cana-5204	76	2	(	(	PUNCT
cana-5204	76	3	2025	2025	NUM
cana-5204	76	4	)	)	PUNCT
cana-5204	76	5	1786	1786	NUM
cana-5204	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	76	7	•	•	NOUN
cana-5204	76	8	cirrhosis	cirrhosis	NOUN
cana-5204	76	9	:	:	PUNCT
cana-5204	76	10	long	long	ADV
cana-5204	76	11	-	-	PUNCT
cana-5204	76	12	lasting	last	VERB
cana-5204	76	13	liver	liver	NOUN
cana-5204	76	14	injury	injury	NOUN
cana-5204	76	15	from	from	ADP
cana-5204	76	16	any	any	DET
cana-5204	76	17	source	source	NOUN
cana-5204	76	18	can	can	AUX
cana-5204	76	19	result	result	VERB
cana-5204	76	20	in	in	ADP
cana-5204	76	21	persistent	persistent	ADJ
cana-5204	76	22	scarring	scarring	NOUN
cana-5204	76	23	,	,	PUNCT
cana-5204	76	24	often	often	ADV
cana-5204	76	25	known	know	VERB
cana-5204	76	26	as	as	ADP
cana-5204	76	27	cirrhosis	cirrhosis	NOUN
cana-5204	76	28	.	.	PUNCT
cana-5204	77	1	the	the	DET
cana-5204	77	2	liver	liver	NOUN
cana-5204	77	3	then	then	ADV
cana-5204	77	4	loses	lose	VERB
cana-5204	77	5	its	its	PRON
cana-5204	77	6	ability	ability	NOUN
cana-5204	77	7	to	to	PART
cana-5204	77	8	perform	perform	VERB
cana-5204	77	9	effectively	effectively	ADV
cana-5204	77	10	.	.	PUNCT
cana-5204	78	1	•	•	NUM
cana-5204	78	2	liver	liver	NOUN
cana-5204	78	3	cancer	cancer	NOUN
cana-5204	78	4	:	:	PUNCT
cana-5204	78	5	the	the	DET
cana-5204	78	6	most	most	ADV
cana-5204	78	7	common	common	ADJ
cana-5204	78	8	kind	kind	NOUN
cana-5204	78	9	of	of	ADP
cana-5204	78	10	liver	liver	NOUN
cana-5204	78	11	cancer	cancer	NOUN
cana-5204	78	12	,	,	PUNCT
cana-5204	78	13	hepatocellular	hepatocellular	ADJ
cana-5204	78	14	carcinoma	carcinoma	NOUN
cana-5204	78	15	,	,	PUNCT
cana-5204	78	16	often	often	ADV
cana-5204	78	17	arises	arise	VERB
cana-5204	78	18	when	when	SCONJ
cana-5204	78	19	cirrhosis	cirrhosis	NOUN
cana-5204	78	20	is	be	AUX
cana-5204	78	21	present	present	ADJ
cana-5204	78	22	(	(	PUNCT
cana-5204	78	23	webmd	webmd	NOUN
cana-5204	78	24	,	,	PUNCT
cana-5204	78	25	n.d	n.d	PROPN
cana-5204	78	26	.	.	PROPN
cana-5204	78	27	)	)	PUNCT
cana-5204	78	28	.	.	PUNCT
cana-5204	79	1	1.3	1.3	NUM
cana-5204	79	2	detection	detection	NOUN
cana-5204	79	3	of	of	ADP
cana-5204	79	4	fatty	fatty	ADJ
cana-5204	79	5	liver	liver	NOUN
cana-5204	79	6	disease	disease	NOUN
cana-5204	79	7	using	use	VERB
cana-5204	79	8	technological	technological	ADJ
cana-5204	79	9	interventions	intervention	NOUN
cana-5204	79	10	the	the	DET
cana-5204	79	11	use	use	NOUN
cana-5204	79	12	of	of	ADP
cana-5204	79	13	common	common	ADJ
cana-5204	79	14	laboratory	laboratory	NOUN
cana-5204	79	15	tests	test	NOUN
cana-5204	79	16	in	in	ADP
cana-5204	79	17	the	the	DET
cana-5204	79	18	medical	medical	ADJ
cana-5204	79	19	field	field	NOUN
cana-5204	79	20	,	,	PUNCT
cana-5204	79	21	such	such	ADJ
cana-5204	79	22	as	as	ADP
cana-5204	79	23	albumin	albumin	ADJ
cana-5204	79	24	,	,	PUNCT
cana-5204	79	25	total	total	ADJ
cana-5204	79	26	bilirubin	bilirubin	NOUN
cana-5204	79	27	,	,	PUNCT
cana-5204	79	28	indirect	indirect	ADJ
cana-5204	79	29	bilirubin	bilirubin	NOUN
cana-5204	79	30	,	,	PUNCT
cana-5204	79	31	alanine	alanine	NOUN
cana-5204	79	32	aminotransferase	aminotransferase	NOUN
cana-5204	79	33	(	(	PUNCT
cana-5204	79	34	alt	alt	PROPN
cana-5204	79	35	)	)	PUNCT
cana-5204	79	36	,	,	PUNCT
cana-5204	79	37	aspartate	aspartate	NOUN
cana-5204	79	38	aminotransferase	aminotransferase	NOUN
cana-5204	79	39	(	(	PUNCT
cana-5204	79	40	ast	ast	PROPN
cana-5204	79	41	)	)	PUNCT
cana-5204	79	42	,	,	PUNCT
cana-5204	79	43	alpha	alpha	NOUN
cana-5204	79	44	-	-	PUNCT
cana-5204	79	45	fetoprotein	fetoprotein	ADJ
cana-5204	79	46	(	(	PUNCT
cana-5204	79	47	afp	afp	NOUN
cana-5204	79	48	)	)	PUNCT
cana-5204	79	49	,	,	PUNCT
cana-5204	79	50	postprandial	postprandial	ADJ
cana-5204	79	51	glucose	glucose	NOUN
cana-5204	79	52	test	test	NOUN
cana-5204	79	53	(	(	PUNCT
cana-5204	79	54	pc%	pc%	NOUN
cana-5204	79	55	)	)	PUNCT
cana-5204	79	56	,	,	PUNCT
cana-5204	79	57	international	international	PROPN
cana-5204	79	58	normalized	normalize	VERB
cana-5204	79	59	ratio	ratio	NOUN
cana-5204	79	60	(	(	PUNCT
cana-5204	79	61	inr	inr	PROPN
cana-5204	79	62	)	)	PUNCT
cana-5204	79	63	,	,	PUNCT
cana-5204	79	64	amount	amount	NOUN
cana-5204	79	65	of	of	ADP
cana-5204	79	66	hcv_rna	hcv_rna	NOUN
cana-5204	79	67	,	,	PUNCT
cana-5204	79	68	white	white	ADJ
cana-5204	79	69	blood	blood	NOUN
cana-5204	79	70	cells	cell	NOUN
cana-5204	79	71	(	(	PUNCT
cana-5204	79	72	wbc	wbc	PROPN
cana-5204	79	73	)	)	PUNCT
cana-5204	79	74	count	count	NOUN
cana-5204	79	75	,	,	PUNCT
cana-5204	79	76	hemoglobin	hemoglobin	NOUN
cana-5204	79	77	(	(	PUNCT
cana-5204	79	78	hb	hb	PROPN
cana-5204	79	79	)	)	PUNCT
cana-5204	79	80	,	,	PUNCT
cana-5204	79	81	platelet	platelet	NOUN
cana-5204	79	82	count	count	NOUN
cana-5204	79	83	(	(	PUNCT
cana-5204	79	84	hashem	hashem	X
cana-5204	79	85	et	et	PROPN
cana-5204	79	86	al	al	PROPN
cana-5204	79	87	.	.	PROPN
cana-5204	79	88	,	,	PUNCT
cana-5204	79	89	2018	2018	NUM
cana-5204	79	90	)	)	PUNCT
cana-5204	79	91	.	.	PUNCT
cana-5204	80	1	both	both	DET
cana-5204	80	2	artificial	artificial	ADJ
cana-5204	80	3	intelligence	intelligence	NOUN
cana-5204	80	4	-	-	PUNCT
cana-5204	80	5	based	base	VERB
cana-5204	80	6	and	and	CCONJ
cana-5204	80	7	pre	pre	ADJ
cana-5204	80	8	-	-	ADJ
cana-5204	80	9	defined	define	VERB
cana-5204	80	10	non	non	ADJ
cana-5204	80	11	-	-	ADJ
cana-5204	80	12	ai	ai	ADJ
cana-5204	80	13	medical	medical	ADJ
cana-5204	80	14	procedures	procedure	NOUN
cana-5204	80	15	can	can	AUX
cana-5204	80	16	be	be	AUX
cana-5204	80	17	used	use	VERB
cana-5204	80	18	to	to	PART
cana-5204	80	19	identify	identify	VERB
cana-5204	80	20	fatty	fatty	ADJ
cana-5204	80	21	liver	liver	NOUN
cana-5204	80	22	.	.	PUNCT
cana-5204	81	1	numerous	numerous	ADJ
cana-5204	81	2	studies	study	NOUN
cana-5204	81	3	have	have	AUX
cana-5204	81	4	shown	show	VERB
cana-5204	81	5	that	that	SCONJ
cana-5204	81	6	learning	learning	NOUN
cana-5204	81	7	is	be	AUX
cana-5204	81	8	necessary	necessary	ADJ
cana-5204	81	9	for	for	SCONJ
cana-5204	81	10	intellect	intellect	NOUN
cana-5204	81	11	to	to	PART
cana-5204	81	12	grow	grow	VERB
cana-5204	81	13	.	.	PUNCT
cana-5204	82	1	among	among	ADP
cana-5204	82	2	the	the	DET
cana-5204	82	3	many	many	ADJ
cana-5204	82	4	different	different	ADJ
cana-5204	82	5	machine	machine	NOUN
cana-5204	82	6	learning	learn	VERB
cana-5204	82	7	techniques	technique	NOUN
cana-5204	82	8	are	be	AUX
cana-5204	82	9	supervised	supervise	VERB
cana-5204	82	10	,	,	PUNCT
cana-5204	82	11	unsupervised	unsupervised	ADJ
cana-5204	82	12	,	,	PUNCT
cana-5204	82	13	semi	semi	ADJ
cana-5204	82	14	-	-	ADJ
cana-5204	82	15	supervised	supervised	ADJ
cana-5204	82	16	,	,	PUNCT
cana-5204	82	17	reinforcement	reinforcement	NOUN
cana-5204	82	18	,	,	PUNCT
cana-5204	82	19	evolutionary	evolutionary	ADJ
cana-5204	82	20	learning	learning	NOUN
cana-5204	82	21	,	,	PUNCT
cana-5204	82	22	and	and	CCONJ
cana-5204	82	23	deep	deep	ADJ
cana-5204	82	24	learning	learning	NOUN
cana-5204	82	25	.	.	PUNCT
cana-5204	83	1	these	these	DET
cana-5204	83	2	techniques	technique	NOUN
cana-5204	83	3	are	be	AUX
cana-5204	83	4	used	use	VERB
cana-5204	83	5	to	to	PART
cana-5204	83	6	group	group	VERB
cana-5204	83	7	the	the	DET
cana-5204	83	8	data	data	NOUN
cana-5204	83	9	gathering	gathering	NOUN
cana-5204	83	10	(	(	PUNCT
cana-5204	83	11	fatima	fatima	PROPN
cana-5204	83	12	&	&	CCONJ
cana-5204	83	13	pasha	pasha	PROPN
cana-5204	83	14	,	,	PUNCT
cana-5204	83	15	2017	2017	NUM
cana-5204	83	16	)	)	PUNCT
cana-5204	83	17	.	.	PUNCT
cana-5204	84	1	the	the	DET
cana-5204	84	2	fast	fast	ADJ
cana-5204	84	3	development	development	NOUN
cana-5204	84	4	of	of	ADP
cana-5204	84	5	artificial	artificial	ADJ
cana-5204	84	6	intelligence	intelligence	NOUN
cana-5204	84	7	technology	technology	NOUN
cana-5204	84	8	and	and	CCONJ
cana-5204	84	9	the	the	DET
cana-5204	84	10	diagnostic	diagnostic	ADJ
cana-5204	84	11	assessment	assessment	NOUN
cana-5204	84	12	of	of	ADP
cana-5204	84	13	the	the	DET
cana-5204	84	14	stage	stage	NOUN
cana-5204	84	15	of	of	ADP
cana-5204	84	16	liver	liver	NOUN
cana-5204	84	17	fibrosis	fibrosis	NOUN
cana-5204	84	18	have	have	AUX
cana-5204	84	19	both	both	PRON
cana-5204	84	20	benefited	benefit	VERB
cana-5204	84	21	substantially	substantially	ADV
cana-5204	84	22	from	from	ADP
cana-5204	84	23	deep	deep	ADJ
cana-5204	84	24	learning	learning	NOUN
cana-5204	84	25	.	.	PUNCT
cana-5204	85	1	using	use	VERB
cana-5204	85	2	this	this	DET
cana-5204	85	3	method	method	NOUN
cana-5204	85	4	to	to	PART
cana-5204	85	5	diagnose	diagnose	VERB
cana-5204	85	6	nafld	nafld	ADV
cana-5204	85	7	will	will	AUX
cana-5204	85	8	increase	increase	VERB
cana-5204	85	9	the	the	DET
cana-5204	85	10	sensitivity	sensitivity	NOUN
cana-5204	85	11	of	of	ADP
cana-5204	85	12	imaging	imaging	NOUN
cana-5204	85	13	.	.	PUNCT
cana-5204	86	1	in	in	ADP
cana-5204	86	2	addition	addition	NOUN
cana-5204	86	3	,	,	PUNCT
cana-5204	86	4	we	we	PRON
cana-5204	86	5	assessed	assess	VERB
cana-5204	86	6	the	the	DET
cana-5204	86	7	efficacy	efficacy	NOUN
cana-5204	86	8	of	of	ADP
cana-5204	86	9	several	several	ADJ
cana-5204	86	10	image	image	NOUN
cana-5204	86	11	-	-	PUNCT
cana-5204	86	12	processing	process	VERB
cana-5204	86	13	techniques	technique	NOUN
cana-5204	86	14	to	to	PART
cana-5204	86	15	find	find	VERB
cana-5204	86	16	any	any	DET
cana-5204	86	17	elements	element	NOUN
cana-5204	86	18	useful	useful	ADJ
cana-5204	86	19	for	for	ADP
cana-5204	86	20	nafld	nafld	ADJ
cana-5204	86	21	diagnosis	diagnosis	NOUN
cana-5204	86	22	.	.	PUNCT
cana-5204	87	1	in	in	ADP
cana-5204	87	2	addition	addition	NOUN
cana-5204	87	3	,	,	PUNCT
cana-5204	87	4	we	we	PRON
cana-5204	87	5	intended	intend	VERB
cana-5204	87	6	to	to	PART
cana-5204	87	7	look	look	VERB
cana-5204	87	8	at	at	ADP
cana-5204	87	9	how	how	SCONJ
cana-5204	87	10	deep	deep	ADJ
cana-5204	87	11	learning	learning	NOUN
cana-5204	87	12	might	might	AUX
cana-5204	87	13	be	be	AUX
cana-5204	87	14	used	use	VERB
cana-5204	87	15	to	to	PART
cana-5204	87	16	analyze	analyze	VERB
cana-5204	87	17	us	we	PRON
cana-5204	87	18	images	image	NOUN
cana-5204	87	19	.	.	PUNCT
cana-5204	88	1	table	table	NOUN
cana-5204	88	2	1	1	NUM
cana-5204	88	3	displays	display	VERB
cana-5204	88	4	the	the	DET
cana-5204	88	5	various	various	ADJ
cana-5204	88	6	ai	ai	ADJ
cana-5204	88	7	detection	detection	NOUN
cana-5204	88	8	methods	method	NOUN
cana-5204	88	9	(	(	PUNCT
cana-5204	88	10	cao	cao	PROPN
cana-5204	88	11	et	et	PROPN
cana-5204	88	12	al	al	PROPN
cana-5204	88	13	.	.	PROPN
cana-5204	88	14	,	,	PUNCT
cana-5204	88	15	2019	2019	NUM
cana-5204	88	16	)	)	PUNCT
cana-5204	88	17	.	.	PUNCT
cana-5204	89	1	iteratively	iteratively	ADV
cana-5204	89	2	calculating	calculate	VERB
cana-5204	89	3	weak	weak	ADJ
cana-5204	89	4	classifiers	classifier	NOUN
cana-5204	89	5	is	be	AUX
cana-5204	89	6	the	the	DET
cana-5204	89	7	goal	goal	NOUN
cana-5204	89	8	of	of	ADP
cana-5204	89	9	the	the	DET
cana-5204	89	10	gradient	gradient	ADJ
cana-5204	89	11	boosting	boosting	NOUN
cana-5204	89	12	-	-	PUNCT
cana-5204	89	13	based	base	VERB
cana-5204	89	14	integrated	integrated	ADJ
cana-5204	89	15	learning	learning	NOUN
cana-5204	89	16	approach	approach	NOUN
cana-5204	89	17	known	know	VERB
cana-5204	89	18	as	as	ADP
cana-5204	89	19	xgboost	xgboost	PROPN
cana-5204	89	20	,	,	PUNCT
cana-5204	89	21	which	which	PRON
cana-5204	89	22	aims	aim	VERB
cana-5204	89	23	to	to	PART
cana-5204	89	24	enhance	enhance	VERB
cana-5204	89	25	classification	classification	NOUN
cana-5204	89	26	performance	performance	NOUN
cana-5204	89	27	.	.	PUNCT
cana-5204	90	1	additionally	additionally	ADV
cana-5204	90	2	,	,	PUNCT
cana-5204	90	3	the	the	DET
cana-5204	90	4	xgboost	xgboost	PROPN
cana-5204	90	5	network	network	NOUN
cana-5204	90	6	structure	structure	NOUN
cana-5204	90	7	enables	enable	VERB
cana-5204	90	8	it	it	PRON
cana-5204	90	9	to	to	PART
cana-5204	90	10	process	process	VERB
cana-5204	90	11	high	high	ADJ
cana-5204	90	12	-	-	PUNCT
cana-5204	90	13	level	level	NOUN
cana-5204	90	14	sparse	sparse	ADJ
cana-5204	90	15	data	datum	NOUN
cana-5204	90	16	more	more	ADV
cana-5204	90	17	quickly	quickly	ADV
cana-5204	90	18	,	,	PUNCT
cana-5204	90	19	which	which	PRON
cana-5204	90	20	cuts	cut	VERB
cana-5204	90	21	down	down	ADP
cana-5204	90	22	on	on	ADP
cana-5204	90	23	the	the	DET
cana-5204	90	24	model	model	NOUN
cana-5204	90	25	's	's	PART
cana-5204	90	26	training	training	NOUN
cana-5204	90	27	and	and	CCONJ
cana-5204	90	28	prediction	prediction	NOUN
cana-5204	90	29	timeframes	timeframe	NOUN
cana-5204	90	30	.	.	PUNCT
cana-5204	91	1	xgboost	xgboost	PROPN
cana-5204	91	2	has	have	AUX
cana-5204	91	3	been	be	AUX
cana-5204	91	4	widely	widely	ADV
cana-5204	91	5	used	use	VERB
cana-5204	91	6	in	in	ADP
cana-5204	91	7	industries	industry	NOUN
cana-5204	91	8	like	like	ADP
cana-5204	91	9	risk	risk	NOUN
cana-5204	91	10	analysis	analysis	NOUN
cana-5204	91	11	,	,	PUNCT
cana-5204	91	12	recommender	recommender	NOUN
cana-5204	91	13	systems	system	NOUN
cana-5204	91	14	,	,	PUNCT
cana-5204	91	15	and	and	CCONJ
cana-5204	91	16	other	other	ADJ
cana-5204	91	17	things	thing	NOUN
cana-5204	91	18	.	.	PUNCT
cana-5204	92	1	the	the	DET
cana-5204	92	2	logistic	logistic	ADJ
cana-5204	92	3	regression	regression	NOUN
cana-5204	92	4	model	model	NOUN
cana-5204	92	5	develops	develop	VERB
cana-5204	92	6	a	a	DET
cana-5204	92	7	multiple	multiple	ADJ
cana-5204	92	8	regression	regression	NOUN
cana-5204	92	9	relationship	relationship	NOUN
cana-5204	92	10	between	between	ADP
cana-5204	92	11	a	a	DET
cana-5204	92	12	dependent	dependent	ADJ
cana-5204	92	13	variable	variable	NOUN
cana-5204	92	14	and	and	CCONJ
cana-5204	92	15	several	several	ADJ
cana-5204	92	16	independent	independent	ADJ
cana-5204	92	17	factors	factor	NOUN
cana-5204	92	18	to	to	PART
cana-5204	92	19	predict	predict	VERB
cana-5204	92	20	the	the	DET
cana-5204	92	21	chance	chance	NOUN
cana-5204	92	22	of	of	ADP
cana-5204	92	23	an	an	DET
cana-5204	92	24	event	event	NOUN
cana-5204	92	25	(	(	PUNCT
cana-5204	92	26	liu	liu	PROPN
cana-5204	92	27	et	et	PROPN
cana-5204	92	28	al	al	PROPN
cana-5204	92	29	.	.	PROPN
cana-5204	92	30	,	,	PUNCT
cana-5204	92	31	2021	2021	NUM
cana-5204	92	32	)	)	PUNCT
cana-5204	92	33	.	.	PUNCT
cana-5204	93	1	due	due	ADP
cana-5204	93	2	to	to	ADP
cana-5204	93	3	its	its	PRON
cana-5204	93	4	incredibly	incredibly	ADV
cana-5204	93	5	high	high	ADJ
cana-5204	93	6	accuracy	accuracy	NOUN
cana-5204	93	7	rates	rate	NOUN
cana-5204	93	8	,	,	PUNCT
cana-5204	93	9	several	several	ADJ
cana-5204	93	10	studies	study	NOUN
cana-5204	93	11	and	and	CCONJ
cana-5204	93	12	tests	test	NOUN
cana-5204	93	13	have	have	AUX
cana-5204	93	14	shown	show	VERB
cana-5204	93	15	that	that	SCONJ
cana-5204	93	16	the	the	DET
cana-5204	93	17	svm	svm	ADJ
cana-5204	93	18	classifier	classifier	NOUN
cana-5204	93	19	is	be	AUX
cana-5204	93	20	the	the	DET
cana-5204	93	21	most	most	ADV
cana-5204	93	22	accurate	accurate	ADJ
cana-5204	93	23	algorithm	algorithm	NOUN
cana-5204	93	24	currently	currently	ADV
cana-5204	93	25	in	in	ADP
cana-5204	93	26	use	use	NOUN
cana-5204	93	27	.	.	PUNCT
cana-5204	94	1	however	however	ADV
cana-5204	94	2	,	,	PUNCT
cana-5204	94	3	the	the	DET
cana-5204	94	4	naive	naive	ADJ
cana-5204	94	5	bayes	bayes	NOUN
cana-5204	94	6	classifier	classifier	PROPN
cana-5204	94	7	exhibits	exhibit	VERB
cana-5204	94	8	higher	high	ADJ
cana-5204	94	9	appropriateness	appropriateness	NOUN
cana-5204	94	10	in	in	ADP
cana-5204	94	11	that	that	DET
cana-5204	94	12	regard	regard	NOUN
cana-5204	94	13	because	because	SCONJ
cana-5204	94	14	it	it	PRON
cana-5204	94	15	completes	complete	VERB
cana-5204	94	16	the	the	DET
cana-5204	94	17	forecasting	forecasting	NOUN
cana-5204	94	18	process	process	NOUN
cana-5204	94	19	in	in	ADP
cana-5204	94	20	the	the	DET
cana-5204	94	21	smallest	small	ADJ
cana-5204	94	22	amount	amount	NOUN
cana-5204	94	23	of	of	ADP
cana-5204	94	24	time	time	NOUN
cana-5204	94	25	(	(	PUNCT
cana-5204	94	26	durai	durai	X
cana-5204	94	27	et	et	PROPN
cana-5204	94	28	al	al	PROPN
cana-5204	94	29	.	.	PROPN
cana-5204	94	30	,	,	PUNCT
cana-5204	94	31	n.d	n.d	PROPN
cana-5204	94	32	.	.	PROPN
cana-5204	94	33	)	)	PUNCT
cana-5204	94	34	.	.	PUNCT
cana-5204	95	1	table	table	NOUN
cana-5204	95	2	1	1	NUM
cana-5204	95	3	various	various	ADJ
cana-5204	95	4	ai	ai	PROPN
cana-5204	95	5	detection	detection	NOUN
cana-5204	95	6	methods	method	NOUN
cana-5204	95	7	fatty	fatty	VERB
cana-5204	95	8	liver	liver	NOUN
cana-5204	95	9	detection	detection	NOUN
cana-5204	95	10	machine	machine	NOUN
cana-5204	95	11	learning	learn	VERB
cana-5204	95	12	techniques	technique	NOUN
cana-5204	95	13	deep	deep	ADJ
cana-5204	95	14	learning	learning	NOUN
cana-5204	95	15	techniques	technique	NOUN
cana-5204	95	16	ct	ct	NOUN
cana-5204	95	17	scan	scan	INTJ
cana-5204	95	18	simple	simple	ADJ
cana-5204	95	19	linear	linear	PROPN
cana-5204	95	20	regression	regression	NOUN
cana-5204	95	21	convolutional	convolutional	ADJ
cana-5204	95	22	neural	neural	ADJ
cana-5204	95	23	networks	network	NOUN
cana-5204	95	24	mri	mri	VERB
cana-5204	95	25	multilinear	multilinear	PROPN
cana-5204	95	26	regression	regression	PROPN
cana-5204	95	27	recurrent	recurrent	ADJ
cana-5204	95	28	neural	neural	ADJ
cana-5204	95	29	networks	network	NOUN
cana-5204	95	30	communications	communication	NOUN
cana-5204	95	31	on	on	ADP
cana-5204	95	32	applied	apply	VERB
cana-5204	95	33	nonlinear	nonlinear	ADJ
cana-5204	95	34	analysis	analysis	NOUN
cana-5204	95	35	issn	issn	NOUN
cana-5204	95	36	:	:	PUNCT
cana-5204	95	37	1074	1074	NUM
cana-5204	95	38	-	-	PUNCT
cana-5204	95	39	133x	133x	NUM
cana-5204	95	40	vol	vol	NOUN
cana-5204	95	41	32	32	NUM
cana-5204	95	42	no	no	NOUN
cana-5204	95	43	.	.	PUNCT
cana-5204	96	1	icmasd	icmasd	NOUN
cana-5204	96	2	(	(	PUNCT
cana-5204	96	3	2025	2025	NUM
cana-5204	96	4	)	)	PUNCT
cana-5204	96	5	1787	1787	NUM
cana-5204	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	97	1	x	x	X
cana-5204	97	2	-	-	NOUN
cana-5204	97	3	ray	ray	NOUN
cana-5204	97	4	logistics	logistic	NOUN
cana-5204	97	5	regression	regression	PROPN
cana-5204	97	6	generative	generative	ADJ
cana-5204	97	7	adversarial	adversarial	ADJ
cana-5204	97	8	networks	network	NOUN
cana-5204	97	9	decision	decision	NOUN
cana-5204	97	10	tree	tree	NOUN
cana-5204	97	11	radial	radial	ADJ
cana-5204	97	12	basis	basis	NOUN
cana-5204	97	13	function	function	NOUN
cana-5204	97	14	networks	network	NOUN
cana-5204	97	15	svm	svm	VERB
cana-5204	97	16	multilayer	multilayer	ADJ
cana-5204	97	17	perceptrons	perceptron	NOUN
cana-5204	97	18	it	it	PRON
cana-5204	97	19	assessed	assess	VERB
cana-5204	97	20	the	the	DET
cana-5204	97	21	severity	severity	NOUN
cana-5204	97	22	of	of	ADP
cana-5204	97	23	fat	fat	NOUN
cana-5204	97	24	using	use	VERB
cana-5204	97	25	a	a	DET
cana-5204	97	26	multinomial	multinomial	ADJ
cana-5204	97	27	logistic	logistic	ADJ
cana-5204	97	28	model	model	NOUN
cana-5204	97	29	and	and	CCONJ
cana-5204	97	30	extracted	extract	VERB
cana-5204	97	31	several	several	ADJ
cana-5204	97	32	components	component	NOUN
cana-5204	97	33	from	from	ADP
cana-5204	97	34	the	the	DET
cana-5204	97	35	image	image	NOUN
cana-5204	97	36	,	,	PUNCT
cana-5204	97	37	such	such	ADJ
cana-5204	97	38	as	as	ADP
cana-5204	97	39	the	the	DET
cana-5204	97	40	slope	slope	NOUN
cana-5204	97	41	of	of	ADP
cana-5204	97	42	the	the	DET
cana-5204	97	43	frequency	frequency	NOUN
cana-5204	97	44	downshift	downshift	NOUN
cana-5204	97	45	and	and	CCONJ
cana-5204	97	46	glcm	glcm	PROPN
cana-5204	97	47	characteristics	characteristic	NOUN
cana-5204	97	48	like	like	ADP
cana-5204	97	49	autocorrelation	autocorrelation	NOUN
cana-5204	97	50	and	and	CCONJ
cana-5204	97	51	signal	signal	NOUN
cana-5204	97	52	-	-	PUNCT
cana-5204	97	53	to	to	ADP
cana-5204	97	54	-	-	PUNCT
cana-5204	97	55	noise	noise	NOUN
cana-5204	97	56	ratio	ratio	NOUN
cana-5204	97	57	.	.	PUNCT
cana-5204	98	1	the	the	DET
cana-5204	98	2	estimation	estimation	NOUN
cana-5204	98	3	of	of	ADP
cana-5204	98	4	liver	liver	NOUN
cana-5204	98	5	fat	fat	NOUN
cana-5204	98	6	has	have	AUX
cana-5204	98	7	recently	recently	ADV
cana-5204	98	8	been	be	AUX
cana-5204	98	9	done	do	VERB
cana-5204	98	10	using	use	VERB
cana-5204	98	11	a	a	DET
cana-5204	98	12	cubic	cubic	ADJ
cana-5204	98	13	support	support	NOUN
cana-5204	98	14	vector	vector	NOUN
cana-5204	98	15	machine	machine	NOUN
cana-5204	98	16	classifier	classifier	NOUN
cana-5204	98	17	with	with	ADP
cana-5204	98	18	scattering	scatter	VERB
cana-5204	98	19	parameters	parameter	NOUN
cana-5204	98	20	and	and	CCONJ
cana-5204	98	21	features	feature	NOUN
cana-5204	98	22	based	base	VERB
cana-5204	98	23	on	on	ADP
cana-5204	98	24	curvelets	curvelet	NOUN
cana-5204	98	25	.	.	PUNCT
cana-5204	99	1	computer	computer	NOUN
cana-5204	99	2	-	-	PUNCT
cana-5204	99	3	aided	aid	VERB
cana-5204	99	4	diagnosis	diagnosis	NOUN
cana-5204	99	5	techniques	technique	NOUN
cana-5204	99	6	in	in	ADP
cana-5204	99	7	the	the	DET
cana-5204	99	8	literature	literature	NOUN
cana-5204	99	9	categorize	categorize	VERB
cana-5204	99	10	data	datum	NOUN
cana-5204	99	11	using	use	VERB
cana-5204	99	12	handcrafted	handcraft	VERB
cana-5204	99	13	qualities	quality	NOUN
cana-5204	99	14	(	(	PUNCT
cana-5204	99	15	reddy	reddy	PROPN
cana-5204	99	16	et	et	PROPN
cana-5204	99	17	al	al	PROPN
cana-5204	99	18	.	.	PROPN
cana-5204	99	19	,	,	PUNCT
cana-5204	99	20	n.d	n.d	PROPN
cana-5204	99	21	.	.	PROPN
cana-5204	99	22	)	)	PUNCT
cana-5204	99	23	.	.	PUNCT
cana-5204	100	1	contrary	contrary	ADJ
cana-5204	100	2	to	to	ADP
cana-5204	100	3	conventional	conventional	ADJ
cana-5204	100	4	machine	machine	NOUN
cana-5204	100	5	learning	learn	VERB
cana-5204	100	6	techniques	technique	NOUN
cana-5204	100	7	that	that	PRON
cana-5204	100	8	build	build	VERB
cana-5204	100	9	classifiers	classifier	NOUN
cana-5204	100	10	based	base	VERB
cana-5204	100	11	on	on	ADP
cana-5204	100	12	human	human	NOUN
cana-5204	100	13	-	-	PUNCT
cana-5204	100	14	designed	design	VERB
cana-5204	100	15	characteristics	characteristic	NOUN
cana-5204	100	16	,	,	PUNCT
cana-5204	100	17	convolutional	convolutional	ADJ
cana-5204	100	18	neural	neural	ADJ
cana-5204	100	19	networks	network	NOUN
cana-5204	100	20	,	,	PUNCT
cana-5204	100	21	the	the	DET
cana-5204	100	22	most	most	ADV
cana-5204	100	23	popular	popular	ADJ
cana-5204	100	24	method	method	NOUN
cana-5204	100	25	for	for	ADP
cana-5204	100	26	creating	create	VERB
cana-5204	100	27	deep	deep	ADJ
cana-5204	100	28	neural	neural	ADJ
cana-5204	100	29	networks	network	NOUN
cana-5204	100	30	for	for	ADP
cana-5204	100	31	image	image	NOUN
cana-5204	100	32	analysis	analysis	NOUN
cana-5204	100	33	,	,	PUNCT
cana-5204	100	34	perform	perform	VERB
cana-5204	100	35	end	end	NOUN
cana-5204	100	36	-	-	PUNCT
cana-5204	100	37	to	to	ADP
cana-5204	100	38	-	-	PUNCT
cana-5204	100	39	end	end	NOUN
cana-5204	100	40	learning	learning	NOUN
cana-5204	100	41	to	to	PART
cana-5204	100	42	automatically	automatically	ADV
cana-5204	100	43	extract	extract	VERB
cana-5204	100	44	features	feature	NOUN
cana-5204	100	45	by	by	ADP
cana-5204	100	46	learning	learn	VERB
cana-5204	100	47	multiple	multiple	ADJ
cana-5204	100	48	convolutional	convolutional	ADJ
cana-5204	100	49	filters	filter	NOUN
cana-5204	100	50	and	and	CCONJ
cana-5204	100	51	training	training	NOUN
cana-5204	100	52	classifiers	classifier	NOUN
cana-5204	100	53	at	at	ADP
cana-5204	100	54	the	the	DET
cana-5204	100	55	same	same	ADJ
cana-5204	100	56	time	time	NOUN
cana-5204	100	57	.	.	PUNCT
cana-5204	101	1	cnns	cnns	PROPN
cana-5204	101	2	are	be	AUX
cana-5204	101	3	composed	compose	VERB
cana-5204	101	4	of	of	ADP
cana-5204	101	5	convolutional	convolutional	ADJ
cana-5204	101	6	layers	layer	NOUN
cana-5204	101	7	,	,	PUNCT
cana-5204	101	8	pooling	pool	VERB
cana-5204	101	9	layers	layer	NOUN
cana-5204	101	10	,	,	PUNCT
cana-5204	101	11	and	and	CCONJ
cana-5204	101	12	fully	fully	ADV
cana-5204	101	13	connected	connected	ADJ
cana-5204	101	14	layers	layer	NOUN
cana-5204	101	15	.	.	PUNCT
cana-5204	102	1	these	these	DET
cana-5204	102	2	layers	layer	NOUN
cana-5204	102	3	share	share	VERB
cana-5204	102	4	few	few	ADJ
cana-5204	102	5	parameters	parameter	NOUN
cana-5204	102	6	and	and	CCONJ
cana-5204	102	7	have	have	VERB
cana-5204	102	8	sporadic	sporadic	ADJ
cana-5204	102	9	communication	communication	NOUN
cana-5204	102	10	.	.	PUNCT
cana-5204	103	1	except	except	SCONJ
cana-5204	103	2	for	for	ADP
cana-5204	103	3	the	the	DET
cana-5204	103	4	final	final	ADJ
cana-5204	103	5	few	few	ADJ
cana-5204	103	6	fully	fully	ADV
cana-5204	103	7	connected	connected	ADJ
cana-5204	103	8	layers	layer	NOUN
cana-5204	103	9	,	,	PUNCT
cana-5204	103	10	cnns	cnn	NOUN
cana-5204	103	11	stack	stack	VERB
cana-5204	103	12	several	several	ADJ
cana-5204	103	13	convolutional	convolutional	ADJ
cana-5204	103	14	blocks	block	NOUN
cana-5204	103	15	made	make	VERB
cana-5204	103	16	up	up	ADP
cana-5204	103	17	of	of	ADP
cana-5204	103	18	convolutional	convolutional	ADJ
cana-5204	103	19	layers	layer	NOUN
cana-5204	103	20	and	and	CCONJ
cana-5204	103	21	pooling	pool	VERB
cana-5204	103	22	layers	layer	NOUN
cana-5204	103	23	alternatively	alternatively	ADV
cana-5204	103	24	for	for	ADP
cana-5204	103	25	feature	feature	NOUN
cana-5204	103	26	learning	learn	VERB
cana-5204	103	27	from	from	ADP
cana-5204	103	28	low	low	ADJ
cana-5204	103	29	to	to	ADP
cana-5204	103	30	high	high	ADJ
cana-5204	103	31	levels	level	NOUN
cana-5204	103	32	.	.	PUNCT
cana-5204	104	1	cnns	cnns	PROPN
cana-5204	104	2	have	have	AUX
cana-5204	104	3	been	be	AUX
cana-5204	104	4	utilized	utilize	VERB
cana-5204	104	5	to	to	PART
cana-5204	104	6	partition	partition	VERB
cana-5204	104	7	the	the	DET
cana-5204	104	8	liver	liver	NOUN
cana-5204	104	9	region	region	NOUN
cana-5204	104	10	of	of	ADP
cana-5204	104	11	ct	ct	NUM
cana-5204	104	12	images	image	NOUN
cana-5204	104	13	and	and	CCONJ
cana-5204	104	14	estimate	estimate	VERB
cana-5204	104	15	the	the	DET
cana-5204	104	16	stage	stage	NOUN
cana-5204	104	17	label	label	NOUN
cana-5204	104	18	to	to	ADP
cana-5204	104	19	stage	stage	NOUN
cana-5204	104	20	fibrosis	fibrosis	NOUN
cana-5204	104	21	.	.	PUNCT
cana-5204	105	1	cnns	cnns	PROPN
cana-5204	105	2	are	be	AUX
cana-5204	105	3	employed	employ	VERB
cana-5204	105	4	to	to	PART
cana-5204	105	5	automatically	automatically	ADV
cana-5204	105	6	evaluate	evaluate	VERB
cana-5204	105	7	the	the	DET
cana-5204	105	8	ballooning	ballooning	NOUN
cana-5204	105	9	,	,	PUNCT
cana-5204	105	10	inflammation	inflammation	NOUN
cana-5204	105	11	,	,	PUNCT
cana-5204	105	12	steatosis	steatosis	NOUN
cana-5204	105	13	,	,	PUNCT
cana-5204	105	14	and	and	CCONJ
cana-5204	105	15	fibrosis	fibrosis	NOUN
cana-5204	105	16	histological	histological	ADJ
cana-5204	105	17	features	feature	NOUN
cana-5204	105	18	in	in	ADP
cana-5204	105	19	histology	histology	NOUN
cana-5204	105	20	images	image	NOUN
cana-5204	105	21	(	(	PUNCT
cana-5204	105	22	wong	wong	PROPN
cana-5204	105	23	et	et	PROPN
cana-5204	105	24	al	al	PROPN
cana-5204	105	25	.	.	PROPN
cana-5204	105	26	,	,	PUNCT
cana-5204	105	27	2021	2021	NUM
cana-5204	105	28	)	)	PUNCT
cana-5204	105	29	.	.	PUNCT
cana-5204	106	1	2	2	X
cana-5204	106	2	.	.	X
cana-5204	106	3	literature	literature	NOUN
cana-5204	106	4	review	review	VERB
cana-5204	106	5	this	this	DET
cana-5204	106	6	essay	essay	NOUN
cana-5204	106	7	will	will	AUX
cana-5204	106	8	concentrate	concentrate	VERB
cana-5204	106	9	on	on	ADP
cana-5204	106	10	using	use	VERB
cana-5204	106	11	machine	machine	NOUN
cana-5204	106	12	learning	learning	NOUN
cana-5204	106	13	(	(	PUNCT
cana-5204	106	14	ml	ml	NOUN
cana-5204	106	15	)	)	PUNCT
cana-5204	106	16	techniques	technique	NOUN
cana-5204	106	17	to	to	PART
cana-5204	106	18	predict	predict	VERB
cana-5204	106	19	early	early	ADJ
cana-5204	106	20	illness	illness	NOUN
cana-5204	106	21	.	.	PUNCT
cana-5204	107	1	in	in	ADP
cana-5204	107	2	the	the	DET
cana-5204	107	3	content	content	NOUN
cana-5204	107	4	of	of	ADP
cana-5204	107	5	this	this	DET
cana-5204	107	6	study	study	NOUN
cana-5204	107	7	work	work	NOUN
cana-5204	107	8	,	,	PUNCT
cana-5204	107	9	several	several	ADJ
cana-5204	107	10	machine	machine	NOUN
cana-5204	107	11	learning	learning	NOUN
cana-5204	107	12	models	model	NOUN
cana-5204	107	13	and	and	CCONJ
cana-5204	107	14	ensemble	ensemble	ADJ
cana-5204	107	15	techniques	technique	NOUN
cana-5204	107	16	were	be	AUX
cana-5204	107	17	studied	study	VERB
cana-5204	107	18	and	and	CCONJ
cana-5204	107	19	compared	compare	VERB
cana-5204	107	20	in	in	ADP
cana-5204	107	21	terms	term	NOUN
cana-5204	107	22	of	of	ADP
cana-5204	107	23	accuracy	accuracy	NOUN
cana-5204	107	24	,	,	PUNCT
cana-5204	107	25	precision	precision	NOUN
cana-5204	107	26	,	,	PUNCT
cana-5204	107	27	recall	recall	NOUN
cana-5204	107	28	,	,	PUNCT
cana-5204	107	29	f	f	X
cana-5204	107	30	-	-	PUNCT
cana-5204	107	31	measure	measure	NOUN
cana-5204	107	32	,	,	PUNCT
cana-5204	107	33	and	and	CCONJ
cana-5204	107	34	area	area	NOUN
cana-5204	107	35	under	under	ADP
cana-5204	107	36	the	the	DET
cana-5204	107	37	curve	curve	NOUN
cana-5204	107	38	(	(	PUNCT
cana-5204	107	39	auc	auc	NOUN
cana-5204	107	40	)	)	PUNCT
cana-5204	107	41	to	to	PART
cana-5204	107	42	anticipate	anticipate	VERB
cana-5204	107	43	the	the	DET
cana-5204	107	44	incidence	incidence	NOUN
cana-5204	107	45	of	of	ADP
cana-5204	107	46	liver	liver	NOUN
cana-5204	107	47	disease	disease	NOUN
cana-5204	107	48	.	.	PUNCT
cana-5204	108	1	the	the	DET
cana-5204	108	2	experimental	experimental	ADJ
cana-5204	108	3	results	result	NOUN
cana-5204	108	4	showed	show	VERB
cana-5204	108	5	that	that	SCONJ
cana-5204	108	6	the	the	DET
cana-5204	108	7	voting	voting	NOUN
cana-5204	108	8	classifier	classifier	NOUN
cana-5204	108	9	beat	beat	VERB
cana-5204	108	10	the	the	DET
cana-5204	108	11	other	other	ADJ
cana-5204	108	12	models	model	NOUN
cana-5204	108	13	with	with	ADP
cana-5204	108	14	accuracy	accuracy	NOUN
cana-5204	108	15	,	,	PUNCT
cana-5204	108	16	recall	recall	NOUN
cana-5204	108	17	,	,	PUNCT
cana-5204	108	18	and	and	CCONJ
cana-5204	108	19	f	f	X
cana-5204	108	20	-	-	PUNCT
cana-5204	108	21	measure	measure	NOUN
cana-5204	108	22	of	of	ADP
cana-5204	108	23	80.1	80.1	NUM
cana-5204	108	24	%	%	NOUN
cana-5204	108	25	,	,	PUNCT
cana-5204	108	26	a	a	DET
cana-5204	108	27	precision	precision	NOUN
cana-5204	108	28	of	of	ADP
cana-5204	108	29	80.4	80.4	NUM
cana-5204	108	30	%	%	NOUN
cana-5204	108	31	,	,	PUNCT
cana-5204	108	32	and	and	CCONJ
cana-5204	108	33	an	an	DET
cana-5204	108	34	auc	auc	NOUN
cana-5204	108	35	of	of	ADP
cana-5204	108	36	88.4	88.4	NUM
cana-5204	108	37	%	%	NOUN
cana-5204	108	38	after	after	ADP
cana-5204	108	39	smote	smote	NOUN
cana-5204	108	40	with	with	ADP
cana-5204	108	41	10	10	NUM
cana-5204	108	42	-	-	ADJ
cana-5204	108	43	fold	fold	ADJ
cana-5204	108	44	cross	cross	NOUN
cana-5204	108	45	-	-	NOUN
cana-5204	108	46	validation	validation	ADJ
cana-5204	108	47	(	(	PUNCT
cana-5204	108	48	dritsas	dritsa	NOUN
cana-5204	108	49	&	&	CCONJ
cana-5204	108	50	trigka	trigka	PROPN
cana-5204	108	51	,	,	PUNCT
cana-5204	108	52	2023	2023	NUM
cana-5204	108	53	)	)	PUNCT
cana-5204	108	54	.	.	PUNCT
cana-5204	109	1	it	it	PRON
cana-5204	109	2	focuses	focus	VERB
cana-5204	109	3	on	on	ADP
cana-5204	109	4	the	the	DET
cana-5204	109	5	appropriate	appropriate	ADJ
cana-5204	109	6	dataset	dataset	NOUN
cana-5204	109	7	with	with	ADP
cana-5204	109	8	the	the	DET
cana-5204	109	9	appropriate	appropriate	ADJ
cana-5204	109	10	properties	property	NOUN
cana-5204	109	11	.	.	PUNCT
cana-5204	110	1	for	for	ADP
cana-5204	110	2	the	the	DET
cana-5204	110	3	prediction	prediction	NOUN
cana-5204	110	4	task	task	NOUN
cana-5204	110	5	,	,	PUNCT
cana-5204	110	6	ensemble	ensemble	ADJ
cana-5204	110	7	algorithms	algorithm	NOUN
cana-5204	110	8	were	be	AUX
cana-5204	110	9	applied	apply	VERB
cana-5204	110	10	,	,	PUNCT
cana-5204	110	11	and	and	CCONJ
cana-5204	110	12	finally	finally	ADV
cana-5204	110	13	,	,	PUNCT
cana-5204	110	14	the	the	DET
cana-5204	110	15	method	method	NOUN
cana-5204	110	16	with	with	ADP
cana-5204	110	17	the	the	DET
cana-5204	110	18	best	good	ADJ
cana-5204	110	19	performance	performance	NOUN
cana-5204	110	20	was	be	AUX
cana-5204	110	21	identified	identify	VERB
cana-5204	110	22	.	.	PUNCT
cana-5204	111	1	in	in	ADP
cana-5204	111	2	addition	addition	NOUN
cana-5204	111	3	to	to	ADP
cana-5204	111	4	ensemble	ensemble	ADJ
cana-5204	111	5	approaches	approach	NOUN
cana-5204	111	6	like	like	ADP
cana-5204	111	7	bagging	bagging	NOUN
cana-5204	111	8	,	,	PUNCT
cana-5204	111	9	random	random	ADJ
cana-5204	111	10	forest	forest	NOUN
cana-5204	111	11	,	,	PUNCT
cana-5204	111	12	and	and	CCONJ
cana-5204	111	13	ada	ada	PROPN
cana-5204	111	14	-	-	PUNCT
cana-5204	111	15	boost	boost	NOUN
cana-5204	111	16	,	,	PUNCT
cana-5204	111	17	individual	individual	ADJ
cana-5204	111	18	classifications	classification	NOUN
cana-5204	111	19	like	like	ADP
cana-5204	111	20	naive	naive	ADJ
cana-5204	111	21	bayes	bayes	NOUN
cana-5204	111	22	(	(	PUNCT
cana-5204	111	23	nb	nb	NOUN
cana-5204	111	24	)	)	PUNCT
cana-5204	111	25	and	and	CCONJ
cana-5204	111	26	c4.5	c4.5	PROPN
cana-5204	111	27	decision	decision	NOUN
cana-5204	111	28	trees	tree	NOUN
cana-5204	111	29	were	be	AUX
cana-5204	111	30	also	also	ADV
cana-5204	111	31	considered	consider	VERB
cana-5204	111	32	.	.	PUNCT
cana-5204	112	1	the	the	DET
cana-5204	112	2	nb	nb	PROPN
cana-5204	112	3	tree	tree	NOUN
cana-5204	112	4	algorithm	algorithm	NOUN
cana-5204	112	5	,	,	PUNCT
cana-5204	112	6	which	which	PRON
cana-5204	112	7	combines	combine	VERB
cana-5204	112	8	c4.5	c4.5	PROPN
cana-5204	112	9	and	and	CCONJ
cana-5204	112	10	naive	naive	ADJ
cana-5204	112	11	bayes	bayes	NOUN
cana-5204	112	12	,	,	PUNCT
cana-5204	112	13	was	be	AUX
cana-5204	112	14	put	put	VERB
cana-5204	112	15	in	in	ADP
cana-5204	112	16	comparison	comparison	NOUN
cana-5204	112	17	to	to	ADP
cana-5204	112	18	these	these	DET
cana-5204	112	19	machine	machine	NOUN
cana-5204	112	20	learning	learn	VERB
cana-5204	112	21	techniques	technique	NOUN
cana-5204	112	22	.	.	PUNCT
cana-5204	113	1	the	the	DET
cana-5204	113	2	assessment	assessment	NOUN
cana-5204	113	3	metrics	metric	NOUN
cana-5204	113	4	of	of	ADP
cana-5204	113	5	accuracy	accuracy	NOUN
cana-5204	113	6	,	,	PUNCT
cana-5204	113	7	recognition	recognition	NOUN
cana-5204	113	8	rate	rate	NOUN
cana-5204	113	9	,	,	PUNCT
cana-5204	113	10	negative	negative	ADJ
cana-5204	113	11	predictive	predictive	ADJ
cana-5204	113	12	value	value	NOUN
cana-5204	113	13	(	(	PUNCT
cana-5204	113	14	npv	npv	NOUN
cana-5204	113	15	)	)	PUNCT
cana-5204	113	16	,	,	PUNCT
cana-5204	113	17	false	false	ADJ
cana-5204	113	18	negative	negative	ADJ
cana-5204	113	19	rate	rate	NOUN
cana-5204	113	20	(	(	PUNCT
cana-5204	113	21	fnr	fnr	PROPN
cana-5204	113	22	)	)	PUNCT
cana-5204	113	23	,	,	PUNCT
cana-5204	113	24	and	and	CCONJ
cana-5204	113	25	false	false	ADJ
cana-5204	113	26	positive	positive	ADJ
cana-5204	113	27	rate	rate	NOUN
cana-5204	113	28	(	(	PUNCT
cana-5204	113	29	fpr	fpr	NOUN
cana-5204	113	30	)	)	PUNCT
cana-5204	113	31	were	be	AUX
cana-5204	113	32	calculated	calculate	VERB
cana-5204	113	33	for	for	ADP
cana-5204	113	34	each	each	DET
cana-5204	113	35	technique	technique	NOUN
cana-5204	113	36	under	under	ADP
cana-5204	113	37	consideration	consideration	NOUN
cana-5204	113	38	.	.	PUNCT
cana-5204	114	1	the	the	DET
cana-5204	114	2	algorithms	algorithm	NOUN
cana-5204	114	3	are	be	AUX
cana-5204	114	4	then	then	ADV
cana-5204	114	5	contrasted	contrast	VERB
cana-5204	114	6	using	use	VERB
cana-5204	114	7	these	these	DET
cana-5204	114	8	criteria	criterion	NOUN
cana-5204	114	9	to	to	PART
cana-5204	114	10	determine	determine	VERB
cana-5204	114	11	which	which	DET
cana-5204	114	12	algorithm	algorithm	NOUN
cana-5204	114	13	is	be	AUX
cana-5204	114	14	the	the	DET
cana-5204	114	15	best	good	ADJ
cana-5204	114	16	.	.	PUNCT
cana-5204	115	1	individual	individual	ADJ
cana-5204	115	2	naive	naive	ADJ
cana-5204	115	3	bayes	bayes	NOUN
cana-5204	115	4	and	and	CCONJ
cana-5204	115	5	c4.5	c4.5	PROPN
cana-5204	115	6	classifiers	classifier	NOUN
cana-5204	115	7	performed	perform	VERB
cana-5204	115	8	worse	bad	ADJ
cana-5204	115	9	than	than	ADP
cana-5204	115	10	the	the	DET
cana-5204	115	11	other	other	ADJ
cana-5204	115	12	techniques	technique	NOUN
cana-5204	115	13	examined	examine	VERB
cana-5204	115	14	(	(	PUNCT
cana-5204	115	15	reddy	reddy	PROPN
cana-5204	115	16	et	et	PROPN
cana-5204	115	17	al	al	PROPN
cana-5204	115	18	.	.	PROPN
cana-5204	115	19	,	,	PUNCT
cana-5204	115	20	communications	communication	NOUN
cana-5204	115	21	on	on	ADP
cana-5204	115	22	applied	apply	VERB
cana-5204	115	23	nonlinear	nonlinear	ADJ
cana-5204	115	24	analysis	analysis	NOUN
cana-5204	115	25	issn	issn	NOUN
cana-5204	115	26	:	:	PUNCT
cana-5204	115	27	1074	1074	NUM
cana-5204	115	28	-	-	PUNCT
cana-5204	115	29	133x	133x	NUM
cana-5204	115	30	vol	vol	NOUN
cana-5204	115	31	32	32	NUM
cana-5204	115	32	no	no	NOUN
cana-5204	115	33	.	.	PUNCT
cana-5204	116	1	icmasd	icmasd	NOUN
cana-5204	116	2	(	(	PUNCT
cana-5204	116	3	2025	2025	NUM
cana-5204	116	4	)	)	PUNCT
cana-5204	116	5	1788	1788	NUM
cana-5204	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	116	7	2022	2022	NUM
cana-5204	116	8	)	)	PUNCT
cana-5204	116	9	.	.	PUNCT
cana-5204	117	1	the	the	DET
cana-5204	117	2	model	model	NOUN
cana-5204	117	3	assesses	assess	VERB
cana-5204	117	4	computer	computer	NOUN
cana-5204	117	5	-	-	PUNCT
cana-5204	117	6	aided	aid	VERB
cana-5204	117	7	hepatic	hepatic	ADJ
cana-5204	117	8	abnormality	abnormality	NOUN
cana-5204	117	9	detection	detection	NOUN
cana-5204	117	10	and	and	CCONJ
cana-5204	117	11	evaluates	evaluate	VERB
cana-5204	117	12	diffusely	diffusely	ADV
cana-5204	117	13	localized	localize	VERB
cana-5204	117	14	liver	liver	NOUN
cana-5204	117	15	illness	illness	NOUN
cana-5204	117	16	.	.	PUNCT
cana-5204	118	1	the	the	DET
cana-5204	118	2	main	main	ADJ
cana-5204	118	3	focus	focus	NOUN
cana-5204	118	4	of	of	ADP
cana-5204	118	5	this	this	DET
cana-5204	118	6	survey	survey	NOUN
cana-5204	118	7	is	be	AUX
cana-5204	118	8	on	on	ADP
cana-5204	118	9	three	three	NUM
cana-5204	118	10	image	image	NOUN
cana-5204	118	11	-	-	PUNCT
cana-5204	118	12	capturing	capture	VERB
cana-5204	118	13	modalities	modality	NOUN
cana-5204	118	14	:	:	PUNCT
cana-5204	118	15	ultrasound	ultrasound	PROPN
cana-5204	118	16	,	,	PUNCT
cana-5204	118	17	computed	compute	VERB
cana-5204	118	18	tomography	tomography	NOUN
cana-5204	118	19	(	(	PUNCT
cana-5204	118	20	ct	ct	NOUN
cana-5204	118	21	)	)	PUNCT
cana-5204	118	22	,	,	PUNCT
cana-5204	118	23	and	and	CCONJ
cana-5204	118	24	magnetic	magnetic	ADJ
cana-5204	118	25	resonance	resonance	NOUN
cana-5204	118	26	imaging	imaging	NOUN
cana-5204	118	27	.	.	PUNCT
cana-5204	119	1	we	we	PRON
cana-5204	119	2	provide	provide	VERB
cana-5204	119	3	a	a	DET
cana-5204	119	4	comprehensive	comprehensive	ADJ
cana-5204	119	5	analysis	analysis	NOUN
cana-5204	119	6	and	and	CCONJ
cana-5204	119	7	discuss	discuss	VERB
cana-5204	119	8	the	the	DET
cana-5204	119	9	advantages	advantage	NOUN
cana-5204	119	10	and	and	CCONJ
cana-5204	119	11	disadvantages	disadvantage	NOUN
cana-5204	119	12	of	of	ADP
cana-5204	119	13	each	each	DET
cana-5204	119	14	preliminary	preliminary	ADJ
cana-5204	119	15	stage	stage	NOUN
cana-5204	119	16	concerning	concern	VERB
cana-5204	119	17	the	the	DET
cana-5204	119	18	preliminary	preliminary	ADJ
cana-5204	119	19	processing	processing	NOUN
cana-5204	119	20	,	,	PUNCT
cana-5204	119	21	attribute	attribute	NOUN
cana-5204	119	22	analysis	analysis	NOUN
cana-5204	119	23	,	,	PUNCT
cana-5204	119	24	and	and	CCONJ
cana-5204	119	25	classification	classification	NOUN
cana-5204	119	26	methodologies	methodology	NOUN
cana-5204	119	27	to	to	PART
cana-5204	119	28	carry	carry	VERB
cana-5204	119	29	out	out	ADP
cana-5204	119	30	clinical	clinical	ADJ
cana-5204	119	31	diagnostic	diagnostic	ADJ
cana-5204	119	32	tasks	task	NOUN
cana-5204	119	33	.	.	PUNCT
cana-5204	120	1	we	we	PRON
cana-5204	120	2	look	look	VERB
cana-5204	120	3	at	at	ADP
cana-5204	120	4	and	and	CCONJ
cana-5204	120	5	compare	compare	VERB
cana-5204	120	6	well	well	ADV
cana-5204	120	7	-	-	PUNCT
cana-5204	120	8	liked	like	VERB
cana-5204	120	9	segmentation	segmentation	NOUN
cana-5204	120	10	,	,	PUNCT
cana-5204	120	11	deblurring	deblurring	NOUN
cana-5204	120	12	,	,	PUNCT
cana-5204	120	13	and	and	CCONJ
cana-5204	120	14	denoising	denoising	NOUN
cana-5204	120	15	methods	method	NOUN
cana-5204	120	16	utilized	utilize	VERB
cana-5204	120	17	in	in	ADP
cana-5204	120	18	the	the	DET
cana-5204	120	19	initial	initial	ADJ
cana-5204	120	20	processing	processing	NOUN
cana-5204	120	21	.	.	PUNCT
cana-5204	121	1	the	the	DET
cana-5204	121	2	most	most	ADV
cana-5204	121	3	popular	popular	ADJ
cana-5204	121	4	models	model	NOUN
cana-5204	121	5	for	for	ADP
cana-5204	121	6	denoising	denoising	NOUN
cana-5204	121	7	are	be	AUX
cana-5204	121	8	nonlinear	nonlinear	ADJ
cana-5204	121	9	ones	one	NOUN
cana-5204	121	10	.	.	PUNCT
cana-5204	122	1	on	on	ADP
cana-5204	122	2	the	the	DET
cana-5204	122	3	other	other	ADJ
cana-5204	122	4	hand	hand	NOUN
cana-5204	122	5	,	,	PUNCT
cana-5204	122	6	deep	deep	ADJ
cana-5204	122	7	neural	neural	ADJ
cana-5204	122	8	networks	network	NOUN
cana-5204	122	9	are	be	AUX
cana-5204	122	10	frequently	frequently	ADV
cana-5204	122	11	employed	employ	VERB
cana-5204	122	12	for	for	ADP
cana-5204	122	13	deblurring	deblurre	VERB
cana-5204	122	14	and	and	CCONJ
cana-5204	122	15	automatically	automatically	ADV
cana-5204	122	16	segmenting	segment	VERB
cana-5204	122	17	regions	region	NOUN
cana-5204	122	18	of	of	ADP
cana-5204	122	19	interest	interest	NOUN
cana-5204	122	20	.	.	PUNCT
cana-5204	123	1	texture	texture	ADJ
cana-5204	123	2	qualities	quality	NOUN
cana-5204	123	3	are	be	AUX
cana-5204	123	4	part	part	NOUN
cana-5204	123	5	of	of	ADP
cana-5204	123	6	the	the	DET
cana-5204	123	7	most	most	ADV
cana-5204	123	8	often	often	ADV
cana-5204	123	9	-	-	PUNCT
cana-5204	123	10	used	use	VERB
cana-5204	123	11	approach	approach	NOUN
cana-5204	123	12	to	to	PART
cana-5204	123	13	attribute	attribute	VERB
cana-5204	123	14	analysis	analysis	NOUN
cana-5204	123	15	.	.	PUNCT
cana-5204	124	1	three	three	NUM
cana-5204	124	2	approaches	approach	NOUN
cana-5204	124	3	largely	largely	ADV
cana-5204	124	4	employ	employ	VERB
cana-5204	124	5	the	the	DET
cana-5204	124	6	support	support	NOUN
cana-5204	124	7	vector	vector	NOUN
cana-5204	124	8	machine	machine	NOUN
cana-5204	124	9	(	(	PUNCT
cana-5204	124	10	khan	khan	PROPN
cana-5204	124	11	et	et	PROPN
cana-5204	124	12	al	al	PROPN
cana-5204	124	13	.	.	PROPN
cana-5204	124	14	,	,	PUNCT
cana-5204	124	15	2022	2022	NUM
cana-5204	124	16	)	)	PUNCT
cana-5204	124	17	.	.	PUNCT
cana-5204	125	1	the	the	DET
cana-5204	125	2	research	research	NOUN
cana-5204	125	3	proposes	propose	VERB
cana-5204	125	4	a	a	DET
cana-5204	125	5	method	method	NOUN
cana-5204	125	6	to	to	PART
cana-5204	125	7	classify	classify	VERB
cana-5204	125	8	livers	liver	NOUN
cana-5204	125	9	using	use	VERB
cana-5204	125	10	textured	textured	ADJ
cana-5204	125	11	analysis	analysis	NOUN
cana-5204	125	12	of	of	ADP
cana-5204	125	13	ultrasonography	ultrasonography	NOUN
cana-5204	125	14	images	image	NOUN
cana-5204	125	15	.	.	PUNCT
cana-5204	126	1	the	the	DET
cana-5204	126	2	method	method	NOUN
cana-5204	126	3	uses	use	VERB
cana-5204	126	4	two	two	NUM
cana-5204	126	5	-	-	PUNCT
cana-5204	126	6	level	level	NOUN
cana-5204	126	7	wavelet	wavelet	NOUN
cana-5204	126	8	packet	packet	NOUN
cana-5204	126	9	transform	transform	VERB
cana-5204	126	10	analysis	analysis	NOUN
cana-5204	126	11	to	to	PART
cana-5204	126	12	extract	extract	VERB
cana-5204	126	13	statistical	statistical	ADJ
cana-5204	126	14	characteristics	characteristic	NOUN
cana-5204	126	15	from	from	ADP
cana-5204	126	16	the	the	DET
cana-5204	126	17	best	good	ADJ
cana-5204	126	18	regions	region	NOUN
cana-5204	126	19	of	of	ADP
cana-5204	126	20	interest	interest	NOUN
cana-5204	126	21	.	.	PUNCT
cana-5204	127	1	hierarchical	hierarchical	ADJ
cana-5204	127	2	differentiation	differentiation	NOUN
cana-5204	127	3	is	be	AUX
cana-5204	127	4	used	use	VERB
cana-5204	127	5	to	to	PART
cana-5204	127	6	separate	separate	VERB
cana-5204	127	7	heterogeneous	heterogeneous	ADJ
cana-5204	127	8	,	,	PUNCT
cana-5204	127	9	fatty	fatty	NOUN
cana-5204	127	10	,	,	PUNCT
cana-5204	127	11	and	and	CCONJ
cana-5204	127	12	normal	normal	ADJ
cana-5204	127	13	livers	liver	NOUN
cana-5204	127	14	.	.	PUNCT
cana-5204	128	1	the	the	DET
cana-5204	128	2	support	support	NOUN
cana-5204	128	3	vector	vector	NOUN
cana-5204	128	4	machine	machine	NOUN
cana-5204	128	5	classifier	classifier	NOUN
cana-5204	128	6	outperforms	outperform	VERB
cana-5204	128	7	the	the	DET
cana-5204	128	8	k	k	PROPN
cana-5204	128	9	nearest	near	ADJ
cana-5204	128	10	neighbor	neighbor	NOUN
cana-5204	128	11	classifier	classifier	NOUN
cana-5204	128	12	in	in	ADP
cana-5204	128	13	terms	term	NOUN
cana-5204	128	14	of	of	ADP
cana-5204	128	15	accuracy	accuracy	NOUN
cana-5204	128	16	and	and	CCONJ
cana-5204	128	17	sensitivity	sensitivity	NOUN
cana-5204	128	18	.	.	PUNCT
cana-5204	129	1	this	this	DET
cana-5204	129	2	computer	computer	NOUN
cana-5204	129	3	-	-	PUNCT
cana-5204	129	4	aided	aid	VERB
cana-5204	129	5	diagnosis	diagnosis	NOUN
cana-5204	129	6	system	system	NOUN
cana-5204	129	7	can	can	AUX
cana-5204	129	8	be	be	AUX
cana-5204	129	9	used	use	VERB
cana-5204	129	10	in	in	ADP
cana-5204	129	11	clinical	clinical	ADJ
cana-5204	129	12	settings	setting	NOUN
cana-5204	129	13	to	to	PART
cana-5204	129	14	assist	assist	VERB
cana-5204	129	15	radiologists	radiologist	NOUN
cana-5204	129	16	and	and	CCONJ
cana-5204	129	17	specialists	specialist	NOUN
cana-5204	129	18	in	in	ADP
cana-5204	129	19	interpreting	interpret	VERB
cana-5204	129	20	liver	liver	NOUN
cana-5204	129	21	disorders	disorder	NOUN
cana-5204	129	22	,	,	PUNCT
cana-5204	129	23	achieving	achieve	VERB
cana-5204	129	24	a	a	DET
cana-5204	129	25	high	high	ADJ
cana-5204	129	26	level	level	NOUN
cana-5204	129	27	of	of	ADP
cana-5204	129	28	accuracy	accuracy	NOUN
cana-5204	129	29	(	(	PUNCT
cana-5204	129	30	alshagathrh	alshagathrh	NOUN
cana-5204	129	31	&	&	CCONJ
cana-5204	129	32	househ	househ	PROPN
cana-5204	129	33	,	,	PUNCT
cana-5204	129	34	2022	2022	NUM
cana-5204	129	35	)	)	PUNCT
cana-5204	129	36	.	.	PUNCT
cana-5204	130	1	it	it	PRON
cana-5204	130	2	suggested	suggest	VERB
cana-5204	130	3	a	a	DET
cana-5204	130	4	disease	disease	NOUN
cana-5204	130	5	prediction	prediction	NOUN
cana-5204	130	6	(	(	PUNCT
cana-5204	130	7	ldp	ldp	PROPN
cana-5204	130	8	)	)	PUNCT
cana-5204	130	9	method	method	NOUN
cana-5204	130	10	that	that	PRON
cana-5204	130	11	could	could	AUX
cana-5204	130	12	be	be	AUX
cana-5204	130	13	applied	apply	VERB
cana-5204	130	14	by	by	ADP
cana-5204	130	15	researchers	researcher	NOUN
cana-5204	130	16	,	,	PUNCT
cana-5204	130	17	students	student	NOUN
cana-5204	130	18	,	,	PUNCT
cana-5204	130	19	and	and	CCONJ
cana-5204	130	20	medical	medical	ADJ
cana-5204	130	21	experts	expert	NOUN
cana-5204	130	22	to	to	PART
cana-5204	130	23	anticipate	anticipate	VERB
cana-5204	130	24	liver	liver	NOUN
cana-5204	130	25	disease	disease	NOUN
cana-5204	130	26	.	.	PUNCT
cana-5204	131	1	there	there	PRON
cana-5204	131	2	are	be	VERB
cana-5204	131	3	five	five	NUM
cana-5204	131	4	techniques	technique	NOUN
cana-5204	131	5	used	use	VERB
cana-5204	131	6	:	:	PUNCT
cana-5204	131	7	svm	svm	ADJ
cana-5204	131	8	,	,	PUNCT
cana-5204	131	9	naive	naive	ADJ
cana-5204	131	10	bayes	bayes	NOUN
cana-5204	131	11	,	,	PUNCT
cana-5204	131	12	k	k	NOUN
cana-5204	131	13	-	-	PUNCT
cana-5204	131	14	nearest	near	ADJ
cana-5204	131	15	neighbours	neighbour	NOUN
cana-5204	131	16	(	(	PUNCT
cana-5204	131	17	k	k	NOUN
cana-5204	131	18	-	-	PUNCT
cana-5204	131	19	nn	nn	NOUN
cana-5204	131	20	)	)	PUNCT
cana-5204	131	21	,	,	PUNCT
cana-5204	131	22	linear	linear	ADJ
cana-5204	131	23	discrimination	discrimination	NOUN
cana-5204	131	24	analysis	analysis	NOUN
cana-5204	131	25	(	(	PUNCT
cana-5204	131	26	lda	lda	PROPN
cana-5204	131	27	)	)	PUNCT
cana-5204	131	28	,	,	PUNCT
cana-5204	131	29	and	and	CCONJ
cana-5204	131	30	classification	classification	NOUN
cana-5204	131	31	and	and	CCONJ
cana-5204	131	32	regression	regression	NOUN
cana-5204	131	33	trees	tree	NOUN
cana-5204	131	34	(	(	PUNCT
cana-5204	131	35	cart	cart	NOUN
cana-5204	131	36	)	)	PUNCT
cana-5204	131	37	.	.	PUNCT
cana-5204	132	1	the	the	DET
cana-5204	132	2	accuracy	accuracy	NOUN
cana-5204	132	3	is	be	AUX
cana-5204	132	4	evaluated	evaluate	VERB
cana-5204	132	5	using	use	VERB
cana-5204	132	6	r	r	NOUN
cana-5204	132	7	and	and	CCONJ
cana-5204	132	8	python	python	NOUN
cana-5204	132	9	,	,	PUNCT
cana-5204	132	10	and	and	CCONJ
cana-5204	132	11	the	the	DET
cana-5204	132	12	best	good	ADJ
cana-5204	132	13	classification	classification	NOUN
cana-5204	132	14	system	system	NOUN
cana-5204	132	15	for	for	ADP
cana-5204	132	16	predicting	predict	VERB
cana-5204	132	17	liver	liver	NOUN
cana-5204	132	18	disease	disease	NOUN
cana-5204	132	19	is	be	AUX
cana-5204	132	20	chosen	choose	VERB
cana-5204	132	21	.	.	PUNCT
cana-5204	133	1	while	while	SCONJ
cana-5204	133	2	k	k	PROPN
cana-5204	133	3	-	-	PUNCT
cana-5204	133	4	nn	nn	PROPN
cana-5204	133	5	received	receive	VERB
cana-5204	133	6	the	the	DET
cana-5204	133	7	best	good	ADJ
cana-5204	133	8	accuracy	accuracy	NOUN
cana-5204	133	9	from	from	ADP
cana-5204	133	10	the	the	DET
cana-5204	133	11	data	datum	NOUN
cana-5204	133	12	with	with	ADP
cana-5204	133	13	91.7	91.7	NUM
cana-5204	133	14	%	%	NOUN
cana-5204	133	15	,	,	PUNCT
cana-5204	133	16	the	the	DET
cana-5204	133	17	autoencoder	autoencoder	NOUN
cana-5204	133	18	network	network	NOUN
cana-5204	133	19	achieved	achieve	VERB
cana-5204	133	20	92.1	92.1	NUM
cana-5204	133	21	%	%	NOUN
cana-5204	133	22	accuracy	accuracy	NOUN
cana-5204	133	23	,	,	PUNCT
cana-5204	133	24	which	which	PRON
cana-5204	133	25	is	be	AUX
cana-5204	133	26	beyond	beyond	ADP
cana-5204	133	27	the	the	DET
cana-5204	133	28	acceptable	acceptable	ADJ
cana-5204	133	29	level	level	NOUN
cana-5204	133	30	of	of	ADP
cana-5204	133	31	accuracy	accuracy	NOUN
cana-5204	133	32	and	and	CCONJ
cana-5204	133	33	may	may	AUX
cana-5204	133	34	be	be	AUX
cana-5204	133	35	taken	take	VERB
cana-5204	133	36	into	into	ADP
cana-5204	133	37	consideration	consideration	NOUN
cana-5204	133	38	for	for	ADP
cana-5204	133	39	the	the	DET
cana-5204	133	40	forecasting	forecasting	NOUN
cana-5204	133	41	of	of	ADP
cana-5204	133	42	liver	liver	NOUN
cana-5204	133	43	illness	illness	NOUN
cana-5204	133	44	(	(	PUNCT
cana-5204	133	45	bhupathi	bhupathi	INTJ
cana-5204	133	46	et	et	NOUN
cana-5204	133	47	al	al	PROPN
cana-5204	133	48	.	.	PROPN
cana-5204	133	49	,	,	PUNCT
cana-5204	133	50	n.d	n.d	PROPN
cana-5204	133	51	.	.	PROPN
cana-5204	133	52	)	)	PUNCT
cana-5204	133	53	.	.	PUNCT
cana-5204	134	1	the	the	DET
cana-5204	134	2	study	study	NOUN
cana-5204	134	3	presents	present	VERB
cana-5204	134	4	a	a	DET
cana-5204	134	5	machine	machine	NOUN
cana-5204	134	6	learning	learn	VERB
cana-5204	134	7	voting	voting	NOUN
cana-5204	134	8	system	system	NOUN
cana-5204	134	9	for	for	ADP
cana-5204	134	10	diagnosing	diagnose	VERB
cana-5204	134	11	and	and	CCONJ
cana-5204	134	12	detecting	detect	VERB
cana-5204	134	13	nafld	nafld	ADV
cana-5204	134	14	,	,	PUNCT
cana-5204	134	15	combining	combine	VERB
cana-5204	134	16	genetic	genetic	ADJ
cana-5204	134	17	systems	system	NOUN
cana-5204	134	18	,	,	PUNCT
cana-5204	134	19	neural	neural	ADJ
cana-5204	134	20	networks	network	NOUN
cana-5204	134	21	,	,	PUNCT
cana-5204	134	22	random	random	ADJ
cana-5204	134	23	forest	forest	NOUN
cana-5204	134	24	,	,	PUNCT
cana-5204	134	25	and	and	CCONJ
cana-5204	134	26	logistic	logistic	ADJ
cana-5204	134	27	regression	regression	NOUN
cana-5204	134	28	.	.	PUNCT
cana-5204	135	1	the	the	DET
cana-5204	135	2	system	system	NOUN
cana-5204	135	3	uses	uses	AUX
cana-5204	135	4	knn	knn	VERB
cana-5204	135	5	to	to	PART
cana-5204	135	6	add	add	VERB
cana-5204	135	7	missing	missing	ADJ
cana-5204	135	8	values	value	NOUN
cana-5204	135	9	and	and	CCONJ
cana-5204	135	10	ppfs	ppf	NOUN
cana-5204	135	11	to	to	PART
cana-5204	135	12	select	select	VERB
cana-5204	135	13	11	11	NUM
cana-5204	135	14	features	feature	NOUN
cana-5204	135	15	.	.	PUNCT
cana-5204	136	1	the	the	DET
cana-5204	136	2	top	top	ADJ
cana-5204	136	3	five	five	NUM
cana-5204	136	4	factors	factor	NOUN
cana-5204	136	5	for	for	ADP
cana-5204	136	6	nafld	nafld	ADJ
cana-5204	136	7	are	be	AUX
cana-5204	136	8	alanine	alanine	NOUN
cana-5204	136	9	aminotransferase	aminotransferase	NOUN
cana-5204	136	10	,	,	PUNCT
cana-5204	136	11	body	body	NOUN
cana-5204	136	12	mass	mass	PROPN
cana-5204	136	13	index	index	NOUN
cana-5204	136	14	,	,	PUNCT
cana-5204	136	15	triglycerides	triglyceride	NOUN
cana-5204	136	16	,	,	PUNCT
cana-5204	136	17	gt	gt	PROPN
cana-5204	136	18	,	,	PUNCT
cana-5204	136	19	and	and	CCONJ
cana-5204	136	20	ldl	ldl	NOUN
cana-5204	136	21	.	.	PUNCT
cana-5204	137	1	ten	ten	NUM
cana-5204	137	2	fundamental	fundamental	ADJ
cana-5204	137	3	machine	machine	NOUN
cana-5204	137	4	learning	learn	VERB
cana-5204	137	5	algorithms	algorithm	NOUN
cana-5204	137	6	were	be	AUX
cana-5204	137	7	employed	employ	VERB
cana-5204	137	8	,	,	PUNCT
cana-5204	137	9	with	with	ADP
cana-5204	137	10	the	the	DET
cana-5204	137	11	genetic	genetic	ADJ
cana-5204	137	12	algorithm	algorithm	NOUN
cana-5204	137	13	,	,	PUNCT
cana-5204	137	14	neural	neural	ADJ
cana-5204	137	15	network	network	NOUN
cana-5204	137	16	,	,	PUNCT
cana-5204	137	17	random	random	ADJ
cana-5204	137	18	forest	forest	NOUN
cana-5204	137	19	,	,	PUNCT
cana-5204	137	20	and	and	CCONJ
cana-5204	137	21	logistic	logistic	ADJ
cana-5204	137	22	regression	regression	NOUN
cana-5204	137	23	being	be	AUX
cana-5204	137	24	the	the	DET
cana-5204	137	25	most	most	ADV
cana-5204	137	26	accurate	accurate	ADJ
cana-5204	137	27	.	.	PUNCT
cana-5204	138	1	the	the	DET
cana-5204	138	2	system	system	NOUN
cana-5204	138	3	was	be	AUX
cana-5204	138	4	tested	test	VERB
cana-5204	138	5	against	against	ADP
cana-5204	138	6	10	10	NUM
cana-5204	138	7	other	other	ADJ
cana-5204	138	8	techniques	technique	NOUN
cana-5204	138	9	and	and	CCONJ
cana-5204	138	10	performed	perform	VERB
cana-5204	138	11	the	the	DET
cana-5204	138	12	best	good	ADJ
cana-5204	138	13	(	(	PUNCT
cana-5204	138	14	cao	cao	PROPN
cana-5204	138	15	&	&	CCONJ
cana-5204	138	16	zhang	zhang	PROPN
cana-5204	138	17	,	,	PUNCT
cana-5204	138	18	2022	2022	NUM
cana-5204	138	19	)	)	PUNCT
cana-5204	138	20	.	.	PUNCT
cana-5204	139	1	ai	ai	PROPN
cana-5204	139	2	models	model	NOUN
cana-5204	139	3	have	have	AUX
cana-5204	139	4	been	be	AUX
cana-5204	139	5	integrated	integrate	VERB
cana-5204	139	6	into	into	ADP
cana-5204	139	7	non	non	ADJ
cana-5204	139	8	-	-	ADJ
cana-5204	139	9	invasive	invasive	ADJ
cana-5204	139	10	diagnostic	diagnostic	ADJ
cana-5204	139	11	instruments	instrument	NOUN
cana-5204	139	12	to	to	PART
cana-5204	139	13	improve	improve	VERB
cana-5204	139	14	their	their	PRON
cana-5204	139	15	performance	performance	NOUN
cana-5204	139	16	.	.	PUNCT
cana-5204	140	1	research	research	NOUN
cana-5204	140	2	on	on	ADP
cana-5204	140	3	ai	ai	ADJ
cana-5204	140	4	-	-	PUNCT
cana-5204	140	5	assisted	assist	VERB
cana-5204	140	6	detection	detection	NOUN
cana-5204	140	7	of	of	ADP
cana-5204	140	8	liver	liver	NOUN
cana-5204	140	9	fibrosis	fibrosis	NOUN
cana-5204	140	10	and	and	CCONJ
cana-5204	140	11	non	non	ADJ
cana-5204	140	12	-	-	ADJ
cana-5204	140	13	alcoholic	alcoholic	ADJ
cana-5204	140	14	fatty	fatty	NOUN
cana-5204	140	15	liver	liver	NOUN
cana-5204	140	16	disease	disease	NOUN
cana-5204	140	17	(	(	PUNCT
cana-5204	140	18	nafld	nafld	ADV
cana-5204	140	19	)	)	PUNCT
cana-5204	140	20	was	be	AUX
cana-5204	140	21	conducted	conduct	VERB
cana-5204	140	22	on	on	ADP
cana-5204	140	23	medline	medline	PROPN
cana-5204	140	24	,	,	PUNCT
cana-5204	140	25	scopus	scopus	PROPN
cana-5204	140	26	,	,	PUNCT
cana-5204	140	27	the	the	DET
cana-5204	140	28	web	web	NOUN
cana-5204	140	29	of	of	ADP
cana-5204	140	30	sciences	science	NOUN
cana-5204	140	31	,	,	PUNCT
cana-5204	140	32	and	and	CCONJ
cana-5204	140	33	google	google	PROPN
cana-5204	140	34	scholar	scholar	NOUN
cana-5204	140	35	.	.	PUNCT
cana-5204	141	1	the	the	DET
cana-5204	141	2	model	model	NOUN
cana-5204	141	3	assessed	assess	VERB
cana-5204	141	4	diagnostic	diagnostic	ADJ
cana-5204	141	5	efficacy	efficacy	NOUN
cana-5204	141	6	using	use	VERB
cana-5204	141	7	a	a	DET
cana-5204	141	8	summary	summary	NOUN
cana-5204	141	9	receiver	receiver	NOUN
cana-5204	141	10	operating	operate	VERB
cana-5204	141	11	characteristic	characteristic	ADJ
cana-5204	141	12	curve	curve	NOUN
cana-5204	141	13	and	and	CCONJ
cana-5204	141	14	area	area	NOUN
cana-5204	141	15	under	under	ADP
cana-5204	141	16	the	the	DET
cana-5204	141	17	curve	curve	NOUN
cana-5204	141	18	.	.	PUNCT
cana-5204	142	1	the	the	DET
cana-5204	142	2	study	study	NOUN
cana-5204	142	3	included	include	VERB
cana-5204	142	4	19	19	NUM
cana-5204	142	5	papers	paper	NOUN
cana-5204	142	6	on	on	ADP
cana-5204	142	7	ai	ai	ADJ
cana-5204	142	8	-	-	PUNCT
cana-5204	142	9	assisted	assist	VERB
cana-5204	142	10	ultrasound	ultrasound	PROPN
cana-5204	142	11	imaging	imaging	NOUN
cana-5204	142	12	,	,	PUNCT
cana-5204	142	13	elastography	elastography	NOUN
cana-5204	142	14	,	,	PUNCT
cana-5204	142	15	ct	ct	PROPN
cana-5204	142	16	,	,	PUNCT
cana-5204	142	17	mri	mri	NOUN
cana-5204	142	18	,	,	PUNCT
cana-5204	142	19	and	and	CCONJ
cana-5204	142	20	clinical	clinical	ADJ
cana-5204	142	21	parameters	parameter	NOUN
cana-5204	142	22	.	.	PUNCT
cana-5204	143	1	the	the	DET
cana-5204	143	2	combined	combine	VERB
cana-5204	143	3	predictive	predictive	ADJ
cana-5204	143	4	value	value	NOUN
cana-5204	143	5	(	(	PUNCT
cana-5204	143	6	ppv	ppv	NOUN
cana-5204	143	7	,	,	PUNCT
cana-5204	143	8	npv	npv	NOUN
cana-5204	143	9	,	,	PUNCT
cana-5204	143	10	dor	dor	NOUN
cana-5204	143	11	,	,	PUNCT
cana-5204	143	12	sensitivity	sensitivity	NOUN
cana-5204	143	13	,	,	PUNCT
cana-5204	143	14	specificity	specificity	NOUN
cana-5204	143	15	)	)	PUNCT
cana-5204	143	16	is	be	AUX
cana-5204	143	17	used	use	VERB
cana-5204	143	18	to	to	PART
cana-5204	143	19	diagnose	diagnose	VERB
cana-5204	143	20	liver	liver	NOUN
cana-5204	143	21	fibrosis	fibrosis	NOUN
cana-5204	143	22	.	.	PUNCT
cana-5204	144	1	functional	functional	ADJ
cana-5204	144	2	validations	validation	NOUN
cana-5204	144	3	are	be	AUX
cana-5204	144	4	necessary	necessary	ADJ
cana-5204	144	5	before	before	ADP
cana-5204	144	6	clinical	clinical	ADJ
cana-5204	144	7	application	application	NOUN
cana-5204	144	8	(	(	PUNCT
cana-5204	144	9	decharatanachart	decharatanachart	PROPN
cana-5204	144	10	et	et	PROPN
cana-5204	144	11	al	al	PROPN
cana-5204	144	12	.	.	PROPN
cana-5204	144	13	,	,	PUNCT
cana-5204	144	14	2021	2021	NUM
cana-5204	144	15	)	)	PUNCT
cana-5204	144	16	.	.	PUNCT
cana-5204	145	1	it	it	PRON
cana-5204	145	2	focuses	focus	VERB
cana-5204	145	3	on	on	ADP
cana-5204	145	4	offering	offer	VERB
cana-5204	145	5	a	a	DET
cana-5204	145	6	fully	fully	ADV
cana-5204	145	7	automated	automate	VERB
cana-5204	145	8	,	,	PUNCT
cana-5204	145	9	three	three	NUM
cana-5204	145	10	-	-	PUNCT
cana-5204	145	11	deep	deep	ADJ
cana-5204	145	12	learning	learn	VERB
cana-5204	145	13	neural	neural	ADJ
cana-5204	145	14	network	network	NOUN
cana-5204	145	15	hepatic	hepatic	ADJ
cana-5204	145	16	steatosis	steatosis	NOUN
cana-5204	145	17	prediction	prediction	NOUN
cana-5204	145	18	model	model	NOUN
cana-5204	145	19	.	.	PUNCT
cana-5204	146	1	hepatic	hepatic	ADJ
cana-5204	146	2	steatosis	steatosis	NOUN
cana-5204	146	3	may	may	AUX
cana-5204	146	4	therefore	therefore	ADV
cana-5204	146	5	be	be	AUX
cana-5204	146	6	properly	properly	ADV
cana-5204	146	7	and	and	CCONJ
cana-5204	146	8	automatically	automatically	ADV
cana-5204	146	9	identified	identify	VERB
cana-5204	146	10	.	.	PUNCT
cana-5204	147	1	transfer	transfer	NOUN
cana-5204	147	2	learning	learning	NOUN
cana-5204	147	3	is	be	AUX
cana-5204	147	4	used	use	VERB
cana-5204	147	5	to	to	PART
cana-5204	147	6	first	first	ADV
cana-5204	147	7	semantically	semantically	ADV
cana-5204	147	8	partition	partition	VERB
cana-5204	147	9	the	the	DET
cana-5204	147	10	liver	liver	NOUN
cana-5204	147	11	and	and	CCONJ
cana-5204	147	12	kidney	kidney	NOUN
cana-5204	147	13	(	(	PUNCT
cana-5204	147	14	l	l	NOUN
cana-5204	147	15	-	-	NOUN
cana-5204	147	16	k	k	NOUN
cana-5204	147	17	)	)	PUNCT
cana-5204	147	18	on	on	ADP
cana-5204	147	19	parasagittal	parasagittal	ADJ
cana-5204	147	20	ultrasound	ultrasound	NOUN
cana-5204	147	21	pictures	picture	NOUN
cana-5204	147	22	,	,	PUNCT
cana-5204	147	23	and	and	CCONJ
cana-5204	147	24	then	then	ADV
cana-5204	147	25	the	the	DET
cana-5204	147	26	l	l	PROPN
cana-5204	147	27	-	-	PROPN
cana-5204	147	28	k	k	PROPN
cana-5204	147	29	region	region	NOUN
cana-5204	147	30	is	be	AUX
cana-5204	147	31	cropped	crop	VERB
cana-5204	147	32	from	from	ADP
cana-5204	147	33	communications	communication	NOUN
cana-5204	147	34	on	on	ADP
cana-5204	147	35	applied	apply	VERB
cana-5204	147	36	nonlinear	nonlinear	ADJ
cana-5204	147	37	analysis	analysis	NOUN
cana-5204	147	38	issn	issn	NOUN
cana-5204	147	39	:	:	PUNCT
cana-5204	147	40	1074	1074	NUM
cana-5204	147	41	-	-	PUNCT
cana-5204	147	42	133x	133x	NUM
cana-5204	147	43	vol	vol	NOUN
cana-5204	147	44	32	32	NUM
cana-5204	147	45	no	no	NOUN
cana-5204	147	46	.	.	PUNCT
cana-5204	148	1	icmasd	icmasd	NOUN
cana-5204	148	2	(	(	PUNCT
cana-5204	148	3	2025	2025	NUM
cana-5204	148	4	)	)	PUNCT
cana-5204	148	5	1789	1789	NUM
cana-5204	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	149	1	the	the	DET
cana-5204	149	2	original	original	ADJ
cana-5204	149	3	ultrasound	ultrasound	NOUN
cana-5204	149	4	image	image	NOUN
cana-5204	149	5	.	.	PUNCT
cana-5204	150	1	the	the	DET
cana-5204	150	2	second	second	ADJ
cana-5204	150	3	neural	neural	ADJ
cana-5204	150	4	network	network	NOUN
cana-5204	150	5	additionally	additionally	ADV
cana-5204	150	6	applies	apply	VERB
cana-5204	150	7	semantic	semantic	ADJ
cana-5204	150	8	segmentation	segmentation	NOUN
cana-5204	150	9	by	by	ADP
cana-5204	150	10	removing	remove	VERB
cana-5204	150	11	the	the	DET
cana-5204	150	12	l	l	PROPN
cana-5204	150	13	-	-	PROPN
cana-5204	150	14	k	k	PROPN
cana-5204	150	15	area	area	NOUN
cana-5204	150	16	from	from	ADP
cana-5204	150	17	the	the	DET
cana-5204	150	18	original	original	ADJ
cana-5204	150	19	us	us	PROPN
cana-5204	150	20	image	image	NOUN
cana-5204	150	21	and	and	CCONJ
cana-5204	150	22	confirming	confirm	VERB
cana-5204	150	23	the	the	DET
cana-5204	150	24	presence	presence	NOUN
cana-5204	150	25	of	of	ADP
cana-5204	150	26	a	a	DET
cana-5204	150	27	ring	ring	NOUN
cana-5204	150	28	that	that	PRON
cana-5204	150	29	is	be	AUX
cana-5204	150	30	typically	typically	ADV
cana-5204	150	31	present	present	ADJ
cana-5204	150	32	encircling	encircle	VERB
cana-5204	150	33	the	the	DET
cana-5204	150	34	kidney	kidney	NOUN
cana-5204	150	35	.	.	PUNCT
cana-5204	151	1	these	these	DET
cana-5204	151	2	clipped	clip	VERB
cana-5204	151	3	l	l	PROPN
cana-5204	151	4	-	-	PUNCT
cana-5204	151	5	k	k	ADJ
cana-5204	151	6	sections	section	NOUN
cana-5204	151	7	are	be	AUX
cana-5204	151	8	then	then	ADV
cana-5204	151	9	sent	send	VERB
cana-5204	151	10	into	into	ADP
cana-5204	151	11	the	the	DET
cana-5204	151	12	final	final	ADJ
cana-5204	151	13	neural	neural	ADJ
cana-5204	151	14	network	network	NOUN
cana-5204	151	15	,	,	PUNCT
cana-5204	151	16	steatosis	steatosis	NOUN
cana-5204	151	17	net	net	NOUN
cana-5204	151	18	,	,	PUNCT
cana-5204	151	19	which	which	PRON
cana-5204	151	20	determines	determine	VERB
cana-5204	151	21	the	the	DET
cana-5204	151	22	severity	severity	NOUN
cana-5204	151	23	of	of	ADP
cana-5204	151	24	the	the	DET
cana-5204	151	25	fatty	fatty	NOUN
cana-5204	151	26	liver	liver	NOUN
cana-5204	151	27	disease	disease	NOUN
cana-5204	151	28	.	.	PUNCT
cana-5204	152	1	the	the	DET
cana-5204	152	2	results	result	NOUN
cana-5204	152	3	of	of	ADP
cana-5204	152	4	the	the	DET
cana-5204	152	5	experiments	experiment	NOUN
cana-5204	152	6	demonstrate	demonstrate	VERB
cana-5204	152	7	that	that	SCONJ
cana-5204	152	8	the	the	DET
cana-5204	152	9	proposed	propose	VERB
cana-5204	152	10	model	model	NOUN
cana-5204	152	11	may	may	AUX
cana-5204	152	12	predict	predict	VERB
cana-5204	152	13	fatty	fatty	NOUN
cana-5204	152	14	liver	liver	NOUN
cana-5204	152	15	disease	disease	NOUN
cana-5204	152	16	(	(	PUNCT
cana-5204	152	17	rhyou	rhyou	PROPN
cana-5204	152	18	&	&	CCONJ
cana-5204	152	19	yoo	yoo	PROPN
cana-5204	152	20	,	,	PUNCT
cana-5204	152	21	2021	2021	NUM
cana-5204	152	22	)	)	PUNCT
cana-5204	152	23	.	.	PUNCT
cana-5204	153	1	this	this	DET
cana-5204	153	2	paper	paper	NOUN
cana-5204	153	3	examines	examine	VERB
cana-5204	153	4	the	the	DET
cana-5204	153	5	results	result	NOUN
cana-5204	153	6	of	of	ADP
cana-5204	153	7	several	several	ADJ
cana-5204	153	8	machine	machine	NOUN
cana-5204	153	9	learning	learning	NOUN
cana-5204	153	10	methods	method	NOUN
cana-5204	153	11	,	,	PUNCT
cana-5204	153	12	such	such	ADJ
cana-5204	153	13	as	as	ADP
cana-5204	153	14	logistic	logistic	ADJ
cana-5204	153	15	regression	regression	NOUN
cana-5204	153	16	,	,	PUNCT
cana-5204	153	17	random	random	ADJ
cana-5204	153	18	forest	forest	NOUN
cana-5204	153	19	,	,	PUNCT
cana-5204	153	20	xgboost	xgboost	ADV
cana-5204	153	21	,	,	PUNCT
cana-5204	153	22	support	support	NOUN
cana-5204	153	23	vector	vector	NOUN
cana-5204	153	24	machine	machine	NOUN
cana-5204	153	25	(	(	PUNCT
cana-5204	153	26	svm	svm	PROPN
cana-5204	153	27	)	)	PUNCT
cana-5204	153	28	,	,	PUNCT
cana-5204	153	29	adaboost	adaboost	ADV
cana-5204	153	30	,	,	PUNCT
cana-5204	153	31	knn	knn	PROPN
cana-5204	153	32	,	,	PUNCT
cana-5204	153	33	and	and	CCONJ
cana-5204	153	34	decision	decision	NOUN
cana-5204	153	35	tree	tree	NOUN
cana-5204	153	36	,	,	PUNCT
cana-5204	153	37	to	to	PART
cana-5204	153	38	predict	predict	VERB
cana-5204	153	39	and	and	CCONJ
cana-5204	153	40	diagnose	diagnose	VERB
cana-5204	153	41	chronic	chronic	ADJ
cana-5204	153	42	liver	liver	NOUN
cana-5204	153	43	disease	disease	NOUN
cana-5204	153	44	.	.	PUNCT
cana-5204	154	1	several	several	ADJ
cana-5204	154	2	measurement	measurement	NOUN
cana-5204	154	3	measures	measure	NOUN
cana-5204	154	4	,	,	PUNCT
cana-5204	154	5	including	include	VERB
cana-5204	154	6	specificity	specificity	NOUN
cana-5204	154	7	,	,	PUNCT
cana-5204	154	8	area	area	NOUN
cana-5204	154	9	under	under	ADP
cana-5204	154	10	the	the	DET
cana-5204	154	11	curve	curve	NOUN
cana-5204	154	12	(	(	PUNCT
cana-5204	154	13	auc	auc	NOUN
cana-5204	154	14	)	)	PUNCT
cana-5204	154	15	,	,	PUNCT
cana-5204	154	16	recall	recall	NOUN
cana-5204	154	17	,	,	PUNCT
cana-5204	154	18	accuracy	accuracy	NOUN
cana-5204	154	19	,	,	PUNCT
cana-5204	154	20	and	and	CCONJ
cana-5204	154	21	precision	precision	NOUN
cana-5204	154	22	,	,	PUNCT
cana-5204	154	23	are	be	AUX
cana-5204	154	24	used	use	VERB
cana-5204	154	25	to	to	PART
cana-5204	154	26	evaluate	evaluate	VERB
cana-5204	154	27	the	the	DET
cana-5204	154	28	classification	classification	NOUN
cana-5204	154	29	algorithms	algorithm	NOUN
cana-5204	154	30	.	.	PUNCT
cana-5204	155	1	the	the	DET
cana-5204	155	2	random	random	ADJ
cana-5204	155	3	forest	forest	NOUN
cana-5204	155	4	algorithm	algorithm	NOUN
cana-5204	155	5	scored	score	VERB
cana-5204	155	6	better	well	ADV
cana-5204	155	7	than	than	ADP
cana-5204	155	8	the	the	DET
cana-5204	155	9	other	other	ADJ
cana-5204	155	10	algorithms	algorithm	NOUN
cana-5204	155	11	at	at	ADP
cana-5204	155	12	predicting	predict	VERB
cana-5204	155	13	liver	liver	NOUN
cana-5204	155	14	illness	illness	NOUN
cana-5204	155	15	,	,	PUNCT
cana-5204	155	16	with	with	ADP
cana-5204	155	17	an	an	DET
cana-5204	155	18	accuracy	accuracy	NOUN
cana-5204	155	19	of	of	ADP
cana-5204	155	20	83.70	83.70	NUM
cana-5204	155	21	percent	percent	NOUN
cana-5204	155	22	.	.	PUNCT
cana-5204	156	1	furthermore	furthermore	ADV
cana-5204	156	2	,	,	PUNCT
cana-5204	156	3	the	the	DET
cana-5204	156	4	random	random	ADJ
cana-5204	156	5	forest	forest	NOUN
cana-5204	156	6	approach	approach	NOUN
cana-5204	156	7	showed	show	VERB
cana-5204	156	8	superior	superior	ADJ
cana-5204	156	9	accuracy	accuracy	NOUN
cana-5204	156	10	,	,	PUNCT
cana-5204	156	11	f1	f1	NOUN
cana-5204	156	12	,	,	PUNCT
cana-5204	156	13	recall	recall	NOUN
cana-5204	156	14	,	,	PUNCT
cana-5204	156	15	and	and	CCONJ
cana-5204	156	16	auc	auc	NOUN
cana-5204	156	17	measures	measure	NOUN
cana-5204	156	18	.	.	PUNCT
cana-5204	157	1	therefore	therefore	ADV
cana-5204	157	2	,	,	PUNCT
cana-5204	157	3	it	it	PRON
cana-5204	157	4	is	be	AUX
cana-5204	157	5	believed	believe	VERB
cana-5204	157	6	that	that	SCONJ
cana-5204	157	7	random	random	ADJ
cana-5204	157	8	forest	forest	NOUN
cana-5204	157	9	is	be	AUX
cana-5204	157	10	the	the	DET
cana-5204	157	11	best	good	ADJ
cana-5204	157	12	algorithm	algorithm	NOUN
cana-5204	157	13	for	for	ADP
cana-5204	157	14	predicting	predict	VERB
cana-5204	157	15	early	early	ADJ
cana-5204	157	16	liver	liver	NOUN
cana-5204	157	17	illness	illness	NOUN
cana-5204	157	18	(	(	PUNCT
cana-5204	157	19	ghosh	ghosh	PROPN
cana-5204	157	20	et	et	PROPN
cana-5204	157	21	al	al	PROPN
cana-5204	157	22	.	.	PROPN
cana-5204	157	23	,	,	PUNCT
cana-5204	157	24	2021	2021	NUM
cana-5204	157	25	)	)	PUNCT
cana-5204	157	26	.	.	PUNCT
cana-5204	158	1	a	a	DET
cana-5204	158	2	machine	machine	NOUN
cana-5204	158	3	learning	learning	NOUN
cana-5204	158	4	-	-	PUNCT
cana-5204	158	5	based	base	VERB
cana-5204	158	6	classification	classification	NOUN
cana-5204	158	7	algorithm	algorithm	NOUN
cana-5204	158	8	was	be	AUX
cana-5204	158	9	developed	develop	VERB
cana-5204	158	10	to	to	PART
cana-5204	158	11	identify	identify	VERB
cana-5204	158	12	non	non	ADJ
cana-5204	158	13	-	-	ADJ
cana-5204	158	14	alcoholic	alcoholic	ADJ
cana-5204	158	15	fatty	fatty	NOUN
cana-5204	158	16	liver	liver	NOUN
cana-5204	158	17	disease	disease	NOUN
cana-5204	158	18	(	(	PUNCT
cana-5204	158	19	nafld	nafld	ADV
cana-5204	158	20	)	)	PUNCT
cana-5204	158	21	from	from	ADP
cana-5204	158	22	normal	normal	ADJ
cana-5204	158	23	liver	liver	NOUN
cana-5204	158	24	tissue	tissue	NOUN
cana-5204	158	25	.	.	PUNCT
cana-5204	159	1	a	a	DET
cana-5204	159	2	digital	digital	ADJ
cana-5204	159	3	image	image	NOUN
cana-5204	159	4	analysis	analysis	NOUN
cana-5204	159	5	was	be	AUX
cana-5204	159	6	performed	perform	VERB
cana-5204	159	7	on	on	ADP
cana-5204	159	8	ultrasonic	ultrasonic	ADJ
cana-5204	159	9	liver	liver	NOUN
cana-5204	159	10	images	image	NOUN
cana-5204	159	11	,	,	PUNCT
cana-5204	159	12	using	use	VERB
cana-5204	159	13	imagej	imagej	ADV
cana-5204	159	14	and	and	CCONJ
cana-5204	159	15	mazda	mazda	PROPN
cana-5204	159	16	tools	tool	NOUN
cana-5204	159	17	.	.	PUNCT
cana-5204	160	1	different	different	ADJ
cana-5204	160	2	classification	classification	NOUN
cana-5204	160	3	techniques	technique	NOUN
cana-5204	160	4	were	be	AUX
cana-5204	160	5	examined	examine	VERB
cana-5204	160	6	,	,	PUNCT
cana-5204	160	7	and	and	CCONJ
cana-5204	160	8	the	the	DET
cana-5204	160	9	gradient	gradient	NOUN
cana-5204	160	10	boost	boost	NOUN
cana-5204	160	11	algorithm	algorithm	NOUN
cana-5204	160	12	successfully	successfully	ADV
cana-5204	160	13	distinguished	distinguish	VERB
cana-5204	160	14	nafld	nafld	ADV
cana-5204	160	15	from	from	ADP
cana-5204	160	16	normal	normal	ADJ
cana-5204	160	17	.	.	PUNCT
cana-5204	161	1	the	the	DET
cana-5204	161	2	texture	texture	NOUN
cana-5204	161	3	-	-	PUNCT
cana-5204	161	4	based	base	VERB
cana-5204	161	5	ml	ml	PROPN
cana-5204	161	6	model	model	NOUN
cana-5204	161	7	outperformed	outperform	VERB
cana-5204	161	8	intensity	intensity	NOUN
cana-5204	161	9	-	-	PUNCT
cana-5204	161	10	based	base	VERB
cana-5204	161	11	indices	index	NOUN
cana-5204	161	12	-	-	PUNCT
cana-5204	161	13	based	base	VERB
cana-5204	161	14	models	model	NOUN
cana-5204	161	15	in	in	ADP
cana-5204	161	16	predicting	predict	VERB
cana-5204	161	17	accuracy	accuracy	NOUN
cana-5204	161	18	,	,	PUNCT
cana-5204	161	19	demonstrating	demonstrate	VERB
cana-5204	161	20	the	the	DET
cana-5204	161	21	effectiveness	effectiveness	NOUN
cana-5204	161	22	of	of	ADP
cana-5204	161	23	this	this	DET
cana-5204	161	24	approach	approach	NOUN
cana-5204	161	25	in	in	ADP
cana-5204	161	26	identifying	identify	VERB
cana-5204	161	27	nafld	nafld	ADV
cana-5204	161	28	in	in	ADP
cana-5204	161	29	children	child	NOUN
cana-5204	161	30	(	(	PUNCT
cana-5204	161	31	das	das	PROPN
cana-5204	161	32	et	et	PROPN
cana-5204	161	33	al	al	PROPN
cana-5204	161	34	.	.	PROPN
cana-5204	161	35	,	,	PUNCT
cana-5204	161	36	2021	2021	NUM
cana-5204	161	37	)	)	PUNCT
cana-5204	161	38	.	.	PUNCT
cana-5204	162	1	it	it	PRON
cana-5204	162	2	focuses	focus	VERB
cana-5204	162	3	on	on	ADP
cana-5204	162	4	using	use	VERB
cana-5204	162	5	artificial	artificial	ADJ
cana-5204	162	6	intelligence	intelligence	NOUN
cana-5204	162	7	to	to	PART
cana-5204	162	8	predict	predict	VERB
cana-5204	162	9	liver	liver	NOUN
cana-5204	162	10	disease	disease	NOUN
cana-5204	162	11	.	.	PUNCT
cana-5204	163	1	some	some	PRON
cana-5204	163	2	of	of	ADP
cana-5204	163	3	the	the	DET
cana-5204	163	4	many	many	ADJ
cana-5204	163	5	layers	layer	NOUN
cana-5204	163	6	of	of	ADP
cana-5204	163	7	steps	step	NOUN
cana-5204	163	8	that	that	PRON
cana-5204	163	9	go	go	VERB
cana-5204	163	10	into	into	ADP
cana-5204	163	11	forecasting	forecasting	NOUN
cana-5204	163	12	liver	liver	NOUN
cana-5204	163	13	illness	illness	NOUN
cana-5204	163	14	include	include	VERB
cana-5204	163	15	pre	pre	ADJ
cana-5204	163	16	-	-	ADJ
cana-5204	163	17	processing	processing	ADJ
cana-5204	163	18	,	,	PUNCT
cana-5204	163	19	feature	feature	NOUN
cana-5204	163	20	extraction	extraction	NOUN
cana-5204	163	21	,	,	PUNCT
cana-5204	163	22	and	and	CCONJ
cana-5204	163	23	classification	classification	NOUN
cana-5204	163	24	.	.	PUNCT
cana-5204	164	1	in	in	ADP
cana-5204	164	2	this	this	DET
cana-5204	164	3	work	work	NOUN
cana-5204	164	4	,	,	PUNCT
cana-5204	164	5	samples	sample	NOUN
cana-5204	164	6	taken	take	VERB
cana-5204	164	7	from	from	ADP
cana-5204	164	8	the	the	DET
cana-5204	164	9	kaggle	kaggle	ADJ
cana-5204	164	10	database	database	NOUN
cana-5204	164	11	of	of	ADP
cana-5204	164	12	indian	indian	ADJ
cana-5204	164	13	hepatic	hepatic	ADJ
cana-5204	164	14	patient	patient	NOUN
cana-5204	164	15	records	record	NOUN
cana-5204	164	16	are	be	AUX
cana-5204	164	17	gathered	gather	VERB
cana-5204	164	18	to	to	PART
cana-5204	164	19	test	test	VERB
cana-5204	164	20	a	a	DET
cana-5204	164	21	hybrid	hybrid	ADJ
cana-5204	164	22	classification	classification	NOUN
cana-5204	164	23	system	system	NOUN
cana-5204	164	24	for	for	ADP
cana-5204	164	25	predicting	predict	VERB
cana-5204	164	26	liver	liver	NOUN
cana-5204	164	27	disease	disease	NOUN
cana-5204	164	28	.	.	PUNCT
cana-5204	165	1	the	the	DET
cana-5204	165	2	proposed	propose	VERB
cana-5204	165	3	model	model	NOUN
cana-5204	165	4	's	's	PART
cana-5204	165	5	accuracy	accuracy	NOUN
cana-5204	165	6	rate	rate	NOUN
cana-5204	165	7	is	be	AUX
cana-5204	165	8	77.75	77.75	NUM
cana-5204	165	9	%	%	NOUN
cana-5204	165	10	.	.	PUNCT
cana-5204	166	1	the	the	DET
cana-5204	166	2	proposed	propose	VERB
cana-5204	166	3	approach	approach	NOUN
cana-5204	166	4	is	be	AUX
cana-5204	166	5	employed	employ	VERB
cana-5204	166	6	,	,	PUNCT
cana-5204	166	7	and	and	CCONJ
cana-5204	166	8	the	the	DET
cana-5204	166	9	results	result	NOUN
cana-5204	166	10	are	be	AUX
cana-5204	166	11	assessed	assess	VERB
cana-5204	166	12	in	in	ADP
cana-5204	166	13	terms	term	NOUN
cana-5204	166	14	of	of	ADP
cana-5204	166	15	recall	recall	NOUN
cana-5204	166	16	,	,	PUNCT
cana-5204	166	17	precision	precision	NOUN
cana-5204	166	18	,	,	PUNCT
cana-5204	166	19	and	and	CCONJ
cana-5204	166	20	accuracy	accuracy	NOUN
cana-5204	166	21	.	.	PUNCT
cana-5204	167	1	to	to	PART
cana-5204	167	2	verify	verify	VERB
cana-5204	167	3	the	the	DET
cana-5204	167	4	efficacy	efficacy	NOUN
cana-5204	167	5	of	of	ADP
cana-5204	167	6	deep	deep	ADJ
cana-5204	167	7	learning	learning	NOUN
cana-5204	167	8	in	in	ADP
cana-5204	167	9	the	the	DET
cana-5204	167	10	diagnosis	diagnosis	NOUN
cana-5204	167	11	of	of	ADP
cana-5204	167	12	non	non	ADJ
cana-5204	167	13	-	-	ADJ
cana-5204	167	14	alcoholic	alcoholic	ADJ
cana-5204	167	15	fatty	fatty	NOUN
cana-5204	167	16	liver	liver	NOUN
cana-5204	167	17	condition	condition	NOUN
cana-5204	167	18	(	(	PUNCT
cana-5204	167	19	nafld	nafld	ADV
cana-5204	167	20	)	)	PUNCT
cana-5204	167	21	,	,	PUNCT
cana-5204	167	22	compare	compare	VERB
cana-5204	167	23	three	three	NUM
cana-5204	167	24	image	image	NOUN
cana-5204	167	25	-	-	PUNCT
cana-5204	167	26	processing	process	VERB
cana-5204	167	27	techniques	technique	NOUN
cana-5204	167	28	(	(	PUNCT
cana-5204	167	29	shaheamlung	shaheamlung	PROPN
cana-5204	167	30	&	&	CCONJ
cana-5204	167	31	kaur	kaur	PROPN
cana-5204	167	32	,	,	PUNCT
cana-5204	167	33	2021	2021	NUM
cana-5204	167	34	)	)	PUNCT
cana-5204	167	35	.	.	PUNCT
cana-5204	168	1	a	a	DET
cana-5204	168	2	study	study	NOUN
cana-5204	168	3	has	have	AUX
cana-5204	168	4	developed	develop	VERB
cana-5204	168	5	convolutional	convolutional	ADJ
cana-5204	168	6	neural	neural	ADJ
cana-5204	168	7	networks	network	NOUN
cana-5204	168	8	(	(	PUNCT
cana-5204	168	9	cnns	cnns	PROPN
cana-5204	168	10	)	)	PUNCT
cana-5204	168	11	to	to	PART
cana-5204	168	12	identify	identify	VERB
cana-5204	168	13	fatty	fatty	ADJ
cana-5204	168	14	liver	liver	NOUN
cana-5204	168	15	conditions	condition	NOUN
cana-5204	168	16	in	in	ADP
cana-5204	168	17	photos	photo	NOUN
cana-5204	168	18	using	use	VERB
cana-5204	168	19	pixel	pixel	NOUN
cana-5204	168	20	and	and	CCONJ
cana-5204	168	21	diagnosis	diagnosis	NOUN
cana-5204	168	22	labels	label	NOUN
cana-5204	168	23	.	.	PUNCT
cana-5204	169	1	the	the	DET
cana-5204	169	2	models	model	NOUN
cana-5204	169	3	were	be	AUX
cana-5204	169	4	trained	train	VERB
cana-5204	169	5	on	on	ADP
cana-5204	169	6	a	a	DET
cana-5204	169	7	dataset	dataset	NOUN
cana-5204	169	8	of	of	ADP
cana-5204	169	9	629	629	NUM
cana-5204	169	10	images	image	NOUN
cana-5204	169	11	,	,	PUNCT
cana-5204	169	12	including	include	VERB
cana-5204	169	13	normal	normal	ADJ
cana-5204	169	14	and	and	CCONJ
cana-5204	169	15	liver	liver	ADJ
cana-5204	169	16	steatosis	steatosis	NOUN
cana-5204	169	17	images	image	NOUN
cana-5204	169	18	.	.	PUNCT
cana-5204	170	1	two	two	NUM
cana-5204	170	2	pre	pre	ADJ
cana-5204	170	3	-	-	ADJ
cana-5204	170	4	trained	train	VERB
cana-5204	170	5	models	model	NOUN
cana-5204	170	6	,	,	PUNCT
cana-5204	170	7	inception	inception	NOUN
cana-5204	170	8	-	-	PUNCT
cana-5204	170	9	v3	v3	PROPN
cana-5204	170	10	and	and	CCONJ
cana-5204	170	11	vgg-16	vgg-16	NOUN
cana-5204	170	12	,	,	PUNCT
cana-5204	170	13	were	be	AUX
cana-5204	170	14	evaluated	evaluate	VERB
cana-5204	170	15	using	use	VERB
cana-5204	170	16	the	the	DET
cana-5204	170	17	imagenet	imagenet	NOUN
cana-5204	170	18	dataset	dataset	NOUN
cana-5204	170	19	.	.	PUNCT
cana-5204	171	1	the	the	DET
cana-5204	171	2	models	model	NOUN
cana-5204	171	3	were	be	AUX
cana-5204	171	4	trained	train	VERB
cana-5204	171	5	on	on	ADP
cana-5204	171	6	234	234	NUM
cana-5204	171	7	normal	normal	ADJ
cana-5204	171	8	liver	liver	NOUN
cana-5204	171	9	images	image	NOUN
cana-5204	171	10	and	and	CCONJ
cana-5204	171	11	262	262	NUM
cana-5204	171	12	liver	liver	NOUN
cana-5204	171	13	steatosis	steatosis	NOUN
cana-5204	171	14	images	image	NOUN
cana-5204	171	15	,	,	PUNCT
cana-5204	171	16	and	and	CCONJ
cana-5204	171	17	evaluated	evaluate	VERB
cana-5204	171	18	on	on	ADP
cana-5204	171	19	70	70	NUM
cana-5204	171	20	liver	liver	NOUN
cana-5204	171	21	steatosis	steatosis	NOUN
cana-5204	171	22	images	image	NOUN
cana-5204	171	23	and	and	CCONJ
cana-5204	171	24	63	63	NUM
cana-5204	171	25	normal	normal	ADJ
cana-5204	171	26	liver	liver	NOUN
cana-5204	171	27	images	image	NOUN
cana-5204	171	28	.	.	PUNCT
cana-5204	172	1	the	the	DET
cana-5204	172	2	algorithms	algorithm	NOUN
cana-5204	172	3	produced	produce	VERB
cana-5204	172	4	over	over	ADP
cana-5204	172	5	90	90	NUM
cana-5204	172	6	%	%	NOUN
cana-5204	172	7	of	of	ADP
cana-5204	172	8	test	test	NOUN
cana-5204	172	9	results	result	NOUN
cana-5204	172	10	(	(	PUNCT
cana-5204	172	11	constantinescu	constantinescu	NOUN
cana-5204	172	12	et	et	PROPN
cana-5204	172	13	al	al	PROPN
cana-5204	172	14	.	.	PROPN
cana-5204	172	15	,	,	PUNCT
cana-5204	172	16	2020	2020	NUM
cana-5204	172	17	)	)	PUNCT
cana-5204	172	18	.	.	PUNCT
cana-5204	173	1	using	use	VERB
cana-5204	173	2	b	b	NUM
cana-5204	173	3	-	-	PUNCT
cana-5204	173	4	mode	mode	NOUN
cana-5204	173	5	ultrasound	ultrasound	NOUN
cana-5204	173	6	(	(	PUNCT
cana-5204	173	7	us	us	PROPN
cana-5204	173	8	)	)	PUNCT
cana-5204	173	9	pictures	picture	NOUN
cana-5204	173	10	,	,	PUNCT
cana-5204	173	11	it	it	PRON
cana-5204	173	12	developed	develop	VERB
cana-5204	173	13	a	a	DET
cana-5204	173	14	neural	neural	ADJ
cana-5204	173	15	network	network	NOUN
cana-5204	173	16	-	-	PUNCT
cana-5204	173	17	based	base	VERB
cana-5204	173	18	algorithm	algorithm	NOUN
cana-5204	173	19	to	to	PART
cana-5204	173	20	identify	identify	VERB
cana-5204	173	21	and	and	CCONJ
cana-5204	173	22	classify	classify	VERB
cana-5204	173	23	fatty	fatty	ADJ
cana-5204	173	24	liver	liver	NOUN
cana-5204	173	25	.	.	PUNCT
cana-5204	174	1	to	to	PART
cana-5204	174	2	develop	develop	VERB
cana-5204	174	3	b	b	NUM
cana-5204	174	4	-	-	PUNCT
cana-5204	174	5	mode	mode	NOUN
cana-5204	174	6	us	us	PROPN
cana-5204	174	7	scans	scan	NOUN
cana-5204	174	8	from	from	ADP
cana-5204	174	9	a	a	DET
cana-5204	174	10	waiting	waiting	NOUN
cana-5204	174	11	list	list	NOUN
cana-5204	174	12	of	of	ADP
cana-5204	174	13	patients	patient	NOUN
cana-5204	174	14	into	into	ADP
cana-5204	174	15	fourclass	fourclass	NOUN
cana-5204	174	16	,	,	PUNCT
cana-5204	174	17	two	two	NUM
cana-5204	174	18	-	-	PUNCT
cana-5204	174	19	class	class	NOUN
cana-5204	174	20	,	,	PUNCT
cana-5204	174	21	and	and	CCONJ
cana-5204	174	22	three	three	NUM
cana-5204	174	23	-	-	PUNCT
cana-5204	174	24	class	class	NOUN
cana-5204	174	25	diagnostic	diagnostic	ADJ
cana-5204	174	26	models	model	NOUN
cana-5204	174	27	for	for	ADP
cana-5204	174	28	prediction	prediction	NOUN
cana-5204	174	29	.	.	PUNCT
cana-5204	175	1	the	the	DET
cana-5204	175	2	images	image	NOUN
cana-5204	175	3	were	be	AUX
cana-5204	175	4	regarded	regard	VERB
cana-5204	175	5	as	as	ADV
cana-5204	175	6	acceptable	acceptable	ADJ
cana-5204	175	7	if	if	SCONJ
cana-5204	175	8	they	they	PRON
cana-5204	175	9	were	be	AUX
cana-5204	175	10	confirmed	confirm	VERB
cana-5204	175	11	by	by	ADP
cana-5204	175	12	a	a	DET
cana-5204	175	13	minimum	minimum	NOUN
cana-5204	175	14	of	of	ADP
cana-5204	175	15	two	two	NUM
cana-5204	175	16	gastroenterologists	gastroenterologist	NOUN
cana-5204	175	17	.	.	PUNCT
cana-5204	176	1	we	we	PRON
cana-5204	176	2	assessed	assess	VERB
cana-5204	176	3	the	the	DET
cana-5204	176	4	pre	pre	ADJ
cana-5204	176	5	-	-	ADJ
cana-5204	176	6	trained	train	VERB
cana-5204	176	7	convolutional	convolutional	ADJ
cana-5204	176	8	neural	neural	ADJ
cana-5204	176	9	network	network	NOUN
cana-5204	176	10	models	model	NOUN
cana-5204	176	11	resnet-50	resnet-50	PROPN
cana-5204	176	12	v2	v2	PROPN
cana-5204	176	13	,	,	PUNCT
cana-5204	176	14	mobilenet	mobilenet	NOUN
cana-5204	176	15	v2	v2	PROPN
cana-5204	176	16	,	,	PUNCT
cana-5204	176	17	xception	xception	NOUN
cana-5204	176	18	,	,	PUNCT
cana-5204	176	19	and	and	CCONJ
cana-5204	176	20	inception	inception	NOUN
cana-5204	176	21	v2	v2	PROPN
cana-5204	176	22	for	for	ADP
cana-5204	176	23	the	the	DET
cana-5204	176	24	visual	visual	ADJ
cana-5204	176	25	geometry	geometry	NOUN
cana-5204	176	26	group	group	NOUN
cana-5204	176	27	(	(	PUNCT
cana-5204	176	28	vgg	vgg	PROPN
cana-5204	176	29	)	)	PUNCT
cana-5204	176	30	19	19	NUM
cana-5204	176	31	.	.	PUNCT
cana-5204	177	1	we	we	PRON
cana-5204	177	2	produced	produce	VERB
cana-5204	177	3	more	more	ADJ
cana-5204	177	4	than	than	ADP
cana-5204	177	5	100	100	NUM
cana-5204	177	6	images	image	NOUN
cana-5204	177	7	for	for	ADP
cana-5204	177	8	each	each	DET
cana-5204	177	9	severity	severity	NOUN
cana-5204	177	10	group	group	NOUN
cana-5204	177	11	using	use	VERB
cana-5204	177	12	20	20	NUM
cana-5204	177	13	%	%	NOUN
cana-5204	177	14	of	of	ADP
cana-5204	177	15	the	the	DET
cana-5204	177	16	data	datum	NOUN
cana-5204	177	17	set	set	VERB
cana-5204	177	18	for	for	ADP
cana-5204	177	19	validation	validation	NOUN
cana-5204	177	20	(	(	PUNCT
cana-5204	177	21	chou	chou	NOUN
cana-5204	177	22	et	et	PROPN
cana-5204	177	23	al	al	PROPN
cana-5204	177	24	.	.	PROPN
cana-5204	177	25	,	,	PUNCT
cana-5204	177	26	2021	2021	NUM
cana-5204	177	27	)	)	PUNCT
cana-5204	177	28	.	.	PUNCT
cana-5204	178	1	this	this	DET
cana-5204	178	2	study	study	NOUN
cana-5204	178	3	investigated	investigate	VERB
cana-5204	178	4	four	four	NUM
cana-5204	178	5	alternative	alternative	ADJ
cana-5204	178	6	machine	machine	NOUN
cana-5204	178	7	learning	learning	NOUN
cana-5204	178	8	(	(	PUNCT
cana-5204	178	9	ml	ml	NOUN
cana-5204	178	10	)	)	PUNCT
cana-5204	178	11	strategies	strategy	NOUN
cana-5204	178	12	for	for	ADP
cana-5204	178	13	classifying	classify	VERB
cana-5204	178	14	the	the	DET
cana-5204	178	15	indian	indian	ADJ
cana-5204	178	16	lover	lover	NOUN
cana-5204	178	17	patients	patient	NOUN
cana-5204	178	18	dataset	dataset	VERB
cana-5204	178	19	,	,	PUNCT
cana-5204	178	20	including	include	VERB
cana-5204	178	21	logistic	logistic	ADJ
cana-5204	178	22	regression	regression	NOUN
cana-5204	178	23	,	,	PUNCT
cana-5204	178	24	decision	decision	NOUN
cana-5204	178	25	trees	tree	NOUN
cana-5204	178	26	,	,	PUNCT
cana-5204	178	27	random	random	ADJ
cana-5204	178	28	forests	forest	NOUN
cana-5204	178	29	,	,	PUNCT
cana-5204	178	30	and	and	CCONJ
cana-5204	178	31	additional	additional	ADJ
cana-5204	178	32	trees	tree	NOUN
cana-5204	178	33	.	.	PUNCT
cana-5204	179	1	remove	remove	VERB
cana-5204	179	2	meaningless	meaningless	ADJ
cana-5204	179	3	attributes	attribute	NOUN
cana-5204	179	4	from	from	ADP
cana-5204	179	5	the	the	DET
cana-5204	179	6	collection	collection	NOUN
cana-5204	179	7	using	use	VERB
cana-5204	179	8	person	person	NOUN
cana-5204	179	9	correlation	correlation	NOUN
cana-5204	179	10	.	.	PUNCT
cana-5204	180	1	a	a	DET
cana-5204	180	2	boosting	boost	VERB
cana-5204	180	3	technique	technique	NOUN
cana-5204	180	4	is	be	AUX
cana-5204	180	5	also	also	ADV
cana-5204	180	6	applied	apply	VERB
cana-5204	180	7	to	to	PART
cana-5204	180	8	enhance	enhance	VERB
cana-5204	180	9	the	the	DET
cana-5204	180	10	prediction	prediction	NOUN
cana-5204	180	11	precision	precision	NOUN
cana-5204	180	12	of	of	ADP
cana-5204	180	13	those	those	DET
cana-5204	180	14	communications	communication	NOUN
cana-5204	180	15	on	on	ADP
cana-5204	180	16	applied	apply	VERB
cana-5204	180	17	nonlinear	nonlinear	ADJ
cana-5204	180	18	analysis	analysis	NOUN
cana-5204	180	19	issn	issn	NOUN
cana-5204	180	20	:	:	PUNCT
cana-5204	180	21	1074	1074	NUM
cana-5204	180	22	-	-	PUNCT
cana-5204	180	23	133x	133x	NUM
cana-5204	180	24	vol	vol	NOUN
cana-5204	180	25	32	32	NUM
cana-5204	180	26	no	no	NOUN
cana-5204	180	27	.	.	PUNCT
cana-5204	181	1	icmasd	icmasd	NOUN
cana-5204	181	2	(	(	PUNCT
cana-5204	181	3	2025	2025	NUM
cana-5204	181	4	)	)	PUNCT
cana-5204	181	5	1790	1790	NUM
cana-5204	181	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	181	7	methods	method	NOUN
cana-5204	181	8	.	.	PUNCT
cana-5204	182	1	the	the	DET
cana-5204	182	2	comparison	comparison	NOUN
cana-5204	182	3	analysis	analysis	NOUN
cana-5204	182	4	's	's	PART
cana-5204	182	5	accuracy	accuracy	NOUN
cana-5204	182	6	,	,	PUNCT
cana-5204	182	7	recall	recall	NOUN
cana-5204	182	8	,	,	PUNCT
cana-5204	182	9	roc	roc	PROPN
cana-5204	182	10	,	,	PUNCT
cana-5204	182	11	and	and	CCONJ
cana-5204	182	12	f-1	f-1	NOUN
cana-5204	182	13	score	score	NOUN
cana-5204	182	14	are	be	AUX
cana-5204	182	15	evaluated	evaluate	VERB
cana-5204	182	16	(	(	PUNCT
cana-5204	182	17	rabbi	rabbi	VERB
cana-5204	182	18	et	et	PROPN
cana-5204	182	19	al	al	PROPN
cana-5204	182	20	.	.	PROPN
cana-5204	182	21	,	,	PUNCT
cana-5204	182	22	2020	2020	NUM
cana-5204	182	23	)	)	PUNCT
cana-5204	182	24	.	.	PUNCT
cana-5204	183	1	this	this	DET
cana-5204	183	2	article	article	NOUN
cana-5204	183	3	surveys	survey	NOUN
cana-5204	183	4	and	and	CCONJ
cana-5204	183	5	compares	compare	VERB
cana-5204	183	6	machine	machine	NOUN
cana-5204	183	7	-	-	PUNCT
cana-5204	183	8	learning	learn	VERB
cana-5204	183	9	methods	method	NOUN
cana-5204	183	10	used	use	VERB
cana-5204	183	11	in	in	ADP
cana-5204	183	12	healthcare	healthcare	NOUN
cana-5204	183	13	to	to	PART
cana-5204	183	14	identify	identify	VERB
cana-5204	183	15	and	and	CCONJ
cana-5204	183	16	predict	predict	VERB
cana-5204	183	17	liver	liver	NOUN
cana-5204	183	18	disease	disease	NOUN
cana-5204	183	19	.	.	PUNCT
cana-5204	184	1	techniques	technique	NOUN
cana-5204	184	2	include	include	VERB
cana-5204	184	3	supervised	supervise	VERB
cana-5204	184	4	,	,	PUNCT
cana-5204	184	5	unsupervised	unsupervised	ADJ
cana-5204	184	6	,	,	PUNCT
cana-5204	184	7	and	and	CCONJ
cana-5204	184	8	semisupervised	semisupervise	VERB
cana-5204	184	9	reinforcement	reinforcement	NOUN
cana-5204	184	10	learning	learning	NOUN
cana-5204	184	11	,	,	PUNCT
cana-5204	184	12	svm	svm	PROPN
cana-5204	184	13	,	,	PUNCT
cana-5204	184	14	knn	knn	PROPN
cana-5204	184	15	,	,	PUNCT
cana-5204	184	16	k	k	ADJ
cana-5204	184	17	-	-	ADJ
cana-5204	184	18	mean	mean	ADJ
cana-5204	184	19	clustering	clustering	NOUN
cana-5204	184	20	,	,	PUNCT
cana-5204	184	21	neural	neural	ADJ
cana-5204	184	22	networks	network	NOUN
cana-5204	184	23	,	,	PUNCT
cana-5204	184	24	and	and	CCONJ
cana-5204	184	25	decision	decision	NOUN
cana-5204	184	26	trees	tree	NOUN
cana-5204	184	27	.	.	PUNCT
cana-5204	185	1	each	each	DET
cana-5204	185	2	method	method	NOUN
cana-5204	185	3	has	have	VERB
cana-5204	185	4	its	its	PRON
cana-5204	185	5	accuracy	accuracy	NOUN
cana-5204	185	6	,	,	PUNCT
cana-5204	185	7	precision	precision	NOUN
cana-5204	185	8	,	,	PUNCT
cana-5204	185	9	and	and	CCONJ
cana-5204	185	10	sensitivity	sensitivity	NOUN
cana-5204	185	11	.	.	PUNCT
cana-5204	186	1	decision	decision	NOUN
cana-5204	186	2	trees	tree	NOUN
cana-5204	186	3	,	,	PUNCT
cana-5204	186	4	j48	j48	PROPN
cana-5204	186	5	,	,	PUNCT
cana-5204	186	6	and	and	CCONJ
cana-5204	186	7	ann	ann	PROPN
cana-5204	186	8	are	be	AUX
cana-5204	186	9	found	find	VERB
cana-5204	186	10	to	to	PART
cana-5204	186	11	offer	offer	VERB
cana-5204	186	12	more	more	ADJ
cana-5204	186	13	accuracy	accuracy	NOUN
cana-5204	186	14	in	in	ADP
cana-5204	186	15	identifying	identify	VERB
cana-5204	186	16	and	and	CCONJ
cana-5204	186	17	proposing	propose	VERB
cana-5204	186	18	liver	liver	NOUN
cana-5204	186	19	illness	illness	NOUN
cana-5204	186	20	,	,	PUNCT
cana-5204	186	21	according	accord	VERB
cana-5204	186	22	to	to	ADP
cana-5204	186	23	the	the	DET
cana-5204	186	24	review	review	NOUN
cana-5204	186	25	and	and	CCONJ
cana-5204	186	26	study	study	NOUN
cana-5204	186	27	(	(	PUNCT
cana-5204	186	28	shaheamlung	shaheamlung	PROPN
cana-5204	186	29	et	et	PROPN
cana-5204	186	30	al	al	PROPN
cana-5204	186	31	.	.	PROPN
cana-5204	186	32	,	,	PUNCT
cana-5204	186	33	n.d	n.d	PROPN
cana-5204	186	34	.	.	PROPN
cana-5204	186	35	)	)	PUNCT
cana-5204	186	36	.	.	PUNCT
cana-5204	187	1	the	the	DET
cana-5204	187	2	information	information	NOUN
cana-5204	187	3	was	be	AUX
cana-5204	187	4	gathered	gather	VERB
cana-5204	187	5	and	and	CCONJ
cana-5204	187	6	divided	divide	VERB
cana-5204	187	7	into	into	ADP
cana-5204	187	8	four	four	NUM
cana-5204	187	9	categories	category	NOUN
cana-5204	187	10	for	for	ADP
cana-5204	187	11	nafld	nafld	ADV
cana-5204	187	12	:	:	PUNCT
cana-5204	187	13	normal	normal	ADJ
cana-5204	187	14	,	,	PUNCT
cana-5204	187	15	mild	mild	ADJ
cana-5204	187	16	,	,	PUNCT
cana-5204	187	17	moderate	moderate	ADJ
cana-5204	187	18	,	,	PUNCT
cana-5204	187	19	and	and	CCONJ
cana-5204	187	20	significant	significant	ADJ
cana-5204	187	21	nafld	nafld	ADJ
cana-5204	187	22	groups	group	NOUN
cana-5204	187	23	.	.	PUNCT
cana-5204	188	1	two	two	NUM
cana-5204	188	2	-	-	PUNCT
cana-5204	188	3	dimensional	dimensional	ADJ
cana-5204	188	4	hepatic	hepatic	ADJ
cana-5204	188	5	imaging	imaging	NOUN
cana-5204	188	6	was	be	AUX
cana-5204	188	7	examined	examine	VERB
cana-5204	188	8	using	use	VERB
cana-5204	188	9	the	the	DET
cana-5204	188	10	signal	signal	ADJ
cana-5204	188	11	envelope	envelope	NOUN
cana-5204	188	12	,	,	PUNCT
cana-5204	188	13	grayscale	grayscale	NOUN
cana-5204	188	14	signal	signal	NOUN
cana-5204	188	15	,	,	PUNCT
cana-5204	188	16	and	and	CCONJ
cana-5204	188	17	deep	deep	ADJ
cana-5204	188	18	-	-	PUNCT
cana-5204	188	19	learning	learn	VERB
cana-5204	188	20	index	index	NOUN
cana-5204	188	21	produced	produce	VERB
cana-5204	188	22	by	by	ADP
cana-5204	188	23	three	three	NUM
cana-5204	188	24	imageprocessing	imageprocesse	VERB
cana-5204	188	25	techniques	technique	NOUN
cana-5204	188	26	.	.	PUNCT
cana-5204	189	1	the	the	DET
cana-5204	189	2	values	value	NOUN
cana-5204	189	3	for	for	ADP
cana-5204	189	4	the	the	DET
cana-5204	189	5	three	three	NUM
cana-5204	189	6	methods	method	NOUN
cana-5204	189	7	varied	varied	ADJ
cana-5204	189	8	from	from	ADP
cana-5204	189	9	0	0	NUM
cana-5204	189	10	to	to	ADP
cana-5204	189	11	65,535	65,535	NUM
cana-5204	189	12	,	,	PUNCT
cana-5204	189	13	0	0	NUM
cana-5204	189	14	to	to	ADP
cana-5204	189	15	255	255	NUM
cana-5204	189	16	,	,	PUNCT
cana-5204	189	17	and	and	CCONJ
cana-5204	189	18	0	0	NUM
cana-5204	189	19	to	to	ADP
cana-5204	189	20	4	4	NUM
cana-5204	189	21	,	,	PUNCT
cana-5204	189	22	respectively	respectively	ADV
cana-5204	189	23	.	.	PUNCT
cana-5204	190	1	the	the	DET
cana-5204	190	2	suggested	suggest	VERB
cana-5204	190	3	program	program	NOUN
cana-5204	190	4	examined	examine	VERB
cana-5204	190	5	the	the	DET
cana-5204	190	6	data	datum	NOUN
cana-5204	190	7	from	from	ADP
cana-5204	190	8	the	the	DET
cana-5204	190	9	4	4	NUM
cana-5204	190	10	groups	group	NOUN
cana-5204	190	11	,	,	PUNCT
cana-5204	190	12	produced	produce	VERB
cana-5204	190	13	receiver	receiver	ADJ
cana-5204	190	14	operation	operation	NOUN
cana-5204	190	15	characteristic	characteristic	ADJ
cana-5204	190	16	curves	curve	NOUN
cana-5204	190	17	,	,	PUNCT
cana-5204	190	18	and	and	CCONJ
cana-5204	190	19	assessed	assessed	ADJ
cana-5204	190	20	area	area	NOUN
cana-5204	190	21	under	under	ADP
cana-5204	190	22	the	the	DET
cana-5204	190	23	curve	curve	NOUN
cana-5204	190	24	(	(	PUNCT
cana-5204	190	25	auc	auc	NOUN
cana-5204	190	26	)	)	PUNCT
cana-5204	190	27	values	value	NOUN
cana-5204	190	28	to	to	PART
cana-5204	190	29	find	find	VERB
cana-5204	190	30	the	the	DET
cana-5204	190	31	best	good	ADJ
cana-5204	190	32	image	image	NOUN
cana-5204	190	33	-	-	PUNCT
cana-5204	190	34	processing	processing	NOUN
cana-5204	190	35	technique	technique	NOUN
cana-5204	190	36	(	(	PUNCT
cana-5204	190	37	cao	cao	PROPN
cana-5204	190	38	et	et	PROPN
cana-5204	190	39	al	al	PROPN
cana-5204	190	40	.	.	PROPN
cana-5204	190	41	,	,	PUNCT
cana-5204	190	42	2019	2019	NUM
cana-5204	190	43	)	)	PUNCT
cana-5204	190	44	.	.	PUNCT
cana-5204	191	1	it	it	PRON
cana-5204	191	2	will	will	AUX
cana-5204	191	3	be	be	AUX
cana-5204	191	4	advantageous	advantageous	ADJ
cana-5204	191	5	to	to	PART
cana-5204	191	6	create	create	VERB
cana-5204	191	7	a	a	DET
cana-5204	191	8	model	model	NOUN
cana-5204	191	9	that	that	PRON
cana-5204	191	10	enables	enable	VERB
cana-5204	191	11	medical	medical	ADJ
cana-5204	191	12	professionals	professional	NOUN
cana-5204	191	13	to	to	PART
cana-5204	191	14	predict	predict	VERB
cana-5204	191	15	if	if	SCONJ
cana-5204	191	16	a	a	DET
cana-5204	191	17	patient	patient	NOUN
cana-5204	191	18	is	be	AUX
cana-5204	191	19	most	most	ADV
cana-5204	191	20	likely	likely	ADJ
cana-5204	191	21	to	to	PART
cana-5204	191	22	have	have	VERB
cana-5204	191	23	liver	liver	NOUN
cana-5204	191	24	disease	disease	NOUN
cana-5204	191	25	at	at	ADP
cana-5204	191	26	an	an	DET
cana-5204	191	27	early	early	ADJ
cana-5204	191	28	stage	stage	NOUN
cana-5204	191	29	.	.	PUNCT
cana-5204	192	1	liver	liver	NOUN
cana-5204	192	2	infections	infection	NOUN
cana-5204	192	3	are	be	AUX
cana-5204	192	4	quite	quite	ADV
cana-5204	192	5	prevalent	prevalent	ADJ
cana-5204	192	6	in	in	ADP
cana-5204	192	7	india	india	PROPN
cana-5204	192	8	as	as	ADP
cana-5204	192	9	a	a	DET
cana-5204	192	10	result	result	NOUN
cana-5204	192	11	of	of	ADP
cana-5204	192	12	a	a	DET
cana-5204	192	13	desk	desk	NOUN
cana-5204	192	14	-	-	PUNCT
cana-5204	192	15	bound	bind	VERB
cana-5204	192	16	lifestyle	lifestyle	NOUN
cana-5204	192	17	,	,	PUNCT
cana-5204	192	18	rising	rise	VERB
cana-5204	192	19	alcohol	alcohol	NOUN
cana-5204	192	20	use	use	NOUN
cana-5204	192	21	,	,	PUNCT
cana-5204	192	22	and	and	CCONJ
cana-5204	192	23	smoking	smoking	NOUN
cana-5204	192	24	.	.	PUNCT
cana-5204	193	1	effective	effective	ADJ
cana-5204	193	2	treatment	treatment	NOUN
cana-5204	193	3	requires	require	VERB
cana-5204	193	4	an	an	DET
cana-5204	193	5	early	early	ADJ
cana-5204	193	6	identification	identification	NOUN
cana-5204	193	7	of	of	ADP
cana-5204	193	8	liver	liver	NOUN
cana-5204	193	9	disease	disease	NOUN
cana-5204	193	10	.	.	PUNCT
cana-5204	194	1	the	the	DET
cana-5204	194	2	suggested	suggest	VERB
cana-5204	194	3	work	work	NOUN
cana-5204	194	4	compares	compare	VERB
cana-5204	194	5	additional	additional	ADJ
cana-5204	194	6	techniques	technique	NOUN
cana-5204	194	7	for	for	ADP
cana-5204	194	8	better	well	ADJ
cana-5204	194	9	accuracy	accuracy	NOUN
cana-5204	194	10	(	(	PUNCT
cana-5204	194	11	bhoite	bhoite	PROPN
cana-5204	194	12	&	&	CCONJ
cana-5204	194	13	idris	idris	PROPN
cana-5204	194	14	,	,	PUNCT
cana-5204	194	15	2019	2019	NUM
cana-5204	194	16	)	)	PUNCT
cana-5204	194	17	.	.	PUNCT
cana-5204	195	1	the	the	DET
cana-5204	195	2	study	study	NOUN
cana-5204	195	3	explores	explore	VERB
cana-5204	195	4	the	the	DET
cana-5204	195	5	liver	liver	NOUN
cana-5204	195	6	's	's	PART
cana-5204	195	7	anisotropic	anisotropic	NOUN
cana-5204	195	8	texture	texture	NOUN
cana-5204	195	9	,	,	PUNCT
cana-5204	195	10	which	which	PRON
cana-5204	195	11	can	can	AUX
cana-5204	195	12	be	be	AUX
cana-5204	195	13	identified	identify	VERB
cana-5204	195	14	using	use	VERB
cana-5204	195	15	various	various	ADJ
cana-5204	195	16	techniques	technique	NOUN
cana-5204	195	17	such	such	ADJ
cana-5204	195	18	as	as	ADP
cana-5204	195	19	grey	grey	ADJ
cana-5204	195	20	level	level	NOUN
cana-5204	195	21	difference	difference	NOUN
cana-5204	195	22	histogram	histogram	NOUN
cana-5204	195	23	,	,	PUNCT
cana-5204	195	24	pair	pair	NOUN
cana-5204	195	25	correlation	correlation	NOUN
cana-5204	195	26	function	function	NOUN
cana-5204	195	27	,	,	PUNCT
cana-5204	195	28	probabilistic	probabilistic	ADJ
cana-5204	195	29	local	local	ADJ
cana-5204	195	30	directionality	directionality	NOUN
cana-5204	195	31	statistics	statistic	NOUN
cana-5204	195	32	,	,	PUNCT
cana-5204	195	33	and	and	CCONJ
cana-5204	195	34	unpredictability	unpredictability	NOUN
cana-5204	195	35	of	of	ADP
cana-5204	195	36	texture	texture	NOUN
cana-5204	195	37	.	.	PUNCT
cana-5204	196	1	three	three	NUM
cana-5204	196	2	alternative	alternative	ADJ
cana-5204	196	3	data	datum	NOUN
cana-5204	196	4	sets	set	NOUN
cana-5204	196	5	are	be	AUX
cana-5204	196	6	produced	produce	VERB
cana-5204	196	7	using	use	VERB
cana-5204	196	8	five	five	NUM
cana-5204	196	9	classifiers	classifier	NOUN
cana-5204	196	10	:	:	PUNCT
cana-5204	196	11	bayesian	bayesian	NOUN
cana-5204	196	12	,	,	PUNCT
cana-5204	196	13	multilayer	multilayer	PROPN
cana-5204	196	14	perceptron	perceptron	PROPN
cana-5204	196	15	,	,	PUNCT
cana-5204	196	16	probabilistic	probabilistic	ADJ
cana-5204	196	17	neural	neural	ADJ
cana-5204	196	18	network	network	NOUN
cana-5204	196	19	,	,	PUNCT
cana-5204	196	20	learning	learn	VERB
cana-5204	196	21	vector	vector	NOUN
cana-5204	196	22	quantization	quantization	NOUN
cana-5204	196	23	,	,	PUNCT
cana-5204	196	24	and	and	CCONJ
cana-5204	196	25	support	support	VERB
cana-5204	196	26	vector	vector	NOUN
cana-5204	196	27	machine	machine	NOUN
cana-5204	196	28	.	.	PUNCT
cana-5204	197	1	comparative	comparative	ADJ
cana-5204	197	2	evaluations	evaluation	NOUN
cana-5204	197	3	of	of	ADP
cana-5204	197	4	specificity	specificity	NOUN
cana-5204	197	5	,	,	PUNCT
cana-5204	197	6	sensitivity	sensitivity	NOUN
cana-5204	197	7	,	,	PUNCT
cana-5204	197	8	discrimination	discrimination	NOUN
cana-5204	197	9	score	score	NOUN
cana-5204	197	10	,	,	PUNCT
cana-5204	197	11	and	and	CCONJ
cana-5204	197	12	accuracy	accuracy	NOUN
cana-5204	197	13	were	be	AUX
cana-5204	197	14	conducted	conduct	VERB
cana-5204	197	15	,	,	PUNCT
cana-5204	197	16	showing	show	VERB
cana-5204	197	17	that	that	SCONJ
cana-5204	197	18	pnn	pnn	PROPN
cana-5204	197	19	and	and	CCONJ
cana-5204	197	20	svm	svm	PROPN
cana-5204	197	21	improve	improve	VERB
cana-5204	197	22	anisotropy	anisotropy	NOUN
cana-5204	197	23	characteristics	characteristic	NOUN
cana-5204	197	24	(	(	PUNCT
cana-5204	197	25	neogi	neogi	PROPN
cana-5204	197	26	et	et	PROPN
cana-5204	197	27	al	al	PROPN
cana-5204	197	28	.	.	PROPN
cana-5204	197	29	,	,	PUNCT
cana-5204	197	30	2018	2018	NUM
cana-5204	197	31	)	)	PUNCT
cana-5204	197	32	.	.	PUNCT
cana-5204	198	1	implementing	implement	VERB
cana-5204	198	2	machine	machine	NOUN
cana-5204	198	3	learning	learn	VERB
cana-5204	198	4	to	to	PART
cana-5204	198	5	diagnose	diagnose	VERB
cana-5204	198	6	multiparametric	multiparametric	ADJ
cana-5204	198	7	ultrasonic	ultrasonic	ADJ
cana-5204	198	8	data	datum	NOUN
cana-5204	198	9	to	to	PART
cana-5204	198	10	detect	detect	VERB
cana-5204	198	11	substantial	substantial	ADJ
cana-5204	198	12	liver	liver	NOUN
cana-5204	198	13	fibrosis	fibrosis	NOUN
cana-5204	198	14	.	.	PUNCT
cana-5204	199	1	there	there	PRON
cana-5204	199	2	were	be	VERB
cana-5204	199	3	144	144	NUM
cana-5204	199	4	chronic	chronic	ADJ
cana-5204	199	5	hepatitis	hepatitis	NOUN
cana-5204	199	6	b	b	PROPN
cana-5204	199	7	patients	patient	NOUN
cana-5204	199	8	in	in	ADP
cana-5204	199	9	this	this	DET
cana-5204	199	10	prospective	prospective	ADJ
cana-5204	199	11	trial	trial	NOUN
cana-5204	199	12	.	.	PUNCT
cana-5204	200	1	using	use	VERB
cana-5204	200	2	conventional	conventional	ADJ
cana-5204	200	3	radionics	radionic	NOUN
cana-5204	200	4	,	,	PUNCT
cana-5204	200	5	original	original	ADJ
cana-5204	200	6	radiofrequency	radiofrequency	NOUN
cana-5204	200	7	(	(	PUNCT
cana-5204	200	8	orf	orf	PROPN
cana-5204	200	9	)	)	PUNCT
cana-5204	200	10	,	,	PUNCT
cana-5204	200	11	and	and	CCONJ
cana-5204	200	12	contrast	contrast	NOUN
cana-5204	200	13	-	-	PUNCT
cana-5204	200	14	enhanced	enhance	VERB
cana-5204	200	15	microflow	microflow	NOUN
cana-5204	200	16	(	(	PUNCT
cana-5204	200	17	cemf	cemf	NOUN
cana-5204	200	18	)	)	PUNCT
cana-5204	200	19	characteristics	characteristic	NOUN
cana-5204	200	20	,	,	PUNCT
cana-5204	200	21	ultrasonics	ultrasonic	NOUN
cana-5204	200	22	—	—	PUNCT
cana-5204	200	23	high	high	ADJ
cana-5204	200	24	-	-	PUNCT
cana-5204	200	25	throughput	throughput	NOUN
cana-5204	200	26	quantitative	quantitative	ADJ
cana-5204	200	27	data	datum	NOUN
cana-5204	200	28	from	from	ADP
cana-5204	200	29	ultrasound	ultrasound	ADJ
cana-5204	200	30	imaging	imaging	NOUN
cana-5204	200	31	of	of	ADP
cana-5204	200	32	liver	liver	NOUN
cana-5204	200	33	fibrosis	fibrosis	NOUN
cana-5204	200	34	—	—	PUNCT
cana-5204	200	35	were	be	AUX
cana-5204	200	36	produced	produce	VERB
cana-5204	200	37	.	.	PUNCT
cana-5204	201	1	pairwise	pairwise	NOUN
cana-5204	201	2	correlation	correlation	NOUN
cana-5204	201	3	and	and	CCONJ
cana-5204	201	4	hierarchical	hierarchical	ADJ
cana-5204	201	5	clustering	clustering	NOUN
cana-5204	201	6	were	be	AUX
cana-5204	201	7	employed	employ	VERB
cana-5204	201	8	to	to	PART
cana-5204	201	9	examine	examine	VERB
cana-5204	201	10	three	three	NUM
cana-5204	201	11	different	different	ADJ
cana-5204	201	12	feature	feature	NOUN
cana-5204	201	13	categories	category	NOUN
cana-5204	201	14	.	.	PUNCT
cana-5204	202	1	the	the	DET
cana-5204	202	2	diagnostic	diagnostic	ADJ
cana-5204	202	3	tests	test	NOUN
cana-5204	202	4	for	for	ADP
cana-5204	202	5	fibrosis	fibrosis	NOUN
cana-5204	202	6	,	,	PUNCT
cana-5204	202	7	activity	activity	NOUN
cana-5204	202	8	,	,	PUNCT
cana-5204	202	9	and	and	CCONJ
cana-5204	202	10	steatosis	steatosis	NOUN
cana-5204	202	11	stage	stage	NOUN
cana-5204	202	12	were	be	AUX
cana-5204	202	13	used	use	VERB
cana-5204	202	14	to	to	PART
cana-5204	202	15	choose	choose	VERB
cana-5204	202	16	the	the	DET
cana-5204	202	17	features	feature	NOUN
cana-5204	202	18	,	,	PUNCT
cana-5204	202	19	with	with	ADP
cana-5204	202	20	the	the	DET
cana-5204	202	21	histopathological	histopathological	ADJ
cana-5204	202	22	findings	finding	NOUN
cana-5204	202	23	serving	serve	VERB
cana-5204	202	24	as	as	ADP
cana-5204	202	25	the	the	DET
cana-5204	202	26	standard	standard	NOUN
cana-5204	202	27	.	.	PUNCT
cana-5204	203	1	by	by	ADP
cana-5204	203	2	measuring	measure	VERB
cana-5204	203	3	the	the	DET
cana-5204	203	4	area	area	NOUN
cana-5204	203	5	under	under	ADP
cana-5204	203	6	the	the	DET
cana-5204	203	7	receiveroperator	receiveroperator	NOUN
cana-5204	203	8	characteristic	characteristic	ADJ
cana-5204	203	9	curve	curve	NOUN
cana-5204	203	10	(	(	PUNCT
cana-5204	203	11	auc	auc	NOUN
cana-5204	203	12	)	)	PUNCT
cana-5204	203	13	,	,	PUNCT
cana-5204	203	14	machine	machine	NOUN
cana-5204	203	15	learning	learning	NOUN
cana-5204	203	16	methods	method	NOUN
cana-5204	203	17	were	be	AUX
cana-5204	203	18	used	use	VERB
cana-5204	203	19	to	to	PART
cana-5204	203	20	assess	assess	VERB
cana-5204	203	21	the	the	DET
cana-5204	203	22	fibrosis	fibrosis	NOUN
cana-5204	203	23	staging	stage	VERB
cana-5204	203	24	performance	performance	NOUN
cana-5204	203	25	of	of	ADP
cana-5204	203	26	ultrasonic	ultrasonic	ADJ
cana-5204	203	27	models	model	NOUN
cana-5204	203	28	using	use	VERB
cana-5204	203	29	combinations	combination	NOUN
cana-5204	203	30	of	of	ADP
cana-5204	203	31	the	the	DET
cana-5204	203	32	chosen	choose	VERB
cana-5204	203	33	characteristics	characteristic	NOUN
cana-5204	203	34	(	(	PUNCT
cana-5204	203	35	li	li	PROPN
cana-5204	203	36	et	et	PROPN
cana-5204	203	37	al	al	PROPN
cana-5204	203	38	.	.	PROPN
cana-5204	203	39	,	,	PUNCT
cana-5204	203	40	2018	2018	NUM
cana-5204	203	41	)	)	PUNCT
cana-5204	203	42	.	.	PUNCT
cana-5204	204	1	developed	develop	VERB
cana-5204	204	2	a	a	DET
cana-5204	204	3	method	method	NOUN
cana-5204	204	4	based	base	VERB
cana-5204	204	5	on	on	ADP
cana-5204	204	6	neural	neural	ADJ
cana-5204	204	7	networks	network	NOUN
cana-5204	204	8	for	for	ADP
cana-5204	204	9	diagnosing	diagnose	VERB
cana-5204	204	10	non	non	ADJ
cana-5204	204	11	-	-	ADJ
cana-5204	204	12	alcoholic	alcoholic	ADJ
cana-5204	204	13	fatty	fatty	NOUN
cana-5204	204	14	liver	liver	NOUN
cana-5204	204	15	disease	disease	NOUN
cana-5204	204	16	with	with	ADP
cana-5204	204	17	ultrasound	ultrasound	PROPN
cana-5204	204	18	.	.	PUNCT
cana-5204	205	1	to	to	PART
cana-5204	205	2	perform	perform	VERB
cana-5204	205	3	high	high	ADJ
cana-5204	205	4	-	-	PUNCT
cana-5204	205	5	level	level	NOUN
cana-5204	205	6	feature	feature	NOUN
cana-5204	205	7	extraction	extraction	NOUN
cana-5204	205	8	on	on	ADP
cana-5204	205	9	liver	liver	NOUN
cana-5204	205	10	b	b	NOUN
cana-5204	205	11	-	-	PUNCT
cana-5204	205	12	mode	mode	NOUN
cana-5204	205	13	ultrasound	ultrasound	NOUN
cana-5204	205	14	image	image	NOUN
cana-5204	205	15	sequences	sequence	NOUN
cana-5204	205	16	using	use	VERB
cana-5204	205	17	the	the	DET
cana-5204	205	18	pre	pre	ADJ
cana-5204	205	19	-	-	ADJ
cana-5204	205	20	trained	train	VERB
cana-5204	205	21	inception	inception	NOUN
cana-5204	205	22	-	-	PUNCT
cana-5204	205	23	resnet	resnet	NOUN
cana-5204	205	24	-	-	PUNCT
cana-5204	205	25	v2	v2	NOUN
cana-5204	205	26	deep	deep	ADJ
cana-5204	205	27	convolutional	convolutional	ADJ
cana-5204	205	28	neural	neural	ADJ
cana-5204	205	29	network	network	NOUN
cana-5204	205	30	.	.	PUNCT
cana-5204	206	1	each	each	DET
cana-5204	206	2	liver	liver	NOUN
cana-5204	206	3	's	's	PART
cana-5204	206	4	level	level	NOUN
cana-5204	206	5	of	of	ADP
cana-5204	206	6	steatosis	steatosis	NOUN
cana-5204	206	7	was	be	AUX
cana-5204	206	8	assessed	assess	VERB
cana-5204	206	9	using	use	VERB
cana-5204	206	10	wedge	wedge	NOUN
cana-5204	206	11	biopsies	biopsy	NOUN
cana-5204	206	12	.	.	PUNCT
cana-5204	207	1	the	the	DET
cana-5204	207	2	proposed	propose	VERB
cana-5204	207	3	technique	technique	NOUN
cana-5204	207	4	was	be	AUX
cana-5204	207	5	compared	compare	VERB
cana-5204	207	6	to	to	ADP
cana-5204	207	7	the	the	DET
cana-5204	207	8	grey	grey	ADJ
cana-5204	207	9	-	-	PUNCT
cana-5204	207	10	level	level	NOUN
cana-5204	207	11	co	co	NOUN
cana-5204	207	12	-	-	NOUN
cana-5204	207	13	occurrence	occurrence	ADJ
cana-5204	207	14	matrix	matrix	NOUN
cana-5204	207	15	methodology	methodology	NOUN
cana-5204	207	16	and	and	CCONJ
cana-5204	207	17	the	the	DET
cana-5204	207	18	hepatorenal	hepatorenal	ADJ
cana-5204	207	19	index	index	NOUN
cana-5204	207	20	method	method	NOUN
cana-5204	207	21	.	.	PUNCT
cana-5204	208	1	after	after	ADP
cana-5204	208	2	feature	feature	NOUN
cana-5204	208	3	extraction	extraction	NOUN
cana-5204	208	4	,	,	PUNCT
cana-5204	208	5	we	we	PRON
cana-5204	208	6	applied	apply	VERB
cana-5204	208	7	the	the	DET
cana-5204	208	8	support	support	NOUN
cana-5204	208	9	vector	vector	NOUN
cana-5204	208	10	machine	machine	NOUN
cana-5204	208	11	approach	approach	NOUN
cana-5204	208	12	to	to	PART
cana-5204	208	13	classify	classify	VERB
cana-5204	208	14	images	image	NOUN
cana-5204	208	15	showing	show	VERB
cana-5204	208	16	fatty	fatty	NOUN
cana-5204	208	17	liver	liver	NOUN
cana-5204	208	18	(	(	PUNCT
cana-5204	208	19	byra	byra	PROPN
cana-5204	208	20	et	et	PROPN
cana-5204	208	21	al	al	PROPN
cana-5204	208	22	.	.	PROPN
cana-5204	208	23	,	,	PUNCT
cana-5204	208	24	2018	2018	NUM
cana-5204	208	25	)	)	PUNCT
cana-5204	208	26	.	.	PUNCT
cana-5204	209	1	communications	communication	NOUN
cana-5204	209	2	on	on	ADP
cana-5204	209	3	applied	apply	VERB
cana-5204	209	4	nonlinear	nonlinear	ADJ
cana-5204	209	5	analysis	analysis	NOUN
cana-5204	209	6	issn	issn	NOUN
cana-5204	209	7	:	:	PUNCT
cana-5204	209	8	1074	1074	NUM
cana-5204	209	9	-	-	PUNCT
cana-5204	209	10	133x	133x	NUM
cana-5204	209	11	vol	vol	NOUN
cana-5204	209	12	32	32	NUM
cana-5204	209	13	no	no	NOUN
cana-5204	209	14	.	.	PUNCT
cana-5204	210	1	icmasd	icmasd	NOUN
cana-5204	210	2	(	(	PUNCT
cana-5204	210	3	2025	2025	NUM
cana-5204	210	4	)	)	PUNCT
cana-5204	210	5	1791	1791	NUM
cana-5204	210	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	210	7	to	to	PART
cana-5204	210	8	better	well	ADV
cana-5204	210	9	understand	understand	VERB
cana-5204	210	10	how	how	SCONJ
cana-5204	210	11	dietary	dietary	ADJ
cana-5204	210	12	components	component	NOUN
cana-5204	210	13	interact	interact	VERB
cana-5204	210	14	to	to	PART
cana-5204	210	15	control	control	VERB
cana-5204	210	16	the	the	DET
cana-5204	210	17	aspects	aspect	NOUN
cana-5204	210	18	of	of	ADP
cana-5204	210	19	diets	diet	NOUN
cana-5204	210	20	that	that	PRON
cana-5204	210	21	influence	influence	VERB
cana-5204	210	22	health	health	NOUN
cana-5204	210	23	and	and	CCONJ
cana-5204	210	24	illness	illness	NOUN
cana-5204	210	25	,	,	PUNCT
cana-5204	210	26	this	this	DET
cana-5204	210	27	strategy	strategy	NOUN
cana-5204	210	28	integrates	integrate	VERB
cana-5204	210	29	nutrients	nutrient	NOUN
cana-5204	210	30	and	and	CCONJ
cana-5204	210	31	foods	food	NOUN
cana-5204	210	32	into	into	ADP
cana-5204	210	33	a	a	DET
cana-5204	210	34	model	model	NOUN
cana-5204	210	35	.	.	PUNCT
cana-5204	211	1	western	western	ADJ
cana-5204	211	2	diets	diet	NOUN
cana-5204	211	3	,	,	PUNCT
cana-5204	211	4	which	which	PRON
cana-5204	211	5	are	be	AUX
cana-5204	211	6	typically	typically	ADV
cana-5204	211	7	high	high	ADJ
cana-5204	211	8	in	in	ADP
cana-5204	211	9	soda	soda	NOUN
cana-5204	211	10	,	,	PUNCT
cana-5204	211	11	frozen	frozen	ADJ
cana-5204	211	12	junk	junk	NOUN
cana-5204	211	13	food	food	NOUN
cana-5204	211	14	,	,	PUNCT
cana-5204	211	15	juice	juice	NOUN
cana-5204	211	16	,	,	PUNCT
cana-5204	211	17	red	red	ADJ
cana-5204	211	18	meat	meat	NOUN
cana-5204	211	19	,	,	PUNCT
cana-5204	211	20	processed	process	VERB
cana-5204	211	21	meats	meat	NOUN
cana-5204	211	22	,	,	PUNCT
cana-5204	211	23	whole	whole	ADJ
cana-5204	211	24	-	-	PUNCT
cana-5204	211	25	fat	fat	ADJ
cana-5204	211	26	dairy	dairy	NOUN
cana-5204	211	27	foods	food	NOUN
cana-5204	211	28	,	,	PUNCT
cana-5204	211	29	fatty	fatty	NOUN
cana-5204	211	30	snack	snack	NOUN
cana-5204	211	31	foods	food	NOUN
cana-5204	211	32	,	,	PUNCT
cana-5204	211	33	take	take	VERB
cana-5204	211	34	-	-	PUNCT
cana-5204	211	35	out	out	ADP
cana-5204	211	36	food	food	NOUN
cana-5204	211	37	,	,	PUNCT
cana-5204	211	38	cakes	cake	NOUN
cana-5204	211	39	,	,	PUNCT
cana-5204	211	40	and	and	CCONJ
cana-5204	211	41	biscuits	biscuit	NOUN
cana-5204	211	42	,	,	PUNCT
cana-5204	211	43	and	and	CCONJ
cana-5204	211	44	low	low	ADJ
cana-5204	211	45	in	in	ADP
cana-5204	211	46	cereals	cereal	NOUN
cana-5204	211	47	,	,	PUNCT
cana-5204	211	48	whole	whole	ADJ
cana-5204	211	49	grains	grain	NOUN
cana-5204	211	50	,	,	PUNCT
cana-5204	211	51	vegetables	vegetable	NOUN
cana-5204	211	52	,	,	PUNCT
cana-5204	211	53	fruit	fruit	NOUN
cana-5204	211	54	,	,	PUNCT
cana-5204	211	55	additional	additional	ADJ
cana-5204	211	56	virgin	virgin	ADJ
cana-5204	211	57	olive	olive	NOUN
cana-5204	211	58	oil	oil	NOUN
cana-5204	211	59	(	(	PUNCT
cana-5204	211	60	evoo	evoo	NOUN
cana-5204	211	61	)	)	PUNCT
cana-5204	211	62	,	,	PUNCT
cana-5204	211	63	and	and	CCONJ
cana-5204	211	64	fish	fish	NOUN
cana-5204	211	65	,	,	PUNCT
cana-5204	211	66	are	be	AUX
cana-5204	211	67	typical	typical	ADJ
cana-5204	211	68	of	of	ADP
cana-5204	211	69	patients	patient	NOUN
cana-5204	211	70	with	with	ADP
cana-5204	211	71	non	non	ADJ
cana-5204	211	72	-	-	ADJ
cana-5204	211	73	alcoholic	alcoholic	ADJ
cana-5204	211	74	fatty	fatty	NOUN
cana-5204	211	75	liver	liver	NOUN
cana-5204	211	76	disease	disease	NOUN
cana-5204	211	77	.	.	PUNCT
cana-5204	212	1	customized	customize	VERB
cana-5204	212	2	dietary	dietary	ADJ
cana-5204	212	3	advice	advice	NOUN
cana-5204	212	4	for	for	ADP
cana-5204	212	5	the	the	DET
cana-5204	212	6	prevention	prevention	NOUN
cana-5204	212	7	and	and	CCONJ
cana-5204	212	8	treatment	treatment	NOUN
cana-5204	212	9	of	of	ADP
cana-5204	212	10	nafld	nafld	ADJ
cana-5204	212	11	can	can	AUX
cana-5204	212	12	be	be	AUX
cana-5204	212	13	provided	provide	VERB
cana-5204	212	14	by	by	ADP
cana-5204	212	15	using	use	VERB
cana-5204	212	16	artificial	artificial	ADJ
cana-5204	212	17	intelligence	intelligence	NOUN
cana-5204	212	18	(	(	PUNCT
cana-5204	212	19	ai	ai	AUX
cana-5204	212	20	)	)	PUNCT
cana-5204	212	21	algorithms	algorithm	NOUN
cana-5204	212	22	to	to	PART
cana-5204	212	23	create	create	VERB
cana-5204	212	24	a	a	DET
cana-5204	212	25	personalized	personalized	ADJ
cana-5204	212	26	diet	diet	NOUN
cana-5204	212	27	for	for	ADP
cana-5204	212	28	each	each	DET
cana-5204	212	29	patient	patient	NOUN
cana-5204	212	30	1	1	NUM
cana-5204	212	31	.	.	PUNCT
cana-5204	213	1	(	(	PUNCT
cana-5204	213	2	berná	berná	PROPN
cana-5204	213	3	&	&	CCONJ
cana-5204	213	4	romero‐gomez	romero‐gomez	PROPN
cana-5204	213	5	,	,	PUNCT
cana-5204	213	6	2020	2020	NUM
cana-5204	213	7	)	)	PUNCT
cana-5204	213	8	.	.	PUNCT
cana-5204	214	1	the	the	DET
cana-5204	214	2	most	most	ADV
cana-5204	214	3	recent	recent	ADJ
cana-5204	214	4	scientific	scientific	ADJ
cana-5204	214	5	espen	espen	NOUN
cana-5204	214	6	recommendation	recommendation	NOUN
cana-5204	214	7	serves	serve	VERB
cana-5204	214	8	as	as	ADP
cana-5204	214	9	the	the	DET
cana-5204	214	10	foundation	foundation	NOUN
cana-5204	214	11	for	for	ADP
cana-5204	214	12	the	the	DET
cana-5204	214	13	clinical	clinical	ADJ
cana-5204	214	14	nutrition	nutrition	NOUN
cana-5204	214	15	in	in	ADP
cana-5204	214	16	liver	liver	NOUN
cana-5204	214	17	disorder	disorder	NOUN
cana-5204	214	18	practical	practical	ADJ
cana-5204	214	19	recommendation	recommendation	NOUN
cana-5204	214	20	.	.	PUNCT
cana-5204	215	1	it	it	PRON
cana-5204	215	2	has	have	AUX
cana-5204	215	3	been	be	AUX
cana-5204	215	4	simplified	simplify	VERB
cana-5204	215	5	and	and	CCONJ
cana-5204	215	6	converted	convert	VERB
cana-5204	215	7	into	into	ADP
cana-5204	215	8	flow	flow	NOUN
cana-5204	215	9	charts	chart	NOUN
cana-5204	215	10	for	for	ADP
cana-5204	215	11	convenience	convenience	NOUN
cana-5204	215	12	of	of	ADP
cana-5204	215	13	use	use	NOUN
cana-5204	215	14	in	in	ADP
cana-5204	215	15	clinical	clinical	ADJ
cana-5204	215	16	practice	practice	NOUN
cana-5204	215	17	.	.	PUNCT
cana-5204	216	1	the	the	DET
cana-5204	216	2	recommendation	recommendation	NOUN
cana-5204	216	3	is	be	AUX
cana-5204	216	4	meant	mean	VERB
cana-5204	216	5	for	for	ADP
cana-5204	216	6	all	all	DET
cana-5204	216	7	healthcare	healthcare	NOUN
cana-5204	216	8	providers	provider	NOUN
cana-5204	216	9	,	,	PUNCT
cana-5204	216	10	such	such	ADJ
cana-5204	216	11	as	as	ADP
cana-5204	216	12	doctors	doctor	NOUN
cana-5204	216	13	,	,	PUNCT
cana-5204	216	14	dietitians	dietitian	NOUN
cana-5204	216	15	,	,	PUNCT
cana-5204	216	16	nutritionists	nutritionist	NOUN
cana-5204	216	17	,	,	PUNCT
cana-5204	216	18	and	and	CCONJ
cana-5204	216	19	nurses	nurse	NOUN
cana-5204	216	20	,	,	PUNCT
cana-5204	216	21	who	who	PRON
cana-5204	216	22	provide	provide	VERB
cana-5204	216	23	treatment	treatment	NOUN
cana-5204	216	24	to	to	ADP
cana-5204	216	25	patients	patient	NOUN
cana-5204	216	26	with	with	ADP
cana-5204	216	27	chronic	chronic	ADJ
cana-5204	216	28	liver	liver	NOUN
cana-5204	216	29	disease	disease	NOUN
cana-5204	216	30	.	.	PUNCT
cana-5204	217	1	when	when	SCONJ
cana-5204	217	2	considering	consider	VERB
cana-5204	217	3	a	a	DET
cana-5204	217	4	total	total	NOUN
cana-5204	217	5	of	of	ADP
cana-5204	217	6	103	103	NUM
cana-5204	217	7	declarations	declaration	NOUN
cana-5204	217	8	and	and	CCONJ
cana-5204	217	9	recommendations	recommendation	NOUN
cana-5204	217	10	are	be	AUX
cana-5204	217	11	presented	present	VERB
cana-5204	217	12	along	along	ADP
cana-5204	217	13	with	with	ADP
cana-5204	217	14	brief	brief	ADJ
cana-5204	217	15	explanations	explanation	NOUN
cana-5204	217	16	for	for	ADP
cana-5204	217	17	the	the	DET
cana-5204	217	18	nutritional	nutritional	ADJ
cana-5204	217	19	and	and	CCONJ
cana-5204	217	20	metabolic	metabolic	NOUN
cana-5204	217	21	management	management	NOUN
cana-5204	217	22	of	of	ADP
cana-5204	217	23	patients	patient	NOUN
cana-5204	217	24	with	with	ADP
cana-5204	217	25	(	(	PUNCT
cana-5204	217	26	i	i	NOUN
cana-5204	217	27	)	)	PUNCT
cana-5204	217	28	acute	acute	ADJ
cana-5204	217	29	liver	liver	NOUN
cana-5204	217	30	failure	failure	NOUN
cana-5204	217	31	,	,	PUNCT
cana-5204	217	32	(	(	PUNCT
cana-5204	217	33	ii	ii	NOUN
cana-5204	217	34	)	)	PUNCT
cana-5204	217	35	alcoholic	alcoholic	PROPN
cana-5204	217	36	steatohepatitis	steatohepatitis	PROPN
cana-5204	217	37	,	,	PUNCT
cana-5204	217	38	(	(	PUNCT
cana-5204	217	39	iii	iii	X
cana-5204	217	40	)	)	PUNCT
cana-5204	217	41	non	non	ADJ
cana-5204	217	42	-	-	ADJ
cana-5204	217	43	alcoholic	alcoholic	ADJ
cana-5204	217	44	fatty	fatty	NOUN
cana-5204	217	45	liver	liver	NOUN
cana-5204	217	46	disease	disease	NOUN
cana-5204	217	47	,	,	PUNCT
cana-5204	217	48	(	(	PUNCT
cana-5204	217	49	iv	iv	X
cana-5204	217	50	)	)	PUNCT
cana-5204	217	51	cirrhosis	cirrhosis	NOUN
cana-5204	217	52	of	of	ADP
cana-5204	217	53	the	the	DET
cana-5204	217	54	liver	liver	NOUN
cana-5204	217	55	,	,	PUNCT
cana-5204	217	56	and	and	CCONJ
cana-5204	217	57	(	(	PUNCT
cana-5204	217	58	v	v	NOUN
cana-5204	217	59	)	)	PUNCT
cana-5204	217	60	liver	liver	NOUN
cana-5204	217	61	surgery	surgery	NOUN
cana-5204	217	62	or	or	CCONJ
cana-5204	217	63	transplantation	transplantation	NOUN
cana-5204	217	64	.	.	PUNCT
cana-5204	218	1	general	general	ADJ
cana-5204	218	2	recommendations	recommendation	NOUN
cana-5204	218	3	on	on	ADP
cana-5204	218	4	nutritional	nutritional	ADJ
cana-5204	218	5	status	status	NOUN
cana-5204	218	6	diagnostics	diagnostic	NOUN
cana-5204	218	7	in	in	ADP
cana-5204	218	8	liver	liver	NOUN
cana-5204	218	9	patients	patient	NOUN
cana-5204	218	10	and	and	CCONJ
cana-5204	218	11	liver	liver	NOUN
cana-5204	218	12	issues	issue	NOUN
cana-5204	218	13	connected	connect	VERB
cana-5204	218	14	with	with	ADP
cana-5204	218	15	therapeutic	therapeutic	ADJ
cana-5204	218	16	nutrition	nutrition	NOUN
cana-5204	218	17	come	come	VERB
cana-5204	218	18	before	before	ADP
cana-5204	218	19	the	the	DET
cana-5204	218	20	disease	disease	NOUN
cana-5204	218	21	-	-	PUNCT
cana-5204	218	22	specific	specific	ADJ
cana-5204	218	23	guidelines	guideline	NOUN
cana-5204	218	24	(	(	PUNCT
cana-5204	218	25	bischoff	bischoff	PROPN
cana-5204	218	26	et	et	PROPN
cana-5204	218	27	al	al	PROPN
cana-5204	218	28	.	.	PROPN
cana-5204	218	29	,	,	PUNCT
cana-5204	218	30	2020	2020	NUM
cana-5204	218	31	)	)	PUNCT
cana-5204	218	32	.	.	PUNCT
cana-5204	219	1	the	the	DET
cana-5204	219	2	summary	summary	NOUN
cana-5204	219	3	discusses	discuss	VERB
cana-5204	219	4	the	the	DET
cana-5204	219	5	"	"	PUNCT
cana-5204	219	6	multiple	multiple	ADJ
cana-5204	219	7	multiple	multiple	ADJ
cana-5204	219	8	hits	hit	NOUN
cana-5204	219	9	"	"	PUNCT
cana-5204	219	10	theory	theory	NOUN
cana-5204	219	11	,	,	PUNCT
cana-5204	219	12	which	which	PRON
cana-5204	219	13	suggests	suggest	VERB
cana-5204	219	14	that	that	SCONJ
cana-5204	219	15	nash	nash	NOUN
cana-5204	219	16	develops	develop	VERB
cana-5204	219	17	through	through	ADP
cana-5204	219	18	multiple	multiple	ADJ
cana-5204	219	19	hits	hit	NOUN
cana-5204	219	20	.	.	PUNCT
cana-5204	220	1	the	the	DET
cana-5204	220	2	summary	summary	NOUN
cana-5204	220	3	highlights	highlight	VERB
cana-5204	220	4	the	the	DET
cana-5204	220	5	growing	grow	VERB
cana-5204	220	6	interest	interest	NOUN
cana-5204	220	7	in	in	ADP
cana-5204	220	8	traditional	traditional	ADJ
cana-5204	220	9	herbal	herbal	ADJ
cana-5204	220	10	medicine	medicine	NOUN
cana-5204	220	11	(	(	PUNCT
cana-5204	220	12	thm	thm	PROPN
cana-5204	220	13	)	)	PUNCT
cana-5204	220	14	as	as	ADP
cana-5204	220	15	a	a	DET
cana-5204	220	16	potential	potential	ADJ
cana-5204	220	17	treatment	treatment	NOUN
cana-5204	220	18	for	for	ADP
cana-5204	220	19	nafld	nafld	ADJ
cana-5204	220	20	and	and	CCONJ
cana-5204	220	21	discusses	discuss	VERB
cana-5204	220	22	the	the	DET
cana-5204	220	23	advantages	advantage	NOUN
cana-5204	220	24	and	and	CCONJ
cana-5204	220	25	drawbacks	drawback	NOUN
cana-5204	220	26	of	of	ADP
cana-5204	220	27	modernizing	modernize	VERB
cana-5204	220	28	thm	thm	PROPN
cana-5204	220	29	and	and	CCONJ
cana-5204	220	30	its	its	PRON
cana-5204	220	31	widespread	widespread	ADJ
cana-5204	220	32	acceptance	acceptance	NOUN
cana-5204	220	33	as	as	ADP
cana-5204	220	34	a	a	DET
cana-5204	220	35	treatment	treatment	NOUN
cana-5204	220	36	for	for	ADP
cana-5204	220	37	nafld	nafld	ADJ
cana-5204	220	38	(	(	PUNCT
cana-5204	220	39	yan	yan	PROPN
cana-5204	220	40	et	et	PROPN
cana-5204	220	41	al	al	PROPN
cana-5204	220	42	.	.	PROPN
cana-5204	220	43	,	,	PUNCT
cana-5204	220	44	2020	2020	NUM
cana-5204	220	45	)	)	PUNCT
cana-5204	220	46	.	.	PUNCT
cana-5204	221	1	nafld	nafld	PROPN
cana-5204	221	2	claims	claim	VERB
cana-5204	221	3	that	that	SCONJ
cana-5204	221	4	metabolic	metabolic	NOUN
cana-5204	221	5	diseases	disease	NOUN
cana-5204	221	6	including	include	VERB
cana-5204	221	7	type	type	NOUN
cana-5204	221	8	2	2	NUM
cana-5204	221	9	diabetes	diabetes	NOUN
cana-5204	221	10	,	,	PUNCT
cana-5204	221	11	dyslipidemia	dyslipidemia	NOUN
cana-5204	221	12	,	,	PUNCT
cana-5204	221	13	and	and	CCONJ
cana-5204	221	14	obesity	obesity	NOUN
cana-5204	221	15	are	be	AUX
cana-5204	221	16	all	all	PRON
cana-5204	221	17	intimately	intimately	ADV
cana-5204	221	18	linked	link	VERB
cana-5204	221	19	to	to	ADP
cana-5204	221	20	the	the	DET
cana-5204	221	21	condition	condition	NOUN
cana-5204	221	22	.	.	PUNCT
cana-5204	222	1	a	a	DET
cana-5204	222	2	significant	significant	ADJ
cana-5204	222	3	risk	risk	NOUN
cana-5204	222	4	factor	factor	NOUN
cana-5204	222	5	for	for	ADP
cana-5204	222	6	nafld	nafld	ADJ
cana-5204	222	7	is	be	AUX
cana-5204	222	8	insulin	insulin	NOUN
cana-5204	222	9	resistance	resistance	NOUN
cana-5204	222	10	.	.	PUNCT
cana-5204	223	1	diets	diet	NOUN
cana-5204	223	2	rich	rich	ADJ
cana-5204	223	3	in	in	ADP
cana-5204	223	4	marine	marine	PROPN
cana-5204	223	5	n-3	n-3	ADJ
cana-5204	223	6	polyunsaturated	polyunsaturated	ADJ
cana-5204	223	7	fatty	fatty	NOUN
cana-5204	223	8	acids	acid	NOUN
cana-5204	223	9	(	(	PUNCT
cana-5204	223	10	pufas	pufas	NOUN
cana-5204	223	11	)	)	PUNCT
cana-5204	223	12	have	have	AUX
cana-5204	223	13	been	be	AUX
cana-5204	223	14	related	relate	VERB
cana-5204	223	15	to	to	ADP
cana-5204	223	16	a	a	DET
cana-5204	223	17	decreased	decrease	VERB
cana-5204	223	18	risk	risk	NOUN
cana-5204	223	19	of	of	ADP
cana-5204	223	20	cardiovascular	cardiovascular	ADJ
cana-5204	223	21	disease	disease	NOUN
cana-5204	223	22	and	and	CCONJ
cana-5204	223	23	can	can	AUX
cana-5204	223	24	lower	lower	VERB
cana-5204	223	25	plasma	plasma	NOUN
cana-5204	223	26	triacylglycerol	triacylglycerol	NOUN
cana-5204	223	27	.	.	PUNCT
cana-5204	224	1	it	it	PRON
cana-5204	224	2	gathered	gather	VERB
cana-5204	224	3	information	information	NOUN
cana-5204	224	4	on	on	ADP
cana-5204	224	5	marine	marine	ADJ
cana-5204	224	6	n-3	n-3	ADJ
cana-5204	224	7	pufas	pufas	NOUN
cana-5204	224	8	as	as	ADP
cana-5204	224	9	a	a	DET
cana-5204	224	10	nafld	nafld	ADV
cana-5204	224	11	therapeutic	therapeutic	ADJ
cana-5204	224	12	option	option	NOUN
cana-5204	224	13	.	.	PUNCT
cana-5204	225	1	studies	study	NOUN
cana-5204	225	2	on	on	ADP
cana-5204	225	3	the	the	DET
cana-5204	225	4	effects	effect	NOUN
cana-5204	225	5	of	of	ADP
cana-5204	225	6	marine	marine	ADJ
cana-5204	225	7	n-3	n-3	ADJ
cana-5204	225	8	pufas	pufas	NOUN
cana-5204	225	9	in	in	ADP
cana-5204	225	10	human	human	ADJ
cana-5204	225	11	subjects	subject	NOUN
cana-5204	225	12	with	with	ADP
cana-5204	225	13	nafld	nafld	ADJ
cana-5204	225	14	and	and	CCONJ
cana-5204	225	15	the	the	DET
cana-5204	225	16	effects	effect	NOUN
cana-5204	225	17	of	of	ADP
cana-5204	225	18	marine	marine	ADJ
cana-5204	225	19	n-3	n-3	ADJ
cana-5204	225	20	pufas	pufas	NOUN
cana-5204	225	21	on	on	ADP
cana-5204	225	22	hepatic	hepatic	ADJ
cana-5204	225	23	fat	fat	ADJ
cana-5204	225	24	metabolism	metabolism	NOUN
cana-5204	225	25	are	be	AUX
cana-5204	225	26	available	available	ADJ
cana-5204	225	27	.	.	PUNCT
cana-5204	226	1	table	table	NOUN
cana-5204	226	2	2	2	NUM
cana-5204	226	3	displays	display	VERB
cana-5204	226	4	the	the	DET
cana-5204	226	5	comparison	comparison	NOUN
cana-5204	226	6	of	of	ADP
cana-5204	226	7	various	various	ADJ
cana-5204	226	8	techniques	technique	NOUN
cana-5204	226	9	(	(	PUNCT
cana-5204	226	10	de	de	X
cana-5204	226	11	castro	castro	PROPN
cana-5204	226	12	&	&	CCONJ
cana-5204	226	13	calder	calder	PROPN
cana-5204	226	14	,	,	PUNCT
cana-5204	226	15	2018	2018	NUM
cana-5204	226	16	)	)	PUNCT
cana-5204	226	17	.	.	PUNCT
cana-5204	227	1	2.1	2.1	NUM
cana-5204	227	2	comparison	comparison	NOUN
cana-5204	227	3	table	table	NOUN
cana-5204	227	4	table	table	NOUN
cana-5204	227	5	2	2	NUM
cana-5204	227	6	literature	literature	NOUN
cana-5204	227	7	comparison	comparison	NOUN
cana-5204	227	8	table	table	NOUN
cana-5204	227	9	s.	s.	PROPN
cana-5204	227	10	no	no	DET
cana-5204	227	11	name	name	NOUN
cana-5204	227	12	of	of	ADP
cana-5204	227	13	the	the	DET
cana-5204	227	14	author	author	NOUN
cana-5204	227	15	name	name	NOUN
cana-5204	227	16	of	of	ADP
cana-5204	227	17	journal	journal	PROPN
cana-5204	227	18	objectives	objective	NOUN
cana-5204	227	19	methodolog	methodolog	VERB
cana-5204	227	20	y	y	PROPN
cana-5204	227	21	1	1	NUM
cana-5204	227	22	dritsas	dritsa	NOUN
cana-5204	227	23	et	et	PROPN
cana-5204	227	24	al	al	PROPN
cana-5204	227	25	.	.	PROPN
cana-5204	227	26	2023	2023	NUM
cana-5204	227	27	mpdi	mpdi	PROPN
cana-5204	227	28	early	early	ADJ
cana-5204	227	29	disease	disease	NOUN
cana-5204	227	30	prediction	prediction	NOUN
cana-5204	227	31	utilizing	utilize	VERB
cana-5204	227	32	machine	machine	NOUN
cana-5204	227	33	learning	learning	NOUN
cana-5204	227	34	(	(	PUNCT
cana-5204	227	35	ml	ml	NOUN
cana-5204	227	36	)	)	PUNCT
cana-5204	227	37	methods	method	NOUN
cana-5204	227	38	ml	ml	NOUN
cana-5204	227	39	model	model	NOUN
cana-5204	227	40	communications	communication	NOUN
cana-5204	227	41	on	on	ADP
cana-5204	227	42	applied	apply	VERB
cana-5204	227	43	nonlinear	nonlinear	ADJ
cana-5204	227	44	analysis	analysis	NOUN
cana-5204	227	45	issn	issn	NOUN
cana-5204	227	46	:	:	PUNCT
cana-5204	227	47	1074	1074	NUM
cana-5204	227	48	-	-	PUNCT
cana-5204	227	49	133x	133x	NUM
cana-5204	227	50	vol	vol	NOUN
cana-5204	227	51	32	32	NUM
cana-5204	227	52	no	no	NOUN
cana-5204	227	53	.	.	PUNCT
cana-5204	228	1	icmasd	icmasd	NOUN
cana-5204	228	2	(	(	PUNCT
cana-5204	228	3	2025	2025	NUM
cana-5204	228	4	)	)	PUNCT
cana-5204	228	5	1792	1792	NUM
cana-5204	228	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-5204	228	7	2	2	NUM
cana-5204	228	8	reddy	reddy	PROPN
cana-5204	228	9	et	et	PROPN
cana-5204	228	10	al	al	PROPN
cana-5204	228	11	.	.	PROPN
cana-5204	228	12	2022	2022	NUM
cana-5204	228	13	eai	eai	PROPN
cana-5204	228	14	ensemble	ensemble	ADJ
cana-5204	228	15	algorithms	algorithm	NOUN
cana-5204	228	16	were	be	AUX
cana-5204	228	17	applied	apply	VERB
cana-5204	228	18	for	for	ADP
cana-5204	228	19	the	the	DET
cana-5204	228	20	prediction	prediction	NOUN
cana-5204	228	21	decision	decision	NOUN
cana-5204	228	22	tree	tree	NOUN
cana-5204	228	23	,	,	PUNCT
cana-5204	228	24	bagging	bagging	NOUN
cana-5204	228	25	,	,	PUNCT
cana-5204	228	26	random	random	ADJ
cana-5204	228	27	forest	forest	NOUN
cana-5204	228	28	3	3	NUM
cana-5204	228	29	khan	khan	PROPN
cana-5204	228	30	et	et	PROPN
cana-5204	228	31	al	al	PROPN
cana-5204	228	32	.	.	PROPN
cana-5204	228	33	,	,	PUNCT
cana-5204	228	34	2022	2022	NUM
cana-5204	228	35	elsevier	elsevier	NOUN
cana-5204	228	36	evaluate	evaluate	VERB
cana-5204	228	37	diffusely	diffusely	ADV
cana-5204	228	38	localized	localize	VERB
cana-5204	228	39	liver	liver	NOUN
cana-5204	228	40	disease	disease	NOUN
cana-5204	228	41	and	and	CCONJ
cana-5204	228	42	examine	examine	VERB
cana-5204	228	43	computeraided	computeraide	VERB
cana-5204	228	44	hepatic	hepatic	ADJ
cana-5204	228	45	abnormality	abnormality	NOUN
cana-5204	228	46	diagnosis	diagnosis	NOUN
cana-5204	228	47	.	.	PUNCT
cana-5204	229	1	support	support	NOUN
cana-5204	229	2	vector	vector	NOUN
cana-5204	229	3	machine	machine	NOUN
cana-5204	229	4	4	4	NUM
cana-5204	229	5	alshagathrh	alshagathrh	NOUN
cana-5204	229	6	et	et	PROPN
cana-5204	229	7	al	al	PROPN
cana-5204	229	8	.	.	PROPN
cana-5204	229	9	2022	2022	NUM
cana-5204	229	10	mdpi	mdpi	PROPN
cana-5204	229	11	detect	detect	NOUN
cana-5204	229	12	and	and	CCONJ
cana-5204	229	13	measure	measure	VERB
cana-5204	229	14	non	non	ADJ
cana-5204	229	15	alcoholic	alcoholic	ADJ
cana-5204	229	16	fatty	fatty	NOUN
cana-5204	229	17	liver	liver	NOUN
cana-5204	229	18	disease	disease	NOUN
cana-5204	229	19	support	support	VERB
cana-5204	229	20	vector	vector	NOUN
cana-5204	229	21	machine	machine	NOUN
cana-5204	229	22	,	,	PUNCT
cana-5204	229	23	k	k	PROPN
cana-5204	229	24	nearest	near	ADJ
cana-5204	229	25	neighbor	neighbor	NOUN
cana-5204	229	26	5	5	NUM
cana-5204	229	27	bhupathi	bhupathi	NOUN
cana-5204	229	28	et	et	PROPN
cana-5204	229	29	al	al	PROPN
cana-5204	229	30	.	.	PROPN
cana-5204	229	31	,	,	PUNCT
cana-5204	229	32	2022	2022	NUM
cana-5204	229	33	conferen	conferen	PROPN
cana-5204	229	34	ce	ce	PROPN
cana-5204	229	35	paper	paper	PROPN
cana-5204	229	36	find	find	VERB
cana-5204	229	37	the	the	DET
cana-5204	229	38	effectiveness	effectiveness	NOUN
cana-5204	229	39	of	of	ADP
cana-5204	229	40	machine	machine	NOUN
cana-5204	229	41	learning	learn	VERB
cana-5204	229	42	in	in	ADP
cana-5204	229	43	predicting	predict	VERB
cana-5204	229	44	liver	liver	NOUN
cana-5204	229	45	disease	disease	NOUN
cana-5204	229	46	svm	svm	PROPN
cana-5204	229	47	,	,	PUNCT
cana-5204	229	48	knn	knn	PROPN
cana-5204	229	49	6	6	NUM
cana-5204	229	50	cao	cao	PROPN
cana-5204	229	51	et	et	PROPN
cana-5204	229	52	al	al	PROPN
cana-5204	229	53	.	.	PROPN
cana-5204	229	54	2022	2022	NUM
cana-5204	229	55	research	research	NOUN
cana-5204	229	56	square	square	ADJ
cana-5204	229	57	prediction	prediction	NOUN
cana-5204	229	58	and	and	CCONJ
cana-5204	229	59	detection	detection	NOUN
cana-5204	229	60	of	of	ADP
cana-5204	229	61	non	non	ADJ
cana-5204	229	62	-	-	ADJ
cana-5204	229	63	alcoholic	alcoholic	ADJ
cana-5204	229	64	fatty	fatty	NOUN
cana-5204	229	65	liver	liver	NOUN
cana-5204	229	66	disease	disease	NOUN
cana-5204	229	67	knn	knn	VERB
cana-5204	229	68	7	7	NUM
cana-5204	229	69	decharatanac	decharatanac	PROPN
cana-5204	229	70	hart	hart	PROPN
cana-5204	229	71	et	et	PROPN
cana-5204	229	72	al	al	PROPN
cana-5204	229	73	.	.	PROPN
cana-5204	229	74	,	,	PUNCT
cana-5204	229	75	2021	2021	NUM
cana-5204	229	76	bmc	bmc	PROPN
cana-5204	229	77	gastroen	gastroen	NOUN
cana-5204	229	78	terology	terology	NOUN
cana-5204	229	79	in	in	ADP
cana-5204	229	80	order	order	NOUN
cana-5204	229	81	to	to	PART
cana-5204	229	82	enhance	enhance	VERB
cana-5204	229	83	the	the	DET
cana-5204	229	84	performance	performance	NOUN
cana-5204	229	85	of	of	ADP
cana-5204	229	86	non	non	ADJ
cana-5204	229	87	invasive	invasive	ADJ
cana-5204	229	88	diagnostic	diagnostic	ADJ
cana-5204	229	89	instruments	instrument	NOUN
cana-5204	229	90	random	random	ADJ
cana-5204	229	91	forest	forest	NOUN
cana-5204	229	92	8	8	NUM
cana-5204	229	93	rhyou	rhyou	NOUN
cana-5204	229	94	et	et	PROPN
cana-5204	229	95	al	al	PROPN
cana-5204	229	96	.	.	PROPN
cana-5204	229	97	,	,	PUNCT
cana-5204	229	98	mdpi	mdpi	VERB
cana-5204	229	99	the	the	DET
cana-5204	229	100	prediction	prediction	NOUN
cana-5204	229	101	of	of	ADP
cana-5204	229	102	hepatic	hepatic	ADJ
cana-5204	229	103	steatosis	steatosis	NOUN
cana-5204	229	104	.	.	PUNCT
cana-5204	230	1	knn	knn	PROPN
cana-5204	230	2	communications	communication	NOUN
cana-5204	230	3	on	on	ADP
cana-5204	230	4	applied	apply	VERB
cana-5204	230	5	nonlinear	nonlinear	ADJ
cana-5204	230	6	analysis	analysis	NOUN
cana-5204	230	7	issn	issn	NOUN
cana-5204	230	8	:	:	PUNCT
cana-5204	230	9	1074	1074	NUM
cana-5204	230	10	-	-	PUNCT
cana-5204	230	11	133x	133x	NUM
cana-5204	230	12	vol	vol	NOUN
cana-5204	230	13	32	32	NUM
cana-5204	230	14	no	no	NOUN
cana-5204	230	15	.	.	PUNCT
cana-5204	231	1	icmasd	icmasd	NOUN
cana-5204	231	2	(	(	PUNCT
cana-5204	231	3	2025	2025	NUM
cana-5204	231	4	)	)	PUNCT
cana-5204	231	5	1793	1793	NUM
cana-5204	231	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	231	7	9	9	NUM
cana-5204	231	8	ghosh	ghosh	PROPN
cana-5204	231	9	et	et	PROPN
cana-5204	231	10	al	al	PROPN
cana-5204	231	11	.	.	PROPN
cana-5204	231	12	,	,	PUNCT
cana-5204	231	13	2021	2021	NUM
cana-5204	231	14	tech	tech	NOUN
cana-5204	231	15	science	science	NOUN
cana-5204	231	16	press	press	NOUN
cana-5204	231	17	to	to	PART
cana-5204	231	18	predict	predict	VERB
cana-5204	231	19	and	and	CCONJ
cana-5204	231	20	diagnose	diagnose	VERB
cana-5204	231	21	chronic	chronic	ADJ
cana-5204	231	22	liver	liver	NOUN
cana-5204	231	23	disease	disease	NOUN
cana-5204	231	24	logistic	logistic	ADJ
cana-5204	231	25	regression	regression	NOUN
cana-5204	231	26	,	,	PUNCT
cana-5204	231	27	ra	ra	PROPN
cana-5204	231	28	ndon	ndon	PROPN
cana-5204	231	29	forest	forest	PROPN
cana-5204	231	30	,	,	PUNCT
cana-5204	231	31	xgboost	xgboost	PROPN
cana-5204	231	32	,	,	PUNCT
cana-5204	231	33	sv	sv	PROPN
cana-5204	231	34	m	m	PROPN
cana-5204	231	35	,	,	PUNCT
cana-5204	231	36	knn	knn	PROPN
cana-5204	231	37	10	10	NUM
cana-5204	231	38	das	das	PROPN
cana-5204	231	39	et	et	PROPN
cana-5204	231	40	al	al	PROPN
cana-5204	231	41	.	.	PROPN
cana-5204	231	42	,	,	PUNCT
cana-5204	231	43	2021	2021	NUM
cana-5204	231	44	elsevier	elsevier	NOUN
cana-5204	231	45	to	to	PART
cana-5204	231	46	diagnose	diagnose	VERB
cana-5204	231	47	pediatric	pediatric	ADJ
cana-5204	231	48	nonalcoholic	nonalcoholic	NOUN
cana-5204	231	49	fatty	fatty	NOUN
cana-5204	231	50	liver	liver	NOUN
cana-5204	231	51	disease	disease	NOUN
cana-5204	231	52	ml	ml	ADP
cana-5204	231	53	classification	classification	NOUN
cana-5204	231	54	techniques	technique	NOUN
cana-5204	231	55	11	11	NUM
cana-5204	231	56	golmei	golmei	PROPN
cana-5204	231	57	shaheamlung	shaheamlung	PROPN
cana-5204	231	58	,	,	PUNCT
cana-5204	231	59	2021	2021	NUM
cana-5204	231	60	info	info	NOUN
cana-5204	231	61	tech	tech	NOUN
cana-5204	231	62	in	in	ADP
cana-5204	231	63	industry	industry	NOUN
cana-5204	231	64	create	create	VERB
cana-5204	231	65	a	a	DET
cana-5204	231	66	hybrid	hybrid	ADJ
cana-5204	231	67	classification	classification	NOUN
cana-5204	231	68	model	model	NOUN
cana-5204	231	69	for	for	ADP
cana-5204	231	70	liver	liver	NOUN
cana-5204	231	71	disease	disease	NOUN
cana-5204	231	72	prediction	prediction	NOUN
cana-5204	231	73	hybrid	hybrid	ADJ
cana-5204	231	74	classification	classification	NOUN
cana-5204	231	75	model	model	NOUN
cana-5204	231	76	12	12	NUM
cana-5204	231	77	constantines	constantine	NOUN
cana-5204	231	78	cu	cu	PROPN
cana-5204	231	79	et	et	PROPN
cana-5204	231	80	al	al	PROPN
cana-5204	231	81	.	.	PROPN
cana-5204	231	82	,	,	PUNCT
cana-5204	231	83	2021	2021	NUM
cana-5204	231	84	medical	medical	ADJ
cana-5204	231	85	ultrasono	ultrasono	NOUN
cana-5204	231	86	graphy	graphy	NOUN
cana-5204	231	87	automatic	automatic	ADJ
cana-5204	231	88	assessment	assessment	NOUN
cana-5204	231	89	of	of	ADP
cana-5204	231	90	liver	liver	ADJ
cana-5204	231	91	steatosis	steatosis	NOUN
cana-5204	231	92	in	in	ADP
cana-5204	231	93	ultrasound	ultrasound	ADJ
cana-5204	231	94	images	image	NOUN
cana-5204	231	95	cnn	cnn	PROPN
cana-5204	231	96	13	13	NUM
cana-5204	231	97	chou	chou	PROPN
cana-5204	231	98	et	et	PROPN
cana-5204	231	99	al	al	PROPN
cana-5204	231	100	.	.	PROPN
cana-5204	231	101	,	,	PUNCT
cana-5204	231	102	2021	2021	NUM
cana-5204	231	103	chin	chin	PROPN
cana-5204	231	104	med	med	PROPN
cana-5204	231	105	assoc	assoc	PROPN
cana-5204	231	106	to	to	PART
cana-5204	231	107	evaluate	evaluate	VERB
cana-5204	231	108	fatty	fatty	NOUN
cana-5204	231	109	liver	liver	NOUN
cana-5204	231	110	and	and	CCONJ
cana-5204	231	111	categorize	categorize	VERB
cana-5204	231	112	the	the	DET
cana-5204	231	113	severity	severity	NOUN
cana-5204	231	114	.	.	PUNCT
cana-5204	232	1	vgg	vgg	PROPN
cana-5204	232	2	,	,	PUNCT
cana-5204	232	3	resnet	resnet	PROPN
cana-5204	232	4	-50,xception	-50,xception	PROPN
cana-5204	232	5	14	14	NUM
cana-5204	232	6	rabbi	rabbi	VERB
cana-5204	232	7	et	et	PROPN
cana-5204	232	8	al	al	PROPN
cana-5204	232	9	.	.	PROPN
cana-5204	232	10	,	,	PUNCT
cana-5204	232	11	2020	2020	NUM
cana-5204	232	12	)	)	PUNCT
cana-5204	232	13	ieee	ieee	NOUN
cana-5204	232	14	prediction	prediction	NOUN
cana-5204	232	15	of	of	ADP
cana-5204	232	16	liver	liver	NOUN
cana-5204	232	17	disorders	disorder	NOUN
cana-5204	232	18	using	use	VERB
cana-5204	232	19	machine	machine	NOUN
cana-5204	232	20	learning	learn	VERB
cana-5204	232	21	lr	lr	PROPN
cana-5204	232	22	,	,	PUNCT
cana-5204	232	23	ds	ds	ADJ
cana-5204	232	24	,	,	PUNCT
cana-5204	232	25	rf	rf	PUNCT
cana-5204	232	26	and	and	CCONJ
cana-5204	232	27	et	et	PROPN
cana-5204	232	28	15	15	NUM
cana-5204	232	29	golmei	golmei	PROPN
cana-5204	232	30	shaheamlung	shaheamlung	PROPN
cana-5204	232	31	,	,	PUNCT
cana-5204	232	32	2020	2020	NUM
cana-5204	232	33	ieee	ieee	NOUN
cana-5204	232	34	overview	overview	NOUN
cana-5204	232	35	and	and	CCONJ
cana-5204	232	36	comparative	comparative	ADJ
cana-5204	232	37	analysis	analysis	NOUN
cana-5204	232	38	of	of	ADP
cana-5204	232	39	all	all	DET
cana-5204	232	40	machine	machine	NOUN
cana-5204	232	41	learning	learn	VERB
cana-5204	232	42	approaches	approach	NOUN
cana-5204	232	43	svm	svm	PROPN
cana-5204	232	44	,	,	PUNCT
cana-5204	232	45	knn	knn	PROPN
cana-5204	232	46	,	,	PUNCT
cana-5204	232	47	n	n	CCONJ
cana-5204	232	48	n	n	CCONJ
cana-5204	232	49	,	,	PUNCT
cana-5204	232	50	dt	dt	ADP
cana-5204	232	51	communications	communication	NOUN
cana-5204	232	52	on	on	ADP
cana-5204	232	53	applied	apply	VERB
cana-5204	232	54	nonlinear	nonlinear	ADJ
cana-5204	232	55	analysis	analysis	NOUN
cana-5204	232	56	issn	issn	NOUN
cana-5204	232	57	:	:	PUNCT
cana-5204	232	58	1074	1074	NUM
cana-5204	232	59	-	-	PUNCT
cana-5204	232	60	133x	133x	NUM
cana-5204	232	61	vol	vol	NOUN
cana-5204	232	62	32	32	NUM
cana-5204	232	63	no	no	NOUN
cana-5204	232	64	.	.	PUNCT
cana-5204	233	1	icmasd	icmasd	NOUN
cana-5204	233	2	(	(	PUNCT
cana-5204	233	3	2025	2025	NUM
cana-5204	233	4	)	)	PUNCT
cana-5204	233	5	1794	1794	NUM
cana-5204	233	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	233	7	16	16	NUM
cana-5204	233	8	w.	w.	PROPN
cana-5204	233	9	cao	cao	PROPN
cana-5204	233	10	et	et	PROPN
cana-5204	233	11	al	al	PROPN
cana-5204	233	12	.	.	PROPN
cana-5204	233	13	,	,	PUNCT
cana-5204	233	14	2020	2020	NUM
cana-5204	233	15	ultrasou	ultrasou	ADP
cana-5204	233	16	nd	nd	PROPN
cana-5204	233	17	in	in	ADP
cana-5204	233	18	medical	medical	ADJ
cana-5204	233	19	the	the	DET
cana-5204	233	20	diagnosis	diagnosis	NOUN
cana-5204	233	21	of	of	ADP
cana-5204	233	22	nonalcoholic	nonalcoholic	ADJ
cana-5204	233	23	fatty	fatty	NOUN
cana-5204	233	24	liver	liver	NOUN
cana-5204	233	25	disease	disease	NOUN
cana-5204	233	26	(	(	PUNCT
cana-5204	233	27	nafld	nafld	ADV
cana-5204	233	28	)	)	PUNCT
cana-5204	233	29	.	.	PUNCT
cana-5204	234	1	picture	picture	NOUN
cana-5204	234	2	processing	processing	NOUN
cana-5204	234	3	algorithms	algorithm	NOUN
cana-5204	234	4	17	17	NUM
cana-5204	234	5	bhoite	bhoite	PROPN
cana-5204	234	6	et	et	PROPN
cana-5204	234	7	al	al	PROPN
cana-5204	234	8	.	.	PROPN
cana-5204	234	9	,	,	PUNCT
cana-5204	234	10	2019	2019	NUM
cana-5204	234	11	catr	catr	NOUN
cana-5204	234	12	predict	predict	NOUN
cana-5204	234	13	,	,	PUNCT
cana-5204	234	14	whether	whether	SCONJ
cana-5204	234	15	a	a	DET
cana-5204	234	16	patient	patient	NOUN
cana-5204	234	17	is	be	AUX
cana-5204	234	18	likely	likely	ADJ
cana-5204	234	19	to	to	PART
cana-5204	234	20	have	have	VERB
cana-5204	234	21	the	the	DET
cana-5204	234	22	liver	liver	NOUN
cana-5204	234	23	problem	problem	NOUN
cana-5204	234	24	lr	lr	NOUN
cana-5204	234	25	,	,	PUNCT
cana-5204	234	26	svm	svm	PROPN
cana-5204	234	27	,	,	PUNCT
cana-5204	234	28	rf	rf	ADJ
cana-5204	234	29	,	,	PUNCT
cana-5204	234	30	adaboost	adaboost	ADV
cana-5204	234	31	,	,	PUNCT
cana-5204	234	32	bagging	bag	VERB
cana-5204	234	33	18	18	NUM
cana-5204	234	34	neogi	neogi	NOUN
cana-5204	234	35	et	et	PROPN
cana-5204	234	36	al	al	PROPN
cana-5204	234	37	.	.	PROPN
cana-5204	234	38	,	,	PUNCT
cana-5204	234	39	2019	2019	NUM
cana-5204	234	40	springer	springer	NOUN
cana-5204	234	41	for	for	ADP
cana-5204	234	42	identification	identification	NOUN
cana-5204	234	43	of	of	ADP
cana-5204	234	44	liver	liver	NOUN
cana-5204	234	45	steatosis	steatosis	NOUN
cana-5204	234	46	from	from	ADP
cana-5204	234	47	ultrasound	ultrasound	NOUN
cana-5204	234	48	images	image	NOUN
cana-5204	234	49	mlp	mlp	PROPN
cana-5204	234	50	,	,	PUNCT
cana-5204	234	51	pnn	pnn	PROPN
cana-5204	234	52	,	,	PUNCT
cana-5204	234	53	l	l	PROPN
cana-5204	234	54	qv	qv	PROPN
cana-5204	234	55	19	19	NUM
cana-5204	234	56	li	li	PROPN
cana-5204	234	57	et	et	PROPN
cana-5204	234	58	al	al	PROPN
cana-5204	234	59	.	.	PROPN
cana-5204	234	60	,	,	PUNCT
cana-5204	234	61	2019	2019	NUM
cana-5204	234	62	springer	springer	NOUN
cana-5204	234	63	to	to	PART
cana-5204	234	64	detect	detect	VERB
cana-5204	234	65	severe	severe	ADJ
cana-5204	234	66	liver	liver	NOUN
cana-5204	234	67	fibrosis	fibrosis	NOUN
cana-5204	234	68	svm	svm	NOUN
cana-5204	234	69	,	,	PUNCT
cana-5204	234	70	rf	rf	ADJ
cana-5204	234	71	,	,	PUNCT
cana-5204	234	72	adaboost	adaboost	ADV
cana-5204	234	73	,	,	PUNCT
cana-5204	234	74	20	20	NUM
cana-5204	234	75	byra	byra	NOUN
cana-5204	234	76	et	et	PROPN
cana-5204	234	77	al	al	PROPN
cana-5204	234	78	.	.	PROPN
cana-5204	234	79	,	,	PUNCT
cana-5204	234	80	2018	2018	NUM
cana-5204	234	81	springer	springer	NOUN
cana-5204	234	82	ultrasound	ultrasound	NOUN
cana-5204	234	83	evaluation	evaluation	NOUN
cana-5204	234	84	of	of	ADP
cana-5204	234	85	nonalcoholic	nonalcoholic	ADJ
cana-5204	234	86	fatty	fatty	NOUN
cana-5204	234	87	liver	liver	NOUN
cana-5204	234	88	disorder	disorder	NOUN
cana-5204	234	89	.	.	PUNCT
cana-5204	235	1	cnn	cnn	PROPN
cana-5204	235	2	21	21	NUM
cana-5204	235	3	berná	berná	PROPN
cana-5204	235	4	et	et	PROPN
cana-5204	235	5	al	al	PROPN
cana-5204	235	6	.	.	PROPN
cana-5204	235	7	2020	2020	NUM
cana-5204	235	8	elsevier	elsevier	AUX
cana-5204	235	9	the	the	DET
cana-5204	235	10	role	role	NOUN
cana-5204	235	11	of	of	ADP
cana-5204	235	12	nutrition	nutrition	NOUN
cana-5204	235	13	in	in	ADP
cana-5204	235	14	nonalcoholic	nonalcoholic	ADJ
cana-5204	235	15	fatty	fatty	NOUN
cana-5204	235	16	liver	liver	NOUN
cana-5204	235	17	disease	disease	NOUN
cana-5204	235	18	22	22	NUM
cana-5204	235	19	bischoff	bischoff	PROPN
cana-5204	235	20	et	et	PROPN
cana-5204	235	21	al	al	PROPN
cana-5204	235	22	.	.	PROPN
cana-5204	235	23	,	,	PUNCT
cana-5204	235	24	2020	2020	NUM
cana-5204	235	25	elsevier	elsevier	PROPN
cana-5204	235	26	clinical	clinical	ADJ
cana-5204	235	27	nutrition	nutrition	NOUN
cana-5204	235	28	in	in	ADP
cana-5204	235	29	liver	liver	NOUN
cana-5204	235	30	disease	disease	NOUN
cana-5204	235	31	espen	espen	PROPN
cana-5204	235	32	guideline	guideline	PROPN
cana-5204	235	33	23	23	NUM
cana-5204	235	34	yan	yan	PROPN
cana-5204	235	35	et	et	PROPN
cana-5204	235	36	al	al	PROPN
cana-5204	235	37	.	.	PROPN
cana-5204	235	38	,	,	PUNCT
cana-5204	235	39	2020	2020	NUM
cana-5204	235	40	elsevier	elsevier	AUX
cana-5204	235	41	the	the	DET
cana-5204	235	42	role	role	NOUN
cana-5204	235	43	and	and	CCONJ
cana-5204	235	44	mechanisms	mechanism	NOUN
cana-5204	235	45	of	of	ADP
cana-5204	235	46	widely	widely	ADV
cana-5204	235	47	researched	research	VERB
cana-5204	235	48	traditional	traditional	ADJ
cana-5204	235	49	herbs	herb	NOUN
cana-5204	235	50	in	in	ADP
cana-5204	235	51	treating	treat	VERB
cana-5204	235	52	nafld	nafld	ADJ
cana-5204	235	53	thm(traditi	thm(traditi	NUM
cana-5204	235	54	onal	onal	ADJ
cana-5204	235	55	herbal	herbal	ADJ
cana-5204	235	56	medicine	medicine	NOUN
cana-5204	235	57	)	)	PUNCT
cana-5204	235	58	24	24	NUM
cana-5204	235	59	castro	castro	PROPN
cana-5204	235	60	et	et	PROPN
cana-5204	235	61	al	al	PROPN
cana-5204	235	62	.	.	PROPN
cana-5204	235	63	2018	2018	NUM
cana-5204	235	64	elsevier	elsevier	PROPN
cana-5204	235	65	compile	compile	VERB
cana-5204	235	66	the	the	DET
cana-5204	235	67	most	most	ADV
cana-5204	235	68	recent	recent	ADJ
cana-5204	235	69	data	datum	NOUN
cana-5204	235	70	on	on	ADP
cana-5204	235	71	marine	marine	ADJ
cana-5204	235	72	n-3	n-3	ADJ
cana-5204	235	73	pufas	pufas	NOUN
cana-5204	235	74	as	as	ADP
cana-5204	235	75	a	a	DET
cana-5204	235	76	48treatment	48treatment	NUM
cana-5204	235	77	strategy	strategy	NOUN
cana-5204	235	78	in	in	ADP
cana-5204	235	79	nafld	nafld	ADJ
cana-5204	235	80	n-3	n-3	ADJ
cana-5204	235	81	pufas	pufas	ADJ
cana-5204	235	82	communications	communication	NOUN
cana-5204	235	83	on	on	ADP
cana-5204	235	84	applied	apply	VERB
cana-5204	235	85	nonlinear	nonlinear	ADJ
cana-5204	235	86	analysis	analysis	NOUN
cana-5204	235	87	issn	issn	NOUN
cana-5204	235	88	:	:	PUNCT
cana-5204	235	89	1074	1074	NUM
cana-5204	235	90	-	-	PUNCT
cana-5204	235	91	133x	133x	NUM
cana-5204	235	92	vol	vol	NOUN
cana-5204	235	93	32	32	NUM
cana-5204	235	94	no	no	NOUN
cana-5204	235	95	.	.	PUNCT
cana-5204	236	1	icmasd	icmasd	NOUN
cana-5204	236	2	(	(	PUNCT
cana-5204	236	3	2025	2025	NUM
cana-5204	236	4	)	)	PUNCT
cana-5204	236	5	1795	1795	NUM
cana-5204	236	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	236	7	3	3	X
cana-5204	236	8	.	.	PUNCT
cana-5204	236	9	challenges	challenge	NOUN
cana-5204	236	10	of	of	ADP
cana-5204	236	11	non	non	ADJ
cana-5204	236	12	-	-	ADJ
cana-5204	236	13	alcoholic	alcoholic	ADJ
cana-5204	236	14	fatty	fatty	NOUN
cana-5204	236	15	liver	liver	NOUN
cana-5204	236	16	disease	disease	NOUN
cana-5204	236	17	the	the	DET
cana-5204	236	18	buildup	buildup	NOUN
cana-5204	236	19	of	of	ADP
cana-5204	236	20	fat	fat	NOUN
cana-5204	236	21	in	in	ADP
cana-5204	236	22	the	the	DET
cana-5204	236	23	liver	liver	NOUN
cana-5204	236	24	is	be	AUX
cana-5204	236	25	a	a	DET
cana-5204	236	26	prevalent	prevalent	ADJ
cana-5204	236	27	feature	feature	NOUN
cana-5204	236	28	of	of	ADP
cana-5204	236	29	non	non	ADJ
cana-5204	236	30	-	-	ADJ
cana-5204	236	31	alcoholic	alcoholic	ADJ
cana-5204	236	32	fatty	fatty	NOUN
cana-5204	236	33	liver	liver	NOUN
cana-5204	236	34	disease	disease	NOUN
cana-5204	236	35	(	(	PUNCT
cana-5204	236	36	nafld	nafld	ADV
cana-5204	236	37	)	)	PUNCT
cana-5204	236	38	,	,	PUNCT
cana-5204	236	39	which	which	PRON
cana-5204	236	40	is	be	AUX
cana-5204	236	41	not	not	PART
cana-5204	236	42	brought	bring	VERB
cana-5204	236	43	on	on	ADP
cana-5204	236	44	by	by	ADP
cana-5204	236	45	excessive	excessive	ADJ
cana-5204	236	46	alcohol	alcohol	NOUN
cana-5204	236	47	intake	intake	NOUN
cana-5204	236	48	.	.	PUNCT
cana-5204	237	1	it	it	PRON
cana-5204	237	2	includes	include	VERB
cana-5204	237	3	a	a	DET
cana-5204	237	4	variety	variety	NOUN
cana-5204	237	5	of	of	ADP
cana-5204	237	6	liver	liver	NOUN
cana-5204	237	7	conditions	condition	NOUN
cana-5204	237	8	,	,	PUNCT
cana-5204	237	9	including	include	VERB
cana-5204	237	10	non	non	ADJ
cana-5204	237	11	-	-	ADJ
cana-5204	237	12	alcoholic	alcoholic	ADJ
cana-5204	237	13	steatohepatitis	steatohepatitis	NOUN
cana-5204	237	14	(	(	PUNCT
cana-5204	237	15	nash	nash	PROPN
cana-5204	237	16	)	)	PUNCT
cana-5204	237	17	,	,	PUNCT
cana-5204	237	18	which	which	PRON
cana-5204	237	19	can	can	AUX
cana-5204	237	20	lead	lead	VERB
cana-5204	237	21	to	to	ADP
cana-5204	237	22	cirrhosis	cirrhosis	NOUN
cana-5204	237	23	and	and	CCONJ
cana-5204	237	24	liver	liver	NOUN
cana-5204	237	25	failure	failure	NOUN
cana-5204	237	26	,	,	PUNCT
cana-5204	237	27	as	as	ADV
cana-5204	237	28	well	well	ADV
cana-5204	237	29	as	as	ADP
cana-5204	237	30	basic	basic	ADJ
cana-5204	237	31	fatty	fatty	NOUN
cana-5204	237	32	liver	liver	NOUN
cana-5204	237	33	(	(	PUNCT
cana-5204	237	34	steatosis	steatosis	NOUN
cana-5204	237	35	)	)	PUNCT
cana-5204	237	36	.	.	PUNCT
cana-5204	238	1	nafld	nafld	ADV
cana-5204	238	2	presents	present	VERB
cana-5204	238	3	several	several	ADJ
cana-5204	238	4	difficulties	difficulty	NOUN
cana-5204	238	5	,	,	PUNCT
cana-5204	238	6	some	some	PRON
cana-5204	238	7	of	of	ADP
cana-5204	238	8	which	which	PRON
cana-5204	238	9	are	be	AUX
cana-5204	238	10	highlighted	highlight	VERB
cana-5204	238	11	here	here	ADV
cana-5204	238	12	.	.	PUNCT
cana-5204	239	1	1	1	X
cana-5204	239	2	.	.	X
cana-5204	239	3	natural	natural	ADJ
cana-5204	239	4	without	without	ADP
cana-5204	239	5	symptoms	symptom	NOUN
cana-5204	239	6	:	:	PUNCT
cana-5204	239	7	early	early	ADV
cana-5204	239	8	on	on	ADV
cana-5204	239	9	,	,	PUNCT
cana-5204	239	10	nafld	nafld	ADV
cana-5204	239	11	frequently	frequently	ADV
cana-5204	239	12	exhibits	exhibit	VERB
cana-5204	239	13	no	no	DET
cana-5204	239	14	symptoms	symptom	NOUN
cana-5204	239	15	,	,	PUNCT
cana-5204	239	16	making	make	VERB
cana-5204	239	17	diagnosis	diagnosis	NOUN
cana-5204	239	18	difficult	difficult	ADJ
cana-5204	239	19	.	.	PUNCT
cana-5204	240	1	before	before	SCONJ
cana-5204	240	2	the	the	DET
cana-5204	240	3	problem	problem	NOUN
cana-5204	240	4	evolves	evolve	VERB
cana-5204	240	5	to	to	ADP
cana-5204	240	6	more	more	ADV
cana-5204	240	7	severe	severe	ADJ
cana-5204	240	8	phases	phase	NOUN
cana-5204	240	9	or	or	CCONJ
cana-5204	240	10	consequences	consequence	NOUN
cana-5204	240	11	appear	appear	VERB
cana-5204	240	12	,	,	PUNCT
cana-5204	240	13	people	people	NOUN
cana-5204	240	14	might	might	AUX
cana-5204	240	15	not	not	PART
cana-5204	240	16	be	be	AUX
cana-5204	240	17	aware	aware	ADJ
cana-5204	240	18	of	of	ADP
cana-5204	240	19	it	it	PRON
cana-5204	240	20	(	(	PUNCT
cana-5204	240	21	chalasani	chalasani	X
cana-5204	240	22	et	et	PROPN
cana-5204	240	23	al	al	PROPN
cana-5204	240	24	.	.	PROPN
cana-5204	240	25	,	,	PUNCT
cana-5204	240	26	2018	2018	NUM
cana-5204	240	27	)	)	PUNCT
cana-5204	240	28	.	.	PUNCT
cana-5204	241	1	2	2	X
cana-5204	241	2	.	.	X
cana-5204	241	3	lifestyle	lifestyle	NOUN
cana-5204	241	4	and	and	CCONJ
cana-5204	241	5	risk	risk	NOUN
cana-5204	241	6	factors	factor	NOUN
cana-5204	241	7	:	:	PUNCT
cana-5204	241	8	obesity	obesity	NOUN
cana-5204	241	9	,	,	PUNCT
cana-5204	241	10	insulin	insulin	NOUN
cana-5204	241	11	resistance	resistance	NOUN
cana-5204	241	12	,	,	PUNCT
cana-5204	241	13	and	and	CCONJ
cana-5204	241	14	metabolic	metabolic	NOUN
cana-5204	241	15	syndrome	syndrome	NOUN
cana-5204	241	16	are	be	AUX
cana-5204	241	17	directly	directly	ADV
cana-5204	241	18	related	relate	VERB
cana-5204	241	19	to	to	ADP
cana-5204	241	20	nafld	nafld	PROPN
cana-5204	241	21	.	.	PUNCT
cana-5204	242	1	nafld	nafld	ADJ
cana-5204	242	2	management	management	NOUN
cana-5204	242	3	frequently	frequently	ADV
cana-5204	242	4	necessitates	necessitate	VERB
cana-5204	242	5	dietary	dietary	ADJ
cana-5204	242	6	and	and	CCONJ
cana-5204	242	7	lifestyle	lifestyle	NOUN
cana-5204	242	8	changes	change	NOUN
cana-5204	242	9	,	,	PUNCT
cana-5204	242	10	including	include	VERB
cana-5204	242	11	weight	weight	NOUN
cana-5204	242	12	loss	loss	NOUN
cana-5204	242	13	,	,	PUNCT
cana-5204	242	14	which	which	PRON
cana-5204	242	15	can	can	AUX
cana-5204	242	16	be	be	AUX
cana-5204	242	17	difficult	difficult	ADJ
cana-5204	242	18	for	for	ADP
cana-5204	242	19	patients	patient	NOUN
cana-5204	242	20	(	(	PUNCT
cana-5204	242	21	eslam	eslam	PROPN
cana-5204	242	22	,	,	PUNCT
cana-5204	242	23	sanyal	sanyal	NOUN
cana-5204	242	24	,	,	PUNCT
cana-5204	242	25	&	&	CCONJ
cana-5204	242	26	george	george	PROPN
cana-5204	242	27	,	,	PUNCT
cana-5204	242	28	2016	2016	NUM
cana-5204	242	29	)	)	PUNCT
cana-5204	242	30	.	.	PUNCT
cana-5204	243	1	3	3	X
cana-5204	243	2	.	.	NUM
cana-5204	243	3	limited	limited	ADJ
cana-5204	243	4	options	option	NOUN
cana-5204	243	5	for	for	ADP
cana-5204	243	6	treatment	treatment	NOUN
cana-5204	243	7	:	:	PUNCT
cana-5204	243	8	there	there	PRON
cana-5204	243	9	are	be	VERB
cana-5204	243	10	currently	currently	ADV
cana-5204	243	11	no	no	DET
cana-5204	243	12	particular	particular	ADJ
cana-5204	243	13	pharmaceutical	pharmaceutical	ADJ
cana-5204	243	14	remedies	remedy	NOUN
cana-5204	243	15	for	for	ADP
cana-5204	243	16	nafld	nafld	ADJ
cana-5204	243	17	or	or	CCONJ
cana-5204	243	18	nash	nash	NOUN
cana-5204	243	19	that	that	PRON
cana-5204	243	20	have	have	AUX
cana-5204	243	21	been	be	AUX
cana-5204	243	22	authorized	authorize	VERB
cana-5204	243	23	.	.	PUNCT
cana-5204	244	1	since	since	SCONJ
cana-5204	244	2	lifestyle	lifestyle	NOUN
cana-5204	244	3	modifications	modification	NOUN
cana-5204	244	4	are	be	AUX
cana-5204	244	5	the	the	DET
cana-5204	244	6	main	main	ADJ
cana-5204	244	7	focus	focus	NOUN
cana-5204	244	8	of	of	ADP
cana-5204	244	9	management	management	NOUN
cana-5204	244	10	,	,	PUNCT
cana-5204	244	11	it	it	PRON
cana-5204	244	12	can	can	AUX
cana-5204	244	13	sometimes	sometimes	ADV
cana-5204	244	14	be	be	AUX
cana-5204	244	15	challenging	challenge	VERB
cana-5204	244	16	to	to	PART
cana-5204	244	17	successfully	successfully	ADV
cana-5204	244	18	address	address	VERB
cana-5204	244	19	the	the	DET
cana-5204	244	20	illness	illness	NOUN
cana-5204	244	21	(	(	PUNCT
cana-5204	244	22	friedman	friedman	PROPN
cana-5204	244	23	et	et	PROPN
cana-5204	244	24	al	al	PROPN
cana-5204	244	25	.	.	PROPN
cana-5204	244	26	,	,	PUNCT
cana-5204	244	27	2018	2018	NUM
cana-5204	244	28	)	)	PUNCT
cana-5204	244	29	.	.	PUNCT
cana-5204	245	1	4	4	X
cana-5204	245	2	.	.	X
cana-5204	245	3	conditional	conditional	ADJ
cana-5204	245	4	progression	progression	NOUN
cana-5204	245	5	:	:	PUNCT
cana-5204	245	6	nafld	nafld	ADJ
cana-5204	245	7	can	can	AUX
cana-5204	245	8	develop	develop	VERB
cana-5204	245	9	into	into	ADP
cana-5204	245	10	more	more	ADV
cana-5204	245	11	severe	severe	ADJ
cana-5204	245	12	types	type	NOUN
cana-5204	245	13	including	include	VERB
cana-5204	245	14	cirrhosis	cirrhosis	NOUN
cana-5204	245	15	,	,	PUNCT
cana-5204	245	16	hepatocellular	hepatocellular	ADJ
cana-5204	245	17	carcinoma	carcinoma	NOUN
cana-5204	245	18	(	(	PUNCT
cana-5204	245	19	hcc	hcc	PROPN
cana-5204	245	20	)	)	PUNCT
cana-5204	245	21	,	,	PUNCT
cana-5204	245	22	and	and	CCONJ
cana-5204	245	23	nash	nash	NOUN
cana-5204	245	24	.	.	PUNCT
cana-5204	246	1	it	it	PRON
cana-5204	246	2	is	be	AUX
cana-5204	246	3	still	still	ADV
cana-5204	246	4	difficult	difficult	ADJ
cana-5204	246	5	to	to	PART
cana-5204	246	6	determine	determine	VERB
cana-5204	246	7	whether	whether	SCONJ
cana-5204	246	8	people	people	NOUN
cana-5204	246	9	are	be	AUX
cana-5204	246	10	at	at	ADP
cana-5204	246	11	a	a	DET
cana-5204	246	12	higher	high	ADJ
cana-5204	246	13	risk	risk	NOUN
cana-5204	246	14	of	of	ADP
cana-5204	246	15	advancement	advancement	NOUN
cana-5204	246	16	(	(	PUNCT
cana-5204	246	17	targher	targher	NOUN
cana-5204	246	18	et	et	PROPN
cana-5204	246	19	al	al	PROPN
cana-5204	246	20	.	.	PROPN
cana-5204	246	21	,	,	PUNCT
cana-5204	246	22	2016	2016	NUM
cana-5204	246	23	)	)	PUNCT
cana-5204	246	24	.	.	PUNCT
cana-5204	247	1	5	5	X
cana-5204	247	2	.	.	X
cana-5204	247	3	diagnose	diagnose	NOUN
cana-5204	247	4	and	and	CCONJ
cana-5204	247	5	screening	screening	NOUN
cana-5204	247	6	:	:	PUNCT
cana-5204	247	7	nafld	nafld	ADV
cana-5204	247	8	staging	staging	NOUN
cana-5204	247	9	and	and	CCONJ
cana-5204	247	10	accurate	accurate	ADJ
cana-5204	247	11	diagnosis	diagnosis	NOUN
cana-5204	247	12	sometimes	sometimes	ADV
cana-5204	247	13	necessitate	necessitate	ADJ
cana-5204	247	14	invasive	invasive	ADJ
cana-5204	247	15	treatments	treatment	NOUN
cana-5204	247	16	like	like	ADP
cana-5204	247	17	liver	liver	NOUN
cana-5204	247	18	biopsies	biopsy	NOUN
cana-5204	247	19	.	.	PUNCT
cana-5204	248	1	it	it	PRON
cana-5204	248	2	is	be	AUX
cana-5204	248	3	a	a	DET
cana-5204	248	4	continuous	continuous	ADJ
cana-5204	248	5	struggle	struggle	NOUN
cana-5204	248	6	to	to	PART
cana-5204	248	7	develop	develop	VERB
cana-5204	248	8	non	non	ADJ
cana-5204	248	9	-	-	ADJ
cana-5204	248	10	invasive	invasive	ADJ
cana-5204	248	11	diagnosis	diagnosis	NOUN
cana-5204	248	12	and	and	CCONJ
cana-5204	248	13	risk	risk	NOUN
cana-5204	248	14	assessment	assessment	NOUN
cana-5204	248	15	techniques	technique	NOUN
cana-5204	248	16	(	(	PUNCT
cana-5204	248	17	hofmann	hofmann	PROPN
cana-5204	248	18	,	,	PUNCT
cana-5204	248	19	2016	2016	NUM
cana-5204	248	20	)	)	PUNCT
cana-5204	248	21	.	.	PUNCT
cana-5204	249	1	6	6	X
cana-5204	249	2	.	.	X
cana-5204	249	3	patient	patient	ADJ
cana-5204	249	4	education	education	NOUN
cana-5204	249	5	and	and	CCONJ
cana-5204	249	6	awareness	awareness	NOUN
cana-5204	249	7	:	:	PUNCT
cana-5204	249	8	nafld	nafld	ADJ
cana-5204	249	9	patients	patient	NOUN
cana-5204	249	10	frequently	frequently	ADV
cana-5204	249	11	are	be	AUX
cana-5204	249	12	n't	not	PART
cana-5204	249	13	aware	aware	ADJ
cana-5204	249	14	of	of	ADP
cana-5204	249	15	their	their	PRON
cana-5204	249	16	illness	illness	NOUN
cana-5204	249	17	.	.	PUNCT
cana-5204	250	1	early	early	ADJ
cana-5204	250	2	intervention	intervention	NOUN
cana-5204	250	3	is	be	AUX
cana-5204	250	4	dependent	dependent	ADJ
cana-5204	250	5	on	on	ADP
cana-5204	250	6	increasing	increase	VERB
cana-5204	250	7	understanding	understanding	NOUN
cana-5204	250	8	of	of	ADP
cana-5204	250	9	nafld	nafld	ADJ
cana-5204	250	10	among	among	ADP
cana-5204	250	11	patients	patient	NOUN
cana-5204	250	12	and	and	CCONJ
cana-5204	250	13	healthcare	healthcare	PROPN
cana-5204	250	14	professionals	professional	NOUN
cana-5204	250	15	(	(	PUNCT
cana-5204	250	16	williams	williams	PROPN
cana-5204	250	17	et	et	PROPN
cana-5204	250	18	al	al	PROPN
cana-5204	250	19	.	.	PROPN
cana-5204	250	20	,	,	PUNCT
cana-5204	250	21	2011	2011	NUM
cana-5204	250	22	)	)	PUNCT
cana-5204	250	23	.	.	PUNCT
cana-5204	251	1	7	7	X
cana-5204	251	2	.	.	X
cana-5204	251	3	health	health	NOUN
cana-5204	251	4	resource	resource	NOUN
cana-5204	251	5	demand	demand	NOUN
cana-5204	251	6	:	:	PUNCT
cana-5204	251	7	there	there	PRON
cana-5204	251	8	is	be	VERB
cana-5204	251	9	a	a	DET
cana-5204	251	10	significant	significant	ADJ
cana-5204	251	11	strain	strain	NOUN
cana-5204	251	12	on	on	ADP
cana-5204	251	13	healthcare	healthcare	NOUN
cana-5204	251	14	resources	resource	NOUN
cana-5204	251	15	,	,	PUNCT
cana-5204	251	16	such	such	ADJ
cana-5204	251	17	as	as	ADP
cana-5204	251	18	specialized	specialized	ADJ
cana-5204	251	19	clinics	clinic	NOUN
cana-5204	251	20	,	,	PUNCT
cana-5204	251	21	liver	liver	NOUN
cana-5204	251	22	transplant	transplant	NOUN
cana-5204	251	23	programs	program	NOUN
cana-5204	251	24	,	,	PUNCT
cana-5204	251	25	and	and	CCONJ
cana-5204	251	26	research	research	NOUN
cana-5204	251	27	efforts	effort	NOUN
cana-5204	251	28	,	,	PUNCT
cana-5204	251	29	as	as	ADP
cana-5204	251	30	a	a	DET
cana-5204	251	31	result	result	NOUN
cana-5204	251	32	of	of	ADP
cana-5204	251	33	the	the	DET
cana-5204	251	34	rising	rise	VERB
cana-5204	251	35	incidence	incidence	NOUN
cana-5204	251	36	of	of	ADP
cana-5204	251	37	nafld	nafld	ADJ
cana-5204	251	38	and	and	CCONJ
cana-5204	251	39	its	its	PRON
cana-5204	251	40	propensity	propensity	NOUN
cana-5204	251	41	to	to	PART
cana-5204	251	42	advance	advance	VERB
cana-5204	251	43	to	to	ADP
cana-5204	251	44	severe	severe	ADJ
cana-5204	251	45	liver	liver	NOUN
cana-5204	251	46	disease	disease	NOUN
cana-5204	251	47	(	(	PUNCT
cana-5204	251	48	vernon	vernon	PROPN
cana-5204	251	49	,	,	PUNCT
cana-5204	251	50	baranova	baranova	PROPN
cana-5204	251	51	,	,	PUNCT
cana-5204	251	52	&	&	CCONJ
cana-5204	251	53	younossi	younossi	ADJ
cana-5204	251	54	,	,	PUNCT
cana-5204	251	55	2011	2011	NUM
cana-5204	251	56	)	)	PUNCT
cana-5204	251	57	.	.	PUNCT
cana-5204	252	1	4	4	X
cana-5204	252	2	.	.	X
cana-5204	252	3	conclusion	conclusion	NOUN
cana-5204	252	4	and	and	CCONJ
cana-5204	252	5	future	future	ADJ
cana-5204	252	6	work	work	NOUN
cana-5204	252	7	efforts	effort	NOUN
cana-5204	252	8	to	to	PART
cana-5204	252	9	identify	identify	VERB
cana-5204	252	10	and	and	CCONJ
cana-5204	252	11	categorize	categorize	VERB
cana-5204	252	12	fatty	fatty	NOUN
cana-5204	252	13	liver	liver	NOUN
cana-5204	252	14	disease	disease	NOUN
cana-5204	252	15	and	and	CCONJ
cana-5204	252	16	its	its	PRON
cana-5204	252	17	associated	associated	ADJ
cana-5204	252	18	clinical	clinical	ADJ
cana-5204	252	19	phases	phase	NOUN
cana-5204	252	20	with	with	ADP
cana-5204	252	21	more	more	ADJ
cana-5204	252	22	accuracy	accuracy	NOUN
cana-5204	252	23	than	than	ADP
cana-5204	252	24	humans	human	NOUN
cana-5204	252	25	have	have	AUX
cana-5204	252	26	grown	grow	VERB
cana-5204	252	27	over	over	ADP
cana-5204	252	28	time	time	NOUN
cana-5204	252	29	.	.	PUNCT
cana-5204	253	1	extracting	extract	VERB
cana-5204	253	2	features	feature	NOUN
cana-5204	253	3	from	from	ADP
cana-5204	253	4	processed	process	VERB
cana-5204	253	5	photos	photo	NOUN
cana-5204	253	6	and	and	CCONJ
cana-5204	253	7	using	use	VERB
cana-5204	253	8	these	these	DET
cana-5204	253	9	characteristics	characteristic	NOUN
cana-5204	253	10	to	to	PART
cana-5204	253	11	accomplish	accomplish	VERB
cana-5204	253	12	the	the	DET
cana-5204	253	13	assignment	assignment	NOUN
cana-5204	253	14	has	have	AUX
cana-5204	253	15	taken	take	VERB
cana-5204	253	16	up	up	ADP
cana-5204	253	17	the	the	DET
cana-5204	253	18	majority	majority	NOUN
cana-5204	253	19	of	of	ADP
cana-5204	253	20	the	the	DET
cana-5204	253	21	work	work	NOUN
cana-5204	253	22	.	.	PUNCT
cana-5204	254	1	more	more	ADJ
cana-5204	254	2	work	work	NOUN
cana-5204	254	3	has	have	VERB
cana-5204	254	4	to	to	PART
cana-5204	254	5	be	be	AUX
cana-5204	254	6	put	put	VERB
cana-5204	254	7	into	into	ADP
cana-5204	254	8	developing	develop	VERB
cana-5204	254	9	models	model	NOUN
cana-5204	254	10	that	that	PRON
cana-5204	254	11	address	address	VERB
cana-5204	254	12	problems	problem	NOUN
cana-5204	254	13	and	and	CCONJ
cana-5204	254	14	conducting	conduct	VERB
cana-5204	254	15	randomized	randomize	VERB
cana-5204	254	16	clinical	clinical	ADJ
cana-5204	254	17	trials	trial	NOUN
cana-5204	254	18	on	on	ADP
cana-5204	254	19	larger	large	ADJ
cana-5204	254	20	numbers	number	NOUN
cana-5204	254	21	of	of	ADP
cana-5204	254	22	patients	patient	NOUN
cana-5204	254	23	in	in	ADP
cana-5204	254	24	order	order	NOUN
cana-5204	254	25	to	to	PART
cana-5204	254	26	advance	advance	VERB
cana-5204	254	27	possible	possible	ADJ
cana-5204	254	28	future	future	ADJ
cana-5204	254	29	research	research	NOUN
cana-5204	254	30	.	.	PUNCT
cana-5204	255	1	the	the	DET
cana-5204	255	2	discoveries	discovery	NOUN
cana-5204	255	3	will	will	AUX
cana-5204	255	4	support	support	VERB
cana-5204	255	5	the	the	DET
cana-5204	255	6	advancement	advancement	NOUN
cana-5204	255	7	of	of	ADP
cana-5204	255	8	comprehensible	comprehensible	ADJ
cana-5204	255	9	ai	ai	VERB
cana-5204	255	10	in	in	ADP
cana-5204	255	11	the	the	DET
cana-5204	255	12	future	future	NOUN
cana-5204	255	13	.	.	PUNCT
cana-5204	256	1	to	to	PART
cana-5204	256	2	establish	establish	VERB
cana-5204	256	3	the	the	DET
cana-5204	256	4	most	most	ADV
cana-5204	256	5	accurate	accurate	ADJ
cana-5204	256	6	phases	phase	NOUN
cana-5204	256	7	of	of	ADP
cana-5204	256	8	the	the	DET
cana-5204	256	9	images	image	NOUN
cana-5204	256	10	,	,	PUNCT
cana-5204	256	11	taking	take	VERB
cana-5204	256	12	into	into	ADP
cana-5204	256	13	consideration	consideration	NOUN
cana-5204	256	14	the	the	DET
cana-5204	256	15	structural	structural	ADJ
cana-5204	256	16	changes	change	NOUN
cana-5204	256	17	between	between	ADP
cana-5204	256	18	the	the	DET
cana-5204	256	19	images	image	NOUN
cana-5204	256	20	,	,	PUNCT
cana-5204	256	21	more	more	ADJ
cana-5204	256	22	work	work	NOUN
cana-5204	256	23	must	must	AUX
cana-5204	256	24	be	be	AUX
cana-5204	256	25	put	put	VERB
cana-5204	256	26	into	into	ADP
cana-5204	256	27	processing	processing	NOUN
cana-5204	256	28	images	image	NOUN
cana-5204	256	29	and	and	CCONJ
cana-5204	256	30	extracting	extract	VERB
cana-5204	256	31	characteristics	characteristic	NOUN
cana-5204	256	32	.	.	PUNCT
cana-5204	257	1	the	the	DET
cana-5204	257	2	comparison	comparison	NOUN
cana-5204	257	3	of	of	ADP
cana-5204	257	4	communications	communication	NOUN
cana-5204	257	5	on	on	ADP
cana-5204	257	6	applied	apply	VERB
cana-5204	257	7	nonlinear	nonlinear	ADJ
cana-5204	257	8	analysis	analysis	NOUN
cana-5204	257	9	issn	issn	NOUN
cana-5204	257	10	:	:	PUNCT
cana-5204	257	11	1074	1074	NUM
cana-5204	257	12	-	-	PUNCT
cana-5204	257	13	133x	133x	NUM
cana-5204	257	14	vol	vol	NOUN
cana-5204	257	15	32	32	NUM
cana-5204	257	16	no	no	NOUN
cana-5204	257	17	.	.	PUNCT
cana-5204	258	1	icmasd	icmasd	NOUN
cana-5204	258	2	(	(	PUNCT
cana-5204	258	3	2025	2025	NUM
cana-5204	258	4	)	)	PUNCT
cana-5204	258	5	1796	1796	NUM
cana-5204	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	258	7	computing	compute	VERB
cana-5204	258	8	complexity	complexity	NOUN
cana-5204	258	9	/	/	SYM
cana-5204	258	10	power	power	NOUN
cana-5204	258	11	and	and	CCONJ
cana-5204	258	12	classification	classification	NOUN
cana-5204	258	13	accuracy	accuracy	NOUN
cana-5204	258	14	should	should	AUX
cana-5204	258	15	also	also	ADV
cana-5204	258	16	be	be	AUX
cana-5204	258	17	taken	take	VERB
cana-5204	258	18	into	into	ADP
cana-5204	258	19	account	account	NOUN
cana-5204	258	20	when	when	SCONJ
cana-5204	258	21	contrasting	contrast	VERB
cana-5204	258	22	dl	dl	NOUN
cana-5204	258	23	and	and	CCONJ
cana-5204	258	24	ml	ml	PROPN
cana-5204	258	25	approaches	approach	NOUN
cana-5204	258	26	.	.	PUNCT
cana-5204	259	1	this	this	PRON
cana-5204	259	2	will	will	AUX
cana-5204	259	3	result	result	VERB
cana-5204	259	4	in	in	ADP
cana-5204	259	5	a	a	DET
cana-5204	259	6	better	well	ADJ
cana-5204	259	7	choice	choice	NOUN
cana-5204	259	8	for	for	ADP
cana-5204	259	9	detecting	detect	VERB
cana-5204	259	10	and	and	CCONJ
cana-5204	259	11	quantifying	quantify	VERB
cana-5204	259	12	nafld	nafld	ADV
cana-5204	259	13	using	use	VERB
cana-5204	259	14	us	we	PRON
cana-5204	259	15	images	image	NOUN
cana-5204	259	16	.	.	PUNCT
cana-5204	260	1	references	reference	NOUN
cana-5204	260	2	[	[	X
cana-5204	260	3	1	1	NUM
cana-5204	260	4	]	]	PUNCT
cana-5204	260	5	a.	a.	NOUN
cana-5204	260	6	aneeshkumar	aneeshkumar	PROPN
cana-5204	260	7	and	and	CCONJ
cana-5204	260	8	c.	c.	PROPN
cana-5204	260	9	venkateswaran	venkateswaran	VERB
cana-5204	260	10	,	,	PUNCT
cana-5204	260	11	“	"	PUNCT
cana-5204	260	12	estimating	estimate	VERB
cana-5204	260	13	the	the	DET
cana-5204	260	14	surveillance	surveillance	NOUN
cana-5204	260	15	of	of	ADP
cana-5204	260	16	liver	liver	NOUN
cana-5204	260	17	disorder	disorder	NOUN
cana-5204	260	18	using	use	VERB
cana-5204	260	19	classification	classification	NOUN
cana-5204	260	20	algorithms	algorithm	NOUN
cana-5204	260	21	,	,	PUNCT
cana-5204	260	22	”	"	PUNCT
cana-5204	260	23	international	international	ADJ
cana-5204	260	24	journal	journal	NOUN
cana-5204	260	25	of	of	ADP
cana-5204	260	26	computer	computer	NOUN
cana-5204	260	27	applications	application	NOUN
cana-5204	260	28	,	,	PUNCT
cana-5204	260	29	vol	vol	NOUN
cana-5204	260	30	.	.	PROPN
cana-5204	260	31	57	57	NUM
cana-5204	260	32	,	,	PUNCT
cana-5204	260	33	no	no	INTJ
cana-5204	260	34	.	.	NOUN
cana-5204	260	35	6	6	NUM
cana-5204	260	36	,	,	PUNCT
cana-5204	260	37	pp	pp	ADJ
cana-5204	260	38	.	.	PUNCT
cana-5204	261	1	975–8887	975–8887	NUM
cana-5204	261	2	,	,	PUNCT
cana-5204	261	3	2012	2012	NUM
cana-5204	261	4	.	.	PUNCT
cana-5204	262	1	[	[	X
cana-5204	262	2	2	2	X
cana-5204	262	3	]	]	PUNCT
cana-5204	262	4	s.	s.	PROPN
cana-5204	262	5	l.	l.	PROPN
cana-5204	262	6	popa	popa	PROPN
cana-5204	262	7	et	et	PROPN
cana-5204	262	8	al	al	PROPN
cana-5204	262	9	.	.	PROPN
cana-5204	262	10	,	,	PUNCT
cana-5204	262	11	“	"	PUNCT
cana-5204	262	12	non	non	ADJ
cana-5204	262	13	-	-	ADJ
cana-5204	262	14	alcoholic	alcoholic	ADJ
cana-5204	262	15	fatty	fatty	NOUN
cana-5204	262	16	liver	liver	NOUN
cana-5204	262	17	disease	disease	NOUN
cana-5204	262	18	:	:	PUNCT
cana-5204	262	19	implementing	implement	VERB
cana-5204	262	20	complete	complete	ADJ
cana-5204	262	21	automated	automate	VERB
cana-5204	262	22	diagnosis	diagnosis	NOUN
cana-5204	262	23	and	and	CCONJ
cana-5204	262	24	staging	staging	NOUN
cana-5204	262	25	.	.	PUNCT
cana-5204	263	1	a	a	DET
cana-5204	263	2	systematic	systematic	ADJ
cana-5204	263	3	review	review	NOUN
cana-5204	263	4	,	,	PUNCT
cana-5204	263	5	”	"	PUNCT
cana-5204	263	6	diagnostics	diagnostic	NOUN
cana-5204	263	7	,	,	PUNCT
cana-5204	263	8	vol	vol	NOUN
cana-5204	263	9	.	.	PROPN
cana-5204	263	10	11	11	NUM
cana-5204	263	11	,	,	PUNCT
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cana-5204	263	13	.	.	NOUN
cana-5204	263	14	6	6	NUM
cana-5204	263	15	,	,	PUNCT
cana-5204	263	16	p.	p.	NOUN
cana-5204	263	17	1078	1078	NUM
cana-5204	263	18	,	,	PUNCT
cana-5204	263	19	jun	jun	PROPN
cana-5204	263	20	.	.	PROPN
cana-5204	263	21	2021	2021	NUM
cana-5204	263	22	,	,	PUNCT
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cana-5204	263	24	:	:	PUNCT
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cana-5204	264	1	[	[	X
cana-5204	264	2	3	3	X
cana-5204	264	3	]	]	X
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cana-5204	264	5	dritsas	dritsas	PROPN
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cana-5204	264	7	m.	m.	NOUN
cana-5204	264	8	trigka	trigka	PROPN
cana-5204	264	9	,	,	PUNCT
cana-5204	264	10	“	"	PUNCT
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cana-5204	264	13	learning	learning	NOUN
cana-5204	264	14	models	model	NOUN
cana-5204	264	15	for	for	ADP
cana-5204	264	16	liver	liver	NOUN
cana-5204	264	17	disease	disease	NOUN
cana-5204	264	18	risk	risk	NOUN
cana-5204	264	19	prediction	prediction	NOUN
cana-5204	264	20	,	,	PUNCT
cana-5204	264	21	”	"	PUNCT
cana-5204	264	22	computers	computer	NOUN
cana-5204	264	23	,	,	PUNCT
cana-5204	264	24	vol	vol	NOUN
cana-5204	264	25	.	.	PROPN
cana-5204	264	26	12	12	NUM
cana-5204	264	27	,	,	PUNCT
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cana-5204	264	30	1	1	NUM
cana-5204	264	31	,	,	PUNCT
cana-5204	264	32	p.	p.	NOUN
cana-5204	264	33	19	19	NUM
cana-5204	264	34	,	,	PUNCT
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cana-5204	264	36	.	.	PROPN
cana-5204	264	37	2023	2023	NUM
cana-5204	264	38	,	,	PUNCT
cana-5204	264	39	doi	doi	NOUN
cana-5204	264	40	:	:	PUNCT
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cana-5204	264	42	.	.	PUNCT
cana-5204	265	1	[	[	X
cana-5204	265	2	4	4	X
cana-5204	265	3	]	]	PUNCT
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cana-5204	265	7	n.	n.	PROPN
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cana-5204	265	11	“	"	PUNCT
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cana-5204	265	14	fatty	fatty	ADJ
cana-5204	265	15	liver	liver	NOUN
cana-5204	265	16	disease	disease	NOUN
cana-5204	265	17	using	use	VERB
cana-5204	265	18	machine	machine	NOUN
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cana-5204	265	21	.	.	PUNCT
cana-5204	265	22	”	"	PUNCT
cana-5204	266	1	[	[	X
cana-5204	266	2	5	5	NUM
cana-5204	266	3	]	]	PUNCT
cana-5204	266	4	s.	s.	PROPN
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cana-5204	266	7	n.	n.	PROPN
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cana-5204	266	13	and	and	CCONJ
cana-5204	266	14	g.	g.	PROPN
cana-5204	266	15	mahesh	mahesh	PROPN
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cana-5204	266	17	“	"	PUNCT
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cana-5204	266	23	fatty	fatty	NOUN
cana-5204	266	24	liver	liver	NOUN
cana-5204	266	25	disease	disease	NOUN
cana-5204	266	26	by	by	ADP
cana-5204	266	27	exploiting	exploit	VERB
cana-5204	266	28	naïve	naïve	ADJ
cana-5204	266	29	bayes	bayes	NOUN
cana-5204	266	30	tree	tree	NOUN
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cana-5204	266	32	”	"	PUNCT
cana-5204	266	33	icst	icst	ADJ
cana-5204	266	34	transactions	transaction	NOUN
cana-5204	266	35	on	on	ADP
cana-5204	266	36	scalable	scalable	ADJ
cana-5204	266	37	information	information	NOUN
cana-5204	266	38	systems	system	NOUN
cana-5204	266	39	,	,	PUNCT
cana-5204	266	40	p.	p.	NOUN
cana-5204	266	41	173975	173975	NUM
cana-5204	266	42	,	,	PUNCT
cana-5204	266	43	jul	jul	PROPN
cana-5204	266	44	.	.	PROPN
cana-5204	266	45	2018	2018	NUM
cana-5204	266	46	,	,	PUNCT
cana-5204	266	47	doi	doi	NOUN
cana-5204	266	48	:	:	PUNCT
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cana-5204	266	50	.	.	PUNCT
cana-5204	267	1	[	[	X
cana-5204	267	2	6	6	NUM
cana-5204	267	3	]	]	PUNCT
cana-5204	267	4	v.	v.	ADP
cana-5204	267	5	harabor	harabor	PROPN
cana-5204	267	6	et	et	PROPN
cana-5204	267	7	al	al	PROPN
cana-5204	267	8	.	.	PROPN
cana-5204	267	9	,	,	PUNCT
cana-5204	267	10	“	"	PUNCT
cana-5204	267	11	machine	machine	NOUN
cana-5204	267	12	learning	learning	NOUN
cana-5204	267	13	approaches	approach	NOUN
cana-5204	267	14	for	for	ADP
cana-5204	267	15	the	the	DET
cana-5204	267	16	prediction	prediction	NOUN
cana-5204	267	17	of	of	ADP
cana-5204	267	18	hepatitis	hepatitis	PROPN
cana-5204	267	19	b	b	PROPN
cana-5204	267	20	and	and	CCONJ
cana-5204	267	21	c	c	PROPN
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cana-5204	267	23	,	,	PUNCT
cana-5204	267	24	”	"	PUNCT
cana-5204	267	25	international	international	ADJ
cana-5204	267	26	journal	journal	NOUN
cana-5204	267	27	of	of	ADP
cana-5204	267	28	environmental	environmental	ADJ
cana-5204	267	29	research	research	NOUN
cana-5204	267	30	and	and	CCONJ
cana-5204	267	31	public	public	ADJ
cana-5204	267	32	health	health	NOUN
cana-5204	267	33	,	,	PUNCT
cana-5204	267	34	vol	vol	NOUN
cana-5204	267	35	.	.	PROPN
cana-5204	267	36	20	20	NUM
cana-5204	267	37	,	,	PUNCT
cana-5204	267	38	no	no	INTJ
cana-5204	267	39	.	.	NOUN
cana-5204	267	40	3	3	NUM
cana-5204	267	41	,	,	PUNCT
cana-5204	267	42	p.	p.	NOUN
cana-5204	267	43	2380	2380	NUM
cana-5204	267	44	,	,	PUNCT
cana-5204	267	45	jan	jan	PROPN
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cana-5204	267	50	:	:	PUNCT
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cana-5204	267	52	.	.	PUNCT
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cana-5204	268	2	7	7	X
cana-5204	268	3	]	]	PUNCT
cana-5204	268	4	l.	l.	PROPN
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cana-5204	268	20	liver	liver	NOUN
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cana-5204	269	32	.	.	PROPN
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cana-5204	271	11	k.	k.	PROPN
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cana-5204	271	15	a	a	DET
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cana-5204	273	1	(	(	PUNCT
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cana-5204	273	5	.	.	PUNCT
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cana-5204	275	3	]	]	PUNCT
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cana-5204	275	28	,	,	PUNCT
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cana-5204	277	21	:	:	PUNCT
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cana-5204	277	28	.	.	PUNCT
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cana-5204	279	48	.	.	PUNCT
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cana-5204	280	2	,	,	PUNCT
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cana-5204	280	5	,	,	PUNCT
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cana-5204	281	2	14	14	NUM
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cana-5204	281	44	,	,	PUNCT
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cana-5204	285	21	:	:	PUNCT
cana-5204	285	22	an	an	DET
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cana-5204	285	28	&	&	CCONJ
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cana-5204	285	36	,	,	PUNCT
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cana-5204	285	38	.	.	NOUN
cana-5204	285	39	5	5	NUM
cana-5204	285	40	,	,	PUNCT
cana-5204	285	41	pp	pp	ADJ
cana-5204	285	42	.	.	PUNCT
cana-5204	286	1	409–415	409–415	NUM
cana-5204	286	2	,	,	PUNCT
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cana-5204	286	8	:	:	PUNCT
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cana-5204	286	10	.	.	PUNCT
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cana-5204	287	3	]	]	PUNCT
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cana-5204	287	11	d.	d.	PROPN
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cana-5204	287	14	“	"	PUNCT
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cana-5204	287	22	”	"	PUNCT
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cana-5204	290	1	543–550	543–550	NUM
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cana-5204	290	8	:	:	PUNCT
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cana-5204	291	20	,	,	PUNCT
cana-5204	291	21	”	"	PUNCT
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cana-5204	300	25	-	-	PUNCT
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cana-5204	300	27	vol	vol	NOUN
cana-5204	300	28	32	32	NUM
cana-5204	300	29	no	no	NOUN
cana-5204	300	30	.	.	PUNCT
cana-5204	301	1	icmasd	icmasd	NOUN
cana-5204	301	2	(	(	PUNCT
cana-5204	301	3	2025	2025	NUM
cana-5204	301	4	)	)	PUNCT
cana-5204	301	5	1798	1798	NUM
cana-5204	302	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	302	2	learning	learn	VERB
cana-5204	302	3	techniques	technique	NOUN
cana-5204	302	4	.	.	PUNCT
cana-5204	302	5	”	"	PUNCT
cana-5204	303	1	[	[	X
cana-5204	303	2	26	26	NUM
cana-5204	303	3	]	]	X
cana-5204	303	4	g.	g.	PROPN
cana-5204	303	5	cao	cao	PROPN
cana-5204	303	6	and	and	CCONJ
cana-5204	303	7	h.	h.	PROPN
cana-5204	303	8	zhang	zhang	PROPN
cana-5204	303	9	,	,	PUNCT
cana-5204	303	10	“	"	PUNCT
cana-5204	303	11	machine	machine	NOUN
cana-5204	303	12	learning	learn	VERB
cana-5204	303	13	soft	soft	ADJ
cana-5204	303	14	voting	voting	NOUN
cana-5204	303	15	algorithm	algorithm	NOUN
cana-5204	303	16	for	for	ADP
cana-5204	303	17	prediction	prediction	NOUN
cana-5204	303	18	and	and	CCONJ
cana-5204	303	19	detection	detection	NOUN
cana-5204	303	20	of	of	ADP
cana-5204	303	21	nonalcoholic	nonalcoholic	ADJ
cana-5204	303	22	fatty	fatty	NOUN
cana-5204	303	23	liver	liver	NOUN
cana-5204	303	24	disease	disease	NOUN
cana-5204	303	25	,	,	PUNCT
cana-5204	303	26	”	"	PUNCT
cana-5204	303	27	sep	sep	PROPN
cana-5204	303	28	.	.	PROPN
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cana-5204	303	30	,	,	PUNCT
cana-5204	303	31	doi	doi	NOUN
cana-5204	303	32	:	:	PUNCT
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cana-5204	304	2	27	27	NUM
cana-5204	304	3	]	]	PUNCT
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cana-5204	304	5	decharatanachart	decharatanachart	PROPN
cana-5204	304	6	,	,	PUNCT
cana-5204	304	7	r.	r.	PROPN
cana-5204	304	8	chaiteerakij	chaiteerakij	PROPN
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cana-5204	304	13	and	and	CCONJ
cana-5204	304	14	s.	s.	PROPN
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cana-5204	304	21	intelligence	intelligence	NOUN
cana-5204	304	22	in	in	ADP
cana-5204	304	23	chronic	chronic	ADJ
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cana-5204	304	25	diseases	disease	NOUN
cana-5204	304	26	:	:	PUNCT
cana-5204	304	27	a	a	DET
cana-5204	304	28	systematic	systematic	ADJ
cana-5204	304	29	review	review	NOUN
cana-5204	304	30	and	and	CCONJ
cana-5204	304	31	metaanalysis	metaanalysis	NOUN
cana-5204	304	32	,	,	PUNCT
cana-5204	304	33	”	"	PUNCT
cana-5204	304	34	bmc	bmc	NOUN
cana-5204	304	35	gastroenterology	gastroenterology	NOUN
cana-5204	304	36	,	,	PUNCT
cana-5204	304	37	vol	vol	NOUN
cana-5204	304	38	.	.	PROPN
cana-5204	304	39	21	21	NUM
cana-5204	304	40	,	,	PUNCT
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cana-5204	304	42	.	.	NOUN
cana-5204	304	43	1	1	NUM
cana-5204	304	44	,	,	PUNCT
cana-5204	304	45	jan	jan	PROPN
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cana-5204	304	47	2021	2021	NUM
cana-5204	304	48	,	,	PUNCT
cana-5204	304	49	doi	doi	NOUN
cana-5204	304	50	:	:	PUNCT
cana-5204	304	51	https://doi.org/10.1186/s12876-02001585-5	https://doi.org/10.1186/s12876-02001585-5	NOUN
cana-5204	304	52	.	.	PUNCT
cana-5204	305	1	[	[	X
cana-5204	305	2	28	28	NUM
cana-5204	305	3	]	]	X
cana-5204	305	4	s.-y	s.-y	NOUN
cana-5204	305	5	.	.	PUNCT
cana-5204	306	1	rhyou	rhyou	NOUN
cana-5204	306	2	and	and	CCONJ
cana-5204	306	3	j.-c	j.-c	PROPN
cana-5204	306	4	.	.	PUNCT
cana-5204	307	1	yoo	yoo	PROPN
cana-5204	307	2	,	,	PUNCT
cana-5204	307	3	“	"	PUNCT
cana-5204	307	4	cascaded	cascade	VERB
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cana-5204	307	8	network	network	NOUN
cana-5204	307	9	for	for	ADP
cana-5204	307	10	automated	automate	VERB
cana-5204	307	11	liver	liver	NOUN
cana-5204	307	12	steatosis	steatosis	NOUN
cana-5204	307	13	diagnosis	diagnosis	NOUN
cana-5204	307	14	using	use	VERB
cana-5204	307	15	ultrasound	ultrasound	NOUN
cana-5204	307	16	images	image	NOUN
cana-5204	307	17	,	,	PUNCT
cana-5204	307	18	”	"	PUNCT
cana-5204	307	19	sensors	sensor	NOUN
cana-5204	307	20	,	,	PUNCT
cana-5204	307	21	vol	vol	NOUN
cana-5204	307	22	.	.	PROPN
cana-5204	308	1	21	21	NUM
cana-5204	308	2	,	,	PUNCT
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cana-5204	308	5	16	16	NUM
cana-5204	308	6	,	,	PUNCT
cana-5204	308	7	p.	p.	NOUN
cana-5204	308	8	5304	5304	NUM
cana-5204	308	9	,	,	PUNCT
cana-5204	308	10	aug	aug	PROPN
cana-5204	308	11	.	.	PROPN
cana-5204	308	12	2021	2021	NUM
cana-5204	308	13	,	,	PUNCT
cana-5204	308	14	doi	doi	NOUN
cana-5204	308	15	:	:	PUNCT
cana-5204	308	16	https://doi.org/10.3390/s21165304	https://doi.org/10.3390/s21165304	NUM
cana-5204	308	17	.	.	PUNCT
cana-5204	309	1	[	[	X
cana-5204	309	2	29	29	NUM
cana-5204	309	3	]	]	PUNCT
cana-5204	309	4	m.	m.	NOUN
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cana-5204	309	9	,	,	PUNCT
cana-5204	309	10	“	"	PUNCT
cana-5204	309	11	a	a	DET
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cana-5204	309	13	analysis	analysis	NOUN
cana-5204	309	14	of	of	ADP
cana-5204	309	15	machine	machine	NOUN
cana-5204	309	16	learning	learn	VERB
cana-5204	309	17	algorithms	algorithm	NOUN
cana-5204	309	18	to	to	PART
cana-5204	309	19	predict	predict	VERB
cana-5204	309	20	liver	liver	NOUN
cana-5204	309	21	disease	disease	NOUN
cana-5204	309	22	,	,	PUNCT
cana-5204	309	23	”	"	PUNCT
cana-5204	309	24	intelligent	intelligent	ADJ
cana-5204	309	25	automation	automation	NOUN
cana-5204	309	26	&	&	CCONJ
cana-5204	309	27	soft	soft	ADJ
cana-5204	309	28	computing	computing	NOUN
cana-5204	309	29	,	,	PUNCT
cana-5204	309	30	vol	vol	NOUN
cana-5204	309	31	.	.	PROPN
cana-5204	309	32	30	30	NUM
cana-5204	309	33	,	,	PUNCT
cana-5204	309	34	no	no	INTJ
cana-5204	309	35	.	.	NOUN
cana-5204	309	36	3	3	NUM
cana-5204	309	37	,	,	PUNCT
cana-5204	309	38	pp	pp	ADJ
cana-5204	309	39	.	.	PUNCT
cana-5204	310	1	917–928	917–928	NUM
cana-5204	310	2	,	,	PUNCT
cana-5204	310	3	2021	2021	NUM
cana-5204	310	4	,	,	PUNCT
cana-5204	310	5	doi	doi	NOUN
cana-5204	310	6	:	:	PUNCT
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cana-5204	310	8	.	.	PUNCT
cana-5204	311	1	[	[	X
cana-5204	311	2	30	30	NUM
cana-5204	311	3	]	]	PUNCT
cana-5204	311	4	a.	a.	NOUN
cana-5204	311	5	das	das	PROPN
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cana-5204	311	8	connell	connell	PROPN
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cana-5204	311	11	s.	s.	PROPN
cana-5204	311	12	khetarpal	khetarpal	PROPN
cana-5204	311	13	,	,	PUNCT
cana-5204	311	14	“	"	PUNCT
cana-5204	311	15	digital	digital	ADJ
cana-5204	311	16	image	image	NOUN
cana-5204	311	17	analysis	analysis	NOUN
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cana-5204	311	20	images	image	NOUN
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cana-5204	311	22	machine	machine	NOUN
cana-5204	311	23	learning	learn	VERB
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cana-5204	311	26	pediatric	pediatric	ADJ
cana-5204	311	27	nonalcoholic	nonalcoholic	NOUN
cana-5204	311	28	fatty	fatty	NOUN
cana-5204	311	29	liver	liver	NOUN
cana-5204	311	30	disease	disease	NOUN
cana-5204	311	31	,	,	PUNCT
cana-5204	311	32	”	"	PUNCT
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cana-5204	311	34	imaging	imaging	NOUN
cana-5204	311	35	,	,	PUNCT
cana-5204	311	36	vol	vol	NOUN
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cana-5204	311	39	,	,	PUNCT
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cana-5204	311	41	.	.	PUNCT
cana-5204	312	1	62–68	62–68	NUM
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cana-5204	312	8	:	:	PUNCT
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cana-5204	312	10	.	.	PUNCT
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cana-5204	313	2	31	31	NUM
cana-5204	313	3	]	]	PUNCT
cana-5204	313	4	g.	g.	PROPN
cana-5204	313	5	shaheamlung	shaheamlung	PROPN
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cana-5204	313	7	kaur	kaur	PROPN
cana-5204	313	8	,	,	PUNCT
cana-5204	313	9	“	"	PUNCT
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cana-5204	313	14	liver	liver	NOUN
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cana-5204	313	16	using	use	VERB
cana-5204	313	17	machine	machine	NOUN
cana-5204	313	18	learning	learning	NOUN
cana-5204	313	19	,	,	PUNCT
cana-5204	313	20	”	"	PUNCT
cana-5204	313	21	mar	mar	PROPN
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cana-5204	313	24	,	,	PUNCT
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cana-5204	313	26	.	.	PUNCT
cana-5204	314	1	[	[	X
cana-5204	314	2	32	32	NUM
cana-5204	314	3	]	]	PUNCT
cana-5204	314	4	e.	e.	PROPN
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cana-5204	314	10	,	,	PUNCT
cana-5204	314	11	“	"	PUNCT
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cana-5204	314	16	-	-	ADJ
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cana-5204	314	20	neural	neural	ADJ
cana-5204	314	21	networks	network	NOUN
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cana-5204	314	29	in	in	ADP
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cana-5204	314	31	images	image	NOUN
cana-5204	314	32	,	,	PUNCT
cana-5204	314	33	”	"	PUNCT
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cana-5204	314	36	,	,	PUNCT
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cana-5204	314	40	,	,	PUNCT
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cana-5204	314	42	:	:	PUNCT
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cana-5204	314	44	.	.	PUNCT
cana-5204	315	1	[	[	X
cana-5204	315	2	33	33	NUM
cana-5204	315	3	]	]	PUNCT
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cana-5204	316	1	chou	chou	PROPN
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cana-5204	316	12	:	:	PUNCT
cana-5204	316	13	a	a	DET
cana-5204	316	14	computer	computer	NOUN
cana-5204	316	15	-	-	PUNCT
cana-5204	316	16	aided	aid	VERB
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cana-5204	316	18	system	system	NOUN
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cana-5204	316	22	of	of	ADP
cana-5204	316	23	fatty	fatty	NOUN
cana-5204	316	24	liver	liver	NOUN
cana-5204	316	25	,	,	PUNCT
cana-5204	316	26	”	"	PUNCT
cana-5204	316	27	journal	journal	NOUN
cana-5204	316	28	of	of	ADP
cana-5204	316	29	the	the	DET
cana-5204	316	30	chinese	chinese	PROPN
cana-5204	316	31	medical	medical	PROPN
cana-5204	316	32	association	association	PROPN
cana-5204	316	33	,	,	PUNCT
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cana-5204	316	35	.	.	PROPN
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cana-5204	316	37	,	,	PUNCT
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cana-5204	316	39	.	.	NOUN
cana-5204	316	40	9	9	NUM
cana-5204	316	41	,	,	PUNCT
cana-5204	316	42	pp	pp	ADJ
cana-5204	316	43	.	.	PUNCT
cana-5204	317	1	842–850	842–850	NUM
cana-5204	317	2	,	,	PUNCT
cana-5204	317	3	jul	jul	PROPN
cana-5204	317	4	.	.	PROPN
cana-5204	317	5	2021	2021	NUM
cana-5204	317	6	,	,	PUNCT
cana-5204	317	7	doi	doi	NOUN
cana-5204	317	8	:	:	PUNCT
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cana-5204	317	10	.	.	PUNCT
cana-5204	318	1	[	[	X
cana-5204	318	2	34	34	NUM
cana-5204	318	3	]	]	X
cana-5204	318	4	md	md	PROPN
cana-5204	318	5	.	.	PUNCT
cana-5204	318	6	f.	f.	PROPN
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cana-5204	318	8	,	,	PUNCT
cana-5204	318	9	s.	s.	PROPN
cana-5204	318	10	m.	m.	PROPN
cana-5204	318	11	mahedy	mahedy	PROPN
cana-5204	318	12	hasan	hasan	PROPN
cana-5204	318	13	,	,	PUNCT
cana-5204	318	14	a.	a.	PROPN
cana-5204	318	15	i.	i.	PROPN
cana-5204	318	16	champa	champa	PROPN
cana-5204	318	17	,	,	PUNCT
cana-5204	318	18	md	md	PROPN
cana-5204	318	19	.	.	PROPN
cana-5204	318	20	asifzaman	asifzaman	PROPN
cana-5204	318	21	,	,	PUNCT
cana-5204	318	22	and	and	CCONJ
cana-5204	318	23	md	md	PROPN
cana-5204	318	24	.	.	PROPN
cana-5204	318	25	k.	k.	PROPN
cana-5204	318	26	hasan	hasan	PROPN
cana-5204	318	27	,	,	PUNCT
cana-5204	318	28	“	"	PUNCT
cana-5204	318	29	prediction	prediction	NOUN
cana-5204	318	30	of	of	ADP
cana-5204	318	31	liver	liver	NOUN
cana-5204	318	32	disorders	disorder	NOUN
cana-5204	318	33	using	use	VERB
cana-5204	318	34	machine	machine	NOUN
cana-5204	318	35	learning	learn	VERB
cana-5204	318	36	algorithms	algorithm	NOUN
cana-5204	318	37	:	:	PUNCT
cana-5204	318	38	a	a	DET
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cana-5204	318	41	,	,	PUNCT
cana-5204	318	42	”	"	PUNCT
cana-5204	318	43	2020	2020	NUM
cana-5204	318	44	2nd	2nd	ADJ
cana-5204	318	45	international	international	ADJ
cana-5204	318	46	conference	conference	NOUN
cana-5204	318	47	on	on	ADP
cana-5204	318	48	advanced	advanced	ADJ
cana-5204	318	49	information	information	NOUN
cana-5204	318	50	and	and	CCONJ
cana-5204	318	51	communication	communication	NOUN
cana-5204	318	52	technology	technology	NOUN
cana-5204	318	53	(	(	PUNCT
cana-5204	318	54	icaict	icaict	PROPN
cana-5204	318	55	)	)	PUNCT
cana-5204	318	56	,	,	PUNCT
cana-5204	318	57	nov	nov	PROPN
cana-5204	318	58	.	.	PROPN
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cana-5204	318	60	,	,	PUNCT
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cana-5204	318	64	.	.	PUNCT
cana-5204	319	1	[	[	X
cana-5204	319	2	35	35	NUM
cana-5204	319	3	]	]	X
cana-5204	319	4	g.	g.	PROPN
cana-5204	319	5	shaheamlung	shaheamlung	PROPN
cana-5204	319	6	,	,	PUNCT
cana-5204	319	7	h.	h.	PROPN
cana-5204	319	8	kaur	kaur	PROPN
cana-5204	319	9	,	,	PUNCT
cana-5204	319	10	and	and	CCONJ
cana-5204	319	11	m.	m.	PROPN
cana-5204	319	12	kaur	kaur	PROPN
cana-5204	319	13	,	,	PUNCT
cana-5204	319	14	“	"	PUNCT
cana-5204	319	15	a	a	DET
cana-5204	319	16	survey	survey	NOUN
cana-5204	319	17	on	on	ADP
cana-5204	319	18	machine	machine	NOUN
cana-5204	319	19	learning	learn	VERB
cana-5204	319	20	techniques	technique	NOUN
cana-5204	319	21	for	for	ADP
cana-5204	319	22	the	the	DET
cana-5204	319	23	diagnosis	diagnosis	NOUN
cana-5204	319	24	of	of	ADP
cana-5204	319	25	liver	liver	NOUN
cana-5204	319	26	disease	disease	NOUN
cana-5204	319	27	.	.	PUNCT
cana-5204	319	28	”	"	PUNCT
cana-5204	320	1	[	[	X
cana-5204	320	2	36	36	NUM
cana-5204	320	3	]	]	X
cana-5204	320	4	w.	w.	PROPN
cana-5204	320	5	cao	cao	PROPN
cana-5204	320	6	,	,	PUNCT
cana-5204	320	7	x.	x.	PROPN
cana-5204	320	8	an	an	PROPN
cana-5204	320	9	,	,	PUNCT
cana-5204	320	10	l.	l.	PROPN
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cana-5204	320	12	,	,	PUNCT
cana-5204	320	13	c.	c.	PROPN
cana-5204	320	14	lyu	lyu	PROPN
cana-5204	320	15	,	,	PUNCT
cana-5204	320	16	q.	q.	PROPN
cana-5204	320	17	zhou	zhou	PROPN
cana-5204	320	18	,	,	PUNCT
cana-5204	320	19	and	and	CCONJ
cana-5204	320	20	r.	r.	PROPN
cana-5204	320	21	guo	guo	PROPN
cana-5204	320	22	,	,	PUNCT
cana-5204	320	23	“	"	PUNCT
cana-5204	320	24	application	application	NOUN
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cana-5204	320	27	learning	learning	NOUN
cana-5204	320	28	in	in	ADP
cana-5204	320	29	quantitative	quantitative	ADJ
cana-5204	320	30	analysis	analysis	NOUN
cana-5204	320	31	of	of	ADP
cana-5204	320	32	2‐dimensional	2‐dimensional	ADJ
cana-5204	320	33	ultrasound	ultrasound	ADJ
cana-5204	320	34	imaging	imaging	NOUN
cana-5204	320	35	of	of	ADP
cana-5204	320	36	nonalcoholic	nonalcoholic	NOUN
cana-5204	320	37	fatty	fatty	NOUN
cana-5204	320	38	liver	liver	NOUN
cana-5204	320	39	disease	disease	NOUN
cana-5204	320	40	,	,	PUNCT
cana-5204	320	41	”	"	PUNCT
cana-5204	320	42	journal	journal	NOUN
cana-5204	320	43	of	of	ADP
cana-5204	320	44	ultrasound	ultrasound	NOUN
cana-5204	320	45	in	in	ADP
cana-5204	320	46	medicine	medicine	NOUN
cana-5204	320	47	,	,	PUNCT
cana-5204	320	48	vol	vol	NOUN
cana-5204	320	49	.	.	PROPN
cana-5204	320	50	39	39	NUM
cana-5204	320	51	,	,	PUNCT
cana-5204	320	52	no	no	INTJ
cana-5204	320	53	.	.	NOUN
cana-5204	320	54	1	1	NUM
cana-5204	320	55	,	,	PUNCT
cana-5204	320	56	pp	pp	ADJ
cana-5204	320	57	.	.	PUNCT
cana-5204	321	1	51–59	51–59	NUM
cana-5204	321	2	,	,	PUNCT
cana-5204	321	3	jun	jun	PROPN
cana-5204	321	4	.	.	PROPN
cana-5204	321	5	2019	2019	NUM
cana-5204	321	6	,	,	PUNCT
cana-5204	321	7	doi	doi	NOUN
cana-5204	321	8	:	:	PUNCT
cana-5204	321	9	https://doi.org/10.1002/jum.15070	https://doi.org/10.1002/jum.15070	PROPN
cana-5204	321	10	.	.	PUNCT
cana-5204	322	1	[	[	X
cana-5204	322	2	37	37	NUM
cana-5204	322	3	]	]	X
cana-5204	322	4	s.	s.	PROPN
cana-5204	322	5	bhoite	bhoite	PROPN
cana-5204	322	6	and	and	CCONJ
cana-5204	322	7	k.	k.	PROPN
cana-5204	322	8	idris	idris	PROPN
cana-5204	322	9	,	,	PUNCT
cana-5204	322	10	“	"	PUNCT
cana-5204	322	11	applications	application	NOUN
cana-5204	322	12	of	of	ADP
cana-5204	322	13	machine	machine	NOUN
cana-5204	322	14	learning	learn	VERB
cana-5204	322	15	for	for	ADP
cana-5204	322	16	prediction	prediction	NOUN
cana-5204	322	17	of	of	ADP
cana-5204	322	18	liver	liver	NOUN
cana-5204	322	19	disease	disease	NOUN
cana-5204	322	20	applications	application	NOUN
cana-5204	322	21	of	of	ADP
cana-5204	322	22	machine	machine	NOUN
cana-5204	322	23	learning	learn	VERB
cana-5204	322	24	for	for	ADP
cana-5204	322	25	prediction	prediction	NOUN
cana-5204	322	26	of	of	ADP
cana-5204	322	27	liver	liver	NOUN
cana-5204	322	28	disease	disease	NOUN
cana-5204	322	29	,	,	PUNCT
cana-5204	322	30	”	"	PUNCT
cana-5204	322	31	international	international	ADJ
cana-5204	322	32	journal	journal	NOUN
cana-5204	322	33	of	of	ADP
cana-5204	322	34	https://doi.org/10.11152/mu-2746	https://doi.org/10.11152/mu-2746	PROPN
cana-5204	322	35	communications	communication	NOUN
cana-5204	322	36	on	on	ADP
cana-5204	322	37	applied	apply	VERB
cana-5204	322	38	nonlinear	nonlinear	ADJ
cana-5204	322	39	analysis	analysis	NOUN
cana-5204	322	40	issn	issn	NOUN
cana-5204	322	41	:	:	PUNCT
cana-5204	322	42	1074	1074	NUM
cana-5204	322	43	-	-	PUNCT
cana-5204	322	44	133x	133x	NUM
cana-5204	322	45	vol	vol	NOUN
cana-5204	322	46	32	32	NUM
cana-5204	322	47	no	no	NOUN
cana-5204	322	48	.	.	PUNCT
cana-5204	323	1	icmasd	icmasd	NOUN
cana-5204	323	2	(	(	PUNCT
cana-5204	323	3	2025	2025	NUM
cana-5204	323	4	)	)	PUNCT
cana-5204	323	5	1799	1799	NUM
cana-5204	323	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	323	7	computer	computer	NOUN
cana-5204	323	8	applications	application	NOUN
cana-5204	323	9	technology	technology	NOUN
cana-5204	323	10	and	and	CCONJ
cana-5204	323	11	research	research	NOUN
cana-5204	323	12	,	,	PUNCT
cana-5204	323	13	vol	vol	NOUN
cana-5204	323	14	.	.	PROPN
cana-5204	323	15	8	8	NUM
cana-5204	323	16	,	,	PUNCT
cana-5204	323	17	pp	pp	ADJ
cana-5204	323	18	.	.	PUNCT
cana-5204	324	1	394–396	394–396	NUM
cana-5204	324	2	,	,	PUNCT
cana-5204	324	3	2019	2019	NUM
cana-5204	324	4	.	.	PUNCT
cana-5204	325	1	[	[	X
cana-5204	325	2	38	38	NUM
cana-5204	325	3	]	]	PUNCT
cana-5204	325	4	n.	n.	PROPN
cana-5204	325	5	neogi	neogi	PROPN
cana-5204	325	6	,	,	PUNCT
cana-5204	325	7	a.	a.	NOUN
cana-5204	325	8	adhikari	adhikari	PROPN
cana-5204	325	9	,	,	PUNCT
cana-5204	325	10	and	and	CCONJ
cana-5204	325	11	m.	m.	PROPN
cana-5204	325	12	roy	roy	PROPN
cana-5204	325	13	,	,	PUNCT
cana-5204	325	14	“	"	PUNCT
cana-5204	325	15	use	use	NOUN
cana-5204	325	16	of	of	ADP
cana-5204	325	17	a	a	DET
cana-5204	325	18	novel	novel	ADJ
cana-5204	325	19	set	set	NOUN
cana-5204	325	20	of	of	ADP
cana-5204	325	21	features	feature	NOUN
cana-5204	325	22	based	base	VERB
cana-5204	325	23	on	on	ADP
cana-5204	325	24	texture	texture	ADJ
cana-5204	325	25	anisotropy	anisotropy	NOUN
cana-5204	325	26	for	for	ADP
cana-5204	325	27	identification	identification	NOUN
cana-5204	325	28	of	of	ADP
cana-5204	325	29	liver	liver	NOUN
cana-5204	325	30	steatosis	steatosis	NOUN
cana-5204	325	31	from	from	ADP
cana-5204	325	32	ultrasound	ultrasound	ADJ
cana-5204	325	33	images	image	NOUN
cana-5204	325	34	:	:	PUNCT
cana-5204	325	35	a	a	DET
cana-5204	325	36	simple	simple	ADJ
cana-5204	325	37	method	method	NOUN
cana-5204	325	38	,	,	PUNCT
cana-5204	325	39	”	"	PUNCT
cana-5204	325	40	multimedia	multimedia	NOUN
cana-5204	325	41	tools	tool	NOUN
cana-5204	325	42	and	and	CCONJ
cana-5204	325	43	applications	application	NOUN
cana-5204	325	44	,	,	PUNCT
cana-5204	325	45	vol	vol	NOUN
cana-5204	325	46	.	.	PROPN
cana-5204	325	47	78	78	NUM
cana-5204	325	48	,	,	PUNCT
cana-5204	325	49	no	no	INTJ
cana-5204	325	50	.	.	NOUN
cana-5204	325	51	9	9	NUM
cana-5204	325	52	,	,	PUNCT
cana-5204	325	53	pp	pp	ADJ
cana-5204	325	54	.	.	PUNCT
cana-5204	326	1	11105–11127	11105–11127	NUM
cana-5204	326	2	,	,	PUNCT
cana-5204	326	3	sep	sep	PROPN
cana-5204	326	4	.	.	PROPN
cana-5204	326	5	2018	2018	NUM
cana-5204	326	6	,	,	PUNCT
cana-5204	326	7	doi	doi	NOUN
cana-5204	326	8	:	:	PUNCT
cana-5204	326	9	https://doi.org/10.1007/s11042-018-6675-0	https://doi.org/10.1007/s11042-018-6675-0	NUM
cana-5204	326	10	.	.	PUNCT
cana-5204	327	1	[	[	X
cana-5204	327	2	39	39	NUM
cana-5204	327	3	]	]	PUNCT
cana-5204	327	4	w.	w.	PROPN
cana-5204	327	5	li	li	PROPN
cana-5204	327	6	et	et	PROPN
cana-5204	327	7	al	al	PROPN
cana-5204	327	8	.	.	PROPN
cana-5204	327	9	,	,	PUNCT
cana-5204	327	10	“	"	PUNCT
cana-5204	327	11	multiparametric	multiparametric	ADJ
cana-5204	327	12	ultrasomics	ultrasomic	NOUN
cana-5204	327	13	of	of	ADP
cana-5204	327	14	significant	significant	ADJ
cana-5204	327	15	liver	liver	NOUN
cana-5204	327	16	fibrosis	fibrosis	NOUN
cana-5204	327	17	:	:	PUNCT
cana-5204	327	18	a	a	DET
cana-5204	327	19	machine	machine	NOUN
cana-5204	327	20	learningbased	learningbase	VERB
cana-5204	327	21	analysis	analysis	NOUN
cana-5204	327	22	,	,	PUNCT
cana-5204	327	23	”	"	PUNCT
cana-5204	327	24	european	european	ADJ
cana-5204	327	25	radiology	radiology	NOUN
cana-5204	327	26	,	,	PUNCT
cana-5204	327	27	vol	vol	NOUN
cana-5204	327	28	.	.	PROPN
cana-5204	327	29	29	29	NUM
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cana-5204	327	33	3	3	NUM
cana-5204	327	34	,	,	PUNCT
cana-5204	327	35	pp	pp	ADJ
cana-5204	327	36	.	.	PUNCT
cana-5204	328	1	1496–1506	1496–1506	NUM
cana-5204	328	2	,	,	PUNCT
cana-5204	328	3	sep	sep	PROPN
cana-5204	328	4	.	.	PROPN
cana-5204	329	1	2018	2018	NUM
cana-5204	329	2	,	,	PUNCT
cana-5204	329	3	doi	doi	NOUN
cana-5204	329	4	:	:	PUNCT
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cana-5204	329	6	.	.	PUNCT
cana-5204	330	1	[	[	X
cana-5204	330	2	40	40	NUM
cana-5204	330	3	]	]	PUNCT
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cana-5204	330	5	byra	byra	PROPN
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cana-5204	330	7	al	al	PROPN
cana-5204	330	8	.	.	PROPN
cana-5204	330	9	,	,	PUNCT
cana-5204	330	10	“	"	PUNCT
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cana-5204	330	16	neural	neural	ADJ
cana-5204	330	17	network	network	NOUN
cana-5204	330	18	for	for	ADP
cana-5204	330	19	liver	liver	NOUN
cana-5204	330	20	steatosis	steatosis	NOUN
cana-5204	330	21	assessment	assessment	NOUN
cana-5204	330	22	in	in	ADP
cana-5204	330	23	ultrasound	ultrasound	ADJ
cana-5204	330	24	images	image	NOUN
cana-5204	330	25	,	,	PUNCT
cana-5204	330	26	”	"	PUNCT
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cana-5204	330	28	journal	journal	NOUN
cana-5204	330	29	of	of	ADP
cana-5204	330	30	computer	computer	NOUN
cana-5204	330	31	assisted	assist	VERB
cana-5204	330	32	radiology	radiology	NOUN
cana-5204	330	33	and	and	CCONJ
cana-5204	330	34	surgery	surgery	NOUN
cana-5204	330	35	,	,	PUNCT
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cana-5204	330	37	.	.	PROPN
cana-5204	331	1	13	13	NUM
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cana-5204	331	6	,	,	PUNCT
cana-5204	331	7	pp	pp	ADJ
cana-5204	331	8	.	.	PUNCT
cana-5204	332	1	1895–1903	1895–1903	NUM
cana-5204	332	2	,	,	PUNCT
cana-5204	332	3	aug	aug	PROPN
cana-5204	332	4	.	.	PROPN
cana-5204	332	5	2018	2018	NUM
cana-5204	332	6	,	,	PUNCT
cana-5204	332	7	doi	doi	NOUN
cana-5204	332	8	:	:	PUNCT
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cana-5204	332	10	.	.	PUNCT
cana-5204	333	1	[	[	X
cana-5204	333	2	41	41	NUM
cana-5204	333	3	]	]	PUNCT
cana-5204	333	4	berná	berná	ADJ
cana-5204	333	5	and	and	CCONJ
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cana-5204	333	8	,	,	PUNCT
cana-5204	333	9	“	"	PUNCT
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cana-5204	333	14	in	in	ADP
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cana-5204	333	16	fatty	fatty	NOUN
cana-5204	333	17	liver	liver	NOUN
cana-5204	333	18	disease	disease	NOUN
cana-5204	333	19	:	:	PUNCT
cana-5204	333	20	pathophysiology	pathophysiology	NOUN
cana-5204	333	21	and	and	CCONJ
cana-5204	333	22	management	management	NOUN
cana-5204	333	23	,	,	PUNCT
cana-5204	333	24	”	"	PUNCT
cana-5204	333	25	liver	liver	NOUN
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cana-5204	333	27	,	,	PUNCT
cana-5204	333	28	vol	vol	NOUN
cana-5204	333	29	.	.	PROPN
cana-5204	333	30	40	40	NUM
cana-5204	333	31	,	,	PUNCT
cana-5204	333	32	no	no	INTJ
cana-5204	333	33	.	.	PUNCT
cana-5204	333	34	s1	s1	NOUN
cana-5204	333	35	,	,	PUNCT
cana-5204	333	36	pp	pp	ADJ
cana-5204	333	37	.	.	PUNCT
cana-5204	334	1	102–108	102–108	NUM
cana-5204	334	2	,	,	PUNCT
cana-5204	334	3	feb	feb	PROPN
cana-5204	334	4	.	.	PROPN
cana-5204	334	5	2020	2020	NUM
cana-5204	334	6	,	,	PUNCT
cana-5204	334	7	doi	doi	NOUN
cana-5204	334	8	:	:	PUNCT
cana-5204	334	9	https://doi.org/10.1111/liv.14360	https://doi.org/10.1111/liv.14360	PROPN
cana-5204	334	10	.	.	PUNCT
cana-5204	335	1	[	[	X
cana-5204	335	2	42	42	NUM
cana-5204	335	3	]	]	PUNCT
cana-5204	335	4	s.	s.	PROPN
cana-5204	335	5	c.	c.	PROPN
cana-5204	335	6	bischoff	bischoff	PROPN
cana-5204	335	7	et	et	PROPN
cana-5204	335	8	al	al	PROPN
cana-5204	335	9	.	.	PROPN
cana-5204	335	10	,	,	PUNCT
cana-5204	335	11	“	"	PUNCT
cana-5204	335	12	espen	espen	X
cana-5204	335	13	practical	practical	ADJ
cana-5204	335	14	guideline	guideline	NOUN
cana-5204	335	15	:	:	PUNCT
cana-5204	335	16	clinical	clinical	ADJ
cana-5204	335	17	nutrition	nutrition	NOUN
cana-5204	335	18	in	in	ADP
cana-5204	335	19	liver	liver	NOUN
cana-5204	335	20	disease	disease	NOUN
cana-5204	335	21	,	,	PUNCT
cana-5204	335	22	”	"	PUNCT
cana-5204	335	23	clinical	clinical	ADJ
cana-5204	335	24	nutrition	nutrition	NOUN
cana-5204	335	25	,	,	PUNCT
cana-5204	335	26	vol	vol	NOUN
cana-5204	335	27	.	.	PROPN
cana-5204	335	28	39	39	NUM
cana-5204	335	29	,	,	PUNCT
cana-5204	335	30	no	no	INTJ
cana-5204	335	31	.	.	NOUN
cana-5204	335	32	12	12	NUM
cana-5204	335	33	,	,	PUNCT
cana-5204	335	34	pp	pp	ADJ
cana-5204	335	35	.	.	PUNCT
cana-5204	336	1	3533–3562	3533–3562	NUM
cana-5204	336	2	,	,	PUNCT
cana-5204	336	3	dec	dec	PROPN
cana-5204	336	4	.	.	PROPN
cana-5204	336	5	2020	2020	NUM
cana-5204	336	6	,	,	PUNCT
cana-5204	336	7	doi	doi	NOUN
cana-5204	336	8	:	:	PUNCT
cana-5204	336	9	https://doi.org/10.1016/j.clnu.2020.09.001	https://doi.org/10.1016/j.clnu.2020.09.001	NOUN
cana-5204	336	10	.	.	PUNCT
cana-5204	337	1	[	[	X
cana-5204	337	2	43	43	NUM
cana-5204	337	3	]	]	PUNCT
cana-5204	337	4	t.	t.	PROPN
cana-5204	337	5	yan	yan	PROPN
cana-5204	337	6	et	et	PROPN
cana-5204	337	7	al	al	PROPN
cana-5204	337	8	.	.	PROPN
cana-5204	337	9	,	,	PUNCT
cana-5204	337	10	“	"	PUNCT
cana-5204	337	11	herbal	herbal	ADJ
cana-5204	337	12	drug	drug	NOUN
cana-5204	337	13	discovery	discovery	NOUN
cana-5204	337	14	for	for	ADP
cana-5204	337	15	the	the	DET
cana-5204	337	16	treatment	treatment	NOUN
cana-5204	337	17	of	of	ADP
cana-5204	337	18	nonalcoholic	nonalcoholic	NOUN
cana-5204	337	19	fatty	fatty	NOUN
cana-5204	337	20	liver	liver	NOUN
cana-5204	337	21	disease	disease	NOUN
cana-5204	337	22	,	,	PUNCT
cana-5204	337	23	”	"	PUNCT
cana-5204	337	24	acta	acta	PROPN
cana-5204	337	25	pharmaceutica	pharmaceutica	PROPN
cana-5204	337	26	sinica	sinica	PROPN
cana-5204	337	27	b	b	PROPN
cana-5204	337	28	,	,	PUNCT
cana-5204	337	29	vol	vol	NOUN
cana-5204	337	30	.	.	PROPN
cana-5204	338	1	10	10	NUM
cana-5204	338	2	,	,	PUNCT
cana-5204	338	3	no	no	INTJ
cana-5204	338	4	.	.	NOUN
cana-5204	338	5	1	1	NUM
cana-5204	338	6	,	,	PUNCT
cana-5204	338	7	pp	pp	ADV
cana-5204	338	8	.	.	PUNCT
cana-5204	339	1	3–18	3–18	PROPN
cana-5204	339	2	,	,	PUNCT
cana-5204	339	3	jan	jan	PROPN
cana-5204	339	4	.	.	PROPN
cana-5204	339	5	2020	2020	NUM
cana-5204	339	6	,	,	PUNCT
cana-5204	339	7	doi	doi	NOUN
cana-5204	339	8	:	:	PUNCT
cana-5204	339	9	https://doi.org/10.1016/j.apsb.2019.11.017	https://doi.org/10.1016/j.apsb.2019.11.017	NUM
cana-5204	339	10	.	.	PUNCT
cana-5204	340	1	[	[	X
cana-5204	340	2	44	44	NUM
cana-5204	340	3	]	]	X
cana-5204	340	4	g.	g.	PROPN
cana-5204	340	5	s.	s.	PROPN
cana-5204	340	6	de	de	PROPN
cana-5204	340	7	castro	castro	PROPN
cana-5204	340	8	and	and	CCONJ
cana-5204	340	9	p.	p.	PROPN
cana-5204	340	10	c.	c.	PROPN
cana-5204	340	11	calder	calder	PROPN
cana-5204	340	12	,	,	PUNCT
cana-5204	340	13	“	"	PUNCT
cana-5204	340	14	non	non	ADJ
cana-5204	340	15	-	-	ADJ
cana-5204	340	16	alcoholic	alcoholic	ADJ
cana-5204	340	17	fatty	fatty	NOUN
cana-5204	340	18	liver	liver	NOUN
cana-5204	340	19	disease	disease	NOUN
cana-5204	340	20	and	and	CCONJ
cana-5204	340	21	its	its	PRON
cana-5204	340	22	treatment	treatment	NOUN
cana-5204	340	23	with	with	ADP
cana-5204	340	24	n-3	n-3	ADJ
cana-5204	340	25	polyunsaturated	polyunsaturated	ADJ
cana-5204	340	26	fatty	fatty	NOUN
cana-5204	340	27	acids	acid	NOUN
cana-5204	340	28	,	,	PUNCT
cana-5204	340	29	”	"	PUNCT
cana-5204	340	30	clinical	clinical	ADJ
cana-5204	340	31	nutrition	nutrition	NOUN
cana-5204	340	32	,	,	PUNCT
cana-5204	340	33	vol	vol	NOUN
cana-5204	340	34	.	.	PROPN
cana-5204	341	1	37	37	NUM
cana-5204	341	2	,	,	PUNCT
cana-5204	341	3	no	no	INTJ
cana-5204	341	4	.	.	NOUN
cana-5204	341	5	1	1	NUM
cana-5204	341	6	,	,	PUNCT
cana-5204	341	7	pp	pp	ADJ
cana-5204	341	8	.	.	PUNCT
cana-5204	342	1	37–55	37–55	NUM
cana-5204	342	2	,	,	PUNCT
cana-5204	342	3	feb	feb	PROPN
cana-5204	342	4	.	.	PROPN
cana-5204	342	5	2018	2018	NUM
cana-5204	342	6	,	,	PUNCT
cana-5204	342	7	doi	doi	NOUN
cana-5204	342	8	:	:	PUNCT
cana-5204	342	9	https://doi.org/10.1016/j.clnu.2017.01.006	https://doi.org/10.1016/j.clnu.2017.01.006	NOUN
cana-5204	342	10	.	.	PUNCT
cana-5204	343	1	[	[	X
cana-5204	343	2	45	45	NUM
cana-5204	343	3	]	]	PUNCT
cana-5204	343	4	[	[	X
cana-5204	343	5	44	44	NUM
cana-5204	343	6	]	]	PUNCT
cana-5204	343	7	n.	n.	PROPN
cana-5204	343	8	chalasani	chalasani	PROPN
cana-5204	343	9	et	et	PROPN
cana-5204	343	10	al	al	PROPN
cana-5204	343	11	.	.	PROPN
cana-5204	343	12	,	,	PUNCT
cana-5204	343	13	“	"	PUNCT
cana-5204	343	14	the	the	DET
cana-5204	343	15	diagnosis	diagnosis	NOUN
cana-5204	343	16	and	and	CCONJ
cana-5204	343	17	management	management	NOUN
cana-5204	343	18	of	of	ADP
cana-5204	343	19	nonalcoholic	nonalcoholic	NOUN
cana-5204	343	20	fatty	fatty	NOUN
cana-5204	343	21	liver	liver	NOUN
cana-5204	343	22	disease	disease	NOUN
cana-5204	343	23	:	:	PUNCT
cana-5204	343	24	practice	practice	NOUN
cana-5204	343	25	guidance	guidance	NOUN
cana-5204	343	26	from	from	ADP
cana-5204	343	27	the	the	DET
cana-5204	343	28	american	american	PROPN
cana-5204	343	29	association	association	PROPN
cana-5204	343	30	for	for	ADP
cana-5204	343	31	the	the	DET
cana-5204	343	32	study	study	NOUN
cana-5204	343	33	of	of	ADP
cana-5204	343	34	liver	liver	NOUN
cana-5204	343	35	diseases	disease	NOUN
cana-5204	343	36	a	a	DET
cana-5204	343	37	he	he	PRON
cana-5204	343	38	study	study	NOUN
cana-5204	343	39	of	of	ADP
cana-5204	343	40	liver	liver	NOUN
cana-5204	343	41	d	d	X
cana-5204	343	42	i	i	PRON
cana-5204	343	43	s	s	PROPN
cana-5204	343	44	e	e	PROPN
cana-5204	343	45	ases	ases	PROPN
cana-5204	343	46	t	t	PROPN
cana-5204	343	47	merican	merican	PROPN
cana-5204	343	48	association	association	PROPN
cana-5204	343	49	for	for	ADP
cana-5204	343	50	,	,	PUNCT
cana-5204	343	51	”	"	PUNCT
cana-5204	343	52	practice	practice	NOUN
cana-5204	343	53	guidance	guidance	NOUN
cana-5204	343	54	|	|	CCONJ
cana-5204	343	55	hepatology	hepatology	NOUN
cana-5204	343	56	,	,	PUNCT
cana-5204	343	57	vol	vol	NOUN
cana-5204	343	58	.	.	PROPN
cana-5204	343	59	67	67	NUM
cana-5204	343	60	,	,	PUNCT
cana-5204	343	61	no	no	INTJ
cana-5204	343	62	.	.	NOUN
cana-5204	343	63	1	1	NUM
cana-5204	343	64	,	,	PUNCT
cana-5204	343	65	2018	2018	NUM
cana-5204	343	66	.	.	PUNCT
cana-5204	344	1	[	[	X
cana-5204	344	2	46	46	NUM
cana-5204	344	3	]	]	X
cana-5204	344	4	mohammed	mohammed	PROPN
cana-5204	344	5	eslam	eslam	PROPN
cana-5204	344	6	,	,	PUNCT
cana-5204	344	7	arun	arun	PROPN
cana-5204	344	8	j.	j.	PROPN
cana-5204	344	9	sanyal	sanyal	PROPN
cana-5204	344	10	,	,	PUNCT
cana-5204	344	11	and	and	CCONJ
cana-5204	344	12	jacob	jacob	PROPN
cana-5204	344	13	george	george	PROPN
cana-5204	344	14	,	,	PUNCT
cana-5204	344	15	“	"	PUNCT
cana-5204	344	16	mafld	mafld	NOUN
cana-5204	344	17	:	:	PUNCT
cana-5204	344	18	a	a	DET
cana-5204	344	19	consensus	consensus	NOUN
cana-5204	344	20	-	-	PUNCT
cana-5204	344	21	driven	drive	VERB
cana-5204	344	22	proposed	propose	VERB
cana-5204	344	23	nomenclature	nomenclature	NOUN
cana-5204	344	24	for	for	ADP
cana-5204	344	25	metabolic	metabolic	NOUN
cana-5204	344	26	associated	associate	VERB
cana-5204	344	27	fatty	fatty	NOUN
cana-5204	344	28	liver	liver	NOUN
cana-5204	344	29	disease	disease	NOUN
cana-5204	344	30	.	.	PUNCT
cana-5204	344	31	”	"	PUNCT
cana-5204	345	1	[	[	X
cana-5204	345	2	47	47	NUM
cana-5204	345	3	]	]	PUNCT
cana-5204	345	4	s.	s.	PROPN
cana-5204	345	5	l.	l.	PROPN
cana-5204	345	6	friedman	friedman	PROPN
cana-5204	345	7	,	,	PUNCT
cana-5204	345	8	b.	b.	PROPN
cana-5204	345	9	a.	a.	PROPN
cana-5204	345	10	neuschwander	neuschwander	PROPN
cana-5204	345	11	-	-	PUNCT
cana-5204	345	12	tetri	tetri	NOUN
cana-5204	345	13	,	,	PUNCT
cana-5204	345	14	m.	m.	NOUN
cana-5204	345	15	rinella	rinella	PROPN
cana-5204	345	16	,	,	PUNCT
cana-5204	345	17	and	and	CCONJ
cana-5204	345	18	a.	a.	PROPN
cana-5204	345	19	j.	j.	PROPN
cana-5204	345	20	sanyal	sanyal	PROPN
cana-5204	345	21	,	,	PUNCT
cana-5204	345	22	“	"	PUNCT
cana-5204	345	23	mechanisms	mechanism	NOUN
cana-5204	345	24	of	of	ADP
cana-5204	345	25	nafld	nafld	ADJ
cana-5204	345	26	development	development	NOUN
cana-5204	345	27	and	and	CCONJ
cana-5204	345	28	therapeutic	therapeutic	ADJ
cana-5204	345	29	strategies	strategy	NOUN
cana-5204	345	30	,	,	PUNCT
cana-5204	345	31	”	"	PUNCT
cana-5204	345	32	nature	nature	NOUN
cana-5204	345	33	medicine	medicine	NOUN
cana-5204	345	34	,	,	PUNCT
cana-5204	345	35	vol	vol	NOUN
cana-5204	345	36	.	.	PROPN
cana-5204	345	37	24	24	NUM
cana-5204	345	38	,	,	PUNCT
cana-5204	345	39	no	no	INTJ
cana-5204	345	40	.	.	NOUN
cana-5204	345	41	7	7	NUM
cana-5204	345	42	,	,	PUNCT
cana-5204	345	43	pp	pp	ADJ
cana-5204	345	44	.	.	PUNCT
cana-5204	346	1	908	908	NUM
cana-5204	346	2	–	–	PUNCT
cana-5204	346	3	922	922	NUM
cana-5204	346	4	,	,	PUNCT
cana-5204	346	5	jul	jul	PROPN
cana-5204	346	6	.	.	PROPN
cana-5204	346	7	2018	2018	NUM
cana-5204	346	8	,	,	PUNCT
cana-5204	346	9	doi	doi	NOUN
cana-5204	346	10	:	:	PUNCT
cana-5204	346	11	https://doi.org/10.1038/s41591-018-0104-9	https://doi.org/10.1038/s41591-018-0104-9	NUM
cana-5204	346	12	.	.	PUNCT
cana-5204	347	1	[	[	X
cana-5204	347	2	48	48	NUM
cana-5204	347	3	]	]	X
cana-5204	347	4	g.	g.	PROPN
cana-5204	347	5	targher	targher	PROPN
cana-5204	347	6	,	,	PUNCT
cana-5204	347	7	c.	c.	PROPN
cana-5204	347	8	d.	d.	PROPN
cana-5204	347	9	byrne	byrne	PROPN
cana-5204	347	10	,	,	PUNCT
cana-5204	347	11	a.	a.	NOUN
cana-5204	347	12	lonardo	lonardo	PROPN
cana-5204	347	13	,	,	PUNCT
cana-5204	347	14	g.	g.	PROPN
cana-5204	347	15	zoppini	zoppini	PROPN
cana-5204	347	16	,	,	PUNCT
cana-5204	347	17	and	and	CCONJ
cana-5204	347	18	c.	c.	PROPN
cana-5204	347	19	barbui	barbui	NOUN
cana-5204	347	20	,	,	PUNCT
cana-5204	347	21	“	"	PUNCT
cana-5204	347	22	non	non	ADJ
cana-5204	347	23	-	-	ADJ
cana-5204	347	24	alcoholic	alcoholic	ADJ
cana-5204	347	25	fatty	fatty	NOUN
cana-5204	347	26	liver	liver	NOUN
cana-5204	347	27	disease	disease	NOUN
cana-5204	347	28	and	and	CCONJ
cana-5204	347	29	risk	risk	NOUN
cana-5204	347	30	of	of	ADP
cana-5204	347	31	incident	incident	NOUN
cana-5204	347	32	cardiovascular	cardiovascular	ADJ
cana-5204	347	33	disease	disease	NOUN
cana-5204	347	34	:	:	PUNCT
cana-5204	347	35	a	a	DET
cana-5204	347	36	meta	meta	ADJ
cana-5204	347	37	-	-	PUNCT
cana-5204	347	38	analysis	analysis	NOUN
cana-5204	347	39	,	,	PUNCT
cana-5204	347	40	”	"	PUNCT
cana-5204	347	41	journal	journal	NOUN
cana-5204	347	42	of	of	ADP
cana-5204	347	43	hepatology	hepatology	NOUN
cana-5204	347	44	,	,	PUNCT
cana-5204	347	45	vol	vol	NOUN
cana-5204	347	46	.	.	PROPN
cana-5204	347	47	65	65	NUM
cana-5204	347	48	,	,	PUNCT
cana-5204	347	49	no	no	INTJ
cana-5204	347	50	.	.	NOUN
cana-5204	347	51	3	3	NUM
cana-5204	347	52	,	,	PUNCT
cana-5204	347	53	pp	pp	ADJ
cana-5204	347	54	.	.	PUNCT
cana-5204	348	1	589–600	589–600	NUM
cana-5204	348	2	,	,	PUNCT
cana-5204	348	3	sep	sep	PROPN
cana-5204	348	4	.	.	PROPN
cana-5204	348	5	2016	2016	NUM
cana-5204	348	6	,	,	PUNCT
cana-5204	348	7	doi	doi	NOUN
cana-5204	348	8	:	:	PUNCT
cana-5204	348	9	https://doi.org/10.1016/j.jhep.2016.05.013	https://doi.org/10.1016/j.jhep.2016.05.013	NOUN
cana-5204	348	10	.	.	PUNCT
cana-5204	349	1	[	[	X
cana-5204	349	2	49	49	NUM
cana-5204	349	3	]	]	PUNCT
cana-5204	349	4	alan	alan	PROPN
cana-5204	349	5	f.	f.	PROPN
cana-5204	349	6	hofmann	hofmann	PROPN
cana-5204	349	7	,	,	PUNCT
cana-5204	349	8	m.d	m.d	PROPN
cana-5204	349	9	.	.	PROPN
cana-5204	349	10	,	,	PUNCT
cana-5204	349	11	global	global	ADJ
cana-5204	349	12	epidemiology	epidemiology	NOUN
cana-5204	349	13	of	of	ADP
cana-5204	349	14	nonalcoholic	nonalcoholic	NOUN
cana-5204	349	15	fatty	fatty	NOUN
cana-5204	349	16	liver	liver	NOUN
cana-5204	349	17	disease	disease	NOUN
cana-5204	349	18	:	:	PUNCT
cana-5204	349	19	meta	meta	X
cana-5204	349	20	https://doi.org/10.1007/s11042-018-6675-0	https://doi.org/10.1007/s11042-018-6675-0	NUM
cana-5204	349	21	https://doi.org/10.1007/s00330-018-5680-z	https://doi.org/10.1007/s00330-018-5680-z	NOUN
cana-5204	349	22	https://doi.org/10.1016/j.clnu.2017.01.006	https://doi.org/10.1016/j.clnu.2017.01.006	PROPN
cana-5204	349	23	communications	communication	NOUN
cana-5204	349	24	on	on	ADP
cana-5204	349	25	applied	apply	VERB
cana-5204	349	26	nonlinear	nonlinear	ADJ
cana-5204	349	27	analysis	analysis	NOUN
cana-5204	349	28	issn	issn	NOUN
cana-5204	349	29	:	:	PUNCT
cana-5204	349	30	1074	1074	NUM
cana-5204	349	31	-	-	PUNCT
cana-5204	349	32	133x	133x	NUM
cana-5204	349	33	vol	vol	NOUN
cana-5204	349	34	32	32	NUM
cana-5204	349	35	no	no	NOUN
cana-5204	349	36	.	.	PUNCT
cana-5204	350	1	icmasd	icmasd	NOUN
cana-5204	350	2	(	(	PUNCT
cana-5204	350	3	2025	2025	NUM
cana-5204	350	4	)	)	PUNCT
cana-5204	350	5	1800	1800	NUM
cana-5204	350	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5204	350	7	analytic	analytic	ADJ
cana-5204	350	8	assessment	assessment	NOUN
cana-5204	350	9	of	of	ADP
cana-5204	350	10	prevalence	prevalence	NOUN
cana-5204	350	11	,	,	PUNCT
cana-5204	350	12	incidence	incidence	NOUN
cana-5204	350	13	,	,	PUNCT
cana-5204	350	14	and	and	CCONJ
cana-5204	350	15	outcomes	outcome	NOUN
cana-5204	350	16	,	,	PUNCT
cana-5204	350	17	”	"	PUNCT
cana-5204	350	18	oct	oct	PROPN
cana-5204	350	19	.	.	PROPN
cana-5204	350	20	2016	2016	NUM
cana-5204	350	21	.	.	PUNCT
cana-5204	351	1	[	[	X
cana-5204	351	2	50	50	NUM
cana-5204	351	3	]	]	X
cana-5204	351	4	c.	c.	PROPN
cana-5204	351	5	d.	d.	PROPN
cana-5204	351	6	williams	williams	PROPN
cana-5204	351	7	et	et	PROPN
cana-5204	351	8	al	al	PROPN
cana-5204	351	9	.	.	PROPN
cana-5204	351	10	,	,	PUNCT
cana-5204	351	11	“	"	PUNCT
cana-5204	351	12	prevalence	prevalence	NOUN
cana-5204	351	13	of	of	ADP
cana-5204	351	14	nonalcoholic	nonalcoholic	NOUN
cana-5204	351	15	fatty	fatty	NOUN
cana-5204	351	16	liver	liver	NOUN
cana-5204	351	17	disease	disease	NOUN
cana-5204	351	18	and	and	CCONJ
cana-5204	351	19	nonalcoholic	nonalcoholic	PROPN
cana-5204	351	20	steatohepatitis	steatohepatitis	NOUN
cana-5204	351	21	among	among	ADP
cana-5204	351	22	a	a	DET
cana-5204	351	23	largely	largely	ADV
cana-5204	351	24	middle	middle	ADJ
cana-5204	351	25	-	-	PUNCT
cana-5204	351	26	aged	aged	ADJ
cana-5204	351	27	population	population	NOUN
cana-5204	351	28	utilizing	utilize	VERB
cana-5204	351	29	ultrasound	ultrasound	NOUN
cana-5204	351	30	and	and	CCONJ
cana-5204	351	31	liver	liver	NOUN
cana-5204	351	32	biopsy	biopsy	NOUN
cana-5204	351	33	:	:	PUNCT
cana-5204	351	34	a	a	DET
cana-5204	351	35	prospective	prospective	ADJ
cana-5204	351	36	study	study	NOUN
cana-5204	351	37	,	,	PUNCT
cana-5204	351	38	”	"	PUNCT
cana-5204	351	39	gastroenterology	gastroenterology	NOUN
cana-5204	351	40	,	,	PUNCT
cana-5204	351	41	vol	vol	NOUN
cana-5204	351	42	.	.	PROPN
cana-5204	351	43	140	140	NUM
cana-5204	351	44	,	,	PUNCT
cana-5204	351	45	no	no	INTJ
cana-5204	351	46	.	.	NOUN
cana-5204	351	47	1	1	NUM
cana-5204	351	48	,	,	PUNCT
cana-5204	351	49	pp	pp	ADJ
cana-5204	351	50	.	.	PUNCT
cana-5204	352	1	124–131	124–131	NUM
cana-5204	352	2	,	,	PUNCT
cana-5204	352	3	jan	jan	PROPN
cana-5204	352	4	.	.	PROPN
cana-5204	352	5	2011	2011	NUM
cana-5204	352	6	,	,	PUNCT
cana-5204	352	7	doi	doi	NOUN
cana-5204	352	8	:	:	PUNCT
cana-5204	352	9	https://doi.org/10.1053/j.gastro.2010.09.038	https://doi.org/10.1053/j.gastro.2010.09.038	NOUN
cana-5204	352	10	.	.	PUNCT
cana-5204	353	1	[	[	X
cana-5204	353	2	51	51	NUM
cana-5204	353	3	]	]	X
cana-5204	353	4	g.	g.	PROPN
cana-5204	353	5	vernon	vernon	PROPN
cana-5204	353	6	,	,	PUNCT
cana-5204	353	7	a.	a.	PROPN
cana-5204	353	8	baranova	baranova	PROPN
cana-5204	353	9	,	,	PUNCT
cana-5204	353	10	and	and	CCONJ
cana-5204	353	11	z.	z.	PROPN
cana-5204	353	12	m.	m.	PROPN
cana-5204	353	13	younossi	younossi	ADJ
cana-5204	353	14	,	,	PUNCT
cana-5204	353	15	“	"	PUNCT
cana-5204	353	16	systematic	systematic	ADJ
cana-5204	353	17	review	review	NOUN
cana-5204	353	18	:	:	PUNCT
cana-5204	353	19	the	the	DET
cana-5204	353	20	epidemiology	epidemiology	NOUN
cana-5204	353	21	and	and	CCONJ
cana-5204	353	22	natural	natural	ADJ
cana-5204	353	23	history	history	NOUN
cana-5204	353	24	of	of	ADP
cana-5204	353	25	non	non	ADJ
cana-5204	353	26	-	-	ADJ
cana-5204	353	27	alcoholic	alcoholic	ADJ
cana-5204	353	28	fatty	fatty	NOUN
cana-5204	353	29	liver	liver	NOUN
cana-5204	353	30	disease	disease	NOUN
cana-5204	353	31	and	and	CCONJ
cana-5204	353	32	non	non	ADJ
cana-5204	353	33	-	-	ADJ
cana-5204	353	34	alcoholic	alcoholic	ADJ
cana-5204	353	35	steatohepatitis	steatohepatitis	NOUN
cana-5204	353	36	in	in	ADP
cana-5204	353	37	adults	adult	NOUN
cana-5204	353	38	,	,	PUNCT
cana-5204	353	39	”	"	PUNCT
cana-5204	353	40	alimentary	alimentary	ADJ
cana-5204	353	41	pharmacology	pharmacology	NOUN
cana-5204	353	42	&	&	CCONJ
cana-5204	353	43	therapeutics	therapeutic	NOUN
cana-5204	353	44	,	,	PUNCT
cana-5204	353	45	vol	vol	NOUN
cana-5204	353	46	.	.	PROPN
cana-5204	354	1	34	34	NUM
cana-5204	354	2	,	,	PUNCT
cana-5204	354	3	no	no	INTJ
cana-5204	354	4	.	.	NOUN
cana-5204	354	5	3	3	NUM
cana-5204	354	6	,	,	PUNCT
cana-5204	354	7	pp	pp	ADJ
cana-5204	354	8	.	.	PUNCT
cana-5204	355	1	274–285	274–285	NUM
cana-5204	355	2	,	,	PUNCT
cana-5204	355	3	may	may	PROPN
cana-5204	355	4	2011	2011	NUM
cana-5204	355	5	,	,	PUNCT
cana-5204	355	6	doi	doi	NOUN
cana-5204	355	7	:	:	PUNCT
cana-5204	355	8	https://doi.org/10.1111/j.1365-2036.2011.04724.x	https://doi.org/10.1111/j.1365-2036.2011.04724.x	NOUN
cana-5204	355	9	.	.	PUNCT