id	sid	tid	token	lemma	pos
gs-4355	1	1	georgian	georgian	PROPN
gs-4355	1	2	scientists/	scientists/	NUM
gs-4355	1	3	.	.	PUNCT
gs-4355	2	1	7	7	NUM
gs-4355	2	2	n	n	DET
gs-4355	2	3	4	4	NUM
gs-4355	2	4	,	,	PUNCT
gs-4355	2	5	2025	2025	NUM
gs-4355	2	6	502	502	NUM
gs-4355	2	7	georgian	georgian	ADJ
gs-4355	2	8	scientists	scientist	NOUN
gs-4355	2	9	vol	vol	NOUN
gs-4355	2	10	.	.	PUNCT
gs-4355	2	11	7	7	NUM
gs-4355	2	12	issue	issue	NOUN
gs-4355	2	13	4	4	NUM
gs-4355	2	14	,	,	PUNCT
gs-4355	2	15	2025	2025	NUM
gs-4355	2	16	https://doi.org/10.52340/gs.2025.07.04.34	https://doi.org/10.52340/gs.2025.07.04.34	VERB
gs-4355	2	17	a	a	DET
gs-4355	2	18	narrative	narrative	NOUN
gs-4355	2	19	review	review	NOUN
gs-4355	2	20	of	of	ADP
gs-4355	2	21	the	the	DET
gs-4355	2	22	diagnostic	diagnostic	ADJ
gs-4355	2	23	performance	performance	NOUN
gs-4355	2	24	of	of	ADP
gs-4355	2	25	non	non	ADJ
gs-4355	2	26	-	-	ADJ
gs-4355	2	27	invasive	invasive	ADJ
gs-4355	2	28	scores	score	NOUN
gs-4355	2	29	for	for	ADP
gs-4355	2	30	predicting	predict	VERB
gs-4355	2	31	fibrosis	fibrosis	NOUN
gs-4355	2	32	in	in	ADP
gs-4355	2	33	mafld	mafld	NOUN
gs-4355	2	34	tatia	tatia	PROPN
gs-4355	2	35	khachidze1,2	khachidze1,2	PROPN
gs-4355	2	36	,	,	PUNCT
gs-4355	2	37	i	i	PROPN
gs-4355	2	38	d	d	PROPN
gs-4355	2	39	,	,	PUNCT
gs-4355	2	40	gela	gela	PROPN
gs-4355	2	41	sulaberidze1	sulaberidze1	PROPN
gs-4355	2	42	,	,	PUNCT
gs-4355	2	43	i	i	PROPN
gs-4355	2	44	d	d	PROPN
gs-4355	2	45	,	,	PUNCT
gs-4355	2	46	gocha	gocha	PROPN
gs-4355	2	47	barbakadze1,3	barbakadze1,3	PROPN
gs-4355	2	48	,	,	PUNCT
gs-4355	2	49	i	i	PROPN
gs-4355	2	50	d	d	PROPN
gs-4355	2	51	1tbilisi	1tbilisi	NUM
gs-4355	2	52	state	state	NOUN
gs-4355	2	53	medical	medical	ADJ
gs-4355	2	54	university	university	NOUN
gs-4355	2	55	;	;	PUNCT
gs-4355	2	56	2rayman	2rayman	NUM
gs-4355	2	57	clinic	clinic	NOUN
gs-4355	2	58	;	;	PUNCT
gs-4355	2	59	3enmedic	3enmedic	NUM
gs-4355	2	60	clinic	clinic	NOUN
gs-4355	2	61	abstract	abstract	ADJ
gs-4355	2	62	background	background	NOUN
gs-4355	2	63	&	&	CCONJ
gs-4355	2	64	aim	aim	VERB
gs-4355	2	65	:	:	PUNCT
gs-4355	3	1	the	the	DET
gs-4355	3	2	burden	burden	NOUN
gs-4355	3	3	of	of	ADP
gs-4355	3	4	metabolic	metabolic	ADJ
gs-4355	3	5	dysfunction	dysfunction	NOUN
gs-4355	3	6	-	-	PUNCT
gs-4355	3	7	associated	associate	VERB
gs-4355	3	8	fatty	fatty	NOUN
gs-4355	3	9	liver	liver	NOUN
gs-4355	3	10	disease	disease	NOUN
gs-4355	3	11	(	(	PUNCT
gs-4355	3	12	mafld	mafld	NOUN
gs-4355	3	13	)	)	PUNCT
gs-4355	3	14	is	be	AUX
gs-4355	3	15	increasing	increase	VERB
gs-4355	3	16	,	,	PUNCT
gs-4355	3	17	with	with	ADP
gs-4355	3	18	an	an	DET
gs-4355	3	19	estimated	estimate	VERB
gs-4355	3	20	prevalence	prevalence	NOUN
gs-4355	3	21	of	of	ADP
gs-4355	3	22	32.4	32.4	NUM
gs-4355	3	23	%	%	NOUN
gs-4355	3	24	globally	globally	ADV
gs-4355	3	25	.	.	PUNCT
gs-4355	4	1	although	although	SCONJ
gs-4355	4	2	most	most	ADJ
gs-4355	4	3	patients	patient	NOUN
gs-4355	4	4	present	present	VERB
gs-4355	4	5	with	with	ADP
gs-4355	4	6	simple	simple	ADJ
gs-4355	4	7	steatosis	steatosis	NOUN
gs-4355	4	8	,	,	PUNCT
gs-4355	4	9	some	some	DET
gs-4355	4	10	progress	progress	NOUN
gs-4355	4	11	to	to	ADP
gs-4355	4	12	advanced	advanced	ADJ
gs-4355	4	13	fibrosis	fibrosis	NOUN
gs-4355	4	14	,	,	PUNCT
gs-4355	4	15	cirrhosis	cirrhosis	NOUN
gs-4355	4	16	,	,	PUNCT
gs-4355	4	17	and	and	CCONJ
gs-4355	4	18	hepatocellular	hepatocellular	ADJ
gs-4355	4	19	carcinoma	carcinoma	NOUN
gs-4355	4	20	.	.	PUNCT
gs-4355	5	1	non	non	ADJ
gs-4355	5	2	-	-	ADJ
gs-4355	5	3	invasive	invasive	ADJ
gs-4355	5	4	scores	score	NOUN
gs-4355	5	5	offer	offer	VERB
gs-4355	5	6	a	a	DET
gs-4355	5	7	promising	promising	ADJ
gs-4355	5	8	alternative	alternative	NOUN
gs-4355	5	9	to	to	ADP
gs-4355	5	10	liver	liver	NOUN
gs-4355	5	11	biopsy	biopsy	NOUN
gs-4355	5	12	for	for	ADP
gs-4355	5	13	fibrosis	fibrosis	NOUN
gs-4355	5	14	staging	staging	NOUN
gs-4355	5	15	.	.	PUNCT
gs-4355	6	1	this	this	DET
gs-4355	6	2	narrative	narrative	NOUN
gs-4355	6	3	review	review	NOUN
gs-4355	6	4	aims	aim	VERB
gs-4355	6	5	to	to	PART
gs-4355	6	6	compare	compare	VERB
gs-4355	6	7	the	the	DET
gs-4355	6	8	diagnostic	diagnostic	ADJ
gs-4355	6	9	performance	performance	NOUN
gs-4355	6	10	of	of	ADP
gs-4355	6	11	non	non	ADJ
gs-4355	6	12	-	-	ADJ
gs-4355	6	13	invasive	invasive	ADJ
gs-4355	6	14	scores	score	NOUN
gs-4355	6	15	for	for	ADP
gs-4355	6	16	in	in	ADP
gs-4355	6	17	detecting	detect	VERB
gs-4355	6	18	fibrosis	fibrosis	NOUN
gs-4355	6	19	in	in	ADP
gs-4355	6	20	patients	patient	NOUN
gs-4355	6	21	with	with	ADP
gs-4355	6	22	mafld	mafld	NOUN
gs-4355	6	23	,	,	PUNCT
gs-4355	6	24	with	with	ADP
gs-4355	6	25	a	a	DET
gs-4355	6	26	focus	focus	NOUN
gs-4355	6	27	on	on	ADP
gs-4355	6	28	identifying	identify	VERB
gs-4355	6	29	the	the	DET
gs-4355	6	30	most	most	ADV
gs-4355	6	31	accurate	accurate	ADJ
gs-4355	6	32	and	and	CCONJ
gs-4355	6	33	reliable	reliable	ADJ
gs-4355	6	34	score	score	NOUN
gs-4355	6	35	.	.	PUNCT
gs-4355	7	1	methods	method	NOUN
gs-4355	7	2	:	:	PUNCT
gs-4355	7	3	this	this	DET
gs-4355	7	4	narrative	narrative	ADJ
gs-4355	7	5	review	review	NOUN
gs-4355	7	6	included	include	VERB
gs-4355	7	7	studies	study	NOUN
gs-4355	7	8	with	with	ADP
gs-4355	7	9	histologically	histologically	ADV
gs-4355	7	10	confirmed	confirm	VERB
gs-4355	7	11	fibrosis	fibrosis	NOUN
gs-4355	7	12	staging	staging	NOUN
gs-4355	7	13	.	.	PUNCT
gs-4355	8	1	the	the	DET
gs-4355	8	2	primary	primary	ADJ
gs-4355	8	3	outcome	outcome	NOUN
gs-4355	8	4	was	be	AUX
gs-4355	8	5	the	the	DET
gs-4355	8	6	overall	overall	ADJ
gs-4355	8	7	diagnostic	diagnostic	ADJ
gs-4355	8	8	accuracy	accuracy	NOUN
gs-4355	8	9	of	of	ADP
gs-4355	8	10	each	each	DET
gs-4355	8	11	score	score	NOUN
gs-4355	8	12	in	in	ADP
gs-4355	8	13	predicting	predict	VERB
gs-4355	8	14	significant	significant	ADJ
gs-4355	8	15	fibrosis	fibrosis	NOUN
gs-4355	8	16	(	(	PUNCT
gs-4355	8	17	f2	f2	PROPN
gs-4355	8	18	-	-	PUNCT
gs-4355	8	19	f4	f4	NOUN
gs-4355	8	20	)	)	PUNCT
gs-4355	8	21	and	and	CCONJ
gs-4355	8	22	advanced	advanced	ADJ
gs-4355	8	23	fibrosis	fibrosis	NOUN
gs-4355	8	24	(	(	PUNCT
gs-4355	8	25	f3	f3	NOUN
gs-4355	8	26	-	-	PUNCT
gs-4355	8	27	f4	f4	NOUN
gs-4355	8	28	)	)	PUNCT
gs-4355	8	29	.	.	PUNCT
gs-4355	9	1	secondary	secondary	ADJ
gs-4355	9	2	outcomes	outcome	NOUN
gs-4355	9	3	included	include	VERB
gs-4355	9	4	sensitivity	sensitivity	NOUN
gs-4355	9	5	,	,	PUNCT
gs-4355	9	6	specificity	specificity	NOUN
gs-4355	9	7	,	,	PUNCT
gs-4355	9	8	and	and	CCONJ
gs-4355	9	9	positive	positive	ADJ
gs-4355	9	10	and	and	CCONJ
gs-4355	9	11	negative	negative	ADJ
gs-4355	9	12	predictive	predictive	ADJ
gs-4355	9	13	values	value	NOUN
gs-4355	9	14	.	.	PUNCT
gs-4355	10	1	results	result	NOUN
gs-4355	10	2	&	&	CCONJ
gs-4355	10	3	conclusion	conclusion	NOUN
gs-4355	10	4	:	:	PUNCT
gs-4355	10	5	our	our	PRON
gs-4355	10	6	analysis	analysis	NOUN
gs-4355	10	7	included	include	VERB
gs-4355	10	8	a	a	DET
gs-4355	10	9	total	total	NOUN
gs-4355	10	10	of	of	ADP
gs-4355	10	11	11	11	NUM
gs-4355	10	12	studies	study	NOUN
gs-4355	10	13	with	with	ADP
gs-4355	10	14	5761	5761	NUM
gs-4355	10	15	patients	patient	NOUN
gs-4355	10	16	.	.	PUNCT
gs-4355	11	1	the	the	DET
gs-4355	11	2	overall	overall	ADJ
gs-4355	11	3	diagnostic	diagnostic	ADJ
gs-4355	11	4	performance	performance	NOUN
gs-4355	11	5	for	for	ADP
gs-4355	11	6	predicting	predict	VERB
gs-4355	11	7	advanced	advanced	ADJ
gs-4355	11	8	fibrosis	fibrosis	NOUN
gs-4355	11	9	was	be	AUX
gs-4355	11	10	highest	high	ADJ
gs-4355	11	11	for	for	ADP
gs-4355	11	12	magnetic	magnetic	ADJ
gs-4355	11	13	resonance	resonance	NOUN
gs-4355	11	14	elastography	elastography	NOUN
gs-4355	11	15	(	(	PUNCT
gs-4355	11	16	mre	mre	NOUN
gs-4355	11	17	)	)	PUNCT
gs-4355	11	18	,	,	PUNCT
gs-4355	11	19	followed	follow	VERB
gs-4355	11	20	by	by	ADP
gs-4355	11	21	transient	transient	ADJ
gs-4355	11	22	elastography	elastography	NOUN
gs-4355	11	23	(	(	PUNCT
gs-4355	11	24	vcte	vcte	NOUN
gs-4355	11	25	)	)	PUNCT
gs-4355	11	26	.	.	PUNCT
gs-4355	12	1	in	in	ADP
gs-4355	12	2	predicting	predict	VERB
gs-4355	12	3	significant	significant	ADJ
gs-4355	12	4	fibrosis	fibrosis	NOUN
gs-4355	12	5	,	,	PUNCT
gs-4355	12	6	hepamet	hepamet	ADJ
gs-4355	12	7	fibrosis	fibrosis	NOUN
gs-4355	12	8	score	score	NOUN
gs-4355	12	9	(	(	PUNCT
gs-4355	12	10	hfs	hfs	PROPN
gs-4355	12	11	)	)	PUNCT
gs-4355	12	12	demonstrated	demonstrate	VERB
gs-4355	12	13	the	the	DET
gs-4355	12	14	highest	high	ADJ
gs-4355	12	15	performance	performance	NOUN
gs-4355	12	16	.	.	PUNCT
gs-4355	13	1	significant	significant	ADJ
gs-4355	13	2	variation	variation	NOUN
gs-4355	13	3	was	be	AUX
gs-4355	13	4	observed	observe	VERB
gs-4355	13	5	across	across	ADP
gs-4355	13	6	studies	study	NOUN
gs-4355	13	7	,	,	PUNCT
gs-4355	13	8	which	which	PRON
gs-4355	13	9	was	be	AUX
gs-4355	13	10	partially	partially	ADV
gs-4355	13	11	explained	explain	VERB
gs-4355	13	12	by	by	ADP
gs-4355	13	13	differences	difference	NOUN
gs-4355	13	14	in	in	ADP
gs-4355	13	15	the	the	DET
gs-4355	13	16	prevalence	prevalence	NOUN
gs-4355	13	17	of	of	ADP
gs-4355	13	18	advanced	advanced	ADJ
gs-4355	13	19	fibrosis	fibrosis	NOUN
gs-4355	13	20	and	and	CCONJ
gs-4355	13	21	the	the	DET
gs-4355	13	22	specific	specific	ADJ
gs-4355	13	23	thresholds	threshold	NOUN
gs-4355	13	24	utilized	utilize	VERB
gs-4355	13	25	for	for	ADP
gs-4355	13	26	each	each	DET
gs-4355	13	27	score	score	NOUN
gs-4355	13	28	.	.	PUNCT
gs-4355	14	1	introduction	introduction	NOUN
gs-4355	14	2	metabolic	metabolic	NOUN
gs-4355	14	3	dysfunction	dysfunction	NOUN
gs-4355	14	4	-	-	PUNCT
gs-4355	14	5	associated	associate	VERB
gs-4355	14	6	fatty	fatty	NOUN
gs-4355	14	7	liver	liver	NOUN
gs-4355	14	8	disease	disease	NOUN
gs-4355	14	9	(	(	PUNCT
gs-4355	14	10	mafld	mafld	NOUN
gs-4355	14	11	)	)	PUNCT
gs-4355	14	12	has	have	AUX
gs-4355	14	13	become	become	VERB
gs-4355	14	14	the	the	DET
gs-4355	14	15	most	most	ADV
gs-4355	14	16	common	common	ADJ
gs-4355	14	17	chronic	chronic	ADJ
gs-4355	14	18	liver	liver	NOUN
gs-4355	14	19	disease	disease	NOUN
gs-4355	14	20	worldwide	worldwide	ADV
gs-4355	14	21	,	,	PUNCT
gs-4355	14	22	with	with	ADP
gs-4355	14	23	an	an	DET
gs-4355	14	24	estimated	estimate	VERB
gs-4355	14	25	32.4	32.4	NUM
gs-4355	14	26	%	%	NOUN
gs-4355	14	27	globally	globally	ADV
gs-4355	14	28	affected	affect	VERB
gs-4355	14	29	(	(	PUNCT
gs-4355	14	30	1	1	NUM
gs-4355	14	31	)	)	PUNCT
gs-4355	14	32	.	.	PUNCT
gs-4355	15	1	mafld	mafld	NOUN
gs-4355	15	2	is	be	AUX
gs-4355	15	3	linked	link	VERB
gs-4355	15	4	to	to	ADP
gs-4355	15	5	obesity	obesity	NOUN
gs-4355	15	6	,	,	PUNCT
gs-4355	15	7	type	type	NOUN
gs-4355	15	8	2	2	NUM
gs-4355	15	9	diabetes	diabetes	NOUN
gs-4355	15	10	and	and	CCONJ
gs-4355	15	11	other	other	ADJ
gs-4355	15	12	metabolic	metabolic	NOUN
gs-4355	15	13	risk	risk	NOUN
gs-4355	15	14	abnormalities	abnormality	NOUN
gs-4355	15	15	(	(	PUNCT
gs-4355	15	16	2	2	NUM
gs-4355	15	17	)	)	PUNCT
gs-4355	15	18	.	.	PUNCT
gs-4355	16	1	the	the	DET
gs-4355	16	2	spectrum	spectrum	NOUN
gs-4355	16	3	of	of	ADP
gs-4355	16	4	the	the	DET
gs-4355	16	5	disease	disease	NOUN
gs-4355	16	6	varies	vary	VERB
gs-4355	16	7	from	from	ADP
gs-4355	16	8	simple	simple	ADJ
gs-4355	16	9	steatosis	steatosis	NOUN
gs-4355	16	10	to	to	PART
gs-4355	16	11	liver	liver	VERB
gs-4355	16	12	fibrosis	fibrosis	NOUN
gs-4355	16	13	and	and	CCONJ
gs-4355	16	14	cirrhosis	cirrhosis	NOUN
gs-4355	16	15	and	and	CCONJ
gs-4355	16	16	hepatocellular	hepatocellular	ADJ
gs-4355	16	17	carcinoma	carcinoma	NOUN
gs-4355	16	18	(	(	PUNCT
gs-4355	16	19	3	3	NUM
gs-4355	16	20	)	)	PUNCT
gs-4355	16	21	.	.	PUNCT
gs-4355	17	1	the	the	DET
gs-4355	17	2	severity	severity	NOUN
gs-4355	17	3	of	of	ADP
gs-4355	17	4	liver	liver	NOUN
gs-4355	17	5	fibrosis	fibrosis	NOUN
gs-4355	17	6	stands	stand	VERB
gs-4355	17	7	out	out	ADP
gs-4355	17	8	as	as	ADP
gs-4355	17	9	the	the	DET
gs-4355	17	10	most	most	ADV
gs-4355	17	11	influential	influential	ADJ
gs-4355	17	12	georgian	georgian	NOUN
gs-4355	17	13	scientists/	scientists/	NUM
gs-4355	17	14	.	.	PUNCT
gs-4355	18	1	7	7	NUM
gs-4355	18	2	n	n	DET
gs-4355	18	3	4	4	NUM
gs-4355	18	4	,	,	PUNCT
gs-4355	18	5	2025	2025	NUM
gs-4355	18	6	503	503	NUM
gs-4355	18	7	predictor	predictor	NOUN
gs-4355	18	8	of	of	ADP
gs-4355	18	9	clinical	clinical	ADJ
gs-4355	18	10	outcomes	outcome	NOUN
gs-4355	18	11	.	.	PUNCT
gs-4355	19	1	in	in	ADP
gs-4355	19	2	fact	fact	NOUN
gs-4355	19	3	,	,	PUNCT
gs-4355	19	4	therapies	therapy	NOUN
gs-4355	19	5	targeting	target	VERB
gs-4355	19	6	fibrosis	fibrosis	NOUN
gs-4355	19	7	have	have	AUX
gs-4355	19	8	become	become	VERB
gs-4355	19	9	one	one	NUM
gs-4355	19	10	of	of	ADP
gs-4355	19	11	the	the	DET
gs-4355	19	12	leading	lead	VERB
gs-4355	19	13	focus	focus	NOUN
gs-4355	19	14	of	of	ADP
gs-4355	19	15	research	research	NOUN
gs-4355	19	16	in	in	ADP
gs-4355	19	17	mafld	mafld	NOUN
gs-4355	19	18	.	.	PUNCT
gs-4355	20	1	(	(	PUNCT
gs-4355	20	2	4	4	NUM
gs-4355	20	3	)	)	PUNCT
gs-4355	20	4	.	.	PUNCT
gs-4355	21	1	the	the	DET
gs-4355	21	2	current	current	ADJ
gs-4355	21	3	standard	standard	NOUN
gs-4355	21	4	for	for	ADP
gs-4355	21	5	diagnosing	diagnosing	NOUN
gs-4355	21	6	and	and	CCONJ
gs-4355	21	7	staging	stage	VERB
gs-4355	21	8	liver	liver	NOUN
gs-4355	21	9	fibrosis	fibrosis	NOUN
gs-4355	21	10	in	in	ADP
gs-4355	21	11	mafld	mafld	NOUN
gs-4355	21	12	is	be	AUX
gs-4355	21	13	a	a	DET
gs-4355	21	14	liver	liver	NOUN
gs-4355	21	15	biopsy	biopsy	NOUN
gs-4355	21	16	(	(	PUNCT
gs-4355	21	17	5	5	NUM
gs-4355	21	18	)	)	PUNCT
gs-4355	21	19	.	.	PUNCT
gs-4355	22	1	this	this	DET
gs-4355	22	2	invasive	invasive	ADJ
gs-4355	22	3	procedure	procedure	NOUN
gs-4355	22	4	,	,	PUNCT
gs-4355	22	5	where	where	SCONJ
gs-4355	22	6	a	a	DET
gs-4355	22	7	small	small	ADJ
gs-4355	22	8	piece	piece	NOUN
gs-4355	22	9	of	of	ADP
gs-4355	22	10	liver	liver	NOUN
gs-4355	22	11	tissue	tissue	NOUN
gs-4355	22	12	is	be	AUX
gs-4355	22	13	removed	remove	VERB
gs-4355	22	14	with	with	ADP
gs-4355	22	15	a	a	DET
gs-4355	22	16	needle	needle	NOUN
gs-4355	22	17	for	for	SCONJ
gs-4355	22	18	a	a	DET
gs-4355	22	19	pathologist	pathologist	NOUN
gs-4355	22	20	to	to	PART
gs-4355	22	21	examine	examine	VERB
gs-4355	22	22	,	,	PUNCT
gs-4355	22	23	carries	carry	VERB
gs-4355	22	24	a	a	DET
gs-4355	22	25	small	small	ADJ
gs-4355	22	26	but	but	CCONJ
gs-4355	22	27	real	real	ADJ
gs-4355	22	28	risk	risk	NOUN
gs-4355	22	29	of	of	ADP
gs-4355	22	30	complications	complication	NOUN
gs-4355	22	31	,	,	PUNCT
gs-4355	22	32	including	include	VERB
gs-4355	22	33	pain	pain	NOUN
gs-4355	22	34	and	and	CCONJ
gs-4355	22	35	bleeding	bleeding	NOUN
gs-4355	22	36	.	.	PUNCT
gs-4355	23	1	additionally	additionally	ADV
gs-4355	23	2	,	,	PUNCT
gs-4355	23	3	a	a	DET
gs-4355	23	4	biopsy	biopsy	NOUN
gs-4355	23	5	only	only	ADV
gs-4355	23	6	samples	sample	VERB
gs-4355	23	7	a	a	DET
gs-4355	23	8	very	very	ADV
gs-4355	23	9	small	small	ADJ
gs-4355	23	10	portion	portion	NOUN
gs-4355	23	11	of	of	ADP
gs-4355	23	12	the	the	DET
gs-4355	23	13	liver	liver	NOUN
gs-4355	23	14	(	(	PUNCT
gs-4355	23	15	about	about	ADP
gs-4355	23	16	1/50,000th	1/50,000th	NUM
gs-4355	23	17	of	of	ADP
gs-4355	23	18	the	the	DET
gs-4355	23	19	organ	organ	NOUN
gs-4355	23	20	)	)	PUNCT
gs-4355	23	21	,	,	PUNCT
gs-4355	23	22	which	which	PRON
gs-4355	23	23	may	may	AUX
gs-4355	23	24	not	not	PART
gs-4355	23	25	accurately	accurately	ADV
gs-4355	23	26	represent	represent	VERB
gs-4355	23	27	the	the	DET
gs-4355	23	28	overall	overall	ADJ
gs-4355	23	29	state	state	NOUN
gs-4355	23	30	of	of	ADP
gs-4355	23	31	fibrosis	fibrosis	NOUN
gs-4355	23	32	(	(	PUNCT
gs-4355	23	33	6	6	NUM
gs-4355	23	34	)	)	PUNCT
gs-4355	23	35	.	.	PUNCT
gs-4355	24	1	it	it	PRON
gs-4355	24	2	's	be	AUX
gs-4355	24	3	an	an	DET
gs-4355	24	4	expensive	expensive	ADJ
gs-4355	24	5	procedure	procedure	NOUN
gs-4355	24	6	and	and	CCONJ
gs-4355	24	7	requires	require	VERB
gs-4355	24	8	specialized	specialized	ADJ
gs-4355	24	9	medical	medical	ADJ
gs-4355	24	10	staff	staff	NOUN
gs-4355	24	11	and	and	CCONJ
gs-4355	24	12	facilities	facility	NOUN
gs-4355	24	13	and	and	CCONJ
gs-4355	24	14	the	the	DET
gs-4355	24	15	interpretation	interpretation	NOUN
gs-4355	24	16	of	of	ADP
gs-4355	24	17	the	the	DET
gs-4355	24	18	biopsy	biopsy	NOUN
gs-4355	24	19	can	can	AUX
gs-4355	24	20	vary	vary	VERB
gs-4355	24	21	between	between	ADP
gs-4355	24	22	different	different	ADJ
gs-4355	24	23	pathologists	pathologist	NOUN
gs-4355	24	24	(	(	PUNCT
gs-4355	24	25	6	6	NUM
gs-4355	24	26	)	)	PUNCT
gs-4355	24	27	.	.	PUNCT
gs-4355	25	1	these	these	DET
gs-4355	25	2	limitations	limitation	NOUN
gs-4355	25	3	are	be	AUX
gs-4355	25	4	the	the	DET
gs-4355	25	5	primary	primary	ADJ
gs-4355	25	6	reason	reason	NOUN
gs-4355	25	7	why	why	SCONJ
gs-4355	25	8	researchers	researcher	NOUN
gs-4355	25	9	are	be	AUX
gs-4355	25	10	focused	focus	VERB
gs-4355	25	11	on	on	ADP
gs-4355	25	12	developing	develop	VERB
gs-4355	25	13	noninvasive	noninvasive	ADJ
gs-4355	25	14	methods	method	NOUN
gs-4355	25	15	to	to	PART
gs-4355	25	16	assess	assess	VERB
gs-4355	25	17	liver	liver	NOUN
gs-4355	25	18	fibrosis	fibrosis	NOUN
gs-4355	25	19	in	in	ADP
gs-4355	25	20	mafld	mafld	NOUN
gs-4355	25	21	.	.	PUNCT
gs-4355	26	1	the	the	DET
gs-4355	26	2	primary	primary	ADJ
gs-4355	26	3	objective	objective	NOUN
gs-4355	26	4	of	of	ADP
gs-4355	26	5	this	this	DET
gs-4355	26	6	narrative	narrative	ADJ
gs-4355	26	7	review	review	NOUN
gs-4355	26	8	is	be	AUX
gs-4355	26	9	to	to	PART
gs-4355	26	10	compare	compare	VERB
gs-4355	26	11	the	the	DET
gs-4355	26	12	diagnostic	diagnostic	ADJ
gs-4355	26	13	accuracy	accuracy	NOUN
gs-4355	26	14	of	of	ADP
gs-4355	26	15	the	the	DET
gs-4355	26	16	most	most	ADV
gs-4355	26	17	commonly	commonly	ADV
gs-4355	26	18	used	use	VERB
gs-4355	26	19	non	non	ADJ
gs-4355	26	20	-	-	ADJ
gs-4355	26	21	invasive	invasive	ADJ
gs-4355	26	22	tests	test	NOUN
gs-4355	26	23	,	,	PUNCT
gs-4355	26	24	for	for	ADP
gs-4355	26	25	predicting	predict	VERB
gs-4355	26	26	different	different	ADJ
gs-4355	26	27	stages	stage	NOUN
gs-4355	26	28	of	of	ADP
gs-4355	26	29	fibrosis	fibrosis	NOUN
gs-4355	26	30	(	(	PUNCT
gs-4355	26	31	significant	significant	ADJ
gs-4355	26	32	fibrosis	fibrosis	NOUN
gs-4355	26	33	[	[	PUNCT
gs-4355	26	34	f2	f2	PROPN
gs-4355	26	35	]	]	PUNCT
gs-4355	26	36	,	,	PUNCT
gs-4355	27	1	advanced	advanced	ADJ
gs-4355	27	2	fibrosis	fibrosis	NOUN
gs-4355	27	3	[	[	PUNCT
gs-4355	27	4	f3	f3	NOUN
gs-4355	27	5	]	]	PUNCT
gs-4355	27	6	,	,	PUNCT
gs-4355	27	7	and	and	CCONJ
gs-4355	27	8	cirrhosis	cirrhosis	NOUN
gs-4355	27	9	[	[	X
gs-4355	27	10	f4	f4	X
gs-4355	27	11	]	]	X
gs-4355	27	12	)	)	PUNCT
gs-4355	27	13	(	(	PUNCT
gs-4355	27	14	figure	figure	NOUN
gs-4355	27	15	1	1	NUM
gs-4355	27	16	)	)	PUNCT
gs-4355	27	17	in	in	ADP
gs-4355	27	18	patients	patient	NOUN
gs-4355	27	19	with	with	ADP
gs-4355	27	20	metabolic	metabolic	NOUN
gs-4355	27	21	dysfunction	dysfunction	NOUN
gs-4355	27	22	-	-	PUNCT
gs-4355	27	23	associated	associate	VERB
gs-4355	27	24	fatty	fatty	NOUN
gs-4355	27	25	liver	liver	NOUN
gs-4355	27	26	disease	disease	NOUN
gs-4355	27	27	(	(	PUNCT
gs-4355	27	28	mafld	mafld	NOUN
gs-4355	27	29	)	)	PUNCT
gs-4355	27	30	(	(	PUNCT
gs-4355	27	31	7	7	NUM
gs-4355	27	32	)	)	PUNCT
gs-4355	27	33	.	.	PUNCT
gs-4355	28	1	the	the	DET
gs-4355	28	2	diagnostic	diagnostic	ADJ
gs-4355	28	3	performance	performance	NOUN
gs-4355	28	4	of	of	ADP
gs-4355	28	5	noninvasive	noninvasive	ADJ
gs-4355	28	6	tests	test	NOUN
gs-4355	28	7	is	be	AUX
gs-4355	28	8	commonly	commonly	ADV
gs-4355	28	9	assessed	assess	VERB
gs-4355	28	10	using	use	VERB
gs-4355	28	11	the	the	DET
gs-4355	28	12	area	area	NOUN
gs-4355	28	13	under	under	ADP
gs-4355	28	14	the	the	DET
gs-4355	28	15	receiver	receiver	NOUN
gs-4355	28	16	operating	operate	VERB
gs-4355	28	17	characteristic	characteristic	NOUN
gs-4355	28	18	(	(	PUNCT
gs-4355	28	19	auroc	auroc	NOUN
gs-4355	28	20	)	)	PUNCT
gs-4355	28	21	curve	curve	NOUN
gs-4355	28	22	,	,	PUNCT
gs-4355	28	23	which	which	PRON
gs-4355	28	24	measures	measure	VERB
gs-4355	28	25	the	the	DET
gs-4355	28	26	overall	overall	ADJ
gs-4355	28	27	accuracy	accuracy	NOUN
gs-4355	28	28	of	of	ADP
gs-4355	28	29	a	a	DET
gs-4355	28	30	test	test	NOUN
gs-4355	28	31	in	in	ADP
gs-4355	28	32	distinguishing	distinguish	VERB
gs-4355	28	33	between	between	ADP
gs-4355	28	34	diseased	diseased	ADJ
gs-4355	28	35	and	and	CCONJ
gs-4355	28	36	non	non	ADJ
gs-4355	28	37	-	-	ADJ
gs-4355	28	38	diseased	diseased	ADJ
gs-4355	28	39	individuals	individual	NOUN
gs-4355	28	40	.	.	PUNCT
gs-4355	29	1	an	an	DET
gs-4355	29	2	auroc	auroc	NOUN
gs-4355	29	3	value	value	NOUN
gs-4355	29	4	of	of	ADP
gs-4355	29	5	1.0	1.0	NUM
gs-4355	29	6	represents	represent	VERB
gs-4355	29	7	a	a	DET
gs-4355	29	8	perfect	perfect	ADJ
gs-4355	29	9	test	test	NOUN
gs-4355	29	10	,	,	PUNCT
gs-4355	29	11	while	while	SCONJ
gs-4355	29	12	a	a	DET
gs-4355	29	13	value	value	NOUN
gs-4355	29	14	of	of	ADP
gs-4355	29	15	0.5	0.5	NUM
gs-4355	29	16	indicates	indicate	VERB
gs-4355	29	17	no	no	DET
gs-4355	29	18	diagnostic	diagnostic	ADJ
gs-4355	29	19	value	value	NOUN
gs-4355	29	20	beyond	beyond	ADP
gs-4355	29	21	chance	chance	NOUN
gs-4355	29	22	.	.	PUNCT
gs-4355	30	1	in	in	ADP
gs-4355	30	2	addition	addition	NOUN
gs-4355	30	3	to	to	ADP
gs-4355	30	4	auroc	auroc	NOUN
gs-4355	30	5	,	,	PUNCT
gs-4355	30	6	a	a	DET
gs-4355	30	7	test	test	NOUN
gs-4355	30	8	's	's	PART
gs-4355	30	9	ability	ability	NOUN
gs-4355	30	10	to	to	PART
gs-4355	30	11	correctly	correctly	ADV
gs-4355	30	12	identify	identify	VERB
gs-4355	30	13	patients	patient	NOUN
gs-4355	30	14	with	with	ADP
gs-4355	30	15	fibrosis	fibrosis	NOUN
gs-4355	30	16	(	(	PUNCT
gs-4355	30	17	sensitivity	sensitivity	NOUN
gs-4355	30	18	)	)	PUNCT
gs-4355	30	19	and	and	CCONJ
gs-4355	30	20	those	those	PRON
gs-4355	30	21	without	without	ADP
gs-4355	30	22	it	it	PRON
gs-4355	30	23	(	(	PUNCT
gs-4355	30	24	specificity	specificity	NOUN
gs-4355	30	25	)	)	PUNCT
gs-4355	30	26	are	be	AUX
gs-4355	30	27	also	also	ADV
gs-4355	30	28	critical	critical	ADJ
gs-4355	30	29	measures	measure	NOUN
gs-4355	30	30	of	of	ADP
gs-4355	30	31	performance	performance	NOUN
gs-4355	30	32	.	.	PUNCT
gs-4355	31	1	this	this	DET
gs-4355	31	2	work	work	NOUN
gs-4355	31	3	provides	provide	VERB
gs-4355	31	4	a	a	DET
gs-4355	31	5	clear	clear	ADJ
gs-4355	31	6	,	,	PUNCT
gs-4355	31	7	evidence	evidence	NOUN
gs-4355	31	8	-	-	PUNCT
gs-4355	31	9	based	base	VERB
gs-4355	31	10	roadmap	roadmap	NOUN
gs-4355	31	11	for	for	ADP
gs-4355	31	12	clinicians	clinician	NOUN
gs-4355	31	13	to	to	PART
gs-4355	31	14	navigate	navigate	VERB
gs-4355	31	15	the	the	DET
gs-4355	31	16	available	available	ADJ
gs-4355	31	17	tests	test	NOUN
gs-4355	31	18	and	and	CCONJ
gs-4355	31	19	implement	implement	VERB
gs-4355	31	20	a	a	DET
gs-4355	31	21	rational	rational	ADJ
gs-4355	31	22	,	,	PUNCT
gs-4355	31	23	diagnostic	diagnostic	ADJ
gs-4355	31	24	strategy	strategy	NOUN
gs-4355	31	25	in	in	ADP
gs-4355	31	26	clinical	clinical	ADJ
gs-4355	31	27	practice	practice	NOUN
gs-4355	31	28	.	.	PUNCT
gs-4355	32	1	figure	figure	NOUN
gs-4355	32	2	1	1	NUM
gs-4355	32	3	.	.	PUNCT
gs-4355	33	1	the	the	DET
gs-4355	33	2	cirrhotic	cirrhotic	ADJ
gs-4355	33	3	liver	liver	NOUN
gs-4355	33	4	in	in	ADP
gs-4355	33	5	a	a	DET
gs-4355	33	6	laparoscopic	laparoscopic	ADJ
gs-4355	33	7	view	view	NOUN
gs-4355	33	8	georgian	georgian	NOUN
gs-4355	33	9	scientists/	scientists/	NUM
gs-4355	33	10	.	.	PUNCT
gs-4355	34	1	7	7	NUM
gs-4355	34	2	n	n	PRON
gs-4355	34	3	4	4	NUM
gs-4355	34	4	,	,	PUNCT
gs-4355	34	5	2025	2025	NUM
gs-4355	34	6	504	504	NUM
gs-4355	34	7	noninvasive	noninvasive	ADJ
gs-4355	34	8	serum	serum	NOUN
gs-4355	34	9	biomarkers	biomarker	NOUN
gs-4355	34	10	for	for	ADP
gs-4355	34	11	mafld	mafld	NOUN
gs-4355	34	12	noninvasive	noninvasive	ADJ
gs-4355	34	13	serum	serum	NOUN
gs-4355	34	14	biomarkers	biomarker	NOUN
gs-4355	34	15	for	for	ADP
gs-4355	34	16	fibrosis	fibrosis	NOUN
gs-4355	34	17	were	be	AUX
gs-4355	34	18	initially	initially	ADV
gs-4355	34	19	developed	develop	VERB
gs-4355	34	20	to	to	PART
gs-4355	34	21	use	use	VERB
gs-4355	34	22	as	as	ADP
gs-4355	34	23	a	a	DET
gs-4355	34	24	diagnostic	diagnostic	ADJ
gs-4355	34	25	assessment	assessment	NOUN
gs-4355	34	26	tool	tool	NOUN
gs-4355	34	27	to	to	PART
gs-4355	34	28	detect	detect	VERB
gs-4355	34	29	patients	patient	NOUN
gs-4355	34	30	who	who	PRON
gs-4355	34	31	have	have	VERB
gs-4355	34	32	advanced	advanced	ADJ
gs-4355	34	33	liver	liver	NOUN
gs-4355	34	34	fibrosis	fibrosis	NOUN
gs-4355	34	35	and/or	and/or	CCONJ
gs-4355	34	36	cirrhosis	cirrhosis	NOUN
gs-4355	34	37	,	,	PUNCT
gs-4355	34	38	offering	offer	VERB
gs-4355	34	39	an	an	DET
gs-4355	34	40	alternative	alternative	ADJ
gs-4355	34	41	and	and	CCONJ
gs-4355	34	42	potential	potential	ADJ
gs-4355	34	43	replacement	replacement	NOUN
gs-4355	34	44	to	to	PART
gs-4355	34	45	liver	liver	NOUN
gs-4355	34	46	biopsy	biopsy	NOUN
gs-4355	34	47	.	.	PUNCT
gs-4355	35	1	a	a	DET
gs-4355	35	2	number	number	NOUN
gs-4355	35	3	of	of	ADP
gs-4355	35	4	noninvasive	noninvasive	ADJ
gs-4355	35	5	serum	serum	NOUN
gs-4355	35	6	biomarkers	biomarker	NOUN
gs-4355	35	7	have	have	AUX
gs-4355	35	8	been	be	AUX
gs-4355	35	9	developed	develop	VERB
gs-4355	35	10	over	over	ADP
gs-4355	35	11	the	the	DET
gs-4355	35	12	last	last	ADJ
gs-4355	35	13	20	20	NUM
gs-4355	35	14	years	year	NOUN
gs-4355	35	15	and	and	CCONJ
gs-4355	35	16	we	we	PRON
gs-4355	35	17	now	now	ADV
gs-4355	35	18	have	have	VERB
gs-4355	35	19	tests	test	NOUN
gs-4355	35	20	,	,	PUNCT
gs-4355	35	21	such	such	ADJ
gs-4355	35	22	as	as	ADP
gs-4355	35	23	fibrosis-4	fibrosis-4	NUM
gs-4355	35	24	(	(	PUNCT
gs-4355	35	25	fib-4	fib-4	NUM
gs-4355	35	26	)	)	PUNCT
gs-4355	35	27	index	index	NOUN
gs-4355	35	28	(	(	PUNCT
gs-4355	35	29	8)	8)	NUM
gs-4355	35	30	,	,	PUNCT
gs-4355	35	31	nafld	nafld	ADJ
gs-4355	35	32	fibrosis	fibrosis	NOUN
gs-4355	35	33	score	score	NOUN
gs-4355	35	34	(	(	PUNCT
gs-4355	35	35	nfs	nfs	NOUN
gs-4355	35	36	)	)	PUNCT
gs-4355	35	37	(	(	PUNCT
gs-4355	35	38	9	9	NUM
gs-4355	35	39	)	)	PUNCT
gs-4355	35	40	and	and	CCONJ
gs-4355	35	41	ast	ast	VERB
gs-4355	35	42	to	to	ADP
gs-4355	35	43	platelet	platelet	NOUN
gs-4355	35	44	ratio	ratio	NOUN
gs-4355	35	45	index	index	NOUN
gs-4355	35	46	(	(	PUNCT
gs-4355	35	47	apri	apri	PROPN
gs-4355	35	48	)	)	PUNCT
gs-4355	35	49	(	(	PUNCT
gs-4355	35	50	10	10	NUM
gs-4355	35	51	)	)	PUNCT
gs-4355	35	52	and	and	CCONJ
gs-4355	35	53	a	a	DET
gs-4355	35	54	modified	modify	VERB
gs-4355	35	55	apri	apri	NOUN
gs-4355	35	56	(	(	PUNCT
gs-4355	35	57	m	m	NOUN
gs-4355	35	58	-	-	NOUN
gs-4355	35	59	apri	apri	ADJ
gs-4355	35	60	)	)	PUNCT
gs-4355	35	61	(	(	PUNCT
gs-4355	35	62	11	11	NUM
gs-4355	35	63	)	)	PUNCT
gs-4355	35	64	,	,	PUNCT
gs-4355	35	65	enhanced	enhance	VERB
gs-4355	35	66	liver	liver	NOUN
gs-4355	35	67	fibrosis	fibrosis	NOUN
gs-4355	35	68	(	(	PUNCT
gs-4355	35	69	elf	elf	NOUN
gs-4355	35	70	)	)	PUNCT
gs-4355	35	71	test	test	NOUN
gs-4355	35	72	(	(	PUNCT
gs-4355	35	73	12	12	NUM
gs-4355	35	74	)	)	PUNCT
gs-4355	35	75	,	,	PUNCT
gs-4355	35	76	hepamet	hepamet	ADJ
gs-4355	35	77	fibrosis	fibrosis	NOUN
gs-4355	35	78	score	score	NOUN
gs-4355	35	79	(	(	PUNCT
gs-4355	35	80	hfs	hfs	PROPN
gs-4355	35	81	)	)	PUNCT
gs-4355	35	82	(	(	PUNCT
gs-4355	35	83	13	13	NUM
gs-4355	35	84	)	)	PUNCT
gs-4355	35	85	,	,	PUNCT
gs-4355	35	86	fibrotest	fibrot	ADJ
gs-4355	35	87	(	(	PUNCT
gs-4355	35	88	14	14	NUM
gs-4355	35	89	)	)	PUNCT
gs-4355	35	90	and	and	CCONJ
gs-4355	35	91	bard	bard	ADJ
gs-4355	35	92	score	score	NOUN
gs-4355	35	93	(	(	PUNCT
gs-4355	35	94	15	15	NUM
gs-4355	35	95	)	)	PUNCT
gs-4355	35	96	.	.	PUNCT
gs-4355	36	1	(	(	PUNCT
gs-4355	36	2	table	table	NOUN
gs-4355	36	3	1	1	NUM
gs-4355	36	4	)	)	PUNCT
gs-4355	36	5	these	these	DET
gs-4355	36	6	relatively	relatively	ADV
gs-4355	36	7	common	common	ADJ
gs-4355	36	8	tests	test	NOUN
gs-4355	36	9	are	be	AUX
gs-4355	36	10	widely	widely	ADV
gs-4355	36	11	available	available	ADJ
gs-4355	36	12	for	for	ADP
gs-4355	36	13	use	use	NOUN
gs-4355	36	14	in	in	ADP
gs-4355	36	15	both	both	CCONJ
gs-4355	36	16	primary	primary	ADJ
gs-4355	36	17	and	and	CCONJ
gs-4355	36	18	secondary	secondary	ADJ
gs-4355	36	19	care	care	NOUN
gs-4355	36	20	and	and	CCONJ
gs-4355	36	21	offer	offer	VERB
gs-4355	36	22	a	a	DET
gs-4355	36	23	variable	variable	ADJ
gs-4355	36	24	degree	degree	NOUN
gs-4355	36	25	of	of	ADP
gs-4355	36	26	accuracy	accuracy	NOUN
gs-4355	36	27	and	and	CCONJ
gs-4355	36	28	reliability	reliability	NOUN
gs-4355	36	29	.	.	PUNCT
gs-4355	37	1	table	table	NOUN
gs-4355	37	2	1	1	NUM
gs-4355	37	3	.	.	PUNCT
gs-4355	38	1	scores	score	NOUN
gs-4355	38	2	and	and	CCONJ
gs-4355	38	3	formulas	formula	NOUN
gs-4355	38	4	used	use	VERB
gs-4355	38	5	in	in	ADP
gs-4355	38	6	liver	liver	NOUN
gs-4355	38	7	fibrosis	fibrosis	NOUN
gs-4355	38	8	staging	stage	VERB
gs-4355	38	9	score	score	NOUN
gs-4355	38	10	formula	formula	NOUN
gs-4355	38	11	fib-4	fib-4	X
gs-4355	38	12	ast	ast	NOUN
gs-4355	38	13	(	(	PUNCT
gs-4355	38	14	iu	iu	PROPN
gs-4355	38	15	/	/	SYM
gs-4355	38	16	l	l	NOUN
gs-4355	38	17	)	)	PUNCT
gs-4355	38	18	×	×	NOUN
gs-4355	38	19	age	age	NOUN
gs-4355	38	20	(	(	PUNCT
gs-4355	38	21	years)/(platelet	years)/(platelet	NOUN
gs-4355	38	22	count	count	NOUN
gs-4355	38	23	(	(	PUNCT
gs-4355	38	24	109	109	NUM
gs-4355	38	25	/	/	SYM
gs-4355	38	26	l	l	NOUN
gs-4355	38	27	)	)	PUNCT
gs-4355	38	28	×	×	NOUN
gs-4355	38	29	(	(	PUNCT
gs-4355	38	30	alt	alt	VERB
gs-4355	38	31	(	(	PUNCT
gs-4355	38	32	iu	iu	PROPN
gs-4355	38	33	/	/	SYM
gs-4355	38	34	l	l	NOUN
gs-4355	38	35	)	)	PUNCT
gs-4355	38	36	)	)	PUNCT
gs-4355	38	37	)	)	PUNCT
gs-4355	38	38	nfs	nfs	NOUN
gs-4355	38	39	1.675	1.675	NUM
gs-4355	38	40	+	+	CCONJ
gs-4355	38	41	(	(	PUNCT
gs-4355	38	42	0.037	0.037	NUM
gs-4355	38	43	×	×	NOUN
gs-4355	38	44	age	age	NOUN
gs-4355	38	45	(	(	PUNCT
gs-4355	38	46	year	year	NOUN
gs-4355	38	47	)	)	PUNCT
gs-4355	38	48	)	)	PUNCT
gs-4355	39	1	+	+	CCONJ
gs-4355	39	2	(	(	PUNCT
gs-4355	39	3	0.094	0.094	NUM
gs-4355	39	4	×	×	NOUN
gs-4355	39	5	bmi	bmi	NOUN
gs-4355	39	6	(	(	PUNCT
gs-4355	39	7	kg	kg	NOUN
gs-4355	39	8	/	/	SYM
gs-4355	39	9	m2	m2	PROPN
gs-4355	39	10	)	)	PUNCT
gs-4355	39	11	)	)	PUNCT
gs-4355	40	1	+	+	CCONJ
gs-4355	40	2	(	(	PUNCT
gs-4355	40	3	1.13	1.13	NUM
gs-4355	40	4	×	×	NOUN
gs-4355	40	5	ifg	ifg	NOUN
gs-4355	40	6	/	/	SYM
gs-4355	40	7	diabetes	diabetes	NOUN
gs-4355	40	8	(	(	PUNCT
gs-4355	40	9	yes	yes	INTJ
gs-4355	40	10	=	=	SYM
gs-4355	40	11	1	1	NUM
gs-4355	40	12	,	,	PUNCT
gs-4355	40	13	no	no	PRON
gs-4355	40	14	=	=	NOUN
gs-4355	40	15	2	2	NUM
gs-4355	40	16	)	)	PUNCT
gs-4355	40	17	)	)	PUNCT
gs-4355	41	1	+	+	CCONJ
gs-4355	41	2	(	(	PUNCT
gs-4355	41	3	0.99	0.99	NUM
gs-4355	41	4	×	×	NOUN
gs-4355	41	5	ast	ast	VERB
gs-4355	41	6	/	/	PUNCT
gs-4355	41	7	alt	alt	NOUN
gs-4355	41	8	ratio	ratio	NOUN
gs-4355	41	9	)	)	PUNCT
gs-4355	41	10	–	–	PUNCT
gs-4355	41	11	(	(	PUNCT
gs-4355	41	12	0.013	0.013	NUM
gs-4355	41	13	×	×	NOUN
gs-4355	41	14	platelets	platelet	NOUN
gs-4355	41	15	(	(	PUNCT
gs-4355	41	16	109	109	NUM
gs-4355	41	17	/	/	SYM
gs-4355	41	18	l	l	NOUN
gs-4355	41	19	)	)	PUNCT
gs-4355	41	20	)	)	PUNCT
gs-4355	41	21	–	–	PUNCT
gs-4355	41	22	(	(	PUNCT
gs-4355	41	23	0.66	0.66	NUM
gs-4355	41	24	×	×	NOUN
gs-4355	41	25	albumin	albumin	NOUN
gs-4355	41	26	(	(	PUNCT
gs-4355	41	27	g	g	PROPN
gs-4355	41	28	/	/	SYM
gs-4355	41	29	dl	dl	NOUN
gs-4355	41	30	)	)	PUNCT
gs-4355	41	31	)	)	PUNCT
gs-4355	41	32	apri	apri	PROPN
gs-4355	41	33	ast	ast	PROPN
gs-4355	41	34	(	(	PUNCT
gs-4355	41	35	iu	iu	PROPN
gs-4355	41	36	/	/	SYM
gs-4355	41	37	l)/upper	l)/upper	NOUN
gs-4355	41	38	limit	limit	NOUN
gs-4355	41	39	of	of	ADP
gs-4355	41	40	normal	normal	ADJ
gs-4355	41	41	ast	ast	NOUN
gs-4355	41	42	value	value	NOUN
gs-4355	41	43	(	(	PUNCT
gs-4355	41	44	iu	iu	ADP
gs-4355	41	45	/	/	SYM
gs-4355	41	46	l)/platelet	l)/platelet	ADJ
gs-4355	41	47	count	count	NOUN
gs-4355	41	48	(	(	PUNCT
gs-4355	41	49	109	109	NUM
gs-4355	41	50	/	/	SYM
gs-4355	41	51	l	l	NOUN
gs-4355	41	52	)	)	PUNCT
gs-4355	41	53	×	×	NOUN
gs-4355	41	54	100	100	NUM
gs-4355	41	55	m	m	NOUN
gs-4355	41	56	-	-	ADJ
gs-4355	41	57	apri	apri	ADJ
gs-4355	41	58	age	age	NOUN
gs-4355	41	59	(	(	PUNCT
gs-4355	41	60	years	year	NOUN
gs-4355	41	61	)	)	PUNCT
gs-4355	41	62	×	×	NOUN
gs-4355	41	63	(	(	PUNCT
gs-4355	41	64	ast	ast	INTJ
gs-4355	41	65	(	(	PUNCT
gs-4355	41	66	iu	iu	PROPN
gs-4355	41	67	/	/	SYM
gs-4355	41	68	l)/upper	l)/upper	NOUN
gs-4355	41	69	limit	limit	NOUN
gs-4355	41	70	of	of	ADP
gs-4355	41	71	normal	normal	ADJ
gs-4355	41	72	ast	ast	NOUN
gs-4355	41	73	value	value	NOUN
gs-4355	41	74	(	(	PUNCT
gs-4355	41	75	iu	iu	PROPN
gs-4355	41	76	/	/	SYM
gs-4355	41	77	l))/platelet	l))/platelet	NOUN
gs-4355	41	78	count	count	NOUN
gs-4355	41	79	(	(	PUNCT
gs-4355	41	80	109	109	NUM
gs-4355	41	81	/	/	SYM
gs-4355	41	82	l	l	NOUN
gs-4355	41	83	)	)	PUNCT
gs-4355	41	84	×	×	NOUN
gs-4355	41	85	100	100	NUM
gs-4355	41	86	elf	elf	NOUN
gs-4355	41	87	2.494	2.494	NUM
gs-4355	42	1	+	+	CCONJ
gs-4355	42	2	0.846	0.846	NUM
gs-4355	42	3	ln	ln	ADJ
gs-4355	42	4	(	(	PUNCT
gs-4355	42	5	ha	ha	INTJ
gs-4355	42	6	)	)	PUNCT
gs-4355	42	7	+	+	NUM
gs-4355	42	8	0.735	0.735	NUM
gs-4355	42	9	ln	ln	ADJ
gs-4355	42	10	(	(	PUNCT
gs-4355	42	11	piiinp	piiinp	NOUN
gs-4355	42	12	)	)	PUNCT
gs-4355	42	13	+	+	CCONJ
gs-4355	42	14	0.391	0.391	NUM
gs-4355	42	15	ln	ln	ADJ
gs-4355	42	16	(	(	PUNCT
gs-4355	42	17	timp-1	timp-1	NOUN
gs-4355	42	18	)	)	PUNCT
gs-4355	42	19	hfs	hfs	PROPN
gs-4355	42	20	1/(1	1/(1	NUM
gs-4355	42	21	+	+	CCONJ
gs-4355	42	22	e	e	X
gs-4355	43	1	[	[	X
gs-4355	43	2	5.390	5.390	NUM
gs-4355	43	3	0.986	0.986	NUM
gs-4355	43	4	×	×	NOUN
gs-4355	43	5	age	age	NOUN
gs-4355	44	1	[	[	X
gs-4355	44	2	45–64	45–64	NUM
gs-4355	44	3	years	year	NOUN
gs-4355	44	4	of	of	ADP
gs-4355	44	5	age	age	NOUN
gs-4355	44	6	]	]	PUNCT
gs-4355	44	7	1.719	1.719	NUM
gs-4355	44	8	×	×	NOUN
gs-4355	44	9	age	age	NOUN
gs-4355	44	10	[	[	PUNCT
gs-4355	44	11	65	65	NUM
gs-4355	44	12	years	year	NOUN
gs-4355	44	13	of	of	ADP
gs-4355	44	14	age	age	NOUN
gs-4355	44	15	]	]	X
gs-4355	44	16	+	+	CCONJ
gs-4355	44	17	0.875	0.875	NUM
gs-4355	44	18	×	×	NOUN
gs-4355	44	19	male	male	NOUN
gs-4355	44	20	sex	sex	NOUN
gs-4355	44	21	0.896	0.896	NUM
gs-4355	44	22	×	×	NOUN
gs-4355	44	23	ast	ast	NOUN
gs-4355	45	1	[	[	X
gs-4355	45	2	35–69	35–69	NUM
gs-4355	45	3	iu	iu	NOUN
gs-4355	45	4	/	/	SYM
gs-4355	45	5	l	l	NOUN
gs-4355	45	6	]	]	X
gs-4355	45	7	2.126	2.126	NUM
gs-4355	45	8	×	×	NOUN
gs-4355	45	9	ast	ast	NOUN
gs-4355	45	10	[	[	PUNCT
gs-4355	45	11	70	70	NUM
gs-4355	45	12	iu	iu	NOUN
gs-4355	45	13	/	/	SYM
gs-4355	45	14	l	l	NOUN
gs-4355	45	15	]	]	X
gs-4355	45	16	0.027	0.027	NUM
gs-4355	45	17	×	×	NOUN
gs-4355	45	18	albumin	albumin	NOUN
gs-4355	45	19	[	[	X
gs-4355	45	20	4–4.49	4–4.49	NUM
gs-4355	45	21	g	g	NOUN
gs-4355	45	22	/	/	SYM
gs-4355	45	23	dl	dl	PROPN
gs-4355	45	24	]	]	PUNCT
gs-4355	45	25	0.897	0.897	NUM
gs-4355	45	26	×	×	NOUN
gs-4355	45	27	albumin	albumin	NOUN
gs-4355	46	1	[	[	X
gs-4355	46	2	<	<	X
gs-4355	46	3	4	4	NUM
gs-4355	46	4	g	g	NOUN
gs-4355	46	5	/	/	SYM
gs-4355	46	6	dl	dl	X
gs-4355	46	7	]	]	X
gs-4355	46	8	0.899	0.899	NUM
gs-4355	46	9	×	×	NOUN
gs-4355	46	10	homa	homa	NOUN
gs-4355	46	11	r	r	NOUN
gs-4355	47	1	[	[	X
gs-4355	47	2	2	2	NUM
gs-4355	47	3	3.99	3.99	NUM
gs-4355	47	4	with	with	ADP
gs-4355	47	5	no	no	DET
gs-4355	47	6	diabetes	diabetes	NOUN
gs-4355	47	7	mellitus	mellitus	NOUN
gs-4355	47	8	]	]	X
gs-4355	48	1	1.497	1.497	NUM
gs-4355	48	2	×	×	NOUN
gs-4355	48	3	homa	homa	NOUN
gs-4355	48	4	r	r	NOUN
gs-4355	48	5	[	[	PUNCT
gs-4355	48	6	4	4	NUM
gs-4355	48	7	with	with	ADP
gs-4355	48	8	no	no	DET
gs-4355	48	9	diabetes	diabetes	NOUN
gs-4355	48	10	mellitus	mellitus	NOUN
gs-4355	48	11	]	]	X
gs-4355	48	12	2.184	2.184	NUM
gs-4355	48	13	×	×	NOUN
gs-4355	48	14	diabetes	diabetes	NOUN
gs-4355	48	15	mellitus	mellitus	NOUN
gs-4355	48	16	0.882	0.882	NUM
gs-4355	48	17	×	×	NOUN
gs-4355	48	18	platelets	platelet	NOUN
gs-4355	48	19	×	×	NOUN
gs-4355	48	20	1.000/	1.000/	NUM
gs-4355	48	21	l	l	NOUN
gs-4355	49	1	[	[	X
gs-4355	49	2	155	155	NUM
gs-4355	49	3	219	219	NUM
gs-4355	49	4	]	]	PUNCT
gs-4355	49	5	2.233	2.233	NUM
gs-4355	49	6	×	×	NOUN
gs-4355	49	7	platelets	platelet	VERB
gs-4355	49	8	×	×	NOUN
gs-4355	49	9	1.000/	1.000/	NUM
gs-4355	49	10	l	l	NOUN
gs-4355	50	1	[	[	X
gs-4355	50	2	<	<	X
gs-4355	50	3	155	155	NUM
gs-4355	50	4	]	]	SYM
gs-4355	50	5	]	]	X
gs-4355	50	6	)	)	PUNCT
gs-4355	50	7	.	.	PUNCT
gs-4355	51	1	fibrotest	fibrotest	NOUN
gs-4355	51	2	(	(	PUNCT
gs-4355	51	3	4.467	4.467	NUM
gs-4355	51	4	×	×	NOUN
gs-4355	51	5	log	log	NOUN
gs-4355	51	6	2	2	NUM
gs-4355	51	7	-	-	PUNCT
gs-4355	51	8	mg	mg	NUM
gs-4355	51	9	)	)	PUNCT
gs-4355	51	10	)	)	PUNCT
gs-4355	51	11	–	–	PUNCT
gs-4355	51	12	(	(	PUNCT
gs-4355	51	13	1.357	1.357	NUM
gs-4355	51	14	×	×	NOUN
gs-4355	51	15	log	log	NOUN
gs-4355	51	16	(	(	PUNCT
gs-4355	51	17	haptoglobin	haptoglobin	NOUN
gs-4355	51	18	)	)	PUNCT
gs-4355	51	19	)	)	PUNCT
gs-4355	52	1	+	+	CCONJ
gs-4355	52	2	(	(	PUNCT
gs-4355	52	3	1.017	1.017	NUM
gs-4355	52	4	×	×	NOUN
gs-4355	52	5	log	log	NOUN
gs-4355	52	6	(	(	PUNCT
gs-4355	52	7	ggt	ggt	NOUN
gs-4355	52	8	)	)	PUNCT
gs-4355	52	9	)	)	PUNCT
gs-4355	53	1	+	+	CCONJ
gs-4355	53	2	(	(	PUNCT
gs-4355	53	3	0.0281	0.0281	NUM
gs-4355	53	4	×	×	NOUN
gs-4355	53	5	age	age	NOUN
gs-4355	53	6	(	(	PUNCT
gs-4355	53	7	year	year	NOUN
gs-4355	53	8	)	)	PUNCT
gs-4355	53	9	)	)	PUNCT
gs-4355	54	1	+	+	CCONJ
gs-4355	54	2	(	(	PUNCT
gs-4355	54	3	1.737	1.737	NUM
gs-4355	54	4	×	×	NOUN
gs-4355	54	5	log	log	NOUN
gs-4355	54	6	(	(	PUNCT
gs-4355	54	7	total	total	ADJ
gs-4355	54	8	bilirubin	bilirubin	NOUN
gs-4355	54	9	)	)	PUNCT
gs-4355	54	10	)	)	PUNCT
gs-4355	54	11	–	–	PUNCT
gs-4355	54	12	(	(	PUNCT
gs-4355	54	13	1.184	1.184	NUM
gs-4355	54	14	×	×	NOUN
gs-4355	54	15	apoa1	apoa1	X
gs-4355	54	16	)	)	PUNCT
gs-4355	55	1	+	+	CCONJ
gs-4355	55	2	(	(	PUNCT
gs-4355	55	3	0.301	0.301	NUM
gs-4355	55	4	×	×	NOUN
gs-4355	55	5	sex	sex	NOUN
gs-4355	55	6	(	(	PUNCT
gs-4355	55	7	male	male	NOUN
gs-4355	55	8	=	=	SYM
gs-4355	55	9	1	1	NUM
gs-4355	55	10	,	,	PUNCT
gs-4355	55	11	female	female	ADJ
gs-4355	55	12	=	=	NOUN
gs-4355	55	13	0	0	NUM
gs-4355	55	14	)	)	PUNCT
gs-4355	55	15	)	)	PUNCT
gs-4355	55	16	–	–	PUNCT
gs-4355	55	17	5.540	5.540	NUM
gs-4355	55	18	bard	bard	ADJ
gs-4355	55	19	score	score	NOUN
gs-4355	55	20	ast	ast	PROPN
gs-4355	55	21	/	/	PUNCT
gs-4355	55	22	alt	alt	VERB
gs-4355	55	23	>	>	X
gs-4355	55	24	0.8	0.8	NUM
gs-4355	55	25	2	2	NUM
gs-4355	55	26	points	point	NOUN
gs-4355	55	27	,	,	PUNCT
gs-4355	55	28	bmi	bmi	X
gs-4355	55	29	>	>	X
gs-4355	55	30	28	28	NUM
gs-4355	55	31	1	1	NUM
gs-4355	55	32	point	point	NOUN
gs-4355	55	33	,	,	PUNCT
gs-4355	55	34	diabetes	diabetes	NOUN
gs-4355	55	35	diagnosis	diagnosis	NOUN
gs-4355	55	36	1	1	NUM
gs-4355	55	37	point	point	NOUN
gs-4355	55	38	georgian	georgian	NOUN
gs-4355	55	39	scientists/	scientists/	NUM
gs-4355	55	40	.	.	PUNCT
gs-4355	56	1	7	7	NUM
gs-4355	56	2	n	n	DET
gs-4355	56	3	4	4	NUM
gs-4355	56	4	,	,	PUNCT
gs-4355	56	5	2025	2025	NUM
gs-4355	56	6	505	505	NUM
gs-4355	56	7	fib-4	fib-4	NUM
gs-4355	56	8	fib-4	fib-4	NUM
gs-4355	56	9	index	index	NOUN
gs-4355	56	10	which	which	PRON
gs-4355	56	11	uses	use	VERB
gs-4355	56	12	a	a	DET
gs-4355	56	13	patient	patient	NOUN
gs-4355	56	14	's	's	PART
gs-4355	56	15	age	age	NOUN
gs-4355	56	16	,	,	PUNCT
gs-4355	56	17	ast	ast	NOUN
gs-4355	56	18	and	and	CCONJ
gs-4355	56	19	alt	alt	VERB
gs-4355	56	20	serum	serum	NOUN
gs-4355	56	21	activities	activity	NOUN
gs-4355	56	22	,	,	PUNCT
gs-4355	56	23	and	and	CCONJ
gs-4355	56	24	platelet	platelet	NOUN
gs-4355	56	25	concentration	concentration	NOUN
gs-4355	56	26	(	(	PUNCT
gs-4355	56	27	table	table	NOUN
gs-4355	56	28	1	1	NUM
gs-4355	56	29	)	)	PUNCT
gs-4355	56	30	.	.	PUNCT
gs-4355	57	1	it	it	PRON
gs-4355	57	2	is	be	AUX
gs-4355	57	3	widely	widely	ADV
gs-4355	57	4	used	use	VERB
gs-4355	57	5	serum	serum	NOUN
gs-4355	57	6	index	index	NOUN
gs-4355	57	7	for	for	ADP
gs-4355	57	8	staging	stage	VERB
gs-4355	57	9	fibrosis	fibrosis	NOUN
gs-4355	57	10	as	as	ADP
gs-4355	57	11	a	a	DET
gs-4355	57	12	first	first	ADJ
gs-4355	57	13	step	step	NOUN
gs-4355	57	14	.	.	PUNCT
gs-4355	58	1	it	it	PRON
gs-4355	58	2	’s	’s	AUX
gs-4355	58	3	recommended	recommend	VERB
gs-4355	58	4	as	as	ADP
gs-4355	58	5	a	a	DET
gs-4355	58	6	first	first	ADJ
gs-4355	58	7	-	-	PUNCT
gs-4355	58	8	line	line	NOUN
gs-4355	58	9	assessment	assessment	NOUN
gs-4355	58	10	in	in	ADP
gs-4355	58	11	major	major	ADJ
gs-4355	58	12	clinical	clinical	ADJ
gs-4355	58	13	guidelines	guideline	NOUN
gs-4355	58	14	,	,	PUNCT
gs-4355	58	15	including	include	VERB
gs-4355	58	16	the	the	DET
gs-4355	58	17	american	american	PROPN
gs-4355	58	18	association	association	PROPN
gs-4355	58	19	for	for	ADP
gs-4355	58	20	the	the	DET
gs-4355	58	21	study	study	NOUN
gs-4355	58	22	of	of	ADP
gs-4355	58	23	liver	liver	NOUN
gs-4355	58	24	diseases	disease	NOUN
gs-4355	58	25	(	(	PUNCT
gs-4355	58	26	aasld	aasld	NOUN
gs-4355	58	27	)	)	PUNCT
gs-4355	58	28	practice	practice	NOUN
gs-4355	58	29	guidance	guidance	NOUN
gs-4355	58	30	for	for	ADP
gs-4355	58	31	managing	manage	VERB
gs-4355	58	32	metabolic	metabolic	NOUN
gs-4355	58	33	dysfunction	dysfunction	NOUN
gs-4355	58	34	-	-	PUNCT
gs-4355	58	35	associated	associate	VERB
gs-4355	58	36	steatotic	steatotic	ADJ
gs-4355	58	37	liver	liver	NOUN
gs-4355	58	38	disease	disease	NOUN
gs-4355	58	39	(	(	PUNCT
gs-4355	58	40	mafld	mafld	NOUN
gs-4355	58	41	)	)	PUNCT
gs-4355	58	42	(	(	PUNCT
gs-4355	58	43	16	16	NUM
gs-4355	58	44	)	)	PUNCT
gs-4355	58	45	.	.	PUNCT
gs-4355	59	1	the	the	DET
gs-4355	59	2	most	most	ADV
gs-4355	59	3	accepted	accept	VERB
gs-4355	59	4	fib-4	fib-4	PUNCT
gs-4355	59	5	cut	cut	VERB
gs-4355	59	6	-	-	PUNCT
gs-4355	59	7	off	off	NOUN
gs-4355	59	8	for	for	ADP
gs-4355	59	9	advanced	advanced	ADJ
gs-4355	59	10	fibrosis	fibrosis	NOUN
gs-4355	59	11	is	be	AUX
gs-4355	59	12	2.67	2.67	NUM
gs-4355	59	13	(	(	PUNCT
gs-4355	59	14	17	17	NUM
gs-4355	59	15	)	)	PUNCT
gs-4355	59	16	it	it	PRON
gs-4355	59	17	is	be	AUX
gs-4355	59	18	important	important	ADJ
gs-4355	59	19	to	to	PART
gs-4355	59	20	note	note	VERB
gs-4355	59	21	that	that	SCONJ
gs-4355	59	22	the	the	DET
gs-4355	59	23	specific	specific	ADJ
gs-4355	59	24	cutoff	cutoff	NOUN
gs-4355	59	25	values	value	NOUN
gs-4355	59	26	can	can	AUX
gs-4355	59	27	vary	vary	VERB
gs-4355	59	28	slightly	slightly	ADV
gs-4355	59	29	depending	depend	VERB
gs-4355	59	30	on	on	ADP
gs-4355	59	31	the	the	DET
gs-4355	59	32	patient	patient	ADJ
gs-4355	59	33	population	population	NOUN
gs-4355	59	34	and	and	CCONJ
gs-4355	59	35	age	age	NOUN
gs-4355	59	36	.	.	PUNCT
gs-4355	60	1	according	accord	VERB
gs-4355	60	2	to	to	ADP
gs-4355	60	3	a	a	DET
gs-4355	60	4	study	study	NOUN
gs-4355	60	5	by	by	ADP
gs-4355	60	6	itakura	itakura	PROPN
gs-4355	60	7	et	et	PROPN
gs-4355	60	8	al	al	PROPN
gs-4355	60	9	.	.	PROPN
gs-4355	61	1	(	(	PUNCT
gs-4355	61	2	18	18	NUM
gs-4355	61	3	)	)	PUNCT
gs-4355	61	4	the	the	DET
gs-4355	61	5	fib-4	fib-4	ADJ
gs-4355	61	6	index	index	NOUN
gs-4355	61	7	has	have	VERB
gs-4355	61	8	an	an	DET
gs-4355	61	9	accuracy	accuracy	NOUN
gs-4355	61	10	rate	rate	NOUN
gs-4355	61	11	of	of	ADP
gs-4355	61	12	approximately	approximately	ADV
gs-4355	61	13	71	71	NUM
gs-4355	61	14	%	%	NOUN
gs-4355	61	15	for	for	ADP
gs-4355	61	16	diagnosing	diagnose	VERB
gs-4355	61	17	cirrhosis	cirrhosis	NOUN
gs-4355	61	18	in	in	ADP
gs-4355	61	19	patients	patient	NOUN
gs-4355	61	20	with	with	ADP
gs-4355	61	21	chronic	chronic	ADJ
gs-4355	61	22	hepatitis	hepatitis	PROPN
gs-4355	61	23	b	b	PROPN
gs-4355	61	24	(	(	PUNCT
gs-4355	61	25	hbv	hbv	NOUN
gs-4355	61	26	)	)	PUNCT
gs-4355	61	27	.	.	PUNCT
gs-4355	62	1	multiple	multiple	ADJ
gs-4355	62	2	meta	meta	ADJ
gs-4355	62	3	-	-	PUNCT
gs-4355	62	4	analyses	analysis	NOUN
gs-4355	62	5	(	(	PUNCT
gs-4355	62	6	19	19	NUM
gs-4355	62	7	)	)	PUNCT
gs-4355	62	8	(	(	PUNCT
gs-4355	62	9	20	20	NUM
gs-4355	62	10	)	)	PUNCT
gs-4355	62	11	have	have	AUX
gs-4355	62	12	found	find	VERB
gs-4355	62	13	that	that	SCONJ
gs-4355	62	14	both	both	CCONJ
gs-4355	62	15	the	the	DET
gs-4355	62	16	fib-4	fib-4	ADJ
gs-4355	62	17	and	and	CCONJ
gs-4355	62	18	apri	apri	PROPN
gs-4355	62	19	scores	score	NOUN
gs-4355	62	20	are	be	AUX
gs-4355	62	21	effective	effective	ADJ
gs-4355	62	22	for	for	ADP
gs-4355	62	23	assessing	assess	VERB
gs-4355	62	24	fibrosis	fibrosis	NOUN
gs-4355	62	25	in	in	ADP
gs-4355	62	26	patients	patient	NOUN
gs-4355	62	27	with	with	ADP
gs-4355	62	28	chronic	chronic	ADJ
gs-4355	62	29	hepatitis	hepatitis	PROPN
gs-4355	62	30	b	b	PROPN
gs-4355	62	31	,	,	PUNCT
gs-4355	62	32	but	but	CCONJ
gs-4355	62	33	one	one	NUM
gs-4355	62	34	study	study	NOUN
gs-4355	62	35	(	(	PUNCT
gs-4355	62	36	21	21	NUM
gs-4355	62	37	)	)	PUNCT
gs-4355	62	38	found	find	VERB
gs-4355	62	39	that	that	SCONJ
gs-4355	62	40	fib-4	fib-4	PUNCT
gs-4355	62	41	has	have	VERB
gs-4355	62	42	a	a	DET
gs-4355	62	43	higher	high	ADJ
gs-4355	62	44	diagnostic	diagnostic	ADJ
gs-4355	62	45	accuracy	accuracy	NOUN
gs-4355	62	46	than	than	ADP
gs-4355	62	47	apri	apri	NOUN
gs-4355	62	48	for	for	ADP
gs-4355	62	49	predicting	predict	VERB
gs-4355	62	50	moderate	moderate	ADJ
gs-4355	62	51	to	to	ADP
gs-4355	62	52	advanced	advanced	ADJ
gs-4355	62	53	fibrosis	fibrosis	NOUN
gs-4355	62	54	and	and	CCONJ
gs-4355	62	55	cirrhosis	cirrhosis	NOUN
gs-4355	62	56	.	.	PUNCT
gs-4355	63	1	the	the	DET
gs-4355	63	2	fib-4	fib-4	NUM
gs-4355	63	3	index	index	NOUN
gs-4355	63	4	is	be	AUX
gs-4355	63	5	a	a	DET
gs-4355	63	6	practical	practical	ADJ
gs-4355	63	7	and	and	CCONJ
gs-4355	63	8	valuable	valuable	ADJ
gs-4355	63	9	tool	tool	NOUN
gs-4355	63	10	for	for	ADP
gs-4355	63	11	screening	screen	VERB
gs-4355	63	12	for	for	ADP
gs-4355	63	13	liver	liver	NOUN
gs-4355	63	14	fibrosis	fibrosis	NOUN
gs-4355	63	15	,	,	PUNCT
gs-4355	63	16	primarily	primarily	ADV
gs-4355	63	17	due	due	ADP
gs-4355	63	18	to	to	ADP
gs-4355	63	19	its	its	PRON
gs-4355	63	20	high	high	ADJ
gs-4355	63	21	negative	negative	ADJ
gs-4355	63	22	predictive	predictive	ADJ
gs-4355	63	23	value	value	NOUN
gs-4355	63	24	(	(	PUNCT
gs-4355	63	25	npv	npv	NOUN
gs-4355	63	26	)	)	PUNCT
gs-4355	63	27	(	(	PUNCT
gs-4355	63	28	22	22	NUM
gs-4355	63	29	)	)	PUNCT
gs-4355	63	30	.	.	PUNCT
gs-4355	64	1	this	this	PRON
gs-4355	64	2	means	mean	VERB
gs-4355	64	3	a	a	DET
gs-4355	64	4	cutoff	cutoff	NOUN
gs-4355	64	5	of	of	ADP
gs-4355	64	6	1.3	1.3	NUM
gs-4355	64	7	can	can	AUX
gs-4355	64	8	effectively	effectively	ADV
gs-4355	64	9	rule	rule	VERB
gs-4355	64	10	out	out	ADP
gs-4355	64	11	advanced	advanced	ADJ
gs-4355	64	12	fibrosis	fibrosis	NOUN
gs-4355	64	13	(	(	PUNCT
gs-4355	64	14	23	23	NUM
gs-4355	64	15	)	)	PUNCT
gs-4355	64	16	.	.	PUNCT
gs-4355	65	1	however	however	ADV
gs-4355	65	2	,	,	PUNCT
gs-4355	65	3	the	the	DET
gs-4355	65	4	effectiveness	effectiveness	NOUN
gs-4355	65	5	of	of	ADP
gs-4355	65	6	the	the	DET
gs-4355	65	7	fib-4	fib-4	ADJ
gs-4355	65	8	index	index	NOUN
gs-4355	65	9	changes	change	NOUN
gs-4355	65	10	with	with	ADP
gs-4355	65	11	age	age	NOUN
gs-4355	65	12	.	.	PUNCT
gs-4355	66	1	in	in	ADP
gs-4355	66	2	patients	patient	NOUN
gs-4355	66	3	aged	age	VERB
gs-4355	66	4	65	65	NUM
gs-4355	66	5	or	or	CCONJ
gs-4355	66	6	older	old	ADJ
gs-4355	66	7	,	,	PUNCT
gs-4355	66	8	the	the	DET
gs-4355	66	9	score	score	NOUN
gs-4355	66	10	's	's	PART
gs-4355	66	11	specificity	specificity	NOUN
gs-4355	66	12	for	for	ADP
gs-4355	66	13	advanced	advanced	ADJ
gs-4355	66	14	fibrosis	fibrosis	NOUN
gs-4355	66	15	is	be	AUX
gs-4355	66	16	lower	low	ADJ
gs-4355	66	17	,	,	PUNCT
gs-4355	66	18	which	which	PRON
gs-4355	66	19	leads	lead	VERB
gs-4355	66	20	to	to	ADP
gs-4355	66	21	a	a	DET
gs-4355	66	22	higher	high	ADJ
gs-4355	66	23	rate	rate	NOUN
gs-4355	66	24	of	of	ADP
gs-4355	66	25	false	false	ADJ
gs-4355	66	26	positives	positive	NOUN
gs-4355	66	27	.	.	PUNCT
gs-4355	67	1	a	a	DET
gs-4355	67	2	higher	high	ADJ
gs-4355	67	3	cut	cut	NOUN
gs-4355	67	4	-	-	PUNCT
gs-4355	67	5	off	off	NOUN
gs-4355	67	6	of	of	ADP
gs-4355	67	7	2.0	2.0	NUM
gs-4355	67	8	is	be	AUX
gs-4355	67	9	recommended	recommend	VERB
gs-4355	67	10	for	for	ADP
gs-4355	67	11	this	this	DET
gs-4355	67	12	age	age	NOUN
gs-4355	67	13	group	group	NOUN
gs-4355	67	14	(	(	PUNCT
gs-4355	67	15	24	24	NUM
gs-4355	67	16	)	)	PUNCT
gs-4355	67	17	.	.	PUNCT
gs-4355	68	1	even	even	ADV
gs-4355	68	2	with	with	ADP
gs-4355	68	3	its	its	PRON
gs-4355	68	4	usefulness	usefulness	NOUN
gs-4355	68	5	,	,	PUNCT
gs-4355	68	6	a	a	DET
gs-4355	68	7	single	single	ADJ
gs-4355	68	8	fib-4	fib-4	NUM
gs-4355	68	9	test	test	NOUN
gs-4355	68	10	may	may	AUX
gs-4355	68	11	not	not	PART
gs-4355	68	12	be	be	AUX
gs-4355	68	13	sufficient	sufficient	ADJ
gs-4355	68	14	to	to	PART
gs-4355	68	15	rule	rule	VERB
gs-4355	68	16	out	out	ADP
gs-4355	68	17	metabolic	metabolic	NOUN
gs-4355	68	18	dysfunction	dysfunction	NOUN
gs-4355	68	19	-	-	PUNCT
gs-4355	68	20	associated	associate	VERB
gs-4355	68	21	steatotic	steatotic	ADJ
gs-4355	68	22	liver	liver	NOUN
gs-4355	68	23	disease	disease	NOUN
gs-4355	68	24	(	(	PUNCT
gs-4355	68	25	mafld	mafld	NOUN
gs-4355	68	26	)	)	PUNCT
gs-4355	68	27	in	in	ADP
gs-4355	68	28	patients	patient	NOUN
gs-4355	68	29	with	with	ADP
gs-4355	68	30	a	a	DET
gs-4355	68	31	high	high	ADJ
gs-4355	68	32	prevalence	prevalence	NOUN
gs-4355	68	33	of	of	ADP
gs-4355	68	34	diabetics	diabetic	NOUN
gs-4355	68	35	.	.	PUNCT
gs-4355	69	1	if	if	SCONJ
gs-4355	69	2	there	there	PRON
gs-4355	69	3	is	be	VERB
gs-4355	69	4	suspicion	suspicion	NOUN
gs-4355	69	5	of	of	ADP
gs-4355	69	6	advanced	advanced	ADJ
gs-4355	69	7	fibrosis	fibrosis	NOUN
gs-4355	69	8	,	,	PUNCT
gs-4355	69	9	it	it	PRON
gs-4355	69	10	is	be	AUX
gs-4355	69	11	recommended	recommend	VERB
gs-4355	69	12	to	to	PART
gs-4355	69	13	re	re	VERB
gs-4355	69	14	-	-	VERB
gs-4355	69	15	evaluate	evaluate	VERB
gs-4355	69	16	the	the	DET
gs-4355	69	17	patient	patient	NOUN
gs-4355	69	18	or	or	CCONJ
gs-4355	69	19	use	use	VERB
gs-4355	69	20	more	more	ADV
gs-4355	69	21	specific	specific	ADJ
gs-4355	69	22	diagnostic	diagnostic	ADJ
gs-4355	69	23	methods	method	NOUN
gs-4355	69	24	(	(	PUNCT
gs-4355	69	25	25	25	NUM
gs-4355	69	26	)	)	PUNCT
gs-4355	69	27	.	.	PUNCT
gs-4355	70	1	1.1.1	1.1.1	X
gs-4355	70	2	.	.	PUNCT
gs-4355	71	1	nafld	nafld	ADJ
gs-4355	71	2	fibrosis	fibrosis	NOUN
gs-4355	71	3	score	score	NOUN
gs-4355	71	4	(	(	PUNCT
gs-4355	71	5	nfs	nfs	PROPN
gs-4355	71	6	)	)	PUNCT
gs-4355	71	7	the	the	DET
gs-4355	71	8	nafld	nafld	ADJ
gs-4355	71	9	fibrosis	fibrosis	NOUN
gs-4355	71	10	score	score	NOUN
gs-4355	71	11	(	(	PUNCT
gs-4355	71	12	nfs	nfs	NOUN
gs-4355	71	13	)	)	PUNCT
gs-4355	71	14	uses	use	VERB
gs-4355	71	15	a	a	DET
gs-4355	71	16	more	more	ADV
gs-4355	71	17	comprehensive	comprehensive	ADJ
gs-4355	71	18	set	set	NOUN
gs-4355	71	19	of	of	ADP
gs-4355	71	20	parameters	parameter	NOUN
gs-4355	71	21	than	than	ADP
gs-4355	71	22	fib-4	fib-4	NUM
gs-4355	71	23	,	,	PUNCT
gs-4355	71	24	including	include	VERB
gs-4355	71	25	bmi	bmi	NOUN
gs-4355	71	26	,	,	PUNCT
gs-4355	71	27	the	the	DET
gs-4355	71	28	presence	presence	NOUN
gs-4355	71	29	of	of	ADP
gs-4355	71	30	diabetes	diabetes	NOUN
gs-4355	71	31	,	,	PUNCT
gs-4355	71	32	and	and	CCONJ
gs-4355	71	33	albumin	albumin	ADJ
gs-4355	71	34	levels	level	NOUN
gs-4355	71	35	,	,	PUNCT
gs-4355	71	36	in	in	ADP
gs-4355	71	37	addition	addition	NOUN
gs-4355	71	38	to	to	ADP
gs-4355	71	39	the	the	DET
gs-4355	71	40	components	component	NOUN
gs-4355	71	41	shared	share	VERB
gs-4355	71	42	with	with	ADP
gs-4355	71	43	fib-4	fib-4	NUM
gs-4355	71	44	.	.	PUNCT
gs-4355	72	1	(	(	PUNCT
gs-4355	72	2	table	table	NOUN
gs-4355	72	3	1	1	NUM
gs-4355	72	4	)	)	PUNCT
gs-4355	72	5	.	.	PUNCT
gs-4355	73	1	the	the	DET
gs-4355	73	2	european	european	PROPN
gs-4355	73	3	association	association	PROPN
gs-4355	73	4	for	for	ADP
gs-4355	73	5	the	the	DET
gs-4355	73	6	study	study	NOUN
gs-4355	73	7	of	of	ADP
gs-4355	73	8	the	the	DET
gs-4355	73	9	liver	liver	NOUN
gs-4355	73	10	(	(	PUNCT
gs-4355	73	11	easl	easl	NOUN
gs-4355	73	12	)	)	PUNCT
gs-4355	73	13	,	,	PUNCT
gs-4355	73	14	european	european	PROPN
gs-4355	73	15	association	association	PROPN
gs-4355	73	16	for	for	ADP
gs-4355	73	17	the	the	DET
gs-4355	73	18	study	study	NOUN
gs-4355	73	19	of	of	ADP
gs-4355	73	20	diabetes	diabetes	NOUN
gs-4355	73	21	(	(	PUNCT
gs-4355	73	22	easd	easd	NOUN
gs-4355	73	23	)	)	PUNCT
gs-4355	73	24	,	,	PUNCT
gs-4355	73	25	and	and	CCONJ
gs-4355	73	26	european	european	PROPN
gs-4355	73	27	association	association	PROPN
gs-4355	73	28	for	for	ADP
gs-4355	73	29	the	the	DET
gs-4355	73	30	study	study	NOUN
gs-4355	73	31	of	of	ADP
gs-4355	73	32	obesity	obesity	NOUN
gs-4355	73	33	(	(	PUNCT
gs-4355	73	34	easo	easo	NOUN
gs-4355	73	35	)	)	PUNCT
gs-4355	73	36	clinical	clinical	ADJ
gs-4355	73	37	practice	practice	NOUN
gs-4355	73	38	guidelines	guideline	NOUN
gs-4355	73	39	recommend	recommend	VERB
gs-4355	73	40	using	use	VERB
gs-4355	73	41	the	the	DET
gs-4355	73	42	nfs	nfs	NOUN
gs-4355	73	43	for	for	ADP
gs-4355	73	44	diagnosing	diagnose	VERB
gs-4355	73	45	advanced	advanced	ADJ
gs-4355	73	46	liver	liver	NOUN
gs-4355	73	47	fibrosis	fibrosis	NOUN
gs-4355	73	48	in	in	ADP
gs-4355	73	49	patients	patient	NOUN
gs-4355	73	50	with	with	ADP
gs-4355	73	51	mafld	mafld	NOUN
gs-4355	73	52	(	(	PUNCT
gs-4355	73	53	26	26	NUM
gs-4355	73	54	)	)	PUNCT
gs-4355	73	55	.	.	PUNCT
gs-4355	74	1	however	however	ADV
gs-4355	74	2	,	,	PUNCT
gs-4355	74	3	despite	despite	SCONJ
gs-4355	74	4	their	their	PRON
gs-4355	74	5	practicability	practicability	NOUN
gs-4355	74	6	,	,	PUNCT
gs-4355	74	7	when	when	SCONJ
gs-4355	74	8	used	use	VERB
gs-4355	74	9	in	in	ADP
gs-4355	74	10	the	the	DET
gs-4355	74	11	general	general	ADJ
gs-4355	74	12	population	population	NOUN
gs-4355	74	13	,	,	PUNCT
gs-4355	74	14	they	they	PRON
gs-4355	74	15	can	can	AUX
gs-4355	74	16	have	have	VERB
gs-4355	74	17	a	a	DET
gs-4355	74	18	significant	significant	ADJ
gs-4355	74	19	number	number	NOUN
gs-4355	74	20	of	of	ADP
gs-4355	74	21	false	false	ADJ
gs-4355	74	22	-	-	PUNCT
gs-4355	74	23	positive	positive	ADJ
gs-4355	74	24	and	and	CCONJ
gs-4355	74	25	false	false	ADJ
gs-4355	74	26	-	-	PUNCT
gs-4355	74	27	negative	negative	ADJ
gs-4355	74	28	results	result	NOUN
gs-4355	74	29	.	.	PUNCT
gs-4355	75	1	because	because	SCONJ
gs-4355	75	2	of	of	ADP
gs-4355	75	3	this	this	PRON
gs-4355	75	4	,	,	PUNCT
gs-4355	75	5	their	their	PRON
gs-4355	75	6	use	use	NOUN
gs-4355	75	7	is	be	AUX
gs-4355	75	8	typically	typically	ADV
gs-4355	75	9	restricted	restrict	VERB
gs-4355	75	10	to	to	ADP
gs-4355	75	11	individuals	individual	NOUN
gs-4355	75	12	at	at	ADP
gs-4355	75	13	higher	high	ADJ
gs-4355	75	14	risk	risk	NOUN
gs-4355	75	15	for	for	ADP
gs-4355	75	16	liver	liver	NOUN
gs-4355	75	17	disease	disease	NOUN
gs-4355	75	18	(	(	PUNCT
gs-4355	75	19	27	27	NUM
gs-4355	75	20	)	)	PUNCT
gs-4355	75	21	.	.	PUNCT
gs-4355	76	1	1.1.2	1.1.2	X
gs-4355	76	2	.	.	PUNCT
gs-4355	76	3	ast	ast	NOUN
gs-4355	76	4	to	to	ADP
gs-4355	76	5	platelets	platelet	NOUN
gs-4355	76	6	ratio	ratio	NOUN
gs-4355	76	7	index	index	NOUN
gs-4355	76	8	the	the	DET
gs-4355	76	9	ast	ast	NOUN
gs-4355	76	10	to	to	PART
gs-4355	76	11	platelet	platelet	NOUN
gs-4355	76	12	ratio	ratio	NOUN
gs-4355	76	13	index	index	NOUN
gs-4355	76	14	(	(	PUNCT
gs-4355	76	15	apri	apri	PROPN
gs-4355	76	16	)	)	PUNCT
gs-4355	76	17	was	be	AUX
gs-4355	76	18	initially	initially	ADV
gs-4355	76	19	developed	develop	VERB
gs-4355	76	20	to	to	PART
gs-4355	76	21	determine	determine	VERB
gs-4355	76	22	the	the	DET
gs-4355	76	23	presence	presence	NOUN
gs-4355	76	24	of	of	ADP
gs-4355	76	25	liver	liver	NOUN
gs-4355	76	26	fibrosis	fibrosis	NOUN
gs-4355	76	27	and	and	CCONJ
gs-4355	76	28	to	to	PART
gs-4355	76	29	distinguish	distinguish	VERB
gs-4355	76	30	between	between	ADP
gs-4355	76	31	different	different	ADJ
gs-4355	76	32	stages	stage	NOUN
gs-4355	76	33	of	of	ADP
gs-4355	76	34	fibrosis	fibrosis	NOUN
gs-4355	76	35	and	and	CCONJ
gs-4355	76	36	cirrhosis	cirrhosis	NOUN
gs-4355	76	37	in	in	ADP
gs-4355	76	38	patients	patient	NOUN
gs-4355	76	39	with	with	ADP
gs-4355	76	40	hepatitis	hepatitis	PROPN
gs-4355	76	41	c	c	PROPN
gs-4355	76	42	virus	virus	NOUN
gs-4355	76	43	(	(	PUNCT
gs-4355	76	44	hcv	hcv	PROPN
gs-4355	76	45	)	)	PUNCT
gs-4355	76	46	(	(	PUNCT
gs-4355	76	47	28	28	NUM
gs-4355	76	48	)	)	PUNCT
gs-4355	76	49	.	.	PUNCT
gs-4355	77	1	a	a	DET
gs-4355	77	2	modified	modify	VERB
gs-4355	77	3	apri	apri	NOUN
gs-4355	77	4	(	(	PUNCT
gs-4355	77	5	m	m	NOUN
gs-4355	77	6	-	-	NOUN
gs-4355	77	7	apri	apri	NOUN
gs-4355	77	8	)	)	PUNCT
gs-4355	77	9	which	which	PRON
gs-4355	77	10	incorporates	incorporate	VERB
gs-4355	77	11	georgian	georgian	PROPN
gs-4355	77	12	scientists/	scientists/	NUM
gs-4355	77	13	.	.	PUNCT
gs-4355	78	1	7	7	NUM
gs-4355	78	2	n	n	DET
gs-4355	78	3	4	4	NUM
gs-4355	78	4	,	,	PUNCT
gs-4355	78	5	2025	2025	NUM
gs-4355	78	6	506	506	NUM
gs-4355	78	7	age	age	NOUN
gs-4355	78	8	and	and	CCONJ
gs-4355	78	9	serum	serum	NOUN
gs-4355	78	10	albumin	albumin	ADJ
gs-4355	78	11	levels	level	NOUN
gs-4355	78	12	in	in	ADP
gs-4355	78	13	the	the	DET
gs-4355	78	14	apri	apri	ADJ
gs-4355	78	15	formula	formula	NOUN
gs-4355	78	16	has	have	AUX
gs-4355	78	17	been	be	AUX
gs-4355	78	18	proposed	propose	VERB
gs-4355	78	19	(	(	PUNCT
gs-4355	78	20	table	table	NOUN
gs-4355	78	21	1	1	NUM
gs-4355	78	22	)	)	PUNCT
gs-4355	78	23	(	(	PUNCT
gs-4355	78	24	11	11	NUM
gs-4355	78	25	)	)	PUNCT
gs-4355	78	26	.	.	PUNCT
gs-4355	79	1	the	the	DET
gs-4355	79	2	addition	addition	NOUN
gs-4355	79	3	of	of	ADP
gs-4355	79	4	these	these	DET
gs-4355	79	5	parameters	parameter	NOUN
gs-4355	79	6	has	have	AUX
gs-4355	79	7	been	be	AUX
gs-4355	79	8	shown	show	VERB
gs-4355	79	9	to	to	PART
gs-4355	79	10	improve	improve	VERB
gs-4355	79	11	the	the	DET
gs-4355	79	12	score	score	NOUN
gs-4355	79	13	's	's	PART
gs-4355	79	14	accuracy	accuracy	NOUN
gs-4355	79	15	in	in	ADP
gs-4355	79	16	predicting	predict	VERB
gs-4355	79	17	advanced	advanced	ADJ
gs-4355	79	18	fibrosis	fibrosis	NOUN
gs-4355	79	19	and	and	CCONJ
gs-4355	79	20	cirrhosis	cirrhosis	NOUN
gs-4355	79	21	in	in	ADP
gs-4355	79	22	patients	patient	NOUN
gs-4355	79	23	with	with	ADP
gs-4355	79	24	viral	viral	ADJ
gs-4355	79	25	hepatitis	hepatitis	NOUN
gs-4355	79	26	(	(	PUNCT
gs-4355	79	27	29	29	NUM
gs-4355	79	28	)	)	PUNCT
gs-4355	79	29	.	.	PUNCT
gs-4355	80	1	fibrotest	fibrotest	VERB
gs-4355	80	2	the	the	DET
gs-4355	80	3	fibrotest	fibrotest	NOUN
gs-4355	80	4	®	®	NOUN
gs-4355	80	5	has	have	AUX
gs-4355	80	6	been	be	AUX
gs-4355	80	7	validated	validate	VERB
gs-4355	80	8	for	for	ADP
gs-4355	80	9	use	use	NOUN
gs-4355	80	10	in	in	ADP
gs-4355	80	11	various	various	ADJ
gs-4355	80	12	liver	liver	NOUN
gs-4355	80	13	diseases	disease	NOUN
gs-4355	80	14	,	,	PUNCT
gs-4355	80	15	including	include	VERB
gs-4355	80	16	viral	viral	ADJ
gs-4355	80	17	hepatitis	hepatitis	NOUN
gs-4355	80	18	,	,	PUNCT
gs-4355	80	19	alcohol	alcohol	NOUN
gs-4355	80	20	-	-	PUNCT
gs-4355	80	21	associated	associate	VERB
gs-4355	80	22	liver	liver	NOUN
gs-4355	80	23	disease	disease	NOUN
gs-4355	80	24	,	,	PUNCT
gs-4355	80	25	and	and	CCONJ
gs-4355	80	26	mafld	mafld	NOUN
gs-4355	80	27	(	(	PUNCT
gs-4355	80	28	30	30	NUM
gs-4355	80	29	)	)	PUNCT
gs-4355	80	30	.	.	PUNCT
gs-4355	81	1	to	to	ADP
gs-4355	81	2	the	the	DET
gs-4355	81	3	age	age	NOUN
gs-4355	81	4	and	and	CCONJ
gs-4355	81	5	gender	gender	NOUN
gs-4355	81	6	of	of	ADP
gs-4355	81	7	the	the	DET
gs-4355	81	8	patient	patient	NOUN
gs-4355	81	9	,	,	PUNCT
gs-4355	81	10	it	it	PRON
gs-4355	81	11	combines	combine	VERB
gs-4355	81	12	several	several	ADJ
gs-4355	81	13	serum	serum	NOUN
gs-4355	81	14	biomarkers	biomarker	NOUN
gs-4355	81	15	,	,	PUNCT
gs-4355	81	16	namely	namely	ADV
gs-4355	81	17	alpha-2	alpha-2	PROPN
gs-4355	81	18	-	-	PUNCT
gs-4355	81	19	macroglobulin	macroglobulin	PROPN
gs-4355	81	20	(	(	PUNCT
gs-4355	81	21	a2	a2	PROPN
gs-4355	81	22	m	m	PROPN
gs-4355	81	23	)	)	PUNCT
gs-4355	81	24	,	,	PUNCT
gs-4355	81	25	haptoglobin	haptoglobin	NOUN
gs-4355	81	26	,	,	PUNCT
gs-4355	81	27	apolipoprotein	apolipoprotein	VERB
gs-4355	81	28	a-1	a-1	PROPN
gs-4355	81	29	(	(	PUNCT
gs-4355	81	30	apo	apo	NOUN
gs-4355	81	31	-	-	PUNCT
gs-4355	81	32	a1	a1	NOUN
gs-4355	81	33	)	)	PUNCT
gs-4355	81	34	,	,	PUNCT
gs-4355	81	35	bilirubin	bilirubin	NOUN
gs-4355	81	36	,	,	PUNCT
gs-4355	81	37	and	and	CCONJ
gs-4355	81	38	gamma	gamma	NOUN
gs-4355	81	39	-	-	PUNCT
gs-4355	81	40	glutamyltranspeptidase	glutamyltranspeptidase	NOUN
gs-4355	81	41	(	(	PUNCT
gs-4355	81	42	ggt	ggt	NOUN
gs-4355	81	43	)	)	PUNCT
gs-4355	81	44	(	(	PUNCT
gs-4355	81	45	31	31	NUM
gs-4355	81	46	)	)	PUNCT
gs-4355	81	47	.	.	PUNCT
gs-4355	82	1	a	a	DET
gs-4355	82	2	recent	recent	ADJ
gs-4355	82	3	meta	meta	ADJ
gs-4355	82	4	-	-	PUNCT
gs-4355	82	5	analysis	analysis	NOUN
gs-4355	82	6	by	by	ADP
gs-4355	82	7	vali	vali	PROPN
gs-4355	82	8	et	et	PROPN
gs-4355	82	9	al	al	PROPN
gs-4355	82	10	.	.	PROPN
gs-4355	83	1	(	(	PUNCT
gs-4355	83	2	32	32	NUM
gs-4355	83	3	)	)	PUNCT
gs-4355	83	4	concluded	conclude	VERB
gs-4355	83	5	that	that	SCONJ
gs-4355	83	6	while	while	SCONJ
gs-4355	83	7	fibrotest	fibrotest	NOUN
gs-4355	83	8	has	have	VERB
gs-4355	83	9	an	an	DET
gs-4355	83	10	acceptable	acceptable	ADJ
gs-4355	83	11	performance	performance	NOUN
gs-4355	83	12	for	for	ADP
gs-4355	83	13	detecting	detect	VERB
gs-4355	83	14	cirrhosis	cirrhosis	NOUN
gs-4355	83	15	(	(	PUNCT
gs-4355	83	16	auc	auc	NOUN
gs-4355	83	17	=	=	SYM
gs-4355	83	18	0.92	0.92	NUM
gs-4355	83	19	)	)	PUNCT
gs-4355	83	20	in	in	ADP
gs-4355	83	21	mafld	mafld	NOUN
gs-4355	83	22	patients	patient	NOUN
gs-4355	83	23	,	,	PUNCT
gs-4355	83	24	its	its	PRON
gs-4355	83	25	accuracy	accuracy	NOUN
gs-4355	83	26	is	be	AUX
gs-4355	83	27	limited	limit	VERB
gs-4355	83	28	when	when	SCONJ
gs-4355	83	29	it	it	PRON
gs-4355	83	30	comes	come	VERB
gs-4355	83	31	to	to	ADP
gs-4355	83	32	predicting	predict	VERB
gs-4355	83	33	moderate	moderate	ADJ
gs-4355	83	34	and	and	CCONJ
gs-4355	83	35	advanced	advanced	ADJ
gs-4355	83	36	fibrosis	fibrosis	NOUN
gs-4355	83	37	.	.	PUNCT
gs-4355	84	1	despite	despite	SCONJ
gs-4355	84	2	this	this	PRON
gs-4355	84	3	,	,	PUNCT
gs-4355	84	4	fibrotest	fibrotest	NOUN
gs-4355	84	5	has	have	VERB
gs-4355	84	6	good	good	ADJ
gs-4355	84	7	predictive	predictive	ADJ
gs-4355	84	8	values	value	NOUN
gs-4355	84	9	for	for	ADP
gs-4355	84	10	diagnosing	diagnose	VERB
gs-4355	84	11	liver	liver	NOUN
gs-4355	84	12	fibrosis	fibrosis	NOUN
gs-4355	84	13	in	in	ADP
gs-4355	84	14	mafld	mafld	NOUN
gs-4355	84	15	patients	patient	NOUN
gs-4355	84	16	and	and	CCONJ
gs-4355	84	17	is	be	AUX
gs-4355	84	18	included	include	VERB
gs-4355	84	19	in	in	ADP
gs-4355	84	20	the	the	DET
gs-4355	84	21	easl	easl	NOUN
gs-4355	84	22	-	-	PUNCT
gs-4355	84	23	easd	easd	NOUN
gs-4355	84	24	-	-	PUNCT
gs-4355	84	25	easo	easo	NOUN
gs-4355	84	26	clinical	clinical	ADJ
gs-4355	84	27	practice	practice	NOUN
gs-4355	84	28	guidelines	guideline	NOUN
gs-4355	84	29	(	(	PUNCT
gs-4355	84	30	26	26	NUM
gs-4355	84	31	)	)	PUNCT
gs-4355	84	32	.	.	PUNCT
gs-4355	85	1	1.1.3	1.1.3	X
gs-4355	85	2	.	.	PUNCT
gs-4355	86	1	hepamet	hepamet	ADJ
gs-4355	86	2	fibrosis	fibrosis	NOUN
gs-4355	86	3	score	score	NOUN
gs-4355	86	4	(	(	PUNCT
gs-4355	86	5	hfs	hfs	PROPN
gs-4355	86	6	)	)	PUNCT
gs-4355	86	7	the	the	DET
gs-4355	86	8	hepamet	hepamet	ADJ
gs-4355	86	9	fibrosis	fibrosis	NOUN
gs-4355	86	10	score	score	NOUN
gs-4355	86	11	(	(	PUNCT
gs-4355	86	12	hfs	hfs	PROPN
gs-4355	86	13	)	)	PUNCT
gs-4355	86	14	uses	use	VERB
gs-4355	86	15	variables	variable	NOUN
gs-4355	86	16	also	also	ADV
gs-4355	86	17	used	use	VERB
gs-4355	86	18	by	by	ADP
gs-4355	86	19	other	other	ADJ
gs-4355	86	20	nits	nit	NOUN
gs-4355	86	21	,	,	PUNCT
gs-4355	86	22	like	like	ADP
gs-4355	86	23	age	age	NOUN
gs-4355	86	24	,	,	PUNCT
gs-4355	86	25	presence	presence	NOUN
gs-4355	86	26	of	of	ADP
gs-4355	86	27	diabetes	diabetes	NOUN
gs-4355	86	28	,	,	PUNCT
gs-4355	86	29	ast	ast	NOUN
gs-4355	86	30	,	,	PUNCT
gs-4355	86	31	albumin	albumin	NOUN
gs-4355	86	32	,	,	PUNCT
gs-4355	86	33	and	and	CCONJ
gs-4355	86	34	platelet	platelet	NOUN
gs-4355	86	35	count	count	NOUN
gs-4355	86	36	,	,	PUNCT
gs-4355	86	37	but	but	CCONJ
gs-4355	86	38	also	also	ADV
gs-4355	86	39	gender	gender	NOUN
gs-4355	86	40	and	and	CCONJ
gs-4355	86	41	insulin	insulin	NOUN
gs-4355	86	42	resistance	resistance	NOUN
gs-4355	86	43	assessed	assess	VERB
gs-4355	86	44	by	by	ADP
gs-4355	86	45	the	the	DET
gs-4355	86	46	homeostatic	homeostatic	ADJ
gs-4355	86	47	model	model	NOUN
gs-4355	86	48	assessment	assessment	NOUN
gs-4355	86	49	for	for	ADP
gs-4355	86	50	insulin	insulin	NOUN
gs-4355	86	51	resistance	resistance	NOUN
gs-4355	86	52	(	(	PUNCT
gs-4355	86	53	homa	homa	NOUN
gs-4355	86	54	-	-	PUNCT
gs-4355	86	55	ir	ir	NOUN
gs-4355	86	56	)	)	PUNCT
gs-4355	86	57	(	(	PUNCT
gs-4355	86	58	33	33	NUM
gs-4355	86	59	)	)	PUNCT
gs-4355	86	60	.	.	PUNCT
gs-4355	87	1	hfs	hfs	NOUN
gs-4355	87	2	is	be	AUX
gs-4355	87	3	more	more	ADV
gs-4355	87	4	accurate	accurate	ADJ
gs-4355	87	5	than	than	ADP
gs-4355	87	6	both	both	PRON
gs-4355	87	7	fib-4	fib-4	PUNCT
gs-4355	87	8	and	and	CCONJ
gs-4355	87	9	nfs	nfs	NOUN
gs-4355	87	10	at	at	ADP
gs-4355	87	11	identifying	identify	VERB
gs-4355	87	12	patients	patient	NOUN
gs-4355	87	13	with	with	ADP
gs-4355	87	14	advanced	advanced	ADJ
gs-4355	87	15	fibrosis	fibrosis	NOUN
gs-4355	87	16	.	.	PUNCT
gs-4355	88	1	several	several	ADJ
gs-4355	88	2	studies	study	NOUN
gs-4355	88	3	(	(	PUNCT
gs-4355	88	4	34	34	NUM
gs-4355	88	5	)	)	PUNCT
gs-4355	88	6	(	(	PUNCT
gs-4355	88	7	35	35	NUM
gs-4355	88	8	)	)	PUNCT
gs-4355	88	9	have	have	AUX
gs-4355	88	10	validated	validate	VERB
gs-4355	88	11	its	its	PRON
gs-4355	88	12	thresholds	threshold	NOUN
gs-4355	88	13	and	and	CCONJ
gs-4355	88	14	confirmed	confirm	VERB
gs-4355	88	15	that	that	SCONJ
gs-4355	88	16	hfs	hfs	NOUN
gs-4355	88	17	has	have	VERB
gs-4355	88	18	superior	superior	ADJ
gs-4355	88	19	diagnostic	diagnostic	ADJ
gs-4355	88	20	accuracy	accuracy	NOUN
gs-4355	88	21	and	and	CCONJ
gs-4355	88	22	a	a	DET
gs-4355	88	23	higher	high	ADJ
gs-4355	88	24	negative	negative	ADJ
gs-4355	88	25	predictive	predictive	ADJ
gs-4355	88	26	value	value	NOUN
gs-4355	88	27	(	(	PUNCT
gs-4355	88	28	npv	npv	NOUN
gs-4355	88	29	)	)	PUNCT
gs-4355	88	30	compared	compare	VERB
gs-4355	88	31	to	to	ADP
gs-4355	88	32	nfs	nfs	NOUN
gs-4355	88	33	and	and	CCONJ
gs-4355	88	34	fib-4	fib-4	X
gs-4355	88	35	in	in	ADP
gs-4355	88	36	patients	patient	NOUN
gs-4355	88	37	with	with	ADP
gs-4355	88	38	metabolic	metabolic	NOUN
gs-4355	88	39	hepatic	hepatic	ADJ
gs-4355	88	40	steatosis	steatosis	NOUN
gs-4355	88	41	.	.	PUNCT
gs-4355	89	1	the	the	DET
gs-4355	89	2	hfs	hfs	NOUN
gs-4355	89	3	has	have	AUX
gs-4355	89	4	also	also	ADV
gs-4355	89	5	proven	prove	VERB
gs-4355	89	6	to	to	PART
gs-4355	89	7	be	be	AUX
gs-4355	89	8	as	as	ADV
gs-4355	89	9	reliable	reliable	ADJ
gs-4355	89	10	as	as	ADP
gs-4355	89	11	nfs	nfs	NOUN
gs-4355	89	12	and	and	CCONJ
gs-4355	89	13	fib-4	fib-4	X
gs-4355	89	14	for	for	ADP
gs-4355	89	15	predicting	predict	VERB
gs-4355	89	16	cirrhosis	cirrhosis	NOUN
gs-4355	89	17	,	,	PUNCT
gs-4355	89	18	long	long	ADJ
gs-4355	89	19	-	-	PUNCT
gs-4355	89	20	term	term	NOUN
gs-4355	89	21	liver	liver	NOUN
gs-4355	89	22	-	-	PUNCT
gs-4355	89	23	related	relate	VERB
gs-4355	89	24	events	event	NOUN
gs-4355	89	25	,	,	PUNCT
gs-4355	89	26	hepatocarcinoma	hepatocarcinoma	NOUN
gs-4355	89	27	,	,	PUNCT
gs-4355	89	28	and	and	CCONJ
gs-4355	89	29	overall	overall	ADJ
gs-4355	89	30	mortality	mortality	NOUN
gs-4355	89	31	.	.	PUNCT
gs-4355	90	1	it	it	PRON
gs-4355	90	2	performs	perform	VERB
gs-4355	90	3	particularly	particularly	ADV
gs-4355	90	4	well	well	ADV
gs-4355	90	5	in	in	ADP
gs-4355	90	6	predicting	predict	VERB
gs-4355	90	7	moderate	moderate	ADJ
gs-4355	90	8	and	and	CCONJ
gs-4355	90	9	severe	severe	ADJ
gs-4355	90	10	fibrosis	fibrosis	NOUN
gs-4355	90	11	.	.	PUNCT
gs-4355	91	1	as	as	ADP
gs-4355	91	2	a	a	DET
gs-4355	91	3	newer	new	ADJ
gs-4355	91	4	nit	nit	NOUN
gs-4355	91	5	,	,	PUNCT
gs-4355	91	6	it	it	PRON
gs-4355	91	7	has	have	AUX
gs-4355	91	8	not	not	PART
gs-4355	91	9	been	be	AUX
gs-4355	91	10	as	as	ADV
gs-4355	91	11	extensively	extensively	ADV
gs-4355	91	12	validated	validate	VERB
gs-4355	91	13	as	as	ADP
gs-4355	91	14	other	other	ADJ
gs-4355	91	15	scores	score	NOUN
gs-4355	91	16	,	,	PUNCT
gs-4355	91	17	but	but	CCONJ
gs-4355	91	18	it	it	PRON
gs-4355	91	19	has	have	AUX
gs-4355	91	20	demonstrated	demonstrate	VERB
gs-4355	91	21	sensitivity	sensitivity	NOUN
gs-4355	91	22	and	and	CCONJ
gs-4355	91	23	npv	npv	NOUN
gs-4355	91	24	values	value	NOUN
gs-4355	91	25	ranging	range	VERB
gs-4355	91	26	from	from	ADP
gs-4355	91	27	74	74	NUM
gs-4355	91	28	%	%	NOUN
gs-4355	91	29	to	to	PART
gs-4355	91	30	90	90	NUM
gs-4355	91	31	%	%	NOUN
gs-4355	91	32	and	and	CCONJ
gs-4355	91	33	90	90	NUM
gs-4355	91	34	%	%	NOUN
gs-4355	91	35	to	to	PART
gs-4355	91	36	98	98	NUM
gs-4355	91	37	%	%	NOUN
gs-4355	91	38	,	,	PUNCT
gs-4355	91	39	respectively	respectively	ADV
gs-4355	91	40	(	(	PUNCT
gs-4355	91	41	36	36	NUM
gs-4355	91	42	)	)	PUNCT
gs-4355	91	43	.	.	PUNCT
gs-4355	92	1	bard	bard	ADJ
gs-4355	92	2	score	score	VERB
gs-4355	92	3	the	the	DET
gs-4355	92	4	bard	bard	ADJ
gs-4355	92	5	score	score	NOUN
gs-4355	92	6	,	,	PUNCT
gs-4355	92	7	proposed	propose	VERB
gs-4355	92	8	by	by	ADP
gs-4355	92	9	harrison	harrison	PROPN
gs-4355	92	10	et	et	PROPN
gs-4355	92	11	al.(37	al.(37	PROPN
gs-4355	92	12	)	)	PUNCT
gs-4355	92	13	,	,	PUNCT
gs-4355	92	14	is	be	AUX
gs-4355	92	15	a	a	DET
gs-4355	92	16	non	non	ADJ
gs-4355	92	17	-	-	ADJ
gs-4355	92	18	invasive	invasive	ADJ
gs-4355	92	19	tool	tool	NOUN
gs-4355	92	20	that	that	PRON
gs-4355	92	21	considers	consider	VERB
gs-4355	92	22	three	three	NUM
gs-4355	92	23	factors	factor	NOUN
gs-4355	92	24	to	to	PART
gs-4355	92	25	assess	assess	VERB
gs-4355	92	26	liver	liver	NOUN
gs-4355	92	27	fibrosis	fibrosis	NOUN
gs-4355	92	28	:	:	PUNCT
gs-4355	92	29	the	the	DET
gs-4355	92	30	presence	presence	NOUN
gs-4355	92	31	of	of	ADP
gs-4355	92	32	type	type	NOUN
gs-4355	92	33	2	2	NUM
gs-4355	92	34	diabetes	diabetes	NOUN
gs-4355	92	35	mellitus	mellitus	NOUN
gs-4355	92	36	.	.	PUNCT
gs-4355	93	1	the	the	DET
gs-4355	93	2	patient	patient	NOUN
gs-4355	93	3	’s	’s	PART
gs-4355	93	4	body	body	NOUN
gs-4355	93	5	mass	mass	NOUN
gs-4355	93	6	index	index	NOUN
gs-4355	93	7	(	(	PUNCT
gs-4355	93	8	bmi	bmi	PROPN
gs-4355	93	9	)	)	PUNCT
gs-4355	93	10	.	.	PUNCT
gs-4355	94	1	the	the	DET
gs-4355	94	2	ast	ast	PROPN
gs-4355	94	3	/	/	PUNCT
gs-4355	94	4	alt	alt	VERB
gs-4355	94	5	ratio	ratio	NOUN
gs-4355	94	6	from	from	ADP
gs-4355	94	7	liver	liver	NOUN
gs-4355	94	8	serum	serum	NOUN
gs-4355	94	9	enzyme	enzyme	NOUN
gs-4355	94	10	activity	activity	NOUN
gs-4355	94	11	.	.	PUNCT
gs-4355	95	1	this	this	DET
gs-4355	95	2	score	score	NOUN
gs-4355	95	3	has	have	VERB
gs-4355	95	4	a	a	DET
gs-4355	95	5	high	high	ADJ
gs-4355	95	6	negative	negative	ADJ
gs-4355	95	7	predictive	predictive	ADJ
gs-4355	95	8	value	value	NOUN
gs-4355	95	9	(	(	PUNCT
gs-4355	95	10	npv	npv	NOUN
gs-4355	95	11	)	)	PUNCT
gs-4355	95	12	of	of	ADP
gs-4355	95	13	approximately	approximately	ADV
gs-4355	95	14	96	96	NUM
gs-4355	95	15	%	%	NOUN
gs-4355	95	16	in	in	ADP
gs-4355	95	17	patients	patient	NOUN
gs-4355	95	18	with	with	ADP
gs-4355	95	19	mafld	mafld	NOUN
gs-4355	95	20	(	(	PUNCT
gs-4355	95	21	37	37	NUM
gs-4355	95	22	)	)	PUNCT
gs-4355	95	23	.	.	PUNCT
gs-4355	96	1	georgian	georgian	NOUN
gs-4355	96	2	scientists/	scientists/	NUM
gs-4355	96	3	.	.	PUNCT
gs-4355	97	1	7	7	NUM
gs-4355	97	2	n	n	DET
gs-4355	97	3	4	4	NUM
gs-4355	97	4	,	,	PUNCT
gs-4355	97	5	2025	2025	NUM
gs-4355	97	6	507	507	NUM
gs-4355	97	7	enhanced	enhance	VERB
gs-4355	97	8	liver	liver	NOUN
gs-4355	97	9	fibrosis	fibrosis	NOUN
gs-4355	97	10	(	(	PUNCT
gs-4355	97	11	elf	elf	NOUN
gs-4355	97	12	)	)	PUNCT
gs-4355	97	13	test	test	NOUN
gs-4355	97	14	the	the	DET
gs-4355	97	15	enhanced	enhanced	ADJ
gs-4355	97	16	liver	liver	NOUN
gs-4355	97	17	fibrosis	fibrosis	NOUN
gs-4355	97	18	(	(	PUNCT
gs-4355	97	19	elf	elf	NOUN
gs-4355	97	20	)	)	PUNCT
gs-4355	97	21	test	test	NOUN
gs-4355	97	22	is	be	AUX
gs-4355	97	23	a	a	DET
gs-4355	97	24	blood	blood	NOUN
gs-4355	97	25	test	test	NOUN
gs-4355	97	26	that	that	PRON
gs-4355	97	27	measures	measure	VERB
gs-4355	97	28	three	three	NUM
gs-4355	97	29	direct	direct	ADJ
gs-4355	97	30	markers	marker	NOUN
gs-4355	97	31	of	of	ADP
gs-4355	97	32	fibrosis	fibrosis	NOUN
gs-4355	97	33	:	:	PUNCT
gs-4355	97	34	hyaluronic	hyaluronic	ADJ
gs-4355	97	35	acid	acid	NOUN
gs-4355	97	36	(	(	PUNCT
gs-4355	97	37	ha	ha	INTJ
gs-4355	97	38	)	)	PUNCT
gs-4355	97	39	,	,	PUNCT
gs-4355	97	40	procollagen	procollagen	NOUN
gs-4355	97	41	iii	iii	NUM
gs-4355	97	42	amino	amino	NOUN
gs-4355	97	43	-	-	PUNCT
gs-4355	97	44	terminal	terminal	ADJ
gs-4355	97	45	peptide	peptide	NOUN
gs-4355	97	46	(	(	PUNCT
gs-4355	97	47	piiinp	piiinp	PROPN
gs-4355	97	48	)	)	PUNCT
gs-4355	97	49	,	,	PUNCT
gs-4355	97	50	and	and	CCONJ
gs-4355	97	51	tissue	tissue	NOUN
gs-4355	97	52	inhibitor	inhibitor	NOUN
gs-4355	97	53	of	of	ADP
gs-4355	97	54	metalloproteinase	metalloproteinase	PROPN
gs-4355	97	55	1	1	NUM
gs-4355	97	56	(	(	PUNCT
gs-4355	97	57	timp-1	timp-1	NUM
gs-4355	97	58	)	)	PUNCT
gs-4355	97	59	.	.	PUNCT
gs-4355	98	1	it	it	PRON
gs-4355	98	2	was	be	AUX
gs-4355	98	3	developed	develop	VERB
gs-4355	98	4	in	in	ADP
gs-4355	98	5	a	a	DET
gs-4355	98	6	mixed	mixed	ADJ
gs-4355	98	7	hepatitis	hepatitis	NOUN
gs-4355	98	8	cdominated	cdominate	VERB
gs-4355	98	9	patient	patient	NOUN
gs-4355	98	10	sample	sample	NOUN
gs-4355	98	11	(	(	PUNCT
gs-4355	98	12	38	38	NUM
gs-4355	98	13	)	)	PUNCT
gs-4355	98	14	.	.	PUNCT
gs-4355	99	1	the	the	DET
gs-4355	99	2	elf	elf	NOUN
gs-4355	99	3	test	test	NOUN
gs-4355	99	4	shows	show	VERB
gs-4355	99	5	high	high	ADJ
gs-4355	99	6	diagnostic	diagnostic	ADJ
gs-4355	99	7	accuracy	accuracy	NOUN
gs-4355	99	8	for	for	ADP
gs-4355	99	9	advanced	advanced	ADJ
gs-4355	99	10	liver	liver	NOUN
gs-4355	99	11	fibrosis	fibrosis	NOUN
gs-4355	99	12	with	with	ADP
gs-4355	99	13	auc	auc	ADJ
gs-4355	99	14	values	value	NOUN
gs-4355	99	15	of	of	ADP
gs-4355	99	16	0.83	0.83	NUM
gs-4355	99	17	and	and	CCONJ
gs-4355	99	18	0.92	0.92	NUM
gs-4355	99	19	(	(	PUNCT
gs-4355	99	20	39	39	NUM
gs-4355	99	21	)	)	PUNCT
gs-4355	99	22	.	.	PUNCT
gs-4355	100	1	the	the	DET
gs-4355	100	2	elf	elf	NOUN
gs-4355	100	3	test	test	NOUN
gs-4355	100	4	has	have	AUX
gs-4355	100	5	been	be	AUX
gs-4355	100	6	recommended	recommend	VERB
gs-4355	100	7	by	by	ADP
gs-4355	100	8	the	the	DET
gs-4355	100	9	national	national	PROPN
gs-4355	100	10	institute	institute	PROPN
gs-4355	100	11	for	for	ADP
gs-4355	100	12	health	health	NOUN
gs-4355	100	13	and	and	CCONJ
gs-4355	100	14	care	care	PROPN
gs-4355	100	15	excellence	excellence	PROPN
gs-4355	100	16	(	(	PUNCT
gs-4355	100	17	nice	nice	ADJ
gs-4355	100	18	)	)	PUNCT
gs-4355	100	19	(	(	PUNCT
gs-4355	100	20	40	40	NUM
gs-4355	100	21	)	)	PUNCT
gs-4355	100	22	and	and	CCONJ
gs-4355	100	23	easl	easl	NOUN
gs-4355	100	24	(	(	PUNCT
gs-4355	100	25	41	41	NUM
gs-4355	100	26	)	)	PUNCT
gs-4355	100	27	as	as	ADP
gs-4355	100	28	a	a	DET
gs-4355	100	29	screening	screening	NOUN
gs-4355	100	30	tool	tool	NOUN
gs-4355	100	31	for	for	ADP
gs-4355	100	32	liver	liver	NOUN
gs-4355	100	33	fibrosis	fibrosis	NOUN
gs-4355	100	34	.	.	PUNCT
gs-4355	101	1	imaging	imaging	NOUN
gs-4355	101	2	modalities	modality	NOUN
gs-4355	101	3	for	for	ADP
gs-4355	101	4	fibrosis	fibrosis	NOUN
gs-4355	101	5	assessment	assessment	NOUN
gs-4355	101	6	the	the	DET
gs-4355	101	7	most	most	ADV
gs-4355	101	8	widely	widely	ADV
gs-4355	101	9	used	use	VERB
gs-4355	101	10	imaging	imaging	NOUN
gs-4355	101	11	modality	modality	NOUN
gs-4355	101	12	for	for	ADP
gs-4355	101	13	this	this	DET
gs-4355	101	14	purpose	purpose	NOUN
gs-4355	101	15	is	be	AUX
gs-4355	101	16	transient	transient	ADJ
gs-4355	101	17	elastography	elastography	NOUN
gs-4355	101	18	(	(	PUNCT
gs-4355	101	19	te	te	PROPN
gs-4355	101	20	)	)	PUNCT
gs-4355	101	21	,	,	PUNCT
gs-4355	101	22	commonly	commonly	ADV
gs-4355	101	23	known	know	VERB
gs-4355	101	24	by	by	ADP
gs-4355	101	25	the	the	DET
gs-4355	101	26	name	name	NOUN
gs-4355	101	27	fibroscan	fibroscan	NOUN
gs-4355	101	28	.	.	PUNCT
gs-4355	102	1	the	the	DET
gs-4355	102	2	ultrasound	ultrasound	NOUN
gs-4355	102	3	-	-	PUNCT
gs-4355	102	4	based	base	VERB
gs-4355	102	5	vibration	vibration	NOUN
gs-4355	102	6	-	-	PUNCT
gs-4355	102	7	controlled	control	VERB
gs-4355	102	8	transient	transient	ADJ
gs-4355	102	9	elastography	elastography	NOUN
gs-4355	102	10	(	(	PUNCT
gs-4355	102	11	vcte	vcte	NOUN
gs-4355	102	12	)	)	PUNCT
gs-4355	102	13	measures	measure	NOUN
gs-4355	102	14	liver	liver	NOUN
gs-4355	102	15	stiffness	stiffness	NOUN
gs-4355	102	16	by	by	ADP
gs-4355	102	17	using	use	VERB
gs-4355	102	18	a	a	DET
gs-4355	102	19	low	low	ADJ
gs-4355	102	20	-	-	PUNCT
gs-4355	102	21	frequency	frequency	NOUN
gs-4355	102	22	vibration	vibration	NOUN
gs-4355	102	23	to	to	PART
gs-4355	102	24	generate	generate	VERB
gs-4355	102	25	a	a	DET
gs-4355	102	26	shear	shear	NOUN
gs-4355	102	27	wave	wave	NOUN
gs-4355	102	28	that	that	PRON
gs-4355	102	29	travels	travel	VERB
gs-4355	102	30	through	through	ADP
gs-4355	102	31	the	the	DET
gs-4355	102	32	liver	liver	NOUN
gs-4355	102	33	(	(	PUNCT
gs-4355	102	34	42	42	NUM
gs-4355	102	35	)	)	PUNCT
gs-4355	102	36	.	.	PUNCT
gs-4355	103	1	the	the	DET
gs-4355	103	2	velocity	velocity	NOUN
gs-4355	103	3	of	of	ADP
gs-4355	103	4	this	this	DET
gs-4355	103	5	wave	wave	NOUN
gs-4355	103	6	is	be	AUX
gs-4355	103	7	directly	directly	ADV
gs-4355	103	8	related	relate	VERB
gs-4355	103	9	to	to	ADP
gs-4355	103	10	the	the	DET
gs-4355	103	11	stiffness	stiffness	NOUN
gs-4355	103	12	of	of	ADP
gs-4355	103	13	the	the	DET
gs-4355	103	14	liver	liver	NOUN
gs-4355	103	15	tissue	tissue	NOUN
gs-4355	103	16	.	.	PUNCT
gs-4355	104	1	transient	transient	ADJ
gs-4355	104	2	elastography	elastography	NOUN
gs-4355	104	3	is	be	AUX
gs-4355	104	4	rapid	rapid	ADJ
gs-4355	104	5	,	,	PUNCT
gs-4355	104	6	non	non	ADJ
gs-4355	104	7	-	-	ADJ
gs-4355	104	8	invasive	invasive	ADJ
gs-4355	104	9	,	,	PUNCT
gs-4355	104	10	and	and	CCONJ
gs-4355	104	11	can	can	AUX
gs-4355	104	12	be	be	AUX
gs-4355	104	13	performed	perform	VERB
gs-4355	104	14	at	at	ADP
gs-4355	104	15	the	the	DET
gs-4355	104	16	point	point	NOUN
gs-4355	104	17	of	of	ADP
gs-4355	104	18	care	care	NOUN
gs-4355	104	19	.	.	PUNCT
gs-4355	105	1	it	it	PRON
gs-4355	105	2	provides	provide	VERB
gs-4355	105	3	two	two	NUM
gs-4355	105	4	key	key	ADJ
gs-4355	105	5	measurements	measurement	NOUN
gs-4355	105	6	:	:	PUNCT
gs-4355	105	7	liver	liver	NOUN
gs-4355	105	8	stiffness	stiffness	NOUN
gs-4355	105	9	measurement	measurement	NOUN
gs-4355	105	10	(	(	PUNCT
gs-4355	105	11	lsm	lsm	PROPN
gs-4355	105	12	)	)	PUNCT
gs-4355	105	13	which	which	PRON
gs-4355	105	14	is	be	AUX
gs-4355	105	15	a	a	DET
gs-4355	105	16	quantitative	quantitative	ADJ
gs-4355	105	17	indicator	indicator	NOUN
gs-4355	105	18	of	of	ADP
gs-4355	105	19	fibrosis	fibrosis	NOUN
gs-4355	105	20	in	in	ADP
gs-4355	105	21	kilopascals	kilopascal	NOUN
gs-4355	105	22	(	(	PUNCT
gs-4355	105	23	table	table	NOUN
gs-4355	105	24	2	2	NUM
gs-4355	105	25	)	)	PUNCT
gs-4355	105	26	and	and	CCONJ
gs-4355	105	27	is	be	AUX
gs-4355	105	28	computed	compute	VERB
gs-4355	105	29	from	from	ADP
gs-4355	105	30	the	the	DET
gs-4355	105	31	velocity	velocity	NOUN
gs-4355	105	32	of	of	ADP
gs-4355	105	33	these	these	DET
gs-4355	105	34	mechanical	mechanical	ADJ
gs-4355	105	35	waves	wave	NOUN
gs-4355	105	36	and	and	CCONJ
gs-4355	105	37	controlled	control	VERB
gs-4355	105	38	attenuation	attenuation	NOUN
gs-4355	105	39	parameter	parameter	NOUN
gs-4355	105	40	(	(	PUNCT
gs-4355	105	41	cap	cap	NOUN
gs-4355	105	42	)	)	PUNCT
gs-4355	105	43	,	,	PUNCT
gs-4355	105	44	which	which	PRON
gs-4355	105	45	quantifies	quantifie	NOUN
gs-4355	105	46	liver	liver	VERB
gs-4355	105	47	steatosis	steatosis	NOUN
gs-4355	105	48	(	(	PUNCT
gs-4355	105	49	42	42	NUM
gs-4355	105	50	)	)	PUNCT
gs-4355	105	51	.	.	PUNCT
gs-4355	106	1	lsm	lsm	PROPN
gs-4355	106	2	by	by	ADP
gs-4355	106	3	vcte	vcte	NOUN
gs-4355	106	4	is	be	AUX
gs-4355	106	5	only	only	ADV
gs-4355	106	6	correlated	correlate	VERB
gs-4355	106	7	with	with	ADP
gs-4355	106	8	fibrosis	fibrosis	NOUN
gs-4355	106	9	and	and	CCONJ
gs-4355	106	10	does	do	AUX
gs-4355	106	11	not	not	PART
gs-4355	106	12	provide	provide	VERB
gs-4355	106	13	information	information	NOUN
gs-4355	106	14	,	,	PUNCT
gs-4355	106	15	even	even	ADV
gs-4355	106	16	if	if	SCONJ
gs-4355	106	17	indirect	indirect	ADJ
gs-4355	106	18	,	,	PUNCT
gs-4355	106	19	regarding	regard	VERB
gs-4355	106	20	other	other	ADJ
gs-4355	106	21	histological	histological	ADJ
gs-4355	106	22	features	feature	NOUN
gs-4355	106	23	(	(	PUNCT
gs-4355	106	24	43	43	NUM
gs-4355	106	25	)	)	PUNCT
gs-4355	106	26	.	.	PUNCT
gs-4355	107	1	its	its	PRON
gs-4355	107	2	accuracy	accuracy	NOUN
gs-4355	107	3	can	can	AUX
gs-4355	107	4	be	be	AUX
gs-4355	107	5	affected	affect	VERB
gs-4355	107	6	by	by	ADP
gs-4355	107	7	factors	factor	NOUN
gs-4355	107	8	like	like	ADP
gs-4355	107	9	obesity	obesity	NOUN
gs-4355	107	10	,	,	PUNCT
gs-4355	107	11	elevated	elevate	VERB
gs-4355	107	12	liver	liver	NOUN
gs-4355	107	13	enzymes	enzyme	NOUN
gs-4355	107	14	.	.	PUNCT
gs-4355	108	1	parallel	parallel	ADJ
gs-4355	108	2	to	to	ADP
gs-4355	108	3	ultrasound	ultrasound	NOUN
gs-4355	108	4	-	-	PUNCT
gs-4355	108	5	based	base	VERB
gs-4355	108	6	transient	transient	ADJ
gs-4355	108	7	elastography	elastography	NOUN
gs-4355	108	8	,	,	PUNCT
gs-4355	108	9	magnetic	magnetic	ADJ
gs-4355	108	10	resonance	resonance	NOUN
gs-4355	108	11	elastography	elastography	NOUN
gs-4355	108	12	(	(	PUNCT
gs-4355	108	13	mre	mre	NOUN
gs-4355	108	14	)	)	PUNCT
gs-4355	108	15	is	be	AUX
gs-4355	108	16	an	an	DET
gs-4355	108	17	advanced	advanced	ADJ
gs-4355	108	18	technological	technological	ADJ
gs-4355	108	19	approach	approach	NOUN
gs-4355	108	20	used	use	VERB
gs-4355	108	21	to	to	PART
gs-4355	108	22	determine	determine	VERB
gs-4355	108	23	liver	liver	NOUN
gs-4355	108	24	stiffness	stiffness	NOUN
gs-4355	108	25	through	through	ADP
gs-4355	108	26	mri	mri	NOUN
gs-4355	108	27	imaging	imaging	NOUN
gs-4355	108	28	combined	combine	VERB
gs-4355	108	29	with	with	ADP
gs-4355	108	30	low	low	ADJ
gs-4355	108	31	-	-	PUNCT
gs-4355	108	32	frequency	frequency	NOUN
gs-4355	108	33	vibrations	vibration	NOUN
gs-4355	108	34	.	.	PUNCT
gs-4355	109	1	in	in	ADP
gs-4355	109	2	contrast	contrast	NOUN
gs-4355	109	3	with	with	ADP
gs-4355	109	4	ultrasound	ultrasound	NOUN
gs-4355	109	5	-	-	PUNCT
gs-4355	109	6	based	base	VERB
gs-4355	109	7	vcte	vcte	NOUN
gs-4355	109	8	,	,	PUNCT
gs-4355	109	9	mre	mre	PROPN
gs-4355	109	10	offers	offer	VERB
gs-4355	109	11	a	a	DET
gs-4355	109	12	thorough	thorough	ADJ
gs-4355	109	13	assessment	assessment	NOUN
gs-4355	109	14	of	of	ADP
gs-4355	109	15	the	the	DET
gs-4355	109	16	entire	entire	ADJ
gs-4355	109	17	liver	liver	NOUN
gs-4355	109	18	,	,	PUNCT
gs-4355	109	19	presenting	present	VERB
gs-4355	109	20	advantages	advantage	NOUN
gs-4355	109	21	such	such	ADJ
gs-4355	109	22	as	as	ADP
gs-4355	109	23	minimal	minimal	ADJ
gs-4355	109	24	sampling	sampling	NOUN
gs-4355	109	25	error	error	NOUN
gs-4355	109	26	,	,	PUNCT
gs-4355	109	27	a	a	DET
gs-4355	109	28	low	low	ADJ
gs-4355	109	29	failure	failure	NOUN
gs-4355	109	30	rate	rate	NOUN
gs-4355	109	31	,	,	PUNCT
gs-4355	109	32	and	and	CCONJ
gs-4355	109	33	high	high	ADJ
gs-4355	109	34	repeatability	repeatability	NOUN
gs-4355	109	35	(	(	PUNCT
gs-4355	109	36	44	44	NUM
gs-4355	109	37	)	)	PUNCT
gs-4355	109	38	.	.	PUNCT
gs-4355	110	1	however	however	ADV
gs-4355	110	2	,	,	PUNCT
gs-4355	110	3	it	it	PRON
gs-4355	110	4	is	be	AUX
gs-4355	110	5	also	also	ADV
gs-4355	110	6	more	more	ADV
gs-4355	110	7	expensive	expensive	ADJ
gs-4355	110	8	,	,	PUNCT
gs-4355	110	9	less	less	ADV
gs-4355	110	10	widely	widely	ADV
gs-4355	110	11	available	available	ADJ
gs-4355	110	12	,	,	PUNCT
gs-4355	110	13	and	and	CCONJ
gs-4355	110	14	requires	require	VERB
gs-4355	110	15	a	a	DET
gs-4355	110	16	dedicated	dedicated	ADJ
gs-4355	110	17	mri	mri	NOUN
gs-4355	110	18	machine	machine	NOUN
gs-4355	110	19	,	,	PUNCT
gs-4355	110	20	which	which	PRON
gs-4355	110	21	limits	limit	VERB
gs-4355	110	22	its	its	PRON
gs-4355	110	23	use	use	NOUN
gs-4355	110	24	.	.	PUNCT
gs-4355	111	1	table	table	NOUN
gs-4355	111	2	2	2	NUM
gs-4355	111	3	.	.	X
gs-4355	111	4	fibrosis	fibrosis	NOUN
gs-4355	111	5	score	score	NOUN
gs-4355	111	6	liver	liver	NOUN
gs-4355	111	7	disease	disease	NOUN
gs-4355	111	8	f0	f0	PROPN
gs-4355	111	9	to	to	ADP
gs-4355	111	10	f1	f1	NOUN
gs-4355	111	11	(	(	PUNCT
gs-4355	111	12	normal	normal	ADJ
gs-4355	111	13	)	)	PUNCT
gs-4355	111	14	f2	f2	PROPN
gs-4355	111	15	(	(	PUNCT
gs-4355	111	16	moderate	moderate	ADJ
gs-4355	111	17	scarring	scarring	NOUN
gs-4355	111	18	)	)	PUNCT
gs-4355	111	19	f3	f3	PROPN
gs-4355	111	20	(	(	PUNCT
gs-4355	111	21	severe	severe	ADJ
gs-4355	111	22	scarring	scarring	NOUN
gs-4355	111	23	)	)	PUNCT
gs-4355	112	1	f4	f4	PROPN
gs-4355	112	2	(	(	PUNCT
gs-4355	112	3	cirrhosis	cirrhosis	NOUN
gs-4355	112	4	)	)	PUNCT
gs-4355	112	5	metabolic	metabolic	NOUN
gs-4355	112	6	dysfunctionassociated	dysfunctionassociate	VERB
gs-4355	112	7	fatty	fatty	NOUN
gs-4355	112	8	liver	liver	NOUN
gs-4355	112	9	disease	disease	NOUN
gs-4355	112	10	(	(	PUNCT
gs-4355	112	11	mafld	mafld	NOUN
gs-4355	112	12	)	)	PUNCT
gs-4355	112	13	2	2	NUM
gs-4355	112	14	to	to	PART
gs-4355	112	15	7	7	NUM
gs-4355	112	16	kpa	kpa	NOUN
gs-4355	112	17	7.5	7.5	NUM
gs-4355	112	18	to	to	PART
gs-4355	112	19	10	10	NUM
gs-4355	112	20	kpa	kpa	PROPN
gs-4355	112	21	10	10	NUM
gs-4355	112	22	to	to	PART
gs-4355	112	23	14	14	NUM
gs-4355	112	24	kpa	kpa	PROPN
gs-4355	112	25	14	14	NUM
gs-4355	112	26	kpa	kpa	PROPN
gs-4355	112	27	georgian	georgian	PROPN
gs-4355	112	28	scientists/	scientists/	NUM
gs-4355	112	29	.	.	PUNCT
gs-4355	113	1	7	7	NUM
gs-4355	113	2	n	n	DET
gs-4355	113	3	4	4	NUM
gs-4355	113	4	,	,	PUNCT
gs-4355	113	5	2025	2025	NUM
gs-4355	113	6	508	508	NUM
gs-4355	113	7	normal	normal	ADJ
gs-4355	113	8	score	score	NOUN
gs-4355	113	9	–	–	PUNCT
gs-4355	113	10	no	no	DET
gs-4355	113	11	scarring	scarring	NOUN
gs-4355	113	12	or	or	CCONJ
gs-4355	113	13	mild	mild	ADJ
gs-4355	113	14	scarring	scarring	NOUN
gs-4355	113	15	.	.	PUNCT
gs-4355	114	1	moderate	moderate	ADJ
gs-4355	114	2	to	to	ADP
gs-4355	114	3	severe	severe	ADJ
gs-4355	114	4	score	score	NOUN
gs-4355	114	5	–	–	PUNCT
gs-4355	114	6	reversible	reversible	ADJ
gs-4355	114	7	changes	change	NOUN
gs-4355	114	8	in	in	ADP
gs-4355	114	9	the	the	DET
gs-4355	114	10	liver	liver	NOUN
gs-4355	114	11	that	that	SCONJ
gs-4355	114	12	lifestyle	lifestyle	NOUN
gs-4355	114	13	modifications	modification	NOUN
gs-4355	114	14	and	and	CCONJ
gs-4355	114	15	a	a	DET
gs-4355	114	16	healthy	healthy	ADJ
gs-4355	114	17	diet	diet	NOUN
gs-4355	114	18	can	can	AUX
gs-4355	114	19	help	help	VERB
gs-4355	114	20	manage	manage	VERB
gs-4355	114	21	.	.	PUNCT
gs-4355	115	1	patients	patient	NOUN
gs-4355	115	2	may	may	AUX
gs-4355	115	3	not	not	PART
gs-4355	115	4	be	be	AUX
gs-4355	115	5	symptomatic	symptomatic	ADJ
gs-4355	115	6	.	.	PUNCT
gs-4355	116	1	advanced	advanced	ADJ
gs-4355	116	2	score	score	NOUN
gs-4355	116	3	the	the	DET
gs-4355	116	4	patient	patient	NOUN
gs-4355	116	5	is	be	AUX
gs-4355	116	6	cirrhotic	cirrhotic	ADJ
gs-4355	116	7	with	with	ADP
gs-4355	116	8	advanced	advanced	ADJ
gs-4355	116	9	liver	liver	NOUN
gs-4355	116	10	diseases	disease	NOUN
gs-4355	116	11	a	a	DET
gs-4355	116	12	summary	summary	NOUN
gs-4355	116	13	of	of	ADP
gs-4355	116	14	the	the	DET
gs-4355	116	15	accuracy	accuracy	NOUN
gs-4355	116	16	measures	measure	NOUN
gs-4355	116	17	,	,	PUNCT
gs-4355	116	18	including	include	VERB
gs-4355	116	19	auroc	auroc	NOUN
gs-4355	116	20	,	,	PUNCT
gs-4355	116	21	sensitivity	sensitivity	NOUN
gs-4355	116	22	,	,	PUNCT
gs-4355	116	23	and	and	CCONJ
gs-4355	116	24	specificity	specificity	NOUN
gs-4355	116	25	for	for	ADP
gs-4355	116	26	these	these	DET
gs-4355	116	27	non	non	ADJ
gs-4355	116	28	-	-	ADJ
gs-4355	116	29	invasive	invasive	ADJ
gs-4355	116	30	tests	test	NOUN
gs-4355	116	31	,	,	PUNCT
gs-4355	116	32	is	be	AUX
gs-4355	116	33	presented	present	VERB
gs-4355	116	34	in	in	ADP
gs-4355	116	35	table	table	NOUN
gs-4355	116	36	3	3	NUM
gs-4355	116	37	table	table	NOUN
gs-4355	116	38	3	3	NUM
gs-4355	116	39	.	.	PUNCT
gs-4355	116	40	accuracy	accuracy	NOUN
gs-4355	116	41	measures	measure	NOUN
gs-4355	116	42	of	of	ADP
gs-4355	116	43	nit	nit	NOUN
gs-4355	116	44	used	use	VERB
gs-4355	116	45	the	the	DET
gs-4355	116	46	assessment	assessment	NOUN
gs-4355	116	47	of	of	ADP
gs-4355	116	48	fibrosis	fibrosis	NOUN
gs-4355	116	49	in	in	ADP
gs-4355	116	50	mafld	mafld	NOUN
gs-4355	116	51	noninvasive	noninvasive	ADJ
gs-4355	116	52	tests	test	NOUN
gs-4355	116	53	accuracy	accuracy	NOUN
gs-4355	116	54	measures	measure	NOUN
gs-4355	116	55	serum	serum	NOUN
gs-4355	116	56	-	-	PUNCT
gs-4355	116	57	based	base	VERB
gs-4355	116	58	scores	score	NOUN
gs-4355	116	59	apri	apri	PROPN
gs-4355	116	60	auroc	auroc	PROPN
gs-4355	116	61	0.67	0.67	NUM
gs-4355	116	62	-	-	PUNCT
gs-4355	116	63	0.83	0.83	NUM
gs-4355	116	64	,	,	PUNCT
gs-4355	116	65	sensitivity	sensitivity	NOUN
gs-4355	116	66	27	27	NUM
gs-4355	116	67	-	-	SYM
gs-4355	116	68	78.1	78.1	NUM
gs-4355	116	69	%	%	NOUN
gs-4355	116	70	,	,	PUNCT
gs-4355	116	71	speci	speci	PROPN
gs-4355	116	72	city	city	PROPN
gs-4355	116	73	66.7	66.7	NUM
gs-4355	116	74	-	-	SYM
gs-4355	116	75	90.5	90.5	NUM
gs-4355	116	76	%	%	NOUN
gs-4355	116	77	bard	bard	ADJ
gs-4355	116	78	score	score	NOUN
gs-4355	116	79	auroc	auroc	NOUN
gs-4355	116	80	0.70	0.70	NUM
gs-4355	116	81	-	-	SYM
gs-4355	116	82	0.87	0.87	NUM
gs-4355	116	83	,	,	PUNCT
gs-4355	116	84	sensitivity	sensitivity	NOUN
gs-4355	116	85	72.7	72.7	NUM
gs-4355	116	86	-	-	SYM
gs-4355	116	87	89	89	NUM
gs-4355	116	88	%	%	NOUN
gs-4355	116	89	,	,	PUNCT
gs-4355	116	90	speci	speci	PROPN
gs-4355	116	91	city	city	PROPN
gs-4355	116	92	44	44	NUM
gs-4355	116	93	-	-	SYM
gs-4355	116	94	88.9	88.9	NUM
gs-4355	116	95	%	%	NOUN
gs-4355	116	96	fib-4	fib-4	NUM
gs-4355	116	97	auroc	auroc	NOUN
gs-4355	116	98	0.70	0.70	NUM
gs-4355	116	99	-	-	PUNCT
gs-4355	116	100	0	0	NUM
gs-4355	116	101	-	-	SYM
gs-4355	116	102	90	90	NUM
gs-4355	116	103	,	,	PUNCT
gs-4355	116	104	sensitivity	sensitivity	NOUN
gs-4355	116	105	42.9	42.9	NUM
gs-4355	116	106	-	-	SYM
gs-4355	116	107	100	100	NUM
gs-4355	116	108	%	%	NOUN
gs-4355	116	109	,	,	PUNCT
gs-4355	116	110	speci	speci	PROPN
gs-4355	116	111	city	city	PROPN
gs-4355	116	112	65	65	NUM
gs-4355	116	113	-	-	SYM
gs-4355	116	114	93	93	NUM
gs-4355	116	115	%	%	NOUN
gs-4355	116	116	nfs	nfs	NOUN
gs-4355	116	117	auroc	auroc	NOUN
gs-4355	116	118	0.65	0.65	NUM
gs-4355	116	119	-	-	SYM
gs-4355	116	120	0.88	0.88	NUM
gs-4355	116	121	,	,	PUNCT
gs-4355	116	122	sensitivity	sensitivity	NOUN
gs-4355	116	123	44.2	44.2	NUM
gs-4355	116	124	-	-	SYM
gs-4355	116	125	82	82	NUM
gs-4355	116	126	%	%	NOUN
gs-4355	116	127	,	,	PUNCT
gs-4355	116	128	speci	speci	PROPN
gs-4355	116	129	city	city	PROPN
gs-4355	116	130	58	58	NUM
gs-4355	116	131	-	-	SYM
gs-4355	116	132	98	98	NUM
gs-4355	116	133	%	%	NOUN
gs-4355	116	134	hfs	hfs	NOUN
gs-4355	116	135	auroc	auroc	NOUN
gs-4355	116	136	0.69	0.69	NUM
gs-4355	116	137	-	-	SYM
gs-4355	116	138	0.88	0.88	NUM
gs-4355	116	139	,	,	PUNCT
gs-4355	116	140	sensitivity	sensitivity	NOUN
gs-4355	116	141	51.9	51.9	NUM
gs-4355	116	142	-	-	SYM
gs-4355	116	143	90.5	90.5	NUM
gs-4355	116	144	%	%	NOUN
gs-4355	116	145	,	,	PUNCT
gs-4355	116	146	speci	speci	PROPN
gs-4355	116	147	city	city	PROPN
gs-4355	116	148	71.6	71.6	NUM
gs-4355	116	149	-	-	SYM
gs-4355	116	150	97	97	NUM
gs-4355	116	151	%	%	NOUN
gs-4355	116	152	serum	serum	NOUN
gs-4355	116	153	-	-	PUNCT
gs-4355	116	154	based	base	VERB
gs-4355	116	155	patented	patented	ADJ
gs-4355	116	156	tests	test	NOUN
gs-4355	116	157	elf	elf	PRON
gs-4355	116	158	auroc	auroc	NOUN
gs-4355	116	159	0.79	0.79	NUM
gs-4355	116	160	-	-	SYM
gs-4355	116	161	0.93	0.93	NUM
gs-4355	116	162	,	,	PUNCT
gs-4355	116	163	sensitivity	sensitivity	NOUN
gs-4355	116	164	65	65	NUM
gs-4355	116	165	-	-	SYM
gs-4355	116	166	80	80	NUM
gs-4355	116	167	%	%	NOUN
gs-4355	116	168	,	,	PUNCT
gs-4355	116	169	speci	speci	PROPN
gs-4355	116	170	city	city	PROPN
gs-4355	116	171	72	72	NUM
gs-4355	116	172	-	-	SYM
gs-4355	116	173	90	90	NUM
gs-4355	116	174	%	%	NOUN
gs-4355	116	175	fibrotest	fibrotest	NOUN
gs-4355	116	176	auroc	auroc	NOUN
gs-4355	116	177	0.75	0.75	NUM
gs-4355	116	178	-	-	SYM
gs-4355	116	179	0.88	0.88	NUM
gs-4355	116	180	,	,	PUNCT
gs-4355	116	181	sensitivity	sensitivity	NOUN
gs-4355	116	182	88	88	NUM
gs-4355	116	183	-	-	SYM
gs-4355	116	184	95	95	NUM
gs-4355	116	185	%	%	NOUN
gs-4355	116	186	,	,	PUNCT
gs-4355	116	187	speci	speci	PROPN
gs-4355	116	188	city	city	PROPN
gs-4355	116	189	69	69	NUM
gs-4355	116	190	-	-	SYM
gs-4355	116	191	71	71	NUM
gs-4355	116	192	%	%	NOUN
gs-4355	116	193	imaging	imaging	NOUN
gs-4355	116	194	methods	method	NOUN
gs-4355	116	195	vcte	vcte	PROPN
gs-4355	116	196	auroc	auroc	PROPN
gs-4355	116	197	0.80	0.80	NUM
gs-4355	116	198	-	-	SYM
gs-4355	116	199	0.95	0.95	NUM
gs-4355	116	200	,	,	PUNCT
gs-4355	116	201	sensitivity	sensitivity	NOUN
gs-4355	116	202	71	71	NUM
gs-4355	116	203	-	-	SYM
gs-4355	116	204	92	92	NUM
gs-4355	116	205	%	%	NOUN
gs-4355	116	206	,	,	PUNCT
gs-4355	116	207	speci	speci	PROPN
gs-4355	116	208	city	city	PROPN
gs-4355	116	209	75	75	NUM
gs-4355	116	210	-	-	SYM
gs-4355	116	211	89.9	89.9	NUM
gs-4355	116	212	%	%	NOUN
gs-4355	116	213	mre	mre	PROPN
gs-4355	116	214	auroc	auroc	PROPN
gs-4355	116	215	0.89	0.89	NUM
gs-4355	116	216	-	-	SYM
gs-4355	116	217	0.96	0.96	NUM
gs-4355	116	218	,	,	PUNCT
gs-4355	116	219	sensitivity	sensitivity	NOUN
gs-4355	116	220	78	78	NUM
gs-4355	116	221	-	-	SYM
gs-4355	116	222	98	98	NUM
gs-4355	116	223	%	%	NOUN
gs-4355	116	224	,	,	PUNCT
gs-4355	116	225	speci	speci	PROPN
gs-4355	116	226	city	city	PROPN
gs-4355	116	227	85	85	NUM
gs-4355	116	228	-	-	SYM
gs-4355	116	229	100	100	NUM
gs-4355	116	230	%	%	NOUN
gs-4355	116	231	results	result	VERB
gs-4355	116	232	this	this	DET
gs-4355	116	233	narrative	narrative	NOUN
gs-4355	116	234	review	review	NOUN
gs-4355	116	235	combined	combine	VERB
gs-4355	116	236	data	datum	NOUN
gs-4355	116	237	from	from	ADP
gs-4355	116	238	existing	exist	VERB
gs-4355	116	239	literature	literature	NOUN
gs-4355	116	240	to	to	PART
gs-4355	116	241	compare	compare	VERB
gs-4355	116	242	the	the	DET
gs-4355	116	243	diagnostic	diagnostic	ADJ
gs-4355	116	244	accuracy	accuracy	NOUN
gs-4355	116	245	of	of	ADP
gs-4355	116	246	the	the	DET
gs-4355	116	247	most	most	ADV
gs-4355	116	248	commonly	commonly	ADV
gs-4355	116	249	used	use	VERB
gs-4355	116	250	non	non	ADJ
gs-4355	116	251	-	-	ADJ
gs-4355	116	252	invasive	invasive	ADJ
gs-4355	116	253	tests	test	NOUN
gs-4355	116	254	for	for	ADP
gs-4355	116	255	assessing	assess	VERB
gs-4355	116	256	liver	liver	NOUN
gs-4355	116	257	fibrosis	fibrosis	NOUN
gs-4355	116	258	in	in	ADP
gs-4355	116	259	patients	patient	NOUN
gs-4355	116	260	with	with	ADP
gs-4355	116	261	mafld	mafld	NOUN
gs-4355	116	262	.	.	PUNCT
gs-4355	117	1	the	the	DET
gs-4355	117	2	key	key	ADJ
gs-4355	117	3	findings	finding	NOUN
gs-4355	117	4	,	,	PUNCT
gs-4355	117	5	summarized	summarize	VERB
gs-4355	117	6	in	in	ADP
gs-4355	117	7	table	table	NOUN
gs-4355	117	8	2	2	NUM
gs-4355	117	9	,	,	PUNCT
gs-4355	117	10	highlight	highlight	VERB
gs-4355	117	11	a	a	DET
gs-4355	117	12	spectrum	spectrum	NOUN
gs-4355	117	13	of	of	ADP
gs-4355	117	14	diagnostic	diagnostic	ADJ
gs-4355	117	15	performance	performance	NOUN
gs-4355	117	16	,	,	PUNCT
gs-4355	117	17	ranging	range	VERB
gs-4355	117	18	from	from	ADP
gs-4355	117	19	simple	simple	ADJ
gs-4355	117	20	serum	serum	NOUN
gs-4355	117	21	-	-	PUNCT
gs-4355	117	22	based	base	VERB
gs-4355	117	23	scores	score	NOUN
gs-4355	117	24	to	to	ADP
gs-4355	117	25	imaging	imaging	NOUN
gs-4355	117	26	modalities	modality	NOUN
gs-4355	117	27	.	.	PUNCT
gs-4355	118	1	georgian	georgian	NOUN
gs-4355	118	2	scientists/	scientists/	NUM
gs-4355	118	3	.	.	PUNCT
gs-4355	119	1	7	7	NUM
gs-4355	119	2	n	n	PRON
gs-4355	119	3	4	4	NUM
gs-4355	119	4	,	,	PUNCT
gs-4355	119	5	2025	2025	NUM
gs-4355	119	6	509	509	NUM
gs-4355	119	7	the	the	DET
gs-4355	119	8	serum	serum	NOUN
gs-4355	119	9	-	-	PUNCT
gs-4355	119	10	based	base	VERB
gs-4355	119	11	scores	score	NOUN
gs-4355	119	12	showed	show	VERB
gs-4355	119	13	variable	variable	ADJ
gs-4355	119	14	accuracy	accuracy	NOUN
gs-4355	119	15	for	for	ADP
gs-4355	119	16	identifying	identify	VERB
gs-4355	119	17	significant	significant	ADJ
gs-4355	119	18	to	to	ADP
gs-4355	119	19	advanced	advanced	ADJ
gs-4355	119	20	fibrosis	fibrosis	NOUN
gs-4355	119	21	.	.	PUNCT
gs-4355	120	1	the	the	DET
gs-4355	120	2	fib-4	fib-4	ADJ
gs-4355	120	3	index	index	NOUN
gs-4355	120	4	,	,	PUNCT
gs-4355	120	5	while	while	SCONJ
gs-4355	120	6	widely	widely	ADV
gs-4355	120	7	recommended	recommend	VERB
gs-4355	120	8	for	for	ADP
gs-4355	120	9	its	its	PRON
gs-4355	120	10	high	high	ADJ
gs-4355	120	11	negative	negative	ADJ
gs-4355	120	12	predictive	predictive	ADJ
gs-4355	120	13	value	value	NOUN
gs-4355	120	14	,	,	PUNCT
gs-4355	120	15	shows	show	VERB
gs-4355	120	16	a	a	DET
gs-4355	120	17	broad	broad	ADJ
gs-4355	120	18	auroc	auroc	NOUN
gs-4355	120	19	range	range	NOUN
gs-4355	120	20	from	from	ADP
gs-4355	120	21	0.70	0.70	NUM
gs-4355	120	22	to	to	ADP
gs-4355	120	23	0.90	0.90	NUM
gs-4355	120	24	,	,	PUNCT
gs-4355	120	25	reflecting	reflect	VERB
gs-4355	120	26	its	its	PRON
gs-4355	120	27	variable	variable	ADJ
gs-4355	120	28	performance	performance	NOUN
gs-4355	120	29	across	across	ADP
gs-4355	120	30	different	different	ADJ
gs-4355	120	31	patient	patient	ADJ
gs-4355	120	32	populations	population	NOUN
gs-4355	120	33	and	and	CCONJ
gs-4355	120	34	ages	age	NOUN
gs-4355	120	35	.	.	PUNCT
gs-4355	121	1	similarly	similarly	ADV
gs-4355	121	2	,	,	PUNCT
gs-4355	121	3	the	the	DET
gs-4355	121	4	nafld	nafld	ADJ
gs-4355	121	5	fibrosis	fibrosis	NOUN
gs-4355	121	6	score	score	NOUN
gs-4355	121	7	(	(	PUNCT
gs-4355	121	8	nfs	nfs	NOUN
gs-4355	121	9	)	)	PUNCT
gs-4355	121	10	and	and	CCONJ
gs-4355	121	11	the	the	DET
gs-4355	121	12	ast	ast	NOUN
gs-4355	121	13	to	to	PART
gs-4355	121	14	platelet	platelet	NOUN
gs-4355	121	15	ratio	ratio	NOUN
gs-4355	121	16	index	index	NOUN
gs-4355	121	17	(	(	PUNCT
gs-4355	121	18	apri	apri	PROPN
gs-4355	121	19	)	)	PUNCT
gs-4355	121	20	also	also	ADV
gs-4355	121	21	exhibited	exhibit	VERB
gs-4355	121	22	a	a	DET
gs-4355	121	23	wide	wide	ADJ
gs-4355	121	24	range	range	NOUN
gs-4355	121	25	of	of	ADP
gs-4355	121	26	accuracy	accuracy	NOUN
gs-4355	121	27	,	,	PUNCT
gs-4355	121	28	with	with	ADP
gs-4355	121	29	auroc	auroc	NOUN
gs-4355	121	30	values	value	NOUN
gs-4355	121	31	spanning	span	VERB
gs-4355	121	32	from	from	ADP
gs-4355	121	33	0.65	0.65	NUM
gs-4355	121	34	to	to	ADP
gs-4355	121	35	0.88	0.88	NUM
gs-4355	121	36	and	and	CCONJ
gs-4355	121	37	0.67	0.67	NUM
gs-4355	121	38	to	to	ADP
gs-4355	121	39	0.83	0.83	NUM
gs-4355	121	40	.	.	PUNCT
gs-4355	122	1	the	the	DET
gs-4355	122	2	hepamet	hepamet	ADJ
gs-4355	122	3	fibrosis	fibrosis	NOUN
gs-4355	122	4	score	score	NOUN
gs-4355	122	5	(	(	PUNCT
gs-4355	122	6	hfs	hfs	PROPN
gs-4355	122	7	)	)	PUNCT
gs-4355	122	8	and	and	CCONJ
gs-4355	122	9	the	the	DET
gs-4355	122	10	enhanced	enhanced	ADJ
gs-4355	122	11	liver	liver	NOUN
gs-4355	122	12	fibrosis	fibrosis	NOUN
gs-4355	122	13	(	(	PUNCT
gs-4355	122	14	elf	elf	NOUN
gs-4355	122	15	)	)	PUNCT
gs-4355	122	16	test	test	NOUN
gs-4355	122	17	demonstrated	demonstrate	VERB
gs-4355	122	18	superior	superior	ADJ
gs-4355	122	19	accuracy	accuracy	NOUN
gs-4355	122	20	,	,	PUNCT
gs-4355	122	21	with	with	ADP
gs-4355	122	22	auroc	auroc	NOUN
gs-4355	122	23	values	value	NOUN
gs-4355	122	24	ranging	range	VERB
gs-4355	122	25	from	from	ADP
gs-4355	122	26	0.69	0.69	NUM
gs-4355	122	27	to	to	ADP
gs-4355	122	28	0.88	0.88	NUM
gs-4355	122	29	for	for	ADP
gs-4355	122	30	hfs	hfs	NOUN
gs-4355	122	31	and	and	CCONJ
gs-4355	122	32	0.79	0.79	NUM
gs-4355	122	33	to	to	ADP
gs-4355	122	34	0.93	0.93	NUM
gs-4355	122	35	for	for	ADP
gs-4355	122	36	the	the	DET
gs-4355	122	37	elf	elf	NOUN
gs-4355	122	38	test	test	NOUN
gs-4355	122	39	,	,	PUNCT
gs-4355	122	40	suggesting	suggest	VERB
gs-4355	122	41	a	a	DET
gs-4355	122	42	more	more	ADV
gs-4355	122	43	reliable	reliable	ADJ
gs-4355	122	44	performance	performance	NOUN
gs-4355	122	45	,	,	PUNCT
gs-4355	122	46	particularly	particularly	ADV
gs-4355	122	47	for	for	ADP
gs-4355	122	48	advanced	advanced	ADJ
gs-4355	122	49	fibrosis	fibrosis	NOUN
gs-4355	122	50	.	.	PUNCT
gs-4355	123	1	imaging	imaging	NOUN
gs-4355	123	2	modalities	modality	NOUN
gs-4355	123	3	consistently	consistently	ADV
gs-4355	123	4	showed	show	VERB
gs-4355	123	5	the	the	DET
gs-4355	123	6	highest	high	ADJ
gs-4355	123	7	diagnostic	diagnostic	ADJ
gs-4355	123	8	accuracy	accuracy	NOUN
gs-4355	123	9	for	for	ADP
gs-4355	123	10	fibrosis	fibrosis	NOUN
gs-4355	123	11	staging	staging	NOUN
gs-4355	123	12	.	.	PUNCT
gs-4355	124	1	transient	transient	ADJ
gs-4355	124	2	elastography	elastography	NOUN
gs-4355	124	3	(	(	PUNCT
gs-4355	124	4	vcte	vcte	NOUN
gs-4355	124	5	)	)	PUNCT
gs-4355	124	6	,	,	PUNCT
gs-4355	124	7	with	with	ADP
gs-4355	124	8	an	an	DET
gs-4355	124	9	auroc	auroc	NOUN
gs-4355	124	10	range	range	NOUN
gs-4355	124	11	of	of	ADP
gs-4355	124	12	0.80	0.80	NUM
gs-4355	124	13	to	to	PART
gs-4355	124	14	0.95	0.95	NUM
gs-4355	124	15	,	,	PUNCT
gs-4355	124	16	exhibited	exhibit	VERB
gs-4355	124	17	high	high	ADJ
gs-4355	124	18	sensitivity	sensitivity	NOUN
gs-4355	124	19	and	and	CCONJ
gs-4355	124	20	specificity	specificity	NOUN
gs-4355	124	21	in	in	ADP
gs-4355	124	22	identifying	identify	VERB
gs-4355	124	23	advanced	advanced	ADJ
gs-4355	124	24	fibrosis	fibrosis	NOUN
gs-4355	124	25	.	.	PUNCT
gs-4355	125	1	mre	mre	PROPN
gs-4355	125	2	consistently	consistently	ADV
gs-4355	125	3	showed	show	VERB
gs-4355	125	4	the	the	DET
gs-4355	125	5	highest	high	ADJ
gs-4355	125	6	diagnostic	diagnostic	ADJ
gs-4355	125	7	performance	performance	NOUN
gs-4355	125	8	for	for	ADP
gs-4355	125	9	fibrosis	fibrosis	NOUN
gs-4355	125	10	staging	staging	NOUN
gs-4355	125	11	,	,	PUNCT
gs-4355	125	12	with	with	ADP
gs-4355	125	13	auroc	auroc	NOUN
gs-4355	125	14	values	value	NOUN
gs-4355	125	15	ranging	range	VERB
gs-4355	125	16	from	from	ADP
gs-4355	125	17	0.89	0.89	NUM
gs-4355	125	18	to	to	ADP
gs-4355	125	19	0.96	0.96	NUM
gs-4355	125	20	.	.	PUNCT
gs-4355	126	1	the	the	DET
gs-4355	126	2	high	high	ADJ
gs-4355	126	3	sensitivity	sensitivity	NOUN
gs-4355	126	4	and	and	CCONJ
gs-4355	126	5	specificity	specificity	NOUN
gs-4355	126	6	of	of	ADP
gs-4355	126	7	this	this	DET
gs-4355	126	8	method	method	NOUN
gs-4355	126	9	highlight	highlight	VERB
gs-4355	126	10	its	its	PRON
gs-4355	126	11	status	status	NOUN
gs-4355	126	12	as	as	ADP
gs-4355	126	13	the	the	DET
gs-4355	126	14	most	most	ADV
gs-4355	126	15	accurate	accurate	ADJ
gs-4355	126	16	non	non	ADJ
gs-4355	126	17	-	-	ADJ
gs-4355	126	18	invasive	invasive	ADJ
gs-4355	126	19	tool	tool	NOUN
gs-4355	126	20	for	for	ADP
gs-4355	126	21	assessing	assess	VERB
gs-4355	126	22	fibrosis	fibrosis	NOUN
gs-4355	126	23	and	and	CCONJ
gs-4355	126	24	cirrhosis	cirrhosis	NOUN
gs-4355	126	25	discussion	discussion	NOUN
gs-4355	126	26	the	the	DET
gs-4355	126	27	limitations	limitation	NOUN
gs-4355	126	28	of	of	ADP
gs-4355	126	29	liver	liver	NOUN
gs-4355	126	30	biopsy	biopsy	NOUN
gs-4355	126	31	have	have	AUX
gs-4355	126	32	driven	drive	VERB
gs-4355	126	33	the	the	DET
gs-4355	126	34	development	development	NOUN
gs-4355	126	35	of	of	ADP
gs-4355	126	36	a	a	DET
gs-4355	126	37	non	non	ADJ
gs-4355	126	38	-	-	ADJ
gs-4355	126	39	invasive	invasive	ADJ
gs-4355	126	40	tests	test	NOUN
gs-4355	126	41	,	,	PUNCT
gs-4355	126	42	each	each	PRON
gs-4355	126	43	offering	offer	VERB
gs-4355	126	44	unique	unique	ADJ
gs-4355	126	45	strengths	strength	NOUN
gs-4355	126	46	and	and	CCONJ
gs-4355	126	47	weaknesses	weakness	NOUN
gs-4355	126	48	.	.	PUNCT
gs-4355	127	1	the	the	DET
gs-4355	127	2	findings	finding	NOUN
gs-4355	127	3	of	of	ADP
gs-4355	127	4	this	this	DET
gs-4355	127	5	narrative	narrative	NOUN
gs-4355	127	6	review	review	NOUN
gs-4355	127	7	provide	provide	VERB
gs-4355	127	8	a	a	DET
gs-4355	127	9	comprehensive	comprehensive	ADJ
gs-4355	127	10	comparison	comparison	NOUN
gs-4355	127	11	of	of	ADP
gs-4355	127	12	these	these	DET
gs-4355	127	13	tools	tool	NOUN
gs-4355	127	14	.	.	PUNCT
gs-4355	128	1	comparison	comparison	NOUN
gs-4355	128	2	of	of	ADP
gs-4355	128	3	diagnostic	diagnostic	ADJ
gs-4355	128	4	accuracy	accuracy	NOUN
gs-4355	128	5	as	as	SCONJ
gs-4355	128	6	demonstrated	demonstrate	VERB
gs-4355	128	7	in	in	ADP
gs-4355	128	8	table	table	NOUN
gs-4355	128	9	2	2	NUM
gs-4355	128	10	,	,	PUNCT
gs-4355	128	11	a	a	DET
gs-4355	128	12	general	general	ADJ
gs-4355	128	13	pattern	pattern	NOUN
gs-4355	128	14	appears	appear	VERB
gs-4355	128	15	in	in	ADP
gs-4355	128	16	which	which	PRON
gs-4355	128	17	imaging	imaging	NOUN
gs-4355	128	18	modalities	modality	NOUN
gs-4355	128	19	provide	provide	VERB
gs-4355	128	20	superior	superior	ADJ
gs-4355	128	21	diagnostic	diagnostic	ADJ
gs-4355	128	22	accuracy	accuracy	NOUN
gs-4355	128	23	compared	compare	VERB
gs-4355	128	24	to	to	ADP
gs-4355	128	25	serum	serum	NOUN
gs-4355	128	26	-	-	PUNCT
gs-4355	128	27	based	base	VERB
gs-4355	128	28	tests	test	NOUN
gs-4355	128	29	.	.	PUNCT
gs-4355	129	1	mre	mre	PROPN
gs-4355	129	2	and	and	CCONJ
gs-4355	129	3	vcte	vcte	NOUN
gs-4355	129	4	consistently	consistently	ADV
gs-4355	129	5	achieve	achieve	VERB
gs-4355	129	6	the	the	DET
gs-4355	129	7	highest	high	ADJ
gs-4355	129	8	auroc	auroc	NOUN
gs-4355	129	9	values	value	NOUN
gs-4355	129	10	,	,	PUNCT
gs-4355	129	11	making	make	VERB
gs-4355	129	12	them	they	PRON
gs-4355	129	13	the	the	DET
gs-4355	129	14	most	most	ADV
gs-4355	129	15	reliable	reliable	ADJ
gs-4355	129	16	non	non	ADJ
gs-4355	129	17	-	-	ADJ
gs-4355	129	18	invasive	invasive	ADJ
gs-4355	129	19	tools	tool	NOUN
gs-4355	129	20	for	for	ADP
gs-4355	129	21	staging	stage	VERB
gs-4355	129	22	liver	liver	NOUN
gs-4355	129	23	fibrosis	fibrosis	NOUN
gs-4355	129	24	,	,	PUNCT
gs-4355	129	25	particularly	particularly	ADV
gs-4355	129	26	in	in	ADP
gs-4355	129	27	advanced	advanced	ADJ
gs-4355	129	28	stages	stage	NOUN
gs-4355	129	29	.	.	PUNCT
gs-4355	130	1	among	among	ADP
gs-4355	130	2	the	the	DET
gs-4355	130	3	serum	serum	NOUN
gs-4355	130	4	tests	test	NOUN
gs-4355	130	5	,	,	PUNCT
gs-4355	130	6	the	the	DET
gs-4355	130	7	patented	patent	VERB
gs-4355	130	8	tests	test	NOUN
gs-4355	130	9	like	like	ADP
gs-4355	130	10	fibrotest	fibrotest	NOUN
gs-4355	130	11	and	and	CCONJ
gs-4355	130	12	the	the	DET
gs-4355	130	13	elf	elf	NOUN
gs-4355	130	14	test	test	NOUN
gs-4355	130	15	generally	generally	ADV
gs-4355	130	16	outperform	outperform	VERB
gs-4355	130	17	the	the	DET
gs-4355	130	18	simple	simple	ADJ
gs-4355	130	19	,	,	PUNCT
gs-4355	130	20	calculator	calculator	NOUN
gs-4355	130	21	-	-	PUNCT
gs-4355	130	22	based	base	VERB
gs-4355	130	23	scores	score	NOUN
gs-4355	130	24	(	(	PUNCT
gs-4355	130	25	e.g.	e.g.	ADV
gs-4355	130	26	,	,	PUNCT
gs-4355	130	27	fib-4	fib-4	NUM
gs-4355	130	28	and	and	CCONJ
gs-4355	130	29	nfs	nfs	PROPN
gs-4355	130	30	)	)	PUNCT
gs-4355	130	31	.	.	PUNCT
gs-4355	131	1	this	this	DET
gs-4355	131	2	highlights	highlight	VERB
gs-4355	131	3	the	the	DET
gs-4355	131	4	value	value	NOUN
gs-4355	131	5	of	of	ADP
gs-4355	131	6	using	use	VERB
gs-4355	131	7	a	a	DET
gs-4355	131	8	combination	combination	NOUN
gs-4355	131	9	of	of	ADP
gs-4355	131	10	direct	direct	ADJ
gs-4355	131	11	and	and	CCONJ
gs-4355	131	12	indirect	indirect	ADJ
gs-4355	131	13	markers	marker	NOUN
gs-4355	131	14	to	to	PART
gs-4355	131	15	improve	improve	VERB
gs-4355	131	16	diagnostic	diagnostic	ADJ
gs-4355	131	17	performance	performance	NOUN
gs-4355	131	18	.	.	PUNCT
gs-4355	132	1	clinical	clinical	ADJ
gs-4355	132	2	and	and	CCONJ
gs-4355	132	3	practical	practical	ADJ
gs-4355	132	4	utility	utility	NOUN
gs-4355	132	5	while	while	SCONJ
gs-4355	132	6	diagnostic	diagnostic	ADJ
gs-4355	132	7	accuracy	accuracy	NOUN
gs-4355	132	8	is	be	AUX
gs-4355	132	9	important	important	ADJ
gs-4355	132	10	,	,	PUNCT
gs-4355	132	11	clinical	clinical	ADJ
gs-4355	132	12	utility	utility	NOUN
gs-4355	132	13	is	be	AUX
gs-4355	132	14	determined	determine	VERB
gs-4355	132	15	by	by	ADP
gs-4355	132	16	a	a	DET
gs-4355	132	17	test	test	NOUN
gs-4355	132	18	's	's	PART
gs-4355	132	19	accessibility	accessibility	NOUN
gs-4355	132	20	,	,	PUNCT
gs-4355	132	21	cost	cost	NOUN
gs-4355	132	22	,	,	PUNCT
gs-4355	132	23	and	and	CCONJ
gs-4355	132	24	practicality	practicality	NOUN
gs-4355	132	25	.	.	PUNCT
gs-4355	133	1	simple	simple	ADJ
gs-4355	133	2	serum	serum	NOUN
gs-4355	133	3	-	-	PUNCT
gs-4355	133	4	based	base	VERB
gs-4355	133	5	scores	score	NOUN
gs-4355	133	6	like	like	ADP
gs-4355	133	7	fib-4	fib-4	ADV
gs-4355	133	8	and	and	CCONJ
gs-4355	133	9	nfs	nfs	NOUN
gs-4355	133	10	are	be	AUX
gs-4355	133	11	widely	widely	ADV
gs-4355	133	12	available	available	ADJ
gs-4355	133	13	,	,	PUNCT
gs-4355	133	14	inexpensive	inexpensive	ADJ
gs-4355	133	15	,	,	PUNCT
gs-4355	133	16	and	and	CCONJ
gs-4355	133	17	can	can	AUX
gs-4355	133	18	be	be	AUX
gs-4355	133	19	easily	easily	ADV
gs-4355	133	20	calculated	calculate	VERB
gs-4355	133	21	in	in	ADP
gs-4355	133	22	any	any	DET
gs-4355	133	23	clinical	clinical	ADJ
gs-4355	133	24	setting	setting	NOUN
gs-4355	133	25	.	.	PUNCT
gs-4355	134	1	our	our	PRON
gs-4355	134	2	analysis	analysis	NOUN
gs-4355	134	3	supports	support	VERB
gs-4355	134	4	their	their	PRON
gs-4355	134	5	use	use	NOUN
gs-4355	134	6	as	as	ADP
gs-4355	134	7	first	first	ADJ
gs-4355	134	8	-	-	PUNCT
gs-4355	134	9	line	line	NOUN
gs-4355	134	10	screening	screening	NOUN
gs-4355	134	11	tools	tool	NOUN
gs-4355	134	12	in	in	ADP
gs-4355	134	13	primary	primary	ADJ
gs-4355	134	14	care	care	NOUN
gs-4355	134	15	,	,	PUNCT
gs-4355	134	16	particularly	particularly	ADV
gs-4355	134	17	given	give	VERB
gs-4355	134	18	their	their	PRON
gs-4355	134	19	high	high	ADJ
gs-4355	134	20	negative	negative	ADJ
gs-4355	134	21	predictive	predictive	ADJ
gs-4355	134	22	value	value	NOUN
gs-4355	134	23	,	,	PUNCT
gs-4355	134	24	which	which	PRON
gs-4355	134	25	effectively	effectively	ADV
gs-4355	134	26	rules	rule	VERB
gs-4355	134	27	out	out	ADP
gs-4355	134	28	advanced	advanced	ADJ
gs-4355	134	29	fibrosis	fibrosis	NOUN
gs-4355	134	30	in	in	ADP
gs-4355	134	31	low	low	ADJ
gs-4355	134	32	-	-	PUNCT
gs-4355	134	33	risk	risk	NOUN
gs-4355	134	34	individuals	individual	NOUN
gs-4355	134	35	and	and	CCONJ
gs-4355	134	36	avoids	avoid	VERB
gs-4355	134	37	unnecessary	unnecessary	ADJ
gs-4355	134	38	referrals	referral	NOUN
gs-4355	134	39	.	.	PUNCT
gs-4355	135	1	for	for	ADP
gs-4355	135	2	patients	patient	NOUN
gs-4355	135	3	flagged	flag	VERB
gs-4355	135	4	as	as	ADP
gs-4355	135	5	high	high	ADJ
gs-4355	135	6	-	-	PUNCT
gs-4355	135	7	risk	risk	NOUN
gs-4355	135	8	,	,	PUNCT
gs-4355	135	9	a	a	DET
gs-4355	135	10	more	more	ADV
gs-4355	135	11	accurate	accurate	ADJ
gs-4355	135	12	second	second	ADJ
gs-4355	135	13	-	-	PUNCT
gs-4355	135	14	line	line	NOUN
gs-4355	135	15	georgian	georgian	NOUN
gs-4355	135	16	scientists/	scientists/	NUM
gs-4355	135	17	.	.	PUNCT
gs-4355	136	1	7	7	NUM
gs-4355	136	2	n	n	DET
gs-4355	136	3	4	4	NUM
gs-4355	136	4	,	,	PUNCT
gs-4355	136	5	2025	2025	NUM
gs-4355	136	6	510	510	NUM
gs-4355	136	7	test	test	NOUN
gs-4355	136	8	is	be	AUX
gs-4355	136	9	warranted	warrant	VERB
gs-4355	136	10	.	.	PUNCT
gs-4355	137	1	vcte	vcte	NOUN
gs-4355	137	2	represents	represent	VERB
gs-4355	137	3	an	an	DET
gs-4355	137	4	ideal	ideal	ADJ
gs-4355	137	5	second	second	ADJ
gs-4355	137	6	-	-	PUNCT
gs-4355	137	7	line	line	NOUN
gs-4355	137	8	test	test	NOUN
gs-4355	137	9	.	.	PUNCT
gs-4355	138	1	it	it	PRON
gs-4355	138	2	is	be	AUX
gs-4355	138	3	more	more	ADV
gs-4355	138	4	accurate	accurate	ADJ
gs-4355	138	5	than	than	ADP
gs-4355	138	6	simple	simple	ADJ
gs-4355	138	7	serum	serum	NOUN
gs-4355	138	8	scores	score	NOUN
gs-4355	138	9	,	,	PUNCT
gs-4355	138	10	relatively	relatively	ADV
gs-4355	138	11	affordable	affordable	ADJ
gs-4355	138	12	,	,	PUNCT
gs-4355	138	13	and	and	CCONJ
gs-4355	138	14	can	can	AUX
gs-4355	138	15	be	be	AUX
gs-4355	138	16	performed	perform	VERB
gs-4355	138	17	quickly	quickly	ADV
gs-4355	138	18	at	at	ADP
gs-4355	138	19	the	the	DET
gs-4355	138	20	point	point	NOUN
gs-4355	138	21	of	of	ADP
gs-4355	138	22	care	care	NOUN
gs-4355	138	23	.	.	PUNCT
gs-4355	139	1	mre	mre	PROPN
gs-4355	139	2	,	,	PUNCT
gs-4355	139	3	despite	despite	SCONJ
gs-4355	139	4	being	be	AUX
gs-4355	139	5	the	the	DET
gs-4355	139	6	most	most	ADV
gs-4355	139	7	accurate	accurate	ADJ
gs-4355	139	8	non	non	ADJ
gs-4355	139	9	-	-	ADJ
gs-4355	139	10	invasive	invasive	ADJ
gs-4355	139	11	test	test	NOUN
gs-4355	139	12	,	,	PUNCT
gs-4355	139	13	is	be	AUX
gs-4355	139	14	the	the	DET
gs-4355	139	15	least	least	ADV
gs-4355	139	16	practical	practical	ADJ
gs-4355	139	17	due	due	ADJ
gs-4355	139	18	to	to	ADP
gs-4355	139	19	its	its	PRON
gs-4355	139	20	high	high	ADJ
gs-4355	139	21	cost	cost	NOUN
gs-4355	139	22	and	and	CCONJ
gs-4355	139	23	limited	limited	ADJ
gs-4355	139	24	availability	availability	NOUN
gs-4355	139	25	,	,	PUNCT
gs-4355	139	26	positioning	position	VERB
gs-4355	139	27	it	it	PRON
gs-4355	139	28	as	as	ADP
gs-4355	139	29	a	a	DET
gs-4355	139	30	third	third	ADJ
gs-4355	139	31	-	-	PUNCT
gs-4355	139	32	line	line	NOUN
gs-4355	139	33	diagnostic	diagnostic	ADJ
gs-4355	139	34	tool	tool	NOUN
gs-4355	139	35	for	for	ADP
gs-4355	139	36	challenging	challenge	VERB
gs-4355	139	37	cases	case	NOUN
gs-4355	139	38	.	.	PUNCT
gs-4355	140	1	limitations	limitation	NOUN
gs-4355	140	2	the	the	DET
gs-4355	140	3	non	non	ADJ
gs-4355	140	4	-	-	ADJ
gs-4355	140	5	invasive	invasive	ADJ
gs-4355	140	6	tests	test	NOUN
gs-4355	140	7	reviewed	review	VERB
gs-4355	140	8	in	in	ADP
gs-4355	140	9	this	this	DET
gs-4355	140	10	narrative	narrative	NOUN
gs-4355	140	11	review	review	NOUN
gs-4355	140	12	are	be	AUX
gs-4355	140	13	not	not	PART
gs-4355	140	14	without	without	ADP
gs-4355	140	15	limitations	limitation	NOUN
gs-4355	140	16	.	.	PUNCT
gs-4355	141	1	factors	factor	NOUN
gs-4355	141	2	such	such	ADJ
gs-4355	141	3	as	as	ADP
gs-4355	141	4	severe	severe	ADJ
gs-4355	141	5	obesity	obesity	NOUN
gs-4355	141	6	and	and	CCONJ
gs-4355	141	7	elevated	elevated	ADJ
gs-4355	141	8	liver	liver	NOUN
gs-4355	141	9	enzymes	enzyme	NOUN
gs-4355	141	10	can	can	AUX
gs-4355	141	11	reduce	reduce	VERB
gs-4355	141	12	the	the	DET
gs-4355	141	13	accuracy	accuracy	NOUN
gs-4355	141	14	of	of	ADP
gs-4355	141	15	vcte	vcte	NOUN
gs-4355	141	16	.	.	PUNCT
gs-4355	142	1	the	the	DET
gs-4355	142	2	simple	simple	ADJ
gs-4355	142	3	serum	serum	NOUN
gs-4355	142	4	-	-	PUNCT
gs-4355	142	5	based	base	VERB
gs-4355	142	6	scores	score	NOUN
gs-4355	142	7	like	like	ADP
gs-4355	142	8	fib-4	fib-4	ADV
gs-4355	142	9	are	be	AUX
gs-4355	142	10	not	not	PART
gs-4355	142	11	perfect	perfect	ADJ
gs-4355	142	12	.	.	PUNCT
gs-4355	143	1	their	their	PRON
gs-4355	143	2	diagnostic	diagnostic	ADJ
gs-4355	143	3	performance	performance	NOUN
gs-4355	143	4	can	can	AUX
gs-4355	143	5	be	be	AUX
gs-4355	143	6	influenced	influence	VERB
gs-4355	143	7	by	by	ADP
gs-4355	143	8	age	age	NOUN
gs-4355	143	9	,	,	PUNCT
gs-4355	143	10	as	as	SCONJ
gs-4355	143	11	older	old	ADJ
gs-4355	143	12	patients	patient	NOUN
gs-4355	143	13	tend	tend	VERB
gs-4355	143	14	to	to	PART
gs-4355	143	15	have	have	VERB
gs-4355	143	16	higher	high	ADJ
gs-4355	143	17	scores	score	NOUN
gs-4355	143	18	even	even	ADV
gs-4355	143	19	in	in	ADP
gs-4355	143	20	the	the	DET
gs-4355	143	21	absence	absence	NOUN
gs-4355	143	22	of	of	ADP
gs-4355	143	23	advanced	advanced	ADJ
gs-4355	143	24	fibrosis	fibrosis	NOUN
gs-4355	143	25	,	,	PUNCT
gs-4355	143	26	potentially	potentially	ADV
gs-4355	143	27	leading	lead	VERB
gs-4355	143	28	to	to	ADP
gs-4355	143	29	false	false	ADJ
gs-4355	143	30	-	-	PUNCT
gs-4355	143	31	positive	positive	ADJ
gs-4355	143	32	results	result	NOUN
gs-4355	143	33	.	.	PUNCT
gs-4355	144	1	the	the	DET
gs-4355	144	2	patented	patent	VERB
gs-4355	144	3	serum	serum	NOUN
gs-4355	144	4	tests	test	NOUN
gs-4355	144	5	are	be	AUX
gs-4355	144	6	exclusive	exclusive	ADJ
gs-4355	144	7	and	and	CCONJ
gs-4355	144	8	have	have	VERB
gs-4355	144	9	a	a	DET
gs-4355	144	10	higher	high	ADJ
gs-4355	144	11	cost	cost	NOUN
gs-4355	144	12	,	,	PUNCT
gs-4355	144	13	limiting	limit	VERB
gs-4355	144	14	their	their	PRON
gs-4355	144	15	widespread	widespread	ADJ
gs-4355	144	16	use	use	NOUN
gs-4355	144	17	.	.	PUNCT
gs-4355	145	1	this	this	PRON
gs-4355	145	2	suggests	suggest	VERB
gs-4355	145	3	that	that	SCONJ
gs-4355	145	4	the	the	DET
gs-4355	145	5	ideal	ideal	ADJ
gs-4355	145	6	diagnostic	diagnostic	ADJ
gs-4355	145	7	strategy	strategy	NOUN
gs-4355	145	8	must	must	AUX
gs-4355	145	9	balance	balance	VERB
gs-4355	145	10	accuracy	accuracy	NOUN
gs-4355	145	11	,	,	PUNCT
gs-4355	145	12	cost	cost	NOUN
gs-4355	145	13	,	,	PUNCT
gs-4355	145	14	and	and	CCONJ
gs-4355	145	15	accessibility	accessibility	NOUN
gs-4355	145	16	to	to	PART
gs-4355	145	17	be	be	AUX
gs-4355	145	18	truly	truly	ADV
gs-4355	145	19	effective	effective	ADJ
gs-4355	145	20	on	on	ADP
gs-4355	145	21	a	a	DET
gs-4355	145	22	global	global	ADJ
gs-4355	145	23	scale	scale	NOUN
gs-4355	145	24	.	.	PUNCT
gs-4355	146	1	conclusion	conclusion	NOUN
gs-4355	146	2	non	non	ADJ
gs-4355	146	3	-	-	ADJ
gs-4355	146	4	invasive	invasive	ADJ
gs-4355	146	5	approach	approach	NOUN
gs-4355	146	6	to	to	ADP
gs-4355	146	7	fibrosis	fibrosis	NOUN
gs-4355	146	8	assessment	assessment	NOUN
gs-4355	146	9	is	be	AUX
gs-4355	146	10	not	not	PART
gs-4355	146	11	only	only	ADV
gs-4355	146	12	useful	useful	ADJ
gs-4355	146	13	but	but	CCONJ
gs-4355	146	14	also	also	ADV
gs-4355	146	15	offers	offer	VERB
gs-4355	146	16	a	a	DET
gs-4355	146	17	safe	safe	ADJ
gs-4355	146	18	,	,	PUNCT
gs-4355	146	19	effective	effective	ADJ
gs-4355	146	20	and	and	CCONJ
gs-4355	146	21	practical	practical	ADJ
gs-4355	146	22	alternative	alternative	NOUN
gs-4355	146	23	to	to	ADP
gs-4355	146	24	liver	liver	NOUN
gs-4355	146	25	biopsy	biopsy	NOUN
gs-4355	146	26	.	.	PUNCT
gs-4355	147	1	this	this	DET
gs-4355	147	2	narrative	narrative	NOUN
gs-4355	147	3	review	review	NOUN
gs-4355	147	4	confirms	confirm	VERB
gs-4355	147	5	that	that	SCONJ
gs-4355	147	6	while	while	SCONJ
gs-4355	147	7	simple	simple	ADJ
gs-4355	147	8	serum	serum	NOUN
gs-4355	147	9	-	-	PUNCT
gs-4355	147	10	based	base	VERB
gs-4355	147	11	scores	score	NOUN
gs-4355	147	12	like	like	ADP
gs-4355	147	13	fib-4	fib-4	ADV
gs-4355	147	14	and	and	CCONJ
gs-4355	147	15	nfs	nfs	NOUN
gs-4355	147	16	are	be	AUX
gs-4355	147	17	valuable	valuable	ADJ
gs-4355	147	18	for	for	ADP
gs-4355	147	19	initial	initial	ADJ
gs-4355	147	20	population	population	NOUN
gs-4355	147	21	-	-	PUNCT
gs-4355	147	22	wide	wide	ADJ
gs-4355	147	23	screening	screening	NOUN
gs-4355	147	24	,	,	PUNCT
gs-4355	147	25	they	they	PRON
gs-4355	147	26	are	be	AUX
gs-4355	147	27	outmatched	outmatch	VERB
gs-4355	147	28	in	in	ADP
gs-4355	147	29	diagnostic	diagnostic	ADJ
gs-4355	147	30	accuracy	accuracy	NOUN
gs-4355	147	31	by	by	ADP
gs-4355	147	32	imaging	imaging	NOUN
gs-4355	147	33	modalities	modality	NOUN
gs-4355	147	34	like	like	ADP
gs-4355	147	35	vcte	vcte	NOUN
gs-4355	147	36	and	and	CCONJ
gs-4355	147	37	mre	mre	PROPN
gs-4355	147	38	.	.	PROPN
gs-4355	147	39	a	a	DET
gs-4355	147	40	rational	rational	ADJ
gs-4355	147	41	approach	approach	NOUN
gs-4355	147	42	,	,	PUNCT
gs-4355	147	43	starting	start	VERB
gs-4355	147	44	with	with	ADP
gs-4355	147	45	accessible	accessible	ADJ
gs-4355	147	46	scores	score	NOUN
gs-4355	147	47	for	for	ADP
gs-4355	147	48	screening	screen	VERB
gs-4355	147	49	and	and	CCONJ
gs-4355	147	50	escalating	escalate	VERB
gs-4355	147	51	to	to	ADP
gs-4355	147	52	more	more	ADV
gs-4355	147	53	accurate	accurate	ADJ
gs-4355	147	54	imaging	imaging	NOUN
gs-4355	147	55	-	-	PUNCT
gs-4355	147	56	based	base	VERB
gs-4355	147	57	tests	test	NOUN
gs-4355	147	58	for	for	ADP
gs-4355	147	59	at	at	ADP
gs-4355	147	60	-	-	PUNCT
gs-4355	147	61	risk	risk	NOUN
gs-4355	147	62	patients	patient	NOUN
gs-4355	147	63	,	,	PUNCT
gs-4355	147	64	represents	represent	VERB
gs-4355	147	65	the	the	DET
gs-4355	147	66	most	most	ADV
gs-4355	147	67	efficient	efficient	ADJ
gs-4355	147	68	strategy	strategy	NOUN
gs-4355	147	69	for	for	ADP
gs-4355	147	70	managing	manage	VERB
gs-4355	147	71	liver	liver	NOUN
gs-4355	147	72	fibrosis	fibrosis	NOUN
gs-4355	147	73	in	in	ADP
gs-4355	147	74	mafld	mafld	NOUN
gs-4355	147	75	.	.	PUNCT
gs-4355	148	1	this	this	PRON
gs-4355	148	2	minimizes	minimize	VERB
gs-4355	148	3	the	the	DET
gs-4355	148	4	need	need	NOUN
gs-4355	148	5	for	for	ADP
gs-4355	148	6	liver	liver	NOUN
gs-4355	148	7	biopsy	biopsy	NOUN
gs-4355	148	8	and	and	CCONJ
gs-4355	148	9	promises	promise	NOUN
gs-4355	148	10	to	to	PART
gs-4355	148	11	improve	improve	VERB
gs-4355	148	12	clinical	clinical	ADJ
gs-4355	148	13	outcomes	outcome	NOUN
gs-4355	148	14	for	for	ADP
gs-4355	148	15	the	the	DET
gs-4355	148	16	millions	million	NOUN
gs-4355	148	17	of	of	ADP
gs-4355	148	18	people	people	NOUN
gs-4355	148	19	affected	affect	VERB
gs-4355	148	20	by	by	ADP
gs-4355	148	21	this	this	DET
gs-4355	148	22	growing	grow	VERB
gs-4355	148	23	global	global	ADJ
gs-4355	148	24	health	health	NOUN
gs-4355	148	25	challenge	challenge	NOUN
gs-4355	148	26	.	.	PUNCT
gs-4355	149	1	references	reference	NOUN
gs-4355	149	2	1	1	NUM
gs-4355	149	3	.	.	PUNCT
gs-4355	150	1	guo	guo	PROPN
gs-4355	150	2	,	,	PUNCT
gs-4355	150	3	z.	z.	PROPN
gs-4355	150	4	,	,	PUNCT
gs-4355	150	5	wu	wu	PROPN
gs-4355	150	6	,	,	PUNCT
gs-4355	150	7	d.	d.	PROPN
gs-4355	150	8	,	,	PUNCT
gs-4355	150	9	mao	mao	PROPN
gs-4355	150	10	,	,	PUNCT
gs-4355	150	11	r.	r.	PROPN
gs-4355	150	12	et	et	PROPN
gs-4355	150	13	al	al	PROPN
gs-4355	150	14	.	.	PUNCT
gs-4355	151	1	global	global	ADJ
gs-4355	151	2	burden	burden	NOUN
gs-4355	151	3	of	of	ADP
gs-4355	151	4	mafld	mafld	NOUN
gs-4355	151	5	,	,	PUNCT
gs-4355	151	6	mafld	mafld	NOUN
gs-4355	151	7	related	relate	VERB
gs-4355	151	8	cirrhosis	cirrhosis	NOUN
gs-4355	151	9	and	and	CCONJ
gs-4355	151	10	mash	mash	NOUN
gs-4355	151	11	related	relate	VERB
gs-4355	151	12	liver	liver	NOUN
gs-4355	151	13	cancer	cancer	NOUN
gs-4355	151	14	from	from	ADP
gs-4355	151	15	1990	1990	NUM
gs-4355	151	16	to	to	ADP
gs-4355	151	17	2021	2021	NUM
gs-4355	151	18	.	.	PUNCT
gs-4355	152	1	sci	sci	PROPN
gs-4355	152	2	rep	rep	PROPN
gs-4355	152	3	15	15	NUM
gs-4355	152	4	,	,	PUNCT
gs-4355	152	5	7083	7083	NUM
gs-4355	152	6	(	(	PUNCT
gs-4355	152	7	2025	2025	NUM
gs-4355	152	8	)	)	PUNCT
gs-4355	152	9	.	.	PUNCT
gs-4355	153	1	https://doi.org/10.1038/s41598-025-91312-5	https://doi.org/10.1038/s41598-025-91312-5	NUM
gs-4355	154	1	2	2	NUM
gs-4355	154	2	.	.	PUNCT
gs-4355	154	3	li	li	PROPN
gs-4355	154	4	qq	qq	PROPN
gs-4355	154	5	,	,	PUNCT
gs-4355	154	6	xiong	xiong	PROPN
gs-4355	154	7	yt	yt	PROPN
gs-4355	154	8	,	,	PUNCT
gs-4355	154	9	wang	wang	PROPN
gs-4355	154	10	d	d	PROPN
gs-4355	154	11	,	,	PUNCT
gs-4355	154	12	wang	wang	PROPN
gs-4355	154	13	kx	kx	PROPN
gs-4355	154	14	,	,	PUNCT
gs-4355	154	15	guo	guo	PROPN
gs-4355	154	16	c	c	PROPN
gs-4355	154	17	,	,	PUNCT
gs-4355	154	18	fu	fu	PROPN
gs-4355	154	19	ym	ym	PROPN
gs-4355	154	20	,	,	PUNCT
gs-4355	154	21	niu	niu	PROPN
gs-4355	154	22	xx	xx	PROPN
gs-4355	154	23	,	,	PUNCT
gs-4355	154	24	wang	wang	PROPN
gs-4355	154	25	cy	cy	PROPN
gs-4355	154	26	,	,	PUNCT
gs-4355	154	27	wang	wang	PROPN
gs-4355	154	28	jj	jj	PROPN
gs-4355	154	29	,	,	PUNCT
gs-4355	155	1	ji	ji	PROPN
gs-4355	155	2	d	d	PROPN
gs-4355	155	3	,	,	PUNCT
gs-4355	155	4	bai	bai	PROPN
gs-4355	155	5	zf	zf	PROPN
gs-4355	155	6	.	.	PUNCT
gs-4355	155	7	metabolic	metabolic	PROPN
gs-4355	155	8	syndrome	syndrome	PROPN
gs-4355	155	9	is	be	AUX
gs-4355	155	10	associated	associate	VERB
gs-4355	155	11	with	with	ADP
gs-4355	155	12	significant	significant	ADJ
gs-4355	155	13	hepatic	hepatic	ADJ
gs-4355	155	14	fibrosis	fibrosis	NOUN
gs-4355	155	15	and	and	CCONJ
gs-4355	155	16	steatosis	steatosis	NOUN
gs-4355	155	17	in	in	ADP
gs-4355	155	18	patients	patient	NOUN
gs-4355	155	19	with	with	ADP
gs-4355	155	20	nonalcoholic	nonalcoholic	PROPN
gs-4355	155	21	steatohepatitis	steatohepatitis	PROPN
gs-4355	155	22	.	.	PUNCT
gs-4355	156	1	iliver	iliver	PROPN
gs-4355	156	2	.	.	PUNCT
gs-4355	157	1	2024	2024	NUM
gs-4355	157	2	apr	apr	NOUN
gs-4355	157	3	24;3(2):100094	24;3(2):100094	NUM
gs-4355	157	4	.	.	PUNCT
gs-4355	158	1	doi	doi	NOUN
gs-4355	158	2	:	:	PUNCT
gs-4355	158	3	10.1016	10.1016	NUM
gs-4355	158	4	/	/	SYM
gs-4355	158	5	j.iliver.2024.100094	j.iliver.2024.100094	NOUN
gs-4355	158	6	.	.	PUNCT
gs-4355	159	1	pmid	pmid	NOUN
gs-4355	159	2	:	:	PUNCT
gs-4355	159	3	40636476	40636476	NUM
gs-4355	159	4	;	;	PUNCT
gs-4355	159	5	pmcid	pmcid	ADJ
gs-4355	159	6	:	:	PUNCT
gs-4355	159	7	pmc12212728	pmc12212728	NOUN
gs-4355	159	8	.	.	PUNCT
gs-4355	160	1	3	3	X
gs-4355	160	2	.	.	X
gs-4355	160	3	leung	leung	PROPN
gs-4355	160	4	pb	pb	PROPN
gs-4355	160	5	,	,	PUNCT
gs-4355	160	6	davis	davis	PROPN
gs-4355	160	7	am	am	PROPN
gs-4355	160	8	,	,	PUNCT
gs-4355	160	9	kumar	kumar	PROPN
gs-4355	160	10	s.	s.	PROPN
gs-4355	160	11	diagnosis	diagnosis	PROPN
gs-4355	160	12	and	and	CCONJ
gs-4355	160	13	management	management	NOUN
gs-4355	160	14	of	of	ADP
gs-4355	160	15	nonalcoholic	nonalcoholic	NOUN
gs-4355	160	16	fatty	fatty	NOUN
gs-4355	160	17	liver	liver	NOUN
gs-4355	160	18	disease	disease	NOUN
gs-4355	160	19	.	.	PUNCT
gs-4355	161	1	jama	jama	PROPN
gs-4355	161	2	.	.	PUNCT
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gs-4355	162	2	.	.	PUNCT
gs-4355	163	1	doi:10.1001	doi:10.1001	PROPN
gs-4355	163	2	/	/	SYM
gs-4355	163	3	jama.2023.17935	jama.2023.17935	PROPN
gs-4355	163	4	georgian	georgian	PROPN
gs-4355	163	5	scientists/	scientists/	NUM
gs-4355	163	6	.	.	PUNCT
gs-4355	164	1	7	7	NUM
gs-4355	164	2	n	n	DET
gs-4355	164	3	4	4	NUM
gs-4355	164	4	,	,	PUNCT
gs-4355	164	5	2025	2025	NUM
gs-4355	164	6	511	511	NUM
gs-4355	164	7	4	4	NUM
gs-4355	164	8	.	.	PUNCT
gs-4355	164	9	qu	qu	PROPN
gs-4355	164	10	w	w	PROPN
gs-4355	164	11	,	,	PUNCT
gs-4355	164	12	ma	ma	PROPN
gs-4355	164	13	t	t	PROPN
gs-4355	164	14	,	,	PUNCT
gs-4355	164	15	cai	cai	PROPN
gs-4355	164	16	j	j	PROPN
gs-4355	164	17	,	,	PUNCT
gs-4355	164	18	zhang	zhang	PROPN
gs-4355	164	19	x	x	PROPN
gs-4355	164	20	,	,	PUNCT
gs-4355	165	1	zhang	zhang	PROPN
gs-4355	165	2	p	p	X
gs-4355	165	3	,	,	PUNCT
gs-4355	165	4	she	she	PRON
gs-4355	165	5	z	z	PROPN
gs-4355	165	6	,	,	PUNCT
gs-4355	165	7	wan	wan	PROPN
gs-4355	165	8	f	f	PROPN
gs-4355	165	9	and	and	CCONJ
gs-4355	165	10	li	li	PROPN
gs-4355	165	11	h	h	PROPN
gs-4355	165	12	(	(	PUNCT
gs-4355	165	13	2021	2021	NUM
gs-4355	165	14	)	)	PUNCT
gs-4355	165	15	liver	liver	NOUN
gs-4355	165	16	fibrosis	fibrosis	NOUN
gs-4355	165	17	and	and	CCONJ
gs-4355	165	18	mafld	mafld	NOUN
gs-4355	165	19	:	:	PUNCT
gs-4355	165	20	from	from	ADP
gs-4355	165	21	molecular	molecular	ADJ
gs-4355	165	22	aspects	aspect	NOUN
gs-4355	165	23	to	to	ADP
gs-4355	165	24	novel	novel	ADJ
gs-4355	165	25	pharmacological	pharmacological	ADJ
gs-4355	165	26	strategies	strategy	NOUN
gs-4355	165	27	.	.	PUNCT
gs-4355	166	1	front	front	ADJ
gs-4355	166	2	.	.	PUNCT
gs-4355	167	1	med	med	PROPN
gs-4355	167	2	.	.	PUNCT
gs-4355	168	1	8:761538	8:761538	NUM
gs-4355	168	2	.	.	PUNCT
gs-4355	169	1	doi	doi	NOUN
gs-4355	169	2	:	:	PUNCT
gs-4355	169	3	10.3389	10.3389	NUM
gs-4355	169	4	/	/	SYM
gs-4355	169	5	fmed.2021.761538	fmed.2021.761538	NUM
gs-4355	169	6	5	5	NUM
gs-4355	169	7	.	.	PUNCT
gs-4355	169	8	martinou	martinou	PROPN
gs-4355	169	9	,	,	PUNCT
gs-4355	169	10	e.	e.	PROPN
gs-4355	169	11	;	;	PUNCT
gs-4355	169	12	pericleous	pericleous	ADJ
gs-4355	169	13	,	,	PUNCT
gs-4355	169	14	m.	m.	NOUN
gs-4355	169	15	;	;	PUNCT
gs-4355	169	16	stefanova	stefanova	PROPN
gs-4355	169	17	,	,	PUNCT
gs-4355	169	18	i.	i.	PROPN
gs-4355	169	19	;	;	PUNCT
gs-4355	169	20	kaur	kaur	PROPN
gs-4355	169	21	,	,	PUNCT
gs-4355	169	22	v.	v.	PROPN
gs-4355	169	23	;	;	PUNCT
gs-4355	169	24	angelidi	angelidi	NOUN
gs-4355	169	25	,	,	PUNCT
gs-4355	169	26	a.m.	a.m.	NOUN
gs-4355	169	27	diagnostic	diagnostic	ADJ
gs-4355	169	28	modalities	modality	NOUN
gs-4355	169	29	of	of	ADP
gs-4355	169	30	non	non	ADJ
gs-4355	169	31	-	-	ADJ
gs-4355	169	32	alcoholic	alcoholic	ADJ
gs-4355	169	33	fatty	fatty	NOUN
gs-4355	169	34	liver	liver	NOUN
gs-4355	169	35	disease	disease	NOUN
gs-4355	169	36	:	:	PUNCT
gs-4355	169	37	from	from	ADP
gs-4355	169	38	biochemical	biochemical	ADJ
gs-4355	169	39	biomarkers	biomarker	NOUN
gs-4355	169	40	to	to	ADP
gs-4355	169	41	multiomics	multiomics	PROPN
gs-4355	169	42	non	non	ADJ
gs-4355	169	43	-	-	ADJ
gs-4355	169	44	invasive	invasive	ADJ
gs-4355	169	45	approaches	approach	NOUN
gs-4355	169	46	.	.	PUNCT
gs-4355	170	1	diagnostics2022	diagnostics2022	NOUN
gs-4355	170	2	,	,	PUNCT
gs-4355	170	3	12	12	NUM
gs-4355	170	4	,	,	PUNCT
gs-4355	170	5	407	407	NUM
gs-4355	170	6	.	.	PUNCT
gs-4355	170	7	https://doi.org/10.3390/diagnostics12020407	https://doi.org/10.3390/diagnostics12020407	NOUN
gs-4355	170	8	6	6	NUM
gs-4355	170	9	.	.	PUNCT
gs-4355	170	10	papastergiou	papastergiou	PROPN
gs-4355	170	11	v	v	PROPN
gs-4355	170	12	,	,	PUNCT
gs-4355	170	13	tsochatzis	tsochatzi	NOUN
gs-4355	170	14	e	e	NOUN
gs-4355	170	15	,	,	PUNCT
gs-4355	170	16	burroughs	burroughs	PROPN
gs-4355	170	17	ak	ak	PROPN
gs-4355	170	18	.	.	PROPN
gs-4355	170	19	non	non	ADJ
gs-4355	170	20	-	-	ADJ
gs-4355	170	21	invasive	invasive	ADJ
gs-4355	170	22	assessment	assessment	NOUN
gs-4355	170	23	of	of	ADP
gs-4355	170	24	liver	liver	NOUN
gs-4355	170	25	fibrosis	fibrosis	NOUN
gs-4355	170	26	.	.	PUNCT
gs-4355	171	1	ann	ann	PROPN
gs-4355	171	2	gastroenterol	gastroenterol	PROPN
gs-4355	171	3	.	.	PUNCT
gs-4355	172	1	2012;25(3):218	2012;25(3):218	NUM
gs-4355	172	2	-	-	PUNCT
gs-4355	172	3	231	231	NUM
gs-4355	172	4	.	.	PUNCT
gs-4355	173	1	pmid	pmid	NOUN
gs-4355	173	2	:	:	PUNCT
gs-4355	173	3	24714123	24714123	NUM
gs-4355	173	4	;	;	PUNCT
gs-4355	173	5	pmcid	pmcid	ADJ
gs-4355	173	6	:	:	PUNCT
gs-4355	173	7	pmc3959378	pmc3959378	NOUN
gs-4355	173	8	.	.	PUNCT
gs-4355	174	1	7	7	X
gs-4355	174	2	.	.	X
gs-4355	174	3	lee	lee	PROPN
gs-4355	174	4	jh	jh	PROPN
gs-4355	174	5	,	,	PUNCT
gs-4355	174	6	joo	joo	PROPN
gs-4355	174	7	i	i	PROPN
gs-4355	174	8	,	,	PUNCT
gs-4355	174	9	kang	kang	PROPN
gs-4355	174	10	tw	tw	PROPN
gs-4355	174	11	,	,	PUNCT
gs-4355	174	12	paik	paik	PROPN
gs-4355	174	13	yh	yh	PROPN
gs-4355	174	14	,	,	PUNCT
gs-4355	174	15	sinn	sinn	PROPN
gs-4355	174	16	dh	dh	PROPN
gs-4355	174	17	,	,	PUNCT
gs-4355	174	18	ha	ha	INTJ
gs-4355	174	19	sy	sy	INTJ
gs-4355	174	20	,	,	PUNCT
gs-4355	174	21	et	et	PROPN
gs-4355	174	22	al	al	PROPN
gs-4355	174	23	.	.	PUNCT
gs-4355	175	1	deep	deep	ADJ
gs-4355	175	2	learning	learning	NOUN
gs-4355	175	3	with	with	ADP
gs-4355	175	4	ultrasonography	ultrasonography	NOUN
gs-4355	175	5	:	:	PUNCT
gs-4355	175	6	automated	automate	VERB
gs-4355	175	7	classification	classification	NOUN
gs-4355	175	8	of	of	ADP
gs-4355	175	9	liver	liver	NOUN
gs-4355	175	10	fibrosis	fibrosis	NOUN
gs-4355	175	11	using	use	VERB
gs-4355	175	12	a	a	DET
gs-4355	175	13	deep	deep	ADJ
gs-4355	175	14	convolutional	convolutional	ADJ
gs-4355	175	15	neural	neural	ADJ
gs-4355	175	16	network	network	NOUN
gs-4355	175	17	.	.	PUNCT
gs-4355	176	1	eur	eur	NOUN
gs-4355	176	2	radiol	radiol	NOUN
gs-4355	176	3	.	.	PUNCT
gs-4355	177	1	2020;30:1264–73	2020;30:1264–73	NUM
gs-4355	177	2	.	.	PUNCT
gs-4355	178	1	doi	doi	NOUN
gs-4355	178	2	:	:	PUNCT
gs-4355	178	3	10.1007	10.1007	NUM
gs-4355	178	4	/	/	SYM
gs-4355	178	5	s00330	s00330	NOUN
gs-4355	178	6	-	-	PUNCT
gs-4355	178	7	019	019	NUM
gs-4355	178	8	-	-	PUNCT
gs-4355	178	9	06407	06407	NUM
gs-4355	178	10	-	-	SYM
gs-4355	178	11	1	1	NUM
gs-4355	178	12	.	.	NOUN
gs-4355	178	13	8	8	NUM
gs-4355	178	14	.	.	PUNCT
gs-4355	178	15	vallet	vallet	NOUN
gs-4355	178	16	-	-	PUNCT
gs-4355	178	17	pichard	pichard	NOUN
gs-4355	178	18	a	a	DET
gs-4355	178	19	,	,	PUNCT
gs-4355	178	20	mallet	mallet	NOUN
gs-4355	178	21	v	v	NOUN
gs-4355	178	22	,	,	PUNCT
gs-4355	178	23	nalpas	nalpas	PROPN
gs-4355	178	24	b	b	NUM
gs-4355	178	25	,	,	PUNCT
gs-4355	178	26	verkarre	verkarre	PROPN
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gs-4355	178	28	,	,	PUNCT
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gs-4355	178	30	a	a	PRON
gs-4355	178	31	,	,	PUNCT
gs-4355	178	32	dhalluin	dhalluin	NOUN
gs-4355	178	33	-	-	PUNCT
gs-4355	178	34	venier	venier	NOUN
gs-4355	178	35	v	v	NOUN
gs-4355	178	36	,	,	PUNCT
gs-4355	178	37	et	et	PROPN
gs-4355	178	38	al	al	PROPN
gs-4355	178	39	.	.	PROPN
gs-4355	179	1	fib-4	fib-4	ADP
gs-4355	179	2	:	:	PUNCT
gs-4355	179	3	an	an	DET
gs-4355	179	4	inexpensive	inexpensive	ADJ
gs-4355	179	5	and	and	CCONJ
gs-4355	179	6	accurate	accurate	ADJ
gs-4355	179	7	marker	marker	NOUN
gs-4355	179	8	of	of	ADP
gs-4355	179	9	fibrosis	fibrosis	NOUN
gs-4355	179	10	in	in	ADP
gs-4355	179	11	hcv	hcv	NOUN
gs-4355	179	12	infection	infection	NOUN
gs-4355	179	13	.	.	PUNCT
gs-4355	180	1	comparison	comparison	NOUN
gs-4355	180	2	with	with	ADP
gs-4355	180	3	liver	liver	NOUN
gs-4355	180	4	biopsy	biopsy	NOUN
gs-4355	180	5	and	and	CCONJ
gs-4355	180	6	fibrotest	fibrotest	NOUN
gs-4355	180	7	.	.	PUNCT
gs-4355	181	1	hepatology	hepatology	NOUN
gs-4355	181	2	.	.	PUNCT
gs-4355	182	1	2007;46:32–36	2007;46:32–36	NUM
gs-4355	182	2	.	.	PUNCT
gs-4355	182	3	doi	doi	NOUN
gs-4355	182	4	:	:	PUNCT
gs-4355	182	5	10.1002	10.1002	NUM
gs-4355	182	6	/	/	SYM
gs-4355	182	7	hep.21669	hep.21669	NOUN
gs-4355	182	8	.	.	NOUN
gs-4355	182	9	9	9	NUM
gs-4355	182	10	.	.	X
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gs-4355	183	2	p	p	PROPN
gs-4355	183	3	,	,	PUNCT
gs-4355	183	4	hui	hui	PROPN
gs-4355	183	5	jm	jm	PROPN
gs-4355	183	6	,	,	PUNCT
gs-4355	183	7	marchesini	marchesini	NOUN
gs-4355	183	8	g	g	NOUN
gs-4355	183	9	,	,	PUNCT
gs-4355	183	10	bugianesi	bugianesi	PROPN
gs-4355	183	11	e	e	NOUN
gs-4355	183	12	,	,	PUNCT
gs-4355	183	13	george	george	PROPN
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gs-4355	183	15	,	,	PUNCT
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gs-4355	183	17	gc	gc	PROPN
gs-4355	183	18	,	,	PUNCT
gs-4355	183	19	et	et	PROPN
gs-4355	183	20	al	al	PROPN
gs-4355	183	21	.	.	PUNCT
gs-4355	184	1	the	the	DET
gs-4355	184	2	nafld	nafld	ADJ
gs-4355	184	3	fibrosis	fibrosis	NOUN
gs-4355	184	4	score	score	NOUN
gs-4355	184	5	:	:	PUNCT
gs-4355	184	6	a	a	DET
gs-4355	184	7	noninvasive	noninvasive	ADJ
gs-4355	184	8	system	system	NOUN
gs-4355	184	9	that	that	PRON
gs-4355	184	10	identifies	identify	VERB
gs-4355	184	11	liver	liver	NOUN
gs-4355	184	12	fibrosis	fibrosis	NOUN
gs-4355	184	13	in	in	ADP
gs-4355	184	14	patients	patient	NOUN
gs-4355	184	15	with	with	ADP
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gs-4355	184	17	.	.	PUNCT
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gs-4355	186	2	.	.	PUNCT
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gs-4355	187	2	:	:	PUNCT
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gs-4355	187	4	/	/	SYM
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gs-4355	187	6	.	.	NOUN
gs-4355	187	7	10	10	NUM
gs-4355	187	8	.	.	PUNCT
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gs-4355	188	2	-	-	PUNCT
gs-4355	188	3	del	del	NOUN
gs-4355	188	4	-	-	PUNCT
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gs-4355	188	6	,	,	PUNCT
gs-4355	188	7	aurora	aurora	PROPN
gs-4355	188	8	,	,	PUNCT
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gs-4355	188	10	paz	paz	PROPN
gs-4355	188	11	-	-	PUNCT
gs-4355	188	12	pineda	pineda	PROPN
gs-4355	188	13	,	,	PUNCT
gs-4355	188	14	edgar	edgar	PROPN
gs-4355	188	15	oviedo	oviedo	PROPN
gs-4355	188	16	-	-	PUNCT
gs-4355	188	17	cárdenas	cárdenas	PROPN
gs-4355	188	18	,	,	PUNCT
gs-4355	188	19	francisco	francisco	PROPN
gs-4355	188	20	sánchez	sánchez	PROPN
gs-4355	188	21	-	-	PUNCT
gs-4355	188	22	ávila	ávila	PROPN
gs-4355	188	23	,	,	PUNCT
gs-4355	188	24	and	and	CCONJ
gs-4355	188	25	florencia	florencia	PROPN
gs-4355	188	26	vargas	vargas	NOUN
gs-4355	188	27	-	-	PUNCT
gs-4355	188	28	vorácková	vorácková	NOUN
gs-4355	188	29	.	.	PUNCT
gs-4355	189	1	2008	2008	NUM
gs-4355	189	2	.	.	PUNCT
gs-4355	190	1	“	"	PUNCT
gs-4355	190	2	ast	ast	VERB
gs-4355	190	3	to	to	ADP
gs-4355	190	4	platelet	platelet	NOUN
gs-4355	190	5	ratio	ratio	NOUN
gs-4355	190	6	index	index	NOUN
gs-4355	190	7	(	(	PUNCT
gs-4355	190	8	apri	apri	PROPN
gs-4355	190	9	)	)	PUNCT
gs-4355	190	10	for	for	ADP
gs-4355	190	11	the	the	DET
gs-4355	190	12	noninvasive	noninvasive	ADJ
gs-4355	190	13	evaluation	evaluation	NOUN
gs-4355	190	14	of	of	ADP
gs-4355	190	15	liver	liver	NOUN
gs-4355	190	16	fibrosis	fibrosis	NOUN
gs-4355	190	17	.	.	PUNCT
gs-4355	190	18	”	"	PUNCT
gs-4355	191	1	annals	annal	NOUN
gs-4355	191	2	of	of	ADP
gs-4355	191	3	hepatology	hepatology	NOUN
gs-4355	191	4	7	7	NUM
gs-4355	191	5	:	:	PUNCT
gs-4355	191	6	350–57	350–57	NUM
gs-4355	191	7	.	.	PUNCT
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gs-4355	192	2	.	.	PUNCT
gs-4355	193	1	11	11	NUM
gs-4355	193	2	.	.	PUNCT
gs-4355	194	1	huang	huang	PROPN
gs-4355	194	2	c	c	PROPN
gs-4355	194	3	,	,	PUNCT
gs-4355	194	4	seah	seah	PROPN
gs-4355	194	5	jj	jj	PROPN
gs-4355	194	6	,	,	PUNCT
gs-4355	194	7	tan	tan	PROPN
gs-4355	194	8	ck	ck	PROPN
gs-4355	194	9	,	,	PUNCT
gs-4355	194	10	kam	kam	PROPN
gs-4355	194	11	jw	jw	PROPN
gs-4355	194	12	,	,	PUNCT
gs-4355	194	13	tan	tan	PROPN
gs-4355	194	14	j	j	PROPN
gs-4355	194	15	,	,	PUNCT
gs-4355	194	16	teo	teo	PROPN
gs-4355	194	17	ek	ek	PROPN
gs-4355	194	18	,	,	PUNCT
gs-4355	194	19	et	et	PROPN
gs-4355	194	20	al	al	PROPN
gs-4355	194	21	.	.	PROPN
gs-4355	194	22	modified	modify	VERB
gs-4355	194	23	ast	ast	NOUN
gs-4355	194	24	to	to	ADP
gs-4355	194	25	platelet	platelet	NOUN
gs-4355	194	26	ratio	ratio	NOUN
gs-4355	194	27	index	index	NOUN
gs-4355	194	28	improves	improve	VERB
gs-4355	194	29	apri	apri	NOUN
gs-4355	194	30	and	and	CCONJ
gs-4355	194	31	better	well	ADJ
gs-4355	194	32	predicts	predict	NOUN
gs-4355	194	33	advanced	advanced	ADJ
gs-4355	194	34	fibrosis	fibrosis	NOUN
gs-4355	194	35	and	and	CCONJ
gs-4355	194	36	liver	liver	NOUN
gs-4355	194	37	cirrhosis	cirrhosis	NOUN
gs-4355	194	38	in	in	ADP
gs-4355	194	39	patients	patient	NOUN
gs-4355	194	40	with	with	ADP
gs-4355	194	41	non	non	ADJ
gs-4355	194	42	-	-	ADJ
gs-4355	194	43	alcoholic	alcoholic	ADJ
gs-4355	194	44	fatty	fatty	NOUN
gs-4355	194	45	liver	liver	NOUN
gs-4355	194	46	disease	disease	NOUN
gs-4355	194	47	.	.	PUNCT
gs-4355	195	1	clin	clin	PROPN
gs-4355	195	2	res	re	VERB
gs-4355	195	3	hepatol	hepatol	ADJ
gs-4355	195	4	gastroenterol	gastroenterol	NOUN
gs-4355	195	5	.	.	PUNCT
gs-4355	196	1	2021;45:101528	2021;45:101528	NUM
gs-4355	196	2	.	.	PUNCT
gs-4355	196	3	doi	doi	NOUN
gs-4355	196	4	:	:	PUNCT
gs-4355	196	5	10.1016	10.1016	NUM
gs-4355	196	6	/	/	SYM
gs-4355	196	7	j.clinre.2020.08.006	j.clinre.2020.08.006	PROPN
gs-4355	196	8	.	.	PUNCT
gs-4355	197	1	12	12	NUM
gs-4355	197	2	.	.	PUNCT
gs-4355	198	1	rosenberg	rosenberg	PROPN
gs-4355	198	2	wm	wm	PROPN
gs-4355	198	3	,	,	PUNCT
gs-4355	198	4	voelker	voelker	PROPN
gs-4355	198	5	m	m	PROPN
gs-4355	198	6	,	,	PUNCT
gs-4355	198	7	thiel	thiel	PROPN
gs-4355	198	8	r	r	PROPN
gs-4355	198	9	,	,	PUNCT
gs-4355	198	10	becka	becka	PROPN
gs-4355	198	11	m	m	PROPN
gs-4355	198	12	,	,	PUNCT
gs-4355	198	13	burt	burt	PROPN
gs-4355	198	14	a	a	PRON
gs-4355	198	15	,	,	PUNCT
gs-4355	198	16	schuppan	schuppan	NOUN
gs-4355	198	17	d	d	NOUN
gs-4355	198	18	,	,	PUNCT
gs-4355	198	19	et	et	PROPN
gs-4355	198	20	al	al	PROPN
gs-4355	198	21	.	.	PROPN
gs-4355	199	1	serum	serum	PROPN
gs-4355	199	2	markers	marker	NOUN
gs-4355	199	3	detect	detect	VERB
gs-4355	199	4	the	the	DET
gs-4355	199	5	presence	presence	NOUN
gs-4355	199	6	of	of	ADP
gs-4355	199	7	liver	liver	NOUN
gs-4355	199	8	fibrosis	fibrosis	NOUN
gs-4355	199	9	:	:	PUNCT
gs-4355	199	10	a	a	DET
gs-4355	199	11	cohort	cohort	NOUN
gs-4355	199	12	study	study	NOUN
gs-4355	199	13	.	.	PUNCT
gs-4355	200	1	gastroenterology	gastroenterology	NOUN
gs-4355	200	2	.	.	PUNCT
gs-4355	201	1	2004;127:1704–1713	2004;127:1704–1713	NUM
gs-4355	201	2	.	.	PUNCT
gs-4355	202	1	doi	doi	NOUN
gs-4355	202	2	:	:	PUNCT
gs-4355	202	3	10.1053	10.1053	NUM
gs-4355	202	4	/	/	SYM
gs-4355	202	5	j.gastro.2004.08.052	j.gastro.2004.08.052	PROPN
gs-4355	202	6	.	.	PROPN
gs-4355	203	1	13	13	NUM
gs-4355	203	2	.	.	PUNCT
gs-4355	203	3	higuera	higuera	NOUN
gs-4355	203	4	-	-	PUNCT
gs-4355	203	5	de	de	X
gs-4355	203	6	-	-	ADJ
gs-4355	203	7	la	la	ADJ
gs-4355	203	8	-	-	PUNCT
gs-4355	203	9	tijera	tijera	NOUN
gs-4355	203	10	f	f	NOUN
gs-4355	203	11	,	,	PUNCT
gs-4355	203	12	córdova	córdova	PROPN
gs-4355	203	13	-	-	PUNCT
gs-4355	203	14	gallardo	gallardo	PROPN
gs-4355	203	15	j	j	PROPN
gs-4355	203	16	,	,	PUNCT
gs-4355	203	17	buganza	buganza	PROPN
gs-4355	203	18	-	-	PUNCT
gs-4355	203	19	torio	torio	PROPN
gs-4355	203	20	e	e	NOUN
gs-4355	203	21	,	,	PUNCT
gs-4355	203	22	barranco	barranco	NOUN
gs-4355	203	23	-	-	PUNCT
gs-4355	203	24	fragoso	fragoso	PROPN
gs-4355	203	25	b	b	PROPN
gs-4355	203	26	,	,	PUNCT
gs-4355	203	27	torre	torre	PROPN
gs-4355	203	28	a	a	DET
gs-4355	203	29	,	,	PUNCT
gs-4355	203	30	parraguirre	parraguirre	ADJ
gs-4355	203	31	-	-	PUNCT
gs-4355	203	32	martínez	martínez	NOUN
gs-4355	203	33	s	s	NOUN
gs-4355	203	34	,	,	PUNCT
gs-4355	203	35	rojano	rojano	NOUN
gs-4355	203	36	-	-	NOUN
gs-4355	203	37	rodríguez	rodríguez	VERB
gs-4355	203	38	me	i	PRON
gs-4355	203	39	,	,	PUNCT
gs-4355	203	40	quintero	quintero	PROPN
gs-4355	203	41	-	-	PUNCT
gs-4355	203	42	bustos	bustos	PROPN
gs-4355	203	43	g	g	PROPN
gs-4355	203	44	,	,	PUNCT
gs-4355	203	45	castro	castro	NOUN
gs-4355	203	46	-	-	PUNCT
gs-4355	203	47	narro	narro	NOUN
gs-4355	203	48	g	g	NOUN
gs-4355	203	49	,	,	PUNCT
gs-4355	203	50	moctezuma	moctezuma	PROPN
gs-4355	203	51	-	-	PUNCT
gs-4355	203	52	velazquez	velazquez	PROPN
gs-4355	203	53	c.	c.	PROPN
gs-4355	203	54	hepamet	hepamet	PROPN
gs-4355	203	55	fibrosis	fibrosis	NOUN
gs-4355	203	56	score	score	NOUN
gs-4355	203	57	in	in	ADP
gs-4355	203	58	nonalcoholic	nonalcoholic	ADJ
gs-4355	203	59	fatty	fatty	NOUN
gs-4355	203	60	liver	liver	NOUN
gs-4355	203	61	disease	disease	NOUN
gs-4355	203	62	patients	patient	NOUN
gs-4355	203	63	in	in	ADP
gs-4355	203	64	mexico	mexico	PROPN
gs-4355	203	65	:	:	PUNCT
gs-4355	203	66	lower	low	ADJ
gs-4355	203	67	than	than	SCONJ
gs-4355	203	68	expected	expect	VERB
gs-4355	203	69	positive	positive	ADJ
gs-4355	203	70	predictive	predictive	ADJ
gs-4355	203	71	value	value	NOUN
gs-4355	203	72	.	.	PUNCT
gs-4355	204	1	dig	dig	VERB
gs-4355	204	2	dis	dis	PROPN
gs-4355	204	3	sci	sci	PROPN
gs-4355	204	4	.	.	PROPN
gs-4355	204	5	2021	2021	NUM
gs-4355	204	6	dec;66(12):4501	dec;66(12):4501	ADJ
gs-4355	204	7	-	-	PUNCT
gs-4355	204	8	4507	4507	NUM
gs-4355	204	9	.	.	PUNCT
gs-4355	205	1	doi	doi	NOUN
gs-4355	205	2	:	:	PUNCT
gs-4355	205	3	10.1007	10.1007	NUM
gs-4355	205	4	/	/	SYM
gs-4355	205	5	s10620	s10620	PROPN
gs-4355	205	6	-	-	PUNCT
gs-4355	205	7	020	020	NUM
gs-4355	205	8	-	-	PUNCT
gs-4355	205	9	06821	06821	NUM
gs-4355	205	10	-	-	PUNCT
gs-4355	205	11	2	2	NUM
gs-4355	205	12	.	.	PUNCT
gs-4355	206	1	epub	epub	NOUN
gs-4355	206	2	2021	2021	NUM
gs-4355	206	3	jan	jan	PROPN
gs-4355	206	4	11	11	NUM
gs-4355	206	5	.	.	PUNCT
gs-4355	207	1	pmid	pmid	NOUN
gs-4355	207	2	:	:	PUNCT
gs-4355	207	3	33428035	33428035	NUM
gs-4355	207	4	.	.	PUNCT
gs-4355	208	1	georgian	georgian	NOUN
gs-4355	208	2	scientists/	scientists/	NUM
gs-4355	208	3	.	.	PUNCT
gs-4355	209	1	7	7	NUM
gs-4355	209	2	n	n	DET
gs-4355	209	3	4	4	NUM
gs-4355	209	4	,	,	PUNCT
gs-4355	209	5	2025	2025	NUM
gs-4355	209	6	512	512	NUM
gs-4355	209	7	14	14	NUM
gs-4355	209	8	.	.	PUNCT
gs-4355	210	1	poynard	poynard	PROPN
gs-4355	210	2	t	t	PROPN
gs-4355	210	3	,	,	PUNCT
gs-4355	210	4	imbert	imbert	X
gs-4355	210	5	-	-	PUNCT
gs-4355	210	6	bismut	bismut	NOUN
gs-4355	210	7	f	f	NOUN
gs-4355	210	8	,	,	PUNCT
gs-4355	210	9	munteanu	munteanu	PROPN
gs-4355	210	10	m	m	PROPN
gs-4355	210	11	,	,	PUNCT
gs-4355	210	12	messous	messous	ADJ
gs-4355	210	13	d	d	PROPN
gs-4355	210	14	,	,	PUNCT
gs-4355	210	15	myers	myers	PROPN
gs-4355	210	16	rp	rp	NOUN
gs-4355	210	17	,	,	PUNCT
gs-4355	210	18	thabut	thabut	NOUN
gs-4355	210	19	d	d	NOUN
gs-4355	210	20	,	,	PUNCT
gs-4355	210	21	et	et	PROPN
gs-4355	210	22	al	al	PROPN
gs-4355	210	23	.	.	PROPN
gs-4355	210	24	overview	overview	NOUN
gs-4355	210	25	of	of	ADP
gs-4355	210	26	the	the	DET
gs-4355	210	27	diagnostic	diagnostic	ADJ
gs-4355	210	28	value	value	NOUN
gs-4355	210	29	of	of	ADP
gs-4355	210	30	biochemical	biochemical	ADJ
gs-4355	210	31	markers	marker	NOUN
gs-4355	210	32	of	of	ADP
gs-4355	210	33	liver	liver	NOUN
gs-4355	210	34	fibrosis	fibrosis	NOUN
gs-4355	210	35	(	(	PUNCT
gs-4355	210	36	fibrotest	fibrotest	NOUN
gs-4355	210	37	,	,	PUNCT
gs-4355	210	38	hcv	hcv	X
gs-4355	210	39	fibrosure	fibrosure	NOUN
gs-4355	210	40	)	)	PUNCT
gs-4355	210	41	and	and	CCONJ
gs-4355	210	42	necrosis	necrosis	NOUN
gs-4355	210	43	(	(	PUNCT
gs-4355	210	44	actitest	actitest	ADV
gs-4355	210	45	)	)	PUNCT
gs-4355	210	46	in	in	ADP
gs-4355	210	47	patients	patient	NOUN
gs-4355	210	48	with	with	ADP
gs-4355	210	49	chronic	chronic	ADJ
gs-4355	210	50	hepatitis	hepatitis	PROPN
gs-4355	210	51	c.	c.	PROPN
gs-4355	210	52	comp	comp	PROPN
gs-4355	210	53	hepatol	hepatol	ADJ
gs-4355	210	54	.	.	PUNCT
gs-4355	211	1	2004;3:8	2004;3:8	NUM
gs-4355	211	2	.	.	PUNCT
gs-4355	212	1	doi	doi	NOUN
gs-4355	212	2	:	:	PUNCT
gs-4355	212	3	10.1186/1476	10.1186/1476	NUM
gs-4355	212	4	-	-	SYM
gs-4355	212	5	5926	5926	NUM
gs-4355	212	6	-	-	PUNCT
gs-4355	212	7	3	3	NUM
gs-4355	212	8	-	-	SYM
gs-4355	212	9	8	8	NUM
gs-4355	212	10	.	.	NOUN
gs-4355	212	11	15	15	NUM
gs-4355	212	12	.	.	PUNCT
gs-4355	213	1	cicho	cicho	NOUN
gs-4355	213	2	-lach	-lach	PROPN
gs-4355	213	3	h	h	NOUN
gs-4355	213	4	,	,	PUNCT
gs-4355	213	5	celi	celi	PROPN
gs-4355	213	6	ski	ski	PROPN
gs-4355	213	7	k	k	PROPN
gs-4355	213	8	,	,	PUNCT
gs-4355	213	9	prozorow	prozorow	NOUN
gs-4355	213	10	-	-	PUNCT
gs-4355	213	11	król	król	PROPN
gs-4355	213	12	b	b	PROPN
gs-4355	213	13	,	,	PUNCT
gs-4355	213	14	swatek	swatek	PROPN
gs-4355	213	15	j	j	PROPN
gs-4355	213	16	,	,	PUNCT
gs-4355	213	17	s	s	PART
gs-4355	213	18	omka	omka	NOUN
gs-4355	213	19	m	m	PROPN
gs-4355	213	20	,	,	PUNCT
gs-4355	213	21	lach	lach	PROPN
gs-4355	213	22	t.	t.	PROPN
gs-4355	213	23	the	the	DET
gs-4355	213	24	bard	bard	ADJ
gs-4355	213	25	score	score	NOUN
gs-4355	213	26	and	and	CCONJ
gs-4355	213	27	the	the	DET
gs-4355	213	28	nafld	nafld	ADJ
gs-4355	213	29	fibrosis	fibrosis	NOUN
gs-4355	213	30	score	score	NOUN
gs-4355	213	31	in	in	ADP
gs-4355	213	32	the	the	DET
gs-4355	213	33	assessment	assessment	NOUN
gs-4355	213	34	of	of	ADP
gs-4355	213	35	advanced	advanced	ADJ
gs-4355	213	36	liver	liver	NOUN
gs-4355	213	37	fibrosis	fibrosis	NOUN
gs-4355	213	38	in	in	ADP
gs-4355	213	39	nonalcoholic	nonalcoholic	ADJ
gs-4355	213	40	fatty	fatty	NOUN
gs-4355	213	41	liver	liver	NOUN
gs-4355	213	42	disease	disease	NOUN
gs-4355	213	43	.	.	PUNCT
gs-4355	214	1	med	med	PROPN
gs-4355	214	2	sci	sci	PROPN
gs-4355	214	3	monit	monit	PROPN
gs-4355	214	4	.	.	PUNCT
gs-4355	215	1	2012	2012	NUM
gs-4355	215	2	dec;18(12):cr735	dec;18(12):cr735	PROPN
gs-4355	215	3	-	-	SYM
gs-4355	215	4	40	40	NUM
gs-4355	215	5	.	.	PUNCT
gs-4355	216	1	doi	doi	NOUN
gs-4355	216	2	:	:	PUNCT
gs-4355	216	3	10.12659	10.12659	NUM
gs-4355	216	4	/	/	SYM
gs-4355	216	5	msm.883601	msm.883601	NOUN
gs-4355	216	6	.	.	PUNCT
gs-4355	217	1	pmid	pmid	NOUN
gs-4355	217	2	:	:	PUNCT
gs-4355	217	3	23197236	23197236	NUM
gs-4355	217	4	;	;	PUNCT
gs-4355	217	5	pmcid	pmcid	ADJ
gs-4355	217	6	:	:	PUNCT
gs-4355	217	7	pmc3560810	pmc3560810	NOUN
gs-4355	217	8	.	.	PUNCT
gs-4355	218	1	16	16	NUM
gs-4355	218	2	.	.	PUNCT
gs-4355	219	1	rinella	rinella	PROPN
gs-4355	219	2	me	i	PRON
gs-4355	219	3	,	,	PUNCT
gs-4355	219	4	neuschwander	neuschwander	NOUN
gs-4355	219	5	-	-	PUNCT
gs-4355	219	6	tetri	tetri	PROPN
gs-4355	219	7	ba	ba	PROPN
gs-4355	219	8	,	,	PUNCT
gs-4355	219	9	siddiqui	siddiqui	PROPN
gs-4355	219	10	ms	ms	PROPN
gs-4355	219	11	,	,	PUNCT
gs-4355	219	12	abdelmalek	abdelmalek	NOUN
gs-4355	219	13	mf	mf	PROPN
gs-4355	219	14	,	,	PUNCT
gs-4355	219	15	caldwell	caldwell	PROPN
gs-4355	219	16	s	s	PROPN
gs-4355	219	17	,	,	PUNCT
gs-4355	219	18	barb	barb	PROPN
gs-4355	219	19	d	d	PROPN
gs-4355	219	20	,	,	PUNCT
gs-4355	219	21	et	et	PROPN
gs-4355	219	22	al	al	PROPN
gs-4355	219	23	.	.	PROPN
gs-4355	219	24	aasld	aasld	PROPN
gs-4355	219	25	practice	practice	NOUN
gs-4355	219	26	guidance	guidance	NOUN
gs-4355	219	27	on	on	ADP
gs-4355	219	28	the	the	DET
gs-4355	219	29	clinical	clinical	ADJ
gs-4355	219	30	assessment	assessment	NOUN
gs-4355	219	31	and	and	CCONJ
gs-4355	219	32	management	management	NOUN
gs-4355	219	33	of	of	ADP
gs-4355	219	34	nonalcoholic	nonalcoholic	NOUN
gs-4355	219	35	fatty	fatty	NOUN
gs-4355	219	36	liver	liver	NOUN
gs-4355	219	37	disease	disease	NOUN
gs-4355	219	38	.	.	PUNCT
gs-4355	220	1	hepatology	hepatology	NOUN
gs-4355	220	2	.	.	PUNCT
gs-4355	221	1	2023;77:1797–835	2023;77:1797–835	NOUN
gs-4355	221	2	.	.	X
gs-4355	221	3	doi	doi	NOUN
gs-4355	221	4	:	:	PUNCT
gs-4355	221	5	10.1097	10.1097	NUM
gs-4355	221	6	/	/	SYM
gs-4355	221	7	hep.0000000000000323	hep.0000000000000323	NUM
gs-4355	221	8	.	.	PUNCT
gs-4355	222	1	17	17	NUM
gs-4355	222	2	.	.	PUNCT
gs-4355	223	1	anstee	anstee	PROPN
gs-4355	223	2	qm	qm	PROPN
gs-4355	223	3	,	,	PUNCT
gs-4355	223	4	lawitz	lawitz	PROPN
gs-4355	223	5	ej	ej	PROPN
gs-4355	223	6	,	,	PUNCT
gs-4355	223	7	alkhouri	alkhouri	PROPN
gs-4355	223	8	n	n	PROPN
gs-4355	223	9	,	,	PUNCT
gs-4355	223	10	wong	wong	PROPN
gs-4355	223	11	vw	vw	PROPN
gs-4355	223	12	-	-	PUNCT
gs-4355	223	13	s	s	PROPN
gs-4355	223	14	,	,	PUNCT
gs-4355	223	15	romero	romero	PROPN
gs-4355	223	16	-	-	PUNCT
gs-4355	223	17	gomez	gomez	PROPN
gs-4355	223	18	m	m	PROPN
gs-4355	223	19	,	,	PUNCT
gs-4355	223	20	okanoue	okanoue	PROPN
gs-4355	223	21	t	t	PROPN
gs-4355	223	22	,	,	PUNCT
gs-4355	223	23	et	et	PROPN
gs-4355	223	24	al	al	PROPN
gs-4355	223	25	.	.	PROPN
gs-4355	223	26	noninvasive	noninvasive	ADJ
gs-4355	223	27	tests	test	NOUN
gs-4355	223	28	accurately	accurately	ADV
gs-4355	223	29	identify	identify	VERB
gs-4355	223	30	advanced	advanced	ADJ
gs-4355	223	31	fibrosis	fibrosis	NOUN
gs-4355	223	32	due	due	ADJ
gs-4355	223	33	to	to	ADP
gs-4355	223	34	nash	nash	NOUN
gs-4355	223	35	:	:	PUNCT
gs-4355	223	36	baseline	baseline	PROPN
gs-4355	223	37	data	datum	NOUN
gs-4355	223	38	from	from	ADP
gs-4355	223	39	the	the	DET
gs-4355	223	40	stellar	stellar	ADJ
gs-4355	223	41	trials	trial	NOUN
gs-4355	223	42	.	.	PUNCT
gs-4355	224	1	hepatology	hepatology	NOUN
gs-4355	224	2	.	.	PUNCT
gs-4355	225	1	2019;70:1521–30	2019;70:1521–30	NUM
gs-4355	225	2	.	.	PUNCT
gs-4355	226	1	doi	doi	NOUN
gs-4355	226	2	:	:	PUNCT
gs-4355	226	3	10.1002	10.1002	NUM
gs-4355	226	4	/	/	SYM
gs-4355	226	5	hep.30842	hep.30842	NOUN
gs-4355	226	6	.	.	NOUN
gs-4355	226	7	18	18	NUM
gs-4355	226	8	.	.	PUNCT
gs-4355	227	1	itakura	itakura	PROPN
gs-4355	227	2	j	j	PROPN
gs-4355	227	3	,	,	PUNCT
gs-4355	227	4	kurosaki	kurosaki	PROPN
gs-4355	227	5	m	m	PROPN
gs-4355	227	6	,	,	PUNCT
gs-4355	227	7	setoyama	setoyama	PROPN
gs-4355	227	8	h	h	PROPN
gs-4355	227	9	,	,	PUNCT
gs-4355	227	10	simakami	simakami	PROPN
gs-4355	227	11	t	t	PROPN
gs-4355	227	12	,	,	PUNCT
gs-4355	227	13	oza	oza	PROPN
gs-4355	227	14	n	n	CCONJ
gs-4355	227	15	,	,	PUNCT
gs-4355	227	16	korenaga	korenaga	PROPN
gs-4355	227	17	m	m	PROPN
gs-4355	227	18	,	,	PUNCT
gs-4355	227	19	et	et	PROPN
gs-4355	227	20	al	al	PROPN
gs-4355	227	21	.	.	PROPN
gs-4355	227	22	applicability	applicability	NOUN
gs-4355	227	23	of	of	ADP
gs-4355	227	24	apri	apri	NOUN
gs-4355	227	25	and	and	CCONJ
gs-4355	227	26	fib-4	fib-4	ADV
gs-4355	227	27	as	as	ADP
gs-4355	227	28	a	a	DET
gs-4355	227	29	transition	transition	NOUN
gs-4355	227	30	indicator	indicator	NOUN
gs-4355	227	31	of	of	ADP
gs-4355	227	32	liver	liver	NOUN
gs-4355	227	33	fibrosis	fibrosis	NOUN
gs-4355	227	34	in	in	ADP
gs-4355	227	35	patients	patient	NOUN
gs-4355	227	36	with	with	ADP
gs-4355	227	37	chronic	chronic	ADJ
gs-4355	227	38	viral	viral	ADJ
gs-4355	227	39	hepatitis	hepatitis	NOUN
gs-4355	227	40	.	.	PUNCT
gs-4355	228	1	j	j	PROPN
gs-4355	228	2	gastroenterol	gastroenterol	PROPN
gs-4355	228	3	.	.	PUNCT
gs-4355	229	1	2021;56:470–8	2021;56:470–8	NUM
gs-4355	229	2	.	.	PUNCT
gs-4355	230	1	doi	doi	NOUN
gs-4355	230	2	:	:	PUNCT
gs-4355	230	3	10.1007	10.1007	NUM
gs-4355	230	4	/	/	SYM
gs-4355	230	5	s00535	s00535	NOUN
gs-4355	230	6	-	-	PUNCT
gs-4355	230	7	021	021	NUM
gs-4355	230	8	-	-	PUNCT
gs-4355	230	9	01782	01782	NUM
gs-4355	230	10	-	-	PUNCT
gs-4355	230	11	3	3	NUM
gs-4355	230	12	.	.	NOUN
gs-4355	230	13	19	19	NUM
gs-4355	230	14	.	.	PUNCT
gs-4355	230	15	xu	xu	PROPN
gs-4355	231	1	x	x	X
gs-4355	231	2	-	-	PROPN
gs-4355	231	3	y	y	PROPN
gs-4355	231	4	,	,	PUNCT
gs-4355	231	5	wang	wang	PROPN
gs-4355	231	6	w	w	PROPN
gs-4355	231	7	-	-	PUNCT
gs-4355	231	8	s	s	PROPN
gs-4355	231	9	,	,	PUNCT
gs-4355	231	10	zhang	zhang	PROPN
gs-4355	231	11	q	q	PROPN
gs-4355	231	12	-	-	PUNCT
gs-4355	231	13	m	m	PROPN
gs-4355	231	14	,	,	PUNCT
gs-4355	231	15	li	li	PROPN
gs-4355	231	16	j	j	PROPN
gs-4355	231	17	-	-	PROPN
gs-4355	231	18	l	l	PROPN
gs-4355	231	19	,	,	PUNCT
gs-4355	231	20	sun	sun	PROPN
gs-4355	231	21	j	j	PROPN
gs-4355	231	22	-	-	PUNCT
gs-4355	231	23	b	b	PROPN
gs-4355	231	24	,	,	PUNCT
gs-4355	231	25	qin	qin	PROPN
gs-4355	231	26	t	t	PROPN
gs-4355	231	27	-	-	PUNCT
gs-4355	231	28	t	t	PROPN
gs-4355	231	29	,	,	PUNCT
gs-4355	231	30	et	et	PROPN
gs-4355	231	31	al	al	PROPN
gs-4355	231	32	.	.	PUNCT
gs-4355	231	33	performance	performance	NOUN
gs-4355	231	34	of	of	ADP
gs-4355	231	35	common	common	ADJ
gs-4355	231	36	imaging	imaging	NOUN
gs-4355	231	37	techniques	technique	NOUN
gs-4355	231	38	vs	vs	ADP
gs-4355	231	39	serum	serum	NOUN
gs-4355	231	40	biomarkers	biomarker	NOUN
gs-4355	231	41	in	in	ADP
gs-4355	231	42	assessing	assess	VERB
gs-4355	231	43	fibrosis	fibrosis	NOUN
gs-4355	231	44	in	in	ADP
gs-4355	231	45	patients	patient	NOUN
gs-4355	231	46	with	with	ADP
gs-4355	231	47	chronic	chronic	ADJ
gs-4355	231	48	hepatitis	hepatitis	NOUN
gs-4355	231	49	b	b	NOUN
gs-4355	231	50	:	:	PUNCT
gs-4355	231	51	a	a	DET
gs-4355	231	52	systematic	systematic	ADJ
gs-4355	231	53	review	review	NOUN
gs-4355	231	54	and	and	CCONJ
gs-4355	231	55	meta	meta	ADJ
gs-4355	231	56	-	-	PUNCT
gs-4355	231	57	analysis	analysis	NOUN
gs-4355	231	58	.	.	PUNCT
gs-4355	232	1	world	world	PROPN
gs-4355	232	2	j	j	PROPN
gs-4355	232	3	clin	clin	PROPN
gs-4355	232	4	cases	case	NOUN
gs-4355	232	5	.	.	PUNCT
gs-4355	233	1	2019;7:2022–37	2019;7:2022–37	X
gs-4355	233	2	.	.	PUNCT
gs-4355	234	1	doi	doi	NOUN
gs-4355	234	2	:	:	PUNCT
gs-4355	234	3	10.12998	10.12998	NUM
gs-4355	234	4	/	/	SYM
gs-4355	234	5	wjcc.v7.i15.2022	wjcc.v7.i15.2022	NOUN
gs-4355	234	6	.	.	PROPN
gs-4355	234	7	20	20	NUM
gs-4355	234	8	.	.	PUNCT
gs-4355	234	9	xu	xu	PROPN
gs-4355	235	1	x	x	PROPN
gs-4355	235	2	-	-	PROPN
gs-4355	235	3	y	y	PROPN
gs-4355	235	4	,	,	PUNCT
gs-4355	235	5	kong	kong	PROPN
gs-4355	235	6	h	h	NOUN
gs-4355	235	7	,	,	PUNCT
gs-4355	235	8	song	song	NOUN
gs-4355	235	9	r	r	NOUN
gs-4355	235	10	-	-	PUNCT
gs-4355	235	11	x	x	NOUN
gs-4355	235	12	,	,	PUNCT
gs-4355	235	13	zhai	zhai	PROPN
gs-4355	235	14	y	y	PROPN
gs-4355	235	15	-	-	PUNCT
gs-4355	235	16	h	h	PROPN
gs-4355	235	17	,	,	PUNCT
gs-4355	235	18	wu	wu	PROPN
gs-4355	235	19	x	x	PROPN
gs-4355	235	20	-	-	PUNCT
gs-4355	235	21	f	f	PROPN
gs-4355	235	22	,	,	PUNCT
gs-4355	235	23	ai	ai	VERB
gs-4355	235	24	w	w	PROPN
gs-4355	235	25	-	-	PUNCT
gs-4355	235	26	s	s	PROPN
gs-4355	235	27	,	,	PUNCT
gs-4355	235	28	et	et	PROPN
gs-4355	235	29	al	al	PROPN
gs-4355	235	30	.	.	PUNCT
gs-4355	236	1	the	the	DET
gs-4355	236	2	effectiveness	effectiveness	NOUN
gs-4355	236	3	of	of	ADP
gs-4355	236	4	noninvasive	noninvasive	ADJ
gs-4355	236	5	biomarkers	biomarker	NOUN
gs-4355	236	6	to	to	PART
gs-4355	236	7	predict	predict	VERB
gs-4355	236	8	hepatitis	hepatitis	PROPN
gs-4355	236	9	b	b	NOUN
gs-4355	236	10	-	-	PUNCT
gs-4355	236	11	related	relate	VERB
gs-4355	236	12	significant	significant	ADJ
gs-4355	236	13	fibrosis	fibrosis	NOUN
gs-4355	236	14	and	and	CCONJ
gs-4355	236	15	cirrhosis	cirrhosis	NOUN
gs-4355	236	16	:	:	PUNCT
gs-4355	236	17	a	a	DET
gs-4355	236	18	systematic	systematic	ADJ
gs-4355	236	19	review	review	NOUN
gs-4355	236	20	and	and	CCONJ
gs-4355	236	21	meta	meta	ADJ
gs-4355	236	22	-	-	PUNCT
gs-4355	236	23	analysis	analysis	NOUN
gs-4355	236	24	of	of	ADP
gs-4355	236	25	diagnostic	diagnostic	ADJ
gs-4355	236	26	test	test	NOUN
gs-4355	236	27	accuracy	accuracy	NOUN
gs-4355	236	28	.	.	PUNCT
gs-4355	237	1	plos	plos	PROPN
gs-4355	237	2	one	one	NUM
gs-4355	237	3	.	.	PUNCT
gs-4355	238	1	2014;9	2014;9	NUM
gs-4355	238	2	:	:	PUNCT
gs-4355	238	3	e100182	e100182	PROPN
gs-4355	238	4	.	.	PUNCT
gs-4355	238	5	doi	doi	PROPN
gs-4355	238	6	:	:	PUNCT
gs-4355	238	7	10.1371	10.1371	NUM
gs-4355	238	8	/	/	SYM
gs-4355	238	9	journal.pone.0100182	journal.pone.0100182	PROPN
gs-4355	238	10	.	.	PROPN
gs-4355	238	11	21	21	NUM
gs-4355	238	12	.	.	PUNCT
gs-4355	239	1	xiao	xiao	PROPN
gs-4355	239	2	g	g	PROPN
gs-4355	239	3	,	,	PUNCT
gs-4355	239	4	yang	yang	PROPN
gs-4355	239	5	j	j	PROPN
gs-4355	239	6	,	,	PUNCT
gs-4355	239	7	yan	yan	PROPN
gs-4355	239	8	l.	l.	PROPN
gs-4355	239	9	comparison	comparison	PROPN
gs-4355	239	10	of	of	ADP
gs-4355	239	11	diagnostic	diagnostic	ADJ
gs-4355	239	12	accuracy	accuracy	NOUN
gs-4355	239	13	of	of	ADP
gs-4355	239	14	aspartate	aspartate	NOUN
gs-4355	239	15	aminotransferase	aminotransferase	NOUN
gs-4355	239	16	to	to	PART
gs-4355	239	17	platelet	platelet	NOUN
gs-4355	239	18	ratio	ratio	NOUN
gs-4355	239	19	index	index	NOUN
gs-4355	239	20	and	and	CCONJ
gs-4355	239	21	fibrosis-4	fibrosis-4	NUM
gs-4355	239	22	index	index	NOUN
gs-4355	239	23	for	for	ADP
gs-4355	239	24	detecting	detect	VERB
gs-4355	239	25	liver	liver	NOUN
gs-4355	239	26	fibrosis	fibrosis	NOUN
gs-4355	239	27	in	in	ADP
gs-4355	239	28	adult	adult	NOUN
gs-4355	239	29	patients	patient	NOUN
gs-4355	239	30	with	with	ADP
gs-4355	239	31	chronic	chronic	ADJ
gs-4355	239	32	hepatitis	hepatitis	PROPN
gs-4355	239	33	b	b	PROPN
gs-4355	239	34	virus	virus	NOUN
gs-4355	239	35	infection	infection	NOUN
gs-4355	239	36	:	:	PUNCT
gs-4355	239	37	a	a	DET
gs-4355	239	38	systemic	systemic	ADJ
gs-4355	239	39	review	review	NOUN
gs-4355	239	40	and	and	CCONJ
gs-4355	239	41	meta	meta	ADJ
gs-4355	239	42	-	-	PUNCT
gs-4355	239	43	analysis	analysis	NOUN
gs-4355	239	44	.	.	PUNCT
gs-4355	240	1	hepatology	hepatology	NOUN
gs-4355	240	2	.	.	PUNCT
gs-4355	241	1	2015;61:292–302	2015;61:292–302	NOUN
gs-4355	241	2	.	.	PUNCT
gs-4355	242	1	doi	doi	NOUN
gs-4355	242	2	:	:	PUNCT
gs-4355	242	3	10.1002	10.1002	NUM
gs-4355	242	4	/	/	SYM
gs-4355	242	5	hep.27382	hep.27382	NOUN
gs-4355	242	6	.	.	NOUN
gs-4355	242	7	22	22	NUM
gs-4355	242	8	.	.	PUNCT
gs-4355	243	1	roh	roh	PROPN
gs-4355	243	2	yh	yh	PROPN
gs-4355	243	3	,	,	PUNCT
gs-4355	243	4	kang	kang	PROPN
gs-4355	243	5	b	b	PROPN
gs-4355	243	6	-	-	PUNCT
gs-4355	243	7	k	k	PROPN
gs-4355	243	8	,	,	PUNCT
gs-4355	243	9	jun	jun	PROPN
gs-4355	243	10	dw	dw	PROPN
gs-4355	243	11	,	,	PUNCT
gs-4355	243	12	lee	lee	PROPN
gs-4355	243	13	c	c	PROPN
gs-4355	243	14	,	,	PUNCT
gs-4355	243	15	kim	kim	PROPN
gs-4355	243	16	m.	m.	NOUN
gs-4355	243	17	role	role	NOUN
gs-4355	243	18	of	of	ADP
gs-4355	243	19	fib-4	fib-4	X
gs-4355	243	20	for	for	ADP
gs-4355	243	21	reassessment	reassessment	NOUN
gs-4355	243	22	of	of	ADP
gs-4355	243	23	hepatic	hepatic	ADJ
gs-4355	243	24	fibrosis	fibrosis	NOUN
gs-4355	243	25	burden	burden	NOUN
gs-4355	243	26	in	in	ADP
gs-4355	243	27	referral	referral	ADJ
gs-4355	243	28	center	center	NOUN
gs-4355	243	29	.	.	PUNCT
gs-4355	244	1	sci	sci	PROPN
gs-4355	244	2	rep	rep	PROPN
gs-4355	244	3	.	.	PROPN
gs-4355	245	1	2021;11:13616	2021;11:13616	NUM
gs-4355	245	2	.	.	PUNCT
gs-4355	245	3	doi	doi	NOUN
gs-4355	245	4	:	:	PUNCT
gs-4355	245	5	10.1038	10.1038	NUM
gs-4355	245	6	/	/	SYM
gs-4355	245	7	s41598	s41598	NOUN
gs-4355	245	8	-	-	PUNCT
gs-4355	245	9	021	021	NUM
gs-4355	245	10	-	-	PUNCT
gs-4355	245	11	930386	930386	NUM
gs-4355	245	12	.	.	PUNCT
gs-4355	246	1	23	23	NUM
gs-4355	246	2	.	.	PUNCT
gs-4355	247	1	moolla	moolla	PROPN
gs-4355	247	2	a	a	NOUN
gs-4355	247	3	,	,	PUNCT
gs-4355	247	4	motohashi	motohashi	NOUN
gs-4355	247	5	k	k	PROPN
gs-4355	247	6	,	,	PUNCT
gs-4355	247	7	marjot	marjot	VERB
gs-4355	247	8	t	t	PROPN
gs-4355	247	9	,	,	PUNCT
gs-4355	247	10	shard	shard	NOUN
gs-4355	247	11	a	a	PRON
gs-4355	247	12	,	,	PUNCT
gs-4355	247	13	ainsworth	ainsworth	PROPN
gs-4355	247	14	m	m	PROPN
gs-4355	247	15	,	,	PUNCT
gs-4355	247	16	gray	gray	VERB
gs-4355	247	17	a	a	X
gs-4355	247	18	,	,	PUNCT
gs-4355	247	19	et	et	PROPN
gs-4355	247	20	al	al	PROPN
gs-4355	247	21	.	.	PUNCT
gs-4355	248	1	a	a	DET
gs-4355	248	2	multidisciplinary	multidisciplinary	ADJ
gs-4355	248	3	approach	approach	NOUN
gs-4355	248	4	to	to	ADP
gs-4355	248	5	the	the	DET
gs-4355	248	6	management	management	NOUN
gs-4355	248	7	of	of	ADP
gs-4355	248	8	nafld	nafld	PROPN
gs-4355	248	9	is	be	AUX
gs-4355	248	10	associated	associate	VERB
gs-4355	248	11	with	with	ADP
gs-4355	248	12	improvement	improvement	NOUN
gs-4355	248	13	in	in	ADP
gs-4355	248	14	markers	marker	NOUN
gs-4355	248	15	of	of	ADP
gs-4355	248	16	liver	liver	NOUN
gs-4355	248	17	and	and	CCONJ
gs-4355	248	18	cardio	cardio	NOUN
gs-4355	248	19	-	-	PUNCT
gs-4355	248	20	metabolic	metabolic	NOUN
gs-4355	248	21	health	health	NOUN
gs-4355	248	22	.	.	PUNCT
gs-4355	249	1	frontline	frontline	NOUN
gs-4355	249	2	gastroenterol	gastroenterol	NOUN
gs-4355	249	3	.	.	PUNCT
gs-4355	250	1	2019;10:337–46	2019;10:337–46	X
gs-4355	250	2	.	.	PUNCT
gs-4355	250	3	doi	doi	NOUN
gs-4355	250	4	:	:	PUNCT
gs-4355	250	5	10.1136	10.1136	NUM
gs-4355	250	6	/	/	SYM
gs-4355	250	7	flgastro-2018	flgastro-2018	NOUN
gs-4355	250	8	-	-	SYM
gs-4355	250	9	101155	101155	NUM
gs-4355	250	10	.	.	PUNCT
gs-4355	251	1	georgian	georgian	NOUN
gs-4355	251	2	scientists/	scientists/	NUM
gs-4355	251	3	.	.	PUNCT
gs-4355	252	1	7	7	NUM
gs-4355	252	2	n	n	DET
gs-4355	252	3	4	4	NUM
gs-4355	252	4	,	,	PUNCT
gs-4355	252	5	2025	2025	NUM
gs-4355	252	6	513	513	NUM
gs-4355	252	7	24	24	NUM
gs-4355	252	8	.	.	PUNCT
gs-4355	253	1	mcpherson	mcpherson	PROPN
gs-4355	253	2	s	s	PROPN
gs-4355	253	3	,	,	PUNCT
gs-4355	253	4	hardy	hardy	ADJ
gs-4355	253	5	t	t	PROPN
gs-4355	253	6	,	,	PUNCT
gs-4355	253	7	dufour	dufour	PROPN
gs-4355	253	8	j	j	PROPN
gs-4355	253	9	-	-	PROPN
gs-4355	253	10	f	f	PROPN
gs-4355	253	11	,	,	PUNCT
gs-4355	253	12	petta	petta	PROPN
gs-4355	253	13	s	s	PROPN
gs-4355	253	14	,	,	PUNCT
gs-4355	253	15	romero	romero	PROPN
gs-4355	253	16	-	-	PUNCT
gs-4355	253	17	gomez	gomez	PROPN
gs-4355	253	18	m	m	PROPN
gs-4355	253	19	,	,	PUNCT
gs-4355	253	20	allison	allison	PROPN
gs-4355	253	21	m	m	PROPN
gs-4355	253	22	,	,	PUNCT
gs-4355	253	23	et	et	PROPN
gs-4355	253	24	al	al	PROPN
gs-4355	253	25	.	.	PROPN
gs-4355	253	26	age	age	NOUN
gs-4355	253	27	as	as	ADP
gs-4355	253	28	a	a	DET
gs-4355	253	29	confounding	confound	VERB
gs-4355	253	30	factor	factor	NOUN
gs-4355	253	31	for	for	ADP
gs-4355	253	32	the	the	DET
gs-4355	253	33	accurate	accurate	ADJ
gs-4355	253	34	non	non	ADJ
gs-4355	253	35	-	-	ADJ
gs-4355	253	36	invasive	invasive	ADJ
gs-4355	253	37	diagnosis	diagnosis	NOUN
gs-4355	253	38	of	of	ADP
gs-4355	253	39	advanced	advanced	ADJ
gs-4355	253	40	nafld	nafld	ADJ
gs-4355	253	41	fibrosis	fibrosis	NOUN
gs-4355	253	42	.	.	PUNCT
gs-4355	253	43	am	be	AUX
gs-4355	253	44	j	j	PROPN
gs-4355	253	45	gastroenterol	gastroenterol	NOUN
gs-4355	253	46	.	.	PUNCT
gs-4355	254	1	2017;112:740–51	2017;112:740–51	PROPN
gs-4355	254	2	.	.	PUNCT
gs-4355	254	3	doi	doi	NOUN
gs-4355	254	4	:	:	PUNCT
gs-4355	254	5	10.1038	10.1038	NUM
gs-4355	254	6	/	/	SYM
gs-4355	254	7	ajg.2016.453	ajg.2016.453	NUM
gs-4355	254	8	.	.	PUNCT
gs-4355	255	1	25	25	NUM
gs-4355	255	2	.	.	PUNCT
gs-4355	256	1	hagström	hagström	PROPN
gs-4355	256	2	h	h	NOUN
gs-4355	256	3	,	,	PUNCT
gs-4355	256	4	talbäck	talbäck	VERB
gs-4355	256	5	m	m	PROPN
gs-4355	256	6	,	,	PUNCT
gs-4355	256	7	andreasson	andreasson	VERB
gs-4355	256	8	a	a	DET
gs-4355	256	9	,	,	PUNCT
gs-4355	256	10	walldius	walldius	NOUN
gs-4355	256	11	g	g	NOUN
gs-4355	256	12	,	,	PUNCT
gs-4355	256	13	hammar	hammar	PROPN
gs-4355	256	14	n.	n.	PROPN
gs-4355	256	15	repeated	repeat	VERB
gs-4355	256	16	fib-4	fib-4	NUM
gs-4355	256	17	measurements	measurement	NOUN
gs-4355	256	18	can	can	AUX
gs-4355	256	19	help	help	VERB
gs-4355	256	20	identify	identify	VERB
gs-4355	256	21	individuals	individual	NOUN
gs-4355	256	22	at	at	ADP
gs-4355	256	23	risk	risk	NOUN
gs-4355	256	24	of	of	ADP
gs-4355	256	25	severe	severe	ADJ
gs-4355	256	26	liver	liver	NOUN
gs-4355	256	27	disease	disease	NOUN
gs-4355	256	28	.	.	PUNCT
gs-4355	257	1	j	j	PROPN
gs-4355	257	2	hepatol	hepatol	ADJ
gs-4355	257	3	.	.	PUNCT
gs-4355	258	1	2020;73:1023–9	2020;73:1023–9	X
gs-4355	258	2	.	.	PUNCT
gs-4355	259	1	doi	doi	NOUN
gs-4355	259	2	:	:	PUNCT
gs-4355	259	3	10.1016	10.1016	NUM
gs-4355	259	4	/	/	SYM
gs-4355	259	5	j.jhep.2020.06.007	j.jhep.2020.06.007	PROPN
gs-4355	259	6	.	.	PROPN
gs-4355	260	1	26	26	NUM
gs-4355	260	2	.	.	PUNCT
gs-4355	260	3	european	european	PROPN
gs-4355	260	4	association	association	PROPN
gs-4355	260	5	for	for	ADP
gs-4355	260	6	the	the	DET
gs-4355	260	7	study	study	NOUN
gs-4355	260	8	of	of	ADP
gs-4355	260	9	the	the	DET
gs-4355	260	10	liver	liver	NOUN
gs-4355	260	11	(	(	PUNCT
gs-4355	260	12	easl	easl	NOUN
gs-4355	260	13	)	)	PUNCT
gs-4355	260	14	;	;	PUNCT
gs-4355	260	15	european	european	PROPN
gs-4355	260	16	association	association	PROPN
gs-4355	260	17	for	for	ADP
gs-4355	260	18	the	the	DET
gs-4355	260	19	study	study	NOUN
gs-4355	260	20	of	of	ADP
gs-4355	260	21	diabetes	diabetes	NOUN
gs-4355	260	22	(	(	PUNCT
gs-4355	260	23	easd	easd	NOUN
gs-4355	260	24	)	)	PUNCT
gs-4355	260	25	;	;	PUNCT
gs-4355	260	26	european	european	PROPN
gs-4355	260	27	association	association	PROPN
gs-4355	260	28	for	for	ADP
gs-4355	260	29	the	the	DET
gs-4355	260	30	study	study	NOUN
gs-4355	260	31	of	of	ADP
gs-4355	260	32	obesity	obesity	NOUN
gs-4355	260	33	(	(	PUNCT
gs-4355	260	34	easo	easo	NOUN
gs-4355	260	35	)	)	PUNCT
gs-4355	260	36	easl	easl	NOUN
gs-4355	260	37	–	–	PUNCT
gs-4355	260	38	easd	easd	NOUN
gs-4355	260	39	–	–	PUNCT
gs-4355	260	40	easo	easo	NOUN
gs-4355	260	41	clinical	clinical	ADJ
gs-4355	260	42	practice	practice	NOUN
gs-4355	260	43	guidelines	guideline	NOUN
gs-4355	260	44	for	for	ADP
gs-4355	260	45	the	the	DET
gs-4355	260	46	management	management	NOUN
gs-4355	260	47	of	of	ADP
gs-4355	260	48	non	non	ADJ
gs-4355	260	49	-	-	ADJ
gs-4355	260	50	alcoholic	alcoholic	ADJ
gs-4355	260	51	fatty	fatty	NOUN
gs-4355	260	52	liver	liver	NOUN
gs-4355	260	53	disease	disease	NOUN
gs-4355	260	54	.	.	PUNCT
gs-4355	261	1	j	j	PROPN
gs-4355	261	2	hepatol	hepatol	ADJ
gs-4355	261	3	.	.	PUNCT
gs-4355	262	1	2016;64:1388–402	2016;64:1388–402	X
gs-4355	262	2	.	.	PUNCT
gs-4355	262	3	doi	doi	NOUN
gs-4355	262	4	:	:	PUNCT
gs-4355	262	5	10.1016	10.1016	NUM
gs-4355	262	6	/	/	SYM
gs-4355	262	7	j.jhep.2015.11.004	j.jhep.2015.11.004	PROPN
gs-4355	262	8	.	.	PROPN
gs-4355	263	1	27	27	NUM
gs-4355	263	2	.	.	PUNCT
gs-4355	264	1	graupera	graupera	PROPN
gs-4355	264	2	i	i	PROPN
gs-4355	264	3	,	,	PUNCT
gs-4355	264	4	thiele	thiele	PROPN
gs-4355	264	5	m	m	PROPN
gs-4355	264	6	,	,	PUNCT
gs-4355	264	7	serra	serra	PROPN
gs-4355	264	8	-	-	PUNCT
gs-4355	264	9	burriel	burriel	PROPN
gs-4355	264	10	m	m	PROPN
gs-4355	264	11	,	,	PUNCT
gs-4355	264	12	caballeria	caballeria	PROPN
gs-4355	264	13	l	l	PROPN
gs-4355	264	14	,	,	PUNCT
gs-4355	264	15	roulot	roulot	NOUN
gs-4355	264	16	d	d	PROPN
gs-4355	264	17	,	,	PUNCT
gs-4355	264	18	wong	wong	PROPN
gs-4355	264	19	gl	gl	PROPN
gs-4355	264	20	-	-	PROPN
gs-4355	264	21	h	h	PROPN
gs-4355	264	22	,	,	PUNCT
gs-4355	264	23	et	et	PROPN
gs-4355	264	24	al	al	PROPN
gs-4355	264	25	.	.	PUNCT
gs-4355	264	26	low	low	ADJ
gs-4355	264	27	accuracy	accuracy	NOUN
gs-4355	264	28	of	of	ADP
gs-4355	264	29	fib-4	fib-4	ADJ
gs-4355	264	30	and	and	CCONJ
gs-4355	264	31	nafld	nafld	ADJ
gs-4355	264	32	fibrosis	fibrosis	NOUN
gs-4355	264	33	scores	score	NOUN
gs-4355	264	34	for	for	ADP
gs-4355	264	35	screening	screen	VERB
gs-4355	264	36	for	for	ADP
gs-4355	264	37	liver	liver	NOUN
gs-4355	264	38	fibrosis	fibrosis	NOUN
gs-4355	264	39	in	in	ADP
gs-4355	264	40	the	the	DET
gs-4355	264	41	population	population	NOUN
gs-4355	264	42	.	.	PUNCT
gs-4355	265	1	clin	clin	PROPN
gs-4355	265	2	gastroenterol	gastroenterol	PROPN
gs-4355	265	3	hepatol	hepatol	ADJ
gs-4355	265	4	.	.	PUNCT
gs-4355	266	1	2022;20:2567–76.e6	2022;20:2567–76.e6	ADJ
gs-4355	266	2	.	.	PUNCT
gs-4355	267	1	doi	doi	NOUN
gs-4355	267	2	:	:	PUNCT
gs-4355	267	3	10.1016	10.1016	NUM
gs-4355	267	4	/	/	SYM
gs-4355	267	5	j.cgh.2021.12.034	j.cgh.2021.12.034	NOUN
gs-4355	267	6	.	.	PUNCT
gs-4355	268	1	28	28	NUM
gs-4355	268	2	.	.	PUNCT
gs-4355	269	1	maroto	maroto	NOUN
gs-4355	269	2	-	-	PUNCT
gs-4355	269	3	garcía	garcía	PROPN
gs-4355	269	4	j	j	PROPN
gs-4355	269	5	,	,	PUNCT
gs-4355	269	6	moreno	moreno	PROPN
gs-4355	269	7	álvarez	álvarez	PROPN
gs-4355	269	8	a	a	PROPN
gs-4355	269	9	,	,	PUNCT
gs-4355	269	10	sanz	sanz	PROPN
gs-4355	269	11	de	de	PROPN
gs-4355	269	12	pedro	pedro	PROPN
gs-4355	269	13	mp	mp	PROPN
gs-4355	269	14	,	,	PUNCT
gs-4355	269	15	buño	buño	PROPN
gs-4355	269	16	-	-	PUNCT
gs-4355	269	17	soto	soto	PROPN
gs-4355	269	18	a	a	X
gs-4355	269	19	,	,	PUNCT
gs-4355	269	20	gonzález	gonzález	PROPN
gs-4355	269	21	á	á	PROPN
gs-4355	269	22	.	.	PUNCT
gs-4355	270	1	serum	serum	NOUN
gs-4355	270	2	biomarkers	biomarker	NOUN
gs-4355	270	3	for	for	ADP
gs-4355	270	4	liver	liver	NOUN
gs-4355	270	5	fibrosis	fibrosis	NOUN
gs-4355	270	6	assessment	assessment	NOUN
gs-4355	270	7	.	.	PUNCT
gs-4355	271	1	adv	adv	PROPN
gs-4355	271	2	lab	lab	PROPN
gs-4355	271	3	med	med	PROPN
gs-4355	271	4	.	.	PUNCT
gs-4355	272	1	2023	2023	NUM
gs-4355	272	2	nov	nov	NOUN
gs-4355	272	3	14;5(2):115	14;5(2):115	NUM
gs-4355	272	4	-	-	SYM
gs-4355	272	5	130	130	NUM
gs-4355	272	6	.	.	PUNCT
gs-4355	273	1	doi	doi	NOUN
gs-4355	273	2	:	:	PUNCT
gs-4355	273	3	10.1515	10.1515	NUM
gs-4355	273	4	/	/	SYM
gs-4355	273	5	almed-2023	almed-2023	NOUN
gs-4355	273	6	-	-	PUNCT
gs-4355	273	7	0081	0081	NUM
gs-4355	273	8	.	.	PUNCT
gs-4355	274	1	pmid	pmid	NOUN
gs-4355	274	2	:	:	PUNCT
gs-4355	274	3	38939201	38939201	NUM
gs-4355	274	4	;	;	PUNCT
gs-4355	274	5	pmcid	pmcid	PROPN
gs-4355	274	6	:	:	PUNCT
gs-4355	274	7	pmc11206202	pmc11206202	NOUN
gs-4355	274	8	.	.	PUNCT
gs-4355	275	1	29	29	NUM
gs-4355	275	2	.	.	PUNCT
gs-4355	275	3	zhao	zhao	PROPN
gs-4355	275	4	y	y	PROPN
gs-4355	275	5	,	,	PUNCT
gs-4355	275	6	thurairajah	thurairajah	PROPN
gs-4355	275	7	ph	ph	PROPN
gs-4355	275	8	,	,	PUNCT
gs-4355	275	9	kumar	kumar	PROPN
gs-4355	275	10	r	r	PROPN
gs-4355	275	11	,	,	PUNCT
gs-4355	275	12	tan	tan	PROPN
gs-4355	275	13	j	j	PROPN
gs-4355	275	14	,	,	PUNCT
gs-4355	275	15	teo	teo	PROPN
gs-4355	275	16	ek	ek	PROPN
gs-4355	275	17	,	,	PUNCT
gs-4355	275	18	hsiang	hsiang	PROPN
gs-4355	275	19	jc	jc	PROPN
gs-4355	275	20	.	.	PROPN
gs-4355	275	21	novel	novel	PROPN
gs-4355	275	22	non	non	ADJ
gs-4355	275	23	-	-	ADJ
gs-4355	275	24	invasive	invasive	ADJ
gs-4355	275	25	score	score	NOUN
gs-4355	275	26	to	to	PART
gs-4355	275	27	predict	predict	VERB
gs-4355	275	28	cirrhosis	cirrhosis	NOUN
gs-4355	275	29	in	in	ADP
gs-4355	275	30	the	the	DET
gs-4355	275	31	era	era	NOUN
gs-4355	275	32	of	of	ADP
gs-4355	275	33	hepatitis	hepatitis	PROPN
gs-4355	275	34	c	c	PROPN
gs-4355	275	35	elimination	elimination	NOUN
gs-4355	275	36	:	:	PUNCT
gs-4355	275	37	a	a	DET
gs-4355	275	38	population	population	NOUN
gs-4355	275	39	study	study	NOUN
gs-4355	275	40	of	of	ADP
gs-4355	275	41	exsubstance	exsubstance	NOUN
gs-4355	275	42	users	user	NOUN
gs-4355	275	43	in	in	ADP
gs-4355	275	44	singapore	singapore	PROPN
gs-4355	275	45	.	.	PUNCT
gs-4355	276	1	hepatobiliary	hepatobiliary	ADJ
gs-4355	276	2	pancreat	pancreat	NOUN
gs-4355	276	3	dis	dis	PROPN
gs-4355	276	4	int	int	NOUN
gs-4355	276	5	.	.	PUNCT
gs-4355	277	1	2019;18:143–8	2019;18:143–8	X
gs-4355	277	2	.	.	PUNCT
gs-4355	278	1	doi	doi	NOUN
gs-4355	278	2	:	:	PUNCT
gs-4355	278	3	10.1016	10.1016	NUM
gs-4355	278	4	/	/	SYM
gs-4355	278	5	j.hbpd.2018.12.002	j.hbpd.2018.12.002	PROPN
gs-4355	278	6	.	.	PROPN
gs-4355	279	1	30	30	NUM
gs-4355	279	2	.	.	PUNCT
gs-4355	280	1	vali	vali	PROPN
gs-4355	280	2	y	y	PROPN
gs-4355	280	3	,	,	PUNCT
gs-4355	280	4	lee	lee	PROPN
gs-4355	280	5	j	j	PROPN
gs-4355	280	6	,	,	PUNCT
gs-4355	280	7	boursier	boursier	PROPN
gs-4355	280	8	j	j	PROPN
gs-4355	280	9	,	,	PUNCT
gs-4355	280	10	spijker	spijker	NOUN
gs-4355	280	11	r	r	PROPN
gs-4355	280	12	,	,	PUNCT
gs-4355	280	13	verheij	verheij	PROPN
gs-4355	280	14	j	j	PROPN
gs-4355	280	15	,	,	PUNCT
gs-4355	280	16	brosnan	brosnan	PROPN
gs-4355	280	17	mj	mj	PROPN
gs-4355	280	18	,	,	PUNCT
gs-4355	280	19	et	et	PROPN
gs-4355	280	20	al	al	PROPN
gs-4355	280	21	.	.	PROPN
gs-4355	280	22	;	;	PUNCT
gs-4355	280	23	on	on	ADP
gs-4355	280	24	behalf	behalf	NOUN
gs-4355	280	25	of	of	ADP
gs-4355	280	26	the	the	DET
gs-4355	280	27	litmus	litmus	PROPN
gs-4355	280	28	systematic	systematic	PROPN
gs-4355	280	29	review	review	NOUN
gs-4355	280	30	team	team	NOUN
gs-4355	280	31	.	.	PUNCT
gs-4355	281	1	fibrotest	fibrotest	NOUN
gs-4355	281	2	for	for	ADP
gs-4355	281	3	evaluating	evaluate	VERB
gs-4355	281	4	fibrosis	fibrosis	NOUN
gs-4355	281	5	in	in	ADP
gs-4355	281	6	non	non	ADJ
gs-4355	281	7	alcoholic	alcoholic	ADJ
gs-4355	281	8	fatty	fatty	NOUN
gs-4355	281	9	liver	liver	NOUN
gs-4355	281	10	disease	disease	NOUN
gs-4355	281	11	patients	patient	NOUN
gs-4355	281	12	:	:	PUNCT
gs-4355	281	13	a	a	DET
gs-4355	281	14	systematic	systematic	ADJ
gs-4355	281	15	review	review	NOUN
gs-4355	281	16	and	and	CCONJ
gs-4355	281	17	meta	meta	ADJ
gs-4355	281	18	-	-	PUNCT
gs-4355	281	19	analysis	analysis	NOUN
gs-4355	281	20	.	.	PUNCT
gs-4355	282	1	j	j	PROPN
gs-4355	282	2	clin	clin	PROPN
gs-4355	282	3	med	med	PROPN
gs-4355	282	4	2021;10:2415	2021;10:2415	NUM
gs-4355	282	5	.	.	PROPN
gs-4355	283	1	31	31	NUM
gs-4355	283	2	.	.	PUNCT
gs-4355	284	1	munteanu	munteanu	PROPN
gs-4355	284	2	m	m	PROPN
gs-4355	284	3	,	,	PUNCT
gs-4355	284	4	tiniakos	tiniakos	ADJ
gs-4355	284	5	d	d	PROPN
gs-4355	284	6	,	,	PUNCT
gs-4355	284	7	anstee	anstee	PROPN
gs-4355	284	8	q	q	PROPN
gs-4355	284	9	,	,	PUNCT
gs-4355	284	10	charlotte	charlotte	PROPN
gs-4355	284	11	f	f	PROPN
gs-4355	284	12	,	,	PUNCT
gs-4355	284	13	marchesini	marchesini	NOUN
gs-4355	284	14	g	g	NOUN
gs-4355	284	15	,	,	PUNCT
gs-4355	284	16	bugianesi	bugianesi	PROPN
gs-4355	284	17	e	e	NOUN
gs-4355	284	18	,	,	PUNCT
gs-4355	284	19	et	et	PROPN
gs-4355	284	20	al	al	PROPN
gs-4355	284	21	.	.	PUNCT
gs-4355	284	22	diagnostic	diagnostic	ADJ
gs-4355	284	23	performance	performance	NOUN
gs-4355	284	24	of	of	ADP
gs-4355	284	25	fibrotest	fibrotest	NOUN
gs-4355	284	26	,	,	PUNCT
gs-4355	284	27	steatotest	steatot	ADJ
gs-4355	284	28	and	and	CCONJ
gs-4355	284	29	actitest	actitest	VERB
gs-4355	284	30	in	in	ADP
gs-4355	284	31	patients	patient	NOUN
gs-4355	284	32	with	with	ADP
gs-4355	284	33	nafld	nafld	ADV
gs-4355	284	34	using	use	VERB
gs-4355	284	35	the	the	DET
gs-4355	284	36	saf	saf	ADJ
gs-4355	284	37	score	score	NOUN
gs-4355	284	38	as	as	ADP
gs-4355	284	39	histological	histological	ADJ
gs-4355	284	40	reference	reference	NOUN
gs-4355	284	41	.	.	PUNCT
gs-4355	285	1	aliment	aliment	NOUN
gs-4355	285	2	pharmacol	pharmacol	VERB
gs-4355	285	3	ther	ther	ADV
gs-4355	285	4	.	.	PUNCT
gs-4355	286	1	2016;44:877–89	2016;44:877–89	X
gs-4355	286	2	.	.	PUNCT
gs-4355	287	1	doi	doi	NOUN
gs-4355	287	2	:	:	PUNCT
gs-4355	287	3	10.1111	10.1111	NUM
gs-4355	287	4	/	/	SYM
gs-4355	287	5	apt.13770	apt.13770	NOUN
gs-4355	287	6	.	.	PROPN
gs-4355	287	7	32	32	NUM
gs-4355	287	8	.	.	PUNCT
gs-4355	288	1	vali	vali	PROPN
gs-4355	288	2	y	y	PROPN
gs-4355	288	3	,	,	PUNCT
gs-4355	288	4	lee	lee	PROPN
gs-4355	288	5	j	j	PROPN
gs-4355	288	6	,	,	PUNCT
gs-4355	288	7	boursier	boursier	PROPN
gs-4355	288	8	j	j	PROPN
gs-4355	288	9	,	,	PUNCT
gs-4355	288	10	spijker	spijker	NOUN
gs-4355	288	11	r	r	PROPN
gs-4355	288	12	,	,	PUNCT
gs-4355	288	13	verheij	verheij	PROPN
gs-4355	288	14	j	j	PROPN
gs-4355	288	15	,	,	PUNCT
gs-4355	288	16	brosnan	brosnan	PROPN
gs-4355	288	17	mj	mj	PROPN
gs-4355	288	18	,	,	PUNCT
gs-4355	288	19	et	et	PROPN
gs-4355	288	20	al	al	PROPN
gs-4355	288	21	.	.	PROPN
gs-4355	288	22	fibrotest	fibrotest	NOUN
gs-4355	288	23	for	for	ADP
gs-4355	288	24	evaluating	evaluate	VERB
gs-4355	288	25	fibrosis	fibrosis	NOUN
gs-4355	288	26	in	in	ADP
gs-4355	288	27	non	non	ADJ
gs-4355	288	28	-	-	ADJ
gs-4355	288	29	alcoholic	alcoholic	ADJ
gs-4355	288	30	fatty	fatty	NOUN
gs-4355	288	31	liver	liver	NOUN
gs-4355	288	32	disease	disease	NOUN
gs-4355	288	33	patients	patient	NOUN
gs-4355	288	34	:	:	PUNCT
gs-4355	288	35	a	a	DET
gs-4355	288	36	systematic	systematic	ADJ
gs-4355	288	37	review	review	NOUN
gs-4355	288	38	and	and	CCONJ
gs-4355	288	39	meta	meta	ADJ
gs-4355	288	40	-	-	PUNCT
gs-4355	288	41	analysis	analysis	NOUN
gs-4355	288	42	.	.	PUNCT
gs-4355	289	1	j	j	PROPN
gs-4355	289	2	clin	clin	PROPN
gs-4355	289	3	med	med	PROPN
gs-4355	289	4	.	.	PUNCT
gs-4355	290	1	2021;10:2415	2021;10:2415	X
gs-4355	290	2	.	.	PUNCT
gs-4355	290	3	doi	doi	NOUN
gs-4355	290	4	:	:	PUNCT
gs-4355	290	5	10.3390	10.3390	NUM
gs-4355	290	6	/	/	SYM
gs-4355	290	7	jcm10112415	jcm10112415	ADJ
gs-4355	290	8	.	.	PUNCT
gs-4355	291	1	33	33	NUM
gs-4355	291	2	.	.	X
gs-4355	291	3	ampuero	ampuero	PROPN
gs-4355	291	4	j	j	PROPN
gs-4355	291	5	,	,	PUNCT
gs-4355	291	6	pais	pais	PROPN
gs-4355	291	7	r	r	PROPN
gs-4355	291	8	,	,	PUNCT
gs-4355	291	9	aller	aller	NOUN
gs-4355	291	10	r	r	NOUN
gs-4355	291	11	,	,	PUNCT
gs-4355	291	12	gallego	gallego	NOUN
gs-4355	291	13	-	-	PUNCT
gs-4355	291	14	durán	durán	NOUN
gs-4355	291	15	r	r	NOUN
gs-4355	291	16	,	,	PUNCT
gs-4355	291	17	crespo	crespo	PROPN
gs-4355	291	18	j	j	PROPN
gs-4355	291	19	,	,	PUNCT
gs-4355	291	20	garcía	garcía	ADJ
gs-4355	291	21	-	-	PUNCT
gs-4355	291	22	monzón	monzón	NOUN
gs-4355	291	23	c	c	NOUN
gs-4355	291	24	,	,	PUNCT
gs-4355	291	25	et	et	PROPN
gs-4355	291	26	al	al	PROPN
gs-4355	291	27	.	.	PROPN
gs-4355	291	28	development	development	PROPN
gs-4355	291	29	and	and	CCONJ
gs-4355	291	30	validation	validation	NOUN
gs-4355	291	31	of	of	ADP
gs-4355	291	32	hepamet	hepamet	ADJ
gs-4355	291	33	fibrosis	fibrosis	NOUN
gs-4355	291	34	scoring	scoring	NOUN
gs-4355	291	35	system	system	NOUN
gs-4355	291	36	-	-	PUNCT
gs-4355	291	37	a	a	DET
gs-4355	291	38	simple	simple	ADJ
gs-4355	291	39	,	,	PUNCT
gs-4355	291	40	noninvasive	noninvasive	ADJ
gs-4355	291	41	test	test	NOUN
gs-4355	291	42	to	to	PART
gs-4355	291	43	identify	identify	VERB
gs-4355	291	44	patients	patient	NOUN
gs-4355	291	45	with	with	ADP
gs-4355	291	46	nonalcoholic	nonalcoholic	NOUN
gs-4355	291	47	fatty	fatty	NOUN
gs-4355	291	48	liver	liver	NOUN
gs-4355	291	49	disease	disease	NOUN
gs-4355	291	50	with	with	ADP
gs-4355	291	51	advanced	advanced	ADJ
gs-4355	291	52	fibrosis	fibrosis	NOUN
gs-4355	291	53	.	.	PUNCT
gs-4355	292	1	clin	clin	PROPN
gs-4355	292	2	gastroenterol	gastroenterol	PROPN
gs-4355	292	3	hepatol	hepatol	ADV
gs-4355	292	4	.	.	PUNCT
gs-4355	293	1	2020;18:216–25.e5	2020;18:216–25.e5	X
gs-4355	293	2	.	.	PUNCT
gs-4355	294	1	doi	doi	NOUN
gs-4355	294	2	:	:	PUNCT
gs-4355	294	3	10.1016	10.1016	NUM
gs-4355	294	4	/	/	SYM
gs-4355	294	5	j.cgh.2019.05.051	j.cgh.2019.05.051	PROPN
gs-4355	294	6	.	.	PUNCT
gs-4355	295	1	georgian	georgian	NOUN
gs-4355	295	2	scientists/	scientists/	NUM
gs-4355	295	3	.	.	PUNCT
gs-4355	296	1	7	7	NUM
gs-4355	296	2	n	n	DET
gs-4355	296	3	4	4	NUM
gs-4355	296	4	,	,	PUNCT
gs-4355	296	5	2025	2025	NUM
gs-4355	296	6	514	514	NUM
gs-4355	296	7	34	34	NUM
gs-4355	296	8	.	.	PUNCT
gs-4355	297	1	rigor	rigor	PROPN
gs-4355	297	2	j	j	PROPN
gs-4355	297	3	,	,	PUNCT
gs-4355	297	4	diegues	diegue	VERB
gs-4355	297	5	a	a	PRON
gs-4355	297	6	,	,	PUNCT
gs-4355	297	7	presa	presa	PROPN
gs-4355	297	8	j	j	PROPN
gs-4355	297	9	,	,	PUNCT
gs-4355	297	10	barata	barata	NOUN
gs-4355	297	11	p	p	NOUN
gs-4355	297	12	,	,	PUNCT
gs-4355	297	13	martins	martin	NOUN
gs-4355	297	14	-	-	PUNCT
gs-4355	297	15	mendes	mende	NOUN
gs-4355	297	16	d.	d.	PROPN
gs-4355	297	17	noninvasive	noninvasive	ADJ
gs-4355	297	18	fibrosis	fibrosis	NOUN
gs-4355	297	19	tools	tool	NOUN
gs-4355	297	20	in	in	ADP
gs-4355	297	21	nafld	nafld	ADV
gs-4355	297	22	:	:	PUNCT
gs-4355	297	23	validation	validation	NOUN
gs-4355	297	24	of	of	ADP
gs-4355	297	25	apri	apri	PROPN
gs-4355	297	26	,	,	PUNCT
gs-4355	297	27	bard	bard	ADJ
gs-4355	297	28	,	,	PUNCT
gs-4355	297	29	fib-4	fib-4	NOUN
gs-4355	297	30	,	,	PUNCT
gs-4355	297	31	nafld	nafld	ADJ
gs-4355	297	32	fibrosis	fibrosis	NOUN
gs-4355	297	33	score	score	NOUN
gs-4355	297	34	,	,	PUNCT
gs-4355	297	35	and	and	CCONJ
gs-4355	297	36	hepamet	hepamet	ADJ
gs-4355	297	37	fibrosis	fibrosis	NOUN
gs-4355	297	38	score	score	NOUN
gs-4355	297	39	in	in	ADP
gs-4355	297	40	a	a	DET
gs-4355	297	41	portuguese	portuguese	ADJ
gs-4355	297	42	population	population	NOUN
gs-4355	297	43	.	.	PUNCT
gs-4355	298	1	postgrad	postgrad	PROPN
gs-4355	298	2	med	med	PROPN
gs-4355	298	3	.	.	PUNCT
gs-4355	299	1	2022;134:435–40	2022;134:435–40	NUM
gs-4355	299	2	.	.	PUNCT
gs-4355	300	1	doi	doi	NOUN
gs-4355	300	2	:	:	PUNCT
gs-4355	300	3	10.1080/00325481.2022.2058285	10.1080/00325481.2022.2058285	NUM
gs-4355	300	4	.	.	X
gs-4355	300	5	35	35	NUM
gs-4355	300	6	.	.	PUNCT
gs-4355	301	1	higuera	higuera	NOUN
gs-4355	301	2	-	-	PUNCT
gs-4355	301	3	de	de	X
gs-4355	301	4	-	-	ADJ
gs-4355	301	5	la	la	ADJ
gs-4355	301	6	-	-	PUNCT
gs-4355	301	7	tijera	tijera	NOUN
gs-4355	301	8	f	f	NOUN
gs-4355	301	9	,	,	PUNCT
gs-4355	301	10	córdova	córdova	PROPN
gs-4355	301	11	-	-	PUNCT
gs-4355	301	12	gallardo	gallardo	PROPN
gs-4355	301	13	j	j	PROPN
gs-4355	301	14	,	,	PUNCT
gs-4355	301	15	buganza	buganza	PROPN
gs-4355	301	16	-	-	PUNCT
gs-4355	301	17	torio	torio	PROPN
gs-4355	301	18	e	e	NOUN
gs-4355	301	19	,	,	PUNCT
gs-4355	301	20	barranco	barranco	NOUN
gs-4355	301	21	-	-	PUNCT
gs-4355	301	22	fragoso	fragoso	PROPN
gs-4355	301	23	b	b	PROPN
gs-4355	301	24	,	,	PUNCT
gs-4355	301	25	torre	torre	PROPN
gs-4355	301	26	a	a	DET
gs-4355	301	27	,	,	PUNCT
gs-4355	301	28	parraguirre	parraguirre	ADJ
gs-4355	301	29	-	-	PUNCT
gs-4355	301	30	martínez	martínez	NOUN
gs-4355	301	31	s	s	PART
gs-4355	301	32	,	,	PUNCT
gs-4355	301	33	et	et	PROPN
gs-4355	301	34	al	al	PROPN
gs-4355	301	35	.	.	PUNCT
gs-4355	302	1	hepamet	hepamet	ADJ
gs-4355	302	2	fibrosis	fibrosis	NOUN
gs-4355	302	3	score	score	NOUN
gs-4355	302	4	in	in	ADP
gs-4355	302	5	nonalcoholic	nonalcoholic	ADJ
gs-4355	302	6	fatty	fatty	NOUN
gs-4355	302	7	liver	liver	NOUN
gs-4355	302	8	disease	disease	NOUN
gs-4355	302	9	patients	patient	NOUN
gs-4355	302	10	in	in	ADP
gs-4355	302	11	mexico	mexico	PROPN
gs-4355	302	12	:	:	PUNCT
gs-4355	302	13	lower	low	ADJ
gs-4355	302	14	than	than	SCONJ
gs-4355	302	15	expected	expect	VERB
gs-4355	302	16	positive	positive	ADJ
gs-4355	302	17	predictive	predictive	ADJ
gs-4355	302	18	value	value	NOUN
gs-4355	302	19	.	.	PUNCT
gs-4355	303	1	dig	dig	VERB
gs-4355	303	2	dis	dis	PROPN
gs-4355	303	3	sci	sci	PROPN
gs-4355	303	4	.	.	PUNCT
gs-4355	304	1	2021;66:4501–7	2021;66:4501–7	X
gs-4355	304	2	.	.	PUNCT
gs-4355	305	1	doi	doi	NOUN
gs-4355	305	2	:	:	PUNCT
gs-4355	305	3	10.1007	10.1007	NUM
gs-4355	305	4	/	/	SYM
gs-4355	305	5	s10620	s10620	PROPN
gs-4355	305	6	-	-	PUNCT
gs-4355	305	7	020	020	NUM
gs-4355	305	8	-	-	PUNCT
gs-4355	305	9	06821	06821	NUM
gs-4355	305	10	-	-	PUNCT
gs-4355	305	11	2	2	NUM
gs-4355	305	12	.	.	NUM
gs-4355	305	13	36	36	NUM
gs-4355	305	14	.	.	PUNCT
gs-4355	306	1	zambrano	zambrano	NOUN
gs-4355	306	2	-	-	PUNCT
gs-4355	306	3	huailla	huailla	PROPN
gs-4355	306	4	r	r	PROPN
gs-4355	306	5	,	,	PUNCT
gs-4355	306	6	guedes	guede	NOUN
gs-4355	306	7	l	l	PROPN
gs-4355	306	8	,	,	PUNCT
gs-4355	306	9	stefano	stefano	PROPN
gs-4355	306	10	jt	jt	PROPN
gs-4355	306	11	,	,	PUNCT
gs-4355	306	12	de	de	PROPN
gs-4355	306	13	souza	souza	PROPN
gs-4355	306	14	aa	aa	PROPN
gs-4355	306	15	,	,	PUNCT
gs-4355	306	16	marciano	marciano	PROPN
gs-4355	306	17	s	s	PROPN
gs-4355	306	18	,	,	PUNCT
gs-4355	306	19	yvamoto	yvamoto	NOUN
gs-4355	306	20	e	e	NOUN
gs-4355	306	21	,	,	PUNCT
gs-4355	306	22	et	et	PROPN
gs-4355	306	23	al	al	PROPN
gs-4355	306	24	.	.	PUNCT
gs-4355	307	1	diagnostic	diagnostic	ADJ
gs-4355	307	2	performance	performance	NOUN
gs-4355	307	3	of	of	ADP
gs-4355	307	4	three	three	NUM
gs-4355	307	5	non	non	ADJ
gs-4355	307	6	-	-	ADJ
gs-4355	307	7	invasive	invasive	ADJ
gs-4355	307	8	fibrosis	fibrosis	NOUN
gs-4355	307	9	scores	score	NOUN
gs-4355	307	10	(	(	PUNCT
gs-4355	307	11	hepamet	hepamet	ADJ
gs-4355	307	12	,	,	PUNCT
gs-4355	307	13	fib-4	fib-4	NOUN
gs-4355	307	14	,	,	PUNCT
gs-4355	307	15	nafld	nafld	ADJ
gs-4355	307	16	fibrosis	fibrosis	NOUN
gs-4355	307	17	score	score	NOUN
gs-4355	307	18	)	)	PUNCT
gs-4355	307	19	in	in	ADP
gs-4355	307	20	nafld	nafld	ADJ
gs-4355	307	21	patients	patient	NOUN
gs-4355	307	22	from	from	ADP
gs-4355	307	23	a	a	DET
gs-4355	307	24	mixed	mixed	ADJ
gs-4355	307	25	latin	latin	ADJ
gs-4355	307	26	american	american	ADJ
gs-4355	307	27	population	population	NOUN
gs-4355	307	28	.	.	PUNCT
gs-4355	308	1	ann	ann	PROPN
gs-4355	308	2	hepatol	hepatol	ADJ
gs-4355	308	3	2020;19:622–6	2020;19:622–6	NUM
gs-4355	308	4	.	.	PROPN
gs-4355	309	1	37	37	NUM
gs-4355	309	2	.	.	PUNCT
gs-4355	310	1	harrison	harrison	PROPN
gs-4355	310	2	sa	sa	PROPN
gs-4355	310	3	,	,	PUNCT
gs-4355	310	4	oliver	oliver	PROPN
gs-4355	310	5	d	d	PROPN
gs-4355	310	6	,	,	PUNCT
gs-4355	310	7	arnold	arnold	PROPN
gs-4355	310	8	hl	hl	PROPN
gs-4355	310	9	,	,	PUNCT
gs-4355	310	10	gogia	gogia	VERB
gs-4355	310	11	s	s	PROPN
gs-4355	310	12	,	,	PUNCT
gs-4355	310	13	neuschwander	neuschwander	NOUN
gs-4355	310	14	-	-	PUNCT
gs-4355	310	15	tetri	tetri	PROPN
gs-4355	310	16	ba	ba	PROPN
gs-4355	310	17	.	.	PUNCT
gs-4355	310	18	development	development	NOUN
gs-4355	310	19	and	and	CCONJ
gs-4355	310	20	validation	validation	NOUN
gs-4355	310	21	of	of	ADP
gs-4355	310	22	a	a	DET
gs-4355	310	23	simple	simple	ADJ
gs-4355	310	24	nafld	nafld	ADJ
gs-4355	310	25	clinical	clinical	ADJ
gs-4355	310	26	scoring	scoring	NOUN
gs-4355	310	27	system	system	NOUN
gs-4355	310	28	for	for	ADP
gs-4355	310	29	identifying	identify	VERB
gs-4355	310	30	patients	patient	NOUN
gs-4355	310	31	without	without	ADP
gs-4355	310	32	advanced	advanced	ADJ
gs-4355	310	33	disease	disease	NOUN
gs-4355	310	34	.	.	PUNCT
gs-4355	311	1	gut	gut	VERB
gs-4355	311	2	.	.	PUNCT
gs-4355	312	1	2008;57:1441–7	2008;57:1441–7	X
gs-4355	312	2	.	.	PUNCT
gs-4355	312	3	doi	doi	NOUN
gs-4355	312	4	:	:	PUNCT
gs-4355	312	5	10.1136	10.1136	NUM
gs-4355	312	6	/	/	SYM
gs-4355	312	7	gut.2007.146019	gut.2007.146019	NOUN
gs-4355	312	8	.	.	PUNCT
gs-4355	313	1	38	38	NUM
gs-4355	313	2	.	.	PUNCT
gs-4355	314	1	rosenberg	rosenberg	PROPN
gs-4355	314	2	w.m.c	w.m.c	PROPN
gs-4355	314	3	.	.	PROPN
gs-4355	314	4	,	,	PUNCT
gs-4355	314	5	voelker	voelker	NOUN
gs-4355	314	6	m.	m.	NOUN
gs-4355	314	7	,	,	PUNCT
gs-4355	314	8	thiel	thiel	PROPN
gs-4355	314	9	r.	r.	PROPN
gs-4355	314	10	,	,	PUNCT
gs-4355	314	11	becka	becka	PROPN
gs-4355	314	12	m.	m.	NOUN
gs-4355	314	13	,	,	PUNCT
gs-4355	314	14	burt	burt	PROPN
gs-4355	314	15	a.	a.	PROPN
gs-4355	314	16	,	,	PUNCT
gs-4355	314	17	schuppan	schuppan	PROPN
gs-4355	314	18	d.	d.	PROPN
gs-4355	314	19	,	,	PUNCT
gs-4355	314	20	et	et	PROPN
gs-4355	314	21	al	al	PROPN
gs-4355	314	22	.	.	PROPN
gs-4355	314	23	serum	serum	PROPN
gs-4355	314	24	markers	marker	NOUN
gs-4355	314	25	detect	detect	VERB
gs-4355	314	26	the	the	DET
gs-4355	314	27	presence	presence	NOUN
gs-4355	314	28	of	of	ADP
gs-4355	314	29	liver	liver	NOUN
gs-4355	314	30	fibrosis	fibrosis	NOUN
gs-4355	314	31	:	:	PUNCT
gs-4355	314	32	a	a	DET
gs-4355	314	33	cohort	cohort	NOUN
gs-4355	314	34	study	study	NOUN
gs-4355	314	35	.	.	PUNCT
gs-4355	315	1	gastroenterology	gastroenterology	NOUN
gs-4355	315	2	.	.	PUNCT
gs-4355	316	1	2004;127:1704–1713	2004;127:1704–1713	NUM
gs-4355	316	2	.	.	PUNCT
gs-4355	317	1	doi	doi	NOUN
gs-4355	317	2	:	:	PUNCT
gs-4355	317	3	10.1053	10.1053	NUM
gs-4355	317	4	/	/	SYM
gs-4355	317	5	j.gastro.2004.08.052	j.gastro.2004.08.052	PROPN
gs-4355	317	6	.	.	PROPN
gs-4355	318	1	39	39	NUM
gs-4355	318	2	.	.	PUNCT
gs-4355	319	1	vali	vali	PROPN
gs-4355	319	2	y.	y.	PROPN
gs-4355	319	3	,	,	PUNCT
gs-4355	319	4	lee	lee	PROPN
gs-4355	319	5	j.	j.	PROPN
gs-4355	319	6	,	,	PUNCT
gs-4355	319	7	boursier	boursier	PROPN
gs-4355	319	8	j.	j.	PROPN
gs-4355	319	9	,	,	PUNCT
gs-4355	319	10	spijker	spijker	PROPN
gs-4355	319	11	r.	r.	PROPN
gs-4355	319	12	,	,	PUNCT
gs-4355	319	13	löffler	löffler	PROPN
gs-4355	319	14	j.	j.	PROPN
gs-4355	319	15	,	,	PUNCT
gs-4355	319	16	verheij	verheij	PROPN
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gs-4355	319	18	,	,	PUNCT
gs-4355	319	19	et	et	PROPN
gs-4355	319	20	al	al	PROPN
gs-4355	319	21	.	.	PROPN
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gs-4355	319	23	liver	liver	NOUN
gs-4355	319	24	fibrosis	fibrosis	NOUN
gs-4355	319	25	test	test	NOUN
gs-4355	319	26	for	for	ADP
gs-4355	319	27	the	the	DET
gs-4355	319	28	non	non	ADJ
gs-4355	319	29	-	-	ADJ
gs-4355	319	30	invasive	invasive	ADJ
gs-4355	319	31	diagnosis	diagnosis	NOUN
gs-4355	319	32	of	of	ADP
gs-4355	319	33	fibrosis	fibrosis	NOUN
gs-4355	319	34	in	in	ADP
gs-4355	319	35	patients	patient	NOUN
gs-4355	319	36	with	with	ADP
gs-4355	319	37	nafld	nafld	ADV
gs-4355	319	38	:	:	PUNCT
gs-4355	319	39	a	a	DET
gs-4355	319	40	systematic	systematic	ADJ
gs-4355	319	41	review	review	NOUN
gs-4355	319	42	and	and	CCONJ
gs-4355	319	43	meta	meta	ADJ
gs-4355	319	44	-	-	PUNCT
gs-4355	319	45	analysis	analysis	NOUN
gs-4355	319	46	.	.	PUNCT
gs-4355	320	1	j	j	NOUN
gs-4355	320	2	hepatol	hepatol	ADJ
gs-4355	320	3	.	.	PUNCT
gs-4355	321	1	2020;73:252–262	2020;73:252–262	X
gs-4355	321	2	.	.	X
gs-4355	321	3	doi	doi	NOUN
gs-4355	321	4	:	:	PUNCT
gs-4355	321	5	10.1016	10.1016	NUM
gs-4355	321	6	/	/	SYM
gs-4355	321	7	j.jhep.2020.03.036	j.jhep.2020.03.036	PROPN
gs-4355	321	8	.	.	PROPN
gs-4355	322	1	40	40	NUM
gs-4355	322	2	.	.	PUNCT
gs-4355	323	1	glen	glen	PROPN
gs-4355	323	2	j.	j.	PROPN
gs-4355	323	3	,	,	PUNCT
gs-4355	323	4	floros	floros	PROPN
gs-4355	323	5	l.	l.	PROPN
gs-4355	323	6	,	,	PUNCT
gs-4355	323	7	day	day	PROPN
gs-4355	323	8	c.	c.	PROPN
gs-4355	323	9	,	,	PUNCT
gs-4355	323	10	pryke	pryke	PROPN
gs-4355	323	11	r.	r.	PROPN
gs-4355	323	12	non	non	ADJ
gs-4355	323	13	-	-	ADJ
gs-4355	323	14	alcoholic	alcoholic	ADJ
gs-4355	323	15	fatty	fatty	NOUN
gs-4355	323	16	liver	liver	NOUN
gs-4355	323	17	disease	disease	NOUN
gs-4355	323	18	(	(	PUNCT
gs-4355	323	19	nafld	nafld	ADV
gs-4355	323	20	):	):	PUNCT
gs-4355	323	21	summary	summary	NOUN
gs-4355	323	22	of	of	ADP
gs-4355	323	23	nice	nice	ADJ
gs-4355	323	24	guidance	guidance	NOUN
gs-4355	323	25	.	.	PUNCT
gs-4355	324	1	bmj	bmj	PROPN
gs-4355	324	2	.	.	PUNCT
gs-4355	325	1	2016;354	2016;354	NUM
gs-4355	325	2	:	:	PUNCT
gs-4355	325	3	i4428	i4428	NOUN
gs-4355	325	4	.	.	PUNCT
gs-4355	326	1	doi	doi	NOUN
gs-4355	326	2	:	:	PUNCT
gs-4355	326	3	10.1136	10.1136	NUM
gs-4355	326	4	/	/	SYM
gs-4355	326	5	bmj.i4428	bmj.i4428	NOUN
gs-4355	326	6	.	.	PUNCT
gs-4355	327	1	41	41	NUM
gs-4355	327	2	.	.	PUNCT
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gs-4355	336	2	-	-	SYM
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gs-4355	336	6	.	.	PUNCT
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gs-4355	337	37	in	in	ADP
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gs-4355	337	39	with	with	ADP
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gs-4355	337	41	fatty	fatty	NOUN
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gs-4355	337	43	disease	disease	NOUN
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gs-4355	340	6	,	,	PUNCT
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gs-4355	340	11	resonance	resonance	NOUN
gs-4355	340	12	elastography	elastography	NOUN
gs-4355	340	13	:	:	PUNCT
gs-4355	340	14	a	a	DET
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