id	sid	tid	token	lemma	pos
easat-10162	1	1	edelweiss	edelweiss	PROPN
easat-10162	1	2	applied	apply	VERB
easat-10162	1	3	science	science	NOUN
easat-10162	1	4	and	and	CCONJ
easat-10162	1	5	technology	technology	NOUN
easat-10162	1	6	issn	issn	PROPN
easat-10162	1	7	:	:	PUNCT
easat-10162	1	8	2576	2576	NUM
easat-10162	1	9	-	-	SYM
easat-10162	1	10	8484	8484	NUM
easat-10162	1	11	vol	vol	NOUN
easat-10162	1	12	.	.	PROPN
easat-10162	2	1	9	9	NUM
easat-10162	2	2	,	,	PUNCT
easat-10162	2	3	no	no	INTJ
easat-10162	2	4	.	.	NOUN
easat-10162	2	5	9	9	NUM
easat-10162	2	6	,	,	PUNCT
easat-10162	2	7	1562	1562	NUM
easat-10162	2	8	-	-	SYM
easat-10162	2	9	1572	1572	NUM
easat-10162	2	10	2025	2025	NUM
easat-10162	2	11	publisher	publisher	NOUN
easat-10162	2	12	:	:	PUNCT
easat-10162	2	13	learning	learn	VERB
easat-10162	2	14	gate	gate	NOUN
easat-10162	2	15	doi	doi	PROPN
easat-10162	2	16	:	:	PUNCT
easat-10162	2	17	10.55214/2576	10.55214/2576	NUM
easat-10162	2	18	-	-	PUNCT
easat-10162	2	19	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	2	20	©	©	PROPN
easat-10162	2	21	2025	2025	NUM
easat-10162	2	22	by	by	ADP
easat-10162	2	23	the	the	DET
easat-10162	2	24	authors	author	NOUN
easat-10162	2	25	;	;	PUNCT
easat-10162	2	26	licensee	licensee	PROPN
easat-10162	2	27	learning	learning	NOUN
easat-10162	2	28	gate	gate	NOUN
easat-10162	3	1	©	©	PROPN
easat-10162	3	2	2025	2025	NUM
easat-10162	3	3	by	by	ADP
easat-10162	3	4	the	the	DET
easat-10162	3	5	authors	author	NOUN
easat-10162	3	6	;	;	PUNCT
easat-10162	3	7	licensee	licensee	PROPN
easat-10162	3	8	learning	learning	NOUN
easat-10162	3	9	gate	gate	NOUN
easat-10162	3	10	history	history	NOUN
easat-10162	3	11	:	:	PUNCT
easat-10162	3	12	received	receive	VERB
easat-10162	3	13	:	:	PUNCT
easat-10162	3	14	17	17	NUM
easat-10162	3	15	july	july	PROPN
easat-10162	3	16	2025	2025	NUM
easat-10162	3	17	;	;	PUNCT
easat-10162	3	18	revised	revise	VERB
easat-10162	3	19	:	:	PUNCT
easat-10162	3	20	28	28	NUM
easat-10162	3	21	august	august	PROPN
easat-10162	3	22	2025	2025	NUM
easat-10162	3	23	;	;	PUNCT
easat-10162	3	24	accepted	accept	VERB
easat-10162	3	25	:	:	PUNCT
easat-10162	3	26	2	2	NUM
easat-10162	3	27	september	september	PROPN
easat-10162	3	28	2025	2025	NUM
easat-10162	3	29	;	;	PUNCT
easat-10162	3	30	published	publish	VERB
easat-10162	3	31	:	:	PUNCT
easat-10162	4	1	23	23	NUM
easat-10162	4	2	september	september	PROPN
easat-10162	4	3	2025	2025	NUM
easat-10162	4	4	*	*	PUNCT
easat-10162	4	5	correspondence	correspondence	NOUN
easat-10162	4	6	:	:	PUNCT
easat-10162	4	7	dperaltag2pherreram2@unemi.edu.ec	dperaltag2pherreram2@unemi.edu.ec	NOUN
easat-10162	4	8	future	future	ADJ
easat-10162	4	9	trends	trend	NOUN
easat-10162	4	10	of	of	ADP
easat-10162	4	11	ai	ai	NOUN
easat-10162	4	12	in	in	ADP
easat-10162	4	13	precision	precision	NOUN
easat-10162	4	14	oncology	oncology	NOUN
easat-10162	4	15	:	:	PUNCT
easat-10162	4	16	insights	insight	NOUN
easat-10162	4	17	from	from	ADP
easat-10162	4	18	a	a	DET
easat-10162	4	19	systematic	systematic	ADJ
easat-10162	4	20	review	review	NOUN
easat-10162	4	21	and	and	CCONJ
easat-10162	4	22	evidence	evidence	NOUN
easat-10162	4	23	-	-	PUNCT
easat-10162	4	24	based	base	VERB
easat-10162	4	25	roadmap	roadmap	NOUN
easat-10162	4	26	(	(	PUNCT
easat-10162	4	27	2021–2024	2021–2024	NUM
easat-10162	4	28	)	)	PUNCT
easat-10162	5	1	pedro	pedro	PROPN
easat-10162	5	2	aquino	aquino	PROPN
easat-10162	5	3	herrera	herrera	PROPN
easat-10162	5	4	-	-	PUNCT
easat-10162	5	5	moya1	moya1	PROPN
easat-10162	5	6	,	,	PUNCT
easat-10162	5	7	dennis	dennis	PROPN
easat-10162	5	8	alfredo	alfredo	PROPN
easat-10162	5	9	peralta	peralta	PROPN
easat-10162	5	10	-	-	PUNCT
easat-10162	5	11	gamboa2	gamboa2	PROPN
easat-10162	5	12	*	*	PROPN
easat-10162	5	13	1universidad	1universidad	NUM
easat-10162	5	14	estatal	estatal	X
easat-10162	5	15	de	de	X
easat-10162	5	16	milagro	milagro	PROPN
easat-10162	5	17	,	,	PUNCT
easat-10162	5	18	ecuador	ecuador	NOUN
easat-10162	5	19	;	;	PUNCT
easat-10162	5	20	pherreram2@unemi.edu.ec	pherreram2@unemi.edu.ec	PROPN
easat-10162	5	21	(	(	PUNCT
easat-10162	5	22	p.a.h.m	p.a.h.m	PROPN
easat-10162	5	23	.	.	PUNCT
easat-10162	5	24	)	)	PUNCT
easat-10162	5	25	.	.	PUNCT
easat-10162	6	1	2facultad	2facultad	NUM
easat-10162	6	2	de	de	X
easat-10162	6	3	posgrados	posgrado	NOUN
easat-10162	6	4	,	,	PUNCT
easat-10162	6	5	universidad	universidad	PROPN
easat-10162	6	6	estatal	estatal	PROPN
easat-10162	6	7	de	de	X
easat-10162	6	8	milagro	milagro	PROPN
easat-10162	6	9	,	,	PUNCT
easat-10162	6	10	ecuador	ecuador	NOUN
easat-10162	6	11	;	;	PUNCT
easat-10162	6	12	dperaltag2pherreram2@unemi.edu.ec	dperaltag2pherreram2@unemi.edu.ec	PROPN
easat-10162	6	13	(	(	PUNCT
easat-10162	6	14	d.a.p.g	d.a.p.g	PROPN
easat-10162	6	15	.	.	PUNCT
easat-10162	6	16	)	)	PUNCT
easat-10162	6	17	.	.	PUNCT
easat-10162	7	1	abstract	abstract	ADV
easat-10162	7	2	:	:	PUNCT
easat-10162	7	3	this	this	DET
easat-10162	7	4	systematic	systematic	ADJ
easat-10162	7	5	review	review	NOUN
easat-10162	7	6	investigates	investigate	VERB
easat-10162	7	7	the	the	DET
easat-10162	7	8	advancements	advancement	NOUN
easat-10162	7	9	and	and	CCONJ
easat-10162	7	10	challenges	challenge	NOUN
easat-10162	7	11	of	of	ADP
easat-10162	7	12	artificial	artificial	ADJ
easat-10162	7	13	intelligence	intelligence	NOUN
easat-10162	7	14	(	(	PUNCT
easat-10162	7	15	ai	ai	NOUN
easat-10162	7	16	)	)	PUNCT
easat-10162	7	17	in	in	ADP
easat-10162	7	18	precision	precision	NOUN
easat-10162	7	19	oncology	oncology	NOUN
easat-10162	7	20	,	,	PUNCT
easat-10162	7	21	focusing	focus	VERB
easat-10162	7	22	on	on	ADP
easat-10162	7	23	research	research	NOUN
easat-10162	7	24	from	from	ADP
easat-10162	7	25	2021	2021	NUM
easat-10162	7	26	to	to	ADP
easat-10162	7	27	2024	2024	NUM
easat-10162	7	28	,	,	PUNCT
easat-10162	7	29	to	to	PART
easat-10162	7	30	provide	provide	VERB
easat-10162	7	31	an	an	DET
easat-10162	7	32	evidence	evidence	NOUN
easat-10162	7	33	-	-	PUNCT
easat-10162	7	34	based	base	VERB
easat-10162	7	35	roadmap	roadmap	NOUN
easat-10162	7	36	for	for	ADP
easat-10162	7	37	future	future	ADJ
easat-10162	7	38	implementation	implementation	NOUN
easat-10162	7	39	.	.	PUNCT
easat-10162	8	1	following	follow	VERB
easat-10162	8	2	the	the	DET
easat-10162	8	3	prisma	prisma	PROPN
easat-10162	8	4	guidelines	guideline	NOUN
easat-10162	8	5	,	,	PUNCT
easat-10162	8	6	a	a	DET
easat-10162	8	7	comprehensive	comprehensive	ADJ
easat-10162	8	8	search	search	NOUN
easat-10162	8	9	was	be	AUX
easat-10162	8	10	conducted	conduct	VERB
easat-10162	8	11	across	across	ADP
easat-10162	8	12	scopus	scopus	NOUN
easat-10162	8	13	,	,	PUNCT
easat-10162	8	14	scielo	scielo	NOUN
easat-10162	8	15	,	,	PUNCT
easat-10162	8	16	and	and	CCONJ
easat-10162	8	17	google	google	PROPN
easat-10162	8	18	scholar	scholar	NOUN
easat-10162	8	19	using	use	VERB
easat-10162	8	20	relevant	relevant	ADJ
easat-10162	8	21	keywords	keyword	NOUN
easat-10162	8	22	to	to	PART
easat-10162	8	23	identify	identify	VERB
easat-10162	8	24	studies	study	NOUN
easat-10162	8	25	evaluating	evaluate	VERB
easat-10162	8	26	ai	ai	ADJ
easat-10162	8	27	applications	application	NOUN
easat-10162	8	28	in	in	ADP
easat-10162	8	29	cancer	cancer	NOUN
easat-10162	8	30	diagnosis	diagnosis	NOUN
easat-10162	8	31	and	and	CCONJ
easat-10162	8	32	treatment	treatment	NOUN
easat-10162	8	33	.	.	PUNCT
easat-10162	9	1	eighteen	eighteen	NUM
easat-10162	9	2	relevant	relevant	ADJ
easat-10162	9	3	articles	article	NOUN
easat-10162	9	4	were	be	AUX
easat-10162	9	5	selected	select	VERB
easat-10162	9	6	and	and	CCONJ
easat-10162	9	7	qualitatively	qualitatively	ADV
easat-10162	9	8	analyzed	analyze	VERB
easat-10162	9	9	to	to	PART
easat-10162	9	10	identify	identify	VERB
easat-10162	9	11	key	key	ADJ
easat-10162	9	12	themes	theme	NOUN
easat-10162	9	13	and	and	CCONJ
easat-10162	9	14	patterns	pattern	NOUN
easat-10162	9	15	.	.	PUNCT
easat-10162	10	1	ai	ai	PROPN
easat-10162	10	2	models	model	NOUN
easat-10162	10	3	,	,	PUNCT
easat-10162	10	4	including	include	VERB
easat-10162	10	5	machine	machine	NOUN
easat-10162	10	6	learning	learning	NOUN
easat-10162	10	7	and	and	CCONJ
easat-10162	10	8	deep	deep	ADJ
easat-10162	10	9	learning	learning	NOUN
easat-10162	10	10	,	,	PUNCT
easat-10162	10	11	have	have	AUX
easat-10162	10	12	demonstrated	demonstrate	VERB
easat-10162	10	13	significant	significant	ADJ
easat-10162	10	14	improvements	improvement	NOUN
easat-10162	10	15	in	in	ADP
easat-10162	10	16	diagnostic	diagnostic	ADJ
easat-10162	10	17	accuracy	accuracy	NOUN
easat-10162	10	18	,	,	PUNCT
easat-10162	10	19	treatment	treatment	NOUN
easat-10162	10	20	planning	planning	NOUN
easat-10162	10	21	,	,	PUNCT
easat-10162	10	22	and	and	CCONJ
easat-10162	10	23	personalized	personalized	ADJ
easat-10162	10	24	therapies	therapy	NOUN
easat-10162	10	25	.	.	PUNCT
easat-10162	11	1	examples	example	NOUN
easat-10162	11	2	include	include	VERB
easat-10162	11	3	a	a	DET
easat-10162	11	4	hybrid	hybrid	ADJ
easat-10162	11	5	catboost	catboost	NOUN
easat-10162	11	6	-	-	PUNCT
easat-10162	11	7	mlp	mlp	NOUN
easat-10162	11	8	model	model	NOUN
easat-10162	11	9	that	that	PRON
easat-10162	11	10	achieved	achieve	VERB
easat-10162	11	11	98.06	98.06	NUM
easat-10162	11	12	%	%	NOUN
easat-10162	11	13	accuracy	accuracy	NOUN
easat-10162	11	14	in	in	ADP
easat-10162	11	15	breast	breast	NOUN
easat-10162	11	16	tissue	tissue	NOUN
easat-10162	11	17	classification	classification	NOUN
easat-10162	11	18	and	and	CCONJ
easat-10162	11	19	a	a	DET
easat-10162	11	20	deep	deep	ADJ
easat-10162	11	21	convolutional	convolutional	ADJ
easat-10162	11	22	neural	neural	ADJ
easat-10162	11	23	network	network	NOUN
easat-10162	11	24	with	with	ADP
easat-10162	11	25	92.08	92.08	NUM
easat-10162	11	26	%	%	NOUN
easat-10162	11	27	sensitivity	sensitivity	NOUN
easat-10162	11	28	for	for	ADP
easat-10162	11	29	early	early	ADJ
easat-10162	11	30	gastric	gastric	ADJ
easat-10162	11	31	cancer	cancer	NOUN
easat-10162	11	32	detection	detection	NOUN
easat-10162	11	33	.	.	PUNCT
easat-10162	12	1	ai	ai	AUX
easat-10162	12	2	also	also	ADV
easat-10162	12	3	reduces	reduce	VERB
easat-10162	12	4	radiotherapy	radiotherapy	NOUN
easat-10162	12	5	planning	planning	NOUN
easat-10162	12	6	times	time	NOUN
easat-10162	12	7	,	,	PUNCT
easat-10162	12	8	enhancing	enhance	VERB
easat-10162	12	9	accessibility	accessibility	NOUN
easat-10162	12	10	,	,	PUNCT
easat-10162	12	11	particularly	particularly	ADV
easat-10162	12	12	in	in	ADP
easat-10162	12	13	developing	develop	VERB
easat-10162	12	14	countries	country	NOUN
easat-10162	12	15	.	.	PUNCT
easat-10162	13	1	the	the	DET
easat-10162	13	2	integration	integration	NOUN
easat-10162	13	3	of	of	ADP
easat-10162	13	4	ai	ai	VERB
easat-10162	13	5	into	into	ADP
easat-10162	13	6	oncology	oncology	NOUN
easat-10162	13	7	has	have	AUX
easat-10162	13	8	transformative	transformative	VERB
easat-10162	13	9	potential	potential	NOUN
easat-10162	13	10	,	,	PUNCT
easat-10162	13	11	enhancing	enhance	VERB
easat-10162	13	12	diagnostic	diagnostic	ADJ
easat-10162	13	13	precision	precision	NOUN
easat-10162	13	14	,	,	PUNCT
easat-10162	13	15	risk	risk	NOUN
easat-10162	13	16	stratification	stratification	NOUN
easat-10162	13	17	,	,	PUNCT
easat-10162	13	18	and	and	CCONJ
easat-10162	13	19	personalized	personalized	ADJ
easat-10162	13	20	treatment	treatment	NOUN
easat-10162	13	21	strategies	strategy	NOUN
easat-10162	13	22	.	.	PUNCT
easat-10162	14	1	however	however	ADV
easat-10162	14	2	,	,	PUNCT
easat-10162	14	3	challenges	challenge	NOUN
easat-10162	14	4	remain	remain	VERB
easat-10162	14	5	,	,	PUNCT
easat-10162	14	6	including	include	VERB
easat-10162	14	7	data	data	NOUN
easat-10162	14	8	standardization	standardization	NOUN
easat-10162	14	9	,	,	PUNCT
easat-10162	14	10	the	the	DET
easat-10162	14	11	need	need	NOUN
easat-10162	14	12	for	for	ADP
easat-10162	14	13	diverse	diverse	ADJ
easat-10162	14	14	datasets	dataset	NOUN
easat-10162	14	15	,	,	PUNCT
easat-10162	14	16	and	and	CCONJ
easat-10162	14	17	ethical	ethical	ADJ
easat-10162	14	18	considerations	consideration	NOUN
easat-10162	14	19	.	.	PUNCT
easat-10162	15	1	this	this	DET
easat-10162	15	2	study	study	NOUN
easat-10162	15	3	highlights	highlight	VERB
easat-10162	15	4	the	the	DET
easat-10162	15	5	need	need	NOUN
easat-10162	15	6	for	for	ADP
easat-10162	15	7	robust	robust	ADJ
easat-10162	15	8	ai	ai	NOUN
easat-10162	15	9	models	model	NOUN
easat-10162	15	10	,	,	PUNCT
easat-10162	15	11	international	international	ADJ
easat-10162	15	12	data	datum	NOUN
easat-10162	15	13	standards	standard	NOUN
easat-10162	15	14	,	,	PUNCT
easat-10162	15	15	and	and	CCONJ
easat-10162	15	16	ethical	ethical	ADJ
easat-10162	15	17	frameworks	framework	NOUN
easat-10162	15	18	to	to	PART
easat-10162	15	19	ensure	ensure	VERB
easat-10162	15	20	the	the	DET
easat-10162	15	21	safe	safe	ADJ
easat-10162	15	22	,	,	PUNCT
easat-10162	15	23	equitable	equitable	ADJ
easat-10162	15	24	,	,	PUNCT
easat-10162	15	25	and	and	CCONJ
easat-10162	15	26	effective	effective	ADJ
easat-10162	15	27	clinical	clinical	ADJ
easat-10162	15	28	implementation	implementation	NOUN
easat-10162	15	29	of	of	ADP
easat-10162	15	30	ai	ai	NOUN
easat-10162	15	31	in	in	ADP
easat-10162	15	32	oncology	oncology	NOUN
easat-10162	15	33	,	,	PUNCT
easat-10162	15	34	paving	pave	VERB
easat-10162	15	35	the	the	DET
easat-10162	15	36	way	way	NOUN
easat-10162	15	37	for	for	ADP
easat-10162	15	38	improved	improved	ADJ
easat-10162	15	39	patient	patient	ADJ
easat-10162	15	40	outcomes	outcome	NOUN
easat-10162	15	41	and	and	CCONJ
easat-10162	15	42	healthcare	healthcare	NOUN
easat-10162	15	43	accessibility	accessibility	NOUN
easat-10162	15	44	.	.	PUNCT
easat-10162	16	1	keywords	keyword	NOUN
easat-10162	16	2	:	:	PUNCT
easat-10162	16	3	artificial	artificial	ADJ
easat-10162	16	4	intelligence	intelligence	NOUN
easat-10162	16	5	,	,	PUNCT
easat-10162	16	6	biomarkers	biomarker	NOUN
easat-10162	16	7	,	,	PUNCT
easat-10162	16	8	cancer	cancer	NOUN
easat-10162	16	9	treatment	treatment	NOUN
easat-10162	16	10	,	,	PUNCT
easat-10162	16	11	deep	deep	ADJ
easat-10162	16	12	learning	learning	NOUN
easat-10162	16	13	,	,	PUNCT
easat-10162	16	14	oncological	oncological	ADJ
easat-10162	16	15	diagnosis	diagnosis	NOUN
easat-10162	16	16	.	.	PUNCT
easat-10162	17	1	1	1	X
easat-10162	17	2	.	.	X
easat-10162	17	3	introduction	introduction	NOUN
easat-10162	17	4	cancer	cancer	NOUN
easat-10162	17	5	ranks	rank	VERB
easat-10162	17	6	among	among	ADP
easat-10162	17	7	the	the	DET
easat-10162	17	8	leading	lead	VERB
easat-10162	17	9	causes	cause	NOUN
easat-10162	17	10	of	of	ADP
easat-10162	17	11	death	death	NOUN
easat-10162	17	12	globally	globally	ADV
easat-10162	17	13	,	,	PUNCT
easat-10162	17	14	accounting	account	VERB
easat-10162	17	15	for	for	ADP
easat-10162	17	16	approximately	approximately	ADV
easat-10162	17	17	10	10	NUM
easat-10162	17	18	million	million	NUM
easat-10162	17	19	fatalities	fatality	NOUN
easat-10162	17	20	by	by	ADP
easat-10162	17	21	2020	2020	NUM
easat-10162	17	22	[	[	X
easat-10162	17	23	1	1	NUM
easat-10162	17	24	]	]	PUNCT
easat-10162	17	25	.	.	PUNCT
easat-10162	18	1	this	this	DET
easat-10162	18	2	disease	disease	NOUN
easat-10162	18	3	presents	present	VERB
easat-10162	18	4	substantial	substantial	ADJ
easat-10162	18	5	challenges	challenge	NOUN
easat-10162	18	6	to	to	ADP
easat-10162	18	7	healthcare	healthcare	NOUN
easat-10162	18	8	systems	system	NOUN
easat-10162	18	9	because	because	SCONJ
easat-10162	18	10	of	of	ADP
easat-10162	18	11	its	its	PRON
easat-10162	18	12	clinical	clinical	ADJ
easat-10162	18	13	intricacies	intricacy	NOUN
easat-10162	18	14	and	and	CCONJ
easat-10162	18	15	diverse	diverse	ADJ
easat-10162	18	16	biological	biological	ADJ
easat-10162	18	17	manifestations	manifestation	NOUN
easat-10162	18	18	.	.	PUNCT
easat-10162	19	1	although	although	SCONJ
easat-10162	19	2	traditional	traditional	ADJ
easat-10162	19	3	methods	method	NOUN
easat-10162	19	4	for	for	ADP
easat-10162	19	5	diagnosing	diagnose	VERB
easat-10162	19	6	and	and	CCONJ
easat-10162	19	7	treating	treat	VERB
easat-10162	19	8	cancer	cancer	NOUN
easat-10162	19	9	can	can	AUX
easat-10162	19	10	be	be	AUX
easat-10162	19	11	effective	effective	ADJ
easat-10162	19	12	in	in	ADP
easat-10162	19	13	certain	certain	ADJ
easat-10162	19	14	instances	instance	NOUN
easat-10162	19	15	,	,	PUNCT
easat-10162	19	16	they	they	PRON
easat-10162	19	17	often	often	ADV
easat-10162	19	18	struggle	struggle	VERB
easat-10162	19	19	with	with	ADP
easat-10162	19	20	sensitivity	sensitivity	NOUN
easat-10162	19	21	,	,	PUNCT
easat-10162	19	22	specificity	specificity	NOUN
easat-10162	19	23	,	,	PUNCT
easat-10162	19	24	and	and	CCONJ
easat-10162	19	25	customization	customization	NOUN
easat-10162	19	26	[	[	X
easat-10162	19	27	2	2	NUM
easat-10162	19	28	,	,	PUNCT
easat-10162	19	29	3	3	NUM
easat-10162	19	30	]	]	PUNCT
easat-10162	19	31	.	.	PUNCT
easat-10162	20	1	artificial	artificial	ADJ
easat-10162	20	2	intelligence	intelligence	NOUN
easat-10162	20	3	(	(	PUNCT
easat-10162	20	4	ai	ai	NOUN
easat-10162	20	5	)	)	PUNCT
easat-10162	20	6	has	have	AUX
easat-10162	20	7	emerged	emerge	VERB
easat-10162	20	8	as	as	ADP
easat-10162	20	9	a	a	DET
easat-10162	20	10	groundbreaking	groundbreaking	ADJ
easat-10162	20	11	technology	technology	NOUN
easat-10162	20	12	capable	capable	ADJ
easat-10162	20	13	of	of	ADP
easat-10162	20	14	overcoming	overcome	VERB
easat-10162	20	15	these	these	DET
easat-10162	20	16	obstacles	obstacle	NOUN
easat-10162	20	17	by	by	ADP
easat-10162	20	18	enabling	enable	VERB
easat-10162	20	19	sophisticated	sophisticated	ADJ
easat-10162	20	20	analysis	analysis	NOUN
easat-10162	20	21	of	of	ADP
easat-10162	20	22	complex	complex	ADJ
easat-10162	20	23	medical	medical	ADJ
easat-10162	20	24	images	image	NOUN
easat-10162	20	25	[	[	X
easat-10162	20	26	4	4	NUM
easat-10162	20	27	]	]	PUNCT
easat-10162	20	28	and	and	CCONJ
easat-10162	20	29	automating	automate	VERB
easat-10162	20	30	diagnostic	diagnostic	ADJ
easat-10162	20	31	and	and	CCONJ
easat-10162	20	32	therapeutic	therapeutic	ADJ
easat-10162	20	33	procedures	procedure	NOUN
easat-10162	20	34	[	[	X
easat-10162	20	35	5	5	NUM
easat-10162	20	36	,	,	PUNCT
easat-10162	20	37	6	6	NUM
easat-10162	20	38	]	]	PUNCT
easat-10162	20	39	.	.	PUNCT
easat-10162	21	1	artificial	artificial	ADJ
easat-10162	21	2	intelligence	intelligence	NOUN
easat-10162	21	3	,	,	PUNCT
easat-10162	21	4	characterized	characterize	VERB
easat-10162	21	5	by	by	ADP
easat-10162	21	6	the	the	DET
easat-10162	21	7	ability	ability	NOUN
easat-10162	21	8	of	of	ADP
easat-10162	21	9	computer	computer	NOUN
easat-10162	21	10	systems	system	NOUN
easat-10162	21	11	to	to	PART
easat-10162	21	12	execute	execute	VERB
easat-10162	21	13	tasks	task	NOUN
easat-10162	21	14	that	that	PRON
easat-10162	21	15	typically	typically	ADV
easat-10162	21	16	require	require	VERB
easat-10162	21	17	human	human	ADJ
easat-10162	21	18	intellect	intellect	NOUN
easat-10162	21	19	,	,	PUNCT
easat-10162	21	20	has	have	AUX
easat-10162	21	21	been	be	AUX
easat-10162	21	22	applied	apply	VERB
easat-10162	21	23	across	across	ADP
easat-10162	21	24	numerous	numerous	ADJ
easat-10162	21	25	domains	domain	NOUN
easat-10162	21	26	,	,	PUNCT
easat-10162	21	27	including	include	VERB
easat-10162	21	28	healthcare	healthcare	NOUN
easat-10162	21	29	[	[	X
easat-10162	21	30	7	7	NUM
easat-10162	21	31	,	,	PUNCT
easat-10162	21	32	8	8	NUM
easat-10162	21	33	]	]	SYM
easat-10162	21	34	education	education	NOUN
easat-10162	22	1	[	[	X
easat-10162	22	2	9	9	NUM
easat-10162	22	3	]	]	PUNCT
easat-10162	22	4	and	and	CCONJ
easat-10162	22	5	finance	finance	NOUN
easat-10162	22	6	[	[	X
easat-10162	22	7	10	10	NUM
easat-10162	22	8	,	,	PUNCT
easat-10162	22	9	11	11	NUM
easat-10162	22	10	]	]	PUNCT
easat-10162	22	11	.	.	PUNCT
easat-10162	23	1	this	this	DET
easat-10162	23	2	widespread	widespread	ADJ
easat-10162	23	3	adoption	adoption	NOUN
easat-10162	23	4	is	be	AUX
easat-10162	23	5	driven	drive	VERB
easat-10162	23	6	by	by	ADP
easat-10162	23	7	ai	ai	PROPN
easat-10162	23	8	's	's	PART
easat-10162	23	9	potential	potential	NOUN
easat-10162	23	10	to	to	PART
easat-10162	23	11	boost	boost	VERB
easat-10162	23	12	efficiency	efficiency	NOUN
easat-10162	23	13	,	,	PUNCT
easat-10162	23	14	precision	precision	NOUN
easat-10162	23	15	,	,	PUNCT
easat-10162	23	16	and	and	CCONJ
easat-10162	23	17	decision	decision	NOUN
easat-10162	23	18	-	-	PUNCT
easat-10162	23	19	making	making	NOUN
easat-10162	23	20	,	,	PUNCT
easat-10162	23	21	establishing	establish	VERB
easat-10162	23	22	it	it	PRON
easat-10162	23	23	as	as	ADP
easat-10162	23	24	a	a	DET
easat-10162	23	25	fundamental	fundamental	ADJ
easat-10162	23	26	element	element	NOUN
easat-10162	23	27	of	of	ADP
easat-10162	23	28	contemporary	contemporary	ADJ
easat-10162	23	29	technological	technological	ADJ
easat-10162	23	30	progress	progress	NOUN
easat-10162	23	31	.	.	PUNCT
easat-10162	24	1	in	in	ADP
easat-10162	24	2	oncology	oncology	NOUN
easat-10162	24	3	,	,	PUNCT
easat-10162	24	4	ai	ai	VERB
easat-10162	24	5	has	have	AUX
easat-10162	24	6	focused	focus	VERB
easat-10162	24	7	on	on	ADP
easat-10162	24	8	machine	machine	NOUN
easat-10162	24	9	learning	learn	VERB
easat-10162	24	10	algorithms	algorithm	NOUN
easat-10162	24	11	[	[	X
easat-10162	24	12	12	12	NUM
easat-10162	24	13	]	]	PUNCT
easat-10162	24	14	and	and	CCONJ
easat-10162	24	15	deep	deep	ADJ
easat-10162	24	16	learning	learning	NOUN
easat-10162	25	1	[	[	X
easat-10162	25	2	5	5	NUM
easat-10162	25	3	]	]	PUNCT
easat-10162	25	4	which	which	PRON
easat-10162	25	5	are	be	AUX
easat-10162	25	6	tailored	tailor	VERB
easat-10162	25	7	to	to	PART
easat-10162	25	8	effectively	effectively	ADV
easat-10162	25	9	and	and	CCONJ
easat-10162	25	10	accurately	accurately	ADV
easat-10162	25	11	interpret	interpret	VERB
easat-10162	25	12	medical	medical	ADJ
easat-10162	25	13	images	image	NOUN
easat-10162	25	14	[	[	X
easat-10162	25	15	4	4	NUM
easat-10162	25	16	]	]	PUNCT
easat-10162	25	17	genomic	genomic	ADJ
easat-10162	25	18	sequences	sequence	NOUN
easat-10162	25	19	,	,	PUNCT
easat-10162	25	20	and	and	CCONJ
easat-10162	25	21	clinical	clinical	ADJ
easat-10162	25	22	data	datum	NOUN
easat-10162	25	23	.	.	PUNCT
easat-10162	26	1	these	these	DET
easat-10162	26	2	technologies	technology	NOUN
easat-10162	26	3	have	have	AUX
easat-10162	26	4	shown	show	VERB
easat-10162	26	5	significant	significant	ADJ
easat-10162	26	6	value	value	NOUN
easat-10162	26	7	in	in	ADP
easat-10162	26	8	the	the	DET
easat-10162	26	9	early	early	ADJ
easat-10162	26	10	detection	detection	NOUN
easat-10162	26	11	of	of	ADP
easat-10162	26	12	cancer	cancer	NOUN
easat-10162	26	13	,	,	PUNCT
easat-10162	26	14	risk	risk	NOUN
easat-10162	26	15	assessment	assessment	NOUN
easat-10162	26	16	,	,	PUNCT
easat-10162	26	17	and	and	CCONJ
easat-10162	26	18	enhancement	enhancement	NOUN
easat-10162	26	19	of	of	ADP
easat-10162	26	20	personalized	personalized	ADJ
easat-10162	26	21	treatment	treatment	NOUN
easat-10162	26	22	plans	plan	NOUN
easat-10162	26	23	by	by	ADP
easat-10162	26	24	facilitating	facilitate	VERB
easat-10162	26	25	precision	precision	NOUN
easat-10162	26	26	.	.	PUNCT
easat-10162	27	1	this	this	DET
easat-10162	27	2	approach	approach	NOUN
easat-10162	27	3	predicts	predict	VERB
easat-10162	27	4	patients	patient	NOUN
easat-10162	27	5	’	'	PUNCT
easat-10162	27	6	reactions	reaction	NOUN
easat-10162	27	7	to	to	ADP
easat-10162	27	8	specific	specific	ADJ
easat-10162	27	9	therapies	therapy	NOUN
easat-10162	27	10	based	base	VERB
easat-10162	27	11	on	on	ADP
easat-10162	27	12	their	their	PRON
easat-10162	27	13	distinct	distinct	ADJ
easat-10162	27	14	genetic	genetic	ADJ
easat-10162	27	15	makeup	makeup	NOUN
easat-10162	27	16	[	[	X
easat-10162	27	17	13	13	NUM
easat-10162	27	18	]	]	PUNCT
easat-10162	27	19	.	.	PUNCT
easat-10162	28	1	https://orcid.org/0000-0002-4100-8442	https://orcid.org/0000-0002-4100-8442	PROPN
easat-10162	28	2	https://orcid.org/0009-0009-0636-0094	https://orcid.org/0009-0009-0636-0094	PROPN
easat-10162	28	3	1563	1563	NUM
easat-10162	28	4	edelweiss	edelweiss	PROPN
easat-10162	28	5	applied	apply	VERB
easat-10162	28	6	science	science	NOUN
easat-10162	28	7	and	and	CCONJ
easat-10162	28	8	technology	technology	NOUN
easat-10162	28	9	issn	issn	PROPN
easat-10162	28	10	:	:	PUNCT
easat-10162	28	11	2576	2576	NUM
easat-10162	28	12	-	-	SYM
easat-10162	28	13	8484	8484	NUM
easat-10162	28	14	vol	vol	NOUN
easat-10162	28	15	.	.	PROPN
easat-10162	29	1	9	9	NUM
easat-10162	29	2	,	,	PUNCT
easat-10162	29	3	no	no	INTJ
easat-10162	29	4	.	.	NOUN
easat-10162	29	5	9	9	NUM
easat-10162	29	6	:	:	SYM
easat-10162	29	7	1562	1562	NUM
easat-10162	29	8	-	-	SYM
easat-10162	29	9	1572	1572	NUM
easat-10162	29	10	,	,	PUNCT
easat-10162	29	11	2025	2025	NUM
easat-10162	29	12	doi	doi	NOUN
easat-10162	29	13	:	:	PUNCT
easat-10162	29	14	10.55214/2576	10.55214/2576	NUM
easat-10162	29	15	-	-	PUNCT
easat-10162	29	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	29	17	©	©	PROPN
easat-10162	29	18	2025	2025	NUM
easat-10162	29	19	by	by	ADP
easat-10162	29	20	the	the	DET
easat-10162	29	21	authors	author	NOUN
easat-10162	29	22	;	;	PUNCT
easat-10162	29	23	licensee	licensee	PROPN
easat-10162	29	24	learning	learning	NOUN
easat-10162	29	25	gate	gate	NOUN
easat-10162	29	26	despite	despite	SCONJ
easat-10162	29	27	significant	significant	ADJ
easat-10162	29	28	advancements	advancement	NOUN
easat-10162	30	1	,	,	PUNCT
easat-10162	30	2	the	the	DET
easat-10162	30	3	incorporation	incorporation	NOUN
easat-10162	30	4	of	of	ADP
easat-10162	30	5	ai	ai	VERB
easat-10162	30	6	into	into	ADP
easat-10162	30	7	clinical	clinical	ADJ
easat-10162	30	8	settings	setting	NOUN
easat-10162	30	9	remains	remain	VERB
easat-10162	30	10	challenging	challenge	VERB
easat-10162	30	11	.	.	PUNCT
easat-10162	31	1	key	key	ADJ
easat-10162	31	2	issues	issue	NOUN
easat-10162	31	3	include	include	VERB
easat-10162	31	4	ethical	ethical	ADJ
easat-10162	31	5	concerns	concern	NOUN
easat-10162	31	6	regarding	regard	VERB
easat-10162	31	7	data	datum	NOUN
easat-10162	31	8	privacy	privacy	NOUN
easat-10162	31	9	[	[	X
easat-10162	31	10	13	13	NUM
easat-10162	31	11	,	,	PUNCT
easat-10162	31	12	14	14	NUM
easat-10162	31	13	]	]	PUNCT
easat-10162	31	14	model	model	NOUN
easat-10162	31	15	interpretability	interpretability	NOUN
easat-10162	31	16	[	[	X
easat-10162	31	17	15	15	NUM
easat-10162	31	18	]	]	PUNCT
easat-10162	31	19	and	and	CCONJ
easat-10162	31	20	ensuring	ensure	VERB
easat-10162	31	21	fair	fair	ADJ
easat-10162	31	22	access	access	NOUN
easat-10162	31	23	to	to	ADP
easat-10162	31	24	these	these	DET
easat-10162	31	25	technologies	technology	NOUN
easat-10162	31	26	[	[	X
easat-10162	31	27	16	16	NUM
easat-10162	31	28	]	]	PUNCT
easat-10162	31	29	.	.	PUNCT
easat-10162	32	1	for	for	ADP
easat-10162	32	2	example	example	NOUN
easat-10162	32	3	,	,	PUNCT
easat-10162	32	4	the	the	DET
easat-10162	32	5	world	world	PROPN
easat-10162	32	6	health	health	NOUN
easat-10162	32	7	organization	organization	NOUN
easat-10162	32	8	(	(	PUNCT
easat-10162	32	9	who	who	PRON
easat-10162	32	10	)	)	PUNCT
easat-10162	32	11	has	have	AUX
easat-10162	32	12	stressed	stress	VERB
easat-10162	32	13	the	the	DET
easat-10162	32	14	need	need	NOUN
easat-10162	32	15	for	for	SCONJ
easat-10162	32	16	ai	ai	PROPN
easat-10162	32	17	systems	system	NOUN
easat-10162	32	18	to	to	PART
easat-10162	32	19	uphold	uphold	VERB
easat-10162	32	20	human	human	ADJ
easat-10162	32	21	rights	right	NOUN
easat-10162	32	22	and	and	CCONJ
easat-10162	32	23	foster	foster	ADJ
easat-10162	32	24	equity	equity	NOUN
easat-10162	32	25	[	[	X
easat-10162	32	26	17	17	NUM
easat-10162	32	27	]	]	PUNCT
easat-10162	32	28	.	.	PUNCT
easat-10162	33	1	nonetheless	nonetheless	ADV
easat-10162	33	2	,	,	PUNCT
easat-10162	33	3	the	the	DET
easat-10162	33	4	increasing	increase	VERB
easat-10162	33	5	use	use	NOUN
easat-10162	33	6	of	of	ADP
easat-10162	33	7	ai	ai	NOUN
easat-10162	33	8	in	in	ADP
easat-10162	33	9	oncology	oncology	NOUN
easat-10162	33	10	underscores	underscore	VERB
easat-10162	33	11	its	its	PRON
easat-10162	33	12	potential	potential	NOUN
easat-10162	33	13	to	to	PART
easat-10162	33	14	revolutionize	revolutionize	VERB
easat-10162	33	15	cancer	cancer	NOUN
easat-10162	33	16	treatment	treatment	NOUN
easat-10162	33	17	.	.	PUNCT
easat-10162	34	1	this	this	DET
easat-10162	34	2	systematic	systematic	ADJ
easat-10162	34	3	review	review	NOUN
easat-10162	34	4	aimed	aim	VERB
easat-10162	34	5	to	to	PART
easat-10162	34	6	compile	compile	VERB
easat-10162	34	7	recent	recent	ADJ
easat-10162	34	8	progress	progress	NOUN
easat-10162	34	9	in	in	ADP
easat-10162	34	10	the	the	DET
easat-10162	34	11	use	use	NOUN
easat-10162	34	12	of	of	ADP
easat-10162	34	13	ai	ai	VERB
easat-10162	34	14	for	for	ADP
easat-10162	34	15	the	the	DET
easat-10162	34	16	diagnosis	diagnosis	NOUN
easat-10162	34	17	and	and	CCONJ
easat-10162	34	18	treatment	treatment	NOUN
easat-10162	34	19	of	of	ADP
easat-10162	34	20	cancer	cancer	NOUN
easat-10162	34	21	,	,	PUNCT
easat-10162	34	22	highlighting	highlight	VERB
easat-10162	34	23	its	its	PRON
easat-10162	34	24	benefits	benefit	NOUN
easat-10162	34	25	and	and	CCONJ
easat-10162	34	26	drawbacks	drawback	NOUN
easat-10162	34	27	.	.	PUNCT
easat-10162	35	1	research	research	NOUN
easat-10162	35	2	conducted	conduct	VERB
easat-10162	35	3	over	over	ADP
easat-10162	35	4	the	the	DET
easat-10162	35	5	past	past	ADJ
easat-10162	35	6	five	five	NUM
easat-10162	35	7	years	year	NOUN
easat-10162	35	8	has	have	AUX
easat-10162	35	9	examined	examine	VERB
easat-10162	35	10	ai	ai	VERB
easat-10162	35	11	algorithms	algorithm	NOUN
easat-10162	35	12	in	in	ADP
easat-10162	35	13	different	different	ADJ
easat-10162	35	14	phases	phase	NOUN
easat-10162	35	15	of	of	ADP
easat-10162	35	16	cancer	cancer	NOUN
easat-10162	35	17	management	management	NOUN
easat-10162	35	18	.	.	PUNCT
easat-10162	36	1	this	this	DET
easat-10162	36	2	study	study	NOUN
easat-10162	36	3	offers	offer	VERB
easat-10162	36	4	an	an	DET
easat-10162	36	5	indepth	indepth	ADJ
easat-10162	36	6	perspective	perspective	NOUN
easat-10162	36	7	on	on	ADP
easat-10162	36	8	how	how	SCONJ
easat-10162	36	9	these	these	DET
easat-10162	36	10	technologies	technology	NOUN
easat-10162	36	11	are	be	AUX
easat-10162	36	12	transforming	transform	VERB
easat-10162	36	13	contemporary	contemporary	ADJ
easat-10162	36	14	oncology	oncology	NOUN
easat-10162	36	15	and	and	CCONJ
easat-10162	36	16	explores	explore	VERB
easat-10162	36	17	their	their	PRON
easat-10162	36	18	potential	potential	ADJ
easat-10162	36	19	impact	impact	NOUN
easat-10162	36	20	on	on	ADP
easat-10162	36	21	the	the	DET
easat-10162	36	22	healthcare	healthcare	NOUN
easat-10162	36	23	of	of	ADP
easat-10162	36	24	the	the	DET
easat-10162	36	25	future	future	NOUN
easat-10162	36	26	.	.	PUNCT
easat-10162	37	1	2	2	X
easat-10162	37	2	.	.	X
easat-10162	37	3	methodology	methodology	NOUN
easat-10162	37	4	2.1	2.1	NUM
easat-10162	37	5	.	.	PUNCT
easat-10162	38	1	search	search	NOUN
easat-10162	38	2	strategy	strategy	NOUN
easat-10162	38	3	this	this	DET
easat-10162	38	4	systematic	systematic	ADJ
easat-10162	38	5	review	review	NOUN
easat-10162	38	6	followed	follow	VERB
easat-10162	38	7	the	the	DET
easat-10162	38	8	prisma	prisma	NOUN
easat-10162	38	9	(	(	PUNCT
easat-10162	38	10	preferred	prefer	VERB
easat-10162	38	11	reporting	reporting	NOUN
easat-10162	38	12	items	item	NOUN
easat-10162	38	13	for	for	ADP
easat-10162	38	14	systematic	systematic	ADJ
easat-10162	38	15	reviews	review	NOUN
easat-10162	38	16	and	and	CCONJ
easat-10162	38	17	meta	meta	NOUN
easat-10162	38	18	-	-	PUNCT
easat-10162	38	19	analyses	analysis	NOUN
easat-10162	38	20	)	)	PUNCT
easat-10162	38	21	guidelines	guideline	NOUN
easat-10162	38	22	to	to	PART
easat-10162	38	23	ensure	ensure	VERB
easat-10162	38	24	a	a	DET
easat-10162	38	25	comprehensive	comprehensive	ADJ
easat-10162	38	26	and	and	CCONJ
easat-10162	38	27	transparent	transparent	ADJ
easat-10162	38	28	approach	approach	NOUN
easat-10162	38	29	to	to	ADP
easat-10162	38	30	selecting	select	VERB
easat-10162	38	31	and	and	CCONJ
easat-10162	38	32	evaluating	evaluate	VERB
easat-10162	38	33	relevant	relevant	ADJ
easat-10162	38	34	studies	study	NOUN
easat-10162	38	35	[	[	X
easat-10162	38	36	17	17	NUM
easat-10162	38	37	]	]	PUNCT
easat-10162	38	38	.	.	PUNCT
easat-10162	39	1	the	the	DET
easat-10162	39	2	review	review	NOUN
easat-10162	39	3	process	process	NOUN
easat-10162	39	4	included	include	VERB
easat-10162	39	5	searches	search	NOUN
easat-10162	39	6	of	of	ADP
easat-10162	39	7	three	three	NUM
easat-10162	39	8	electronic	electronic	ADJ
easat-10162	39	9	databases	database	NOUN
easat-10162	39	10	:	:	PUNCT
easat-10162	39	11	scopus	scopus	NOUN
easat-10162	39	12	,	,	PUNCT
easat-10162	39	13	scielo	scielo	NOUN
easat-10162	39	14	,	,	PUNCT
easat-10162	39	15	and	and	CCONJ
easat-10162	39	16	google	google	PROPN
easat-10162	39	17	scholar	scholar	NOUN
easat-10162	39	18	.	.	PUNCT
easat-10162	40	1	scopus	scopus	PROPN
easat-10162	40	2	is	be	AUX
easat-10162	40	3	highly	highly	ADV
easat-10162	40	4	regarded	regard	VERB
easat-10162	40	5	for	for	ADP
easat-10162	40	6	its	its	PRON
easat-10162	40	7	controlled	control	VERB
easat-10162	40	8	bibliographic	bibliographic	ADJ
easat-10162	40	9	data	datum	NOUN
easat-10162	40	10	,	,	PUNCT
easat-10162	40	11	providing	provide	VERB
easat-10162	40	12	reliable	reliable	ADJ
easat-10162	40	13	metrics	metric	NOUN
easat-10162	40	14	for	for	ADP
easat-10162	40	15	assessing	assess	VERB
easat-10162	40	16	research	research	NOUN
easat-10162	40	17	performance	performance	NOUN
easat-10162	40	18	,	,	PUNCT
easat-10162	40	19	such	such	ADJ
easat-10162	40	20	as	as	ADP
easat-10162	40	21	publication	publication	NOUN
easat-10162	40	22	counts	count	NOUN
easat-10162	40	23	,	,	PUNCT
easat-10162	40	24	citations	citation	NOUN
easat-10162	40	25	,	,	PUNCT
easat-10162	40	26	and	and	CCONJ
easat-10162	40	27	h	h	NOUN
easat-10162	40	28	-	-	PUNCT
easat-10162	40	29	indices	indice	VERB
easat-10162	41	1	[	[	X
easat-10162	41	2	18	18	NUM
easat-10162	41	3	-	-	SYM
easat-10162	41	4	20	20	NUM
easat-10162	41	5	]	]	PUNCT
easat-10162	41	6	.	.	PUNCT
easat-10162	42	1	in	in	ADP
easat-10162	42	2	contrast	contrast	NOUN
easat-10162	42	3	,	,	PUNCT
easat-10162	42	4	google	google	PROPN
easat-10162	42	5	scholar	scholar	NOUN
easat-10162	42	6	is	be	AUX
easat-10162	42	7	notable	notable	ADJ
easat-10162	42	8	for	for	ADP
easat-10162	42	9	its	its	PRON
easat-10162	42	10	broad	broad	ADJ
easat-10162	42	11	coverage	coverage	NOUN
easat-10162	42	12	of	of	ADP
easat-10162	42	13	future	future	ADJ
easat-10162	42	14	citations	citation	NOUN
easat-10162	42	15	,	,	PUNCT
easat-10162	42	16	making	make	VERB
easat-10162	42	17	it	it	PRON
easat-10162	42	18	a	a	DET
easat-10162	42	19	key	key	ADJ
easat-10162	42	20	tool	tool	NOUN
easat-10162	42	21	in	in	ADP
easat-10162	42	22	this	this	DET
easat-10162	42	23	domain	domain	NOUN
easat-10162	42	24	.	.	PUNCT
easat-10162	43	1	it	it	PRON
easat-10162	43	2	reports	report	VERB
easat-10162	43	3	a	a	DET
easat-10162	43	4	greater	great	ADJ
easat-10162	43	5	number	number	NOUN
easat-10162	43	6	of	of	ADP
easat-10162	43	7	citations	citation	NOUN
easat-10162	43	8	than	than	ADP
easat-10162	43	9	scopus	scopus	NOUN
easat-10162	43	10	,	,	PUNCT
easat-10162	43	11	which	which	PRON
easat-10162	43	12	is	be	AUX
easat-10162	43	13	attributed	attribute	VERB
easat-10162	43	14	to	to	ADP
easat-10162	43	15	its	its	PRON
easat-10162	43	16	wider	wide	ADJ
easat-10162	43	17	document	document	NOUN
easat-10162	43	18	coverage	coverage	NOUN
easat-10162	43	19	[	[	X
easat-10162	43	20	21	21	NUM
easat-10162	43	21	]	]	PUNCT
easat-10162	43	22	.	.	PUNCT
easat-10162	44	1	scielo	scielo	NOUN
easat-10162	44	2	is	be	AUX
easat-10162	44	3	particularly	particularly	ADV
easat-10162	44	4	valuable	valuable	ADJ
easat-10162	44	5	for	for	ADP
easat-10162	44	6	accessing	access	VERB
easat-10162	44	7	scientific	scientific	ADJ
easat-10162	44	8	literature	literature	NOUN
easat-10162	44	9	from	from	ADP
easat-10162	44	10	latin	latin	PROPN
easat-10162	44	11	america	america	PROPN
easat-10162	44	12	,	,	PUNCT
easat-10162	44	13	offering	offer	VERB
easat-10162	44	14	insights	insight	NOUN
easat-10162	44	15	into	into	ADP
easat-10162	44	16	regional	regional	ADJ
easat-10162	44	17	research	research	NOUN
easat-10162	44	18	trends	trend	NOUN
easat-10162	44	19	and	and	CCONJ
easat-10162	44	20	thematic	thematic	ADJ
easat-10162	44	21	connections	connection	NOUN
easat-10162	44	22	,	,	PUNCT
easat-10162	44	23	such	such	ADJ
easat-10162	44	24	as	as	ADP
easat-10162	44	25	those	those	PRON
easat-10162	44	26	related	relate	VERB
easat-10162	44	27	to	to	ADP
easat-10162	44	28	online	online	ADJ
easat-10162	44	29	and	and	CCONJ
easat-10162	44	30	distance	distance	NOUN
easat-10162	44	31	teacher	teacher	NOUN
easat-10162	44	32	training	training	NOUN
easat-10162	44	33	[	[	X
easat-10162	44	34	22	22	NUM
easat-10162	44	35	]	]	PUNCT
easat-10162	44	36	.	.	PUNCT
easat-10162	45	1	the	the	DET
easat-10162	45	2	keywords	keyword	NOUN
easat-10162	45	3	included	include	VERB
easat-10162	45	4	combinations	combination	NOUN
easat-10162	45	5	of	of	ADP
easat-10162	45	6	the	the	DET
easat-10162	45	7	terms	term	NOUN
easat-10162	45	8	"	"	PUNCT
easat-10162	45	9	artificial	artificial	ADJ
easat-10162	45	10	intelligence	intelligence	NOUN
easat-10162	45	11	,	,	PUNCT
easat-10162	45	12	"	"	PUNCT
easat-10162	45	13	"	"	PUNCT
easat-10162	45	14	diagnosis	diagnosis	NOUN
easat-10162	45	15	,	,	PUNCT
easat-10162	45	16	"	"	PUNCT
easat-10162	45	17	"	"	PUNCT
easat-10162	45	18	treatment	treatment	NOUN
easat-10162	45	19	,	,	PUNCT
easat-10162	45	20	"	"	PUNCT
easat-10162	45	21	and	and	CCONJ
easat-10162	45	22	"	"	PUNCT
easat-10162	45	23	cancer	cancer	NOUN
easat-10162	45	24	,	,	PUNCT
easat-10162	45	25	"	"	PUNCT
easat-10162	45	26	alongside	alongside	ADP
easat-10162	45	27	boolean	boolean	ADJ
easat-10162	45	28	operators	operator	NOUN
easat-10162	45	29	to	to	PART
easat-10162	45	30	broaden	broaden	VERB
easat-10162	45	31	and	and	CCONJ
easat-10162	45	32	refine	refine	VERB
easat-10162	45	33	the	the	DET
easat-10162	45	34	search	search	NOUN
easat-10162	45	35	.	.	PUNCT
easat-10162	46	1	2.2	2.2	NUM
easat-10162	46	2	.	.	PUNCT
easat-10162	47	1	inclusion	inclusion	NOUN
easat-10162	47	2	and	and	CCONJ
easat-10162	47	3	exclusion	exclusion	NOUN
easat-10162	47	4	criteria	criterion	NOUN
easat-10162	47	5	the	the	DET
easat-10162	47	6	following	follow	VERB
easat-10162	47	7	inclusion	inclusion	NOUN
easat-10162	47	8	criteria	criterion	NOUN
easat-10162	47	9	were	be	AUX
easat-10162	47	10	established	establish	VERB
easat-10162	47	11	.	.	PUNCT
easat-10162	48	1	•	•	NUM
easat-10162	48	2	articles	article	NOUN
easat-10162	48	3	published	publish	VERB
easat-10162	48	4	between	between	ADP
easat-10162	48	5	2020	2020	NUM
easat-10162	48	6	and	and	CCONJ
easat-10162	48	7	2024	2024	NUM
easat-10162	48	8	.	.	PUNCT
easat-10162	49	1	•	•	NUM
easat-10162	49	2	original	original	ADJ
easat-10162	49	3	studies	study	NOUN
easat-10162	49	4	examining	examine	VERB
easat-10162	49	5	the	the	DET
easat-10162	49	6	applications	application	NOUN
easat-10162	49	7	of	of	ADP
easat-10162	49	8	ai	ai	NOUN
easat-10162	49	9	in	in	ADP
easat-10162	49	10	cancer	cancer	NOUN
easat-10162	49	11	diagnosis	diagnosis	NOUN
easat-10162	49	12	and	and	CCONJ
easat-10162	49	13	treatment	treatment	NOUN
easat-10162	49	14	.	.	PUNCT
easat-10162	50	1	•	•	NUM
easat-10162	50	2	publications	publication	NOUN
easat-10162	50	3	in	in	ADP
easat-10162	50	4	english	english	PROPN
easat-10162	50	5	or	or	CCONJ
easat-10162	50	6	spanish	spanish	ADJ
easat-10162	50	7	.	.	PUNCT
easat-10162	51	1	•	•	ADP
easat-10162	51	2	full	full	ADJ
easat-10162	51	3	access	access	NOUN
easat-10162	51	4	to	to	ADP
easat-10162	51	5	article	article	NOUN
easat-10162	51	6	text	text	NOUN
easat-10162	51	7	:	:	PUNCT
easat-10162	51	8	the	the	DET
easat-10162	51	9	exclusion	exclusion	NOUN
easat-10162	51	10	criteria	criterion	NOUN
easat-10162	51	11	were	be	AUX
easat-10162	51	12	as	as	SCONJ
easat-10162	51	13	follows	follow	VERB
easat-10162	51	14	.	.	PUNCT
easat-10162	52	1	•	•	NUM
easat-10162	52	2	duplicate	duplicate	ADJ
easat-10162	52	3	studies	study	NOUN
easat-10162	52	4	.	.	PUNCT
easat-10162	53	1	•	•	NUM
easat-10162	53	2	non	non	ADJ
easat-10162	53	3	-	-	ADJ
easat-10162	53	4	systematic	systematic	ADJ
easat-10162	53	5	reviews	review	NOUN
easat-10162	53	6	or	or	CCONJ
easat-10162	53	7	editorials	editorial	NOUN
easat-10162	53	8	.	.	PUNCT
easat-10162	54	1	•	•	NUM
easat-10162	54	2	the	the	DET
easat-10162	54	3	articles	article	NOUN
easat-10162	54	4	focused	focus	VERB
easat-10162	54	5	on	on	ADP
easat-10162	54	6	non	non	ADJ
easat-10162	54	7	-	-	ADJ
easat-10162	54	8	clinical	clinical	ADJ
easat-10162	54	9	applications	application	NOUN
easat-10162	54	10	of	of	ADP
easat-10162	54	11	ai	ai	NOUN
easat-10162	54	12	.	.	PROPN
easat-10162	54	13	2.3	2.3	NUM
easat-10162	54	14	.	.	PUNCT
easat-10162	55	1	selection	selection	NOUN
easat-10162	55	2	process	process	NOUN
easat-10162	55	3	initially	initially	ADV
easat-10162	55	4	,	,	PUNCT
easat-10162	55	5	a	a	DET
easat-10162	55	6	total	total	NOUN
easat-10162	55	7	of	of	ADP
easat-10162	55	8	452	452	NUM
easat-10162	55	9	studies	study	NOUN
easat-10162	55	10	were	be	AUX
easat-10162	55	11	identified	identify	VERB
easat-10162	55	12	.	.	PUNCT
easat-10162	56	1	after	after	ADP
easat-10162	56	2	eliminating	eliminate	VERB
easat-10162	56	3	duplicates	duplicate	NOUN
easat-10162	56	4	(	(	PUNCT
easat-10162	56	5	n	n	NOUN
easat-10162	56	6	=	=	SYM
easat-10162	56	7	128	128	NUM
easat-10162	56	8	)	)	PUNCT
easat-10162	56	9	,	,	PUNCT
easat-10162	56	10	the	the	DET
easat-10162	56	11	titles	title	NOUN
easat-10162	56	12	and	and	CCONJ
easat-10162	56	13	abstracts	abstract	NOUN
easat-10162	56	14	were	be	AUX
easat-10162	56	15	reviewed	review	VERB
easat-10162	56	16	,	,	PUNCT
easat-10162	56	17	narrowing	narrow	VERB
easat-10162	56	18	the	the	DET
easat-10162	56	19	selection	selection	NOUN
easat-10162	56	20	to	to	ADP
easat-10162	56	21	82	82	NUM
easat-10162	56	22	articles	article	NOUN
easat-10162	56	23	.	.	PUNCT
easat-10162	57	1	ultimately	ultimately	ADV
easat-10162	57	2	,	,	PUNCT
easat-10162	57	3	a	a	DET
easat-10162	57	4	full	full	ADJ
easat-10162	57	5	-	-	PUNCT
easat-10162	57	6	text	text	NOUN
easat-10162	57	7	review	review	NOUN
easat-10162	57	8	of	of	ADP
easat-10162	57	9	these	these	DET
easat-10162	57	10	studies	study	NOUN
easat-10162	57	11	led	lead	VERB
easat-10162	57	12	to	to	ADP
easat-10162	57	13	18	18	NUM
easat-10162	57	14	articles	article	NOUN
easat-10162	57	15	that	that	PRON
easat-10162	57	16	fulfilled	fulfil	VERB
easat-10162	57	17	all	all	DET
easat-10162	57	18	criteria	criterion	NOUN
easat-10162	57	19	(	(	PUNCT
easat-10162	57	20	figure	figure	NOUN
easat-10162	57	21	1	1	NUM
easat-10162	57	22	)	)	PUNCT
easat-10162	57	23	.	.	PUNCT
easat-10162	58	1	1564	1564	NUM
easat-10162	58	2	edelweiss	edelweiss	PROPN
easat-10162	58	3	applied	apply	VERB
easat-10162	58	4	science	science	NOUN
easat-10162	58	5	and	and	CCONJ
easat-10162	58	6	technology	technology	NOUN
easat-10162	58	7	issn	issn	PROPN
easat-10162	58	8	:	:	PUNCT
easat-10162	58	9	2576	2576	NUM
easat-10162	58	10	-	-	SYM
easat-10162	58	11	8484	8484	NUM
easat-10162	58	12	vol	vol	NOUN
easat-10162	58	13	.	.	PROPN
easat-10162	59	1	9	9	NUM
easat-10162	59	2	,	,	PUNCT
easat-10162	59	3	no	no	INTJ
easat-10162	59	4	.	.	NOUN
easat-10162	59	5	9	9	NUM
easat-10162	59	6	:	:	SYM
easat-10162	59	7	1562	1562	NUM
easat-10162	59	8	-	-	SYM
easat-10162	59	9	1572	1572	NUM
easat-10162	59	10	,	,	PUNCT
easat-10162	59	11	2025	2025	NUM
easat-10162	59	12	doi	doi	NOUN
easat-10162	59	13	:	:	PUNCT
easat-10162	59	14	10.55214/2576	10.55214/2576	NUM
easat-10162	59	15	-	-	PUNCT
easat-10162	59	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	59	17	©	©	PROPN
easat-10162	59	18	2025	2025	NUM
easat-10162	59	19	by	by	ADP
easat-10162	59	20	the	the	DET
easat-10162	59	21	authors	author	NOUN
easat-10162	59	22	;	;	PUNCT
easat-10162	59	23	licensee	licensee	PROPN
easat-10162	59	24	learning	learn	VERB
easat-10162	59	25	gate	gate	NOUN
easat-10162	59	26	figure	figure	NOUN
easat-10162	59	27	1	1	NUM
easat-10162	59	28	.	.	PUNCT
easat-10162	59	29	article	article	NOUN
easat-10162	59	30	selection	selection	NOUN
easat-10162	59	31	process	process	NOUN
easat-10162	59	32	for	for	ADP
easat-10162	59	33	systematic	systematic	ADJ
easat-10162	59	34	review	review	NOUN
easat-10162	59	35	.	.	PUNCT
easat-10162	60	1	2.4	2.4	NUM
easat-10162	60	2	.	.	PUNCT
easat-10162	61	1	data	datum	NOUN
easat-10162	61	2	extraction	extraction	NOUN
easat-10162	61	3	and	and	CCONJ
easat-10162	61	4	analysis	analysis	NOUN
easat-10162	61	5	from	from	ADP
easat-10162	61	6	the	the	DET
easat-10162	61	7	18	18	NUM
easat-10162	61	8	selected	select	VERB
easat-10162	61	9	studies	study	NOUN
easat-10162	61	10	,	,	PUNCT
easat-10162	61	11	information	information	NOUN
easat-10162	61	12	on	on	ADP
easat-10162	61	13	the	the	DET
easat-10162	61	14	authors	author	NOUN
easat-10162	61	15	,	,	PUNCT
easat-10162	61	16	year	year	NOUN
easat-10162	61	17	of	of	ADP
easat-10162	61	18	publication	publication	NOUN
easat-10162	61	19	,	,	PUNCT
easat-10162	61	20	objectives	objective	NOUN
easat-10162	61	21	,	,	PUNCT
easat-10162	61	22	main	main	ADJ
easat-10162	61	23	findings	finding	NOUN
easat-10162	61	24	,	,	PUNCT
easat-10162	61	25	and	and	CCONJ
easat-10162	61	26	conclusions	conclusion	NOUN
easat-10162	61	27	were	be	AUX
easat-10162	61	28	collected	collect	VERB
easat-10162	61	29	.	.	PUNCT
easat-10162	62	1	the	the	DET
easat-10162	62	2	data	datum	NOUN
easat-10162	62	3	were	be	AUX
easat-10162	62	4	qualitatively	qualitatively	ADV
easat-10162	62	5	analyzed	analyze	VERB
easat-10162	62	6	to	to	PART
easat-10162	62	7	identify	identify	VERB
easat-10162	62	8	patterns	pattern	NOUN
easat-10162	62	9	and	and	CCONJ
easat-10162	62	10	recurring	recur	VERB
easat-10162	62	11	themes	theme	NOUN
easat-10162	62	12	in	in	ADP
easat-10162	62	13	the	the	DET
easat-10162	62	14	use	use	NOUN
easat-10162	62	15	of	of	ADP
easat-10162	62	16	ai	ai	NOUN
easat-10162	62	17	in	in	ADP
easat-10162	62	18	oncology	oncology	NOUN
easat-10162	62	19	.	.	PUNCT
easat-10162	63	1	3	3	X
easat-10162	63	2	.	.	NOUN
easat-10162	63	3	results	result	VERB
easat-10162	63	4	an	an	DET
easat-10162	63	5	examination	examination	NOUN
easat-10162	63	6	of	of	ADP
easat-10162	63	7	ai	ai	PROPN
easat-10162	63	8	applications	application	NOUN
easat-10162	63	9	in	in	ADP
easat-10162	63	10	cancer	cancer	NOUN
easat-10162	63	11	diagnosis	diagnosis	NOUN
easat-10162	63	12	and	and	CCONJ
easat-10162	63	13	treatment	treatment	NOUN
easat-10162	63	14	revealed	reveal	VERB
easat-10162	63	15	important	important	ADJ
easat-10162	63	16	insights	insight	NOUN
easat-10162	63	17	from	from	ADP
easat-10162	63	18	18	18	NUM
easat-10162	63	19	studies	study	NOUN
easat-10162	63	20	.	.	PUNCT
easat-10162	64	1	these	these	DET
easat-10162	64	2	findings	finding	NOUN
easat-10162	64	3	highlight	highlight	VERB
easat-10162	64	4	ai	ai	VERB
easat-10162	64	5	's	's	PART
easat-10162	64	6	transformative	transformative	ADJ
easat-10162	64	7	role	role	NOUN
easat-10162	64	8	of	of	ADP
easat-10162	64	9	ai	ai	VERB
easat-10162	64	10	in	in	ADP
easat-10162	64	11	contemporary	contemporary	ADJ
easat-10162	64	12	oncology	oncology	NOUN
easat-10162	64	13	.	.	PUNCT
easat-10162	65	1	xu	xu	INTJ
easat-10162	65	2	,	,	PUNCT
easat-10162	65	3	et	et	PROPN
easat-10162	65	4	al	al	PROPN
easat-10162	65	5	.	.	PUNCT
easat-10162	66	1	[	[	X
easat-10162	66	2	23	23	NUM
easat-10162	66	3	]	]	PUNCT
easat-10162	66	4	created	create	VERB
easat-10162	66	5	a	a	DET
easat-10162	66	6	machine	machine	NOUN
easat-10162	66	7	learning	learn	VERB
easat-10162	66	8	model	model	NOUN
easat-10162	66	9	to	to	PART
easat-10162	66	10	predict	predict	VERB
easat-10162	66	11	mismatch	mismatch	ADJ
easat-10162	66	12	repair	repair	NOUN
easat-10162	66	13	deficiency	deficiency	NOUN
easat-10162	66	14	(	(	PUNCT
easat-10162	66	15	dmmr	dmmr	ADV
easat-10162	66	16	)	)	PUNCT
easat-10162	66	17	in	in	ADP
easat-10162	66	18	colorectal	colorectal	ADJ
easat-10162	66	19	cancer	cancer	NOUN
easat-10162	66	20	,	,	PUNCT
easat-10162	66	21	enhancing	enhance	VERB
easat-10162	66	22	presurgical	presurgical	ADJ
easat-10162	66	23	detection	detection	NOUN
easat-10162	66	24	with	with	ADP
easat-10162	66	25	a	a	DET
easat-10162	66	26	decision	decision	NOUN
easat-10162	66	27	auc	auc	NOUN
easat-10162	66	28	of	of	ADP
easat-10162	66	29	0.832	0.832	NUM
easat-10162	66	30	.	.	PUNCT
easat-10162	67	1	similarly	similarly	ADV
easat-10162	67	2	,	,	PUNCT
easat-10162	67	3	pasupuleti	pasupuleti	PROPN
easat-10162	67	4	,	,	PUNCT
easat-10162	67	5	et	et	PROPN
easat-10162	67	6	al	al	PROPN
easat-10162	67	7	.	.	PUNCT
easat-10162	68	1	[	[	X
easat-10162	68	2	24	24	NUM
easat-10162	68	3	]	]	PUNCT
easat-10162	68	4	utilized	utilize	VERB
easat-10162	68	5	a	a	DET
easat-10162	68	6	model	model	NOUN
easat-10162	68	7	based	base	VERB
easat-10162	68	8	on	on	ADP
easat-10162	68	9	a	a	DET
easat-10162	68	10	deep	deep	ADJ
easat-10162	68	11	neural	neural	ADJ
easat-10162	68	12	network	network	NOUN
easat-10162	68	13	,	,	PUNCT
easat-10162	68	14	achieving	achieve	VERB
easat-10162	68	15	over	over	ADP
easat-10162	68	16	99	99	NUM
easat-10162	68	17	%	%	NOUN
easat-10162	68	18	accuracy	accuracy	NOUN
easat-10162	68	19	and	and	CCONJ
easat-10162	68	20	proving	prove	VERB
easat-10162	68	21	its	its	PRON
easat-10162	68	22	effectiveness	effectiveness	NOUN
easat-10162	68	23	for	for	ADP
easat-10162	68	24	brain	brain	NOUN
easat-10162	68	25	tumor	tumor	NOUN
easat-10162	68	26	segmentation	segmentation	NOUN
easat-10162	68	27	.	.	PUNCT
easat-10162	69	1	furthermore	furthermore	ADV
easat-10162	69	2	,	,	PUNCT
easat-10162	69	3	koyama	koyama	PROPN
easat-10162	69	4	,	,	PUNCT
easat-10162	69	5	et	et	PROPN
easat-10162	69	6	al	al	PROPN
easat-10162	69	7	.	.	PUNCT
easat-10162	70	1	[	[	X
easat-10162	70	2	25	25	NUM
easat-10162	70	3	]	]	PUNCT
easat-10162	70	4	demonstrated	demonstrate	VERB
easat-10162	70	5	that	that	SCONJ
easat-10162	70	6	radiomic	radiomic	ADJ
easat-10162	70	7	models	model	NOUN
easat-10162	70	8	significantly	significantly	ADV
easat-10162	70	9	surpassed	surpass	VERB
easat-10162	70	10	traditional	traditional	ADJ
easat-10162	70	11	methods	method	NOUN
easat-10162	70	12	with	with	ADP
easat-10162	70	13	a	a	DET
easat-10162	70	14	c	c	NOUN
easat-10162	70	15	-	-	PUNCT
easat-10162	70	16	index	index	NOUN
easat-10162	70	17	of	of	ADP
easat-10162	70	18	0.841	0.841	NUM
easat-10162	70	19	,	,	PUNCT
easat-10162	70	20	highlighting	highlight	VERB
easat-10162	70	21	their	their	PRON
easat-10162	70	22	usefulness	usefulness	NOUN
easat-10162	70	23	in	in	ADP
easat-10162	70	24	selecting	select	VERB
easat-10162	70	25	the	the	DET
easat-10162	70	26	best	good	ADJ
easat-10162	70	27	treatment	treatment	NOUN
easat-10162	70	28	.	.	PUNCT
easat-10162	71	1	similarly	similarly	ADV
easat-10162	71	2	,	,	PUNCT
easat-10162	71	3	yin	yin	PROPN
easat-10162	71	4	,	,	PUNCT
easat-10162	71	5	et	et	PROPN
easat-10162	71	6	al	al	PROPN
easat-10162	71	7	.	.	PUNCT
easat-10162	72	1	[	[	X
easat-10162	72	2	26	26	NUM
easat-10162	72	3	]	]	PUNCT
easat-10162	72	4	used	use	VERB
easat-10162	72	5	convolutional	convolutional	ADJ
easat-10162	72	6	neural	neural	ADJ
easat-10162	72	7	networks	network	NOUN
easat-10162	72	8	to	to	PART
easat-10162	72	9	enhance	enhance	VERB
easat-10162	72	10	the	the	DET
easat-10162	72	11	diagnostic	diagnostic	ADJ
easat-10162	72	12	precision	precision	NOUN
easat-10162	72	13	of	of	ADP
easat-10162	72	14	skin	skin	NOUN
easat-10162	72	15	tumors	tumor	NOUN
easat-10162	72	16	by	by	ADP
easat-10162	72	17	15.6	15.6	NUM
easat-10162	72	18	%	%	NOUN
easat-10162	72	19	.	.	PUNCT
easat-10162	73	1	additionally	additionally	ADV
easat-10162	73	2	,	,	PUNCT
easat-10162	73	3	aggarwal	aggarwal	NOUN
easat-10162	73	4	,	,	PUNCT
easat-10162	73	5	et	et	PROPN
easat-10162	73	6	al	al	PROPN
easat-10162	73	7	.	.	PUNCT
easat-10162	74	1	[	[	X
easat-10162	74	2	27	27	NUM
easat-10162	74	3	]	]	PUNCT
easat-10162	74	4	emphasized	emphasize	VERB
easat-10162	74	5	the	the	DET
easat-10162	74	6	impact	impact	NOUN
easat-10162	74	7	of	of	ADP
easat-10162	74	8	ai	ai	ADJ
easat-10162	74	9	-	-	PUNCT
easat-10162	74	10	driven	drive	VERB
easat-10162	74	11	radiotherapy	radiotherapy	NOUN
easat-10162	74	12	planning	planning	NOUN
easat-10162	74	13	technologies	technology	NOUN
easat-10162	74	14	for	for	ADP
easat-10162	74	15	cervical	cervical	ADJ
easat-10162	74	16	,	,	PUNCT
easat-10162	74	17	head	head	NOUN
easat-10162	74	18	and	and	CCONJ
easat-10162	74	19	neck	neck	NOUN
easat-10162	74	20	,	,	PUNCT
easat-10162	74	21	and	and	CCONJ
easat-10162	74	22	prostate	prostate	NOUN
easat-10162	74	23	cancers	cancer	NOUN
easat-10162	74	24	,	,	PUNCT
easat-10162	74	25	which	which	PRON
easat-10162	74	26	significantly	significantly	ADV
easat-10162	74	27	reduce	reduce	VERB
easat-10162	74	28	planning	planning	NOUN
easat-10162	74	29	durations	duration	NOUN
easat-10162	74	30	from	from	ADP
easat-10162	74	31	weeks	week	NOUN
easat-10162	74	32	to	to	ADP
easat-10162	74	33	minutes	minute	NOUN
easat-10162	74	34	,	,	PUNCT
easat-10162	74	35	thereby	thereby	ADV
easat-10162	74	36	improving	improve	VERB
easat-10162	74	37	accessibility	accessibility	NOUN
easat-10162	74	38	in	in	ADP
easat-10162	74	39	developing	develop	VERB
easat-10162	74	40	countries	country	NOUN
easat-10162	74	41	.	.	PUNCT
easat-10162	75	1	concurrently	concurrently	ADV
easat-10162	75	2	,	,	PUNCT
easat-10162	75	3	a	a	DET
easat-10162	75	4	convolutional	convolutional	ADJ
easat-10162	75	5	neural	neural	ADJ
easat-10162	75	6	network	network	NOUN
easat-10162	75	7	optimized	optimize	VERB
easat-10162	75	8	with	with	ADP
easat-10162	75	9	a	a	DET
easat-10162	75	10	tunicate	tunicate	NOUN
easat-10162	75	11	swarm	swarm	NOUN
easat-10162	75	12	algorithm	algorithm	NOUN
easat-10162	75	13	achieved	achieve	VERB
easat-10162	75	14	an	an	DET
easat-10162	75	15	accuracy	accuracy	NOUN
easat-10162	75	16	rate	rate	NOUN
easat-10162	75	17	of	of	ADP
easat-10162	75	18	98.70	98.70	NUM
easat-10162	75	19	%	%	NOUN
easat-10162	75	20	%	%	NOUN
easat-10162	75	21	in	in	ADP
easat-10162	75	22	identifying	identify	VERB
easat-10162	75	23	oral	oral	ADJ
easat-10162	75	24	cancer	cancer	NOUN
easat-10162	75	25	lesions	lesion	NOUN
easat-10162	75	26	,	,	PUNCT
easat-10162	75	27	underscoring	underscore	VERB
easat-10162	75	28	the	the	DET
easat-10162	75	29	potential	potential	NOUN
easat-10162	75	30	of	of	ADP
easat-10162	75	31	deep	deep	ADJ
easat-10162	75	32	learning	learning	NOUN
easat-10162	75	33	in	in	ADP
easat-10162	75	34	rapid	rapid	ADJ
easat-10162	75	35	diagnostics	diagnostic	NOUN
easat-10162	75	36	[	[	X
easat-10162	75	37	28	28	NUM
easat-10162	75	38	]	]	PUNCT
easat-10162	75	39	.	.	PUNCT
easat-10162	76	1	in	in	ADP
easat-10162	76	2	the	the	DET
easat-10162	76	3	field	field	NOUN
easat-10162	76	4	of	of	ADP
easat-10162	76	5	biomarkers	biomarker	NOUN
easat-10162	76	6	and	and	CCONJ
easat-10162	76	7	multi	multi	ADJ
easat-10162	76	8	-	-	ADJ
easat-10162	76	9	omics	omics	ADJ
easat-10162	76	10	data	data	PROPN
easat-10162	76	11	,	,	PUNCT
easat-10162	76	12	xiao	xiao	PROPN
easat-10162	76	13	,	,	PUNCT
easat-10162	76	14	et	et	PROPN
easat-10162	76	15	al	al	PROPN
easat-10162	76	16	.	.	PUNCT
easat-10162	77	1	[	[	X
easat-10162	77	2	29	29	NUM
easat-10162	77	3	]	]	PUNCT
easat-10162	77	4	discovered	discover	VERB
easat-10162	77	5	significant	significant	ADJ
easat-10162	77	6	genes	gene	NOUN
easat-10162	77	7	related	relate	VERB
easat-10162	77	8	to	to	ADP
easat-10162	77	9	the	the	DET
easat-10162	77	10	postoperative	postoperative	ADJ
easat-10162	77	11	advancement	advancement	NOUN
easat-10162	77	12	of	of	ADP
easat-10162	77	13	non	non	ADJ
easat-10162	77	14	-	-	ADJ
easat-10162	77	15	muscle	muscle	ADJ
easat-10162	77	16	-	-	PUNCT
easat-10162	77	17	invasive	invasive	ADJ
easat-10162	77	18	bladder	bladder	NOUN
easat-10162	77	19	cancer	cancer	NOUN
easat-10162	77	20	,	,	PUNCT
easat-10162	77	21	which	which	PRON
easat-10162	77	22	are	be	AUX
easat-10162	77	23	associated	associate	VERB
easat-10162	77	24	with	with	ADP
easat-10162	77	25	activated	activate	VERB
easat-10162	77	26	t	t	NOUN
easat-10162	77	27	cells	cell	NOUN
easat-10162	77	28	and	and	CCONJ
easat-10162	77	29	can	can	AUX
easat-10162	77	30	predict	predict	VERB
easat-10162	77	31	postoperative	postoperative	ADJ
easat-10162	77	32	outcomes	outcome	NOUN
easat-10162	77	33	.	.	PUNCT
easat-10162	78	1	similarly	similarly	ADV
easat-10162	78	2	,	,	PUNCT
easat-10162	78	3	jia	jia	PROPN
easat-10162	78	4	,	,	PUNCT
easat-10162	78	5	et	et	PROPN
easat-10162	78	6	al	al	PROPN
easat-10162	78	7	.	.	PUNCT
easat-10162	79	1	[	[	X
easat-10162	79	2	30	30	NUM
easat-10162	79	3	]	]	PUNCT
easat-10162	79	4	created	create	VERB
easat-10162	79	5	a	a	DET
easat-10162	79	6	model	model	NOUN
easat-10162	79	7	based	base	VERB
easat-10162	79	8	on	on	ADP
easat-10162	79	9	lncrnas	lncrnas	PROPN
easat-10162	79	10	to	to	PART
easat-10162	79	11	forecast	forecast	VERB
easat-10162	79	12	overall	overall	ADJ
easat-10162	79	13	survival	survival	NOUN
easat-10162	79	14	in	in	ADP
easat-10162	79	15	patients	patient	NOUN
easat-10162	79	16	with	with	ADP
easat-10162	79	17	hepatocellular	hepatocellular	ADJ
easat-10162	79	18	carcinoma	carcinoma	NOUN
easat-10162	79	19	,	,	PUNCT
easat-10162	79	20	achieving	achieve	VERB
easat-10162	79	21	auc	auc	ADJ
easat-10162	79	22	values	value	NOUN
easat-10162	79	23	greater	great	ADJ
easat-10162	79	24	than	than	ADP
easat-10162	79	25	0.785	0.785	NUM
easat-10162	79	26	,	,	PUNCT
easat-10162	79	27	highlighting	highlight	VERB
easat-10162	79	28	the	the	DET
easat-10162	79	29	importance	importance	NOUN
easat-10162	79	30	of	of	ADP
easat-10162	79	31	biomarkers	biomarker	NOUN
easat-10162	79	32	in	in	ADP
easat-10162	79	33	personalized	personalized	ADJ
easat-10162	79	34	medicine	medicine	NOUN
easat-10162	79	35	.	.	PUNCT
easat-10162	80	1	in	in	ADP
easat-10162	80	2	breast	breast	NOUN
easat-10162	80	3	cancer	cancer	NOUN
easat-10162	80	4	research	research	NOUN
easat-10162	80	5	,	,	PUNCT
easat-10162	80	6	a	a	DET
easat-10162	80	7	hybrid	hybrid	ADJ
easat-10162	80	8	approach	approach	NOUN
easat-10162	80	9	that	that	PRON
easat-10162	80	10	integrates	integrate	VERB
easat-10162	80	11	catboost	catboost	NOUN
easat-10162	80	12	with	with	ADP
easat-10162	80	13	multilayer	multilayer	ADJ
easat-10162	80	14	perceptron	perceptron	PROPN
easat-10162	80	15	(	(	PUNCT
easat-10162	80	16	mlp	mlp	NOUN
easat-10162	80	17	)	)	PUNCT
easat-10162	80	18	neural	neural	ADJ
easat-10162	80	19	networks	network	NOUN
easat-10162	80	20	was	be	AUX
easat-10162	80	21	employed	employ	VERB
easat-10162	80	22	to	to	PART
easat-10162	80	23	examine	examine	VERB
easat-10162	80	24	electronic	electronic	ADJ
easat-10162	80	25	health	health	NOUN
easat-10162	80	26	records	record	NOUN
easat-10162	80	27	,	,	PUNCT
easat-10162	80	28	achieving	achieve	VERB
easat-10162	80	29	an	an	DET
easat-10162	80	30	impressive	impressive	ADJ
easat-10162	80	31	98.06	98.06	NUM
easat-10162	80	32	%	%	NOUN
easat-10162	80	33	accuracy	accuracy	NOUN
easat-10162	80	34	in	in	ADP
easat-10162	80	35	distinguishing	distinguish	VERB
easat-10162	80	36	between	between	ADP
easat-10162	80	37	benign	benign	ADJ
easat-10162	80	38	and	and	CCONJ
easat-10162	80	39	malignant	malignant	ADJ
easat-10162	80	40	tissues	tissue	NOUN
easat-10162	80	41	.	.	PUNCT
easat-10162	81	1	explainable	explainable	ADJ
easat-10162	81	2	ai	ai	PROPN
easat-10162	81	3	(	(	PUNCT
easat-10162	81	4	xai	xai	PROPN
easat-10162	81	5	)	)	PUNCT
easat-10162	81	6	1565	1565	NUM
easat-10162	81	7	edelweiss	edelweiss	PROPN
easat-10162	81	8	applied	apply	VERB
easat-10162	81	9	science	science	NOUN
easat-10162	81	10	and	and	CCONJ
easat-10162	81	11	technology	technology	NOUN
easat-10162	81	12	issn	issn	PROPN
easat-10162	81	13	:	:	PUNCT
easat-10162	81	14	2576	2576	NUM
easat-10162	81	15	-	-	SYM
easat-10162	81	16	8484	8484	NUM
easat-10162	81	17	vol	vol	NOUN
easat-10162	81	18	.	.	PROPN
easat-10162	82	1	9	9	NUM
easat-10162	82	2	,	,	PUNCT
easat-10162	82	3	no	no	INTJ
easat-10162	82	4	.	.	NOUN
easat-10162	82	5	9	9	NUM
easat-10162	82	6	:	:	SYM
easat-10162	82	7	1562	1562	NUM
easat-10162	82	8	-	-	SYM
easat-10162	82	9	1572	1572	NUM
easat-10162	82	10	,	,	PUNCT
easat-10162	82	11	2025	2025	NUM
easat-10162	82	12	doi	doi	NOUN
easat-10162	82	13	:	:	PUNCT
easat-10162	82	14	10.55214/2576	10.55214/2576	NUM
easat-10162	82	15	-	-	PUNCT
easat-10162	82	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	82	17	©	©	PROPN
easat-10162	82	18	2025	2025	NUM
easat-10162	82	19	by	by	ADP
easat-10162	82	20	the	the	DET
easat-10162	82	21	authors	author	NOUN
easat-10162	82	22	;	;	PUNCT
easat-10162	82	23	licensee	licensee	PROPN
easat-10162	82	24	learning	learning	NOUN
easat-10162	82	25	gate	gate	NOUN
easat-10162	82	26	technology	technology	NOUN
easat-10162	82	27	enhances	enhance	VERB
easat-10162	82	28	the	the	DET
easat-10162	82	29	interpretability	interpretability	NOUN
easat-10162	82	30	of	of	ADP
easat-10162	82	31	clinical	clinical	ADJ
easat-10162	82	32	decisions	decision	NOUN
easat-10162	82	33	and	and	CCONJ
easat-10162	82	34	boosts	boost	VERB
easat-10162	82	35	confidence	confidence	NOUN
easat-10162	82	36	in	in	ADP
easat-10162	82	37	models	model	NOUN
easat-10162	82	38	[	[	X
easat-10162	82	39	31	31	NUM
easat-10162	82	40	]	]	PUNCT
easat-10162	82	41	.	.	PUNCT
easat-10162	83	1	this	this	DET
easat-10162	83	2	progress	progress	NOUN
easat-10162	83	3	was	be	AUX
easat-10162	83	4	furthered	further	VERB
easat-10162	83	5	by	by	ADP
easat-10162	83	6	weitz	weitz	PROPN
easat-10162	83	7	,	,	PUNCT
easat-10162	83	8	et	et	PROPN
easat-10162	83	9	al	al	PROPN
easat-10162	83	10	.	.	PUNCT
easat-10162	84	1	[	[	X
easat-10162	84	2	32	32	NUM
easat-10162	84	3	]	]	PUNCT
easat-10162	84	4	who	who	PRON
easat-10162	84	5	used	use	VERB
easat-10162	84	6	ai	ai	VERB
easat-10162	84	7	tools	tool	NOUN
easat-10162	84	8	to	to	PART
easat-10162	84	9	create	create	VERB
easat-10162	84	10	3d	3d	NUM
easat-10162	84	11	models	model	NOUN
easat-10162	84	12	of	of	ADP
easat-10162	84	13	breast	breast	NOUN
easat-10162	84	14	tumors	tumor	NOUN
easat-10162	84	15	,	,	PUNCT
easat-10162	84	16	improving	improve	VERB
easat-10162	84	17	surgical	surgical	ADJ
easat-10162	84	18	planning	planning	NOUN
easat-10162	84	19	,	,	PUNCT
easat-10162	84	20	success	success	NOUN
easat-10162	84	21	rates	rate	NOUN
easat-10162	84	22	,	,	PUNCT
easat-10162	84	23	and	and	CCONJ
easat-10162	84	24	patient	patient	ADJ
easat-10162	84	25	satisfaction	satisfaction	NOUN
easat-10162	84	26	.	.	PUNCT
easat-10162	85	1	additionally	additionally	ADV
easat-10162	85	2	,	,	PUNCT
easat-10162	85	3	arathi	arathi	PROPN
easat-10162	85	4	and	and	CCONJ
easat-10162	85	5	bai	bai	PROPN
easat-10162	85	6	[	[	X
easat-10162	85	7	33	33	NUM
easat-10162	85	8	]	]	PUNCT
easat-10162	85	9	reached	reach	VERB
easat-10162	85	10	a	a	DET
easat-10162	85	11	98.57	98.57	NUM
easat-10162	85	12	%	%	NOUN
easat-10162	85	13	accuracy	accuracy	NOUN
easat-10162	85	14	in	in	ADP
easat-10162	85	15	predicting	predict	VERB
easat-10162	85	16	recurrence	recurrence	NOUN
easat-10162	85	17	with	with	ADP
easat-10162	85	18	a	a	DET
easat-10162	85	19	dcnn	dcnn	PROPN
easat-10162	85	20	-	-	PUNCT
easat-10162	85	21	based	base	VERB
easat-10162	85	22	model	model	NOUN
easat-10162	85	23	,	,	PUNCT
easat-10162	85	24	thereby	thereby	ADV
easat-10162	85	25	optimizing	optimize	VERB
easat-10162	85	26	therapeutic	therapeutic	ADJ
easat-10162	85	27	strategies	strategy	NOUN
easat-10162	85	28	.	.	PUNCT
easat-10162	86	1	conversely	conversely	ADV
easat-10162	86	2	,	,	PUNCT
easat-10162	86	3	zhang	zhang	PROPN
easat-10162	86	4	,	,	PUNCT
easat-10162	86	5	et	et	PROPN
easat-10162	86	6	al	al	PROPN
easat-10162	86	7	.	.	PUNCT
easat-10162	87	1	[	[	X
easat-10162	87	2	34	34	NUM
easat-10162	87	3	]	]	PUNCT
easat-10162	87	4	showed	show	VERB
easat-10162	87	5	that	that	SCONJ
easat-10162	87	6	radiomic	radiomic	ADJ
easat-10162	87	7	models	model	NOUN
easat-10162	87	8	achieved	achieve	VERB
easat-10162	87	9	an	an	DET
easat-10162	87	10	auc	auc	NOUN
easat-10162	87	11	of	of	ADP
easat-10162	87	12	0.89	0.89	NUM
easat-10162	87	13	in	in	ADP
easat-10162	87	14	predicting	predict	VERB
easat-10162	87	15	complications	complication	NOUN
easat-10162	87	16	such	such	ADJ
easat-10162	87	17	as	as	ADP
easat-10162	87	18	esophageal	esophageal	ADJ
easat-10162	87	19	fistulas	fistula	NOUN
easat-10162	87	20	.	.	PUNCT
easat-10162	88	1	additional	additional	ADJ
easat-10162	88	2	progress	progress	NOUN
easat-10162	88	3	included	include	VERB
easat-10162	88	4	the	the	DET
easat-10162	88	5	implementation	implementation	NOUN
easat-10162	88	6	of	of	ADP
easat-10162	88	7	the	the	DET
easat-10162	88	8	u	u	NOUN
easat-10162	88	9	-	-	ADJ
easat-10162	88	10	net	net	ADJ
easat-10162	88	11	architecture	architecture	NOUN
easat-10162	88	12	.	.	PUNCT
easat-10162	89	1	uzun	uzun	PROPN
easat-10162	89	2	,	,	PUNCT
easat-10162	89	3	et	et	PROPN
easat-10162	89	4	al	al	PROPN
easat-10162	89	5	.	.	PUNCT
easat-10162	90	1	[	[	X
easat-10162	90	2	35	35	NUM
easat-10162	90	3	]	]	PUNCT
easat-10162	90	4	attained	attain	VERB
easat-10162	90	5	a	a	DET
easat-10162	90	6	dice	dice	NOUN
easat-10162	90	7	score	score	NOUN
easat-10162	90	8	of	of	ADP
easat-10162	90	9	91.38	91.38	NUM
easat-10162	90	10	%	%	NOUN
easat-10162	90	11	in	in	ADP
easat-10162	90	12	segmenting	segment	VERB
easat-10162	90	13	brain	brain	NOUN
easat-10162	90	14	tumors	tumor	NOUN
easat-10162	90	15	,	,	PUNCT
easat-10162	90	16	whereas	whereas	SCONJ
easat-10162	90	17	song	song	NOUN
easat-10162	90	18	,	,	PUNCT
easat-10162	90	19	et	et	PROPN
easat-10162	90	20	al	al	PROPN
easat-10162	90	21	.	.	PUNCT
easat-10162	91	1	[	[	X
easat-10162	91	2	36	36	NUM
easat-10162	91	3	]	]	PUNCT
easat-10162	91	4	achieved	achieve	VERB
easat-10162	91	5	88.8	88.8	NUM
easat-10162	91	6	%	%	NOUN
easat-10162	91	7	sensitivity	sensitivity	NOUN
easat-10162	91	8	in	in	ADP
easat-10162	91	9	identifying	identify	VERB
easat-10162	91	10	triple	triple	ADJ
easat-10162	91	11	-	-	PUNCT
easat-10162	91	12	negative	negative	ADJ
easat-10162	91	13	breast	breast	NOUN
easat-10162	91	14	cancer	cancer	NOUN
easat-10162	91	15	through	through	ADP
easat-10162	91	16	metabolic	metabolic	NOUN
easat-10162	91	17	fingerprinting	fingerprinting	NOUN
easat-10162	91	18	and	and	CCONJ
easat-10162	91	19	machine	machine	NOUN
easat-10162	91	20	learning	learning	NOUN
easat-10162	91	21	.	.	PUNCT
easat-10162	92	1	xing	xing	PROPN
easat-10162	92	2	,	,	PUNCT
easat-10162	92	3	et	et	PROPN
easat-10162	92	4	al	al	PROPN
easat-10162	92	5	.	.	PUNCT
easat-10162	93	1	[	[	X
easat-10162	93	2	37	37	NUM
easat-10162	93	3	]	]	PUNCT
easat-10162	93	4	highlighted	highlight	VERB
easat-10162	93	5	a	a	DET
easat-10162	93	6	simplified	simplified	ADJ
easat-10162	93	7	proteomic	proteomic	ADJ
easat-10162	93	8	panel	panel	NOUN
easat-10162	93	9	that	that	PRON
easat-10162	93	10	predicted	predict	VERB
easat-10162	93	11	responses	response	NOUN
easat-10162	93	12	to	to	ADP
easat-10162	93	13	sorafenib	sorafenib	NOUN
easat-10162	93	14	,	,	PUNCT
easat-10162	93	15	with	with	ADP
easat-10162	93	16	an	an	DET
easat-10162	93	17	auc	auc	NOUN
easat-10162	93	18	of	of	ADP
easat-10162	93	19	0.988	0.988	NUM
easat-10162	93	20	.	.	PUNCT
easat-10162	94	1	finally	finally	ADV
easat-10162	94	2	,	,	PUNCT
easat-10162	94	3	using	use	VERB
easat-10162	94	4	a	a	DET
easat-10162	94	5	random	random	ADJ
easat-10162	94	6	survival	survival	NOUN
easat-10162	94	7	forest	forest	NOUN
easat-10162	94	8	model	model	PROPN
easat-10162	94	9	,	,	PUNCT
easat-10162	94	10	liao	liao	PROPN
easat-10162	94	11	,	,	PUNCT
easat-10162	94	12	et	et	PROPN
easat-10162	94	13	al	al	PROPN
easat-10162	94	14	.	.	PUNCT
easat-10162	95	1	[	[	X
easat-10162	95	2	38	38	NUM
easat-10162	95	3	]	]	PUNCT
easat-10162	95	4	achieved	achieve	VERB
easat-10162	95	5	aucs	aucs	NOUN
easat-10162	95	6	of	of	ADP
easat-10162	95	7	0.92	0.92	NUM
easat-10162	95	8	,	,	PUNCT
easat-10162	95	9	0.96	0.96	NUM
easat-10162	95	10	,	,	PUNCT
easat-10162	95	11	and	and	CCONJ
easat-10162	95	12	0.96	0.96	NUM
easat-10162	95	13	for	for	ADP
easat-10162	95	14	predicting	predict	VERB
easat-10162	95	15	1-	1-	PROPN
easat-10162	95	16	,	,	PUNCT
easat-10162	95	17	3-	3-	NOUN
easat-10162	95	18	,	,	PUNCT
easat-10162	95	19	and	and	CCONJ
easat-10162	95	20	5	5	NUM
easat-10162	95	21	-	-	PUNCT
easat-10162	95	22	year	year	NOUN
easat-10162	95	23	survival	survival	NOUN
easat-10162	95	24	rates	rate	NOUN
easat-10162	95	25	in	in	ADP
easat-10162	95	26	patients	patient	NOUN
easat-10162	95	27	with	with	ADP
easat-10162	95	28	gastric	gastric	ADJ
easat-10162	95	29	neuroendocrine	neuroendocrine	ADJ
easat-10162	95	30	neoplasms	neoplasm	NOUN
easat-10162	95	31	(	(	PUNCT
easat-10162	95	32	gnens	gnen	NOUN
easat-10162	95	33	)	)	PUNCT
easat-10162	95	34	.	.	PUNCT
easat-10162	96	1	this	this	DET
easat-10162	96	2	model	model	NOUN
easat-10162	96	3	also	also	ADV
easat-10162	96	4	classifies	classify	VERB
easat-10162	96	5	patients	patient	NOUN
easat-10162	96	6	into	into	ADP
easat-10162	96	7	highand	highand	ADJ
easat-10162	96	8	low	low	ADJ
easat-10162	96	9	-	-	PUNCT
easat-10162	96	10	risk	risk	NOUN
easat-10162	96	11	groups	group	NOUN
easat-10162	96	12	,	,	PUNCT
easat-10162	96	13	demonstrating	demonstrate	VERB
easat-10162	96	14	its	its	PRON
easat-10162	96	15	potential	potential	NOUN
easat-10162	96	16	to	to	PART
easat-10162	96	17	guide	guide	VERB
easat-10162	96	18	clinical	clinical	ADJ
easat-10162	96	19	decisions	decision	NOUN
easat-10162	96	20	.	.	PUNCT
easat-10162	97	1	recent	recent	ADJ
easat-10162	97	2	advancements	advancement	NOUN
easat-10162	97	3	in	in	ADP
easat-10162	97	4	artificial	artificial	ADJ
easat-10162	97	5	intelligence	intelligence	NOUN
easat-10162	97	6	have	have	AUX
easat-10162	97	7	significantly	significantly	ADV
easat-10162	97	8	enhanced	enhance	VERB
easat-10162	97	9	cancer	cancer	NOUN
easat-10162	97	10	diagnosis	diagnosis	NOUN
easat-10162	97	11	and	and	CCONJ
easat-10162	97	12	treatment	treatment	NOUN
easat-10162	97	13	across	across	ADP
easat-10162	97	14	various	various	ADJ
easat-10162	97	15	domains	domain	NOUN
easat-10162	97	16	.	.	PUNCT
easat-10162	98	1	in	in	ADP
easat-10162	98	2	endometrial	endometrial	ADJ
easat-10162	98	3	cancer	cancer	NOUN
easat-10162	98	4	,	,	PUNCT
easat-10162	98	5	the	the	DET
easat-10162	98	6	integration	integration	NOUN
easat-10162	98	7	of	of	ADP
easat-10162	98	8	deep	deep	ADJ
easat-10162	98	9	learning	learning	NOUN
easat-10162	98	10	algorithms	algorithm	NOUN
easat-10162	98	11	with	with	ADP
easat-10162	98	12	magnetic	magnetic	ADJ
easat-10162	98	13	resonance	resonance	NOUN
easat-10162	98	14	imaging	imaging	NOUN
easat-10162	98	15	results	result	NOUN
easat-10162	98	16	in	in	ADP
easat-10162	98	17	an	an	DET
easat-10162	98	18	auc	auc	NOUN
easat-10162	98	19	of	of	ADP
easat-10162	98	20	0.918	0.918	NUM
easat-10162	98	21	for	for	ADP
easat-10162	98	22	detecting	detect	VERB
easat-10162	98	23	high	high	ADJ
easat-10162	98	24	-	-	PUNCT
easat-10162	98	25	risk	risk	NOUN
easat-10162	98	26	cases	case	NOUN
easat-10162	98	27	and	and	CCONJ
easat-10162	98	28	0.926	0.926	NUM
easat-10162	98	29	for	for	ADP
easat-10162	98	30	forecasting	forecast	VERB
easat-10162	98	31	postoperative	postoperative	ADJ
easat-10162	98	32	recurrence	recurrence	NOUN
easat-10162	98	33	,	,	PUNCT
easat-10162	98	34	underscoring	underscore	VERB
easat-10162	98	35	a	a	DET
easat-10162	98	36	significant	significant	ADJ
easat-10162	98	37	influence	influence	NOUN
easat-10162	98	38	on	on	ADP
easat-10162	98	39	clinical	clinical	ADJ
easat-10162	98	40	decision	decision	NOUN
easat-10162	98	41	-	-	PUNCT
easat-10162	98	42	making	making	NOUN
easat-10162	98	43	[	[	X
easat-10162	98	44	39	39	NUM
easat-10162	98	45	]	]	PUNCT
easat-10162	98	46	.	.	PUNCT
easat-10162	99	1	likewise	likewise	ADV
easat-10162	99	2	,	,	PUNCT
easat-10162	99	3	for	for	ADP
easat-10162	99	4	early	early	ADJ
easat-10162	99	5	gastric	gastric	ADJ
easat-10162	99	6	cancer	cancer	NOUN
easat-10162	99	7	diagnosis	diagnosis	NOUN
easat-10162	99	8	,	,	PUNCT
easat-10162	99	9	a	a	DET
easat-10162	99	10	system	system	NOUN
easat-10162	99	11	utilizing	utilize	VERB
easat-10162	99	12	deep	deep	ADJ
easat-10162	99	13	convolutional	convolutional	ADJ
easat-10162	99	14	neural	neural	ADJ
easat-10162	99	15	networks	network	NOUN
easat-10162	99	16	achieved	achieve	VERB
easat-10162	99	17	a	a	DET
easat-10162	99	18	diagnostic	diagnostic	ADJ
easat-10162	99	19	sensitivity	sensitivity	NOUN
easat-10162	99	20	of	of	ADP
easat-10162	99	21	92.08	92.08	NUM
easat-10162	99	22	%	%	NOUN
easat-10162	99	23	,	,	PUNCT
easat-10162	99	24	markedly	markedly	ADV
easat-10162	99	25	surpassing	surpass	VERB
easat-10162	99	26	the	the	DET
easat-10162	99	27	performance	performance	NOUN
easat-10162	99	28	of	of	ADP
easat-10162	99	29	seasoned	season	VERB
easat-10162	99	30	endoscopists	endoscopist	NOUN
easat-10162	99	31	and	and	CCONJ
easat-10162	99	32	demonstrating	demonstrate	VERB
easat-10162	99	33	its	its	PRON
easat-10162	99	34	potential	potential	NOUN
easat-10162	99	35	in	in	ADP
easat-10162	99	36	clinical	clinical	ADJ
easat-10162	99	37	environments	environment	NOUN
easat-10162	99	38	with	with	ADP
easat-10162	99	39	limited	limited	ADJ
easat-10162	99	40	resources	resource	NOUN
easat-10162	99	41	[	[	X
easat-10162	99	42	40	40	NUM
easat-10162	99	43	]	]	PUNCT
easat-10162	99	44	.	.	PUNCT
easat-10162	100	1	recent	recent	ADJ
easat-10162	100	2	advancements	advancement	NOUN
easat-10162	100	3	in	in	ADP
easat-10162	100	4	artificial	artificial	ADJ
easat-10162	100	5	intelligence	intelligence	NOUN
easat-10162	100	6	(	(	PUNCT
easat-10162	100	7	ai	ai	VERB
easat-10162	100	8	)	)	PUNCT
easat-10162	100	9	have	have	AUX
easat-10162	100	10	facilitated	facilitate	VERB
easat-10162	100	11	the	the	DET
easat-10162	100	12	use	use	NOUN
easat-10162	100	13	of	of	ADP
easat-10162	100	14	diverse	diverse	ADJ
easat-10162	100	15	models	model	NOUN
easat-10162	100	16	for	for	ADP
easat-10162	100	17	the	the	DET
easat-10162	100	18	diagnosis	diagnosis	NOUN
easat-10162	100	19	,	,	PUNCT
easat-10162	100	20	prediction	prediction	NOUN
easat-10162	100	21	of	of	ADP
easat-10162	100	22	outcomes	outcome	NOUN
easat-10162	100	23	,	,	PUNCT
easat-10162	100	24	and	and	CCONJ
easat-10162	100	25	treatment	treatment	NOUN
easat-10162	100	26	of	of	ADP
easat-10162	100	27	different	different	ADJ
easat-10162	100	28	cancer	cancer	NOUN
easat-10162	100	29	types	type	NOUN
easat-10162	100	30	.	.	PUNCT
easat-10162	101	1	table	table	NOUN
easat-10162	101	2	1	1	NUM
easat-10162	101	3	presents	present	VERB
easat-10162	101	4	an	an	DET
easat-10162	101	5	overview	overview	NOUN
easat-10162	101	6	of	of	ADP
easat-10162	101	7	the	the	DET
easat-10162	101	8	leading	lead	VERB
easat-10162	101	9	ai	ai	NOUN
easat-10162	101	10	models	model	NOUN
easat-10162	101	11	,	,	PUNCT
easat-10162	101	12	their	their	PRON
easat-10162	101	13	performance	performance	NOUN
easat-10162	101	14	metrics	metric	NOUN
easat-10162	101	15	,	,	PUNCT
easat-10162	101	16	and	and	CCONJ
easat-10162	101	17	their	their	PRON
easat-10162	101	18	primary	primary	ADJ
easat-10162	101	19	clinical	clinical	ADJ
easat-10162	101	20	uses	use	NOUN
easat-10162	101	21	(	(	PUNCT
easat-10162	101	22	table	table	NOUN
easat-10162	101	23	1	1	NUM
easat-10162	101	24	)	)	PUNCT
easat-10162	101	25	.	.	PUNCT
easat-10162	102	1	this	this	DET
easat-10162	102	2	information	information	NOUN
easat-10162	102	3	underscores	underscore	VERB
easat-10162	102	4	how	how	SCONJ
easat-10162	102	5	new	new	ADJ
easat-10162	102	6	technologies	technology	NOUN
easat-10162	102	7	are	be	AUX
easat-10162	102	8	revolutionizing	revolutionize	VERB
easat-10162	102	9	oncology	oncology	NOUN
easat-10162	102	10	by	by	ADP
easat-10162	102	11	offering	offer	VERB
easat-10162	102	12	precise	precise	ADJ
easat-10162	102	13	and	and	CCONJ
easat-10162	102	14	effective	effective	ADJ
easat-10162	102	15	tools	tool	NOUN
easat-10162	102	16	.	.	PUNCT
easat-10162	103	1	table	table	NOUN
easat-10162	103	2	1	1	NUM
easat-10162	103	3	.	.	PUNCT
easat-10162	104	1	summary	summary	NOUN
easat-10162	104	2	of	of	ADP
easat-10162	104	3	ai	ai	PROPN
easat-10162	104	4	models	model	NOUN
easat-10162	104	5	,	,	PUNCT
easat-10162	104	6	performance	performance	NOUN
easat-10162	104	7	metrics	metric	NOUN
easat-10162	104	8	,	,	PUNCT
easat-10162	104	9	and	and	CCONJ
easat-10162	104	10	clinical	clinical	ADJ
easat-10162	104	11	applications	application	NOUN
easat-10162	104	12	.	.	PUNCT
easat-10162	105	1	cancer	cancer	NOUN
easat-10162	105	2	type	type	NOUN
easat-10162	105	3	ai	ai	VERB
easat-10162	105	4	model	model	NOUN
easat-10162	105	5	performance	performance	NOUN
easat-10162	105	6	metrics	metric	NOUN
easat-10162	105	7	clinical	clinical	ADJ
easat-10162	105	8	application	application	NOUN
easat-10162	105	9	breast	breast	NOUN
easat-10162	105	10	cancer	cancer	NOUN
easat-10162	105	11	catboost	catboost	NOUN
easat-10162	106	1	+	+	CCONJ
easat-10162	106	2	mlp	mlp	NOUN
easat-10162	106	3	neural	neural	ADJ
easat-10162	106	4	network	network	NOUN
easat-10162	106	5	auc	auc	NOUN
easat-10162	106	6	:	:	PUNCT
easat-10162	106	7	0.98	0.98	NUM
easat-10162	106	8	,	,	PUNCT
easat-10162	106	9	sens	sen	NOUN
easat-10162	106	10	:	:	PUNCT
easat-10162	106	11	98.06	98.06	NUM
easat-10162	106	12	%	%	NOUN
easat-10162	106	13	tissue	tissue	NOUN
easat-10162	106	14	classification	classification	NOUN
easat-10162	106	15	colorectal	colorectal	ADJ
easat-10162	106	16	cancer	cancer	NOUN
easat-10162	106	17	machine	machine	NOUN
easat-10162	106	18	learning	learning	NOUN
easat-10162	106	19	(	(	PUNCT
easat-10162	106	20	dmmr	dmmr	NOUN
easat-10162	106	21	)	)	PUNCT
easat-10162	106	22	auc	auc	NOUN
easat-10162	106	23	:	:	PUNCT
easat-10162	106	24	0.832	0.832	NUM
easat-10162	106	25	pre	pre	ADJ
easat-10162	106	26	-	-	ADJ
easat-10162	106	27	surgical	surgical	ADJ
easat-10162	106	28	detection	detection	NOUN
easat-10162	106	29	skin	skin	NOUN
easat-10162	106	30	cancer	cancer	NOUN
easat-10162	106	31	convolutional	convolutional	ADJ
easat-10162	106	32	neural	neural	ADJ
easat-10162	106	33	network	network	NOUN
easat-10162	106	34	improvement	improvement	NOUN
easat-10162	106	35	:	:	PUNCT
easat-10162	106	36	15.6	15.6	NUM
easat-10162	106	37	%	%	NOUN
easat-10162	106	38	in	in	ADP
easat-10162	106	39	accuracy	accuracy	NOUN
easat-10162	106	40	skin	skin	NOUN
easat-10162	106	41	tumor	tumor	NOUN
easat-10162	106	42	classification	classification	NOUN
easat-10162	106	43	liver	liver	NOUN
easat-10162	106	44	cancer	cancer	NOUN
easat-10162	106	45	ai	ai	NOUN
easat-10162	106	46	-	-	PUNCT
easat-10162	106	47	based	base	VERB
easat-10162	106	48	proteomics	proteomic	NOUN
easat-10162	106	49	auc	auc	NOUN
easat-10162	106	50	:	:	PUNCT
easat-10162	106	51	0.988	0.988	NUM
easat-10162	106	52	treatment	treatment	NOUN
easat-10162	106	53	response	response	NOUN
easat-10162	106	54	(	(	PUNCT
easat-10162	106	55	sorafenib	sorafenib	PROPN
easat-10162	106	56	)	)	PUNCT
easat-10162	106	57	brain	brain	NOUN
easat-10162	106	58	cancer	cancer	NOUN
easat-10162	106	59	u	u	PROPN
easat-10162	106	60	-	-	ADJ
easat-10162	106	61	net	net	ADJ
easat-10162	106	62	architecture	architecture	NOUN
easat-10162	106	63	dice	dice	NOUN
easat-10162	106	64	score	score	NOUN
easat-10162	106	65	:	:	PUNCT
easat-10162	106	66	91.38	91.38	NUM
easat-10162	106	67	%	%	NOUN
easat-10162	106	68	brain	brain	NOUN
easat-10162	106	69	tumor	tumor	NOUN
easat-10162	106	70	segmentation	segmentation	NOUN
easat-10162	106	71	stomach	stomach	NOUN
easat-10162	106	72	cancer	cancer	PROPN
easat-10162	106	73	deep	deep	PROPN
easat-10162	106	74	cnn	cnn	PROPN
easat-10162	106	75	sens	sens	PROPN
easat-10162	106	76	:	:	PUNCT
easat-10162	106	77	92.08	92.08	NUM
easat-10162	106	78	%	%	NOUN
easat-10162	106	79	early	early	ADJ
easat-10162	106	80	diagnosis	diagnosis	NOUN
easat-10162	106	81	below	below	ADV
easat-10162	106	82	is	be	AUX
easat-10162	106	83	a	a	DET
easat-10162	106	84	summary	summary	NOUN
easat-10162	106	85	of	of	ADP
easat-10162	106	86	the	the	DET
easat-10162	106	87	most	most	ADV
easat-10162	106	88	relevant	relevant	ADJ
easat-10162	106	89	clinical	clinical	ADJ
easat-10162	106	90	applications	application	NOUN
easat-10162	106	91	of	of	ADP
easat-10162	106	92	ai	ai	PROPN
easat-10162	106	93	models	model	NOUN
easat-10162	106	94	in	in	ADP
easat-10162	106	95	oncology	oncology	NOUN
easat-10162	106	96	,	,	PUNCT
easat-10162	106	97	along	along	ADP
easat-10162	106	98	with	with	ADP
easat-10162	106	99	key	key	ADJ
easat-10162	106	100	findings	finding	NOUN
easat-10162	106	101	that	that	PRON
easat-10162	106	102	demonstrate	demonstrate	VERB
easat-10162	106	103	their	their	PRON
easat-10162	106	104	impact	impact	NOUN
easat-10162	106	105	on	on	ADP
easat-10162	106	106	improving	improve	VERB
easat-10162	106	107	cancer	cancer	NOUN
easat-10162	106	108	diagnosis	diagnosis	NOUN
easat-10162	106	109	and	and	CCONJ
easat-10162	106	110	treatment	treatment	NOUN
easat-10162	106	111	(	(	PUNCT
easat-10162	106	112	see	see	VERB
easat-10162	106	113	table	table	NOUN
easat-10162	106	114	2	2	NUM
easat-10162	106	115	)	)	PUNCT
easat-10162	106	116	.	.	PUNCT
easat-10162	107	1	1566	1566	NUM
easat-10162	107	2	edelweiss	edelweiss	PROPN
easat-10162	107	3	applied	apply	VERB
easat-10162	107	4	science	science	NOUN
easat-10162	107	5	and	and	CCONJ
easat-10162	107	6	technology	technology	NOUN
easat-10162	107	7	issn	issn	PROPN
easat-10162	107	8	:	:	PUNCT
easat-10162	107	9	2576	2576	NUM
easat-10162	107	10	-	-	SYM
easat-10162	107	11	8484	8484	NUM
easat-10162	107	12	vol	vol	NOUN
easat-10162	107	13	.	.	PROPN
easat-10162	108	1	9	9	NUM
easat-10162	108	2	,	,	PUNCT
easat-10162	108	3	no	no	INTJ
easat-10162	108	4	.	.	NOUN
easat-10162	108	5	9	9	NUM
easat-10162	108	6	:	:	SYM
easat-10162	108	7	1562	1562	NUM
easat-10162	108	8	-	-	SYM
easat-10162	108	9	1572	1572	NUM
easat-10162	108	10	,	,	PUNCT
easat-10162	108	11	2025	2025	NUM
easat-10162	108	12	doi	doi	NOUN
easat-10162	108	13	:	:	PUNCT
easat-10162	108	14	10.55214/2576	10.55214/2576	NUM
easat-10162	108	15	-	-	PUNCT
easat-10162	108	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	108	17	©	©	PROPN
easat-10162	108	18	2025	2025	NUM
easat-10162	108	19	by	by	ADP
easat-10162	108	20	the	the	DET
easat-10162	108	21	authors	author	NOUN
easat-10162	108	22	;	;	PUNCT
easat-10162	108	23	licensee	licensee	PROPN
easat-10162	108	24	learning	learn	VERB
easat-10162	108	25	gate	gate	NOUN
easat-10162	108	26	table	table	NOUN
easat-10162	108	27	2	2	NUM
easat-10162	108	28	.	.	PUNCT
easat-10162	108	29	clinical	clinical	ADJ
easat-10162	108	30	applications	application	NOUN
easat-10162	108	31	and	and	CCONJ
easat-10162	108	32	key	key	ADJ
easat-10162	108	33	outcomes	outcome	NOUN
easat-10162	108	34	of	of	ADP
easat-10162	108	35	ai	ai	PROPN
easat-10162	108	36	models	model	NOUN
easat-10162	108	37	.	.	PUNCT
easat-10162	109	1	cancer	cancer	NOUN
easat-10162	109	2	type	type	NOUN
easat-10162	109	3	clinical	clinical	ADJ
easat-10162	109	4	application	application	NOUN
easat-10162	109	5	ai	ai	VERB
easat-10162	109	6	model	model	NOUN
easat-10162	109	7	key	key	ADJ
easat-10162	109	8	outcomes	outcome	NOUN
easat-10162	109	9	breast	breast	NOUN
easat-10162	109	10	cancer	cancer	NOUN
easat-10162	109	11	tissue	tissue	NOUN
easat-10162	109	12	classification	classification	NOUN
easat-10162	109	13	catboost	catboost	NOUN
easat-10162	110	1	+	+	CCONJ
easat-10162	110	2	mlp	mlp	NOUN
easat-10162	110	3	neural	neural	ADJ
easat-10162	110	4	network	network	NOUN
easat-10162	110	5	98.06	98.06	NUM
easat-10162	110	6	%	%	NOUN
easat-10162	110	7	accuracy	accuracy	NOUN
easat-10162	110	8	in	in	ADP
easat-10162	110	9	classifying	classify	VERB
easat-10162	110	10	malignant	malignant	ADJ
easat-10162	110	11	and	and	CCONJ
easat-10162	110	12	benign	benign	ADJ
easat-10162	110	13	tissues	tissue	NOUN
easat-10162	110	14	colorectal	colorectal	ADJ
easat-10162	110	15	cancer	cancer	NOUN
easat-10162	110	16	pre	pre	ADJ
easat-10162	110	17	-	-	ADJ
easat-10162	110	18	surgical	surgical	ADJ
easat-10162	110	19	detection	detection	NOUN
easat-10162	110	20	of	of	ADP
easat-10162	110	21	dmmr	dmmr	ADJ
easat-10162	110	22	machine	machine	NOUN
easat-10162	110	23	learning	learning	NOUN
easat-10162	110	24	(	(	PUNCT
easat-10162	110	25	dmmr	dmmr	NOUN
easat-10162	110	26	)	)	PUNCT
easat-10162	110	27	auc	auc	NOUN
easat-10162	110	28	:	:	PUNCT
easat-10162	110	29	0.832	0.832	NUM
easat-10162	110	30	,	,	PUNCT
easat-10162	110	31	improving	improve	VERB
easat-10162	110	32	pre	pre	ADJ
easat-10162	110	33	-	-	ADJ
easat-10162	110	34	surgical	surgical	ADJ
easat-10162	110	35	detection	detection	NOUN
easat-10162	110	36	of	of	ADP
easat-10162	110	37	mismatch	mismatch	ADJ
easat-10162	110	38	repair	repair	NOUN
easat-10162	110	39	deficiency	deficiency	NOUN
easat-10162	110	40	skin	skin	NOUN
easat-10162	110	41	cancer	cancer	NOUN
easat-10162	110	42	skin	skin	NOUN
easat-10162	110	43	tumor	tumor	NOUN
easat-10162	110	44	classification	classification	NOUN
easat-10162	110	45	convolutional	convolutional	ADJ
easat-10162	110	46	neural	neural	ADJ
easat-10162	110	47	network	network	NOUN
easat-10162	110	48	15.6	15.6	NUM
easat-10162	110	49	%	%	NOUN
easat-10162	110	50	improvement	improvement	NOUN
easat-10162	110	51	in	in	ADP
easat-10162	110	52	diagnostic	diagnostic	ADJ
easat-10162	110	53	accuracy	accuracy	NOUN
easat-10162	110	54	liver	liver	NOUN
easat-10162	110	55	cancer	cancer	NOUN
easat-10162	110	56	prediction	prediction	NOUN
easat-10162	110	57	of	of	ADP
easat-10162	110	58	treatment	treatment	NOUN
easat-10162	110	59	response	response	NOUN
easat-10162	110	60	(	(	PUNCT
easat-10162	110	61	sorafenib	sorafenib	PROPN
easat-10162	110	62	)	)	PUNCT
easat-10162	110	63	ai	ai	NOUN
easat-10162	110	64	-	-	PUNCT
easat-10162	110	65	based	base	VERB
easat-10162	110	66	proteomics	proteomic	NOUN
easat-10162	110	67	auc	auc	NOUN
easat-10162	110	68	:	:	PUNCT
easat-10162	110	69	0.988	0.988	NUM
easat-10162	110	70	,	,	PUNCT
easat-10162	110	71	optimizing	optimize	VERB
easat-10162	110	72	patient	patient	ADJ
easat-10162	110	73	selection	selection	NOUN
easat-10162	110	74	for	for	ADP
easat-10162	110	75	targeted	target	VERB
easat-10162	110	76	therapy	therapy	NOUN
easat-10162	110	77	brain	brain	NOUN
easat-10162	110	78	cancer	cancer	NOUN
easat-10162	110	79	brain	brain	NOUN
easat-10162	110	80	tumor	tumor	PROPN
easat-10162	110	81	segmentation	segmentation	PROPN
easat-10162	110	82	u	u	ADJ
easat-10162	110	83	-	-	ADJ
easat-10162	110	84	net	net	ADJ
easat-10162	110	85	architecture	architecture	NOUN
easat-10162	110	86	dice	dice	NOUN
easat-10162	110	87	score	score	NOUN
easat-10162	110	88	:	:	PUNCT
easat-10162	110	89	91.38	91.38	NUM
easat-10162	110	90	%	%	NOUN
easat-10162	110	91	,	,	PUNCT
easat-10162	110	92	enhancing	enhance	VERB
easat-10162	110	93	segmentation	segmentation	NOUN
easat-10162	110	94	accuracy	accuracy	NOUN
easat-10162	110	95	in	in	ADP
easat-10162	110	96	mri	mri	NOUN
easat-10162	110	97	imaging	imaging	NOUN
easat-10162	110	98	stomach	stomach	NOUN
easat-10162	110	99	cancer	cancer	NOUN
easat-10162	110	100	early	early	ADJ
easat-10162	110	101	diagnosis	diagnosis	NOUN
easat-10162	110	102	deep	deep	ADJ
easat-10162	110	103	cnn	cnn	PROPN
easat-10162	110	104	sensitivity	sensitivity	NOUN
easat-10162	110	105	of	of	ADP
easat-10162	110	106	92.08	92.08	NUM
easat-10162	110	107	%	%	NOUN
easat-10162	110	108	,	,	PUNCT
easat-10162	110	109	outperforming	outperform	VERB
easat-10162	110	110	both	both	CCONJ
easat-10162	110	111	junior	junior	ADJ
easat-10162	110	112	and	and	CCONJ
easat-10162	110	113	senior	senior	ADJ
easat-10162	110	114	endoscopists	endoscopist	NOUN
easat-10162	110	115	bladder	bladder	NOUN
easat-10162	110	116	cancer	cancer	NOUN
easat-10162	110	117	identification	identification	NOUN
easat-10162	110	118	of	of	ADP
easat-10162	110	119	postsurgical	postsurgical	ADJ
easat-10162	110	120	biomarkers	biomarker	NOUN
easat-10162	110	121	random	random	ADJ
easat-10162	110	122	forest	forest	NOUN
easat-10162	110	123	auc	auc	NOUN
easat-10162	110	124	:	:	PUNCT
easat-10162	110	125	0.92–0.96	0.92–0.96	NUM
easat-10162	110	126	for	for	ADP
easat-10162	110	127	survival	survival	NOUN
easat-10162	110	128	prediction	prediction	NOUN
easat-10162	110	129	at	at	ADP
easat-10162	110	130	1	1	NUM
easat-10162	110	131	,	,	PUNCT
easat-10162	110	132	3	3	NUM
easat-10162	110	133	,	,	PUNCT
easat-10162	110	134	and	and	CCONJ
easat-10162	110	135	5	5	NUM
easat-10162	110	136	years	year	NOUN
easat-10162	110	137	lung	lung	NOUN
easat-10162	110	138	cancer	cancer	NOUN
easat-10162	110	139	survival	survival	PROPN
easat-10162	110	140	prediction	prediction	NOUN
easat-10162	110	141	radiomic	radiomic	ADJ
easat-10162	110	142	model	model	NOUN
easat-10162	110	143	c	c	NOUN
easat-10162	110	144	-	-	PUNCT
easat-10162	110	145	index	index	NOUN
easat-10162	110	146	:	:	PUNCT
easat-10162	110	147	0.841	0.841	NUM
easat-10162	110	148	,	,	PUNCT
easat-10162	110	149	facilitating	facilitate	VERB
easat-10162	110	150	personalized	personalized	ADJ
easat-10162	110	151	treatment	treatment	NOUN
easat-10162	110	152	selection	selection	NOUN
easat-10162	110	153	the	the	DET
easat-10162	110	154	findings	finding	NOUN
easat-10162	110	155	indicate	indicate	VERB
easat-10162	110	156	that	that	SCONJ
easat-10162	110	157	ai	ai	NOUN
easat-10162	110	158	models	model	NOUN
easat-10162	110	159	have	have	AUX
easat-10162	110	160	not	not	PART
easat-10162	110	161	only	only	ADV
easat-10162	110	162	greatly	greatly	ADV
easat-10162	110	163	enhanced	enhance	VERB
easat-10162	110	164	performance	performance	NOUN
easat-10162	110	165	metrics	metric	NOUN
easat-10162	110	166	,	,	PUNCT
easat-10162	110	167	such	such	ADJ
easat-10162	110	168	as	as	ADP
easat-10162	110	169	accuracy	accuracy	NOUN
easat-10162	110	170	and	and	CCONJ
easat-10162	110	171	sensitivity	sensitivity	NOUN
easat-10162	110	172	,	,	PUNCT
easat-10162	110	173	but	but	CCONJ
easat-10162	110	174	also	also	ADV
easat-10162	110	175	supported	support	VERB
easat-10162	110	176	essential	essential	ADJ
easat-10162	110	177	applications	application	NOUN
easat-10162	110	178	in	in	ADP
easat-10162	110	179	oncology	oncology	NOUN
easat-10162	110	180	,	,	PUNCT
easat-10162	110	181	from	from	ADP
easat-10162	110	182	early	early	ADJ
easat-10162	110	183	detection	detection	NOUN
easat-10162	110	184	to	to	ADP
easat-10162	110	185	tailored	tailor	VERB
easat-10162	110	186	treatment	treatment	NOUN
easat-10162	110	187	planning	planning	NOUN
easat-10162	110	188	.	.	PUNCT
easat-10162	111	1	additionally	additionally	ADV
easat-10162	111	2	,	,	PUNCT
easat-10162	111	3	it	it	PRON
easat-10162	111	4	is	be	AUX
easat-10162	111	5	clear	clear	ADJ
easat-10162	111	6	that	that	SCONJ
easat-10162	111	7	advancements	advancement	NOUN
easat-10162	111	8	in	in	ADP
easat-10162	111	9	ai	ai	PROPN
easat-10162	111	10	allow	allow	VERB
easat-10162	111	11	for	for	ADP
easat-10162	111	12	more	more	ADV
easat-10162	111	13	informed	informed	ADJ
easat-10162	111	14	decision	decision	NOUN
easat-10162	111	15	-	-	PUNCT
easat-10162	111	16	making	making	NOUN
easat-10162	111	17	and	and	CCONJ
easat-10162	111	18	more	more	ADV
easat-10162	111	19	accurate	accurate	ADJ
easat-10162	111	20	patient	patient	ADJ
easat-10162	111	21	care	care	NOUN
easat-10162	111	22	.	.	PUNCT
easat-10162	112	1	4	4	X
easat-10162	112	2	.	.	X
easat-10162	112	3	discussion	discussion	NOUN
easat-10162	112	4	this	this	DET
easat-10162	112	5	systematic	systematic	ADJ
easat-10162	112	6	review	review	NOUN
easat-10162	112	7	underscores	underscore	VERB
easat-10162	112	8	the	the	DET
easat-10162	112	9	revolutionary	revolutionary	ADJ
easat-10162	112	10	role	role	NOUN
easat-10162	112	11	of	of	ADP
easat-10162	112	12	artificial	artificial	ADJ
easat-10162	112	13	intelligence	intelligence	NOUN
easat-10162	112	14	(	(	PUNCT
easat-10162	112	15	ai	ai	NOUN
easat-10162	112	16	)	)	PUNCT
easat-10162	112	17	in	in	ADP
easat-10162	112	18	cancer	cancer	NOUN
easat-10162	112	19	diagnosis	diagnosis	NOUN
easat-10162	112	20	and	and	CCONJ
easat-10162	112	21	treatment	treatment	NOUN
easat-10162	112	22	,	,	PUNCT
easat-10162	112	23	offering	offer	VERB
easat-10162	112	24	sophisticated	sophisticated	ADJ
easat-10162	112	25	tools	tool	NOUN
easat-10162	112	26	that	that	PRON
easat-10162	112	27	outperform	outperform	VERB
easat-10162	112	28	traditional	traditional	ADJ
easat-10162	112	29	methods	method	NOUN
easat-10162	112	30	in	in	ADP
easat-10162	112	31	various	various	ADJ
easat-10162	112	32	areas	area	NOUN
easat-10162	112	33	of	of	ADP
easat-10162	112	34	oncology	oncology	NOUN
easat-10162	112	35	.	.	PUNCT
easat-10162	113	1	4.1	4.1	NUM
easat-10162	113	2	.	.	PUNCT
easat-10162	113	3	application	application	NOUN
easat-10162	113	4	of	of	ADP
easat-10162	113	5	ai	ai	PROPN
easat-10162	113	6	models	model	NOUN
easat-10162	113	7	in	in	ADP
easat-10162	113	8	oncological	oncological	ADJ
easat-10162	113	9	diagnosis	diagnosis	NOUN
easat-10162	113	10	machine	machine	NOUN
easat-10162	113	11	learning	learning	NOUN
easat-10162	113	12	models	model	NOUN
easat-10162	113	13	have	have	AUX
easat-10162	113	14	demonstrated	demonstrate	VERB
easat-10162	113	15	their	their	PRON
easat-10162	113	16	effectiveness	effectiveness	NOUN
easat-10162	113	17	in	in	ADP
easat-10162	113	18	improving	improve	VERB
easat-10162	113	19	diagnostic	diagnostic	ADJ
easat-10162	113	20	accuracy	accuracy	NOUN
easat-10162	113	21	across	across	ADP
easat-10162	113	22	various	various	ADJ
easat-10162	113	23	cancer	cancer	NOUN
easat-10162	113	24	types	type	NOUN
easat-10162	113	25	.	.	PUNCT
easat-10162	114	1	in	in	ADP
easat-10162	114	2	colorectal	colorectal	ADJ
easat-10162	114	3	cancer	cancer	NOUN
easat-10162	114	4	,	,	PUNCT
easat-10162	114	5	the	the	DET
easat-10162	114	6	model	model	NOUN
easat-10162	114	7	created	create	VERB
easat-10162	114	8	by	by	ADP
easat-10162	114	9	xu	xu	PROPN
easat-10162	114	10	,	,	PUNCT
easat-10162	114	11	et	et	PROPN
easat-10162	114	12	al	al	PROPN
easat-10162	114	13	.	.	PUNCT
easat-10162	115	1	[	[	X
easat-10162	115	2	23	23	NUM
easat-10162	115	3	]	]	PUNCT
easat-10162	115	4	achieved	achieve	VERB
easat-10162	115	5	an	an	DET
easat-10162	115	6	auc	auc	NOUN
easat-10162	115	7	of	of	ADP
easat-10162	115	8	0.832	0.832	NUM
easat-10162	115	9	,	,	PUNCT
easat-10162	115	10	significantly	significantly	ADV
easat-10162	115	11	enhancing	enhance	VERB
easat-10162	115	12	the	the	DET
easat-10162	115	13	presurgical	presurgical	ADJ
easat-10162	115	14	detection	detection	NOUN
easat-10162	115	15	of	of	ADP
easat-10162	115	16	mismatch	mismatch	ADJ
easat-10162	115	17	repair	repair	NOUN
easat-10162	115	18	deficiency	deficiency	NOUN
easat-10162	115	19	(	(	PUNCT
easat-10162	115	20	dmmr	dmmr	NOUN
easat-10162	115	21	)	)	PUNCT
easat-10162	115	22	.	.	PUNCT
easat-10162	116	1	this	this	DET
easat-10162	116	2	progress	progress	NOUN
easat-10162	116	3	highlights	highlight	NOUN
easat-10162	116	4	ai	ai	VERB
easat-10162	116	5	's	's	PART
easat-10162	116	6	capability	capability	NOUN
easat-10162	116	7	of	of	ADP
easat-10162	116	8	ai	ai	VERB
easat-10162	116	9	to	to	PART
easat-10162	116	10	identify	identify	VERB
easat-10162	116	11	molecular	molecular	ADJ
easat-10162	116	12	biomarkers	biomarker	NOUN
easat-10162	116	13	with	with	ADP
easat-10162	116	14	greater	great	ADJ
easat-10162	116	15	accuracy	accuracy	NOUN
easat-10162	116	16	than	than	ADP
easat-10162	116	17	traditional	traditional	ADJ
easat-10162	116	18	methods	method	NOUN
easat-10162	116	19	,	,	PUNCT
easat-10162	116	20	thereby	thereby	ADV
easat-10162	116	21	optimizing	optimize	VERB
easat-10162	116	22	personalized	personalized	ADJ
easat-10162	116	23	treatments	treatment	NOUN
easat-10162	116	24	.	.	PUNCT
easat-10162	117	1	furthermore	furthermore	ADV
easat-10162	117	2	,	,	PUNCT
easat-10162	117	3	radiomic	radiomic	ADJ
easat-10162	117	4	models	model	NOUN
easat-10162	117	5	,	,	PUNCT
easat-10162	117	6	such	such	ADJ
easat-10162	117	7	as	as	ADP
easat-10162	117	8	those	those	PRON
easat-10162	117	9	detailed	detail	VERB
easat-10162	117	10	by	by	ADP
easat-10162	117	11	koyama	koyama	PROPN
easat-10162	117	12	,	,	PUNCT
easat-10162	117	13	et	et	PROPN
easat-10162	117	14	al	al	PROPN
easat-10162	117	15	.	.	PUNCT
easat-10162	118	1	[	[	X
easat-10162	118	2	25	25	NUM
easat-10162	118	3	]	]	PUNCT
easat-10162	118	4	excelled	excel	VERB
easat-10162	118	5	in	in	ADP
easat-10162	118	6	predicting	predict	VERB
easat-10162	118	7	survival	survival	NOUN
easat-10162	118	8	in	in	ADP
easat-10162	118	9	advanced	advanced	ADJ
easat-10162	118	10	lung	lung	NOUN
easat-10162	118	11	cancer	cancer	NOUN
easat-10162	118	12	,	,	PUNCT
easat-10162	118	13	achieving	achieve	VERB
easat-10162	118	14	a	a	DET
easat-10162	118	15	c	c	NOUN
easat-10162	118	16	-	-	PUNCT
easat-10162	118	17	index	index	NOUN
easat-10162	118	18	of	of	ADP
easat-10162	118	19	0.841	0.841	NUM
easat-10162	118	20	,	,	PUNCT
easat-10162	118	21	which	which	PRON
easat-10162	118	22	aids	aid	VERB
easat-10162	118	23	in	in	ADP
easat-10162	118	24	selecting	select	VERB
easat-10162	118	25	more	more	ADV
easat-10162	118	26	effective	effective	ADJ
easat-10162	118	27	treatments	treatment	NOUN
easat-10162	118	28	.	.	PUNCT
easat-10162	119	1	in	in	ADP
easat-10162	119	2	a	a	DET
easat-10162	119	3	study	study	NOUN
easat-10162	119	4	by	by	ADP
easat-10162	119	5	fen	fen	PROPN
easat-10162	119	6	,	,	PUNCT
easat-10162	119	7	et	et	PROPN
easat-10162	119	8	al	al	PROPN
easat-10162	119	9	.	.	PUNCT
easat-10162	120	1	[	[	X
easat-10162	120	2	40	40	NUM
easat-10162	120	3	]	]	PUNCT
easat-10162	120	4	deep	deep	ADJ
easat-10162	120	5	convolutional	convolutional	ADJ
easat-10162	120	6	neural	neural	ADJ
easat-10162	120	7	networks	network	NOUN
easat-10162	120	8	were	be	AUX
easat-10162	120	9	shown	show	VERB
easat-10162	120	10	to	to	PART
easat-10162	120	11	detect	detect	VERB
easat-10162	120	12	gastric	gastric	ADJ
easat-10162	120	13	cancer	cancer	NOUN
easat-10162	120	14	with	with	ADP
easat-10162	120	15	a	a	DET
easat-10162	120	16	sensitivity	sensitivity	NOUN
easat-10162	120	17	of	of	ADP
easat-10162	120	18	92.08	92.08	NUM
easat-10162	120	19	%	%	NOUN
easat-10162	120	20	,	,	PUNCT
easat-10162	120	21	surpassing	surpass	VERB
easat-10162	120	22	the	the	DET
easat-10162	120	23	performance	performance	NOUN
easat-10162	120	24	of	of	ADP
easat-10162	120	25	both	both	CCONJ
easat-10162	120	26	junior	junior	ADJ
easat-10162	120	27	and	and	CCONJ
easat-10162	120	28	senior	senior	ADJ
easat-10162	120	29	endoscopists	endoscopist	NOUN
easat-10162	120	30	.	.	PUNCT
easat-10162	121	1	this	this	PRON
easat-10162	121	2	highlights	highlight	VERB
easat-10162	121	3	the	the	DET
easat-10162	121	4	potential	potential	NOUN
easat-10162	121	5	of	of	ADP
easat-10162	121	6	ai	ai	VERB
easat-10162	121	7	in	in	ADP
easat-10162	121	8	clinical	clinical	ADJ
easat-10162	121	9	settings	setting	NOUN
easat-10162	121	10	with	with	ADP
easat-10162	121	11	limited	limited	ADJ
easat-10162	121	12	resources	resource	NOUN
easat-10162	121	13	,	,	PUNCT
easat-10162	121	14	where	where	SCONJ
easat-10162	121	15	professional	professional	ADJ
easat-10162	121	16	experience	experience	NOUN
easat-10162	121	17	may	may	AUX
easat-10162	121	18	adversely	adversely	ADV
easat-10162	121	19	affect	affect	VERB
easat-10162	121	20	the	the	DET
easat-10162	121	21	results	result	NOUN
easat-10162	121	22	.	.	PUNCT
easat-10162	122	1	additionally	additionally	ADV
easat-10162	122	2	,	,	PUNCT
easat-10162	122	3	the	the	DET
easat-10162	122	4	u	u	ADJ
easat-10162	122	5	-	-	ADJ
easat-10162	122	6	net	net	ADJ
easat-10162	122	7	architecture	architecture	NOUN
easat-10162	122	8	's	's	PART
easat-10162	122	9	effectiveness	effectiveness	NOUN
easat-10162	122	10	in	in	ADP
easat-10162	122	11	brain	brain	NOUN
easat-10162	122	12	tumor	tumor	NOUN
easat-10162	122	13	segmentation	segmentation	NOUN
easat-10162	122	14	was	be	AUX
easat-10162	122	15	demonstrated	demonstrate	VERB
easat-10162	122	16	by	by	ADP
easat-10162	122	17	uzun	uzun	PROPN
easat-10162	122	18	,	,	PUNCT
easat-10162	122	19	et	et	PROPN
easat-10162	122	20	al	al	PROPN
easat-10162	122	21	.	.	PUNCT
easat-10162	123	1	[	[	X
easat-10162	123	2	35	35	NUM
easat-10162	123	3	]	]	PUNCT
easat-10162	123	4	achieving	achieve	VERB
easat-10162	123	5	a	a	DET
easat-10162	123	6	dice	dice	NOUN
easat-10162	123	7	score	score	NOUN
easat-10162	123	8	of	of	ADP
easat-10162	123	9	91.38	91.38	NUM
easat-10162	123	10	%	%	NOUN
easat-10162	123	11	,	,	PUNCT
easat-10162	123	12	which	which	PRON
easat-10162	123	13	illustrates	illustrate	VERB
easat-10162	123	14	its	its	PRON
easat-10162	123	15	capability	capability	NOUN
easat-10162	123	16	in	in	ADP
easat-10162	123	17	processing	processing	NOUN
easat-10162	123	18	complex	complex	ADJ
easat-10162	123	19	medical	medical	ADJ
easat-10162	123	20	images	image	NOUN
easat-10162	123	21	.	.	PUNCT
easat-10162	124	1	4.2	4.2	NUM
easat-10162	124	2	.	.	PUNCT
easat-10162	125	1	innovations	innovation	NOUN
easat-10162	125	2	in	in	ADP
easat-10162	125	3	ai	ai	ADJ
easat-10162	125	4	-	-	PUNCT
easat-10162	125	5	assisted	assist	VERB
easat-10162	125	6	treatment	treatment	NOUN
easat-10162	125	7	ai	ai	VERB
easat-10162	125	8	has	have	AUX
easat-10162	125	9	transformed	transform	VERB
easat-10162	125	10	cancer	cancer	NOUN
easat-10162	125	11	treatment	treatment	NOUN
easat-10162	125	12	,	,	PUNCT
easat-10162	125	13	particularly	particularly	ADV
easat-10162	125	14	in	in	ADP
easat-10162	125	15	radiotherapy	radiotherapy	NOUN
easat-10162	125	16	and	and	CCONJ
easat-10162	125	17	surgical	surgical	ADJ
easat-10162	125	18	planning	planning	NOUN
easat-10162	125	19	.	.	PUNCT
easat-10162	126	1	according	accord	VERB
easat-10162	126	2	to	to	ADP
easat-10162	126	3	aggarwal	aggarwal	NOUN
easat-10162	126	4	,	,	PUNCT
easat-10162	126	5	et	et	PROPN
easat-10162	126	6	al	al	PROPN
easat-10162	126	7	.	.	PUNCT
easat-10162	127	1	[	[	X
easat-10162	127	2	27	27	NUM
easat-10162	127	3	]	]	X
easat-10162	127	4	ai	ai	VERB
easat-10162	127	5	technologies	technology	NOUN
easat-10162	127	6	have	have	AUX
easat-10162	127	7	drastically	drastically	ADV
easat-10162	127	8	reduced	reduce	VERB
easat-10162	127	9	radiotherapy	radiotherapy	NOUN
easat-10162	127	10	planning	planning	NOUN
easat-10162	127	11	times	time	NOUN
easat-10162	127	12	from	from	ADP
easat-10162	127	13	weeks	week	NOUN
easat-10162	127	14	to	to	ADP
easat-10162	127	15	minutes	minute	NOUN
easat-10162	127	16	for	for	ADP
easat-10162	127	17	cervical	cervical	ADJ
easat-10162	127	18	,	,	PUNCT
easat-10162	127	19	head	head	NOUN
easat-10162	127	20	,	,	PUNCT
easat-10162	127	21	and	and	CCONJ
easat-10162	127	22	neck	neck	NOUN
easat-10162	127	23	cancer	cancer	NOUN
easat-10162	127	24	.	.	PUNCT
easat-10162	128	1	this	this	DET
easat-10162	128	2	progress	progress	NOUN
easat-10162	128	3	not	not	PART
easat-10162	128	4	only	only	ADV
easat-10162	128	5	boosts	boost	VERB
easat-10162	128	6	efficiency	efficiency	NOUN
easat-10162	128	7	but	but	CCONJ
easat-10162	128	8	also	also	ADV
easat-10162	128	9	enhances	enhance	VERB
easat-10162	128	10	treatment	treatment	NOUN
easat-10162	128	11	accessibility	accessibility	NOUN
easat-10162	128	12	in	in	ADP
easat-10162	128	13	developing	develop	VERB
easat-10162	128	14	nations	nation	NOUN
easat-10162	128	15	,	,	PUNCT
easat-10162	128	16	thereby	thereby	ADV
easat-10162	128	17	fostering	foster	VERB
easat-10162	128	18	equity	equity	NOUN
easat-10162	128	19	in	in	ADP
easat-10162	128	20	cancer	cancer	NOUN
easat-10162	128	21	care	care	NOUN
easat-10162	128	22	.	.	PUNCT
easat-10162	129	1	similarly	similarly	ADV
easat-10162	129	2	,	,	PUNCT
easat-10162	129	3	weitz	weitz	PROPN
easat-10162	129	4	,	,	PUNCT
easat-10162	129	5	et	et	PROPN
easat-10162	129	6	al	al	PROPN
easat-10162	129	7	.	.	PUNCT
easat-10162	130	1	[	[	X
easat-10162	130	2	32	32	NUM
easat-10162	130	3	]	]	PUNCT
easat-10162	130	4	found	find	VERB
easat-10162	130	5	that	that	SCONJ
easat-10162	130	6	ai	ai	VERB
easat-10162	130	7	tools	tool	NOUN
easat-10162	130	8	for	for	ADP
easat-10162	130	9	creating	create	VERB
easat-10162	130	10	3d	3d	NUM
easat-10162	130	11	tumor	tumor	NOUN
easat-10162	130	12	models	model	NOUN
easat-10162	130	13	greatly	greatly	ADV
easat-10162	130	14	increased	increase	VERB
easat-10162	130	15	surgical	surgical	ADJ
easat-10162	130	16	success	success	NOUN
easat-10162	130	17	rates	rate	NOUN
easat-10162	130	18	and	and	CCONJ
easat-10162	130	19	patient	patient	ADJ
easat-10162	130	20	satisfaction	satisfaction	NOUN
easat-10162	130	21	in	in	ADP
easat-10162	130	22	breast	breast	NOUN
easat-10162	130	23	cancer	cancer	NOUN
easat-10162	130	24	treatment	treatment	NOUN
easat-10162	130	25	.	.	PUNCT
easat-10162	131	1	1567	1567	NUM
easat-10162	131	2	edelweiss	edelweiss	PROPN
easat-10162	131	3	applied	apply	VERB
easat-10162	131	4	science	science	NOUN
easat-10162	131	5	and	and	CCONJ
easat-10162	131	6	technology	technology	NOUN
easat-10162	131	7	issn	issn	PROPN
easat-10162	131	8	:	:	PUNCT
easat-10162	131	9	2576	2576	NUM
easat-10162	131	10	-	-	SYM
easat-10162	131	11	8484	8484	NUM
easat-10162	131	12	vol	vol	NOUN
easat-10162	131	13	.	.	PROPN
easat-10162	132	1	9	9	NUM
easat-10162	132	2	,	,	PUNCT
easat-10162	132	3	no	no	INTJ
easat-10162	132	4	.	.	NOUN
easat-10162	132	5	9	9	NUM
easat-10162	132	6	:	:	SYM
easat-10162	132	7	1562	1562	NUM
easat-10162	132	8	-	-	SYM
easat-10162	132	9	1572	1572	NUM
easat-10162	132	10	,	,	PUNCT
easat-10162	132	11	2025	2025	NUM
easat-10162	132	12	doi	doi	NOUN
easat-10162	132	13	:	:	PUNCT
easat-10162	132	14	10.55214/2576	10.55214/2576	NUM
easat-10162	132	15	-	-	PUNCT
easat-10162	132	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	132	17	©	©	PROPN
easat-10162	132	18	2025	2025	NUM
easat-10162	132	19	by	by	ADP
easat-10162	132	20	the	the	DET
easat-10162	132	21	authors	author	NOUN
easat-10162	132	22	;	;	PUNCT
easat-10162	132	23	licensee	licensee	PROPN
easat-10162	132	24	learning	learning	NOUN
easat-10162	132	25	gate	gate	VERB
easat-10162	132	26	recent	recent	ADJ
easat-10162	132	27	progress	progress	NOUN
easat-10162	132	28	in	in	ADP
easat-10162	132	29	immunotherapy	immunotherapy	NOUN
easat-10162	132	30	and	and	CCONJ
easat-10162	132	31	biomarker	biomarker	NOUN
easat-10162	132	32	research	research	NOUN
easat-10162	132	33	has	have	AUX
easat-10162	132	34	facilitated	facilitate	VERB
easat-10162	132	35	the	the	DET
easat-10162	132	36	discovery	discovery	NOUN
easat-10162	132	37	of	of	ADP
easat-10162	132	38	crucial	crucial	ADJ
easat-10162	132	39	genetic	genetic	ADJ
easat-10162	132	40	markers	marker	NOUN
easat-10162	132	41	linked	link	VERB
easat-10162	132	42	to	to	ADP
easat-10162	132	43	cancer	cancer	NOUN
easat-10162	132	44	progression	progression	NOUN
easat-10162	132	45	.	.	PUNCT
easat-10162	133	1	for	for	ADP
easat-10162	133	2	instance	instance	NOUN
easat-10162	133	3	,	,	PUNCT
easat-10162	133	4	xiao	xiao	PROPN
easat-10162	133	5	et	et	PROPN
easat-10162	133	6	al	al	PROPN
easat-10162	133	7	.	.	PUNCT
easat-10162	134	1	[	[	X
easat-10162	134	2	29	29	NUM
easat-10162	134	3	]	]	PUNCT
easat-10162	134	4	identified	identify	VERB
easat-10162	134	5	genes	gene	NOUN
easat-10162	134	6	associated	associate	VERB
easat-10162	134	7	with	with	ADP
easat-10162	134	8	the	the	DET
easat-10162	134	9	postoperative	postoperative	ADJ
easat-10162	134	10	advancement	advancement	NOUN
easat-10162	134	11	of	of	ADP
easat-10162	134	12	non	non	ADJ
easat-10162	134	13	-	-	ADJ
easat-10162	134	14	muscle	muscle	ADJ
easat-10162	134	15	-	-	PUNCT
easat-10162	134	16	invasive	invasive	ADJ
easat-10162	134	17	bladder	bladder	NOUN
easat-10162	134	18	cancer	cancer	NOUN
easat-10162	134	19	.	.	PUNCT
easat-10162	135	1	jia	jia	PROPN
easat-10162	135	2	et	et	PROPN
easat-10162	135	3	al	al	PROPN
easat-10162	135	4	.	.	PUNCT
easat-10162	136	1	[	[	X
easat-10162	136	2	30	30	NUM
easat-10162	136	3	]	]	PUNCT
easat-10162	136	4	created	create	VERB
easat-10162	136	5	a	a	DET
easat-10162	136	6	model	model	NOUN
easat-10162	136	7	based	base	VERB
easat-10162	136	8	on	on	ADP
easat-10162	136	9	lncrnas	lncrna	NOUN
easat-10162	136	10	,	,	PUNCT
easat-10162	136	11	achieving	achieve	VERB
easat-10162	136	12	auc	auc	ADJ
easat-10162	136	13	values	value	NOUN
easat-10162	136	14	over	over	ADP
easat-10162	136	15	0.785	0.785	NUM
easat-10162	136	16	to	to	PART
easat-10162	136	17	predict	predict	VERB
easat-10162	136	18	overall	overall	ADJ
easat-10162	136	19	survival	survival	NOUN
easat-10162	136	20	in	in	ADP
easat-10162	136	21	patients	patient	NOUN
easat-10162	136	22	with	with	ADP
easat-10162	136	23	hepatocellular	hepatocellular	ADJ
easat-10162	136	24	carcinoma	carcinoma	NOUN
easat-10162	136	25	.	.	PUNCT
easat-10162	137	1	these	these	DET
easat-10162	137	2	findings	finding	NOUN
easat-10162	137	3	highlight	highlight	VERB
easat-10162	137	4	the	the	DET
easat-10162	137	5	significance	significance	NOUN
easat-10162	137	6	of	of	ADP
easat-10162	137	7	incorporating	incorporate	VERB
easat-10162	137	8	ai	ai	VERB
easat-10162	137	9	into	into	ADP
easat-10162	137	10	multi	multi	ADJ
easat-10162	137	11	-	-	ADJ
easat-10162	137	12	omics	omic	NOUN
easat-10162	137	13	analyses	analysis	NOUN
easat-10162	137	14	to	to	PART
easat-10162	137	15	tailor	tailor	VERB
easat-10162	137	16	treatments	treatment	NOUN
easat-10162	137	17	and	and	CCONJ
easat-10162	137	18	enhance	enhance	VERB
easat-10162	137	19	prognosis	prognosis	NOUN
easat-10162	137	20	.	.	PUNCT
easat-10162	138	1	4.3	4.3	NUM
easat-10162	138	2	.	.	PUNCT
easat-10162	138	3	impact	impact	NOUN
easat-10162	138	4	of	of	ADP
easat-10162	138	5	ai	ai	VERB
easat-10162	138	6	on	on	ADP
easat-10162	138	7	specific	specific	ADJ
easat-10162	138	8	cancers	cancer	NOUN
easat-10162	138	9	in	in	ADP
easat-10162	138	10	the	the	DET
easat-10162	138	11	realm	realm	NOUN
easat-10162	138	12	of	of	ADP
easat-10162	138	13	breast	breast	NOUN
easat-10162	138	14	cancer	cancer	NOUN
easat-10162	138	15	,	,	PUNCT
easat-10162	138	16	hybrid	hybrid	NOUN
easat-10162	138	17	models	model	NOUN
easat-10162	138	18	that	that	PRON
easat-10162	138	19	integrate	integrate	VERB
easat-10162	138	20	catboost	catboost	NOUN
easat-10162	138	21	and	and	CCONJ
easat-10162	138	22	multilayer	multilayer	ADJ
easat-10162	138	23	perceptron	perceptron	PROPN
easat-10162	138	24	(	(	PUNCT
easat-10162	138	25	mlp	mlp	NOUN
easat-10162	138	26	)	)	PUNCT
easat-10162	138	27	neural	neural	ADJ
easat-10162	138	28	networks	network	NOUN
easat-10162	138	29	,	,	PUNCT
easat-10162	138	30	as	as	SCONJ
easat-10162	138	31	detailed	detail	VERB
easat-10162	138	32	by	by	ADP
easat-10162	138	33	srinivasu	srinivasu	PROPN
easat-10162	138	34	,	,	PUNCT
easat-10162	138	35	et	et	PROPN
easat-10162	138	36	al	al	PROPN
easat-10162	138	37	.	.	PUNCT
easat-10162	139	1	[	[	X
easat-10162	139	2	31	31	NUM
easat-10162	139	3	]	]	PUNCT
easat-10162	139	4	have	have	AUX
easat-10162	139	5	achieved	achieve	VERB
easat-10162	139	6	an	an	DET
easat-10162	139	7	accuracy	accuracy	NOUN
easat-10162	139	8	of	of	ADP
easat-10162	139	9	98.06	98.06	NUM
easat-10162	139	10	%	%	NOUN
easat-10162	139	11	,	,	PUNCT
easat-10162	139	12	offering	offer	VERB
easat-10162	139	13	interpretability	interpretability	NOUN
easat-10162	139	14	in	in	ADP
easat-10162	139	15	clinical	clinical	ADJ
easat-10162	139	16	decision	decision	NOUN
easat-10162	139	17	-	-	PUNCT
easat-10162	139	18	making	making	NOUN
easat-10162	139	19	through	through	ADP
easat-10162	139	20	explainable	explainable	ADJ
easat-10162	139	21	ai	ai	NOUN
easat-10162	139	22	(	(	PUNCT
easat-10162	139	23	xai	xai	PROPN
easat-10162	139	24	)	)	PUNCT
easat-10162	139	25	.	.	PUNCT
easat-10162	140	1	this	this	DET
easat-10162	140	2	progress	progress	NOUN
easat-10162	140	3	was	be	AUX
easat-10162	140	4	furthered	further	VERB
easat-10162	140	5	by	by	ADP
easat-10162	140	6	weitz	weitz	PROPN
easat-10162	140	7	,	,	PUNCT
easat-10162	140	8	et	et	PROPN
easat-10162	140	9	al	al	PROPN
easat-10162	140	10	.	.	PUNCT
easat-10162	141	1	[	[	X
easat-10162	141	2	32	32	NUM
easat-10162	141	3	]	]	PUNCT
easat-10162	141	4	who	who	PRON
easat-10162	141	5	enhanced	enhance	VERB
easat-10162	141	6	surgical	surgical	ADJ
easat-10162	141	7	planning	planning	NOUN
easat-10162	141	8	using	use	VERB
easat-10162	141	9	ai	ai	NOUN
easat-10162	141	10	tools	tool	NOUN
easat-10162	141	11	,	,	PUNCT
easat-10162	141	12	thereby	thereby	ADV
easat-10162	141	13	increasing	increase	VERB
easat-10162	141	14	the	the	DET
easat-10162	141	15	success	success	NOUN
easat-10162	141	16	rates	rate	NOUN
easat-10162	141	17	for	for	ADP
easat-10162	141	18	patients	patient	NOUN
easat-10162	141	19	with	with	ADP
easat-10162	141	20	breast	breast	NOUN
easat-10162	141	21	cancer	cancer	NOUN
easat-10162	141	22	.	.	PUNCT
easat-10162	142	1	moreover	moreover	ADV
easat-10162	142	2	,	,	PUNCT
easat-10162	142	3	arathi	arathi	PROPN
easat-10162	142	4	and	and	CCONJ
easat-10162	142	5	bai	bai	PROPN
easat-10162	143	1	[	[	X
easat-10162	143	2	33	33	NUM
easat-10162	143	3	]	]	PUNCT
easat-10162	143	4	achieved	achieve	VERB
easat-10162	143	5	a	a	DET
easat-10162	143	6	98.57	98.57	NUM
easat-10162	143	7	%	%	NOUN
easat-10162	143	8	accuracy	accuracy	NOUN
easat-10162	143	9	in	in	ADP
easat-10162	143	10	predicting	predict	VERB
easat-10162	143	11	recurrence	recurrence	NOUN
easat-10162	143	12	using	use	VERB
easat-10162	143	13	a	a	DET
easat-10162	143	14	dcnn	dcnn	PROPN
easat-10162	143	15	-	-	PUNCT
easat-10162	143	16	based	base	VERB
easat-10162	143	17	model	model	NOUN
easat-10162	143	18	,	,	PUNCT
easat-10162	143	19	which	which	PRON
easat-10162	143	20	aids	aid	VERB
easat-10162	143	21	in	in	ADP
easat-10162	143	22	optimizing	optimize	VERB
easat-10162	143	23	therapeutic	therapeutic	ADJ
easat-10162	143	24	strategies	strategy	NOUN
easat-10162	143	25	.	.	PUNCT
easat-10162	144	1	in	in	ADP
easat-10162	144	2	their	their	PRON
easat-10162	144	3	2022	2022	NUM
easat-10162	144	4	study	study	NOUN
easat-10162	144	5	,	,	PUNCT
easat-10162	144	6	song	song	NOUN
easat-10162	144	7	,	,	PUNCT
easat-10162	144	8	et	et	PROPN
easat-10162	144	9	al	al	PROPN
easat-10162	144	10	.	.	PUNCT
easat-10162	145	1	[	[	X
easat-10162	145	2	36	36	NUM
easat-10162	145	3	]	]	PUNCT
easat-10162	145	4	employed	employ	VERB
easat-10162	145	5	metabolic	metabolic	NOUN
easat-10162	145	6	fingerprinting	fingerprint	VERB
easat-10162	145	7	to	to	PART
easat-10162	145	8	identify	identify	VERB
easat-10162	145	9	triple	triple	ADJ
easat-10162	145	10	-	-	PUNCT
easat-10162	145	11	negative	negative	ADJ
easat-10162	145	12	breast	breast	NOUN
easat-10162	145	13	cancer	cancer	NOUN
easat-10162	145	14	,	,	PUNCT
easat-10162	145	15	achieving	achieve	VERB
easat-10162	145	16	a	a	DET
easat-10162	145	17	sensitivity	sensitivity	NOUN
easat-10162	145	18	of	of	ADP
easat-10162	145	19	88.8	88.8	NUM
easat-10162	145	20	%	%	NOUN
easat-10162	145	21	.	.	PUNCT
easat-10162	146	1	this	this	PRON
easat-10162	146	2	underscores	underscore	VERB
easat-10162	146	3	ai	ai	VERB
easat-10162	146	4	's	's	PART
easat-10162	146	5	ability	ability	NOUN
easat-10162	146	6	of	of	ADP
easat-10162	146	7	ai	ai	VERB
easat-10162	146	8	to	to	PART
easat-10162	146	9	discern	discern	VERB
easat-10162	146	10	distinct	distinct	ADJ
easat-10162	146	11	metabolic	metabolic	NOUN
easat-10162	146	12	traits	trait	NOUN
easat-10162	146	13	in	in	ADP
easat-10162	146	14	specific	specific	ADJ
easat-10162	146	15	cancer	cancer	NOUN
easat-10162	146	16	subtypes	subtype	NOUN
easat-10162	146	17	.	.	PUNCT
easat-10162	147	1	similarly	similarly	ADV
easat-10162	147	2	,	,	PUNCT
easat-10162	147	3	xing	xing	PROPN
easat-10162	147	4	,	,	PUNCT
easat-10162	147	5	et	et	PROPN
easat-10162	147	6	al	al	PROPN
easat-10162	147	7	.	.	PUNCT
easat-10162	148	1	[	[	X
easat-10162	148	2	37	37	NUM
easat-10162	148	3	]	]	PUNCT
easat-10162	148	4	created	create	VERB
easat-10162	148	5	a	a	DET
easat-10162	148	6	proteomic	proteomic	ADJ
easat-10162	148	7	panel	panel	NOUN
easat-10162	148	8	for	for	ADP
easat-10162	148	9	liver	liver	NOUN
easat-10162	148	10	cancer	cancer	NOUN
easat-10162	148	11	with	with	ADP
easat-10162	148	12	an	an	DET
easat-10162	148	13	auc	auc	NOUN
easat-10162	148	14	of	of	ADP
easat-10162	148	15	0.988	0.988	NUM
easat-10162	148	16	to	to	PART
easat-10162	148	17	predict	predict	VERB
easat-10162	148	18	treatment	treatment	NOUN
easat-10162	148	19	responses	response	NOUN
easat-10162	148	20	,	,	PUNCT
easat-10162	148	21	demonstrating	demonstrate	VERB
easat-10162	148	22	ai	ai	NOUN
easat-10162	148	23	's	's	PART
easat-10162	148	24	role	role	NOUN
easat-10162	148	25	of	of	ADP
easat-10162	148	26	ai	ai	VERB
easat-10162	148	27	in	in	ADP
easat-10162	148	28	enhancing	enhance	VERB
easat-10162	148	29	pharmacological	pharmacological	ADJ
easat-10162	148	30	treatment	treatment	NOUN
easat-10162	148	31	strategies	strategy	NOUN
easat-10162	148	32	.	.	PUNCT
easat-10162	149	1	the	the	DET
easat-10162	149	2	findings	finding	NOUN
easat-10162	149	3	indicate	indicate	VERB
easat-10162	149	4	that	that	SCONJ
easat-10162	149	5	ai	ai	NOUN
easat-10162	149	6	models	model	NOUN
easat-10162	149	7	have	have	AUX
easat-10162	149	8	not	not	PART
easat-10162	149	9	only	only	ADV
easat-10162	149	10	greatly	greatly	ADV
easat-10162	149	11	enhanced	enhance	VERB
easat-10162	149	12	performance	performance	NOUN
easat-10162	149	13	metrics	metric	NOUN
easat-10162	149	14	,	,	PUNCT
easat-10162	149	15	such	such	ADJ
easat-10162	149	16	as	as	ADP
easat-10162	149	17	accuracy	accuracy	NOUN
easat-10162	149	18	and	and	CCONJ
easat-10162	149	19	sensitivity	sensitivity	NOUN
easat-10162	149	20	,	,	PUNCT
easat-10162	149	21	but	but	CCONJ
easat-10162	149	22	have	have	AUX
easat-10162	149	23	also	also	ADV
easat-10162	149	24	supported	support	VERB
easat-10162	149	25	essential	essential	ADJ
easat-10162	149	26	applications	application	NOUN
easat-10162	149	27	in	in	ADP
easat-10162	149	28	oncology	oncology	NOUN
easat-10162	149	29	,	,	PUNCT
easat-10162	149	30	from	from	ADP
easat-10162	149	31	early	early	ADJ
easat-10162	149	32	detection	detection	NOUN
easat-10162	149	33	to	to	ADP
easat-10162	149	34	tailored	tailor	VERB
easat-10162	149	35	treatment	treatment	NOUN
easat-10162	149	36	planning	planning	NOUN
easat-10162	149	37	.	.	PUNCT
easat-10162	150	1	additionally	additionally	ADV
easat-10162	150	2	,	,	PUNCT
easat-10162	150	3	ai	ai	AUX
easat-10162	150	4	advancements	advancement	NOUN
easat-10162	150	5	allow	allow	VERB
easat-10162	150	6	for	for	ADP
easat-10162	150	7	more	more	ADV
easat-10162	150	8	informed	informed	ADJ
easat-10162	150	9	decision	decision	NOUN
easat-10162	150	10	-	-	PUNCT
easat-10162	150	11	making	making	NOUN
easat-10162	150	12	and	and	CCONJ
easat-10162	150	13	accurate	accurate	ADJ
easat-10162	150	14	patient	patient	ADJ
easat-10162	150	15	care	care	NOUN
easat-10162	150	16	.	.	PUNCT
easat-10162	151	1	4.4	4.4	NUM
easat-10162	151	2	.	.	PUNCT
easat-10162	151	3	limitations	limitation	NOUN
easat-10162	151	4	although	although	SCONJ
easat-10162	151	5	the	the	DET
easat-10162	151	6	conclusions	conclusion	NOUN
easat-10162	151	7	of	of	ADP
easat-10162	151	8	this	this	DET
easat-10162	151	9	review	review	NOUN
easat-10162	151	10	are	be	AUX
easat-10162	151	11	important	important	ADJ
easat-10162	151	12	,	,	PUNCT
easat-10162	151	13	they	they	PRON
easat-10162	151	14	are	be	AUX
easat-10162	151	15	subject	subject	ADJ
easat-10162	151	16	to	to	ADP
easat-10162	151	17	some	some	DET
easat-10162	151	18	limitations	limitation	NOUN
easat-10162	151	19	.	.	PUNCT
easat-10162	152	1	first	first	ADV
easat-10162	152	2	,	,	PUNCT
easat-10162	152	3	a	a	DET
easat-10162	152	4	significant	significant	ADJ
easat-10162	152	5	number	number	NOUN
easat-10162	152	6	of	of	ADP
easat-10162	152	7	studies	study	NOUN
easat-10162	152	8	relied	rely	VERB
easat-10162	152	9	on	on	ADP
easat-10162	152	10	retrospective	retrospective	ADJ
easat-10162	152	11	cohorts	cohort	NOUN
easat-10162	152	12	,	,	PUNCT
easat-10162	152	13	which	which	PRON
easat-10162	152	14	can	can	AUX
easat-10162	152	15	lead	lead	VERB
easat-10162	152	16	to	to	ADP
easat-10162	152	17	selection	selection	NOUN
easat-10162	152	18	bias	bias	NOUN
easat-10162	152	19	and	and	CCONJ
easat-10162	152	20	limit	limit	VERB
easat-10162	152	21	the	the	DET
easat-10162	152	22	relevance	relevance	NOUN
easat-10162	152	23	of	of	ADP
easat-10162	152	24	the	the	DET
easat-10162	152	25	findings	finding	NOUN
easat-10162	152	26	in	in	ADP
easat-10162	152	27	future	future	ADJ
easat-10162	152	28	clinical	clinical	ADJ
easat-10162	152	29	environments	environment	NOUN
easat-10162	152	30	.	.	PUNCT
easat-10162	153	1	furthermore	furthermore	ADV
easat-10162	153	2	,	,	PUNCT
easat-10162	153	3	most	most	ADJ
easat-10162	153	4	ai	ai	NOUN
easat-10162	153	5	models	model	NOUN
easat-10162	153	6	assessed	assess	VERB
easat-10162	153	7	depend	depend	VERB
easat-10162	153	8	on	on	ADP
easat-10162	153	9	extensive	extensive	ADJ
easat-10162	153	10	,	,	PUNCT
easat-10162	153	11	meticulously	meticulously	ADV
easat-10162	153	12	curated	curate	VERB
easat-10162	153	13	datasets	dataset	NOUN
easat-10162	153	14	to	to	PART
easat-10162	153	15	perform	perform	VERB
easat-10162	153	16	optimally	optimally	ADV
easat-10162	153	17	,	,	PUNCT
easat-10162	153	18	which	which	PRON
easat-10162	153	19	are	be	AUX
easat-10162	153	20	not	not	PART
easat-10162	153	21	always	always	ADV
easat-10162	153	22	accessible	accessible	ADJ
easat-10162	153	23	in	in	ADP
easat-10162	153	24	areas	area	NOUN
easat-10162	153	25	with	with	ADP
easat-10162	153	26	limited	limited	ADJ
easat-10162	153	27	resources	resource	NOUN
easat-10162	153	28	.	.	PUNCT
easat-10162	154	1	this	this	DET
easat-10162	154	2	constraint	constraint	NOUN
easat-10162	154	3	may	may	AUX
easat-10162	154	4	hinder	hinder	VERB
easat-10162	154	5	the	the	DET
easat-10162	154	6	adoption	adoption	NOUN
easat-10162	154	7	of	of	ADP
easat-10162	154	8	these	these	DET
easat-10162	154	9	technologies	technology	NOUN
easat-10162	154	10	in	in	ADP
easat-10162	154	11	regions	region	NOUN
easat-10162	154	12	with	with	ADP
easat-10162	154	13	underdeveloped	underdeveloped	ADJ
easat-10162	154	14	healthcare	healthcare	NOUN
easat-10162	154	15	systems	system	NOUN
easat-10162	154	16	.	.	PUNCT
easat-10162	155	1	furthermore	furthermore	ADV
easat-10162	155	2	,	,	PUNCT
easat-10162	155	3	a	a	DET
easat-10162	155	4	significant	significant	ADJ
easat-10162	155	5	obstacle	obstacle	NOUN
easat-10162	155	6	to	to	ADP
easat-10162	155	7	incorporating	incorporate	VERB
easat-10162	155	8	artificial	artificial	ADJ
easat-10162	155	9	intelligence	intelligence	NOUN
easat-10162	155	10	(	(	PUNCT
easat-10162	155	11	ai	ai	NOUN
easat-10162	155	12	)	)	PUNCT
easat-10162	155	13	into	into	ADP
easat-10162	155	14	oncology	oncology	NOUN
easat-10162	155	15	is	be	AUX
easat-10162	155	16	the	the	DET
easat-10162	155	17	diversity	diversity	NOUN
easat-10162	155	18	of	of	ADP
easat-10162	155	19	existing	exist	VERB
easat-10162	155	20	models	model	NOUN
easat-10162	155	21	and	and	CCONJ
easat-10162	155	22	variations	variation	NOUN
easat-10162	155	23	in	in	ADP
easat-10162	155	24	the	the	DET
easat-10162	155	25	datasets	dataset	NOUN
easat-10162	155	26	employed	employ	VERB
easat-10162	155	27	.	.	PUNCT
easat-10162	156	1	differences	difference	NOUN
easat-10162	156	2	in	in	ADP
easat-10162	156	3	algorithms	algorithm	NOUN
easat-10162	156	4	,	,	PUNCT
easat-10162	156	5	model	model	NOUN
easat-10162	156	6	structures	structure	NOUN
easat-10162	156	7	,	,	PUNCT
easat-10162	156	8	and	and	CCONJ
easat-10162	156	9	evaluation	evaluation	NOUN
easat-10162	156	10	standards	standard	NOUN
easat-10162	156	11	make	make	VERB
easat-10162	156	12	it	it	PRON
easat-10162	156	13	difficult	difficult	ADJ
easat-10162	156	14	to	to	PART
easat-10162	156	15	compare	compare	VERB
easat-10162	156	16	studies	study	NOUN
easat-10162	156	17	directly	directly	ADV
easat-10162	156	18	and	and	CCONJ
easat-10162	156	19	hinder	hinder	VERB
easat-10162	156	20	the	the	DET
easat-10162	156	21	generalization	generalization	NOUN
easat-10162	156	22	of	of	ADP
easat-10162	156	23	results	result	NOUN
easat-10162	156	24	.	.	PUNCT
easat-10162	157	1	for	for	ADP
easat-10162	157	2	instance	instance	NOUN
easat-10162	157	3	,	,	PUNCT
easat-10162	157	4	deep	deep	ADJ
easat-10162	157	5	learning	learning	NOUN
easat-10162	157	6	models	model	NOUN
easat-10162	157	7	that	that	PRON
easat-10162	157	8	require	require	VERB
easat-10162	157	9	large	large	ADJ
easat-10162	157	10	amounts	amount	NOUN
easat-10162	157	11	of	of	ADP
easat-10162	157	12	uniform	uniform	ADJ
easat-10162	157	13	data	datum	NOUN
easat-10162	157	14	may	may	AUX
easat-10162	157	15	not	not	PART
easat-10162	157	16	be	be	AUX
easat-10162	157	17	suitable	suitable	ADJ
easat-10162	157	18	in	in	ADP
easat-10162	157	19	situations	situation	NOUN
easat-10162	157	20	where	where	SCONJ
easat-10162	157	21	data	datum	NOUN
easat-10162	157	22	are	be	AUX
easat-10162	157	23	limited	limited	ADJ
easat-10162	157	24	or	or	CCONJ
easat-10162	157	25	inconsistent	inconsistent	ADJ
easat-10162	157	26	owing	owe	VERB
easat-10162	157	27	to	to	ADP
easat-10162	157	28	variations	variation	NOUN
easat-10162	157	29	in	in	ADP
easat-10162	157	30	clinical	clinical	ADJ
easat-10162	157	31	procedures	procedure	NOUN
easat-10162	157	32	or	or	CCONJ
easat-10162	157	33	data	datum	NOUN
easat-10162	157	34	collection	collection	NOUN
easat-10162	157	35	standards	standard	NOUN
easat-10162	157	36	.	.	PUNCT
easat-10162	158	1	in	in	ADP
easat-10162	158	2	addition	addition	NOUN
easat-10162	158	3	,	,	PUNCT
easat-10162	158	4	resource	resource	NOUN
easat-10162	158	5	-	-	PUNCT
easat-10162	158	6	constrained	constrain	VERB
easat-10162	158	7	environments	environment	NOUN
easat-10162	158	8	face	face	VERB
easat-10162	158	9	further	further	ADJ
easat-10162	158	10	challenges	challenge	NOUN
easat-10162	158	11	when	when	SCONJ
easat-10162	158	12	adopting	adopt	VERB
easat-10162	158	13	these	these	DET
easat-10162	158	14	technologies	technology	NOUN
easat-10162	158	15	.	.	PUNCT
easat-10162	159	1	the	the	DET
easat-10162	159	2	absence	absence	NOUN
easat-10162	159	3	of	of	ADP
easat-10162	159	4	technological	technological	ADJ
easat-10162	159	5	infrastructure	infrastructure	NOUN
easat-10162	159	6	,	,	PUNCT
easat-10162	159	7	such	such	ADJ
easat-10162	159	8	as	as	ADP
easat-10162	159	9	specialized	specialized	ADJ
easat-10162	159	10	hardware	hardware	NOUN
easat-10162	159	11	(	(	PUNCT
easat-10162	159	12	e.g.	e.g.	ADV
easat-10162	159	13	,	,	PUNCT
easat-10162	159	14	gpus	gpu	NOUN
easat-10162	159	15	for	for	ADP
easat-10162	159	16	model	model	NOUN
easat-10162	159	17	training	training	NOUN
easat-10162	159	18	)	)	PUNCT
easat-10162	159	19	and	and	CCONJ
easat-10162	159	20	high	high	ADJ
easat-10162	159	21	-	-	PUNCT
easat-10162	159	22	speed	speed	NOUN
easat-10162	159	23	internet	internet	NOUN
easat-10162	159	24	,	,	PUNCT
easat-10162	159	25	impedes	impede	VERB
easat-10162	159	26	the	the	DET
easat-10162	159	27	implementation	implementation	NOUN
easat-10162	159	28	of	of	ADP
easat-10162	159	29	these	these	DET
easat-10162	159	30	advanced	advanced	ADJ
easat-10162	159	31	models	model	NOUN
easat-10162	159	32	.	.	PUNCT
easat-10162	160	1	similarly	similarly	ADV
easat-10162	160	2	,	,	PUNCT
easat-10162	160	3	the	the	DET
easat-10162	160	4	lack	lack	NOUN
easat-10162	160	5	of	of	ADP
easat-10162	160	6	well	well	ADV
easat-10162	160	7	-	-	PUNCT
easat-10162	160	8	organized	organize	VERB
easat-10162	160	9	and	and	CCONJ
easat-10162	160	10	annotated	annotate	VERB
easat-10162	160	11	local	local	ADJ
easat-10162	160	12	datasets	dataset	NOUN
easat-10162	160	13	complicates	complicate	VERB
easat-10162	160	14	the	the	DET
easat-10162	160	15	training	training	NOUN
easat-10162	160	16	and	and	CCONJ
easat-10162	160	17	validation	validation	NOUN
easat-10162	160	18	of	of	ADP
easat-10162	160	19	models	model	NOUN
easat-10162	160	20	in	in	ADP
easat-10162	160	21	these	these	DET
easat-10162	160	22	settings	setting	NOUN
easat-10162	160	23	.	.	PUNCT
easat-10162	161	1	this	this	PRON
easat-10162	161	2	could	could	AUX
easat-10162	161	3	exacerbate	exacerbate	VERB
easat-10162	161	4	global	global	ADJ
easat-10162	161	5	disparities	disparity	NOUN
easat-10162	161	6	in	in	ADP
easat-10162	161	7	access	access	NOUN
easat-10162	161	8	to	to	ADP
easat-10162	161	9	advanced	advanced	ADJ
easat-10162	161	10	healthcare	healthcare	NOUN
easat-10162	161	11	technologies	technology	NOUN
easat-10162	161	12	.	.	PUNCT
easat-10162	162	1	to	to	PART
easat-10162	162	2	address	address	VERB
easat-10162	162	3	these	these	DET
easat-10162	162	4	challenges	challenge	NOUN
easat-10162	162	5	,	,	PUNCT
easat-10162	162	6	it	it	PRON
easat-10162	162	7	is	be	AUX
easat-10162	162	8	essential	essential	ADJ
easat-10162	162	9	to	to	PART
easat-10162	162	10	create	create	VERB
easat-10162	162	11	more	more	ADV
easat-10162	162	12	resilient	resilient	ADJ
easat-10162	162	13	and	and	CCONJ
easat-10162	162	14	flexible	flexible	ADJ
easat-10162	162	15	ai	ai	NOUN
easat-10162	162	16	models	model	NOUN
easat-10162	162	17	that	that	PRON
easat-10162	162	18	can	can	AUX
easat-10162	162	19	work	work	VERB
easat-10162	162	20	effectively	effectively	ADV
easat-10162	162	21	with	with	ADP
easat-10162	162	22	diverse	diverse	ADJ
easat-10162	162	23	datasets	dataset	NOUN
easat-10162	162	24	.	.	PUNCT
easat-10162	163	1	moreover	moreover	ADV
easat-10162	163	2	,	,	PUNCT
easat-10162	163	3	promoting	promote	VERB
easat-10162	163	4	global	global	ADJ
easat-10162	163	5	partnerships	partnership	NOUN
easat-10162	163	6	to	to	PART
easat-10162	163	7	exchange	exchange	NOUN
easat-10162	163	8	expertise	expertise	NOUN
easat-10162	163	9	,	,	PUNCT
easat-10162	163	10	infrastructure	infrastructure	NOUN
easat-10162	163	11	,	,	PUNCT
easat-10162	163	12	and	and	CCONJ
easat-10162	163	13	data	datum	NOUN
easat-10162	163	14	is	be	AUX
easat-10162	163	15	vital	vital	ADJ
easat-10162	163	16	for	for	ADP
easat-10162	163	17	making	make	VERB
easat-10162	163	18	technological	technological	ADJ
easat-10162	163	19	progress	progress	NOUN
easat-10162	163	20	accessible	accessible	ADJ
easat-10162	163	21	to	to	ADP
easat-10162	163	22	countries	country	NOUN
easat-10162	163	23	with	with	ADP
easat-10162	163	24	limited	limited	ADJ
easat-10162	163	25	resources	resource	NOUN
easat-10162	163	26	is	be	AUX
easat-10162	163	27	vital	vital	ADJ
easat-10162	163	28	.	.	PUNCT
easat-10162	164	1	employing	employ	VERB
easat-10162	164	2	"	"	PUNCT
easat-10162	164	3	explainable	explainable	ADJ
easat-10162	164	4	ai	ai	NOUN
easat-10162	164	5	"	"	PUNCT
easat-10162	164	6	(	(	PUNCT
easat-10162	164	7	xai	xai	PROPN
easat-10162	164	8	)	)	PUNCT
easat-10162	164	9	techniques	technique	NOUN
easat-10162	164	10	and	and	CCONJ
easat-10162	164	11	transfer	transfer	NOUN
easat-10162	164	12	learning	learning	NOUN
easat-10162	164	13	models	model	NOUN
easat-10162	164	14	could	could	AUX
easat-10162	164	15	also	also	ADV
easat-10162	164	16	offer	offer	VERB
easat-10162	164	17	practical	practical	ADJ
easat-10162	164	18	solutions	solution	NOUN
easat-10162	164	19	,	,	PUNCT
easat-10162	164	20	as	as	SCONJ
easat-10162	164	21	these	these	DET
easat-10162	164	22	methods	method	NOUN
easat-10162	164	23	require	require	VERB
easat-10162	164	24	less	less	ADJ
easat-10162	164	25	domain	domain	NOUN
easat-10162	164	26	-	-	PUNCT
easat-10162	164	27	specific	specific	ADJ
easat-10162	164	28	data	datum	NOUN
easat-10162	164	29	and	and	CCONJ
easat-10162	164	30	can	can	AUX
easat-10162	164	31	be	be	AUX
easat-10162	164	32	utilized	utilize	VERB
easat-10162	164	33	in	in	ADP
easat-10162	164	34	settings	setting	NOUN
easat-10162	164	35	with	with	ADP
easat-10162	164	36	less	less	ADJ
easat-10162	164	37	developed	developed	ADJ
easat-10162	164	38	infrastructure	infrastructure	NOUN
easat-10162	164	39	.	.	PUNCT
easat-10162	165	1	1568	1568	NUM
easat-10162	165	2	edelweiss	edelweiss	PROPN
easat-10162	165	3	applied	apply	VERB
easat-10162	165	4	science	science	NOUN
easat-10162	165	5	and	and	CCONJ
easat-10162	165	6	technology	technology	NOUN
easat-10162	165	7	issn	issn	PROPN
easat-10162	165	8	:	:	PUNCT
easat-10162	165	9	2576	2576	NUM
easat-10162	165	10	-	-	SYM
easat-10162	165	11	8484	8484	NUM
easat-10162	165	12	vol	vol	NOUN
easat-10162	165	13	.	.	PROPN
easat-10162	166	1	9	9	NUM
easat-10162	166	2	,	,	PUNCT
easat-10162	166	3	no	no	INTJ
easat-10162	166	4	.	.	NOUN
easat-10162	166	5	9	9	NUM
easat-10162	166	6	:	:	SYM
easat-10162	166	7	1562	1562	NUM
easat-10162	166	8	-	-	SYM
easat-10162	166	9	1572	1572	NUM
easat-10162	166	10	,	,	PUNCT
easat-10162	166	11	2025	2025	NUM
easat-10162	166	12	doi	doi	NOUN
easat-10162	166	13	:	:	PUNCT
easat-10162	166	14	10.55214/2576	10.55214/2576	NUM
easat-10162	166	15	-	-	PUNCT
easat-10162	166	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	166	17	©	©	PROPN
easat-10162	166	18	2025	2025	NUM
easat-10162	166	19	by	by	ADP
easat-10162	166	20	the	the	DET
easat-10162	166	21	authors	author	NOUN
easat-10162	166	22	;	;	PUNCT
easat-10162	166	23	licensee	licensee	PROPN
easat-10162	166	24	learning	learning	NOUN
easat-10162	166	25	gate	gate	VERB
easat-10162	166	26	4.5	4.5	NUM
easat-10162	166	27	.	.	PUNCT
easat-10162	167	1	data	datum	NOUN
easat-10162	167	2	quality	quality	NOUN
easat-10162	167	3	and	and	CCONJ
easat-10162	167	4	standardization	standardization	NOUN
easat-10162	167	5	as	as	ADP
easat-10162	167	6	key	key	ADJ
easat-10162	167	7	challenges	challenge	NOUN
easat-10162	167	8	ensuring	ensure	VERB
easat-10162	167	9	data	datum	NOUN
easat-10162	167	10	quality	quality	NOUN
easat-10162	167	11	and	and	CCONJ
easat-10162	167	12	standardization	standardization	NOUN
easat-10162	167	13	is	be	AUX
easat-10162	167	14	crucial	crucial	ADJ
easat-10162	167	15	for	for	ADP
easat-10162	167	16	the	the	DET
easat-10162	167	17	precision	precision	NOUN
easat-10162	167	18	and	and	CCONJ
easat-10162	167	19	relevance	relevance	NOUN
easat-10162	167	20	of	of	ADP
easat-10162	167	21	ai	ai	ADJ
easat-10162	167	22	models	model	NOUN
easat-10162	167	23	in	in	ADP
easat-10162	167	24	oncology	oncology	NOUN
easat-10162	167	25	.	.	PUNCT
easat-10162	168	1	medical	medical	ADJ
easat-10162	168	2	data	data	PROPN
easat-10162	168	3	,	,	PUNCT
easat-10162	168	4	including	include	VERB
easat-10162	168	5	diagnostic	diagnostic	ADJ
easat-10162	168	6	images	image	NOUN
easat-10162	168	7	,	,	PUNCT
easat-10162	168	8	electronic	electronic	ADJ
easat-10162	168	9	health	health	NOUN
easat-10162	168	10	records	record	NOUN
easat-10162	168	11	,	,	PUNCT
easat-10162	168	12	and	and	CCONJ
easat-10162	168	13	omics	omics	PROPN
easat-10162	168	14	data	datum	NOUN
easat-10162	168	15	,	,	PUNCT
easat-10162	168	16	often	often	ADV
easat-10162	168	17	originate	originate	VERB
easat-10162	168	18	from	from	ADP
easat-10162	168	19	diverse	diverse	ADJ
easat-10162	168	20	sources	source	NOUN
easat-10162	168	21	,	,	PUNCT
easat-10162	168	22	leading	lead	VERB
easat-10162	168	23	to	to	ADP
easat-10162	168	24	considerable	considerable	ADJ
easat-10162	168	25	differences	difference	NOUN
easat-10162	168	26	in	in	ADP
easat-10162	168	27	collection	collection	NOUN
easat-10162	168	28	methods	method	NOUN
easat-10162	168	29	,	,	PUNCT
easat-10162	168	30	formats	format	NOUN
easat-10162	168	31	,	,	PUNCT
easat-10162	168	32	and	and	CCONJ
easat-10162	168	33	quality	quality	NOUN
easat-10162	168	34	.	.	PUNCT
easat-10162	169	1	this	this	DET
easat-10162	169	2	lack	lack	NOUN
easat-10162	169	3	of	of	ADP
easat-10162	169	4	consistency	consistency	NOUN
easat-10162	169	5	poses	pose	NOUN
easat-10162	169	6	challenges	challenge	NOUN
easat-10162	169	7	in	in	ADP
easat-10162	169	8	comparing	compare	VERB
easat-10162	169	9	studies	study	NOUN
easat-10162	169	10	and	and	CCONJ
easat-10162	169	11	creating	create	VERB
easat-10162	169	12	models	model	NOUN
easat-10162	169	13	that	that	PRON
easat-10162	169	14	can	can	AUX
easat-10162	169	15	be	be	AUX
easat-10162	169	16	widely	widely	ADV
easat-10162	169	17	applied	apply	VERB
easat-10162	169	18	across	across	ADP
easat-10162	169	19	various	various	ADJ
easat-10162	169	20	clinical	clinical	ADJ
easat-10162	169	21	settings	setting	NOUN
easat-10162	169	22	.	.	PUNCT
easat-10162	170	1	the	the	DET
easat-10162	170	2	absence	absence	NOUN
easat-10162	170	3	of	of	ADP
easat-10162	170	4	global	global	ADJ
easat-10162	170	5	standards	standard	NOUN
easat-10162	170	6	for	for	ADP
easat-10162	170	7	data	data	NOUN
easat-10162	170	8	collection	collection	NOUN
easat-10162	170	9	and	and	CCONJ
easat-10162	170	10	labeling	labeling	NOUN
easat-10162	170	11	creates	create	VERB
easat-10162	170	12	issues	issue	NOUN
easat-10162	170	13	related	relate	VERB
easat-10162	170	14	to	to	ADP
easat-10162	170	15	model	model	NOUN
easat-10162	170	16	interoperability	interoperability	NOUN
easat-10162	170	17	and	and	CCONJ
easat-10162	170	18	reproducibility	reproducibility	NOUN
easat-10162	170	19	.	.	PUNCT
easat-10162	171	1	for	for	ADP
easat-10162	171	2	example	example	NOUN
easat-10162	171	3	,	,	PUNCT
easat-10162	171	4	differences	difference	NOUN
easat-10162	171	5	in	in	ADP
easat-10162	171	6	the	the	DET
easat-10162	171	7	resolution	resolution	NOUN
easat-10162	171	8	of	of	ADP
easat-10162	171	9	medical	medical	ADJ
easat-10162	171	10	images	image	NOUN
easat-10162	171	11	,	,	PUNCT
easat-10162	171	12	types	type	NOUN
easat-10162	171	13	of	of	ADP
easat-10162	171	14	annotations	annotation	NOUN
easat-10162	171	15	used	use	VERB
easat-10162	171	16	in	in	ADP
easat-10162	171	17	imaging	imaging	NOUN
easat-10162	171	18	studies	study	NOUN
easat-10162	171	19	,	,	PUNCT
easat-10162	171	20	and	and	CCONJ
easat-10162	171	21	protocols	protocol	NOUN
easat-10162	171	22	for	for	ADP
easat-10162	171	23	handling	handle	VERB
easat-10162	171	24	omics	omic	NOUN
easat-10162	171	25	data	datum	NOUN
easat-10162	171	26	can	can	AUX
easat-10162	171	27	introduce	introduce	VERB
easat-10162	171	28	biases	bias	NOUN
easat-10162	171	29	into	into	ADP
easat-10162	171	30	models	model	NOUN
easat-10162	171	31	,	,	PUNCT
easat-10162	171	32	limiting	limit	VERB
easat-10162	171	33	their	their	PRON
easat-10162	171	34	ability	ability	NOUN
easat-10162	171	35	to	to	PART
easat-10162	171	36	generalize	generalize	VERB
easat-10162	171	37	across	across	ADP
easat-10162	171	38	diverse	diverse	ADJ
easat-10162	171	39	populations	population	NOUN
easat-10162	171	40	.	.	PUNCT
easat-10162	172	1	errors	error	NOUN
easat-10162	172	2	in	in	ADP
easat-10162	172	3	manual	manual	ADJ
easat-10162	172	4	annotation	annotation	NOUN
easat-10162	172	5	and	and	CCONJ
easat-10162	172	6	the	the	DET
easat-10162	172	7	absence	absence	NOUN
easat-10162	172	8	of	of	ADP
easat-10162	172	9	representative	representative	ADJ
easat-10162	172	10	data	datum	NOUN
easat-10162	172	11	from	from	ADP
easat-10162	172	12	certain	certain	ADJ
easat-10162	172	13	groups	group	NOUN
easat-10162	172	14	,	,	PUNCT
easat-10162	172	15	such	such	ADJ
easat-10162	172	16	as	as	ADP
easat-10162	172	17	those	those	PRON
easat-10162	172	18	in	in	ADP
easat-10162	172	19	developing	develop	VERB
easat-10162	172	20	countries	country	NOUN
easat-10162	172	21	,	,	PUNCT
easat-10162	172	22	further	far	ADV
easat-10162	172	23	compromise	compromise	VERB
easat-10162	172	24	data	datum	NOUN
easat-10162	172	25	quality	quality	NOUN
easat-10162	172	26	.	.	PUNCT
easat-10162	173	1	this	this	PRON
easat-10162	173	2	not	not	PART
easat-10162	173	3	only	only	ADV
easat-10162	173	4	diminishes	diminish	VERB
easat-10162	173	5	the	the	DET
easat-10162	173	6	effectiveness	effectiveness	NOUN
easat-10162	173	7	of	of	ADP
easat-10162	173	8	the	the	DET
easat-10162	173	9	models	model	NOUN
easat-10162	173	10	but	but	CCONJ
easat-10162	173	11	also	also	ADV
easat-10162	173	12	worsens	worsen	VERB
easat-10162	173	13	disparities	disparity	NOUN
easat-10162	173	14	in	in	ADP
easat-10162	173	15	access	access	NOUN
easat-10162	173	16	to	to	ADP
easat-10162	173	17	cutting	cut	VERB
easat-10162	173	18	-	-	PUNCT
easat-10162	173	19	edge	edge	NOUN
easat-10162	173	20	healthcare	healthcare	NOUN
easat-10162	173	21	technologies	technology	NOUN
easat-10162	173	22	.	.	PUNCT
easat-10162	174	1	4.6	4.6	NUM
easat-10162	174	2	.	.	PUNCT
easat-10162	175	1	ethical	ethical	ADJ
easat-10162	175	2	challenges	challenge	NOUN
easat-10162	175	3	in	in	ADP
easat-10162	175	4	applying	apply	VERB
easat-10162	175	5	ai	ai	NOUN
easat-10162	175	6	in	in	ADP
easat-10162	175	7	oncology	oncology	NOUN
easat-10162	175	8	the	the	DET
easat-10162	175	9	implementation	implementation	NOUN
easat-10162	175	10	of	of	ADP
easat-10162	175	11	ai	ai	NOUN
easat-10162	175	12	in	in	ADP
easat-10162	175	13	oncology	oncology	NOUN
easat-10162	175	14	raises	raise	VERB
easat-10162	175	15	numerous	numerous	ADJ
easat-10162	175	16	ethical	ethical	ADJ
easat-10162	175	17	challenges	challenge	NOUN
easat-10162	175	18	that	that	PRON
easat-10162	175	19	must	must	AUX
easat-10162	175	20	be	be	AUX
easat-10162	175	21	addressed	address	VERB
easat-10162	175	22	to	to	PART
easat-10162	175	23	ensure	ensure	VERB
easat-10162	175	24	its	its	PRON
easat-10162	175	25	safety	safety	NOUN
easat-10162	175	26	,	,	PUNCT
easat-10162	175	27	transparency	transparency	NOUN
easat-10162	175	28	,	,	PUNCT
easat-10162	175	29	and	and	CCONJ
easat-10162	175	30	equitable	equitable	ADJ
easat-10162	175	31	use	use	NOUN
easat-10162	175	32	.	.	PUNCT
easat-10162	176	1	key	key	ADJ
easat-10162	176	2	issues	issue	NOUN
easat-10162	176	3	include	include	VERB
easat-10162	176	4	:	:	PUNCT
easat-10162	176	5	4.6.1	4.6.1	X
easat-10162	176	6	.	.	PUNCT
easat-10162	176	7	data	data	PROPN
easat-10162	176	8	privacy	privacy	NOUN
easat-10162	176	9	in	in	ADP
easat-10162	176	10	the	the	DET
easat-10162	176	11	field	field	NOUN
easat-10162	176	12	of	of	ADP
easat-10162	176	13	oncology	oncology	NOUN
easat-10162	176	14	,	,	PUNCT
easat-10162	176	15	ai	ai	VERB
easat-10162	176	16	models	model	NOUN
easat-10162	176	17	depend	depend	VERB
easat-10162	176	18	on	on	ADP
easat-10162	176	19	extensive	extensive	ADJ
easat-10162	176	20	patient	patient	ADJ
easat-10162	176	21	data	datum	NOUN
easat-10162	176	22	,	,	PUNCT
easat-10162	176	23	which	which	PRON
easat-10162	176	24	include	include	VERB
easat-10162	176	25	sensitive	sensitive	ADJ
easat-10162	176	26	details	detail	NOUN
easat-10162	176	27	,	,	PUNCT
easat-10162	176	28	such	such	ADJ
easat-10162	176	29	as	as	ADP
easat-10162	176	30	medical	medical	ADJ
easat-10162	176	31	images	image	NOUN
easat-10162	176	32	,	,	PUNCT
easat-10162	176	33	genetic	genetic	ADJ
easat-10162	176	34	information	information	NOUN
easat-10162	176	35	,	,	PUNCT
easat-10162	176	36	and	and	CCONJ
easat-10162	176	37	clinical	clinical	ADJ
easat-10162	176	38	records	record	NOUN
easat-10162	176	39	.	.	PUNCT
easat-10162	177	1	although	although	SCONJ
easat-10162	177	2	such	such	ADJ
easat-10162	177	3	data	datum	NOUN
easat-10162	177	4	are	be	AUX
easat-10162	177	5	crucial	crucial	ADJ
easat-10162	177	6	for	for	ADP
easat-10162	177	7	developing	develop	VERB
easat-10162	177	8	precise	precise	ADJ
easat-10162	177	9	algorithms	algorithm	NOUN
easat-10162	177	10	,	,	PUNCT
easat-10162	177	11	their	their	PRON
easat-10162	177	12	collection	collection	NOUN
easat-10162	177	13	and	and	CCONJ
easat-10162	177	14	storage	storage	NOUN
easat-10162	177	15	present	present	ADJ
easat-10162	177	16	considerable	considerable	ADJ
easat-10162	177	17	privacy	privacy	NOUN
easat-10162	177	18	challenges	challenge	NOUN
easat-10162	177	19	.	.	PUNCT
easat-10162	178	1	if	if	SCONJ
easat-10162	178	2	health	health	NOUN
easat-10162	178	3	databases	database	NOUN
easat-10162	178	4	are	be	AUX
easat-10162	178	5	breached	breach	VERB
easat-10162	178	6	,	,	PUNCT
easat-10162	178	7	personal	personal	ADJ
easat-10162	178	8	information	information	NOUN
easat-10162	178	9	can	can	AUX
easat-10162	178	10	be	be	AUX
easat-10162	178	11	exposed	expose	VERB
easat-10162	178	12	,	,	PUNCT
easat-10162	178	13	thereby	thereby	ADV
easat-10162	178	14	eroding	erode	VERB
easat-10162	178	15	patient	patient	ADJ
easat-10162	178	16	trust	trust	NOUN
easat-10162	178	17	and	and	CCONJ
easat-10162	178	18	willingness	willingness	NOUN
easat-10162	178	19	to	to	PART
easat-10162	178	20	engage	engage	VERB
easat-10162	178	21	in	in	ADP
easat-10162	178	22	future	future	ADJ
easat-10162	178	23	research	research	NOUN
easat-10162	178	24	.	.	PUNCT
easat-10162	179	1	to	to	PART
easat-10162	179	2	address	address	VERB
easat-10162	179	3	these	these	DET
easat-10162	179	4	concerns	concern	NOUN
easat-10162	179	5	,	,	PUNCT
easat-10162	179	6	strategies	strategy	NOUN
easat-10162	179	7	such	such	ADJ
easat-10162	179	8	as	as	ADP
easat-10162	179	9	data	data	NOUN
easat-10162	179	10	anonymization	anonymization	NOUN
easat-10162	179	11	,	,	PUNCT
easat-10162	179	12	use	use	NOUN
easat-10162	179	13	of	of	ADP
easat-10162	179	14	blockchain	blockchain	PROPN
easat-10162	179	15	technologies	technology	NOUN
easat-10162	179	16	to	to	PART
easat-10162	179	17	maintain	maintain	VERB
easat-10162	179	18	data	datum	NOUN
easat-10162	179	19	integrity	integrity	NOUN
easat-10162	179	20	,	,	PUNCT
easat-10162	179	21	and	and	CCONJ
easat-10162	179	22	strict	strict	ADJ
easat-10162	179	23	adherence	adherence	NOUN
easat-10162	179	24	to	to	ADP
easat-10162	179	25	regulations	regulation	NOUN
easat-10162	179	26	such	such	ADJ
easat-10162	179	27	as	as	ADP
easat-10162	179	28	europe	europe	PROPN
easat-10162	179	29	's	's	PART
easat-10162	179	30	general	general	PROPN
easat-10162	179	31	data	datum	NOUN
easat-10162	179	32	protection	protection	NOUN
easat-10162	179	33	regulation	regulation	NOUN
easat-10162	179	34	(	(	PUNCT
easat-10162	179	35	gdpr	gdpr	NOUN
easat-10162	179	36	)	)	PUNCT
easat-10162	179	37	are	be	AUX
easat-10162	179	38	necessary	necessary	ADJ
easat-10162	179	39	.	.	PUNCT
easat-10162	180	1	4.6.2	4.6.2	X
easat-10162	180	2	.	.	PUNCT
easat-10162	180	3	bias	bias	NOUN
easat-10162	180	4	in	in	ADP
easat-10162	180	5	ai	ai	PROPN
easat-10162	180	6	models	model	NOUN
easat-10162	180	7	ai	ai	VERB
easat-10162	180	8	models	model	NOUN
easat-10162	180	9	are	be	AUX
easat-10162	180	10	fundamentally	fundamentally	ADV
easat-10162	180	11	shaped	shape	VERB
easat-10162	180	12	by	by	ADP
easat-10162	180	13	the	the	DET
easat-10162	180	14	data	datum	NOUN
easat-10162	180	15	on	on	ADP
easat-10162	180	16	which	which	PRON
easat-10162	180	17	they	they	PRON
easat-10162	180	18	are	be	AUX
easat-10162	180	19	trained	train	VERB
easat-10162	180	20	.	.	PUNCT
easat-10162	181	1	if	if	SCONJ
easat-10162	181	2	these	these	DET
easat-10162	181	3	datasets	dataset	NOUN
easat-10162	181	4	do	do	AUX
easat-10162	181	5	not	not	PART
easat-10162	181	6	accurately	accurately	ADV
easat-10162	181	7	reflect	reflect	VERB
easat-10162	181	8	diverse	diverse	ADJ
easat-10162	181	9	populations	population	NOUN
easat-10162	181	10	,	,	PUNCT
easat-10162	181	11	the	the	DET
easat-10162	181	12	algorithms	algorithm	NOUN
easat-10162	181	13	may	may	AUX
easat-10162	181	14	continue	continue	VERB
easat-10162	181	15	or	or	CCONJ
easat-10162	181	16	even	even	ADV
easat-10162	181	17	worsen	worsen	VERB
easat-10162	181	18	the	the	DET
easat-10162	181	19	existing	exist	VERB
easat-10162	181	20	disparities	disparity	NOUN
easat-10162	181	21	in	in	ADP
easat-10162	181	22	healthcare	healthcare	PROPN
easat-10162	181	23	.	.	PUNCT
easat-10162	182	1	for	for	ADP
easat-10162	182	2	instance	instance	NOUN
easat-10162	182	3	,	,	PUNCT
easat-10162	182	4	models	model	NOUN
easat-10162	182	5	primarily	primarily	ADV
easat-10162	182	6	trained	train	VERB
easat-10162	182	7	on	on	ADP
easat-10162	182	8	data	datum	NOUN
easat-10162	182	9	from	from	ADP
easat-10162	182	10	urban	urban	ADJ
easat-10162	182	11	areas	area	NOUN
easat-10162	182	12	or	or	CCONJ
easat-10162	182	13	developed	develop	VERB
easat-10162	182	14	nations	nation	NOUN
easat-10162	182	15	may	may	AUX
easat-10162	182	16	not	not	PART
easat-10162	182	17	function	function	VERB
easat-10162	182	18	well	well	ADV
easat-10162	182	19	in	in	ADP
easat-10162	182	20	rural	rural	ADJ
easat-10162	182	21	environments	environment	NOUN
easat-10162	182	22	or	or	CCONJ
easat-10162	182	23	in	in	ADP
easat-10162	182	24	countries	country	NOUN
easat-10162	182	25	with	with	ADP
easat-10162	182	26	limited	limited	ADJ
easat-10162	182	27	resources	resource	NOUN
easat-10162	182	28	.	.	PUNCT
easat-10162	183	1	furthermore	furthermore	ADV
easat-10162	183	2	,	,	PUNCT
easat-10162	183	3	variations	variation	NOUN
easat-10162	183	4	in	in	ADP
easat-10162	183	5	sex	sex	NOUN
easat-10162	183	6	,	,	PUNCT
easat-10162	183	7	ethnicity	ethnicity	NOUN
easat-10162	183	8	,	,	PUNCT
easat-10162	183	9	and	and	CCONJ
easat-10162	183	10	healthcare	healthcare	NOUN
easat-10162	183	11	access	access	NOUN
easat-10162	183	12	can	can	AUX
easat-10162	183	13	result	result	VERB
easat-10162	183	14	in	in	ADP
easat-10162	183	15	biased	biased	ADJ
easat-10162	183	16	predictions	prediction	NOUN
easat-10162	183	17	and	and	CCONJ
easat-10162	183	18	clinical	clinical	ADJ
easat-10162	183	19	decisions	decision	NOUN
easat-10162	183	20	.	.	PUNCT
easat-10162	184	1	it	it	PRON
easat-10162	184	2	is	be	AUX
easat-10162	184	3	essential	essential	ADJ
easat-10162	184	4	to	to	PART
easat-10162	184	5	implement	implement	VERB
easat-10162	184	6	strategies	strategy	NOUN
easat-10162	184	7	to	to	PART
easat-10162	184	8	detect	detect	VERB
easat-10162	184	9	and	and	CCONJ
easat-10162	184	10	reduce	reduce	VERB
easat-10162	184	11	these	these	DET
easat-10162	184	12	biases	bias	NOUN
easat-10162	184	13	,	,	PUNCT
easat-10162	184	14	such	such	ADJ
easat-10162	184	15	as	as	ADP
easat-10162	184	16	conducting	conduct	VERB
easat-10162	184	17	regular	regular	ADJ
easat-10162	184	18	model	model	NOUN
easat-10162	184	19	audits	audits	NOUN
easat-10162	184	20	,	,	PUNCT
easat-10162	184	21	creating	create	VERB
easat-10162	184	22	more	more	ADJ
easat-10162	184	23	inclusive	inclusive	ADJ
easat-10162	184	24	datasets	dataset	NOUN
easat-10162	184	25	,	,	PUNCT
easat-10162	184	26	and	and	CCONJ
easat-10162	184	27	using	use	VERB
easat-10162	184	28	explainable	explainable	ADJ
easat-10162	184	29	ai	ai	NOUN
easat-10162	184	30	(	(	PUNCT
easat-10162	184	31	xai	xai	PROPN
easat-10162	184	32	)	)	PUNCT
easat-10162	184	33	methods	method	NOUN
easat-10162	184	34	.	.	PUNCT
easat-10162	185	1	these	these	DET
easat-10162	185	2	steps	step	NOUN
easat-10162	185	3	are	be	AUX
easat-10162	185	4	vital	vital	ADJ
easat-10162	185	5	for	for	ADP
easat-10162	185	6	enabling	enable	VERB
easat-10162	185	7	healthcare	healthcare	NOUN
easat-10162	185	8	professionals	professional	NOUN
easat-10162	185	9	to	to	PART
easat-10162	185	10	comprehend	comprehend	VERB
easat-10162	185	11	and	and	CCONJ
easat-10162	185	12	scrutinize	scrutinize	VERB
easat-10162	185	13	algorithmic	algorithmic	ADJ
easat-10162	185	14	decisions	decision	NOUN
easat-10162	185	15	.	.	PUNCT
easat-10162	186	1	4.7	4.7	NUM
easat-10162	186	2	.	.	PUNCT
easat-10162	186	3	practical	practical	ADJ
easat-10162	186	4	recommendations	recommendation	NOUN
easat-10162	186	5	•	•	PRON
easat-10162	186	6	transparency	transparency	NOUN
easat-10162	186	7	:	:	PUNCT
easat-10162	186	8	ensure	ensure	VERB
easat-10162	186	9	that	that	SCONJ
easat-10162	186	10	ai	ai	NOUN
easat-10162	186	11	models	model	NOUN
easat-10162	186	12	are	be	AUX
easat-10162	186	13	interpretable	interpretable	ADJ
easat-10162	186	14	and	and	CCONJ
easat-10162	186	15	auditable	auditable	ADJ
easat-10162	186	16	by	by	ADP
easat-10162	186	17	healthcare	healthcare	NOUN
easat-10162	186	18	professionals	professional	NOUN
easat-10162	186	19	.	.	PUNCT
easat-10162	187	1	this	this	PRON
easat-10162	187	2	not	not	PART
easat-10162	187	3	only	only	ADV
easat-10162	187	4	enhances	enhance	VERB
easat-10162	187	5	trust	trust	NOUN
easat-10162	187	6	in	in	ADP
easat-10162	187	7	predictions	prediction	NOUN
easat-10162	187	8	but	but	CCONJ
easat-10162	187	9	also	also	ADV
easat-10162	187	10	enables	enable	VERB
easat-10162	187	11	the	the	DET
easat-10162	187	12	real	real	ADJ
easat-10162	187	13	-	-	PUNCT
easat-10162	187	14	time	time	NOUN
easat-10162	187	15	identification	identification	NOUN
easat-10162	187	16	of	of	ADP
easat-10162	187	17	potential	potential	ADJ
easat-10162	187	18	errors	error	NOUN
easat-10162	187	19	or	or	CCONJ
easat-10162	187	20	biases	bias	NOUN
easat-10162	187	21	.	.	PUNCT
easat-10162	188	1	•	•	NUM
easat-10162	188	2	international	international	ADJ
easat-10162	188	3	collaboration	collaboration	NOUN
easat-10162	188	4	:	:	PUNCT
easat-10162	188	5	promote	promote	VERB
easat-10162	188	6	global	global	ADJ
easat-10162	188	7	regulations	regulation	NOUN
easat-10162	188	8	to	to	PART
easat-10162	188	9	ensure	ensure	VERB
easat-10162	188	10	equitable	equitable	ADJ
easat-10162	188	11	access	access	NOUN
easat-10162	188	12	to	to	ADP
easat-10162	188	13	ai	ai	VERB
easat-10162	188	14	-	-	PUNCT
easat-10162	188	15	based	base	VERB
easat-10162	188	16	technologies	technology	NOUN
easat-10162	188	17	and	and	CCONJ
easat-10162	188	18	foster	foster	VERB
easat-10162	188	19	the	the	DET
easat-10162	188	20	creation	creation	NOUN
easat-10162	188	21	of	of	ADP
easat-10162	188	22	shared	share	VERB
easat-10162	188	23	ethical	ethical	ADJ
easat-10162	188	24	frameworks	framework	NOUN
easat-10162	188	25	.	.	PUNCT
easat-10162	189	1	•	•	NUM
easat-10162	189	2	education	education	NOUN
easat-10162	189	3	and	and	CCONJ
easat-10162	189	4	training	training	NOUN
easat-10162	189	5	:	:	PUNCT
easat-10162	189	6	equip	equip	NOUN
easat-10162	189	7	healthcare	healthcare	NOUN
easat-10162	189	8	professionals	professional	NOUN
easat-10162	189	9	with	with	ADP
easat-10162	189	10	the	the	DET
easat-10162	189	11	necessary	necessary	ADJ
easat-10162	189	12	skills	skill	NOUN
easat-10162	189	13	to	to	PART
easat-10162	189	14	understand	understand	VERB
easat-10162	189	15	how	how	SCONJ
easat-10162	189	16	ai	ai	VERB
easat-10162	189	17	models	model	NOUN
easat-10162	189	18	are	be	AUX
easat-10162	189	19	developed	develop	VERB
easat-10162	189	20	and	and	CCONJ
easat-10162	189	21	applied	apply	VERB
easat-10162	189	22	,	,	PUNCT
easat-10162	189	23	ensuring	ensure	VERB
easat-10162	189	24	their	their	PRON
easat-10162	189	25	ethical	ethical	ADJ
easat-10162	189	26	and	and	CCONJ
easat-10162	189	27	effective	effective	ADJ
easat-10162	189	28	use	use	NOUN
easat-10162	189	29	.	.	PUNCT
easat-10162	190	1	•	•	NUM
easat-10162	190	2	establishment	establishment	NOUN
easat-10162	190	3	of	of	ADP
easat-10162	190	4	global	global	ADJ
easat-10162	190	5	standards	standard	NOUN
easat-10162	190	6	:	:	PUNCT
easat-10162	190	7	develop	develop	VERB
easat-10162	190	8	international	international	ADJ
easat-10162	190	9	standards	standard	NOUN
easat-10162	190	10	for	for	ADP
easat-10162	190	11	medical	medical	ADJ
easat-10162	190	12	data	datum	NOUN
easat-10162	190	13	collection	collection	NOUN
easat-10162	190	14	,	,	PUNCT
easat-10162	190	15	labeling	labeling	NOUN
easat-10162	190	16	,	,	PUNCT
easat-10162	190	17	and	and	CCONJ
easat-10162	190	18	storage	storage	NOUN
easat-10162	190	19	to	to	PART
easat-10162	190	20	significantly	significantly	ADV
easat-10162	190	21	improve	improve	VERB
easat-10162	190	22	data	datum	NOUN
easat-10162	190	23	quality	quality	NOUN
easat-10162	190	24	and	and	CCONJ
easat-10162	190	25	interoperability	interoperability	NOUN
easat-10162	190	26	.	.	PUNCT
easat-10162	191	1	1569	1569	NUM
easat-10162	191	2	edelweiss	edelweiss	PROPN
easat-10162	191	3	applied	apply	VERB
easat-10162	191	4	science	science	NOUN
easat-10162	191	5	and	and	CCONJ
easat-10162	191	6	technology	technology	NOUN
easat-10162	191	7	issn	issn	PROPN
easat-10162	191	8	:	:	PUNCT
easat-10162	191	9	2576	2576	NUM
easat-10162	191	10	-	-	SYM
easat-10162	191	11	8484	8484	NUM
easat-10162	191	12	vol	vol	NOUN
easat-10162	191	13	.	.	PROPN
easat-10162	192	1	9	9	NUM
easat-10162	192	2	,	,	PUNCT
easat-10162	192	3	no	no	INTJ
easat-10162	192	4	.	.	NOUN
easat-10162	192	5	9	9	NUM
easat-10162	192	6	:	:	SYM
easat-10162	192	7	1562	1562	NUM
easat-10162	192	8	-	-	SYM
easat-10162	192	9	1572	1572	NUM
easat-10162	192	10	,	,	PUNCT
easat-10162	192	11	2025	2025	NUM
easat-10162	192	12	doi	doi	NOUN
easat-10162	192	13	:	:	PUNCT
easat-10162	192	14	10.55214/2576	10.55214/2576	NUM
easat-10162	192	15	-	-	PUNCT
easat-10162	192	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	192	17	©	©	PROPN
easat-10162	192	18	2025	2025	NUM
easat-10162	192	19	by	by	ADP
easat-10162	192	20	the	the	DET
easat-10162	192	21	authors	author	NOUN
easat-10162	192	22	;	;	PUNCT
easat-10162	192	23	licensee	licensee	PROPN
easat-10162	192	24	learning	learning	NOUN
easat-10162	192	25	gate	gate	VERB
easat-10162	192	26	•	•	NOUN
easat-10162	192	27	data	datum	NOUN
easat-10162	192	28	curation	curation	NOUN
easat-10162	192	29	and	and	CCONJ
easat-10162	192	30	validation	validation	NOUN
easat-10162	192	31	:	:	PUNCT
easat-10162	192	32	implement	implement	VERB
easat-10162	192	33	automated	automate	VERB
easat-10162	192	34	curation	curation	NOUN
easat-10162	192	35	processes	process	NOUN
easat-10162	192	36	and	and	CCONJ
easat-10162	192	37	regular	regular	ADJ
easat-10162	192	38	audits	audits	NOUN
easat-10162	192	39	to	to	PART
easat-10162	192	40	ensure	ensure	VERB
easat-10162	192	41	that	that	SCONJ
easat-10162	192	42	datasets	dataset	NOUN
easat-10162	192	43	are	be	AUX
easat-10162	192	44	consistent	consistent	ADJ
easat-10162	192	45	and	and	CCONJ
easat-10162	192	46	free	free	ADJ
easat-10162	192	47	from	from	ADP
easat-10162	192	48	annotation	annotation	NOUN
easat-10162	192	49	errors	error	NOUN
easat-10162	192	50	.	.	PUNCT
easat-10162	193	1	•	•	NUM
easat-10162	193	2	encouraging	encourage	VERB
easat-10162	193	3	international	international	ADJ
easat-10162	193	4	consortia	consortium	NOUN
easat-10162	193	5	:	:	PUNCT
easat-10162	193	6	supports	support	VERB
easat-10162	193	7	the	the	DET
easat-10162	193	8	creation	creation	NOUN
easat-10162	193	9	of	of	ADP
easat-10162	193	10	international	international	ADJ
easat-10162	193	11	consortia	consortium	NOUN
easat-10162	193	12	to	to	PART
easat-10162	193	13	share	share	VERB
easat-10162	193	14	standardized	standardized	ADJ
easat-10162	193	15	data	datum	NOUN
easat-10162	193	16	and	and	CCONJ
easat-10162	193	17	protocols	protocol	NOUN
easat-10162	193	18	,	,	PUNCT
easat-10162	193	19	enabling	enable	VERB
easat-10162	193	20	the	the	DET
easat-10162	193	21	development	development	NOUN
easat-10162	193	22	of	of	ADP
easat-10162	193	23	more	more	ADV
easat-10162	193	24	robust	robust	ADJ
easat-10162	193	25	and	and	CCONJ
easat-10162	193	26	generalizable	generalizable	ADJ
easat-10162	193	27	ai	ai	NOUN
easat-10162	193	28	models	model	NOUN
easat-10162	193	29	.	.	PUNCT
easat-10162	194	1	•	•	NUM
easat-10162	194	2	data	datum	NOUN
easat-10162	194	3	augmentation	augmentation	NOUN
easat-10162	194	4	techniques	technique	NOUN
easat-10162	194	5	:	:	PUNCT
easat-10162	194	6	data	datum	NOUN
easat-10162	194	7	augmentation	augmentation	NOUN
easat-10162	194	8	and	and	CCONJ
easat-10162	194	9	synthetic	synthetic	ADJ
easat-10162	194	10	data	data	NOUN
easat-10162	194	11	generation	generation	NOUN
easat-10162	194	12	techniques	technique	NOUN
easat-10162	194	13	,	,	PUNCT
easat-10162	194	14	such	such	ADJ
easat-10162	194	15	as	as	ADP
easat-10162	194	16	generative	generative	ADJ
easat-10162	194	17	adversarial	adversarial	ADJ
easat-10162	194	18	networks	network	NOUN
easat-10162	194	19	(	(	PUNCT
easat-10162	194	20	gans	gan	NOUN
easat-10162	194	21	)	)	PUNCT
easat-10162	194	22	,	,	PUNCT
easat-10162	194	23	are	be	AUX
easat-10162	194	24	used	use	VERB
easat-10162	194	25	to	to	PART
easat-10162	194	26	address	address	VERB
easat-10162	194	27	the	the	DET
easat-10162	194	28	lack	lack	NOUN
easat-10162	194	29	of	of	ADP
easat-10162	194	30	representative	representative	ADJ
easat-10162	194	31	data	datum	NOUN
easat-10162	194	32	in	in	ADP
easat-10162	194	33	underrepresented	underrepresented	ADJ
easat-10162	194	34	populations	population	NOUN
easat-10162	194	35	.	.	PUNCT
easat-10162	195	1	5	5	X
easat-10162	195	2	.	.	X
easat-10162	195	3	conclusions	conclusion	NOUN
easat-10162	195	4	while	while	SCONJ
easat-10162	195	5	advancements	advancement	NOUN
easat-10162	195	6	in	in	ADP
easat-10162	195	7	artificial	artificial	ADJ
easat-10162	195	8	intelligence	intelligence	NOUN
easat-10162	195	9	(	(	PUNCT
easat-10162	195	10	ai	ai	NOUN
easat-10162	195	11	)	)	PUNCT
easat-10162	195	12	within	within	ADP
easat-10162	195	13	oncology	oncology	NOUN
easat-10162	195	14	hold	hold	VERB
easat-10162	195	15	great	great	ADJ
easat-10162	195	16	promise	promise	NOUN
easat-10162	195	17	,	,	PUNCT
easat-10162	195	18	they	they	PRON
easat-10162	195	19	also	also	ADV
easat-10162	195	20	bring	bring	VERB
easat-10162	195	21	forth	forth	ADV
easat-10162	195	22	substantial	substantial	ADJ
easat-10162	195	23	ethical	ethical	ADJ
easat-10162	195	24	challenges	challenge	NOUN
easat-10162	195	25	that	that	PRON
easat-10162	195	26	need	need	VERB
easat-10162	195	27	to	to	PART
easat-10162	195	28	be	be	AUX
easat-10162	195	29	addressed	address	VERB
easat-10162	195	30	to	to	PART
easat-10162	195	31	ensure	ensure	VERB
easat-10162	195	32	responsible	responsible	ADJ
easat-10162	195	33	and	and	CCONJ
easat-10162	195	34	fair	fair	ADJ
easat-10162	195	35	implementation	implementation	NOUN
easat-10162	195	36	.	.	PUNCT
easat-10162	196	1	the	the	DET
easat-10162	196	2	findings	finding	NOUN
easat-10162	196	3	highlight	highlight	VERB
easat-10162	196	4	critical	critical	ADJ
easat-10162	196	5	ethical	ethical	ADJ
easat-10162	196	6	concerns	concern	NOUN
easat-10162	196	7	,	,	PUNCT
easat-10162	196	8	such	such	ADJ
easat-10162	196	9	as	as	ADP
easat-10162	196	10	data	data	NOUN
easat-10162	196	11	privacy	privacy	NOUN
easat-10162	196	12	,	,	PUNCT
easat-10162	196	13	biases	bias	NOUN
easat-10162	196	14	in	in	ADP
easat-10162	196	15	ai	ai	PROPN
easat-10162	196	16	models	model	NOUN
easat-10162	196	17	,	,	PUNCT
easat-10162	196	18	and	and	CCONJ
easat-10162	196	19	algorithm	algorithm	NOUN
easat-10162	196	20	transparency	transparency	NOUN
easat-10162	196	21	.	.	PUNCT
easat-10162	197	1	protecting	protect	VERB
easat-10162	197	2	data	datum	NOUN
easat-10162	197	3	privacy	privacy	NOUN
easat-10162	197	4	is	be	AUX
easat-10162	197	5	crucial	crucial	ADJ
easat-10162	197	6	for	for	ADP
easat-10162	197	7	maintaining	maintain	VERB
easat-10162	197	8	patient	patient	ADJ
easat-10162	197	9	trust	trust	NOUN
easat-10162	197	10	and	and	CCONJ
easat-10162	197	11	encouraging	encourage	VERB
easat-10162	197	12	medical	medical	ADJ
easat-10162	197	13	institutions	institution	NOUN
easat-10162	197	14	to	to	PART
easat-10162	197	15	share	share	VERB
easat-10162	197	16	information	information	NOUN
easat-10162	197	17	.	.	PUNCT
easat-10162	198	1	conversely	conversely	ADV
easat-10162	198	2	,	,	PUNCT
easat-10162	198	3	biases	bias	NOUN
easat-10162	198	4	in	in	ADP
easat-10162	198	5	ai	ai	NOUN
easat-10162	198	6	models	model	NOUN
easat-10162	198	7	can	can	AUX
easat-10162	198	8	worsen	worsen	VERB
easat-10162	198	9	disparities	disparity	NOUN
easat-10162	198	10	in	in	ADP
easat-10162	198	11	access	access	NOUN
easat-10162	198	12	to	to	ADP
easat-10162	198	13	effective	effective	ADJ
easat-10162	198	14	treatment	treatment	NOUN
easat-10162	198	15	,	,	PUNCT
easat-10162	198	16	especially	especially	ADV
easat-10162	198	17	among	among	ADP
easat-10162	198	18	underrepresented	underrepresented	ADJ
easat-10162	198	19	groups	group	NOUN
easat-10162	198	20	.	.	PUNCT
easat-10162	199	1	to	to	PART
easat-10162	199	2	address	address	VERB
easat-10162	199	3	these	these	DET
easat-10162	199	4	issues	issue	NOUN
easat-10162	199	5	,	,	PUNCT
easat-10162	199	6	it	it	PRON
easat-10162	199	7	is	be	AUX
easat-10162	199	8	crucial	crucial	ADJ
easat-10162	199	9	to	to	PART
easat-10162	199	10	establish	establish	VERB
easat-10162	199	11	strong	strong	ADJ
easat-10162	199	12	international	international	ADJ
easat-10162	199	13	regulations	regulation	NOUN
easat-10162	199	14	for	for	ADP
easat-10162	199	15	data	data	NOUN
easat-10162	199	16	management	management	NOUN
easat-10162	199	17	and	and	CCONJ
easat-10162	199	18	ensure	ensure	VERB
easat-10162	199	19	fairness	fairness	NOUN
easat-10162	199	20	in	in	ADP
easat-10162	199	21	the	the	DET
easat-10162	199	22	creation	creation	NOUN
easat-10162	199	23	and	and	CCONJ
easat-10162	199	24	use	use	NOUN
easat-10162	199	25	of	of	ADP
easat-10162	199	26	ai	ai	ADJ
easat-10162	199	27	models	model	NOUN
easat-10162	199	28	in	in	ADP
easat-10162	199	29	healthcare	healthcare	PROPN
easat-10162	199	30	.	.	PUNCT
easat-10162	200	1	additionally	additionally	ADV
easat-10162	200	2	,	,	PUNCT
easat-10162	200	3	future	future	ADJ
easat-10162	200	4	studies	study	NOUN
easat-10162	200	5	should	should	AUX
easat-10162	200	6	aim	aim	VERB
easat-10162	200	7	to	to	PART
easat-10162	200	8	create	create	VERB
easat-10162	200	9	explainable	explainable	ADJ
easat-10162	200	10	artificial	artificial	ADJ
easat-10162	200	11	intelligence	intelligence	NOUN
easat-10162	200	12	(	(	PUNCT
easat-10162	200	13	xai	xai	PROPN
easat-10162	200	14	)	)	PUNCT
easat-10162	200	15	tools	tool	NOUN
easat-10162	200	16	that	that	PRON
easat-10162	200	17	allow	allow	VERB
easat-10162	200	18	healthcare	healthcare	NOUN
easat-10162	200	19	professionals	professional	NOUN
easat-10162	200	20	to	to	PART
easat-10162	200	21	comprehend	comprehend	VERB
easat-10162	200	22	and	and	CCONJ
easat-10162	200	23	evaluate	evaluate	VERB
easat-10162	200	24	algorithmic	algorithmic	ADJ
easat-10162	200	25	decisions	decision	NOUN
easat-10162	200	26	,	,	PUNCT
easat-10162	200	27	guaranteeing	guarantee	VERB
easat-10162	200	28	fairness	fairness	NOUN
easat-10162	200	29	and	and	CCONJ
easat-10162	200	30	transparency	transparency	NOUN
easat-10162	200	31	.	.	PUNCT
easat-10162	201	1	these	these	DET
easat-10162	201	2	actions	action	NOUN
easat-10162	201	3	would	would	AUX
easat-10162	201	4	not	not	PART
easat-10162	201	5	only	only	ADV
easat-10162	201	6	alleviate	alleviate	VERB
easat-10162	201	7	ethical	ethical	ADJ
easat-10162	201	8	concerns	concern	NOUN
easat-10162	201	9	but	but	CCONJ
easat-10162	201	10	also	also	ADV
easat-10162	201	11	enhance	enhance	VERB
easat-10162	201	12	the	the	DET
easat-10162	201	13	acceptance	acceptance	NOUN
easat-10162	201	14	of	of	ADP
easat-10162	201	15	these	these	DET
easat-10162	201	16	technologies	technology	NOUN
easat-10162	201	17	among	among	ADP
easat-10162	201	18	healthcare	healthcare	NOUN
easat-10162	201	19	providers	provider	NOUN
easat-10162	201	20	and	and	CCONJ
easat-10162	201	21	patients	patient	NOUN
easat-10162	201	22	,	,	PUNCT
easat-10162	201	23	thereby	thereby	ADV
easat-10162	201	24	increasing	increase	VERB
easat-10162	201	25	their	their	PRON
easat-10162	201	26	beneficial	beneficial	ADJ
easat-10162	201	27	impact	impact	NOUN
easat-10162	201	28	on	on	ADP
easat-10162	201	29	contemporary	contemporary	ADJ
easat-10162	201	30	oncology	oncology	NOUN
easat-10162	201	31	.	.	PUNCT
easat-10162	202	1	5.1	5.1	NUM
easat-10162	202	2	.	.	PUNCT
easat-10162	202	3	opportunities	opportunity	NOUN
easat-10162	202	4	for	for	ADP
easat-10162	202	5	future	future	ADJ
easat-10162	202	6	research	research	NOUN
easat-10162	202	7	the	the	DET
easat-10162	202	8	progress	progress	NOUN
easat-10162	202	9	of	of	ADP
easat-10162	202	10	artificial	artificial	ADJ
easat-10162	202	11	intelligence	intelligence	NOUN
easat-10162	202	12	(	(	PUNCT
easat-10162	202	13	ai	ai	NOUN
easat-10162	202	14	)	)	PUNCT
easat-10162	202	15	in	in	ADP
easat-10162	202	16	oncology	oncology	NOUN
easat-10162	202	17	presents	present	VERB
easat-10162	202	18	a	a	DET
easat-10162	202	19	promising	promising	ADJ
easat-10162	202	20	opportunity	opportunity	NOUN
easat-10162	202	21	to	to	PART
easat-10162	202	22	explore	explore	VERB
easat-10162	202	23	its	its	PRON
easat-10162	202	24	integration	integration	NOUN
easat-10162	202	25	with	with	ADP
easat-10162	202	26	new	new	ADJ
easat-10162	202	27	technologies	technology	NOUN
easat-10162	202	28	,	,	PUNCT
easat-10162	202	29	which	which	PRON
easat-10162	202	30	could	could	AUX
easat-10162	202	31	significantly	significantly	ADV
easat-10162	202	32	enhance	enhance	VERB
easat-10162	202	33	its	its	PRON
easat-10162	202	34	role	role	NOUN
easat-10162	202	35	in	in	ADP
easat-10162	202	36	cancer	cancer	NOUN
easat-10162	202	37	diagnosis	diagnosis	NOUN
easat-10162	202	38	and	and	CCONJ
easat-10162	202	39	treatment	treatment	NOUN
easat-10162	202	40	.	.	PUNCT
easat-10162	203	1	future	future	ADJ
easat-10162	203	2	research	research	NOUN
easat-10162	203	3	should	should	AUX
easat-10162	203	4	focus	focus	VERB
easat-10162	203	5	on	on	ADP
easat-10162	203	6	the	the	DET
easat-10162	203	7	following	follow	VERB
easat-10162	203	8	key	key	ADJ
easat-10162	203	9	topics	topic	NOUN
easat-10162	203	10	.	.	PUNCT
easat-10162	204	1	5.1.1	5.1.1	X
easat-10162	204	2	.	.	PUNCT
easat-10162	205	1	integration	integration	NOUN
easat-10162	205	2	with	with	ADP
easat-10162	205	3	nanotechnology	nanotechnology	PROPN
easat-10162	205	4	nanotechnology	nanotechnology	NOUN
easat-10162	205	5	enables	enable	VERB
easat-10162	205	6	the	the	DET
easat-10162	205	7	development	development	NOUN
easat-10162	205	8	of	of	ADP
easat-10162	205	9	targeted	target	VERB
easat-10162	205	10	drug	drug	NOUN
easat-10162	205	11	delivery	delivery	NOUN
easat-10162	205	12	systems	system	NOUN
easat-10162	205	13	and	and	CCONJ
easat-10162	205	14	molecular	molecular	ADJ
easat-10162	205	15	sensors	sensor	NOUN
easat-10162	205	16	for	for	ADP
easat-10162	205	17	early	early	ADJ
easat-10162	205	18	tumor	tumor	NOUN
easat-10162	205	19	detection	detection	NOUN
easat-10162	205	20	and	and	CCONJ
easat-10162	205	21	diagnosis	diagnosis	NOUN
easat-10162	205	22	.	.	PUNCT
easat-10162	206	1	combining	combine	VERB
easat-10162	206	2	ai	ai	VERB
easat-10162	206	3	with	with	ADP
easat-10162	206	4	this	this	DET
easat-10162	206	5	technology	technology	NOUN
easat-10162	206	6	can	can	AUX
easat-10162	206	7	optimize	optimize	VERB
easat-10162	206	8	personalized	personalized	ADJ
easat-10162	206	9	treatments	treatment	NOUN
easat-10162	206	10	using	use	VERB
easat-10162	206	11	algorithms	algorithm	NOUN
easat-10162	206	12	that	that	PRON
easat-10162	206	13	analyze	analyze	VERB
easat-10162	206	14	real	real	ADJ
easat-10162	206	15	-	-	PUNCT
easat-10162	206	16	time	time	NOUN
easat-10162	206	17	patient	patient	NOUN
easat-10162	206	18	responses	response	NOUN
easat-10162	206	19	to	to	AUX
easat-10162	206	20	nanodrugs	nanodrug	NOUN
easat-10162	206	21	.	.	PUNCT
easat-10162	207	1	5.1.2	5.1.2	X
easat-10162	207	2	.	.	X
easat-10162	207	3	use	use	NOUN
easat-10162	207	4	of	of	ADP
easat-10162	207	5	blockchain	blockchain	PROPN
easat-10162	207	6	for	for	ADP
easat-10162	207	7	data	data	PROPN
easat-10162	207	8	management	management	NOUN
easat-10162	207	9	blockchain	blockchain	PROPN
easat-10162	207	10	offers	offer	VERB
easat-10162	207	11	a	a	DET
easat-10162	207	12	secure	secure	ADJ
easat-10162	207	13	and	and	CCONJ
easat-10162	207	14	decentralized	decentralized	ADJ
easat-10162	207	15	method	method	NOUN
easat-10162	207	16	for	for	ADP
easat-10162	207	17	storing	store	VERB
easat-10162	207	18	and	and	CCONJ
easat-10162	207	19	exchanging	exchange	VERB
easat-10162	207	20	clinical	clinical	ADJ
easat-10162	207	21	data	datum	NOUN
easat-10162	207	22	,	,	PUNCT
easat-10162	207	23	thereby	thereby	ADV
easat-10162	207	24	ensuring	ensure	VERB
easat-10162	207	25	both	both	CCONJ
easat-10162	207	26	privacy	privacy	NOUN
easat-10162	207	27	and	and	CCONJ
easat-10162	207	28	transparency	transparency	NOUN
easat-10162	207	29	.	.	PUNCT
easat-10162	208	1	by	by	ADP
easat-10162	208	2	combining	combine	VERB
easat-10162	208	3	ai	ai	NOUN
easat-10162	208	4	with	with	ADP
easat-10162	208	5	blockchain	blockchain	NOUN
easat-10162	208	6	,	,	PUNCT
easat-10162	208	7	it	it	PRON
easat-10162	208	8	is	be	AUX
easat-10162	208	9	possible	possible	ADJ
easat-10162	208	10	to	to	PART
easat-10162	208	11	train	train	VERB
easat-10162	208	12	models	model	NOUN
easat-10162	208	13	on	on	ADP
easat-10162	208	14	extensive	extensive	ADJ
easat-10162	208	15	datasets	dataset	NOUN
easat-10162	208	16	while	while	SCONJ
easat-10162	208	17	maintaining	maintain	VERB
easat-10162	208	18	patient	patient	ADJ
easat-10162	208	19	confidentiality	confidentiality	NOUN
easat-10162	208	20	and	and	CCONJ
easat-10162	208	21	promoting	promote	VERB
easat-10162	208	22	international	international	ADJ
easat-10162	208	23	collaboration	collaboration	NOUN
easat-10162	208	24	among	among	ADP
easat-10162	208	25	healthcare	healthcare	NOUN
easat-10162	208	26	institutions	institution	NOUN
easat-10162	208	27	.	.	PUNCT
easat-10162	209	1	5.1.3	5.1.3	NUM
easat-10162	209	2	.	.	NOUN
easat-10162	209	3	combination	combination	NOUN
easat-10162	209	4	with	with	ADP
easat-10162	209	5	advanced	advanced	ADJ
easat-10162	209	6	oomics	oomic	NOUN
easat-10162	209	7	omics	omic	NOUN
easat-10162	209	8	technologies	technology	NOUN
easat-10162	209	9	,	,	PUNCT
easat-10162	209	10	such	such	ADJ
easat-10162	209	11	as	as	ADP
easat-10162	209	12	genomics	genomics	NOUN
easat-10162	209	13	,	,	PUNCT
easat-10162	209	14	transcriptomics	transcriptomic	NOUN
easat-10162	209	15	,	,	PUNCT
easat-10162	209	16	proteomics	proteomic	NOUN
easat-10162	209	17	,	,	PUNCT
easat-10162	209	18	and	and	CCONJ
easat-10162	209	19	metabolomics	metabolomic	NOUN
easat-10162	209	20	,	,	PUNCT
easat-10162	209	21	produce	produce	VERB
easat-10162	209	22	vast	vast	ADJ
easat-10162	209	23	quantities	quantity	NOUN
easat-10162	209	24	of	of	ADP
easat-10162	209	25	data	datum	NOUN
easat-10162	209	26	that	that	PRON
easat-10162	209	27	can	can	AUX
easat-10162	209	28	be	be	AUX
easat-10162	209	29	examined	examine	VERB
easat-10162	209	30	using	use	VERB
easat-10162	209	31	ai	ai	VERB
easat-10162	209	32	algorithms	algorithm	NOUN
easat-10162	209	33	to	to	PART
easat-10162	209	34	reveal	reveal	VERB
easat-10162	209	35	intricate	intricate	ADJ
easat-10162	209	36	biological	biological	ADJ
easat-10162	209	37	patterns	pattern	NOUN
easat-10162	209	38	.	.	PUNCT
easat-10162	210	1	by	by	ADP
easat-10162	210	2	combining	combine	VERB
easat-10162	210	3	ai	ai	NOUN
easat-10162	210	4	with	with	ADP
easat-10162	210	5	these	these	DET
easat-10162	210	6	technologies	technology	NOUN
easat-10162	210	7	,	,	PUNCT
easat-10162	210	8	the	the	DET
easat-10162	210	9	development	development	NOUN
easat-10162	210	10	of	of	ADP
easat-10162	210	11	predictive	predictive	ADJ
easat-10162	210	12	biomarkers	biomarker	NOUN
easat-10162	210	13	can	can	AUX
easat-10162	210	14	be	be	AUX
easat-10162	210	15	expedited	expedite	VERB
easat-10162	210	16	,	,	PUNCT
easat-10162	210	17	thereby	thereby	ADV
easat-10162	210	18	advancing	advance	VERB
easat-10162	210	19	the	the	DET
easat-10162	210	20	field	field	NOUN
easat-10162	210	21	of	of	ADP
easat-10162	210	22	precision	precision	NOUN
easat-10162	210	23	medicine	medicine	NOUN
easat-10162	210	24	.	.	PUNCT
easat-10162	211	1	1570	1570	NUM
easat-10162	211	2	edelweiss	edelweiss	PROPN
easat-10162	211	3	applied	apply	VERB
easat-10162	211	4	science	science	NOUN
easat-10162	211	5	and	and	CCONJ
easat-10162	211	6	technology	technology	NOUN
easat-10162	211	7	issn	issn	PROPN
easat-10162	211	8	:	:	PUNCT
easat-10162	211	9	2576	2576	NUM
easat-10162	211	10	-	-	SYM
easat-10162	211	11	8484	8484	NUM
easat-10162	211	12	vol	vol	NOUN
easat-10162	211	13	.	.	PROPN
easat-10162	212	1	9	9	NUM
easat-10162	212	2	,	,	PUNCT
easat-10162	212	3	no	no	INTJ
easat-10162	212	4	.	.	NOUN
easat-10162	212	5	9	9	NUM
easat-10162	212	6	:	:	SYM
easat-10162	212	7	1562	1562	NUM
easat-10162	212	8	-	-	SYM
easat-10162	212	9	1572	1572	NUM
easat-10162	212	10	,	,	PUNCT
easat-10162	212	11	2025	2025	NUM
easat-10162	212	12	doi	doi	NOUN
easat-10162	212	13	:	:	PUNCT
easat-10162	212	14	10.55214/2576	10.55214/2576	NUM
easat-10162	212	15	-	-	PUNCT
easat-10162	212	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	212	17	©	©	PROPN
easat-10162	212	18	2025	2025	NUM
easat-10162	212	19	by	by	ADP
easat-10162	212	20	the	the	DET
easat-10162	212	21	authors	author	NOUN
easat-10162	212	22	;	;	PUNCT
easat-10162	212	23	licensee	licensee	PROPN
easat-10162	212	24	learning	learning	NOUN
easat-10162	212	25	gate	gate	NOUN
easat-10162	213	1	5.1.4	5.1.4	PROPN
easat-10162	213	2	.	.	PUNCT
easat-10162	214	1	applications	application	NOUN
easat-10162	214	2	in	in	ADP
easat-10162	214	3	augmented	augment	VERB
easat-10162	214	4	reality	reality	NOUN
easat-10162	214	5	(	(	PUNCT
easat-10162	214	6	ar	ar	NOUN
easat-10162	214	7	)	)	PUNCT
easat-10162	214	8	and	and	CCONJ
easat-10162	214	9	virtual	virtual	ADJ
easat-10162	214	10	reality	reality	NOUN
easat-10162	214	11	(	(	PUNCT
easat-10162	214	12	vr	vr	NOUN
easat-10162	214	13	):	):	PUNCT
easat-10162	214	14	in	in	ADP
easat-10162	214	15	the	the	DET
easat-10162	214	16	field	field	NOUN
easat-10162	214	17	of	of	ADP
easat-10162	214	18	surgery	surgery	NOUN
easat-10162	214	19	,	,	PUNCT
easat-10162	214	20	integrating	integrate	VERB
easat-10162	214	21	ai	ai	VERB
easat-10162	214	22	with	with	ADP
easat-10162	214	23	ar	ar	NOUN
easat-10162	214	24	and	and	CCONJ
easat-10162	214	25	vr	vr	PROPN
easat-10162	214	26	technologies	technology	NOUN
easat-10162	214	27	can	can	AUX
easat-10162	214	28	enhance	enhance	VERB
easat-10162	214	29	the	the	DET
easat-10162	214	30	planning	planning	NOUN
easat-10162	214	31	and	and	CCONJ
easat-10162	214	32	performance	performance	NOUN
easat-10162	214	33	of	of	ADP
easat-10162	214	34	intricate	intricate	ADJ
easat-10162	214	35	operations	operation	NOUN
easat-10162	214	36	by	by	ADP
easat-10162	214	37	offering	offer	VERB
easat-10162	214	38	3d	3d	NUM
easat-10162	214	39	visual	visual	ADJ
easat-10162	214	40	representations	representation	NOUN
easat-10162	214	41	of	of	ADP
easat-10162	214	42	the	the	DET
easat-10162	214	43	tissues	tissue	NOUN
easat-10162	214	44	and	and	CCONJ
easat-10162	214	45	tumors	tumor	NOUN
easat-10162	214	46	.	.	PUNCT
easat-10162	215	1	this	this	DET
easat-10162	215	2	integration	integration	NOUN
easat-10162	215	3	would	would	AUX
easat-10162	215	4	allow	allow	VERB
easat-10162	215	5	surgeons	surgeon	NOUN
easat-10162	215	6	to	to	PART
easat-10162	215	7	make	make	VERB
easat-10162	215	8	more	more	ADV
easat-10162	215	9	accurate	accurate	ADJ
easat-10162	215	10	and	and	CCONJ
easat-10162	215	11	informed	informed	ADJ
easat-10162	215	12	decisions	decision	NOUN
easat-10162	215	13	during	during	ADP
easat-10162	215	14	surgery	surgery	NOUN
easat-10162	215	15	.	.	PUNCT
easat-10162	216	1	5.1.5	5.1.5	X
easat-10162	216	2	.	.	X
easat-10162	216	3	adoption	adoption	NOUN
easat-10162	216	4	of	of	ADP
easat-10162	216	5	quantum	quantum	ADJ
easat-10162	216	6	algorithms	algorithms	NOUN
easat-10162	216	7	quantum	quantum	NOUN
easat-10162	216	8	computing	computing	NOUN
easat-10162	216	9	has	have	VERB
easat-10162	216	10	the	the	DET
easat-10162	216	11	potential	potential	NOUN
easat-10162	216	12	to	to	PART
easat-10162	216	13	address	address	VERB
easat-10162	216	14	optimization	optimization	NOUN
easat-10162	216	15	and	and	CCONJ
easat-10162	216	16	large	large	ADJ
easat-10162	216	17	-	-	PUNCT
easat-10162	216	18	scale	scale	NOUN
easat-10162	216	19	data	datum	NOUN
easat-10162	216	20	analysis	analysis	NOUN
easat-10162	216	21	challenges	challenge	NOUN
easat-10162	216	22	at	at	ADP
easat-10162	216	23	remarkable	remarkable	ADJ
easat-10162	216	24	speed	speed	NOUN
easat-10162	216	25	.	.	PUNCT
easat-10162	217	1	the	the	DET
easat-10162	217	2	integration	integration	NOUN
easat-10162	217	3	of	of	ADP
easat-10162	217	4	ai	ai	VERB
easat-10162	217	5	with	with	ADP
easat-10162	217	6	quantum	quantum	NOUN
easat-10162	217	7	computing	computing	NOUN
easat-10162	217	8	can	can	AUX
easat-10162	217	9	transform	transform	VERB
easat-10162	217	10	medical	medical	ADJ
easat-10162	217	11	image	image	NOUN
easat-10162	217	12	analysis	analysis	NOUN
easat-10162	217	13	,	,	PUNCT
easat-10162	217	14	treatment	treatment	NOUN
easat-10162	217	15	forecasting	forecasting	NOUN
easat-10162	217	16	,	,	PUNCT
easat-10162	217	17	and	and	CCONJ
easat-10162	217	18	the	the	DET
easat-10162	217	19	modeling	modeling	NOUN
easat-10162	217	20	of	of	ADP
easat-10162	217	21	biological	biological	ADJ
easat-10162	217	22	interactions	interaction	NOUN
easat-10162	217	23	.	.	PUNCT
easat-10162	218	1	5.1.6	5.1.6	X
easat-10162	218	2	.	.	X
easat-10162	218	3	development	development	NOUN
easat-10162	218	4	of	of	ADP
easat-10162	218	5	multimodal	multimodal	NOUN
easat-10162	218	6	models	model	NOUN
easat-10162	218	7	future	future	ADJ
easat-10162	218	8	studies	study	NOUN
easat-10162	218	9	should	should	AUX
easat-10162	218	10	focus	focus	VERB
easat-10162	218	11	on	on	ADP
easat-10162	218	12	developing	develop	VERB
easat-10162	218	13	models	model	NOUN
easat-10162	218	14	that	that	PRON
easat-10162	218	15	combine	combine	VERB
easat-10162	218	16	various	various	ADJ
easat-10162	218	17	data	datum	NOUN
easat-10162	218	18	sources	source	NOUN
easat-10162	218	19	,	,	PUNCT
easat-10162	218	20	including	include	VERB
easat-10162	218	21	medical	medical	ADJ
easat-10162	218	22	imaging	imaging	NOUN
easat-10162	218	23	,	,	PUNCT
easat-10162	218	24	omics	omics	PROPN
easat-10162	218	25	data	datum	NOUN
easat-10162	218	26	,	,	PUNCT
easat-10162	218	27	and	and	CCONJ
easat-10162	218	28	clinical	clinical	ADJ
easat-10162	218	29	records	record	NOUN
easat-10162	218	30	,	,	PUNCT
easat-10162	218	31	to	to	PART
easat-10162	218	32	deliver	deliver	VERB
easat-10162	218	33	more	more	ADV
easat-10162	218	34	reliable	reliable	ADJ
easat-10162	218	35	and	and	CCONJ
easat-10162	218	36	precise	precise	ADJ
easat-10162	218	37	predictions	prediction	NOUN
easat-10162	218	38	for	for	ADP
easat-10162	218	39	cancer	cancer	NOUN
easat-10162	218	40	treatment	treatment	NOUN
easat-10162	218	41	.	.	PUNCT
easat-10162	219	1	transparency	transparency	NOUN
easat-10162	219	2	:	:	PUNCT
easat-10162	219	3	the	the	DET
easat-10162	219	4	authors	author	NOUN
easat-10162	219	5	confirm	confirm	VERB
easat-10162	219	6	that	that	SCONJ
easat-10162	219	7	the	the	DET
easat-10162	219	8	manuscript	manuscript	NOUN
easat-10162	219	9	is	be	AUX
easat-10162	219	10	an	an	DET
easat-10162	219	11	honest	honest	ADJ
easat-10162	219	12	,	,	PUNCT
easat-10162	219	13	accurate	accurate	ADJ
easat-10162	219	14	,	,	PUNCT
easat-10162	219	15	and	and	CCONJ
easat-10162	219	16	transparent	transparent	ADJ
easat-10162	219	17	account	account	NOUN
easat-10162	219	18	of	of	ADP
easat-10162	219	19	the	the	DET
easat-10162	219	20	study	study	NOUN
easat-10162	219	21	;	;	PUNCT
easat-10162	219	22	that	that	SCONJ
easat-10162	219	23	no	no	DET
easat-10162	219	24	vital	vital	ADJ
easat-10162	219	25	features	feature	NOUN
easat-10162	219	26	of	of	ADP
easat-10162	219	27	the	the	DET
easat-10162	219	28	study	study	NOUN
easat-10162	219	29	have	have	AUX
easat-10162	219	30	been	be	AUX
easat-10162	219	31	omitted	omit	VERB
easat-10162	219	32	;	;	PUNCT
easat-10162	219	33	and	and	CCONJ
easat-10162	219	34	that	that	SCONJ
easat-10162	219	35	any	any	DET
easat-10162	219	36	discrepancies	discrepancy	NOUN
easat-10162	219	37	from	from	ADP
easat-10162	219	38	the	the	DET
easat-10162	219	39	study	study	NOUN
easat-10162	219	40	as	as	SCONJ
easat-10162	219	41	planned	plan	VERB
easat-10162	219	42	have	have	AUX
easat-10162	219	43	been	be	AUX
easat-10162	219	44	explained	explain	VERB
easat-10162	219	45	.	.	PUNCT
easat-10162	220	1	this	this	DET
easat-10162	220	2	study	study	NOUN
easat-10162	220	3	followed	follow	VERB
easat-10162	220	4	all	all	DET
easat-10162	220	5	ethical	ethical	ADJ
easat-10162	220	6	practices	practice	NOUN
easat-10162	220	7	during	during	ADP
easat-10162	220	8	writing	writing	NOUN
easat-10162	220	9	.	.	PUNCT
easat-10162	221	1	copyright	copyright	NOUN
easat-10162	221	2	:	:	PUNCT
easat-10162	221	3	©	©	PROPN
easat-10162	221	4	2025	2025	NUM
easat-10162	221	5	by	by	ADP
easat-10162	221	6	the	the	DET
easat-10162	221	7	authors	author	NOUN
easat-10162	221	8	.	.	PUNCT
easat-10162	222	1	this	this	DET
easat-10162	222	2	open	open	ADJ
easat-10162	222	3	-	-	PUNCT
easat-10162	222	4	access	access	NOUN
easat-10162	222	5	article	article	NOUN
easat-10162	222	6	is	be	AUX
easat-10162	222	7	distributed	distribute	VERB
easat-10162	222	8	under	under	ADP
easat-10162	222	9	the	the	DET
easat-10162	222	10	terms	term	NOUN
easat-10162	222	11	and	and	CCONJ
easat-10162	222	12	conditions	condition	NOUN
easat-10162	222	13	of	of	ADP
easat-10162	222	14	the	the	DET
easat-10162	222	15	creative	creative	ADJ
easat-10162	222	16	commons	common	NOUN
easat-10162	222	17	attribution	attribution	NOUN
easat-10162	222	18	(	(	PUNCT
easat-10162	222	19	cc	cc	NOUN
easat-10162	222	20	by	by	ADP
easat-10162	222	21	)	)	PUNCT
easat-10162	222	22	license	license	NOUN
easat-10162	222	23	(	(	PUNCT
easat-10162	222	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10162	222	25	)	)	PUNCT
easat-10162	222	26	.	.	PUNCT
easat-10162	223	1	references	reference	NOUN
easat-10162	223	2	[	[	X
easat-10162	223	3	1	1	X
easat-10162	223	4	]	]	PUNCT
easat-10162	223	5	e.	e.	PROPN
easat-10162	223	6	ruiz	ruiz	NOUN
easat-10162	223	7	bedolla	bedolla	PROPN
easat-10162	223	8	and	and	CCONJ
easat-10162	223	9	i.	i.	PROPN
easat-10162	223	10	p.	p.	PROPN
easat-10162	223	11	ortega	ortega	PROPN
easat-10162	223	12	,	,	PUNCT
easat-10162	223	13	"	"	PUNCT
easat-10162	223	14	cancer	cancer	NOUN
easat-10162	223	15	:	:	PUNCT
easat-10162	223	16	etiology	etiology	NOUN
easat-10162	223	17	,	,	PUNCT
easat-10162	223	18	control	control	NOUN
easat-10162	223	19	and	and	CCONJ
easat-10162	223	20	nutrition	nutrition	NOUN
easat-10162	223	21	,	,	PUNCT
easat-10162	223	22	"	"	PUNCT
easat-10162	223	23	international	international	ADJ
easat-10162	223	24	journal	journal	NOUN
easat-10162	223	25	of	of	ADP
easat-10162	223	26	applied	apply	VERB
easat-10162	223	27	research	research	NOUN
easat-10162	223	28	,	,	PUNCT
easat-10162	223	29	vol	vol	NOUN
easat-10162	223	30	.	.	PROPN
easat-10162	223	31	10	10	NUM
easat-10162	223	32	,	,	PUNCT
easat-10162	223	33	no	no	INTJ
easat-10162	223	34	.	.	NOUN
easat-10162	223	35	4	4	NUM
easat-10162	223	36	,	,	PUNCT
easat-10162	223	37	pp	pp	ADJ
easat-10162	223	38	.	.	PUNCT
easat-10162	224	1	1–10	1–10	NOUN
easat-10162	224	2	,	,	PUNCT
easat-10162	224	3	2024	2024	NUM
easat-10162	224	4	.	.	PUNCT
easat-10162	225	1	[	[	X
easat-10162	225	2	2	2	NUM
easat-10162	225	3	]	]	PUNCT
easat-10162	225	4	p.	p.	NOUN
easat-10162	225	5	tarale	tarale	PROPN
easat-10162	225	6	,	,	PUNCT
easat-10162	225	7	p.	p.	PROPN
easat-10162	225	8	naoghare	naoghare	PROPN
easat-10162	225	9	,	,	PUNCT
easat-10162	225	10	j.	j.	PROPN
easat-10162	225	11	tagde	tagde	PROPN
easat-10162	225	12	,	,	PUNCT
easat-10162	225	13	a.	a.	PROPN
easat-10162	225	14	bafana	bafana	PROPN
easat-10162	225	15	,	,	PUNCT
easat-10162	225	16	and	and	CCONJ
easat-10162	225	17	s.	s.	PROPN
easat-10162	225	18	sivanesan	sivanesan	PROPN
easat-10162	225	19	,	,	PUNCT
easat-10162	225	20	"	"	PUNCT
easat-10162	225	21	diverse	diverse	ADJ
easat-10162	225	22	cancer	cancer	NOUN
easat-10162	225	23	therapeutic	therapeutic	ADJ
easat-10162	225	24	interactions	interaction	NOUN
easat-10162	225	25	:	:	PUNCT
easat-10162	225	26	complexities	complexity	NOUN
easat-10162	225	27	in	in	ADP
easat-10162	225	28	cancer	cancer	NOUN
easat-10162	225	29	management	management	NOUN
easat-10162	225	30	,	,	PUNCT
easat-10162	225	31	"	"	PUNCT
easat-10162	225	32	in	in	ADP
easat-10162	225	33	pharmacotherapeutic	pharmacotherapeutic	ADJ
easat-10162	225	34	botanicals	botanical	NOUN
easat-10162	225	35	for	for	ADP
easat-10162	225	36	cancer	cancer	NOUN
easat-10162	225	37	chemoprevention	chemoprevention	NOUN
easat-10162	225	38	:	:	PUNCT
easat-10162	225	39	springer	springer	NOUN
easat-10162	225	40	,	,	PUNCT
easat-10162	225	41	2020	2020	NUM
easat-10162	225	42	,	,	PUNCT
easat-10162	225	43	pp	pp	ADV
easat-10162	225	44	.	.	PUNCT
easat-10162	226	1	47	47	NUM
easat-10162	226	2	-	-	SYM
easat-10162	226	3	66	66	NUM
easat-10162	226	4	.	.	PUNCT
easat-10162	227	1	[	[	X
easat-10162	227	2	3	3	X
easat-10162	227	3	]	]	PUNCT
easat-10162	227	4	m.	m.	PROPN
easat-10162	227	5	r.	r.	PROPN
easat-10162	227	6	karimi	karimi	PROPN
easat-10162	227	7	,	,	PUNCT
easat-10162	227	8	a.	a.	PROPN
easat-10162	227	9	h.	h.	PROPN
easat-10162	227	10	karimi	karimi	PROPN
easat-10162	227	11	,	,	PUNCT
easat-10162	227	12	s.	s.	PROPN
easat-10162	227	13	abolmaali	abolmaali	PROPN
easat-10162	227	14	,	,	PUNCT
easat-10162	227	15	m.	m.	NOUN
easat-10162	227	16	sadeghi	sadeghi	PROPN
easat-10162	227	17	,	,	PUNCT
easat-10162	227	18	and	and	CCONJ
easat-10162	227	19	u.	u.	PROPN
easat-10162	227	20	schmitz	schmitz	PROPN
easat-10162	227	21	,	,	PUNCT
easat-10162	227	22	"	"	PUNCT
easat-10162	227	23	prospects	prospect	NOUN
easat-10162	227	24	and	and	CCONJ
easat-10162	227	25	challenges	challenge	NOUN
easat-10162	227	26	of	of	ADP
easat-10162	227	27	cancer	cancer	NOUN
easat-10162	227	28	systems	system	NOUN
easat-10162	227	29	medicine	medicine	NOUN
easat-10162	227	30	:	:	PUNCT
easat-10162	227	31	from	from	ADP
easat-10162	227	32	genes	gene	NOUN
easat-10162	227	33	to	to	ADP
easat-10162	227	34	disease	disease	NOUN
easat-10162	227	35	networks	network	NOUN
easat-10162	227	36	,	,	PUNCT
easat-10162	227	37	"	"	PUNCT
easat-10162	227	38	briefings	briefing	NOUN
easat-10162	227	39	in	in	ADP
easat-10162	227	40	bioinformatics	bioinformatics	NOUN
easat-10162	227	41	,	,	PUNCT
easat-10162	227	42	vol	vol	NOUN
easat-10162	227	43	.	.	PROPN
easat-10162	227	44	23	23	NUM
easat-10162	227	45	,	,	PUNCT
easat-10162	227	46	no	no	INTJ
easat-10162	227	47	.	.	NOUN
easat-10162	227	48	1	1	NUM
easat-10162	227	49	,	,	PUNCT
easat-10162	227	50	2021	2021	NUM
easat-10162	227	51	.	.	PUNCT
easat-10162	228	1	https://doi.org/10.1093/bib/bbab343	https://doi.org/10.1093/bib/bbab343	NOUN
easat-10162	229	1	[	[	X
easat-10162	229	2	4	4	X
easat-10162	229	3	]	]	PUNCT
easat-10162	229	4	s.	s.	PROPN
easat-10162	229	5	saraf	saraf	PROPN
easat-10162	229	6	,	,	PUNCT
easat-10162	229	7	a.	a.	PROPN
easat-10162	229	8	de	de	PROPN
easat-10162	229	9	,	,	PUNCT
easat-10162	229	10	and	and	CCONJ
easat-10162	229	11	b.	b.	PROPN
easat-10162	229	12	tripathy	tripathy	PROPN
easat-10162	229	13	,	,	PUNCT
easat-10162	229	14	"	"	PUNCT
easat-10162	229	15	effective	effective	ADJ
easat-10162	229	16	use	use	NOUN
easat-10162	229	17	of	of	ADP
easat-10162	229	18	computational	computational	ADJ
easat-10162	229	19	biology	biology	NOUN
easat-10162	229	20	and	and	CCONJ
easat-10162	229	21	artificial	artificial	ADJ
easat-10162	229	22	intelligence	intelligence	NOUN
easat-10162	229	23	in	in	ADP
easat-10162	229	24	the	the	DET
easat-10162	229	25	domain	domain	NOUN
easat-10162	229	26	of	of	ADP
easat-10162	229	27	medical	medical	ADJ
easat-10162	229	28	oncology	oncology	NOUN
easat-10162	229	29	,	,	PUNCT
easat-10162	229	30	"	"	PUNCT
easat-10162	229	31	in	in	ADP
easat-10162	229	32	computational	computational	ADJ
easat-10162	229	33	intelligence	intelligence	NOUN
easat-10162	229	34	for	for	ADP
easat-10162	229	35	oncology	oncology	NOUN
easat-10162	229	36	and	and	CCONJ
easat-10162	229	37	neurological	neurological	ADJ
easat-10162	229	38	disorders	disorder	NOUN
easat-10162	229	39	:	:	PUNCT
easat-10162	229	40	crc	crc	NOUN
easat-10162	229	41	press	press	NOUN
easat-10162	229	42	,	,	PUNCT
easat-10162	229	43	2024	2024	NUM
easat-10162	229	44	,	,	PUNCT
easat-10162	229	45	pp	pp	ADV
easat-10162	229	46	.	.	PUNCT
easat-10162	230	1	228	228	NUM
easat-10162	230	2	-	-	SYM
easat-10162	230	3	252	252	NUM
easat-10162	230	4	.	.	PUNCT
easat-10162	231	1	[	[	X
easat-10162	231	2	5	5	X
easat-10162	231	3	]	]	PUNCT
easat-10162	231	4	s.	s.	PROPN
easat-10162	231	5	k.	k.	PROPN
easat-10162	231	6	agrawal	agrawal	PROPN
easat-10162	231	7	and	and	CCONJ
easat-10162	231	8	s.	s.	PROPN
easat-10162	231	9	s.	s.	PROPN
easat-10162	231	10	jain	jain	PROPN
easat-10162	231	11	,	,	PUNCT
easat-10162	231	12	"	"	PUNCT
easat-10162	231	13	role	role	NOUN
easat-10162	231	14	of	of	ADP
easat-10162	231	15	artificial	artificial	ADJ
easat-10162	231	16	intelligence	intelligence	NOUN
easat-10162	231	17	in	in	ADP
easat-10162	231	18	advancing	advance	VERB
easat-10162	231	19	pancreatic	pancreatic	ADJ
easat-10162	231	20	cancer	cancer	NOUN
easat-10162	231	21	research	research	NOUN
easat-10162	231	22	,	,	PUNCT
easat-10162	231	23	"	"	PUNCT
easat-10162	231	24	in	in	ADP
easat-10162	231	25	smart	smart	ADJ
easat-10162	231	26	healthcare	healthcare	NOUN
easat-10162	231	27	systems	system	NOUN
easat-10162	231	28	:	:	PUNCT
easat-10162	231	29	crc	crc	PROPN
easat-10162	231	30	press	press	NOUN
easat-10162	231	31	,	,	PUNCT
easat-10162	231	32	2024	2024	NUM
easat-10162	231	33	,	,	PUNCT
easat-10162	231	34	pp	pp	ADJ
easat-10162	231	35	.	.	PUNCT
easat-10162	232	1	222	222	NUM
easat-10162	232	2	-	-	SYM
easat-10162	232	3	235	235	NUM
easat-10162	232	4	.	.	PUNCT
easat-10162	233	1	[	[	X
easat-10162	233	2	6	6	NUM
easat-10162	233	3	]	]	PUNCT
easat-10162	233	4	m.	m.	NOUN
easat-10162	233	5	s.	s.	PROPN
easat-10162	233	6	khan	khan	PROPN
easat-10162	233	7	,	,	PUNCT
easat-10162	233	8	m.	m.	NOUN
easat-10162	233	9	y.	y.	PROPN
easat-10162	233	10	alshahrani	alshahrani	PROPN
easat-10162	233	11	,	,	PUNCT
easat-10162	233	12	s.	s.	PROPN
easat-10162	233	13	wahab	wahab	PROPN
easat-10162	233	14	,	,	PUNCT
easat-10162	233	15	g.	g.	PROPN
easat-10162	233	16	gupta	gupta	PROPN
easat-10162	233	17	,	,	PUNCT
easat-10162	233	18	and	and	CCONJ
easat-10162	233	19	p.	p.	PROPN
easat-10162	233	20	kesharwani	kesharwani	PROPN
easat-10162	233	21	,	,	PUNCT
easat-10162	233	22	"	"	PUNCT
easat-10162	233	23	evolution	evolution	NOUN
easat-10162	233	24	of	of	ADP
easat-10162	233	25	artificial	artificial	ADJ
easat-10162	233	26	intelligence	intelligence	NOUN
easat-10162	233	27	as	as	ADP
easat-10162	233	28	a	a	DET
easat-10162	233	29	modern	modern	ADJ
easat-10162	233	30	technology	technology	NOUN
easat-10162	233	31	in	in	ADP
easat-10162	233	32	advanced	advanced	ADJ
easat-10162	233	33	cancer	cancer	NOUN
easat-10162	233	34	therapy	therapy	NOUN
easat-10162	233	35	,	,	PUNCT
easat-10162	233	36	"	"	PUNCT
easat-10162	233	37	journal	journal	NOUN
easat-10162	233	38	of	of	ADP
easat-10162	233	39	drug	drug	NOUN
easat-10162	233	40	delivery	delivery	NOUN
easat-10162	233	41	science	science	NOUN
easat-10162	233	42	and	and	CCONJ
easat-10162	233	43	technology	technology	NOUN
easat-10162	233	44	,	,	PUNCT
easat-10162	233	45	vol	vol	NOUN
easat-10162	233	46	.	.	PROPN
easat-10162	233	47	98	98	NUM
easat-10162	233	48	,	,	PUNCT
easat-10162	233	49	p.	p.	NOUN
easat-10162	233	50	105892	105892	NUM
easat-10162	233	51	,	,	PUNCT
easat-10162	233	52	2024	2024	NUM
easat-10162	233	53	.	.	PUNCT
easat-10162	234	1	https://doi.org/10.1016/j.jddst.2024.105892	https://doi.org/10.1016/j.jddst.2024.105892	NOUN
easat-10162	234	2	[	[	X
easat-10162	234	3	7	7	X
easat-10162	234	4	]	]	PUNCT
easat-10162	234	5	p.	p.	NOUN
easat-10162	234	6	karmakar	karmakar	PROPN
easat-10162	234	7	,	,	PUNCT
easat-10162	234	8	s.	s.	PROPN
easat-10162	234	9	sinha	sinha	PROPN
easat-10162	234	10	,	,	PUNCT
easat-10162	234	11	and	and	CCONJ
easat-10162	234	12	d.	d.	PROPN
easat-10162	234	13	pal	pal	PROPN
easat-10162	234	14	,	,	PUNCT
easat-10162	234	15	"	"	PUNCT
easat-10162	234	16	artificial	artificial	ADJ
easat-10162	234	17	intelligence	intelligence	NOUN
easat-10162	234	18	,	,	PUNCT
easat-10162	234	19	"	"	PUNCT
easat-10162	234	20	international	international	ADJ
easat-10162	234	21	journal	journal	NOUN
easat-10162	234	22	of	of	ADP
easat-10162	234	23	advanced	advanced	ADJ
easat-10162	234	24	research	research	NOUN
easat-10162	234	25	in	in	ADP
easat-10162	234	26	science	science	NOUN
easat-10162	234	27	,	,	PUNCT
easat-10162	234	28	communication	communication	NOUN
easat-10162	234	29	and	and	CCONJ
easat-10162	234	30	technology	technology	NOUN
easat-10162	234	31	(	(	PUNCT
easat-10162	234	32	ijarsct	ijarsct	PROPN
easat-10162	234	33	)	)	PUNCT
easat-10162	234	34	,	,	PUNCT
easat-10162	234	35	vol	vol	NOUN
easat-10162	234	36	.	.	PROPN
easat-10162	234	37	4	4	NUM
easat-10162	234	38	,	,	PUNCT
easat-10162	234	39	no	no	INTJ
easat-10162	234	40	.	.	NOUN
easat-10162	234	41	2	2	NUM
easat-10162	234	42	,	,	PUNCT
easat-10162	234	43	pp	pp	ADJ
easat-10162	234	44	.	.	PUNCT
easat-10162	235	1	79–87	79–87	NUM
easat-10162	235	2	,	,	PUNCT
easat-10162	235	3	2024	2024	NUM
easat-10162	235	4	.	.	PUNCT
easat-10162	236	1	[	[	X
easat-10162	236	2	8	8	NUM
easat-10162	236	3	]	]	PUNCT
easat-10162	236	4	a.	a.	NOUN
easat-10162	236	5	shrivastava	shrivastava	PROPN
easat-10162	236	6	,	,	PUNCT
easat-10162	236	7	a.	a.	PROPN
easat-10162	236	8	pandey	pandey	PROPN
easat-10162	236	9	,	,	PUNCT
easat-10162	236	10	n.	n.	PROPN
easat-10162	236	11	singh	singh	PROPN
easat-10162	236	12	,	,	PUNCT
easat-10162	236	13	s.	s.	PROPN
easat-10162	236	14	srivastava	srivastava	PROPN
easat-10162	236	15	,	,	PUNCT
easat-10162	236	16	m.	m.	PROPN
easat-10162	236	17	srivastava	srivastava	PROPN
easat-10162	236	18	,	,	PUNCT
easat-10162	236	19	and	and	CCONJ
easat-10162	236	20	a.	a.	PROPN
easat-10162	236	21	srivastava	srivastava	PROPN
easat-10162	236	22	,	,	PUNCT
easat-10162	236	23	"	"	PUNCT
easat-10162	236	24	artificial	artificial	ADJ
easat-10162	236	25	intelligence	intelligence	NOUN
easat-10162	236	26	(	(	PUNCT
easat-10162	236	27	ai	ai	NOUN
easat-10162	236	28	):	):	PUNCT
easat-10162	236	29	evolution	evolution	NOUN
easat-10162	236	30	,	,	PUNCT
easat-10162	236	31	methodologies	methodology	NOUN
easat-10162	236	32	,	,	PUNCT
easat-10162	236	33	and	and	CCONJ
easat-10162	236	34	applications	application	NOUN
easat-10162	236	35	,	,	PUNCT
easat-10162	236	36	"	"	PUNCT
easat-10162	236	37	international	international	ADJ
easat-10162	236	38	journal	journal	NOUN
easat-10162	236	39	for	for	ADP
easat-10162	236	40	research	research	NOUN
easat-10162	236	41	in	in	ADP
easat-10162	236	42	applied	apply	VERB
easat-10162	236	43	science	science	NOUN
easat-10162	236	44	and	and	CCONJ
easat-10162	236	45	engineering	engineering	NOUN
easat-10162	236	46	technology	technology	NOUN
easat-10162	236	47	,	,	PUNCT
easat-10162	236	48	vol	vol	NOUN
easat-10162	236	49	.	.	PROPN
easat-10162	236	50	12	12	NUM
easat-10162	236	51	,	,	PUNCT
easat-10162	236	52	no	no	INTJ
easat-10162	236	53	.	.	NOUN
easat-10162	236	54	4	4	NUM
easat-10162	236	55	,	,	PUNCT
easat-10162	236	56	pp	pp	ADJ
easat-10162	236	57	.	.	PUNCT
easat-10162	236	58	5501	5501	NUM
easat-10162	236	59	-	-	SYM
easat-10162	236	60	5505	5505	NUM
easat-10162	236	61	,	,	PUNCT
easat-10162	236	62	2024	2024	NUM
easat-10162	236	63	.	.	PUNCT
easat-10162	237	1	[	[	X
easat-10162	237	2	9	9	NUM
easat-10162	237	3	]	]	PUNCT
easat-10162	237	4	t.	t.	PROPN
easat-10162	237	5	v.	v.	PROPN
easat-10162	237	6	aliu	aliu	PROPN
easat-10162	237	7	,	,	PUNCT
easat-10162	237	8	"	"	PUNCT
easat-10162	237	9	artificial	artificial	ADJ
easat-10162	237	10	intelligence	intelligence	NOUN
easat-10162	237	11	in	in	ADP
easat-10162	237	12	special	special	ADJ
easat-10162	237	13	education	education	NOUN
easat-10162	237	14	:	:	PUNCT
easat-10162	237	15	a	a	DET
easat-10162	237	16	literature	literature	NOUN
easat-10162	237	17	review	review	NOUN
easat-10162	237	18	,	,	PUNCT
easat-10162	237	19	"	"	PUNCT
easat-10162	237	20	systemic	systemic	ADJ
easat-10162	237	21	analytics	analytic	NOUN
easat-10162	237	22	,	,	PUNCT
easat-10162	237	23	vol	vol	NOUN
easat-10162	237	24	.	.	PROPN
easat-10162	237	25	2	2	NUM
easat-10162	237	26	,	,	PUNCT
easat-10162	237	27	no	no	INTJ
easat-10162	237	28	.	.	NOUN
easat-10162	237	29	2	2	NUM
easat-10162	237	30	,	,	PUNCT
easat-10162	237	31	pp	pp	ADJ
easat-10162	237	32	.	.	PUNCT
easat-10162	237	33	188199	188199	NUM
easat-10162	237	34	,	,	PUNCT
easat-10162	237	35	2024	2024	NUM
easat-10162	237	36	.	.	PUNCT
easat-10162	238	1	https://doi.org/10.31181/sa22202424	https://doi.org/10.31181/sa22202424	X
easat-10162	239	1	[	[	X
easat-10162	239	2	10	10	NUM
easat-10162	239	3	]	]	X
easat-10162	239	4	s.	s.	PROPN
easat-10162	239	5	m.	m.	PROPN
easat-10162	239	6	mian	mian	PROPN
easat-10162	239	7	,	,	PUNCT
easat-10162	239	8	m.	m.	NOUN
easat-10162	239	9	s.	s.	PROPN
easat-10162	239	10	khan	khan	PROPN
easat-10162	239	11	,	,	PUNCT
easat-10162	239	12	m.	m.	NOUN
easat-10162	239	13	shawez	shawez	ADJ
easat-10162	239	14	,	,	PUNCT
easat-10162	239	15	and	and	CCONJ
easat-10162	239	16	a.	a.	PROPN
easat-10162	239	17	kaur	kaur	PROPN
easat-10162	239	18	,	,	PUNCT
easat-10162	239	19	"	"	PUNCT
easat-10162	239	20	artificial	artificial	ADJ
easat-10162	239	21	intelligence	intelligence	NOUN
easat-10162	239	22	(	(	PUNCT
easat-10162	239	23	ai	ai	NOUN
easat-10162	239	24	)	)	PUNCT
easat-10162	239	25	,	,	PUNCT
easat-10162	239	26	machine	machine	NOUN
easat-10162	239	27	learning	learning	NOUN
easat-10162	239	28	(	(	PUNCT
easat-10162	239	29	ml	ml	PROPN
easat-10162	239	30	)	)	PUNCT
easat-10162	239	31	&	&	CCONJ
easat-10162	239	32	deep	deep	ADJ
easat-10162	239	33	learning	learning	NOUN
easat-10162	239	34	(	(	PUNCT
easat-10162	239	35	dl	dl	INTJ
easat-10162	239	36	):	):	PUNCT
easat-10162	239	37	a	a	DET
easat-10162	239	38	comprehensive	comprehensive	ADJ
easat-10162	239	39	overview	overview	NOUN
easat-10162	239	40	on	on	ADP
easat-10162	239	41	techniques	technique	NOUN
easat-10162	239	42	,	,	PUNCT
easat-10162	239	43	applications	application	NOUN
easat-10162	239	44	and	and	CCONJ
easat-10162	239	45	research	research	NOUN
easat-10162	239	46	directions	direction	NOUN
easat-10162	239	47	,	,	PUNCT
easat-10162	239	48	"	"	PUNCT
easat-10162	239	49	in	in	ADP
easat-10162	239	50	2024	2024	NUM
easat-10162	239	51	2nd	2nd	ADJ
easat-10162	239	52	international	international	ADJ
easat-10162	239	53	conference	conference	NOUN
easat-10162	239	54	on	on	ADP
easat-10162	239	55	sustainable	sustainable	ADJ
easat-10162	239	56	computing	computing	NOUN
easat-10162	239	57	and	and	CCONJ
easat-10162	239	58	smart	smart	ADJ
easat-10162	239	59	systems	system	NOUN
easat-10162	239	60	(	(	PUNCT
easat-10162	239	61	icscss	icscss	PROPN
easat-10162	239	62	)	)	PUNCT
easat-10162	239	63	,	,	PUNCT
easat-10162	239	64	2024	2024	NUM
easat-10162	239	65	,	,	PUNCT
easat-10162	239	66	doi	doi	NOUN
easat-10162	239	67	:	:	PUNCT
easat-10162	239	68	https://doi.org/10.1109/icscss60660.2024.10625198	https://doi.org/10.1109/icscss60660.2024.10625198	PROPN
easat-10162	239	69	.	.	PUNCT
easat-10162	240	1	[	[	X
easat-10162	240	2	11	11	NUM
easat-10162	240	3	]	]	X
easat-10162	240	4	y.	y.	PROPN
easat-10162	240	5	wang	wang	PROPN
easat-10162	240	6	,	,	PUNCT
easat-10162	240	7	"	"	PUNCT
easat-10162	240	8	innovative	innovative	ADJ
easat-10162	240	9	applications	application	NOUN
easat-10162	240	10	of	of	ADP
easat-10162	240	11	artificial	artificial	ADJ
easat-10162	240	12	intelligence	intelligence	NOUN
easat-10162	240	13	in	in	ADP
easat-10162	240	14	specific	specific	ADJ
easat-10162	240	15	domains	domain	NOUN
easat-10162	240	16	,	,	PUNCT
easat-10162	240	17	"	"	PUNCT
easat-10162	240	18	innovation	innovation	NOUN
easat-10162	240	19	in	in	ADP
easat-10162	240	20	science	science	NOUN
easat-10162	240	21	and	and	CCONJ
easat-10162	240	22	technology	technology	NOUN
easat-10162	240	23	,	,	PUNCT
easat-10162	240	24	vol	vol	NOUN
easat-10162	240	25	.	.	PROPN
easat-10162	241	1	3	3	NUM
easat-10162	241	2	,	,	PUNCT
easat-10162	241	3	no	no	INTJ
easat-10162	241	4	.	.	NOUN
easat-10162	241	5	5	5	NUM
easat-10162	241	6	,	,	PUNCT
easat-10162	241	7	pp	pp	ADJ
easat-10162	241	8	.	.	PUNCT
easat-10162	242	1	40	40	NUM
easat-10162	242	2	-	-	SYM
easat-10162	242	3	46	46	NUM
easat-10162	242	4	,	,	PUNCT
easat-10162	242	5	2024	2024	NUM
easat-10162	242	6	.	.	PUNCT
easat-10162	243	1	[	[	X
easat-10162	243	2	12	12	NUM
easat-10162	243	3	]	]	PUNCT
easat-10162	243	4	s.	s.	PROPN
easat-10162	243	5	arefin	arefin	PROPN
easat-10162	243	6	,	,	PUNCT
easat-10162	243	7	"	"	PUNCT
easat-10162	243	8	idmap	idmap	NOUN
easat-10162	243	9	:	:	PUNCT
easat-10162	243	10	leveraging	leverage	VERB
easat-10162	243	11	ai	ai	NOUN
easat-10162	243	12	and	and	CCONJ
easat-10162	243	13	data	datum	NOUN
easat-10162	243	14	technologies	technology	NOUN
easat-10162	243	15	for	for	ADP
easat-10162	243	16	early	early	ADJ
easat-10162	243	17	cancer	cancer	NOUN
easat-10162	243	18	detection	detection	NOUN
easat-10162	243	19	,	,	PUNCT
easat-10162	243	20	"	"	PUNCT
easat-10162	243	21	valley	valley	NOUN
easat-10162	243	22	international	international	PROPN
easat-10162	243	23	journal	journal	PROPN
easat-10162	243	24	digital	digital	PROPN
easat-10162	243	25	library	library	NOUN
easat-10162	243	26	,	,	PUNCT
easat-10162	243	27	vol	vol	NOUN
easat-10162	243	28	.	.	PROPN
easat-10162	243	29	12	12	NUM
easat-10162	243	30	,	,	PUNCT
easat-10162	243	31	no	no	INTJ
easat-10162	243	32	.	.	NOUN
easat-10162	243	33	8	8	NUM
easat-10162	243	34	,	,	PUNCT
easat-10162	243	35	pp	pp	ADJ
easat-10162	243	36	.	.	PUNCT
easat-10162	243	37	1138	1138	NUM
easat-10162	243	38	-	-	SYM
easat-10162	243	39	1145	1145	NUM
easat-10162	243	40	,	,	PUNCT
easat-10162	243	41	2024	2024	NUM
easat-10162	243	42	.	.	PUNCT
easat-10162	244	1	https://doi.org/10.18535/ijsrm/v12i08.mp03	https://doi.org/10.18535/ijsrm/v12i08.mp03	INTJ
easat-10162	244	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10162	244	3	https://doi.org/10.1093/bib/bbab343	https://doi.org/10.1093/bib/bbab343	PROPN
easat-10162	244	4	https://doi.org/10.1016/j.jddst.2024.105892	https://doi.org/10.1016/j.jddst.2024.105892	PROPN
easat-10162	244	5	https://doi.org/10.31181/sa22202424	https://doi.org/10.31181/sa22202424	VERB
easat-10162	244	6	https://doi.org/10.1109/icscss60660.2024.10625198	https://doi.org/10.1109/icscss60660.2024.10625198	NOUN
easat-10162	244	7	https://doi.org/10.18535/ijsrm/v12i08.mp03	https://doi.org/10.18535/ijsrm/v12i08.mp03	PROPN
easat-10162	244	8	1571	1571	NUM
easat-10162	244	9	edelweiss	edelweiss	PROPN
easat-10162	244	10	applied	apply	VERB
easat-10162	244	11	science	science	NOUN
easat-10162	244	12	and	and	CCONJ
easat-10162	244	13	technology	technology	NOUN
easat-10162	244	14	issn	issn	PROPN
easat-10162	244	15	:	:	PUNCT
easat-10162	244	16	2576	2576	NUM
easat-10162	244	17	-	-	SYM
easat-10162	244	18	8484	8484	NUM
easat-10162	244	19	vol	vol	NOUN
easat-10162	244	20	.	.	PROPN
easat-10162	245	1	9	9	NUM
easat-10162	245	2	,	,	PUNCT
easat-10162	245	3	no	no	INTJ
easat-10162	245	4	.	.	NOUN
easat-10162	245	5	9	9	NUM
easat-10162	245	6	:	:	SYM
easat-10162	245	7	1562	1562	NUM
easat-10162	245	8	-	-	SYM
easat-10162	245	9	1572	1572	NUM
easat-10162	245	10	,	,	PUNCT
easat-10162	245	11	2025	2025	NUM
easat-10162	245	12	doi	doi	NOUN
easat-10162	245	13	:	:	PUNCT
easat-10162	245	14	10.55214/2576	10.55214/2576	NUM
easat-10162	245	15	-	-	PUNCT
easat-10162	245	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	245	17	©	©	PROPN
easat-10162	245	18	2025	2025	NUM
easat-10162	245	19	by	by	ADP
easat-10162	245	20	the	the	DET
easat-10162	245	21	authors	author	NOUN
easat-10162	245	22	;	;	PUNCT
easat-10162	245	23	licensee	licensee	PROPN
easat-10162	245	24	learning	learning	NOUN
easat-10162	245	25	gate	gate	NOUN
easat-10162	246	1	[	[	X
easat-10162	246	2	13	13	NUM
easat-10162	246	3	]	]	PUNCT
easat-10162	246	4	w.	w.	PROPN
easat-10162	246	5	badawy	badawy	PROPN
easat-10162	246	6	,	,	PUNCT
easat-10162	246	7	h.	h.	PROPN
easat-10162	246	8	zinhom	zinhom	PROPN
easat-10162	246	9	,	,	PUNCT
easat-10162	246	10	and	and	CCONJ
easat-10162	246	11	m.	m.	NOUN
easat-10162	246	12	shaban	shaban	PROPN
easat-10162	246	13	,	,	PUNCT
easat-10162	246	14	"	"	PUNCT
easat-10162	246	15	navigating	navigate	VERB
easat-10162	246	16	ethical	ethical	ADJ
easat-10162	246	17	considerations	consideration	NOUN
easat-10162	246	18	in	in	ADP
easat-10162	246	19	the	the	DET
easat-10162	246	20	use	use	NOUN
easat-10162	246	21	of	of	ADP
easat-10162	246	22	artificial	artificial	ADJ
easat-10162	246	23	intelligence	intelligence	NOUN
easat-10162	246	24	for	for	ADP
easat-10162	246	25	patient	patient	ADJ
easat-10162	246	26	care	care	NOUN
easat-10162	246	27	:	:	PUNCT
easat-10162	246	28	a	a	DET
easat-10162	246	29	systematic	systematic	ADJ
easat-10162	246	30	review	review	NOUN
easat-10162	246	31	,	,	PUNCT
easat-10162	246	32	"	"	PUNCT
easat-10162	246	33	international	international	ADJ
easat-10162	246	34	nursing	nursing	NOUN
easat-10162	246	35	review	review	NOUN
easat-10162	246	36	,	,	PUNCT
easat-10162	246	37	vol	vol	NOUN
easat-10162	246	38	.	.	PROPN
easat-10162	246	39	72	72	NUM
easat-10162	246	40	,	,	PUNCT
easat-10162	246	41	no	no	INTJ
easat-10162	246	42	.	.	NOUN
easat-10162	246	43	3	3	NUM
easat-10162	246	44	,	,	PUNCT
easat-10162	246	45	p.	p.	NOUN
easat-10162	246	46	e13059	e13059	PROPN
easat-10162	246	47	,	,	PUNCT
easat-10162	246	48	2025	2025	NUM
easat-10162	246	49	.	.	PUNCT
easat-10162	247	1	https://doi.org/10.1111/inr.13059	https://doi.org/10.1111/inr.13059	NOUN
easat-10162	248	1	[	[	X
easat-10162	248	2	14	14	NUM
easat-10162	248	3	]	]	X
easat-10162	248	4	n.	n.	PROPN
easat-10162	248	5	suresh	suresh	PROPN
easat-10162	248	6	,	,	PUNCT
easat-10162	248	7	a.	a.	PROPN
easat-10162	248	8	selvakumar	selvakumar	PROPN
easat-10162	248	9	,	,	PUNCT
easat-10162	248	10	g.	g.	PROPN
easat-10162	248	11	sridhar	sridhar	PROPN
easat-10162	248	12	,	,	PUNCT
easat-10162	248	13	and	and	CCONJ
easat-10162	248	14	s.	s.	PROPN
easat-10162	248	15	catherine	catherine	PROPN
easat-10162	248	16	,	,	PUNCT
easat-10162	248	17	"	"	PUNCT
easat-10162	248	18	ethical	ethical	ADJ
easat-10162	248	19	considerations	consideration	NOUN
easat-10162	248	20	in	in	ADP
easat-10162	248	21	ai	ai	ADJ
easat-10162	248	22	implementation	implementation	NOUN
easat-10162	248	23	for	for	ADP
easat-10162	248	24	patient	patient	ADJ
easat-10162	248	25	data	datum	NOUN
easat-10162	248	26	security	security	NOUN
easat-10162	248	27	and	and	CCONJ
easat-10162	248	28	privacy	privacy	NOUN
easat-10162	248	29	,	,	PUNCT
easat-10162	248	30	"	"	PUNCT
easat-10162	248	31	in	in	ADP
easat-10162	248	32	ai	ai	PROPN
easat-10162	248	33	healthcare	healthcare	NOUN
easat-10162	248	34	applications	application	NOUN
easat-10162	248	35	and	and	CCONJ
easat-10162	248	36	security	security	NOUN
easat-10162	248	37	,	,	PUNCT
easat-10162	248	38	ethical	ethical	ADJ
easat-10162	248	39	,	,	PUNCT
easat-10162	248	40	and	and	CCONJ
easat-10162	248	41	legal	legal	ADJ
easat-10162	248	42	considerations	consideration	NOUN
easat-10162	248	43	:	:	PUNCT
easat-10162	248	44	igi	igi	PROPN
easat-10162	248	45	global	global	NOUN
easat-10162	248	46	,	,	PUNCT
easat-10162	248	47	2024	2024	NUM
easat-10162	248	48	,	,	PUNCT
easat-10162	248	49	pp	pp	ADV
easat-10162	248	50	.	.	PUNCT
easat-10162	249	1	139	139	NUM
easat-10162	249	2	-	-	SYM
easat-10162	249	3	147	147	NUM
easat-10162	249	4	.	.	PUNCT
easat-10162	250	1	[	[	X
easat-10162	250	2	15	15	NUM
easat-10162	250	3	]	]	X
easat-10162	250	4	r.	r.	PROPN
easat-10162	250	5	rosenbacke	rosenbacke	PROPN
easat-10162	250	6	,	,	PUNCT
easat-10162	250	7	å	å	PROPN
easat-10162	250	8	.	.	PUNCT
easat-10162	250	9	melhus	melhus	PROPN
easat-10162	250	10	,	,	PUNCT
easat-10162	250	11	m.	m.	NOUN
easat-10162	250	12	mckee	mckee	PROPN
easat-10162	250	13	,	,	PUNCT
easat-10162	250	14	and	and	CCONJ
easat-10162	250	15	d.	d.	PROPN
easat-10162	250	16	stuckler	stuckler	NOUN
easat-10162	250	17	,	,	PUNCT
easat-10162	250	18	"	"	PUNCT
easat-10162	250	19	how	how	SCONJ
easat-10162	250	20	explainable	explainable	ADJ
easat-10162	250	21	artificial	artificial	ADJ
easat-10162	250	22	intelligence	intelligence	NOUN
easat-10162	250	23	can	can	AUX
easat-10162	250	24	increase	increase	VERB
easat-10162	250	25	or	or	CCONJ
easat-10162	250	26	decrease	decrease	VERB
easat-10162	250	27	clinicians	clinician	NOUN
easat-10162	250	28	’	'	PUNCT
easat-10162	250	29	trust	trust	NOUN
easat-10162	250	30	in	in	ADP
easat-10162	250	31	ai	ai	PROPN
easat-10162	250	32	applications	application	NOUN
easat-10162	250	33	in	in	ADP
easat-10162	250	34	health	health	NOUN
easat-10162	250	35	care	care	NOUN
easat-10162	250	36	:	:	PUNCT
easat-10162	250	37	systematic	systematic	ADJ
easat-10162	250	38	review	review	NOUN
easat-10162	250	39	,	,	PUNCT
easat-10162	250	40	"	"	PUNCT
easat-10162	250	41	jmir	jmir	PROPN
easat-10162	250	42	ai	ai	PROPN
easat-10162	250	43	,	,	PUNCT
easat-10162	250	44	vol	vol	NOUN
easat-10162	250	45	.	.	PROPN
easat-10162	251	1	3	3	NUM
easat-10162	251	2	,	,	PUNCT
easat-10162	251	3	p.	p.	PROPN
easat-10162	251	4	e53207	e53207	PROPN
easat-10162	251	5	,	,	PUNCT
easat-10162	251	6	2024	2024	NUM
easat-10162	251	7	.	.	PUNCT
easat-10162	252	1	https://doi.org/10.2196/53207	https://doi.org/10.2196/53207	NOUN
easat-10162	253	1	[	[	X
easat-10162	253	2	16	16	NUM
easat-10162	253	3	]	]	PUNCT
easat-10162	253	4	b.	b.	PROPN
easat-10162	253	5	z.	z.	PROPN
easat-10162	253	6	wubineh	wubineh	PROPN
easat-10162	253	7	,	,	PUNCT
easat-10162	253	8	f.	f.	PROPN
easat-10162	253	9	g.	g.	PROPN
easat-10162	253	10	deriba	deriba	PROPN
easat-10162	253	11	,	,	PUNCT
easat-10162	253	12	and	and	CCONJ
easat-10162	253	13	m.	m.	NOUN
easat-10162	253	14	m.	m.	NOUN
easat-10162	253	15	woldeyohannis	woldeyohannis	PROPN
easat-10162	253	16	,	,	PUNCT
easat-10162	253	17	"	"	PUNCT
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easat-10162	253	19	the	the	DET
easat-10162	253	20	opportunities	opportunity	NOUN
easat-10162	253	21	and	and	CCONJ
easat-10162	253	22	challenges	challenge	NOUN
easat-10162	253	23	of	of	ADP
easat-10162	253	24	implementing	implement	VERB
easat-10162	253	25	artificial	artificial	ADJ
easat-10162	253	26	intelligence	intelligence	NOUN
easat-10162	253	27	in	in	ADP
easat-10162	253	28	healthcare	healthcare	PROPN
easat-10162	253	29	:	:	PUNCT
easat-10162	253	30	a	a	DET
easat-10162	253	31	systematic	systematic	ADJ
easat-10162	253	32	literature	literature	NOUN
easat-10162	253	33	review	review	NOUN
easat-10162	253	34	,	,	PUNCT
easat-10162	253	35	"	"	PUNCT
easat-10162	253	36	urologic	urologic	ADJ
easat-10162	253	37	oncology	oncology	NOUN
easat-10162	253	38	:	:	PUNCT
easat-10162	253	39	seminars	seminar	NOUN
easat-10162	253	40	and	and	CCONJ
easat-10162	253	41	original	original	ADJ
easat-10162	253	42	investigations	investigation	NOUN
easat-10162	253	43	,	,	PUNCT
easat-10162	253	44	vol	vol	NOUN
easat-10162	253	45	.	.	PROPN
easat-10162	253	46	42	42	NUM
easat-10162	253	47	,	,	PUNCT
easat-10162	253	48	no	no	INTJ
easat-10162	253	49	.	.	NOUN
easat-10162	253	50	3	3	NUM
easat-10162	253	51	,	,	PUNCT
easat-10162	253	52	pp	pp	ADJ
easat-10162	253	53	.	.	PUNCT
easat-10162	254	1	48	48	NUM
easat-10162	254	2	-	-	SYM
easat-10162	254	3	56	56	NUM
easat-10162	254	4	,	,	PUNCT
easat-10162	254	5	2024	2024	NUM
easat-10162	254	6	.	.	PUNCT
easat-10162	255	1	https://doi.org/10.1016/j.urolonc.2023.11.019	https://doi.org/10.1016/j.urolonc.2023.11.019	VERB
easat-10162	255	2	[	[	X
easat-10162	255	3	17	17	NUM
easat-10162	255	4	]	]	X
easat-10162	255	5	e.	e.	PROPN
easat-10162	255	6	b.	b.	PROPN
easat-10162	255	7	m.	m.	PROPN
easat-10162	255	8	elsman	elsman	PROPN
easat-10162	255	9	et	et	PROPN
easat-10162	255	10	al	al	PROPN
easat-10162	255	11	.	.	PROPN
easat-10162	255	12	,	,	PUNCT
easat-10162	255	13	"	"	PUNCT
easat-10162	255	14	guideline	guideline	NOUN
easat-10162	255	15	for	for	ADP
easat-10162	255	16	reporting	report	VERB
easat-10162	255	17	systematic	systematic	ADJ
easat-10162	255	18	reviews	review	NOUN
easat-10162	255	19	of	of	ADP
easat-10162	255	20	outcome	outcome	NOUN
easat-10162	255	21	measurement	measurement	NOUN
easat-10162	255	22	instruments	instrument	NOUN
easat-10162	255	23	(	(	PUNCT
easat-10162	255	24	omis	omis	PROPN
easat-10162	255	25	):	):	PUNCT
easat-10162	255	26	prisma	prisma	NOUN
easat-10162	255	27	-	-	PUNCT
easat-10162	255	28	cosmin	cosmin	NOUN
easat-10162	255	29	for	for	ADP
easat-10162	255	30	omis	omis	NOUN
easat-10162	255	31	2024	2024	NUM
easat-10162	255	32	,	,	PUNCT
easat-10162	255	33	"	"	PUNCT
easat-10162	255	34	health	health	NOUN
easat-10162	255	35	and	and	CCONJ
easat-10162	255	36	quality	quality	NOUN
easat-10162	255	37	of	of	ADP
easat-10162	255	38	life	life	NOUN
easat-10162	255	39	outcomes	outcome	NOUN
easat-10162	255	40	,	,	PUNCT
easat-10162	255	41	vol	vol	NOUN
easat-10162	255	42	.	.	PROPN
easat-10162	256	1	22	22	NUM
easat-10162	256	2	,	,	PUNCT
easat-10162	256	3	no	no	INTJ
easat-10162	256	4	.	.	NOUN
easat-10162	256	5	1	1	NUM
easat-10162	256	6	,	,	PUNCT
easat-10162	256	7	p.	p.	NOUN
easat-10162	256	8	48	48	NUM
easat-10162	256	9	,	,	PUNCT
easat-10162	256	10	2024	2024	NUM
easat-10162	256	11	.	.	PUNCT
easat-10162	257	1	https://doi.org/10.1186/s12955-024-02256-9	https://doi.org/10.1186/s12955-024-02256-9	NUM
easat-10162	258	1	[	[	X
easat-10162	258	2	18	18	NUM
easat-10162	258	3	]	]	PUNCT
easat-10162	258	4	m.	m.	NOUN
easat-10162	258	5	wijewickrema	wijewickrema	NOUN
easat-10162	258	6	,	,	PUNCT
easat-10162	258	7	"	"	PUNCT
easat-10162	258	8	reality	reality	NOUN
easat-10162	258	9	or	or	CCONJ
easat-10162	258	10	illusion	illusion	NOUN
easat-10162	258	11	:	:	PUNCT
easat-10162	258	12	comparing	compare	VERB
easat-10162	258	13	google	google	PROPN
easat-10162	258	14	scholar	scholar	NOUN
easat-10162	258	15	and	and	CCONJ
easat-10162	258	16	scopus	scopus	PROPN
easat-10162	258	17	data	datum	NOUN
easat-10162	258	18	for	for	ADP
easat-10162	258	19	predatory	predatory	ADJ
easat-10162	258	20	journals	journal	NOUN
easat-10162	258	21	,	,	PUNCT
easat-10162	258	22	"	"	PUNCT
easat-10162	258	23	portal	portal	ADJ
easat-10162	258	24	:	:	PUNCT
easat-10162	258	25	libraries	library	NOUN
easat-10162	258	26	and	and	CCONJ
easat-10162	258	27	the	the	DET
easat-10162	258	28	academy	academy	NOUN
easat-10162	258	29	,	,	PUNCT
easat-10162	258	30	vol	vol	NOUN
easat-10162	258	31	.	.	PROPN
easat-10162	258	32	24	24	NUM
easat-10162	258	33	,	,	PUNCT
easat-10162	258	34	no	no	INTJ
easat-10162	258	35	.	.	NOUN
easat-10162	258	36	1	1	NUM
easat-10162	258	37	,	,	PUNCT
easat-10162	258	38	pp	pp	ADJ
easat-10162	258	39	.	.	PUNCT
easat-10162	259	1	35	35	NUM
easat-10162	259	2	-	-	SYM
easat-10162	259	3	58	58	NUM
easat-10162	259	4	,	,	PUNCT
easat-10162	259	5	2024	2024	NUM
easat-10162	259	6	.	.	PUNCT
easat-10162	260	1	[	[	X
easat-10162	260	2	19	19	NUM
easat-10162	260	3	]	]	X
easat-10162	260	4	s.	s.	PROPN
easat-10162	260	5	vengadesh	vengadesh	PROPN
easat-10162	260	6	,	,	PUNCT
easat-10162	260	7	p.	p.	PROPN
easat-10162	260	8	r.	r.	PROPN
easat-10162	260	9	chinna	chinna	PROPN
easat-10162	260	10	,	,	PUNCT
easat-10162	260	11	and	and	CCONJ
easat-10162	260	12	k.	k.	PROPN
easat-10162	260	13	aravindaraj	aravindaraj	PROPN
easat-10162	260	14	,	,	PUNCT
easat-10162	260	15	"	"	PUNCT
easat-10162	260	16	a	a	DET
easat-10162	260	17	bibliometric	bibliometric	ADJ
easat-10162	260	18	analysis	analysis	NOUN
easat-10162	260	19	of	of	ADP
easat-10162	260	20	research	research	NOUN
easat-10162	260	21	trends	trend	NOUN
easat-10162	260	22	in	in	ADP
easat-10162	260	23	goods	good	NOUN
easat-10162	260	24	transportation	transportation	NOUN
easat-10162	260	25	using	use	VERB
easat-10162	260	26	the	the	DET
easat-10162	260	27	scopus	scopus	PROPN
easat-10162	260	28	database	database	NOUN
easat-10162	260	29	,	,	PUNCT
easat-10162	260	30	"	"	PUNCT
easat-10162	260	31	business	business	NOUN
easat-10162	260	32	perspectives	perspective	NOUN
easat-10162	260	33	and	and	CCONJ
easat-10162	260	34	research	research	NOUN
easat-10162	260	35	,	,	PUNCT
easat-10162	260	36	vol	vol	NOUN
easat-10162	260	37	.	.	PROPN
easat-10162	261	1	13	13	NUM
easat-10162	261	2	,	,	PUNCT
easat-10162	261	3	no	no	INTJ
easat-10162	261	4	.	.	NOUN
easat-10162	261	5	3	3	NUM
easat-10162	261	6	,	,	PUNCT
easat-10162	261	7	pp	pp	ADJ
easat-10162	261	8	.	.	PUNCT
easat-10162	262	1	347	347	NUM
easat-10162	262	2	-	-	SYM
easat-10162	262	3	368	368	NUM
easat-10162	262	4	,	,	PUNCT
easat-10162	262	5	2025	2025	NUM
easat-10162	262	6	.	.	PUNCT
easat-10162	263	1	https://doi.org/10.1177/22785337221148807	https://doi.org/10.1177/22785337221148807	ADJ
easat-10162	263	2	[	[	X
easat-10162	263	3	20	20	NUM
easat-10162	263	4	]	]	PUNCT
easat-10162	263	5	w.	w.	PROPN
easat-10162	263	6	liu	liu	PROPN
easat-10162	263	7	,	,	PUNCT
easat-10162	263	8	"	"	PUNCT
easat-10162	263	9	accuracy	accuracy	NOUN
easat-10162	263	10	of	of	ADP
easat-10162	263	11	funding	funding	NOUN
easat-10162	263	12	information	information	NOUN
easat-10162	263	13	in	in	ADP
easat-10162	263	14	scopus	scopus	PROPN
easat-10162	263	15	:	:	PUNCT
easat-10162	263	16	a	a	DET
easat-10162	263	17	comparative	comparative	ADJ
easat-10162	263	18	case	case	NOUN
easat-10162	263	19	study	study	NOUN
easat-10162	263	20	,	,	PUNCT
easat-10162	263	21	"	"	PUNCT
easat-10162	263	22	scientometrics	scientometric	NOUN
easat-10162	263	23	,	,	PUNCT
easat-10162	263	24	vol	vol	NOUN
easat-10162	263	25	.	.	PROPN
easat-10162	263	26	124	124	NUM
easat-10162	263	27	,	,	PUNCT
easat-10162	263	28	no	no	INTJ
easat-10162	263	29	.	.	NOUN
easat-10162	263	30	1	1	NUM
easat-10162	263	31	,	,	PUNCT
easat-10162	263	32	pp	pp	ADJ
easat-10162	263	33	.	.	PUNCT
easat-10162	263	34	803	803	NUM
easat-10162	263	35	-	-	SYM
easat-10162	263	36	811	811	NUM
easat-10162	263	37	,	,	PUNCT
easat-10162	263	38	2020	2020	NUM
easat-10162	263	39	.	.	PUNCT
easat-10162	264	1	https://doi.org/10.1007/s11192-020-03458-w	https://doi.org/10.1007/s11192-020-03458-w	NOUN
easat-10162	264	2	[	[	X
easat-10162	264	3	21	21	NUM
easat-10162	264	4	]	]	PUNCT
easat-10162	264	5	m.	m.	NOUN
easat-10162	264	6	gusenbauer	gusenbauer	NOUN
easat-10162	264	7	,	,	PUNCT
easat-10162	264	8	"	"	PUNCT
easat-10162	264	9	beyond	beyond	ADP
easat-10162	264	10	google	google	PROPN
easat-10162	264	11	scholar	scholar	NOUN
easat-10162	264	12	,	,	PUNCT
easat-10162	264	13	scopus	scopus	PROPN
easat-10162	264	14	,	,	PUNCT
easat-10162	264	15	and	and	CCONJ
easat-10162	264	16	web	web	NOUN
easat-10162	264	17	of	of	ADP
easat-10162	264	18	science	science	NOUN
easat-10162	264	19	:	:	PUNCT
easat-10162	264	20	an	an	DET
easat-10162	264	21	evaluation	evaluation	NOUN
easat-10162	264	22	of	of	ADP
easat-10162	264	23	the	the	DET
easat-10162	264	24	backward	backward	ADJ
easat-10162	264	25	and	and	CCONJ
easat-10162	264	26	forward	forward	ADJ
easat-10162	264	27	citation	citation	NOUN
easat-10162	264	28	coverage	coverage	NOUN
easat-10162	264	29	of	of	ADP
easat-10162	264	30	59	59	NUM
easat-10162	264	31	databases	database	NOUN
easat-10162	264	32	'	'	PART
easat-10162	264	33	citation	citation	NOUN
easat-10162	264	34	indices	index	NOUN
easat-10162	264	35	,	,	PUNCT
easat-10162	264	36	"	"	PUNCT
easat-10162	264	37	research	research	NOUN
easat-10162	264	38	synthesis	synthesis	NOUN
easat-10162	264	39	methods	method	NOUN
easat-10162	264	40	,	,	PUNCT
easat-10162	264	41	vol	vol	NOUN
easat-10162	264	42	.	.	PROPN
easat-10162	264	43	15	15	NUM
easat-10162	264	44	,	,	PUNCT
easat-10162	264	45	no	no	INTJ
easat-10162	264	46	.	.	NOUN
easat-10162	264	47	5	5	NUM
easat-10162	264	48	,	,	PUNCT
easat-10162	264	49	pp	pp	ADJ
easat-10162	264	50	.	.	PUNCT
easat-10162	265	1	802	802	NUM
easat-10162	265	2	-	-	SYM
easat-10162	265	3	817	817	NUM
easat-10162	265	4	,	,	PUNCT
easat-10162	265	5	2024	2024	NUM
easat-10162	265	6	.	.	PUNCT
easat-10162	266	1	[	[	X
easat-10162	266	2	22	22	NUM
easat-10162	266	3	]	]	X
easat-10162	266	4	r.	r.	PROPN
easat-10162	266	5	m.	m.	PROPN
easat-10162	266	6	parizaca	parizaca	PROPN
easat-10162	266	7	-	-	PUNCT
easat-10162	266	8	ninaja	ninaja	PROPN
easat-10162	266	9	,	,	PUNCT
easat-10162	266	10	a.	a.	PROPN
easat-10162	266	11	e.	e.	PROPN
easat-10162	266	12	huamantuna	huamantuna	PROPN
easat-10162	266	13	-	-	PUNCT
easat-10162	266	14	sullo	sullo	PROPN
easat-10162	266	15	,	,	PUNCT
easat-10162	266	16	j.	j.	PROPN
easat-10162	266	17	y.	y.	PROPN
easat-10162	266	18	pizarro	pizarro	PROPN
easat-10162	266	19	-	-	PUNCT
easat-10162	266	20	ninasivincha	ninasivincha	NOUN
easat-10162	266	21	,	,	PUNCT
easat-10162	266	22	and	and	CCONJ
easat-10162	266	23	j.	j.	PROPN
easat-10162	266	24	y.	y.	PROPN
easat-10162	266	25	garcia	garcia	PROPN
easat-10162	266	26	apaza	apaza	PROPN
easat-10162	266	27	,	,	PUNCT
easat-10162	266	28	"	"	PUNCT
easat-10162	266	29	formación	formación	PROPN
easat-10162	266	30	docente	docente	PROPN
easat-10162	266	31	en	en	PROPN
easat-10162	266	32	línea	línea	PROPN
easat-10162	266	33	y	y	PROPN
easat-10162	266	34	aprendizaje	aprendizaje	PROPN
easat-10162	266	35	a	a	DET
easat-10162	266	36	distancia	distancia	PROPN
easat-10162	266	37	:	:	PUNCT
easat-10162	266	38	cienciometría	cienciometría	NOUN
easat-10162	266	39	y	y	PROPN
easat-10162	266	40	revisión	revisión	PROPN
easat-10162	266	41	en	en	PROPN
easat-10162	266	42	scopus	scopus	PROPN
easat-10162	266	43	y	y	PROPN
easat-10162	266	44	scielo	scielo	PROPN
easat-10162	266	45	,	,	PUNCT
easat-10162	266	46	"	"	PUNCT
easat-10162	266	47	fides	fide	VERB
easat-10162	266	48	et	et	NOUN
easat-10162	266	49	ratio	ratio	NOUN
easat-10162	266	50	-	-	PUNCT
easat-10162	266	51	revista	revista	PROPN
easat-10162	266	52	de	de	PROPN
easat-10162	266	53	difusión	difusión	PROPN
easat-10162	266	54	cultural	cultural	PROPN
easat-10162	266	55	y	y	PROPN
easat-10162	266	56	científica	científica	PROPN
easat-10162	266	57	de	de	PROPN
easat-10162	266	58	la	la	PROPN
easat-10162	266	59	universidad	universidad	X
easat-10162	266	60	la	la	X
easat-10162	266	61	salle	salle	PROPN
easat-10162	266	62	en	en	ADP
easat-10162	266	63	bolivia	bolivia	PROPN
easat-10162	266	64	,	,	PUNCT
easat-10162	266	65	vol	vol	NOUN
easat-10162	266	66	.	.	PROPN
easat-10162	266	67	28	28	NUM
easat-10162	266	68	,	,	PUNCT
easat-10162	266	69	no	no	INTJ
easat-10162	266	70	.	.	NOUN
easat-10162	266	71	28	28	NUM
easat-10162	266	72	,	,	PUNCT
easat-10162	266	73	pp	pp	ADJ
easat-10162	266	74	.	.	PUNCT
easat-10162	267	1	165	165	NUM
easat-10162	267	2	-	-	SYM
easat-10162	267	3	190	190	NUM
easat-10162	267	4	,	,	PUNCT
easat-10162	267	5	2024	2024	NUM
easat-10162	267	6	.	.	PUNCT
easat-10162	268	1	[	[	X
easat-10162	268	2	23	23	NUM
easat-10162	268	3	]	]	X
easat-10162	268	4	d.	d.	PROPN
easat-10162	268	5	xu	xu	PROPN
easat-10162	268	6	et	et	PROPN
easat-10162	269	1	al	al	PROPN
easat-10162	269	2	.	.	PROPN
easat-10162	269	3	,	,	PUNCT
easat-10162	269	4	"	"	PUNCT
easat-10162	269	5	application	application	NOUN
easat-10162	269	6	of	of	ADP
easat-10162	269	7	machine	machine	NOUN
easat-10162	269	8	learning	learning	NOUN
easat-10162	269	9	in	in	ADP
easat-10162	269	10	the	the	DET
easat-10162	269	11	prediction	prediction	NOUN
easat-10162	269	12	of	of	ADP
easat-10162	269	13	deficient	deficient	ADJ
easat-10162	269	14	mismatch	mismatch	NOUN
easat-10162	269	15	repair	repair	NOUN
easat-10162	269	16	in	in	ADP
easat-10162	269	17	patients	patient	NOUN
easat-10162	269	18	with	with	ADP
easat-10162	269	19	colorectal	colorectal	ADJ
easat-10162	269	20	cancer	cancer	NOUN
easat-10162	269	21	based	base	VERB
easat-10162	269	22	on	on	ADP
easat-10162	269	23	routine	routine	ADJ
easat-10162	269	24	preoperative	preoperative	ADJ
easat-10162	269	25	characterization	characterization	NOUN
easat-10162	269	26	,	,	PUNCT
easat-10162	269	27	"	"	PUNCT
easat-10162	269	28	frontiers	frontier	NOUN
easat-10162	269	29	in	in	ADP
easat-10162	269	30	oncology	oncology	NOUN
easat-10162	269	31	,	,	PUNCT
easat-10162	269	32	vol	vol	NOUN
easat-10162	269	33	.	.	PROPN
easat-10162	269	34	12	12	NUM
easat-10162	269	35	,	,	PUNCT
easat-10162	269	36	2022	2022	NUM
easat-10162	269	37	.	.	PUNCT
easat-10162	270	1	https://doi.org/10.3389/fonc.2022.1049305	https://doi.org/10.3389/fonc.2022.1049305	PROPN
easat-10162	271	1	[	[	X
easat-10162	271	2	24	24	NUM
easat-10162	271	3	]	]	X
easat-10162	271	4	r.	r.	PROPN
easat-10162	271	5	m.	m.	PROPN
easat-10162	271	6	pasupuleti	pasupuleti	PROPN
easat-10162	271	7	,	,	PUNCT
easat-10162	271	8	s.	s.	PROPN
easat-10162	271	9	p.	p.	PROPN
easat-10162	272	1	v.	v.	ADP
easat-10162	272	2	subba	subba	PROPN
easat-10162	272	3	rao	rao	PROPN
easat-10162	272	4	,	,	PUNCT
easat-10162	272	5	p.	p.	PROPN
easat-10162	272	6	kothandan	kothandan	PROPN
easat-10162	272	7	,	,	PUNCT
easat-10162	272	8	s.	s.	PROPN
easat-10162	272	9	swapna	swapna	PROPN
easat-10162	272	10	rani	rani	PROPN
easat-10162	272	11	,	,	PUNCT
easat-10162	272	12	s.	s.	PROPN
easat-10162	272	13	b.	b.	PROPN
easat-10162	272	14	shanmuganathan	shanmuganathan	PROPN
easat-10162	272	15	,	,	PUNCT
easat-10162	272	16	and	and	CCONJ
easat-10162	272	17	v.	v.	ADP
easat-10162	272	18	arumugam	arumugam	NOUN
easat-10162	272	19	,	,	PUNCT
easat-10162	272	20	"	"	PUNCT
easat-10162	272	21	an	an	DET
easat-10162	272	22	automated	automate	VERB
easat-10162	272	23	detection	detection	NOUN
easat-10162	272	24	and	and	CCONJ
easat-10162	272	25	classification	classification	NOUN
easat-10162	272	26	of	of	ADP
easat-10162	272	27	brain	brain	NOUN
easat-10162	272	28	tumor	tumor	NOUN
easat-10162	272	29	from	from	ADP
easat-10162	272	30	mris	mris	PROPN
easat-10162	272	31	using	use	VERB
easat-10162	272	32	water	water	NOUN
easat-10162	272	33	chaotic	chaotic	ADJ
easat-10162	272	34	fruitfly	fruitfly	NOUN
easat-10162	272	35	optimization	optimization	NOUN
easat-10162	272	36	(	(	PUNCT
easat-10162	272	37	wchfo	wchfo	ADJ
easat-10162	272	38	)	)	PUNCT
easat-10162	272	39	based	base	VERB
easat-10162	272	40	deep	deep	ADJ
easat-10162	272	41	recurrent	recurrent	ADJ
easat-10162	272	42	neural	neural	ADJ
easat-10162	272	43	network	network	NOUN
easat-10162	272	44	(	(	PUNCT
easat-10162	272	45	drnn	drnn	PROPN
easat-10162	272	46	)	)	PUNCT
easat-10162	272	47	,	,	PUNCT
easat-10162	272	48	"	"	PUNCT
easat-10162	272	49	imaging	imaging	NOUN
easat-10162	272	50	,	,	PUNCT
easat-10162	272	51	vol	vol	NOUN
easat-10162	272	52	.	.	PROPN
easat-10162	272	53	15	15	NUM
easat-10162	272	54	,	,	PUNCT
easat-10162	272	55	no	no	INTJ
easat-10162	272	56	.	.	NOUN
easat-10162	272	57	2	2	NUM
easat-10162	272	58	,	,	PUNCT
easat-10162	272	59	pp	pp	ADJ
easat-10162	272	60	.	.	PUNCT
easat-10162	273	1	73	73	NUM
easat-10162	273	2	-	-	SYM
easat-10162	273	3	86	86	NUM
easat-10162	273	4	,	,	PUNCT
easat-10162	273	5	2023	2023	NUM
easat-10162	273	6	.	.	PUNCT
easat-10162	274	1	[	[	X
easat-10162	274	2	25	25	NUM
easat-10162	274	3	]	]	PUNCT
easat-10162	274	4	j.	j.	PROPN
easat-10162	274	5	koyama	koyama	PROPN
easat-10162	274	6	et	et	PROPN
easat-10162	274	7	al	al	PROPN
easat-10162	274	8	.	.	PROPN
easat-10162	274	9	,	,	PUNCT
easat-10162	274	10	"	"	PUNCT
easat-10162	274	11	artificial	artificial	ADJ
easat-10162	274	12	intelligence	intelligence	NOUN
easat-10162	274	13	-	-	PUNCT
easat-10162	274	14	based	base	VERB
easat-10162	274	15	personalized	personalized	ADJ
easat-10162	274	16	survival	survival	NOUN
easat-10162	274	17	prediction	prediction	NOUN
easat-10162	274	18	using	use	VERB
easat-10162	274	19	clinical	clinical	ADJ
easat-10162	274	20	and	and	CCONJ
easat-10162	274	21	radiomics	radiomic	NOUN
easat-10162	274	22	features	feature	VERB
easat-10162	274	23	in	in	ADP
easat-10162	274	24	patients	patient	NOUN
easat-10162	274	25	with	with	ADP
easat-10162	274	26	advanced	advanced	ADJ
easat-10162	274	27	non	non	ADJ
easat-10162	274	28	-	-	ADJ
easat-10162	274	29	small	small	ADJ
easat-10162	274	30	cell	cell	NOUN
easat-10162	274	31	lung	lung	NOUN
easat-10162	274	32	cancer	cancer	NOUN
easat-10162	274	33	,	,	PUNCT
easat-10162	274	34	"	"	PUNCT
easat-10162	274	35	bmc	bmc	NOUN
easat-10162	274	36	cancer	cancer	NOUN
easat-10162	274	37	,	,	PUNCT
easat-10162	274	38	vol	vol	NOUN
easat-10162	274	39	.	.	PROPN
easat-10162	274	40	24	24	NUM
easat-10162	274	41	,	,	PUNCT
easat-10162	274	42	no	no	INTJ
easat-10162	274	43	.	.	NOUN
easat-10162	274	44	1	1	NUM
easat-10162	274	45	,	,	PUNCT
easat-10162	274	46	p.	p.	NOUN
easat-10162	274	47	1417	1417	NUM
easat-10162	274	48	,	,	PUNCT
easat-10162	274	49	2024	2024	NUM
easat-10162	274	50	.	.	PUNCT
easat-10162	275	1	https://doi.org/10.1186/s12885-024-13190-w	https://doi.org/10.1186/s12885-024-13190-w	NOUN
easat-10162	275	2	[	[	X
easat-10162	275	3	26	26	NUM
easat-10162	275	4	]	]	X
easat-10162	275	5	w.	w.	PROPN
easat-10162	275	6	yin	yin	PROPN
easat-10162	275	7	,	,	PUNCT
easat-10162	275	8	j.	j.	PROPN
easat-10162	275	9	huang	huang	PROPN
easat-10162	275	10	,	,	PUNCT
easat-10162	275	11	j.	j.	PROPN
easat-10162	275	12	chen	chen	PROPN
easat-10162	275	13	,	,	PUNCT
easat-10162	275	14	and	and	CCONJ
easat-10162	275	15	y.	y.	PROPN
easat-10162	275	16	ji	ji	PROPN
easat-10162	275	17	,	,	PUNCT
easat-10162	275	18	"	"	PUNCT
easat-10162	275	19	a	a	DET
easat-10162	275	20	study	study	NOUN
easat-10162	275	21	on	on	ADP
easat-10162	275	22	skin	skin	NOUN
easat-10162	275	23	tumor	tumor	NOUN
easat-10162	275	24	classification	classification	NOUN
easat-10162	275	25	based	base	VERB
easat-10162	275	26	on	on	ADP
easat-10162	275	27	dense	dense	ADJ
easat-10162	275	28	convolutional	convolutional	ADJ
easat-10162	275	29	networks	network	NOUN
easat-10162	275	30	with	with	ADP
easat-10162	275	31	fused	fuse	VERB
easat-10162	275	32	metadata	metadata	NOUN
easat-10162	275	33	,	,	PUNCT
easat-10162	275	34	"	"	PUNCT
easat-10162	275	35	frontiers	frontier	NOUN
easat-10162	275	36	in	in	ADP
easat-10162	275	37	oncology	oncology	NOUN
easat-10162	275	38	,	,	PUNCT
easat-10162	275	39	vol	vol	NOUN
easat-10162	275	40	.	.	PROPN
easat-10162	275	41	12	12	NUM
easat-10162	275	42	,	,	PUNCT
easat-10162	275	43	2022	2022	NUM
easat-10162	275	44	.	.	PUNCT
easat-10162	276	1	https://doi.org/10.3389/fonc.2022.989894	https://doi.org/10.3389/fonc.2022.989894	PROPN
easat-10162	276	2	[	[	X
easat-10162	276	3	27	27	NUM
easat-10162	276	4	]	]	PUNCT
easat-10162	276	5	a.	a.	NOUN
easat-10162	276	6	aggarwal	aggarwal	NOUN
easat-10162	276	7	et	et	PROPN
easat-10162	276	8	al	al	PROPN
easat-10162	276	9	.	.	PROPN
easat-10162	276	10	,	,	PUNCT
easat-10162	276	11	"	"	PUNCT
easat-10162	276	12	archery	archery	NOUN
easat-10162	276	13	:	:	PUNCT
easat-10162	276	14	a	a	DET
easat-10162	276	15	prospective	prospective	ADJ
easat-10162	276	16	observational	observational	ADJ
easat-10162	276	17	study	study	NOUN
easat-10162	276	18	of	of	ADP
easat-10162	276	19	artificial	artificial	ADJ
easat-10162	276	20	intelligence	intelligence	NOUN
easat-10162	276	21	-	-	PUNCT
easat-10162	276	22	based	base	VERB
easat-10162	276	23	radiotherapy	radiotherapy	NOUN
easat-10162	276	24	treatment	treatment	NOUN
easat-10162	276	25	planning	planning	NOUN
easat-10162	276	26	for	for	ADP
easat-10162	276	27	cervical	cervical	ADJ
easat-10162	276	28	,	,	PUNCT
easat-10162	276	29	head	head	NOUN
easat-10162	276	30	and	and	CCONJ
easat-10162	276	31	neck	neck	NOUN
easat-10162	276	32	and	and	CCONJ
easat-10162	276	33	prostate	prostate	NOUN
easat-10162	276	34	cancer	cancer	NOUN
easat-10162	276	35	–	–	PUNCT
easat-10162	276	36	study	study	NOUN
easat-10162	276	37	protocol	protocol	NOUN
easat-10162	276	38	,	,	PUNCT
easat-10162	276	39	"	"	PUNCT
easat-10162	276	40	bmj	bmj	X
easat-10162	276	41	open	open	ADJ
easat-10162	276	42	,	,	PUNCT
easat-10162	276	43	vol	vol	NOUN
easat-10162	276	44	.	.	PROPN
easat-10162	276	45	13	13	NUM
easat-10162	276	46	,	,	PUNCT
easat-10162	276	47	no	no	INTJ
easat-10162	276	48	.	.	NOUN
easat-10162	276	49	12	12	NUM
easat-10162	276	50	,	,	PUNCT
easat-10162	276	51	p.	p.	NOUN
easat-10162	276	52	e077253	e077253	PROPN
easat-10162	276	53	,	,	PUNCT
easat-10162	276	54	2023	2023	NUM
easat-10162	276	55	.	.	PUNCT
easat-10162	277	1	[	[	X
easat-10162	277	2	28	28	NUM
easat-10162	277	3	]	]	X
easat-10162	277	4	x.	x.	PROPN
easat-10162	277	5	wei	wei	PROPN
easat-10162	277	6	,	,	PUNCT
easat-10162	277	7	l.	l.	PROPN
easat-10162	277	8	chanjuan	chanjuan	PROPN
easat-10162	277	9	,	,	PUNCT
easat-10162	277	10	j.	j.	PROPN
easat-10162	277	11	ke	ke	PROPN
easat-10162	277	12	,	,	PUNCT
easat-10162	277	13	y.	y.	PROPN
easat-10162	277	14	linyun	linyun	PROPN
easat-10162	277	15	,	,	PUNCT
easat-10162	277	16	g.	g.	PROPN
easat-10162	277	17	jinxing	jinxing	PROPN
easat-10162	277	18	,	,	PUNCT
easat-10162	277	19	and	and	CCONJ
easat-10162	277	20	w.	w.	PROPN
easat-10162	277	21	quanbing	quanbing	PROPN
easat-10162	277	22	,	,	PUNCT
easat-10162	277	23	"	"	PUNCT
easat-10162	277	24	convolutional	convolutional	ADJ
easat-10162	277	25	neural	neural	ADJ
easat-10162	277	26	network	network	NOUN
easat-10162	277	27	for	for	ADP
easat-10162	277	28	oral	oral	ADJ
easat-10162	277	29	cancer	cancer	NOUN
easat-10162	277	30	detection	detection	NOUN
easat-10162	277	31	combined	combine	VERB
easat-10162	277	32	with	with	ADP
easat-10162	277	33	improved	improved	ADJ
easat-10162	277	34	tunicate	tunicate	NOUN
easat-10162	277	35	swarm	swarm	NOUN
easat-10162	277	36	algorithm	algorithm	NOUN
easat-10162	277	37	to	to	PART
easat-10162	277	38	detect	detect	VERB
easat-10162	277	39	oral	oral	ADJ
easat-10162	277	40	cancer	cancer	NOUN
easat-10162	277	41	,	,	PUNCT
easat-10162	277	42	"	"	PUNCT
easat-10162	277	43	scientific	scientific	ADJ
easat-10162	277	44	reports	report	NOUN
easat-10162	277	45	,	,	PUNCT
easat-10162	277	46	vol	vol	NOUN
easat-10162	277	47	.	.	PROPN
easat-10162	277	48	14	14	NUM
easat-10162	277	49	,	,	PUNCT
easat-10162	277	50	no	no	INTJ
easat-10162	277	51	.	.	NOUN
easat-10162	277	52	1	1	NUM
easat-10162	277	53	,	,	PUNCT
easat-10162	277	54	p.	p.	NOUN
easat-10162	277	55	28675	28675	NUM
easat-10162	277	56	,	,	PUNCT
easat-10162	277	57	2024	2024	NUM
easat-10162	277	58	.	.	PUNCT
easat-10162	278	1	https://doi.org/10.1038/s41598-024-79250-0	https://doi.org/10.1038/s41598-024-79250-0	NUM
easat-10162	279	1	[	[	X
easat-10162	279	2	29	29	NUM
easat-10162	279	3	]	]	PUNCT
easat-10162	279	4	z.	z.	PROPN
easat-10162	279	5	xiao	xiao	PROPN
easat-10162	279	6	,	,	PUNCT
easat-10162	279	7	x.	x.	PROPN
easat-10162	279	8	liu	liu	PROPN
easat-10162	279	9	,	,	PUNCT
easat-10162	279	10	y.	y.	PROPN
easat-10162	279	11	wang	wang	PROPN
easat-10162	279	12	,	,	PUNCT
easat-10162	279	13	s.	s.	PROPN
easat-10162	279	14	jiang	jiang	PROPN
easat-10162	279	15	,	,	PUNCT
easat-10162	279	16	and	and	CCONJ
easat-10162	279	17	y.	y.	PROPN
easat-10162	279	18	feng	feng	PROPN
easat-10162	279	19	,	,	PUNCT
easat-10162	279	20	"	"	PUNCT
easat-10162	279	21	comprehensive	comprehensive	ADJ
easat-10162	279	22	analysis	analysis	NOUN
easat-10162	279	23	of	of	ADP
easat-10162	279	24	single	single	ADJ
easat-10162	279	25	-	-	PUNCT
easat-10162	279	26	cell	cell	NOUN
easat-10162	279	27	and	and	CCONJ
easat-10162	279	28	bulk	bulk	NOUN
easat-10162	279	29	rna	rna	NOUN
easat-10162	279	30	sequencing	sequencing	NOUN
easat-10162	279	31	reveals	reveal	VERB
easat-10162	279	32	postoperative	postoperative	ADJ
easat-10162	279	33	progression	progression	NOUN
easat-10162	279	34	markers	marker	NOUN
easat-10162	279	35	for	for	ADP
easat-10162	279	36	non	non	ADJ
easat-10162	279	37	-	-	ADJ
easat-10162	279	38	muscle	muscle	ADJ
easat-10162	279	39	invasive	invasive	ADJ
easat-10162	279	40	bladder	bladder	NOUN
easat-10162	279	41	cancer	cancer	NOUN
easat-10162	279	42	and	and	CCONJ
easat-10162	279	43	predicts	predict	VERB
easat-10162	279	44	responses	response	NOUN
easat-10162	279	45	to	to	ADP
easat-10162	279	46	immunotherapy	immunotherapy	NOUN
easat-10162	279	47	,	,	PUNCT
easat-10162	279	48	"	"	PUNCT
easat-10162	279	49	discover	discover	VERB
easat-10162	279	50	oncology	oncology	NOUN
easat-10162	279	51	,	,	PUNCT
easat-10162	279	52	vol	vol	NOUN
easat-10162	279	53	.	.	PROPN
easat-10162	280	1	15	15	NUM
easat-10162	280	2	,	,	PUNCT
easat-10162	280	3	no	no	INTJ
easat-10162	280	4	.	.	NOUN
easat-10162	280	5	1	1	NUM
easat-10162	280	6	,	,	PUNCT
easat-10162	280	7	p.	p.	NOUN
easat-10162	280	8	649	649	NUM
easat-10162	280	9	,	,	PUNCT
easat-10162	280	10	2024	2024	NUM
easat-10162	280	11	.	.	PUNCT
easat-10162	281	1	https://doi.org/10.1007/s12672-024-01548-2	https://doi.org/10.1007/s12672-024-01548-2	PUNCT
easat-10162	282	1	[	[	X
easat-10162	282	2	30	30	NUM
easat-10162	282	3	]	]	X
easat-10162	282	4	y.	y.	PROPN
easat-10162	282	5	jia	jia	PROPN
easat-10162	282	6	,	,	PUNCT
easat-10162	282	7	y.	y.	PROPN
easat-10162	282	8	chen	chen	PROPN
easat-10162	282	9	,	,	PUNCT
easat-10162	282	10	and	and	CCONJ
easat-10162	282	11	j.	j.	PROPN
easat-10162	282	12	liu	liu	PROPN
easat-10162	282	13	,	,	PUNCT
easat-10162	282	14	"	"	PUNCT
easat-10162	282	15	prognosis	prognosis	NOUN
easat-10162	282	16	-	-	PUNCT
easat-10162	282	17	predictive	predictive	ADJ
easat-10162	282	18	signature	signature	NOUN
easat-10162	282	19	and	and	CCONJ
easat-10162	282	20	nomogram	nomogram	NOUN
easat-10162	282	21	based	base	VERB
easat-10162	282	22	on	on	ADP
easat-10162	282	23	autophagy	autophagy	ADV
easat-10162	282	24	-	-	PUNCT
easat-10162	282	25	related	relate	VERB
easat-10162	282	26	long	long	ADJ
easat-10162	282	27	noncoding	noncoding	ADJ
easat-10162	282	28	rnas	rna	NOUN
easat-10162	282	29	for	for	ADP
easat-10162	282	30	hepatocellular	hepatocellular	ADJ
easat-10162	282	31	carcinoma	carcinoma	NOUN
easat-10162	282	32	,	,	PUNCT
easat-10162	282	33	"	"	PUNCT
easat-10162	282	34	frontiers	frontier	NOUN
easat-10162	282	35	in	in	ADP
easat-10162	282	36	genetics	genetic	NOUN
easat-10162	282	37	,	,	PUNCT
easat-10162	282	38	vol	vol	NOUN
easat-10162	282	39	.	.	PROPN
easat-10162	282	40	11	11	NUM
easat-10162	282	41	,	,	PUNCT
easat-10162	282	42	2020	2020	NUM
easat-10162	282	43	.	.	PUNCT
easat-10162	283	1	https://doi.org/10.3389/fgene.2020.608668	https://doi.org/10.3389/fgene.2020.608668	PUNCT
easat-10162	284	1	[	[	X
easat-10162	284	2	31	31	NUM
easat-10162	284	3	]	]	PUNCT
easat-10162	284	4	p.	p.	PROPN
easat-10162	284	5	n.	n.	PROPN
easat-10162	284	6	srinivasu	srinivasu	PROPN
easat-10162	284	7	et	et	PROPN
easat-10162	284	8	al	al	PROPN
easat-10162	284	9	.	.	PROPN
easat-10162	284	10	,	,	PUNCT
easat-10162	284	11	"	"	PUNCT
easat-10162	284	12	xai	xai	PROPN
easat-10162	284	13	-	-	PUNCT
easat-10162	284	14	driven	drive	VERB
easat-10162	284	15	catboost	catboost	ADJ
easat-10162	284	16	multi	multi	ADJ
easat-10162	284	17	-	-	ADJ
easat-10162	284	18	layer	layer	ADJ
easat-10162	284	19	perceptron	perceptron	PROPN
easat-10162	284	20	neural	neural	ADJ
easat-10162	284	21	network	network	NOUN
easat-10162	284	22	for	for	ADP
easat-10162	284	23	analyzing	analyze	VERB
easat-10162	284	24	breast	breast	NOUN
easat-10162	284	25	cancer	cancer	NOUN
easat-10162	284	26	,	,	PUNCT
easat-10162	284	27	"	"	PUNCT
easat-10162	284	28	scientific	scientific	ADJ
easat-10162	284	29	reports	report	NOUN
easat-10162	284	30	,	,	PUNCT
easat-10162	284	31	vol	vol	NOUN
easat-10162	284	32	.	.	PROPN
easat-10162	285	1	14	14	NUM
easat-10162	285	2	,	,	PUNCT
easat-10162	285	3	no	no	INTJ
easat-10162	285	4	.	.	NOUN
easat-10162	285	5	1	1	NUM
easat-10162	285	6	,	,	PUNCT
easat-10162	285	7	p.	p.	NOUN
easat-10162	285	8	28674	28674	NUM
easat-10162	285	9	,	,	PUNCT
easat-10162	285	10	2024	2024	NUM
easat-10162	285	11	.	.	PUNCT
easat-10162	286	1	https://doi.org/10.1038/s41598-024-79620-8	https://doi.org/10.1038/s41598-024-79620-8	X
easat-10162	287	1	[	[	X
easat-10162	287	2	32	32	NUM
easat-10162	287	3	]	]	PUNCT
easat-10162	287	4	m.	m.	PROPN
easat-10162	287	5	weitz	weitz	PROPN
easat-10162	287	6	et	et	PROPN
easat-10162	287	7	al	al	PROPN
easat-10162	287	8	.	.	PROPN
easat-10162	287	9	,	,	PUNCT
easat-10162	287	10	"	"	PUNCT
easat-10162	287	11	performance	performance	NOUN
easat-10162	287	12	of	of	ADP
easat-10162	287	13	an	an	DET
easat-10162	287	14	ai	ai	NOUN
easat-10162	287	15	-	-	PUNCT
easat-10162	287	16	powered	power	VERB
easat-10162	287	17	visualization	visualization	NOUN
easat-10162	287	18	software	software	NOUN
easat-10162	287	19	platform	platform	NOUN
easat-10162	287	20	for	for	ADP
easat-10162	287	21	precision	precision	NOUN
easat-10162	287	22	surgery	surgery	NOUN
easat-10162	287	23	in	in	ADP
easat-10162	287	24	breast	breast	NOUN
easat-10162	287	25	cancer	cancer	NOUN
easat-10162	287	26	patients	patient	NOUN
easat-10162	287	27	,	,	PUNCT
easat-10162	287	28	"	"	PUNCT
easat-10162	287	29	npj	npj	NOUN
easat-10162	287	30	breast	breast	NOUN
easat-10162	287	31	cancer	cancer	NOUN
easat-10162	287	32	,	,	PUNCT
easat-10162	287	33	vol	vol	NOUN
easat-10162	287	34	.	.	PROPN
easat-10162	287	35	10	10	NUM
easat-10162	287	36	,	,	PUNCT
easat-10162	287	37	no	no	INTJ
easat-10162	287	38	.	.	NOUN
easat-10162	287	39	1	1	NUM
easat-10162	287	40	,	,	PUNCT
easat-10162	287	41	p.	p.	NOUN
easat-10162	287	42	98	98	NUM
easat-10162	287	43	,	,	PUNCT
easat-10162	287	44	2024	2024	NUM
easat-10162	287	45	.	.	PUNCT
easat-10162	288	1	https://doi.org/10.1038/s41523-024-00696-6	https://doi.org/10.1038/s41523-024-00696-6	X
easat-10162	289	1	[	[	X
easat-10162	289	2	33	33	NUM
easat-10162	289	3	]	]	PUNCT
easat-10162	289	4	c.	c.	PROPN
easat-10162	289	5	r.	r.	PROPN
easat-10162	289	6	i.	i.	PROPN
easat-10162	289	7	arathi	arathi	PROPN
easat-10162	289	8	and	and	CCONJ
easat-10162	289	9	v.	v.	ADP
easat-10162	289	10	m.	m.	PROPN
easat-10162	289	11	a.	a.	PROPN
easat-10162	289	12	bai	bai	PROPN
easat-10162	289	13	,	,	PUNCT
easat-10162	289	14	"	"	PUNCT
easat-10162	289	15	optimized	optimize	VERB
easat-10162	289	16	deep	deep	ADJ
easat-10162	289	17	convolutional	convolutional	ADJ
easat-10162	289	18	neural	neural	ADJ
easat-10162	289	19	network	network	NOUN
easat-10162	289	20	for	for	ADP
easat-10162	289	21	the	the	DET
easat-10162	289	22	prediction	prediction	NOUN
easat-10162	289	23	of	of	ADP
easat-10162	289	24	breast	breast	NOUN
easat-10162	289	25	cancer	cancer	NOUN
easat-10162	289	26	recurrence	recurrence	NOUN
easat-10162	289	27	,	,	PUNCT
easat-10162	289	28	"	"	PUNCT
easat-10162	289	29	journal	journal	NOUN
easat-10162	289	30	of	of	ADP
easat-10162	289	31	applied	apply	VERB
easat-10162	289	32	engineering	engineering	NOUN
easat-10162	289	33	and	and	CCONJ
easat-10162	289	34	technological	technological	ADJ
easat-10162	289	35	science	science	NOUN
easat-10162	289	36	(	(	PUNCT
easat-10162	289	37	jaets	jaet	NOUN
easat-10162	289	38	)	)	PUNCT
easat-10162	289	39	,	,	PUNCT
easat-10162	289	40	vol	vol	NOUN
easat-10162	289	41	.	.	PROPN
easat-10162	289	42	5	5	NUM
easat-10162	289	43	,	,	PUNCT
easat-10162	289	44	no	no	INTJ
easat-10162	289	45	.	.	NOUN
easat-10162	289	46	1	1	NUM
easat-10162	289	47	,	,	PUNCT
easat-10162	289	48	pp	pp	ADJ
easat-10162	289	49	.	.	PUNCT
easat-10162	290	1	495	495	NUM
easat-10162	290	2	-	-	SYM
easat-10162	290	3	514	514	NUM
easat-10162	290	4	,	,	PUNCT
easat-10162	290	5	2023	2023	NUM
easat-10162	290	6	.	.	PUNCT
easat-10162	291	1	https://doi.org/10.37385/jaets.v5i1.3384	https://doi.org/10.37385/jaets.v5i1.3384	X
easat-10162	292	1	[	[	X
easat-10162	292	2	34	34	NUM
easat-10162	292	3	]	]	X
easat-10162	292	4	y.	y.	PROPN
easat-10162	292	5	zhang	zhang	PROPN
easat-10162	292	6	et	et	PROPN
easat-10162	292	7	al	al	PROPN
easat-10162	292	8	.	.	PROPN
easat-10162	292	9	,	,	PUNCT
easat-10162	292	10	"	"	PUNCT
easat-10162	292	11	prediction	prediction	NOUN
easat-10162	292	12	of	of	ADP
easat-10162	292	13	esophageal	esophageal	ADJ
easat-10162	292	14	fistula	fistula	NOUN
easat-10162	292	15	in	in	ADP
easat-10162	292	16	radiotherapy	radiotherapy	NOUN
easat-10162	292	17	/	/	SYM
easat-10162	292	18	chemoradiotherapy	chemoradiotherapy	NOUN
easat-10162	292	19	for	for	ADP
easat-10162	292	20	patients	patient	NOUN
easat-10162	292	21	with	with	ADP
easat-10162	292	22	advanced	advanced	ADJ
easat-10162	292	23	esophageal	esophageal	ADJ
easat-10162	292	24	cancer	cancer	NOUN
easat-10162	292	25	by	by	ADP
easat-10162	292	26	a	a	DET
easat-10162	292	27	clinical	clinical	ADJ
easat-10162	292	28	-	-	PUNCT
easat-10162	292	29	deep	deep	ADJ
easat-10162	292	30	learning	learning	NOUN
easat-10162	292	31	radiomics	radiomic	NOUN
easat-10162	292	32	model	model	NOUN
easat-10162	292	33	,	,	PUNCT
easat-10162	292	34	"	"	PUNCT
easat-10162	292	35	bmc	bmc	PROPN
easat-10162	292	36	medical	medical	ADJ
easat-10162	292	37	imaging	imaging	NOUN
easat-10162	292	38	,	,	PUNCT
easat-10162	292	39	vol	vol	NOUN
easat-10162	292	40	.	.	PROPN
easat-10162	293	1	24	24	NUM
easat-10162	293	2	,	,	PUNCT
easat-10162	293	3	no	no	INTJ
easat-10162	293	4	.	.	NOUN
easat-10162	293	5	1	1	NUM
easat-10162	293	6	,	,	PUNCT
easat-10162	293	7	p.	p.	NOUN
easat-10162	293	8	313	313	NUM
easat-10162	293	9	,	,	PUNCT
easat-10162	293	10	2024	2024	NUM
easat-10162	293	11	.	.	PUNCT
easat-10162	294	1	https://doi.org/10.1186/s12880-024-01473-4	https://doi.org/10.1186/s12880-024-01473-4	NUM
easat-10162	294	2	https://doi.org/10.1111/inr.13059	https://doi.org/10.1111/inr.13059	PROPN
easat-10162	294	3	https://doi.org/10.2196/53207	https://doi.org/10.2196/53207	NOUN
easat-10162	294	4	https://doi.org/10.1016/j.urolonc.2023.11.019	https://doi.org/10.1016/j.urolonc.2023.11.019	VERB
easat-10162	294	5	https://doi.org/10.1186/s12955-024-02256-9	https://doi.org/10.1186/s12955-024-02256-9	NUM
easat-10162	294	6	https://doi.org/10.1177/22785337221148807	https://doi.org/10.1177/22785337221148807	ADJ
easat-10162	295	1	https://doi.org/10.1007/s11192-020-03458-w	https://doi.org/10.1007/s11192-020-03458-w	NOUN
easat-10162	296	1	https://doi.org/10.3389/fonc.2022.1049305	https://doi.org/10.3389/fonc.2022.1049305	PROPN
easat-10162	297	1	https://doi.org/10.1186/s12885-024-13190-w	https://doi.org/10.1186/s12885-024-13190-w	PROPN
easat-10162	298	1	https://doi.org/10.3389/fonc.2022.989894	https://doi.org/10.3389/fonc.2022.989894	PROPN
easat-10162	298	2	https://doi.org/10.1038/s41598-024-79250-0	https://doi.org/10.1038/s41598-024-79250-0	NUM
easat-10162	298	3	https://doi.org/10.1007/s12672-024-01548-2	https://doi.org/10.1007/s12672-024-01548-2	NUM
easat-10162	298	4	https://doi.org/10.3389/fgene.2020.608668	https://doi.org/10.3389/fgene.2020.608668	X
easat-10162	298	5	https://doi.org/10.1038/s41598-024-79620-8	https://doi.org/10.1038/s41598-024-79620-8	X
easat-10162	298	6	https://doi.org/10.1038/s41523-024-00696-6	https://doi.org/10.1038/s41523-024-00696-6	NUM
easat-10162	298	7	https://doi.org/10.37385/jaets.v5i1.3384	https://doi.org/10.37385/jaets.v5i1.3384	X
easat-10162	298	8	https://doi.org/10.1186/s12880-024-01473-4	https://doi.org/10.1186/s12880-024-01473-4	NUM
easat-10162	298	9	1572	1572	NUM
easat-10162	298	10	edelweiss	edelweiss	PROPN
easat-10162	298	11	applied	apply	VERB
easat-10162	298	12	science	science	NOUN
easat-10162	298	13	and	and	CCONJ
easat-10162	298	14	technology	technology	NOUN
easat-10162	298	15	issn	issn	PROPN
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easat-10162	298	17	2576	2576	NUM
easat-10162	298	18	-	-	SYM
easat-10162	298	19	8484	8484	NUM
easat-10162	298	20	vol	vol	NOUN
easat-10162	298	21	.	.	PROPN
easat-10162	299	1	9	9	NUM
easat-10162	299	2	,	,	PUNCT
easat-10162	299	3	no	no	INTJ
easat-10162	299	4	.	.	NOUN
easat-10162	299	5	9	9	NUM
easat-10162	299	6	:	:	SYM
easat-10162	299	7	1562	1562	NUM
easat-10162	299	8	-	-	SYM
easat-10162	299	9	1572	1572	NUM
easat-10162	299	10	,	,	PUNCT
easat-10162	299	11	2025	2025	NUM
easat-10162	299	12	doi	doi	NOUN
easat-10162	299	13	:	:	PUNCT
easat-10162	299	14	10.55214/2576	10.55214/2576	NUM
easat-10162	299	15	-	-	PUNCT
easat-10162	299	16	8484.v9i9.10162	8484.v9i9.10162	NOUN
easat-10162	299	17	©	©	PROPN
easat-10162	299	18	2025	2025	NUM
easat-10162	299	19	by	by	ADP
easat-10162	299	20	the	the	DET
easat-10162	299	21	authors	author	NOUN
easat-10162	299	22	;	;	PUNCT
easat-10162	299	23	licensee	licensee	PROPN
easat-10162	299	24	learning	learning	NOUN
easat-10162	299	25	gate	gate	NOUN
easat-10162	300	1	[	[	X
easat-10162	300	2	35	35	NUM
easat-10162	300	3	]	]	PUNCT
easat-10162	300	4	s.	s.	PROPN
easat-10162	300	5	uzun	uzun	PROPN
easat-10162	300	6	,	,	PUNCT
easat-10162	300	7	e.	e.	PROPN
easat-10162	300	8	güney	güney	PROPN
easat-10162	300	9	,	,	PUNCT
easat-10162	300	10	and	and	CCONJ
easat-10162	300	11	b.	b.	PROPN
easat-10162	300	12	bingöl	bingöl	PROPN
easat-10162	300	13	,	,	PUNCT
easat-10162	300	14	"	"	PUNCT
easat-10162	300	15	u	u	NOUN
easat-10162	300	16	-	-	NOUN
easat-10162	300	17	net	net	ADJ
easat-10162	300	18	mimarisi	mimarisi	PROPN
easat-10162	300	19	ile	ile	PROPN
easat-10162	300	20	beyin	beyin	PROPN
easat-10162	300	21	tümörü	tümörü	PROPN
easat-10162	300	22	mri	mri	PROPN
easat-10162	300	23	görüntülerinin	görüntülerinin	ADJ
easat-10162	300	24	segmentasyonu	segmentasyonu	NOUN
easat-10162	300	25	,	,	PUNCT
easat-10162	300	26	"	"	PUNCT
easat-10162	300	27	el	el	PROPN
easat-10162	300	28	-	-	PUNCT
easat-10162	300	29	cezeri	cezeri	PROPN
easat-10162	300	30	,	,	PUNCT
easat-10162	300	31	vol	vol	NOUN
easat-10162	300	32	.	.	PROPN
easat-10162	300	33	9	9	NUM
easat-10162	300	34	,	,	PUNCT
easat-10162	300	35	no	no	INTJ
easat-10162	300	36	.	.	NOUN
easat-10162	300	37	4	4	NUM
easat-10162	300	38	,	,	PUNCT
easat-10162	300	39	pp	pp	ADJ
easat-10162	300	40	.	.	PUNCT
easat-10162	300	41	1583	1583	NUM
easat-10162	300	42	-	-	SYM
easat-10162	300	43	1590	1590	NUM
easat-10162	300	44	,	,	PUNCT
easat-10162	300	45	2022	2022	NUM
easat-10162	300	46	.	.	PUNCT
easat-10162	301	1	[	[	X
easat-10162	301	2	36	36	NUM
easat-10162	301	3	]	]	X
easat-10162	301	4	y.	y.	NOUN
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easat-10162	301	6	,	,	PUNCT
easat-10162	301	7	y.	y.	PROPN
easat-10162	301	8	zhang	zhang	PROPN
easat-10162	301	9	,	,	PUNCT
easat-10162	301	10	s.	s.	PROPN
easat-10162	301	11	xie	xie	PROPN
easat-10162	301	12	,	,	PUNCT
easat-10162	301	13	and	and	CCONJ
easat-10162	301	14	x.	x.	NOUN
easat-10162	301	15	song	song	NOUN
easat-10162	301	16	,	,	PUNCT
easat-10162	301	17	"	"	PUNCT
easat-10162	301	18	screening	screening	NOUN
easat-10162	301	19	and	and	CCONJ
easat-10162	301	20	diagnosis	diagnosis	NOUN
easat-10162	301	21	of	of	ADP
easat-10162	301	22	triple	triple	ADJ
easat-10162	301	23	negative	negative	ADJ
easat-10162	301	24	breast	breast	NOUN
easat-10162	301	25	cancer	cancer	NOUN
easat-10162	301	26	based	base	VERB
easat-10162	301	27	on	on	ADP
easat-10162	301	28	rapid	rapid	ADJ
easat-10162	301	29	metabolic	metabolic	NOUN
easat-10162	301	30	fingerprinting	fingerprint	VERB
easat-10162	301	31	by	by	ADP
easat-10162	301	32	conductive	conductive	ADJ
easat-10162	301	33	polymer	polymer	NOUN
easat-10162	301	34	spray	spray	NOUN
easat-10162	301	35	ionization	ionization	NOUN
easat-10162	301	36	mass	mass	NOUN
easat-10162	301	37	spectrometry	spectrometry	NOUN
easat-10162	301	38	and	and	CCONJ
easat-10162	301	39	machine	machine	NOUN
easat-10162	301	40	learning	learning	NOUN
easat-10162	301	41	,	,	PUNCT
easat-10162	301	42	"	"	PUNCT
easat-10162	301	43	frontiers	frontier	NOUN
easat-10162	301	44	in	in	ADP
easat-10162	301	45	cell	cell	NOUN
easat-10162	301	46	and	and	CCONJ
easat-10162	301	47	developmental	developmental	ADJ
easat-10162	301	48	biology	biology	NOUN
easat-10162	301	49	,	,	PUNCT
easat-10162	301	50	vol	vol	NOUN
easat-10162	301	51	.	.	PUNCT
easat-10162	302	1	volume	volume	NOUN
easat-10162	302	2	10	10	NUM
easat-10162	302	3	2022	2022	NUM
easat-10162	302	4	,	,	PUNCT
easat-10162	302	5	2022	2022	NUM
easat-10162	302	6	.	.	PUNCT
easat-10162	303	1	https://doi.org/10.3389/fcell.2022.1075810	https://doi.org/10.3389/fcell.2022.1075810	VERB
easat-10162	304	1	[	[	X
easat-10162	304	2	37	37	NUM
easat-10162	304	3	]	]	PUNCT
easat-10162	304	4	x.	x.	NOUN
easat-10162	304	5	xing	xing	PROPN
easat-10162	304	6	et	et	PROPN
easat-10162	304	7	al	al	PROPN
easat-10162	304	8	.	.	PROPN
easat-10162	304	9	,	,	PUNCT
easat-10162	304	10	"	"	PUNCT
easat-10162	304	11	integrated	integrated	ADJ
easat-10162	304	12	omics	omic	NOUN
easat-10162	304	13	landscape	landscape	NOUN
easat-10162	304	14	of	of	ADP
easat-10162	304	15	hepatocellular	hepatocellular	ADJ
easat-10162	304	16	carcinoma	carcinoma	NOUN
easat-10162	304	17	suggests	suggest	VERB
easat-10162	304	18	proteomic	proteomic	ADJ
easat-10162	304	19	subtypes	subtype	NOUN
easat-10162	304	20	for	for	ADP
easat-10162	304	21	precision	precision	NOUN
easat-10162	304	22	therapy	therapy	NOUN
easat-10162	304	23	,	,	PUNCT
easat-10162	304	24	"	"	PUNCT
easat-10162	304	25	cell	cell	NOUN
easat-10162	304	26	reports	report	VERB
easat-10162	304	27	medicine	medicine	NOUN
easat-10162	304	28	,	,	PUNCT
easat-10162	304	29	vol	vol	NOUN
easat-10162	304	30	.	.	PROPN
easat-10162	304	31	4	4	NUM
easat-10162	304	32	,	,	PUNCT
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easat-10162	304	35	12	12	NUM
easat-10162	304	36	,	,	PUNCT
easat-10162	304	37	p.	p.	NOUN
easat-10162	304	38	101315	101315	NUM
easat-10162	304	39	,	,	PUNCT
easat-10162	304	40	2023	2023	NUM
easat-10162	304	41	.	.	PUNCT
easat-10162	305	1	https://doi.org/10.1016/j.xcrm.2023.101315	https://doi.org/10.1016/j.xcrm.2023.101315	PROPN
easat-10162	306	1	[	[	X
easat-10162	306	2	38	38	NUM
easat-10162	306	3	]	]	PUNCT
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easat-10162	306	9	,	,	PUNCT
easat-10162	306	10	y.	y.	PROPN
easat-10162	306	11	lu	lu	PROPN
easat-10162	306	12	,	,	PUNCT
easat-10162	306	13	l.	l.	PROPN
easat-10162	306	14	huang	huang	PROPN
easat-10162	306	15	,	,	PUNCT
easat-10162	306	16	w.	w.	PROPN
easat-10162	306	17	y.	y.	PROPN
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easat-10162	306	20	and	and	CCONJ
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easat-10162	307	3	"	"	PUNCT
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easat-10162	307	6	forest	forest	NOUN
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easat-10162	307	15	gastric	gastric	ADJ
easat-10162	307	16	neuroendocrine	neuroendocrine	ADJ
easat-10162	307	17	neoplasms	neoplasm	NOUN
easat-10162	307	18	,	,	PUNCT
easat-10162	307	19	"	"	PUNCT
easat-10162	307	20	scientific	scientific	ADJ
easat-10162	307	21	reports	report	NOUN
easat-10162	307	22	,	,	PUNCT
easat-10162	307	23	vol	vol	NOUN
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easat-10162	307	26	,	,	PUNCT
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easat-10162	307	29	1	1	NUM
easat-10162	307	30	,	,	PUNCT
easat-10162	307	31	p.	p.	NOUN
easat-10162	307	32	26969	26969	NUM
easat-10162	307	33	,	,	PUNCT
easat-10162	307	34	2024	2024	NUM
easat-10162	307	35	.	.	PUNCT
easat-10162	307	36	https://doi.org/10.1038/s41598-024-77988-1	https://doi.org/10.1038/s41598-024-77988-1	NUM
easat-10162	308	1	[	[	X
easat-10162	308	2	39	39	NUM
easat-10162	308	3	]	]	PUNCT
easat-10162	308	4	x.	x.	NOUN
easat-10162	308	5	qi	qi	PROPN
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easat-10162	308	7	"	"	PUNCT
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easat-10162	308	9	intelligence	intelligence	NOUN
easat-10162	308	10	-	-	PUNCT
easat-10162	308	11	assisted	assist	VERB
easat-10162	308	12	magnetic	magnetic	ADJ
easat-10162	308	13	resonance	resonance	NOUN
easat-10162	308	14	imaging	imaging	NOUN
easat-10162	308	15	technology	technology	NOUN
easat-10162	308	16	in	in	ADP
easat-10162	308	17	the	the	DET
easat-10162	308	18	differential	differential	ADJ
easat-10162	308	19	diagnosis	diagnosis	NOUN
easat-10162	308	20	and	and	CCONJ
easat-10162	308	21	prognosis	prognosis	NOUN
easat-10162	308	22	prediction	prediction	NOUN
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easat-10162	308	25	cancer	cancer	NOUN
easat-10162	308	26	,	,	PUNCT
easat-10162	308	27	"	"	PUNCT
easat-10162	308	28	scientific	scientific	ADJ
easat-10162	308	29	reports	report	NOUN
easat-10162	308	30	,	,	PUNCT
easat-10162	308	31	vol	vol	NOUN
easat-10162	308	32	.	.	PROPN
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easat-10162	309	2	,	,	PUNCT
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easat-10162	309	4	.	.	NOUN
easat-10162	309	5	1	1	NUM
easat-10162	309	6	,	,	PUNCT
easat-10162	309	7	p.	p.	NOUN
easat-10162	309	8	26878	26878	NUM
easat-10162	309	9	,	,	PUNCT
easat-10162	309	10	2024	2024	NUM
easat-10162	309	11	.	.	PUNCT
easat-10162	310	1	https://doi.org/10.1038/s41598-024-78081-3	https://doi.org/10.1038/s41598-024-78081-3	PROPN
easat-10162	311	1	[	[	X
easat-10162	311	2	40	40	NUM
easat-10162	311	3	]	]	PUNCT
easat-10162	311	4	j.	j.	PROPN
easat-10162	311	5	fen	fen	PROPN
easat-10162	311	6	et	et	PROPN
easat-10162	311	7	al	al	PROPN
easat-10162	311	8	.	.	PROPN
easat-10162	311	9	,	,	PUNCT
easat-10162	311	10	"	"	PUNCT
easat-10162	311	11	a	a	DET
easat-10162	311	12	system	system	NOUN
easat-10162	311	13	based	base	VERB
easat-10162	311	14	on	on	ADP
easat-10162	311	15	deep	deep	ADJ
easat-10162	311	16	convolutional	convolutional	ADJ
easat-10162	311	17	neural	neural	ADJ
easat-10162	311	18	network	network	NOUN
easat-10162	311	19	improves	improve	VERB
easat-10162	311	20	the	the	DET
easat-10162	311	21	detection	detection	NOUN
easat-10162	311	22	of	of	ADP
easat-10162	311	23	early	early	ADJ
easat-10162	311	24	gastric	gastric	ADJ
easat-10162	311	25	cancer	cancer	NOUN
easat-10162	311	26	,	,	PUNCT
easat-10162	311	27	"	"	PUNCT
easat-10162	311	28	frontiers	frontier	NOUN
easat-10162	311	29	in	in	ADP
easat-10162	311	30	oncology	oncology	NOUN
easat-10162	311	31	,	,	PUNCT
easat-10162	311	32	vol	vol	NOUN
easat-10162	311	33	.	.	PROPN
easat-10162	311	34	12	12	NUM
easat-10162	311	35	,	,	PUNCT
easat-10162	311	36	2022	2022	NUM
easat-10162	311	37	.	.	PUNCT
easat-10162	312	1	https://doi.org/10.3389/fonc.2022.1021625	https://doi.org/10.3389/fonc.2022.1021625	PROPN
easat-10162	312	2	https://doi.org/10.3389/fcell.2022.1075810	https://doi.org/10.3389/fcell.2022.1075810	PROPN
easat-10162	312	3	https://doi.org/10.1016/j.xcrm.2023.101315	https://doi.org/10.1016/j.xcrm.2023.101315	PROPN
easat-10162	312	4	https://doi.org/10.1038/s41598-024-77988-1	https://doi.org/10.1038/s41598-024-77988-1	NUM
easat-10162	312	5	https://doi.org/10.1038/s41598-024-78081-3	https://doi.org/10.1038/s41598-024-78081-3	NUM
easat-10162	312	6	https://doi.org/10.3389/fonc.2022.1021625	https://doi.org/10.3389/fonc.2022.1021625	PROPN