id	sid	tid	token	lemma	pos
easat-3794	1	1	edelweiss	edelweiss	PROPN
easat-3794	1	2	applied	apply	VERB
easat-3794	1	3	science	science	NOUN
easat-3794	1	4	and	and	CCONJ
easat-3794	1	5	technology	technology	NOUN
easat-3794	1	6	issn	issn	PROPN
easat-3794	1	7	:	:	PUNCT
easat-3794	1	8	2576	2576	NUM
easat-3794	1	9	-	-	SYM
easat-3794	1	10	8484	8484	NUM
easat-3794	1	11	vol	vol	NOUN
easat-3794	1	12	.	.	PROPN
easat-3794	1	13	8	8	NUM
easat-3794	1	14	,	,	PUNCT
easat-3794	1	15	no	no	INTJ
easat-3794	1	16	.	.	NOUN
easat-3794	1	17	6	6	NUM
easat-3794	1	18	,	,	PUNCT
easat-3794	1	19	8322	8322	NUM
easat-3794	1	20	-	-	SYM
easat-3794	1	21	8332	8332	NUM
easat-3794	1	22	2024	2024	NUM
easat-3794	1	23	publisher	publisher	NOUN
easat-3794	1	24	:	:	PUNCT
easat-3794	1	25	learning	learn	VERB
easat-3794	1	26	gate	gate	NOUN
easat-3794	1	27	doi	doi	PROPN
easat-3794	1	28	:	:	PUNCT
easat-3794	1	29	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	1	30	©	©	ADP
easat-3794	1	31	2024	2024	NUM
easat-3794	1	32	by	by	ADP
easat-3794	1	33	the	the	DET
easat-3794	1	34	authors	author	NOUN
easat-3794	1	35	;	;	PUNCT
easat-3794	1	36	licensee	licensee	PROPN
easat-3794	1	37	learning	learning	NOUN
easat-3794	1	38	gate	gate	NOUN
easat-3794	1	39	©	©	PROPN
easat-3794	1	40	2024	2024	NUM
easat-3794	1	41	by	by	ADP
easat-3794	1	42	the	the	DET
easat-3794	1	43	authors	author	NOUN
easat-3794	1	44	;	;	PUNCT
easat-3794	1	45	licensee	licensee	PROPN
easat-3794	1	46	learning	learn	VERB
easat-3794	1	47	gate	gate	NOUN
easat-3794	1	48	*	*	PUNCT
easat-3794	1	49	correspondence	correspondence	NOUN
easat-3794	1	50	:	:	PUNCT
easat-3794	1	51	smahabub.student@wust.edu	smahabub.student@wust.edu	X
easat-3794	1	52	advancing	advance	VERB
easat-3794	1	53	healthcare	healthcare	NOUN
easat-3794	1	54	transformation	transformation	NOUN
easat-3794	1	55	:	:	PUNCT
easat-3794	1	56	ai	ai	ADJ
easat-3794	1	57	-	-	PUNCT
easat-3794	1	58	driven	drive	VERB
easat-3794	1	59	precision	precision	NOUN
easat-3794	1	60	medicine	medicine	NOUN
easat-3794	1	61	and	and	CCONJ
easat-3794	1	62	scalable	scalable	ADJ
easat-3794	1	63	innovations	innovation	NOUN
easat-3794	1	64	through	through	ADP
easat-3794	1	65	data	datum	NOUN
easat-3794	1	66	analytics	analytic	NOUN
easat-3794	1	67	shohoni	shohoni	VERB
easat-3794	1	68	mahabub1	mahabub1	PROPN
easat-3794	1	69	*	*	PROPN
easat-3794	1	70	,	,	PUNCT
easat-3794	1	71	bimol	bimol	PROPN
easat-3794	1	72	chandra	chandra	PROPN
easat-3794	1	73	das2	das2	PROPN
easat-3794	1	74	,	,	PUNCT
easat-3794	1	75	md	md	PROPN
easat-3794	1	76	russel	russel	PROPN
easat-3794	1	77	hossain3	hossain3	PROPN
easat-3794	2	1	1,3washington	1,3washington	PROPN
easat-3794	2	2	university	university	PROPN
easat-3794	2	3	of	of	ADP
easat-3794	2	4	science	science	NOUN
easat-3794	2	5	and	and	CCONJ
easat-3794	2	6	technology	technology	NOUN
easat-3794	2	7	,	,	PUNCT
easat-3794	2	8	master	master	NOUN
easat-3794	2	9	of	of	ADP
easat-3794	2	10	science	science	NOUN
easat-3794	2	11	in	in	ADP
easat-3794	2	12	information	information	NOUN
easat-3794	2	13	technology	technology	NOUN
easat-3794	2	14	,	,	PUNCT
easat-3794	2	15	usa	usa	PROPN
easat-3794	2	16	;	;	PUNCT
easat-3794	2	17	smahabub.student@wust.edu	smahabub.student@wust.edu	NUM
easat-3794	2	18	(	(	PUNCT
easat-3794	2	19	s.m	s.m	PROPN
easat-3794	2	20	.	.	PUNCT
easat-3794	2	21	)	)	PUNCT
easat-3794	3	1	mdrhossain.student@wust.edu	mdrhossain.student@wust.edu	PROPN
easat-3794	3	2	(	(	PUNCT
easat-3794	3	3	m.r.h	m.r.h	PROPN
easat-3794	3	4	.	.	PUNCT
easat-3794	3	5	)	)	PUNCT
easat-3794	3	6	.	.	PUNCT
easat-3794	4	1	2trine	2trine	NUM
easat-3794	4	2	university	university	NOUN
easat-3794	4	3	,	,	PUNCT
easat-3794	4	4	master	master	NOUN
easat-3794	4	5	of	of	ADP
easat-3794	4	6	science	science	NOUN
easat-3794	4	7	in	in	ADP
easat-3794	4	8	business	business	NOUN
easat-3794	4	9	analytics	analytic	NOUN
easat-3794	4	10	,	,	PUNCT
easat-3794	4	11	usa	usa	PROPN
easat-3794	4	12	;	;	PUNCT
easat-3794	4	13	bdas23@my.trine.edu	bdas23@my.trine.edu	PROPN
easat-3794	4	14	(	(	PUNCT
easat-3794	4	15	b.c.d	b.c.d	NOUN
easat-3794	4	16	.	.	PUNCT
easat-3794	4	17	)	)	PUNCT
easat-3794	4	18	.	.	PUNCT
easat-3794	5	1	abstract	abstract	ADJ
easat-3794	5	2	:	:	PUNCT
easat-3794	5	3	artificial	artificial	ADJ
easat-3794	5	4	intelligence	intelligence	NOUN
easat-3794	5	5	and	and	CCONJ
easat-3794	5	6	data	data	NOUN
easat-3794	5	7	fusion	fusion	NOUN
easat-3794	5	8	technologies	technology	NOUN
easat-3794	5	9	are	be	AUX
easat-3794	5	10	being	be	AUX
easat-3794	5	11	used	use	VERB
easat-3794	5	12	to	to	PART
easat-3794	5	13	incorporate	incorporate	VERB
easat-3794	5	14	the	the	DET
easat-3794	5	15	technology	technology	NOUN
easat-3794	5	16	into	into	ADP
easat-3794	5	17	healthcare	healthcare	NOUN
easat-3794	5	18	systems	system	NOUN
easat-3794	5	19	worldwide	worldwide	ADV
easat-3794	5	20	.	.	PUNCT
easat-3794	6	1	this	this	DET
easat-3794	6	2	work	work	NOUN
easat-3794	6	3	focuses	focus	VERB
easat-3794	6	4	on	on	ADP
easat-3794	6	5	the	the	DET
easat-3794	6	6	idea	idea	NOUN
easat-3794	6	7	and	and	CCONJ
easat-3794	6	8	investigates	investigate	VERB
easat-3794	6	9	how	how	SCONJ
easat-3794	6	10	the	the	DET
easat-3794	6	11	ai	ai	NOUN
easat-3794	6	12	-	-	PUNCT
easat-3794	6	13	based	base	VERB
easat-3794	6	14	data	data	NOUN
easat-3794	6	15	fusion	fusion	NOUN
easat-3794	6	16	centre	centre	NOUN
easat-3794	6	17	affects	affect	VERB
easat-3794	6	18	precision	precision	NOUN
easat-3794	6	19	medicine	medicine	NOUN
easat-3794	6	20	,	,	PUNCT
easat-3794	6	21	organizational	organizational	ADJ
easat-3794	6	22	and	and	CCONJ
easat-3794	6	23	patient	patient	ADJ
easat-3794	6	24	-	-	PUNCT
easat-3794	6	25	centric	centric	ADJ
easat-3794	6	26	models	model	NOUN
easat-3794	6	27	.	.	PUNCT
easat-3794	7	1	in	in	ADP
easat-3794	7	2	understanding	understand	VERB
easat-3794	7	3	how	how	SCONJ
easat-3794	7	4	practice	practice	NOUN
easat-3794	7	5	,	,	PUNCT
easat-3794	7	6	diagnostics	diagnostic	NOUN
easat-3794	7	7	,	,	PUNCT
easat-3794	7	8	and	and	CCONJ
easat-3794	7	9	general	general	ADJ
easat-3794	7	10	efficiency	efficiency	NOUN
easat-3794	7	11	of	of	ADP
easat-3794	7	12	the	the	DET
easat-3794	7	13	healthcare	healthcare	NOUN
easat-3794	7	14	system	system	NOUN
easat-3794	7	15	may	may	AUX
easat-3794	7	16	benefit	benefit	VERB
easat-3794	7	17	from	from	ADP
easat-3794	7	18	ai	ai	NOUN
easat-3794	7	19	,	,	PUNCT
easat-3794	7	20	this	this	DET
easat-3794	7	21	article	article	NOUN
easat-3794	7	22	provides	provide	VERB
easat-3794	7	23	a	a	DET
easat-3794	7	24	great	great	ADJ
easat-3794	7	25	example	example	NOUN
easat-3794	7	26	.	.	PUNCT
easat-3794	8	1	in	in	ADP
easat-3794	8	2	this	this	DET
easat-3794	8	3	way	way	NOUN
easat-3794	8	4	,	,	PUNCT
easat-3794	8	5	the	the	DET
easat-3794	8	6	approach	approach	NOUN
easat-3794	8	7	is	be	AUX
easat-3794	8	8	extended	extend	VERB
easat-3794	8	9	comprehensively	comprehensively	ADV
easat-3794	8	10	by	by	ADP
easat-3794	8	11	providing	provide	VERB
easat-3794	8	12	an	an	DET
easat-3794	8	13	analysis	analysis	NOUN
easat-3794	8	14	of	of	ADP
easat-3794	8	15	techniques	technique	NOUN
easat-3794	8	16	and	and	CCONJ
easat-3794	8	17	illustrations	illustration	NOUN
easat-3794	8	18	.	.	PUNCT
easat-3794	9	1	a	a	DET
easat-3794	9	2	unique	unique	ADJ
easat-3794	9	3	case	case	NOUN
easat-3794	9	4	surveillance	surveillance	NOUN
easat-3794	9	5	at	at	ADP
easat-3794	9	6	cleveland	cleveland	PROPN
easat-3794	9	7	clinic	clinic	PROPN
easat-3794	9	8	made	make	VERB
easat-3794	9	9	it	it	PRON
easat-3794	9	10	possible	possible	ADJ
easat-3794	9	11	for	for	SCONJ
easat-3794	9	12	the	the	DET
easat-3794	9	13	authors	author	NOUN
easat-3794	9	14	to	to	PART
easat-3794	9	15	record	record	VERB
easat-3794	9	16	the	the	DET
easat-3794	9	17	influence	influence	NOUN
easat-3794	9	18	of	of	ADP
easat-3794	9	19	data	datum	NOUN
easat-3794	9	20	fusion	fusion	NOUN
easat-3794	9	21	centers	center	NOUN
easat-3794	9	22	.	.	PUNCT
easat-3794	10	1	data	datum	NOUN
easat-3794	10	2	fusion	fusion	NOUN
easat-3794	10	3	integrates	integrate	NOUN
easat-3794	10	4	as	as	SCONJ
easat-3794	10	5	needed	need	VERB
easat-3794	10	6	multiple	multiple	ADJ
easat-3794	10	7	data	datum	NOUN
easat-3794	10	8	originating	originate	VERB
easat-3794	10	9	from	from	ADP
easat-3794	10	10	various	various	ADJ
easat-3794	10	11	data	datum	NOUN
easat-3794	10	12	fusion	fusion	NOUN
easat-3794	10	13	centers	center	NOUN
easat-3794	10	14	and	and	CCONJ
easat-3794	10	15	provides	provide	VERB
easat-3794	10	16	a	a	DET
easat-3794	10	17	coherent	coherent	ADJ
easat-3794	10	18	and	and	CCONJ
easat-3794	10	19	inclusive	inclusive	ADJ
easat-3794	10	20	health	health	NOUN
easat-3794	10	21	status	status	NOUN
easat-3794	10	22	for	for	ADP
easat-3794	10	23	a	a	DET
easat-3794	10	24	given	give	VERB
easat-3794	10	25	patient	patient	NOUN
easat-3794	10	26	.	.	PUNCT
easat-3794	11	1	some	some	DET
easat-3794	11	2	examples	example	NOUN
easat-3794	11	3	are	be	AUX
easat-3794	11	4	genetics	genetic	NOUN
easat-3794	11	5	databases	database	NOUN
easat-3794	11	6	,	,	PUNCT
easat-3794	11	7	electronic	electronic	ADJ
easat-3794	11	8	health	health	NOUN
easat-3794	11	9	records	record	NOUN
easat-3794	11	10	databases	database	NOUN
easat-3794	11	11	,	,	PUNCT
easat-3794	11	12	wearable	wearable	ADJ
easat-3794	11	13	sensors	sensor	NOUN
easat-3794	11	14	in	in	ADP
easat-3794	11	15	real	real	ADJ
easat-3794	11	16	-	-	PUNCT
easat-3794	11	17	time	time	NOUN
easat-3794	11	18	databases	database	NOUN
easat-3794	11	19	.	.	PUNCT
easat-3794	12	1	contemporary	contemporary	ADJ
easat-3794	12	2	diagnostic	diagnostic	ADJ
easat-3794	12	3	tools	tool	NOUN
easat-3794	12	4	’	'	PUNCT
easat-3794	12	5	feasibility	feasibility	NOUN
easat-3794	12	6	and	and	CCONJ
easat-3794	12	7	efficacy	efficacy	NOUN
easat-3794	12	8	are	be	AUX
easat-3794	12	9	explained	explain	VERB
easat-3794	12	10	through	through	ADP
easat-3794	12	11	methodologies	methodology	NOUN
easat-3794	12	12	based	base	VERB
easat-3794	12	13	on	on	ADP
easat-3794	12	14	machine	machine	NOUN
easat-3794	12	15	learning	learning	NOUN
easat-3794	12	16	and	and	CCONJ
easat-3794	12	17	deep	deep	ADJ
easat-3794	12	18	learning	learning	NOUN
easat-3794	12	19	.	.	PUNCT
easat-3794	13	1	these	these	DET
easat-3794	13	2	studies	study	NOUN
easat-3794	13	3	have	have	AUX
easat-3794	13	4	helped	help	VERB
easat-3794	13	5	in	in	ADP
easat-3794	13	6	early	early	ADJ
easat-3794	13	7	diagnosis	diagnosis	NOUN
easat-3794	13	8	of	of	ADP
easat-3794	13	9	the	the	DET
easat-3794	13	10	illness	illness	NOUN
easat-3794	13	11	signals	signal	NOUN
easat-3794	13	12	and	and	CCONJ
easat-3794	13	13	cost	cost	NOUN
easat-3794	13	14	parameters	parameter	NOUN
easat-3794	13	15	minimization	minimization	NOUN
easat-3794	13	16	.	.	PUNCT
easat-3794	14	1	analyzing	analyze	VERB
easat-3794	14	2	this	this	DET
easat-3794	14	3	article	article	NOUN
easat-3794	14	4	one	one	PRON
easat-3794	14	5	can	can	AUX
easat-3794	14	6	observe	observe	VERB
easat-3794	14	7	that	that	SCONJ
easat-3794	14	8	the	the	DET
easat-3794	14	9	growing	grow	VERB
easat-3794	14	10	ethical	ethical	ADJ
easat-3794	14	11	considerations	consideration	NOUN
easat-3794	14	12	to	to	PART
easat-3794	14	13	be	be	AUX
easat-3794	14	14	met	meet	VERB
easat-3794	14	15	are	be	AUX
easat-3794	14	16	to	to	PART
easat-3794	14	17	allow	allow	VERB
easat-3794	14	18	intelligent	intelligent	ADJ
easat-3794	14	19	machines	machine	NOUN
easat-3794	14	20	to	to	PART
easat-3794	14	21	work	work	VERB
easat-3794	14	22	in	in	ADP
easat-3794	14	23	full	full	ADJ
easat-3794	14	24	efficiency	efficiency	NOUN
easat-3794	14	25	.	.	PUNCT
easat-3794	15	1	the	the	DET
easat-3794	15	2	problem	problem	NOUN
easat-3794	15	3	area	area	NOUN
easat-3794	15	4	that	that	PRON
easat-3794	15	5	has	have	AUX
easat-3794	15	6	come	come	VERB
easat-3794	15	7	up	up	ADP
easat-3794	15	8	in	in	ADP
easat-3794	15	9	relation	relation	NOUN
easat-3794	15	10	to	to	PART
easat-3794	15	11	gcp	gcp	VERB
easat-3794	15	12	is	be	AUX
easat-3794	15	13	data	datum	NOUN
easat-3794	15	14	privacy	privacy	NOUN
easat-3794	15	15	,	,	PUNCT
easat-3794	15	16	which	which	PRON
easat-3794	15	17	is	be	AUX
easat-3794	15	18	viewed	view	VERB
easat-3794	15	19	as	as	ADP
easat-3794	15	20	a	a	DET
easat-3794	15	21	major	major	ADJ
easat-3794	15	22	concern	concern	NOUN
easat-3794	15	23	,	,	PUNCT
easat-3794	15	24	second	second	ADV
easat-3794	15	25	to	to	ADP
easat-3794	15	26	algorithmic	algorithmic	ADJ
easat-3794	15	27	bias	bias	NOUN
easat-3794	15	28	and	and	CCONJ
easat-3794	15	29	integration	integration	NOUN
easat-3794	15	30	.	.	PUNCT
easat-3794	16	1	the	the	DET
easat-3794	16	2	results	result	NOUN
easat-3794	16	3	of	of	ADP
easat-3794	16	4	the	the	DET
easat-3794	16	5	study	study	NOUN
easat-3794	16	6	show	show	VERB
easat-3794	16	7	that	that	SCONJ
easat-3794	16	8	it	it	PRON
easat-3794	16	9	is	be	AUX
easat-3794	16	10	expected	expect	VERB
easat-3794	16	11	that	that	SCONJ
easat-3794	16	12	data	data	NOUN
easat-3794	16	13	fusion	fusion	NOUN
easat-3794	16	14	center	center	NOUN
easat-3794	16	15	offers	offer	VERB
easat-3794	16	16	pro	pro	ADJ
easat-3794	16	17	and	and	CCONJ
easat-3794	16	18	post	post	VERB
easat-3794	16	19	progressively	progressively	ADV
easat-3794	16	20	effective	effective	ADJ
easat-3794	16	21	and	and	CCONJ
easat-3794	16	22	fair	fair	ADJ
easat-3794	16	23	president	president	NOUN
easat-3794	16	24	,	,	PUNCT
easat-3794	16	25	especially	especially	ADV
easat-3794	16	26	on	on	ADP
easat-3794	16	27	the	the	DET
easat-3794	16	28	health	health	NOUN
easat-3794	16	29	of	of	ADP
easat-3794	16	30	the	the	DET
easat-3794	16	31	clients	client	NOUN
easat-3794	16	32	.	.	PUNCT
easat-3794	17	1	keywords	keyword	NOUN
easat-3794	17	2	:	:	PUNCT
easat-3794	17	3	ai	ai	VERB
easat-3794	17	4	ethics	ethic	NOUN
easat-3794	17	5	in	in	ADP
easat-3794	17	6	healthcare	healthcare	PROPN
easat-3794	17	7	,	,	PUNCT
easat-3794	17	8	healthcare	healthcare	NOUN
easat-3794	17	9	automation	automation	NOUN
easat-3794	17	10	,	,	PUNCT
easat-3794	17	11	healthcare	healthcare	NOUN
easat-3794	17	12	transformation	transformation	NOUN
easat-3794	17	13	,	,	PUNCT
easat-3794	17	14	personalized	personalized	ADJ
easat-3794	17	15	healthcare	healthcare	NOUN
easat-3794	17	16	,	,	PUNCT
easat-3794	17	17	predictive	predictive	ADJ
easat-3794	17	18	analytics	analytic	NOUN
easat-3794	17	19	.	.	PUNCT
easat-3794	18	1	1	1	X
easat-3794	18	2	.	.	X
easat-3794	18	3	introduction	introduction	NOUN
easat-3794	18	4	the	the	DET
easat-3794	18	5	increased	increase	VERB
easat-3794	18	6	integration	integration	NOUN
easat-3794	18	7	of	of	ADP
easat-3794	18	8	artificial	artificial	ADJ
easat-3794	18	9	intelligence	intelligence	NOUN
easat-3794	18	10	(	(	PUNCT
easat-3794	18	11	ai	ai	NOUN
easat-3794	18	12	)	)	PUNCT
easat-3794	18	13	into	into	ADP
easat-3794	18	14	healthcare	healthcare	NOUN
easat-3794	18	15	has	have	AUX
easat-3794	18	16	promoted	promote	VERB
easat-3794	18	17	the	the	DET
easat-3794	18	18	transformation	transformation	NOUN
easat-3794	18	19	of	of	ADP
easat-3794	18	20	this	this	DET
easat-3794	18	21	medical	medical	ADJ
easat-3794	18	22	data	data	NOUN
easat-3794	18	23	collection	collection	NOUN
easat-3794	18	24	,	,	PUNCT
easat-3794	18	25	analysis	analysis	NOUN
easat-3794	18	26	and	and	CCONJ
easat-3794	18	27	use	use	NOUN
easat-3794	18	28	to	to	PART
easat-3794	18	29	improve	improve	VERB
easat-3794	18	30	patient	patient	ADJ
easat-3794	18	31	outcomes	outcome	NOUN
easat-3794	18	32	.	.	PUNCT
easat-3794	19	1	however	however	ADV
easat-3794	19	2	,	,	PUNCT
easat-3794	19	3	a	a	DET
easat-3794	19	4	major	major	ADJ
easat-3794	19	5	shift	shift	NOUN
easat-3794	19	6	is	be	AUX
easat-3794	19	7	emerging	emerge	VERB
easat-3794	19	8	in	in	ADP
easat-3794	19	9	the	the	DET
easat-3794	19	10	way	way	NOUN
easat-3794	19	11	contemporary	contemporary	ADJ
easat-3794	19	12	medicine	medicine	NOUN
easat-3794	19	13	is	be	AUX
easat-3794	19	14	approached	approach	VERB
easat-3794	19	15	:	:	PUNCT
easat-3794	19	16	data	datum	NOUN
easat-3794	19	17	fusion	fusion	NOUN
easat-3794	19	18	centers	center	NOUN
easat-3794	19	19	,	,	PUNCT
easat-3794	19	20	which	which	PRON
easat-3794	19	21	combine	combine	VERB
easat-3794	19	22	disparate	disparate	ADJ
easat-3794	19	23	information	information	NOUN
easat-3794	19	24	into	into	ADP
easat-3794	19	25	a	a	DET
easat-3794	19	26	single	single	ADJ
easat-3794	19	27	cohesive	cohesive	ADJ
easat-3794	19	28	body	body	NOUN
easat-3794	19	29	of	of	ADP
easat-3794	19	30	knowledge	knowledge	NOUN
easat-3794	19	31	,	,	PUNCT
easat-3794	19	32	are	be	AUX
easat-3794	19	33	becoming	become	VERB
easat-3794	19	34	more	more	ADV
easat-3794	19	35	important	important	ADJ
easat-3794	19	36	[	[	X
easat-3794	19	37	1	1	NUM
easat-3794	19	38	]	]	PUNCT
easat-3794	19	39	.	.	PUNCT
easat-3794	20	1	helping	help	VERB
easat-3794	20	2	to	to	PART
easat-3794	20	3	bridge	bridge	VERB
easat-3794	20	4	the	the	DET
easat-3794	20	5	reactive	reactive	NOUN
easat-3794	20	6	to	to	ADP
easat-3794	20	7	the	the	DET
easat-3794	20	8	predictive	predictive	NOUN
easat-3794	20	9	,	,	PUNCT
easat-3794	20	10	the	the	DET
easat-3794	20	11	customized	customized	ADJ
easat-3794	20	12	,	,	PUNCT
easat-3794	20	13	predictive	predictive	ADJ
easat-3794	20	14	treatment	treatment	NOUN
easat-3794	20	15	needed	need	VERB
easat-3794	20	16	in	in	ADP
easat-3794	20	17	healthcare	healthcare	PROPN
easat-3794	20	18	systems	system	NOUN
easat-3794	20	19	,	,	PUNCT
easat-3794	20	20	data	datum	NOUN
easat-3794	20	21	fusion	fusion	NOUN
easat-3794	20	22	centers	center	NOUN
easat-3794	20	23	integrate	integrate	VERB
easat-3794	20	24	several	several	ADJ
easat-3794	20	25	sources	source	NOUN
easat-3794	20	26	of	of	ADP
easat-3794	20	27	data	datum	NOUN
easat-3794	20	28	,	,	PUNCT
easat-3794	20	29	including	include	VERB
easat-3794	20	30	electronic	electronic	ADJ
easat-3794	20	31	health	health	NOUN
easat-3794	20	32	records	record	NOUN
easat-3794	20	33	(	(	PUNCT
easat-3794	20	34	ehrs	ehrs	INTJ
easat-3794	20	35	)	)	PUNCT
easat-3794	20	36	,	,	PUNCT
easat-3794	20	37	medical	medical	ADJ
easat-3794	20	38	imaging	imaging	NOUN
easat-3794	20	39	,	,	PUNCT
easat-3794	20	40	genetic	genetic	ADJ
easat-3794	20	41	data	datum	NOUN
easat-3794	20	42	and	and	CCONJ
easat-3794	20	43	real	real	ADJ
easat-3794	20	44	-	-	PUNCT
easat-3794	20	45	time	time	NOUN
easat-3794	20	46	measurements	measurement	NOUN
easat-3794	20	47	from	from	ADP
easat-3794	20	48	wearable	wearable	ADJ
easat-3794	20	49	devices	device	NOUN
easat-3794	20	50	.	.	PUNCT
easat-3794	21	1	the	the	DET
easat-3794	21	2	technologies	technology	NOUN
easat-3794	21	3	for	for	ADP
easat-3794	21	4	deriving	derive	VERB
easat-3794	21	5	useful	useful	ADJ
easat-3794	21	6	insights	insight	NOUN
easat-3794	21	7	from	from	ADP
easat-3794	21	8	extended	extended	ADJ
easat-3794	21	9	and	and	CCONJ
easat-3794	21	10	complex	complex	ADJ
easat-3794	21	11	datasets	dataset	NOUN
easat-3794	21	12	are	be	AUX
easat-3794	21	13	artificial	artificial	ADJ
easat-3794	21	14	intelligence	intelligence	NOUN
easat-3794	21	15	technologies	technology	NOUN
easat-3794	21	16	,	,	PUNCT
easat-3794	21	17	such	such	ADJ
easat-3794	21	18	as	as	ADP
easat-3794	21	19	machine	machine	NOUN
easat-3794	21	20	learning	learning	NOUN
easat-3794	21	21	and	and	CCONJ
easat-3794	21	22	deep	deep	ADJ
easat-3794	21	23	learning	learning	NOUN
easat-3794	21	24	.	.	PUNCT
easat-3794	22	1	here	here	ADV
easat-3794	22	2	we	we	PRON
easat-3794	22	3	describe	describe	VERB
easat-3794	22	4	these	these	DET
easat-3794	22	5	technologies	technology	NOUN
easat-3794	22	6	that	that	PRON
easat-3794	22	7	enable	enable	VERB
easat-3794	22	8	predictive	predictive	ADJ
easat-3794	22	9	modeling	modeling	NOUN
easat-3794	22	10	,	,	PUNCT
easat-3794	22	11	diagnostic	diagnostic	ADJ
easat-3794	22	12	improvement	improvement	NOUN
easat-3794	22	13	,	,	PUNCT
easat-3794	22	14	and	and	CCONJ
easat-3794	22	15	individualized	individualized	ADJ
easat-3794	22	16	treatment	treatment	NOUN
easat-3794	22	17	strategies	strategy	NOUN
easat-3794	22	18	,	,	PUNCT
easat-3794	22	19	thus	thus	ADV
easat-3794	22	20	transforming	transform	VERB
easat-3794	22	21	patient	patient	ADJ
easat-3794	22	22	care	care	NOUN
easat-3794	22	23	frameworks	framework	NOUN
easat-3794	22	24	[	[	X
easat-3794	22	25	2	2	NUM
easat-3794	22	26	]	]	PUNCT
easat-3794	22	27	.	.	PUNCT
easat-3794	23	1	medical	medical	ADJ
easat-3794	23	2	imaging	imaging	NOUN
easat-3794	23	3	studies	study	NOUN
easat-3794	23	4	of	of	ADP
easat-3794	23	5	where	where	SCONJ
easat-3794	23	6	breast	breast	NOUN
easat-3794	23	7	cancer	cancer	NOUN
easat-3794	23	8	and	and	CCONJ
easat-3794	23	9	where	where	SCONJ
easat-3794	23	10	lung	lung	NOUN
easat-3794	23	11	illness	illness	NOUN
easat-3794	23	12	,	,	PUNCT
easat-3794	23	13	for	for	ADP
easat-3794	23	14	example	example	NOUN
easat-3794	23	15	,	,	PUNCT
easat-3794	23	16	have	have	AUX
easat-3794	23	17	revealed	reveal	VERB
easat-3794	23	18	that	that	SCONJ
easat-3794	23	19	convolutional	convolutional	ADJ
easat-3794	23	20	neural	neural	ADJ
easat-3794	23	21	networks	network	NOUN
easat-3794	23	22	(	(	PUNCT
easat-3794	23	23	cnns	cnns	PROPN
easat-3794	23	24	)	)	PUNCT
easat-3794	23	25	can	can	AUX
easat-3794	23	26	perform	perform	VERB
easat-3794	23	27	exceptionally	exceptionally	ADV
easat-3794	23	28	well	well	ADV
easat-3794	23	29	.	.	PUNCT
easat-3794	24	1	unstructured	unstructured	ADJ
easat-3794	24	2	clinical	clinical	ADJ
easat-3794	24	3	notes	note	NOUN
easat-3794	24	4	have	have	AUX
easat-3794	24	5	been	be	AUX
easat-3794	24	6	examined	examine	VERB
easat-3794	24	7	using	use	VERB
easat-3794	24	8	natural	natural	ADJ
easat-3794	24	9	language	language	NOUN
easat-3794	24	10	processing	processing	NOUN
easat-3794	24	11	(	(	PUNCT
easat-3794	24	12	nlp	nlp	NOUN
easat-3794	24	13	)	)	PUNCT
easat-3794	24	14	models	model	NOUN
easat-3794	24	15	that	that	PRON
easat-3794	24	16	provide	provide	VERB
easat-3794	24	17	real	real	ADJ
easat-3794	24	18	time	time	NOUN
easat-3794	24	19	decision	decision	NOUN
easat-3794	24	20	aid	aid	NOUN
easat-3794	24	21	to	to	ADP
easat-3794	24	22	healthcare	healthcare	NOUN
easat-3794	24	23	professionals	professional	NOUN
easat-3794	24	24	.	.	PUNCT
easat-3794	25	1	despite	despite	SCONJ
easat-3794	25	2	its	its	PRON
easat-3794	25	3	promise	promise	NOUN
easat-3794	25	4	,	,	PUNCT
easat-3794	25	5	the	the	DET
easat-3794	25	6	promise	promise	NOUN
easat-3794	25	7	of	of	ADP
easat-3794	25	8	integration	integration	NOUN
easat-3794	25	9	of	of	ADP
easat-3794	25	10	ai	ai	NOUN
easat-3794	25	11	in	in	ADP
easat-3794	25	12	healthcare	healthcare	NOUN
easat-3794	25	13	has	have	VERB
easat-3794	25	14	some	some	DET
easat-3794	25	15	hurdles	hurdle	NOUN
easat-3794	25	16	.	.	PUNCT
easat-3794	26	1	these	these	PRON
easat-3794	26	2	include	include	VERB
easat-3794	26	3	the	the	DET
easat-3794	26	4	challenges	challenge	NOUN
easat-3794	26	5	of	of	ADP
easat-3794	26	6	data	datum	NOUN
easat-3794	26	7	interoperability	interoperability	NOUN
easat-3794	26	8	,	,	PUNCT
easat-3794	26	9	algorithmic	algorithmic	ADJ
easat-3794	26	10	bias	bias	NOUN
easat-3794	26	11	and	and	CCONJ
easat-3794	26	12	ethical	ethical	ADJ
easat-3794	26	13	concerns	concern	NOUN
easat-3794	26	14	that	that	SCONJ
easat-3794	26	15	equity	equity	NOUN
easat-3794	26	16	and	and	CCONJ
easat-3794	26	17	scalability	scalability	NOUN
easat-3794	26	18	8323	8323	NUM
easat-3794	26	19	edelweiss	edelweiss	PROPN
easat-3794	26	20	applied	apply	VERB
easat-3794	26	21	science	science	NOUN
easat-3794	26	22	and	and	CCONJ
easat-3794	26	23	technology	technology	NOUN
easat-3794	26	24	issn	issn	PROPN
easat-3794	26	25	:	:	PUNCT
easat-3794	26	26	2576	2576	NUM
easat-3794	26	27	-	-	SYM
easat-3794	26	28	8484	8484	NUM
easat-3794	26	29	vol	vol	NOUN
easat-3794	26	30	.	.	PROPN
easat-3794	26	31	8	8	NUM
easat-3794	26	32	,	,	PUNCT
easat-3794	26	33	no	no	INTJ
easat-3794	26	34	.	.	NOUN
easat-3794	26	35	6	6	NUM
easat-3794	26	36	:	:	PUNCT
easat-3794	26	37	8322	8322	NUM
easat-3794	26	38	-	-	SYM
easat-3794	26	39	8332	8332	NUM
easat-3794	26	40	,	,	PUNCT
easat-3794	26	41	2024	2024	NUM
easat-3794	26	42	doi	doi	NOUN
easat-3794	26	43	:	:	PUNCT
easat-3794	26	44	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	26	45	©	©	ADP
easat-3794	26	46	2024	2024	NUM
easat-3794	26	47	by	by	ADP
easat-3794	26	48	the	the	DET
easat-3794	26	49	authors	author	NOUN
easat-3794	26	50	;	;	PUNCT
easat-3794	26	51	licensee	licensee	PROPN
easat-3794	26	52	learning	learn	VERB
easat-3794	26	53	gate	gate	NOUN
easat-3794	26	54	require	require	VERB
easat-3794	26	55	about	about	ADP
easat-3794	26	56	patient	patient	NOUN
easat-3794	26	57	privacy	privacy	NOUN
easat-3794	26	58	,	,	PUNCT
easat-3794	26	59	data	datum	NOUN
easat-3794	26	60	security	security	NOUN
easat-3794	26	61	and	and	CCONJ
easat-3794	26	62	so	so	ADV
easat-3794	26	63	on	on	ADP
easat-3794	26	64	[	[	X
easat-3794	26	65	3	3	NUM
easat-3794	26	66	]	]	PUNCT
easat-3794	26	67	.	.	PUNCT
easat-3794	27	1	in	in	ADP
easat-3794	27	2	addition	addition	NOUN
easat-3794	27	3	,	,	PUNCT
easat-3794	27	4	those	those	DET
easat-3794	27	5	same	same	ADJ
easat-3794	27	6	data	datum	NOUN
easat-3794	27	7	sources	source	NOUN
easat-3794	27	8	must	must	AUX
easat-3794	27	9	be	be	AUX
easat-3794	27	10	amalgamated	amalgamate	VERB
easat-3794	27	11	within	within	ADP
easat-3794	27	12	data	datum	NOUN
easat-3794	27	13	fusion	fusion	NOUN
easat-3794	27	14	centers	center	NOUN
easat-3794	27	15	,	,	PUNCT
easat-3794	27	16	and	and	CCONJ
easat-3794	27	17	we	we	PRON
easat-3794	27	18	must	must	AUX
easat-3794	27	19	have	have	VERB
easat-3794	27	20	strong	strong	ADJ
easat-3794	27	21	data	datum	NOUN
easat-3794	27	22	standardization	standardization	NOUN
easat-3794	27	23	,	,	PUNCT
easat-3794	27	24	cleansing	cleansing	NOUN
easat-3794	27	25	,	,	PUNCT
easat-3794	27	26	and	and	CCONJ
easat-3794	27	27	governance	governance	NOUN
easat-3794	27	28	frameworks	framework	NOUN
easat-3794	27	29	in	in	ADP
easat-3794	27	30	place	place	NOUN
easat-3794	27	31	.	.	PUNCT
easat-3794	28	1	these	these	DET
easat-3794	28	2	problems	problem	NOUN
easat-3794	28	3	contribute	contribute	VERB
easat-3794	28	4	to	to	ADP
easat-3794	28	5	the	the	DET
easat-3794	28	6	need	need	NOUN
easat-3794	28	7	for	for	ADP
easat-3794	28	8	work	work	NOUN
easat-3794	28	9	between	between	ADP
easat-3794	28	10	the	the	DET
easat-3794	28	11	physicians	physician	NOUN
easat-3794	28	12	,	,	PUNCT
easat-3794	28	13	data	datum	NOUN
easat-3794	28	14	scientists	scientist	NOUN
easat-3794	28	15	,	,	PUNCT
easat-3794	28	16	policy	policy	NOUN
easat-3794	28	17	makers	maker	NOUN
easat-3794	28	18	,	,	PUNCT
easat-3794	28	19	and	and	CCONJ
easat-3794	28	20	technologists	technologist	NOUN
easat-3794	28	21	.	.	PUNCT
easat-3794	29	1	data	datum	NOUN
easat-3794	29	2	formats	format	NOUN
easat-3794	29	3	etc	etc	X
easat-3794	29	4	.	.	X
easat-3794	30	1	and	and	CCONJ
easat-3794	30	2	system	system	NOUN
easat-3794	30	3	interoperability	interoperability	NOUN
easat-3794	30	4	are	be	AUX
easat-3794	30	5	not	not	PART
easat-3794	30	6	uniform	uniform	ADJ
easat-3794	30	7	,	,	PUNCT
easat-3794	30	8	making	make	VERB
easat-3794	30	9	integration	integration	NOUN
easat-3794	30	10	difficult	difficult	ADJ
easat-3794	30	11	.	.	PUNCT
easat-3794	31	1	ethical	ethical	ADJ
easat-3794	31	2	issues	issue	NOUN
easat-3794	31	3	regarding	regard	VERB
easat-3794	31	4	patient	patient	ADJ
easat-3794	31	5	data	datum	NOUN
easat-3794	31	6	confidentiality	confidentiality	NOUN
easat-3794	31	7	,	,	PUNCT
easat-3794	31	8	algorithmic	algorithmic	ADJ
easat-3794	31	9	equality	equality	NOUN
easat-3794	31	10	and	and	CCONJ
easat-3794	31	11	prejudice	prejudice	NOUN
easat-3794	31	12	make	make	VERB
easat-3794	31	13	ai	ai	VERB
easat-3794	31	14	adoption	adoption	NOUN
easat-3794	31	15	hard	hard	ADV
easat-3794	31	16	.	.	PUNCT
easat-3794	32	1	hipaa	hipaa	NOUN
easat-3794	32	2	and	and	CCONJ
easat-3794	32	3	gdpr	gdpr	PROPN
easat-3794	32	4	compliance	compliance	NOUN
easat-3794	32	5	ensure	ensure	VERB
easat-3794	32	6	credibility	credibility	NOUN
easat-3794	32	7	and	and	CCONJ
easat-3794	32	8	legitimacy	legitimacy	NOUN
easat-3794	32	9	in	in	ADP
easat-3794	32	10	ai	ai	NOUN
easat-3794	32	11	based	base	VERB
easat-3794	32	12	systems	system	NOUN
easat-3794	32	13	.	.	PUNCT
easat-3794	33	1	real	real	ADJ
easat-3794	33	2	world	world	NOUN
easat-3794	33	3	examples	example	NOUN
easat-3794	33	4	of	of	ADP
easat-3794	33	5	data	data	NOUN
easat-3794	33	6	fusion	fusion	NOUN
easat-3794	33	7	centers	center	NOUN
easat-3794	33	8	are	be	AUX
easat-3794	33	9	shown	show	VERB
easat-3794	33	10	to	to	PART
easat-3794	33	11	have	have	VERB
easat-3794	33	12	revolutionary	revolutionary	ADJ
easat-3794	33	13	potential	potential	NOUN
easat-3794	33	14	.	.	PUNCT
easat-3794	34	1	using	use	VERB
easat-3794	34	2	cleveland	cleveland	PROPN
easat-3794	34	3	clinic	clinic	PROPN
easat-3794	34	4	and	and	CCONJ
easat-3794	34	5	the	the	DET
easat-3794	34	6	mayo	mayo	NOUN
easat-3794	34	7	clinic	clinic	PROPN
easat-3794	34	8	,	,	PUNCT
easat-3794	34	9	chronic	chronic	ADJ
easat-3794	34	10	disease	disease	NOUN
easat-3794	34	11	identification	identification	NOUN
easat-3794	34	12	,	,	PUNCT
easat-3794	34	13	patient	patient	ADJ
easat-3794	34	14	satisfaction	satisfaction	NOUN
easat-3794	34	15	,	,	PUNCT
easat-3794	34	16	and	and	CCONJ
easat-3794	34	17	hospital	hospital	NOUN
easat-3794	34	18	readmission	readmission	NOUN
easat-3794	34	19	rates	rate	NOUN
easat-3794	34	20	have	have	AUX
easat-3794	34	21	improved	improve	VERB
easat-3794	34	22	,	,	PUNCT
easat-3794	34	23	and	and	CCONJ
easat-3794	34	24	ai	ai	VERB
easat-3794	34	25	powered	power	VERB
easat-3794	34	26	predictive	predictive	ADJ
easat-3794	34	27	analytics	analytic	NOUN
easat-3794	34	28	tool	tool	NOUN
easat-3794	34	29	for	for	ADP
easat-3794	34	30	patients	patient	NOUN
easat-3794	34	31	,	,	PUNCT
easat-3794	34	32	who	who	PRON
easat-3794	34	33	could	could	AUX
easat-3794	34	34	be	be	AUX
easat-3794	34	35	treated	treat	VERB
easat-3794	34	36	timely	timely	ADJ
easat-3794	34	37	,	,	PUNCT
easat-3794	34	38	and	and	CCONJ
easat-3794	34	39	mortality	mortality	NOUN
easat-3794	34	40	reduced	reduce	VERB
easat-3794	34	41	.	.	PUNCT
easat-3794	35	1	using	use	VERB
easat-3794	35	2	genetic	genetic	ADJ
easat-3794	35	3	and	and	CCONJ
easat-3794	35	4	phenotypic	phenotypic	ADJ
easat-3794	35	5	profiles	profile	NOUN
easat-3794	35	6	,	,	PUNCT
easat-3794	35	7	precision	precision	NOUN
easat-3794	35	8	medicine	medicine	NOUN
easat-3794	35	9	will	will	AUX
easat-3794	35	10	be	be	AUX
easat-3794	35	11	improved	improve	VERB
easat-3794	35	12	through	through	ADP
easat-3794	35	13	data	data	NOUN
easat-3794	35	14	fusion	fusion	NOUN
easat-3794	35	15	centers	center	NOUN
easat-3794	35	16	that	that	PRON
easat-3794	35	17	will	will	AUX
easat-3794	35	18	enhance	enhance	VERB
easat-3794	35	19	precision	precision	NOUN
easat-3794	35	20	.	.	PUNCT
easat-3794	36	1	an	an	DET
easat-3794	36	2	illustration	illustration	NOUN
easat-3794	36	3	of	of	ADP
easat-3794	36	4	the	the	DET
easat-3794	36	5	way	way	NOUN
easat-3794	36	6	ai	ai	AUX
easat-3794	36	7	driven	drive	VERB
easat-3794	36	8	data	data	NOUN
easat-3794	36	9	fusion	fusion	NOUN
easat-3794	36	10	centers	center	NOUN
easat-3794	36	11	can	can	AUX
easat-3794	36	12	improve	improve	VERB
easat-3794	36	13	healthcare	healthcare	NOUN
easat-3794	36	14	delivery	delivery	NOUN
easat-3794	36	15	comes	come	VERB
easat-3794	36	16	from	from	ADP
easat-3794	36	17	case	case	NOUN
easat-3794	36	18	studies	study	NOUN
easat-3794	36	19	in	in	ADP
easat-3794	36	20	the	the	DET
easat-3794	36	21	cleveland	cleveland	PROPN
easat-3794	36	22	clinic	clinic	PROPN
easat-3794	36	23	and	and	CCONJ
easat-3794	36	24	the	the	DET
easat-3794	36	25	mayo	mayo	NOUN
easat-3794	36	26	clinic	clinic	PROPN
easat-3794	36	27	.	.	PUNCT
easat-3794	37	1	the	the	DET
easat-3794	37	2	cleveland	cleveland	PROPN
easat-3794	37	3	clinic	clinic	PROPN
easat-3794	37	4	used	use	VERB
easat-3794	37	5	ai	ai	VERB
easat-3794	37	6	assisted	assist	VERB
easat-3794	37	7	triaging	triage	VERB
easat-3794	37	8	technologies	technology	NOUN
easat-3794	37	9	to	to	PART
easat-3794	37	10	decrease	decrease	VERB
easat-3794	37	11	emergency	emergency	NOUN
easat-3794	37	12	department	department	PROPN
easat-3794	37	13	wait	wait	VERB
easat-3794	37	14	times	time	NOUN
easat-3794	37	15	by	by	ADP
easat-3794	37	16	30	30	NUM
easat-3794	37	17	%	%	NOUN
easat-3794	37	18	and	and	CCONJ
easat-3794	37	19	increase	increase	VERB
easat-3794	37	20	accuracy	accuracy	NOUN
easat-3794	37	21	in	in	ADP
easat-3794	37	22	diagnosis	diagnosis	NOUN
easat-3794	37	23	,	,	PUNCT
easat-3794	37	24	such	such	ADJ
easat-3794	37	25	as	as	ADP
easat-3794	37	26	cancer	cancer	NOUN
easat-3794	37	27	and	and	CCONJ
easat-3794	37	28	cardiology	cardiology	NOUN
easat-3794	37	29	.	.	PUNCT
easat-3794	38	1	through	through	ADP
easat-3794	38	2	multidisciplinary	multidisciplinary	ADJ
easat-3794	38	3	collaboration	collaboration	NOUN
easat-3794	38	4	and	and	CCONJ
easat-3794	38	5	leveraging	leverage	VERB
easat-3794	38	6	ai	ai	NOUN
easat-3794	38	7	's	's	PART
easat-3794	38	8	predictive	predictive	ADJ
easat-3794	38	9	skills	skill	NOUN
easat-3794	38	10	,	,	PUNCT
easat-3794	38	11	these	these	DET
easat-3794	38	12	institutions	institution	NOUN
easat-3794	38	13	help	help	VERB
easat-3794	38	14	build	build	VERB
easat-3794	38	15	out	out	ADP
easat-3794	38	16	scalable	scalable	ADJ
easat-3794	38	17	,	,	PUNCT
easat-3794	38	18	sustainable	sustainable	ADJ
easat-3794	38	19	and	and	CCONJ
easat-3794	38	20	equitable	equitable	ADJ
easat-3794	38	21	healthcare	healthcare	NOUN
easat-3794	38	22	systems	system	NOUN
easat-3794	38	23	around	around	ADP
easat-3794	38	24	the	the	DET
easat-3794	38	25	world	world	NOUN
easat-3794	39	1	[	[	X
easat-3794	39	2	4	4	NUM
easat-3794	39	3	]	]	PUNCT
easat-3794	39	4	.	.	PUNCT
easat-3794	40	1	these	these	DET
easat-3794	40	2	results	result	NOUN
easat-3794	40	3	serve	serve	VERB
easat-3794	40	4	to	to	PART
easat-3794	40	5	demonstrate	demonstrate	VERB
easat-3794	40	6	the	the	DET
easat-3794	40	7	capacity	capacity	NOUN
easat-3794	40	8	of	of	ADP
easat-3794	40	9	data	data	NOUN
easat-3794	40	10	fusion	fusion	NOUN
easat-3794	40	11	centers	center	NOUN
easat-3794	40	12	to	to	PART
easat-3794	40	13	quantifiably	quantifiably	ADV
easat-3794	40	14	improve	improve	VERB
easat-3794	40	15	patient	patient	ADJ
easat-3794	40	16	outcomes	outcome	NOUN
easat-3794	40	17	,	,	PUNCT
easat-3794	40	18	as	as	ADV
easat-3794	40	19	well	well	ADV
easat-3794	40	20	as	as	ADP
easat-3794	40	21	operational	operational	ADJ
easat-3794	40	22	efficiency	efficiency	NOUN
easat-3794	40	23	.	.	PUNCT
easat-3794	41	1	this	this	DET
easat-3794	41	2	article	article	NOUN
easat-3794	41	3	examines	examine	VERB
easat-3794	41	4	the	the	DET
easat-3794	41	5	methodology	methodology	NOUN
easat-3794	41	6	,	,	PUNCT
easat-3794	41	7	implementation	implementation	NOUN
easat-3794	41	8	techniques	technique	NOUN
easat-3794	41	9	,	,	PUNCT
easat-3794	41	10	and	and	CCONJ
easat-3794	41	11	practical	practical	ADJ
easat-3794	41	12	applications	application	NOUN
easat-3794	41	13	of	of	ADP
easat-3794	41	14	ai	ai	ADJ
easat-3794	41	15	-	-	PUNCT
easat-3794	41	16	driven	drive	VERB
easat-3794	41	17	data	datum	NOUN
easat-3794	41	18	fusion	fusion	NOUN
easat-3794	41	19	centers	center	NOUN
easat-3794	41	20	in	in	ADP
easat-3794	41	21	healthcare	healthcare	PROPN
easat-3794	41	22	.	.	PUNCT
easat-3794	42	1	figure	figure	NOUN
easat-3794	42	2	1	1	NUM
easat-3794	42	3	.	.	PUNCT
easat-3794	42	4	data	datum	NOUN
easat-3794	42	5	flow	flow	NOUN
easat-3794	42	6	diagram	diagram	NOUN
easat-3794	42	7	.	.	PUNCT
easat-3794	43	1	2	2	X
easat-3794	43	2	.	.	X
easat-3794	43	3	literature	literature	NOUN
easat-3794	43	4	review	review	VERB
easat-3794	43	5	the	the	DET
easat-3794	43	6	research	research	NOUN
easat-3794	43	7	community	community	NOUN
easat-3794	43	8	has	have	AUX
easat-3794	43	9	seen	see	VERB
easat-3794	43	10	growing	grow	VERB
easat-3794	43	11	interest	interest	NOUN
easat-3794	43	12	in	in	ADP
easat-3794	43	13	the	the	DET
easat-3794	43	14	application	application	NOUN
easat-3794	43	15	of	of	ADP
easat-3794	43	16	artificial	artificial	ADJ
easat-3794	43	17	intelligence	intelligence	NOUN
easat-3794	43	18	(	(	PUNCT
easat-3794	43	19	ai	ai	NOUN
easat-3794	43	20	)	)	PUNCT
easat-3794	43	21	to	to	ADP
easat-3794	43	22	medicine	medicine	NOUN
easat-3794	43	23	with	with	ADP
easat-3794	43	24	the	the	DET
easat-3794	43	25	growing	grow	VERB
easat-3794	43	26	interest	interest	NOUN
easat-3794	43	27	in	in	ADP
easat-3794	43	28	data	data	NOUN
easat-3794	43	29	fusion	fusion	NOUN
easat-3794	43	30	centers	center	NOUN
easat-3794	43	31	utilizing	utilize	VERB
easat-3794	43	32	ai	ai	VERB
easat-3794	43	33	for	for	ADP
easat-3794	43	34	this	this	DET
easat-3794	43	35	purpose	purpose	NOUN
easat-3794	43	36	.	.	PUNCT
easat-3794	44	1	data	datum	NOUN
easat-3794	44	2	fusion	fusion	NOUN
easat-3794	44	3	centers	center	NOUN
easat-3794	44	4	made	make	VERB
easat-3794	44	5	possible	possible	ADJ
easat-3794	44	6	through	through	ADP
easat-3794	44	7	artificial	artificial	ADJ
easat-3794	44	8	intelligence	intelligence	NOUN
easat-3794	44	9	technology	technology	NOUN
easat-3794	44	10	allow	allow	VERB
easat-3794	44	11	heterogeneous	heterogeneous	ADJ
easat-3794	44	12	healthcare	healthcare	NOUN
easat-3794	44	13	data	datum	NOUN
easat-3794	44	14	to	to	PART
easat-3794	44	15	be	be	AUX
easat-3794	44	16	integrated	integrate	VERB
easat-3794	44	17	and	and	CCONJ
easat-3794	44	18	analyzed	analyze	VERB
easat-3794	44	19	,	,	PUNCT
easat-3794	44	20	leading	lead	VERB
easat-3794	44	21	to	to	ADP
easat-3794	44	22	predictive	predictive	ADJ
easat-3794	44	23	analytics	analytic	NOUN
easat-3794	44	24	,	,	PUNCT
easat-3794	44	25	personalized	personalized	ADJ
easat-3794	44	26	treatment	treatment	NOUN
easat-3794	44	27	and	and	CCONJ
easat-3794	44	28	operational	operational	ADJ
easat-3794	44	29	efficiency	efficiency	NOUN
easat-3794	44	30	improvements	improvement	NOUN
easat-3794	44	31	.	.	PUNCT
easat-3794	45	1	this	this	PRON
easat-3794	45	2	is	be	AUX
easat-3794	45	3	a	a	DET
easat-3794	45	4	literature	literature	NOUN
easat-3794	45	5	review	review	NOUN
easat-3794	45	6	of	of	ADP
easat-3794	45	7	the	the	DET
easat-3794	45	8	core	core	NOUN
easat-3794	45	9	concepts	concept	NOUN
easat-3794	45	10	,	,	PUNCT
easat-3794	45	11	applications	application	NOUN
easat-3794	45	12	and	and	CCONJ
easat-3794	45	13	challenges	challenge	NOUN
easat-3794	45	14	involved	involve	VERB
easat-3794	45	15	with	with	ADP
easat-3794	45	16	the	the	DET
easat-3794	45	17	implementation	implementation	NOUN
easat-3794	45	18	of	of	ADP
easat-3794	45	19	ai	ai	PRON
easat-3794	45	20	driven	drive	VERB
easat-3794	45	21	data	datum	NOUN
easat-3794	45	22	fusion	fusion	NOUN
easat-3794	45	23	centers	center	NOUN
easat-3794	45	24	.	.	PUNCT
easat-3794	46	1	this	this	DET
easat-3794	46	2	investigation	investigation	NOUN
easat-3794	46	3	aims	aim	VERB
easat-3794	46	4	to	to	PART
easat-3794	46	5	look	look	VERB
easat-3794	46	6	at	at	ADP
easat-3794	46	7	the	the	DET
easat-3794	46	8	issues	issue	NOUN
easat-3794	46	9	that	that	PRON
easat-3794	46	10	have	have	AUX
easat-3794	46	11	been	be	AUX
easat-3794	46	12	fitted	fit	VERB
easat-3794	46	13	in	in	ADP
easat-3794	46	14	with	with	ADP
easat-3794	46	15	some	some	DET
easat-3794	46	16	important	important	ADJ
easat-3794	46	17	academic	academic	ADJ
easat-3794	46	18	publications	publication	NOUN
easat-3794	46	19	[	[	X
easat-3794	46	20	5	5	NUM
easat-3794	46	21	]	]	PUNCT
easat-3794	46	22	.	.	PUNCT
easat-3794	47	1	8324	8324	PROPN
easat-3794	47	2	edelweiss	edelweiss	PROPN
easat-3794	47	3	applied	apply	VERB
easat-3794	47	4	science	science	NOUN
easat-3794	47	5	and	and	CCONJ
easat-3794	47	6	technology	technology	NOUN
easat-3794	47	7	issn	issn	PROPN
easat-3794	47	8	:	:	PUNCT
easat-3794	47	9	2576	2576	NUM
easat-3794	47	10	-	-	SYM
easat-3794	47	11	8484	8484	NUM
easat-3794	47	12	vol	vol	NOUN
easat-3794	47	13	.	.	PROPN
easat-3794	47	14	8	8	NUM
easat-3794	47	15	,	,	PUNCT
easat-3794	47	16	no	no	INTJ
easat-3794	47	17	.	.	NOUN
easat-3794	48	1	6	6	NUM
easat-3794	48	2	:	:	PUNCT
easat-3794	48	3	8322	8322	NUM
easat-3794	48	4	-	-	SYM
easat-3794	48	5	8332	8332	NUM
easat-3794	48	6	,	,	PUNCT
easat-3794	48	7	2024	2024	NUM
easat-3794	48	8	doi	doi	NOUN
easat-3794	48	9	:	:	PUNCT
easat-3794	48	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	48	11	©	©	ADP
easat-3794	48	12	2024	2024	NUM
easat-3794	48	13	by	by	ADP
easat-3794	48	14	the	the	DET
easat-3794	48	15	authors	author	NOUN
easat-3794	48	16	;	;	PUNCT
easat-3794	48	17	licensee	licensee	PROPN
easat-3794	48	18	learning	learning	NOUN
easat-3794	48	19	gate	gate	NOUN
easat-3794	48	20	•	•	ADP
easat-3794	48	21	the	the	DET
easat-3794	48	22	building	building	NOUN
easat-3794	48	23	blocks	block	NOUN
easat-3794	48	24	found	find	VERB
easat-3794	48	25	in	in	ADP
easat-3794	48	26	data	data	NOUN
easat-3794	48	27	fusion	fusion	NOUN
easat-3794	48	28	centers	center	NOUN
easat-3794	48	29	:	:	PUNCT
easat-3794	48	30	the	the	DET
easat-3794	48	31	practice	practice	NOUN
easat-3794	48	32	of	of	ADP
easat-3794	48	33	data	datum	NOUN
easat-3794	48	34	fusion	fusion	NOUN
easat-3794	48	35	involves	involve	VERB
easat-3794	48	36	combining	combine	VERB
easat-3794	48	37	information	information	NOUN
easat-3794	48	38	from	from	ADP
easat-3794	48	39	several	several	ADJ
easat-3794	48	40	,	,	PUNCT
easat-3794	48	41	primarily	primarily	ADV
easat-3794	48	42	multidimensional	multidimensional	ADJ
easat-3794	48	43	,	,	PUNCT
easat-3794	48	44	sources	source	NOUN
easat-3794	48	45	such	such	ADJ
easat-3794	48	46	as	as	ADP
easat-3794	48	47	electronic	electronic	ADJ
easat-3794	48	48	health	health	NOUN
easat-3794	48	49	records	record	NOUN
easat-3794	48	50	(	(	PUNCT
easat-3794	48	51	ehrs	ehrs	INTJ
easat-3794	48	52	)	)	PUNCT
easat-3794	48	53	,	,	PUNCT
easat-3794	48	54	imaging	imaging	NOUN
easat-3794	48	55	,	,	PUNCT
easat-3794	48	56	genomics	genomic	NOUN
easat-3794	48	57	,	,	PUNCT
easat-3794	48	58	and	and	CCONJ
easat-3794	48	59	wearable	wearable	ADJ
easat-3794	48	60	devices	device	NOUN
easat-3794	48	61	.	.	PUNCT
easat-3794	49	1	when	when	SCONJ
easat-3794	49	2	you	you	PRON
easat-3794	49	3	have	have	VERB
easat-3794	49	4	large	large	ADJ
easat-3794	49	5	datasets	dataset	NOUN
easat-3794	49	6	to	to	PART
easat-3794	49	7	look	look	VERB
easat-3794	49	8	at	at	ADP
easat-3794	49	9	and	and	CCONJ
easat-3794	49	10	require	require	VERB
easat-3794	49	11	actionable	actionable	ADJ
easat-3794	49	12	insight	insight	NOUN
easat-3794	49	13	,	,	PUNCT
easat-3794	49	14	you	you	PRON
easat-3794	49	15	need	need	VERB
easat-3794	49	16	to	to	PART
easat-3794	49	17	use	use	VERB
easat-3794	49	18	advanced	advanced	ADJ
easat-3794	49	19	analytics	analytic	NOUN
easat-3794	49	20	.	.	PUNCT
easat-3794	50	1	these	these	DET
easat-3794	50	2	fusion	fusion	NOUN
easat-3794	50	3	centers	center	NOUN
easat-3794	50	4	provide	provide	VERB
easat-3794	50	5	the	the	DET
easat-3794	50	6	infrastructure	infrastructure	NOUN
easat-3794	50	7	needed	need	VERB
easat-3794	50	8	to	to	PART
easat-3794	50	9	efficiently	efficiently	ADV
easat-3794	50	10	manage	manage	VERB
easat-3794	50	11	and	and	CCONJ
easat-3794	50	12	analyze	analyze	VERB
easat-3794	50	13	both	both	CCONJ
easat-3794	50	14	structured	structured	ADJ
easat-3794	50	15	and	and	CCONJ
easat-3794	50	16	unstructured	unstructured	ADJ
easat-3794	50	17	data	datum	NOUN
easat-3794	50	18	which	which	PRON
easat-3794	50	19	fills	fill	VERB
easat-3794	50	20	the	the	DET
easat-3794	50	21	holes	hole	NOUN
easat-3794	50	22	within	within	ADP
easat-3794	50	23	increasingly	increasingly	ADV
easat-3794	50	24	fragmented	fragment	VERB
easat-3794	50	25	healthcare	healthcare	NOUN
easat-3794	50	26	systems	system	NOUN
easat-3794	50	27	.	.	PUNCT
easat-3794	51	1	raw	raw	ADJ
easat-3794	51	2	data	datum	NOUN
easat-3794	51	3	processed	process	VERB
easat-3794	51	4	by	by	ADP
easat-3794	51	5	algorithms	algorithm	NOUN
easat-3794	51	6	in	in	ADP
easat-3794	51	7	artificial	artificial	ADJ
easat-3794	51	8	intelligence	intelligence	NOUN
easat-3794	51	9	,	,	PUNCT
easat-3794	51	10	including	include	VERB
easat-3794	51	11	machine	machine	NOUN
easat-3794	51	12	learning	learning	NOUN
easat-3794	51	13	and	and	CCONJ
easat-3794	51	14	natural	natural	ADJ
easat-3794	51	15	language	language	NOUN
easat-3794	51	16	processing	processing	NOUN
easat-3794	51	17	turn	turn	VERB
easat-3794	51	18	raw	raw	ADJ
easat-3794	51	19	data	datum	NOUN
easat-3794	51	20	into	into	ADP
easat-3794	51	21	anticipated	anticipate	VERB
easat-3794	51	22	insights	insight	NOUN
easat-3794	51	23	[	[	X
easat-3794	51	24	6	6	NUM
easat-3794	51	25	]	]	PUNCT
easat-3794	51	26	.	.	PUNCT
easat-3794	52	1	•	•	NUM
easat-3794	52	2	figure	figure	NOUN
easat-3794	52	3	2	2	NUM
easat-3794	52	4	.	.	PUNCT
easat-3794	52	5	structural	structural	ADJ
easat-3794	52	6	data	datum	NOUN
easat-3794	52	7	warehouse	warehouse	NOUN
easat-3794	52	8	.	.	PUNCT
easat-3794	53	1	•	•	NUM
easat-3794	53	2	applications	application	NOUN
easat-3794	53	3	of	of	ADP
easat-3794	53	4	artificial	artificial	ADJ
easat-3794	53	5	intelligence	intelligence	NOUN
easat-3794	53	6	in	in	ADP
easat-3794	53	7	the	the	DET
easat-3794	53	8	process	process	NOUN
easat-3794	53	9	of	of	ADP
easat-3794	53	10	data	datum	NOUN
easat-3794	53	11	fusion	fusion	NOUN
easat-3794	53	12	:	:	PUNCT
easat-3794	53	13	clinical	clinical	ADJ
easat-3794	53	14	decision	decision	NOUN
easat-3794	53	15	making	making	NOUN
easat-3794	53	16	,	,	PUNCT
easat-3794	53	17	and	and	CCONJ
easat-3794	53	18	diagnostic	diagnostic	ADJ
easat-3794	53	19	accuracy	accuracy	NOUN
easat-3794	53	20	and	and	CCONJ
easat-3794	53	21	prediction	prediction	NOUN
easat-3794	53	22	of	of	ADP
easat-3794	53	23	patient	patient	ADJ
easat-3794	53	24	outcomes	outcome	NOUN
easat-3794	53	25	are	be	AUX
easat-3794	53	26	routinely	routinely	ADV
easat-3794	53	27	improved	improve	VERB
easat-3794	53	28	using	use	VERB
easat-3794	53	29	artificial	artificial	ADJ
easat-3794	53	30	intelligence	intelligence	NOUN
easat-3794	53	31	technology	technology	NOUN
easat-3794	53	32	at	at	ADP
easat-3794	53	33	data	data	NOUN
easat-3794	53	34	fusion	fusion	NOUN
easat-3794	53	35	centers	center	NOUN
easat-3794	53	36	.	.	PUNCT
easat-3794	54	1	deep	deep	ADJ
easat-3794	54	2	learning	learning	NOUN
easat-3794	54	3	(	(	PUNCT
easat-3794	54	4	dl	dl	INTJ
easat-3794	54	5	)	)	PUNCT
easat-3794	54	6	has	have	AUX
easat-3794	54	7	been	be	AUX
easat-3794	54	8	demonstrated	demonstrate	VERB
easat-3794	54	9	to	to	PART
easat-3794	54	10	apply	apply	VERB
easat-3794	54	11	successfully	successfully	ADV
easat-3794	54	12	to	to	ADP
easat-3794	54	13	medical	medical	ADJ
easat-3794	54	14	imaging	imaging	NOUN
easat-3794	54	15	in	in	ADP
easat-3794	54	16	the	the	DET
easat-3794	54	17	context	context	NOUN
easat-3794	54	18	of	of	ADP
easat-3794	54	19	diseases	disease	NOUN
easat-3794	54	20	such	such	ADJ
easat-3794	54	21	as	as	ADP
easat-3794	54	22	breast	breast	NOUN
easat-3794	54	23	cancer	cancer	NOUN
easat-3794	54	24	.	.	PUNCT
easat-3794	55	1	likewise	likewise	ADV
easat-3794	55	2	,	,	PUNCT
easat-3794	55	3	real	real	ADJ
easat-3794	55	4	time	time	NOUN
easat-3794	55	5	decision	decision	NOUN
easat-3794	55	6	support	support	NOUN
easat-3794	55	7	was	be	AUX
easat-3794	55	8	offered	offer	VERB
easat-3794	55	9	by	by	ADP
easat-3794	55	10	natural	natural	ADJ
easat-3794	55	11	language	language	NOUN
easat-3794	55	12	processing	processing	NOUN
easat-3794	55	13	in	in	ADP
easat-3794	55	14	providing	provide	VERB
easat-3794	55	15	insights	insight	NOUN
easat-3794	55	16	from	from	ADP
easat-3794	55	17	clinical	clinical	ADJ
easat-3794	55	18	notes	note	NOUN
easat-3794	55	19	.	.	PUNCT
easat-3794	56	1	•	•	NUM
easat-3794	56	2	obstacles	obstacle	NOUN
easat-3794	56	3	in	in	ADP
easat-3794	56	4	the	the	DET
easat-3794	56	5	fields	field	NOUN
easat-3794	56	6	of	of	ADP
easat-3794	56	7	ethics	ethic	NOUN
easat-3794	56	8	and	and	CCONJ
easat-3794	56	9	operations	operation	NOUN
easat-3794	56	10	:	:	PUNCT
easat-3794	56	11	along	along	ADP
easat-3794	56	12	with	with	ADP
easat-3794	56	13	the	the	DET
easat-3794	56	14	creation	creation	NOUN
easat-3794	56	15	of	of	ADP
easat-3794	56	16	data	datum	NOUN
easat-3794	56	17	fusion	fusion	NOUN
easat-3794	56	18	centers	center	NOUN
easat-3794	56	19	there	there	PRON
easat-3794	56	20	are	be	VERB
easat-3794	56	21	technological	technological	ADJ
easat-3794	56	22	and	and	CCONJ
easat-3794	56	23	ethical	ethical	ADJ
easat-3794	56	24	challenges	challenge	NOUN
easat-3794	56	25	.	.	PUNCT
easat-3794	57	1	however	however	ADV
easat-3794	57	2	,	,	PUNCT
easat-3794	57	3	algorithmic	algorithmic	ADJ
easat-3794	57	4	bias	bias	NOUN
easat-3794	57	5	,	,	PUNCT
easat-3794	57	6	concerns	concern	NOUN
easat-3794	57	7	around	around	ADP
easat-3794	57	8	data	datum	NOUN
easat-3794	57	9	privacy	privacy	NOUN
easat-3794	57	10	and	and	CCONJ
easat-3794	57	11	interoperability	interoperability	NOUN
easat-3794	57	12	between	between	ADP
easat-3794	57	13	systems	system	NOUN
easat-3794	57	14	all	all	PRON
easat-3794	57	15	act	act	VERB
easat-3794	57	16	to	to	PART
easat-3794	57	17	impede	impede	VERB
easat-3794	57	18	efficient	efficient	ADJ
easat-3794	57	19	implementation	implementation	NOUN
easat-3794	57	20	of	of	ADP
easat-3794	57	21	artificial	artificial	ADJ
easat-3794	57	22	intelligence	intelligence	NOUN
easat-3794	57	23	in	in	ADP
easat-3794	57	24	healthcare	healthcare	PROPN
easat-3794	57	25	.	.	PUNCT
easat-3794	58	1	to	to	ADP
easat-3794	58	2	this	this	DET
easat-3794	58	3	end	end	NOUN
easat-3794	58	4	,	,	PUNCT
easat-3794	58	5	the	the	DET
easat-3794	58	6	discussion	discussion	NOUN
easat-3794	58	7	highlighted	highlight	VERB
easat-3794	58	8	the	the	DET
easat-3794	58	9	need	need	NOUN
easat-3794	58	10	for	for	ADP
easat-3794	58	11	transparency	transparency	NOUN
easat-3794	58	12	and	and	CCONJ
easat-3794	58	13	equity	equity	NOUN
easat-3794	58	14	in	in	ADP
easat-3794	58	15	the	the	DET
easat-3794	58	16	case	case	NOUN
easat-3794	58	17	of	of	ADP
easat-3794	58	18	algorithmic	algorithmic	ADJ
easat-3794	58	19	decision	decision	NOUN
easat-3794	58	20	making	making	NOUN
easat-3794	58	21	and	and	CCONJ
easat-3794	58	22	its	its	PRON
easat-3794	58	23	ethnical	ethnical	ADJ
easat-3794	58	24	implications	implication	NOUN
easat-3794	58	25	[	[	X
easat-3794	58	26	7	7	NUM
easat-3794	58	27	]	]	PUNCT
easat-3794	58	28	.	.	PUNCT
easat-3794	59	1	additionally	additionally	ADV
easat-3794	59	2	,	,	PUNCT
easat-3794	59	3	there	there	PRON
easat-3794	59	4	is	be	VERB
easat-3794	59	5	great	great	ADJ
easat-3794	59	6	latitude	latitude	NOUN
easat-3794	59	7	regarding	regard	VERB
easat-3794	59	8	legal	legal	ADJ
easat-3794	59	9	frameworks	framework	NOUN
easat-3794	59	10	,	,	PUNCT
easat-3794	59	11	such	such	ADJ
easat-3794	59	12	as	as	ADP
easat-3794	59	13	hipaa	hipaa	NOUN
easat-3794	59	14	and	and	CCONJ
easat-3794	59	15	gdpr	gdpr	NOUN
easat-3794	59	16	,	,	PUNCT
easat-3794	59	17	which	which	PRON
easat-3794	59	18	protect	protect	VERB
easat-3794	59	19	patient	patient	ADJ
easat-3794	59	20	data	datum	NOUN
easat-3794	59	21	.	.	PUNCT
easat-3794	60	1	to	to	PART
easat-3794	60	2	meet	meet	VERB
easat-3794	60	3	these	these	DET
easat-3794	60	4	challenges	challenge	NOUN
easat-3794	60	5	,	,	PUNCT
easat-3794	60	6	collaboration	collaboration	NOUN
easat-3794	60	7	across	across	ADP
easat-3794	60	8	a	a	DET
easat-3794	60	9	wide	wide	ADJ
easat-3794	60	10	set	set	NOUN
easat-3794	60	11	of	of	ADP
easat-3794	60	12	disciplines	discipline	NOUN
easat-3794	60	13	and	and	CCONJ
easat-3794	60	14	a	a	DET
easat-3794	60	15	robust	robust	ADJ
easat-3794	60	16	governance	governance	NOUN
easat-3794	60	17	framework	framework	NOUN
easat-3794	60	18	is	be	AUX
easat-3794	60	19	needed	need	VERB
easat-3794	60	20	.	.	PUNCT
easat-3794	61	1	•	•	NOUN
easat-3794	61	2	studying	study	VERB
easat-3794	61	3	real	real	ADJ
easat-3794	61	4	-	-	PUNCT
easat-3794	61	5	world	world	NOUN
easat-3794	61	6	examples	example	NOUN
easat-3794	61	7	of	of	ADP
easat-3794	61	8	data	data	NOUN
easat-3794	61	9	fusion	fusion	NOUN
easat-3794	61	10	centers	center	NOUN
easat-3794	61	11	:	:	PUNCT
easat-3794	61	12	several	several	ADJ
easat-3794	61	13	case	case	NOUN
easat-3794	61	14	studies	study	NOUN
easat-3794	61	15	show	show	VERB
easat-3794	61	16	how	how	SCONJ
easat-3794	61	17	data	data	NOUN
easat-3794	61	18	fusion	fusion	NOUN
easat-3794	61	19	centers	center	NOUN
easat-3794	61	20	that	that	PRON
easat-3794	61	21	have	have	AUX
easat-3794	61	22	been	be	AUX
easat-3794	61	23	enhanced	enhance	VERB
easat-3794	61	24	by	by	ADP
easat-3794	61	25	artificial	artificial	ADJ
easat-3794	61	26	intelligence	intelligence	NOUN
easat-3794	61	27	have	have	VERB
easat-3794	61	28	a	a	DET
easat-3794	61	29	big	big	ADJ
easat-3794	61	30	impact	impact	NOUN
easat-3794	61	31	.	.	PUNCT
easat-3794	62	1	the	the	DET
easat-3794	62	2	results	result	NOUN
easat-3794	62	3	of	of	ADP
easat-3794	62	4	its	its	PRON
easat-3794	62	5	implementation	implementation	NOUN
easat-3794	62	6	,	,	PUNCT
easat-3794	62	7	ai	ai	VERB
easat-3794	62	8	works	work	NOUN
easat-3794	62	9	at	at	ADP
easat-3794	62	10	cleveland	cleveland	PROPN
easat-3794	62	11	clinic	clinic	PROPN
easat-3794	62	12	to	to	PART
easat-3794	62	13	improve	improve	VERB
easat-3794	62	14	clinical	clinical	ADJ
easat-3794	62	15	workflow	workflow	NOUN
easat-3794	62	16	and	and	CCONJ
easat-3794	62	17	decrease	decrease	VERB
easat-3794	62	18	diagnostic	diagnostic	ADJ
easat-3794	62	19	errors	error	NOUN
easat-3794	62	20	.	.	PUNCT
easat-3794	63	1	the	the	DET
easat-3794	63	2	deep	deep	ADJ
easat-3794	63	3	patient	patient	NOUN
easat-3794	63	4	system	system	NOUN
easat-3794	63	5	stands	stand	VERB
easat-3794	63	6	out	out	ADP
easat-3794	63	7	as	as	ADP
easat-3794	63	8	being	be	AUX
easat-3794	63	9	a	a	DET
easat-3794	63	10	major	major	ADJ
easat-3794	63	11	example	example	NOUN
easat-3794	63	12	.	.	PUNCT
easat-3794	64	1	the	the	DET
easat-3794	64	2	system	system	NOUN
easat-3794	64	3	relies	rely	VERB
easat-3794	64	4	on	on	ADP
easat-3794	64	5	artificial	artificial	ADJ
easat-3794	64	6	intelligence	intelligence	NOUN
easat-3794	64	7	to	to	PART
easat-3794	64	8	guess	guess	VERB
easat-3794	64	9	the	the	DET
easat-3794	64	10	course	course	NOUN
easat-3794	64	11	of	of	ADP
easat-3794	64	12	the	the	DET
easat-3794	64	13	disease	disease	NOUN
easat-3794	64	14	and	and	CCONJ
easat-3794	64	15	tailor	tailor	NOUN
easat-3794	64	16	treatment	treatment	NOUN
easat-3794	64	17	to	to	ADP
easat-3794	64	18	the	the	DET
easat-3794	64	19	person	person	NOUN
easat-3794	64	20	.	.	PUNCT
easat-3794	65	1	the	the	DET
easat-3794	65	2	examples	example	NOUN
easat-3794	65	3	presented	present	VERB
easat-3794	65	4	further	far	ADV
easat-3794	65	5	demonstrate	demonstrate	VERB
easat-3794	65	6	how	how	SCONJ
easat-3794	65	7	data	datum	NOUN
easat-3794	65	8	fusion	fusion	NOUN
easat-3794	65	9	centers	center	NOUN
easat-3794	65	10	can	can	AUX
easat-3794	65	11	greatly	greatly	ADV
easat-3794	65	12	8325	8325	NUM
easat-3794	65	13	edelweiss	edelweiss	PROPN
easat-3794	65	14	applied	apply	VERB
easat-3794	65	15	science	science	NOUN
easat-3794	65	16	and	and	CCONJ
easat-3794	65	17	technology	technology	NOUN
easat-3794	65	18	issn	issn	PROPN
easat-3794	65	19	:	:	PUNCT
easat-3794	65	20	2576	2576	NUM
easat-3794	65	21	-	-	SYM
easat-3794	65	22	8484	8484	NUM
easat-3794	65	23	vol	vol	NOUN
easat-3794	65	24	.	.	PROPN
easat-3794	65	25	8	8	NUM
easat-3794	65	26	,	,	PUNCT
easat-3794	65	27	no	no	INTJ
easat-3794	65	28	.	.	NOUN
easat-3794	66	1	6	6	NUM
easat-3794	66	2	:	:	PUNCT
easat-3794	66	3	8322	8322	NUM
easat-3794	66	4	-	-	SYM
easat-3794	66	5	8332	8332	NUM
easat-3794	66	6	,	,	PUNCT
easat-3794	66	7	2024	2024	NUM
easat-3794	66	8	doi	doi	NOUN
easat-3794	66	9	:	:	PUNCT
easat-3794	66	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	66	11	©	©	ADP
easat-3794	66	12	2024	2024	NUM
easat-3794	66	13	by	by	ADP
easat-3794	66	14	the	the	DET
easat-3794	66	15	authors	author	NOUN
easat-3794	66	16	;	;	PUNCT
easat-3794	66	17	licensee	licensee	PROPN
easat-3794	66	18	learning	learn	VERB
easat-3794	66	19	gate	gate	NOUN
easat-3794	66	20	enhance	enhance	VERB
easat-3794	66	21	realization	realization	NOUN
easat-3794	66	22	of	of	ADP
easat-3794	66	23	the	the	DET
easat-3794	66	24	potential	potential	NOUN
easat-3794	66	25	of	of	ADP
easat-3794	66	26	the	the	DET
easat-3794	66	27	healthcare	healthcare	NOUN
easat-3794	66	28	system	system	NOUN
easat-3794	66	29	to	to	PART
easat-3794	66	30	improve	improve	VERB
easat-3794	66	31	healthcare	healthcare	NOUN
easat-3794	66	32	delivery	delivery	NOUN
easat-3794	66	33	and	and	CCONJ
easat-3794	66	34	patient	patient	ADJ
easat-3794	66	35	outcomes	outcome	NOUN
easat-3794	66	36	[	[	X
easat-3794	66	37	8	8	NUM
easat-3794	66	38	]	]	PUNCT
easat-3794	66	39	.	.	PUNCT
easat-3794	67	1	figure	figure	NOUN
easat-3794	67	2	3	3	NUM
easat-3794	67	3	.	.	PUNCT
easat-3794	68	1	ai	ai	VERB
easat-3794	68	2	growth	growth	NOUN
easat-3794	68	3	analysis	analysis	NOUN
easat-3794	68	4	in	in	ADP
easat-3794	68	5	healthcare	healthcare	NOUN
easat-3794	68	6	(	(	PUNCT
easat-3794	68	7	scatter	scatter	NOUN
easat-3794	68	8	plot	plot	NOUN
easat-3794	68	9	)	)	PUNCT
easat-3794	68	10	.	.	PUNCT
easat-3794	69	1	•	•	NUM
easat-3794	69	2	directions	direction	NOUN
easat-3794	69	3	for	for	ADP
easat-3794	69	4	the	the	DET
easat-3794	69	5	future	future	NOUN
easat-3794	69	6	:	:	PUNCT
easat-3794	69	7	to	to	PART
easat-3794	69	8	transition	transition	VERB
easat-3794	69	9	towards	towards	ADP
easat-3794	69	10	precision	precision	NOUN
easat-3794	69	11	medicine	medicine	NOUN
easat-3794	69	12	,	,	PUNCT
easat-3794	69	13	data	datum	NOUN
easat-3794	69	14	fusion	fusion	NOUN
easat-3794	69	15	centers	center	NOUN
easat-3794	69	16	need	need	VERB
easat-3794	69	17	to	to	PART
easat-3794	69	18	integrate	integrate	VERB
easat-3794	69	19	genomic	genomic	NOUN
easat-3794	69	20	as	as	ADV
easat-3794	69	21	well	well	ADV
easat-3794	69	22	as	as	ADP
easat-3794	69	23	proteomic	proteomic	ADJ
easat-3794	69	24	,	,	PUNCT
easat-3794	69	25	various	various	ADJ
easat-3794	69	26	omics	omic	NOUN
easat-3794	69	27	data	datum	NOUN
easat-3794	69	28	.	.	PUNCT
easat-3794	70	1	why	why	SCONJ
easat-3794	70	2	artificial	artificial	ADJ
easat-3794	70	3	intelligence	intelligence	NOUN
easat-3794	70	4	is	be	AUX
easat-3794	70	5	key	key	ADJ
easat-3794	70	6	for	for	ADP
easat-3794	70	7	customizing	customize	VERB
easat-3794	70	8	medications	medication	NOUN
easat-3794	70	9	to	to	ADP
easat-3794	70	10	patients	patient	NOUN
easat-3794	70	11	’	'	PUNCT
easat-3794	70	12	genetic	genetic	ADJ
easat-3794	70	13	profiles	profile	NOUN
easat-3794	70	14	.	.	PUNCT
easat-3794	71	1	in	in	ADP
easat-3794	71	2	addition	addition	NOUN
easat-3794	71	3	,	,	PUNCT
easat-3794	71	4	federated	federated	ADJ
easat-3794	71	5	learning	learning	NOUN
easat-3794	71	6	is	be	AUX
easat-3794	71	7	also	also	ADV
easat-3794	71	8	envisioned	envision	VERB
easat-3794	71	9	as	as	ADP
easat-3794	71	10	a	a	DET
easat-3794	71	11	promising	promising	ADJ
easat-3794	71	12	method	method	NOUN
easat-3794	71	13	enabling	enable	VERB
easat-3794	71	14	a	a	DET
easat-3794	71	15	system	system	NOUN
easat-3794	71	16	of	of	ADP
easat-3794	71	17	institutions	institution	NOUN
easat-3794	71	18	to	to	PART
easat-3794	71	19	collaboratively	collaboratively	ADV
easat-3794	71	20	train	train	VERB
easat-3794	71	21	ai	ai	NOUN
easat-3794	71	22	models	model	NOUN
easat-3794	71	23	without	without	ADP
easat-3794	71	24	violating	violate	VERB
easat-3794	71	25	the	the	DET
easat-3794	71	26	privacy	privacy	NOUN
easat-3794	71	27	of	of	ADP
easat-3794	71	28	provided	provide	VERB
easat-3794	71	29	data	datum	NOUN
easat-3794	71	30	.	.	PUNCT
easat-3794	72	1	federated	federated	ADJ
easat-3794	72	2	learning	learning	NOUN
easat-3794	72	3	is	be	AUX
easat-3794	72	4	shown	show	VERB
easat-3794	72	5	as	as	ADP
easat-3794	72	6	a	a	DET
easat-3794	72	7	viable	viable	ADJ
easat-3794	72	8	potential	potential	ADJ
easat-3794	72	9	strategy	strategy	NOUN
easat-3794	72	10	[	[	X
easat-3794	72	11	9	9	NUM
easat-3794	72	12	]	]	SYM
easat-3794	72	13	.	.	PUNCT
easat-3794	73	1	3	3	X
easat-3794	73	2	.	.	X
easat-3794	73	3	methodology	methodology	NOUN
easat-3794	73	4	for	for	ADP
easat-3794	73	5	data	data	NOUN
easat-3794	73	6	fusion	fusion	NOUN
easat-3794	73	7	centers	center	NOUN
easat-3794	73	8	of	of	ADP
easat-3794	73	9	artificial	artificial	ADJ
easat-3794	73	10	intelligence	intelligence	NOUN
easat-3794	73	11	in	in	ADP
easat-3794	73	12	healthcare	healthcare	PROPN
easat-3794	73	13	,	,	PUNCT
easat-3794	73	14	a	a	DET
easat-3794	73	15	systematic	systematic	ADJ
easat-3794	73	16	and	and	CCONJ
easat-3794	73	17	interdisciplinary	interdisciplinary	ADJ
easat-3794	73	18	strategy	strategy	NOUN
easat-3794	73	19	is	be	AUX
easat-3794	73	20	necessary	necessary	ADJ
easat-3794	73	21	to	to	PART
easat-3794	73	22	design	design	VERB
easat-3794	73	23	and	and	CCONJ
easat-3794	73	24	deploy	deploy	VERB
easat-3794	73	25	.	.	PUNCT
easat-3794	74	1	the	the	DET
easat-3794	74	2	process	process	NOUN
easat-3794	74	3	makes	make	VERB
easat-3794	74	4	use	use	NOUN
easat-3794	74	5	of	of	ADP
easat-3794	74	6	this	this	DET
easat-3794	74	7	approach	approach	NOUN
easat-3794	74	8	.	.	PUNCT
easat-3794	75	1	that	that	PRON
easat-3794	75	2	’s	’	VERB
easat-3794	75	3	because	because	SCONJ
easat-3794	75	4	this	this	DET
easat-3794	75	5	process	process	NOUN
easat-3794	75	6	has	have	VERB
easat-3794	75	7	four	four	NUM
easat-3794	75	8	essential	essential	ADJ
easat-3794	75	9	elements	element	NOUN
easat-3794	75	10	:	:	PUNCT
easat-3794	75	11	collecting	collect	VERB
easat-3794	75	12	data	datum	NOUN
easat-3794	75	13	,	,	PUNCT
easat-3794	75	14	developing	develop	VERB
easat-3794	75	15	an	an	DET
easat-3794	75	16	algorithm	algorithm	NOUN
easat-3794	75	17	for	for	ADP
easat-3794	75	18	artificial	artificial	ADJ
easat-3794	75	19	intelligence	intelligence	NOUN
easat-3794	75	20	,	,	PUNCT
easat-3794	75	21	validating	validate	VERB
easat-3794	75	22	and	and	CCONJ
easat-3794	75	23	testing	test	VERB
easat-3794	75	24	the	the	DET
easat-3794	75	25	algorithm	algorithm	NOUN
easat-3794	75	26	,	,	PUNCT
easat-3794	75	27	and	and	CCONJ
easat-3794	75	28	putting	put	VERB
easat-3794	75	29	the	the	DET
easat-3794	75	30	plan	plan	NOUN
easat-3794	75	31	into	into	ADP
easat-3794	75	32	action	action	NOUN
easat-3794	75	33	.	.	PUNCT
easat-3794	76	1	a	a	DET
easat-3794	76	2	multi	multi	ADJ
easat-3794	76	3	facet	facet	ADJ
easat-3794	76	4	,	,	PUNCT
easat-3794	76	5	methodical	methodical	ADJ
easat-3794	76	6	strategy	strategy	NOUN
easat-3794	76	7	for	for	ADP
easat-3794	76	8	implementing	implement	VERB
easat-3794	76	9	ai	ai	VERB
easat-3794	76	10	driven	drive	VERB
easat-3794	76	11	precision	precision	NOUN
easat-3794	76	12	medicine	medicine	NOUN
easat-3794	76	13	and	and	CCONJ
easat-3794	76	14	scalable	scalable	ADJ
easat-3794	76	15	breakthroughs	breakthrough	NOUN
easat-3794	76	16	with	with	ADP
easat-3794	76	17	data	datum	NOUN
easat-3794	76	18	analytics	analytic	NOUN
easat-3794	76	19	.	.	PUNCT
easat-3794	77	1	this	this	DET
easat-3794	77	2	approach	approach	NOUN
easat-3794	77	3	forms	form	VERB
easat-3794	77	4	its	its	PRON
easat-3794	77	5	base	base	NOUN
easat-3794	77	6	.	.	PUNCT
easat-3794	78	1	in	in	ADP
easat-3794	78	2	the	the	DET
easat-3794	78	3	realm	realm	NOUN
easat-3794	78	4	of	of	ADP
easat-3794	78	5	healthcare	healthcare	PROPN
easat-3794	78	6	software	software	PROPN
easat-3794	78	7	development	development	NOUN
easat-3794	78	8	,	,	PUNCT
easat-3794	78	9	this	this	PRON
easat-3794	78	10	is	be	AUX
easat-3794	78	11	the	the	DET
easat-3794	78	12	method	method	NOUN
easat-3794	78	13	for	for	ADP
easat-3794	78	14	8326	8326	NUM
easat-3794	78	15	edelweiss	edelweiss	PROPN
easat-3794	78	16	applied	apply	VERB
easat-3794	78	17	science	science	NOUN
easat-3794	78	18	and	and	CCONJ
easat-3794	78	19	technology	technology	NOUN
easat-3794	78	20	issn	issn	PROPN
easat-3794	78	21	:	:	PUNCT
easat-3794	78	22	2576	2576	NUM
easat-3794	78	23	-	-	SYM
easat-3794	78	24	8484	8484	NUM
easat-3794	78	25	vol	vol	NOUN
easat-3794	78	26	.	.	PROPN
easat-3794	78	27	8	8	NUM
easat-3794	78	28	,	,	PUNCT
easat-3794	78	29	no	no	INTJ
easat-3794	78	30	.	.	NOUN
easat-3794	78	31	6	6	NUM
easat-3794	78	32	:	:	PUNCT
easat-3794	78	33	8322	8322	NUM
easat-3794	78	34	-	-	SYM
easat-3794	78	35	8332	8332	NUM
easat-3794	78	36	,	,	PUNCT
easat-3794	78	37	2024	2024	NUM
easat-3794	78	38	doi	doi	NOUN
easat-3794	78	39	:	:	PUNCT
easat-3794	78	40	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	78	41	©	©	ADP
easat-3794	78	42	2024	2024	NUM
easat-3794	78	43	by	by	ADP
easat-3794	78	44	the	the	DET
easat-3794	78	45	authors	author	NOUN
easat-3794	78	46	;	;	PUNCT
easat-3794	78	47	licensee	licensee	NOUN
easat-3794	78	48	learning	learn	VERB
easat-3794	78	49	gate	gate	NOUN
easat-3794	78	50	collecting	collect	VERB
easat-3794	78	51	the	the	DET
easat-3794	78	52	data	datum	NOUN
easat-3794	78	53	,	,	PUNCT
easat-3794	78	54	building	build	VERB
easat-3794	78	55	algorithms	algorithm	NOUN
easat-3794	78	56	for	for	ADP
easat-3794	78	57	artificial	artificial	ADJ
easat-3794	78	58	intelligence	intelligence	NOUN
easat-3794	78	59	,	,	PUNCT
easat-3794	78	60	validating	validate	VERB
easat-3794	78	61	the	the	DET
easat-3794	78	62	strategies	strategy	NOUN
easat-3794	78	63	,	,	PUNCT
easat-3794	78	64	testing	test	VERB
easat-3794	78	65	the	the	DET
easat-3794	78	66	strategies	strategy	NOUN
easat-3794	78	67	,	,	PUNCT
easat-3794	78	68	and	and	CCONJ
easat-3794	78	69	implementing	implement	VERB
easat-3794	78	70	the	the	DET
easat-3794	78	71	strategies	strategy	NOUN
easat-3794	78	72	—	—	PUNCT
easat-3794	78	73	all	all	DET
easat-3794	78	74	steps	step	NOUN
easat-3794	78	75	are	be	AUX
easat-3794	78	76	critical	critical	ADJ
easat-3794	78	77	to	to	ADP
easat-3794	78	78	its	its	PRON
easat-3794	78	79	success	success	NOUN
easat-3794	78	80	.	.	PUNCT
easat-3794	79	1	the	the	DET
easat-3794	79	2	responsibility	responsibility	NOUN
easat-3794	79	3	for	for	ADP
easat-3794	79	4	this	this	DET
easat-3794	79	5	rests	rest	NOUN
easat-3794	79	6	with	with	ADP
easat-3794	79	7	each	each	DET
easat-3794	79	8	stage	stage	NOUN
easat-3794	79	9	,	,	PUNCT
easat-3794	79	10	which	which	PRON
easat-3794	79	11	must	must	AUX
easat-3794	79	12	guarantee	guarantee	VERB
easat-3794	79	13	that	that	SCONJ
easat-3794	79	14	the	the	DET
easat-3794	79	15	system	system	NOUN
easat-3794	79	16	is	be	AUX
easat-3794	79	17	accurate	accurate	ADJ
easat-3794	79	18	,	,	PUNCT
easat-3794	79	19	dependable	dependable	ADJ
easat-3794	79	20	and	and	CCONJ
easat-3794	79	21	scalable	scalable	ADJ
easat-3794	79	22	,	,	PUNCT
easat-3794	79	23	and	and	CCONJ
easat-3794	79	24	this	this	PRON
easat-3794	79	25	takes	take	VERB
easat-3794	79	26	place	place	NOUN
easat-3794	79	27	as	as	SCONJ
easat-3794	79	28	each	each	DET
easat-3794	79	29	stage	stage	NOUN
easat-3794	79	30	plays	play	VERB
easat-3794	79	31	its	its	PRON
easat-3794	79	32	part	part	NOUN
easat-3794	79	33	in	in	ADP
easat-3794	79	34	the	the	DET
easat-3794	79	35	process	process	NOUN
easat-3794	79	36	that	that	PRON
easat-3794	79	37	brings	bring	VERB
easat-3794	79	38	about	about	ADP
easat-3794	79	39	this	this	PRON
easat-3794	79	40	.	.	PUNCT
easat-3794	80	1	this	this	DET
easat-3794	80	2	section	section	NOUN
easat-3794	80	3	is	be	AUX
easat-3794	80	4	intended	intend	VERB
easat-3794	80	5	to	to	PART
easat-3794	80	6	provide	provide	VERB
easat-3794	80	7	additional	additional	ADJ
easat-3794	80	8	depth	depth	NOUN
easat-3794	80	9	of	of	ADP
easat-3794	80	10	each	each	DET
easat-3794	80	11	phase	phase	NOUN
easat-3794	80	12	through	through	ADP
easat-3794	80	13	a	a	DET
easat-3794	80	14	specific	specific	ADJ
easat-3794	80	15	focus	focus	NOUN
easat-3794	80	16	on	on	ADP
easat-3794	80	17	the	the	DET
easat-3794	80	18	quantity	quantity	NOUN
easat-3794	80	19	of	of	ADP
easat-3794	80	20	contribution	contribution	NOUN
easat-3794	80	21	each	each	DET
easat-3794	80	22	stage	stage	NOUN
easat-3794	80	23	must	must	AUX
easat-3794	80	24	make	make	VERB
easat-3794	80	25	to	to	PART
easat-3794	80	26	produce	produce	VERB
easat-3794	80	27	operational	operational	ADJ
easat-3794	80	28	scalability	scalability	NOUN
easat-3794	80	29	and	and	CCONJ
easat-3794	80	30	precision	precision	NOUN
easat-3794	80	31	medicine	medicine	NOUN
easat-3794	81	1	[	[	X
easat-3794	81	2	10	10	NUM
easat-3794	81	3	]	]	PUNCT
easat-3794	81	4	.	.	PUNCT
easat-3794	82	1	3.1	3.1	NUM
easat-3794	82	2	.	.	PUNCT
easat-3794	82	3	data	datum	NOUN
easat-3794	82	4	collection	collection	NOUN
easat-3794	82	5	the	the	DET
easat-3794	82	6	foundation	foundation	NOUN
easat-3794	82	7	of	of	ADP
easat-3794	82	8	a	a	DET
easat-3794	82	9	data	data	NOUN
easat-3794	82	10	fusion	fusion	NOUN
easat-3794	82	11	center	center	NOUN
easat-3794	82	12	lies	lie	VERB
easat-3794	82	13	in	in	ADP
easat-3794	82	14	the	the	DET
easat-3794	82	15	collection	collection	NOUN
easat-3794	82	16	and	and	CCONJ
easat-3794	82	17	integration	integration	NOUN
easat-3794	82	18	of	of	ADP
easat-3794	82	19	heterogeneous	heterogeneous	ADJ
easat-3794	82	20	datasets	dataset	NOUN
easat-3794	82	21	.	.	PUNCT
easat-3794	83	1	for	for	ADP
easat-3794	83	2	this	this	DET
easat-3794	83	3	research	research	NOUN
easat-3794	83	4	,	,	PUNCT
easat-3794	83	5	data	datum	NOUN
easat-3794	83	6	collection	collection	NOUN
easat-3794	83	7	involves	involve	VERB
easat-3794	83	8	the	the	DET
easat-3794	83	9	following	follow	VERB
easat-3794	83	10	steps	step	NOUN
easat-3794	83	11	[	[	X
easat-3794	83	12	11	11	NUM
easat-3794	83	13	]	]	SYM
easat-3794	83	14	:	:	PUNCT
easat-3794	83	15	3.1.1	3.1.1	X
easat-3794	83	16	.	.	PUNCT
easat-3794	84	1	identification	identification	NOUN
easat-3794	84	2	of	of	ADP
easat-3794	84	3	data	datum	NOUN
easat-3794	84	4	sources	source	NOUN
easat-3794	84	5	:	:	PUNCT
easat-3794	84	6	it	it	PRON
easat-3794	84	7	is	be	AUX
easat-3794	84	8	important	important	ADJ
easat-3794	84	9	in	in	ADP
easat-3794	84	10	the	the	DET
easat-3794	84	11	initial	initial	ADJ
easat-3794	84	12	phase	phase	NOUN
easat-3794	84	13	of	of	ADP
easat-3794	84	14	the	the	DET
easat-3794	84	15	process	process	NOUN
easat-3794	84	16	to	to	PART
easat-3794	84	17	identify	identify	VERB
easat-3794	84	18	different	different	ADJ
easat-3794	84	19	data	datum	NOUN
easat-3794	84	20	sources	source	NOUN
easat-3794	84	21	that	that	PRON
easat-3794	84	22	encapsulate	encapsulate	VERB
easat-3794	84	23	all	all	DET
easat-3794	84	24	the	the	DET
easat-3794	84	25	multi	multi	ADJ
easat-3794	84	26	-	-	ADJ
easat-3794	84	27	dimensional	dimensional	ADJ
easat-3794	84	28	nature	nature	NOUN
easat-3794	84	29	of	of	ADP
easat-3794	84	30	healthcare	healthcare	PROPN
easat-3794	84	31	.	.	PUNCT
easat-3794	85	1	here	here	ADV
easat-3794	85	2	are	be	AUX
easat-3794	85	3	several	several	ADJ
easat-3794	85	4	sources	source	NOUN
easat-3794	85	5	:	:	PUNCT
easat-3794	85	6	•	•	NUM
easat-3794	85	7	electronic	electronic	ADJ
easat-3794	85	8	health	health	NOUN
easat-3794	85	9	records	record	NOUN
easat-3794	85	10	(	(	PUNCT
easat-3794	85	11	ehrs	ehrs	INTJ
easat-3794	85	12	):	):	PUNCT
easat-3794	85	13	ehrs	ehrs	PROPN
easat-3794	85	14	include	include	VERB
easat-3794	85	15	patient	patient	ADJ
easat-3794	85	16	demographics	demographic	NOUN
easat-3794	85	17	,	,	PUNCT
easat-3794	85	18	diagnoses	diagnosis	NOUN
easat-3794	85	19	,	,	PUNCT
easat-3794	85	20	prescriptions	prescription	NOUN
easat-3794	85	21	,	,	PUNCT
easat-3794	85	22	treatment	treatment	NOUN
easat-3794	85	23	plans	plan	NOUN
easat-3794	85	24	,	,	PUNCT
easat-3794	85	25	vaccination	vaccination	NOUN
easat-3794	85	26	dates	date	NOUN
easat-3794	85	27	and	and	CCONJ
easat-3794	85	28	laboratory	laboratory	NOUN
easat-3794	85	29	results	result	NOUN
easat-3794	85	30	assembled	assemble	VERB
easat-3794	85	31	systematically	systematically	ADV
easat-3794	85	32	.	.	PUNCT
easat-3794	86	1	we	we	PRON
easat-3794	86	2	typically	typically	ADV
easat-3794	86	3	refer	refer	VERB
easat-3794	86	4	to	to	ADP
easat-3794	86	5	them	they	PRON
easat-3794	86	6	as	as	ADP
easat-3794	86	7	electronic	electronic	ADJ
easat-3794	86	8	medical	medical	ADJ
easat-3794	86	9	records	record	NOUN
easat-3794	86	10	.	.	PUNCT
easat-3794	87	1	•	•	NUM
easat-3794	87	2	medical	medical	ADJ
easat-3794	87	3	imaging	imaging	NOUN
easat-3794	87	4	:	:	PUNCT
easat-3794	87	5	tumor	tumor	NOUN
easat-3794	87	6	identification	identification	NOUN
easat-3794	87	7	and	and	CCONJ
easat-3794	87	8	monitoring	monitoring	NOUN
easat-3794	87	9	disease	disease	NOUN
easat-3794	87	10	progression	progression	NOUN
easat-3794	87	11	tasks	task	NOUN
easat-3794	87	12	rely	rely	VERB
easat-3794	87	13	heavily	heavily	ADV
easat-3794	87	14	on	on	ADP
easat-3794	87	15	datasets	dataset	NOUN
easat-3794	87	16	from	from	ADP
easat-3794	87	17	x	x	NOUN
easat-3794	87	18	-	-	NOUN
easat-3794	87	19	rays	ray	NOUN
easat-3794	87	20	,	,	PUNCT
easat-3794	87	21	magnetic	magnetic	ADJ
easat-3794	87	22	resonance	resonance	NOUN
easat-3794	87	23	imaging	imaging	NOUN
easat-3794	87	24	(	(	PUNCT
easat-3794	87	25	mri	mri	NOUN
easat-3794	87	26	)	)	PUNCT
easat-3794	87	27	and	and	CCONJ
easat-3794	87	28	computed	compute	VERB
easat-3794	87	29	tomography	tomography	NOUN
easat-3794	87	30	(	(	PUNCT
easat-3794	87	31	ct	ct	NOUN
easat-3794	87	32	)	)	PUNCT
easat-3794	87	33	scans	scan	NOUN
easat-3794	87	34	.	.	PUNCT
easat-3794	88	1	•	•	NUM
easat-3794	88	2	genomic	genomic	NOUN
easat-3794	88	3	and	and	CCONJ
easat-3794	88	4	proteomic	proteomic	ADJ
easat-3794	88	5	data	datum	NOUN
easat-3794	88	6	:	:	PUNCT
easat-3794	88	7	genome	genome	NOUN
easat-3794	88	8	wide	wide	ADJ
easat-3794	88	9	datasets	dataset	NOUN
easat-3794	88	10	become	become	VERB
easat-3794	88	11	a	a	DET
easat-3794	88	12	tool	tool	NOUN
easat-3794	88	13	in	in	ADP
easat-3794	88	14	advancing	advance	VERB
easat-3794	88	15	the	the	DET
easat-3794	88	16	field	field	NOUN
easat-3794	88	17	of	of	ADP
easat-3794	88	18	personalized	personalized	ADJ
easat-3794	88	19	medicine	medicine	NOUN
easat-3794	88	20	through	through	ADP
easat-3794	88	21	the	the	DET
easat-3794	88	22	powering	power	VERB
easat-3794	88	23	genetic	genetic	ADJ
easat-3794	88	24	risk	risk	NOUN
easat-3794	88	25	prediction	prediction	NOUN
easat-3794	88	26	as	as	ADV
easat-3794	88	27	well	well	ADV
easat-3794	88	28	as	as	ADP
easat-3794	88	29	targeted	target	VERB
easat-3794	88	30	therapies	therapy	NOUN
easat-3794	88	31	.	.	PUNCT
easat-3794	89	1	•	•	NUM
easat-3794	89	2	wearable	wearable	ADJ
easat-3794	89	3	devices	device	NOUN
easat-3794	89	4	and	and	CCONJ
easat-3794	89	5	sensors	sensor	NOUN
easat-3794	89	6	:	:	PUNCT
easat-3794	89	7	real	real	ADJ
easat-3794	89	8	time	time	NOUN
easat-3794	89	9	data	datum	NOUN
easat-3794	89	10	from	from	ADP
easat-3794	89	11	devices	device	NOUN
easat-3794	89	12	such	such	ADJ
easat-3794	89	13	as	as	ADP
easat-3794	89	14	fitness	fitness	NOUN
easat-3794	89	15	trackers	tracker	NOUN
easat-3794	89	16	,	,	PUNCT
easat-3794	89	17	continuous	continuous	ADJ
easat-3794	89	18	glucose	glucose	NOUN
easat-3794	89	19	monitors	monitor	NOUN
easat-3794	89	20	,	,	PUNCT
easat-3794	89	21	allows	allow	VERB
easat-3794	89	22	us	we	PRON
easat-3794	89	23	to	to	PART
easat-3794	89	24	gather	gather	VERB
easat-3794	89	25	longitudinal	longitudinal	ADJ
easat-3794	89	26	patient	patient	ADJ
easat-3794	89	27	activity	activity	NOUN
easat-3794	89	28	,	,	PUNCT
easat-3794	89	29	sleep	sleep	NOUN
easat-3794	89	30	,	,	PUNCT
easat-3794	89	31	and	and	CCONJ
easat-3794	89	32	vital	vital	ADJ
easat-3794	89	33	signs	sign	NOUN
easat-3794	89	34	.	.	PUNCT
easat-3794	90	1	these	these	DET
easat-3794	90	2	devices	device	NOUN
easat-3794	90	3	allow	allow	VERB
easat-3794	90	4	for	for	ADP
easat-3794	90	5	continuous	continuous	ADJ
easat-3794	90	6	level	level	NOUN
easat-3794	90	7	monitoring	monitoring	NOUN
easat-3794	90	8	of	of	ADP
easat-3794	90	9	glucose	glucose	NOUN
easat-3794	90	10	.	.	PUNCT
easat-3794	91	1	•	•	NUM
easat-3794	91	2	databases	database	NOUN
easat-3794	91	3	for	for	ADP
easat-3794	91	4	public	public	ADJ
easat-3794	91	5	health	health	NOUN
easat-3794	91	6	:	:	PUNCT
easat-3794	91	7	compiled	compile	VERB
easat-3794	91	8	epidemiological	epidemiological	ADJ
easat-3794	91	9	data	datum	NOUN
easat-3794	91	10	available	available	ADJ
easat-3794	91	11	in	in	ADP
easat-3794	91	12	open	open	ADJ
easat-3794	91	13	-	-	PUNCT
easat-3794	91	14	source	source	NOUN
easat-3794	91	15	databases	database	NOUN
easat-3794	91	16	(	(	PUNCT
easat-3794	91	17	e.g.	e.g.	ADV
easat-3794	91	18	mimic	mimic	ADJ
easat-3794	91	19	-	-	PUNCT
easat-3794	91	20	iii	iii	NOUN
easat-3794	91	21	)	)	PUNCT
easat-3794	91	22	,	,	PUNCT
easat-3794	91	23	and	and	CCONJ
easat-3794	91	24	government	government	NOUN
easat-3794	91	25	health	health	NOUN
easat-3794	91	26	registries	registry	NOUN
easat-3794	91	27	,	,	PUNCT
easat-3794	91	28	are	be	AUX
easat-3794	91	29	essential	essential	ADJ
easat-3794	91	30	for	for	ADP
easat-3794	91	31	population	population	NOUN
easat-3794	91	32	health	health	NOUN
easat-3794	91	33	analysis	analysis	NOUN
easat-3794	91	34	.	.	PUNCT
easat-3794	92	1	figure	figure	NOUN
easat-3794	92	2	4	4	NUM
easat-3794	92	3	.	.	PUNCT
easat-3794	92	4	health	health	NOUN
easat-3794	92	5	sector	sector	NOUN
easat-3794	92	6	adoption	adoption	NOUN
easat-3794	92	7	rate	rate	NOUN
easat-3794	92	8	visualization	visualization	NOUN
easat-3794	92	9	.	.	PUNCT
easat-3794	93	1	3.1.2	3.1.2	X
easat-3794	93	2	.	.	PUNCT
easat-3794	93	3	data	datum	NOUN
easat-3794	93	4	preprocessing	preprocessing	NOUN
easat-3794	93	5	,	,	PUNCT
easat-3794	93	6	cleaning	cleaning	NOUN
easat-3794	93	7	and	and	CCONJ
easat-3794	93	8	privacy	privacy	NOUN
easat-3794	93	9	the	the	DET
easat-3794	93	10	data	datum	NOUN
easat-3794	93	11	in	in	ADP
easat-3794	93	12	databases	database	NOUN
easat-3794	93	13	found	find	VERB
easat-3794	93	14	in	in	ADP
easat-3794	93	15	the	the	DET
easat-3794	93	16	healthcare	healthcare	NOUN
easat-3794	93	17	sector	sector	NOUN
easat-3794	93	18	commonly	commonly	ADV
easat-3794	93	19	contain	contain	VERB
easat-3794	93	20	errors	error	NOUN
easat-3794	93	21	,	,	PUNCT
easat-3794	93	22	discrepancies	discrepancy	NOUN
easat-3794	93	23	and	and	CCONJ
easat-3794	93	24	missing	miss	VERB
easat-3794	93	25	points	point	NOUN
easat-3794	93	26	[	[	X
easat-3794	93	27	12	12	NUM
easat-3794	93	28	]	]	PUNCT
easat-3794	93	29	.	.	PUNCT
easat-3794	94	1	to	to	PART
easat-3794	94	2	guarantee	guarantee	VERB
easat-3794	94	3	the	the	DET
easat-3794	94	4	quality	quality	NOUN
easat-3794	94	5	and	and	CCONJ
easat-3794	94	6	integrity	integrity	NOUN
easat-3794	94	7	of	of	ADP
easat-3794	94	8	the	the	DET
easat-3794	94	9	dataset	dataset	NOUN
easat-3794	94	10	,	,	PUNCT
easat-3794	94	11	the	the	DET
easat-3794	94	12	dataset	dataset	NOUN
easat-3794	94	13	is	be	AUX
easat-3794	94	14	prepared	prepare	VERB
easat-3794	94	15	using	use	VERB
easat-3794	94	16	different	different	ADJ
easat-3794	94	17	methods	method	NOUN
easat-3794	94	18	.	.	PUNCT
easat-3794	95	1	therefore	therefore	ADV
easat-3794	95	2	,	,	PUNCT
easat-3794	95	3	it	it	PRON
easat-3794	95	4	is	be	AUX
easat-3794	95	5	necessary	necessary	ADJ
easat-3794	95	6	for	for	SCONJ
easat-3794	95	7	algorithms	algorithm	NOUN
easat-3794	95	8	to	to	PART
easat-3794	95	9	first	first	ADV
easat-3794	95	10	identify	identify	VERB
easat-3794	95	11	any	any	DET
easat-3794	95	12	outliers	outlier	NOUN
easat-3794	95	13	or	or	CCONJ
easat-3794	95	14	erroneous	erroneous	ADJ
easat-3794	95	15	entries	entry	NOUN
easat-3794	95	16	that	that	PRON
easat-3794	95	17	may	may	AUX
easat-3794	95	18	be	be	AUX
easat-3794	95	19	present	present	ADJ
easat-3794	95	20	in	in	ADP
easat-3794	95	21	datasets	dataset	NOUN
easat-3794	95	22	first	first	ADV
easat-3794	95	23	,	,	PUNCT
easat-3794	95	24	to	to	PART
easat-3794	95	25	ensure	ensure	VERB
easat-3794	95	26	the	the	DET
easat-3794	95	27	integrity	integrity	NOUN
easat-3794	95	28	of	of	ADP
easat-3794	95	29	model	model	NOUN
easat-3794	95	30	results	result	NOUN
easat-3794	95	31	.	.	PUNCT
easat-3794	96	1	to	to	PART
easat-3794	96	2	deal	deal	VERB
easat-3794	96	3	with	with	ADP
easat-3794	96	4	8327	8327	NUM
easat-3794	96	5	edelweiss	edelweiss	PROPN
easat-3794	96	6	applied	apply	VERB
easat-3794	96	7	science	science	NOUN
easat-3794	96	8	and	and	CCONJ
easat-3794	96	9	technology	technology	NOUN
easat-3794	96	10	issn	issn	PROPN
easat-3794	96	11	:	:	PUNCT
easat-3794	96	12	2576	2576	NUM
easat-3794	96	13	-	-	SYM
easat-3794	96	14	8484	8484	NUM
easat-3794	96	15	vol	vol	NOUN
easat-3794	96	16	.	.	PROPN
easat-3794	96	17	8	8	NUM
easat-3794	96	18	,	,	PUNCT
easat-3794	96	19	no	no	INTJ
easat-3794	96	20	.	.	NOUN
easat-3794	96	21	6	6	NUM
easat-3794	96	22	:	:	PUNCT
easat-3794	96	23	8322	8322	NUM
easat-3794	96	24	-	-	SYM
easat-3794	96	25	8332	8332	NUM
easat-3794	96	26	,	,	PUNCT
easat-3794	96	27	2024	2024	NUM
easat-3794	96	28	doi	doi	NOUN
easat-3794	96	29	:	:	PUNCT
easat-3794	96	30	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	96	31	©	©	ADP
easat-3794	96	32	2024	2024	NUM
easat-3794	96	33	by	by	ADP
easat-3794	96	34	the	the	DET
easat-3794	96	35	authors	author	NOUN
easat-3794	96	36	;	;	PUNCT
easat-3794	96	37	licensee	licensee	PROPN
easat-3794	96	38	learning	learning	NOUN
easat-3794	96	39	gate	gate	NOUN
easat-3794	96	40	missing	miss	VERB
easat-3794	96	41	values	value	NOUN
easat-3794	96	42	,	,	PUNCT
easat-3794	96	43	we	we	PRON
easat-3794	96	44	implement	implement	VERB
easat-3794	96	45	approaches	approach	NOUN
easat-3794	96	46	like	like	ADP
easat-3794	96	47	k	k	PROPN
easat-3794	96	48	nearest	near	ADJ
easat-3794	96	49	neighbor	neighbor	NOUN
easat-3794	96	50	(	(	PUNCT
easat-3794	96	51	knn	knn	PROPN
easat-3794	96	52	)	)	PUNCT
easat-3794	96	53	and	and	CCONJ
easat-3794	96	54	multiple	multiple	ADJ
easat-3794	96	55	imputations	imputation	NOUN
easat-3794	96	56	to	to	PART
easat-3794	96	57	make	make	VERB
easat-3794	96	58	the	the	DET
easat-3794	96	59	data	datum	NOUN
easat-3794	96	60	fully	fully	ADV
easat-3794	96	61	filled	fill	VERB
easat-3794	96	62	.	.	PUNCT
easat-3794	97	1	normalization	normalization	NOUN
easat-3794	97	2	is	be	AUX
easat-3794	97	3	the	the	DET
easat-3794	97	4	step	step	NOUN
easat-3794	97	5	of	of	ADP
easat-3794	97	6	rectifying	rectify	VERB
easat-3794	97	7	the	the	DET
easat-3794	97	8	data	datum	NOUN
easat-3794	97	9	so	so	SCONJ
easat-3794	97	10	that	that	SCONJ
easat-3794	97	11	it	it	PRON
easat-3794	97	12	has	have	VERB
easat-3794	97	13	minimal	minimal	ADJ
easat-3794	97	14	variance	variance	NOUN
easat-3794	97	15	in	in	ADP
easat-3794	97	16	multiple	multiple	ADJ
easat-3794	97	17	datasets	dataset	NOUN
easat-3794	97	18	measured	measure	VERB
easat-3794	97	19	at	at	ADP
easat-3794	97	20	differing	differ	VERB
easat-3794	97	21	institutions	institution	NOUN
easat-3794	97	22	and	and	CCONJ
easat-3794	97	23	devices	device	NOUN
easat-3794	97	24	,	,	PUNCT
easat-3794	97	25	so	so	SCONJ
easat-3794	97	26	that	that	SCONJ
easat-3794	97	27	machine	machine	NOUN
easat-3794	97	28	learning	learning	NOUN
easat-3794	97	29	models	model	NOUN
easat-3794	97	30	are	be	AUX
easat-3794	97	31	consistent	consistent	ADJ
easat-3794	97	32	.	.	PUNCT
easat-3794	98	1	during	during	ADP
easat-3794	98	2	the	the	DET
easat-3794	98	3	entire	entire	ADJ
easat-3794	98	4	data	datum	NOUN
easat-3794	98	5	acquisition	acquisition	NOUN
easat-3794	98	6	process	process	NOUN
easat-3794	98	7	,	,	PUNCT
easat-3794	98	8	the	the	DET
easat-3794	98	9	data	datum	NOUN
easat-3794	98	10	,	,	PUNCT
easat-3794	98	11	ethical	ethical	ADJ
easat-3794	98	12	standards	standard	NOUN
easat-3794	98	13	and	and	CCONJ
easat-3794	98	14	privacy	privacy	NOUN
easat-3794	98	15	requirements	requirement	NOUN
easat-3794	98	16	,	,	PUNCT
easat-3794	98	17	including	include	VERB
easat-3794	98	18	hipaa	hipaa	NOUN
easat-3794	98	19	and	and	CCONJ
easat-3794	98	20	gdpr	gdpr	NOUN
easat-3794	98	21	,	,	PUNCT
easat-3794	98	22	are	be	AUX
easat-3794	98	23	followed	follow	VERB
easat-3794	98	24	very	very	ADV
easat-3794	98	25	rigorously	rigorously	ADV
easat-3794	98	26	.	.	PUNCT
easat-3794	99	1	these	these	DET
easat-3794	99	2	protocols	protocol	NOUN
easat-3794	99	3	guarantee	guarantee	VERB
easat-3794	99	4	data	datum	NOUN
easat-3794	99	5	confidentiality	confidentiality	NOUN
easat-3794	99	6	and	and	CCONJ
easat-3794	99	7	their	their	PRON
easat-3794	99	8	safe	safe	ADJ
easat-3794	99	9	keeping	keeping	NOUN
easat-3794	99	10	.	.	PUNCT
easat-3794	100	1	3.2	3.2	NUM
easat-3794	100	2	.	.	PUNCT
easat-3794	101	1	ai	ai	VERB
easat-3794	101	2	algorithm	algorithm	PROPN
easat-3794	101	3	development	development	NOUN
easat-3794	101	4	the	the	DET
easat-3794	101	5	process	process	NOUN
easat-3794	101	6	of	of	ADP
easat-3794	101	7	designing	design	VERB
easat-3794	101	8	ai	ai	NOUN
easat-3794	101	9	algorithms	algorithms	NOUN
easat-3794	101	10	starts	start	VERB
easat-3794	101	11	with	with	ADP
easat-3794	101	12	deciding	decide	VERB
easat-3794	101	13	which	which	DET
easat-3794	101	14	algorithm	algorithm	NOUN
easat-3794	101	15	to	to	AUX
easat-3794	101	16	use	use	VERB
easat-3794	101	17	.	.	PUNCT
easat-3794	102	1	the	the	DET
easat-3794	102	2	choice	choice	NOUN
easat-3794	102	3	of	of	ADP
easat-3794	102	4	healthcare	healthcare	NOUN
easat-3794	102	5	models	model	NOUN
easat-3794	102	6	is	be	AUX
easat-3794	102	7	evidence	evidence	NOUN
easat-3794	102	8	-	-	PUNCT
easat-3794	102	9	based	base	VERB
easat-3794	102	10	or	or	CCONJ
easat-3794	102	11	problem	problem	NOUN
easat-3794	102	12	-	-	PUNCT
easat-3794	102	13	oriented	orient	VERB
easat-3794	102	14	.	.	PUNCT
easat-3794	103	1	this	this	DET
easat-3794	103	2	approach	approach	NOUN
easat-3794	103	3	entails	entail	VERB
easat-3794	103	4	utilization	utilization	NOUN
easat-3794	103	5	of	of	ADP
easat-3794	103	6	labelled	label	VERB
easat-3794	103	7	data	datum	NOUN
easat-3794	103	8	for	for	ADP
easat-3794	103	9	building	build	VERB
easat-3794	103	10	the	the	DET
easat-3794	103	11	prediction	prediction	NOUN
easat-3794	103	12	model	model	NOUN
easat-3794	103	13	.	.	PUNCT
easat-3794	104	1	decision	decision	NOUN
easat-3794	104	2	trees	tree	NOUN
easat-3794	104	3	,	,	PUNCT
easat-3794	104	4	svms	svms	NOUN
easat-3794	104	5	,	,	PUNCT
easat-3794	104	6	and	and	CCONJ
easat-3794	104	7	neural	neural	ADJ
easat-3794	104	8	networks	network	NOUN
easat-3794	104	9	are	be	AUX
easat-3794	104	10	preferred	preferred	ADJ
easat-3794	104	11	algorithms	algorithm	NOUN
easat-3794	104	12	,	,	PUNCT
easat-3794	104	13	however	however	ADV
easat-3794	104	14	,	,	PUNCT
easat-3794	104	15	other	other	ADJ
easat-3794	104	16	kinds	kind	NOUN
easat-3794	104	17	of	of	ADP
easat-3794	104	18	algorithms	algorithm	NOUN
easat-3794	104	19	can	can	AUX
easat-3794	104	20	also	also	ADV
easat-3794	104	21	meet	meet	VERB
easat-3794	104	22	this	this	DET
easat-3794	104	23	requirement	requirement	NOUN
easat-3794	104	24	.	.	PUNCT
easat-3794	105	1	supervisory	supervisory	ADJ
easat-3794	105	2	learning	learning	NOUN
easat-3794	105	3	systems	system	NOUN
easat-3794	105	4	may	may	AUX
easat-3794	105	5	provide	provide	VERB
easat-3794	105	6	pretty	pretty	ADV
easat-3794	105	7	good	good	ADJ
easat-3794	105	8	performance	performance	NOUN
easat-3794	105	9	in	in	ADP
easat-3794	105	10	terms	term	NOUN
easat-3794	105	11	of	of	ADP
easat-3794	105	12	patient	patient	ADJ
easat-3794	105	13	data	datum	NOUN
easat-3794	105	14	to	to	PART
easat-3794	105	15	predict	predict	VERB
easat-3794	105	16	the	the	DET
easat-3794	105	17	outcomes	outcome	NOUN
easat-3794	105	18	given	give	VERB
easat-3794	105	19	enough	enough	ADJ
easat-3794	105	20	labeled	label	VERB
easat-3794	105	21	data	data	NOUN
easat-3794	105	22	points	point	NOUN
easat-3794	105	23	.	.	PUNCT
easat-3794	106	1	they	they	PRON
easat-3794	106	2	are	be	AUX
easat-3794	106	3	the	the	DET
easat-3794	106	4	categories	category	NOUN
easat-3794	106	5	designed	design	VERB
easat-3794	106	6	to	to	PART
easat-3794	106	7	work	work	VERB
easat-3794	106	8	with	with	ADP
easat-3794	106	9	big	big	ADJ
easat-3794	106	10	data	datum	NOUN
easat-3794	106	11	sets	set	NOUN
easat-3794	106	12	and	and	CCONJ
easat-3794	106	13	find	find	VERB
easat-3794	106	14	out	out	ADP
easat-3794	106	15	patterns	pattern	NOUN
easat-3794	106	16	without	without	ADP
easat-3794	106	17	having	having	AUX
easat-3794	106	18	categorized	categorize	VERB
easat-3794	106	19	examples	example	NOUN
easat-3794	106	20	.	.	PUNCT
easat-3794	107	1	deep	deep	ADJ
easat-3794	107	2	learning	learn	VERB
easat-3794	107	3	neural	neural	ADJ
easat-3794	107	4	networks	network	NOUN
easat-3794	107	5	having	have	VERB
easat-3794	107	6	one	one	NUM
easat-3794	107	7	or	or	CCONJ
easat-3794	107	8	more	more	ADV
easat-3794	107	9	hidden	hidden	ADJ
easat-3794	107	10	layers	layer	NOUN
easat-3794	107	11	are	be	AUX
easat-3794	107	12	used	use	VERB
easat-3794	107	13	in	in	ADP
easat-3794	107	14	medical	medical	ADJ
easat-3794	107	15	imaging	imaging	NOUN
easat-3794	107	16	analysis	analysis	NOUN
easat-3794	107	17	and	and	CCONJ
easat-3794	107	18	natural	natural	ADJ
easat-3794	107	19	language	language	NOUN
easat-3794	107	20	processing	processing	NOUN
easat-3794	107	21	.	.	PUNCT
easat-3794	108	1	different	different	ADJ
easat-3794	108	2	designs	design	NOUN
easat-3794	108	3	of	of	ADP
easat-3794	108	4	networks	network	NOUN
easat-3794	108	5	;	;	PUNCT
easat-3794	108	6	the	the	DET
easat-3794	108	7	recurrent	recurrent	ADJ
easat-3794	108	8	neural	neural	ADJ
easat-3794	108	9	network	network	NOUN
easat-3794	108	10	(	(	PUNCT
easat-3794	108	11	rnn	rnn	PROPN
easat-3794	108	12	)	)	PUNCT
easat-3794	108	13	,	,	PUNCT
easat-3794	108	14	long	long	ADJ
easat-3794	108	15	short	short	ADJ
easat-3794	108	16	-	-	PUNCT
easat-3794	108	17	term	term	NOUN
easat-3794	108	18	memory	memory	NOUN
easat-3794	108	19	network	network	NOUN
easat-3794	108	20	,	,	PUNCT
easat-3794	108	21	can	can	AUX
easat-3794	108	22	evaluate	evaluate	VERB
easat-3794	108	23	sequential	sequential	ADJ
easat-3794	108	24	data	datum	NOUN
easat-3794	108	25	such	such	ADJ
easat-3794	108	26	as	as	ADP
easat-3794	108	27	ehrs	ehrs	PROPN
easat-3794	108	28	,	,	PUNCT
easat-3794	108	29	while	while	SCONJ
easat-3794	108	30	cnns	cnn	NOUN
easat-3794	108	31	are	be	AUX
easat-3794	108	32	used	use	VERB
easat-3794	108	33	for	for	ADP
easat-3794	108	34	picture	picture	NOUN
easat-3794	108	35	diagnosis	diagnosis	NOUN
easat-3794	109	1	[	[	X
easat-3794	109	2	13	13	NUM
easat-3794	109	3	]	]	PUNCT
easat-3794	109	4	.	.	PUNCT
easat-3794	110	1	lastly	lastly	ADV
easat-3794	110	2	,	,	PUNCT
easat-3794	110	3	reinforcement	reinforcement	NOUN
easat-3794	110	4	learning	learning	NOUN
easat-3794	110	5	techniques	technique	NOUN
easat-3794	110	6	may	may	AUX
easat-3794	110	7	be	be	AUX
easat-3794	110	8	applied	apply	VERB
easat-3794	110	9	in	in	ADP
easat-3794	110	10	the	the	DET
easat-3794	110	11	sequential	sequential	ADJ
easat-3794	110	12	nature	nature	NOUN
easat-3794	110	13	of	of	ADP
easat-3794	110	14	ai	ai	NOUN
easat-3794	110	15	problems	problem	NOUN
easat-3794	110	16	such	such	ADJ
easat-3794	110	17	as	as	ADP
easat-3794	110	18	individualized	individualized	ADJ
easat-3794	110	19	treatment	treatment	NOUN
easat-3794	110	20	and	and	CCONJ
easat-3794	110	21	surgical	surgical	ADJ
easat-3794	110	22	procedures	procedure	NOUN
easat-3794	110	23	.	.	PUNCT
easat-3794	111	1	3.3	3.3	NUM
easat-3794	111	2	.	.	PUNCT
easat-3794	112	1	case	case	NOUN
easat-3794	112	2	study	study	NOUN
easat-3794	112	3	:	:	PUNCT
easat-3794	112	4	ai	ai	ADJ
easat-3794	112	5	-	-	PUNCT
easat-3794	112	6	driven	drive	VERB
easat-3794	112	7	data	datum	NOUN
easat-3794	112	8	fusion	fusion	NOUN
easat-3794	112	9	with	with	ADP
easat-3794	112	10	precision	precision	NOUN
easat-3794	112	11	medicine	medicine	NOUN
easat-3794	112	12	at	at	ADP
easat-3794	112	13	mayo	mayo	PROPN
easat-3794	112	14	clinic	clinic	PROPN
easat-3794	112	15	mayo	mayo	PROPN
easat-3794	112	16	clinic	clinic	PROPN
easat-3794	112	17	is	be	AUX
easat-3794	112	18	leading	lead	VERB
easat-3794	112	19	the	the	DET
easat-3794	112	20	way	way	NOUN
easat-3794	112	21	toward	toward	ADP
easat-3794	112	22	precision	precision	NOUN
easat-3794	112	23	medicine	medicine	NOUN
easat-3794	112	24	based	base	VERB
easat-3794	112	25	on	on	ADP
easat-3794	112	26	data	data	NOUN
easat-3794	112	27	analytics	analytic	NOUN
easat-3794	112	28	powered	power	VERB
easat-3794	112	29	by	by	ADP
easat-3794	112	30	artificial	artificial	ADJ
easat-3794	112	31	intelligence	intelligence	NOUN
easat-3794	112	32	in	in	ADP
easat-3794	112	33	healthcare	healthcare	NOUN
easat-3794	112	34	organizations	organization	NOUN
easat-3794	112	35	like	like	ADP
easat-3794	112	36	it	it	PRON
easat-3794	112	37	.	.	PUNCT
easat-3794	113	1	each	each	PRON
easat-3794	113	2	of	of	ADP
easat-3794	113	3	these	these	PRON
easat-3794	113	4	has	have	AUX
easat-3794	113	5	been	be	AUX
easat-3794	113	6	pioneers	pioneer	NOUN
easat-3794	113	7	in	in	ADP
easat-3794	113	8	efforts	effort	NOUN
easat-3794	113	9	to	to	PART
easat-3794	113	10	improve	improve	VERB
easat-3794	113	11	diagnostic	diagnostic	ADJ
easat-3794	113	12	accuracy	accuracy	NOUN
easat-3794	113	13	,	,	PUNCT
easat-3794	113	14	tailor	tailor	NOUN
easat-3794	113	15	treatment	treatment	NOUN
easat-3794	113	16	,	,	PUNCT
easat-3794	113	17	and	and	CCONJ
easat-3794	113	18	improve	improve	VERB
easat-3794	113	19	operations	operation	NOUN
easat-3794	113	20	.	.	PUNCT
easat-3794	114	1	in	in	ADP
easat-3794	114	2	this	this	DET
easat-3794	114	3	case	case	NOUN
easat-3794	114	4	study	study	NOUN
easat-3794	114	5	,	,	PUNCT
easat-3794	114	6	one	one	PRON
easat-3794	114	7	analyzes	analyze	VERB
easat-3794	114	8	their	their	PRON
easat-3794	114	9	techniques	technique	NOUN
easat-3794	114	10	for	for	ADP
easat-3794	114	11	building	build	VERB
easat-3794	114	12	ai	ai	VERB
easat-3794	114	13	based	base	VERB
easat-3794	114	14	data	data	NOUN
easat-3794	114	15	fusion	fusion	NOUN
easat-3794	114	16	centers	center	NOUN
easat-3794	114	17	in	in	ADP
easat-3794	114	18	detail	detail	NOUN
easat-3794	114	19	.	.	PUNCT
easat-3794	115	1	special	special	ADJ
easat-3794	115	2	attention	attention	NOUN
easat-3794	115	3	is	be	AUX
easat-3794	115	4	given	give	VERB
easat-3794	115	5	to	to	ADP
easat-3794	115	6	their	their	PRON
easat-3794	115	7	data	datum	NOUN
easat-3794	115	8	gathering	gathering	NOUN
easat-3794	115	9	tactics	tactic	NOUN
easat-3794	115	10	,	,	PUNCT
easat-3794	115	11	building	building	NOUN
easat-3794	115	12	of	of	ADP
easat-3794	115	13	ai	ai	PROPN
easat-3794	115	14	algorithms	algorithms	NOUN
easat-3794	115	15	,	,	PUNCT
easat-3794	115	16	validation	validation	NOUN
easat-3794	115	17	procedures	procedure	NOUN
easat-3794	115	18	,	,	PUNCT
easat-3794	115	19	and	and	CCONJ
easat-3794	115	20	strategic	strategic	ADJ
easat-3794	115	21	deployment	deployment	NOUN
easat-3794	115	22	procedures	procedure	NOUN
easat-3794	115	23	.	.	PUNCT
easat-3794	116	1	mayo	mayo	PROPN
easat-3794	116	2	clinic	clinic	PROPN
easat-3794	116	3	is	be	AUX
easat-3794	116	4	leading	lead	VERB
easat-3794	116	5	the	the	DET
easat-3794	116	6	way	way	NOUN
easat-3794	116	7	toward	toward	ADP
easat-3794	116	8	precision	precision	NOUN
easat-3794	116	9	medicine	medicine	NOUN
easat-3794	116	10	based	base	VERB
easat-3794	116	11	on	on	ADP
easat-3794	116	12	data	data	NOUN
easat-3794	116	13	analytics	analytic	NOUN
easat-3794	116	14	powered	power	VERB
easat-3794	116	15	by	by	ADP
easat-3794	116	16	artificial	artificial	ADJ
easat-3794	116	17	intelligence	intelligence	NOUN
easat-3794	116	18	in	in	ADP
easat-3794	116	19	healthcare	healthcare	NOUN
easat-3794	116	20	organizations	organization	NOUN
easat-3794	116	21	like	like	ADP
easat-3794	116	22	it	it	PRON
easat-3794	116	23	.	.	PUNCT
easat-3794	117	1	each	each	PRON
easat-3794	117	2	of	of	ADP
easat-3794	117	3	these	these	PRON
easat-3794	117	4	has	have	AUX
easat-3794	117	5	been	be	AUX
easat-3794	117	6	pioneers	pioneer	NOUN
easat-3794	117	7	in	in	ADP
easat-3794	117	8	efforts	effort	NOUN
easat-3794	117	9	to	to	PART
easat-3794	117	10	improve	improve	VERB
easat-3794	117	11	diagnostic	diagnostic	ADJ
easat-3794	117	12	accuracy	accuracy	NOUN
easat-3794	117	13	,	,	PUNCT
easat-3794	117	14	tailor	tailor	NOUN
easat-3794	117	15	treatment	treatment	NOUN
easat-3794	117	16	,	,	PUNCT
easat-3794	117	17	and	and	CCONJ
easat-3794	117	18	improve	improve	VERB
easat-3794	117	19	operations	operation	NOUN
easat-3794	117	20	[	[	X
easat-3794	117	21	14	14	NUM
easat-3794	117	22	]	]	PUNCT
easat-3794	117	23	.	.	PUNCT
easat-3794	118	1	their	their	PRON
easat-3794	118	2	strategy	strategy	NOUN
easat-3794	118	3	places	place	VERB
easat-3794	118	4	an	an	DET
easat-3794	118	5	emphasis	emphasis	NOUN
easat-3794	118	6	on	on	ADP
easat-3794	118	7	:	:	PUNCT
easat-3794	118	8	data	data	NOUN
easat-3794	118	9	collection	collection	NOUN
easat-3794	118	10	:	:	PUNCT
easat-3794	118	11	the	the	DET
easat-3794	118	12	mayo	mayo	NOUN
easat-3794	118	13	clinic	clinic	NOUN
easat-3794	118	14	is	be	AUX
easat-3794	118	15	burdened	burden	VERB
easat-3794	118	16	with	with	ADP
easat-3794	118	17	the	the	DET
easat-3794	118	18	responsibility	responsibility	NOUN
easat-3794	118	19	of	of	ADP
easat-3794	118	20	collecting	collect	VERB
easat-3794	118	21	a	a	DET
easat-3794	118	22	considerable	considerable	ADJ
easat-3794	118	23	amount	amount	NOUN
easat-3794	118	24	of	of	ADP
easat-3794	118	25	patient	patient	ADJ
easat-3794	118	26	data	datum	NOUN
easat-3794	118	27	,	,	PUNCT
easat-3794	118	28	which	which	PRON
easat-3794	118	29	includes	include	VERB
easat-3794	118	30	information	information	NOUN
easat-3794	118	31	from	from	ADP
easat-3794	118	32	wearable	wearable	ADJ
easat-3794	118	33	sensors	sensor	NOUN
easat-3794	118	34	,	,	PUNCT
easat-3794	118	35	imaging	imaging	NOUN
easat-3794	118	36	data	datum	NOUN
easat-3794	118	37	,	,	PUNCT
easat-3794	118	38	and	and	CCONJ
easat-3794	118	39	electronic	electronic	ADJ
easat-3794	118	40	health	health	NOUN
easat-3794	118	41	records	record	NOUN
easat-3794	118	42	(	(	PUNCT
easat-3794	118	43	ehrs	ehrs	PROPN
easat-3794	118	44	)	)	PUNCT
easat-3794	118	45	.	.	PUNCT
easat-3794	119	1	a	a	DET
easat-3794	119	2	guarantee	guarantee	NOUN
easat-3794	119	3	of	of	ADP
easat-3794	119	4	real	real	ADJ
easat-3794	119	5	-	-	PUNCT
easat-3794	119	6	time	time	NOUN
easat-3794	119	7	data	datum	NOUN
easat-3794	119	8	integration	integration	NOUN
easat-3794	119	9	is	be	AUX
easat-3794	119	10	provided	provide	VERB
easat-3794	119	11	by	by	ADP
easat-3794	119	12	the	the	DET
easat-3794	119	13	collaboration	collaboration	NOUN
easat-3794	119	14	with	with	ADP
easat-3794	119	15	technology	technology	NOUN
easat-3794	119	16	companies	company	NOUN
easat-3794	119	17	such	such	ADJ
easat-3794	119	18	as	as	ADP
easat-3794	119	19	ibm	ibm	PROPN
easat-3794	119	20	watson	watson	PROPN
easat-3794	119	21	.	.	PUNCT
easat-3794	120	1	by	by	ADP
easat-3794	120	2	using	use	VERB
easat-3794	120	3	federated	federated	ADJ
easat-3794	120	4	learning	learning	NOUN
easat-3794	120	5	techniques	technique	NOUN
easat-3794	120	6	,	,	PUNCT
easat-3794	120	7	the	the	DET
easat-3794	120	8	mayo	mayo	NOUN
easat-3794	120	9	clinic	clinic	NOUN
easat-3794	120	10	can	can	AUX
easat-3794	120	11	get	get	VERB
easat-3794	120	12	access	access	NOUN
easat-3794	120	13	to	to	ADP
easat-3794	120	14	decentralized	decentralized	ADJ
easat-3794	120	15	datasets	dataset	NOUN
easat-3794	120	16	that	that	PRON
easat-3794	120	17	are	be	AUX
easat-3794	120	18	provided	provide	VERB
easat-3794	120	19	by	by	ADP
easat-3794	120	20	partner	partner	NOUN
easat-3794	120	21	institutions	institution	NOUN
easat-3794	120	22	without	without	ADP
easat-3794	120	23	compromising	compromise	VERB
easat-3794	120	24	the	the	DET
easat-3794	120	25	security	security	NOUN
easat-3794	120	26	of	of	ADP
easat-3794	120	27	patient	patient	ADJ
easat-3794	120	28	information	information	NOUN
easat-3794	120	29	[	[	X
easat-3794	120	30	15	15	NUM
easat-3794	120	31	]	]	PUNCT
easat-3794	120	32	.	.	PUNCT
easat-3794	121	1	ai	ai	VERB
easat-3794	121	2	algorithm	algorithm	NOUN
easat-3794	121	3	development	development	NOUN
easat-3794	121	4	:	:	PUNCT
easat-3794	121	5	in	in	ADP
easat-3794	121	6	addition	addition	NOUN
easat-3794	121	7	,	,	PUNCT
easat-3794	121	8	the	the	DET
easat-3794	121	9	mayo	mayo	NOUN
easat-3794	121	10	clinic	clinic	PROPN
easat-3794	121	11	has	have	VERB
easat-3794	121	12	the	the	DET
easat-3794	121	13	challenge	challenge	NOUN
easat-3794	121	14	of	of	ADP
easat-3794	121	15	handling	handle	VERB
easat-3794	121	16	a	a	DET
easat-3794	121	17	large	large	ADJ
easat-3794	121	18	volume	volume	NOUN
easat-3794	121	19	of	of	ADP
easat-3794	121	20	data	datum	NOUN
easat-3794	121	21	accrued	accrue	VERB
easat-3794	121	22	from	from	ADP
easat-3794	121	23	wearable	wearable	ADJ
easat-3794	121	24	sensors	sensor	NOUN
easat-3794	121	25	,	,	PUNCT
easat-3794	121	26	images	image	NOUN
easat-3794	121	27	,	,	PUNCT
easat-3794	121	28	and	and	CCONJ
easat-3794	121	29	ehrs	ehrs	X
easat-3794	121	30	.	.	PUNCT
easat-3794	122	1	ensuring	ensure	VERB
easat-3794	122	2	real	real	ADJ
easat-3794	122	3	-	-	PUNCT
easat-3794	122	4	time	time	NOUN
easat-3794	122	5	data	datum	NOUN
easat-3794	122	6	integration	integration	NOUN
easat-3794	122	7	can	can	AUX
easat-3794	122	8	be	be	AUX
easat-3794	122	9	guaranteed	guarantee	VERB
easat-3794	122	10	through	through	ADP
easat-3794	122	11	working	work	VERB
easat-3794	122	12	with	with	ADP
easat-3794	122	13	technological	technological	ADJ
easat-3794	122	14	companies	company	NOUN
easat-3794	122	15	such	such	ADJ
easat-3794	122	16	as	as	ADP
easat-3794	122	17	ibm	ibm	PROPN
easat-3794	122	18	watson	watson	PROPN
easat-3794	122	19	.	.	PUNCT
easat-3794	123	1	by	by	ADP
easat-3794	123	2	using	use	VERB
easat-3794	123	3	federated	federated	ADJ
easat-3794	123	4	learning	learning	NOUN
easat-3794	123	5	techniques	technique	NOUN
easat-3794	123	6	,	,	PUNCT
easat-3794	123	7	the	the	DET
easat-3794	123	8	mayo	mayo	NOUN
easat-3794	123	9	clinic	clinic	NOUN
easat-3794	123	10	can	can	AUX
easat-3794	123	11	gain	gain	VERB
easat-3794	123	12	access	access	NOUN
easat-3794	123	13	to	to	ADP
easat-3794	123	14	decentralized	decentralize	VERB
easat-3794	123	15	datasets	dataset	NOUN
easat-3794	123	16	which	which	PRON
easat-3794	123	17	are	be	AUX
easat-3794	123	18	provided	provide	VERB
easat-3794	123	19	from	from	ADP
easat-3794	123	20	partner	partner	NOUN
easat-3794	123	21	institutions	institution	NOUN
easat-3794	123	22	without	without	ADP
easat-3794	123	23	detriment	detriment	NOUN
easat-3794	123	24	to	to	ADP
easat-3794	123	25	the	the	DET
easat-3794	123	26	privacy	privacy	NOUN
easat-3794	123	27	of	of	ADP
easat-3794	123	28	patient	patient	ADJ
easat-3794	123	29	information	information	NOUN
easat-3794	123	30	[	[	X
easat-3794	123	31	16	16	NUM
easat-3794	123	32	]	]	PUNCT
easat-3794	123	33	.	.	PUNCT
easat-3794	124	1	8328	8328	NUM
easat-3794	124	2	edelweiss	edelweiss	PROPN
easat-3794	124	3	applied	apply	VERB
easat-3794	124	4	science	science	NOUN
easat-3794	124	5	and	and	CCONJ
easat-3794	124	6	technology	technology	NOUN
easat-3794	124	7	issn	issn	PROPN
easat-3794	124	8	:	:	PUNCT
easat-3794	124	9	2576	2576	NUM
easat-3794	124	10	-	-	SYM
easat-3794	124	11	8484	8484	NUM
easat-3794	124	12	vol	vol	NOUN
easat-3794	124	13	.	.	PROPN
easat-3794	124	14	8	8	NUM
easat-3794	124	15	,	,	PUNCT
easat-3794	124	16	no	no	INTJ
easat-3794	124	17	.	.	NOUN
easat-3794	125	1	6	6	NUM
easat-3794	125	2	:	:	PUNCT
easat-3794	125	3	8322	8322	NUM
easat-3794	125	4	-	-	SYM
easat-3794	125	5	8332	8332	NUM
easat-3794	125	6	,	,	PUNCT
easat-3794	125	7	2024	2024	NUM
easat-3794	125	8	doi	doi	NOUN
easat-3794	125	9	:	:	PUNCT
easat-3794	125	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	125	11	©	©	ADP
easat-3794	125	12	2024	2024	NUM
easat-3794	125	13	by	by	ADP
easat-3794	125	14	the	the	DET
easat-3794	125	15	authors	author	NOUN
easat-3794	125	16	;	;	PUNCT
easat-3794	125	17	licensee	licensee	PROPN
easat-3794	125	18	learning	learn	VERB
easat-3794	125	19	gate	gate	PROPN
easat-3794	125	20	figure	figure	NOUN
easat-3794	125	21	5	5	NUM
easat-3794	125	22	.	.	PUNCT
easat-3794	125	23	mayo	mayo	PROPN
easat-3794	125	24	clinic	clinic	PROPN
easat-3794	125	25	ai	ai	PROPN
easat-3794	125	26	algorithm	algorithm	NOUN
easat-3794	125	27	analysis	analysis	NOUN
easat-3794	125	28	for	for	ADP
easat-3794	125	29	procedure	procedure	NOUN
easat-3794	125	30	duration	duration	NOUN
easat-3794	125	31	.	.	PUNCT
easat-3794	126	1	validation	validation	NOUN
easat-3794	126	2	and	and	CCONJ
easat-3794	126	3	testing	testing	NOUN
easat-3794	126	4	:	:	PUNCT
easat-3794	126	5	mayo	mayo	PROPN
easat-3794	126	6	clinic	clinic	PROPN
easat-3794	126	7	uses	use	VERB
easat-3794	126	8	a	a	DET
easat-3794	126	9	large	large	ADJ
easat-3794	126	10	spectrum	spectrum	NOUN
easat-3794	126	11	of	of	ADP
easat-3794	126	12	datasets	dataset	NOUN
easat-3794	126	13	of	of	ADP
easat-3794	126	14	its	its	PRON
easat-3794	126	15	multicenter	multicenter	ADJ
easat-3794	126	16	network	network	NOUN
easat-3794	126	17	to	to	PART
easat-3794	126	18	provide	provide	VERB
easat-3794	126	19	comprehensive	comprehensive	ADJ
easat-3794	126	20	evaluation	evaluation	NOUN
easat-3794	126	21	of	of	ADP
easat-3794	126	22	artificial	artificial	ADJ
easat-3794	126	23	intelligence	intelligence	NOUN
easat-3794	126	24	systems	system	NOUN
easat-3794	126	25	.	.	PUNCT
easat-3794	127	1	this	this	DET
easat-3794	127	2	assessment	assessment	NOUN
easat-3794	127	3	is	be	AUX
easat-3794	127	4	done	do	VERB
easat-3794	127	5	to	to	PART
easat-3794	127	6	ensure	ensure	VERB
easat-3794	127	7	that	that	SCONJ
easat-3794	127	8	the	the	DET
easat-3794	127	9	system	system	NOUN
easat-3794	127	10	remains	remain	VERB
easat-3794	127	11	general	general	ADJ
easat-3794	127	12	and	and	CCONJ
easat-3794	127	13	not	not	PART
easat-3794	127	14	specific	specific	ADJ
easat-3794	127	15	to	to	ADP
easat-3794	127	16	one	one	NUM
easat-3794	127	17	type	type	NOUN
easat-3794	127	18	of	of	ADP
easat-3794	127	19	patient	patient	ADJ
easat-3794	127	20	population	population	NOUN
easat-3794	127	21	.	.	PUNCT
easat-3794	128	1	the	the	DET
easat-3794	128	2	mayo	mayo	PROPN
easat-3794	128	3	clinic	clinic	PROPN
easat-3794	128	4	uses	use	VERB
easat-3794	128	5	critical	critical	ADJ
easat-3794	128	6	testing	testing	NOUN
easat-3794	128	7	in	in	ADP
easat-3794	128	8	clinical	clinical	ADJ
easat-3794	128	9	settings	setting	NOUN
easat-3794	128	10	so	so	SCONJ
easat-3794	128	11	that	that	SCONJ
easat-3794	128	12	ai	ai	VERB
easat-3794	128	13	models	model	NOUN
easat-3794	128	14	are	be	AUX
easat-3794	128	15	reliable	reliable	ADJ
easat-3794	128	16	and	and	CCONJ
easat-3794	128	17	effective	effective	ADJ
easat-3794	128	18	in	in	ADP
easat-3794	128	19	delivering	deliver	VERB
easat-3794	128	20	its	its	PRON
easat-3794	128	21	applicability	applicability	NOUN
easat-3794	128	22	in	in	ADP
easat-3794	128	23	the	the	DET
easat-3794	128	24	healthcare	healthcare	NOUN
easat-3794	128	25	industry	industry	NOUN
easat-3794	129	1	[	[	X
easat-3794	129	2	17	17	NUM
easat-3794	129	3	]	]	PUNCT
easat-3794	129	4	.	.	PUNCT
easat-3794	130	1	strategy	strategy	NOUN
easat-3794	130	2	deployment	deployment	NOUN
easat-3794	130	3	:	:	PUNCT
easat-3794	130	4	in	in	ADP
easat-3794	130	5	the	the	DET
easat-3794	130	6	deployment	deployment	NOUN
easat-3794	130	7	strategy	strategy	NOUN
easat-3794	130	8	,	,	PUNCT
easat-3794	130	9	the	the	DET
easat-3794	130	10	ai	ai	NOUN
easat-3794	130	11	models	model	NOUN
easat-3794	130	12	are	be	AUX
easat-3794	130	13	applied	apply	VERB
easat-3794	130	14	at	at	ADP
easat-3794	130	15	the	the	DET
easat-3794	130	16	patient	patient	ADJ
easat-3794	130	17	evaluation	evaluation	NOUN
easat-3794	130	18	level	level	NOUN
easat-3794	130	19	where	where	SCONJ
easat-3794	130	20	clinicians	clinician	NOUN
easat-3794	130	21	use	use	VERB
easat-3794	130	22	the	the	DET
easat-3794	130	23	models	model	NOUN
easat-3794	130	24	’	’	PART
easat-3794	130	25	advice	advice	NOUN
easat-3794	130	26	during	during	ADP
easat-3794	130	27	evaluation	evaluation	NOUN
easat-3794	130	28	and	and	CCONJ
easat-3794	130	29	treatment	treatment	NOUN
easat-3794	130	30	to	to	PART
easat-3794	130	31	enhance	enhance	VERB
easat-3794	130	32	early	early	ADJ
easat-3794	130	33	diagnostic	diagnostic	ADJ
easat-3794	130	34	assessment	assessment	NOUN
easat-3794	130	35	and	and	CCONJ
easat-3794	130	36	therapy	therapy	NOUN
easat-3794	130	37	.	.	PUNCT
easat-3794	131	1	these	these	DET
easat-3794	131	2	technologies	technology	NOUN
easat-3794	131	3	powered	power	VERB
easat-3794	131	4	by	by	ADP
easat-3794	131	5	artificial	artificial	ADJ
easat-3794	131	6	intelligence	intelligence	NOUN
easat-3794	131	7	work	work	NOUN
easat-3794	131	8	hand	hand	NOUN
easat-3794	131	9	in	in	ADP
easat-3794	131	10	hand	hand	NOUN
easat-3794	131	11	with	with	ADP
easat-3794	131	12	diagnostic	diagnostic	ADJ
easat-3794	131	13	procedures	procedure	NOUN
easat-3794	131	14	,	,	PUNCT
easat-3794	131	15	which	which	PRON
easat-3794	131	16	in	in	ADP
easat-3794	131	17	the	the	DET
easat-3794	131	18	long	long	ADJ
easat-3794	131	19	run	run	NOUN
easat-3794	131	20	abbreviate	abbreviate	VERB
easat-3794	131	21	the	the	DET
easat-3794	131	22	time	time	NOUN
easat-3794	131	23	taken	take	VERB
easat-3794	131	24	to	to	AUX
easat-3794	131	25	diagnose	diagnose	VERB
easat-3794	131	26	,	,	PUNCT
easat-3794	131	27	especially	especially	ADV
easat-3794	131	28	cutting	cut	VERB
easat-3794	131	29	out	out	ADP
easat-3794	131	30	huge	huge	ADJ
easat-3794	131	31	errors	error	NOUN
easat-3794	131	32	that	that	PRON
easat-3794	131	33	may	may	AUX
easat-3794	131	34	demoralize	demoralize	VERB
easat-3794	131	35	the	the	DET
easat-3794	131	36	patients	patient	NOUN
easat-3794	131	37	hence	hence	ADV
easat-3794	131	38	improving	improve	VERB
easat-3794	131	39	patient	patient	ADJ
easat-3794	131	40	satisfaction	satisfaction	NOUN
easat-3794	131	41	[	[	X
easat-3794	131	42	18	18	NUM
easat-3794	131	43	]	]	PUNCT
easat-3794	131	44	.	.	PUNCT
easat-3794	132	1	4	4	X
easat-3794	132	2	.	.	NOUN
easat-3794	132	3	results	result	NOUN
easat-3794	132	4	and	and	CCONJ
easat-3794	132	5	discussion	discussion	NOUN
easat-3794	132	6	4.1	4.1	NUM
easat-3794	132	7	.	.	PUNCT
easat-3794	133	1	the	the	DET
easat-3794	133	2	validation	validation	NOUN
easat-3794	133	3	and	and	CCONJ
easat-3794	133	4	testing	testing	NOUN
easat-3794	133	5	of	of	ADP
easat-3794	133	6	the	the	DET
easat-3794	133	7	model	model	NOUN
easat-3794	133	8	validation	validation	NOUN
easat-3794	133	9	of	of	ADP
easat-3794	133	10	the	the	DET
easat-3794	133	11	trained	train	VERB
easat-3794	133	12	model	model	NOUN
easat-3794	133	13	's	's	PART
easat-3794	133	14	performance	performance	NOUN
easat-3794	133	15	is	be	AUX
easat-3794	133	16	accomplished	accomplish	VERB
easat-3794	133	17	by	by	ADP
easat-3794	133	18	using	use	VERB
easat-3794	133	19	the	the	DET
easat-3794	133	20	test	test	NOUN
easat-3794	133	21	and	and	CCONJ
easat-3794	133	22	validation	validation	NOUN
easat-3794	133	23	datasets	dataset	NOUN
easat-3794	133	24	that	that	PRON
easat-3794	133	25	have	have	AUX
easat-3794	133	26	not	not	PART
easat-3794	133	27	been	be	AUX
easat-3794	133	28	seen	see	VERB
easat-3794	133	29	before	before	ADV
easat-3794	133	30	.	.	PUNCT
easat-3794	134	1	although	although	SCONJ
easat-3794	134	2	testing	testing	NOUN
easat-3794	134	3	examines	examine	VERB
easat-3794	134	4	how	how	SCONJ
easat-3794	134	5	well	well	ADV
easat-3794	134	6	the	the	DET
easat-3794	134	7	model	model	NOUN
easat-3794	134	8	generalizes	generalize	VERB
easat-3794	134	9	with	with	ADP
easat-3794	134	10	new	new	ADJ
easat-3794	134	11	data	datum	NOUN
easat-3794	134	12	,	,	PUNCT
easat-3794	134	13	validation	validation	NOUN
easat-3794	134	14	entails	entail	VERB
easat-3794	134	15	modifying	modify	VERB
easat-3794	134	16	hyperparameters	hyperparameter	NOUN
easat-3794	134	17	to	to	PART
easat-3794	134	18	obtain	obtain	VERB
easat-3794	134	19	optimum	optimum	ADJ
easat-3794	134	20	performance	performance	NOUN
easat-3794	134	21	.	.	PUNCT
easat-3794	135	1	validation	validation	NOUN
easat-3794	135	2	is	be	AUX
easat-3794	135	3	the	the	DET
easat-3794	135	4	process	process	NOUN
easat-3794	135	5	of	of	ADP
easat-3794	135	6	achieving	achieve	VERB
easat-3794	135	7	optimal	optimal	ADJ
easat-3794	135	8	performance	performance	NOUN
easat-3794	135	9	.	.	PUNCT
easat-3794	136	1	based	base	VERB
easat-3794	136	2	on	on	ADP
easat-3794	136	3	the	the	DET
easat-3794	136	4	job	job	NOUN
easat-3794	136	5	at	at	ADP
easat-3794	136	6	hand	hand	NOUN
easat-3794	136	7	,	,	PUNCT
easat-3794	136	8	several	several	ADJ
easat-3794	136	9	different	different	ADJ
easat-3794	136	10	metrics	metric	NOUN
easat-3794	136	11	are	be	AUX
easat-3794	136	12	used	use	VERB
easat-3794	136	13	to	to	PART
easat-3794	136	14	assess	assess	VERB
easat-3794	136	15	the	the	DET
easat-3794	136	16	performance	performance	NOUN
easat-3794	136	17	of	of	ADP
easat-3794	136	18	an	an	DET
easat-3794	136	19	artificial	artificial	ADJ
easat-3794	136	20	intelligence	intelligence	NOUN
easat-3794	136	21	model	model	NOUN
easat-3794	136	22	.	.	PUNCT
easat-3794	137	1	metrics	metric	NOUN
easat-3794	137	2	like	like	ADP
easat-3794	137	3	accuracy	accuracy	NOUN
easat-3794	137	4	,	,	PUNCT
easat-3794	137	5	precision	precision	NOUN
easat-3794	137	6	,	,	PUNCT
easat-3794	137	7	recall	recall	NOUN
easat-3794	137	8	,	,	PUNCT
easat-3794	137	9	f1	f1	NOUN
easat-3794	137	10	score	score	NOUN
easat-3794	137	11	,	,	PUNCT
easat-3794	137	12	and	and	CCONJ
easat-3794	137	13	roc	roc	NOUN
easat-3794	137	14	-	-	PUNCT
easat-3794	137	15	auc	auc	NOUN
easat-3794	137	16	are	be	AUX
easat-3794	137	17	often	often	ADV
easat-3794	137	18	taken	take	VERB
easat-3794	137	19	into	into	ADP
easat-3794	137	20	consideration	consideration	NOUN
easat-3794	137	21	while	while	SCONJ
easat-3794	137	22	performing	perform	VERB
easat-3794	137	23	classification	classification	NOUN
easat-3794	137	24	tasks	task	NOUN
easat-3794	137	25	.	.	PUNCT
easat-3794	138	1	mean	mean	VERB
easat-3794	138	2	squared	square	VERB
easat-3794	138	3	error	error	NOUN
easat-3794	138	4	(	(	PUNCT
easat-3794	138	5	mse	mse	NOUN
easat-3794	138	6	)	)	PUNCT
easat-3794	138	7	or	or	CCONJ
easat-3794	138	8	r	r	NOUN
easat-3794	138	9	-	-	PUNCT
easat-3794	138	10	squared	square	VERB
easat-3794	138	11	is	be	AUX
easat-3794	138	12	the	the	DET
easat-3794	138	13	ideal	ideal	ADJ
easat-3794	138	14	method	method	NOUN
easat-3794	138	15	for	for	ADP
easat-3794	138	16	solving	solve	VERB
easat-3794	138	17	regression	regression	NOUN
easat-3794	138	18	problems	problem	NOUN
easat-3794	138	19	.	.	PUNCT
easat-3794	139	1	for	for	ADP
easat-3794	139	2	ensuring	ensure	VERB
easat-3794	139	3	that	that	SCONJ
easat-3794	139	4	the	the	DET
easat-3794	139	5	outputs	output	NOUN
easat-3794	139	6	of	of	ADP
easat-3794	139	7	the	the	DET
easat-3794	139	8	model	model	NOUN
easat-3794	139	9	are	be	AUX
easat-3794	139	10	reliable	reliable	ADJ
easat-3794	139	11	across	across	ADP
easat-3794	139	12	a	a	DET
easat-3794	139	13	variety	variety	NOUN
easat-3794	139	14	of	of	ADP
easat-3794	139	15	healthcare	healthcare	NOUN
easat-3794	139	16	settings	setting	NOUN
easat-3794	139	17	or	or	CCONJ
easat-3794	139	18	populations	population	NOUN
easat-3794	139	19	,	,	PUNCT
easat-3794	139	20	it	it	PRON
easat-3794	139	21	is	be	AUX
easat-3794	139	22	essential	essential	ADJ
easat-3794	139	23	to	to	PART
easat-3794	139	24	conduct	conduct	VERB
easat-3794	139	25	external	external	ADJ
easat-3794	139	26	validation	validation	NOUN
easat-3794	139	27	by	by	ADP
easat-3794	139	28	making	make	VERB
easat-3794	139	29	use	use	NOUN
easat-3794	139	30	of	of	ADP
easat-3794	139	31	datasets	dataset	NOUN
easat-3794	139	32	originating	originate	VERB
easat-3794	139	33	from	from	ADP
easat-3794	139	34	a	a	DET
easat-3794	139	35	variety	variety	NOUN
easat-3794	139	36	of	of	ADP
easat-3794	139	37	institutions	institution	NOUN
easat-3794	139	38	or	or	CCONJ
easat-3794	139	39	nations	nation	NOUN
easat-3794	139	40	[	[	X
easat-3794	139	41	19	19	NUM
easat-3794	139	42	]	]	PUNCT
easat-3794	139	43	.	.	PUNCT
easat-3794	140	1	8329	8329	NUM
easat-3794	140	2	edelweiss	edelweiss	PROPN
easat-3794	140	3	applied	apply	VERB
easat-3794	140	4	science	science	NOUN
easat-3794	140	5	and	and	CCONJ
easat-3794	140	6	technology	technology	NOUN
easat-3794	140	7	issn	issn	PROPN
easat-3794	140	8	:	:	PUNCT
easat-3794	140	9	2576	2576	NUM
easat-3794	140	10	-	-	SYM
easat-3794	140	11	8484	8484	NUM
easat-3794	140	12	vol	vol	NOUN
easat-3794	140	13	.	.	PROPN
easat-3794	140	14	8	8	NUM
easat-3794	140	15	,	,	PUNCT
easat-3794	140	16	no	no	INTJ
easat-3794	140	17	.	.	NOUN
easat-3794	141	1	6	6	NUM
easat-3794	141	2	:	:	PUNCT
easat-3794	141	3	8322	8322	NUM
easat-3794	141	4	-	-	SYM
easat-3794	141	5	8332	8332	NUM
easat-3794	141	6	,	,	PUNCT
easat-3794	141	7	2024	2024	NUM
easat-3794	141	8	doi	doi	NOUN
easat-3794	141	9	:	:	PUNCT
easat-3794	141	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	141	11	©	©	ADP
easat-3794	141	12	2024	2024	NUM
easat-3794	141	13	by	by	ADP
easat-3794	141	14	the	the	DET
easat-3794	141	15	authors	author	NOUN
easat-3794	141	16	;	;	PUNCT
easat-3794	141	17	licensee	licensee	PROPN
easat-3794	141	18	learning	learning	NOUN
easat-3794	141	19	gate	gate	NOUN
easat-3794	141	20	4.2	4.2	NUM
easat-3794	141	21	.	.	PUNCT
easat-3794	142	1	outcome	outcome	VERB
easat-3794	142	2	•	•	NOUN
easat-3794	142	3	improved	improve	VERB
easat-3794	142	4	diagnostic	diagnostic	ADJ
easat-3794	142	5	accuracy	accuracy	NOUN
easat-3794	142	6	:	:	PUNCT
easat-3794	142	7	diagnosis	diagnosis	NOUN
easat-3794	142	8	from	from	ADP
easat-3794	142	9	other	other	ADJ
easat-3794	142	10	imaging	imaging	NOUN
easat-3794	142	11	tests	test	NOUN
easat-3794	142	12	including	include	VERB
easat-3794	142	13	x	x	NOUN
easat-3794	142	14	-	-	NOUN
easat-3794	142	15	rays	ray	NOUN
easat-3794	142	16	,	,	PUNCT
easat-3794	142	17	mris	mris	NOUN
easat-3794	142	18	,	,	PUNCT
easat-3794	142	19	and	and	CCONJ
easat-3794	142	20	ct	ct	NUM
easat-3794	142	21	scans	scan	NOUN
easat-3794	142	22	were	be	AUX
easat-3794	142	23	other	other	ADJ
easat-3794	142	24	areas	area	NOUN
easat-3794	142	25	where	where	SCONJ
easat-3794	142	26	ai	ai	VERB
easat-3794	142	27	models	model	NOUN
easat-3794	142	28	proved	prove	VERB
easat-3794	142	29	to	to	PART
easat-3794	142	30	have	have	VERB
easat-3794	142	31	higher	high	ADJ
easat-3794	142	32	accuracy	accuracy	NOUN
easat-3794	142	33	rates	rate	NOUN
easat-3794	142	34	of	of	ADP
easat-3794	142	35	more	more	ADJ
easat-3794	142	36	than	than	ADP
easat-3794	142	37	90	90	NUM
easat-3794	142	38	%	%	NOUN
easat-3794	142	39	in	in	ADP
easat-3794	142	40	diagnosis	diagnosis	NOUN
easat-3794	142	41	of	of	ADP
easat-3794	142	42	cancers	cancer	NOUN
easat-3794	142	43	,	,	PUNCT
easat-3794	142	44	fractures	fracture	NOUN
easat-3794	142	45	as	as	ADV
easat-3794	142	46	well	well	ADV
easat-3794	142	47	as	as	ADP
easat-3794	142	48	cardiovascular	cardiovascular	ADJ
easat-3794	142	49	diseases	disease	NOUN
easat-3794	142	50	.	.	PUNCT
easat-3794	143	1	example	example	NOUN
easat-3794	143	2	:	:	PUNCT
easat-3794	143	3	in	in	ADP
easat-3794	143	4	a	a	DET
easat-3794	143	5	clinical	clinical	ADJ
easat-3794	143	6	scenario	scenario	NOUN
easat-3794	143	7	using	use	VERB
easat-3794	143	8	mammograms	mammogram	NOUN
easat-3794	143	9	,	,	PUNCT
easat-3794	143	10	convolutional	convolutional	ADJ
easat-3794	143	11	neural	neural	ADJ
easat-3794	143	12	networks	network	NOUN
easat-3794	143	13	(	(	PUNCT
easat-3794	143	14	cnns	cnns	PROPN
easat-3794	143	15	)	)	PUNCT
easat-3794	143	16	improved	improve	VERB
easat-3794	143	17	the	the	DET
easat-3794	143	18	ratio	ratio	NOUN
easat-3794	143	19	of	of	ADP
easat-3794	143	20	false	false	ADJ
easat-3794	143	21	negatives	negative	NOUN
easat-3794	143	22	by	by	ADP
easat-3794	143	23	25	25	NUM
easat-3794	143	24	percent	percent	NOUN
easat-3794	143	25	compared	compare	VERB
easat-3794	143	26	with	with	ADP
easat-3794	143	27	that	that	PRON
easat-3794	143	28	obtained	obtain	VERB
easat-3794	143	29	by	by	ADP
easat-3794	143	30	conventional	conventional	ADJ
easat-3794	143	31	approaches	approach	NOUN
easat-3794	143	32	[	[	X
easat-3794	143	33	20	20	NUM
easat-3794	143	34	]	]	PUNCT
easat-3794	143	35	.	.	PUNCT
easat-3794	144	1	•	•	NUM
easat-3794	144	2	enhanced	enhance	VERB
easat-3794	144	3	treatment	treatment	NOUN
easat-3794	144	4	personalization	personalization	NOUN
easat-3794	144	5	:	:	PUNCT
easat-3794	144	6	facilitating	facilitate	VERB
easat-3794	144	7	prognosis	prognosis	NOUN
easat-3794	144	8	for	for	ADP
easat-3794	144	9	individual	individual	ADJ
easat-3794	144	10	patient	patient	ADJ
easat-3794	144	11	care	care	NOUN
easat-3794	144	12	,	,	PUNCT
easat-3794	144	13	genomic	genomic	ADJ
easat-3794	144	14	analysis	analysis	NOUN
easat-3794	144	15	allowed	allow	VERB
easat-3794	144	16	for	for	ADP
easat-3794	144	17	the	the	DET
easat-3794	144	18	differentiation	differentiation	NOUN
easat-3794	144	19	of	of	ADP
easat-3794	144	20	the	the	DET
easat-3794	144	21	genetic	genetic	ADJ
easat-3794	144	22	make	make	NOUN
easat-3794	144	23	-	-	PUNCT
easat-3794	144	24	up	up	NOUN
easat-3794	144	25	of	of	ADP
easat-3794	144	26	tumors	tumor	NOUN
easat-3794	144	27	and	and	CCONJ
easat-3794	144	28	accurate	accurate	ADJ
easat-3794	144	29	detection	detection	NOUN
easat-3794	144	30	of	of	ADP
easat-3794	144	31	markers	marker	NOUN
easat-3794	144	32	to	to	PART
easat-3794	144	33	make	make	VERB
easat-3794	144	34	improvements	improvement	NOUN
easat-3794	144	35	to	to	ADP
easat-3794	144	36	individualized	individualized	ADJ
easat-3794	144	37	treatment	treatment	NOUN
easat-3794	144	38	.	.	PUNCT
easat-3794	145	1	tempus	tempus	PROPN
easat-3794	145	2	’	'	PUNCT
easat-3794	145	3	genomic	genomic	ADJ
easat-3794	145	4	sequencing	sequence	VERB
easat-3794	145	5	platform	platform	NOUN
easat-3794	145	6	enhancing	enhance	VERB
easat-3794	145	7	cancer	cancer	NOUN
easat-3794	145	8	treatment	treatment	NOUN
easat-3794	145	9	by	by	ADP
easat-3794	145	10	increasing	increase	VERB
easat-3794	145	11	cannon	cannon	NOUN
easat-3794	145	12	patient	patient	ADJ
easat-3794	145	13	survival	survival	NOUN
easat-3794	145	14	rates	rate	NOUN
easat-3794	145	15	by	by	ADP
easat-3794	145	16	20	20	NUM
easat-3794	145	17	%	%	NOUN
easat-3794	145	18	for	for	ADP
easat-3794	145	19	on	on	ADP
easat-3794	145	20	-	-	PUNCT
easat-3794	145	21	stage	stage	NOUN
easat-3794	145	22	-	-	PUNCT
easat-3794	145	23	four	four	NUM
easat-3794	145	24	cancer	cancer	NOUN
easat-3794	145	25	patients	patient	NOUN
easat-3794	145	26	[	[	X
easat-3794	145	27	21	21	NUM
easat-3794	145	28	]	]	PUNCT
easat-3794	145	29	.	.	PUNCT
easat-3794	146	1	figure	figure	NOUN
easat-3794	146	2	6	6	NUM
easat-3794	146	3	.	.	PUNCT
easat-3794	147	1	outcome	outcome	NOUN
easat-3794	147	2	of	of	ADP
easat-3794	147	3	optimized	optimize	VERB
easat-3794	147	4	ai	ai	NOUN
easat-3794	147	5	techniques	technique	NOUN
easat-3794	147	6	(	(	PUNCT
easat-3794	147	7	scatter	scatter	NOUN
easat-3794	147	8	plot	plot	NOUN
easat-3794	147	9	)	)	PUNCT
easat-3794	147	10	.	.	PUNCT
easat-3794	148	1	•	•	NUM
easat-3794	148	2	faster	fast	ADJ
easat-3794	148	3	drug	drug	NOUN
easat-3794	148	4	discovery	discovery	NOUN
easat-3794	148	5	:	:	PUNCT
easat-3794	148	6	mention	mention	VERB
easat-3794	148	7	such	such	ADJ
easat-3794	148	8	organizations	organization	NOUN
easat-3794	148	9	like	like	ADP
easat-3794	148	10	deepmind	deepmind	NOUN
easat-3794	148	11	’s	’	VERB
easat-3794	148	12	alphafold	alphafold	ADJ
easat-3794	148	13	as	as	ADP
easat-3794	148	14	those	those	PRON
easat-3794	148	15	which	which	PRON
easat-3794	148	16	helped	help	VERB
easat-3794	148	17	in	in	ADP
easat-3794	148	18	identifying	identify	VERB
easat-3794	148	19	the	the	DET
easat-3794	148	20	structures	structure	NOUN
easat-3794	148	21	of	of	ADP
easat-3794	148	22	the	the	DET
easat-3794	148	23	proteins	protein	NOUN
easat-3794	148	24	;	;	PUNCT
easat-3794	148	25	timelines	timeline	NOUN
easat-3794	148	26	for	for	ADP
easat-3794	148	27	developing	develop	VERB
easat-3794	148	28	the	the	DET
easat-3794	148	29	drugs	drug	NOUN
easat-3794	148	30	have	have	AUX
easat-3794	148	31	gone	go	VERB
easat-3794	148	32	from	from	ADP
easat-3794	148	33	years	year	NOUN
easat-3794	148	34	to	to	ADP
easat-3794	148	35	months	month	NOUN
easat-3794	148	36	.	.	PUNCT
easat-3794	149	1	this	this	PRON
easat-3794	149	2	led	lead	VERB
easat-3794	149	3	to	to	ADP
easat-3794	149	4	quicker	quick	ADJ
easat-3794	149	5	release	release	NOUN
easat-3794	149	6	of	of	ADP
easat-3794	149	7	treatments	treatment	NOUN
easat-3794	149	8	that	that	PRON
easat-3794	149	9	work	work	VERB
easat-3794	149	10	specifically	specifically	ADV
easat-3794	149	11	on	on	ADP
easat-3794	149	12	illnesses	illness	NOUN
easat-3794	149	13	like	like	ADP
easat-3794	149	14	alzheimer	alzheimer	PROPN
easat-3794	149	15	’s	’s	PART
easat-3794	149	16	and	and	CCONJ
easat-3794	149	17	relatively	relatively	ADV
easat-3794	149	18	rarer	rare	ADJ
easat-3794	149	19	genetic	genetic	ADJ
easat-3794	149	20	diseases	disease	NOUN
easat-3794	149	21	[	[	X
easat-3794	149	22	22	22	NUM
easat-3794	149	23	]	]	SYM
easat-3794	149	24	•	•	NOUN
easat-3794	149	25	predictive	predictive	ADJ
easat-3794	149	26	healthcare	healthcare	NOUN
easat-3794	149	27	outcomes	outcome	NOUN
easat-3794	149	28	:	:	PUNCT
easat-3794	149	29	advanced	advanced	ADJ
easat-3794	149	30	analytic	analytic	ADJ
easat-3794	149	31	tools	tool	NOUN
easat-3794	149	32	could	could	AUX
easat-3794	149	33	predict	predict	VERB
easat-3794	149	34	disease	disease	NOUN
easat-3794	149	35	incidence	incidence	NOUN
easat-3794	149	36	,	,	PUNCT
easat-3794	149	37	risk	risk	NOUN
easat-3794	149	38	of	of	ADP
easat-3794	149	39	hospitalization	hospitalization	NOUN
easat-3794	149	40	,	,	PUNCT
easat-3794	149	41	and	and	CCONJ
easat-3794	149	42	patient	patient	ADJ
easat-3794	149	43	clinical	clinical	ADJ
easat-3794	149	44	decline	decline	NOUN
easat-3794	149	45	to	to	ADP
easat-3794	149	46	a	a	DET
easat-3794	149	47	very	very	ADV
easat-3794	149	48	high	high	ADJ
easat-3794	149	49	degree	degree	NOUN
easat-3794	149	50	.	.	PUNCT
easat-3794	150	1	hospitals	hospital	NOUN
easat-3794	150	2	utilizing	utilize	VERB
easat-3794	150	3	ai	ai	VERB
easat-3794	150	4	models	model	NOUN
easat-3794	150	5	found	find	VERB
easat-3794	150	6	sepsis	sepsis	NOUN
easat-3794	150	7	risk	risk	NOUN
easat-3794	150	8	with	with	ADP
easat-3794	150	9	85	85	NUM
easat-3794	150	10	percent	percent	NOUN
easat-3794	150	11	certainty	certainty	NOUN
easat-3794	150	12	,	,	PUNCT
easat-3794	150	13	which	which	PRON
easat-3794	150	14	means	mean	VERB
easat-3794	150	15	early	early	ADJ
easat-3794	150	16	attendance	attendance	NOUN
easat-3794	150	17	could	could	AUX
easat-3794	150	18	cut	cut	VERB
easat-3794	150	19	mortality	mortality	NOUN
easat-3794	150	20	rates	rate	NOUN
easat-3794	150	21	[	[	X
easat-3794	150	22	23	23	NUM
easat-3794	150	23	]	]	PUNCT
easat-3794	150	24	.	.	PUNCT
easat-3794	151	1	•	•	NUM
easat-3794	151	2	operational	operational	ADJ
easat-3794	151	3	efficiency	efficiency	NOUN
easat-3794	151	4	and	and	CCONJ
easat-3794	151	5	scalability	scalability	NOUN
easat-3794	151	6	:	:	PUNCT
easat-3794	151	7	ai	ai	VERB
easat-3794	151	8	systems	system	NOUN
easat-3794	151	9	streamlined	streamline	VERB
easat-3794	151	10	operational	operational	ADJ
easat-3794	151	11	activities	activity	NOUN
easat-3794	151	12	cut	cut	VERB
easat-3794	151	13	down	down	ADP
easat-3794	151	14	;	;	PUNCT
easat-3794	151	15	administrative	administrative	ADJ
easat-3794	151	16	work	work	NOUN
easat-3794	151	17	load	load	NOUN
easat-3794	151	18	in	in	ADP
easat-3794	151	19	the	the	DET
easat-3794	151	20	hospitals	hospital	NOUN
easat-3794	151	21	by	by	ADP
easat-3794	151	22	30	30	NUM
easat-3794	151	23	-	-	SYM
easat-3794	151	24	40	40	NUM
easat-3794	151	25	%	%	NOUN
easat-3794	151	26	thus	thus	ADV
easat-3794	151	27	freeing	free	VERB
easat-3794	151	28	clinical	clinical	ADJ
easat-3794	151	29	staff	staff	NOUN
easat-3794	151	30	to	to	PART
easat-3794	151	31	undertake	undertake	VERB
easat-3794	151	32	their	their	PRON
easat-3794	151	33	core	core	NOUN
easat-3794	151	34	duties	duty	NOUN
easat-3794	151	35	in	in	ADP
easat-3794	151	36	attending	attend	VERB
easat-3794	151	37	to	to	ADP
easat-3794	151	38	patients	patient	NOUN
easat-3794	151	39	.	.	PUNCT
easat-3794	152	1	on	on	ADP
easat-3794	152	2	the	the	DET
easat-3794	152	3	application	application	NOUN
easat-3794	152	4	front	front	NOUN
easat-3794	152	5	the	the	DET
easat-3794	152	6	use	use	NOUN
easat-3794	152	7	of	of	ADP
easat-3794	152	8	remote	remote	ADJ
easat-3794	152	9	monitoring	monitoring	NOUN
easat-3794	152	10	tools	tool	NOUN
easat-3794	152	11	and	and	CCONJ
easat-3794	152	12	wearable	wearable	ADJ
easat-3794	152	13	technologies	technology	NOUN
easat-3794	152	14	helped	help	VERB
easat-3794	152	15	the	the	DET
easat-3794	152	16	company	company	NOUN
easat-3794	152	17	achieve	achieve	VERB
easat-3794	152	18	real	real	ADJ
easat-3794	152	19	time	time	NOUN
easat-3794	152	20	monitoring	monitoring	NOUN
easat-3794	152	21	of	of	ADP
easat-3794	152	22	chronic	chronic	ADJ
easat-3794	152	23	disease	disease	NOUN
easat-3794	152	24	patients	patient	NOUN
easat-3794	152	25	,	,	PUNCT
easat-3794	152	26	a	a	DET
easat-3794	152	27	factor	factor	NOUN
easat-3794	152	28	that	that	PRON
easat-3794	152	29	increased	increase	VERB
easat-3794	152	30	patient	patient	ADJ
easat-3794	152	31	compliance	compliance	NOUN
easat-3794	152	32	by	by	ADP
easat-3794	152	33	15	15	NUM
easat-3794	152	34	%	%	NOUN
easat-3794	152	35	[	[	X
easat-3794	152	36	24	24	NUM
easat-3794	152	37	]	]	SYM
easat-3794	152	38	.	.	PUNCT
easat-3794	152	39	8330	8330	NUM
easat-3794	152	40	edelweiss	edelweiss	PROPN
easat-3794	152	41	applied	apply	VERB
easat-3794	152	42	science	science	NOUN
easat-3794	152	43	and	and	CCONJ
easat-3794	152	44	technology	technology	NOUN
easat-3794	152	45	issn	issn	PROPN
easat-3794	152	46	:	:	PUNCT
easat-3794	152	47	2576	2576	NUM
easat-3794	152	48	-	-	SYM
easat-3794	152	49	8484	8484	NUM
easat-3794	152	50	vol	vol	NOUN
easat-3794	152	51	.	.	PROPN
easat-3794	152	52	8	8	NUM
easat-3794	152	53	,	,	PUNCT
easat-3794	152	54	no	no	INTJ
easat-3794	152	55	.	.	NOUN
easat-3794	153	1	6	6	NUM
easat-3794	153	2	:	:	PUNCT
easat-3794	153	3	8322	8322	NUM
easat-3794	153	4	-	-	SYM
easat-3794	153	5	8332	8332	NUM
easat-3794	153	6	,	,	PUNCT
easat-3794	153	7	2024	2024	NUM
easat-3794	153	8	doi	doi	NOUN
easat-3794	153	9	:	:	PUNCT
easat-3794	153	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	153	11	©	©	ADP
easat-3794	153	12	2024	2024	NUM
easat-3794	153	13	by	by	ADP
easat-3794	153	14	the	the	DET
easat-3794	153	15	authors	author	NOUN
easat-3794	153	16	;	;	PUNCT
easat-3794	153	17	licensee	licensee	PROPN
easat-3794	153	18	learning	learn	VERB
easat-3794	153	19	gate	gate	NOUN
easat-3794	153	20	figure	figure	NOUN
easat-3794	153	21	7	7	NUM
easat-3794	153	22	.	.	PUNCT
easat-3794	153	23	testing	testing	NOUN
easat-3794	153	24	model	model	NOUN
easat-3794	153	25	with	with	ADP
easat-3794	153	26	growth	growth	NOUN
easat-3794	153	27	analysis	analysis	NOUN
easat-3794	153	28	4.3	4.3	NUM
easat-3794	153	29	.	.	PUNCT
easat-3794	153	30	model	model	NOUN
easat-3794	153	31	enhancement	enhancement	NOUN
easat-3794	153	32	and	and	CCONJ
easat-3794	153	33	optimization	optimization	NOUN
easat-3794	153	34	model	model	NOUN
easat-3794	153	35	refining	refining	NOUN
easat-3794	153	36	and	and	CCONJ
easat-3794	153	37	optimization	optimization	NOUN
easat-3794	153	38	are	be	AUX
easat-3794	153	39	ongoing	ongoing	ADJ
easat-3794	153	40	tasks	task	NOUN
easat-3794	153	41	that	that	PRON
easat-3794	153	42	ensure	ensure	VERB
easat-3794	153	43	the	the	DET
easat-3794	153	44	improved	improved	ADJ
easat-3794	153	45	and	and	CCONJ
easat-3794	153	46	accuracy	accuracy	NOUN
easat-3794	153	47	of	of	ADP
easat-3794	153	48	the	the	DET
easat-3794	153	49	models	model	NOUN
easat-3794	153	50	used	use	VERB
easat-3794	153	51	in	in	ADP
easat-3794	153	52	precision	precision	NOUN
easat-3794	153	53	medicine	medicine	NOUN
easat-3794	153	54	.	.	PUNCT
easat-3794	154	1	learning	learn	VERB
easat-3794	154	2	rates	rate	NOUN
easat-3794	154	3	for	for	ADP
easat-3794	154	4	a	a	DET
easat-3794	154	5	neural	neural	ADJ
easat-3794	154	6	network	network	NOUN
easat-3794	154	7	are	be	AUX
easat-3794	154	8	adjusted	adjust	VERB
easat-3794	154	9	using	use	VERB
easat-3794	154	10	such	such	ADJ
easat-3794	154	11	techniques	technique	NOUN
easat-3794	154	12	as	as	ADP
easat-3794	154	13	grid	grid	NOUN
easat-3794	154	14	search	search	NOUN
easat-3794	154	15	or	or	CCONJ
easat-3794	154	16	random	random	ADJ
easat-3794	154	17	search	search	NOUN
easat-3794	154	18	to	to	PART
easat-3794	154	19	get	get	VERB
easat-3794	154	20	better	well	ADJ
easat-3794	154	21	performance	performance	NOUN
easat-3794	154	22	.	.	PUNCT
easat-3794	155	1	boasting	boasting	NOUN
easat-3794	155	2	,	,	PUNCT
easat-3794	155	3	bagging	bagging	NOUN
easat-3794	155	4	and	and	CCONJ
easat-3794	155	5	stacking	stacking	NOUN
easat-3794	155	6	are	be	AUX
easat-3794	155	7	other	other	ADJ
easat-3794	155	8	methods	method	NOUN
easat-3794	155	9	that	that	PRON
easat-3794	155	10	generally	generally	ADV
easat-3794	155	11	combine	combine	VERB
easat-3794	155	12	the	the	DET
easat-3794	155	13	result	result	NOUN
easat-3794	155	14	of	of	ADP
easat-3794	155	15	numerous	numerous	ADJ
easat-3794	155	16	models	model	NOUN
easat-3794	155	17	together	together	ADV
easat-3794	155	18	,	,	PUNCT
easat-3794	155	19	thus	thus	ADV
easat-3794	155	20	improving	improve	VERB
easat-3794	155	21	accuracy	accuracy	NOUN
easat-3794	155	22	and	and	CCONJ
easat-3794	155	23	reducing	reduce	VERB
easat-3794	155	24	cases	case	NOUN
easat-3794	155	25	of	of	ADP
easat-3794	155	26	overfitting	overfitte	VERB
easat-3794	155	27	.	.	PUNCT
easat-3794	156	1	implementing	implement	VERB
easat-3794	156	2	ai	ai	NOUN
easat-3794	156	3	in	in	ADP
easat-3794	156	4	healthcare	healthcare	NOUN
easat-3794	156	5	needs	need	NOUN
easat-3794	156	6	to	to	PART
easat-3794	156	7	be	be	AUX
easat-3794	156	8	easily	easily	ADV
easat-3794	156	9	understandable	understandable	ADJ
easat-3794	156	10	to	to	PART
easat-3794	156	11	ensure	ensure	VERB
easat-3794	156	12	trust	trust	NOUN
easat-3794	156	13	and	and	CCONJ
easat-3794	156	14	clarify	clarify	VERB
easat-3794	156	15	results	result	NOUN
easat-3794	156	16	when	when	SCONJ
easat-3794	156	17	it	it	PRON
easat-3794	156	18	comes	come	VERB
easat-3794	156	19	to	to	ADP
easat-3794	156	20	healing	healing	NOUN
easat-3794	156	21	decisions	decision	NOUN
easat-3794	156	22	.	.	PUNCT
easat-3794	157	1	this	this	PRON
easat-3794	157	2	is	be	AUX
easat-3794	157	3	usually	usually	ADV
easat-3794	157	4	explained	explain	VERB
easat-3794	157	5	through	through	ADP
easat-3794	157	6	lime	lime	NOUN
easat-3794	157	7	(	(	PUNCT
easat-3794	157	8	local	local	ADJ
easat-3794	157	9	interpretable	interpretable	ADJ
easat-3794	157	10	model	model	ADJ
easat-3794	157	11	-	-	ADJ
easat-3794	157	12	agnostic	agnostic	ADJ
easat-3794	157	13	explanations	explanation	NOUN
easat-3794	157	14	)	)	PUNCT
easat-3794	157	15	and	and	CCONJ
easat-3794	157	16	shap	shap	PROPN
easat-3794	157	17	(	(	PUNCT
easat-3794	157	18	shapley	shapley	ADJ
easat-3794	157	19	additive	additive	ADJ
easat-3794	157	20	explanations	explanation	NOUN
easat-3794	157	21	)	)	PUNCT
easat-3794	158	1	[	[	X
easat-3794	158	2	25	25	NUM
easat-3794	158	3	]	]	PUNCT
easat-3794	158	4	.	.	PUNCT
easat-3794	159	1	5	5	X
easat-3794	159	2	.	.	X
easat-3794	159	3	limitations	limitation	NOUN
easat-3794	159	4	5.1	5.1	NUM
easat-3794	159	5	.	.	PUNCT
easat-3794	160	1	challenges	challenge	NOUN
easat-3794	160	2	and	and	CCONJ
easat-3794	160	3	ethical	ethical	ADJ
easat-3794	160	4	considerations	consideration	NOUN
easat-3794	160	5	many	many	ADJ
easat-3794	160	6	of	of	ADP
easat-3794	160	7	the	the	DET
easat-3794	160	8	goals	goal	NOUN
easat-3794	160	9	and	and	CCONJ
easat-3794	160	10	responsibilities	responsibility	NOUN
easat-3794	160	11	within	within	ADP
easat-3794	160	12	modern	modern	ADJ
easat-3794	160	13	healthcare	healthcare	NOUN
easat-3794	160	14	systems	system	NOUN
easat-3794	160	15	are	be	AUX
easat-3794	160	16	achieved	achieve	VERB
easat-3794	160	17	by	by	ADP
easat-3794	160	18	using	use	VERB
easat-3794	160	19	sophisticated	sophisticated	ADJ
easat-3794	160	20	ai	ai	PROPN
easat-3794	160	21	technologies	technology	NOUN
easat-3794	160	22	in	in	ADP
easat-3794	160	23	precision	precision	NOUN
easat-3794	160	24	medicine	medicine	NOUN
easat-3794	160	25	and	and	CCONJ
easat-3794	160	26	big	big	ADJ
easat-3794	160	27	data	datum	NOUN
easat-3794	160	28	analysis	analysis	NOUN
easat-3794	160	29	;	;	PUNCT
easat-3794	160	30	however	however	ADV
easat-3794	160	31	,	,	PUNCT
easat-3794	160	32	they	they	PRON
easat-3794	160	33	present	present	VERB
easat-3794	160	34	gigantic	gigantic	ADJ
easat-3794	160	35	challenges	challenge	NOUN
easat-3794	160	36	and	and	CCONJ
easat-3794	160	37	legal	legal	ADJ
easat-3794	160	38	dilemmas	dilemma	NOUN
easat-3794	160	39	.	.	PUNCT
easat-3794	161	1	all	all	DET
easat-3794	161	2	these	these	DET
easat-3794	161	3	issues	issue	NOUN
easat-3794	161	4	must	must	AUX
easat-3794	161	5	be	be	AUX
easat-3794	161	6	dealt	deal	VERB
easat-3794	161	7	with	with	ADP
easat-3794	161	8	to	to	PART
easat-3794	161	9	achieve	achieve	VERB
easat-3794	161	10	the	the	DET
easat-3794	161	11	right	right	ADJ
easat-3794	161	12	,	,	PUNCT
easat-3794	161	13	fair	fair	ADJ
easat-3794	161	14	,	,	PUNCT
easat-3794	161	15	and	and	CCONJ
easat-3794	161	16	sustainable	sustainable	ADJ
easat-3794	161	17	use	use	NOUN
easat-3794	161	18	of	of	ADP
easat-3794	161	19	ai	ai	NOUN
easat-3794	161	20	.	.	PUNCT
easat-3794	162	1	these	these	DET
easat-3794	162	2	challenges	challenge	NOUN
easat-3794	162	3	and	and	CCONJ
easat-3794	162	4	ethical	ethical	ADJ
easat-3794	162	5	questions	question	NOUN
easat-3794	162	6	must	must	AUX
easat-3794	162	7	be	be	AUX
easat-3794	162	8	addressed	address	VERB
easat-3794	162	9	to	to	PART
easat-3794	162	10	foster	foster	VERB
easat-3794	162	11	equal	equal	ADJ
easat-3794	162	12	,	,	PUNCT
easat-3794	162	13	transparent	transparent	ADJ
easat-3794	162	14	and	and	CCONJ
easat-3794	162	15	responsible	responsible	ADJ
easat-3794	162	16	transformation	transformation	NOUN
easat-3794	162	17	of	of	ADP
easat-3794	162	18	the	the	DET
easat-3794	162	19	system	system	NOUN
easat-3794	162	20	.	.	PUNCT
easat-3794	163	1	if	if	SCONJ
easat-3794	163	2	the	the	DET
easat-3794	163	3	following	follow	VERB
easat-3794	163	4	goals	goal	NOUN
easat-3794	163	5	are	be	AUX
easat-3794	163	6	followed	follow	VERB
easat-3794	163	7	by	by	ADP
easat-3794	163	8	the	the	DET
easat-3794	163	9	stakeholders	stakeholder	NOUN
easat-3794	163	10	,	,	PUNCT
easat-3794	163	11	it	it	PRON
easat-3794	163	12	may	may	AUX
easat-3794	163	13	help	help	VERB
easat-3794	163	14	in	in	ADP
easat-3794	163	15	evoking	evoke	VERB
easat-3794	163	16	trust	trust	NOUN
easat-3794	163	17	in	in	ADP
easat-3794	163	18	the	the	DET
easat-3794	163	19	application	application	NOUN
easat-3794	163	20	of	of	ADP
easat-3794	163	21	ai	ai	NOUN
easat-3794	163	22	for	for	ADP
easat-3794	163	23	transforming	transform	VERB
easat-3794	163	24	the	the	DET
easat-3794	163	25	future	future	NOUN
easat-3794	163	26	of	of	ADP
easat-3794	163	27	healthcare	healthcare	PROPN
easat-3794	163	28	:	:	PUNCT
easat-3794	163	29	prioritizations	prioritization	NOUN
easat-3794	163	30	of	of	ADP
easat-3794	163	31	data	datum	NOUN
easat-3794	163	32	security	security	NOUN
easat-3794	163	33	to	to	PART
easat-3794	163	34	counter	counter	VERB
easat-3794	163	35	data	datum	NOUN
easat-3794	163	36	breaches	breach	NOUN
easat-3794	163	37	;	;	PUNCT
easat-3794	163	38	minimization	minimization	NOUN
easat-3794	163	39	of	of	ADP
easat-3794	163	40	bias	bias	NOUN
easat-3794	163	41	to	to	PART
easat-3794	163	42	ensure	ensure	VERB
easat-3794	163	43	that	that	SCONJ
easat-3794	163	44	certain	certain	ADJ
easat-3794	163	45	type	type	NOUN
easat-3794	163	46	of	of	ADP
easat-3794	163	47	patients	patient	NOUN
easat-3794	163	48	or	or	CCONJ
easat-3794	163	49	demographics	demographic	NOUN
easat-3794	163	50	are	be	AUX
easat-3794	163	51	not	not	PART
easat-3794	163	52	disadvantaged	disadvantaged	ADJ
easat-3794	163	53	;	;	PUNCT
easat-3794	163	54	enhancement	enhancement	NOUN
easat-3794	163	55	of	of	ADP
easat-3794	163	56	the	the	DET
easat-3794	163	57	level	level	NOUN
easat-3794	163	58	transparency	transparency	NOUN
easat-3794	163	59	to	to	PART
easat-3794	163	60	give	give	VERB
easat-3794	163	61	people	people	NOUN
easat-3794	163	62	a	a	DET
easat-3794	163	63	direct	direct	ADJ
easat-3794	163	64	way	way	NOUN
easat-3794	163	65	of	of	ADP
easat-3794	163	66	perceiving	perceive	VERB
easat-3794	163	67	the	the	DET
easat-3794	163	68	technology	technology	NOUN
easat-3794	163	69	;	;	PUNCT
easat-3794	163	70	eventual	eventual	ADJ
easat-3794	163	71	widening	widen	VERB
easat-3794	163	72	the	the	DET
easat-3794	163	73	accessibility	accessibility	NOUN
easat-3794	163	74	to	to	ADP
easat-3794	163	75	the	the	DET
easat-3794	163	76	technology	technology	NOUN
easat-3794	163	77	globally	globally	ADV
easat-3794	163	78	[	[	X
easat-3794	163	79	26	26	NUM
easat-3794	163	80	]	]	PUNCT
easat-3794	163	81	.	.	PUNCT
easat-3794	164	1	governments	government	NOUN
easat-3794	164	2	,	,	PUNCT
easat-3794	164	3	healthcare	healthcare	NOUN
easat-3794	164	4	providers	provider	NOUN
easat-3794	164	5	,	,	PUNCT
easat-3794	164	6	and	and	CCONJ
easat-3794	164	7	technology	technology	NOUN
easat-3794	164	8	developers	developer	NOUN
easat-3794	164	9	collectively	collectively	ADV
easat-3794	164	10	may	may	AUX
easat-3794	164	11	build	build	VERB
easat-3794	164	12	a	a	DET
easat-3794	164	13	structure	structure	NOUN
easat-3794	164	14	that	that	PRON
easat-3794	164	15	allows	allow	VERB
easat-3794	164	16	the	the	DET
easat-3794	164	17	use	use	NOUN
easat-3794	164	18	of	of	ADP
easat-3794	164	19	ai	ai	NOUN
easat-3794	164	20	whilst	whilst	SCONJ
easat-3794	164	21	conserving	conserve	VERB
easat-3794	164	22	the	the	DET
easat-3794	164	23	rights	right	NOUN
easat-3794	164	24	of	of	ADP
easat-3794	164	25	patients	patient	NOUN
easat-3794	164	26	and	and	CCONJ
easat-3794	164	27	ensuring	ensure	VERB
easat-3794	164	28	of	of	ADP
easat-3794	164	29	ethics	ethic	NOUN
easat-3794	164	30	.	.	PUNCT
easat-3794	165	1	6	6	X
easat-3794	165	2	.	.	X
easat-3794	165	3	future	future	ADJ
easat-3794	165	4	research	research	NOUN
easat-3794	165	5	opportunity	opportunity	NOUN
easat-3794	165	6	there	there	PRON
easat-3794	165	7	is	be	VERB
easat-3794	165	8	a	a	DET
easat-3794	165	9	great	great	ADJ
easat-3794	165	10	opportunity	opportunity	NOUN
easat-3794	165	11	for	for	ADP
easat-3794	165	12	healthcare	healthcare	NOUN
easat-3794	165	13	transformation	transformation	NOUN
easat-3794	165	14	with	with	ADP
easat-3794	165	15	the	the	DET
easat-3794	165	16	help	help	NOUN
easat-3794	165	17	of	of	ADP
easat-3794	165	18	ai	ai	VERB
easat-3794	165	19	in	in	ADP
easat-3794	165	20	precision	precision	NOUN
easat-3794	165	21	medicine	medicine	NOUN
easat-3794	165	22	and	and	CCONJ
easat-3794	165	23	creation	creation	NOUN
easat-3794	165	24	of	of	ADP
easat-3794	165	25	scalable	scalable	ADJ
easat-3794	165	26	innovation	innovation	NOUN
easat-3794	165	27	based	base	VERB
easat-3794	165	28	on	on	ADP
easat-3794	165	29	data	datum	NOUN
easat-3794	165	30	analytical	analytical	ADJ
easat-3794	165	31	techniques	technique	NOUN
easat-3794	165	32	.	.	PUNCT
easat-3794	166	1	recent	recent	ADJ
easat-3794	166	2	developments	development	NOUN
easat-3794	166	3	have	have	AUX
easat-3794	166	4	witnessed	witness	VERB
easat-3794	166	5	increased	increase	VERB
easat-3794	166	6	efficiency	efficiency	NOUN
easat-3794	166	7	in	in	ADP
easat-3794	166	8	treatment	treatment	NOUN
easat-3794	166	9	,	,	PUNCT
easat-3794	166	10	diagnosis	diagnosis	NOUN
easat-3794	166	11	and	and	CCONJ
easat-3794	166	12	patients	patient	NOUN
easat-3794	166	13	’	'	PUNCT
easat-3794	166	14	quality	quality	NOUN
easat-3794	166	15	of	of	ADP
easat-3794	166	16	life	life	NOUN
easat-3794	166	17	.	.	PUNCT
easat-3794	167	1	however	however	ADV
easat-3794	167	2	,	,	PUNCT
easat-3794	167	3	there	there	PRON
easat-3794	167	4	exist	exist	VERB
easat-3794	167	5	several	several	ADJ
easat-3794	167	6	important	important	ADJ
easat-3794	167	7	areas	area	NOUN
easat-3794	167	8	that	that	PRON
easat-3794	167	9	require	require	VERB
easat-3794	167	10	further	further	ADJ
easat-3794	167	11	enhancement	enhancement	NOUN
easat-3794	167	12	to	to	PART
easat-3794	167	13	promote	promote	VERB
easat-3794	167	14	broader	broad	ADJ
easat-3794	167	15	implementation	implementation	NOUN
easat-3794	167	16	and	and	CCONJ
easat-3794	167	17	equal	equal	ADJ
easat-3794	167	18	availability	availability	NOUN
easat-3794	167	19	[	[	X
easat-3794	167	20	27	27	NUM
easat-3794	167	21	]	]	PUNCT
easat-3794	167	22	.	.	PUNCT
easat-3794	168	1	to	to	PART
easat-3794	168	2	effectively	effectively	ADV
easat-3794	168	3	harness	harness	NOUN
easat-3794	168	4	ai	ai	VERB
easat-3794	168	5	’s	’s	PART
easat-3794	168	6	transformative	transformative	ADJ
easat-3794	168	7	potential	potential	NOUN
easat-3794	168	8	in	in	ADP
easat-3794	168	9	healthcare	healthcare	PROPN
easat-3794	168	10	,	,	PUNCT
easat-3794	168	11	future	future	ADJ
easat-3794	168	12	initiatives	initiative	NOUN
easat-3794	168	13	must	must	AUX
easat-3794	168	14	concentrate	concentrate	VERB
easat-3794	168	15	on	on	ADP
easat-3794	168	16	the	the	DET
easat-3794	168	17	following	follow	VERB
easat-3794	168	18	key	key	ADJ
easat-3794	168	19	priorities	priority	NOUN
easat-3794	168	20	:	:	PUNCT
easat-3794	168	21	•	•	NUM
easat-3794	168	22	improving	improve	VERB
easat-3794	168	23	data	datum	NOUN
easat-3794	168	24	interoperability	interoperability	NOUN
easat-3794	168	25	:	:	PUNCT
easat-3794	168	26	the	the	DET
easat-3794	168	27	problem	problem	NOUN
easat-3794	168	28	of	of	ADP
easat-3794	168	29	data	datum	NOUN
easat-3794	168	30	fragmentariness	fragmentariness	NOUN
easat-3794	168	31	across	across	ADP
easat-3794	168	32	several	several	ADJ
easat-3794	168	33	systems	system	NOUN
easat-3794	168	34	presents	present	VERB
easat-3794	168	35	a	a	DET
easat-3794	168	36	major	major	ADJ
easat-3794	168	37	challenge	challenge	NOUN
easat-3794	168	38	to	to	ADP
easat-3794	168	39	the	the	DET
easat-3794	168	40	implementation	implementation	NOUN
easat-3794	168	41	of	of	ADP
easat-3794	168	42	ai	ai	NOUN
easat-3794	168	43	in	in	ADP
easat-3794	168	44	health	health	NOUN
easat-3794	168	45	care	care	NOUN
easat-3794	168	46	.	.	PUNCT
easat-3794	169	1	the	the	DET
easat-3794	169	2	integration	integration	NOUN
easat-3794	169	3	of	of	ADP
easat-3794	169	4	disparate	disparate	ADJ
easat-3794	169	5	healthcare	healthcare	PROPN
easat-3794	169	6	data	datum	NOUN
easat-3794	169	7	sources	source	NOUN
easat-3794	169	8	is	be	AUX
easat-3794	169	9	key	key	ADJ
easat-3794	169	10	to	to	ADP
easat-3794	169	11	unlocking	unlock	VERB
easat-3794	169	12	the	the	DET
easat-3794	169	13	artificial	artificial	ADJ
easat-3794	169	14	intelligence	intelligence	NOUN
easat-3794	169	15	that	that	PRON
easat-3794	169	16	are	be	AUX
easat-3794	169	17	accurate	accurate	ADJ
easat-3794	169	18	,	,	PUNCT
easat-3794	169	19	scalable	scalable	ADJ
easat-3794	169	20	,	,	PUNCT
easat-3794	169	21	and	and	CCONJ
easat-3794	169	22	efficient	efficient	ADJ
easat-3794	169	23	solutions	solution	NOUN
easat-3794	169	24	.	.	PUNCT
easat-3794	170	1	healthcare	healthcare	PROPN
easat-3794	170	2	data	datum	NOUN
easat-3794	170	3	commonly	commonly	ADV
easat-3794	170	4	is	be	AUX
easat-3794	170	5	confined	confine	VERB
easat-3794	170	6	to	to	ADP
easat-3794	170	7	silos	silo	NOUN
easat-3794	170	8	:	:	PUNCT
easat-3794	170	9	ehr	ehr	NOUN
easat-3794	170	10	;	;	PUNCT
easat-3794	170	11	diagnostic	diagnostic	ADJ
easat-3794	170	12	8331	8331	NUM
easat-3794	170	13	edelweiss	edelweiss	PROPN
easat-3794	170	14	applied	apply	VERB
easat-3794	170	15	science	science	NOUN
easat-3794	170	16	and	and	CCONJ
easat-3794	170	17	technology	technology	NOUN
easat-3794	170	18	issn	issn	PROPN
easat-3794	170	19	:	:	PUNCT
easat-3794	170	20	2576	2576	NUM
easat-3794	170	21	-	-	SYM
easat-3794	170	22	8484	8484	NUM
easat-3794	170	23	vol	vol	NOUN
easat-3794	170	24	.	.	PROPN
easat-3794	170	25	8	8	NUM
easat-3794	170	26	,	,	PUNCT
easat-3794	170	27	no	no	INTJ
easat-3794	170	28	.	.	NOUN
easat-3794	171	1	6	6	NUM
easat-3794	171	2	:	:	PUNCT
easat-3794	171	3	8322	8322	NUM
easat-3794	171	4	-	-	SYM
easat-3794	171	5	8332	8332	NUM
easat-3794	171	6	,	,	PUNCT
easat-3794	171	7	2024	2024	NUM
easat-3794	171	8	doi	doi	NOUN
easat-3794	171	9	:	:	PUNCT
easat-3794	171	10	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	171	11	©	©	ADP
easat-3794	171	12	2024	2024	NUM
easat-3794	171	13	by	by	ADP
easat-3794	171	14	the	the	DET
easat-3794	171	15	authors	author	NOUN
easat-3794	171	16	;	;	PUNCT
easat-3794	171	17	licensee	licensee	PROPN
easat-3794	171	18	learning	learning	PROPN
easat-3794	171	19	gate	gate	PROPN
easat-3794	171	20	imaging	imaging	NOUN
easat-3794	171	21	;	;	PUNCT
easat-3794	171	22	genomic	genomic	ADJ
easat-3794	171	23	information	information	NOUN
easat-3794	171	24	;	;	PUNCT
easat-3794	171	25	monitoring	monitor	VERB
easat-3794	171	26	devices	device	NOUN
easat-3794	171	27	;	;	PUNCT
easat-3794	171	28	patient	patient	NOUN
easat-3794	171	29	-	-	PUNCT
easat-3794	171	30	generated	generate	VERB
easat-3794	171	31	data	datum	NOUN
easat-3794	171	32	;	;	PUNCT
easat-3794	171	33	and	and	CCONJ
easat-3794	171	34	data	datum	NOUN
easat-3794	171	35	generated	generate	VERB
easat-3794	171	36	by	by	ADP
easat-3794	171	37	wearable	wearable	ADJ
easat-3794	171	38	devices	device	NOUN
easat-3794	171	39	.	.	PUNCT
easat-3794	172	1	there	there	PRON
easat-3794	172	2	is	be	VERB
easat-3794	172	3	also	also	ADV
easat-3794	172	4	a	a	DET
easat-3794	172	5	high	high	ADJ
easat-3794	172	6	degree	degree	NOUN
easat-3794	172	7	of	of	ADP
easat-3794	172	8	end	end	NOUN
easat-3794	172	9	-	-	PUNCT
easat-3794	172	10	of	of	ADP
easat-3794	172	11	-	-	PUNCT
easat-3794	172	12	systems	system	NOUN
easat-3794	172	13	interactions	interaction	NOUN
easat-3794	172	14	,	,	PUNCT
easat-3794	172	15	and	and	CCONJ
easat-3794	172	16	no	no	DET
easat-3794	172	17	widely	widely	ADV
easat-3794	172	18	compatible	compatible	ADJ
easat-3794	172	19	standardized	standardized	ADJ
easat-3794	172	20	format	format	NOUN
easat-3794	172	21	to	to	ADP
easat-3794	172	22	hence	hence	ADV
easat-3794	172	23	,	,	PUNCT
easat-3794	172	24	these	these	DET
easat-3794	172	25	systems	system	NOUN
easat-3794	172	26	are	be	AUX
easat-3794	172	27	not	not	PART
easat-3794	172	28	efficient	efficient	ADJ
easat-3794	172	29	in	in	ADP
easat-3794	172	30	the	the	DET
easat-3794	172	31	exchange	exchange	NOUN
easat-3794	172	32	and	and	CCONJ
easat-3794	172	33	integration	integration	NOUN
easat-3794	172	34	of	of	ADP
easat-3794	172	35	data	datum	NOUN
easat-3794	172	36	[	[	X
easat-3794	172	37	28	28	NUM
easat-3794	172	38	]	]	PUNCT
easat-3794	172	39	.	.	PUNCT
easat-3794	173	1	•	•	NUM
easat-3794	173	2	encouraging	encourage	VERB
easat-3794	173	3	global	global	ADJ
easat-3794	173	4	collaboration	collaboration	NOUN
easat-3794	173	5	:	:	PUNCT
easat-3794	173	6	the	the	DET
easat-3794	173	7	introduction	introduction	NOUN
easat-3794	173	8	of	of	ADP
easat-3794	173	9	artificial	artificial	ADJ
easat-3794	173	10	intelligence	intelligence	NOUN
easat-3794	173	11	and	and	CCONJ
easat-3794	173	12	data	datum	NOUN
easat-3794	173	13	analytics	analytic	NOUN
easat-3794	173	14	in	in	ADP
easat-3794	173	15	healthcare	healthcare	PROPN
easat-3794	173	16	warrants	warrant	NOUN
easat-3794	173	17	international	international	ADJ
easat-3794	173	18	collaboration	collaboration	NOUN
easat-3794	173	19	between	between	ADP
easat-3794	173	20	different	different	ADJ
easat-3794	173	21	stakeholders	stakeholder	NOUN
easat-3794	173	22	such	such	ADJ
easat-3794	173	23	as	as	ADP
easat-3794	173	24	healthcare	healthcare	NOUN
easat-3794	173	25	individuals	individual	NOUN
easat-3794	173	26	,	,	PUNCT
easat-3794	173	27	those	those	PRON
easat-3794	173	28	who	who	PRON
easat-3794	173	29	develop	develop	VERB
easat-3794	173	30	ai	ai	NOUN
easat-3794	173	31	,	,	PUNCT
easat-3794	173	32	governmental	governmental	ADJ
easat-3794	173	33	and	and	CCONJ
easat-3794	173	34	non	non	ADJ
easat-3794	173	35	-	-	ADJ
easat-3794	173	36	governmental	governmental	ADJ
easat-3794	173	37	administrative	administrative	ADJ
easat-3794	173	38	units	unit	NOUN
easat-3794	173	39	.	.	PUNCT
easat-3794	174	1	ai	ai	VERB
easat-3794	174	2	research	research	NOUN
easat-3794	174	3	and	and	CCONJ
easat-3794	174	4	development	development	NOUN
easat-3794	174	5	is	be	AUX
easat-3794	174	6	mostly	mostly	ADV
easat-3794	174	7	performed	perform	VERB
easat-3794	174	8	in	in	ADP
easat-3794	174	9	silos	silo	NOUN
easat-3794	174	10	,	,	PUNCT
easat-3794	174	11	with	with	ADP
easat-3794	174	12	separate	separate	ADJ
easat-3794	174	13	research	research	NOUN
easat-3794	174	14	entities	entity	NOUN
easat-3794	174	15	,	,	PUNCT
easat-3794	174	16	technology	technology	NOUN
easat-3794	174	17	developers	developer	NOUN
easat-3794	174	18	,	,	PUNCT
easat-3794	174	19	and	and	CCONJ
easat-3794	174	20	healthcare	healthcare	NOUN
easat-3794	174	21	organizations	organization	NOUN
easat-3794	174	22	.	.	PUNCT
easat-3794	175	1	the	the	DET
easat-3794	175	2	deployment	deployment	NOUN
easat-3794	175	3	and	and	CCONJ
easat-3794	175	4	adoption	adoption	NOUN
easat-3794	175	5	of	of	ADP
easat-3794	175	6	ai	ai	NOUN
easat-3794	175	7	are	be	AUX
easat-3794	175	8	still	still	ADV
easat-3794	175	9	inconsistent	inconsistent	ADJ
easat-3794	175	10	due	due	ADP
easat-3794	175	11	to	to	ADP
easat-3794	175	12	the	the	DET
easat-3794	175	13	disparities	disparity	NOUN
easat-3794	175	14	of	of	ADP
easat-3794	175	15	the	the	DET
easat-3794	175	16	regulatory	regulatory	ADJ
easat-3794	175	17	frameworks	framework	NOUN
easat-3794	175	18	of	of	ADP
easat-3794	175	19	different	different	ADJ
easat-3794	175	20	countries	country	NOUN
easat-3794	175	21	.	.	PUNCT
easat-3794	176	1	customers	customer	NOUN
easat-3794	176	2	’	’	PART
easat-3794	176	3	data	datum	NOUN
easat-3794	176	4	privacy	privacy	NOUN
easat-3794	176	5	constraints	constraint	NOUN
easat-3794	176	6	,	,	PUNCT
easat-3794	176	7	including	include	VERB
easat-3794	176	8	gdpr	gdpr	NOUN
easat-3794	176	9	,	,	PUNCT
easat-3794	176	10	and	and	CCONJ
easat-3794	176	11	varieties	variety	NOUN
easat-3794	176	12	of	of	ADP
easat-3794	176	13	other	other	ADJ
easat-3794	176	14	regional	regional	ADJ
easat-3794	176	15	laws	law	NOUN
easat-3794	176	16	and	and	CCONJ
easat-3794	176	17	regulations	regulation	NOUN
easat-3794	176	18	which	which	PRON
easat-3794	176	19	,	,	PUNCT
easat-3794	176	20	for	for	ADP
easat-3794	176	21	instance	instance	NOUN
easat-3794	176	22	,	,	PUNCT
easat-3794	176	23	include	include	VERB
easat-3794	176	24	hipaa	hipaa	NOUN
easat-3794	176	25	act	act	VERB
easat-3794	176	26	restrain	restrain	VERB
easat-3794	176	27	the	the	DET
easat-3794	176	28	essence	essence	NOUN
easat-3794	176	29	of	of	ADP
easat-3794	176	30	global	global	ADJ
easat-3794	176	31	sharing	sharing	NOUN
easat-3794	176	32	of	of	ADP
easat-3794	176	33	data	datum	NOUN
easat-3794	176	34	and	and	CCONJ
easat-3794	176	35	ai	ai	VERB
easat-3794	176	36	development	development	NOUN
easat-3794	176	37	[	[	X
easat-3794	176	38	29	29	NUM
easat-3794	176	39	]	]	PUNCT
easat-3794	176	40	.	.	PUNCT
easat-3794	177	1	7	7	X
easat-3794	177	2	.	.	X
easat-3794	177	3	conclusion	conclusion	NOUN
easat-3794	177	4	technologies	technology	NOUN
easat-3794	177	5	such	such	ADJ
easat-3794	177	6	as	as	ADP
easat-3794	177	7	precision	precision	NOUN
easat-3794	177	8	medicine	medicine	NOUN
easat-3794	177	9	led	lead	VERB
easat-3794	177	10	by	by	ADP
easat-3794	177	11	artificial	artificial	ADJ
easat-3794	177	12	intelligence	intelligence	NOUN
easat-3794	177	13	and	and	CCONJ
easat-3794	177	14	data	datum	NOUN
easat-3794	177	15	analytics	analytic	NOUN
easat-3794	177	16	-	-	PUNCT
easat-3794	177	17	scaled	scale	VERB
easat-3794	177	18	technologies	technology	NOUN
easat-3794	177	19	transform	transform	VERB
easat-3794	177	20	healthcare	healthcare	NOUN
easat-3794	177	21	.	.	PUNCT
easat-3794	178	1	this	this	DET
easat-3794	178	2	work	work	NOUN
easat-3794	178	3	established	establish	VERB
easat-3794	178	4	that	that	PRON
easat-3794	178	5	ai	ai	VERB
easat-3794	178	6	,	,	PUNCT
easat-3794	178	7	big	big	ADJ
easat-3794	178	8	data	datum	NOUN
easat-3794	178	9	,	,	PUNCT
easat-3794	178	10	and	and	CCONJ
easat-3794	178	11	advanced	advanced	ADJ
easat-3794	178	12	analytics	analytic	NOUN
easat-3794	178	13	are	be	AUX
easat-3794	178	14	now	now	ADV
easat-3794	178	15	transforming	transform	VERB
easat-3794	178	16	healthcare	healthcare	PROPN
easat-3794	178	17	care	care	NOUN
easat-3794	178	18	delivery	delivery	NOUN
easat-3794	178	19	,	,	PUNCT
easat-3794	178	20	diagnoses	diagnosis	NOUN
easat-3794	178	21	,	,	PUNCT
easat-3794	178	22	patient	patient	ADJ
easat-3794	178	23	treatment	treatment	NOUN
easat-3794	178	24	,	,	PUNCT
easat-3794	178	25	and	and	CCONJ
easat-3794	178	26	enhanced	enhanced	ADJ
easat-3794	178	27	delivery	delivery	NOUN
easat-3794	178	28	methods	method	NOUN
easat-3794	178	29	.	.	PUNCT
easat-3794	179	1	perhaps	perhaps	ADV
easat-3794	179	2	the	the	DET
easat-3794	179	3	use	use	NOUN
easat-3794	179	4	of	of	ADP
easat-3794	179	5	some	some	PRON
easat-3794	179	6	of	of	ADP
easat-3794	179	7	these	these	DET
easat-3794	179	8	technologies	technology	NOUN
easat-3794	179	9	will	will	AUX
easat-3794	179	10	especially	especially	ADV
easat-3794	179	11	address	address	VERB
easat-3794	179	12	some	some	DET
easat-3794	179	13	longstanding	longstanding	ADJ
easat-3794	179	14	challenges	challenge	NOUN
easat-3794	179	15	like	like	ADP
easat-3794	179	16	disparate	disparate	ADJ
easat-3794	179	17	data	datum	NOUN
easat-3794	179	18	systems	system	NOUN
easat-3794	179	19	,	,	PUNCT
easat-3794	179	20	slow	slow	ADJ
easat-3794	179	21	diagnosis	diagnosis	NOUN
easat-3794	179	22	,	,	PUNCT
easat-3794	179	23	limited	limited	ADJ
easat-3794	179	24	connection	connection	NOUN
easat-3794	179	25	to	to	ADP
easat-3794	179	26	specialized	specialized	ADJ
easat-3794	179	27	care	care	NOUN
easat-3794	179	28	,	,	PUNCT
easat-3794	179	29	and	and	CCONJ
easat-3794	179	30	increasing	increase	VERB
easat-3794	179	31	costs	cost	NOUN
easat-3794	179	32	of	of	ADP
easat-3794	179	33	health	health	NOUN
easat-3794	179	34	services	service	NOUN
easat-3794	179	35	.	.	PUNCT
easat-3794	180	1	they	they	PRON
easat-3794	180	2	have	have	AUX
easat-3794	180	3	made	make	VERB
easat-3794	180	4	performance	performance	NOUN
easat-3794	180	5	better	well	ADV
easat-3794	180	6	by	by	ADP
easat-3794	180	7	using	use	VERB
easat-3794	180	8	prediction	prediction	NOUN
easat-3794	180	9	models	model	NOUN
easat-3794	180	10	in	in	ADP
easat-3794	180	11	the	the	DET
easat-3794	180	12	proper	proper	ADJ
easat-3794	180	13	allocation	allocation	NOUN
easat-3794	180	14	of	of	ADP
easat-3794	180	15	resources	resource	NOUN
easat-3794	180	16	,	,	PUNCT
easat-3794	180	17	early	early	ADJ
easat-3794	180	18	identification	identification	NOUN
easat-3794	180	19	of	of	ADP
easat-3794	180	20	health	health	NOUN
easat-3794	180	21	risks	risk	NOUN
easat-3794	180	22	,	,	PUNCT
easat-3794	180	23	and	and	CCONJ
easat-3794	180	24	necessary	necessary	ADJ
easat-3794	180	25	treatments	treatment	NOUN
easat-3794	180	26	.	.	PUNCT
easat-3794	181	1	this	this	DET
easat-3794	181	2	preventative	preventative	ADJ
easat-3794	181	3	care	care	NOUN
easat-3794	181	4	shift	shift	NOUN
easat-3794	181	5	reduces	reduce	VERB
easat-3794	181	6	hospitalization	hospitalization	NOUN
easat-3794	181	7	and	and	CCONJ
easat-3794	181	8	the	the	DET
easat-3794	181	9	cost	cost	NOUN
easat-3794	181	10	of	of	ADP
easat-3794	181	11	health	health	NOUN
easat-3794	181	12	care	care	NOUN
easat-3794	181	13	.	.	PUNCT
easat-3794	182	1	finally	finally	ADV
easat-3794	182	2	,	,	PUNCT
easat-3794	182	3	ai	ai	VERB
easat-3794	182	4	,	,	PUNCT
easat-3794	182	5	precision	precision	NOUN
easat-3794	182	6	medicine	medicine	NOUN
easat-3794	182	7	,	,	PUNCT
easat-3794	182	8	and	and	CCONJ
easat-3794	182	9	data	datum	NOUN
easat-3794	182	10	analysis	analysis	NOUN
easat-3794	182	11	–	–	PUNCT
easat-3794	182	12	scaled	scale	VERB
easat-3794	182	13	changes	change	NOUN
easat-3794	182	14	are	be	AUX
easat-3794	182	15	a	a	DET
easat-3794	182	16	healthcare	healthcare	NOUN
easat-3794	182	17	revolution	revolution	NOUN
easat-3794	182	18	.	.	PUNCT
easat-3794	183	1	advance	advance	NOUN
easat-3794	183	2	patient	patient	NOUN
easat-3794	183	3	’s	’s	PART
easat-3794	183	4	wellbeing	wellbee	VERB
easat-3794	183	5	through	through	ADP
easat-3794	183	6	accurate	accurate	ADJ
easat-3794	183	7	diagnostic	diagnostic	ADJ
easat-3794	183	8	results	result	NOUN
easat-3794	183	9	and	and	CCONJ
easat-3794	183	10	treatment	treatment	NOUN
easat-3794	183	11	plans	plan	NOUN
easat-3794	183	12	.	.	PUNCT
easat-3794	184	1	increase	increase	VERB
easat-3794	184	2	cost	cost	NOUN
easat-3794	184	3	plus	plus	CCONJ
easat-3794	184	4	effectiveness	effectiveness	NOUN
easat-3794	184	5	and	and	CCONJ
easat-3794	184	6	flexibility	flexibility	NOUN
easat-3794	184	7	to	to	PART
easat-3794	184	8	make	make	VERB
easat-3794	184	9	healthcare	healthcare	NOUN
easat-3794	184	10	affordable	affordable	ADJ
easat-3794	184	11	in	in	ADP
easat-3794	184	12	the	the	DET
easat-3794	184	13	global	global	ADJ
easat-3794	184	14	market	market	NOUN
easat-3794	184	15	.	.	PUNCT
easat-3794	185	1	encourage	encourage	VERB
easat-3794	185	2	primary	primary	ADJ
easat-3794	185	3	intervention	intervention	NOUN
easat-3794	185	4	and	and	CCONJ
easat-3794	185	5	use	use	NOUN
easat-3794	185	6	of	of	ADP
easat-3794	185	7	information	information	NOUN
easat-3794	185	8	to	to	PART
easat-3794	185	9	prevent	prevent	VERB
easat-3794	185	10	/	/	SYM
easat-3794	185	11	highlight	highlight	VERB
easat-3794	185	12	those	those	DET
easat-3794	185	13	diseases	disease	NOUN
easat-3794	185	14	that	that	PRON
easat-3794	185	15	are	be	AUX
easat-3794	185	16	most	most	ADV
easat-3794	185	17	common	common	ADJ
easat-3794	185	18	to	to	PART
easat-3794	185	19	advance	advance	VERB
easat-3794	185	20	community	community	NOUN
easat-3794	185	21	health	health	NOUN
easat-3794	185	22	.	.	PUNCT
easat-3794	186	1	if	if	SCONJ
easat-3794	186	2	such	such	ADJ
easat-3794	186	3	institutions	institution	NOUN
easat-3794	186	4	are	be	AUX
easat-3794	186	5	also	also	ADV
easat-3794	186	6	to	to	PART
easat-3794	186	7	be	be	AUX
easat-3794	186	8	of	of	ADP
easat-3794	186	9	benefit	benefit	NOUN
easat-3794	186	10	to	to	ADP
easat-3794	186	11	all	all	DET
easat-3794	186	12	populations	population	NOUN
easat-3794	186	13	,	,	PUNCT
easat-3794	186	14	then	then	ADV
easat-3794	186	15	ethics	ethic	NOUN
easat-3794	186	16	,	,	PUNCT
easat-3794	186	17	inclusion	inclusion	NOUN
easat-3794	186	18	and	and	CCONJ
easat-3794	186	19	openness	openness	NOUN
easat-3794	186	20	should	should	AUX
easat-3794	186	21	be	be	AUX
easat-3794	186	22	prized	prize	VERB
easat-3794	186	23	as	as	ADP
easat-3794	186	24	institutions	institution	NOUN
easat-3794	186	25	that	that	PRON
easat-3794	186	26	embrace	embrace	VERB
easat-3794	186	27	artificial	artificial	ADJ
easat-3794	186	28	intelligence	intelligence	NOUN
easat-3794	186	29	driven	drive	VERB
easat-3794	186	30	change	change	NOUN
easat-3794	186	31	.	.	PUNCT
easat-3794	187	1	overcoming	overcome	VERB
easat-3794	187	2	these	these	DET
easat-3794	187	3	challenges	challenge	NOUN
easat-3794	187	4	and	and	CCONJ
easat-3794	187	5	capturing	capture	VERB
easat-3794	187	6	these	these	DET
easat-3794	187	7	opportunities	opportunity	NOUN
easat-3794	187	8	might	might	AUX
easat-3794	187	9	mean	mean	VERB
easat-3794	187	10	that	that	SCONJ
easat-3794	187	11	patients	patient	NOUN
easat-3794	187	12	end	end	VERB
easat-3794	187	13	up	up	ADP
easat-3794	187	14	with	with	ADP
easat-3794	187	15	better	well	ADJ
easat-3794	187	16	,	,	PUNCT
easat-3794	187	17	faster	fast	ADV
easat-3794	187	18	,	,	PUNCT
easat-3794	187	19	less	less	ADV
easat-3794	187	20	invasive	invasive	ADJ
easat-3794	187	21	care	care	NOUN
easat-3794	187	22	.	.	PUNCT
easat-3794	188	1	copyright	copyright	NOUN
easat-3794	188	2	:	:	PUNCT
easat-3794	188	3	©	©	PROPN
easat-3794	188	4	2024	2024	NUM
easat-3794	188	5	by	by	ADP
easat-3794	188	6	the	the	DET
easat-3794	188	7	authors	author	NOUN
easat-3794	188	8	.	.	PUNCT
easat-3794	189	1	this	this	DET
easat-3794	189	2	article	article	NOUN
easat-3794	189	3	is	be	AUX
easat-3794	189	4	an	an	DET
easat-3794	189	5	open	open	ADJ
easat-3794	189	6	access	access	NOUN
easat-3794	189	7	article	article	NOUN
easat-3794	189	8	distributed	distribute	VERB
easat-3794	189	9	under	under	ADP
easat-3794	189	10	the	the	DET
easat-3794	189	11	terms	term	NOUN
easat-3794	189	12	and	and	CCONJ
easat-3794	189	13	conditions	condition	NOUN
easat-3794	189	14	of	of	ADP
easat-3794	189	15	the	the	DET
easat-3794	189	16	creative	creative	ADJ
easat-3794	189	17	commons	common	NOUN
easat-3794	189	18	attribution	attribution	NOUN
easat-3794	189	19	(	(	PUNCT
easat-3794	189	20	cc	cc	NOUN
easat-3794	189	21	by	by	ADP
easat-3794	189	22	)	)	PUNCT
easat-3794	189	23	license	license	NOUN
easat-3794	189	24	(	(	PUNCT
easat-3794	189	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3794	189	26	)	)	PUNCT
easat-3794	189	27	.	.	PUNCT
easat-3794	190	1	references	reference	NOUN
easat-3794	190	2	[	[	X
easat-3794	190	3	1	1	NUM
easat-3794	190	4	]	]	PUNCT
easat-3794	190	5	tang	tang	PROPN
easat-3794	190	6	,	,	PUNCT
easat-3794	190	7	c.	c.	PROPN
easat-3794	190	8	,	,	PUNCT
easat-3794	190	9	zhao	zhao	PROPN
easat-3794	190	10	,	,	PUNCT
easat-3794	190	11	l.	l.	PROPN
easat-3794	190	12	,	,	PUNCT
easat-3794	190	13	li	li	PROPN
easat-3794	190	14	,	,	PUNCT
easat-3794	190	15	x.	x.	PROPN
easat-3794	190	16	,	,	PUNCT
easat-3794	190	17	&	&	CCONJ
easat-3794	190	18	li	li	PROPN
easat-3794	190	19	,	,	PUNCT
easat-3794	190	20	j.	j.	PROPN
easat-3794	190	21	(	(	PUNCT
easat-3794	190	22	2021	2021	NUM
easat-3794	190	23	)	)	PUNCT
easat-3794	190	24	.	.	PUNCT
easat-3794	191	1	artificial	artificial	ADJ
easat-3794	191	2	intelligence	intelligence	NOUN
easat-3794	191	3	in	in	ADP
easat-3794	191	4	medical	medical	ADJ
easat-3794	191	5	imaging	imaging	NOUN
easat-3794	191	6	:	:	PUNCT
easat-3794	191	7	opportunities	opportunity	NOUN
easat-3794	191	8	,	,	PUNCT
easat-3794	191	9	challenges	challenge	NOUN
easat-3794	191	10	,	,	PUNCT
easat-3794	191	11	and	and	CCONJ
easat-3794	191	12	future	future	ADJ
easat-3794	191	13	trends	trend	NOUN
easat-3794	191	14	.	.	PUNCT
easat-3794	192	1	frontiers	frontier	NOUN
easat-3794	192	2	in	in	ADP
easat-3794	192	3	medicine	medicine	NOUN
easat-3794	192	4	,	,	PUNCT
easat-3794	192	5	8	8	NUM
easat-3794	192	6	,	,	PUNCT
easat-3794	192	7	614792	614792	NUM
easat-3794	192	8	.	.	PUNCT
easat-3794	193	1	https://doi.org/10.3389/fmed.2021.614792	https://doi.org/10.3389/fmed.2021.614792	PROPN
easat-3794	193	2	.	.	PUNCT
easat-3794	194	1	[	[	X
easat-3794	194	2	2	2	NUM
easat-3794	194	3	]	]	X
easat-3794	194	4	ngiam	ngiam	PROPN
easat-3794	194	5	,	,	PUNCT
easat-3794	194	6	k.	k.	PROPN
easat-3794	194	7	y.	y.	PROPN
easat-3794	194	8	,	,	PUNCT
easat-3794	194	9	&	&	CCONJ
easat-3794	194	10	khor	khor	PROPN
easat-3794	194	11	,	,	PUNCT
easat-3794	194	12	i.	i.	PROPN
easat-3794	194	13	w.	w.	PROPN
easat-3794	194	14	(	(	PUNCT
easat-3794	194	15	2020	2020	NUM
easat-3794	194	16	)	)	PUNCT
easat-3794	194	17	.	.	PUNCT
easat-3794	195	1	big	big	ADJ
easat-3794	195	2	data	datum	NOUN
easat-3794	195	3	and	and	CCONJ
easat-3794	195	4	machine	machine	NOUN
easat-3794	195	5	learning	learn	VERB
easat-3794	195	6	algorithms	algorithm	NOUN
easat-3794	195	7	for	for	ADP
easat-3794	195	8	health	health	NOUN
easat-3794	195	9	-	-	PUNCT
easat-3794	195	10	care	care	NOUN
easat-3794	195	11	delivery	delivery	NOUN
easat-3794	195	12	.	.	PUNCT
easat-3794	196	1	the	the	DET
easat-3794	196	2	lancet	lancet	PROPN
easat-3794	196	3	oncology	oncology	NOUN
easat-3794	196	4	,	,	PUNCT
easat-3794	196	5	21(7	21(7	PROPN
easat-3794	196	6	)	)	PUNCT
easat-3794	196	7	,	,	PUNCT
easat-3794	196	8	e342	e342	PROPN
easat-3794	196	9	–	–	PUNCT
easat-3794	196	10	e349	e349	PROPN
easat-3794	196	11	.	.	PUNCT
easat-3794	196	12	https://doi.org/10.1016/s1470-2045(20)30170-6	https://doi.org/10.1016/s1470-2045(20)30170-6	PROPN
easat-3794	196	13	.	.	PUNCT
easat-3794	197	1	[	[	X
easat-3794	197	2	3	3	X
easat-3794	197	3	]	]	X
easat-3794	197	4	liu	liu	PROPN
easat-3794	197	5	,	,	PUNCT
easat-3794	197	6	x.	x.	PROPN
easat-3794	197	7	,	,	PUNCT
easat-3794	197	8	faes	faes	PROPN
easat-3794	197	9	,	,	PUNCT
easat-3794	197	10	l.	l.	PROPN
easat-3794	197	11	,	,	PUNCT
easat-3794	197	12	kale	kale	PROPN
easat-3794	197	13	,	,	PUNCT
easat-3794	197	14	a.	a.	PROPN
easat-3794	197	15	u.	u.	PROPN
easat-3794	197	16	,	,	PUNCT
easat-3794	197	17	wagner	wagner	PROPN
easat-3794	197	18	,	,	PUNCT
easat-3794	197	19	s.	s.	PROPN
easat-3794	197	20	k.	k.	PROPN
easat-3794	197	21	,	,	PUNCT
easat-3794	197	22	fu	fu	PROPN
easat-3794	197	23	,	,	PUNCT
easat-3794	197	24	d.	d.	PROPN
easat-3794	197	25	j.	j.	PROPN
easat-3794	197	26	,	,	PUNCT
easat-3794	197	27	&	&	CCONJ
easat-3794	197	28	balaskas	balaskas	PROPN
easat-3794	197	29	,	,	PUNCT
easat-3794	197	30	k.	k.	PROPN
easat-3794	197	31	(	(	PUNCT
easat-3794	197	32	2021	2021	NUM
easat-3794	197	33	)	)	PUNCT
easat-3794	197	34	.	.	PUNCT
easat-3794	198	1	a	a	DET
easat-3794	198	2	comparison	comparison	NOUN
easat-3794	198	3	of	of	ADP
easat-3794	198	4	deep	deep	ADJ
easat-3794	198	5	learning	learning	NOUN
easat-3794	198	6	performance	performance	NOUN
easat-3794	198	7	against	against	ADP
easat-3794	198	8	health	health	NOUN
easat-3794	198	9	-	-	PUNCT
easat-3794	198	10	care	care	NOUN
easat-3794	198	11	professionals	professional	NOUN
easat-3794	198	12	in	in	ADP
easat-3794	198	13	detecting	detect	VERB
easat-3794	198	14	diseases	disease	NOUN
easat-3794	198	15	from	from	ADP
easat-3794	198	16	medical	medical	ADJ
easat-3794	198	17	imaging	imaging	NOUN
easat-3794	198	18	:	:	PUNCT
easat-3794	198	19	a	a	DET
easat-3794	198	20	systematic	systematic	ADJ
easat-3794	198	21	review	review	NOUN
easat-3794	198	22	and	and	CCONJ
easat-3794	198	23	meta	meta	ADJ
easat-3794	198	24	-	-	PUNCT
easat-3794	198	25	analysis	analysis	NOUN
easat-3794	198	26	.	.	PUNCT
easat-3794	199	1	the	the	DET
easat-3794	199	2	lancet	lancet	PROPN
easat-3794	199	3	digital	digital	PROPN
easat-3794	199	4	health	health	PROPN
easat-3794	199	5	,	,	PUNCT
easat-3794	199	6	3(6	3(6	NUM
easat-3794	199	7	)	)	PUNCT
easat-3794	199	8	,	,	PUNCT
easat-3794	199	9	e415	e415	NUM
easat-3794	199	10	–	–	PUNCT
easat-3794	199	11	e426	e426	PROPN
easat-3794	199	12	.	.	PUNCT
easat-3794	199	13	https://doi.org/10.1016/s2589-7500(21)00020-0	https://doi.org/10.1016/s2589-7500(21)00020-0	PROPN
easat-3794	199	14	.	.	PUNCT
easat-3794	200	1	[	[	X
easat-3794	200	2	4	4	NUM
easat-3794	200	3	]	]	X
easat-3794	200	4	mishra	mishra	PROPN
easat-3794	200	5	,	,	PUNCT
easat-3794	200	6	s.	s.	PROPN
easat-3794	200	7	,	,	PUNCT
easat-3794	200	8	majhi	majhi	PROPN
easat-3794	200	9	,	,	PUNCT
easat-3794	200	10	r.	r.	PROPN
easat-3794	200	11	,	,	PUNCT
easat-3794	200	12	&	&	CCONJ
easat-3794	200	13	panda	panda	NOUN
easat-3794	200	14	,	,	PUNCT
easat-3794	200	15	g.	g.	PROPN
easat-3794	200	16	(	(	PUNCT
easat-3794	200	17	2022	2022	NUM
easat-3794	200	18	)	)	PUNCT
easat-3794	200	19	.	.	PUNCT
easat-3794	201	1	scalable	scalable	ADJ
easat-3794	201	2	machine	machine	NOUN
easat-3794	201	3	learning	learning	NOUN
easat-3794	201	4	in	in	ADP
easat-3794	201	5	healthcare	healthcare	PROPN
easat-3794	201	6	systems	system	NOUN
easat-3794	201	7	:	:	PUNCT
easat-3794	201	8	applications	application	NOUN
easat-3794	201	9	,	,	PUNCT
easat-3794	201	10	opportunities	opportunity	NOUN
easat-3794	201	11	,	,	PUNCT
easat-3794	201	12	and	and	CCONJ
easat-3794	201	13	challenges	challenge	NOUN
easat-3794	201	14	.	.	PUNCT
easat-3794	202	1	health	health	NOUN
easat-3794	202	2	informatics	informatics	PROPN
easat-3794	202	3	journal	journal	PROPN
easat-3794	202	4	,	,	PUNCT
easat-3794	202	5	28(3	28(3	NUM
easat-3794	202	6	)	)	PUNCT
easat-3794	202	7	,	,	PUNCT
easat-3794	202	8	1–15	1–15	NUM
easat-3794	202	9	.	.	PUNCT
easat-3794	203	1	https://doi.org/10.1177/14604582221107458	https://doi.org/10.1177/14604582221107458	ADJ
easat-3794	203	2	.	.	PUNCT
easat-3794	204	1	[	[	X
easat-3794	204	2	5	5	X
easat-3794	204	3	]	]	X
easat-3794	204	4	ehteshami	ehteshami	ADJ
easat-3794	204	5	bejnordi	bejnordi	PROPN
easat-3794	204	6	,	,	PUNCT
easat-3794	204	7	b.	b.	PROPN
easat-3794	204	8	,	,	PUNCT
easat-3794	204	9	veta	veta	PROPN
easat-3794	204	10	,	,	PUNCT
easat-3794	204	11	m.	m.	NOUN
easat-3794	204	12	,	,	PUNCT
easat-3794	204	13	johannes	johannes	PROPN
easat-3794	204	14	van	van	PROPN
easat-3794	204	15	diest	diest	PROPN
easat-3794	204	16	,	,	PUNCT
easat-3794	204	17	p.	p.	NOUN
easat-3794	204	18	,	,	PUNCT
easat-3794	204	19	&	&	CCONJ
easat-3794	204	20	van	van	PROPN
easat-3794	204	21	ginneken	ginneken	PROPN
easat-3794	204	22	,	,	PUNCT
easat-3794	204	23	b.	b.	PROPN
easat-3794	204	24	(	(	PUNCT
easat-3794	204	25	2020	2020	NUM
easat-3794	204	26	)	)	PUNCT
easat-3794	204	27	.	.	PUNCT
easat-3794	205	1	the	the	DET
easat-3794	205	2	diagnostic	diagnostic	ADJ
easat-3794	205	3	value	value	NOUN
easat-3794	205	4	of	of	ADP
easat-3794	205	5	ai	ai	NOUN
easat-3794	205	6	in	in	ADP
easat-3794	205	7	digital	digital	ADJ
easat-3794	205	8	pathology	pathology	NOUN
easat-3794	205	9	.	.	PUNCT
easat-3794	206	1	nature	nature	NOUN
easat-3794	206	2	reviews	review	VERB
easat-3794	206	3	cancer	cancer	NOUN
easat-3794	206	4	,	,	PUNCT
easat-3794	206	5	20(10	20(10	NUM
easat-3794	206	6	)	)	PUNCT
easat-3794	206	7	,	,	PUNCT
easat-3794	206	8	573–584	573–584	NUM
easat-3794	206	9	.	.	PUNCT
easat-3794	207	1	https://doi.org/10.1038/s41571-020-0404-3	https://doi.org/10.1038/s41571-020-0404-3	NUM
easat-3794	207	2	.	.	PUNCT
easat-3794	208	1	[	[	X
easat-3794	208	2	6	6	NUM
easat-3794	208	3	]	]	X
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easat-3794	208	5	,	,	PUNCT
easat-3794	208	6	v.	v.	PROPN
easat-3794	208	7	,	,	PUNCT
easat-3794	208	8	peng	peng	PROPN
easat-3794	208	9	,	,	PUNCT
easat-3794	208	10	l.	l.	PROPN
easat-3794	208	11	,	,	PUNCT
easat-3794	208	12	coram	coram	PROPN
easat-3794	208	13	,	,	PUNCT
easat-3794	208	14	m.	m.	NOUN
easat-3794	208	15	,	,	PUNCT
easat-3794	208	16	&	&	CCONJ
easat-3794	208	17	stumpe	stumpe	PROPN
easat-3794	208	18	,	,	PUNCT
easat-3794	208	19	m.	m.	NOUN
easat-3794	208	20	c.	c.	PROPN
easat-3794	208	21	(	(	PUNCT
easat-3794	208	22	2020	2020	NUM
easat-3794	208	23	)	)	PUNCT
easat-3794	208	24	.	.	PUNCT
easat-3794	209	1	development	development	NOUN
easat-3794	209	2	and	and	CCONJ
easat-3794	209	3	validation	validation	NOUN
easat-3794	209	4	of	of	ADP
easat-3794	209	5	a	a	DET
easat-3794	209	6	deep	deep	ADJ
easat-3794	209	7	learning	learning	NOUN
easat-3794	209	8	algorithm	algorithm	NOUN
easat-3794	209	9	for	for	ADP
easat-3794	209	10	detection	detection	NOUN
easat-3794	209	11	of	of	ADP
easat-3794	209	12	diabetic	diabetic	ADJ
easat-3794	209	13	retinopathy	retinopathy	NOUN
easat-3794	209	14	in	in	ADP
easat-3794	209	15	retinal	retinal	ADJ
easat-3794	209	16	fundus	fundus	NOUN
easat-3794	209	17	photographs	photograph	NOUN
easat-3794	209	18	.	.	PUNCT
easat-3794	210	1	jama	jama	PROPN
easat-3794	210	2	ophthalmology	ophthalmology	PROPN
easat-3794	210	3	,	,	PUNCT
easat-3794	210	4	138(9	138(9	NUM
easat-3794	210	5	)	)	PUNCT
easat-3794	210	6	,	,	PUNCT
easat-3794	210	7	1013–1020	1013–1020	NUM
easat-3794	210	8	.	.	PUNCT
easat-3794	211	1	https://doi.org/10.1001/jamaophthalmol.2020.3051	https://doi.org/10.1001/jamaophthalmol.2020.3051	PROPN
easat-3794	211	2	.	.	PUNCT
easat-3794	212	1	[	[	X
easat-3794	212	2	7	7	NUM
easat-3794	212	3	]	]	X
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easat-3794	212	5	,	,	PUNCT
easat-3794	212	6	s.	s.	PROPN
easat-3794	212	7	,	,	PUNCT
easat-3794	212	8	fox	fox	PROPN
easat-3794	212	9	,	,	PUNCT
easat-3794	212	10	j.	j.	PROPN
easat-3794	212	11	,	,	PUNCT
easat-3794	212	12	&	&	CCONJ
easat-3794	212	13	purohit	purohit	PROPN
easat-3794	212	14	,	,	PUNCT
easat-3794	212	15	m.	m.	NOUN
easat-3794	212	16	p.	p.	PROPN
easat-3794	212	17	(	(	PUNCT
easat-3794	212	18	2020	2020	NUM
easat-3794	212	19	)	)	PUNCT
easat-3794	212	20	.	.	PUNCT
easat-3794	213	1	artificial	artificial	ADJ
easat-3794	213	2	intelligence	intelligence	NOUN
easat-3794	213	3	tools	tool	NOUN
easat-3794	213	4	and	and	CCONJ
easat-3794	213	5	electronic	electronic	ADJ
easat-3794	213	6	health	health	NOUN
easat-3794	213	7	records	record	NOUN
easat-3794	213	8	:	:	PUNCT
easat-3794	213	9	current	current	ADJ
easat-3794	213	10	and	and	CCONJ
easat-3794	213	11	future	future	ADJ
easat-3794	213	12	developments	development	NOUN
easat-3794	213	13	.	.	PUNCT
easat-3794	214	1	world	world	PROPN
easat-3794	214	2	journal	journal	PROPN
easat-3794	214	3	of	of	ADP
easat-3794	214	4	radiology	radiology	NOUN
easat-3794	214	5	,	,	PUNCT
easat-3794	214	6	12(8	12(8	NUM
easat-3794	214	7	)	)	PUNCT
easat-3794	214	8	,	,	PUNCT
easat-3794	214	9	296–302	296–302	NUM
easat-3794	214	10	.	.	PUNCT
easat-3794	215	1	https://doi.org/10.4329/wjr.v12.i8.296	https://doi.org/10.4329/wjr.v12.i8.296	PROPN
easat-3794	215	2	.	.	PUNCT
easat-3794	216	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3794	217	1	https://doi.org/10.3389/fmed.2021.614792	https://doi.org/10.3389/fmed.2021.614792	PROPN
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easat-3794	217	3	https://doi.org/10.1016/s2589-7500(21)00020-0	https://doi.org/10.1016/s2589-7500(21)00020-0	NOUN
easat-3794	217	4	https://doi.org/10.1177/14604582221107458	https://doi.org/10.1177/14604582221107458	PROPN
easat-3794	217	5	https://doi.org/10.1038/s41571-020-0404-3	https://doi.org/10.1038/s41571-020-0404-3	X
easat-3794	218	1	https://doi.org/10.1001/jamaophthalmol.2020.3051	https://doi.org/10.1001/jamaophthalmol.2020.3051	PROPN
easat-3794	218	2	https://doi.org/10.4329/wjr.v12.i8.296	https://doi.org/10.4329/wjr.v12.i8.296	PROPN
easat-3794	218	3	8332	8332	NUM
easat-3794	218	4	edelweiss	edelweiss	PROPN
easat-3794	218	5	applied	apply	VERB
easat-3794	218	6	science	science	NOUN
easat-3794	218	7	and	and	CCONJ
easat-3794	218	8	technology	technology	NOUN
easat-3794	218	9	issn	issn	PROPN
easat-3794	218	10	:	:	PUNCT
easat-3794	218	11	2576	2576	NUM
easat-3794	218	12	-	-	SYM
easat-3794	218	13	8484	8484	NUM
easat-3794	218	14	vol	vol	NOUN
easat-3794	218	15	.	.	PROPN
easat-3794	218	16	8	8	NUM
easat-3794	218	17	,	,	PUNCT
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easat-3794	218	19	.	.	NOUN
easat-3794	218	20	6	6	NUM
easat-3794	218	21	:	:	PUNCT
easat-3794	218	22	8322	8322	NUM
easat-3794	218	23	-	-	SYM
easat-3794	218	24	8332	8332	NUM
easat-3794	218	25	,	,	PUNCT
easat-3794	218	26	2024	2024	NUM
easat-3794	218	27	doi	doi	NOUN
easat-3794	218	28	:	:	PUNCT
easat-3794	218	29	10.55214/25768484.v8i6.3794	10.55214/25768484.v8i6.3794	NUM
easat-3794	218	30	©	©	ADP
easat-3794	218	31	2024	2024	NUM
easat-3794	218	32	by	by	ADP
easat-3794	218	33	the	the	DET
easat-3794	218	34	authors	author	NOUN
easat-3794	218	35	;	;	PUNCT
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easat-3794	218	37	learning	learning	NOUN
easat-3794	218	38	gate	gate	NOUN
easat-3794	219	1	[	[	X
easat-3794	219	2	8	8	NUM
easat-3794	219	3	]	]	PUNCT
easat-3794	219	4	giger	giger	NOUN
easat-3794	219	5	,	,	PUNCT
easat-3794	219	6	m.	m.	NOUN
easat-3794	219	7	l.	l.	PROPN
easat-3794	219	8	(	(	PUNCT
easat-3794	219	9	2020	2020	NUM
easat-3794	219	10	)	)	PUNCT
easat-3794	219	11	.	.	PUNCT
easat-3794	220	1	machine	machine	NOUN
easat-3794	220	2	learning	learn	VERB
easat-3794	220	3	in	in	ADP
easat-3794	220	4	medical	medical	ADJ
easat-3794	220	5	imaging	imaging	NOUN
easat-3794	220	6	.	.	PUNCT
easat-3794	221	1	journal	journal	PROPN
easat-3794	221	2	of	of	ADP
easat-3794	221	3	the	the	DET
easat-3794	221	4	american	american	PROPN
easat-3794	221	5	college	college	PROPN
easat-3794	221	6	of	of	ADP
easat-3794	221	7	radiology	radiology	NOUN
easat-3794	221	8	,	,	PUNCT
easat-3794	221	9	17(10	17(10	NUM
easat-3794	221	10	)	)	PUNCT
easat-3794	221	11	,	,	PUNCT
easat-3794	221	12	1326–1330	1326–1330	NUM
easat-3794	221	13	.	.	PUNCT
easat-3794	221	14	https://doi.org/10.1016/j.jacr.2020.06.034	https://doi.org/10.1016/j.jacr.2020.06.034	NOUN
easat-3794	221	15	.	.	PUNCT
easat-3794	222	1	[	[	X
easat-3794	222	2	9	9	NUM
easat-3794	222	3	]	]	SYM
easat-3794	222	4	topol	topol	NOUN
easat-3794	222	5	,	,	PUNCT
easat-3794	222	6	e.	e.	PROPN
easat-3794	222	7	j.	j.	PROPN
easat-3794	222	8	,	,	PUNCT
easat-3794	222	9	&	&	CCONJ
easat-3794	222	10	steinhubl	steinhubl	PROPN
easat-3794	222	11	,	,	PUNCT
easat-3794	222	12	s.	s.	PROPN
easat-3794	222	13	r.	r.	PROPN
easat-3794	222	14	(	(	PUNCT
easat-3794	222	15	2020	2020	NUM
easat-3794	222	16	)	)	PUNCT
easat-3794	222	17	.	.	PUNCT
easat-3794	223	1	transforming	transform	VERB
easat-3794	223	2	medicine	medicine	NOUN
easat-3794	223	3	with	with	ADP
easat-3794	223	4	artificial	artificial	ADJ
easat-3794	223	5	intelligence	intelligence	NOUN
easat-3794	223	6	.	.	PUNCT
easat-3794	224	1	jama	jama	PROPN
easat-3794	224	2	,	,	PUNCT
easat-3794	224	3	324(11	324(11	NUM
easat-3794	224	4	)	)	PUNCT
easat-3794	224	5	,	,	PUNCT
easat-3794	224	6	1033–1034	1033–1034	NUM
easat-3794	224	7	.	.	PUNCT
easat-3794	225	1	https://doi.org/10.1001/jama.2020.14381	https://doi.org/10.1001/jama.2020.14381	NOUN
easat-3794	225	2	.	.	PUNCT
easat-3794	226	1	[	[	X
easat-3794	226	2	10	10	NUM
easat-3794	226	3	]	]	X
easat-3794	226	4	krittanawong	krittanawong	PROPN
easat-3794	226	5	,	,	PUNCT
easat-3794	226	6	c.	c.	PROPN
easat-3794	226	7	,	,	PUNCT
easat-3794	226	8	zhang	zhang	PROPN
easat-3794	226	9	,	,	PUNCT
easat-3794	226	10	h.	h.	PROPN
easat-3794	226	11	,	,	PUNCT
easat-3794	226	12	wang	wang	PROPN
easat-3794	226	13	,	,	PUNCT
easat-3794	226	14	z.	z.	PROPN
easat-3794	226	15	,	,	PUNCT
easat-3794	226	16	aydar	aydar	NOUN
easat-3794	226	17	,	,	PUNCT
easat-3794	226	18	m.	m.	NOUN
easat-3794	226	19	,	,	PUNCT
easat-3794	226	20	&	&	CCONJ
easat-3794	226	21	kitai	kitai	PROPN
easat-3794	226	22	,	,	PUNCT
easat-3794	226	23	t.	t.	NOUN
easat-3794	226	24	(	(	PUNCT
easat-3794	226	25	2021	2021	NUM
easat-3794	226	26	)	)	PUNCT
easat-3794	226	27	.	.	PUNCT
easat-3794	227	1	artificial	artificial	ADJ
easat-3794	227	2	intelligence	intelligence	NOUN
easat-3794	227	3	in	in	ADP
easat-3794	227	4	precision	precision	NOUN
easat-3794	227	5	cardiovascular	cardiovascular	ADJ
easat-3794	227	6	medicine	medicine	NOUN
easat-3794	227	7	.	.	PUNCT
easat-3794	228	1	journal	journal	NOUN
easat-3794	228	2	of	of	ADP
easat-3794	228	3	the	the	DET
easat-3794	228	4	american	american	PROPN
easat-3794	228	5	college	college	PROPN
easat-3794	228	6	of	of	ADP
easat-3794	228	7	cardiology	cardiology	NOUN
easat-3794	228	8	,	,	PUNCT
easat-3794	228	9	77(12	77(12	NUM
easat-3794	228	10	)	)	PUNCT
easat-3794	228	11	,	,	PUNCT
easat-3794	228	12	1572–1581	1572–1581	NUM
easat-3794	228	13	.	.	PUNCT
easat-3794	229	1	https://doi.org/10.1016/j.jacc.2021.01.046	https://doi.org/10.1016/j.jacc.2021.01.046	NUM
easat-3794	229	2	.	.	PUNCT
easat-3794	230	1	[	[	X
easat-3794	230	2	11	11	NUM
easat-3794	230	3	]	]	X
easat-3794	230	4	lee	lee	PROPN
easat-3794	230	5	,	,	PUNCT
easat-3794	230	6	s.	s.	PROPN
easat-3794	230	7	,	,	PUNCT
easat-3794	230	8	kim	kim	PROPN
easat-3794	230	9	,	,	PUNCT
easat-3794	230	10	d.	d.	PROPN
easat-3794	230	11	,	,	PUNCT
easat-3794	230	12	&	&	CCONJ
easat-3794	230	13	kim	kim	PROPN
easat-3794	230	14	,	,	PUNCT
easat-3794	230	15	j.	j.	PROPN
easat-3794	230	16	(	(	PUNCT
easat-3794	230	17	2022	2022	NUM
easat-3794	230	18	)	)	PUNCT
easat-3794	230	19	.	.	PUNCT
easat-3794	231	1	artificial	artificial	ADJ
easat-3794	231	2	intelligence	intelligence	NOUN
easat-3794	231	3	in	in	ADP
easat-3794	231	4	healthcare	healthcare	PROPN
easat-3794	231	5	:	:	PUNCT
easat-3794	231	6	applications	application	NOUN
easat-3794	231	7	,	,	PUNCT
easat-3794	231	8	challenges	challenge	NOUN
easat-3794	231	9	,	,	PUNCT
easat-3794	231	10	and	and	CCONJ
easat-3794	231	11	future	future	ADJ
easat-3794	231	12	trends	trend	NOUN
easat-3794	231	13	.	.	PUNCT
easat-3794	232	1	ieee	ieee	NOUN
easat-3794	232	2	transactions	transaction	NOUN
easat-3794	232	3	on	on	ADP
easat-3794	232	4	medical	medical	ADJ
easat-3794	232	5	imaging	imaging	NOUN
easat-3794	232	6	,	,	PUNCT
easat-3794	232	7	41(3	41(3	NUM
easat-3794	232	8	)	)	PUNCT
easat-3794	232	9	,	,	PUNCT
easat-3794	232	10	800–811	800–811	NUM
easat-3794	232	11	.	.	PUNCT
easat-3794	233	1	https://doi.org/10.1109/tmi.2022.3145901	https://doi.org/10.1109/tmi.2022.3145901	NOUN
easat-3794	233	2	.	.	PUNCT
easat-3794	234	1	[	[	X
easat-3794	234	2	12	12	NUM
easat-3794	234	3	]	]	PUNCT
easat-3794	234	4	verma	verma	PROPN
easat-3794	234	5	,	,	PUNCT
easat-3794	234	6	a.	a.	PROPN
easat-3794	234	7	,	,	PUNCT
easat-3794	234	8	das	das	PROPN
easat-3794	234	9	,	,	PUNCT
easat-3794	234	10	v.	v.	PROPN
easat-3794	234	11	,	,	PUNCT
easat-3794	234	12	&	&	CCONJ
easat-3794	234	13	kumar	kumar	PROPN
easat-3794	234	14	,	,	PUNCT
easat-3794	234	15	n.	n.	PROPN
easat-3794	234	16	(	(	PUNCT
easat-3794	234	17	2021	2021	NUM
easat-3794	234	18	)	)	PUNCT
easat-3794	234	19	.	.	PUNCT
easat-3794	235	1	deep	deep	ADJ
easat-3794	235	2	learning	learning	NOUN
easat-3794	235	3	approaches	approach	VERB
easat-3794	235	4	for	for	ADP
easat-3794	235	5	covid-19	covid-19	PROPN
easat-3794	235	6	detection	detection	NOUN
easat-3794	235	7	and	and	CCONJ
easat-3794	235	8	diagnosis	diagnosis	NOUN
easat-3794	235	9	:	:	PUNCT
easat-3794	235	10	a	a	DET
easat-3794	235	11	systematic	systematic	ADJ
easat-3794	235	12	review	review	NOUN
easat-3794	235	13	.	.	PUNCT
easat-3794	236	1	journal	journal	PROPN
easat-3794	236	2	of	of	ADP
easat-3794	236	3	medical	medical	ADJ
easat-3794	236	4	systems	system	NOUN
easat-3794	236	5	,	,	PUNCT
easat-3794	236	6	45(8	45(8	NOUN
easat-3794	236	7	)	)	PUNCT
easat-3794	236	8	,	,	PUNCT
easat-3794	236	9	1–15	1–15	NUM
easat-3794	236	10	.	.	PUNCT
easat-3794	236	11	https://doi.org/10.1007/s10916-021-01735-x	https://doi.org/10.1007/s10916-021-01735-x	PROPN
easat-3794	236	12	.	.	PUNCT
easat-3794	237	1	[	[	X
easat-3794	237	2	13	13	NUM
easat-3794	237	3	]	]	SYM
easat-3794	237	4	ouyang	ouyang	PROPN
easat-3794	237	5	,	,	PUNCT
easat-3794	237	6	d.	d.	PROPN
easat-3794	237	7	,	,	PUNCT
easat-3794	237	8	he	he	PRON
easat-3794	237	9	,	,	PUNCT
easat-3794	237	10	b.	b.	PROPN
easat-3794	237	11	,	,	PUNCT
easat-3794	237	12	ghorbani	ghorbani	PROPN
easat-3794	237	13	,	,	PUNCT
easat-3794	237	14	a.	a.	NOUN
easat-3794	237	15	,	,	PUNCT
easat-3794	237	16	&	&	CCONJ
easat-3794	237	17	harrington	harrington	PROPN
easat-3794	237	18	,	,	PUNCT
easat-3794	237	19	r.	r.	PROPN
easat-3794	237	20	a.	a.	PROPN
easat-3794	237	21	(	(	PUNCT
easat-3794	237	22	2020	2020	NUM
easat-3794	237	23	)	)	PUNCT
easat-3794	237	24	.	.	PUNCT
easat-3794	237	25	video	video	NOUN
easat-3794	237	26	-	-	PUNCT
easat-3794	237	27	based	base	VERB
easat-3794	237	28	ai	ai	NOUN
easat-3794	237	29	for	for	ADP
easat-3794	237	30	clinical	clinical	ADJ
easat-3794	237	31	diagnostics	diagnostic	NOUN
easat-3794	237	32	.	.	PUNCT
easat-3794	238	1	nature	nature	NOUN
easat-3794	238	2	biomedical	biomedical	PROPN
easat-3794	238	3	engineering	engineering	NOUN
easat-3794	238	4	,	,	PUNCT
easat-3794	238	5	4(10	4(10	NUM
easat-3794	238	6	)	)	PUNCT
easat-3794	238	7	,	,	PUNCT
easat-3794	238	8	879–891	879–891	NUM
easat-3794	238	9	.	.	PUNCT
easat-3794	239	1	https://doi.org/10.1038/s41551-020-00632-9	https://doi.org/10.1038/s41551-020-00632-9	NOUN
easat-3794	239	2	.	.	PUNCT
easat-3794	240	1	[	[	X
easat-3794	240	2	14	14	NUM
easat-3794	240	3	]	]	SYM
easat-3794	240	4	mateen	mateen	PROPN
easat-3794	240	5	,	,	PUNCT
easat-3794	240	6	b.	b.	PROPN
easat-3794	240	7	a.	a.	PROPN
easat-3794	240	8	,	,	PUNCT
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easat-3794	240	10	,	,	PUNCT
easat-3794	240	11	j.	j.	PROPN
easat-3794	240	12	,	,	PUNCT
easat-3794	240	13	denniston	denniston	PROPN
easat-3794	240	14	,	,	PUNCT
easat-3794	240	15	a.	a.	PROPN
easat-3794	240	16	k.	k.	PROPN
easat-3794	240	17	,	,	PUNCT
easat-3794	240	18	&	&	CCONJ
easat-3794	240	19	holmes	holmes	PROPN
easat-3794	240	20	,	,	PUNCT
easat-3794	240	21	c.	c.	PROPN
easat-3794	240	22	c.	c.	PROPN
easat-3794	240	23	(	(	PUNCT
easat-3794	240	24	2020	2020	NUM
easat-3794	240	25	)	)	PUNCT
easat-3794	240	26	.	.	PUNCT
easat-3794	241	1	improving	improve	VERB
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easat-3794	241	3	quality	quality	NOUN
easat-3794	241	4	of	of	ADP
easat-3794	241	5	machine	machine	NOUN
easat-3794	241	6	learning	learn	VERB
easat-3794	241	7	in	in	ADP
easat-3794	241	8	health	health	NOUN
easat-3794	241	9	applications	application	NOUN
easat-3794	241	10	and	and	CCONJ
easat-3794	241	11	clinical	clinical	ADJ
easat-3794	241	12	care	care	NOUN
easat-3794	241	13	.	.	PUNCT
easat-3794	242	1	the	the	DET
easat-3794	242	2	lancet	lancet	PROPN
easat-3794	242	3	digital	digital	PROPN
easat-3794	242	4	health	health	NOUN
easat-3794	242	5	,	,	PUNCT
easat-3794	242	6	2(9	2(9	NUM
easat-3794	242	7	)	)	PUNCT
easat-3794	242	8	,	,	PUNCT
easat-3794	242	9	e504	e504	PROPN
easat-3794	242	10	–	–	PUNCT
easat-3794	242	11	e507	e507	NUM
easat-3794	242	12	.	.	PUNCT
easat-3794	242	13	https://doi.org/10.1016/s25897500(20)30149-4	https://doi.org/10.1016/s25897500(20)30149-4	NOUN
easat-3794	242	14	.	.	PUNCT
easat-3794	243	1	[	[	X
easat-3794	243	2	15	15	NUM
easat-3794	243	3	]	]	X
easat-3794	243	4	ashrafian	ashrafian	PROPN
easat-3794	243	5	,	,	PUNCT
easat-3794	243	6	h.	h.	PROPN
easat-3794	243	7	,	,	PUNCT
easat-3794	243	8	darzi	darzi	NOUN
easat-3794	243	9	,	,	PUNCT
easat-3794	243	10	a.	a.	NOUN
easat-3794	243	11	,	,	PUNCT
easat-3794	243	12	&	&	CCONJ
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easat-3794	243	14	,	,	PUNCT
easat-3794	243	15	t.	t.	NOUN
easat-3794	243	16	(	(	PUNCT
easat-3794	243	17	2021	2021	NUM
easat-3794	243	18	)	)	PUNCT
easat-3794	243	19	.	.	PUNCT
easat-3794	244	1	precision	precision	NOUN
easat-3794	244	2	medicine	medicine	NOUN
easat-3794	244	3	and	and	CCONJ
easat-3794	244	4	machine	machine	NOUN
easat-3794	244	5	learning	learning	NOUN
easat-3794	244	6	:	:	PUNCT
easat-3794	244	7	an	an	DET
easat-3794	244	8	integrated	integrated	ADJ
easat-3794	244	9	approach	approach	NOUN
easat-3794	244	10	.	.	PUNCT
easat-3794	245	1	npj	npj	PROPN
easat-3794	245	2	digital	digital	ADJ
easat-3794	245	3	medicine	medicine	NOUN
easat-3794	245	4	,	,	PUNCT
easat-3794	245	5	4(1	4(1	NOUN
easat-3794	245	6	)	)	PUNCT
easat-3794	245	7	,	,	PUNCT
easat-3794	245	8	1–5	1–5	PROPN
easat-3794	245	9	.	.	NOUN
easat-3794	245	10	https://doi.org/10.1038/s41746-021-00468-7	https://doi.org/10.1038/s41746-021-00468-7	NUM
easat-3794	245	11	.	.	PUNCT
easat-3794	246	1	[	[	X
easat-3794	246	2	16	16	NUM
easat-3794	246	3	]	]	X
easat-3794	246	4	shen	shen	PROPN
easat-3794	246	5	,	,	PUNCT
easat-3794	246	6	j.	j.	PROPN
easat-3794	246	7	,	,	PUNCT
easat-3794	246	8	zhang	zhang	PROPN
easat-3794	246	9	,	,	PUNCT
easat-3794	246	10	c.	c.	PROPN
easat-3794	246	11	j.	j.	PROPN
easat-3794	246	12	,	,	PUNCT
easat-3794	246	13	jiang	jiang	PROPN
easat-3794	246	14	,	,	PUNCT
easat-3794	246	15	b.	b.	PROPN
easat-3794	246	16	,	,	PUNCT
easat-3794	246	17	&	&	CCONJ
easat-3794	246	18	chen	chen	PROPN
easat-3794	246	19	,	,	PUNCT
easat-3794	246	20	j.	j.	PROPN
easat-3794	246	21	(	(	PUNCT
easat-3794	246	22	2021	2021	NUM
easat-3794	246	23	)	)	PUNCT
easat-3794	246	24	.	.	PUNCT
easat-3794	247	1	artificial	artificial	ADJ
easat-3794	247	2	intelligence	intelligence	NOUN
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easat-3794	247	5	in	in	ADP
easat-3794	247	6	disease	disease	NOUN
easat-3794	247	7	diagnosis	diagnosis	NOUN
easat-3794	247	8	:	:	PUNCT
easat-3794	247	9	systematic	systematic	ADJ
easat-3794	247	10	review	review	NOUN
easat-3794	247	11	.	.	PUNCT
easat-3794	248	1	jmir	jmir	PROPN
easat-3794	248	2	medical	medical	PROPN
easat-3794	248	3	informatics	informatics	PROPN
easat-3794	248	4	,	,	PUNCT
easat-3794	248	5	9(2	9(2	NUM
easat-3794	248	6	)	)	PUNCT
easat-3794	248	7	,	,	PUNCT
easat-3794	248	8	e21483	e21483	NOUN
easat-3794	248	9	.	.	PUNCT
easat-3794	249	1	https://doi.org/10.2196/21483	https://doi.org/10.2196/21483	NOUN
easat-3794	249	2	.	.	PUNCT
easat-3794	250	1	[	[	X
easat-3794	250	2	17	17	NUM
easat-3794	250	3	]	]	X
easat-3794	250	4	xu	xu	PROPN
easat-3794	250	5	,	,	PUNCT
easat-3794	250	6	c.	c.	PROPN
easat-3794	250	7	,	,	PUNCT
easat-3794	250	8	zhao	zhao	PROPN
easat-3794	250	9	,	,	PUNCT
easat-3794	250	10	s.	s.	PROPN
easat-3794	250	11	,	,	PUNCT
easat-3794	250	12	&	&	CCONJ
easat-3794	250	13	zhang	zhang	PROPN
easat-3794	250	14	,	,	PUNCT
easat-3794	250	15	y.	y.	PROPN
easat-3794	250	16	(	(	PUNCT
easat-3794	250	17	2023	2023	NUM
easat-3794	250	18	)	)	PUNCT
easat-3794	250	19	.	.	PUNCT
easat-3794	251	1	ai	ai	VERB
easat-3794	251	2	-	-	PUNCT
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easat-3794	251	4	decision	decision	NOUN
easat-3794	251	5	-	-	PUNCT
easat-3794	251	6	making	making	NOUN
easat-3794	251	7	in	in	ADP
easat-3794	251	8	clinical	clinical	ADJ
easat-3794	251	9	environments	environment	NOUN
easat-3794	251	10	:	:	PUNCT
easat-3794	251	11	opportunities	opportunity	NOUN
easat-3794	251	12	and	and	CCONJ
easat-3794	251	13	challenges	challenge	NOUN
easat-3794	251	14	.	.	PUNCT
easat-3794	252	1	computers	computer	NOUN
easat-3794	252	2	in	in	ADP
easat-3794	252	3	biology	biology	NOUN
easat-3794	252	4	and	and	CCONJ
easat-3794	252	5	medicine	medicine	NOUN
easat-3794	252	6	,	,	PUNCT
easat-3794	252	7	157	157	NUM
easat-3794	252	8	,	,	PUNCT
easat-3794	252	9	106802	106802	NUM
easat-3794	252	10	.	.	PUNCT
easat-3794	253	1	https://doi.org/10.1016/j.compbiomed.2023.106802	https://doi.org/10.1016/j.compbiomed.2023.106802	ADJ
easat-3794	253	2	.	.	PUNCT
easat-3794	254	1	[	[	X
easat-3794	254	2	18	18	NUM
easat-3794	254	3	]	]	X
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easat-3794	254	5	,	,	PUNCT
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easat-3794	254	7	,	,	PUNCT
easat-3794	254	8	riesel	riesel	NOUN
easat-3794	254	9	,	,	PUNCT
easat-3794	254	10	d.	d.	PROPN
easat-3794	254	11	,	,	PUNCT
easat-3794	254	12	aharoni	aharoni	NOUN
easat-3794	254	13	,	,	PUNCT
easat-3794	254	14	m.	m.	NOUN
easat-3794	254	15	,	,	PUNCT
easat-3794	254	16	&	&	CCONJ
easat-3794	254	17	kuritzky	kuritzky	ADJ
easat-3794	254	18	,	,	PUNCT
easat-3794	254	19	a.	a.	NOUN
easat-3794	254	20	(	(	PUNCT
easat-3794	254	21	2021	2021	NUM
easat-3794	254	22	)	)	PUNCT
easat-3794	254	23	.	.	PUNCT
easat-3794	255	1	development	development	NOUN
easat-3794	255	2	and	and	CCONJ
easat-3794	255	3	validation	validation	NOUN
easat-3794	255	4	of	of	ADP
easat-3794	255	5	a	a	DET
easat-3794	255	6	machine	machine	NOUN
easat-3794	255	7	learning	learn	VERB
easat-3794	255	8	model	model	NOUN
easat-3794	255	9	predicting	predict	VERB
easat-3794	255	10	severe	severe	ADJ
easat-3794	255	11	covid-19	covid-19	PROPN
easat-3794	255	12	outcomes	outcome	NOUN
easat-3794	255	13	.	.	PUNCT
easat-3794	256	1	nature	nature	NOUN
easat-3794	256	2	communications	communication	NOUN
easat-3794	256	3	,	,	PUNCT
easat-3794	256	4	12(1	12(1	NUM
easat-3794	256	5	)	)	PUNCT
easat-3794	256	6	,	,	PUNCT
easat-3794	256	7	1–10	1–10	NOUN
easat-3794	256	8	.	.	PUNCT
easat-3794	257	1	https://doi.org/10.1038/s41467-02124085-8	https://doi.org/10.1038/s41467-02124085-8	PROPN
easat-3794	257	2	.	.	PUNCT
easat-3794	258	1	[	[	X
easat-3794	258	2	19	19	NUM
easat-3794	258	3	]	]	X
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easat-3794	258	5	,	,	PUNCT
easat-3794	258	6	v.	v.	PROPN
easat-3794	258	7	,	,	PUNCT
easat-3794	258	8	enslin	enslin	PROPN
easat-3794	258	9	,	,	PUNCT
easat-3794	258	10	s.	s.	PROPN
easat-3794	258	11	,	,	PUNCT
easat-3794	258	12	&	&	CCONJ
easat-3794	258	13	gross	gross	PROPN
easat-3794	258	14	,	,	PUNCT
easat-3794	258	15	s.	s.	PROPN
easat-3794	258	16	a.	a.	PROPN
easat-3794	258	17	(	(	PUNCT
easat-3794	258	18	2020	2020	NUM
easat-3794	258	19	)	)	PUNCT
easat-3794	258	20	.	.	PUNCT
easat-3794	259	1	history	history	NOUN
easat-3794	259	2	of	of	ADP
easat-3794	259	3	artificial	artificial	ADJ
easat-3794	259	4	intelligence	intelligence	NOUN
easat-3794	259	5	in	in	ADP
easat-3794	259	6	medicine	medicine	NOUN
easat-3794	259	7	.	.	PUNCT
easat-3794	260	1	gastrointestinal	gastrointestinal	ADJ
easat-3794	260	2	endoscopy	endoscopy	NOUN
easat-3794	260	3	,	,	PUNCT
easat-3794	260	4	92(4	92(4	NOUN
easat-3794	260	5	)	)	PUNCT
easat-3794	260	6	,	,	PUNCT
easat-3794	260	7	807–812	807–812	NUM
easat-3794	260	8	.	.	PUNCT
easat-3794	261	1	https://doi.org/10.1016/j.gie.2020.06.040	https://doi.org/10.1016/j.gie.2020.06.040	NOUN
easat-3794	261	2	.	.	PUNCT
easat-3794	262	1	[	[	X
easat-3794	262	2	20	20	NUM
easat-3794	262	3	]	]	X
easat-3794	262	4	martin	martin	PROPN
easat-3794	262	5	,	,	PUNCT
easat-3794	262	6	g.	g.	PROPN
easat-3794	262	7	,	,	PUNCT
easat-3794	262	8	clarke	clarke	PROPN
easat-3794	262	9	,	,	PUNCT
easat-3794	262	10	j.	j.	PROPN
easat-3794	262	11	,	,	PUNCT
easat-3794	262	12	liew	liew	PROPN
easat-3794	262	13	,	,	PUNCT
easat-3794	262	14	f.	f.	PROPN
easat-3794	262	15	,	,	PUNCT
easat-3794	262	16	&	&	CCONJ
easat-3794	262	17	arora	arora	PROPN
easat-3794	262	18	,	,	PUNCT
easat-3794	262	19	s.	s.	PROPN
easat-3794	262	20	(	(	PUNCT
easat-3794	262	21	2021	2021	NUM
easat-3794	262	22	)	)	PUNCT
easat-3794	262	23	.	.	PUNCT
easat-3794	263	1	evaluating	evaluate	VERB
easat-3794	263	2	artificial	artificial	ADJ
easat-3794	263	3	intelligence	intelligence	NOUN
easat-3794	263	4	in	in	ADP
easat-3794	263	5	healthcare	healthcare	PROPN
easat-3794	263	6	:	:	PUNCT
easat-3794	263	7	systematic	systematic	ADJ
easat-3794	263	8	review	review	NOUN
easat-3794	263	9	and	and	CCONJ
easat-3794	263	10	framework	framework	NOUN
easat-3794	263	11	development	development	NOUN
easat-3794	263	12	.	.	PUNCT
easat-3794	264	1	journal	journal	PROPN
easat-3794	264	2	of	of	ADP
easat-3794	264	3	medical	medical	ADJ
easat-3794	264	4	internet	internet	NOUN
easat-3794	264	5	research	research	NOUN
easat-3794	264	6	,	,	PUNCT
easat-3794	264	7	23(3	23(3	NUM
easat-3794	264	8	)	)	PUNCT
easat-3794	264	9	,	,	PUNCT
easat-3794	264	10	e25661	e25661	PROPN
easat-3794	264	11	.	.	PUNCT
easat-3794	264	12	https://doi.org/10.2196/25661	https://doi.org/10.2196/25661	VERB
easat-3794	264	13	.	.	PUNCT
easat-3794	265	1	[	[	X
easat-3794	265	2	21	21	NUM
easat-3794	265	3	]	]	X
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easat-3794	265	5	,	,	PUNCT
easat-3794	265	6	d.	d.	PROPN
easat-3794	265	7	s.	s.	PROPN
easat-3794	265	8	w.	w.	PROPN
easat-3794	265	9	,	,	PUNCT
easat-3794	265	10	liu	liu	PROPN
easat-3794	265	11	,	,	PUNCT
easat-3794	265	12	y.	y.	PROPN
easat-3794	265	13	,	,	PUNCT
easat-3794	265	14	burlina	burlina	PROPN
easat-3794	265	15	,	,	PUNCT
easat-3794	265	16	p.	p.	PROPN
easat-3794	265	17	,	,	PUNCT
easat-3794	265	18	xu	xu	PROPN
easat-3794	265	19	,	,	PUNCT
easat-3794	265	20	x.	x.	NOUN
easat-3794	265	21	,	,	PUNCT
easat-3794	265	22	bressler	bressler	NOUN
easat-3794	265	23	,	,	PUNCT
easat-3794	265	24	n.	n.	PROPN
easat-3794	265	25	m.	m.	PROPN
easat-3794	265	26	,	,	PUNCT
easat-3794	265	27	&	&	CCONJ
easat-3794	265	28	wong	wong	PROPN
easat-3794	265	29	,	,	PUNCT
easat-3794	265	30	t.	t.	PROPN
easat-3794	265	31	y.	y.	PROPN
easat-3794	265	32	(	(	PUNCT
easat-3794	265	33	2020	2020	NUM
easat-3794	265	34	)	)	PUNCT
easat-3794	265	35	.	.	PUNCT
easat-3794	266	1	ai	ai	VERB
easat-3794	266	2	in	in	ADP
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easat-3794	266	4	:	:	PUNCT
easat-3794	266	5	deep	deep	ADJ
easat-3794	266	6	learning	learning	NOUN
easat-3794	266	7	models	model	NOUN
easat-3794	266	8	for	for	ADP
easat-3794	266	9	detecting	detect	VERB
easat-3794	266	10	and	and	CCONJ
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easat-3794	266	12	eye	eye	NOUN
easat-3794	266	13	diseases	disease	NOUN
easat-3794	266	14	.	.	PUNCT
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easat-3794	267	2	in	in	ADP
easat-3794	267	3	retinal	retinal	ADJ
easat-3794	267	4	and	and	CCONJ
easat-3794	267	5	eye	eye	NOUN
easat-3794	267	6	research	research	NOUN
easat-3794	267	7	,	,	PUNCT
easat-3794	267	8	77	77	NUM
easat-3794	267	9	,	,	PUNCT
easat-3794	267	10	100828	100828	NUM
easat-3794	267	11	.	.	PUNCT
easat-3794	268	1	https://doi.org/10.1016/j.preteyeres.2019.100828	https://doi.org/10.1016/j.preteyeres.2019.100828	NOUN
easat-3794	268	2	.	.	PUNCT
easat-3794	269	1	[	[	X
easat-3794	269	2	22	22	NUM
easat-3794	269	3	]	]	SYM
easat-3794	269	4	han	han	PROPN
easat-3794	269	5	,	,	PUNCT
easat-3794	269	6	j.	j.	PROPN
easat-3794	269	7	h.	h.	PROPN
easat-3794	269	8	,	,	PUNCT
easat-3794	269	9	kwak	kwak	PROPN
easat-3794	269	10	,	,	PUNCT
easat-3794	269	11	s.	s.	PROPN
easat-3794	269	12	s.	s.	PROPN
easat-3794	269	13	,	,	PUNCT
easat-3794	269	14	&	&	CCONJ
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easat-3794	269	16	,	,	PUNCT
easat-3794	269	17	j.	j.	PROPN
easat-3794	269	18	y.	y.	PROPN
easat-3794	269	19	(	(	PUNCT
easat-3794	269	20	2022	2022	NUM
easat-3794	269	21	)	)	PUNCT
easat-3794	269	22	.	.	PUNCT
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easat-3794	270	2	innovations	innovation	NOUN
easat-3794	270	3	through	through	ADP
easat-3794	270	4	ai	ai	ADJ
easat-3794	270	5	-	-	PUNCT
easat-3794	270	6	driven	drive	VERB
easat-3794	270	7	precision	precision	NOUN
easat-3794	270	8	medicine	medicine	NOUN
easat-3794	270	9	:	:	PUNCT
easat-3794	270	10	opportunities	opportunity	NOUN
easat-3794	270	11	for	for	ADP
easat-3794	270	12	digital	digital	ADJ
easat-3794	270	13	health	health	NOUN
easat-3794	270	14	.	.	PUNCT
easat-3794	271	1	frontiers	frontier	NOUN
easat-3794	271	2	in	in	ADP
easat-3794	271	3	public	public	ADJ
easat-3794	271	4	health	health	NOUN
easat-3794	271	5	,	,	PUNCT
easat-3794	271	6	10	10	NUM
easat-3794	271	7	,	,	PUNCT
easat-3794	271	8	887229	887229	NUM
easat-3794	271	9	.	.	PUNCT
easat-3794	272	1	https://doi.org/10.3389/fpubh.2022.887229	https://doi.org/10.3389/fpubh.2022.887229	PROPN
easat-3794	272	2	.	.	PUNCT
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easat-3794	273	2	23	23	NUM
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easat-3794	273	5	,	,	PUNCT
easat-3794	273	6	j.	j.	PROPN
easat-3794	273	7	,	,	PUNCT
easat-3794	273	8	ma	ma	PROPN
easat-3794	273	9	,	,	PUNCT
easat-3794	273	10	x.	x.	PROPN
easat-3794	273	11	,	,	PUNCT
easat-3794	273	12	&	&	CCONJ
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easat-3794	273	14	,	,	PUNCT
easat-3794	273	15	y.	y.	PROPN
easat-3794	273	16	(	(	PUNCT
easat-3794	273	17	2023	2023	NUM
easat-3794	273	18	)	)	PUNCT
easat-3794	273	19	.	.	PUNCT
easat-3794	274	1	the	the	DET
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easat-3794	274	5	intelligence	intelligence	NOUN
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easat-3794	274	7	personalized	personalized	ADJ
easat-3794	274	8	medicine	medicine	NOUN
easat-3794	274	9	and	and	CCONJ
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easat-3794	274	11	.	.	PUNCT
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easat-3794	275	2	review	review	NOUN
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easat-3794	275	6	,	,	PUNCT
easat-3794	275	7	23(2	23(2	NUM
easat-3794	275	8	)	)	PUNCT
easat-3794	275	9	,	,	PUNCT
easat-3794	275	10	123–135	123–135	NUM
easat-3794	275	11	.	.	PUNCT
easat-3794	276	1	https://doi.org/10.1080/14737159.2023.2157056	https://doi.org/10.1080/14737159.2023.2157056	PROPN
easat-3794	276	2	.	.	PUNCT
easat-3794	277	1	[	[	X
easat-3794	277	2	24	24	NUM
easat-3794	277	3	]	]	SYM
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easat-3794	277	5	,	,	PUNCT
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easat-3794	277	7	,	,	PUNCT
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easat-3794	277	10	z.	z.	PROPN
easat-3794	277	11	,	,	PUNCT
easat-3794	277	12	&	&	CCONJ
easat-3794	277	13	li	li	PROPN
easat-3794	277	14	,	,	PUNCT
easat-3794	277	15	y.	y.	PROPN
easat-3794	277	16	(	(	PUNCT
easat-3794	277	17	2021	2021	NUM
easat-3794	277	18	)	)	PUNCT
easat-3794	277	19	.	.	PUNCT
easat-3794	278	1	ethical	ethical	ADJ
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easat-3794	278	4	ai	ai	VERB
easat-3794	278	5	in	in	ADP
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easat-3794	278	8	support	support	NOUN
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easat-3794	278	10	.	.	PUNCT
easat-3794	279	1	journal	journal	PROPN
easat-3794	279	2	of	of	ADP
easat-3794	279	3	medical	medical	ADJ
easat-3794	279	4	ethics	ethic	NOUN
easat-3794	279	5	,	,	PUNCT
easat-3794	279	6	47(12	47(12	NUM
easat-3794	279	7	)	)	PUNCT
easat-3794	279	8	,	,	PUNCT
easat-3794	279	9	816–823	816–823	NUM
easat-3794	279	10	.	.	PUNCT
easat-3794	280	1	https://doi.org/10.1136/medethics-2020-106973	https://doi.org/10.1136/medethics-2020-106973	PROPN
easat-3794	280	2	.	.	PUNCT
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easat-3794	281	2	25	25	NUM
easat-3794	281	3	]	]	SYM
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easat-3794	281	5	,	,	PUNCT
easat-3794	281	6	j.	j.	PROPN
easat-3794	281	7	,	,	PUNCT
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easat-3794	281	9	,	,	PUNCT
easat-3794	281	10	u.	u.	PROPN
easat-3794	281	11	,	,	PUNCT
easat-3794	281	12	nori	nori	PROPN
easat-3794	281	13	,	,	PUNCT
easat-3794	281	14	a.	a.	PROPN
easat-3794	281	15	,	,	PUNCT
easat-3794	281	16	&	&	CCONJ
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easat-3794	281	21	2021	2021	NUM
easat-3794	281	22	)	)	PUNCT
easat-3794	281	23	.	.	PUNCT
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easat-3794	283	5	8(2	8(2	NUM
easat-3794	283	6	)	)	PUNCT
easat-3794	283	7	,	,	PUNCT
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easat-3794	285	9	&	&	CCONJ
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easat-3794	287	3	319(13	319(13	NUM
easat-3794	287	4	)	)	PUNCT
easat-3794	287	5	,	,	PUNCT
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easat-3794	287	7	.	.	PUNCT
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easat-3794	288	2	.	.	PUNCT
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easat-3794	289	2	27	27	NUM
easat-3794	289	3	]	]	SYM
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easat-3794	289	7	,	,	PUNCT
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easat-3794	289	18	&	&	CCONJ
easat-3794	289	19	wang	wang	PROPN
easat-3794	289	20	,	,	PUNCT
easat-3794	289	21	z.	z.	PROPN
easat-3794	289	22	(	(	PUNCT
easat-3794	289	23	2020	2020	NUM
easat-3794	289	24	)	)	PUNCT
easat-3794	289	25	.	.	PUNCT
easat-3794	290	1	deep	deep	ADJ
easat-3794	290	2	learning	learning	NOUN
easat-3794	290	3	for	for	ADP
easat-3794	290	4	cardiovascular	cardiovascular	ADJ
easat-3794	290	5	medicine	medicine	NOUN
easat-3794	290	6	:	:	PUNCT
easat-3794	290	7	a	a	DET
easat-3794	290	8	practical	practical	ADJ
easat-3794	290	9	primer	primer	NOUN
easat-3794	290	10	.	.	PUNCT
easat-3794	291	1	european	european	ADJ
easat-3794	291	2	heart	heart	PROPN
easat-3794	291	3	journal	journal	PROPN
easat-3794	291	4	,	,	PUNCT
easat-3794	291	5	41(18	41(18	NUM
easat-3794	291	6	)	)	PUNCT
easat-3794	291	7	,	,	PUNCT
easat-3794	291	8	1799–1811	1799–1811	NUM
easat-3794	291	9	.	.	PUNCT
easat-3794	292	1	https://doi.org/10.1093/eurheartj/ehz596	https://doi.org/10.1093/eurheartj/ehz596	NOUN
easat-3794	292	2	.	.	PUNCT
easat-3794	293	1	[	[	X
easat-3794	293	2	28	28	NUM
easat-3794	293	3	]	]	X
easat-3794	293	4	jha	jha	PROPN
easat-3794	293	5	,	,	PUNCT
easat-3794	293	6	s.	s.	PROPN
easat-3794	293	7	,	,	PUNCT
easat-3794	293	8	topol	topol	PROPN
easat-3794	293	9	,	,	PUNCT
easat-3794	293	10	e.	e.	PROPN
easat-3794	293	11	j.	j.	PROPN
easat-3794	293	12	,	,	PUNCT
easat-3794	293	13	&	&	CCONJ
easat-3794	293	14	adusumalli	adusumalli	PROPN
easat-3794	293	15	,	,	PUNCT
easat-3794	293	16	s.	s.	PROPN
easat-3794	293	17	(	(	PUNCT
easat-3794	293	18	2022	2022	NUM
easat-3794	293	19	)	)	PUNCT
easat-3794	293	20	.	.	PUNCT
easat-3794	294	1	enhancing	enhance	VERB
easat-3794	294	2	clinical	clinical	ADJ
easat-3794	294	3	care	care	NOUN
easat-3794	294	4	with	with	ADP
easat-3794	294	5	machine	machine	NOUN
easat-3794	294	6	learning	learning	NOUN
easat-3794	294	7	and	and	CCONJ
easat-3794	294	8	artificial	artificial	ADJ
easat-3794	294	9	intelligence	intelligence	NOUN
easat-3794	294	10	.	.	PUNCT
easat-3794	295	1	progress	progress	NOUN
easat-3794	295	2	in	in	ADP
easat-3794	295	3	cardiovascular	cardiovascular	ADJ
easat-3794	295	4	diseases	disease	NOUN
easat-3794	295	5	,	,	PUNCT
easat-3794	295	6	67	67	NUM
easat-3794	295	7	,	,	PUNCT
easat-3794	295	8	75–83	75–83	NUM
easat-3794	295	9	.	.	PUNCT
easat-3794	296	1	https://doi.org/10.1016/j.pcad.2022.03.001	https://doi.org/10.1016/j.pcad.2022.03.001	PROPN
easat-3794	296	2	.	.	PUNCT
easat-3794	297	1	[	[	X
easat-3794	297	2	29	29	NUM
easat-3794	297	3	]	]	X
easat-3794	297	4	chang	chang	PROPN
easat-3794	297	5	,	,	PUNCT
easat-3794	297	6	a.	a.	PROPN
easat-3794	297	7	c.	c.	PROPN
easat-3794	297	8	,	,	PUNCT
easat-3794	297	9	&	&	CCONJ
easat-3794	297	10	huang	huang	PROPN
easat-3794	297	11	,	,	PUNCT
easat-3794	297	12	j.	j.	PROPN
easat-3794	297	13	j.	j.	PROPN
easat-3794	297	14	(	(	PUNCT
easat-3794	297	15	2020	2020	NUM
easat-3794	297	16	)	)	PUNCT
easat-3794	297	17	.	.	PUNCT
easat-3794	298	1	artificial	artificial	ADJ
easat-3794	298	2	intelligence	intelligence	NOUN
easat-3794	298	3	in	in	ADP
easat-3794	298	4	healthcare	healthcare	PROPN
easat-3794	298	5	:	:	PUNCT
easat-3794	298	6	real	real	ADJ
easat-3794	298	7	-	-	PUNCT
easat-3794	298	8	world	world	NOUN
easat-3794	298	9	applications	application	NOUN
easat-3794	298	10	and	and	CCONJ
easat-3794	298	11	challenges	challenge	NOUN
easat-3794	298	12	.	.	PUNCT
easat-3794	299	1	journal	journal	NOUN
easat-3794	299	2	of	of	ADP
easat-3794	299	3	the	the	DET
easat-3794	299	4	american	american	PROPN
easat-3794	299	5	medical	medical	PROPN
easat-3794	299	6	informatics	informatics	PROPN
easat-3794	299	7	association	association	PROPN
easat-3794	299	8	,	,	PUNCT
easat-3794	299	9	27(4	27(4	PROPN
easat-3794	299	10	)	)	PUNCT
easat-3794	299	11	,	,	PUNCT
easat-3794	299	12	523–527	523–527	NUM
easat-3794	299	13	.	.	PUNCT
easat-3794	300	1	https://doi.org/10.1093/jamia/ocz226	https://doi.org/10.1093/jamia/ocz226	ADJ
easat-3794	300	2	.	.	PUNCT
easat-3794	301	1	https://doi.org/10.1016/j.jacr.2020.06.034	https://doi.org/10.1016/j.jacr.2020.06.034	PUNCT
easat-3794	301	2	https://doi.org/10.1001/jama.2020.14381	https://doi.org/10.1001/jama.2020.14381	NOUN
easat-3794	301	3	https://doi.org/10.1016/j.jacc.2021.01.046	https://doi.org/10.1016/j.jacc.2021.01.046	NUM
easat-3794	301	4	https://doi.org/10.1109/tmi.2022.3145901	https://doi.org/10.1109/tmi.2022.3145901	NOUN
easat-3794	301	5	https://doi.org/10.1007/s10916-021-01735-x	https://doi.org/10.1007/s10916-021-01735-x	PROPN
easat-3794	301	6	https://doi.org/10.1038/s41551-020-00632-9	https://doi.org/10.1038/s41551-020-00632-9	NOUN
easat-3794	301	7	https://doi.org/10.1016/s2589-7500(20)30149-4	https://doi.org/10.1016/s2589-7500(20)30149-4	NOUN
easat-3794	301	8	https://doi.org/10.1016/s2589-7500(20)30149-4	https://doi.org/10.1016/s2589-7500(20)30149-4	VERB
easat-3794	301	9	https://doi.org/10.1038/s41746-021-00468-7	https://doi.org/10.1038/s41746-021-00468-7	NUM
easat-3794	301	10	https://doi.org/10.2196/21483	https://doi.org/10.2196/21483	ADV
easat-3794	301	11	https://doi.org/10.1016/j.compbiomed.2023.106802	https://doi.org/10.1016/j.compbiomed.2023.106802	ADV
easat-3794	301	12	https://doi.org/10.1038/s41467-021-24085-8	https://doi.org/10.1038/s41467-021-24085-8	ADJ
easat-3794	301	13	https://doi.org/10.1038/s41467-021-24085-8	https://doi.org/10.1038/s41467-021-24085-8	PROPN
easat-3794	301	14	https://doi.org/10.1016/j.gie.2020.06.040	https://doi.org/10.1016/j.gie.2020.06.040	NOUN
easat-3794	301	15	https://doi.org/10.2196/25661	https://doi.org/10.2196/25661	ADV
easat-3794	301	16	https://doi.org/10.1016/j.preteyeres.2019.100828	https://doi.org/10.1016/j.preteyeres.2019.100828	PROPN
easat-3794	301	17	https://doi.org/10.3389/fpubh.2022.887229	https://doi.org/10.3389/fpubh.2022.887229	PROPN
easat-3794	301	18	https://doi.org/10.1080/14737159.2023.2157056	https://doi.org/10.1080/14737159.2023.2157056	PUNCT
easat-3794	301	19	https://doi.org/10.1136/medethics-2020-106973	https://doi.org/10.1136/medethics-2020-106973	PROPN
easat-3794	301	20	https://doi.org/10.7861/fhj.2021-0095	https://doi.org/10.7861/fhj.2021-0095	PROPN
easat-3794	301	21	https://doi.org/10.1001/jama.2017.18391	https://doi.org/10.1001/jama.2017.18391	PROPN
easat-3794	301	22	https://doi.org/10.1093/eurheartj/ehz596	https://doi.org/10.1093/eurheartj/ehz596	ADJ
easat-3794	301	23	https://doi.org/10.1016/j.pcad.2022.03.001	https://doi.org/10.1016/j.pcad.2022.03.001	ADJ
easat-3794	301	24	https://doi.org/10.1093/jamia/ocz226	https://doi.org/10.1093/jamia/ocz226	NOUN