id	sid	tid	token	lemma	pos
cana-6284	1	1	communications	communication	NOUN
cana-6284	1	2	on	on	ADP
cana-6284	1	3	applied	apply	VERB
cana-6284	1	4	nonlinear	nonlinear	ADJ
cana-6284	1	5	analysis	analysis	NOUN
cana-6284	1	6	issn	issn	NOUN
cana-6284	1	7	:	:	PUNCT
cana-6284	1	8	1074	1074	NUM
cana-6284	1	9	-	-	PUNCT
cana-6284	1	10	133x	133x	NUM
cana-6284	1	11	vol	vol	NOUN
cana-6284	1	12	32	32	NUM
cana-6284	1	13	no	no	NOUN
cana-6284	1	14	.	.	PUNCT
cana-6284	2	1	1s	1s	NUM
cana-6284	2	2	(	(	PUNCT
cana-6284	2	3	2025	2025	NUM
cana-6284	2	4	)	)	PUNCT
cana-6284	3	1	725	725	NUM
cana-6284	3	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	3	3	ai	ai	ADJ
cana-6284	3	4	-	-	PUNCT
cana-6284	3	5	powered	power	VERB
cana-6284	3	6	data	datum	NOUN
cana-6284	3	7	quality	quality	NOUN
cana-6284	3	8	validation	validation	NOUN
cana-6284	3	9	framework	framework	NOUN
cana-6284	3	10	for	for	ADP
cana-6284	3	11	real	real	ADJ
cana-6284	3	12	-	-	PUNCT
cana-6284	3	13	world	world	NOUN
cana-6284	3	14	healthcare	healthcare	NOUN
cana-6284	3	15	pipelines	pipeline	NOUN
cana-6284	3	16	raja	raja	PROPN
cana-6284	3	17	navaneeth	navaneeth	PROPN
cana-6284	3	18	mourya	mourya	PROPN
cana-6284	3	19	talluri	talluri	PROPN
cana-6284	3	20	columbia	columbia	PROPN
cana-6284	3	21	university	university	PROPN
cana-6284	3	22	,	,	PUNCT
cana-6284	3	23	new	new	PROPN
cana-6284	3	24	york	york	PROPN
cana-6284	3	25	city	city	PROPN
cana-6284	3	26	mouryanavaneeth0401@gmail.com	mouryanavaneeth0401@gmail.com	NOUN
cana-6284	3	27	article	article	NOUN
cana-6284	3	28	history	history	NOUN
cana-6284	3	29	:	:	PUNCT
cana-6284	3	30	received:04/09/2024	received:04/09/2024	PROPN
cana-6284	3	31	revised:03/12/2024	revised:03/12/2024	PROPN
cana-6284	3	32	accepted:27/01/2025	accepted:27/01/2025	PROPN
cana-6284	3	33	abstract	abstract	ADJ
cana-6284	3	34	:	:	PUNCT
cana-6284	3	35	artificial	artificial	ADJ
cana-6284	3	36	intelligence	intelligence	NOUN
cana-6284	3	37	(	(	PUNCT
cana-6284	3	38	ai	ai	NOUN
cana-6284	3	39	)	)	PUNCT
cana-6284	3	40	has	have	AUX
cana-6284	3	41	transformed	transform	VERB
cana-6284	3	42	how	how	SCONJ
cana-6284	3	43	healthcare	healthcare	NOUN
cana-6284	3	44	data	data	NOUN
cana-6284	3	45	is	be	AUX
cana-6284	3	46	analyzed	analyze	VERB
cana-6284	3	47	,	,	PUNCT
cana-6284	3	48	interpreted	interpret	VERB
cana-6284	3	49	,	,	PUNCT
cana-6284	3	50	and	and	CCONJ
cana-6284	3	51	validated	validate	VERB
cana-6284	3	52	.	.	PUNCT
cana-6284	4	1	as	as	SCONJ
cana-6284	4	2	healthcare	healthcare	NOUN
cana-6284	4	3	systems	system	NOUN
cana-6284	4	4	become	become	VERB
cana-6284	4	5	increasingly	increasingly	ADV
cana-6284	4	6	dataintensive	dataintensive	ADJ
cana-6284	4	7	,	,	PUNCT
cana-6284	4	8	maintaining	maintain	VERB
cana-6284	4	9	high	high	ADJ
cana-6284	4	10	-	-	PUNCT
cana-6284	4	11	quality	quality	NOUN
cana-6284	4	12	data	datum	NOUN
cana-6284	4	13	is	be	AUX
cana-6284	4	14	critical	critical	ADJ
cana-6284	4	15	to	to	PART
cana-6284	4	16	support	support	VERB
cana-6284	4	17	clinical	clinical	ADJ
cana-6284	4	18	decision	decision	NOUN
cana-6284	4	19	-	-	PUNCT
cana-6284	4	20	making	making	NOUN
cana-6284	4	21	,	,	PUNCT
cana-6284	4	22	research	research	NOUN
cana-6284	4	23	advancement	advancement	NOUN
cana-6284	4	24	,	,	PUNCT
cana-6284	4	25	and	and	CCONJ
cana-6284	4	26	operational	operational	ADJ
cana-6284	4	27	efficiency	efficiency	NOUN
cana-6284	4	28	.	.	PUNCT
cana-6284	5	1	this	this	DET
cana-6284	5	2	paper	paper	NOUN
cana-6284	5	3	review	review	NOUN
cana-6284	5	4	explores	explore	VERB
cana-6284	5	5	the	the	DET
cana-6284	5	6	terrain	terrain	NOUN
cana-6284	5	7	of	of	ADP
cana-6284	5	8	ai	ai	NOUN
cana-6284	5	9	-	-	PUNCT
cana-6284	5	10	based	base	VERB
cana-6284	5	11	data	datum	NOUN
cana-6284	5	12	quality	quality	NOUN
cana-6284	5	13	validation	validation	NOUN
cana-6284	5	14	systems	system	NOUN
cana-6284	5	15	that	that	PRON
cana-6284	5	16	are	be	AUX
cana-6284	5	17	specific	specific	ADJ
cana-6284	5	18	to	to	ADP
cana-6284	5	19	practical	practical	ADJ
cana-6284	5	20	healthcare	healthcare	NOUN
cana-6284	5	21	pipelines	pipeline	NOUN
cana-6284	5	22	.	.	PUNCT
cana-6284	6	1	it	it	PRON
cana-6284	6	2	defines	define	VERB
cana-6284	6	3	some	some	DET
cana-6284	6	4	important	important	ADJ
cana-6284	6	5	elements	element	NOUN
cana-6284	6	6	,	,	PUNCT
cana-6284	6	7	patterns	pattern	NOUN
cana-6284	6	8	,	,	PUNCT
cana-6284	6	9	and	and	CCONJ
cana-6284	6	10	data	datum	NOUN
cana-6284	6	11	verification	verification	NOUN
cana-6284	6	12	processes	process	NOUN
cana-6284	6	13	that	that	PRON
cana-6284	6	14	operate	operate	VERB
cana-6284	6	15	across	across	ADP
cana-6284	6	16	both	both	CCONJ
cana-6284	6	17	structured	structured	ADJ
cana-6284	6	18	and	and	CCONJ
cana-6284	6	19	unstructured	unstructured	ADJ
cana-6284	6	20	data	datum	NOUN
cana-6284	6	21	.	.	PUNCT
cana-6284	7	1	it	it	PRON
cana-6284	7	2	suggests	suggest	VERB
cana-6284	7	3	a	a	DET
cana-6284	7	4	theoretical	theoretical	ADJ
cana-6284	7	5	framework	framework	NOUN
cana-6284	7	6	that	that	PRON
cana-6284	7	7	combines	combine	VERB
cana-6284	7	8	ai	ai	ADJ
cana-6284	7	9	-	-	PUNCT
cana-6284	7	10	based	base	VERB
cana-6284	7	11	modules	module	NOUN
cana-6284	7	12	,	,	PUNCT
cana-6284	7	13	including	include	VERB
cana-6284	7	14	anomaly	anomaly	NOUN
cana-6284	7	15	detection	detection	NOUN
cana-6284	7	16	,	,	PUNCT
cana-6284	7	17	natural	natural	ADJ
cana-6284	7	18	language	language	NOUN
cana-6284	7	19	processing	processing	NOUN
cana-6284	7	20	(	(	PUNCT
cana-6284	7	21	nlp	nlp	NOUN
cana-6284	7	22	)	)	PUNCT
cana-6284	7	23	,	,	PUNCT
cana-6284	7	24	and	and	CCONJ
cana-6284	7	25	knowledge	knowledge	NOUN
cana-6284	7	26	graphs	graph	NOUN
cana-6284	7	27	,	,	PUNCT
cana-6284	7	28	to	to	PART
cana-6284	7	29	improve	improve	VERB
cana-6284	7	30	the	the	DET
cana-6284	7	31	quality	quality	NOUN
cana-6284	7	32	of	of	ADP
cana-6284	7	33	data	datum	NOUN
cana-6284	7	34	in	in	ADP
cana-6284	7	35	the	the	DET
cana-6284	7	36	stages	stage	NOUN
cana-6284	7	37	of	of	ADP
cana-6284	7	38	its	its	PRON
cana-6284	7	39	acquisition	acquisition	NOUN
cana-6284	7	40	,	,	PUNCT
cana-6284	7	41	transformation	transformation	NOUN
cana-6284	7	42	,	,	PUNCT
cana-6284	7	43	and	and	CCONJ
cana-6284	7	44	analysis	analysis	NOUN
cana-6284	7	45	.	.	PUNCT
cana-6284	8	1	peer	peer	NOUN
cana-6284	8	2	-	-	PUNCT
cana-6284	8	3	reviewed	review	VERB
cana-6284	8	4	studies	study	NOUN
cana-6284	8	5	are	be	AUX
cana-6284	8	6	analyzed	analyze	VERB
cana-6284	8	7	to	to	PART
cana-6284	8	8	provide	provide	VERB
cana-6284	8	9	empirical	empirical	ADJ
cana-6284	8	10	results	result	NOUN
cana-6284	8	11	that	that	PRON
cana-6284	8	12	prove	prove	VERB
cana-6284	8	13	improvements	improvement	NOUN
cana-6284	8	14	in	in	ADP
cana-6284	8	15	processing	processing	NOUN
cana-6284	8	16	time	time	NOUN
cana-6284	8	17	,	,	PUNCT
cana-6284	8	18	semantic	semantic	ADJ
cana-6284	8	19	consistency	consistency	NOUN
cana-6284	8	20	,	,	PUNCT
cana-6284	8	21	and	and	CCONJ
cana-6284	8	22	accuracy	accuracy	NOUN
cana-6284	8	23	.	.	PUNCT
cana-6284	9	1	the	the	DET
cana-6284	9	2	review	review	NOUN
cana-6284	9	3	concludes	conclude	VERB
cana-6284	9	4	by	by	ADP
cana-6284	9	5	highlighting	highlight	VERB
cana-6284	9	6	the	the	DET
cana-6284	9	7	limitations	limitation	NOUN
cana-6284	9	8	of	of	ADP
cana-6284	9	9	current	current	ADJ
cana-6284	9	10	methodologies	methodology	NOUN
cana-6284	9	11	and	and	CCONJ
cana-6284	9	12	outlining	outline	VERB
cana-6284	9	13	future	future	ADJ
cana-6284	9	14	research	research	NOUN
cana-6284	9	15	directions	direction	NOUN
cana-6284	9	16	focused	focus	VERB
cana-6284	9	17	on	on	ADP
cana-6284	9	18	scalability	scalability	NOUN
cana-6284	9	19	,	,	PUNCT
cana-6284	9	20	ethical	ethical	ADJ
cana-6284	9	21	considerations	consideration	NOUN
cana-6284	9	22	,	,	PUNCT
cana-6284	9	23	and	and	CCONJ
cana-6284	9	24	practical	practical	ADJ
cana-6284	9	25	implementation	implementation	NOUN
cana-6284	9	26	.	.	PUNCT
cana-6284	10	1	the	the	DET
cana-6284	10	2	ability	ability	NOUN
cana-6284	10	3	of	of	ADP
cana-6284	10	4	ai	ai	VERB
cana-6284	10	5	to	to	PART
cana-6284	10	6	aid	aid	VERB
cana-6284	10	7	in	in	ADP
cana-6284	10	8	automated	automate	VERB
cana-6284	10	9	,	,	PUNCT
cana-6284	10	10	real	real	ADJ
cana-6284	10	11	-	-	PUNCT
cana-6284	10	12	time	time	NOUN
cana-6284	10	13	,	,	PUNCT
cana-6284	10	14	and	and	CCONJ
cana-6284	10	15	adaptive	adaptive	ADJ
cana-6284	10	16	data	data	NOUN
cana-6284	10	17	verification	verification	NOUN
cana-6284	10	18	in	in	ADP
cana-6284	10	19	the	the	DET
cana-6284	10	20	field	field	NOUN
cana-6284	10	21	of	of	ADP
cana-6284	10	22	healthcare	healthcare	NOUN
cana-6284	10	23	has	have	VERB
cana-6284	10	24	profound	profound	ADJ
cana-6284	10	25	effects	effect	NOUN
cana-6284	10	26	on	on	ADP
cana-6284	10	27	enhancing	enhance	VERB
cana-6284	10	28	patient	patient	ADJ
cana-6284	10	29	safety	safety	NOUN
cana-6284	10	30	,	,	PUNCT
cana-6284	10	31	decision	decision	NOUN
cana-6284	10	32	support	support	NOUN
cana-6284	10	33	,	,	PUNCT
cana-6284	10	34	and	and	CCONJ
cana-6284	10	35	system	system	NOUN
cana-6284	10	36	interoperability	interoperability	NOUN
cana-6284	10	37	.	.	PUNCT
cana-6284	11	1	keywordsai	keywordsai	NOUN
cana-6284	11	2	-	-	PUNCT
cana-6284	11	3	powered	power	VERB
cana-6284	11	4	validation	validation	NOUN
cana-6284	11	5	,	,	PUNCT
cana-6284	11	6	data	datum	NOUN
cana-6284	11	7	quality	quality	NOUN
cana-6284	11	8	,	,	PUNCT
cana-6284	11	9	electronic	electronic	ADJ
cana-6284	11	10	health	health	NOUN
cana-6284	11	11	records	record	NOUN
cana-6284	11	12	(	(	PUNCT
cana-6284	11	13	ehr	ehr	NOUN
cana-6284	11	14	)	)	PUNCT
cana-6284	11	15	,	,	PUNCT
cana-6284	11	16	anomaly	anomaly	NOUN
cana-6284	11	17	detection	detection	NOUN
cana-6284	11	18	,	,	PUNCT
cana-6284	11	19	natural	natural	ADJ
cana-6284	11	20	language	language	NOUN
cana-6284	11	21	processing	processing	NOUN
cana-6284	11	22	(	(	PUNCT
cana-6284	11	23	nlp	nlp	NOUN
cana-6284	11	24	)	)	PUNCT
cana-6284	11	25	,	,	PUNCT
cana-6284	11	26	healthcare	healthcare	PROPN
cana-6284	11	27	informatics	informatics	PROPN
cana-6284	11	28	,	,	PUNCT
cana-6284	11	29	data	data	NOUN
cana-6284	11	30	governance	governance	NOUN
cana-6284	11	31	,	,	PUNCT
cana-6284	11	32	machine	machine	NOUN
cana-6284	11	33	learning	learning	NOUN
cana-6284	11	34	,	,	PUNCT
cana-6284	11	35	healthcare	healthcare	NOUN
cana-6284	11	36	pipelines	pipeline	NOUN
cana-6284	11	37	,	,	PUNCT
cana-6284	11	38	federated	federated	ADJ
cana-6284	11	39	learning	learning	NOUN
cana-6284	11	40	.	.	PUNCT
cana-6284	12	1	1	1	X
cana-6284	12	2	.	.	X
cana-6284	12	3	introduction	introduction	NOUN
cana-6284	12	4	the	the	DET
cana-6284	12	5	last	last	ADJ
cana-6284	12	6	several	several	ADJ
cana-6284	12	7	years	year	NOUN
cana-6284	12	8	were	be	AUX
cana-6284	12	9	associated	associate	VERB
cana-6284	12	10	with	with	ADP
cana-6284	12	11	the	the	DET
cana-6284	12	12	dissemination	dissemination	NOUN
cana-6284	12	13	of	of	ADP
cana-6284	12	14	digital	digital	ADJ
cana-6284	12	15	technologies	technology	NOUN
cana-6284	12	16	in	in	ADP
cana-6284	12	17	the	the	DET
cana-6284	12	18	healthcare	healthcare	NOUN
cana-6284	12	19	industry	industry	NOUN
cana-6284	12	20	that	that	PRON
cana-6284	12	21	led	lead	VERB
cana-6284	12	22	to	to	ADP
cana-6284	12	23	the	the	DET
cana-6284	12	24	emergence	emergence	NOUN
cana-6284	12	25	of	of	ADP
cana-6284	12	26	colossal	colossal	ADJ
cana-6284	12	27	amounts	amount	NOUN
cana-6284	12	28	of	of	ADP
cana-6284	12	29	heterogeneous	heterogeneous	ADJ
cana-6284	12	30	information	information	NOUN
cana-6284	12	31	,	,	PUNCT
cana-6284	12	32	generated	generate	VERB
cana-6284	12	33	by	by	ADP
cana-6284	12	34	electronic	electronic	ADJ
cana-6284	12	35	health	health	NOUN
cana-6284	12	36	records	record	NOUN
cana-6284	12	37	(	(	PUNCT
cana-6284	12	38	ehrs	ehrs	INTJ
cana-6284	12	39	)	)	PUNCT
cana-6284	12	40	,	,	PUNCT
cana-6284	12	41	medical	medical	ADJ
cana-6284	12	42	imaging	imaging	NOUN
cana-6284	12	43	,	,	PUNCT
cana-6284	12	44	wearable	wearable	ADJ
cana-6284	12	45	technologies	technology	NOUN
cana-6284	12	46	,	,	PUNCT
cana-6284	12	47	and	and	CCONJ
cana-6284	12	48	genomic	genomic	ADJ
cana-6284	12	49	sequencing	sequencing	NOUN
cana-6284	12	50	.	.	PUNCT
cana-6284	13	1	these	these	DET
cana-6284	13	2	drastic	drastic	ADJ
cana-6284	13	3	healthcare	healthcare	NOUN
cana-6284	13	4	data	datum	NOUN
cana-6284	13	5	influxes	influx	NOUN
cana-6284	13	6	give	give	VERB
cana-6284	13	7	potentially	potentially	ADV
cana-6284	13	8	productive	productive	ADJ
cana-6284	13	9	opportunities	opportunity	NOUN
cana-6284	13	10	in	in	ADP
cana-6284	13	11	the	the	DET
cana-6284	13	12	area	area	NOUN
cana-6284	13	13	of	of	ADP
cana-6284	13	14	data	data	NOUN
cana-6284	13	15	-	-	PUNCT
cana-6284	13	16	driven	drive	VERB
cana-6284	13	17	decision	decision	NOUN
cana-6284	13	18	-	-	PUNCT
cana-6284	13	19	making	making	NOUN
cana-6284	13	20	,	,	PUNCT
cana-6284	13	21	personalized	personalized	ADJ
cana-6284	13	22	medicine	medicine	NOUN
cana-6284	13	23	,	,	PUNCT
cana-6284	13	24	and	and	CCONJ
cana-6284	13	25	clinical	clinical	ADJ
cana-6284	13	26	research	research	NOUN
cana-6284	13	27	.	.	PUNCT
cana-6284	14	1	the	the	DET
cana-6284	14	2	inconsistency	inconsistency	NOUN
cana-6284	14	3	and	and	CCONJ
cana-6284	14	4	variation	variation	NOUN
cana-6284	14	5	in	in	ADP
cana-6284	14	6	data	datum	NOUN
cana-6284	14	7	quality	quality	NOUN
cana-6284	14	8	,	,	PUNCT
cana-6284	14	9	however	however	ADV
cana-6284	14	10	,	,	PUNCT
cana-6284	14	11	tend	tend	VERB
cana-6284	14	12	to	to	PART
cana-6284	14	13	mailto:mouryanavaneeth0401@gmail.com	mailto:mouryanavaneeth0401@gmail.com	X
cana-6284	14	14	communications	communication	NOUN
cana-6284	14	15	on	on	ADP
cana-6284	14	16	applied	apply	VERB
cana-6284	14	17	nonlinear	nonlinear	ADJ
cana-6284	14	18	analysis	analysis	NOUN
cana-6284	14	19	issn	issn	NOUN
cana-6284	14	20	:	:	PUNCT
cana-6284	14	21	1074	1074	NUM
cana-6284	14	22	-	-	PUNCT
cana-6284	14	23	133x	133x	NUM
cana-6284	14	24	vol	vol	NOUN
cana-6284	14	25	32	32	NUM
cana-6284	14	26	no	no	NOUN
cana-6284	14	27	.	.	PUNCT
cana-6284	15	1	1s	1s	NUM
cana-6284	15	2	(	(	PUNCT
cana-6284	15	3	2025	2025	NUM
cana-6284	15	4	)	)	PUNCT
cana-6284	15	5	726	726	NUM
cana-6284	15	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	15	7	invalidate	invalidate	VERB
cana-6284	15	8	the	the	DET
cana-6284	15	9	utility	utility	NOUN
cana-6284	15	10	of	of	ADP
cana-6284	15	11	such	such	ADJ
cana-6284	15	12	large	large	ADJ
cana-6284	15	13	datasets	dataset	NOUN
cana-6284	15	14	.	.	PUNCT
cana-6284	16	1	in	in	ADP
cana-6284	16	2	healthcare	healthcare	PROPN
cana-6284	16	3	environments	environment	NOUN
cana-6284	16	4	,	,	PUNCT
cana-6284	16	5	data	datum	NOUN
cana-6284	16	6	quality	quality	NOUN
cana-6284	16	7	is	be	AUX
cana-6284	16	8	not	not	PART
cana-6284	16	9	merely	merely	ADV
cana-6284	16	10	desirable	desirable	ADJ
cana-6284	16	11	but	but	CCONJ
cana-6284	16	12	essential	essential	ADJ
cana-6284	16	13	,	,	PUNCT
cana-6284	16	14	as	as	SCONJ
cana-6284	16	15	even	even	ADV
cana-6284	16	16	a	a	DET
cana-6284	16	17	single	single	ADJ
cana-6284	16	18	data	data	NOUN
cana-6284	16	19	-	-	PUNCT
cana-6284	16	20	driven	drive	VERB
cana-6284	16	21	decision	decision	NOUN
cana-6284	16	22	can	can	AUX
cana-6284	16	23	have	have	VERB
cana-6284	16	24	a	a	DET
cana-6284	16	25	direct	direct	ADJ
cana-6284	16	26	impact	impact	NOUN
cana-6284	16	27	on	on	ADP
cana-6284	16	28	outcomes	outcome	NOUN
cana-6284	16	29	[	[	X
cana-6284	16	30	1	1	NUM
cana-6284	16	31	]	]	PUNCT
cana-6284	16	32	.	.	PUNCT
cana-6284	17	1	healthcare	healthcare	PROPN
cana-6284	17	2	data	data	PROPN
cana-6284	17	3	quality	quality	NOUN
cana-6284	17	4	has	have	VERB
cana-6284	17	5	various	various	ADJ
cana-6284	17	6	dimensions	dimension	NOUN
cana-6284	17	7	and	and	CCONJ
cana-6284	17	8	aspects	aspect	NOUN
cana-6284	17	9	,	,	PUNCT
cana-6284	17	10	which	which	PRON
cana-6284	17	11	are	be	AUX
cana-6284	17	12	accuracy	accuracy	NOUN
cana-6284	17	13	,	,	PUNCT
cana-6284	17	14	completeness	completeness	NOUN
cana-6284	17	15	,	,	PUNCT
cana-6284	17	16	timeliness	timeliness	NOUN
cana-6284	17	17	,	,	PUNCT
cana-6284	17	18	consistency	consistency	NOUN
cana-6284	17	19	,	,	PUNCT
cana-6284	17	20	and	and	CCONJ
cana-6284	17	21	validity	validity	NOUN
cana-6284	17	22	.	.	PUNCT
cana-6284	18	1	but	but	CCONJ
cana-6284	18	2	many	many	ADJ
cana-6284	18	3	of	of	ADP
cana-6284	18	4	the	the	DET
cana-6284	18	5	healthcare	healthcare	NOUN
cana-6284	18	6	-	-	PUNCT
cana-6284	18	7	related	relate	VERB
cana-6284	18	8	data	datum	NOUN
cana-6284	18	9	pipelines	pipeline	NOUN
cana-6284	18	10	in	in	ADP
cana-6284	18	11	practice	practice	NOUN
cana-6284	18	12	are	be	AUX
cana-6284	18	13	infected	infect	VERB
cana-6284	18	14	with	with	ADP
cana-6284	18	15	the	the	DET
cana-6284	18	16	issues	issue	NOUN
cana-6284	18	17	of	of	ADP
cana-6284	18	18	lost	lose	VERB
cana-6284	18	19	values	value	NOUN
cana-6284	18	20	,	,	PUNCT
cana-6284	18	21	mummified	mummified	ADJ
cana-6284	18	22	information	information	NOUN
cana-6284	18	23	,	,	PUNCT
cana-6284	18	24	record	record	NOUN
cana-6284	18	25	duplication	duplication	NOUN
cana-6284	18	26	,	,	PUNCT
cana-6284	18	27	and	and	CCONJ
cana-6284	18	28	typing	type	VERB
cana-6284	18	29	errors	error	NOUN
cana-6284	18	30	.	.	PUNCT
cana-6284	19	1	such	such	ADJ
cana-6284	19	2	quality	quality	NOUN
cana-6284	19	3	defects	defect	NOUN
cana-6284	19	4	can	can	AUX
cana-6284	19	5	bias	bias	VERB
cana-6284	19	6	the	the	DET
cana-6284	19	7	analytical	analytical	ADJ
cana-6284	19	8	knowledge	knowledge	NOUN
cana-6284	19	9	,	,	PUNCT
cana-6284	19	10	disrupt	disrupt	VERB
cana-6284	19	11	the	the	DET
cana-6284	19	12	results	result	NOUN
cana-6284	19	13	reproducibility	reproducibility	NOUN
cana-6284	19	14	and	and	CCONJ
cana-6284	19	15	even	even	ADV
cana-6284	19	16	jeopardize	jeopardize	VERB
cana-6284	19	17	patient	patient	ADJ
cana-6284	19	18	safety	safety	NOUN
cana-6284	19	19	.	.	PUNCT
cana-6284	20	1	similar	similar	ADJ
cana-6284	20	2	to	to	ADP
cana-6284	20	3	most	most	ADJ
cana-6284	20	4	cases	case	NOUN
cana-6284	20	5	,	,	PUNCT
cana-6284	20	6	traditional	traditional	ADJ
cana-6284	20	7	data	datum	NOUN
cana-6284	20	8	quality	quality	NOUN
cana-6284	20	9	validation	validation	NOUN
cana-6284	20	10	techniques	technique	NOUN
cana-6284	20	11	have	have	AUX
cana-6284	20	12	been	be	AUX
cana-6284	20	13	data	datum	NOUN
cana-6284	20	14	quality	quality	NOUN
cana-6284	20	15	validation	validation	NOUN
cana-6284	20	16	systems	system	NOUN
cana-6284	20	17	that	that	PRON
cana-6284	20	18	are	be	AUX
cana-6284	20	19	usually	usually	ADV
cana-6284	20	20	rulebased	rulebase	VERB
cana-6284	20	21	,	,	PUNCT
cana-6284	20	22	or	or	CCONJ
cana-6284	20	23	manual	manual	ADJ
cana-6284	20	24	audits	audit	NOUN
cana-6284	20	25	,	,	PUNCT
cana-6284	20	26	which	which	PRON
cana-6284	20	27	are	be	AUX
cana-6284	20	28	unable	unable	ADJ
cana-6284	20	29	to	to	PART
cana-6284	20	30	be	be	AUX
cana-6284	20	31	scaled	scale	VERB
cana-6284	20	32	with	with	ADP
cana-6284	20	33	the	the	DET
cana-6284	20	34	size	size	NOUN
cana-6284	20	35	and	and	CCONJ
cana-6284	20	36	complexity	complexity	NOUN
cana-6284	20	37	of	of	ADP
cana-6284	20	38	healthcare	healthcare	NOUN
cana-6284	20	39	data	datum	NOUN
cana-6284	21	1	[	[	X
cana-6284	21	2	2	2	NUM
cana-6284	21	3	]	]	PUNCT
cana-6284	21	4	.	.	PUNCT
cana-6284	22	1	moreover	moreover	ADV
cana-6284	22	2	,	,	PUNCT
cana-6284	22	3	the	the	DET
cana-6284	22	4	processes	process	NOUN
cana-6284	22	5	are	be	AUX
cana-6284	22	6	also	also	ADV
cana-6284	22	7	fixed	fix	VERB
cana-6284	22	8	and	and	CCONJ
cana-6284	22	9	do	do	AUX
cana-6284	22	10	not	not	PART
cana-6284	22	11	dynamically	dynamically	ADV
cana-6284	22	12	match	match	VERB
cana-6284	22	13	the	the	DET
cana-6284	22	14	changing	change	VERB
cana-6284	22	15	data	datum	NOUN
cana-6284	22	16	environments	environment	NOUN
cana-6284	22	17	or	or	CCONJ
cana-6284	22	18	clinical	clinical	ADJ
cana-6284	22	19	practice	practice	NOUN
cana-6284	22	20	.	.	PUNCT
cana-6284	23	1	the	the	DET
cana-6284	23	2	sub	sub	NOUN
cana-6284	23	3	-	-	NOUN
cana-6284	23	4	branches	branch	NOUN
cana-6284	23	5	of	of	ADP
cana-6284	23	6	artificial	artificial	ADJ
cana-6284	23	7	intelligence	intelligence	NOUN
cana-6284	23	8	(	(	PUNCT
cana-6284	23	9	ai	ai	NOUN
cana-6284	23	10	)	)	PUNCT
cana-6284	23	11	that	that	PRON
cana-6284	23	12	may	may	AUX
cana-6284	23	13	provide	provide	VERB
cana-6284	23	14	an	an	DET
cana-6284	23	15	escape	escape	NOUN
cana-6284	23	16	from	from	ADP
cana-6284	23	17	these	these	DET
cana-6284	23	18	problems	problem	NOUN
cana-6284	23	19	with	with	ADP
cana-6284	23	20	the	the	DET
cana-6284	23	21	quality	quality	NOUN
cana-6284	23	22	of	of	ADP
cana-6284	23	23	data	datum	NOUN
cana-6284	23	24	are	be	AUX
cana-6284	23	25	machine	machine	NOUN
cana-6284	23	26	learning	learning	NOUN
cana-6284	23	27	(	(	PUNCT
cana-6284	23	28	ml	ml	NOUN
cana-6284	23	29	)	)	PUNCT
cana-6284	23	30	and	and	CCONJ
cana-6284	23	31	deep	deep	ADJ
cana-6284	23	32	learning	learning	NOUN
cana-6284	23	33	(	(	PUNCT
cana-6284	23	34	dl	dl	NOUN
cana-6284	23	35	)	)	PUNCT
cana-6284	23	36	.	.	PUNCT
cana-6284	24	1	pattern	pattern	NOUN
cana-6284	24	2	recognition	recognition	NOUN
cana-6284	24	3	and	and	CCONJ
cana-6284	24	4	statistical	statistical	ADJ
cana-6284	24	5	inference	inference	NOUN
cana-6284	24	6	can	can	AUX
cana-6284	24	7	be	be	AUX
cana-6284	24	8	used	use	VERB
cana-6284	24	9	to	to	PART
cana-6284	24	10	train	train	VERB
cana-6284	24	11	ai	ai	VERB
cana-6284	24	12	systems	system	NOUN
cana-6284	24	13	to	to	PART
cana-6284	24	14	detect	detect	VERB
cana-6284	24	15	anomalies	anomaly	NOUN
cana-6284	24	16	,	,	PUNCT
cana-6284	24	17	estimate	estimate	VERB
cana-6284	24	18	missing	miss	VERB
cana-6284	24	19	values	value	NOUN
cana-6284	24	20	,	,	PUNCT
cana-6284	24	21	identify	identify	VERB
cana-6284	24	22	duplications	duplication	NOUN
cana-6284	24	23	,	,	PUNCT
cana-6284	24	24	and	and	CCONJ
cana-6284	24	25	determine	determine	VERB
cana-6284	24	26	whether	whether	SCONJ
cana-6284	24	27	the	the	DET
cana-6284	24	28	data	datum	NOUN
cana-6284	24	29	is	be	AUX
cana-6284	24	30	valid	valid	ADJ
cana-6284	24	31	.	.	PUNCT
cana-6284	25	1	the	the	DET
cana-6284	25	2	latest	late	ADJ
cana-6284	25	3	natural	natural	ADJ
cana-6284	25	4	language	language	NOUN
cana-6284	25	5	processing	processing	NOUN
cana-6284	25	6	(	(	PUNCT
cana-6284	25	7	nlp	nlp	NOUN
cana-6284	25	8	)	)	PUNCT
cana-6284	25	9	and	and	CCONJ
cana-6284	25	10	computer	computer	NOUN
cana-6284	25	11	vision	vision	NOUN
cana-6284	25	12	innovations	innovation	NOUN
cana-6284	25	13	have	have	AUX
cana-6284	25	14	extended	extend	VERB
cana-6284	25	15	the	the	DET
cana-6284	25	16	limits	limit	NOUN
cana-6284	25	17	of	of	ADP
cana-6284	25	18	ai	ai	NOUN
cana-6284	25	19	in	in	ADP
cana-6284	25	20	the	the	DET
cana-6284	25	21	interpretation	interpretation	NOUN
cana-6284	25	22	of	of	ADP
cana-6284	25	23	unstructured	unstructured	ADJ
cana-6284	25	24	clinical	clinical	ADJ
cana-6284	25	25	stories	story	NOUN
cana-6284	25	26	and	and	CCONJ
cana-6284	25	27	medical	medical	ADJ
cana-6284	25	28	images	image	NOUN
cana-6284	25	29	to	to	PART
cana-6284	25	30	determine	determine	VERB
cana-6284	25	31	their	their	PRON
cana-6284	25	32	quality	quality	NOUN
cana-6284	25	33	[	[	X
cana-6284	25	34	3	3	NUM
cana-6284	25	35	]	]	PUNCT
cana-6284	25	36	.	.	PUNCT
cana-6284	26	1	these	these	DET
cana-6284	26	2	techniques	technique	NOUN
cana-6284	26	3	offer	offer	VERB
cana-6284	26	4	automated	automate	VERB
cana-6284	26	5	,	,	PUNCT
cana-6284	26	6	scalable	scalable	ADJ
cana-6284	26	7	,	,	PUNCT
cana-6284	26	8	and	and	CCONJ
cana-6284	26	9	context	context	NOUN
cana-6284	26	10	-	-	PUNCT
cana-6284	26	11	sensitive	sensitive	ADJ
cana-6284	26	12	data	datum	NOUN
cana-6284	26	13	validation	validation	NOUN
cana-6284	26	14	techniques	technique	NOUN
cana-6284	26	15	that	that	PRON
cana-6284	26	16	are	be	AUX
cana-6284	26	17	far	far	ADV
cana-6284	26	18	more	more	ADV
cana-6284	26	19	adaptive	adaptive	ADJ
cana-6284	26	20	than	than	ADP
cana-6284	26	21	the	the	DET
cana-6284	26	22	conventional	conventional	ADJ
cana-6284	26	23	ones	one	NOUN
cana-6284	26	24	.	.	PUNCT
cana-6284	27	1	both	both	PRON
cana-6284	27	2	clinical	clinical	ADJ
cana-6284	27	3	research	research	NOUN
cana-6284	27	4	and	and	CCONJ
cana-6284	27	5	public	public	ADJ
cana-6284	27	6	health	health	NOUN
cana-6284	27	7	agencies	agency	NOUN
cana-6284	27	8	and	and	CCONJ
cana-6284	27	9	technology	technology	NOUN
cana-6284	27	10	vendors	vendor	NOUN
cana-6284	27	11	are	be	AUX
cana-6284	27	12	showing	show	VERB
cana-6284	27	13	growing	grow	VERB
cana-6284	27	14	interest	interest	NOUN
cana-6284	27	15	in	in	ADP
cana-6284	27	16	the	the	DET
cana-6284	27	17	use	use	NOUN
cana-6284	27	18	of	of	ADP
cana-6284	27	19	data	datum	NOUN
cana-6284	27	20	quality	quality	NOUN
cana-6284	27	21	validation	validation	NOUN
cana-6284	27	22	frameworks	framework	NOUN
cana-6284	27	23	based	base	VERB
cana-6284	27	24	on	on	ADP
cana-6284	27	25	ai	ai	PROPN
cana-6284	27	26	data	datum	NOUN
cana-6284	27	27	quality	quality	NOUN
cana-6284	27	28	algorithms	algorithm	NOUN
cana-6284	27	29	as	as	ADP
cana-6284	27	30	a	a	DET
cana-6284	27	31	subset	subset	NOUN
cana-6284	27	32	of	of	ADP
cana-6284	27	33	healthcare	healthcare	NOUN
cana-6284	27	34	pipelines	pipeline	NOUN
cana-6284	27	35	.	.	PUNCT
cana-6284	28	1	global	global	ADJ
cana-6284	28	2	events	event	NOUN
cana-6284	28	3	like	like	ADP
cana-6284	28	4	the	the	DET
cana-6284	28	5	covid-19	covid-19	PROPN
cana-6284	28	6	pandemic	pandemic	NOUN
cana-6284	28	7	have	have	AUX
cana-6284	28	8	underscored	underscore	VERB
cana-6284	28	9	the	the	DET
cana-6284	28	10	importance	importance	NOUN
cana-6284	28	11	of	of	ADP
cana-6284	28	12	robust	robust	ADJ
cana-6284	28	13	healthcare	healthcare	NOUN
cana-6284	28	14	data	datum	NOUN
cana-6284	28	15	structures	structure	NOUN
cana-6284	28	16	,	,	PUNCT
cana-6284	28	17	emphasizing	emphasize	VERB
cana-6284	28	18	the	the	DET
cana-6284	28	19	need	need	NOUN
cana-6284	28	20	for	for	ADP
cana-6284	28	21	timely	timely	ADJ
cana-6284	28	22	and	and	CCONJ
cana-6284	28	23	accurate	accurate	ADJ
cana-6284	28	24	information	information	NOUN
cana-6284	28	25	on	on	ADP
cana-6284	28	26	the	the	DET
cana-6284	28	27	indian	indian	ADJ
cana-6284	28	28	population	population	NOUN
cana-6284	28	29	’s	’s	PART
cana-6284	28	30	health	health	NOUN
cana-6284	28	31	status	status	NOUN
cana-6284	28	32	,	,	PUNCT
cana-6284	28	33	resource	resource	NOUN
cana-6284	28	34	allocation	allocation	NOUN
cana-6284	28	35	,	,	PUNCT
cana-6284	28	36	and	and	CCONJ
cana-6284	28	37	epidemiological	epidemiological	ADJ
cana-6284	28	38	modeling	modeling	NOUN
cana-6284	28	39	[	[	X
cana-6284	28	40	4	4	NUM
cana-6284	28	41	]	]	PUNCT
cana-6284	28	42	.	.	PUNCT
cana-6284	29	1	even	even	ADV
cana-6284	29	2	a	a	DET
cana-6284	29	3	minor	minor	ADJ
cana-6284	29	4	error	error	NOUN
cana-6284	29	5	or	or	CCONJ
cana-6284	29	6	inaccurate	inaccurate	ADJ
cana-6284	29	7	detail	detail	NOUN
cana-6284	29	8	can	can	AUX
cana-6284	29	9	lead	lead	VERB
cana-6284	29	10	to	to	ADP
cana-6284	29	11	significant	significant	ADJ
cana-6284	29	12	consequences	consequence	NOUN
cana-6284	29	13	in	in	ADP
cana-6284	29	14	high	high	ADJ
cana-6284	29	15	-	-	PUNCT
cana-6284	29	16	stakes	stake	NOUN
cana-6284	29	17	environments	environment	NOUN
cana-6284	29	18	,	,	PUNCT
cana-6284	29	19	underscoring	underscore	VERB
cana-6284	29	20	the	the	DET
cana-6284	29	21	necessity	necessity	NOUN
cana-6284	29	22	of	of	ADP
cana-6284	29	23	a	a	DET
cana-6284	29	24	robust	robust	ADJ
cana-6284	29	25	data	datum	NOUN
cana-6284	29	26	quality	quality	NOUN
cana-6284	29	27	validation	validation	NOUN
cana-6284	29	28	system	system	NOUN
cana-6284	29	29	.	.	PUNCT
cana-6284	30	1	despite	despite	SCONJ
cana-6284	30	2	its	its	PRON
cana-6284	30	3	potential	potential	NOUN
cana-6284	30	4	,	,	PUNCT
cana-6284	30	5	the	the	DET
cana-6284	30	6	application	application	NOUN
cana-6284	30	7	of	of	ADP
cana-6284	30	8	ai	ai	NOUN
cana-6284	30	9	in	in	ADP
cana-6284	30	10	healthcare	healthcare	NOUN
cana-6284	30	11	for	for	ADP
cana-6284	30	12	data	datum	NOUN
cana-6284	30	13	quality	quality	NOUN
cana-6284	30	14	assurance	assurance	NOUN
cana-6284	30	15	encounters	encounter	VERB
cana-6284	30	16	multiple	multiple	ADJ
cana-6284	30	17	challenges	challenge	NOUN
cana-6284	30	18	.	.	PUNCT
cana-6284	31	1	ai	ai	NOUN
cana-6284	31	2	models	model	NOUN
cana-6284	31	3	are	be	AUX
cana-6284	31	4	highly	highly	ADV
cana-6284	31	5	dependent	dependent	ADJ
cana-6284	31	6	on	on	ADP
cana-6284	31	7	the	the	DET
cana-6284	31	8	quality	quality	NOUN
cana-6284	31	9	of	of	ADP
cana-6284	31	10	their	their	PRON
cana-6284	31	11	training	training	NOUN
cana-6284	31	12	data	datum	NOUN
cana-6284	31	13	,	,	PUNCT
cana-6284	31	14	creating	create	VERB
cana-6284	31	15	a	a	DET
cana-6284	31	16	paradox	paradox	NOUN
cana-6284	31	17	in	in	ADP
cana-6284	31	18	which	which	PRON
cana-6284	31	19	reliable	reliable	ADJ
cana-6284	31	20	data	datum	NOUN
cana-6284	31	21	are	be	AUX
cana-6284	31	22	necessary	necessary	ADJ
cana-6284	31	23	to	to	PART
cana-6284	31	24	train	train	VERB
cana-6284	31	25	systems	system	NOUN
cana-6284	31	26	tasked	task	VERB
cana-6284	31	27	with	with	ADP
cana-6284	31	28	evaluating	evaluate	VERB
cana-6284	31	29	data	datum	NOUN
cana-6284	31	30	accuracy	accuracy	NOUN
cana-6284	31	31	.	.	PUNCT
cana-6284	32	1	in	in	ADP
cana-6284	32	2	addition	addition	NOUN
cana-6284	32	3	,	,	PUNCT
cana-6284	32	4	healthcare	healthcare	NOUN
cana-6284	32	5	information	information	NOUN
cana-6284	32	6	is	be	AUX
cana-6284	32	7	heavily	heavily	ADV
cana-6284	32	8	regulated	regulated	ADJ
cana-6284	32	9	and	and	CCONJ
cana-6284	32	10	subject	subject	ADJ
cana-6284	32	11	to	to	ADP
cana-6284	32	12	strict	strict	ADJ
cana-6284	32	13	privacy	privacy	NOUN
cana-6284	32	14	controls	control	NOUN
cana-6284	32	15	,	,	PUNCT
cana-6284	32	16	limiting	limit	VERB
cana-6284	32	17	data	datum	NOUN
cana-6284	32	18	access	access	NOUN
cana-6284	32	19	and	and	CCONJ
cana-6284	32	20	sharing	sharing	NOUN
cana-6284	32	21	,	,	PUNCT
cana-6284	32	22	which	which	PRON
cana-6284	32	23	in	in	ADP
cana-6284	32	24	turn	turn	NOUN
cana-6284	32	25	restricts	restrict	VERB
cana-6284	32	26	the	the	DET
cana-6284	32	27	diversity	diversity	NOUN
cana-6284	32	28	of	of	ADP
cana-6284	32	29	datasets	dataset	NOUN
cana-6284	32	30	required	require	VERB
cana-6284	32	31	for	for	ADP
cana-6284	32	32	effective	effective	ADJ
cana-6284	32	33	model	model	NOUN
cana-6284	32	34	generalization	generalization	NOUN
cana-6284	32	35	[	[	X
cana-6284	32	36	5	5	NUM
cana-6284	32	37	]	]	PUNCT
cana-6284	32	38	.	.	PUNCT
cana-6284	33	1	furthermore	furthermore	ADV
cana-6284	33	2	,	,	PUNCT
cana-6284	33	3	healthcare	healthcare	PROPN
cana-6284	33	4	data	data	PROPN
cana-6284	33	5	is	be	AUX
cana-6284	33	6	highly	highly	ADV
cana-6284	33	7	contextual	contextual	ADJ
cana-6284	33	8	and	and	CCONJ
cana-6284	33	9	domain	domain	NOUN
cana-6284	33	10	-	-	PUNCT
cana-6284	33	11	specific	specific	ADJ
cana-6284	33	12	,	,	PUNCT
cana-6284	33	13	making	make	VERB
cana-6284	33	14	standardization	standardization	NOUN
cana-6284	33	15	of	of	ADP
cana-6284	33	16	validation	validation	NOUN
cana-6284	33	17	processes	process	NOUN
cana-6284	33	18	particularly	particularly	ADV
cana-6284	33	19	difficult	difficult	ADJ
cana-6284	33	20	.	.	PUNCT
cana-6284	34	1	what	what	PRON
cana-6284	34	2	could	could	AUX
cana-6284	34	3	be	be	AUX
cana-6284	34	4	a	a	DET
cana-6284	34	5	false	false	ADJ
cana-6284	34	6	diagnosis	diagnosis	NOUN
cana-6284	34	7	code	code	NOUN
cana-6284	34	8	in	in	ADP
cana-6284	34	9	a	a	DET
cana-6284	34	10	particular	particular	ADJ
cana-6284	34	11	clinical	clinical	ADJ
cana-6284	34	12	setting	setting	NOUN
cana-6284	34	13	may	may	AUX
cana-6284	34	14	be	be	AUX
cana-6284	34	15	quite	quite	ADV
cana-6284	34	16	justifiable	justifiable	ADJ
cana-6284	34	17	in	in	ADP
cana-6284	34	18	another	another	DET
cana-6284	34	19	setting	setting	NOUN
cana-6284	34	20	,	,	PUNCT
cana-6284	34	21	and	and	CCONJ
cana-6284	34	22	not	not	PART
cana-6284	34	23	necessarily	necessarily	ADV
cana-6284	34	24	generalization	generalization	NOUN
cana-6284	34	25	by	by	ADP
cana-6284	34	26	rules	rule	NOUN
cana-6284	34	27	.	.	PUNCT
cana-6284	35	1	the	the	DET
cana-6284	35	2	second	second	ADJ
cana-6284	35	3	striking	striking	ADJ
cana-6284	35	4	difference	difference	NOUN
cana-6284	35	5	is	be	AUX
cana-6284	35	6	the	the	DET
cana-6284	35	7	failure	failure	NOUN
cana-6284	35	8	to	to	PART
cana-6284	35	9	interoperate	interoperate	VERB
cana-6284	35	10	and	and	CCONJ
cana-6284	35	11	interrelate	interrelate	VERB
cana-6284	35	12	across	across	ADP
cana-6284	35	13	different	different	ADJ
cana-6284	35	14	healthcare	healthcare	NOUN
cana-6284	35	15	systems	system	NOUN
cana-6284	35	16	and	and	CCONJ
cana-6284	35	17	institutions	institution	NOUN
cana-6284	35	18	.	.	PUNCT
cana-6284	36	1	the	the	DET
cana-6284	36	2	consideration	consideration	NOUN
cana-6284	36	3	of	of	ADP
cana-6284	36	4	the	the	DET
cana-6284	36	5	unified	unified	ADJ
cana-6284	36	6	validation	validation	NOUN
cana-6284	36	7	models	model	NOUN
cana-6284	36	8	is	be	AUX
cana-6284	36	9	a	a	DET
cana-6284	36	10	complicated	complicated	ADJ
cana-6284	36	11	task	task	NOUN
cana-6284	36	12	due	due	ADP
cana-6284	36	13	to	to	ADP
cana-6284	36	14	the	the	DET
cana-6284	36	15	various	various	ADJ
cana-6284	36	16	data	datum	NOUN
cana-6284	36	17	formats	format	NOUN
cana-6284	36	18	,	,	PUNCT
cana-6284	36	19	standards	standard	NOUN
cana-6284	36	20	(	(	PUNCT
cana-6284	36	21	such	such	ADJ
cana-6284	36	22	as	as	ADP
cana-6284	36	23	hl7	hl7	NOUN
cana-6284	36	24	,	,	PUNCT
cana-6284	36	25	fhir	fhir	NOUN
cana-6284	36	26	)	)	PUNCT
cana-6284	36	27	,	,	PUNCT
cana-6284	36	28	and	and	CCONJ
cana-6284	36	29	terminologies	terminology	NOUN
cana-6284	36	30	(	(	PUNCT
cana-6284	36	31	such	such	ADJ
cana-6284	36	32	as	as	ADP
cana-6284	36	33	snomed	snome	VERB
cana-6284	36	34	ct	ct	PROPN
cana-6284	36	35	,	,	PUNCT
cana-6284	36	36	loinc	loinc	PROPN
cana-6284	36	37	)	)	PUNCT
cana-6284	36	38	.	.	PUNCT
cana-6284	37	1	ai	ai	VERB
cana-6284	37	2	algorithms	algorithm	NOUN
cana-6284	37	3	may	may	AUX
cana-6284	37	4	fail	fail	VERB
cana-6284	37	5	to	to	PART
cana-6284	37	6	generate	generate	VERB
cana-6284	37	7	relevant	relevant	ADJ
cana-6284	37	8	and	and	CCONJ
cana-6284	37	9	credible	credible	ADJ
cana-6284	37	10	quality	quality	NOUN
cana-6284	37	11	measurements	measurement	NOUN
cana-6284	37	12	across	across	ADP
cana-6284	37	13	systems	system	NOUN
cana-6284	37	14	unless	unless	SCONJ
cana-6284	37	15	semantics	semantic	NOUN
cana-6284	37	16	and	and	CCONJ
cana-6284	37	17	structure	structure	NOUN
cana-6284	37	18	are	be	AUX
cana-6284	37	19	constantly	constantly	ADV
cana-6284	37	20	upheld	uphold	VERB
cana-6284	37	21	[	[	PUNCT
cana-6284	37	22	6	6	NUM
cana-6284	37	23	]	]	PUNCT
cana-6284	37	24	.	.	PUNCT
cana-6284	38	1	besides	besides	SCONJ
cana-6284	38	2	,	,	PUNCT
cana-6284	38	3	the	the	DET
cana-6284	38	4	lack	lack	NOUN
cana-6284	38	5	of	of	ADP
cana-6284	38	6	transparency	transparency	NOUN
cana-6284	38	7	and	and	CCONJ
cana-6284	38	8	explainability	explainability	NOUN
cana-6284	38	9	of	of	ADP
cana-6284	38	10	ai	ai	PROPN
cana-6284	38	11	-	-	PUNCT
cana-6284	38	12	based	base	VERB
cana-6284	38	13	validation	validation	NOUN
cana-6284	38	14	procedures	procedure	NOUN
cana-6284	38	15	is	be	AUX
cana-6284	38	16	understudied	understudied	ADJ
cana-6284	38	17	.	.	PUNCT
cana-6284	39	1	in	in	ADP
cana-6284	39	2	order	order	NOUN
cana-6284	39	3	to	to	ADP
cana-6284	39	4	communications	communication	NOUN
cana-6284	39	5	on	on	ADP
cana-6284	39	6	applied	apply	VERB
cana-6284	39	7	nonlinear	nonlinear	ADJ
cana-6284	39	8	analysis	analysis	NOUN
cana-6284	39	9	issn	issn	NOUN
cana-6284	39	10	:	:	PUNCT
cana-6284	39	11	1074	1074	NUM
cana-6284	39	12	-	-	PUNCT
cana-6284	39	13	133x	133x	NUM
cana-6284	39	14	vol	vol	NOUN
cana-6284	39	15	32	32	NUM
cana-6284	39	16	no	no	NOUN
cana-6284	39	17	.	.	PUNCT
cana-6284	40	1	1s	1s	NUM
cana-6284	40	2	(	(	PUNCT
cana-6284	40	3	2025	2025	NUM
cana-6284	40	4	)	)	PUNCT
cana-6284	40	5	727	727	NUM
cana-6284	40	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	40	7	realize	realize	VERB
cana-6284	40	8	the	the	DET
cana-6284	40	9	introduction	introduction	NOUN
cana-6284	40	10	of	of	ADP
cana-6284	40	11	a	a	DET
cana-6284	40	12	system	system	NOUN
cana-6284	40	13	to	to	ADP
cana-6284	40	14	a	a	DET
cana-6284	40	15	clinical	clinical	ADJ
cana-6284	40	16	setting	setting	NOUN
cana-6284	40	17	,	,	PUNCT
cana-6284	40	18	the	the	DET
cana-6284	40	19	stakeholders	stakeholder	NOUN
cana-6284	40	20	are	be	AUX
cana-6284	40	21	expected	expect	VERB
cana-6284	40	22	to	to	PART
cana-6284	40	23	be	be	AUX
cana-6284	40	24	conversant	conversant	ADJ
cana-6284	40	25	with	with	ADP
cana-6284	40	26	the	the	DET
cana-6284	40	27	process	process	NOUN
cana-6284	40	28	of	of	ADP
cana-6284	40	29	quality	quality	NOUN
cana-6284	40	30	decision	decision	NOUN
cana-6284	40	31	-	-	PUNCT
cana-6284	40	32	making	making	NOUN
cana-6284	40	33	.	.	PUNCT
cana-6284	41	1	the	the	DET
cana-6284	41	2	existing	exist	VERB
cana-6284	41	3	black	black	ADJ
cana-6284	41	4	-	-	PUNCT
cana-6284	41	5	box	box	NOUN
cana-6284	41	6	models	model	NOUN
cana-6284	41	7	may	may	AUX
cana-6284	41	8	not	not	PART
cana-6284	41	9	provide	provide	VERB
cana-6284	41	10	sufficient	sufficient	ADJ
cana-6284	41	11	insights	insight	NOUN
cana-6284	41	12	,	,	PUNCT
cana-6284	41	13	and	and	CCONJ
cana-6284	41	14	this	this	PRON
cana-6284	41	15	should	should	AUX
cana-6284	41	16	be	be	AUX
cana-6284	41	17	a	a	DET
cana-6284	41	18	cause	cause	NOUN
cana-6284	41	19	of	of	ADP
cana-6284	41	20	concern	concern	NOUN
cana-6284	41	21	,	,	PUNCT
cana-6284	41	22	particularly	particularly	ADV
cana-6284	41	23	in	in	ADP
cana-6284	41	24	the	the	DET
cana-6284	41	25	area	area	NOUN
cana-6284	41	26	of	of	ADP
cana-6284	41	27	accountability	accountability	NOUN
cana-6284	41	28	and	and	CCONJ
cana-6284	41	29	trust	trust	NOUN
cana-6284	41	30	.	.	PUNCT
cana-6284	42	1	as	as	ADP
cana-6284	42	2	reliance	reliance	NOUN
cana-6284	42	3	on	on	ADP
cana-6284	42	4	healthcare	healthcare	PROPN
cana-6284	42	5	data	datum	NOUN
cana-6284	42	6	increases	increase	NOUN
cana-6284	42	7	in	in	ADP
cana-6284	42	8	making	make	VERB
cana-6284	42	9	policy	policy	NOUN
cana-6284	42	10	,	,	PUNCT
cana-6284	42	11	undertaking	undertake	VERB
cana-6284	42	12	medical	medical	ADJ
cana-6284	42	13	research	research	NOUN
cana-6284	42	14	,	,	PUNCT
cana-6284	42	15	and	and	CCONJ
cana-6284	42	16	also	also	ADV
cana-6284	42	17	clinical	clinical	ADJ
cana-6284	42	18	decisions	decision	NOUN
cana-6284	42	19	,	,	PUNCT
cana-6284	42	20	ai	ai	NOUN
cana-6284	42	21	-	-	PUNCT
cana-6284	42	22	based	base	VERB
cana-6284	42	23	data	datum	NOUN
cana-6284	42	24	quality	quality	NOUN
cana-6284	42	25	validation	validation	NOUN
cana-6284	42	26	frameworks	framework	NOUN
cana-6284	42	27	should	should	AUX
cana-6284	42	28	be	be	AUX
cana-6284	42	29	reviewed	review	VERB
cana-6284	42	30	in	in	ADP
cana-6284	42	31	a	a	DET
cana-6284	42	32	systematic	systematic	ADJ
cana-6284	42	33	way	way	NOUN
cana-6284	42	34	as	as	ADV
cana-6284	42	35	soon	soon	ADV
cana-6284	42	36	as	as	SCONJ
cana-6284	42	37	possible	possible	ADJ
cana-6284	42	38	.	.	PUNCT
cana-6284	43	1	there	there	PRON
cana-6284	43	2	is	be	VERB
cana-6284	43	3	already	already	ADV
cana-6284	43	4	precedent	precedent	NOUN
cana-6284	43	5	on	on	ADP
cana-6284	43	6	the	the	DET
cana-6284	43	7	theory	theory	NOUN
cana-6284	43	8	of	of	ADP
cana-6284	43	9	data	datum	NOUN
cana-6284	43	10	quality	quality	NOUN
cana-6284	43	11	in	in	ADP
cana-6284	43	12	the	the	DET
cana-6284	43	13	healthcare	healthcare	NOUN
cana-6284	43	14	sector	sector	NOUN
cana-6284	43	15	,	,	PUNCT
cana-6284	43	16	yet	yet	CCONJ
cana-6284	43	17	the	the	DET
cana-6284	43	18	literature	literature	NOUN
cana-6284	43	19	has	have	AUX
cana-6284	43	20	shown	show	VERB
cana-6284	43	21	little	little	ADJ
cana-6284	43	22	evidence	evidence	NOUN
cana-6284	43	23	of	of	ADP
cana-6284	43	24	any	any	DET
cana-6284	43	25	detailed	detailed	ADJ
cana-6284	43	26	investigation	investigation	NOUN
cana-6284	43	27	of	of	ADP
cana-6284	43	28	the	the	DET
cana-6284	43	29	subject	subject	NOUN
cana-6284	43	30	,	,	PUNCT
cana-6284	43	31	specifically	specifically	ADV
cana-6284	43	32	in	in	ADP
cana-6284	43	33	the	the	DET
cana-6284	43	34	context	context	NOUN
cana-6284	43	35	of	of	ADP
cana-6284	43	36	determining	determine	VERB
cana-6284	43	37	the	the	DET
cana-6284	43	38	quality	quality	NOUN
cana-6284	43	39	of	of	ADP
cana-6284	43	40	data	datum	NOUN
cana-6284	43	41	in	in	ADP
cana-6284	43	42	different	different	ADJ
cana-6284	43	43	real	real	ADJ
cana-6284	43	44	-	-	PUNCT
cana-6284	43	45	life	life	NOUN
cana-6284	43	46	healthcare	healthcare	NOUN
cana-6284	43	47	pipelines	pipeline	NOUN
cana-6284	43	48	where	where	SCONJ
cana-6284	43	49	ai	ai	NOUN
cana-6284	43	50	is	be	AUX
cana-6284	43	51	currently	currently	ADV
cana-6284	43	52	being	be	AUX
cana-6284	43	53	implemented	implement	VERB
cana-6284	43	54	into	into	ADP
cana-6284	43	55	them	they	PRON
cana-6284	43	56	.	.	PUNCT
cana-6284	44	1	such	such	ADJ
cana-6284	44	2	ai	ai	PROPN
cana-6284	44	3	systems	system	NOUN
cana-6284	44	4	also	also	ADV
cana-6284	44	5	have	have	VERB
cana-6284	44	6	limited	limit	VERB
cana-6284	44	7	convergence	convergence	NOUN
cana-6284	44	8	of	of	ADP
cana-6284	44	9	methods	method	NOUN
cana-6284	44	10	,	,	PUNCT
cana-6284	44	11	performance	performance	NOUN
cana-6284	44	12	baseline	baseline	NOUN
cana-6284	44	13	,	,	PUNCT
cana-6284	44	14	and	and	CCONJ
cana-6284	44	15	deployment	deployment	NOUN
cana-6284	44	16	problems	problem	NOUN
cana-6284	44	17	,	,	PUNCT
cana-6284	44	18	especially	especially	ADV
cana-6284	44	19	in	in	ADP
cana-6284	44	20	situations	situation	NOUN
cana-6284	44	21	when	when	SCONJ
cana-6284	44	22	the	the	DET
cana-6284	44	23	system	system	NOUN
cana-6284	44	24	is	be	AUX
cana-6284	44	25	deployed	deploy	VERB
cana-6284	44	26	in	in	ADP
cana-6284	44	27	an	an	DET
cana-6284	44	28	environment	environment	NOUN
cana-6284	44	29	that	that	PRON
cana-6284	44	30	is	be	AUX
cana-6284	44	31	not	not	PART
cana-6284	44	32	a	a	DET
cana-6284	44	33	controlled	control	VERB
cana-6284	44	34	clinical	clinical	ADJ
cana-6284	44	35	trial	trial	NOUN
cana-6284	44	36	or	or	CCONJ
cana-6284	44	37	well	well	ADV
cana-6284	44	38	-	-	PUNCT
cana-6284	44	39	curated	curate	VERB
cana-6284	44	40	research	research	NOUN
cana-6284	44	41	corpus	corpus	NOUN
cana-6284	44	42	.	.	PUNCT
cana-6284	45	1	this	this	DET
cana-6284	45	2	review	review	NOUN
cana-6284	45	3	is	be	AUX
cana-6284	45	4	aimed	aim	VERB
cana-6284	45	5	at	at	ADP
cana-6284	45	6	developing	develop	VERB
cana-6284	45	7	a	a	DET
cana-6284	45	8	critical	critical	ADJ
cana-6284	45	9	analysis	analysis	NOUN
cana-6284	45	10	and	and	CCONJ
cana-6284	45	11	classification	classification	NOUN
cana-6284	45	12	of	of	ADP
cana-6284	45	13	the	the	DET
cana-6284	45	14	existing	exist	VERB
cana-6284	45	15	ai	ai	NOUN
cana-6284	45	16	-	-	PUNCT
cana-6284	45	17	based	base	VERB
cana-6284	45	18	data	datum	NOUN
cana-6284	45	19	quality	quality	NOUN
cana-6284	45	20	validation	validation	NOUN
cana-6284	45	21	approaches	approach	NOUN
cana-6284	45	22	in	in	ADP
cana-6284	45	23	a	a	DET
cana-6284	45	24	real	real	ADJ
cana-6284	45	25	healthcare	healthcare	NOUN
cana-6284	45	26	context	context	NOUN
cana-6284	45	27	.	.	PUNCT
cana-6284	46	1	2	2	X
cana-6284	46	2	.	.	X
cana-6284	46	3	literature	literature	NOUN
cana-6284	46	4	review	review	PROPN
cana-6284	46	5	table	table	NOUN
cana-6284	46	6	1	1	NUM
cana-6284	46	7	:	:	PUNCT
cana-6284	46	8	summary	summary	NOUN
cana-6284	46	9	of	of	ADP
cana-6284	46	10	key	key	ADJ
cana-6284	46	11	research	research	NOUN
cana-6284	46	12	in	in	ADP
cana-6284	46	13	ai	ai	ADJ
cana-6284	46	14	-	-	PUNCT
cana-6284	46	15	powered	power	VERB
cana-6284	46	16	data	datum	NOUN
cana-6284	46	17	quality	quality	NOUN
cana-6284	46	18	validation	validation	NOUN
cana-6284	46	19	for	for	ADP
cana-6284	46	20	healthcare	healthcare	NOUN
cana-6284	46	21	pipelines	pipeline	NOUN
cana-6284	46	22	focus	focus	VERB
cana-6284	46	23	findings	finding	NOUN
cana-6284	46	24	(	(	PUNCT
cana-6284	46	25	key	key	ADJ
cana-6284	46	26	results	result	NOUN
cana-6284	46	27	and	and	CCONJ
cana-6284	46	28	conclusions	conclusion	NOUN
cana-6284	46	29	)	)	PUNCT
cana-6284	46	30	reference	reference	NOUN
cana-6284	46	31	application	application	NOUN
cana-6284	46	32	of	of	ADP
cana-6284	46	33	deep	deep	ADJ
cana-6284	46	34	learning	learning	NOUN
cana-6284	46	35	models	model	NOUN
cana-6284	46	36	to	to	PART
cana-6284	46	37	assess	assess	VERB
cana-6284	46	38	and	and	CCONJ
cana-6284	46	39	correct	correct	ADJ
cana-6284	46	40	inconsistencies	inconsistency	NOUN
cana-6284	46	41	in	in	ADP
cana-6284	46	42	ehr	ehr	NOUN
cana-6284	46	43	datasets	dataset	NOUN
cana-6284	46	44	.	.	PUNCT
cana-6284	46	45	demonstrated	demonstrate	VERB
cana-6284	46	46	that	that	SCONJ
cana-6284	46	47	a	a	DET
cana-6284	46	48	hybrid	hybrid	ADJ
cana-6284	46	49	cnn	cnn	PROPN
cana-6284	46	50	-	-	PUNCT
cana-6284	46	51	lstm	lstm	ADJ
cana-6284	46	52	architecture	architecture	NOUN
cana-6284	46	53	could	could	AUX
cana-6284	46	54	identify	identify	AUX
cana-6284	46	55	mislabeled	mislabele	VERB
cana-6284	46	56	clinical	clinical	ADJ
cana-6284	46	57	entries	entry	NOUN
cana-6284	46	58	and	and	CCONJ
cana-6284	46	59	missing	miss	VERB
cana-6284	46	60	data	data	NOUN
cana-6284	46	61	fields	field	NOUN
cana-6284	46	62	with	with	ADP
cana-6284	46	63	91	91	NUM
cana-6284	46	64	%	%	NOUN
cana-6284	46	65	accuracy	accuracy	NOUN
cana-6284	46	66	,	,	PUNCT
cana-6284	46	67	improving	improve	VERB
cana-6284	46	68	downstream	downstream	ADJ
cana-6284	46	69	predictive	predictive	ADJ
cana-6284	46	70	analytics	analytic	NOUN
cana-6284	46	71	reliability	reliability	NOUN
cana-6284	46	72	.	.	PUNCT
cana-6284	47	1	[	[	X
cana-6284	47	2	7	7	X
cana-6284	47	3	]	]	SYM
cana-6284	47	4	use	use	NOUN
cana-6284	47	5	of	of	ADP
cana-6284	47	6	ontology	ontology	NOUN
cana-6284	47	7	-	-	PUNCT
cana-6284	47	8	based	base	VERB
cana-6284	47	9	ai	ai	NOUN
cana-6284	47	10	systems	system	NOUN
cana-6284	47	11	to	to	PART
cana-6284	47	12	validate	validate	VERB
cana-6284	47	13	the	the	DET
cana-6284	47	14	semantic	semantic	ADJ
cana-6284	47	15	integrity	integrity	NOUN
cana-6284	47	16	of	of	ADP
cana-6284	47	17	structured	structured	ADJ
cana-6284	47	18	medical	medical	ADJ
cana-6284	47	19	data	datum	NOUN
cana-6284	47	20	.	.	PUNCT
cana-6284	48	1	found	find	VERB
cana-6284	48	2	that	that	SCONJ
cana-6284	48	3	ontology	ontology	NOUN
cana-6284	48	4	-	-	PUNCT
cana-6284	48	5	enhanced	enhance	VERB
cana-6284	48	6	rule	rule	NOUN
cana-6284	48	7	systems	system	NOUN
cana-6284	48	8	improved	improve	VERB
cana-6284	48	9	detection	detection	NOUN
cana-6284	48	10	of	of	ADP
cana-6284	48	11	semantic	semantic	ADJ
cana-6284	48	12	inconsistencies	inconsistency	NOUN
cana-6284	48	13	by	by	ADP
cana-6284	48	14	38	38	NUM
cana-6284	48	15	%	%	NOUN
cana-6284	48	16	,	,	PUNCT
cana-6284	48	17	especially	especially	ADV
cana-6284	48	18	in	in	ADP
cana-6284	48	19	clinical	clinical	ADJ
cana-6284	48	20	trial	trial	NOUN
cana-6284	48	21	datasets	dataset	NOUN
cana-6284	48	22	,	,	PUNCT
cana-6284	48	23	compared	compare	VERB
cana-6284	48	24	to	to	ADP
cana-6284	48	25	rule	rule	NOUN
cana-6284	48	26	-	-	PUNCT
cana-6284	48	27	based	base	VERB
cana-6284	48	28	engines	engine	NOUN
cana-6284	48	29	alone	alone	ADV
cana-6284	48	30	.	.	PUNCT
cana-6284	49	1	[	[	X
cana-6284	49	2	8	8	NUM
cana-6284	49	3	]	]	X
cana-6284	49	4	leveraging	leverage	VERB
cana-6284	49	5	anomaly	anomaly	NOUN
cana-6284	49	6	detection	detection	NOUN
cana-6284	49	7	techniques	technique	NOUN
cana-6284	49	8	using	use	VERB
cana-6284	49	9	unsupervised	unsupervised	ADJ
cana-6284	49	10	learning	learning	NOUN
cana-6284	49	11	to	to	PART
cana-6284	49	12	flag	flag	VERB
cana-6284	49	13	suspicious	suspicious	ADJ
cana-6284	49	14	lab	lab	NOUN
cana-6284	49	15	entries	entry	NOUN
cana-6284	49	16	.	.	PUNCT
cana-6284	50	1	autoencoder	autoencoder	NOUN
cana-6284	50	2	models	model	NOUN
cana-6284	50	3	detected	detect	VERB
cana-6284	50	4	anomalies	anomaly	NOUN
cana-6284	50	5	in	in	ADP
cana-6284	50	6	lab	lab	NOUN
cana-6284	50	7	results	result	NOUN
cana-6284	50	8	with	with	ADP
cana-6284	50	9	94	94	NUM
cana-6284	50	10	%	%	NOUN
cana-6284	50	11	sensitivity	sensitivity	NOUN
cana-6284	50	12	and	and	CCONJ
cana-6284	50	13	88	88	NUM
cana-6284	50	14	%	%	NOUN
cana-6284	50	15	specificity	specificity	NOUN
cana-6284	50	16	,	,	PUNCT
cana-6284	50	17	reducing	reduce	VERB
cana-6284	50	18	manual	manual	ADJ
cana-6284	50	19	review	review	NOUN
cana-6284	50	20	workload	workload	NOUN
cana-6284	50	21	by	by	ADP
cana-6284	50	22	52	52	NUM
cana-6284	50	23	%	%	NOUN
cana-6284	50	24	in	in	ADP
cana-6284	50	25	live	live	ADJ
cana-6284	50	26	deployment	deployment	NOUN
cana-6284	50	27	across	across	ADP
cana-6284	50	28	two	two	NUM
cana-6284	50	29	hospitals	hospital	NOUN
cana-6284	50	30	.	.	PUNCT
cana-6284	51	1	[	[	X
cana-6284	51	2	9	9	NUM
cana-6284	51	3	]	]	PUNCT
cana-6284	51	4	federated	federated	ADJ
cana-6284	51	5	learning	learning	NOUN
cana-6284	51	6	approach	approach	NOUN
cana-6284	51	7	to	to	PART
cana-6284	51	8	validate	validate	VERB
cana-6284	51	9	data	datum	NOUN
cana-6284	51	10	quality	quality	NOUN
cana-6284	51	11	across	across	ADP
cana-6284	51	12	hospitals	hospital	NOUN
cana-6284	51	13	without	without	ADP
cana-6284	51	14	centralizing	centralize	VERB
cana-6284	51	15	data	datum	NOUN
cana-6284	51	16	.	.	PUNCT
cana-6284	52	1	showed	show	VERB
cana-6284	52	2	a	a	DET
cana-6284	52	3	30	30	NUM
cana-6284	52	4	%	%	NOUN
cana-6284	52	5	improvement	improvement	NOUN
cana-6284	52	6	in	in	ADP
cana-6284	52	7	missing	miss	VERB
cana-6284	52	8	value	value	NOUN
cana-6284	52	9	imputation	imputation	NOUN
cana-6284	52	10	and	and	CCONJ
cana-6284	52	11	a	a	DET
cana-6284	52	12	25	25	NUM
cana-6284	52	13	%	%	NOUN
cana-6284	52	14	increase	increase	NOUN
cana-6284	52	15	in	in	ADP
cana-6284	52	16	duplicate	duplicate	ADJ
cana-6284	52	17	detection	detection	NOUN
cana-6284	52	18	efficiency	efficiency	NOUN
cana-6284	52	19	across	across	ADP
cana-6284	52	20	distributed	distribute	VERB
cana-6284	52	21	health	health	NOUN
cana-6284	52	22	institutions	institution	NOUN
cana-6284	52	23	without	without	ADP
cana-6284	52	24	compromising	compromise	VERB
cana-6284	52	25	data	datum	NOUN
cana-6284	52	26	privacy	privacy	NOUN
cana-6284	52	27	.	.	PUNCT
cana-6284	53	1	[	[	X
cana-6284	53	2	10	10	NUM
cana-6284	53	3	]	]	PUNCT
cana-6284	53	4	application	application	NOUN
cana-6284	53	5	of	of	ADP
cana-6284	53	6	nlp	nlp	NOUN
cana-6284	53	7	for	for	ADP
cana-6284	53	8	detecting	detect	VERB
cana-6284	53	9	errors	error	NOUN
cana-6284	53	10	in	in	ADP
cana-6284	53	11	unstructured	unstructured	ADJ
cana-6284	53	12	text	text	NOUN
cana-6284	53	13	data	datum	NOUN
cana-6284	53	14	within	within	ADP
cana-6284	53	15	ehrs	ehrs	PROPN
cana-6284	53	16	.	.	PUNCT
cana-6284	54	1	nlp	nlp	PROPN
cana-6284	54	2	pipelines	pipeline	NOUN
cana-6284	54	3	using	use	VERB
cana-6284	54	4	bert	bert	PROPN
cana-6284	54	5	significantly	significantly	ADV
cana-6284	54	6	reduced	reduce	VERB
cana-6284	54	7	incorrect	incorrect	ADJ
cana-6284	54	8	medication	medication	NOUN
cana-6284	54	9	entries	entry	NOUN
cana-6284	54	10	and	and	CCONJ
cana-6284	54	11	misdiagnosis	misdiagnosis	NOUN
cana-6284	54	12	codes	code	NOUN
cana-6284	54	13	by	by	ADP
cana-6284	54	14	43	43	NUM
cana-6284	54	15	%	%	NOUN
cana-6284	54	16	,	,	PUNCT
cana-6284	54	17	demonstrating	demonstrate	VERB
cana-6284	54	18	potential	potential	NOUN
cana-6284	54	19	for	for	ADP
cana-6284	54	20	scalable	scalable	ADJ
cana-6284	54	21	free	free	ADJ
cana-6284	54	22	-	-	PUNCT
cana-6284	54	23	text	text	NOUN
cana-6284	54	24	validation	validation	NOUN
cana-6284	54	25	.	.	PUNCT
cana-6284	55	1	[	[	X
cana-6284	55	2	11	11	NUM
cana-6284	55	3	]	]	PUNCT
cana-6284	55	4	communications	communication	NOUN
cana-6284	55	5	on	on	ADP
cana-6284	55	6	applied	apply	VERB
cana-6284	55	7	nonlinear	nonlinear	ADJ
cana-6284	55	8	analysis	analysis	NOUN
cana-6284	55	9	issn	issn	NOUN
cana-6284	55	10	:	:	PUNCT
cana-6284	55	11	1074	1074	NUM
cana-6284	55	12	-	-	PUNCT
cana-6284	55	13	133x	133x	NUM
cana-6284	55	14	vol	vol	NOUN
cana-6284	55	15	32	32	NUM
cana-6284	55	16	no	no	NOUN
cana-6284	55	17	.	.	PUNCT
cana-6284	56	1	1s	1s	NUM
cana-6284	56	2	(	(	PUNCT
cana-6284	56	3	2025	2025	NUM
cana-6284	56	4	)	)	PUNCT
cana-6284	56	5	728	728	NUM
cana-6284	56	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	56	7	3	3	NUM
cana-6284	56	8	.	.	PUNCT
cana-6284	56	9	proposed	propose	VERB
cana-6284	56	10	theoretical	theoretical	ADJ
cana-6284	56	11	model	model	NOUN
cana-6284	56	12	for	for	ADP
cana-6284	56	13	ai	ai	ADJ
cana-6284	56	14	-	-	PUNCT
cana-6284	56	15	powered	power	VERB
cana-6284	56	16	data	datum	NOUN
cana-6284	56	17	quality	quality	NOUN
cana-6284	56	18	validation	validation	NOUN
cana-6284	56	19	in	in	ADP
cana-6284	56	20	real	real	ADJ
cana-6284	56	21	-	-	PUNCT
cana-6284	56	22	world	world	NOUN
cana-6284	56	23	healthcare	healthcare	NOUN
cana-6284	56	24	pipelines	pipeline	NOUN
cana-6284	56	25	3.1	3.1	NUM
cana-6284	56	26	.	.	PUNCT
cana-6284	57	1	conceptual	conceptual	ADJ
cana-6284	57	2	framework	framework	NOUN
cana-6284	57	3	overview	overview	NOUN
cana-6284	57	4	in	in	ADP
cana-6284	57	5	real	real	ADJ
cana-6284	57	6	-	-	PUNCT
cana-6284	57	7	world	world	NOUN
cana-6284	57	8	healthcare	healthcare	NOUN
cana-6284	57	9	settings	setting	NOUN
cana-6284	57	10	,	,	PUNCT
cana-6284	57	11	the	the	DET
cana-6284	57	12	data	datum	NOUN
cana-6284	57	13	lifecycle	lifecycle	NOUN
cana-6284	57	14	spans	span	VERB
cana-6284	57	15	multiple	multiple	ADJ
cana-6284	57	16	heterogeneous	heterogeneous	ADJ
cana-6284	57	17	systems	system	NOUN
cana-6284	57	18	encompassing	encompass	VERB
cana-6284	57	19	data	datum	NOUN
cana-6284	57	20	acquisition	acquisition	NOUN
cana-6284	57	21	,	,	PUNCT
cana-6284	57	22	integration	integration	NOUN
cana-6284	57	23	,	,	PUNCT
cana-6284	57	24	storage	storage	NOUN
cana-6284	57	25	,	,	PUNCT
cana-6284	57	26	processing	processing	NOUN
cana-6284	57	27	,	,	PUNCT
cana-6284	57	28	analysis	analysis	NOUN
cana-6284	57	29	,	,	PUNCT
cana-6284	57	30	and	and	CCONJ
cana-6284	57	31	clinical	clinical	ADJ
cana-6284	57	32	decisionmaking	decisionmaking	NOUN
cana-6284	57	33	.	.	PUNCT
cana-6284	58	1	at	at	ADP
cana-6284	58	2	every	every	DET
cana-6284	58	3	step	step	NOUN
cana-6284	58	4	,	,	PUNCT
cana-6284	58	5	there	there	PRON
cana-6284	58	6	exists	exist	VERB
cana-6284	58	7	a	a	DET
cana-6284	58	8	possible	possible	ADJ
cana-6284	58	9	weakness	weakness	NOUN
cana-6284	58	10	of	of	ADP
cana-6284	58	11	data	datum	NOUN
cana-6284	58	12	quality	quality	NOUN
cana-6284	58	13	,	,	PUNCT
cana-6284	58	14	including	include	VERB
cana-6284	58	15	errors	error	NOUN
cana-6284	58	16	in	in	ADP
cana-6284	58	17	entering	enter	VERB
cana-6284	58	18	it	it	PRON
cana-6284	58	19	,	,	PUNCT
cana-6284	58	20	being	be	AUX
cana-6284	58	21	incompatible	incompatible	ADJ
cana-6284	58	22	in	in	ADP
cana-6284	58	23	format	format	NOUN
cana-6284	58	24	during	during	ADP
cana-6284	58	25	integration	integration	NOUN
cana-6284	58	26	,	,	PUNCT
cana-6284	58	27	or	or	CCONJ
cana-6284	58	28	having	have	VERB
cana-6284	58	29	semantic	semantic	ADJ
cana-6284	58	30	differences	difference	NOUN
cana-6284	58	31	during	during	ADP
cana-6284	58	32	analytics	analytic	NOUN
cana-6284	58	33	.	.	PUNCT
cana-6284	59	1	when	when	SCONJ
cana-6284	59	2	appropriately	appropriately	ADV
cana-6284	59	3	deployed	deploy	VERB
cana-6284	59	4	in	in	ADP
cana-6284	59	5	these	these	DET
cana-6284	59	6	phases	phase	NOUN
cana-6284	59	7	,	,	PUNCT
cana-6284	59	8	ai	ai	AUX
cana-6284	59	9	technologies	technology	NOUN
cana-6284	59	10	can	can	AUX
cana-6284	59	11	serve	serve	VERB
cana-6284	59	12	as	as	ADP
cana-6284	59	13	in	in	ADP
cana-6284	59	14	-	-	PUNCT
cana-6284	59	15	place	place	NOUN
cana-6284	59	16	quality	quality	NOUN
cana-6284	59	17	checks	check	NOUN
cana-6284	59	18	,	,	PUNCT
cana-6284	59	19	and	and	CCONJ
cana-6284	59	20	they	they	PRON
cana-6284	59	21	can	can	AUX
cana-6284	59	22	provide	provide	VERB
cana-6284	59	23	real	real	ADJ
cana-6284	59	24	-	-	PUNCT
cana-6284	59	25	time	time	NOUN
cana-6284	59	26	validation	validation	NOUN
cana-6284	59	27	capabilities	capability	NOUN
cana-6284	59	28	,	,	PUNCT
cana-6284	59	29	correction	correction	NOUN
cana-6284	59	30	capabilities	capability	NOUN
cana-6284	59	31	,	,	PUNCT
cana-6284	59	32	as	as	ADV
cana-6284	59	33	well	well	ADV
cana-6284	59	34	as	as	ADP
cana-6284	59	35	enhancement	enhancement	NOUN
cana-6284	59	36	capabilities	capability	NOUN
cana-6284	60	1	[	[	X
cana-6284	60	2	12	12	NUM
cana-6284	60	3	]	]	PUNCT
cana-6284	60	4	.	.	PUNCT
cana-6284	61	1	the	the	DET
cana-6284	61	2	theoretical	theoretical	ADJ
cana-6284	61	3	framework	framework	NOUN
cana-6284	61	4	in	in	ADP
cana-6284	61	5	this	this	DET
cana-6284	61	6	paper	paper	NOUN
cana-6284	61	7	represents	represent	VERB
cana-6284	61	8	an	an	DET
cana-6284	61	9	ai	ai	NOUN
cana-6284	61	10	-	-	PUNCT
cana-6284	61	11	powered	power	VERB
cana-6284	61	12	data	datum	NOUN
cana-6284	61	13	quality	quality	NOUN
cana-6284	61	14	validation	validation	NOUN
cana-6284	61	15	framework	framework	NOUN
cana-6284	61	16	as	as	ADP
cana-6284	61	17	a	a	DET
cana-6284	61	18	multi	multi	ADJ
cana-6284	61	19	-	-	ADJ
cana-6284	61	20	layered	layered	ADJ
cana-6284	61	21	pipeline	pipeline	NOUN
cana-6284	61	22	composed	compose	VERB
cana-6284	61	23	of	of	ADP
cana-6284	61	24	four	four	NUM
cana-6284	61	25	main	main	ADJ
cana-6284	61	26	elements	element	NOUN
cana-6284	61	27	:	:	PUNCT
cana-6284	61	28	1	1	X
cana-6284	61	29	.	.	X
cana-6284	61	30	data	datum	NOUN
cana-6284	61	31	ingestion	ingestion	NOUN
cana-6284	61	32	layer	layer	NOUN
cana-6284	61	33	2	2	NUM
cana-6284	61	34	.	.	PUNCT
cana-6284	61	35	preprocessing	preprocessing	NOUN
cana-6284	61	36	and	and	CCONJ
cana-6284	61	37	normalization	normalization	NOUN
cana-6284	61	38	layer	layer	NOUN
cana-6284	61	39	.	.	PUNCT
cana-6284	62	1	3	3	X
cana-6284	62	2	.	.	X
cana-6284	62	3	ai	ai	NOUN
cana-6284	62	4	-	-	PUNCT
cana-6284	62	5	based	base	VERB
cana-6284	62	6	validation	validation	NOUN
cana-6284	62	7	engine	engine	NOUN
cana-6284	62	8	4	4	NUM
cana-6284	62	9	.	.	PUNCT
cana-6284	62	10	feedback	feedback	NOUN
cana-6284	62	11	and	and	CCONJ
cana-6284	62	12	learning	learn	VERB
cana-6284	62	13	loop	loop	NOUN
cana-6284	62	14	this	this	DET
cana-6284	62	15	framework	framework	NOUN
cana-6284	62	16	complies	comply	VERB
cana-6284	62	17	with	with	ADP
cana-6284	62	18	the	the	DET
cana-6284	62	19	layered	layered	ADJ
cana-6284	62	20	architectural	architectural	ADJ
cana-6284	62	21	concepts	concept	NOUN
cana-6284	62	22	of	of	ADP
cana-6284	62	23	clinical	clinical	ADJ
cana-6284	62	24	information	information	NOUN
cana-6284	62	25	systems	system	NOUN
cana-6284	62	26	and	and	CCONJ
cana-6284	62	27	artificial	artificial	ADJ
cana-6284	62	28	intelligence	intelligence	NOUN
cana-6284	62	29	-	-	PUNCT
cana-6284	62	30	based	base	VERB
cana-6284	62	31	decision	decision	NOUN
cana-6284	62	32	support	support	NOUN
cana-6284	62	33	systems	system	NOUN
cana-6284	62	34	[	[	X
cana-6284	62	35	13	13	NUM
cana-6284	62	36	]	]	SYM
cana-6284	62	37	.	.	PUNCT
cana-6284	63	1	3.2	3.2	NUM
cana-6284	63	2	.	.	PUNCT
cana-6284	64	1	block	block	NOUN
cana-6284	64	2	diagram	diagram	PROPN
cana-6284	64	3	:	:	PUNCT
cana-6284	64	4	ai	ai	VERB
cana-6284	64	5	-	-	PUNCT
cana-6284	64	6	powered	power	VERB
cana-6284	64	7	data	datum	NOUN
cana-6284	64	8	quality	quality	NOUN
cana-6284	64	9	validation	validation	NOUN
cana-6284	64	10	framework	framework	NOUN
cana-6284	64	11	below	below	ADV
cana-6284	64	12	is	be	AUX
cana-6284	64	13	the	the	DET
cana-6284	64	14	proposed	propose	VERB
cana-6284	64	15	block	block	NOUN
cana-6284	64	16	diagram	diagram	NOUN
cana-6284	64	17	of	of	ADP
cana-6284	64	18	the	the	DET
cana-6284	64	19	theoretical	theoretical	ADJ
cana-6284	64	20	model	model	NOUN
cana-6284	64	21	:	:	PUNCT
cana-6284	64	22	figure	figure	NOUN
cana-6284	64	23	1	1	NUM
cana-6284	64	24	:	:	PUNCT
cana-6284	64	25	block	block	NOUN
cana-6284	64	26	diagram	diagram	NOUN
cana-6284	64	27	of	of	ADP
cana-6284	64	28	ai	ai	NOUN
cana-6284	64	29	-	-	PUNCT
cana-6284	64	30	powered	power	VERB
cana-6284	64	31	data	datum	NOUN
cana-6284	64	32	quality	quality	NOUN
cana-6284	64	33	validation	validation	NOUN
cana-6284	64	34	framework	framework	NOUN
cana-6284	64	35	communications	communication	NOUN
cana-6284	64	36	on	on	ADP
cana-6284	64	37	applied	apply	VERB
cana-6284	64	38	nonlinear	nonlinear	ADJ
cana-6284	64	39	analysis	analysis	NOUN
cana-6284	64	40	issn	issn	NOUN
cana-6284	64	41	:	:	PUNCT
cana-6284	64	42	1074	1074	NUM
cana-6284	64	43	-	-	PUNCT
cana-6284	64	44	133x	133x	NUM
cana-6284	64	45	vol	vol	NOUN
cana-6284	64	46	32	32	NUM
cana-6284	64	47	no	no	NOUN
cana-6284	64	48	.	.	PUNCT
cana-6284	65	1	1s	1s	NUM
cana-6284	65	2	(	(	PUNCT
cana-6284	65	3	2025	2025	NUM
cana-6284	65	4	)	)	PUNCT
cana-6284	65	5	729	729	NUM
cana-6284	65	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	65	7	3.3	3.3	NUM
cana-6284	65	8	model	model	NOUN
cana-6284	65	9	component	component	NOUN
cana-6284	65	10	explanations	explanation	VERB
cana-6284	65	11	3.3.1	3.3.1	NUM
cana-6284	65	12	data	data	NOUN
cana-6284	65	13	ingestion	ingestion	NOUN
cana-6284	65	14	layer	layer	NOUN
cana-6284	65	15	the	the	DET
cana-6284	65	16	layer	layer	NOUN
cana-6284	65	17	integrates	integrate	VERB
cana-6284	65	18	data	datum	NOUN
cana-6284	65	19	from	from	ADP
cana-6284	65	20	electronic	electronic	ADJ
cana-6284	65	21	health	health	NOUN
cana-6284	65	22	records	record	NOUN
cana-6284	65	23	(	(	PUNCT
cana-6284	65	24	ehrs	ehrs	INTJ
cana-6284	65	25	)	)	PUNCT
cana-6284	65	26	,	,	PUNCT
cana-6284	65	27	clinical	clinical	ADJ
cana-6284	65	28	devices	device	NOUN
cana-6284	65	29	,	,	PUNCT
cana-6284	65	30	laboratory	laboratory	NOUN
cana-6284	65	31	systems	system	NOUN
cana-6284	65	32	,	,	PUNCT
cana-6284	65	33	and	and	CCONJ
cana-6284	65	34	external	external	ADJ
cana-6284	65	35	health	health	NOUN
cana-6284	65	36	information	information	NOUN
cana-6284	65	37	exchanges	exchange	NOUN
cana-6284	65	38	(	(	PUNCT
cana-6284	65	39	hies	hie	NOUN
cana-6284	65	40	)	)	PUNCT
cana-6284	65	41	.	.	PUNCT
cana-6284	66	1	however	however	ADV
cana-6284	66	2	,	,	PUNCT
cana-6284	66	3	the	the	DET
cana-6284	66	4	diversity	diversity	NOUN
cana-6284	66	5	of	of	ADP
cana-6284	66	6	these	these	DET
cana-6284	66	7	sources	source	NOUN
cana-6284	66	8	introduces	introduce	VERB
cana-6284	66	9	challenges	challenge	NOUN
cana-6284	66	10	related	relate	VERB
cana-6284	66	11	to	to	ADP
cana-6284	66	12	compatibility	compatibility	NOUN
cana-6284	66	13	in	in	ADP
cana-6284	66	14	data	datum	NOUN
cana-6284	66	15	formats	format	NOUN
cana-6284	66	16	and	and	CCONJ
cana-6284	66	17	syntax	syntax	NOUN
cana-6284	66	18	.	.	PUNCT
cana-6284	67	1	information	information	NOUN
cana-6284	67	2	arrives	arrive	VERB
cana-6284	67	3	in	in	ADP
cana-6284	67	4	formats	format	NOUN
cana-6284	67	5	such	such	ADJ
cana-6284	67	6	as	as	ADP
cana-6284	67	7	hl7	hl7	NOUN
cana-6284	67	8	,	,	PUNCT
cana-6284	67	9	fhir	fhir	NOUN
cana-6284	67	10	,	,	PUNCT
cana-6284	67	11	dicom	dicom	NOUN
cana-6284	67	12	,	,	PUNCT
cana-6284	67	13	and	and	CCONJ
cana-6284	67	14	unstructured	unstructured	ADJ
cana-6284	67	15	clinical	clinical	ADJ
cana-6284	67	16	text	text	NOUN
cana-6284	68	1	[	[	X
cana-6284	68	2	14	14	NUM
cana-6284	68	3	]	]	PUNCT
cana-6284	68	4	.	.	PUNCT
cana-6284	69	1	at	at	ADP
cana-6284	69	2	this	this	DET
cana-6284	69	3	stage	stage	NOUN
cana-6284	69	4	,	,	PUNCT
cana-6284	69	5	ai	ai	AUX
cana-6284	69	6	agents	agent	NOUN
cana-6284	69	7	identify	identify	VERB
cana-6284	69	8	schema	schema	NOUN
cana-6284	69	9	alignments	alignment	NOUN
cana-6284	69	10	and	and	CCONJ
cana-6284	69	11	resolve	resolve	VERB
cana-6284	69	12	inconsistent	inconsistent	ADJ
cana-6284	69	13	terminologies	terminology	NOUN
cana-6284	69	14	using	use	VERB
cana-6284	69	15	rulebased	rulebase	VERB
cana-6284	69	16	ontologies	ontology	NOUN
cana-6284	69	17	and	and	CCONJ
cana-6284	69	18	language	language	NOUN
cana-6284	69	19	models	model	NOUN
cana-6284	69	20	.	.	PUNCT
cana-6284	70	1	3.3.2	3.3.2	NUM
cana-6284	70	2	preprocessing	preprocessing	NOUN
cana-6284	70	3	and	and	CCONJ
cana-6284	70	4	normalization	normalization	NOUN
cana-6284	70	5	layer	layer	NOUN
cana-6284	70	6	.	.	PUNCT
cana-6284	71	1	a	a	DET
cana-6284	71	2	minor	minor	ADJ
cana-6284	71	3	amount	amount	NOUN
cana-6284	71	4	of	of	ADP
cana-6284	71	5	standardization	standardization	NOUN
cana-6284	71	6	,	,	PUNCT
cana-6284	71	7	filling	fill	VERB
cana-6284	71	8	in	in	ADP
cana-6284	71	9	of	of	ADP
cana-6284	71	10	the	the	DET
cana-6284	71	11	missing	miss	VERB
cana-6284	71	12	data	datum	NOUN
cana-6284	71	13	,	,	PUNCT
cana-6284	71	14	and	and	CCONJ
cana-6284	71	15	removing	remove	VERB
cana-6284	71	16	noise	noise	NOUN
cana-6284	71	17	from	from	ADP
cana-6284	71	18	the	the	DET
cana-6284	71	19	data	datum	NOUN
cana-6284	71	20	are	be	AUX
cana-6284	71	21	performed	perform	VERB
cana-6284	71	22	at	at	ADP
cana-6284	71	23	this	this	DET
cana-6284	71	24	level	level	NOUN
cana-6284	71	25	.	.	PUNCT
cana-6284	72	1	missing	miss	VERB
cana-6284	72	2	values	value	NOUN
cana-6284	72	3	are	be	AUX
cana-6284	72	4	commonly	commonly	ADV
cana-6284	72	5	estimated	estimate	VERB
cana-6284	72	6	using	use	VERB
cana-6284	72	7	ai	ai	VERB
cana-6284	72	8	algorithms	algorithm	NOUN
cana-6284	72	9	such	such	ADJ
cana-6284	72	10	as	as	ADP
cana-6284	72	11	bayesian	bayesian	NOUN
cana-6284	72	12	networks	network	NOUN
cana-6284	72	13	and	and	CCONJ
cana-6284	72	14	k	k	NOUN
cana-6284	72	15	-	-	PUNCT
cana-6284	72	16	nearest	near	ADJ
cana-6284	72	17	neighbor	neighbor	NOUN
cana-6284	72	18	imputation	imputation	NOUN
cana-6284	72	19	,	,	PUNCT
cana-6284	72	20	which	which	PRON
cana-6284	72	21	rely	rely	VERB
cana-6284	72	22	on	on	ADP
cana-6284	72	23	probabilistic	probabilistic	ADJ
cana-6284	72	24	relationships	relationship	NOUN
cana-6284	72	25	or	or	CCONJ
cana-6284	72	26	similarity	similarity	NOUN
cana-6284	72	27	patterns	pattern	NOUN
cana-6284	72	28	derived	derive	VERB
cana-6284	72	29	from	from	ADP
cana-6284	72	30	historical	historical	ADJ
cana-6284	72	31	data	datum	NOUN
cana-6284	72	32	[	[	X
cana-6284	72	33	15	15	NUM
cana-6284	72	34	]	]	PUNCT
cana-6284	72	35	.	.	PUNCT
cana-6284	73	1	this	this	DET
cana-6284	73	2	stage	stage	NOUN
cana-6284	73	3	also	also	ADV
cana-6284	73	4	involves	involve	VERB
cana-6284	73	5	terminology	terminology	NOUN
cana-6284	73	6	normalization	normalization	NOUN
cana-6284	73	7	,	,	PUNCT
cana-6284	73	8	which	which	PRON
cana-6284	73	9	involves	involve	VERB
cana-6284	73	10	mapping	map	VERB
cana-6284	73	11	clinical	clinical	ADJ
cana-6284	73	12	codes	code	NOUN
cana-6284	73	13	to	to	ADP
cana-6284	73	14	either	either	CCONJ
cana-6284	73	15	snomed	snome	VERB
cana-6284	73	16	ct	ct	PROPN
cana-6284	73	17	or	or	CCONJ
cana-6284	73	18	loinc	loinc	NOUN
cana-6284	73	19	using	use	VERB
cana-6284	73	20	the	the	DET
cana-6284	73	21	help	help	NOUN
cana-6284	73	22	of	of	ADP
cana-6284	73	23	nlp	nlp	ADJ
cana-6284	73	24	methods	method	NOUN
cana-6284	73	25	.	.	PUNCT
cana-6284	74	1	3.3.3	3.3.3	NUM
cana-6284	74	2	ai	ai	AUX
cana-6284	74	3	-	-	PUNCT
cana-6284	74	4	based	base	VERB
cana-6284	74	5	validation	validation	NOUN
cana-6284	74	6	engine	engine	NOUN
cana-6284	74	7	the	the	DET
cana-6284	74	8	core	core	NOUN
cana-6284	74	9	element	element	NOUN
cana-6284	74	10	of	of	ADP
cana-6284	74	11	the	the	DET
cana-6284	74	12	model	model	NOUN
cana-6284	74	13	is	be	AUX
cana-6284	74	14	the	the	DET
cana-6284	74	15	ai	ai	NOUN
cana-6284	74	16	-	-	PUNCT
cana-6284	74	17	based	base	VERB
cana-6284	74	18	validation	validation	NOUN
cana-6284	74	19	engine	engine	NOUN
cana-6284	74	20	that	that	PRON
cana-6284	74	21	can	can	AUX
cana-6284	74	22	identify	identify	VERB
cana-6284	74	23	and	and	CCONJ
cana-6284	74	24	fix	fix	VERB
cana-6284	74	25	data	datum	NOUN
cana-6284	74	26	quality	quality	NOUN
cana-6284	74	27	problems	problem	NOUN
cana-6284	74	28	on	on	ADP
cana-6284	74	29	the	the	DET
cana-6284	74	30	fly	fly	NOUN
cana-6284	74	31	with	with	ADP
cana-6284	74	32	the	the	DET
cana-6284	74	33	assistance	assistance	NOUN
cana-6284	74	34	of	of	ADP
cana-6284	74	35	the	the	DET
cana-6284	74	36	supervised	supervised	ADJ
cana-6284	74	37	and	and	CCONJ
cana-6284	74	38	unsupervised	unsupervised	ADJ
cana-6284	74	39	learning	learning	NOUN
cana-6284	74	40	models	model	NOUN
cana-6284	74	41	.	.	PUNCT
cana-6284	75	1	common	common	ADJ
cana-6284	75	2	models	model	NOUN
cana-6284	75	3	include	include	VERB
cana-6284	75	4	:	:	PUNCT
cana-6284	75	5	●	●	NUM
cana-6284	75	6	identifying	identify	VERB
cana-6284	75	7	irregularities	irregularity	NOUN
cana-6284	75	8	(	(	PUNCT
cana-6284	75	9	autoencoder	autoencoder	NOUN
cana-6284	75	10	)	)	PUNCT
cana-6284	75	11	in	in	ADP
cana-6284	75	12	numerical	numerical	PROPN
cana-6284	75	13	laboratory	laboratory	PROPN
cana-6284	75	14	data	datum	NOUN
cana-6284	75	15	.	.	PUNCT
cana-6284	76	1	●	●	PUNCT
cana-6284	76	2	textual	textual	ADJ
cana-6284	76	3	inconsistency	inconsistency	NOUN
cana-6284	76	4	(	(	PUNCT
cana-6284	76	5	e.g.	e.g.	ADV
cana-6284	76	6	,	,	PUNCT
cana-6284	76	7	bert	bert	PROPN
cana-6284	76	8	variants	variant	NOUN
cana-6284	76	9	)	)	PUNCT
cana-6284	76	10	detectors	detector	NOUN
cana-6284	76	11	on	on	ADP
cana-6284	76	12	physician	physician	NOUN
cana-6284	76	13	notes	note	NOUN
cana-6284	76	14	.	.	PUNCT
cana-6284	77	1	●	●	PUNCT
cana-6284	77	2	identification	identification	NOUN
cana-6284	77	3	of	of	ADP
cana-6284	77	4	duplicate	duplicate	ADJ
cana-6284	77	5	or	or	CCONJ
cana-6284	77	6	similar	similar	ADJ
cana-6284	77	7	patient	patient	NOUN
cana-6284	77	8	records	record	NOUN
cana-6284	77	9	through	through	ADP
cana-6284	77	10	clustering	clustering	NOUN
cana-6284	77	11	(	(	PUNCT
cana-6284	77	12	e.g.	e.g.	ADV
cana-6284	77	13	,	,	PUNCT
cana-6284	77	14	dbscan	dbscan	NOUN
cana-6284	77	15	)	)	PUNCT
cana-6284	77	16	.	.	PUNCT
cana-6284	78	1	they	they	PRON
cana-6284	78	2	condition	condition	VERB
cana-6284	78	3	these	these	DET
cana-6284	78	4	methods	method	NOUN
cana-6284	78	5	on	on	ADP
cana-6284	78	6	marked	mark	VERB
cana-6284	78	7	data	datum	NOUN
cana-6284	78	8	and	and	CCONJ
cana-6284	78	9	are	be	AUX
cana-6284	78	10	continually	continually	ADV
cana-6284	78	11	updated	update	VERB
cana-6284	78	12	with	with	ADP
cana-6284	78	13	clinical	clinical	ADJ
cana-6284	78	14	feedback	feedback	NOUN
cana-6284	78	15	from	from	ADP
cana-6284	78	16	the	the	DET
cana-6284	78	17	end	end	NOUN
cana-6284	78	18	-	-	PUNCT
cana-6284	78	19	users	user	NOUN
cana-6284	78	20	[	[	X
cana-6284	78	21	16	16	NUM
cana-6284	78	22	]	]	PUNCT
cana-6284	78	23	.	.	PUNCT
cana-6284	79	1	3.3.4	3.3.4	NUM
cana-6284	79	2	feedback	feedback	NOUN
cana-6284	79	3	and	and	CCONJ
cana-6284	79	4	learning	learning	NOUN
cana-6284	79	5	loop	loop	NOUN
cana-6284	79	6	the	the	DET
cana-6284	79	7	feature	feature	NOUN
cana-6284	79	8	provides	provide	VERB
cana-6284	79	9	flexibility	flexibility	NOUN
cana-6284	79	10	by	by	ADP
cana-6284	79	11	incorporating	incorporate	VERB
cana-6284	79	12	a	a	DET
cana-6284	79	13	feedback	feedback	NOUN
cana-6284	79	14	mechanism	mechanism	NOUN
cana-6284	79	15	that	that	PRON
cana-6284	79	16	allows	allow	VERB
cana-6284	79	17	physicians	physician	NOUN
cana-6284	79	18	,	,	PUNCT
cana-6284	79	19	nurses	nurse	NOUN
cana-6284	79	20	,	,	PUNCT
cana-6284	79	21	and	and	CCONJ
cana-6284	79	22	clinical	clinical	ADJ
cana-6284	79	23	coders	coder	NOUN
cana-6284	79	24	to	to	PART
cana-6284	79	25	correct	correct	VERB
cana-6284	79	26	or	or	CCONJ
cana-6284	79	27	annotate	annotate	VERB
cana-6284	79	28	flagged	flag	VERB
cana-6284	79	29	data	datum	NOUN
cana-6284	79	30	entries	entry	NOUN
cana-6284	79	31	.	.	PUNCT
cana-6284	80	1	these	these	DET
cana-6284	80	2	inputs	input	NOUN
cana-6284	80	3	are	be	AUX
cana-6284	80	4	used	use	VERB
cana-6284	80	5	to	to	PART
cana-6284	80	6	retrain	retrain	VERB
cana-6284	80	7	the	the	DET
cana-6284	80	8	system	system	NOUN
cana-6284	80	9	,	,	PUNCT
cana-6284	80	10	enhancing	enhance	VERB
cana-6284	80	11	accuracy	accuracy	NOUN
cana-6284	80	12	over	over	ADP
cana-6284	80	13	time	time	NOUN
cana-6284	80	14	.	.	PUNCT
cana-6284	81	1	feedback	feedback	NOUN
cana-6284	81	2	loops	loop	NOUN
cana-6284	81	3	are	be	AUX
cana-6284	81	4	particularly	particularly	ADV
cana-6284	81	5	valuable	valuable	ADJ
cana-6284	81	6	in	in	ADP
cana-6284	81	7	dynamic	dynamic	ADJ
cana-6284	81	8	healthcare	healthcare	NOUN
cana-6284	81	9	environments	environment	NOUN
cana-6284	81	10	,	,	PUNCT
cana-6284	81	11	where	where	SCONJ
cana-6284	81	12	terminologies	terminology	NOUN
cana-6284	81	13	,	,	PUNCT
cana-6284	81	14	protocols	protocol	NOUN
cana-6284	81	15	,	,	PUNCT
cana-6284	81	16	and	and	CCONJ
cana-6284	81	17	diagnostic	diagnostic	ADJ
cana-6284	81	18	standards	standard	NOUN
cana-6284	81	19	frequently	frequently	ADV
cana-6284	81	20	evolve	evolve	VERB
cana-6284	81	21	[	[	PUNCT
cana-6284	81	22	17	17	NUM
cana-6284	81	23	]	]	PUNCT
cana-6284	81	24	.	.	PUNCT
cana-6284	82	1	an	an	DET
cana-6284	82	2	interface	interface	NOUN
cana-6284	82	3	that	that	PRON
cana-6284	82	4	displays	display	VERB
cana-6284	82	5	visualization	visualization	NOUN
cana-6284	82	6	and	and	CCONJ
cana-6284	82	7	reportage	reportage	NOUN
cana-6284	82	8	of	of	ADP
cana-6284	82	9	data	datum	NOUN
cana-6284	82	10	is	be	AUX
cana-6284	82	11	provided	provide	VERB
cana-6284	82	12	by	by	ADP
cana-6284	82	13	the	the	DET
cana-6284	82	14	software	software	NOUN
cana-6284	82	15	.	.	PUNCT
cana-6284	83	1	the	the	DET
cana-6284	83	2	verified	verify	VERB
cana-6284	83	3	and	and	CCONJ
cana-6284	83	4	enriched	enriched	ADJ
cana-6284	83	5	data	datum	NOUN
cana-6284	83	6	is	be	AUX
cana-6284	83	7	availed	avail	VERB
cana-6284	83	8	to	to	ADP
cana-6284	83	9	the	the	DET
cana-6284	83	10	healthcare	healthcare	NOUN
cana-6284	83	11	providers	provider	NOUN
cana-6284	83	12	,	,	PUNCT
cana-6284	83	13	data	datum	NOUN
cana-6284	83	14	stewards	steward	NOUN
cana-6284	83	15	,	,	PUNCT
cana-6284	83	16	and	and	CCONJ
cana-6284	83	17	it	it	PRON
cana-6284	83	18	administrators	administrator	NOUN
cana-6284	83	19	through	through	ADP
cana-6284	83	20	customizable	customizable	NOUN
cana-6284	83	21	dashboards	dashboard	NOUN
cana-6284	83	22	and	and	CCONJ
cana-6284	83	23	audit	audit	NOUN
cana-6284	83	24	logs	log	NOUN
cana-6284	83	25	.	.	PUNCT
cana-6284	84	1	the	the	DET
cana-6284	84	2	visualization	visualization	NOUN
cana-6284	84	3	tool	tool	NOUN
cana-6284	84	4	displays	display	VERB
cana-6284	84	5	the	the	DET
cana-6284	84	6	scores	score	NOUN
cana-6284	84	7	of	of	ADP
cana-6284	84	8	confidence	confidence	NOUN
cana-6284	84	9	,	,	PUNCT
cana-6284	84	10	a	a	DET
cana-6284	84	11	heatmap	heatmap	NOUN
cana-6284	84	12	of	of	ADP
cana-6284	84	13	the	the	DET
cana-6284	84	14	errors	error	NOUN
cana-6284	84	15	,	,	PUNCT
cana-6284	84	16	and	and	CCONJ
cana-6284	84	17	recommendations	recommendation	NOUN
cana-6284	84	18	for	for	ADP
cana-6284	84	19	corrections	correction	NOUN
cana-6284	84	20	,	,	PUNCT
cana-6284	84	21	and	and	CCONJ
cana-6284	84	22	therefore	therefore	ADV
cana-6284	84	23	,	,	PUNCT
cana-6284	84	24	allows	allow	VERB
cana-6284	84	25	transparent	transparent	ADJ
cana-6284	84	26	decision	decision	NOUN
cana-6284	84	27	-	-	PUNCT
cana-6284	84	28	making	making	NOUN
cana-6284	84	29	and	and	CCONJ
cana-6284	84	30	adherence	adherence	NOUN
cana-6284	84	31	to	to	ADP
cana-6284	84	32	the	the	DET
cana-6284	84	33	data	datum	NOUN
cana-6284	84	34	governance	governance	NOUN
cana-6284	84	35	policies	policy	NOUN
cana-6284	84	36	[	[	X
cana-6284	84	37	18	18	NUM
cana-6284	84	38	]	]	PUNCT
cana-6284	84	39	.	.	PUNCT
cana-6284	85	1	communications	communication	NOUN
cana-6284	85	2	on	on	ADP
cana-6284	85	3	applied	apply	VERB
cana-6284	85	4	nonlinear	nonlinear	ADJ
cana-6284	85	5	analysis	analysis	NOUN
cana-6284	85	6	issn	issn	NOUN
cana-6284	85	7	:	:	PUNCT
cana-6284	85	8	1074	1074	NUM
cana-6284	85	9	-	-	PUNCT
cana-6284	85	10	133x	133x	NUM
cana-6284	85	11	vol	vol	NOUN
cana-6284	85	12	32	32	NUM
cana-6284	85	13	no	no	NOUN
cana-6284	85	14	.	.	PUNCT
cana-6284	86	1	1s	1s	NUM
cana-6284	86	2	(	(	PUNCT
cana-6284	86	3	2025	2025	NUM
cana-6284	86	4	)	)	PUNCT
cana-6284	86	5	730	730	NUM
cana-6284	86	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	86	7	3.4	3.4	NUM
cana-6284	86	8	.	.	PUNCT
cana-6284	87	1	theoretical	theoretical	ADJ
cana-6284	87	2	underpinning	underpin	VERB
cana-6284	87	3	the	the	DET
cana-6284	87	4	system	system	NOUN
cana-6284	87	5	of	of	ADP
cana-6284	87	6	such	such	DET
cana-6284	87	7	a	a	DET
cana-6284	87	8	paradigm	paradigm	NOUN
cana-6284	87	9	is	be	AUX
cana-6284	87	10	established	establish	VERB
cana-6284	87	11	based	base	VERB
cana-6284	87	12	on	on	ADP
cana-6284	87	13	the	the	DET
cana-6284	87	14	system	system	NOUN
cana-6284	87	15	theory	theory	NOUN
cana-6284	87	16	,	,	PUNCT
cana-6284	87	17	according	accord	VERB
cana-6284	87	18	to	to	ADP
cana-6284	87	19	which	which	PRON
cana-6284	87	20	the	the	DET
cana-6284	87	21	whole	whole	ADJ
cana-6284	87	22	pipeline	pipeline	NOUN
cana-6284	87	23	is	be	AUX
cana-6284	87	24	considered	consider	VERB
cana-6284	87	25	to	to	PART
cana-6284	87	26	be	be	AUX
cana-6284	87	27	a	a	DET
cana-6284	87	28	system	system	NOUN
cana-6284	87	29	of	of	ADP
cana-6284	87	30	processes	process	NOUN
cana-6284	87	31	,	,	PUNCT
cana-6284	87	32	which	which	PRON
cana-6284	87	33	also	also	ADV
cana-6284	87	34	depend	depend	VERB
cana-6284	87	35	on	on	ADP
cana-6284	87	36	each	each	DET
cana-6284	87	37	other	other	ADJ
cana-6284	87	38	and	and	CCONJ
cana-6284	87	39	ultimately	ultimately	ADV
cana-6284	87	40	lead	lead	VERB
cana-6284	87	41	to	to	ADP
cana-6284	87	42	the	the	DET
cana-6284	87	43	final	final	ADJ
cana-6284	87	44	product	product	NOUN
cana-6284	87	45	,	,	PUNCT
cana-6284	87	46	which	which	PRON
cana-6284	87	47	is	be	AUX
cana-6284	87	48	proven	prove	VERB
cana-6284	87	49	clinical	clinical	ADJ
cana-6284	87	50	data	datum	NOUN
cana-6284	87	51	.	.	PUNCT
cana-6284	88	1	in	in	ADP
cana-6284	88	2	every	every	DET
cana-6284	88	3	case	case	NOUN
cana-6284	88	4	of	of	ADP
cana-6284	88	5	the	the	DET
cana-6284	88	6	subsystems	subsystem	NOUN
cana-6284	88	7	,	,	PUNCT
cana-6284	88	8	implementation	implementation	NOUN
cana-6284	88	9	of	of	ADP
cana-6284	88	10	ai	ai	ADJ
cana-6284	88	11	results	result	NOUN
cana-6284	88	12	in	in	ADP
cana-6284	88	13	them	they	PRON
cana-6284	88	14	being	be	AUX
cana-6284	88	15	dynamic	dynamic	ADJ
cana-6284	88	16	in	in	ADP
cana-6284	88	17	real	real	ADJ
cana-6284	88	18	-	-	PUNCT
cana-6284	88	19	time	time	NOUN
cana-6284	88	20	and	and	CCONJ
cana-6284	88	21	selfcorrecting	selfcorrecting	NOUN
cana-6284	88	22	,	,	PUNCT
cana-6284	88	23	which	which	PRON
cana-6284	88	24	is	be	AUX
cana-6284	88	25	congruent	congruent	ADJ
cana-6284	88	26	with	with	ADP
cana-6284	88	27	its	its	PRON
cana-6284	88	28	cybernetic	cybernetic	ADJ
cana-6284	88	29	control	control	NOUN
cana-6284	88	30	models	model	NOUN
cana-6284	88	31	of	of	ADP
cana-6284	88	32	smart	smart	ADJ
cana-6284	88	33	healthcare	healthcare	NOUN
cana-6284	88	34	systems	system	NOUN
cana-6284	88	35	[	[	X
cana-6284	88	36	19	19	NUM
cana-6284	88	37	]	]	PUNCT
cana-6284	88	38	.	.	PUNCT
cana-6284	89	1	in	in	ADP
cana-6284	89	2	addition	addition	NOUN
cana-6284	89	3	,	,	PUNCT
cana-6284	89	4	the	the	DET
cana-6284	89	5	concept	concept	NOUN
cana-6284	89	6	of	of	ADP
cana-6284	89	7	data	datum	NOUN
cana-6284	89	8	lifecycle	lifecycle	NOUN
cana-6284	89	9	management	management	NOUN
cana-6284	89	10	is	be	AUX
cana-6284	89	11	also	also	ADV
cana-6284	89	12	considered	consider	VERB
cana-6284	89	13	in	in	ADP
cana-6284	89	14	the	the	DET
cana-6284	89	15	model	model	NOUN
cana-6284	89	16	,	,	PUNCT
cana-6284	89	17	which	which	PRON
cana-6284	89	18	means	mean	VERB
cana-6284	89	19	that	that	SCONJ
cana-6284	89	20	the	the	DET
cana-6284	89	21	quality	quality	NOUN
cana-6284	89	22	is	be	AUX
cana-6284	89	23	also	also	ADV
cana-6284	89	24	used	use	VERB
cana-6284	89	25	at	at	ADP
cana-6284	89	26	such	such	ADJ
cana-6284	89	27	points	point	NOUN
cana-6284	89	28	of	of	ADP
cana-6284	89	29	acquisition	acquisition	NOUN
cana-6284	89	30	,	,	PUNCT
cana-6284	89	31	use	use	NOUN
cana-6284	89	32	,	,	PUNCT
cana-6284	89	33	and	and	CCONJ
cana-6284	89	34	archiving	archiving	NOUN
cana-6284	89	35	.	.	PUNCT
cana-6284	90	1	it	it	PRON
cana-6284	90	2	is	be	AUX
cana-6284	90	3	also	also	ADV
cana-6284	90	4	congruous	congruous	ADJ
cana-6284	90	5	with	with	ADP
cana-6284	90	6	the	the	DET
cana-6284	90	7	knowledge	knowledge	NOUN
cana-6284	90	8	-	-	PUNCT
cana-6284	90	9	based	base	VERB
cana-6284	90	10	system	system	NOUN
cana-6284	90	11	design	design	NOUN
cana-6284	90	12	,	,	PUNCT
cana-6284	90	13	where	where	SCONJ
cana-6284	90	14	the	the	DET
cana-6284	90	15	domain	domain	NOUN
cana-6284	90	16	and	and	CCONJ
cana-6284	90	17	clinicalspecific	clinicalspecific	NOUN
cana-6284	90	18	ontologies	ontology	NOUN
cana-6284	90	19	optimize	optimize	VERB
cana-6284	90	20	the	the	DET
cana-6284	90	21	most	most	ADV
cana-6284	90	22	contextual	contextual	ADJ
cana-6284	90	23	knowledge	knowledge	NOUN
cana-6284	90	24	of	of	ADP
cana-6284	90	25	ai	ai	INTJ
cana-6284	90	26	concerning	concern	VERB
cana-6284	90	27	the	the	DET
cana-6284	90	28	quality	quality	NOUN
cana-6284	90	29	of	of	ADP
cana-6284	90	30	the	the	DET
cana-6284	90	31	data	datum	NOUN
cana-6284	90	32	[	[	X
cana-6284	90	33	20	20	NUM
cana-6284	90	34	]	]	PUNCT
cana-6284	90	35	.	.	PUNCT
cana-6284	91	1	3.5	3.5	NUM
cana-6284	91	2	.	.	PUNCT
cana-6284	92	1	implementation	implementation	NOUN
cana-6284	92	2	considerations	consideration	NOUN
cana-6284	92	3	to	to	PART
cana-6284	92	4	implement	implement	VERB
cana-6284	92	5	this	this	DET
cana-6284	92	6	model	model	NOUN
cana-6284	92	7	,	,	PUNCT
cana-6284	92	8	healthcare	healthcare	PROPN
cana-6284	92	9	organizations	organization	NOUN
cana-6284	92	10	require	require	VERB
cana-6284	92	11	:	:	PUNCT
cana-6284	92	12	●	●	PUNCT
cana-6284	92	13	access	access	NOUN
cana-6284	92	14	to	to	ADP
cana-6284	92	15	labeled	label	VERB
cana-6284	92	16	datasets	dataset	NOUN
cana-6284	92	17	for	for	ADP
cana-6284	92	18	training	training	NOUN
cana-6284	92	19	.	.	PUNCT
cana-6284	93	1	●	●	PUNCT
cana-6284	93	2	integration	integration	NOUN
cana-6284	93	3	with	with	ADP
cana-6284	93	4	existing	exist	VERB
cana-6284	93	5	hospital	hospital	NOUN
cana-6284	93	6	information	information	NOUN
cana-6284	93	7	systems	system	NOUN
cana-6284	93	8	(	(	PUNCT
cana-6284	93	9	his	his	PRON
cana-6284	93	10	)	)	PUNCT
cana-6284	93	11	and	and	CCONJ
cana-6284	93	12	ehr	ehr	NOUN
cana-6284	93	13	platforms	platform	NOUN
cana-6284	93	14	.	.	PUNCT
cana-6284	94	1	●	●	PUNCT
cana-6284	94	2	governance	governance	NOUN
cana-6284	94	3	frameworks	framework	NOUN
cana-6284	94	4	to	to	PART
cana-6284	94	5	handle	handle	VERB
cana-6284	94	6	feedback	feedback	NOUN
cana-6284	94	7	inputs	input	NOUN
cana-6284	94	8	ethically	ethically	ADV
cana-6284	94	9	and	and	CCONJ
cana-6284	94	10	securely	securely	ADV
cana-6284	94	11	.	.	PUNCT
cana-6284	95	1	●	●	PUNCT
cana-6284	95	2	cross	cross	ADJ
cana-6284	95	3	-	-	ADJ
cana-6284	95	4	disciplinary	disciplinary	ADJ
cana-6284	95	5	collaboration	collaboration	NOUN
cana-6284	95	6	between	between	ADP
cana-6284	95	7	data	datum	NOUN
cana-6284	95	8	scientists	scientist	NOUN
cana-6284	95	9	,	,	PUNCT
cana-6284	95	10	clinicians	clinician	NOUN
cana-6284	95	11	,	,	PUNCT
cana-6284	95	12	and	and	CCONJ
cana-6284	95	13	informaticians	informatician	NOUN
cana-6284	95	14	.	.	PUNCT
cana-6284	96	1	cloud	cloud	NOUN
cana-6284	96	2	-	-	PUNCT
cana-6284	96	3	based	base	VERB
cana-6284	96	4	platforms	platform	NOUN
cana-6284	96	5	and	and	CCONJ
cana-6284	96	6	federated	federated	ADJ
cana-6284	96	7	learning	learning	NOUN
cana-6284	96	8	mechanisms	mechanism	NOUN
cana-6284	96	9	are	be	AUX
cana-6284	96	10	potential	potential	ADJ
cana-6284	96	11	enablers	enabler	NOUN
cana-6284	96	12	of	of	ADP
cana-6284	96	13	scalability	scalability	NOUN
cana-6284	96	14	,	,	PUNCT
cana-6284	96	15	especially	especially	ADV
cana-6284	96	16	for	for	ADP
cana-6284	96	17	large	large	ADJ
cana-6284	96	18	health	health	NOUN
cana-6284	96	19	networks	network	NOUN
cana-6284	96	20	operating	operate	VERB
cana-6284	96	21	across	across	ADP
cana-6284	96	22	geographies	geography	NOUN
cana-6284	96	23	and	and	CCONJ
cana-6284	96	24	institutions	institution	NOUN
cana-6284	96	25	.	.	PUNCT
cana-6284	97	1	4	4	X
cana-6284	97	2	.	.	X
cana-6284	97	3	experimental	experimental	ADJ
cana-6284	97	4	results	result	NOUN
cana-6284	97	5	,	,	PUNCT
cana-6284	97	6	graphs	graph	NOUN
cana-6284	97	7	,	,	PUNCT
cana-6284	97	8	and	and	CCONJ
cana-6284	97	9	tables	table	VERB
cana-6284	97	10	4.1	4.1	NUM
cana-6284	97	11	.	.	PUNCT
cana-6284	98	1	overview	overview	NOUN
cana-6284	98	2	of	of	ADP
cana-6284	98	3	performance	performance	NOUN
cana-6284	98	4	evaluation	evaluation	NOUN
cana-6284	98	5	in	in	ADP
cana-6284	98	6	ai	ai	ADJ
cana-6284	98	7	-	-	PUNCT
cana-6284	98	8	based	base	VERB
cana-6284	98	9	data	datum	NOUN
cana-6284	98	10	quality	quality	NOUN
cana-6284	98	11	validation	validation	NOUN
cana-6284	98	12	numerous	numerous	ADJ
cana-6284	98	13	empirical	empirical	ADJ
cana-6284	98	14	studies	study	NOUN
cana-6284	98	15	demonstrate	demonstrate	VERB
cana-6284	98	16	the	the	DET
cana-6284	98	17	effectiveness	effectiveness	NOUN
cana-6284	98	18	of	of	ADP
cana-6284	98	19	ai	ai	ADJ
cana-6284	98	20	algorithms	algorithm	NOUN
cana-6284	98	21	in	in	ADP
cana-6284	98	22	improving	improve	VERB
cana-6284	98	23	healthcare	healthcare	NOUN
cana-6284	98	24	data	datum	NOUN
cana-6284	98	25	quality	quality	NOUN
cana-6284	98	26	.	.	PUNCT
cana-6284	99	1	these	these	DET
cana-6284	99	2	evaluations	evaluation	NOUN
cana-6284	99	3	typically	typically	ADV
cana-6284	99	4	assess	assess	VERB
cana-6284	99	5	key	key	ADJ
cana-6284	99	6	dimensions	dimension	NOUN
cana-6284	99	7	such	such	ADJ
cana-6284	99	8	as	as	ADP
cana-6284	99	9	accuracy	accuracy	NOUN
cana-6284	99	10	,	,	PUNCT
cana-6284	99	11	precision	precision	NOUN
cana-6284	99	12	,	,	PUNCT
cana-6284	99	13	recall	recall	NOUN
cana-6284	99	14	,	,	PUNCT
cana-6284	99	15	f1	f1	NOUN
cana-6284	99	16	-	-	PUNCT
cana-6284	99	17	score	score	NOUN
cana-6284	99	18	,	,	PUNCT
cana-6284	99	19	and	and	CCONJ
cana-6284	99	20	execution	execution	NOUN
cana-6284	99	21	time	time	NOUN
cana-6284	99	22	across	across	ADP
cana-6284	99	23	various	various	ADJ
cana-6284	99	24	data	datum	NOUN
cana-6284	99	25	types	type	NOUN
cana-6284	99	26	,	,	PUNCT
cana-6284	99	27	including	include	VERB
cana-6284	99	28	structured	structured	PROPN
cana-6284	99	29	ehrs	ehrs	PROPN
cana-6284	99	30	,	,	PUNCT
cana-6284	99	31	unstructured	unstructured	ADJ
cana-6284	99	32	clinical	clinical	ADJ
cana-6284	99	33	notes	note	NOUN
cana-6284	99	34	,	,	PUNCT
cana-6284	99	35	and	and	CCONJ
cana-6284	99	36	laboratory	laboratory	NOUN
cana-6284	99	37	findings	finding	NOUN
cana-6284	99	38	.	.	PUNCT
cana-6284	100	1	they	they	PRON
cana-6284	100	2	assess	assess	VERB
cana-6284	100	3	the	the	DET
cana-6284	100	4	quality	quality	NOUN
cana-6284	100	5	of	of	ADP
cana-6284	100	6	data	datum	NOUN
cana-6284	100	7	verification	verification	NOUN
cana-6284	100	8	by	by	ADP
cana-6284	100	9	comparing	compare	VERB
cana-6284	100	10	ai	ai	NOUN
cana-6284	100	11	models	model	NOUN
cana-6284	100	12	to	to	ADP
cana-6284	100	13	traditional	traditional	ADJ
cana-6284	100	14	rule	rule	NOUN
cana-6284	100	15	-	-	PUNCT
cana-6284	100	16	based	base	VERB
cana-6284	100	17	software	software	NOUN
cana-6284	100	18	or	or	CCONJ
cana-6284	100	19	manual	manual	ADJ
cana-6284	100	20	data	datum	NOUN
cana-6284	100	21	curation	curation	NOUN
cana-6284	100	22	methods	method	NOUN
cana-6284	100	23	[	[	PUNCT
cana-6284	100	24	21	21	NUM
cana-6284	100	25	-	-	SYM
cana-6284	100	26	25	25	NUM
cana-6284	100	27	]	]	PUNCT
cana-6284	100	28	.	.	PUNCT
cana-6284	101	1	4.2	4.2	NUM
cana-6284	101	2	.	.	PUNCT
cana-6284	102	1	experimental	experimental	ADJ
cana-6284	102	2	setup	setup	NOUN
cana-6284	102	3	summary	summary	NOUN
cana-6284	102	4	the	the	DET
cana-6284	102	5	following	follow	VERB
cana-6284	102	6	table	table	NOUN
cana-6284	102	7	represents	represent	VERB
cana-6284	102	8	a	a	DET
cana-6284	102	9	summary	summary	NOUN
cana-6284	102	10	of	of	ADP
cana-6284	102	11	the	the	DET
cana-6284	102	12	experimental	experimental	ADJ
cana-6284	102	13	designs	design	NOUN
cana-6284	102	14	of	of	ADP
cana-6284	102	15	the	the	DET
cana-6284	102	16	major	major	ADJ
cana-6284	102	17	studies	study	NOUN
cana-6284	102	18	that	that	PRON
cana-6284	102	19	evaluated	evaluate	VERB
cana-6284	102	20	the	the	DET
cana-6284	102	21	quality	quality	NOUN
cana-6284	102	22	of	of	ADP
cana-6284	102	23	ai	ai	PROPN
cana-6284	102	24	models	model	NOUN
cana-6284	102	25	to	to	PART
cana-6284	102	26	verify	verify	VERB
cana-6284	102	27	the	the	DET
cana-6284	102	28	data	datum	NOUN
cana-6284	102	29	quality	quality	NOUN
cana-6284	102	30	.	.	PUNCT
cana-6284	103	1	table	table	NOUN
cana-6284	103	2	2	2	NUM
cana-6284	103	3	:	:	PUNCT
cana-6284	103	4	summary	summary	NOUN
cana-6284	103	5	of	of	ADP
cana-6284	103	6	experimental	experimental	ADJ
cana-6284	103	7	settings	setting	NOUN
cana-6284	103	8	from	from	ADP
cana-6284	103	9	peer	peer	NOUN
cana-6284	103	10	-	-	PUNCT
cana-6284	103	11	reviewed	review	VERB
cana-6284	103	12	studies	study	NOUN
cana-6284	103	13	data	datum	NOUN
cana-6284	103	14	source	source	NOUN
cana-6284	103	15	data	data	NOUN
cana-6284	103	16	type	type	NOUN
cana-6284	103	17	ai	ai	VERB
cana-6284	103	18	model	model	NOUN
cana-6284	103	19	applied	apply	VERB
cana-6284	103	20	evaluation	evaluation	NOUN
cana-6284	103	21	metric	metric	ADJ
cana-6284	103	22	3	3	NUM
cana-6284	103	23	us	us	PROPN
cana-6284	103	24	hospitals	hospital	NOUN
cana-6284	103	25	structured	structure	VERB
cana-6284	103	26	ehr	ehr	NOUN
cana-6284	103	27	autoencoder	autoencoder	NOUN
cana-6284	103	28	+	+	CCONJ
cana-6284	103	29	decision	decision	NOUN
cana-6284	103	30	tree	tree	NOUN
cana-6284	103	31	accuracy	accuracy	NOUN
cana-6284	103	32	,	,	PUNCT
cana-6284	103	33	f1	f1	ADJ
cana-6284	103	34	-	-	PUNCT
cana-6284	103	35	score	score	NOUN
cana-6284	103	36	communications	communication	NOUN
cana-6284	103	37	on	on	ADP
cana-6284	103	38	applied	apply	VERB
cana-6284	103	39	nonlinear	nonlinear	ADJ
cana-6284	103	40	analysis	analysis	NOUN
cana-6284	103	41	issn	issn	NOUN
cana-6284	103	42	:	:	PUNCT
cana-6284	103	43	1074	1074	NUM
cana-6284	103	44	-	-	PUNCT
cana-6284	103	45	133x	133x	NUM
cana-6284	103	46	vol	vol	NOUN
cana-6284	103	47	32	32	NUM
cana-6284	103	48	no	no	NOUN
cana-6284	103	49	.	.	PUNCT
cana-6284	104	1	1s	1s	NUM
cana-6284	104	2	(	(	PUNCT
cana-6284	104	3	2025	2025	NUM
cana-6284	104	4	)	)	PUNCT
cana-6284	104	5	731	731	NUM
cana-6284	104	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	104	7	data	datum	NOUN
cana-6284	104	8	source	source	NOUN
cana-6284	104	9	data	data	NOUN
cana-6284	104	10	type	type	NOUN
cana-6284	104	11	ai	ai	VERB
cana-6284	104	12	model	model	NOUN
cana-6284	104	13	applied	apply	VERB
cana-6284	104	14	evaluation	evaluation	NOUN
cana-6284	104	15	metric	metric	ADJ
cana-6284	104	16	2	2	NUM
cana-6284	104	17	eu	eu	PROPN
cana-6284	104	18	academic	academic	ADJ
cana-6284	104	19	clinics	clinic	NOUN
cana-6284	104	20	clinical	clinical	ADJ
cana-6284	104	21	text	text	NOUN
cana-6284	104	22	notes	note	VERB
cana-6284	104	23	bert	bert	PROPN
cana-6284	104	24	+	+	CCONJ
cana-6284	104	25	crf	crf	PROPN
cana-6284	104	26	precision	precision	NOUN
cana-6284	104	27	,	,	PUNCT
cana-6284	104	28	recall	recall	VERB
cana-6284	104	29	national	national	PROPN
cana-6284	104	30	laboratory	laboratory	PROPN
cana-6284	104	31	data	data	PROPN
cana-6284	104	32	lab	lab	NOUN
cana-6284	104	33	results	result	VERB
cana-6284	104	34	isolation	isolation	NOUN
cana-6284	104	35	forest	forest	NOUN
cana-6284	104	36	auc	auc	NOUN
cana-6284	104	37	,	,	PUNCT
cana-6284	104	38	sensitivity	sensitivity	NOUN
cana-6284	104	39	distributed	distribute	VERB
cana-6284	104	40	health	health	NOUN
cana-6284	104	41	system	system	NOUN
cana-6284	104	42	multimodal	multimodal	NOUN
cana-6284	104	43	ehr	ehr	NOUN
cana-6284	104	44	federated	federate	VERB
cana-6284	104	45	lstm	lstm	NOUN
cana-6284	104	46	imputation	imputation	NOUN
cana-6284	104	47	accuracy	accuracy	NOUN
cana-6284	104	48	,	,	PUNCT
cana-6284	104	49	latency	latency	NOUN
cana-6284	104	50	indian	indian	ADJ
cana-6284	104	51	private	private	ADJ
cana-6284	104	52	clinics	clinic	NOUN
cana-6284	104	53	icd-10	icd-10	PRON
cana-6284	104	54	coding	code	VERB
cana-6284	104	55	data	datum	NOUN
cana-6284	104	56	ontology	ontology	NOUN
cana-6284	104	57	-	-	PUNCT
cana-6284	104	58	based	base	VERB
cana-6284	104	59	validator	validator	NOUN
cana-6284	104	60	semantic	semantic	ADJ
cana-6284	104	61	accuracy	accuracy	NOUN
cana-6284	104	62	4.3	4.3	NUM
cana-6284	104	63	.	.	PUNCT
cana-6284	105	1	performance	performance	NOUN
cana-6284	105	2	results	result	NOUN
cana-6284	105	3	:	:	PUNCT
cana-6284	105	4	comparative	comparative	ADJ
cana-6284	105	5	analysis	analysis	NOUN
cana-6284	105	6	to	to	PART
cana-6284	105	7	evaluate	evaluate	VERB
cana-6284	105	8	the	the	DET
cana-6284	105	9	effectiveness	effectiveness	NOUN
cana-6284	105	10	of	of	ADP
cana-6284	105	11	ai	ai	ADJ
cana-6284	105	12	-	-	PUNCT
cana-6284	105	13	driven	drive	VERB
cana-6284	105	14	models	model	NOUN
cana-6284	105	15	on	on	ADP
cana-6284	105	16	quality	quality	NOUN
cana-6284	105	17	validation	validation	NOUN
cana-6284	105	18	tasks	task	NOUN
cana-6284	105	19	,	,	PUNCT
cana-6284	105	20	a	a	DET
cana-6284	105	21	comparative	comparative	ADJ
cana-6284	105	22	analysis	analysis	NOUN
cana-6284	105	23	was	be	AUX
cana-6284	105	24	conducted	conduct	VERB
cana-6284	105	25	against	against	ADP
cana-6284	105	26	a	a	DET
cana-6284	105	27	baseline	baseline	ADJ
cana-6284	105	28	traditional	traditional	ADJ
cana-6284	105	29	rule	rule	NOUN
cana-6284	105	30	-	-	PUNCT
cana-6284	105	31	based	base	VERB
cana-6284	105	32	system	system	NOUN
cana-6284	105	33	.	.	PUNCT
cana-6284	106	1	the	the	DET
cana-6284	106	2	following	follow	VERB
cana-6284	106	3	table	table	NOUN
cana-6284	106	4	presents	present	VERB
cana-6284	106	5	the	the	DET
cana-6284	106	6	quantitative	quantitative	ADJ
cana-6284	106	7	performance	performance	NOUN
cana-6284	106	8	results	result	NOUN
cana-6284	106	9	,	,	PUNCT
cana-6284	106	10	highlighting	highlight	VERB
cana-6284	106	11	how	how	SCONJ
cana-6284	106	12	each	each	PRON
cana-6284	106	13	ai	ai	VERB
cana-6284	106	14	model	model	NOUN
cana-6284	106	15	performs	perform	VERB
cana-6284	106	16	relative	relative	ADJ
cana-6284	106	17	to	to	ADP
cana-6284	106	18	the	the	DET
cana-6284	106	19	rule	rule	NOUN
cana-6284	106	20	-	-	PUNCT
cana-6284	106	21	based	base	VERB
cana-6284	106	22	approach	approach	NOUN
cana-6284	106	23	.	.	PUNCT
cana-6284	107	1	the	the	DET
cana-6284	107	2	traditional	traditional	ADJ
cana-6284	107	3	rule	rule	NOUN
cana-6284	107	4	-	-	PUNCT
cana-6284	107	5	based	base	VERB
cana-6284	107	6	system	system	NOUN
cana-6284	107	7	,	,	PUNCT
cana-6284	107	8	widely	widely	ADV
cana-6284	107	9	used	use	VERB
cana-6284	107	10	in	in	ADP
cana-6284	107	11	earlier	early	ADJ
cana-6284	107	12	data	datum	NOUN
cana-6284	107	13	validation	validation	NOUN
cana-6284	107	14	pipelines	pipeline	NOUN
cana-6284	107	15	,	,	PUNCT
cana-6284	107	16	typically	typically	ADV
cana-6284	107	17	relies	rely	VERB
cana-6284	107	18	on	on	ADP
cana-6284	107	19	predefined	predefine	VERB
cana-6284	107	20	rules	rule	NOUN
cana-6284	107	21	and	and	CCONJ
cana-6284	107	22	deterministic	deterministic	ADJ
cana-6284	107	23	logic	logic	NOUN
cana-6284	107	24	for	for	ADP
cana-6284	107	25	identifying	identify	VERB
cana-6284	107	26	anomalies	anomaly	NOUN
cana-6284	107	27	or	or	CCONJ
cana-6284	107	28	inconsistencies	inconsistency	NOUN
cana-6284	107	29	.	.	PUNCT
cana-6284	108	1	while	while	SCONJ
cana-6284	108	2	simple	simple	ADJ
cana-6284	108	3	and	and	CCONJ
cana-6284	108	4	interpretable	interpretable	ADJ
cana-6284	108	5	,	,	PUNCT
cana-6284	108	6	such	such	ADJ
cana-6284	108	7	systems	system	NOUN
cana-6284	108	8	often	often	ADV
cana-6284	108	9	lack	lack	VERB
cana-6284	108	10	adaptability	adaptability	NOUN
cana-6284	108	11	and	and	CCONJ
cana-6284	108	12	fail	fail	VERB
cana-6284	108	13	to	to	PART
cana-6284	108	14	generalize	generalize	VERB
cana-6284	108	15	across	across	ADP
cana-6284	108	16	diverse	diverse	ADJ
cana-6284	108	17	datasets	dataset	NOUN
cana-6284	108	18	.	.	PUNCT
cana-6284	109	1	in	in	ADP
cana-6284	109	2	baseline	baseline	NOUN
cana-6284	109	3	tests	test	NOUN
cana-6284	109	4	,	,	PUNCT
cana-6284	109	5	the	the	DET
cana-6284	109	6	rule	rule	NOUN
cana-6284	109	7	-	-	PUNCT
cana-6284	109	8	based	base	VERB
cana-6284	109	9	system	system	NOUN
cana-6284	109	10	achieved	achieve	VERB
cana-6284	109	11	an	an	DET
cana-6284	109	12	average	average	ADJ
cana-6284	109	13	accuracy	accuracy	NOUN
cana-6284	109	14	of	of	ADP
cana-6284	109	15	78.4	78.4	NUM
cana-6284	109	16	%	%	NOUN
cana-6284	109	17	,	,	PUNCT
cana-6284	109	18	precision	precision	NOUN
cana-6284	109	19	of	of	ADP
cana-6284	109	20	80.2	80.2	NUM
cana-6284	109	21	%	%	NOUN
cana-6284	109	22	,	,	PUNCT
cana-6284	109	23	recall	recall	NOUN
cana-6284	109	24	of	of	ADP
cana-6284	109	25	76.1	76.1	NUM
cana-6284	109	26	%	%	NOUN
cana-6284	109	27	,	,	PUNCT
cana-6284	109	28	and	and	CCONJ
cana-6284	109	29	an	an	DET
cana-6284	109	30	f1	f1	NOUN
cana-6284	109	31	-	-	PUNCT
cana-6284	109	32	score	score	NOUN
cana-6284	109	33	of	of	ADP
cana-6284	109	34	78.1	78.1	NUM
cana-6284	109	35	%	%	NOUN
cana-6284	109	36	,	,	PUNCT
cana-6284	109	37	with	with	ADP
cana-6284	109	38	an	an	DET
cana-6284	109	39	execution	execution	NOUN
cana-6284	109	40	time	time	NOUN
cana-6284	109	41	of	of	ADP
cana-6284	109	42	1.8	1.8	NUM
cana-6284	109	43	ms	ms	NOUN
cana-6284	109	44	/	/	SYM
cana-6284	109	45	record	record	NOUN
cana-6284	109	46	.	.	PUNCT
cana-6284	110	1	these	these	DET
cana-6284	110	2	metrics	metric	NOUN
cana-6284	110	3	serve	serve	VERB
cana-6284	110	4	as	as	ADP
cana-6284	110	5	a	a	DET
cana-6284	110	6	reference	reference	NOUN
cana-6284	110	7	point	point	NOUN
cana-6284	110	8	for	for	ADP
cana-6284	110	9	evaluating	evaluate	VERB
cana-6284	110	10	the	the	DET
cana-6284	110	11	improvements	improvement	NOUN
cana-6284	110	12	offered	offer	VERB
cana-6284	110	13	by	by	ADP
cana-6284	110	14	modern	modern	ADJ
cana-6284	110	15	ai	ai	PROPN
cana-6284	110	16	techniques	technique	NOUN
cana-6284	110	17	.	.	PUNCT
cana-6284	111	1	the	the	DET
cana-6284	111	2	ai	ai	NOUN
cana-6284	111	3	-	-	PUNCT
cana-6284	111	4	based	base	VERB
cana-6284	111	5	models	model	NOUN
cana-6284	111	6	significantly	significantly	ADV
cana-6284	111	7	outperformed	outperform	VERB
cana-6284	111	8	the	the	DET
cana-6284	111	9	rule	rule	NOUN
cana-6284	111	10	-	-	PUNCT
cana-6284	111	11	based	base	VERB
cana-6284	111	12	system	system	NOUN
cana-6284	111	13	across	across	ADP
cana-6284	111	14	important	important	ADJ
cana-6284	111	15	performance	performance	NOUN
cana-6284	111	16	metrics	metric	NOUN
cana-6284	111	17	,	,	PUNCT
cana-6284	111	18	particularly	particularly	ADV
cana-6284	111	19	in	in	ADP
cana-6284	111	20	terms	term	NOUN
cana-6284	111	21	of	of	ADP
cana-6284	111	22	recall	recall	NOUN
cana-6284	111	23	and	and	CCONJ
cana-6284	111	24	f1	f1	NOUN
cana-6284	111	25	-	-	PUNCT
cana-6284	111	26	score	score	NOUN
cana-6284	111	27	,	,	PUNCT
cana-6284	111	28	which	which	PRON
cana-6284	111	29	are	be	AUX
cana-6284	111	30	critical	critical	ADJ
cana-6284	111	31	in	in	ADP
cana-6284	111	32	minimizing	minimize	VERB
cana-6284	111	33	false	false	ADJ
cana-6284	111	34	negatives	negative	NOUN
cana-6284	111	35	in	in	ADP
cana-6284	111	36	validation	validation	NOUN
cana-6284	111	37	tasks	task	NOUN
cana-6284	111	38	.	.	PUNCT
cana-6284	112	1	the	the	DET
cana-6284	112	2	table	table	NOUN
cana-6284	112	3	below	below	ADP
cana-6284	112	4	summarizes	summarize	NOUN
cana-6284	112	5	the	the	DET
cana-6284	112	6	results	result	NOUN
cana-6284	112	7	:	:	PUNCT
cana-6284	112	8	table	table	NOUN
cana-6284	112	9	3	3	NUM
cana-6284	112	10	:	:	PUNCT
cana-6284	112	11	quantitative	quantitative	ADJ
cana-6284	112	12	performance	performance	NOUN
cana-6284	112	13	of	of	ADP
cana-6284	112	14	ai	ai	NOUN
cana-6284	112	15	-	-	PUNCT
cana-6284	112	16	based	base	VERB
cana-6284	112	17	validation	validation	NOUN
cana-6284	112	18	models	model	NOUN
cana-6284	112	19	model	model	NOUN
cana-6284	112	20	accuracy	accuracy	NOUN
cana-6284	112	21	(	(	PUNCT
cana-6284	112	22	%	%	INTJ
cana-6284	112	23	)	)	PUNCT
cana-6284	112	24	precision	precision	NOUN
cana-6284	112	25	(	(	PUNCT
cana-6284	112	26	%	%	INTJ
cana-6284	112	27	)	)	PUNCT
cana-6284	112	28	recall	recall	NOUN
cana-6284	112	29	(	(	PUNCT
cana-6284	112	30	%	%	NOUN
cana-6284	112	31	)	)	PUNCT
cana-6284	112	32	f1	f1	NOUN
cana-6284	112	33	-	-	PUNCT
cana-6284	112	34	score	score	NOUN
cana-6284	112	35	(	(	PUNCT
cana-6284	112	36	%	%	INTJ
cana-6284	112	37	)	)	PUNCT
cana-6284	112	38	execution	execution	NOUN
cana-6284	112	39	time	time	NOUN
cana-6284	112	40	(	(	PUNCT
cana-6284	112	41	ms	ms	NOUN
cana-6284	112	42	/	/	SYM
cana-6284	112	43	record	record	NOUN
cana-6284	112	44	)	)	PUNCT
cana-6284	112	45	rule	rule	NOUN
cana-6284	112	46	-	-	PUNCT
cana-6284	112	47	based	base	VERB
cana-6284	112	48	system	system	NOUN
cana-6284	112	49	(	(	PUNCT
cana-6284	112	50	baseline	baseline	NOUN
cana-6284	112	51	)	)	PUNCT
cana-6284	112	52	78.4	78.4	NUM
cana-6284	112	53	80.2	80.2	NUM
cana-6284	112	54	76.1	76.1	NUM
cana-6284	112	55	78.1	78.1	NUM
cana-6284	112	56	1.8	1.8	NUM
cana-6284	112	57	autoencoder	autoencoder	NOUN
cana-6284	112	58	+	+	CCONJ
cana-6284	112	59	decision	decision	NOUN
cana-6284	112	60	tree	tree	NOUN
cana-6284	112	61	93.4	93.4	NUM
cana-6284	112	62	92.1	92.1	NUM
cana-6284	112	63	91.8	91.8	NUM
cana-6284	112	64	91.9	91.9	NUM
cana-6284	112	65	3.2	3.2	NUM
cana-6284	112	66	bert	bert	NOUN
cana-6284	112	67	+	+	CCONJ
cana-6284	112	68	crf	crf	PROPN
cana-6284	112	69	88.2	88.2	NUM
cana-6284	112	70	90.3	90.3	NUM
cana-6284	112	71	87.4	87.4	NUM
cana-6284	112	72	88.8	88.8	NUM
cana-6284	112	73	6.1	6.1	NUM
cana-6284	112	74	isolation	isolation	NOUN
cana-6284	112	75	forest	forest	NOUN
cana-6284	112	76	95.6	95.6	NUM
cana-6284	112	77	93.9	93.9	NUM
cana-6284	112	78	94.2	94.2	NUM
cana-6284	112	79	94.0	94.0	NUM
cana-6284	112	80	2.5	2.5	NUM
cana-6284	112	81	federated	federated	ADJ
cana-6284	112	82	lstm	lstm	NOUN
cana-6284	112	83	90.3	90.3	NUM
cana-6284	112	84	89.5	89.5	NUM
cana-6284	112	85	91.1	91.1	NUM
cana-6284	112	86	90.3	90.3	NUM
cana-6284	112	87	4.6	4.6	NUM
cana-6284	112	88	communications	communication	NOUN
cana-6284	112	89	on	on	ADP
cana-6284	112	90	applied	apply	VERB
cana-6284	112	91	nonlinear	nonlinear	ADJ
cana-6284	112	92	analysis	analysis	NOUN
cana-6284	112	93	issn	issn	NOUN
cana-6284	112	94	:	:	PUNCT
cana-6284	112	95	1074	1074	NUM
cana-6284	112	96	-	-	PUNCT
cana-6284	112	97	133x	133x	NUM
cana-6284	112	98	vol	vol	NOUN
cana-6284	112	99	32	32	NUM
cana-6284	112	100	no	no	NOUN
cana-6284	112	101	.	.	PUNCT
cana-6284	113	1	1s	1s	NUM
cana-6284	113	2	(	(	PUNCT
cana-6284	113	3	2025	2025	NUM
cana-6284	113	4	)	)	PUNCT
cana-6284	113	5	732	732	NUM
cana-6284	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	113	7	ontology	ontology	NOUN
cana-6284	113	8	-	-	PUNCT
cana-6284	113	9	based	base	VERB
cana-6284	113	10	validator	validator	NOUN
cana-6284	113	11	85.7	85.7	NUM
cana-6284	113	12	88.2	88.2	NUM
cana-6284	113	13	82.5	82.5	NUM
cana-6284	113	14	85.2	85.2	NUM
cana-6284	113	15	5.0	5.0	NUM
cana-6284	113	16	as	as	SCONJ
cana-6284	113	17	observed	observe	VERB
cana-6284	113	18	,	,	PUNCT
cana-6284	113	19	even	even	ADV
cana-6284	113	20	the	the	DET
cana-6284	113	21	lowest	lowest	ADV
cana-6284	113	22	-	-	PUNCT
cana-6284	113	23	performing	perform	VERB
cana-6284	113	24	ai	ai	NOUN
cana-6284	113	25	model	model	NOUN
cana-6284	113	26	(	(	PUNCT
cana-6284	113	27	ontology	ontology	NOUN
cana-6284	113	28	-	-	PUNCT
cana-6284	113	29	based	base	VERB
cana-6284	113	30	validator	validator	NOUN
cana-6284	113	31	)	)	PUNCT
cana-6284	113	32	demonstrates	demonstrate	VERB
cana-6284	113	33	a	a	DET
cana-6284	113	34	substantial	substantial	ADJ
cana-6284	113	35	improvement	improvement	NOUN
cana-6284	113	36	over	over	ADP
cana-6284	113	37	the	the	DET
cana-6284	113	38	rule	rule	NOUN
cana-6284	113	39	-	-	PUNCT
cana-6284	113	40	based	base	VERB
cana-6284	113	41	baseline	baseline	NOUN
cana-6284	113	42	in	in	ADP
cana-6284	113	43	terms	term	NOUN
cana-6284	113	44	of	of	ADP
cana-6284	113	45	f1	f1	NOUN
cana-6284	113	46	-	-	PUNCT
cana-6284	113	47	score	score	NOUN
cana-6284	113	48	(	(	PUNCT
cana-6284	113	49	85.2	85.2	NUM
cana-6284	113	50	%	%	NOUN
cana-6284	113	51	vs.	vs.	ADP
cana-6284	113	52	78.1	78.1	NUM
cana-6284	113	53	%	%	NOUN
cana-6284	113	54	)	)	PUNCT
cana-6284	113	55	.	.	PUNCT
cana-6284	114	1	the	the	DET
cana-6284	114	2	highest	high	ADJ
cana-6284	114	3	performance	performance	NOUN
cana-6284	114	4	was	be	AUX
cana-6284	114	5	achieved	achieve	VERB
cana-6284	114	6	by	by	ADP
cana-6284	114	7	the	the	DET
cana-6284	114	8	isolation	isolation	NOUN
cana-6284	114	9	forest	forest	NOUN
cana-6284	114	10	,	,	PUNCT
cana-6284	114	11	which	which	PRON
cana-6284	114	12	not	not	PART
cana-6284	114	13	only	only	ADV
cana-6284	114	14	achieved	achieve	VERB
cana-6284	114	15	the	the	DET
cana-6284	114	16	best	good	ADJ
cana-6284	114	17	f1	f1	NOUN
cana-6284	114	18	-	-	PUNCT
cana-6284	114	19	score	score	NOUN
cana-6284	114	20	of	of	ADP
cana-6284	114	21	94.0	94.0	NUM
cana-6284	114	22	%	%	NOUN
cana-6284	114	23	but	but	CCONJ
cana-6284	114	24	also	also	ADV
cana-6284	114	25	maintained	maintain	VERB
cana-6284	114	26	one	one	NUM
cana-6284	114	27	of	of	ADP
cana-6284	114	28	the	the	DET
cana-6284	114	29	lowest	low	ADJ
cana-6284	114	30	execution	execution	NOUN
cana-6284	114	31	times	time	NOUN
cana-6284	114	32	at	at	ADP
cana-6284	114	33	2.5	2.5	NUM
cana-6284	114	34	ms	ms	NOUN
cana-6284	114	35	/	/	SYM
cana-6284	114	36	record	record	NOUN
cana-6284	114	37	,	,	PUNCT
cana-6284	114	38	making	make	VERB
cana-6284	114	39	it	it	PRON
cana-6284	114	40	both	both	CCONJ
cana-6284	114	41	efficient	efficient	ADJ
cana-6284	114	42	and	and	CCONJ
cana-6284	114	43	accurate	accurate	ADJ
cana-6284	114	44	.	.	PUNCT
cana-6284	115	1	these	these	DET
cana-6284	115	2	results	result	NOUN
cana-6284	115	3	clearly	clearly	ADV
cana-6284	115	4	underscore	underscore	VERB
cana-6284	115	5	the	the	DET
cana-6284	115	6	advantages	advantage	NOUN
cana-6284	115	7	of	of	ADP
cana-6284	115	8	ai	ai	NOUN
cana-6284	115	9	models	model	NOUN
cana-6284	115	10	in	in	ADP
cana-6284	115	11	capturing	capture	VERB
cana-6284	115	12	complex	complex	ADJ
cana-6284	115	13	data	datum	NOUN
cana-6284	115	14	patterns	pattern	NOUN
cana-6284	115	15	and	and	CCONJ
cana-6284	115	16	adapting	adapt	VERB
cana-6284	115	17	to	to	ADP
cana-6284	115	18	diverse	diverse	ADJ
cana-6284	115	19	data	datum	NOUN
cana-6284	115	20	quality	quality	NOUN
cana-6284	115	21	issues	issue	NOUN
cana-6284	115	22	,	,	PUNCT
cana-6284	115	23	which	which	DET
cana-6284	115	24	traditional	traditional	ADJ
cana-6284	115	25	rule	rule	NOUN
cana-6284	115	26	-	-	PUNCT
cana-6284	115	27	based	base	VERB
cana-6284	115	28	systems	system	NOUN
cana-6284	115	29	are	be	AUX
cana-6284	115	30	generally	generally	ADV
cana-6284	115	31	unequipped	unequipped	ADJ
cana-6284	115	32	to	to	PART
cana-6284	115	33	handle	handle	VERB
cana-6284	115	34	effectively	effectively	ADV
cana-6284	115	35	.	.	PUNCT
cana-6284	116	1	4.4	4.4	NUM
cana-6284	116	2	.	.	PUNCT
cana-6284	116	3	graphical	graphical	ADJ
cana-6284	116	4	representation	representation	NOUN
cana-6284	116	5	of	of	ADP
cana-6284	116	6	experimental	experimental	ADJ
cana-6284	116	7	results	result	NOUN
cana-6284	116	8	the	the	DET
cana-6284	116	9	graph	graph	NOUN
cana-6284	116	10	below	below	ADP
cana-6284	116	11	presents	present	VERB
cana-6284	116	12	a	a	DET
cana-6284	116	13	visual	visual	ADJ
cana-6284	116	14	comparison	comparison	NOUN
cana-6284	116	15	of	of	ADP
cana-6284	116	16	f1	f1	NOUN
cana-6284	116	17	-	-	PUNCT
cana-6284	116	18	scores	score	NOUN
cana-6284	116	19	across	across	ADP
cana-6284	116	20	different	different	ADJ
cana-6284	116	21	ai	ai	NOUN
cana-6284	116	22	models	model	NOUN
cana-6284	116	23	used	use	VERB
cana-6284	116	24	in	in	ADP
cana-6284	116	25	the	the	DET
cana-6284	116	26	experimental	experimental	ADJ
cana-6284	116	27	studies	study	NOUN
cana-6284	116	28	.	.	PUNCT
cana-6284	117	1	figure	figure	VERB
cana-6284	117	2	3	3	NUM
cana-6284	117	3	:	:	PUNCT
cana-6284	117	4	f1	f1	ADJ
cana-6284	117	5	-	-	PUNCT
cana-6284	117	6	score	score	NOUN
cana-6284	117	7	comparison	comparison	NOUN
cana-6284	117	8	of	of	ADP
cana-6284	117	9	ai	ai	ADJ
cana-6284	117	10	models	model	NOUN
cana-6284	117	11	for	for	ADP
cana-6284	117	12	data	datum	NOUN
cana-6284	117	13	quality	quality	NOUN
cana-6284	117	14	validation	validation	NOUN
cana-6284	117	15	note	note	NOUN
cana-6284	117	16	:	:	PUNCT
cana-6284	117	17	f1	f1	NOUN
cana-6284	117	18	-	-	PUNCT
cana-6284	117	19	score	score	NOUN
cana-6284	117	20	is	be	AUX
cana-6284	117	21	the	the	DET
cana-6284	117	22	harmonic	harmonic	ADJ
cana-6284	117	23	mean	mean	NOUN
cana-6284	117	24	of	of	ADP
cana-6284	117	25	precision	precision	NOUN
cana-6284	117	26	and	and	CCONJ
cana-6284	117	27	recall	recall	NOUN
cana-6284	117	28	.	.	PUNCT
cana-6284	118	1	higher	high	ADJ
cana-6284	118	2	scores	score	NOUN
cana-6284	118	3	indicate	indicate	VERB
cana-6284	118	4	better	well	ADJ
cana-6284	118	5	overall	overall	ADJ
cana-6284	118	6	performance	performance	NOUN
cana-6284	118	7	in	in	ADP
cana-6284	118	8	validation	validation	NOUN
cana-6284	118	9	accuracy	accuracy	NOUN
cana-6284	118	10	.	.	PUNCT
cana-6284	119	1	4.5	4.5	NUM
cana-6284	119	2	.	.	PUNCT
cana-6284	119	3	discussion	discussion	NOUN
cana-6284	119	4	of	of	ADP
cana-6284	119	5	results	result	NOUN
cana-6284	119	6	●	●	PUNCT
cana-6284	119	7	the	the	DET
cana-6284	119	8	isolation	isolation	NOUN
cana-6284	119	9	forest	forest	NOUN
cana-6284	119	10	model	model	NOUN
cana-6284	119	11	had	have	VERB
cana-6284	119	12	the	the	DET
cana-6284	119	13	best	good	ADJ
cana-6284	119	14	accuracy	accuracy	NOUN
cana-6284	119	15	(	(	PUNCT
cana-6284	119	16	95.6	95.6	NUM
cana-6284	119	17	%	%	NOUN
cana-6284	119	18	)	)	PUNCT
cana-6284	119	19	and	and	CCONJ
cana-6284	119	20	f1	f1	NOUN
cana-6284	119	21	-	-	PUNCT
cana-6284	119	22	score	score	NOUN
cana-6284	119	23	(	(	PUNCT
cana-6284	119	24	94.0	94.0	NUM
cana-6284	119	25	%	%	NOUN
cana-6284	119	26	)	)	PUNCT
cana-6284	119	27	,	,	PUNCT
cana-6284	119	28	and	and	CCONJ
cana-6284	119	29	it	it	PRON
cana-6284	119	30	proved	prove	VERB
cana-6284	119	31	to	to	PART
cana-6284	119	32	be	be	AUX
cana-6284	119	33	efficient	efficient	ADJ
cana-6284	119	34	at	at	ADP
cana-6284	119	35	distinguishing	distinguish	VERB
cana-6284	119	36	the	the	DET
cana-6284	119	37	outliers	outlier	NOUN
cana-6284	119	38	in	in	ADP
cana-6284	119	39	laboratory	laboratory	NOUN
cana-6284	119	40	data	datum	NOUN
cana-6284	119	41	where	where	SCONJ
cana-6284	119	42	the	the	DET
cana-6284	119	43	anomalies	anomaly	NOUN
cana-6284	119	44	may	may	AUX
cana-6284	119	45	be	be	AUX
cana-6284	119	46	readily	readily	ADV
cana-6284	119	47	separated	separate	VERB
cana-6284	119	48	and	and	CCONJ
cana-6284	119	49	isolated	isolate	VERB
cana-6284	119	50	statistically	statistically	ADV
cana-6284	119	51	.	.	PUNCT
cana-6284	120	1	●	●	PUNCT
cana-6284	120	2	the	the	DET
cana-6284	120	3	bert	bert	PROPN
cana-6284	120	4	+	+	CCONJ
cana-6284	120	5	crf	crf	PROPN
cana-6284	120	6	model	model	NOUN
cana-6284	120	7	was	be	AUX
cana-6284	120	8	the	the	DET
cana-6284	120	9	most	most	ADV
cana-6284	120	10	effective	effective	ADJ
cana-6284	120	11	in	in	ADP
cana-6284	120	12	accuracy	accuracy	NOUN
cana-6284	120	13	(	(	PUNCT
cana-6284	120	14	90.3	90.3	NUM
cana-6284	120	15	%	%	NOUN
cana-6284	120	16	)	)	PUNCT
cana-6284	120	17	,	,	PUNCT
cana-6284	120	18	which	which	PRON
cana-6284	120	19	means	mean	VERB
cana-6284	120	20	that	that	SCONJ
cana-6284	120	21	this	this	DET
cana-6284	120	22	model	model	NOUN
cana-6284	120	23	can	can	AUX
cana-6284	120	24	be	be	AUX
cana-6284	120	25	used	use	VERB
cana-6284	120	26	to	to	PART
cana-6284	120	27	process	process	VERB
cana-6284	120	28	free	free	ADJ
cana-6284	120	29	-	-	PUNCT
cana-6284	120	30	text	text	NOUN
cana-6284	120	31	clinical	clinical	ADJ
cana-6284	120	32	narratives	narrative	NOUN
cana-6284	120	33	,	,	PUNCT
cana-6284	120	34	where	where	SCONJ
cana-6284	120	35	the	the	DET
cana-6284	120	36	subtle	subtle	ADJ
cana-6284	120	37	contextual	contextual	ADJ
cana-6284	120	38	interpretation	interpretation	NOUN
cana-6284	120	39	is	be	AUX
cana-6284	120	40	necessary	necessary	ADJ
cana-6284	120	41	to	to	PART
cana-6284	120	42	obtain	obtain	VERB
cana-6284	120	43	proper	proper	ADJ
cana-6284	120	44	validation	validation	NOUN
cana-6284	120	45	.	.	PUNCT
cana-6284	121	1	●	●	PUNCT
cana-6284	121	2	federated	federated	ADJ
cana-6284	121	3	lstm	lstm	NOUN
cana-6284	121	4	showed	show	VERB
cana-6284	121	5	consistency	consistency	NOUN
cana-6284	121	6	in	in	ADP
cana-6284	121	7	terms	term	NOUN
cana-6284	121	8	of	of	ADP
cana-6284	121	9	its	its	PRON
cana-6284	121	10	performance	performance	NOUN
cana-6284	121	11	(	(	PUNCT
cana-6284	121	12	f1	f1	NOUN
cana-6284	121	13	-	-	PUNCT
cana-6284	121	14	score	score	NOUN
cana-6284	121	15	:	:	PUNCT
cana-6284	121	16	90.3	90.3	NUM
cana-6284	121	17	)	)	PUNCT
cana-6284	121	18	and	and	CCONJ
cana-6284	121	19	privacy	privacy	NOUN
cana-6284	121	20	protection	protection	NOUN
cana-6284	121	21	,	,	PUNCT
cana-6284	121	22	and	and	CCONJ
cana-6284	121	23	is	be	AUX
cana-6284	121	24	feasible	feasible	ADJ
cana-6284	121	25	in	in	ADP
cana-6284	121	26	cross	cross	ADJ
cana-6284	121	27	-	-	ADJ
cana-6284	121	28	institutional	institutional	ADJ
cana-6284	121	29	applications	application	NOUN
cana-6284	121	30	,	,	PUNCT
cana-6284	121	31	where	where	SCONJ
cana-6284	121	32	data	datum	NOUN
cana-6284	121	33	sharing	sharing	NOUN
cana-6284	121	34	is	be	AUX
cana-6284	121	35	limited	limit	VERB
cana-6284	121	36	because	because	SCONJ
cana-6284	121	37	data	datum	NOUN
cana-6284	121	38	is	be	AUX
cana-6284	121	39	not	not	PART
cana-6284	121	40	shared	share	VERB
cana-6284	121	41	directly	directly	ADV
cana-6284	121	42	.	.	PUNCT
cana-6284	122	1	communications	communication	NOUN
cana-6284	122	2	on	on	ADP
cana-6284	122	3	applied	apply	VERB
cana-6284	122	4	nonlinear	nonlinear	ADJ
cana-6284	122	5	analysis	analysis	NOUN
cana-6284	122	6	issn	issn	NOUN
cana-6284	122	7	:	:	PUNCT
cana-6284	122	8	1074	1074	NUM
cana-6284	122	9	-	-	PUNCT
cana-6284	122	10	133x	133x	NUM
cana-6284	122	11	vol	vol	NOUN
cana-6284	122	12	32	32	NUM
cana-6284	122	13	no	no	NOUN
cana-6284	122	14	.	.	PUNCT
cana-6284	123	1	1s	1s	NUM
cana-6284	123	2	(	(	PUNCT
cana-6284	123	3	2025	2025	NUM
cana-6284	123	4	)	)	PUNCT
cana-6284	123	5	733	733	NUM
cana-6284	123	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	123	7	●	●	PUNCT
cana-6284	123	8	the	the	DET
cana-6284	123	9	ontology	ontology	NOUN
cana-6284	123	10	-	-	PUNCT
cana-6284	123	11	based	base	VERB
cana-6284	123	12	validator	validator	NOUN
cana-6284	123	13	was	be	AUX
cana-6284	123	14	less	less	ADV
cana-6284	123	15	recalled	recall	VERB
cana-6284	123	16	(	(	PUNCT
cana-6284	123	17	82.5	82.5	NUM
cana-6284	123	18	%	%	NOUN
cana-6284	123	19	)	)	PUNCT
cana-6284	123	20	,	,	PUNCT
cana-6284	123	21	yet	yet	CCONJ
cana-6284	123	22	it	it	PRON
cana-6284	123	23	remained	remain	VERB
cana-6284	123	24	very	very	ADV
cana-6284	123	25	semantically	semantically	ADV
cana-6284	123	26	consistent	consistent	ADJ
cana-6284	123	27	,	,	PUNCT
cana-6284	123	28	and	and	CCONJ
cana-6284	123	29	thus	thus	ADV
cana-6284	123	30	it	it	PRON
cana-6284	123	31	is	be	AUX
cana-6284	123	32	designed	design	VERB
cana-6284	123	33	to	to	PART
cana-6284	123	34	be	be	AUX
cana-6284	123	35	used	use	VERB
cana-6284	123	36	in	in	ADP
cana-6284	123	37	domain	domain	NOUN
cana-6284	123	38	-	-	PUNCT
cana-6284	123	39	specific	specific	ADJ
cana-6284	123	40	validations	validation	NOUN
cana-6284	123	41	like	like	ADP
cana-6284	123	42	code	code	NOUN
cana-6284	123	43	mappings	mapping	NOUN
cana-6284	123	44	on	on	ADP
cana-6284	123	45	the	the	DET
cana-6284	123	46	icd-10	icd-10	PRON
cana-6284	123	47	code	code	NOUN
cana-6284	123	48	sets	set	NOUN
cana-6284	123	49	.	.	PUNCT
cana-6284	124	1	●	●	PUNCT
cana-6284	124	2	execution	execution	NOUN
cana-6284	124	3	time	time	NOUN
cana-6284	124	4	of	of	ADP
cana-6284	124	5	the	the	DET
cana-6284	124	6	models	model	NOUN
cana-6284	124	7	lies	lie	VERB
cana-6284	124	8	between	between	ADP
cana-6284	124	9	2.5	2.5	NUM
cana-6284	124	10	ms	ms	NOUN
cana-6284	124	11	/	/	SYM
cana-6284	124	12	record	record	NOUN
cana-6284	124	13	and	and	CCONJ
cana-6284	124	14	6.1	6.1	NUM
cana-6284	124	15	ms	ms	NOUN
cana-6284	124	16	/	/	SYM
cana-6284	124	17	record	record	NOUN
cana-6284	124	18	,	,	PUNCT
cana-6284	124	19	indicating	indicate	VERB
cana-6284	124	20	that	that	SCONJ
cana-6284	124	21	these	these	DET
cana-6284	124	22	models	model	NOUN
cana-6284	124	23	are	be	AUX
cana-6284	124	24	viable	viable	ADJ
cana-6284	124	25	to	to	PART
cana-6284	124	26	be	be	AUX
cana-6284	124	27	integrated	integrate	VERB
cana-6284	124	28	into	into	ADP
cana-6284	124	29	real	real	ADJ
cana-6284	124	30	-	-	PUNCT
cana-6284	124	31	time	time	NOUN
cana-6284	124	32	or	or	CCONJ
cana-6284	124	33	near	near	ADP
cana-6284	124	34	real	real	ADJ
cana-6284	124	35	-	-	PUNCT
cana-6284	124	36	time	time	NOUN
cana-6284	124	37	healthcare	healthcare	NOUN
cana-6284	124	38	systems	system	NOUN
cana-6284	124	39	.	.	PUNCT
cana-6284	125	1	the	the	DET
cana-6284	125	2	results	result	NOUN
cana-6284	125	3	confirm	confirm	VERB
cana-6284	125	4	the	the	DET
cana-6284	125	5	hypothesis	hypothesis	NOUN
cana-6284	125	6	that	that	PRON
cana-6284	125	7	ai	ai	AUX
cana-6284	125	8	-	-	PUNCT
cana-6284	125	9	based	base	VERB
cana-6284	125	10	approaches	approach	NOUN
cana-6284	125	11	will	will	AUX
cana-6284	125	12	be	be	AUX
cana-6284	125	13	more	more	ADV
cana-6284	125	14	effective	effective	ADJ
cana-6284	125	15	in	in	ADP
cana-6284	125	16	relation	relation	NOUN
cana-6284	125	17	to	to	PART
cana-6284	125	18	rule	rule	NOUN
cana-6284	125	19	-	-	PUNCT
cana-6284	125	20	based	base	VERB
cana-6284	125	21	systems	system	NOUN
cana-6284	125	22	in	in	ADP
cana-6284	125	23	various	various	ADJ
cana-6284	125	24	aspects	aspect	NOUN
cana-6284	125	25	of	of	ADP
cana-6284	125	26	healthcare	healthcare	PROPN
cana-6284	125	27	data	datum	NOUN
cana-6284	125	28	quality	quality	NOUN
cana-6284	125	29	validation	validation	NOUN
cana-6284	125	30	:	:	PUNCT
cana-6284	125	31	accuracy	accuracy	NOUN
cana-6284	125	32	,	,	PUNCT
cana-6284	125	33	speed	speed	NOUN
cana-6284	125	34	,	,	PUNCT
cana-6284	125	35	context	context	NOUN
cana-6284	125	36	-	-	PUNCT
cana-6284	125	37	awareness	awareness	NOUN
cana-6284	125	38	,	,	PUNCT
cana-6284	125	39	and	and	CCONJ
cana-6284	125	40	scalability	scalability	NOUN
cana-6284	125	41	.	.	PUNCT
cana-6284	126	1	5	5	X
cana-6284	126	2	.	.	X
cana-6284	126	3	future	future	ADJ
cana-6284	126	4	research	research	NOUN
cana-6284	126	5	directions	direction	NOUN
cana-6284	126	6	although	although	SCONJ
cana-6284	126	7	the	the	DET
cana-6284	126	8	development	development	NOUN
cana-6284	126	9	of	of	ADP
cana-6284	126	10	ai	ai	ADJ
cana-6284	126	11	-	-	PUNCT
cana-6284	126	12	driven	drive	VERB
cana-6284	126	13	data	datum	NOUN
cana-6284	126	14	quality	quality	NOUN
cana-6284	126	15	validation	validation	NOUN
cana-6284	126	16	has	have	AUX
cana-6284	126	17	come	come	VERB
cana-6284	126	18	a	a	DET
cana-6284	126	19	long	long	ADJ
cana-6284	126	20	way	way	NOUN
cana-6284	126	21	,	,	PUNCT
cana-6284	126	22	there	there	PRON
cana-6284	126	23	are	be	VERB
cana-6284	126	24	still	still	ADV
cana-6284	126	25	a	a	DET
cana-6284	126	26	number	number	NOUN
cana-6284	126	27	of	of	ADP
cana-6284	126	28	crucial	crucial	ADJ
cana-6284	126	29	research	research	NOUN
cana-6284	126	30	fields	field	NOUN
cana-6284	126	31	that	that	PRON
cana-6284	126	32	are	be	AUX
cana-6284	126	33	insufficiently	insufficiently	ADV
cana-6284	126	34	explored	explore	VERB
cana-6284	126	35	.	.	PUNCT
cana-6284	127	1	the	the	DET
cana-6284	127	2	following	follow	VERB
cana-6284	127	3	should	should	AUX
cana-6284	127	4	be	be	AUX
cana-6284	127	5	the	the	DET
cana-6284	127	6	subject	subject	NOUN
cana-6284	127	7	of	of	ADP
cana-6284	127	8	future	future	ADJ
cana-6284	127	9	studies	study	NOUN
cana-6284	127	10	:	:	PUNCT
cana-6284	127	11	5.1	5.1	NUM
cana-6284	127	12	.	.	PUNCT
cana-6284	127	13	elucidation	elucidation	NOUN
cana-6284	127	14	and	and	CCONJ
cana-6284	127	15	transparency	transparency	NOUN
cana-6284	127	16	in	in	ADP
cana-6284	127	17	the	the	DET
cana-6284	127	18	models	model	NOUN
cana-6284	127	19	of	of	ADP
cana-6284	127	20	ai	ai	NOUN
cana-6284	127	21	.	.	PUNCT
cana-6284	128	1	recent	recent	ADJ
cana-6284	128	2	ai	ai	PROPN
cana-6284	128	3	implementations	implementation	NOUN
cana-6284	128	4	,	,	PUNCT
cana-6284	128	5	particularly	particularly	ADV
cana-6284	128	6	deep	deep	ADJ
cana-6284	128	7	learning	learning	NOUN
cana-6284	128	8	systems	system	NOUN
cana-6284	128	9	,	,	PUNCT
cana-6284	128	10	tend	tend	VERB
cana-6284	128	11	to	to	PART
cana-6284	128	12	be	be	AUX
cana-6284	128	13	black	black	ADJ
cana-6284	128	14	boxes	box	NOUN
cana-6284	128	15	and	and	CCONJ
cana-6284	128	16	have	have	VERB
cana-6284	128	17	little	little	ADJ
cana-6284	128	18	explanation	explanation	NOUN
cana-6284	128	19	of	of	ADP
cana-6284	128	20	the	the	DET
cana-6284	128	21	methods	method	NOUN
cana-6284	128	22	used	use	VERB
cana-6284	128	23	to	to	PART
cana-6284	128	24	validate	validate	VERB
cana-6284	128	25	data	datum	NOUN
cana-6284	128	26	.	.	PUNCT
cana-6284	129	1	explainable	explainable	ADJ
cana-6284	129	2	ai	ai	PROPN
cana-6284	129	3	(	(	PUNCT
cana-6284	129	4	xai	xai	PROPN
cana-6284	129	5	)	)	PUNCT
cana-6284	129	6	concepts	concept	NOUN
cana-6284	129	7	should	should	AUX
cana-6284	129	8	be	be	AUX
cana-6284	129	9	incorporated	incorporate	VERB
cana-6284	129	10	into	into	ADP
cana-6284	129	11	the	the	DET
cana-6284	129	12	work	work	NOUN
cana-6284	129	13	in	in	ADP
cana-6284	129	14	the	the	DET
cana-6284	129	15	future	future	NOUN
cana-6284	129	16	to	to	PART
cana-6284	129	17	enhance	enhance	VERB
cana-6284	129	18	the	the	DET
cana-6284	129	19	interpretability	interpretability	NOUN
cana-6284	129	20	of	of	ADP
cana-6284	129	21	the	the	DET
cana-6284	129	22	validation	validation	NOUN
cana-6284	129	23	results	result	NOUN
cana-6284	129	24	,	,	PUNCT
cana-6284	129	25	especially	especially	ADV
cana-6284	129	26	in	in	ADP
cana-6284	129	27	cases	case	NOUN
cana-6284	129	28	when	when	SCONJ
cana-6284	129	29	clinical	clinical	ADJ
cana-6284	129	30	users	user	NOUN
cana-6284	129	31	need	need	VERB
cana-6284	129	32	to	to	PART
cana-6284	129	33	believe	believe	VERB
cana-6284	129	34	the	the	DET
cana-6284	129	35	accuracy	accuracy	NOUN
cana-6284	129	36	of	of	ADP
cana-6284	129	37	automated	automate	VERB
cana-6284	129	38	fixes	fix	NOUN
cana-6284	129	39	.	.	PUNCT
cana-6284	130	1	5.2	5.2	NUM
cana-6284	130	2	.	.	PUNCT
cana-6284	130	3	benchmarks	benchmark	NOUN
cana-6284	130	4	of	of	ADP
cana-6284	130	5	standardized	standardized	ADJ
cana-6284	130	6	evaluation	evaluation	NOUN
cana-6284	130	7	.	.	PUNCT
cana-6284	131	1	the	the	DET
cana-6284	131	2	research	research	NOUN
cana-6284	131	3	does	do	AUX
cana-6284	131	4	not	not	PART
cana-6284	131	5	have	have	VERB
cana-6284	131	6	any	any	DET
cana-6284	131	7	common	common	ADJ
cana-6284	131	8	benchmark	benchmark	NOUN
cana-6284	131	9	data	datum	NOUN
cana-6284	131	10	and	and	CCONJ
cana-6284	131	11	assessment	assessment	NOUN
cana-6284	131	12	systems	system	NOUN
cana-6284	131	13	to	to	PART
cana-6284	131	14	compare	compare	VERB
cana-6284	131	15	ai	ai	NOUN
cana-6284	131	16	-	-	PUNCT
cana-6284	131	17	based	base	VERB
cana-6284	131	18	data	datum	NOUN
cana-6284	131	19	validation	validation	NOUN
cana-6284	131	20	systems	system	NOUN
cana-6284	131	21	.	.	PUNCT
cana-6284	132	1	further	further	ADJ
cana-6284	132	2	studies	study	NOUN
cana-6284	132	3	ought	ought	AUX
cana-6284	132	4	to	to	PART
cana-6284	132	5	create	create	VERB
cana-6284	132	6	open	open	ADJ
cana-6284	132	7	-	-	PUNCT
cana-6284	132	8	access	access	NOUN
cana-6284	132	9	benchmark	benchmark	NOUN
cana-6284	132	10	data	datum	NOUN
cana-6284	132	11	of	of	ADP
cana-6284	132	12	various	various	ADJ
cana-6284	132	13	healthcare	healthcare	NOUN
cana-6284	132	14	systems	system	NOUN
cana-6284	132	15	in	in	ADP
cana-6284	132	16	order	order	NOUN
cana-6284	132	17	to	to	PART
cana-6284	132	18	achieve	achieve	VERB
cana-6284	132	19	reproducible	reproducible	ADJ
cana-6284	132	20	results	result	NOUN
cana-6284	132	21	,	,	PUNCT
cana-6284	132	22	model	model	NOUN
cana-6284	132	23	comparisons	comparison	NOUN
cana-6284	132	24	,	,	PUNCT
cana-6284	132	25	and	and	CCONJ
cana-6284	132	26	common	common	ADJ
cana-6284	132	27	learning	learning	NOUN
cana-6284	132	28	.	.	PUNCT
cana-6284	133	1	5.3	5.3	NUM
cana-6284	133	2	.	.	PUNCT
cana-6284	134	1	ethical	ethical	ADJ
cana-6284	134	2	and	and	CCONJ
cana-6284	134	3	legal	legal	ADJ
cana-6284	134	4	implications	implication	NOUN
cana-6284	134	5	.	.	PUNCT
cana-6284	135	1	since	since	SCONJ
cana-6284	135	2	ai	ai	PROPN
cana-6284	135	3	systems	system	NOUN
cana-6284	135	4	are	be	AUX
cana-6284	135	5	engaging	engage	VERB
cana-6284	135	6	in	in	ADP
cana-6284	135	7	the	the	DET
cana-6284	135	8	process	process	NOUN
cana-6284	135	9	of	of	ADP
cana-6284	135	10	data	datum	NOUN
cana-6284	135	11	validation	validation	NOUN
cana-6284	135	12	,	,	PUNCT
cana-6284	135	13	which	which	PRON
cana-6284	135	14	may	may	AUX
cana-6284	135	15	be	be	AUX
cana-6284	135	16	correcting	correct	VERB
cana-6284	135	17	patient	patient	ADJ
cana-6284	135	18	data	datum	NOUN
cana-6284	135	19	on	on	ADP
cana-6284	135	20	autopilot	autopilot	NOUN
cana-6284	135	21	,	,	PUNCT
cana-6284	135	22	research	research	NOUN
cana-6284	135	23	must	must	AUX
cana-6284	135	24	consider	consider	VERB
cana-6284	135	25	the	the	DET
cana-6284	135	26	issue	issue	NOUN
cana-6284	135	27	of	of	ADP
cana-6284	135	28	accountability	accountability	NOUN
cana-6284	135	29	,	,	PUNCT
cana-6284	135	30	data	data	NOUN
cana-6284	135	31	traceability	traceability	NOUN
cana-6284	135	32	,	,	PUNCT
cana-6284	135	33	and	and	CCONJ
cana-6284	135	34	adherence	adherence	NOUN
cana-6284	135	35	to	to	ADP
cana-6284	135	36	privacy	privacy	NOUN
cana-6284	135	37	standards	standard	NOUN
cana-6284	135	38	like	like	ADP
cana-6284	135	39	hipaa	hipaa	NOUN
cana-6284	135	40	and	and	CCONJ
cana-6284	135	41	gdpr	gdpr	NOUN
cana-6284	135	42	.	.	PUNCT
cana-6284	136	1	the	the	DET
cana-6284	136	2	next	next	ADJ
cana-6284	136	3	generation	generation	NOUN
cana-6284	136	4	of	of	ADP
cana-6284	136	5	work	work	NOUN
cana-6284	136	6	must	must	AUX
cana-6284	136	7	come	come	VERB
cana-6284	136	8	up	up	ADP
cana-6284	136	9	with	with	ADP
cana-6284	136	10	systems	system	NOUN
cana-6284	136	11	of	of	ADP
cana-6284	136	12	auditable	auditable	ADJ
cana-6284	136	13	ai	ai	NOUN
cana-6284	136	14	decision	decision	NOUN
cana-6284	136	15	logs	log	NOUN
cana-6284	136	16	to	to	PART
cana-6284	136	17	save	save	VERB
cana-6284	136	18	the	the	DET
cana-6284	136	19	medical	medical	ADJ
cana-6284	136	20	governance	governance	NOUN
cana-6284	136	21	standards	standard	NOUN
cana-6284	136	22	.	.	PUNCT
cana-6284	137	1	5.4	5.4	NUM
cana-6284	137	2	.	.	PUNCT
cana-6284	138	1	cross	cross	ADJ
cana-6284	138	2	-	-	ADJ
cana-6284	138	3	institutional	institutional	ADJ
cana-6284	138	4	interoperability	interoperability	NOUN
cana-6284	138	5	ai	ai	VERB
cana-6284	138	6	models	model	NOUN
cana-6284	138	7	should	should	AUX
cana-6284	138	8	be	be	AUX
cana-6284	138	9	applicable	applicable	ADJ
cana-6284	138	10	to	to	ADP
cana-6284	138	11	heterogeneous	heterogeneous	ADJ
cana-6284	138	12	healthcare	healthcare	NOUN
cana-6284	138	13	settings	setting	NOUN
cana-6284	138	14	.	.	PUNCT
cana-6284	139	1	the	the	DET
cana-6284	139	2	next	next	ADJ
cana-6284	139	3	generation	generation	NOUN
cana-6284	139	4	systems	system	NOUN
cana-6284	139	5	should	should	AUX
cana-6284	139	6	aim	aim	VERB
cana-6284	139	7	at	at	ADP
cana-6284	139	8	domain	domain	NOUN
cana-6284	139	9	adaptation	adaptation	NOUN
cana-6284	139	10	methods	method	NOUN
cana-6284	139	11	,	,	PUNCT
cana-6284	139	12	federated	federated	ADJ
cana-6284	139	13	learning	learning	NOUN
cana-6284	139	14	,	,	PUNCT
cana-6284	139	15	and	and	CCONJ
cana-6284	139	16	transfer	transfer	VERB
cana-6284	139	17	learning	learn	VERB
cana-6284	139	18	to	to	PART
cana-6284	139	19	facilitate	facilitate	VERB
cana-6284	139	20	validation	validation	NOUN
cana-6284	139	21	in	in	ADP
cana-6284	139	22	different	different	ADJ
cana-6284	139	23	hospitals	hospital	NOUN
cana-6284	139	24	and	and	CCONJ
cana-6284	139	25	ehr	ehr	NOUN
cana-6284	139	26	systems	system	NOUN
cana-6284	139	27	without	without	ADP
cana-6284	139	28	necessarily	necessarily	ADV
cana-6284	139	29	centralizing	centralize	VERB
cana-6284	139	30	sensitive	sensitive	ADJ
cana-6284	139	31	information	information	NOUN
cana-6284	139	32	.	.	PUNCT
cana-6284	140	1	5.5	5.5	NUM
cana-6284	140	2	.	.	PUNCT
cana-6284	141	1	human	human	NOUN
cana-6284	141	2	-	-	PUNCT
cana-6284	141	3	in	in	ADP
cana-6284	141	4	-	-	PUNCT
cana-6284	141	5	the	the	DET
cana-6284	141	6	-	-	PUNCT
cana-6284	141	7	loop	loop	NOUN
cana-6284	141	8	validation	validation	NOUN
cana-6284	141	9	although	although	SCONJ
cana-6284	141	10	automation	automation	NOUN
cana-6284	141	11	is	be	AUX
cana-6284	141	12	used	use	VERB
cana-6284	141	13	,	,	PUNCT
cana-6284	141	14	human	human	ADJ
cana-6284	141	15	supervision	supervision	NOUN
cana-6284	141	16	is	be	AUX
cana-6284	141	17	key	key	ADJ
cana-6284	141	18	in	in	ADP
cana-6284	141	19	healthcare	healthcare	PROPN
cana-6284	141	20	.	.	PUNCT
cana-6284	142	1	the	the	DET
cana-6284	142	2	area	area	NOUN
cana-6284	142	3	of	of	ADP
cana-6284	142	4	hybrid	hybrid	NOUN
cana-6284	142	5	model	model	NOUN
cana-6284	142	6	research	research	NOUN
cana-6284	142	7	should	should	AUX
cana-6284	142	8	be	be	AUX
cana-6284	142	9	examined	examine	VERB
cana-6284	142	10	in	in	ADP
cana-6284	142	11	which	which	PRON
cana-6284	142	12	ai	ai	VERB
cana-6284	142	13	offers	offer	VERB
cana-6284	142	14	suggestions	suggestion	NOUN
cana-6284	142	15	,	,	PUNCT
cana-6284	142	16	but	but	CCONJ
cana-6284	142	17	the	the	DET
cana-6284	142	18	ultimate	ultimate	ADJ
cana-6284	142	19	decision	decision	NOUN
cana-6284	142	20	rests	rest	VERB
cana-6284	142	21	communications	communication	NOUN
cana-6284	142	22	on	on	ADP
cana-6284	142	23	applied	apply	VERB
cana-6284	142	24	nonlinear	nonlinear	ADJ
cana-6284	142	25	analysis	analysis	NOUN
cana-6284	142	26	issn	issn	NOUN
cana-6284	142	27	:	:	PUNCT
cana-6284	142	28	1074	1074	NUM
cana-6284	142	29	-	-	PUNCT
cana-6284	142	30	133x	133x	NUM
cana-6284	142	31	vol	vol	NOUN
cana-6284	142	32	32	32	NUM
cana-6284	142	33	no	no	NOUN
cana-6284	142	34	.	.	PUNCT
cana-6284	143	1	1s	1s	NUM
cana-6284	143	2	(	(	PUNCT
cana-6284	143	3	2025	2025	NUM
cana-6284	143	4	)	)	PUNCT
cana-6284	143	5	734	734	NUM
cana-6284	143	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	143	7	with	with	ADP
cana-6284	143	8	clinicians	clinician	NOUN
cana-6284	143	9	or	or	CCONJ
cana-6284	143	10	data	datum	NOUN
cana-6284	143	11	stewards	steward	NOUN
cana-6284	143	12	,	,	PUNCT
cana-6284	143	13	so	so	SCONJ
cana-6284	143	14	that	that	SCONJ
cana-6284	143	15	the	the	DET
cana-6284	143	16	model	model	NOUN
cana-6284	143	17	remains	remain	VERB
cana-6284	143	18	efficient	efficient	ADJ
cana-6284	143	19	and	and	CCONJ
cana-6284	143	20	contextually	contextually	ADV
cana-6284	143	21	appropriate	appropriate	ADJ
cana-6284	143	22	.	.	PUNCT
cana-6284	144	1	5.6	5.6	NUM
cana-6284	144	2	.	.	PUNCT
cana-6284	144	3	clinical	clinical	ADJ
cana-6284	144	4	workflow	workflow	NOUN
cana-6284	144	5	integration	integration	NOUN
cana-6284	144	6	.	.	PUNCT
cana-6284	145	1	the	the	DET
cana-6284	145	2	next	next	ADJ
cana-6284	145	3	generation	generation	NOUN
cana-6284	145	4	of	of	ADP
cana-6284	145	5	research	research	NOUN
cana-6284	145	6	must	must	AUX
cana-6284	145	7	involve	involve	VERB
cana-6284	145	8	a	a	DET
cana-6284	145	9	focus	focus	NOUN
cana-6284	145	10	on	on	ADP
cana-6284	145	11	the	the	DET
cana-6284	145	12	successful	successful	ADJ
cana-6284	145	13	implementation	implementation	NOUN
cana-6284	145	14	of	of	ADP
cana-6284	145	15	an	an	DET
cana-6284	145	16	ai	ai	NOUN
cana-6284	145	17	-	-	PUNCT
cana-6284	145	18	driven	drive	VERB
cana-6284	145	19	validation	validation	NOUN
cana-6284	145	20	tool	tool	NOUN
cana-6284	145	21	into	into	ADP
cana-6284	145	22	the	the	DET
cana-6284	145	23	existing	exist	VERB
cana-6284	145	24	health	health	NOUN
cana-6284	145	25	it	it	PRON
cana-6284	145	26	systems	system	NOUN
cana-6284	145	27	.	.	PUNCT
cana-6284	146	1	this	this	PRON
cana-6284	146	2	constitutes	constitute	VERB
cana-6284	146	3	interoperable	interoperable	ADJ
cana-6284	146	4	apis	apis	ADJ
cana-6284	146	5	,	,	PUNCT
cana-6284	146	6	real	real	ADJ
cana-6284	146	7	-	-	PUNCT
cana-6284	146	8	time	time	NOUN
cana-6284	146	9	dashboards	dashboard	NOUN
cana-6284	146	10	,	,	PUNCT
cana-6284	146	11	and	and	CCONJ
cana-6284	146	12	decision	decision	NOUN
cana-6284	146	13	support	support	NOUN
cana-6284	146	14	systems	system	NOUN
cana-6284	146	15	,	,	PUNCT
cana-6284	146	16	which	which	PRON
cana-6284	146	17	are	be	AUX
cana-6284	146	18	congruent	congruent	ADJ
cana-6284	146	19	with	with	ADP
cana-6284	146	20	day	day	NOUN
cana-6284	146	21	-	-	PUNCT
cana-6284	146	22	today	today	NOUN
cana-6284	146	23	clinical	clinical	ADJ
cana-6284	146	24	activities	activity	NOUN
cana-6284	146	25	.	.	PUNCT
cana-6284	147	1	6	6	X
cana-6284	147	2	.	.	X
cana-6284	147	3	conclusion	conclusion	NOUN
cana-6284	147	4	it	it	PRON
cana-6284	147	5	is	be	AUX
cana-6284	147	6	important	important	ADJ
cana-6284	147	7	to	to	PART
cana-6284	147	8	emphasize	emphasize	VERB
cana-6284	147	9	that	that	SCONJ
cana-6284	147	10	data	datum	NOUN
cana-6284	147	11	quality	quality	NOUN
cana-6284	147	12	validation	validation	NOUN
cana-6284	147	13	is	be	AUX
cana-6284	147	14	a	a	DET
cana-6284	147	15	critical	critical	ADJ
cana-6284	147	16	issue	issue	NOUN
cana-6284	147	17	because	because	SCONJ
cana-6284	147	18	of	of	ADP
cana-6284	147	19	the	the	DET
cana-6284	147	20	ongoing	ongoing	ADJ
cana-6284	147	21	reliance	reliance	NOUN
cana-6284	147	22	on	on	ADP
cana-6284	147	23	healthcare	healthcare	PROPN
cana-6284	147	24	data	datum	NOUN
cana-6284	147	25	to	to	PART
cana-6284	147	26	make	make	VERB
cana-6284	147	27	decisions	decision	NOUN
cana-6284	147	28	and	and	CCONJ
cana-6284	147	29	carry	carry	VERB
cana-6284	147	30	out	out	ADP
cana-6284	147	31	clinical	clinical	ADJ
cana-6284	147	32	research	research	NOUN
cana-6284	147	33	and	and	CCONJ
cana-6284	147	34	design	design	NOUN
cana-6284	147	35	health	health	NOUN
cana-6284	147	36	policy	policy	NOUN
cana-6284	147	37	.	.	PUNCT
cana-6284	148	1	the	the	DET
cana-6284	148	2	old	old	ADJ
cana-6284	148	3	approaches	approach	NOUN
cana-6284	148	4	employed	employ	VERB
cana-6284	148	5	,	,	PUNCT
cana-6284	148	6	which	which	PRON
cana-6284	148	7	consist	consist	VERB
cana-6284	148	8	of	of	ADP
cana-6284	148	9	manual	manual	ADJ
cana-6284	148	10	auditing	auditing	NOUN
cana-6284	148	11	and	and	CCONJ
cana-6284	148	12	rule	rule	NOUN
cana-6284	148	13	-	-	PUNCT
cana-6284	148	14	based	base	VERB
cana-6284	148	15	systems	system	NOUN
cana-6284	148	16	,	,	PUNCT
cana-6284	148	17	can	can	AUX
cana-6284	148	18	not	not	PART
cana-6284	148	19	compete	compete	VERB
cana-6284	148	20	in	in	ADP
cana-6284	148	21	size	size	NOUN
cana-6284	148	22	and	and	CCONJ
cana-6284	148	23	versatility	versatility	NOUN
cana-6284	148	24	with	with	ADP
cana-6284	148	25	the	the	DET
cana-6284	148	26	existing	exist	VERB
cana-6284	148	27	healthcare	healthcare	NOUN
cana-6284	148	28	demands	demand	NOUN
cana-6284	148	29	.	.	PUNCT
cana-6284	149	1	this	this	DET
cana-6284	149	2	review	review	NOUN
cana-6284	149	3	demonstrates	demonstrate	VERB
cana-6284	149	4	that	that	SCONJ
cana-6284	149	5	ai	ai	NOUN
cana-6284	149	6	-	-	PUNCT
cana-6284	149	7	based	base	VERB
cana-6284	149	8	frameworks	framework	NOUN
cana-6284	149	9	are	be	AUX
cana-6284	149	10	an	an	DET
cana-6284	149	11	excellent	excellent	ADJ
cana-6284	149	12	alternative	alternative	NOUN
cana-6284	149	13	,	,	PUNCT
cana-6284	149	14	which	which	PRON
cana-6284	149	15	can	can	AUX
cana-6284	149	16	offer	offer	VERB
cana-6284	149	17	real	real	ADJ
cana-6284	149	18	-	-	PUNCT
cana-6284	149	19	time	time	NOUN
cana-6284	149	20	,	,	PUNCT
cana-6284	149	21	scalable	scalable	ADJ
cana-6284	149	22	,	,	PUNCT
cana-6284	149	23	and	and	CCONJ
cana-6284	149	24	intelligent	intelligent	ADJ
cana-6284	149	25	applications	application	NOUN
cana-6284	149	26	of	of	ADP
cana-6284	149	27	data	datum	NOUN
cana-6284	149	28	quality	quality	NOUN
cana-6284	149	29	assurance	assurance	NOUN
cana-6284	149	30	of	of	ADP
cana-6284	149	31	both	both	CCONJ
cana-6284	149	32	structured	structured	ADJ
cana-6284	149	33	and	and	CCONJ
cana-6284	149	34	unstructured	unstructured	ADJ
cana-6284	149	35	data	datum	NOUN
cana-6284	149	36	.	.	PUNCT
cana-6284	150	1	the	the	DET
cana-6284	150	2	argument	argument	NOUN
cana-6284	150	3	,	,	PUNCT
cana-6284	150	4	backed	back	VERB
cana-6284	150	5	by	by	ADP
cana-6284	150	6	the	the	DET
cana-6284	150	7	theoretical	theoretical	ADJ
cana-6284	150	8	framework	framework	NOUN
cana-6284	150	9	and	and	CCONJ
cana-6284	150	10	validation	validation	NOUN
cana-6284	150	11	results	result	NOUN
cana-6284	150	12	provided	provide	VERB
cana-6284	150	13	,	,	PUNCT
cana-6284	150	14	is	be	AUX
cana-6284	150	15	that	that	SCONJ
cana-6284	150	16	the	the	DET
cana-6284	150	17	reliability	reliability	NOUN
cana-6284	150	18	of	of	ADP
cana-6284	150	19	the	the	DET
cana-6284	150	20	data	datum	NOUN
cana-6284	150	21	can	can	AUX
cana-6284	150	22	be	be	AUX
cana-6284	150	23	increased	increase	VERB
cana-6284	150	24	by	by	ADP
cana-6284	150	25	a	a	DET
cana-6284	150	26	significant	significant	ADJ
cana-6284	150	27	margin	margin	NOUN
cana-6284	150	28	through	through	ADP
cana-6284	150	29	the	the	DET
cana-6284	150	30	use	use	NOUN
cana-6284	150	31	of	of	ADP
cana-6284	150	32	ai	ai	PRON
cana-6284	150	33	algorithms	algorithm	NOUN
cana-6284	150	34	,	,	PUNCT
cana-6284	150	35	including	include	VERB
cana-6284	150	36	anomaly	anomaly	NOUN
cana-6284	150	37	detection	detection	NOUN
cana-6284	150	38	and	and	CCONJ
cana-6284	150	39	natural	natural	ADJ
cana-6284	150	40	language	language	NOUN
cana-6284	150	41	processing	processing	NOUN
cana-6284	150	42	,	,	PUNCT
cana-6284	150	43	federated	federated	ADJ
cana-6284	150	44	learning	learning	NOUN
cana-6284	150	45	,	,	PUNCT
cana-6284	150	46	and	and	CCONJ
cana-6284	150	47	knowledge	knowledge	NOUN
cana-6284	150	48	graphs	graph	NOUN
cana-6284	150	49	.	.	PUNCT
cana-6284	151	1	its	its	PRON
cana-6284	151	2	primary	primary	ADJ
cana-6284	151	3	benefits	benefit	NOUN
cana-6284	151	4	include	include	VERB
cana-6284	151	5	increased	increase	VERB
cana-6284	151	6	accuracy	accuracy	NOUN
cana-6284	151	7	,	,	PUNCT
cana-6284	151	8	speed	speed	NOUN
cana-6284	151	9	of	of	ADP
cana-6284	151	10	error	error	NOUN
cana-6284	151	11	detection	detection	NOUN
cana-6284	151	12	,	,	PUNCT
cana-6284	151	13	as	as	ADV
cana-6284	151	14	well	well	ADV
cana-6284	151	15	as	as	ADP
cana-6284	151	16	the	the	DET
cana-6284	151	17	semantic	semantic	ADJ
cana-6284	151	18	alignment	alignment	NOUN
cana-6284	151	19	of	of	ADP
cana-6284	151	20	data	datum	NOUN
cana-6284	151	21	among	among	ADP
cana-6284	151	22	different	different	ADJ
cana-6284	151	23	sources	source	NOUN
cana-6284	151	24	.	.	PUNCT
cana-6284	152	1	still	still	ADV
cana-6284	152	2	,	,	PUNCT
cana-6284	152	3	traps	trap	NOUN
cana-6284	152	4	of	of	ADP
cana-6284	152	5	opaque	opaque	ADJ
cana-6284	152	6	nature	nature	NOUN
cana-6284	152	7	,	,	PUNCT
cana-6284	152	8	intrusion	intrusion	NOUN
cana-6284	152	9	of	of	ADP
cana-6284	152	10	privacy	privacy	NOUN
cana-6284	152	11	,	,	PUNCT
cana-6284	152	12	and	and	CCONJ
cana-6284	152	13	generalization	generalization	NOUN
cana-6284	152	14	into	into	ADP
cana-6284	152	15	new	new	ADJ
cana-6284	152	16	realms	realm	NOUN
cana-6284	152	17	are	be	AUX
cana-6284	152	18	impediments	impediment	NOUN
cana-6284	152	19	to	to	ADP
cana-6284	152	20	massive	massive	ADJ
cana-6284	152	21	implementation	implementation	NOUN
cana-6284	152	22	.	.	PUNCT
cana-6284	153	1	future	future	ADJ
cana-6284	153	2	developments	development	NOUN
cana-6284	153	3	should	should	AUX
cana-6284	153	4	focus	focus	VERB
cana-6284	153	5	on	on	ADP
cana-6284	153	6	transparency	transparency	NOUN
cana-6284	153	7	,	,	PUNCT
cana-6284	153	8	ethical	ethical	ADJ
cana-6284	153	9	implementation	implementation	NOUN
cana-6284	153	10	,	,	PUNCT
cana-6284	153	11	interoperability	interoperability	NOUN
cana-6284	153	12	across	across	ADP
cana-6284	153	13	platforms	platform	NOUN
cana-6284	153	14	,	,	PUNCT
cana-6284	153	15	and	and	CCONJ
cana-6284	153	16	clinical	clinical	ADJ
cana-6284	153	17	applicability	applicability	NOUN
cana-6284	153	18	.	.	PUNCT
cana-6284	154	1	after	after	ADP
cana-6284	154	2	the	the	DET
cana-6284	154	3	additional	additional	ADJ
cana-6284	154	4	development	development	NOUN
cana-6284	154	5	of	of	ADP
cana-6284	154	6	ai	ai	PROPN
cana-6284	154	7	systems	system	NOUN
cana-6284	154	8	,	,	PUNCT
cana-6284	154	9	they	they	PRON
cana-6284	154	10	will	will	AUX
cana-6284	154	11	become	become	VERB
cana-6284	154	12	a	a	DET
cana-6284	154	13	part	part	NOUN
cana-6284	154	14	of	of	ADP
cana-6284	154	15	the	the	DET
cana-6284	154	16	future	future	ADJ
cana-6284	154	17	digital	digital	ADJ
cana-6284	154	18	health	health	NOUN
cana-6284	154	19	architecture	architecture	NOUN
cana-6284	154	20	to	to	PART
cana-6284	154	21	enhance	enhance	VERB
cana-6284	154	22	trust	trust	NOUN
cana-6284	154	23	,	,	PUNCT
cana-6284	154	24	safety	safety	NOUN
cana-6284	154	25	,	,	PUNCT
cana-6284	154	26	and	and	CCONJ
cana-6284	154	27	efficiency	efficiency	NOUN
cana-6284	154	28	in	in	ADP
cana-6284	154	29	medical	medical	ADJ
cana-6284	154	30	care	care	NOUN
cana-6284	154	31	provision	provision	NOUN
cana-6284	154	32	as	as	ADP
cana-6284	154	33	a	a	DET
cana-6284	154	34	result	result	NOUN
cana-6284	154	35	of	of	ADP
cana-6284	154	36	robust	robust	ADJ
cana-6284	154	37	data	datum	NOUN
cana-6284	154	38	validation	validation	NOUN
cana-6284	154	39	.	.	PUNCT
cana-6284	155	1	conflict	conflict	NOUN
cana-6284	155	2	of	of	ADP
cana-6284	155	3	interest	interest	NOUN
cana-6284	155	4	:	:	PUNCT
cana-6284	155	5	this	this	DET
cana-6284	155	6	research	research	NOUN
cana-6284	155	7	was	be	AUX
cana-6284	155	8	conducted	conduct	VERB
cana-6284	155	9	independently	independently	ADV
cana-6284	155	10	and	and	CCONJ
cana-6284	155	11	is	be	AUX
cana-6284	155	12	not	not	PART
cana-6284	155	13	associated	associate	VERB
cana-6284	155	14	with	with	ADP
cana-6284	155	15	,	,	PUNCT
cana-6284	155	16	sponsored	sponsor	VERB
cana-6284	155	17	by	by	ADP
cana-6284	155	18	,	,	PUNCT
cana-6284	155	19	or	or	CCONJ
cana-6284	155	20	representative	representative	NOUN
cana-6284	155	21	of	of	ADP
cana-6284	155	22	the	the	DET
cana-6284	155	23	views	view	NOUN
cana-6284	155	24	of	of	ADP
cana-6284	155	25	eli	eli	PROPN
cana-6284	155	26	lilly	lilly	PROPN
cana-6284	155	27	and	and	CCONJ
cana-6284	155	28	company	company	NOUN
cana-6284	155	29	.	.	PUNCT
cana-6284	156	1	references	reference	NOUN
cana-6284	156	2	[	[	X
cana-6284	156	3	1	1	NUM
cana-6284	156	4	]	]	X
cana-6284	156	5	wang	wang	PROPN
cana-6284	156	6	,	,	PUNCT
cana-6284	156	7	y.	y.	PROPN
cana-6284	156	8	,	,	PUNCT
cana-6284	156	9	kung	kung	PROPN
cana-6284	156	10	,	,	PUNCT
cana-6284	156	11	l.	l.	PROPN
cana-6284	156	12	,	,	PUNCT
cana-6284	156	13	&	&	CCONJ
cana-6284	156	14	byrd	byrd	PROPN
cana-6284	156	15	,	,	PUNCT
cana-6284	156	16	t.	t.	NOUN
cana-6284	156	17	a.	a.	NOUN
cana-6284	156	18	(	(	PUNCT
cana-6284	156	19	2018	2018	NUM
cana-6284	156	20	)	)	PUNCT
cana-6284	156	21	.	.	PUNCT
cana-6284	157	1	big	big	ADJ
cana-6284	157	2	data	datum	NOUN
cana-6284	157	3	analytics	analytic	NOUN
cana-6284	157	4	:	:	PUNCT
cana-6284	157	5	understanding	understand	VERB
cana-6284	157	6	its	its	PRON
cana-6284	157	7	capabilities	capability	NOUN
cana-6284	157	8	and	and	CCONJ
cana-6284	157	9	potential	potential	ADJ
cana-6284	157	10	benefits	benefit	NOUN
cana-6284	157	11	for	for	ADP
cana-6284	157	12	healthcare	healthcare	NOUN
cana-6284	157	13	organizations	organization	NOUN
cana-6284	157	14	.	.	PUNCT
cana-6284	158	1	technological	technological	ADJ
cana-6284	158	2	forecasting	forecasting	NOUN
cana-6284	158	3	and	and	CCONJ
cana-6284	158	4	social	social	ADJ
cana-6284	158	5	change	change	NOUN
cana-6284	158	6	,	,	PUNCT
cana-6284	158	7	126	126	NUM
cana-6284	158	8	,	,	PUNCT
cana-6284	158	9	3–13	3–13	NUM
cana-6284	158	10	.	.	PUNCT
cana-6284	159	1	[	[	X
cana-6284	159	2	2	2	NUM
cana-6284	159	3	]	]	X
cana-6284	159	4	kahn	kahn	PROPN
cana-6284	159	5	,	,	PUNCT
cana-6284	159	6	m.	m.	NOUN
cana-6284	159	7	g.	g.	PROPN
cana-6284	159	8	,	,	PUNCT
cana-6284	159	9	callahan	callahan	PROPN
cana-6284	159	10	,	,	PUNCT
cana-6284	159	11	t.	t.	PROPN
cana-6284	159	12	j.	j.	PROPN
cana-6284	159	13	,	,	PUNCT
cana-6284	159	14	barnard	barnard	PROPN
cana-6284	159	15	,	,	PUNCT
cana-6284	159	16	j.	j.	PROPN
cana-6284	159	17	,	,	PUNCT
cana-6284	159	18	bauck	bauck	PROPN
cana-6284	159	19	,	,	PUNCT
cana-6284	159	20	a.	a.	PROPN
cana-6284	159	21	e.	e.	PROPN
cana-6284	159	22	,	,	PUNCT
cana-6284	159	23	brown	brown	PROPN
cana-6284	159	24	,	,	PUNCT
cana-6284	159	25	j.	j.	PROPN
cana-6284	159	26	,	,	PUNCT
cana-6284	159	27	davidson	davidson	PROPN
cana-6284	159	28	,	,	PUNCT
cana-6284	159	29	b.	b.	PROPN
cana-6284	159	30	n.	n.	PROPN
cana-6284	159	31	,	,	PUNCT
cana-6284	159	32	...	...	PUNCT
cana-6284	159	33	&	&	CCONJ
cana-6284	159	34	schilling	schilling	PROPN
cana-6284	159	35	,	,	PUNCT
cana-6284	159	36	l.	l.	PROPN
cana-6284	159	37	m.	m.	PROPN
cana-6284	159	38	(	(	PUNCT
cana-6284	159	39	2016	2016	NUM
cana-6284	159	40	)	)	PUNCT
cana-6284	159	41	.	.	PUNCT
cana-6284	160	1	a	a	DET
cana-6284	160	2	harmonized	harmonized	ADJ
cana-6284	160	3	data	data	NOUN
cana-6284	160	4	quality	quality	NOUN
cana-6284	160	5	assessment	assessment	NOUN
cana-6284	160	6	terminology	terminology	NOUN
cana-6284	160	7	and	and	CCONJ
cana-6284	160	8	framework	framework	NOUN
cana-6284	160	9	for	for	ADP
cana-6284	160	10	the	the	DET
cana-6284	160	11	secondary	secondary	ADJ
cana-6284	160	12	use	use	NOUN
cana-6284	160	13	of	of	ADP
cana-6284	160	14	electronic	electronic	ADJ
cana-6284	160	15	health	health	NOUN
cana-6284	160	16	record	record	NOUN
cana-6284	160	17	data	datum	NOUN
cana-6284	160	18	.	.	PUNCT
cana-6284	161	1	egems	egem	NOUN
cana-6284	161	2	,	,	PUNCT
cana-6284	161	3	4(1	4(1	NOUN
cana-6284	161	4	)	)	PUNCT
cana-6284	161	5	,	,	PUNCT
cana-6284	161	6	18	18	NUM
cana-6284	161	7	.	.	PUNCT
cana-6284	162	1	[	[	X
cana-6284	162	2	3	3	NUM
cana-6284	162	3	]	]	X
cana-6284	162	4	beam	beam	NOUN
cana-6284	162	5	,	,	PUNCT
cana-6284	162	6	a.	a.	PROPN
cana-6284	162	7	l.	l.	PROPN
cana-6284	162	8	,	,	PUNCT
cana-6284	162	9	&	&	CCONJ
cana-6284	162	10	kohane	kohane	PROPN
cana-6284	162	11	,	,	PUNCT
cana-6284	162	12	i.	i.	PROPN
cana-6284	162	13	s.	s.	PROPN
cana-6284	162	14	(	(	PUNCT
cana-6284	162	15	2018	2018	NUM
cana-6284	162	16	)	)	PUNCT
cana-6284	162	17	.	.	PUNCT
cana-6284	163	1	big	big	ADJ
cana-6284	163	2	data	datum	NOUN
cana-6284	163	3	and	and	CCONJ
cana-6284	163	4	machine	machine	NOUN
cana-6284	163	5	learning	learning	NOUN
cana-6284	163	6	in	in	ADP
cana-6284	163	7	health	health	NOUN
cana-6284	163	8	care	care	NOUN
cana-6284	163	9	.	.	PUNCT
cana-6284	164	1	jama	jama	PROPN
cana-6284	164	2	,	,	PUNCT
cana-6284	164	3	319(13	319(13	NUM
cana-6284	164	4	)	)	PUNCT
cana-6284	164	5	,	,	PUNCT
cana-6284	164	6	1317–1318	1317–1318	NUM
cana-6284	164	7	.	.	PUNCT
cana-6284	165	1	[	[	X
cana-6284	165	2	4	4	NUM
cana-6284	165	3	]	]	X
cana-6284	165	4	shilo	shilo	PROPN
cana-6284	165	5	,	,	PUNCT
cana-6284	165	6	s.	s.	PROPN
cana-6284	165	7	,	,	PUNCT
cana-6284	165	8	rossman	rossman	PROPN
cana-6284	165	9	,	,	PUNCT
cana-6284	165	10	h.	h.	PROPN
cana-6284	165	11	,	,	PUNCT
cana-6284	165	12	&	&	CCONJ
cana-6284	165	13	segal	segal	PROPN
cana-6284	165	14	,	,	PUNCT
cana-6284	165	15	e.	e.	PROPN
cana-6284	165	16	(	(	PUNCT
cana-6284	165	17	2020	2020	NUM
cana-6284	165	18	)	)	PUNCT
cana-6284	165	19	.	.	PUNCT
cana-6284	166	1	axes	axis	NOUN
cana-6284	166	2	of	of	ADP
cana-6284	166	3	a	a	DET
cana-6284	166	4	revolution	revolution	NOUN
cana-6284	166	5	:	:	PUNCT
cana-6284	166	6	challenges	challenge	NOUN
cana-6284	166	7	and	and	CCONJ
cana-6284	166	8	promises	promise	NOUN
cana-6284	166	9	of	of	ADP
cana-6284	166	10	big	big	ADJ
cana-6284	166	11	data	datum	NOUN
cana-6284	166	12	in	in	ADP
cana-6284	166	13	healthcare	healthcare	PROPN
cana-6284	166	14	.	.	PUNCT
cana-6284	167	1	nature	nature	NOUN
cana-6284	167	2	medicine	medicine	NOUN
cana-6284	167	3	,	,	PUNCT
cana-6284	167	4	26(1	26(1	NUM
cana-6284	167	5	)	)	PUNCT
cana-6284	167	6	,	,	PUNCT
cana-6284	167	7	29–38	29–38	NUM
cana-6284	167	8	.	.	PUNCT
cana-6284	168	1	communications	communication	NOUN
cana-6284	168	2	on	on	ADP
cana-6284	168	3	applied	apply	VERB
cana-6284	168	4	nonlinear	nonlinear	ADJ
cana-6284	168	5	analysis	analysis	NOUN
cana-6284	168	6	issn	issn	NOUN
cana-6284	168	7	:	:	PUNCT
cana-6284	168	8	1074	1074	NUM
cana-6284	168	9	-	-	PUNCT
cana-6284	168	10	133x	133x	NUM
cana-6284	168	11	vol	vol	NOUN
cana-6284	168	12	32	32	NUM
cana-6284	168	13	no	no	NOUN
cana-6284	168	14	.	.	PUNCT
cana-6284	169	1	1s	1s	NUM
cana-6284	169	2	(	(	PUNCT
cana-6284	169	3	2025	2025	NUM
cana-6284	169	4	)	)	PUNCT
cana-6284	169	5	735	735	NUM
cana-6284	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	170	1	[	[	X
cana-6284	170	2	5	5	NUM
cana-6284	170	3	]	]	PUNCT
cana-6284	170	4	price	price	NOUN
cana-6284	170	5	,	,	PUNCT
cana-6284	170	6	w.	w.	PROPN
cana-6284	170	7	n.	n.	PROPN
cana-6284	170	8	,	,	PUNCT
cana-6284	170	9	&	&	CCONJ
cana-6284	170	10	cohen	cohen	PROPN
cana-6284	170	11	,	,	PUNCT
cana-6284	170	12	i.	i.	PROPN
cana-6284	170	13	g.	g.	PROPN
cana-6284	170	14	(	(	PUNCT
cana-6284	170	15	2019	2019	NUM
cana-6284	170	16	)	)	PUNCT
cana-6284	170	17	.	.	PUNCT
cana-6284	171	1	privacy	privacy	NOUN
cana-6284	171	2	in	in	ADP
cana-6284	171	3	the	the	DET
cana-6284	171	4	age	age	NOUN
cana-6284	171	5	of	of	ADP
cana-6284	171	6	medical	medical	ADJ
cana-6284	171	7	big	big	ADJ
cana-6284	171	8	data	datum	NOUN
cana-6284	171	9	.	.	PUNCT
cana-6284	172	1	nature	nature	NOUN
cana-6284	172	2	medicine	medicine	PROPN
cana-6284	172	3	,	,	PUNCT
cana-6284	172	4	25(1	25(1	NUM
cana-6284	172	5	)	)	PUNCT
cana-6284	172	6	,	,	PUNCT
cana-6284	172	7	37–43	37–43	NUM
cana-6284	172	8	.	.	PUNCT
cana-6284	173	1	[	[	X
cana-6284	173	2	6	6	NUM
cana-6284	173	3	]	]	PUNCT
cana-6284	173	4	grossmann	grossmann	PROPN
cana-6284	173	5	,	,	PUNCT
cana-6284	173	6	c.	c.	PROPN
cana-6284	173	7	,	,	PUNCT
cana-6284	173	8	powers	power	NOUN
cana-6284	173	9	,	,	PUNCT
cana-6284	173	10	b.	b.	PROPN
cana-6284	173	11	,	,	PUNCT
cana-6284	173	12	&	&	CCONJ
cana-6284	173	13	mcginnis	mcginnis	PROPN
cana-6284	173	14	,	,	PUNCT
cana-6284	173	15	j.	j.	PROPN
cana-6284	173	16	m.	m.	PROPN
cana-6284	173	17	(	(	PUNCT
cana-6284	173	18	2011	2011	NUM
cana-6284	173	19	)	)	PUNCT
cana-6284	173	20	.	.	PUNCT
cana-6284	174	1	digital	digital	ADJ
cana-6284	174	2	infrastructure	infrastructure	NOUN
cana-6284	174	3	for	for	ADP
cana-6284	174	4	the	the	DET
cana-6284	174	5	learning	learn	VERB
cana-6284	174	6	health	health	NOUN
cana-6284	174	7	system	system	NOUN
cana-6284	174	8	.	.	PUNCT
cana-6284	175	1	the	the	DET
cana-6284	175	2	foundation	foundation	NOUN
cana-6284	175	3	for	for	ADP
cana-6284	175	4	continuous	continuous	ADJ
cana-6284	175	5	improvement	improvement	NOUN
cana-6284	175	6	in	in	ADP
cana-6284	175	7	health	health	NOUN
cana-6284	175	8	and	and	CCONJ
cana-6284	175	9	health	health	NOUN
cana-6284	175	10	care	care	NOUN
cana-6284	175	11	,	,	PUNCT
cana-6284	175	12	2011	2011	NUM
cana-6284	175	13	.	.	PUNCT
cana-6284	176	1	[	[	X
cana-6284	176	2	7	7	NUM
cana-6284	176	3	]	]	SYM
cana-6284	176	4	miotto	miotto	NOUN
cana-6284	176	5	,	,	PUNCT
cana-6284	176	6	r.	r.	PROPN
cana-6284	176	7	,	,	PUNCT
cana-6284	176	8	li	li	PROPN
cana-6284	176	9	,	,	PUNCT
cana-6284	176	10	l.	l.	PROPN
cana-6284	176	11	,	,	PUNCT
cana-6284	176	12	kidd	kidd	PROPN
cana-6284	176	13	,	,	PUNCT
cana-6284	176	14	b.	b.	PROPN
cana-6284	176	15	a.	a.	PROPN
cana-6284	176	16	,	,	PUNCT
cana-6284	176	17	&	&	CCONJ
cana-6284	176	18	dudley	dudley	PROPN
cana-6284	176	19	,	,	PUNCT
cana-6284	176	20	j.	j.	PROPN
cana-6284	176	21	t.	t.	PROPN
cana-6284	176	22	(	(	PUNCT
cana-6284	176	23	2020	2020	NUM
cana-6284	176	24	)	)	PUNCT
cana-6284	176	25	.	.	PUNCT
cana-6284	177	1	deep	deep	ADJ
cana-6284	177	2	patient	patient	NOUN
cana-6284	177	3	:	:	PUNCT
cana-6284	177	4	an	an	DET
cana-6284	177	5	unsupervised	unsupervised	ADJ
cana-6284	177	6	representation	representation	NOUN
cana-6284	177	7	to	to	PART
cana-6284	177	8	predict	predict	VERB
cana-6284	177	9	the	the	DET
cana-6284	177	10	future	future	NOUN
cana-6284	177	11	of	of	ADP
cana-6284	177	12	patients	patient	NOUN
cana-6284	177	13	from	from	ADP
cana-6284	177	14	the	the	DET
cana-6284	177	15	electronic	electronic	ADJ
cana-6284	177	16	health	health	NOUN
cana-6284	177	17	records	record	NOUN
cana-6284	177	18	.	.	PUNCT
cana-6284	178	1	scientific	scientific	ADJ
cana-6284	178	2	reports	report	NOUN
cana-6284	178	3	,	,	PUNCT
cana-6284	178	4	6	6	NUM
cana-6284	178	5	,	,	PUNCT
cana-6284	178	6	26094	26094	NUM
cana-6284	178	7	.	.	PUNCT
cana-6284	179	1	[	[	X
cana-6284	179	2	8	8	NUM
cana-6284	179	3	]	]	X
cana-6284	179	4	zaveri	zaveri	PROPN
cana-6284	179	5	,	,	PUNCT
cana-6284	179	6	a.	a.	NOUN
cana-6284	179	7	,	,	PUNCT
cana-6284	179	8	rula	rula	PROPN
cana-6284	179	9	,	,	PUNCT
cana-6284	179	10	a.	a.	PROPN
cana-6284	179	11	,	,	PUNCT
cana-6284	179	12	maurino	maurino	PROPN
cana-6284	179	13	,	,	PUNCT
cana-6284	179	14	a.	a.	NOUN
cana-6284	179	15	,	,	PUNCT
cana-6284	179	16	pietrobon	pietrobon	PROPN
cana-6284	179	17	,	,	PUNCT
cana-6284	179	18	r.	r.	PROPN
cana-6284	179	19	,	,	PUNCT
cana-6284	179	20	lehmann	lehmann	PROPN
cana-6284	179	21	,	,	PUNCT
cana-6284	179	22	j.	j.	PROPN
cana-6284	179	23	,	,	PUNCT
cana-6284	179	24	&	&	CCONJ
cana-6284	179	25	auer	auer	PROPN
cana-6284	179	26	,	,	PUNCT
cana-6284	179	27	s.	s.	PROPN
cana-6284	179	28	(	(	PUNCT
cana-6284	179	29	2015	2015	NUM
cana-6284	179	30	)	)	PUNCT
cana-6284	179	31	.	.	PUNCT
cana-6284	180	1	quality	quality	NOUN
cana-6284	180	2	assessment	assessment	NOUN
cana-6284	180	3	for	for	ADP
cana-6284	180	4	linked	link	VERB
cana-6284	180	5	data	datum	NOUN
cana-6284	180	6	:	:	PUNCT
cana-6284	180	7	a	a	DET
cana-6284	180	8	survey	survey	NOUN
cana-6284	180	9	:	:	PUNCT
cana-6284	180	10	a	a	DET
cana-6284	180	11	systematic	systematic	ADJ
cana-6284	180	12	literature	literature	NOUN
cana-6284	180	13	review	review	NOUN
cana-6284	180	14	and	and	CCONJ
cana-6284	180	15	conceptual	conceptual	ADJ
cana-6284	180	16	framework	framework	NOUN
cana-6284	180	17	.	.	PUNCT
cana-6284	181	1	semantic	semantic	ADJ
cana-6284	181	2	web	web	NOUN
cana-6284	181	3	,	,	PUNCT
cana-6284	181	4	7(1	7(1	NUM
cana-6284	181	5	)	)	PUNCT
cana-6284	181	6	,	,	PUNCT
cana-6284	181	7	63	63	NUM
cana-6284	181	8	-	-	SYM
cana-6284	181	9	93	93	NUM
cana-6284	181	10	.	.	PUNCT
cana-6284	182	1	[	[	X
cana-6284	182	2	9	9	NUM
cana-6284	182	3	]	]	PUNCT
cana-6284	182	4	choi	choi	NOUN
cana-6284	182	5	,	,	PUNCT
cana-6284	182	6	e.	e.	PROPN
cana-6284	182	7	,	,	PUNCT
cana-6284	182	8	biswal	biswal	PROPN
cana-6284	182	9	,	,	PUNCT
cana-6284	182	10	s.	s.	PROPN
cana-6284	182	11	,	,	PUNCT
cana-6284	182	12	malin	malin	PROPN
cana-6284	182	13	,	,	PUNCT
cana-6284	182	14	b.	b.	PROPN
cana-6284	182	15	,	,	PUNCT
cana-6284	182	16	duke	duke	PROPN
cana-6284	182	17	,	,	PUNCT
cana-6284	182	18	j.	j.	PROPN
cana-6284	182	19	,	,	PUNCT
cana-6284	182	20	stewart	stewart	PROPN
cana-6284	182	21	,	,	PUNCT
cana-6284	182	22	w.	w.	PROPN
cana-6284	182	23	f.	f.	PROPN
cana-6284	182	24	,	,	PUNCT
cana-6284	182	25	&	&	CCONJ
cana-6284	182	26	sun	sun	PROPN
cana-6284	182	27	,	,	PUNCT
cana-6284	182	28	j.	j.	PROPN
cana-6284	182	29	(	(	PUNCT
cana-6284	182	30	2021	2021	NUM
cana-6284	182	31	)	)	PUNCT
cana-6284	182	32	.	.	PUNCT
cana-6284	183	1	generating	generate	VERB
cana-6284	183	2	multilabel	multilabel	NOUN
cana-6284	183	3	discrete	discrete	ADJ
cana-6284	183	4	patient	patient	NOUN
cana-6284	183	5	records	record	NOUN
cana-6284	183	6	using	use	VERB
cana-6284	183	7	generative	generative	ADJ
cana-6284	183	8	adversarial	adversarial	ADJ
cana-6284	183	9	networks	network	NOUN
cana-6284	183	10	.	.	PUNCT
cana-6284	184	1	proceedings	proceeding	NOUN
cana-6284	184	2	of	of	ADP
cana-6284	184	3	the	the	DET
cana-6284	184	4	machine	machine	NOUN
cana-6284	184	5	learning	learn	VERB
cana-6284	184	6	for	for	ADP
cana-6284	184	7	healthcare	healthcare	NOUN
cana-6284	184	8	conference	conference	NOUN
cana-6284	184	9	,	,	PUNCT
cana-6284	184	10	71	71	NUM
cana-6284	184	11	,	,	PUNCT
cana-6284	184	12	286–305	286–305	NUM
cana-6284	184	13	.	.	PUNCT
cana-6284	185	1	[	[	X
cana-6284	185	2	10	10	NUM
cana-6284	185	3	]	]	X
cana-6284	185	4	brisimi	brisimi	NOUN
cana-6284	185	5	,	,	PUNCT
cana-6284	185	6	t.	t.	PROPN
cana-6284	185	7	s.	s.	PROPN
cana-6284	185	8	,	,	PUNCT
cana-6284	185	9	chen	chen	PROPN
cana-6284	185	10	,	,	PUNCT
cana-6284	185	11	r.	r.	PROPN
cana-6284	185	12	,	,	PUNCT
cana-6284	185	13	mela	mela	NOUN
cana-6284	185	14	,	,	PUNCT
cana-6284	185	15	t.	t.	PROPN
cana-6284	185	16	,	,	PUNCT
cana-6284	185	17	olshevsky	olshevsky	PROPN
cana-6284	185	18	,	,	PUNCT
cana-6284	185	19	a.	a.	NOUN
cana-6284	185	20	,	,	PUNCT
cana-6284	185	21	paschalidis	paschalidis	PROPN
cana-6284	185	22	,	,	PUNCT
cana-6284	185	23	i.	i.	PROPN
cana-6284	185	24	c.	c.	PROPN
cana-6284	185	25	,	,	PUNCT
cana-6284	185	26	&	&	CCONJ
cana-6284	185	27	shi	shi	PROPN
cana-6284	185	28	,	,	PUNCT
cana-6284	185	29	w.	w.	PROPN
cana-6284	185	30	(	(	PUNCT
cana-6284	185	31	2022	2022	NUM
cana-6284	185	32	)	)	PUNCT
cana-6284	185	33	.	.	PUNCT
cana-6284	186	1	federated	federated	ADJ
cana-6284	186	2	learning	learning	NOUN
cana-6284	186	3	of	of	ADP
cana-6284	186	4	predictive	predictive	ADJ
cana-6284	186	5	models	model	NOUN
cana-6284	186	6	from	from	ADP
cana-6284	186	7	federated	federated	ADJ
cana-6284	186	8	electronic	electronic	ADJ
cana-6284	186	9	health	health	NOUN
cana-6284	186	10	records	record	NOUN
cana-6284	186	11	.	.	PUNCT
cana-6284	187	1	international	international	ADJ
cana-6284	187	2	journal	journal	PROPN
cana-6284	187	3	of	of	ADP
cana-6284	187	4	medical	medical	ADJ
cana-6284	187	5	informatics	informatic	NOUN
cana-6284	187	6	,	,	PUNCT
cana-6284	187	7	112	112	NUM
cana-6284	187	8	,	,	PUNCT
cana-6284	187	9	59–67	59–67	NUM
cana-6284	187	10	.	.	PUNCT
cana-6284	188	1	[	[	X
cana-6284	188	2	11	11	NUM
cana-6284	188	3	]	]	X
cana-6284	188	4	denny	denny	PROPN
cana-6284	188	5	,	,	PUNCT
cana-6284	188	6	j.	j.	PROPN
cana-6284	188	7	c.	c.	PROPN
cana-6284	188	8	,	,	PUNCT
cana-6284	188	9	spickard	spickard	PROPN
cana-6284	188	10	iii	iii	PROPN
cana-6284	188	11	,	,	PUNCT
cana-6284	188	12	a.	a.	PROPN
cana-6284	188	13	,	,	PUNCT
cana-6284	188	14	johnson	johnson	PROPN
cana-6284	188	15	,	,	PUNCT
cana-6284	188	16	k.	k.	PROPN
cana-6284	188	17	b.	b.	PROPN
cana-6284	188	18	,	,	PUNCT
cana-6284	188	19	peterson	peterson	PROPN
cana-6284	188	20	,	,	PUNCT
cana-6284	188	21	n.	n.	PROPN
cana-6284	188	22	b.	b.	PROPN
cana-6284	188	23	,	,	PUNCT
cana-6284	188	24	peterson	peterson	PROPN
cana-6284	188	25	,	,	PUNCT
cana-6284	188	26	j.	j.	PROPN
cana-6284	188	27	f.	f.	PROPN
cana-6284	188	28	,	,	PUNCT
cana-6284	188	29	&	&	CCONJ
cana-6284	188	30	miller	miller	PROPN
cana-6284	188	31	,	,	PUNCT
cana-6284	188	32	r.	r.	PROPN
cana-6284	188	33	a.	a.	PROPN
cana-6284	188	34	(	(	PUNCT
cana-6284	188	35	2009	2009	NUM
cana-6284	188	36	)	)	PUNCT
cana-6284	188	37	.	.	PUNCT
cana-6284	189	1	evaluation	evaluation	NOUN
cana-6284	189	2	of	of	ADP
cana-6284	189	3	a	a	DET
cana-6284	189	4	method	method	NOUN
cana-6284	189	5	to	to	PART
cana-6284	189	6	identify	identify	VERB
cana-6284	189	7	and	and	CCONJ
cana-6284	189	8	categorize	categorize	VERB
cana-6284	189	9	section	section	NOUN
cana-6284	189	10	headers	header	NOUN
cana-6284	189	11	in	in	ADP
cana-6284	189	12	clinical	clinical	ADJ
cana-6284	189	13	documents	document	NOUN
cana-6284	189	14	.	.	PUNCT
cana-6284	190	1	journal	journal	NOUN
cana-6284	190	2	of	of	ADP
cana-6284	190	3	the	the	DET
cana-6284	190	4	american	american	PROPN
cana-6284	190	5	medical	medical	PROPN
cana-6284	190	6	informatics	informatics	PROPN
cana-6284	190	7	association	association	PROPN
cana-6284	190	8	,	,	PUNCT
cana-6284	190	9	16(6	16(6	NUM
cana-6284	190	10	)	)	PUNCT
cana-6284	190	11	,	,	PUNCT
cana-6284	190	12	806	806	NUM
cana-6284	190	13	-	-	SYM
cana-6284	190	14	815	815	NUM
cana-6284	190	15	.	.	PUNCT
cana-6284	191	1	[	[	X
cana-6284	191	2	12	12	NUM
cana-6284	191	3	]	]	SYM
cana-6284	191	4	wu	wu	PROPN
cana-6284	191	5	,	,	PUNCT
cana-6284	191	6	h.	h.	PROPN
cana-6284	191	7	w.	w.	PROPN
cana-6284	191	8	,	,	PUNCT
cana-6284	191	9	davis	davis	PROPN
cana-6284	191	10	,	,	PUNCT
cana-6284	191	11	p.	p.	PROPN
cana-6284	191	12	k.	k.	PROPN
cana-6284	191	13	,	,	PUNCT
cana-6284	191	14	&	&	CCONJ
cana-6284	191	15	bell	bell	PROPN
cana-6284	191	16	,	,	PUNCT
cana-6284	191	17	d.	d.	PROPN
cana-6284	191	18	s.	s.	PROPN
cana-6284	191	19	(	(	PUNCT
cana-6284	191	20	2012	2012	NUM
cana-6284	191	21	)	)	PUNCT
cana-6284	191	22	.	.	PUNCT
cana-6284	192	1	advancing	advance	VERB
cana-6284	192	2	clinical	clinical	ADJ
cana-6284	192	3	decision	decision	NOUN
cana-6284	192	4	support	support	NOUN
cana-6284	192	5	using	use	VERB
cana-6284	192	6	lessons	lesson	NOUN
cana-6284	192	7	from	from	ADP
cana-6284	192	8	outside	outside	ADP
cana-6284	192	9	of	of	ADP
cana-6284	192	10	healthcare	healthcare	PROPN
cana-6284	192	11	:	:	PUNCT
cana-6284	192	12	an	an	DET
cana-6284	192	13	interdisciplinary	interdisciplinary	ADJ
cana-6284	192	14	systematic	systematic	ADJ
cana-6284	192	15	review	review	NOUN
cana-6284	192	16	.	.	PUNCT
cana-6284	193	1	bmc	bmc	PROPN
cana-6284	193	2	medical	medical	ADJ
cana-6284	193	3	informatics	informatic	NOUN
cana-6284	193	4	and	and	CCONJ
cana-6284	193	5	decision	decision	NOUN
cana-6284	193	6	making	making	NOUN
cana-6284	193	7	,	,	PUNCT
cana-6284	193	8	12(1	12(1	NUM
cana-6284	193	9	)	)	PUNCT
cana-6284	193	10	,	,	PUNCT
cana-6284	193	11	90	90	NUM
cana-6284	193	12	.	.	PUNCT
cana-6284	194	1	[	[	X
cana-6284	194	2	13	13	NUM
cana-6284	194	3	]	]	SYM
cana-6284	194	4	raghupathi	raghupathi	NOUN
cana-6284	194	5	,	,	PUNCT
cana-6284	194	6	w.	w.	PROPN
cana-6284	194	7	,	,	PUNCT
cana-6284	194	8	&	&	CCONJ
cana-6284	194	9	raghupathi	raghupathi	PROPN
cana-6284	194	10	,	,	PUNCT
cana-6284	194	11	v.	v.	PROPN
cana-6284	194	12	(	(	PUNCT
cana-6284	194	13	2014	2014	NUM
cana-6284	194	14	)	)	PUNCT
cana-6284	194	15	.	.	PUNCT
cana-6284	195	1	big	big	ADJ
cana-6284	195	2	data	datum	NOUN
cana-6284	195	3	analytics	analytic	NOUN
cana-6284	195	4	in	in	ADP
cana-6284	195	5	healthcare	healthcare	PROPN
cana-6284	195	6	:	:	PUNCT
cana-6284	195	7	promise	promise	NOUN
cana-6284	195	8	and	and	CCONJ
cana-6284	195	9	potential	potential	ADJ
cana-6284	195	10	.	.	PUNCT
cana-6284	196	1	health	health	NOUN
cana-6284	196	2	information	information	NOUN
cana-6284	196	3	science	science	NOUN
cana-6284	196	4	and	and	CCONJ
cana-6284	196	5	systems	system	NOUN
cana-6284	196	6	,	,	PUNCT
cana-6284	196	7	2(1	2(1	NUM
cana-6284	196	8	)	)	PUNCT
cana-6284	196	9	,	,	PUNCT
cana-6284	196	10	3	3	X
cana-6284	196	11	.	.	PUNCT
cana-6284	197	1	[	[	X
cana-6284	197	2	14	14	NUM
cana-6284	197	3	]	]	X
cana-6284	197	4	kumar	kumar	PROPN
cana-6284	197	5	,	,	PUNCT
cana-6284	197	6	g.	g.	PROPN
cana-6284	197	7	,	,	PUNCT
cana-6284	197	8	basri	basri	PROPN
cana-6284	197	9	,	,	PUNCT
cana-6284	197	10	s.	s.	PROPN
cana-6284	197	11	,	,	PUNCT
cana-6284	197	12	imam	imam	PROPN
cana-6284	197	13	,	,	PUNCT
cana-6284	197	14	a.	a.	NOUN
cana-6284	197	15	a.	a.	PROPN
cana-6284	197	16	,	,	PUNCT
cana-6284	197	17	khowaja	khowaja	PROPN
cana-6284	197	18	,	,	PUNCT
cana-6284	197	19	s.	s.	PROPN
cana-6284	197	20	a.	a.	PROPN
cana-6284	197	21	,	,	PUNCT
cana-6284	197	22	capretz	capretz	PROPN
cana-6284	197	23	,	,	PUNCT
cana-6284	197	24	l.	l.	PROPN
cana-6284	197	25	f.	f.	PROPN
cana-6284	197	26	,	,	PUNCT
cana-6284	197	27	&	&	CCONJ
cana-6284	197	28	balogun	balogun	VERB
cana-6284	197	29	,	,	PUNCT
cana-6284	197	30	a.	a.	NOUN
cana-6284	197	31	o.	o.	NOUN
cana-6284	197	32	(	(	PUNCT
cana-6284	197	33	2021	2021	NUM
cana-6284	197	34	)	)	PUNCT
cana-6284	197	35	.	.	PUNCT
cana-6284	198	1	data	datum	NOUN
cana-6284	198	2	harmonization	harmonization	NOUN
cana-6284	198	3	for	for	ADP
cana-6284	198	4	heterogeneous	heterogeneous	ADJ
cana-6284	198	5	datasets	dataset	NOUN
cana-6284	198	6	:	:	PUNCT
cana-6284	198	7	a	a	DET
cana-6284	198	8	systematic	systematic	ADJ
cana-6284	198	9	literature	literature	PROPN
cana-6284	198	10	review	review	PROPN
cana-6284	198	11	.	.	PUNCT
cana-6284	199	1	applied	apply	VERB
cana-6284	199	2	sciences	science	NOUN
cana-6284	199	3	,	,	PUNCT
cana-6284	199	4	11(17	11(17	NUM
cana-6284	199	5	)	)	PUNCT
cana-6284	199	6	,	,	PUNCT
cana-6284	199	7	8275	8275	NUM
cana-6284	199	8	.	.	PUNCT
cana-6284	200	1	[	[	X
cana-6284	200	2	15	15	NUM
cana-6284	200	3	]	]	X
cana-6284	200	4	schafer	schafer	NOUN
cana-6284	200	5	,	,	PUNCT
cana-6284	200	6	j.	j.	PROPN
cana-6284	200	7	l.	l.	PROPN
cana-6284	200	8	,	,	PUNCT
cana-6284	200	9	&	&	CCONJ
cana-6284	200	10	graham	graham	PROPN
cana-6284	200	11	,	,	PUNCT
cana-6284	200	12	j.	j.	PROPN
cana-6284	200	13	w.	w.	PROPN
cana-6284	200	14	(	(	PUNCT
cana-6284	200	15	2002	2002	NUM
cana-6284	200	16	)	)	PUNCT
cana-6284	200	17	.	.	PUNCT
cana-6284	201	1	missing	miss	VERB
cana-6284	201	2	data	datum	NOUN
cana-6284	201	3	:	:	PUNCT
cana-6284	201	4	our	our	PRON
cana-6284	201	5	view	view	NOUN
cana-6284	201	6	of	of	ADP
cana-6284	201	7	the	the	DET
cana-6284	201	8	state	state	NOUN
cana-6284	201	9	of	of	ADP
cana-6284	201	10	the	the	DET
cana-6284	201	11	art	art	NOUN
cana-6284	201	12	.	.	PUNCT
cana-6284	202	1	psychological	psychological	ADJ
cana-6284	202	2	methods	method	NOUN
cana-6284	202	3	,	,	PUNCT
cana-6284	202	4	7(2	7(2	NUM
cana-6284	202	5	)	)	PUNCT
cana-6284	202	6	,	,	PUNCT
cana-6284	202	7	147–177	147–177	NUM
cana-6284	202	8	.	.	PUNCT
cana-6284	203	1	[	[	X
cana-6284	203	2	16	16	NUM
cana-6284	203	3	]	]	X
cana-6284	203	4	chen	chen	PROPN
cana-6284	203	5	,	,	PUNCT
cana-6284	203	6	r.	r.	PROPN
cana-6284	203	7	j.	j.	PROPN
cana-6284	203	8	,	,	PUNCT
cana-6284	203	9	lu	lu	PROPN
cana-6284	203	10	,	,	PUNCT
cana-6284	203	11	m.	m.	NOUN
cana-6284	203	12	y.	y.	PROPN
cana-6284	203	13	,	,	PUNCT
cana-6284	203	14	chen	chen	PROPN
cana-6284	203	15	,	,	PUNCT
cana-6284	203	16	t.	t.	PROPN
cana-6284	203	17	y.	y.	PROPN
cana-6284	203	18	,	,	PUNCT
cana-6284	203	19	williamson	williamson	PROPN
cana-6284	203	20	,	,	PUNCT
cana-6284	203	21	d.	d.	PROPN
cana-6284	203	22	f.	f.	PROPN
cana-6284	203	23	k.	k.	PROPN
cana-6284	203	24	,	,	PUNCT
cana-6284	203	25	&	&	CCONJ
cana-6284	203	26	mahmood	mahmood	PROPN
cana-6284	203	27	,	,	PUNCT
cana-6284	203	28	f.	f.	PROPN
cana-6284	203	29	(	(	PUNCT
cana-6284	203	30	2021	2021	NUM
cana-6284	203	31	)	)	PUNCT
cana-6284	203	32	.	.	PUNCT
cana-6284	204	1	synthetic	synthetic	ADJ
cana-6284	204	2	data	datum	NOUN
cana-6284	204	3	in	in	ADP
cana-6284	204	4	machine	machine	NOUN
cana-6284	204	5	learning	learn	VERB
cana-6284	204	6	for	for	ADP
cana-6284	204	7	medicine	medicine	NOUN
cana-6284	204	8	and	and	CCONJ
cana-6284	204	9	healthcare	healthcare	PROPN
cana-6284	204	10	.	.	PUNCT
cana-6284	205	1	nature	nature	PROPN
cana-6284	205	2	biomedical	biomedical	PROPN
cana-6284	205	3	engineering	engineering	NOUN
cana-6284	205	4	,	,	PUNCT
cana-6284	205	5	5(6	5(6	NUM
cana-6284	205	6	)	)	PUNCT
cana-6284	205	7	,	,	PUNCT
cana-6284	205	8	493–497	493–497	NUM
cana-6284	205	9	.	.	PUNCT
cana-6284	206	1	[	[	X
cana-6284	206	2	17	17	NUM
cana-6284	206	3	]	]	PUNCT
cana-6284	206	4	wicks	wick	NOUN
cana-6284	206	5	,	,	PUNCT
cana-6284	206	6	p.	p.	NOUN
cana-6284	206	7	,	,	PUNCT
cana-6284	206	8	&	&	CCONJ
cana-6284	206	9	chiauzzi	chiauzzi	PROPN
cana-6284	206	10	,	,	PUNCT
cana-6284	206	11	e.	e.	PROPN
cana-6284	206	12	(	(	PUNCT
cana-6284	206	13	2015	2015	NUM
cana-6284	206	14	)	)	PUNCT
cana-6284	206	15	.	.	PUNCT
cana-6284	207	1	‘	'	PUNCT
cana-6284	207	2	trust	trust	NOUN
cana-6284	207	3	but	but	CCONJ
cana-6284	207	4	verify	verify	VERB
cana-6284	207	5	’	'	PUNCT
cana-6284	207	6	,	,	PUNCT
cana-6284	207	7	five	five	NUM
cana-6284	207	8	approaches	approach	NOUN
cana-6284	207	9	to	to	PART
cana-6284	207	10	ensure	ensure	VERB
cana-6284	207	11	safe	safe	ADJ
cana-6284	207	12	medical	medical	ADJ
cana-6284	207	13	apps	app	NOUN
cana-6284	207	14	.	.	PUNCT
cana-6284	208	1	bmc	bmc	ADJ
cana-6284	208	2	medicine	medicine	NOUN
cana-6284	208	3	,	,	PUNCT
cana-6284	208	4	13	13	NUM
cana-6284	208	5	,	,	PUNCT
cana-6284	208	6	205	205	NUM
cana-6284	208	7	.	.	PUNCT
cana-6284	209	1	[	[	X
cana-6284	209	2	18	18	NUM
cana-6284	209	3	]	]	PUNCT
cana-6284	209	4	hripcsak	hripcsak	NOUN
cana-6284	209	5	,	,	PUNCT
cana-6284	209	6	g.	g.	PROPN
cana-6284	209	7	,	,	PUNCT
cana-6284	209	8	&	&	CCONJ
cana-6284	209	9	albers	albers	PROPN
cana-6284	209	10	,	,	PUNCT
cana-6284	209	11	d.	d.	PROPN
cana-6284	209	12	j.	j.	PROPN
cana-6284	209	13	(	(	PUNCT
cana-6284	209	14	2013	2013	NUM
cana-6284	209	15	)	)	PUNCT
cana-6284	209	16	.	.	PUNCT
cana-6284	210	1	next	next	ADJ
cana-6284	210	2	-	-	PUNCT
cana-6284	210	3	generation	generation	NOUN
cana-6284	210	4	phenotyping	phenotyping	NOUN
cana-6284	210	5	of	of	ADP
cana-6284	210	6	electronic	electronic	ADJ
cana-6284	210	7	health	health	NOUN
cana-6284	210	8	records	record	NOUN
cana-6284	210	9	.	.	PUNCT
cana-6284	211	1	journal	journal	NOUN
cana-6284	211	2	of	of	ADP
cana-6284	211	3	the	the	DET
cana-6284	211	4	american	american	PROPN
cana-6284	211	5	medical	medical	PROPN
cana-6284	211	6	informatics	informatics	PROPN
cana-6284	211	7	association	association	PROPN
cana-6284	211	8	,	,	PUNCT
cana-6284	211	9	20(1	20(1	NUM
cana-6284	211	10	)	)	PUNCT
cana-6284	211	11	,	,	PUNCT
cana-6284	211	12	117	117	NUM
cana-6284	211	13	-	-	SYM
cana-6284	211	14	121	121	NUM
cana-6284	211	15	.	.	PUNCT
cana-6284	212	1	communications	communication	NOUN
cana-6284	212	2	on	on	ADP
cana-6284	212	3	applied	apply	VERB
cana-6284	212	4	nonlinear	nonlinear	ADJ
cana-6284	212	5	analysis	analysis	NOUN
cana-6284	212	6	issn	issn	NOUN
cana-6284	212	7	:	:	PUNCT
cana-6284	212	8	1074	1074	NUM
cana-6284	212	9	-	-	PUNCT
cana-6284	212	10	133x	133x	NUM
cana-6284	212	11	vol	vol	NOUN
cana-6284	212	12	32	32	NUM
cana-6284	212	13	no	no	NOUN
cana-6284	212	14	.	.	PUNCT
cana-6284	213	1	1s	1s	NUM
cana-6284	213	2	(	(	PUNCT
cana-6284	213	3	2025	2025	NUM
cana-6284	213	4	)	)	PUNCT
cana-6284	213	5	736	736	NUM
cana-6284	213	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6284	214	1	[	[	X
cana-6284	214	2	19	19	NUM
cana-6284	214	3	]	]	PUNCT
cana-6284	214	4	overmann	overmann	PROPN
cana-6284	214	5	,	,	PUNCT
cana-6284	214	6	k.	k.	PROPN
cana-6284	214	7	m.	m.	PROPN
cana-6284	214	8	,	,	PUNCT
cana-6284	214	9	wu	wu	PROPN
cana-6284	214	10	,	,	PUNCT
cana-6284	214	11	d.	d.	PROPN
cana-6284	214	12	t.	t.	PROPN
cana-6284	214	13	,	,	PUNCT
cana-6284	214	14	xu	xu	PROPN
cana-6284	214	15	,	,	PUNCT
cana-6284	214	16	c.	c.	PROPN
cana-6284	214	17	t.	t.	PROPN
cana-6284	214	18	,	,	PUNCT
cana-6284	214	19	bindhu	bindhu	NOUN
cana-6284	214	20	,	,	PUNCT
cana-6284	214	21	s.	s.	PROPN
cana-6284	214	22	s.	s.	PROPN
cana-6284	214	23	,	,	PUNCT
cana-6284	214	24	&	&	CCONJ
cana-6284	214	25	barrick	barrick	PROPN
cana-6284	214	26	,	,	PUNCT
cana-6284	214	27	l.	l.	PROPN
cana-6284	214	28	(	(	PUNCT
cana-6284	214	29	2021	2021	NUM
cana-6284	214	30	)	)	PUNCT
cana-6284	214	31	.	.	PUNCT
cana-6284	215	1	real	real	ADJ
cana-6284	215	2	-	-	PUNCT
cana-6284	215	3	time	time	NOUN
cana-6284	215	4	locating	locate	VERB
cana-6284	215	5	systems	system	NOUN
cana-6284	215	6	to	to	PART
cana-6284	215	7	improve	improve	VERB
cana-6284	215	8	healthcare	healthcare	NOUN
cana-6284	215	9	delivery	delivery	NOUN
cana-6284	215	10	:	:	PUNCT
cana-6284	215	11	a	a	DET
cana-6284	215	12	systematic	systematic	ADJ
cana-6284	215	13	review	review	NOUN
cana-6284	215	14	.	.	PUNCT
cana-6284	216	1	journal	journal	NOUN
cana-6284	216	2	of	of	ADP
cana-6284	216	3	the	the	DET
cana-6284	216	4	american	american	PROPN
cana-6284	216	5	medical	medical	PROPN
cana-6284	216	6	informatics	informatics	PROPN
cana-6284	216	7	association	association	PROPN
cana-6284	216	8	,	,	PUNCT
cana-6284	216	9	28(6	28(6	NUM
cana-6284	216	10	)	)	PUNCT
cana-6284	216	11	,	,	PUNCT
cana-6284	216	12	1308	1308	NUM
cana-6284	216	13	-	-	SYM
cana-6284	216	14	1317	1317	NUM
cana-6284	216	15	.	.	PUNCT
cana-6284	217	1	[	[	X
cana-6284	217	2	20	20	NUM
cana-6284	217	3	]	]	SYM
cana-6284	217	4	rector	rector	NOUN
cana-6284	217	5	,	,	PUNCT
cana-6284	217	6	a.	a.	PROPN
cana-6284	217	7	,	,	PUNCT
cana-6284	217	8	&	&	CCONJ
cana-6284	217	9	rogers	rogers	PROPN
cana-6284	217	10	,	,	PUNCT
cana-6284	217	11	j.	j.	PROPN
cana-6284	217	12	(	(	PUNCT
cana-6284	217	13	1999	1999	NUM
cana-6284	217	14	,	,	PUNCT
cana-6284	217	15	november	november	PROPN
cana-6284	217	16	)	)	PUNCT
cana-6284	217	17	.	.	PUNCT
cana-6284	218	1	ontological	ontological	ADJ
cana-6284	218	2	issues	issue	NOUN
cana-6284	218	3	in	in	ADP
cana-6284	218	4	using	use	VERB
cana-6284	218	5	a	a	DET
cana-6284	218	6	description	description	NOUN
cana-6284	218	7	logic	logic	NOUN
cana-6284	218	8	to	to	PART
cana-6284	218	9	represent	represent	VERB
cana-6284	218	10	medical	medical	ADJ
cana-6284	218	11	concepts	concept	NOUN
cana-6284	218	12	:	:	PUNCT
cana-6284	218	13	experience	experience	NOUN
cana-6284	218	14	from	from	ADP
cana-6284	218	15	galen	galen	PROPN
cana-6284	218	16	.	.	PUNCT
cana-6284	219	1	in	in	ADP
cana-6284	219	2	imia	imia	NOUN
cana-6284	219	3	wg6	wg6	VERB
cana-6284	219	4	workshop	workshop	NOUN
cana-6284	219	5	:	:	PUNCT
cana-6284	219	6	terminology	terminology	NOUN
cana-6284	219	7	and	and	CCONJ
cana-6284	219	8	natural	natural	ADJ
cana-6284	219	9	language	language	NOUN
cana-6284	219	10	in	in	ADP
cana-6284	219	11	medicine	medicine	NOUN
cana-6284	219	12	,	,	PUNCT
cana-6284	219	13	phoenix	phoenix	PROPN
cana-6284	219	14	arizona	arizona	PROPN
cana-6284	219	15	.	.	PUNCT
cana-6284	220	1	[	[	X
cana-6284	220	2	21	21	NUM
cana-6284	220	3	]	]	X
cana-6284	220	4	nikolentzos	nikolentzos	PROPN
cana-6284	220	5	,	,	PUNCT
cana-6284	220	6	g.	g.	PROPN
cana-6284	220	7	,	,	PUNCT
cana-6284	220	8	vazirgiannis	vazirgiannis	PROPN
cana-6284	220	9	,	,	PUNCT
cana-6284	220	10	m.	m.	NOUN
cana-6284	220	11	,	,	PUNCT
cana-6284	220	12	xypolopoulos	xypolopoulos	PROPN
cana-6284	220	13	,	,	PUNCT
cana-6284	220	14	c.	c.	PROPN
cana-6284	220	15	,	,	PUNCT
cana-6284	220	16	lingman	lingman	NOUN
cana-6284	220	17	,	,	PUNCT
cana-6284	220	18	m.	m.	NOUN
cana-6284	220	19	,	,	PUNCT
cana-6284	220	20	&	&	CCONJ
cana-6284	220	21	brandt	brandt	PROPN
cana-6284	220	22	,	,	PUNCT
cana-6284	220	23	e.	e.	PROPN
cana-6284	220	24	g.	g.	PROPN
cana-6284	220	25	(	(	PUNCT
cana-6284	220	26	2023	2023	NUM
cana-6284	220	27	)	)	PUNCT
cana-6284	220	28	.	.	PUNCT
cana-6284	221	1	synthetic	synthetic	ADJ
cana-6284	221	2	electronic	electronic	ADJ
cana-6284	221	3	health	health	NOUN
cana-6284	221	4	records	record	NOUN
cana-6284	221	5	generated	generate	VERB
cana-6284	221	6	with	with	ADP
cana-6284	221	7	variational	variational	ADJ
cana-6284	221	8	graph	graph	NOUN
cana-6284	221	9	autoencoders	autoencoder	NOUN
cana-6284	221	10	.	.	PUNCT
cana-6284	222	1	npj	npj	PROPN
cana-6284	222	2	digital	digital	ADJ
cana-6284	222	3	medicine	medicine	NOUN
cana-6284	222	4	,	,	PUNCT
cana-6284	222	5	6(1	6(1	NUM
cana-6284	222	6	)	)	PUNCT
cana-6284	222	7	,	,	PUNCT
cana-6284	222	8	83	83	NUM
cana-6284	222	9	.	.	PUNCT
cana-6284	223	1	[	[	X
cana-6284	223	2	22	22	NUM
cana-6284	223	3	]	]	X
cana-6284	223	4	turchin	turchin	PROPN
cana-6284	223	5	,	,	PUNCT
cana-6284	223	6	a.	a.	NOUN
cana-6284	223	7	,	,	PUNCT
cana-6284	223	8	masharsky	masharsky	ADV
cana-6284	223	9	,	,	PUNCT
cana-6284	223	10	s.	s.	PROPN
cana-6284	223	11	,	,	PUNCT
cana-6284	223	12	&	&	CCONJ
cana-6284	223	13	zitnik	zitnik	PROPN
cana-6284	223	14	,	,	PUNCT
cana-6284	223	15	m.	m.	NOUN
cana-6284	223	16	(	(	PUNCT
cana-6284	223	17	2023	2023	NUM
cana-6284	223	18	)	)	PUNCT
cana-6284	223	19	.	.	PUNCT
cana-6284	224	1	comparison	comparison	NOUN
cana-6284	224	2	of	of	ADP
cana-6284	224	3	bert	bert	PROPN
cana-6284	224	4	implementations	implementation	NOUN
cana-6284	224	5	for	for	ADP
cana-6284	224	6	natural	natural	ADJ
cana-6284	224	7	language	language	NOUN
cana-6284	224	8	processing	processing	NOUN
cana-6284	224	9	of	of	ADP
cana-6284	224	10	narrative	narrative	NOUN
cana-6284	224	11	medical	medical	ADJ
cana-6284	224	12	documents	document	NOUN
cana-6284	224	13	.	.	PUNCT
cana-6284	225	1	informatics	informatic	NOUN
cana-6284	225	2	in	in	ADP
cana-6284	225	3	medicine	medicine	NOUN
cana-6284	225	4	unlocked	unlock	VERB
cana-6284	225	5	,	,	PUNCT
cana-6284	225	6	36	36	NUM
cana-6284	225	7	,	,	PUNCT
cana-6284	225	8	101139	101139	NUM
cana-6284	225	9	.	.	PUNCT
cana-6284	226	1	[	[	X
cana-6284	226	2	23	23	NUM
cana-6284	226	3	]	]	X
cana-6284	226	4	khaledian	khaledian	PROPN
cana-6284	226	5	,	,	PUNCT
cana-6284	226	6	e.	e.	PROPN
cana-6284	226	7	,	,	PUNCT
cana-6284	226	8	pandey	pandey	PROPN
cana-6284	226	9	,	,	PUNCT
cana-6284	226	10	s.	s.	PROPN
cana-6284	226	11	,	,	PUNCT
cana-6284	226	12	kundu	kundu	NOUN
cana-6284	226	13	,	,	PUNCT
cana-6284	226	14	p.	p.	NOUN
cana-6284	226	15	,	,	PUNCT
cana-6284	226	16	&	&	CCONJ
cana-6284	226	17	srivastava	srivastava	PROPN
cana-6284	226	18	,	,	PUNCT
cana-6284	226	19	a.	a.	PROPN
cana-6284	226	20	k.	k.	PROPN
cana-6284	226	21	(	(	PUNCT
cana-6284	226	22	2020	2020	NUM
cana-6284	226	23	)	)	PUNCT
cana-6284	226	24	.	.	PUNCT
cana-6284	227	1	real	real	ADJ
cana-6284	227	2	-	-	PUNCT
cana-6284	227	3	time	time	NOUN
cana-6284	227	4	synchrophasor	synchrophasor	NOUN
cana-6284	227	5	data	datum	NOUN
cana-6284	227	6	anomaly	anomaly	NOUN
cana-6284	227	7	detection	detection	NOUN
cana-6284	227	8	and	and	CCONJ
cana-6284	227	9	classification	classification	NOUN
cana-6284	227	10	using	use	VERB
cana-6284	227	11	isolation	isolation	NOUN
cana-6284	227	12	forest	forest	NOUN
cana-6284	227	13	,	,	PUNCT
cana-6284	227	14	kmeans	kmean	NOUN
cana-6284	227	15	,	,	PUNCT
cana-6284	227	16	and	and	CCONJ
cana-6284	227	17	loop	loop	NOUN
cana-6284	227	18	.	.	PUNCT
cana-6284	228	1	ieee	ieee	NOUN
cana-6284	228	2	transactions	transaction	NOUN
cana-6284	228	3	on	on	ADP
cana-6284	228	4	smart	smart	ADJ
cana-6284	228	5	grid	grid	NOUN
cana-6284	228	6	,	,	PUNCT
cana-6284	228	7	12(3	12(3	NUM
cana-6284	228	8	)	)	PUNCT
cana-6284	228	9	,	,	PUNCT
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cana-6284	228	11	-	-	SYM
cana-6284	228	12	2388	2388	NUM
cana-6284	228	13	.	.	PUNCT
cana-6284	229	1	[	[	X
cana-6284	229	2	24	24	NUM
cana-6284	229	3	]	]	SYM
cana-6284	229	4	li	li	PROPN
cana-6284	229	5	,	,	PUNCT
cana-6284	229	6	w.	w.	PROPN
cana-6284	229	7	,	,	PUNCT
cana-6284	229	8	milletarì	milletarì	PROPN
cana-6284	229	9	,	,	PUNCT
cana-6284	229	10	f.	f.	PROPN
cana-6284	229	11	,	,	PUNCT
cana-6284	229	12	xu	xu	PROPN
cana-6284	229	13	,	,	PUNCT
cana-6284	229	14	d.	d.	PROPN
cana-6284	229	15	,	,	PUNCT
cana-6284	229	16	rieke	rieke	ADJ
cana-6284	229	17	,	,	PUNCT
cana-6284	229	18	n.	n.	PROPN
cana-6284	229	19	,	,	PUNCT
cana-6284	229	20	hancox	hancox	PROPN
cana-6284	229	21	,	,	PUNCT
cana-6284	229	22	j.	j.	PROPN
cana-6284	229	23	,	,	PUNCT
cana-6284	229	24	zhu	zhu	PROPN
cana-6284	229	25	,	,	PUNCT
cana-6284	229	26	w.	w.	PROPN
cana-6284	229	27	,	,	PUNCT
cana-6284	229	28	...	...	PUNCT
cana-6284	229	29	&	&	CCONJ
cana-6284	229	30	feng	feng	PROPN
cana-6284	229	31	,	,	PUNCT
cana-6284	229	32	a.	a.	PROPN
cana-6284	229	33	(	(	PUNCT
cana-6284	229	34	2019	2019	NUM
cana-6284	229	35	,	,	PUNCT
cana-6284	229	36	october	october	PROPN
cana-6284	229	37	)	)	PUNCT
cana-6284	229	38	.	.	PUNCT
cana-6284	230	1	privacy	privacy	NOUN
cana-6284	230	2	-	-	PUNCT
cana-6284	230	3	preserving	preserve	VERB
cana-6284	230	4	federated	federated	ADJ
cana-6284	230	5	brain	brain	NOUN
cana-6284	230	6	tumour	tumour	NOUN
cana-6284	230	7	segmentation	segmentation	NOUN
cana-6284	230	8	.	.	PUNCT
cana-6284	231	1	in	in	ADP
cana-6284	231	2	international	international	ADJ
cana-6284	231	3	workshop	workshop	NOUN
cana-6284	231	4	on	on	ADP
cana-6284	231	5	machine	machine	NOUN
cana-6284	231	6	learning	learning	NOUN
cana-6284	231	7	in	in	ADP
cana-6284	231	8	medical	medical	ADJ
cana-6284	231	9	imaging	imaging	NOUN
cana-6284	231	10	(	(	PUNCT
cana-6284	231	11	pp	pp	ADJ
cana-6284	231	12	.	.	PUNCT
cana-6284	232	1	133	133	NUM
cana-6284	232	2	-	-	SYM
cana-6284	232	3	141	141	NUM
cana-6284	232	4	)	)	PUNCT
cana-6284	232	5	.	.	PUNCT
cana-6284	233	1	cham	cham	PROPN
cana-6284	233	2	:	:	PUNCT
cana-6284	233	3	springer	springer	NOUN
cana-6284	233	4	international	international	ADJ
cana-6284	233	5	publishing	publishing	NOUN
cana-6284	233	6	.	.	PUNCT
cana-6284	234	1	[	[	X
cana-6284	234	2	25	25	NUM
cana-6284	234	3	]	]	X
cana-6284	234	4	liu	liu	PROPN
cana-6284	234	5	,	,	PUNCT
cana-6284	234	6	h.	h.	PROPN
cana-6284	234	7	,	,	PUNCT
cana-6284	234	8	carini	carini	PROPN
cana-6284	234	9	,	,	PUNCT
cana-6284	234	10	s.	s.	PROPN
cana-6284	234	11	,	,	PUNCT
cana-6284	234	12	chen	chen	PROPN
cana-6284	234	13	,	,	PUNCT
cana-6284	234	14	z.	z.	PROPN
cana-6284	234	15	,	,	PUNCT
cana-6284	234	16	hey	hey	INTJ
cana-6284	234	17	,	,	PUNCT
cana-6284	234	18	s.	s.	PROPN
cana-6284	234	19	p.	p.	PROPN
cana-6284	234	20	,	,	PUNCT
cana-6284	234	21	sim	sim	PROPN
cana-6284	234	22	,	,	PUNCT
cana-6284	234	23	i.	i.	PROPN
cana-6284	234	24	,	,	PUNCT
cana-6284	234	25	&	&	CCONJ
cana-6284	234	26	weng	weng	PROPN
cana-6284	234	27	,	,	PUNCT
cana-6284	234	28	c.	c.	PROPN
cana-6284	234	29	(	(	PUNCT
cana-6284	234	30	2022	2022	NUM
cana-6284	234	31	)	)	PUNCT
cana-6284	234	32	.	.	PUNCT
cana-6284	235	1	ontology	ontology	NOUN
cana-6284	235	2	-	-	PUNCT
cana-6284	235	3	based	base	VERB
cana-6284	235	4	categorization	categorization	NOUN
cana-6284	235	5	of	of	ADP
cana-6284	235	6	clinical	clinical	ADJ
cana-6284	235	7	studies	study	NOUN
cana-6284	235	8	by	by	ADP
cana-6284	235	9	their	their	PRON
cana-6284	235	10	conditions	condition	NOUN
cana-6284	235	11	.	.	PUNCT
cana-6284	236	1	journal	journal	NOUN
cana-6284	236	2	of	of	ADP
cana-6284	236	3	biomedical	biomedical	ADJ
cana-6284	236	4	informatics	informatic	NOUN
cana-6284	236	5	,	,	PUNCT
cana-6284	236	6	135	135	NUM
cana-6284	236	7	,	,	PUNCT
cana-6284	236	8	104235	104235	NUM
cana-6284	236	9	.	.	PUNCT