id	sid	tid	token	lemma	pos
american_scientific_journal-11572	1	1	358	358	NUM
american_scientific_journal-11572	1	2	american	american	ADJ
american_scientific_journal-11572	1	3	academic	academic	ADJ
american_scientific_journal-11572	1	4	scientific	scientific	ADJ
american_scientific_journal-11572	1	5	research	research	NOUN
american_scientific_journal-11572	1	6	journal	journal	NOUN
american_scientific_journal-11572	1	7	for	for	ADP
american_scientific_journal-11572	1	8	engineering	engineering	NOUN
american_scientific_journal-11572	1	9	,	,	PUNCT
american_scientific_journal-11572	1	10	technology	technology	NOUN
american_scientific_journal-11572	1	11	,	,	PUNCT
american_scientific_journal-11572	1	12	and	and	CCONJ
american_scientific_journal-11572	1	13	sciences	sciences	PROPN
american_scientific_journal-11572	1	14	issn	issn	PROPN
american_scientific_journal-11572	1	15	(	(	PUNCT
american_scientific_journal-11572	1	16	print	print	NOUN
american_scientific_journal-11572	1	17	)	)	PUNCT
american_scientific_journal-11572	1	18	2313	2313	NUM
american_scientific_journal-11572	1	19	-	-	SYM
american_scientific_journal-11572	1	20	4410	4410	NUM
american_scientific_journal-11572	1	21	,	,	PUNCT
american_scientific_journal-11572	1	22	issn	issn	PROPN
american_scientific_journal-11572	1	23	(	(	PUNCT
american_scientific_journal-11572	1	24	online	online	ADJ
american_scientific_journal-11572	1	25	)	)	PUNCT
american_scientific_journal-11572	1	26	2313	2313	NUM
american_scientific_journal-11572	1	27	-	-	SYM
american_scientific_journal-11572	1	28	4402	4402	NUM
american_scientific_journal-11572	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11572	1	30	ai	ai	NOUN
american_scientific_journal-11572	1	31	-	-	PUNCT
american_scientific_journal-11572	1	32	driven	drive	VERB
american_scientific_journal-11572	1	33	and	and	CCONJ
american_scientific_journal-11572	1	34	non	non	ADJ
american_scientific_journal-11572	1	35	-	-	ADJ
american_scientific_journal-11572	1	36	ai	ai	ADJ
american_scientific_journal-11572	1	37	methods	method	NOUN
american_scientific_journal-11572	1	38	for	for	ADP
american_scientific_journal-11572	1	39	electronic	electronic	ADJ
american_scientific_journal-11572	1	40	health	health	NOUN
american_scientific_journal-11572	1	41	records	record	NOUN
american_scientific_journal-11572	1	42	duplication	duplication	NOUN
american_scientific_journal-11572	1	43	remediation	remediation	NOUN
american_scientific_journal-11572	1	44	for	for	ADP
american_scientific_journal-11572	1	45	healthcare	healthcare	NOUN
american_scientific_journal-11572	1	46	organizations	organization	NOUN
american_scientific_journal-11572	1	47	aleksandr	aleksandr	PROPN
american_scientific_journal-11572	1	48	borodich	borodich	VERB
american_scientific_journal-11572	1	49	*	*	PROPN
american_scientific_journal-11572	1	50	vice	vice	NOUN
american_scientific_journal-11572	1	51	president	president	NOUN
american_scientific_journal-11572	1	52	,	,	PUNCT
american_scientific_journal-11572	1	53	head	head	NOUN
american_scientific_journal-11572	1	54	of	of	ADP
american_scientific_journal-11572	1	55	business	business	NOUN
american_scientific_journal-11572	1	56	applications	application	NOUN
american_scientific_journal-11572	1	57	management	management	NOUN
american_scientific_journal-11572	1	58	,	,	PUNCT
american_scientific_journal-11572	1	59	citibank	citibank	PROPN
american_scientific_journal-11572	1	60	moscow	moscow	PROPN
american_scientific_journal-11572	1	61	,	,	PUNCT
american_scientific_journal-11572	1	62	russia	russia	PROPN
american_scientific_journal-11572	1	63	abstract	abstract	NOUN
american_scientific_journal-11572	1	64	duplicate	duplicate	VERB
american_scientific_journal-11572	1	65	electronic	electronic	ADJ
american_scientific_journal-11572	1	66	health	health	NOUN
american_scientific_journal-11572	1	67	records	record	NOUN
american_scientific_journal-11572	1	68	(	(	PUNCT
american_scientific_journal-11572	1	69	ehrs	ehrs	INTJ
american_scientific_journal-11572	1	70	)	)	PUNCT
american_scientific_journal-11572	1	71	represent	represent	VERB
american_scientific_journal-11572	1	72	a	a	DET
american_scientific_journal-11572	1	73	critical	critical	ADJ
american_scientific_journal-11572	1	74	challenge	challenge	NOUN
american_scientific_journal-11572	1	75	for	for	ADP
american_scientific_journal-11572	1	76	healthcare	healthcare	NOUN
american_scientific_journal-11572	1	77	organizations	organization	NOUN
american_scientific_journal-11572	1	78	,	,	PUNCT
american_scientific_journal-11572	1	79	leading	lead	VERB
american_scientific_journal-11572	1	80	to	to	ADP
american_scientific_journal-11572	1	81	incomplete	incomplete	ADJ
american_scientific_journal-11572	1	82	patient	patient	ADJ
american_scientific_journal-11572	1	83	data	datum	NOUN
american_scientific_journal-11572	1	84	,	,	PUNCT
american_scientific_journal-11572	1	85	potential	potential	ADJ
american_scientific_journal-11572	1	86	medical	medical	ADJ
american_scientific_journal-11572	1	87	errors	error	NOUN
american_scientific_journal-11572	1	88	,	,	PUNCT
american_scientific_journal-11572	1	89	increased	increase	VERB
american_scientific_journal-11572	1	90	operational	operational	ADJ
american_scientific_journal-11572	1	91	costs	cost	NOUN
american_scientific_journal-11572	1	92	,	,	PUNCT
american_scientific_journal-11572	1	93	and	and	CCONJ
american_scientific_journal-11572	1	94	compromised	compromise	VERB
american_scientific_journal-11572	1	95	quality	quality	NOUN
american_scientific_journal-11572	1	96	of	of	ADP
american_scientific_journal-11572	1	97	care	care	NOUN
american_scientific_journal-11572	1	98	.	.	PUNCT
american_scientific_journal-11572	2	1	traditional	traditional	ADJ
american_scientific_journal-11572	2	2	methods	method	NOUN
american_scientific_journal-11572	2	3	such	such	ADJ
american_scientific_journal-11572	2	4	as	as	ADP
american_scientific_journal-11572	2	5	deterministic	deterministic	ADJ
american_scientific_journal-11572	2	6	and	and	CCONJ
american_scientific_journal-11572	2	7	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	2	8	matching	matching	NOUN
american_scientific_journal-11572	2	9	,	,	PUNCT
american_scientific_journal-11572	2	10	combined	combine	VERB
american_scientific_journal-11572	2	11	with	with	ADP
american_scientific_journal-11572	2	12	enterprise	enterprise	NOUN
american_scientific_journal-11572	2	13	master	master	NOUN
american_scientific_journal-11572	2	14	patient	patient	NOUN
american_scientific_journal-11572	2	15	index	index	NOUN
american_scientific_journal-11572	2	16	(	(	PUNCT
american_scientific_journal-11572	2	17	empi	empi	PROPN
american_scientific_journal-11572	2	18	)	)	PUNCT
american_scientific_journal-11572	2	19	systems	system	NOUN
american_scientific_journal-11572	2	20	and	and	CCONJ
american_scientific_journal-11572	2	21	robust	robust	ADJ
american_scientific_journal-11572	2	22	data	datum	NOUN
american_scientific_journal-11572	2	23	governance	governance	NOUN
american_scientific_journal-11572	2	24	,	,	PUNCT
american_scientific_journal-11572	2	25	have	have	AUX
american_scientific_journal-11572	2	26	long	long	ADV
american_scientific_journal-11572	2	27	been	be	AUX
american_scientific_journal-11572	2	28	the	the	DET
american_scientific_journal-11572	2	29	cornerstone	cornerstone	NOUN
american_scientific_journal-11572	2	30	in	in	ADP
american_scientific_journal-11572	2	31	tackling	tackle	VERB
american_scientific_journal-11572	2	32	duplicates	duplicate	NOUN
american_scientific_journal-11572	2	33	.	.	PUNCT
american_scientific_journal-11572	3	1	however	however	ADV
american_scientific_journal-11572	3	2	,	,	PUNCT
american_scientific_journal-11572	3	3	these	these	DET
american_scientific_journal-11572	3	4	approaches	approach	NOUN
american_scientific_journal-11572	3	5	face	face	VERB
american_scientific_journal-11572	3	6	limitations	limitation	NOUN
american_scientific_journal-11572	3	7	when	when	SCONJ
american_scientific_journal-11572	3	8	handling	handle	VERB
american_scientific_journal-11572	3	9	large	large	ADJ
american_scientific_journal-11572	3	10	-	-	PUNCT
american_scientific_journal-11572	3	11	scale	scale	NOUN
american_scientific_journal-11572	3	12	,	,	PUNCT
american_scientific_journal-11572	3	13	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11572	3	14	patient	patient	ADJ
american_scientific_journal-11572	3	15	data	datum	NOUN
american_scientific_journal-11572	3	16	.	.	PUNCT
american_scientific_journal-11572	4	1	in	in	ADP
american_scientific_journal-11572	4	2	response	response	NOUN
american_scientific_journal-11572	4	3	,	,	PUNCT
american_scientific_journal-11572	4	4	ai	ai	ADJ
american_scientific_journal-11572	4	5	-	-	PUNCT
american_scientific_journal-11572	4	6	driven	drive	VERB
american_scientific_journal-11572	4	7	techniques	technique	NOUN
american_scientific_journal-11572	4	8	—	—	PUNCT
american_scientific_journal-11572	4	9	particularly	particularly	ADV
american_scientific_journal-11572	4	10	machine	machine	NOUN
american_scientific_journal-11572	4	11	learning	learning	NOUN
american_scientific_journal-11572	4	12	(	(	PUNCT
american_scientific_journal-11572	4	13	ml)—have	ml)—have	PRON
american_scientific_journal-11572	4	14	emerged	emerge	VERB
american_scientific_journal-11572	4	15	as	as	ADP
american_scientific_journal-11572	4	16	powerful	powerful	ADJ
american_scientific_journal-11572	4	17	alternatives	alternative	NOUN
american_scientific_journal-11572	4	18	,	,	PUNCT
american_scientific_journal-11572	4	19	enhancing	enhance	VERB
american_scientific_journal-11572	4	20	record	record	NOUN
american_scientific_journal-11572	4	21	linkage	linkage	NOUN
american_scientific_journal-11572	4	22	accuracy	accuracy	NOUN
american_scientific_journal-11572	4	23	,	,	PUNCT
american_scientific_journal-11572	4	24	automation	automation	NOUN
american_scientific_journal-11572	4	25	,	,	PUNCT
american_scientific_journal-11572	4	26	and	and	CCONJ
american_scientific_journal-11572	4	27	adaptive	adaptive	ADJ
american_scientific_journal-11572	4	28	capabilities	capability	NOUN
american_scientific_journal-11572	4	29	.	.	PUNCT
american_scientific_journal-11572	5	1	this	this	DET
american_scientific_journal-11572	5	2	article	article	NOUN
american_scientific_journal-11572	5	3	provides	provide	VERB
american_scientific_journal-11572	5	4	an	an	DET
american_scientific_journal-11572	5	5	in	in	ADP
american_scientific_journal-11572	5	6	-	-	PUNCT
american_scientific_journal-11572	5	7	depth	depth	NOUN
american_scientific_journal-11572	5	8	review	review	NOUN
american_scientific_journal-11572	5	9	of	of	ADP
american_scientific_journal-11572	5	10	current	current	ADJ
american_scientific_journal-11572	5	11	non	non	ADJ
american_scientific_journal-11572	5	12	-	-	ADJ
american_scientific_journal-11572	5	13	ai	ai	ADJ
american_scientific_journal-11572	5	14	(	(	PUNCT
american_scientific_journal-11572	5	15	deterministic	deterministic	ADJ
american_scientific_journal-11572	5	16	and	and	CCONJ
american_scientific_journal-11572	5	17	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	5	18	)	)	PUNCT
american_scientific_journal-11572	5	19	and	and	CCONJ
american_scientific_journal-11572	5	20	ai	ai	ADJ
american_scientific_journal-11572	5	21	-	-	PUNCT
american_scientific_journal-11572	5	22	based	base	VERB
american_scientific_journal-11572	5	23	deduplication	deduplication	NOUN
american_scientific_journal-11572	5	24	strategies	strategy	NOUN
american_scientific_journal-11572	5	25	,	,	PUNCT
american_scientific_journal-11572	5	26	including	include	VERB
american_scientific_journal-11572	5	27	advanced	advanced	ADJ
american_scientific_journal-11572	5	28	ml	ml	NOUN
american_scientific_journal-11572	5	29	algorithms	algorithm	NOUN
american_scientific_journal-11572	5	30	,	,	PUNCT
american_scientific_journal-11572	5	31	biometric	biometric	ADJ
american_scientific_journal-11572	5	32	patient	patient	NOUN
american_scientific_journal-11572	5	33	identification	identification	NOUN
american_scientific_journal-11572	5	34	,	,	PUNCT
american_scientific_journal-11572	5	35	and	and	CCONJ
american_scientific_journal-11572	5	36	real	real	ADJ
american_scientific_journal-11572	5	37	-	-	PUNCT
american_scientific_journal-11572	5	38	time	time	NOUN
american_scientific_journal-11572	5	39	re	re	ADJ
american_scientific_journal-11572	5	40	-	-	ADJ
american_scientific_journal-11572	5	41	checking	checking	ADJ
american_scientific_journal-11572	5	42	services	service	NOUN
american_scientific_journal-11572	5	43	.	.	PUNCT
american_scientific_journal-11572	6	1	we	we	PRON
american_scientific_journal-11572	6	2	analyze	analyze	VERB
american_scientific_journal-11572	6	3	case	case	NOUN
american_scientific_journal-11572	6	4	studies	study	NOUN
american_scientific_journal-11572	6	5	from	from	ADP
american_scientific_journal-11572	6	6	leading	lead	VERB
american_scientific_journal-11572	6	7	healthcare	healthcare	NOUN
american_scientific_journal-11572	6	8	systems	system	NOUN
american_scientific_journal-11572	6	9	,	,	PUNCT
american_scientific_journal-11572	6	10	demonstrating	demonstrate	VERB
american_scientific_journal-11572	6	11	a	a	DET
american_scientific_journal-11572	6	12	reduction	reduction	NOUN
american_scientific_journal-11572	6	13	of	of	ADP
american_scientific_journal-11572	6	14	duplicate	duplicate	ADJ
american_scientific_journal-11572	6	15	rates	rate	NOUN
american_scientific_journal-11572	6	16	from	from	ADP
american_scientific_journal-11572	6	17	over	over	ADP
american_scientific_journal-11572	6	18	20	20	NUM
american_scientific_journal-11572	6	19	%	%	NOUN
american_scientific_journal-11572	6	20	to	to	ADP
american_scientific_journal-11572	6	21	under	under	ADP
american_scientific_journal-11572	6	22	2	2	NUM
american_scientific_journal-11572	6	23	%	%	NOUN
american_scientific_journal-11572	6	24	.	.	PUNCT
american_scientific_journal-11572	7	1	additionally	additionally	ADV
american_scientific_journal-11572	7	2	,	,	PUNCT
american_scientific_journal-11572	7	3	the	the	DET
american_scientific_journal-11572	7	4	paper	paper	NOUN
american_scientific_journal-11572	7	5	explores	explore	VERB
american_scientific_journal-11572	7	6	key	key	ADJ
american_scientific_journal-11572	7	7	management	management	NOUN
american_scientific_journal-11572	7	8	and	and	CCONJ
american_scientific_journal-11572	7	9	organizational	organizational	ADJ
american_scientific_journal-11572	7	10	factors	factor	NOUN
american_scientific_journal-11572	7	11	for	for	ADP
american_scientific_journal-11572	7	12	successful	successful	ADJ
american_scientific_journal-11572	7	13	adoption	adoption	NOUN
american_scientific_journal-11572	7	14	of	of	ADP
american_scientific_journal-11572	7	15	deduplication	deduplication	NOUN
american_scientific_journal-11572	7	16	solutions	solution	NOUN
american_scientific_journal-11572	7	17	,	,	PUNCT
american_scientific_journal-11572	7	18	emphasizing	emphasize	VERB
american_scientific_journal-11572	7	19	the	the	DET
american_scientific_journal-11572	7	20	need	need	NOUN
american_scientific_journal-11572	7	21	for	for	ADP
american_scientific_journal-11572	7	22	adequate	adequate	ADJ
american_scientific_journal-11572	7	23	training	training	NOUN
american_scientific_journal-11572	7	24	,	,	PUNCT
american_scientific_journal-11572	7	25	policy	policy	NOUN
american_scientific_journal-11572	7	26	development	development	NOUN
american_scientific_journal-11572	7	27	,	,	PUNCT
american_scientific_journal-11572	7	28	and	and	CCONJ
american_scientific_journal-11572	7	29	continuous	continuous	ADJ
american_scientific_journal-11572	7	30	monitoring	monitoring	NOUN
american_scientific_journal-11572	7	31	.	.	PUNCT
american_scientific_journal-11572	8	1	concluding	conclude	VERB
american_scientific_journal-11572	8	2	with	with	ADP
american_scientific_journal-11572	8	3	practical	practical	ADJ
american_scientific_journal-11572	8	4	recommendations	recommendation	NOUN
american_scientific_journal-11572	8	5	and	and	CCONJ
american_scientific_journal-11572	8	6	future	future	ADJ
american_scientific_journal-11572	8	7	directions	direction	NOUN
american_scientific_journal-11572	8	8	,	,	PUNCT
american_scientific_journal-11572	8	9	this	this	DET
american_scientific_journal-11572	8	10	research	research	NOUN
american_scientific_journal-11572	8	11	serves	serve	VERB
american_scientific_journal-11572	8	12	as	as	ADP
american_scientific_journal-11572	8	13	a	a	DET
american_scientific_journal-11572	8	14	comprehensive	comprehensive	ADJ
american_scientific_journal-11572	8	15	resource	resource	NOUN
american_scientific_journal-11572	8	16	for	for	ADP
american_scientific_journal-11572	8	17	healthcare	healthcare	NOUN
american_scientific_journal-11572	8	18	it	it	PRON
american_scientific_journal-11572	8	19	and	and	CCONJ
american_scientific_journal-11572	8	20	data	datum	NOUN
american_scientific_journal-11572	8	21	management	management	NOUN
american_scientific_journal-11572	8	22	executives	executive	NOUN
american_scientific_journal-11572	8	23	aiming	aim	VERB
american_scientific_journal-11572	8	24	to	to	PART
american_scientific_journal-11572	8	25	ensure	ensure	VERB
american_scientific_journal-11572	8	26	high	high	ADJ
american_scientific_journal-11572	8	27	-	-	PUNCT
american_scientific_journal-11572	8	28	quality	quality	NOUN
american_scientific_journal-11572	8	29	patient	patient	NOUN
american_scientific_journal-11572	8	30	records	record	NOUN
american_scientific_journal-11572	8	31	,	,	PUNCT
american_scientific_journal-11572	8	32	strengthen	strengthen	VERB
american_scientific_journal-11572	8	33	compliance	compliance	NOUN
american_scientific_journal-11572	8	34	,	,	PUNCT
american_scientific_journal-11572	8	35	and	and	CCONJ
american_scientific_journal-11572	8	36	support	support	NOUN
american_scientific_journal-11572	8	37	value	value	NOUN
american_scientific_journal-11572	8	38	-	-	PUNCT
american_scientific_journal-11572	8	39	based	base	VERB
american_scientific_journal-11572	8	40	care	care	NOUN
american_scientific_journal-11572	8	41	initiatives	initiative	NOUN
american_scientific_journal-11572	8	42	.	.	PUNCT
american_scientific_journal-11572	9	1	keywords	keyword	NOUN
american_scientific_journal-11572	9	2	:	:	PUNCT
american_scientific_journal-11572	9	3	electronic	electronic	ADJ
american_scientific_journal-11572	9	4	health	health	NOUN
american_scientific_journal-11572	9	5	records	record	NOUN
american_scientific_journal-11572	9	6	(	(	PUNCT
american_scientific_journal-11572	9	7	ehr	ehr	NOUN
american_scientific_journal-11572	9	8	)	)	PUNCT
american_scientific_journal-11572	9	9	;	;	PUNCT
american_scientific_journal-11572	9	10	patient	patient	ADJ
american_scientific_journal-11572	9	11	data	datum	NOUN
american_scientific_journal-11572	9	12	management	management	NOUN
american_scientific_journal-11572	9	13	;	;	PUNCT
american_scientific_journal-11572	9	14	record	record	NOUN
american_scientific_journal-11572	9	15	deduplication	deduplication	NOUN
american_scientific_journal-11572	9	16	;	;	PUNCT
american_scientific_journal-11572	9	17	machine	machine	NOUN
american_scientific_journal-11572	9	18	learning	learning	NOUN
american_scientific_journal-11572	9	19	(	(	PUNCT
american_scientific_journal-11572	9	20	ml	ml	NOUN
american_scientific_journal-11572	9	21	)	)	PUNCT
american_scientific_journal-11572	9	22	;	;	PUNCT
american_scientific_journal-11572	9	23	data	datum	NOUN
american_scientific_journal-11572	9	24	governance	governance	NOUN
american_scientific_journal-11572	9	25	;	;	PUNCT
american_scientific_journal-11572	9	26	health	health	NOUN
american_scientific_journal-11572	9	27	informatics	informatic	NOUN
american_scientific_journal-11572	9	28	;	;	PUNCT
american_scientific_journal-11572	9	29	ai	ai	AUX
american_scientific_journal-11572	9	30	-	-	PUNCT
american_scientific_journal-11572	9	31	driven	drive	VERB
american_scientific_journal-11572	9	32	solutions	solution	NOUN
american_scientific_journal-11572	9	33	.	.	PUNCT
american_scientific_journal-11572	10	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11572	10	2	received	receive	VERB
american_scientific_journal-11572	10	3	:	:	PUNCT
american_scientific_journal-11572	10	4	2/27/2025	2/27/2025	NUM
american_scientific_journal-11572	10	5	accepted	accept	VERB
american_scientific_journal-11572	10	6	:	:	PUNCT
american_scientific_journal-11572	10	7	3/25/2025	3/25/2025	NUM
american_scientific_journal-11572	10	8	published	publish	VERB
american_scientific_journal-11572	10	9	:	:	PUNCT
american_scientific_journal-11572	10	10	4/5/2025	4/5/2025	NUM
american_scientific_journal-11572	10	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11572	10	12	*	*	PUNCT
american_scientific_journal-11572	10	13	corresponding	correspond	VERB
american_scientific_journal-11572	10	14	author	author	NOUN
american_scientific_journal-11572	10	15	.	.	PUNCT
american_scientific_journal-11572	11	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11572	11	2	american	american	PROPN
american_scientific_journal-11572	11	3	academic	academic	PROPN
american_scientific_journal-11572	11	4	scientific	scientific	ADJ
american_scientific_journal-11572	11	5	research	research	NOUN
american_scientific_journal-11572	11	6	journal	journal	NOUN
american_scientific_journal-11572	11	7	for	for	ADP
american_scientific_journal-11572	11	8	engineering	engineering	NOUN
american_scientific_journal-11572	11	9	,	,	PUNCT
american_scientific_journal-11572	11	10	technology	technology	NOUN
american_scientific_journal-11572	11	11	,	,	PUNCT
american_scientific_journal-11572	11	12	and	and	CCONJ
american_scientific_journal-11572	11	13	sciences	science	NOUN
american_scientific_journal-11572	11	14	(	(	PUNCT
american_scientific_journal-11572	11	15	asrjets	asrjet	NOUN
american_scientific_journal-11572	11	16	)	)	PUNCT
american_scientific_journal-11572	11	17	volume	volume	NOUN
american_scientific_journal-11572	11	18	101	101	NUM
american_scientific_journal-11572	11	19	,	,	PUNCT
american_scientific_journal-11572	11	20	no	no	DET
american_scientific_journal-11572	11	21	1	1	NUM
american_scientific_journal-11572	11	22	,	,	PUNCT
american_scientific_journal-11572	11	23	pp	pp	ADV
american_scientific_journal-11572	11	24	358	358	NUM
american_scientific_journal-11572	11	25	-	-	SYM
american_scientific_journal-11572	11	26	370	370	NUM
american_scientific_journal-11572	11	27	359	359	NUM
american_scientific_journal-11572	11	28	1	1	NUM
american_scientific_journal-11572	11	29	.	.	PUNCT
american_scientific_journal-11572	12	1	introduction	introduction	VERB
american_scientific_journal-11572	12	2	the	the	DET
american_scientific_journal-11572	12	3	duplication	duplication	NOUN
american_scientific_journal-11572	12	4	of	of	ADP
american_scientific_journal-11572	12	5	electronic	electronic	ADJ
american_scientific_journal-11572	12	6	health	health	NOUN
american_scientific_journal-11572	12	7	records	record	NOUN
american_scientific_journal-11572	12	8	(	(	PUNCT
american_scientific_journal-11572	12	9	ehr	ehr	NOUN
american_scientific_journal-11572	12	10	)	)	PUNCT
american_scientific_journal-11572	12	11	is	be	AUX
american_scientific_journal-11572	12	12	a	a	DET
american_scientific_journal-11572	12	13	significant	significant	ADJ
american_scientific_journal-11572	12	14	issue	issue	NOUN
american_scientific_journal-11572	12	15	in	in	ADP
american_scientific_journal-11572	12	16	healthcare	healthcare	PROPN
american_scientific_journal-11572	12	17	,	,	PUNCT
american_scientific_journal-11572	12	18	leading	lead	VERB
american_scientific_journal-11572	12	19	to	to	ADP
american_scientific_journal-11572	12	20	fragmented	fragmented	ADJ
american_scientific_journal-11572	12	21	patient	patient	ADJ
american_scientific_journal-11572	12	22	data	datum	NOUN
american_scientific_journal-11572	12	23	,	,	PUNCT
american_scientific_journal-11572	12	24	reduced	reduce	VERB
american_scientific_journal-11572	12	25	quality	quality	NOUN
american_scientific_journal-11572	12	26	of	of	ADP
american_scientific_journal-11572	12	27	care	care	NOUN
american_scientific_journal-11572	12	28	,	,	PUNCT
american_scientific_journal-11572	12	29	and	and	CCONJ
american_scientific_journal-11572	12	30	increased	increase	VERB
american_scientific_journal-11572	12	31	costs	cost	NOUN
american_scientific_journal-11572	12	32	.	.	PUNCT
american_scientific_journal-11572	13	1	studies	study	NOUN
american_scientific_journal-11572	13	2	indicate	indicate	VERB
american_scientific_journal-11572	13	3	that	that	SCONJ
american_scientific_journal-11572	13	4	,	,	PUNCT
american_scientific_journal-11572	13	5	on	on	ADP
american_scientific_journal-11572	13	6	average	average	ADJ
american_scientific_journal-11572	13	7	,	,	PUNCT
american_scientific_journal-11572	13	8	10–18	10–18	NUM
american_scientific_journal-11572	13	9	%	%	NOUN
american_scientific_journal-11572	13	10	of	of	ADP
american_scientific_journal-11572	13	11	records	record	NOUN
american_scientific_journal-11572	13	12	in	in	ADP
american_scientific_journal-11572	13	13	hospital	hospital	NOUN
american_scientific_journal-11572	13	14	ehr	ehr	NOUN
american_scientific_journal-11572	13	15	systems	system	NOUN
american_scientific_journal-11572	13	16	are	be	AUX
american_scientific_journal-11572	13	17	duplicates	duplicate	NOUN
american_scientific_journal-11572	13	18	,	,	PUNCT
american_scientific_journal-11572	13	19	with	with	ADP
american_scientific_journal-11572	13	20	some	some	DET
american_scientific_journal-11572	13	21	institutions	institution	NOUN
american_scientific_journal-11572	13	22	reporting	report	VERB
american_scientific_journal-11572	13	23	duplication	duplication	NOUN
american_scientific_journal-11572	13	24	rates	rate	NOUN
american_scientific_journal-11572	13	25	exceeding	exceed	VERB
american_scientific_journal-11572	13	26	20–30	20–30	NUM
american_scientific_journal-11572	13	27	%	%	NOUN
american_scientific_journal-11572	13	28	[	[	X
american_scientific_journal-11572	13	29	1	1	NUM
american_scientific_journal-11572	13	30	,	,	PUNCT
american_scientific_journal-11572	13	31	2	2	NUM
american_scientific_journal-11572	13	32	]	]	PUNCT
american_scientific_journal-11572	13	33	.	.	PUNCT
american_scientific_journal-11572	14	1	for	for	ADP
american_scientific_journal-11572	14	2	instance	instance	NOUN
american_scientific_journal-11572	14	3	,	,	PUNCT
american_scientific_journal-11572	14	4	a	a	DET
american_scientific_journal-11572	14	5	survey	survey	NOUN
american_scientific_journal-11572	14	6	conducted	conduct	VERB
american_scientific_journal-11572	14	7	by	by	ADP
american_scientific_journal-11572	14	8	black	black	ADJ
american_scientific_journal-11572	14	9	book	book	NOUN
american_scientific_journal-11572	14	10	in	in	ADP
american_scientific_journal-11572	14	11	2018	2018	NUM
american_scientific_journal-11572	14	12	revealed	reveal	VERB
american_scientific_journal-11572	14	13	an	an	DET
american_scientific_journal-11572	14	14	average	average	ADJ
american_scientific_journal-11572	14	15	duplication	duplication	NOUN
american_scientific_journal-11572	14	16	rate	rate	NOUN
american_scientific_journal-11572	14	17	of	of	ADP
american_scientific_journal-11572	14	18	approximately	approximately	ADV
american_scientific_journal-11572	14	19	18	18	NUM
american_scientific_journal-11572	14	20	%	%	NOUN
american_scientific_journal-11572	14	21	,	,	PUNCT
american_scientific_journal-11572	14	22	compared	compare	VERB
american_scientific_journal-11572	14	23	to	to	ADP
american_scientific_journal-11572	14	24	8–12	8–12	NUM
american_scientific_journal-11572	14	25	%	%	NOUN
american_scientific_journal-11572	14	26	a	a	DET
american_scientific_journal-11572	14	27	decade	decade	NOUN
american_scientific_journal-11572	14	28	earlier	early	ADV
american_scientific_journal-11572	14	29	[	[	X
american_scientific_journal-11572	14	30	3	3	NUM
american_scientific_journal-11572	14	31	]	]	PUNCT
american_scientific_journal-11572	14	32	.	.	PUNCT
american_scientific_journal-11572	15	1	the	the	DET
american_scientific_journal-11572	15	2	accumulation	accumulation	NOUN
american_scientific_journal-11572	15	3	of	of	ADP
american_scientific_journal-11572	15	4	duplicate	duplicate	ADJ
american_scientific_journal-11572	15	5	records	record	NOUN
american_scientific_journal-11572	15	6	results	result	NOUN
american_scientific_journal-11572	15	7	in	in	ADP
american_scientific_journal-11572	15	8	incomplete	incomplete	ADJ
american_scientific_journal-11572	15	9	or	or	CCONJ
american_scientific_journal-11572	15	10	inconsistent	inconsistent	ADJ
american_scientific_journal-11572	15	11	medical	medical	ADJ
american_scientific_journal-11572	15	12	information	information	NOUN
american_scientific_journal-11572	15	13	,	,	PUNCT
american_scientific_journal-11572	15	14	increasing	increase	VERB
american_scientific_journal-11572	15	15	the	the	DET
american_scientific_journal-11572	15	16	risk	risk	NOUN
american_scientific_journal-11572	15	17	of	of	ADP
american_scientific_journal-11572	15	18	medical	medical	ADJ
american_scientific_journal-11572	15	19	errors	error	NOUN
american_scientific_journal-11572	15	20	.	.	PUNCT
american_scientific_journal-11572	16	1	estimates	estimate	NOUN
american_scientific_journal-11572	16	2	suggest	suggest	VERB
american_scientific_journal-11572	16	3	that	that	SCONJ
american_scientific_journal-11572	16	4	patient	patient	ADJ
american_scientific_journal-11572	16	5	identification	identification	NOUN
american_scientific_journal-11572	16	6	errors	error	NOUN
american_scientific_journal-11572	16	7	,	,	PUNCT
american_scientific_journal-11572	16	8	including	include	VERB
american_scientific_journal-11572	16	9	duplicates	duplicate	NOUN
american_scientific_journal-11572	16	10	and	and	CCONJ
american_scientific_journal-11572	16	11	record	record	NOUN
american_scientific_journal-11572	16	12	overlays	overlay	NOUN
american_scientific_journal-11572	16	13	,	,	PUNCT
american_scientific_journal-11572	16	14	contribute	contribute	VERB
american_scientific_journal-11572	16	15	to	to	ADP
american_scientific_journal-11572	16	16	approximately	approximately	ADV
american_scientific_journal-11572	16	17	2,000	2,000	NUM
american_scientific_journal-11572	16	18	preventable	preventable	ADJ
american_scientific_journal-11572	16	19	deaths	death	NOUN
american_scientific_journal-11572	16	20	annually	annually	ADV
american_scientific_journal-11572	16	21	and	and	CCONJ
american_scientific_journal-11572	16	22	result	result	VERB
american_scientific_journal-11572	16	23	in	in	ADP
american_scientific_journal-11572	16	24	$	$	SYM
american_scientific_journal-11572	16	25	1.7	1.7	NUM
american_scientific_journal-11572	16	26	billion	billion	NUM
american_scientific_journal-11572	16	27	in	in	ADP
american_scientific_journal-11572	16	28	legal	legal	ADJ
american_scientific_journal-11572	16	29	losses	loss	NOUN
american_scientific_journal-11572	16	30	[	[	X
american_scientific_journal-11572	16	31	2	2	NUM
american_scientific_journal-11572	16	32	]	]	PUNCT
american_scientific_journal-11572	16	33	.	.	PUNCT
american_scientific_journal-11572	17	1	in	in	ADP
american_scientific_journal-11572	17	2	4	4	NUM
american_scientific_journal-11572	17	3	%	%	NOUN
american_scientific_journal-11572	17	4	of	of	ADP
american_scientific_journal-11572	17	5	cases	case	NOUN
american_scientific_journal-11572	17	6	where	where	SCONJ
american_scientific_journal-11572	17	7	duplicates	duplicate	NOUN
american_scientific_journal-11572	17	8	exist	exist	VERB
american_scientific_journal-11572	17	9	,	,	PUNCT
american_scientific_journal-11572	17	10	the	the	DET
american_scientific_journal-11572	17	11	quality	quality	NOUN
american_scientific_journal-11572	17	12	of	of	ADP
american_scientific_journal-11572	17	13	clinical	clinical	ADJ
american_scientific_journal-11572	17	14	care	care	NOUN
american_scientific_journal-11572	17	15	is	be	AUX
american_scientific_journal-11572	17	16	directly	directly	ADV
american_scientific_journal-11572	17	17	affected	affect	VERB
american_scientific_journal-11572	17	18	,	,	PUNCT
american_scientific_journal-11572	17	19	leading	lead	VERB
american_scientific_journal-11572	17	20	to	to	ADP
american_scientific_journal-11572	17	21	treatment	treatment	NOUN
american_scientific_journal-11572	17	22	delays	delay	NOUN
american_scientific_journal-11572	17	23	or	or	CCONJ
american_scientific_journal-11572	17	24	redundant	redundant	VERB
american_scientific_journal-11572	17	25	diagnostic	diagnostic	ADJ
american_scientific_journal-11572	17	26	tests	test	NOUN
american_scientific_journal-11572	17	27	[	[	X
american_scientific_journal-11572	17	28	1	1	NUM
american_scientific_journal-11572	17	29	]	]	PUNCT
american_scientific_journal-11572	17	30	.	.	PUNCT
american_scientific_journal-11572	18	1	additionally	additionally	ADV
american_scientific_journal-11572	18	2	,	,	PUNCT
american_scientific_journal-11572	18	3	duplicate	duplicate	ADJ
american_scientific_journal-11572	18	4	records	record	NOUN
american_scientific_journal-11572	18	5	compromise	compromise	VERB
american_scientific_journal-11572	18	6	the	the	DET
american_scientific_journal-11572	18	7	accuracy	accuracy	NOUN
american_scientific_journal-11572	18	8	of	of	ADP
american_scientific_journal-11572	18	9	reporting	reporting	NOUN
american_scientific_journal-11572	18	10	and	and	CCONJ
american_scientific_journal-11572	18	11	research	research	NOUN
american_scientific_journal-11572	18	12	,	,	PUNCT
american_scientific_journal-11572	18	13	impact	impact	VERB
american_scientific_journal-11572	18	14	quality	quality	NOUN
american_scientific_journal-11572	18	15	indicators	indicator	NOUN
american_scientific_journal-11572	18	16	,	,	PUNCT
american_scientific_journal-11572	18	17	and	and	CCONJ
american_scientific_journal-11572	18	18	negatively	negatively	ADV
american_scientific_journal-11572	18	19	affect	affect	VERB
american_scientific_journal-11572	18	20	the	the	DET
american_scientific_journal-11572	18	21	financial	financial	ADJ
american_scientific_journal-11572	18	22	performance	performance	NOUN
american_scientific_journal-11572	18	23	of	of	ADP
american_scientific_journal-11572	18	24	healthcare	healthcare	NOUN
american_scientific_journal-11572	18	25	organizations	organization	NOUN
american_scientific_journal-11572	18	26	[	[	X
american_scientific_journal-11572	18	27	4	4	NUM
american_scientific_journal-11572	18	28	]	]	PUNCT
american_scientific_journal-11572	18	29	.	.	PUNCT
american_scientific_journal-11572	19	1	approximately	approximately	ADV
american_scientific_journal-11572	19	2	33–35	33–35	NUM
american_scientific_journal-11572	19	3	%	%	NOUN
american_scientific_journal-11572	19	4	of	of	ADP
american_scientific_journal-11572	19	5	insurance	insurance	NOUN
american_scientific_journal-11572	19	6	claim	claim	NOUN
american_scientific_journal-11572	19	7	denials	denial	NOUN
american_scientific_journal-11572	19	8	are	be	AUX
american_scientific_journal-11572	19	9	attributed	attribute	VERB
american_scientific_journal-11572	19	10	to	to	ADP
american_scientific_journal-11572	19	11	patient	patient	ADJ
american_scientific_journal-11572	19	12	identification	identification	NOUN
american_scientific_journal-11572	19	13	issues	issue	NOUN
american_scientific_journal-11572	19	14	,	,	PUNCT
american_scientific_journal-11572	19	15	costing	cost	VERB
american_scientific_journal-11572	19	16	hospitals	hospital	NOUN
american_scientific_journal-11572	19	17	between	between	ADP
american_scientific_journal-11572	19	18	$	$	SYM
american_scientific_journal-11572	19	19	1.5	1.5	NUM
american_scientific_journal-11572	19	20	million	million	NUM
american_scientific_journal-11572	19	21	and	and	CCONJ
american_scientific_journal-11572	19	22	$	$	SYM
american_scientific_journal-11572	19	23	2.5	2.5	NUM
american_scientific_journal-11572	19	24	million	million	NUM
american_scientific_journal-11572	19	25	annually	annually	ADV
american_scientific_journal-11572	19	26	[	[	X
american_scientific_journal-11572	19	27	3	3	NUM
american_scientific_journal-11572	19	28	,	,	PUNCT
american_scientific_journal-11572	19	29	5	5	NUM
american_scientific_journal-11572	19	30	]	]	PUNCT
american_scientific_journal-11572	19	31	.	.	PUNCT
american_scientific_journal-11572	20	1	therefore	therefore	ADV
american_scientific_journal-11572	20	2	,	,	PUNCT
american_scientific_journal-11572	20	3	eliminating	eliminate	VERB
american_scientific_journal-11572	20	4	ehr	ehr	NOUN
american_scientific_journal-11572	20	5	duplicates	duplicate	NOUN
american_scientific_journal-11572	20	6	is	be	AUX
american_scientific_journal-11572	20	7	a	a	DET
american_scientific_journal-11572	20	8	critical	critical	ADJ
american_scientific_journal-11572	20	9	task	task	NOUN
american_scientific_journal-11572	20	10	for	for	ADP
american_scientific_journal-11572	20	11	ensuring	ensure	VERB
american_scientific_journal-11572	20	12	patient	patient	ADJ
american_scientific_journal-11572	20	13	safety	safety	NOUN
american_scientific_journal-11572	20	14	,	,	PUNCT
american_scientific_journal-11572	20	15	effective	effective	ADJ
american_scientific_journal-11572	20	16	treatment	treatment	NOUN
american_scientific_journal-11572	20	17	,	,	PUNCT
american_scientific_journal-11572	20	18	and	and	CCONJ
american_scientific_journal-11572	20	19	the	the	DET
american_scientific_journal-11572	20	20	financial	financial	ADJ
american_scientific_journal-11572	20	21	sustainability	sustainability	NOUN
american_scientific_journal-11572	20	22	of	of	ADP
american_scientific_journal-11572	20	23	healthcare	healthcare	NOUN
american_scientific_journal-11572	20	24	enterprises	enterprise	NOUN
american_scientific_journal-11572	20	25	.	.	PUNCT
american_scientific_journal-11572	21	1	the	the	DET
american_scientific_journal-11572	21	2	objective	objective	NOUN
american_scientific_journal-11572	21	3	of	of	ADP
american_scientific_journal-11572	21	4	this	this	DET
american_scientific_journal-11572	21	5	study	study	NOUN
american_scientific_journal-11572	21	6	is	be	AUX
american_scientific_journal-11572	21	7	to	to	PART
american_scientific_journal-11572	21	8	conduct	conduct	VERB
american_scientific_journal-11572	21	9	a	a	DET
american_scientific_journal-11572	21	10	comprehensive	comprehensive	ADJ
american_scientific_journal-11572	21	11	analysis	analysis	NOUN
american_scientific_journal-11572	21	12	of	of	ADP
american_scientific_journal-11572	21	13	modern	modern	ADJ
american_scientific_journal-11572	21	14	methods	method	NOUN
american_scientific_journal-11572	21	15	for	for	ADP
american_scientific_journal-11572	21	16	eliminating	eliminate	VERB
american_scientific_journal-11572	21	17	ehr	ehr	NOUN
american_scientific_journal-11572	21	18	duplication	duplication	NOUN
american_scientific_journal-11572	21	19	—	—	PUNCT
american_scientific_journal-11572	21	20	both	both	CCONJ
american_scientific_journal-11572	21	21	through	through	ADP
american_scientific_journal-11572	21	22	artificial	artificial	ADJ
american_scientific_journal-11572	21	23	intelligence	intelligence	NOUN
american_scientific_journal-11572	21	24	(	(	PUNCT
american_scientific_journal-11572	21	25	ai)-based	ai)-base	VERB
american_scientific_journal-11572	21	26	technologies	technology	NOUN
american_scientific_journal-11572	21	27	and	and	CCONJ
american_scientific_journal-11572	21	28	traditional	traditional	ADJ
american_scientific_journal-11572	21	29	approaches	approach	NOUN
american_scientific_journal-11572	21	30	—	—	PUNCT
american_scientific_journal-11572	21	31	considering	consider	VERB
american_scientific_journal-11572	21	32	the	the	DET
american_scientific_journal-11572	21	33	technical	technical	ADJ
american_scientific_journal-11572	21	34	methodologies	methodology	NOUN
american_scientific_journal-11572	21	35	and	and	CCONJ
american_scientific_journal-11572	21	36	managerial	managerial	ADJ
american_scientific_journal-11572	21	37	aspects	aspect	NOUN
american_scientific_journal-11572	21	38	of	of	ADP
american_scientific_journal-11572	21	39	their	their	PRON
american_scientific_journal-11572	21	40	implementation	implementation	NOUN
american_scientific_journal-11572	21	41	at	at	ADP
american_scientific_journal-11572	21	42	the	the	DET
american_scientific_journal-11572	21	43	enterprise	enterprise	NOUN
american_scientific_journal-11572	21	44	level	level	NOUN
american_scientific_journal-11572	21	45	in	in	ADP
american_scientific_journal-11572	21	46	healthcare	healthcare	NOUN
american_scientific_journal-11572	21	47	systems	system	NOUN
american_scientific_journal-11572	21	48	.	.	PUNCT
american_scientific_journal-11572	22	1	the	the	DET
american_scientific_journal-11572	22	2	study	study	NOUN
american_scientific_journal-11572	22	3	aims	aim	VERB
american_scientific_journal-11572	22	4	to	to	PART
american_scientific_journal-11572	22	5	review	review	VERB
american_scientific_journal-11572	22	6	literature	literature	NOUN
american_scientific_journal-11572	22	7	sources	source	NOUN
american_scientific_journal-11572	22	8	,	,	PUNCT
american_scientific_journal-11572	22	9	compare	compare	VERB
american_scientific_journal-11572	22	10	various	various	ADJ
american_scientific_journal-11572	22	11	algorithms	algorithm	NOUN
american_scientific_journal-11572	22	12	and	and	CCONJ
american_scientific_journal-11572	22	13	strategies	strategy	NOUN
american_scientific_journal-11572	22	14	(	(	PUNCT
american_scientific_journal-11572	22	15	deterministic	deterministic	ADJ
american_scientific_journal-11572	22	16	,	,	PUNCT
american_scientific_journal-11572	22	17	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	22	18	,	,	PUNCT
american_scientific_journal-11572	22	19	machine	machine	NOUN
american_scientific_journal-11572	22	20	learning	learning	NOUN
american_scientific_journal-11572	22	21	-	-	PUNCT
american_scientific_journal-11572	22	22	based	base	VERB
american_scientific_journal-11572	22	23	,	,	PUNCT
american_scientific_journal-11572	22	24	etc	etc	X
american_scientific_journal-11572	22	25	.	.	X
american_scientific_journal-11572	22	26	)	)	PUNCT
american_scientific_journal-11572	22	27	,	,	PUNCT
american_scientific_journal-11572	22	28	examine	examine	VERB
american_scientific_journal-11572	22	29	practical	practical	ADJ
american_scientific_journal-11572	22	30	cases	case	NOUN
american_scientific_journal-11572	22	31	of	of	ADP
american_scientific_journal-11572	22	32	successful	successful	ADJ
american_scientific_journal-11572	22	33	duplicate	duplicate	NOUN
american_scientific_journal-11572	22	34	reduction	reduction	NOUN
american_scientific_journal-11572	22	35	,	,	PUNCT
american_scientific_journal-11572	22	36	and	and	CCONJ
american_scientific_journal-11572	22	37	analyze	analyze	VERB
american_scientific_journal-11572	22	38	recommendations	recommendation	NOUN
american_scientific_journal-11572	22	39	for	for	ADP
american_scientific_journal-11572	22	40	implementing	implement	VERB
american_scientific_journal-11572	22	41	such	such	ADJ
american_scientific_journal-11572	22	42	solutions	solution	NOUN
american_scientific_journal-11572	22	43	in	in	ADP
american_scientific_journal-11572	22	44	healthcare	healthcare	NOUN
american_scientific_journal-11572	22	45	organizations	organization	NOUN
american_scientific_journal-11572	22	46	.	.	PUNCT
american_scientific_journal-11572	23	1	it	it	PRON
american_scientific_journal-11572	23	2	is	be	AUX
american_scientific_journal-11572	23	3	worth	worth	ADJ
american_scientific_journal-11572	23	4	noting	note	VERB
american_scientific_journal-11572	23	5	that	that	SCONJ
american_scientific_journal-11572	23	6	the	the	DET
american_scientific_journal-11572	23	7	issue	issue	NOUN
american_scientific_journal-11572	23	8	of	of	ADP
american_scientific_journal-11572	23	9	"	"	PUNCT
american_scientific_journal-11572	23	10	one	one	NUM
american_scientific_journal-11572	23	11	patient	patient	NOUN
american_scientific_journal-11572	23	12	–	–	PUNCT
american_scientific_journal-11572	23	13	multiple	multiple	ADJ
american_scientific_journal-11572	23	14	records	record	NOUN
american_scientific_journal-11572	23	15	"	"	PUNCT
american_scientific_journal-11572	23	16	has	have	AUX
american_scientific_journal-11572	23	17	been	be	AUX
american_scientific_journal-11572	23	18	recognized	recognize	VERB
american_scientific_journal-11572	23	19	for	for	ADP
american_scientific_journal-11572	23	20	a	a	DET
american_scientific_journal-11572	23	21	long	long	ADJ
american_scientific_journal-11572	23	22	time	time	NOUN
american_scientific_journal-11572	23	23	,	,	PUNCT
american_scientific_journal-11572	23	24	and	and	CCONJ
american_scientific_journal-11572	23	25	in	in	ADP
american_scientific_journal-11572	23	26	recent	recent	ADJ
american_scientific_journal-11572	23	27	years	year	NOUN
american_scientific_journal-11572	23	28	,	,	PUNCT
american_scientific_journal-11572	23	29	a	a	DET
american_scientific_journal-11572	23	30	significant	significant	ADJ
american_scientific_journal-11572	23	31	number	number	NOUN
american_scientific_journal-11572	23	32	of	of	ADP
american_scientific_journal-11572	23	33	studies	study	NOUN
american_scientific_journal-11572	23	34	have	have	AUX
american_scientific_journal-11572	23	35	been	be	AUX
american_scientific_journal-11572	23	36	conducted	conduct	VERB
american_scientific_journal-11572	23	37	on	on	ADP
american_scientific_journal-11572	23	38	detecting	detect	VERB
american_scientific_journal-11572	23	39	and	and	CCONJ
american_scientific_journal-11572	23	40	merging	merge	VERB
american_scientific_journal-11572	23	41	duplicate	duplicate	ADJ
american_scientific_journal-11572	23	42	medical	medical	ADJ
american_scientific_journal-11572	23	43	records	record	NOUN
american_scientific_journal-11572	23	44	.	.	PUNCT
american_scientific_journal-11572	24	1	classical	classical	ADJ
american_scientific_journal-11572	24	2	approaches	approach	NOUN
american_scientific_journal-11572	24	3	to	to	ADP
american_scientific_journal-11572	24	4	patient	patient	ADJ
american_scientific_journal-11572	24	5	identification	identification	NOUN
american_scientific_journal-11572	24	6	rely	rely	VERB
american_scientific_journal-11572	24	7	on	on	ADP
american_scientific_journal-11572	24	8	demographic	demographic	ADJ
american_scientific_journal-11572	24	9	data	data	NOUN
american_scientific_journal-11572	24	10	-	-	PUNCT
american_scientific_journal-11572	24	11	matching	match	VERB
american_scientific_journal-11572	24	12	algorithms	algorithm	NOUN
american_scientific_journal-11572	24	13	.	.	PUNCT
american_scientific_journal-11572	25	1	both	both	DET
american_scientific_journal-11572	25	2	deterministic	deterministic	ADJ
american_scientific_journal-11572	25	3	methods	method	NOUN
american_scientific_journal-11572	25	4	(	(	PUNCT
american_scientific_journal-11572	25	5	strict	strict	ADJ
american_scientific_journal-11572	25	6	matching	matching	NOUN
american_scientific_journal-11572	25	7	based	base	VERB
american_scientific_journal-11572	25	8	on	on	ADP
american_scientific_journal-11572	25	9	key	key	ADJ
american_scientific_journal-11572	25	10	identifiers	identifier	NOUN
american_scientific_journal-11572	25	11	)	)	PUNCT
american_scientific_journal-11572	25	12	and	and	CCONJ
american_scientific_journal-11572	25	13	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	25	14	algorithms	algorithm	NOUN
american_scientific_journal-11572	25	15	(	(	PUNCT
american_scientific_journal-11572	25	16	calculating	calculate	VERB
american_scientific_journal-11572	25	17	similarity	similarity	NOUN
american_scientific_journal-11572	25	18	weights	weight	NOUN
american_scientific_journal-11572	25	19	for	for	ADP
american_scientific_journal-11572	25	20	names	name	NOUN
american_scientific_journal-11572	25	21	,	,	PUNCT
american_scientific_journal-11572	25	22	birth	birth	NOUN
american_scientific_journal-11572	25	23	dates	date	NOUN
american_scientific_journal-11572	25	24	,	,	PUNCT
american_scientific_journal-11572	25	25	addresses	address	NOUN
american_scientific_journal-11572	25	26	,	,	PUNCT
american_scientific_journal-11572	25	27	etc	etc	X
american_scientific_journal-11572	25	28	.	.	X
american_scientific_journal-11572	25	29	)	)	PUNCT
american_scientific_journal-11572	25	30	are	be	AUX
american_scientific_journal-11572	25	31	commonly	commonly	ADV
american_scientific_journal-11572	25	32	used	use	VERB
american_scientific_journal-11572	25	33	[	[	PUNCT
american_scientific_journal-11572	25	34	6	6	NUM
american_scientific_journal-11572	25	35	]	]	PUNCT
american_scientific_journal-11572	25	36	.	.	PUNCT
american_scientific_journal-11572	26	1	as	as	ADV
american_scientific_journal-11572	26	2	early	early	ADV
american_scientific_journal-11572	26	3	as	as	ADP
american_scientific_journal-11572	26	4	2019	2019	NUM
american_scientific_journal-11572	26	5	,	,	PUNCT
american_scientific_journal-11572	26	6	studies	study	NOUN
american_scientific_journal-11572	26	7	indicated	indicate	VERB
american_scientific_journal-11572	26	8	that	that	SCONJ
american_scientific_journal-11572	26	9	deterministic	deterministic	ADJ
american_scientific_journal-11572	26	10	and	and	CCONJ
american_scientific_journal-11572	26	11	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	26	12	approaches	approach	NOUN
american_scientific_journal-11572	26	13	could	could	AUX
american_scientific_journal-11572	26	14	yield	yield	VERB
american_scientific_journal-11572	26	15	comparable	comparable	ADJ
american_scientific_journal-11572	26	16	results	result	NOUN
american_scientific_journal-11572	26	17	,	,	PUNCT
american_scientific_journal-11572	26	18	with	with	ADP
american_scientific_journal-11572	26	19	an	an	DET
american_scientific_journal-11572	26	20	accuracy	accuracy	NOUN
american_scientific_journal-11572	26	21	difference	difference	NOUN
american_scientific_journal-11572	26	22	of	of	ADP
american_scientific_journal-11572	26	23	approximately	approximately	ADV
american_scientific_journal-11572	26	24	1.3	1.3	NUM
american_scientific_journal-11572	26	25	%	%	NOUN
american_scientific_journal-11572	26	26	.	.	PUNCT
american_scientific_journal-11572	27	1	however	however	ADV
american_scientific_journal-11572	27	2	,	,	PUNCT
american_scientific_journal-11572	27	3	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	27	4	methods	method	NOUN
american_scientific_journal-11572	27	5	demonstrated	demonstrate	VERB
american_scientific_journal-11572	27	6	better	well	ADJ
american_scientific_journal-11572	27	7	performance	performance	NOUN
american_scientific_journal-11572	27	8	in	in	ADP
american_scientific_journal-11572	27	9	cases	case	NOUN
american_scientific_journal-11572	27	10	where	where	SCONJ
american_scientific_journal-11572	27	11	a	a	DET
american_scientific_journal-11572	27	12	unique	unique	ADJ
american_scientific_journal-11572	27	13	identifier	identifier	NOUN
american_scientific_journal-11572	27	14	was	be	AUX
american_scientific_journal-11572	27	15	unavailable	unavailable	ADJ
american_scientific_journal-11572	27	16	,	,	PUNCT
american_scientific_journal-11572	27	17	as	as	SCONJ
american_scientific_journal-11572	27	18	seen	see	VERB
american_scientific_journal-11572	27	19	in	in	ADP
american_scientific_journal-11572	27	20	the	the	DET
american_scientific_journal-11572	27	21	"	"	PUNCT
american_scientific_journal-11572	27	22	one	one	NUM
american_scientific_journal-11572	27	23	patient	patient	NOUN
american_scientific_journal-11572	27	24	–	–	PUNCT
american_scientific_journal-11572	27	25	one	one	NUM
american_scientific_journal-11572	27	26	record	record	NOUN
american_scientific_journal-11572	27	27	"	"	PUNCT
american_scientific_journal-11572	27	28	initiative	initiative	NOUN
american_scientific_journal-11572	27	29	[	[	X
american_scientific_journal-11572	27	30	7	7	NUM
american_scientific_journal-11572	27	31	]	]	PUNCT
american_scientific_journal-11572	27	32	.	.	PUNCT
american_scientific_journal-11572	28	1	traditionally	traditionally	ADV
american_scientific_journal-11572	28	2	,	,	PUNCT
american_scientific_journal-11572	28	3	the	the	DET
american_scientific_journal-11572	28	4	industry	industry	NOUN
american_scientific_journal-11572	28	5	has	have	AUX
american_scientific_journal-11572	28	6	employed	employ	VERB
american_scientific_journal-11572	28	7	enterprise	enterprise	NOUN
american_scientific_journal-11572	28	8	master	master	NOUN
american_scientific_journal-11572	28	9	patient	patient	NOUN
american_scientific_journal-11572	28	10	index	index	NOUN
american_scientific_journal-11572	28	11	(	(	PUNCT
american_scientific_journal-11572	28	12	empi	empi	PROPN
american_scientific_journal-11572	28	13	)	)	PUNCT
american_scientific_journal-11572	28	14	systems	system	NOUN
american_scientific_journal-11572	28	15	,	,	PUNCT
american_scientific_journal-11572	28	16	which	which	PRON
american_scientific_journal-11572	28	17	implement	implement	VERB
american_scientific_journal-11572	28	18	these	these	DET
american_scientific_journal-11572	28	19	algorithms	algorithm	NOUN
american_scientific_journal-11572	28	20	,	,	PUNCT
american_scientific_journal-11572	28	21	along	along	ADP
american_scientific_journal-11572	28	22	with	with	ADP
american_scientific_journal-11572	28	23	best	good	ADJ
american_scientific_journal-11572	28	24	practices	practice	NOUN
american_scientific_journal-11572	28	25	in	in	ADP
american_scientific_journal-11572	28	26	data	datum	NOUN
american_scientific_journal-11572	28	27	management	management	NOUN
american_scientific_journal-11572	28	28	.	.	PUNCT
american_scientific_journal-11572	29	1	these	these	PRON
american_scientific_journal-11572	29	2	include	include	VERB
american_scientific_journal-11572	29	3	standardized	standardized	ADJ
american_scientific_journal-11572	29	4	data	datum	NOUN
american_scientific_journal-11572	29	5	entry	entry	NOUN
american_scientific_journal-11572	29	6	requirements	requirement	NOUN
american_scientific_journal-11572	29	7	,	,	PUNCT
american_scientific_journal-11572	29	8	such	such	ADJ
american_scientific_journal-11572	29	9	as	as	ADP
american_scientific_journal-11572	29	10	mandating	mandate	VERB
american_scientific_journal-11572	29	11	full	full	ADJ
american_scientific_journal-11572	29	12	names	name	NOUN
american_scientific_journal-11572	29	13	,	,	PUNCT
american_scientific_journal-11572	29	14	birth	birth	NOUN
american_scientific_journal-11572	29	15	dates	date	NOUN
american_scientific_journal-11572	29	16	,	,	PUNCT
american_scientific_journal-11572	29	17	and	and	CCONJ
american_scientific_journal-11572	29	18	insurance	insurance	NOUN
american_scientific_journal-11572	29	19	numbers	number	NOUN
american_scientific_journal-11572	29	20	[	[	X
american_scientific_journal-11572	29	21	1	1	NUM
american_scientific_journal-11572	29	22	,	,	PUNCT
american_scientific_journal-11572	29	23	4	4	NUM
american_scientific_journal-11572	29	24	]	]	PUNCT
american_scientific_journal-11572	29	25	,	,	PUNCT
american_scientific_journal-11572	29	26	training	training	NOUN
american_scientific_journal-11572	29	27	of	of	ADP
american_scientific_journal-11572	29	28	registration	registration	NOUN
american_scientific_journal-11572	29	29	personnel	personnel	NOUN
american_scientific_journal-11572	29	30	,	,	PUNCT
american_scientific_journal-11572	29	31	and	and	CCONJ
american_scientific_journal-11572	29	32	regular	regular	ADJ
american_scientific_journal-11572	29	33	data	datum	NOUN
american_scientific_journal-11572	29	34	audits	audits	NOUN
american_scientific_journal-11572	29	35	.	.	PUNCT
american_scientific_journal-11572	30	1	despite	despite	SCONJ
american_scientific_journal-11572	30	2	these	these	DET
american_scientific_journal-11572	30	3	measures	measure	NOUN
american_scientific_journal-11572	30	4	,	,	PUNCT
american_scientific_journal-11572	30	5	the	the	DET
american_scientific_journal-11572	30	6	growing	grow	VERB
american_scientific_journal-11572	30	7	volume	volume	NOUN
american_scientific_journal-11572	30	8	of	of	ADP
american_scientific_journal-11572	30	9	electronic	electronic	ADJ
american_scientific_journal-11572	30	10	data	datum	NOUN
american_scientific_journal-11572	30	11	and	and	CCONJ
american_scientific_journal-11572	30	12	the	the	DET
american_scientific_journal-11572	30	13	american	american	ADJ
american_scientific_journal-11572	30	14	academic	academic	PROPN
american_scientific_journal-11572	30	15	scientific	scientific	ADJ
american_scientific_journal-11572	30	16	research	research	NOUN
american_scientific_journal-11572	30	17	journal	journal	NOUN
american_scientific_journal-11572	30	18	for	for	ADP
american_scientific_journal-11572	30	19	engineering	engineering	NOUN
american_scientific_journal-11572	30	20	,	,	PUNCT
american_scientific_journal-11572	30	21	technology	technology	NOUN
american_scientific_journal-11572	30	22	,	,	PUNCT
american_scientific_journal-11572	30	23	and	and	CCONJ
american_scientific_journal-11572	30	24	sciences	science	NOUN
american_scientific_journal-11572	30	25	(	(	PUNCT
american_scientific_journal-11572	30	26	asrjets	asrjet	NOUN
american_scientific_journal-11572	30	27	)	)	PUNCT
american_scientific_journal-11572	30	28	volume	volume	NOUN
american_scientific_journal-11572	30	29	101	101	NUM
american_scientific_journal-11572	30	30	,	,	PUNCT
american_scientific_journal-11572	30	31	no	no	DET
american_scientific_journal-11572	30	32	1	1	NUM
american_scientific_journal-11572	30	33	,	,	PUNCT
american_scientific_journal-11572	30	34	pp	pp	ADV
american_scientific_journal-11572	30	35	358	358	NUM
american_scientific_journal-11572	30	36	-	-	SYM
american_scientific_journal-11572	30	37	370	370	NUM
american_scientific_journal-11572	30	38	360	360	NUM
american_scientific_journal-11572	30	39	absence	absence	NOUN
american_scientific_journal-11572	30	40	of	of	ADP
american_scientific_journal-11572	30	41	a	a	DET
american_scientific_journal-11572	30	42	universal	universal	ADJ
american_scientific_journal-11572	30	43	national	national	ADJ
american_scientific_journal-11572	30	44	patient	patient	NOUN
american_scientific_journal-11572	30	45	identifier	identifier	NOUN
american_scientific_journal-11572	30	46	,	,	PUNCT
american_scientific_journal-11572	30	47	as	as	SCONJ
american_scientific_journal-11572	30	48	observed	observe	VERB
american_scientific_journal-11572	30	49	in	in	ADP
american_scientific_journal-11572	30	50	the	the	DET
american_scientific_journal-11572	30	51	united	united	PROPN
american_scientific_journal-11572	30	52	states	states	PROPN
american_scientific_journal-11572	30	53	,	,	PUNCT
american_scientific_journal-11572	30	54	have	have	AUX
american_scientific_journal-11572	30	55	prevented	prevent	VERB
american_scientific_journal-11572	30	56	a	a	DET
american_scientific_journal-11572	30	57	significant	significant	ADJ
american_scientific_journal-11572	30	58	reduction	reduction	NOUN
american_scientific_journal-11572	30	59	in	in	ADP
american_scientific_journal-11572	30	60	duplicate	duplicate	ADJ
american_scientific_journal-11572	30	61	records	record	NOUN
american_scientific_journal-11572	30	62	[	[	X
american_scientific_journal-11572	30	63	5	5	NUM
american_scientific_journal-11572	30	64	]	]	PUNCT
american_scientific_journal-11572	30	65	.	.	PUNCT
american_scientific_journal-11572	31	1	since	since	SCONJ
american_scientific_journal-11572	31	2	the	the	DET
american_scientific_journal-11572	31	3	mid-2010s	mid-2010	NOUN
american_scientific_journal-11572	31	4	,	,	PUNCT
american_scientific_journal-11572	31	5	there	there	PRON
american_scientific_journal-11572	31	6	has	have	AUX
american_scientific_journal-11572	31	7	been	be	AUX
american_scientific_journal-11572	31	8	an	an	DET
american_scientific_journal-11572	31	9	increasing	increase	VERB
american_scientific_journal-11572	31	10	demand	demand	NOUN
american_scientific_journal-11572	31	11	for	for	ADP
american_scientific_journal-11572	31	12	more	more	ADV
american_scientific_journal-11572	31	13	automated	automated	ADJ
american_scientific_journal-11572	31	14	and	and	CCONJ
american_scientific_journal-11572	31	15	intelligent	intelligent	ADJ
american_scientific_journal-11572	31	16	methods	method	NOUN
american_scientific_journal-11572	31	17	.	.	PUNCT
american_scientific_journal-11572	32	1	research	research	NOUN
american_scientific_journal-11572	32	2	on	on	ADP
american_scientific_journal-11572	32	3	the	the	DET
american_scientific_journal-11572	32	4	application	application	NOUN
american_scientific_journal-11572	32	5	of	of	ADP
american_scientific_journal-11572	32	6	machine	machine	NOUN
american_scientific_journal-11572	32	7	learning	learning	NOUN
american_scientific_journal-11572	32	8	(	(	PUNCT
american_scientific_journal-11572	32	9	ml	ml	NOUN
american_scientific_journal-11572	32	10	)	)	PUNCT
american_scientific_journal-11572	32	11	and	and	CCONJ
american_scientific_journal-11572	32	12	other	other	ADJ
american_scientific_journal-11572	32	13	ai	ai	NOUN
american_scientific_journal-11572	32	14	-	-	PUNCT
american_scientific_journal-11572	32	15	based	base	VERB
american_scientific_journal-11572	32	16	technologies	technology	NOUN
american_scientific_journal-11572	32	17	to	to	PART
american_scientific_journal-11572	32	18	enhance	enhance	VERB
american_scientific_journal-11572	32	19	record	record	NOUN
american_scientific_journal-11572	32	20	reconciliation	reconciliation	NOUN
american_scientific_journal-11572	32	21	accuracy	accuracy	NOUN
american_scientific_journal-11572	32	22	has	have	AUX
american_scientific_journal-11572	32	23	emerged	emerge	VERB
american_scientific_journal-11572	32	24	.	.	PUNCT
american_scientific_journal-11572	33	1	by	by	ADP
american_scientific_journal-11572	33	2	2020–2023	2020–2023	NUM
american_scientific_journal-11572	33	3	,	,	PUNCT
american_scientific_journal-11572	33	4	studies	study	NOUN
american_scientific_journal-11572	33	5	demonstrated	demonstrate	VERB
american_scientific_journal-11572	33	6	that	that	SCONJ
american_scientific_journal-11572	33	7	ml	ml	NOUN
american_scientific_journal-11572	33	8	algorithms	algorithm	NOUN
american_scientific_journal-11572	33	9	could	could	AUX
american_scientific_journal-11572	33	10	achieve	achieve	VERB
american_scientific_journal-11572	33	11	a	a	DET
american_scientific_journal-11572	33	12	sensitivity	sensitivity	NOUN
american_scientific_journal-11572	33	13	of	of	ADP
american_scientific_journal-11572	33	14	99–100	99–100	NUM
american_scientific_journal-11572	33	15	%	%	NOUN
american_scientific_journal-11572	33	16	with	with	ADP
american_scientific_journal-11572	33	17	a	a	DET
american_scientific_journal-11572	33	18	high	high	ADJ
american_scientific_journal-11572	33	19	level	level	NOUN
american_scientific_journal-11572	33	20	of	of	ADP
american_scientific_journal-11572	33	21	accuracy	accuracy	NOUN
american_scientific_journal-11572	33	22	in	in	ADP
american_scientific_journal-11572	33	23	record	record	NOUN
american_scientific_journal-11572	33	24	matching	matching	NOUN
american_scientific_journal-11572	33	25	[	[	X
american_scientific_journal-11572	33	26	6	6	NUM
american_scientific_journal-11572	33	27	,	,	PUNCT
american_scientific_journal-11572	33	28	8	8	NUM
american_scientific_journal-11572	33	29	]	]	PUNCT
american_scientific_journal-11572	33	30	.	.	PUNCT
american_scientific_journal-11572	34	1	analytical	analytical	ADJ
american_scientific_journal-11572	34	2	reviews	review	NOUN
american_scientific_journal-11572	34	3	,	,	PUNCT
american_scientific_journal-11572	34	4	including	include	VERB
american_scientific_journal-11572	34	5	reports	report	NOUN
american_scientific_journal-11572	34	6	by	by	ADP
american_scientific_journal-11572	34	7	gartner	gartner	NOUN
american_scientific_journal-11572	34	8	and	and	CCONJ
american_scientific_journal-11572	34	9	research	research	NOUN
american_scientific_journal-11572	34	10	by	by	ADP
american_scientific_journal-11572	34	11	deloitte	deloitte	PROPN
american_scientific_journal-11572	34	12	,	,	PUNCT
american_scientific_journal-11572	34	13	emphasize	emphasize	VERB
american_scientific_journal-11572	34	14	that	that	SCONJ
american_scientific_journal-11572	34	15	improving	improve	VERB
american_scientific_journal-11572	34	16	patient	patient	ADJ
american_scientific_journal-11572	34	17	data	datum	NOUN
american_scientific_journal-11572	34	18	quality	quality	NOUN
american_scientific_journal-11572	34	19	is	be	AUX
american_scientific_journal-11572	34	20	fundamental	fundamental	ADJ
american_scientific_journal-11572	34	21	to	to	ADP
american_scientific_journal-11572	34	22	the	the	DET
american_scientific_journal-11572	34	23	successful	successful	ADJ
american_scientific_journal-11572	34	24	digital	digital	ADJ
american_scientific_journal-11572	34	25	transformation	transformation	NOUN
american_scientific_journal-11572	34	26	of	of	ADP
american_scientific_journal-11572	34	27	healthcare	healthcare	NOUN
american_scientific_journal-11572	34	28	organizations	organization	NOUN
american_scientific_journal-11572	34	29	.	.	PUNCT
american_scientific_journal-11572	35	1	as	as	ADP
american_scientific_journal-11572	35	2	a	a	DET
american_scientific_journal-11572	35	3	result	result	NOUN
american_scientific_journal-11572	35	4	,	,	PUNCT
american_scientific_journal-11572	35	5	investments	investment	NOUN
american_scientific_journal-11572	35	6	in	in	ADP
american_scientific_journal-11572	35	7	master	master	NOUN
american_scientific_journal-11572	35	8	data	data	PROPN
american_scientific_journal-11572	35	9	management	management	NOUN
american_scientific_journal-11572	35	10	systems	system	NOUN
american_scientific_journal-11572	35	11	and	and	CCONJ
american_scientific_journal-11572	35	12	ai	ai	VERB
american_scientific_journal-11572	35	13	tools	tool	NOUN
american_scientific_journal-11572	35	14	for	for	ADP
american_scientific_journal-11572	35	15	eliminating	eliminate	VERB
american_scientific_journal-11572	35	16	duplicate	duplicate	NOUN
american_scientific_journal-11572	35	17	records	record	NOUN
american_scientific_journal-11572	35	18	continue	continue	VERB
american_scientific_journal-11572	35	19	to	to	PART
american_scientific_journal-11572	35	20	grow	grow	VERB
american_scientific_journal-11572	35	21	.	.	PUNCT
american_scientific_journal-11572	36	1	2	2	X
american_scientific_journal-11572	36	2	.	.	X
american_scientific_journal-11572	36	3	traditional	traditional	ADJ
american_scientific_journal-11572	36	4	methods	method	NOUN
american_scientific_journal-11572	36	5	for	for	ADP
american_scientific_journal-11572	36	6	eliminating	eliminate	VERB
american_scientific_journal-11572	36	7	duplicate	duplicate	ADJ
american_scientific_journal-11572	36	8	ehrs	ehrs	PRON
american_scientific_journal-11572	36	9	traditional	traditional	ADJ
american_scientific_journal-11572	36	10	methods	method	NOUN
american_scientific_journal-11572	36	11	primarily	primarily	ADV
american_scientific_journal-11572	36	12	include	include	VERB
american_scientific_journal-11572	36	13	deterministic	deterministic	ADJ
american_scientific_journal-11572	36	14	record	record	NOUN
american_scientific_journal-11572	36	15	matching	matching	NOUN
american_scientific_journal-11572	36	16	and	and	CCONJ
american_scientific_journal-11572	36	17	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	36	18	(	(	PUNCT
american_scientific_journal-11572	36	19	fuzzy	fuzzy	ADJ
american_scientific_journal-11572	36	20	)	)	PUNCT
american_scientific_journal-11572	36	21	matching	matching	NOUN
american_scientific_journal-11572	36	22	,	,	PUNCT
american_scientific_journal-11572	36	23	with	with	ADP
american_scientific_journal-11572	36	24	a	a	DET
american_scientific_journal-11572	36	25	comparison	comparison	NOUN
american_scientific_journal-11572	36	26	of	of	ADP
american_scientific_journal-11572	36	27	these	these	DET
american_scientific_journal-11572	36	28	approaches	approach	NOUN
american_scientific_journal-11572	36	29	presented	present	VERB
american_scientific_journal-11572	36	30	in	in	ADP
american_scientific_journal-11572	36	31	table	table	NOUN
american_scientific_journal-11572	36	32	1	1	NUM
american_scientific_journal-11572	36	33	.	.	PUNCT
american_scientific_journal-11572	37	1	the	the	DET
american_scientific_journal-11572	37	2	deterministic	deterministic	ADJ
american_scientific_journal-11572	37	3	approach	approach	NOUN
american_scientific_journal-11572	37	4	involves	involve	VERB
american_scientific_journal-11572	37	5	using	use	VERB
american_scientific_journal-11572	37	6	a	a	DET
american_scientific_journal-11572	37	7	unique	unique	ADJ
american_scientific_journal-11572	37	8	identifier	identifier	NOUN
american_scientific_journal-11572	37	9	or	or	CCONJ
american_scientific_journal-11572	37	10	an	an	DET
american_scientific_journal-11572	37	11	exact	exact	ADJ
american_scientific_journal-11572	37	12	match	match	NOUN
american_scientific_journal-11572	37	13	of	of	ADP
american_scientific_journal-11572	37	14	key	key	ADJ
american_scientific_journal-11572	37	15	fields	field	NOUN
american_scientific_journal-11572	37	16	,	,	PUNCT
american_scientific_journal-11572	37	17	such	such	ADJ
american_scientific_journal-11572	37	18	as	as	ADP
american_scientific_journal-11572	37	19	a	a	DET
american_scientific_journal-11572	37	20	medical	medical	ADJ
american_scientific_journal-11572	37	21	record	record	NOUN
american_scientific_journal-11572	37	22	number	number	NOUN
american_scientific_journal-11572	37	23	,	,	PUNCT
american_scientific_journal-11572	37	24	social	social	ADJ
american_scientific_journal-11572	37	25	security	security	NOUN
american_scientific_journal-11572	37	26	number	number	NOUN
american_scientific_journal-11572	37	27	,	,	PUNCT
american_scientific_journal-11572	37	28	or	or	CCONJ
american_scientific_journal-11572	37	29	a	a	DET
american_scientific_journal-11572	37	30	combination	combination	NOUN
american_scientific_journal-11572	37	31	of	of	ADP
american_scientific_journal-11572	37	32	full	full	ADJ
american_scientific_journal-11572	37	33	name	name	NOUN
american_scientific_journal-11572	37	34	and	and	CCONJ
american_scientific_journal-11572	37	35	date	date	NOUN
american_scientific_journal-11572	37	36	of	of	ADP
american_scientific_journal-11572	37	37	birth	birth	NOUN
american_scientific_journal-11572	37	38	,	,	PUNCT
american_scientific_journal-11572	37	39	to	to	PART
american_scientific_journal-11572	37	40	establish	establish	VERB
american_scientific_journal-11572	37	41	a	a	DET
american_scientific_journal-11572	37	42	definitive	definitive	ADJ
american_scientific_journal-11572	37	43	link	link	NOUN
american_scientific_journal-11572	37	44	between	between	ADP
american_scientific_journal-11572	37	45	patient	patient	ADJ
american_scientific_journal-11572	37	46	records	record	NOUN
american_scientific_journal-11572	37	47	.	.	PUNCT
american_scientific_journal-11572	38	1	if	if	SCONJ
american_scientific_journal-11572	38	2	a	a	DET
american_scientific_journal-11572	38	3	system	system	NOUN
american_scientific_journal-11572	38	4	implements	implement	VERB
american_scientific_journal-11572	38	5	a	a	DET
american_scientific_journal-11572	38	6	single	single	ADJ
american_scientific_journal-11572	38	7	identifier	identifier	NOUN
american_scientific_journal-11572	38	8	,	,	PUNCT
american_scientific_journal-11572	38	9	such	such	ADJ
american_scientific_journal-11572	38	10	as	as	ADP
american_scientific_journal-11572	38	11	a	a	DET
american_scientific_journal-11572	38	12	national	national	ADJ
american_scientific_journal-11572	38	13	i	i	PROPN
american_scientific_journal-11572	38	14	d	d	PROPN
american_scientific_journal-11572	38	15	or	or	CCONJ
american_scientific_journal-11572	38	16	a	a	DET
american_scientific_journal-11572	38	17	universal	universal	ADJ
american_scientific_journal-11572	38	18	patient	patient	ADJ
american_scientific_journal-11572	38	19	number	number	NOUN
american_scientific_journal-11572	38	20	within	within	ADP
american_scientific_journal-11572	38	21	a	a	DET
american_scientific_journal-11572	38	22	clinical	clinical	ADJ
american_scientific_journal-11572	38	23	network	network	NOUN
american_scientific_journal-11572	38	24	,	,	PUNCT
american_scientific_journal-11572	38	25	the	the	DET
american_scientific_journal-11572	38	26	issue	issue	NOUN
american_scientific_journal-11572	38	27	of	of	ADP
american_scientific_journal-11572	38	28	duplicate	duplicate	ADJ
american_scientific_journal-11572	38	29	records	record	NOUN
american_scientific_journal-11572	38	30	is	be	AUX
american_scientific_journal-11572	38	31	largely	largely	ADV
american_scientific_journal-11572	38	32	resolved	resolve	VERB
american_scientific_journal-11572	38	33	deterministically	deterministically	ADV
american_scientific_journal-11572	38	34	:	:	PUNCT
american_scientific_journal-11572	38	35	records	record	NOUN
american_scientific_journal-11572	38	36	with	with	ADP
american_scientific_journal-11572	38	37	the	the	DET
american_scientific_journal-11572	38	38	same	same	ADJ
american_scientific_journal-11572	38	39	i	i	NOUN
american_scientific_journal-11572	38	40	d	d	PROPN
american_scientific_journal-11572	38	41	are	be	AUX
american_scientific_journal-11572	38	42	considered	consider	VERB
american_scientific_journal-11572	38	43	to	to	PART
american_scientific_journal-11572	38	44	belong	belong	VERB
american_scientific_journal-11572	38	45	to	to	ADP
american_scientific_journal-11572	38	46	the	the	DET
american_scientific_journal-11572	38	47	same	same	ADJ
american_scientific_journal-11572	38	48	individual	individual	NOUN
american_scientific_journal-11572	38	49	.	.	PUNCT
american_scientific_journal-11572	39	1	however	however	ADV
american_scientific_journal-11572	39	2	,	,	PUNCT
american_scientific_journal-11572	39	3	in	in	ADP
american_scientific_journal-11572	39	4	practice	practice	NOUN
american_scientific_journal-11572	39	5	,	,	PUNCT
american_scientific_journal-11572	39	6	such	such	DET
american_scientific_journal-11572	39	7	an	an	DET
american_scientific_journal-11572	39	8	ideal	ideal	ADJ
american_scientific_journal-11572	39	9	identifier	identifier	NOUN
american_scientific_journal-11572	39	10	is	be	AUX
american_scientific_journal-11572	39	11	often	often	ADV
american_scientific_journal-11572	39	12	missing	miss	VERB
american_scientific_journal-11572	39	13	,	,	PUNCT
american_scientific_journal-11572	39	14	unrecorded	unrecorded	ADJ
american_scientific_journal-11572	39	15	,	,	PUNCT
american_scientific_journal-11572	39	16	or	or	CCONJ
american_scientific_journal-11572	39	17	incorrect	incorrect	ADJ
american_scientific_journal-11572	39	18	,	,	PUNCT
american_scientific_journal-11572	39	19	necessitating	necessitate	VERB
american_scientific_journal-11572	39	20	reliance	reliance	NOUN
american_scientific_journal-11572	39	21	on	on	ADP
american_scientific_journal-11572	39	22	a	a	DET
american_scientific_journal-11572	39	23	combination	combination	NOUN
american_scientific_journal-11572	39	24	of	of	ADP
american_scientific_journal-11572	39	25	semi	semi	ADJ
american_scientific_journal-11572	39	26	-	-	ADJ
american_scientific_journal-11572	39	27	reliable	reliable	ADJ
american_scientific_journal-11572	39	28	attributes	attribute	NOUN
american_scientific_journal-11572	39	29	.	.	PUNCT
american_scientific_journal-11572	40	1	the	the	DET
american_scientific_journal-11572	40	2	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	40	3	approach	approach	NOUN
american_scientific_journal-11572	40	4	,	,	PUNCT
american_scientific_journal-11572	40	5	such	such	ADJ
american_scientific_journal-11572	40	6	as	as	ADP
american_scientific_journal-11572	40	7	the	the	DET
american_scientific_journal-11572	40	8	fellegi	fellegi	ADJ
american_scientific_journal-11572	40	9	-	-	PUNCT
american_scientific_journal-11572	40	10	sunter	sunter	NOUN
american_scientific_journal-11572	40	11	method	method	NOUN
american_scientific_journal-11572	40	12	,	,	PUNCT
american_scientific_journal-11572	40	13	calculates	calculate	VERB
american_scientific_journal-11572	40	14	the	the	DET
american_scientific_journal-11572	40	15	degree	degree	NOUN
american_scientific_journal-11572	40	16	of	of	ADP
american_scientific_journal-11572	40	17	similarity	similarity	NOUN
american_scientific_journal-11572	40	18	across	across	ADP
american_scientific_journal-11572	40	19	multiple	multiple	ADJ
american_scientific_journal-11572	40	20	fields	field	NOUN
american_scientific_journal-11572	40	21	,	,	PUNCT
american_scientific_journal-11572	40	22	including	include	VERB
american_scientific_journal-11572	40	23	full	full	ADJ
american_scientific_journal-11572	40	24	name	name	NOUN
american_scientific_journal-11572	40	25	,	,	PUNCT
american_scientific_journal-11572	40	26	date	date	NOUN
american_scientific_journal-11572	40	27	of	of	ADP
american_scientific_journal-11572	40	28	birth	birth	NOUN
american_scientific_journal-11572	40	29	,	,	PUNCT
american_scientific_journal-11572	40	30	gender	gender	NOUN
american_scientific_journal-11572	40	31	,	,	PUNCT
american_scientific_journal-11572	40	32	phone	phone	NOUN
american_scientific_journal-11572	40	33	number	number	NOUN
american_scientific_journal-11572	40	34	,	,	PUNCT
american_scientific_journal-11572	40	35	and	and	CCONJ
american_scientific_journal-11572	40	36	address	address	NOUN
american_scientific_journal-11572	40	37	,	,	PUNCT
american_scientific_journal-11572	40	38	assigning	assign	VERB
american_scientific_journal-11572	40	39	weights	weight	NOUN
american_scientific_journal-11572	40	40	based	base	VERB
american_scientific_journal-11572	40	41	on	on	ADP
american_scientific_journal-11572	40	42	their	their	PRON
american_scientific_journal-11572	40	43	importance	importance	NOUN
american_scientific_journal-11572	40	44	[	[	X
american_scientific_journal-11572	40	45	6	6	NUM
american_scientific_journal-11572	40	46	]	]	PUNCT
american_scientific_journal-11572	40	47	.	.	PUNCT
american_scientific_journal-11572	41	1	each	each	DET
american_scientific_journal-11572	41	2	pair	pair	NOUN
american_scientific_journal-11572	41	3	of	of	ADP
american_scientific_journal-11572	41	4	records	record	NOUN
american_scientific_journal-11572	41	5	receives	receive	VERB
american_scientific_journal-11572	41	6	a	a	DET
american_scientific_journal-11572	41	7	similarity	similarity	NOUN
american_scientific_journal-11572	41	8	score	score	NOUN
american_scientific_journal-11572	41	9	;	;	PUNCT
american_scientific_journal-11572	41	10	if	if	SCONJ
american_scientific_journal-11572	41	11	the	the	DET
american_scientific_journal-11572	41	12	score	score	NOUN
american_scientific_journal-11572	41	13	exceeds	exceed	VERB
american_scientific_journal-11572	41	14	a	a	DET
american_scientific_journal-11572	41	15	set	set	NOUN
american_scientific_journal-11572	41	16	threshold	threshold	NOUN
american_scientific_journal-11572	41	17	,	,	PUNCT
american_scientific_journal-11572	41	18	the	the	DET
american_scientific_journal-11572	41	19	records	record	NOUN
american_scientific_journal-11572	41	20	are	be	AUX
american_scientific_journal-11572	41	21	classified	classify	VERB
american_scientific_journal-11572	41	22	as	as	ADP
american_scientific_journal-11572	41	23	duplicates	duplicate	NOUN
american_scientific_journal-11572	41	24	(	(	PUNCT
american_scientific_journal-11572	41	25	match	match	NOUN
american_scientific_journal-11572	41	26	)	)	PUNCT
american_scientific_journal-11572	41	27	,	,	PUNCT
american_scientific_journal-11572	41	28	while	while	SCONJ
american_scientific_journal-11572	41	29	scores	score	NOUN
american_scientific_journal-11572	41	30	below	below	ADP
american_scientific_journal-11572	41	31	another	another	DET
american_scientific_journal-11572	41	32	threshold	threshold	NOUN
american_scientific_journal-11572	41	33	indicate	indicate	VERB
american_scientific_journal-11572	41	34	definitively	definitively	ADV
american_scientific_journal-11572	41	35	different	different	ADJ
american_scientific_journal-11572	41	36	records	record	NOUN
american_scientific_journal-11572	41	37	(	(	PUNCT
american_scientific_journal-11572	41	38	non	non	ADJ
american_scientific_journal-11572	41	39	-	-	NOUN
american_scientific_journal-11572	41	40	match	match	NOUN
american_scientific_journal-11572	41	41	)	)	PUNCT
american_scientific_journal-11572	41	42	.	.	PUNCT
american_scientific_journal-11572	42	1	intermediate	intermediate	ADJ
american_scientific_journal-11572	42	2	cases	case	NOUN
american_scientific_journal-11572	42	3	are	be	AUX
american_scientific_journal-11572	42	4	flagged	flag	VERB
american_scientific_journal-11572	42	5	as	as	ADP
american_scientific_journal-11572	42	6	possible	possible	ADJ
american_scientific_journal-11572	42	7	matches	match	NOUN
american_scientific_journal-11572	42	8	for	for	ADP
american_scientific_journal-11572	42	9	manual	manual	ADJ
american_scientific_journal-11572	42	10	review	review	NOUN
american_scientific_journal-11572	42	11	.	.	PUNCT
american_scientific_journal-11572	43	1	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	43	2	algorithms	algorithm	NOUN
american_scientific_journal-11572	43	3	offer	offer	VERB
american_scientific_journal-11572	43	4	greater	great	ADJ
american_scientific_journal-11572	43	5	flexibility	flexibility	NOUN
american_scientific_journal-11572	43	6	by	by	ADP
american_scientific_journal-11572	43	7	accounting	account	VERB
american_scientific_journal-11572	43	8	for	for	ADP
american_scientific_journal-11572	43	9	errors	error	NOUN
american_scientific_journal-11572	43	10	such	such	ADJ
american_scientific_journal-11572	43	11	as	as	ADP
american_scientific_journal-11572	43	12	typos	typo	NOUN
american_scientific_journal-11572	43	13	(	(	PUNCT
american_scientific_journal-11572	43	14	e.g.	e.g.	ADV
american_scientific_journal-11572	43	15	,	,	PUNCT
american_scientific_journal-11572	43	16	misspellings	misspelling	NOUN
american_scientific_journal-11572	43	17	or	or	CCONJ
american_scientific_journal-11572	43	18	transliterations	transliteration	NOUN
american_scientific_journal-11572	43	19	can	can	AUX
american_scientific_journal-11572	43	20	be	be	AUX
american_scientific_journal-11572	43	21	recognized	recognize	VERB
american_scientific_journal-11572	43	22	through	through	ADP
american_scientific_journal-11572	43	23	phonetic	phonetic	ADJ
american_scientific_journal-11572	43	24	algorithms	algorithm	NOUN
american_scientific_journal-11572	43	25	like	like	ADP
american_scientific_journal-11572	43	26	soundex	soundex	NOUN
american_scientific_journal-11572	43	27	or	or	CCONJ
american_scientific_journal-11572	43	28	the	the	DET
american_scientific_journal-11572	43	29	levenshtein	levenshtein	PROPN
american_scientific_journal-11572	43	30	distance	distance	NOUN
american_scientific_journal-11572	43	31	metric	metric	NOUN
american_scientific_journal-11572	43	32	)	)	PUNCT
american_scientific_journal-11572	43	33	,	,	PUNCT
american_scientific_journal-11572	43	34	variations	variation	NOUN
american_scientific_journal-11572	43	35	in	in	ADP
american_scientific_journal-11572	43	36	data	datum	NOUN
american_scientific_journal-11572	43	37	formats	format	NOUN
american_scientific_journal-11572	43	38	,	,	PUNCT
american_scientific_journal-11572	43	39	and	and	CCONJ
american_scientific_journal-11572	43	40	other	other	ADJ
american_scientific_journal-11572	43	41	inconsistencies	inconsistency	NOUN
american_scientific_journal-11572	43	42	.	.	PUNCT
american_scientific_journal-11572	44	1	for	for	ADP
american_scientific_journal-11572	44	2	example	example	NOUN
american_scientific_journal-11572	44	3	,	,	PUNCT
american_scientific_journal-11572	44	4	jaro	jaro	PROPN
american_scientific_journal-11572	44	5	-	-	PUNCT
american_scientific_journal-11572	44	6	winkler	winkler	PROPN
american_scientific_journal-11572	44	7	is	be	AUX
american_scientific_journal-11572	44	8	commonly	commonly	ADV
american_scientific_journal-11572	44	9	used	use	VERB
american_scientific_journal-11572	44	10	for	for	ADP
american_scientific_journal-11572	44	11	fuzzy	fuzzy	ADJ
american_scientific_journal-11572	44	12	name	name	NOUN
american_scientific_journal-11572	44	13	string	string	NOUN
american_scientific_journal-11572	44	14	matching	match	VERB
american_scientific_journal-11572	44	15	[	[	X
american_scientific_journal-11572	44	16	8	8	NUM
american_scientific_journal-11572	44	17	]	]	PUNCT
american_scientific_journal-11572	44	18	.	.	PUNCT
american_scientific_journal-11572	45	1	a	a	DET
american_scientific_journal-11572	45	2	2020	2020	NUM
american_scientific_journal-11572	45	3	study	study	NOUN
american_scientific_journal-11572	45	4	by	by	ADP
american_scientific_journal-11572	45	5	nagels	nagel	NOUN
american_scientific_journal-11572	45	6	et	et	PROPN
american_scientific_journal-11572	45	7	al	al	PROPN
american_scientific_journal-11572	45	8	.	.	PROPN
american_scientific_journal-11572	45	9	compared	compare	VERB
american_scientific_journal-11572	45	10	two	two	NUM
american_scientific_journal-11572	45	11	regional	regional	ADJ
american_scientific_journal-11572	45	12	medical	medical	ADJ
american_scientific_journal-11572	45	13	imaging	imaging	NOUN
american_scientific_journal-11572	45	14	exchange	exchange	NOUN
american_scientific_journal-11572	45	15	systems	system	NOUN
american_scientific_journal-11572	45	16	:	:	PUNCT
american_scientific_journal-11572	45	17	one	one	NUM
american_scientific_journal-11572	45	18	relied	rely	VERB
american_scientific_journal-11572	45	19	on	on	ADP
american_scientific_journal-11572	45	20	strict	strict	ADJ
american_scientific_journal-11572	45	21	matching	matching	NOUN
american_scientific_journal-11572	45	22	based	base	VERB
american_scientific_journal-11572	45	23	on	on	ADP
american_scientific_journal-11572	45	24	medical	medical	ADJ
american_scientific_journal-11572	45	25	record	record	NOUN
american_scientific_journal-11572	45	26	numbers	number	NOUN
american_scientific_journal-11572	45	27	,	,	PUNCT
american_scientific_journal-11572	45	28	while	while	SCONJ
american_scientific_journal-11572	45	29	the	the	DET
american_scientific_journal-11572	45	30	other	other	ADJ
american_scientific_journal-11572	45	31	used	use	VERB
american_scientific_journal-11572	45	32	probabilistic	probabilistic	NOUN
american_scientific_journal-11572	45	33	matching	matching	NOUN
american_scientific_journal-11572	45	34	across	across	ADP
american_scientific_journal-11572	45	35	multiple	multiple	ADJ
american_scientific_journal-11572	45	36	fields	field	NOUN
american_scientific_journal-11572	45	37	.	.	PUNCT
american_scientific_journal-11572	46	1	the	the	DET
american_scientific_journal-11572	46	2	results	result	NOUN
american_scientific_journal-11572	46	3	demonstrated	demonstrate	VERB
american_scientific_journal-11572	46	4	comparable	comparable	ADJ
american_scientific_journal-11572	46	5	accuracy	accuracy	NOUN
american_scientific_journal-11572	46	6	,	,	PUNCT
american_scientific_journal-11572	46	7	with	with	ADP
american_scientific_journal-11572	46	8	a	a	DET
american_scientific_journal-11572	46	9	difference	difference	NOUN
american_scientific_journal-11572	46	10	of	of	ADP
american_scientific_journal-11572	46	11	approximately	approximately	ADV
american_scientific_journal-11572	46	12	1.26	1.26	NUM
american_scientific_journal-11572	46	13	%	%	NOUN
american_scientific_journal-11572	46	14	,	,	PUNCT
american_scientific_journal-11572	46	15	while	while	SCONJ
american_scientific_journal-11572	46	16	the	the	DET
american_scientific_journal-11572	46	17	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	46	18	approach	approach	NOUN
american_scientific_journal-11572	46	19	successfully	successfully	ADV
american_scientific_journal-11572	46	20	linked	link	VERB
american_scientific_journal-11572	46	21	about	about	ADV
american_scientific_journal-11572	46	22	7.8	7.8	NUM
american_scientific_journal-11572	46	23	%	%	NOUN
american_scientific_journal-11572	46	24	of	of	ADP
american_scientific_journal-11572	46	25	patients	patient	NOUN
american_scientific_journal-11572	46	26	who	who	PRON
american_scientific_journal-11572	46	27	lacked	lack	VERB
american_scientific_journal-11572	46	28	an	an	DET
american_scientific_journal-11572	46	29	identifier	identifier	NOUN
american_scientific_journal-11572	46	30	in	in	ADP
american_scientific_journal-11572	46	31	the	the	DET
american_scientific_journal-11572	46	32	first	first	ADJ
american_scientific_journal-11572	46	33	system	system	NOUN
american_scientific_journal-11572	46	34	[	[	X
american_scientific_journal-11572	46	35	7	7	NUM
american_scientific_journal-11572	46	36	]	]	PUNCT
american_scientific_journal-11572	46	37	.	.	PUNCT
american_scientific_journal-11572	47	1	this	this	DET
american_scientific_journal-11572	47	2	finding	finding	NOUN
american_scientific_journal-11572	47	3	confirms	confirm	VERB
american_scientific_journal-11572	47	4	that	that	SCONJ
american_scientific_journal-11572	47	5	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	47	6	linking	linking	NOUN
american_scientific_journal-11572	47	7	is	be	AUX
american_scientific_journal-11572	47	8	more	more	ADV
american_scientific_journal-11572	47	9	effective	effective	ADJ
american_scientific_journal-11572	47	10	in	in	ADP
american_scientific_journal-11572	47	11	environments	environment	NOUN
american_scientific_journal-11572	47	12	without	without	ADP
american_scientific_journal-11572	47	13	standardized	standardized	ADJ
american_scientific_journal-11572	47	14	ids	id	NOUN
american_scientific_journal-11572	47	15	.	.	PUNCT
american_scientific_journal-11572	48	1	american	american	ADJ
american_scientific_journal-11572	48	2	academic	academic	ADJ
american_scientific_journal-11572	48	3	scientific	scientific	ADJ
american_scientific_journal-11572	48	4	research	research	NOUN
american_scientific_journal-11572	48	5	journal	journal	NOUN
american_scientific_journal-11572	48	6	for	for	ADP
american_scientific_journal-11572	48	7	engineering	engineering	NOUN
american_scientific_journal-11572	48	8	,	,	PUNCT
american_scientific_journal-11572	48	9	technology	technology	NOUN
american_scientific_journal-11572	48	10	,	,	PUNCT
american_scientific_journal-11572	48	11	and	and	CCONJ
american_scientific_journal-11572	48	12	sciences	science	NOUN
american_scientific_journal-11572	48	13	(	(	PUNCT
american_scientific_journal-11572	48	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	48	15	)	)	PUNCT
american_scientific_journal-11572	48	16	volume	volume	NOUN
american_scientific_journal-11572	48	17	101	101	NUM
american_scientific_journal-11572	48	18	,	,	PUNCT
american_scientific_journal-11572	48	19	no	no	DET
american_scientific_journal-11572	48	20	1	1	NUM
american_scientific_journal-11572	48	21	,	,	PUNCT
american_scientific_journal-11572	48	22	pp	pp	ADV
american_scientific_journal-11572	48	23	358	358	NUM
american_scientific_journal-11572	48	24	-	-	SYM
american_scientific_journal-11572	48	25	370	370	NUM
american_scientific_journal-11572	48	26	361	361	NUM
american_scientific_journal-11572	48	27	to	to	PART
american_scientific_journal-11572	48	28	implement	implement	VERB
american_scientific_journal-11572	48	29	these	these	DET
american_scientific_journal-11572	48	30	algorithms	algorithm	NOUN
american_scientific_journal-11572	48	31	in	in	ADP
american_scientific_journal-11572	48	32	large	large	ADJ
american_scientific_journal-11572	48	33	organizations	organization	NOUN
american_scientific_journal-11572	48	34	,	,	PUNCT
american_scientific_journal-11572	48	35	specialized	specialized	ADJ
american_scientific_journal-11572	48	36	patient	patient	ADJ
american_scientific_journal-11572	48	37	identity	identity	NOUN
american_scientific_journal-11572	48	38	management	management	NOUN
american_scientific_journal-11572	48	39	systems	system	NOUN
american_scientific_journal-11572	48	40	are	be	AUX
american_scientific_journal-11572	48	41	used	use	VERB
american_scientific_journal-11572	48	42	.	.	PUNCT
american_scientific_journal-11572	49	1	most	most	ADJ
american_scientific_journal-11572	49	2	commercial	commercial	ADJ
american_scientific_journal-11572	49	3	enterprise	enterprise	NOUN
american_scientific_journal-11572	49	4	master	master	NOUN
american_scientific_journal-11572	49	5	patient	patient	NOUN
american_scientific_journal-11572	49	6	index	index	NOUN
american_scientific_journal-11572	49	7	(	(	PUNCT
american_scientific_journal-11572	49	8	empi	empi	PROPN
american_scientific_journal-11572	49	9	)	)	PUNCT
american_scientific_journal-11572	49	10	or	or	CCONJ
american_scientific_journal-11572	49	11	master	master	NOUN
american_scientific_journal-11572	49	12	data	data	PROPN
american_scientific_journal-11572	49	13	management	management	NOUN
american_scientific_journal-11572	49	14	(	(	PUNCT
american_scientific_journal-11572	49	15	mdm	mdm	NOUN
american_scientific_journal-11572	49	16	)	)	PUNCT
american_scientific_journal-11572	49	17	solutions	solution	NOUN
american_scientific_journal-11572	49	18	include	include	VERB
american_scientific_journal-11572	49	19	a	a	DET
american_scientific_journal-11572	49	20	deduplication	deduplication	NOUN
american_scientific_journal-11572	49	21	module	module	NOUN
american_scientific_journal-11572	49	22	that	that	PRON
american_scientific_journal-11572	49	23	automatically	automatically	ADV
american_scientific_journal-11572	49	24	scans	scan	VERB
american_scientific_journal-11572	49	25	databases	database	NOUN
american_scientific_journal-11572	49	26	for	for	ADP
american_scientific_journal-11572	49	27	similar	similar	ADJ
american_scientific_journal-11572	49	28	records	record	NOUN
american_scientific_journal-11572	49	29	,	,	PUNCT
american_scientific_journal-11572	49	30	either	either	CCONJ
american_scientific_journal-11572	49	31	merging	merge	VERB
american_scientific_journal-11572	49	32	them	they	PRON
american_scientific_journal-11572	49	33	or	or	CCONJ
american_scientific_journal-11572	49	34	flagging	flag	VERB
american_scientific_journal-11572	49	35	them	they	PRON
american_scientific_journal-11572	49	36	for	for	ADP
american_scientific_journal-11572	49	37	review	review	NOUN
american_scientific_journal-11572	49	38	.	.	PUNCT
american_scientific_journal-11572	50	1	for	for	ADP
american_scientific_journal-11572	50	2	instance	instance	NOUN
american_scientific_journal-11572	50	3	,	,	PUNCT
american_scientific_journal-11572	50	4	the	the	DET
american_scientific_journal-11572	50	5	care	care	NOUN
american_scientific_journal-11572	50	6	everywhere	everywhere	ADV
american_scientific_journal-11572	50	7	module	module	NOUN
american_scientific_journal-11572	50	8	in	in	ADP
american_scientific_journal-11572	50	9	the	the	DET
american_scientific_journal-11572	50	10	epic	epic	ADJ
american_scientific_journal-11572	50	11	system	system	NOUN
american_scientific_journal-11572	50	12	matches	match	VERB
american_scientific_journal-11572	50	13	patients	patient	NOUN
american_scientific_journal-11572	50	14	across	across	ADP
american_scientific_journal-11572	50	15	different	different	ADJ
american_scientific_journal-11572	50	16	hospitals	hospital	NOUN
american_scientific_journal-11572	50	17	.	.	PUNCT
american_scientific_journal-11572	51	1	a	a	DET
american_scientific_journal-11572	51	2	performance	performance	NOUN
american_scientific_journal-11572	51	3	evaluation	evaluation	NOUN
american_scientific_journal-11572	51	4	of	of	ADP
american_scientific_journal-11572	51	5	this	this	DET
american_scientific_journal-11572	51	6	module	module	NOUN
american_scientific_journal-11572	51	7	between	between	ADP
american_scientific_journal-11572	51	8	two	two	NUM
american_scientific_journal-11572	51	9	medical	medical	ADJ
american_scientific_journal-11572	51	10	centers	center	NOUN
american_scientific_journal-11572	51	11	demonstrated	demonstrate	VERB
american_scientific_journal-11572	51	12	that	that	SCONJ
american_scientific_journal-11572	51	13	over	over	ADP
american_scientific_journal-11572	51	14	a	a	DET
american_scientific_journal-11572	51	15	six	six	NUM
american_scientific_journal-11572	51	16	-	-	PUNCT
american_scientific_journal-11572	51	17	month	month	NOUN
american_scientific_journal-11572	51	18	period	period	NOUN
american_scientific_journal-11572	51	19	,	,	PUNCT
american_scientific_journal-11572	51	20	no	no	DET
american_scientific_journal-11572	51	21	false	false	ADJ
american_scientific_journal-11572	51	22	positive	positive	ADJ
american_scientific_journal-11572	51	23	merges	merge	NOUN
american_scientific_journal-11572	51	24	occurred	occur	VERB
american_scientific_journal-11572	51	25	(	(	PUNCT
american_scientific_journal-11572	51	26	0	0	NUM
american_scientific_journal-11572	51	27	%	%	NOUN
american_scientific_journal-11572	51	28	false	false	ADJ
american_scientific_journal-11572	51	29	matches	match	NOUN
american_scientific_journal-11572	51	30	)	)	PUNCT
american_scientific_journal-11572	51	31	,	,	PUNCT
american_scientific_journal-11572	51	32	while	while	SCONJ
american_scientific_journal-11572	51	33	approximately	approximately	ADV
american_scientific_journal-11572	51	34	3	3	NUM
american_scientific_journal-11572	51	35	%	%	NOUN
american_scientific_journal-11572	51	36	of	of	ADP
american_scientific_journal-11572	51	37	true	true	ADJ
american_scientific_journal-11572	51	38	matches	match	NOUN
american_scientific_journal-11572	51	39	were	be	AUX
american_scientific_journal-11572	51	40	missed	miss	VERB
american_scientific_journal-11572	51	41	(	(	PUNCT
american_scientific_journal-11572	51	42	false	false	ADJ
american_scientific_journal-11572	51	43	negatives	negative	NOUN
american_scientific_journal-11572	51	44	)	)	PUNCT
american_scientific_journal-11572	52	1	[	[	X
american_scientific_journal-11572	52	2	9	9	NUM
american_scientific_journal-11572	52	3	]	]	PUNCT
american_scientific_journal-11572	52	4	,	,	PUNCT
american_scientific_journal-11572	52	5	which	which	PRON
american_scientific_journal-11572	52	6	is	be	AUX
american_scientific_journal-11572	52	7	considered	consider	VERB
american_scientific_journal-11572	52	8	a	a	DET
american_scientific_journal-11572	52	9	highly	highly	ADV
american_scientific_journal-11572	52	10	reliable	reliable	ADJ
american_scientific_journal-11572	52	11	result	result	NOUN
american_scientific_journal-11572	52	12	.	.	PUNCT
american_scientific_journal-11572	53	1	in	in	ADP
american_scientific_journal-11572	53	2	other	other	ADJ
american_scientific_journal-11572	53	3	cases	case	NOUN
american_scientific_journal-11572	53	4	,	,	PUNCT
american_scientific_journal-11572	53	5	the	the	DET
american_scientific_journal-11572	53	6	absence	absence	NOUN
american_scientific_journal-11572	53	7	of	of	ADP
american_scientific_journal-11572	53	8	advanced	advanced	ADJ
american_scientific_journal-11572	53	9	algorithms	algorithms	NOUN
american_scientific_journal-11572	53	10	leads	lead	VERB
american_scientific_journal-11572	53	11	to	to	ADP
american_scientific_journal-11572	53	12	significantly	significantly	ADV
american_scientific_journal-11572	53	13	higher	high	ADJ
american_scientific_journal-11572	53	14	omission	omission	NOUN
american_scientific_journal-11572	53	15	rates	rate	NOUN
american_scientific_journal-11572	53	16	.	.	PUNCT
american_scientific_journal-11572	54	1	according	accord	VERB
american_scientific_journal-11572	54	2	to	to	ADP
american_scientific_journal-11572	54	3	black	black	ADJ
american_scientific_journal-11572	54	4	book	book	NOUN
american_scientific_journal-11572	54	5	,	,	PUNCT
american_scientific_journal-11572	54	6	in	in	ADP
american_scientific_journal-11572	54	7	hospitals	hospital	NOUN
american_scientific_journal-11572	54	8	without	without	ADP
american_scientific_journal-11572	54	9	an	an	DET
american_scientific_journal-11572	54	10	empi	empi	PROPN
american_scientific_journal-11572	54	11	,	,	PUNCT
american_scientific_journal-11572	54	12	the	the	DET
american_scientific_journal-11572	54	13	accuracy	accuracy	NOUN
american_scientific_journal-11572	54	14	of	of	ADP
american_scientific_journal-11572	54	15	matching	match	VERB
american_scientific_journal-11572	54	16	during	during	ADP
american_scientific_journal-11572	54	17	data	datum	NOUN
american_scientific_journal-11572	54	18	exchange	exchange	NOUN
american_scientific_journal-11572	54	19	between	between	ADP
american_scientific_journal-11572	54	20	organizations	organization	NOUN
american_scientific_journal-11572	54	21	was	be	AUX
american_scientific_journal-11572	54	22	only	only	ADV
american_scientific_journal-11572	54	23	about	about	ADV
american_scientific_journal-11572	54	24	17	17	NUM
american_scientific_journal-11572	54	25	%	%	NOUN
american_scientific_journal-11572	54	26	[	[	X
american_scientific_journal-11572	54	27	5	5	NUM
american_scientific_journal-11572	54	28	]	]	PUNCT
american_scientific_journal-11572	54	29	,	,	PUNCT
american_scientific_journal-11572	54	30	meaning	mean	VERB
american_scientific_journal-11572	54	31	that	that	SCONJ
american_scientific_journal-11572	54	32	most	most	ADJ
american_scientific_journal-11572	54	33	external	external	ADJ
american_scientific_journal-11572	54	34	records	record	NOUN
american_scientific_journal-11572	54	35	remained	remain	VERB
american_scientific_journal-11572	54	36	unlinked	unlinked	ADJ
american_scientific_journal-11572	54	37	.	.	PUNCT
american_scientific_journal-11572	55	1	the	the	DET
american_scientific_journal-11572	55	2	implementation	implementation	NOUN
american_scientific_journal-11572	55	3	of	of	ADP
american_scientific_journal-11572	55	4	an	an	DET
american_scientific_journal-11572	55	5	empi	empi	PROPN
american_scientific_journal-11572	55	6	significantly	significantly	ADV
american_scientific_journal-11572	55	7	improves	improve	VERB
american_scientific_journal-11572	55	8	these	these	DET
american_scientific_journal-11572	55	9	figures	figure	NOUN
american_scientific_journal-11572	55	10	:	:	PUNCT
american_scientific_journal-11572	55	11	healthcare	healthcare	NOUN
american_scientific_journal-11572	55	12	facilities	facility	NOUN
american_scientific_journal-11572	55	13	using	use	VERB
american_scientific_journal-11572	55	14	an	an	DET
american_scientific_journal-11572	55	15	empi	empi	NOUN
american_scientific_journal-11572	55	16	achieve	achieve	VERB
american_scientific_journal-11572	55	17	an	an	DET
american_scientific_journal-11572	55	18	average	average	NOUN
american_scientific_journal-11572	55	19	of	of	ADP
american_scientific_journal-11572	55	20	94	94	NUM
american_scientific_journal-11572	55	21	%	%	NOUN
american_scientific_journal-11572	55	22	identification	identification	NOUN
american_scientific_journal-11572	55	23	accuracy	accuracy	NOUN
american_scientific_journal-11572	55	24	during	during	ADP
american_scientific_journal-11572	55	25	internal	internal	ADJ
american_scientific_journal-11572	55	26	system	system	NOUN
american_scientific_journal-11572	55	27	registration	registration	NOUN
american_scientific_journal-11572	55	28	and	and	CCONJ
american_scientific_journal-11572	55	29	88	88	NUM
american_scientific_journal-11572	55	30	%	%	NOUN
american_scientific_journal-11572	55	31	during	during	ADP
american_scientific_journal-11572	55	32	exchanges	exchange	NOUN
american_scientific_journal-11572	55	33	between	between	ADP
american_scientific_journal-11572	55	34	different	different	ADJ
american_scientific_journal-11572	55	35	systems	system	NOUN
american_scientific_journal-11572	55	36	[	[	X
american_scientific_journal-11572	55	37	5	5	NUM
american_scientific_journal-11572	55	38	]	]	PUNCT
american_scientific_journal-11572	55	39	.	.	PUNCT
american_scientific_journal-11572	56	1	practical	practical	ADJ
american_scientific_journal-11572	56	2	deduplication	deduplication	NOUN
american_scientific_journal-11572	56	3	tools	tool	NOUN
american_scientific_journal-11572	56	4	often	often	ADV
american_scientific_journal-11572	56	5	combine	combine	VERB
american_scientific_journal-11572	56	6	deterministic	deterministic	ADJ
american_scientific_journal-11572	56	7	and	and	CCONJ
american_scientific_journal-11572	56	8	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	56	9	algorithms	algorithm	NOUN
american_scientific_journal-11572	56	10	.	.	PUNCT
american_scientific_journal-11572	57	1	for	for	ADP
american_scientific_journal-11572	57	2	example	example	NOUN
american_scientific_journal-11572	57	3	,	,	PUNCT
american_scientific_journal-11572	57	4	the	the	DET
american_scientific_journal-11572	57	5	opensource	opensource	NOUN
american_scientific_journal-11572	57	6	software	software	NOUN
american_scientific_journal-11572	57	7	santempi	santempi	ADV
american_scientific_journal-11572	57	8	,	,	PUNCT
american_scientific_journal-11572	57	9	used	use	VERB
american_scientific_journal-11572	57	10	in	in	ADP
american_scientific_journal-11572	57	11	several	several	ADJ
american_scientific_journal-11572	57	12	countries	country	NOUN
american_scientific_journal-11572	57	13	for	for	ADP
american_scientific_journal-11572	57	14	national	national	ADJ
american_scientific_journal-11572	57	15	ehr	ehr	NOUN
american_scientific_journal-11572	57	16	systems	system	NOUN
american_scientific_journal-11572	57	17	,	,	PUNCT
american_scientific_journal-11572	57	18	employs	employ	VERB
american_scientific_journal-11572	57	19	a	a	DET
american_scientific_journal-11572	57	20	hybrid	hybrid	ADJ
american_scientific_journal-11572	57	21	two	two	NUM
american_scientific_journal-11572	57	22	-	-	PUNCT
american_scientific_journal-11572	57	23	step	step	NOUN
american_scientific_journal-11572	57	24	approach	approach	NOUN
american_scientific_journal-11572	57	25	:	:	PUNCT
american_scientific_journal-11572	57	26	first	first	ADV
american_scientific_journal-11572	57	27	,	,	PUNCT
american_scientific_journal-11572	57	28	blocking	block	VERB
american_scientific_journal-11572	57	29	eliminates	eliminate	NOUN
american_scientific_journal-11572	57	30	obviously	obviously	ADV
american_scientific_journal-11572	57	31	unrelated	unrelated	ADJ
american_scientific_journal-11572	57	32	pairs	pair	NOUN
american_scientific_journal-11572	57	33	based	base	VERB
american_scientific_journal-11572	57	34	on	on	ADP
american_scientific_journal-11572	57	35	broad	broad	ADJ
american_scientific_journal-11572	57	36	criteria	criterion	NOUN
american_scientific_journal-11572	57	37	(	(	PUNCT
american_scientific_journal-11572	57	38	e.g.	e.g.	ADV
american_scientific_journal-11572	57	39	,	,	PUNCT
american_scientific_journal-11572	57	40	different	different	ADJ
american_scientific_journal-11572	57	41	last	last	ADJ
american_scientific_journal-11572	57	42	names	name	NOUN
american_scientific_journal-11572	57	43	or	or	CCONJ
american_scientific_journal-11572	57	44	birth	birth	NOUN
american_scientific_journal-11572	57	45	dates	date	NOUN
american_scientific_journal-11572	57	46	)	)	PUNCT
american_scientific_journal-11572	57	47	,	,	PUNCT
american_scientific_journal-11572	57	48	followed	follow	VERB
american_scientific_journal-11572	57	49	by	by	ADP
american_scientific_journal-11572	57	50	a	a	DET
american_scientific_journal-11572	57	51	similarity	similarity	NOUN
american_scientific_journal-11572	57	52	score	score	NOUN
american_scientific_journal-11572	57	53	calculation	calculation	NOUN
american_scientific_journal-11572	57	54	for	for	ADP
american_scientific_journal-11572	57	55	the	the	DET
american_scientific_journal-11572	57	56	remaining	remain	VERB
american_scientific_journal-11572	57	57	records	record	NOUN
american_scientific_journal-11572	57	58	[	[	X
american_scientific_journal-11572	57	59	6	6	NUM
american_scientific_journal-11572	57	60	]	]	PUNCT
american_scientific_journal-11572	57	61	.	.	PUNCT
american_scientific_journal-11572	58	1	configuring	configure	VERB
american_scientific_journal-11572	58	2	such	such	ADJ
american_scientific_journal-11572	58	3	systems	system	NOUN
american_scientific_journal-11572	58	4	requires	require	VERB
american_scientific_journal-11572	58	5	defining	define	VERB
american_scientific_journal-11572	58	6	attribute	attribute	NOUN
american_scientific_journal-11572	58	7	weights	weight	NOUN
american_scientific_journal-11572	58	8	and	and	CCONJ
american_scientific_journal-11572	58	9	thresholds	threshold	NOUN
american_scientific_journal-11572	58	10	,	,	PUNCT
american_scientific_journal-11572	58	11	typically	typically	ADV
american_scientific_journal-11572	58	12	set	set	VERB
american_scientific_journal-11572	58	13	manually	manually	ADV
american_scientific_journal-11572	58	14	by	by	ADP
american_scientific_journal-11572	58	15	experts	expert	NOUN
american_scientific_journal-11572	58	16	or	or	CCONJ
american_scientific_journal-11572	58	17	fine	fine	ADV
american_scientific_journal-11572	58	18	-	-	PUNCT
american_scientific_journal-11572	58	19	tuned	tune	VERB
american_scientific_journal-11572	58	20	using	use	VERB
american_scientific_journal-11572	58	21	historical	historical	ADJ
american_scientific_journal-11572	58	22	data	datum	NOUN
american_scientific_journal-11572	58	23	.	.	PUNCT
american_scientific_journal-11572	59	1	this	this	DET
american_scientific_journal-11572	59	2	process	process	NOUN
american_scientific_journal-11572	59	3	presents	present	VERB
american_scientific_journal-11572	59	4	a	a	DET
american_scientific_journal-11572	59	5	challenge	challenge	NOUN
american_scientific_journal-11572	59	6	:	:	PUNCT
american_scientific_journal-11572	59	7	an	an	DET
american_scientific_journal-11572	59	8	improperly	improperly	ADV
american_scientific_journal-11572	59	9	configured	configure	VERB
american_scientific_journal-11572	59	10	algorithm	algorithm	NOUN
american_scientific_journal-11572	59	11	will	will	AUX
american_scientific_journal-11572	59	12	either	either	CCONJ
american_scientific_journal-11572	59	13	miss	miss	VERB
american_scientific_journal-11572	59	14	many	many	ADJ
american_scientific_journal-11572	59	15	duplicates	duplicate	NOUN
american_scientific_journal-11572	59	16	(	(	PUNCT
american_scientific_journal-11572	59	17	if	if	SCONJ
american_scientific_journal-11572	59	18	the	the	DET
american_scientific_journal-11572	59	19	threshold	threshold	NOUN
american_scientific_journal-11572	59	20	is	be	AUX
american_scientific_journal-11572	59	21	too	too	ADV
american_scientific_journal-11572	59	22	strict	strict	ADJ
american_scientific_journal-11572	59	23	)	)	PUNCT
american_scientific_journal-11572	59	24	or	or	CCONJ
american_scientific_journal-11572	59	25	generate	generate	VERB
american_scientific_journal-11572	59	26	false	false	ADJ
american_scientific_journal-11572	59	27	matches	match	NOUN
american_scientific_journal-11572	59	28	(	(	PUNCT
american_scientific_journal-11572	59	29	if	if	SCONJ
american_scientific_journal-11572	59	30	the	the	DET
american_scientific_journal-11572	59	31	threshold	threshold	NOUN
american_scientific_journal-11572	59	32	is	be	AUX
american_scientific_journal-11572	59	33	too	too	ADV
american_scientific_journal-11572	59	34	lenient	lenient	ADJ
american_scientific_journal-11572	59	35	)	)	PUNCT
american_scientific_journal-11572	59	36	,	,	PUNCT
american_scientific_journal-11572	59	37	both	both	PRON
american_scientific_journal-11572	59	38	of	of	ADP
american_scientific_journal-11572	59	39	which	which	PRON
american_scientific_journal-11572	59	40	are	be	AUX
american_scientific_journal-11572	59	41	unacceptable	unacceptable	ADJ
american_scientific_journal-11572	59	42	.	.	PUNCT
american_scientific_journal-11572	60	1	therefore	therefore	ADV
american_scientific_journal-11572	60	2	,	,	PUNCT
american_scientific_journal-11572	60	3	data	datum	NOUN
american_scientific_journal-11572	60	4	quality	quality	NOUN
american_scientific_journal-11572	60	5	management	management	NOUN
american_scientific_journal-11572	60	6	is	be	AUX
american_scientific_journal-11572	60	7	an	an	DET
american_scientific_journal-11572	60	8	essential	essential	ADJ
american_scientific_journal-11572	60	9	component	component	NOUN
american_scientific_journal-11572	60	10	.	.	PUNCT
american_scientific_journal-11572	61	1	organizations	organization	NOUN
american_scientific_journal-11572	61	2	designate	designate	ADJ
american_scientific_journal-11572	61	3	specialists	specialist	NOUN
american_scientific_journal-11572	61	4	,	,	PUNCT
american_scientific_journal-11572	61	5	such	such	ADJ
american_scientific_journal-11572	61	6	as	as	ADP
american_scientific_journal-11572	61	7	data	datum	NOUN
american_scientific_journal-11572	61	8	stewards	steward	NOUN
american_scientific_journal-11572	61	9	,	,	PUNCT
american_scientific_journal-11572	61	10	responsible	responsible	ADJ
american_scientific_journal-11572	61	11	for	for	ADP
american_scientific_journal-11572	61	12	monitoring	monitor	VERB
american_scientific_journal-11572	61	13	duplicates	duplicate	NOUN
american_scientific_journal-11572	61	14	,	,	PUNCT
american_scientific_journal-11572	61	15	reviewing	review	VERB
american_scientific_journal-11572	61	16	ambiguous	ambiguous	ADJ
american_scientific_journal-11572	61	17	cases	case	NOUN
american_scientific_journal-11572	61	18	,	,	PUNCT
american_scientific_journal-11572	61	19	and	and	CCONJ
american_scientific_journal-11572	61	20	adjusting	adjust	VERB
american_scientific_journal-11572	61	21	matching	matching	NOUN
american_scientific_journal-11572	61	22	rules	rule	NOUN
american_scientific_journal-11572	61	23	as	as	SCONJ
american_scientific_journal-11572	61	24	needed	need	VERB
american_scientific_journal-11572	61	25	.	.	PUNCT
american_scientific_journal-11572	62	1	the	the	DET
american_scientific_journal-11572	62	2	best	good	ADJ
american_scientific_journal-11572	62	3	way	way	NOUN
american_scientific_journal-11572	62	4	to	to	ADP
american_scientific_journal-11572	62	5	combat	combat	NOUN
american_scientific_journal-11572	62	6	duplicates	duplicate	NOUN
american_scientific_journal-11572	62	7	is	be	AUX
american_scientific_journal-11572	62	8	to	to	PART
american_scientific_journal-11572	62	9	prevent	prevent	VERB
american_scientific_journal-11572	62	10	their	their	PRON
american_scientific_journal-11572	62	11	creation	creation	NOUN
american_scientific_journal-11572	62	12	.	.	PUNCT
american_scientific_journal-11572	63	1	to	to	PART
american_scientific_journal-11572	63	2	achieve	achieve	VERB
american_scientific_journal-11572	63	3	this	this	PRON
american_scientific_journal-11572	63	4	,	,	PUNCT
american_scientific_journal-11572	63	5	healthcare	healthcare	NOUN
american_scientific_journal-11572	63	6	organizations	organization	NOUN
american_scientific_journal-11572	63	7	standardize	standardize	VERB
american_scientific_journal-11572	63	8	patient	patient	ADJ
american_scientific_journal-11572	63	9	registration	registration	NOUN
american_scientific_journal-11572	63	10	processes	process	NOUN
american_scientific_journal-11572	63	11	.	.	PUNCT
american_scientific_journal-11572	64	1	it	it	PRON
american_scientific_journal-11572	64	2	is	be	AUX
american_scientific_journal-11572	64	3	recommended	recommend	VERB
american_scientific_journal-11572	64	4	that	that	SCONJ
american_scientific_journal-11572	64	5	during	during	ADP
american_scientific_journal-11572	64	6	the	the	DET
american_scientific_journal-11572	64	7	initial	initial	ADJ
american_scientific_journal-11572	64	8	visit	visit	NOUN
american_scientific_journal-11572	64	9	,	,	PUNCT
american_scientific_journal-11572	64	10	the	the	DET
american_scientific_journal-11572	64	11	maximum	maximum	ADJ
american_scientific_journal-11572	64	12	number	number	NOUN
american_scientific_journal-11572	64	13	of	of	ADP
american_scientific_journal-11572	64	14	identifiers	identifier	NOUN
american_scientific_journal-11572	64	15	be	be	AUX
american_scientific_journal-11572	64	16	collected	collect	VERB
american_scientific_journal-11572	64	17	,	,	PUNCT
american_scientific_journal-11572	64	18	including	include	VERB
american_scientific_journal-11572	64	19	full	full	ADJ
american_scientific_journal-11572	64	20	name	name	NOUN
american_scientific_journal-11572	64	21	,	,	PUNCT
american_scientific_journal-11572	64	22	date	date	NOUN
american_scientific_journal-11572	64	23	of	of	ADP
american_scientific_journal-11572	64	24	birth	birth	NOUN
american_scientific_journal-11572	64	25	,	,	PUNCT
american_scientific_journal-11572	64	26	address	address	NOUN
american_scientific_journal-11572	64	27	,	,	PUNCT
american_scientific_journal-11572	64	28	document	document	NOUN
american_scientific_journal-11572	64	29	number	number	NOUN
american_scientific_journal-11572	64	30	,	,	PUNCT
american_scientific_journal-11572	64	31	insurance	insurance	NOUN
american_scientific_journal-11572	64	32	policy	policy	NOUN
american_scientific_journal-11572	64	33	number	number	NOUN
american_scientific_journal-11572	64	34	,	,	PUNCT
american_scientific_journal-11572	64	35	and	and	CCONJ
american_scientific_journal-11572	64	36	phone	phone	NOUN
american_scientific_journal-11572	64	37	number	number	NOUN
american_scientific_journal-11572	64	38	[	[	X
american_scientific_journal-11572	64	39	4	4	NUM
american_scientific_journal-11572	64	40	]	]	PUNCT
american_scientific_journal-11572	64	41	.	.	PUNCT
american_scientific_journal-11572	65	1	these	these	DET
american_scientific_journal-11572	65	2	details	detail	NOUN
american_scientific_journal-11572	65	3	are	be	AUX
american_scientific_journal-11572	65	4	entered	enter	VERB
american_scientific_journal-11572	65	5	in	in	ADP
american_scientific_journal-11572	65	6	a	a	DET
american_scientific_journal-11572	65	7	standardized	standardized	ADJ
american_scientific_journal-11572	65	8	format	format	NOUN
american_scientific_journal-11572	65	9	(	(	PUNCT
american_scientific_journal-11572	65	10	e.g.	e.g.	ADV
american_scientific_journal-11572	65	11	,	,	PUNCT
american_scientific_journal-11572	65	12	a	a	DET
american_scientific_journal-11572	65	13	unified	unified	ADJ
american_scientific_journal-11572	65	14	name	name	NOUN
american_scientific_journal-11572	65	15	template	template	NOUN
american_scientific_journal-11572	65	16	with	with	ADP
american_scientific_journal-11572	65	17	mandatory	mandatory	ADJ
american_scientific_journal-11572	65	18	completion	completion	NOUN
american_scientific_journal-11572	65	19	of	of	ADP
american_scientific_journal-11572	65	20	all	all	DET
american_scientific_journal-11572	65	21	fields	field	NOUN
american_scientific_journal-11572	65	22	)	)	PUNCT
american_scientific_journal-11572	65	23	to	to	PART
american_scientific_journal-11572	65	24	reduce	reduce	VERB
american_scientific_journal-11572	65	25	the	the	DET
american_scientific_journal-11572	65	26	risk	risk	NOUN
american_scientific_journal-11572	65	27	of	of	ADP
american_scientific_journal-11572	65	28	a	a	DET
american_scientific_journal-11572	65	29	returning	return	VERB
american_scientific_journal-11572	65	30	patient	patient	NOUN
american_scientific_journal-11572	65	31	being	be	AUX
american_scientific_journal-11572	65	32	registered	register	VERB
american_scientific_journal-11572	65	33	with	with	ADP
american_scientific_journal-11572	65	34	slightly	slightly	ADV
american_scientific_journal-11572	65	35	different	different	ADJ
american_scientific_journal-11572	65	36	information	information	NOUN
american_scientific_journal-11572	65	37	.	.	PUNCT
american_scientific_journal-11572	66	1	registration	registration	NOUN
american_scientific_journal-11572	66	2	staff	staff	NOUN
american_scientific_journal-11572	66	3	are	be	AUX
american_scientific_journal-11572	66	4	trained	train	VERB
american_scientific_journal-11572	66	5	to	to	PART
american_scientific_journal-11572	66	6	first	first	ADV
american_scientific_journal-11572	66	7	search	search	VERB
american_scientific_journal-11572	66	8	for	for	ADP
american_scientific_journal-11572	66	9	the	the	DET
american_scientific_journal-11572	66	10	patient	patient	NOUN
american_scientific_journal-11572	66	11	in	in	ADP
american_scientific_journal-11572	66	12	the	the	DET
american_scientific_journal-11572	66	13	system	system	NOUN
american_scientific_journal-11572	66	14	using	use	VERB
american_scientific_journal-11572	66	15	multiple	multiple	ADJ
american_scientific_journal-11572	66	16	parameters	parameter	NOUN
american_scientific_journal-11572	66	17	and	and	CCONJ
american_scientific_journal-11572	66	18	verify	verify	VERB
american_scientific_journal-11572	66	19	previously	previously	ADV
american_scientific_journal-11572	66	20	entered	enter	VERB
american_scientific_journal-11572	66	21	information	information	NOUN
american_scientific_journal-11572	66	22	before	before	ADP
american_scientific_journal-11572	66	23	creating	create	VERB
american_scientific_journal-11572	66	24	a	a	DET
american_scientific_journal-11572	66	25	new	new	ADJ
american_scientific_journal-11572	66	26	record	record	NOUN
american_scientific_journal-11572	66	27	.	.	PUNCT
american_scientific_journal-11572	67	1	a	a	DET
american_scientific_journal-11572	67	2	simple	simple	ADJ
american_scientific_journal-11572	67	3	measure	measure	NOUN
american_scientific_journal-11572	67	4	,	,	PUNCT
american_scientific_journal-11572	67	5	such	such	ADJ
american_scientific_journal-11572	67	6	as	as	ADP
american_scientific_journal-11572	67	7	checking	check	VERB
american_scientific_journal-11572	67	8	an	an	DET
american_scientific_journal-11572	67	9	identity	identity	NOUN
american_scientific_journal-11572	67	10	document	document	NOUN
american_scientific_journal-11572	67	11	and	and	CCONJ
american_scientific_journal-11572	67	12	confirming	confirm	VERB
american_scientific_journal-11572	67	13	the	the	DET
american_scientific_journal-11572	67	14	correct	correct	ADJ
american_scientific_journal-11572	67	15	spelling	spelling	NOUN
american_scientific_journal-11572	67	16	of	of	ADP
american_scientific_journal-11572	67	17	a	a	DET
american_scientific_journal-11572	67	18	name	name	NOUN
american_scientific_journal-11572	67	19	,	,	PUNCT
american_scientific_journal-11572	67	20	also	also	ADV
american_scientific_journal-11572	67	21	reduces	reduce	VERB
american_scientific_journal-11572	67	22	input	input	NOUN
american_scientific_journal-11572	67	23	errors	error	NOUN
american_scientific_journal-11572	67	24	.	.	PUNCT
american_scientific_journal-11572	68	1	additionally	additionally	ADV
american_scientific_journal-11572	68	2	,	,	PUNCT
american_scientific_journal-11572	68	3	some	some	DET
american_scientific_journal-11572	68	4	organizations	organization	NOUN
american_scientific_journal-11572	68	5	implement	implement	VERB
american_scientific_journal-11572	68	6	biometric	biometric	ADJ
american_scientific_journal-11572	68	7	identification	identification	NOUN
american_scientific_journal-11572	68	8	methods	method	NOUN
american_scientific_journal-11572	68	9	,	,	PUNCT
american_scientific_journal-11572	68	10	such	such	ADJ
american_scientific_journal-11572	68	11	as	as	ADP
american_scientific_journal-11572	68	12	fingerprint	fingerprint	NOUN
american_scientific_journal-11572	68	13	scanning	scanning	NOUN
american_scientific_journal-11572	68	14	,	,	PUNCT
american_scientific_journal-11572	68	15	vein	vein	ADJ
american_scientific_journal-11572	68	16	pattern	pattern	NOUN
american_scientific_journal-11572	68	17	recognition	recognition	NOUN
american_scientific_journal-11572	68	18	,	,	PUNCT
american_scientific_journal-11572	68	19	or	or	CCONJ
american_scientific_journal-11572	68	20	iris	iris	NOUN
american_scientific_journal-11572	68	21	scanning	scan	VERB
american_scientific_journal-11572	68	22	during	during	ADP
american_scientific_journal-11572	68	23	registration	registration	NOUN
american_scientific_journal-11572	68	24	.	.	PUNCT
american_scientific_journal-11572	69	1	solutions	solution	NOUN
american_scientific_journal-11572	69	2	like	like	ADP
american_scientific_journal-11572	69	3	those	those	PRON
american_scientific_journal-11572	69	4	offered	offer	VERB
american_scientific_journal-11572	69	5	by	by	ADP
american_scientific_journal-11572	69	6	imprivata	imprivata	NOUN
american_scientific_journal-11572	69	7	or	or	CCONJ
american_scientific_journal-11572	69	8	rightpatient	rightpatient	PROPN
american_scientific_journal-11572	69	9	allow	allow	VERB
american_scientific_journal-11572	69	10	for	for	ADP
american_scientific_journal-11572	69	11	unambiguous	unambiguous	ADJ
american_scientific_journal-11572	69	12	patient	patient	ADJ
american_scientific_journal-11572	69	13	identification	identification	NOUN
american_scientific_journal-11572	69	14	during	during	ADP
american_scientific_journal-11572	69	15	repeat	repeat	NOUN
american_scientific_journal-11572	69	16	visits	visit	NOUN
american_scientific_journal-11572	69	17	using	use	VERB
american_scientific_journal-11572	69	18	biometric	biometric	ADJ
american_scientific_journal-11572	69	19	data	datum	NOUN
american_scientific_journal-11572	69	20	rather	rather	ADV
american_scientific_journal-11572	69	21	than	than	ADP
american_scientific_journal-11572	69	22	relying	rely	VERB
american_scientific_journal-11572	69	23	solely	solely	ADV
american_scientific_journal-11572	69	24	on	on	ADP
american_scientific_journal-11572	69	25	verbal	verbal	ADJ
american_scientific_journal-11572	69	26	confirmation	confirmation	NOUN
american_scientific_journal-11572	69	27	and	and	CCONJ
american_scientific_journal-11572	69	28	documents	document	NOUN
american_scientific_journal-11572	69	29	.	.	PUNCT
american_scientific_journal-11572	70	1	biometrics	biometric	NOUN
american_scientific_journal-11572	70	2	effectively	effectively	ADV
american_scientific_journal-11572	70	3	introduce	introduce	VERB
american_scientific_journal-11572	70	4	an	an	DET
american_scientific_journal-11572	70	5	additional	additional	ADJ
american_scientific_journal-11572	70	6	unique	unique	ADJ
american_scientific_journal-11572	70	7	identifier	identifier	NOUN
american_scientific_journal-11572	70	8	,	,	PUNCT
american_scientific_journal-11572	70	9	significantly	significantly	ADV
american_scientific_journal-11572	70	10	reducing	reduce	VERB
american_scientific_journal-11572	70	11	duplicate	duplicate	ADJ
american_scientific_journal-11572	70	12	occurrences	occurrence	NOUN
american_scientific_journal-11572	70	13	.	.	PUNCT
american_scientific_journal-11572	71	1	however	however	ADV
american_scientific_journal-11572	71	2	,	,	PUNCT
american_scientific_journal-11572	71	3	this	this	DET
american_scientific_journal-11572	71	4	approach	approach	NOUN
american_scientific_journal-11572	71	5	requires	require	VERB
american_scientific_journal-11572	71	6	investment	investment	NOUN
american_scientific_journal-11572	71	7	and	and	CCONJ
american_scientific_journal-11572	71	8	does	do	AUX
american_scientific_journal-11572	71	9	not	not	PART
american_scientific_journal-11572	71	10	resolve	resolve	VERB
american_scientific_journal-11572	71	11	american	american	ADJ
american_scientific_journal-11572	71	12	academic	academic	ADJ
american_scientific_journal-11572	71	13	scientific	scientific	ADJ
american_scientific_journal-11572	71	14	research	research	NOUN
american_scientific_journal-11572	71	15	journal	journal	NOUN
american_scientific_journal-11572	71	16	for	for	ADP
american_scientific_journal-11572	71	17	engineering	engineering	NOUN
american_scientific_journal-11572	71	18	,	,	PUNCT
american_scientific_journal-11572	71	19	technology	technology	NOUN
american_scientific_journal-11572	71	20	,	,	PUNCT
american_scientific_journal-11572	71	21	and	and	CCONJ
american_scientific_journal-11572	71	22	sciences	science	NOUN
american_scientific_journal-11572	71	23	(	(	PUNCT
american_scientific_journal-11572	71	24	asrjets	asrjet	NOUN
american_scientific_journal-11572	71	25	)	)	PUNCT
american_scientific_journal-11572	71	26	volume	volume	NOUN
american_scientific_journal-11572	71	27	101	101	NUM
american_scientific_journal-11572	71	28	,	,	PUNCT
american_scientific_journal-11572	71	29	no	no	DET
american_scientific_journal-11572	71	30	1	1	NUM
american_scientific_journal-11572	71	31	,	,	PUNCT
american_scientific_journal-11572	71	32	pp	pp	ADV
american_scientific_journal-11572	71	33	358	358	NUM
american_scientific_journal-11572	71	34	-	-	SYM
american_scientific_journal-11572	71	35	370	370	NUM
american_scientific_journal-11572	71	36	362	362	NUM
american_scientific_journal-11572	71	37	all	all	DET
american_scientific_journal-11572	71	38	cases	case	NOUN
american_scientific_journal-11572	71	39	;	;	PUNCT
american_scientific_journal-11572	71	40	for	for	ADP
american_scientific_journal-11572	71	41	example	example	NOUN
american_scientific_journal-11572	71	42	,	,	PUNCT
american_scientific_journal-11572	71	43	biometric	biometric	ADJ
american_scientific_journal-11572	71	44	identification	identification	NOUN
american_scientific_journal-11572	71	45	is	be	AUX
american_scientific_journal-11572	71	46	useful	useful	ADJ
american_scientific_journal-11572	71	47	when	when	SCONJ
american_scientific_journal-11572	71	48	a	a	DET
american_scientific_journal-11572	71	49	patient	patient	NOUN
american_scientific_journal-11572	71	50	is	be	AUX
american_scientific_journal-11572	71	51	unconscious	unconscious	ADJ
american_scientific_journal-11572	71	52	in	in	ADP
american_scientific_journal-11572	71	53	an	an	DET
american_scientific_journal-11572	71	54	emergency	emergency	NOUN
american_scientific_journal-11572	71	55	but	but	CCONJ
american_scientific_journal-11572	71	56	does	do	AUX
american_scientific_journal-11572	71	57	not	not	PART
american_scientific_journal-11572	71	58	prevent	prevent	VERB
american_scientific_journal-11572	71	59	duplicate	duplicate	ADJ
american_scientific_journal-11572	71	60	creation	creation	NOUN
american_scientific_journal-11572	71	61	for	for	ADP
american_scientific_journal-11572	71	62	first	first	ADJ
american_scientific_journal-11572	71	63	-	-	PUNCT
american_scientific_journal-11572	71	64	time	time	NOUN
american_scientific_journal-11572	71	65	visitors	visitor	NOUN
american_scientific_journal-11572	71	66	to	to	ADP
american_scientific_journal-11572	71	67	the	the	DET
american_scientific_journal-11572	71	68	system	system	NOUN
american_scientific_journal-11572	71	69	.	.	PUNCT
american_scientific_journal-11572	72	1	another	another	DET
american_scientific_journal-11572	72	2	traditional	traditional	ADJ
american_scientific_journal-11572	72	3	strategy	strategy	NOUN
american_scientific_journal-11572	72	4	is	be	AUX
american_scientific_journal-11572	72	5	the	the	DET
american_scientific_journal-11572	72	6	assignment	assignment	NOUN
american_scientific_journal-11572	72	7	of	of	ADP
american_scientific_journal-11572	72	8	unified	unified	ADJ
american_scientific_journal-11572	72	9	identifiers	identifier	NOUN
american_scientific_journal-11572	72	10	within	within	ADP
american_scientific_journal-11572	72	11	a	a	DET
american_scientific_journal-11572	72	12	network	network	NOUN
american_scientific_journal-11572	72	13	or	or	CCONJ
american_scientific_journal-11572	72	14	region	region	NOUN
american_scientific_journal-11572	72	15	.	.	PUNCT
american_scientific_journal-11572	73	1	some	some	DET
american_scientific_journal-11572	73	2	countries	country	NOUN
american_scientific_journal-11572	73	3	use	use	VERB
american_scientific_journal-11572	73	4	national	national	ADJ
american_scientific_journal-11572	73	5	health	health	NOUN
american_scientific_journal-11572	73	6	identifiers	identifier	NOUN
american_scientific_journal-11572	73	7	or	or	CCONJ
american_scientific_journal-11572	73	8	integrated	integrate	VERB
american_scientific_journal-11572	73	9	citizen	citizen	NOUN
american_scientific_journal-11572	73	10	medical	medical	ADJ
american_scientific_journal-11572	73	11	cards	card	NOUN
american_scientific_journal-11572	73	12	that	that	PRON
american_scientific_journal-11572	73	13	are	be	AUX
american_scientific_journal-11572	73	14	presented	present	VERB
american_scientific_journal-11572	73	15	at	at	ADP
american_scientific_journal-11572	73	16	each	each	DET
american_scientific_journal-11572	73	17	visit	visit	NOUN
american_scientific_journal-11572	73	18	.	.	PUNCT
american_scientific_journal-11572	74	1	when	when	SCONJ
american_scientific_journal-11572	74	2	available	available	ADJ
american_scientific_journal-11572	74	3	,	,	PUNCT
american_scientific_journal-11572	74	4	ehr	ehr	NOUN
american_scientific_journal-11572	74	5	systems	system	NOUN
american_scientific_journal-11572	74	6	can	can	AUX
american_scientific_journal-11572	74	7	reliably	reliably	ADV
american_scientific_journal-11572	74	8	reference	reference	VERB
american_scientific_journal-11572	74	9	existing	exist	VERB
american_scientific_journal-11572	74	10	records	record	NOUN
american_scientific_journal-11572	74	11	.	.	PUNCT
american_scientific_journal-11572	75	1	however	however	ADV
american_scientific_journal-11572	75	2	,	,	PUNCT
american_scientific_journal-11572	75	3	as	as	SCONJ
american_scientific_journal-11572	75	4	noted	note	VERB
american_scientific_journal-11572	75	5	by	by	ADP
american_scientific_journal-11572	75	6	o.	o.	PROPN
american_scientific_journal-11572	75	7	bess	bess	PROPN
american_scientific_journal-11572	75	8	,	,	PUNCT
american_scientific_journal-11572	75	9	"	"	PUNCT
american_scientific_journal-11572	75	10	the	the	DET
american_scientific_journal-11572	75	11	ideal	ideal	ADJ
american_scientific_journal-11572	75	12	solution	solution	NOUN
american_scientific_journal-11572	75	13	would	would	AUX
american_scientific_journal-11572	75	14	be	be	AUX
american_scientific_journal-11572	75	15	a	a	DET
american_scientific_journal-11572	75	16	national	national	ADJ
american_scientific_journal-11572	75	17	patient	patient	NOUN
american_scientific_journal-11572	75	18	identifier	identifier	NOUN
american_scientific_journal-11572	75	19	,	,	PUNCT
american_scientific_journal-11572	75	20	but	but	CCONJ
american_scientific_journal-11572	75	21	its	its	PRON
american_scientific_journal-11572	75	22	implementation	implementation	NOUN
american_scientific_journal-11572	75	23	remains	remain	VERB
american_scientific_journal-11572	75	24	a	a	DET
american_scientific_journal-11572	75	25	future	future	ADJ
american_scientific_journal-11572	75	26	goal	goal	NOUN
american_scientific_journal-11572	75	27	,	,	PUNCT
american_scientific_journal-11572	75	28	and	and	CCONJ
american_scientific_journal-11572	75	29	we	we	PRON
american_scientific_journal-11572	75	30	can	can	AUX
american_scientific_journal-11572	75	31	not	not	PART
american_scientific_journal-11572	75	32	afford	afford	VERB
american_scientific_journal-11572	75	33	to	to	PART
american_scientific_journal-11572	75	34	wait	wait	VERB
american_scientific_journal-11572	75	35	"	"	PUNCT
american_scientific_journal-11572	76	1	[	[	X
american_scientific_journal-11572	76	2	1	1	NUM
american_scientific_journal-11572	76	3	]	]	PUNCT
american_scientific_journal-11572	76	4	.	.	PUNCT
american_scientific_journal-11572	77	1	as	as	ADP
american_scientific_journal-11572	77	2	a	a	DET
american_scientific_journal-11572	77	3	result	result	NOUN
american_scientific_journal-11572	77	4	,	,	PUNCT
american_scientific_journal-11572	77	5	healthcare	healthcare	NOUN
american_scientific_journal-11572	77	6	institutions	institution	NOUN
american_scientific_journal-11572	77	7	are	be	AUX
american_scientific_journal-11572	77	8	forced	force	VERB
american_scientific_journal-11572	77	9	to	to	PART
american_scientific_journal-11572	77	10	rely	rely	VERB
american_scientific_journal-11572	77	11	on	on	ADP
american_scientific_journal-11572	77	12	a	a	DET
american_scientific_journal-11572	77	13	combination	combination	NOUN
american_scientific_journal-11572	77	14	of	of	ADP
american_scientific_journal-11572	77	15	the	the	DET
american_scientific_journal-11572	77	16	aforementioned	aforementioned	ADJ
american_scientific_journal-11572	77	17	methods	method	NOUN
american_scientific_journal-11572	77	18	in	in	ADP
american_scientific_journal-11572	77	19	practice	practice	NOUN
american_scientific_journal-11572	77	20	.	.	PUNCT
american_scientific_journal-11572	78	1	table	table	NOUN
american_scientific_journal-11572	78	2	1	1	NUM
american_scientific_journal-11572	78	3	:	:	PUNCT
american_scientific_journal-11572	78	4	comparison	comparison	NOUN
american_scientific_journal-11572	78	5	of	of	ADP
american_scientific_journal-11572	78	6	deterministic	deterministic	ADJ
american_scientific_journal-11572	78	7	vs.	vs.	ADP
american_scientific_journal-11572	78	8	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	78	9	matching	matching	NOUN
american_scientific_journal-11572	78	10	approaches	approach	NOUN
american_scientific_journal-11572	78	11	criterion	criterion	NOUN
american_scientific_journal-11572	78	12	deterministic	deterministic	ADJ
american_scientific_journal-11572	78	13	matching	matching	NOUN
american_scientific_journal-11572	78	14	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	78	15	matching	matching	NOUN
american_scientific_journal-11572	78	16	core	core	NOUN
american_scientific_journal-11572	78	17	principle	principle	NOUN
american_scientific_journal-11572	78	18	requires	require	VERB
american_scientific_journal-11572	78	19	exact	exact	ADJ
american_scientific_journal-11572	78	20	(	(	PUNCT
american_scientific_journal-11572	78	21	or	or	CCONJ
american_scientific_journal-11572	78	22	near	near	ADV
american_scientific_journal-11572	78	23	-	-	PUNCT
american_scientific_journal-11572	78	24	exact	exact	ADJ
american_scientific_journal-11572	78	25	)	)	PUNCT
american_scientific_journal-11572	78	26	matches	match	NOUN
american_scientific_journal-11572	78	27	on	on	ADP
american_scientific_journal-11572	78	28	key	key	ADJ
american_scientific_journal-11572	78	29	fields	field	NOUN
american_scientific_journal-11572	78	30	assigns	assign	VERB
american_scientific_journal-11572	78	31	weights	weight	NOUN
american_scientific_journal-11572	78	32	to	to	ADP
american_scientific_journal-11572	78	33	partial	partial	ADJ
american_scientific_journal-11572	78	34	matches	match	NOUN
american_scientific_journal-11572	78	35	across	across	ADP
american_scientific_journal-11572	78	36	multiple	multiple	ADJ
american_scientific_journal-11572	78	37	attributes	attribute	NOUN
american_scientific_journal-11572	78	38	data	datum	NOUN
american_scientific_journal-11572	78	39	requirements	requirement	NOUN
american_scientific_journal-11572	78	40	often	often	ADV
american_scientific_journal-11572	78	41	depends	depend	VERB
american_scientific_journal-11572	78	42	on	on	ADP
american_scientific_journal-11572	78	43	unique	unique	ADJ
american_scientific_journal-11572	78	44	identifier	identifier	NOUN
american_scientific_journal-11572	78	45	or	or	CCONJ
american_scientific_journal-11572	78	46	strict	strict	ADJ
american_scientific_journal-11572	78	47	data	data	NOUN
american_scientific_journal-11572	78	48	formats	format	NOUN
american_scientific_journal-11572	78	49	tolerates	tolerate	VERB
american_scientific_journal-11572	78	50	variations	variation	NOUN
american_scientific_journal-11572	78	51	/	/	SYM
american_scientific_journal-11572	78	52	typos	typo	NOUN
american_scientific_journal-11572	78	53	,	,	PUNCT
american_scientific_journal-11572	78	54	works	work	VERB
american_scientific_journal-11572	78	55	with	with	ADP
american_scientific_journal-11572	78	56	multiple	multiple	ADJ
american_scientific_journal-11572	78	57	fields	field	NOUN
american_scientific_journal-11572	78	58	(	(	PUNCT
american_scientific_journal-11572	78	59	name	name	NOUN
american_scientific_journal-11572	78	60	,	,	PUNCT
american_scientific_journal-11572	78	61	dob	dob	PROPN
american_scientific_journal-11572	78	62	,	,	PUNCT
american_scientific_journal-11572	78	63	address	address	NOUN
american_scientific_journal-11572	78	64	)	)	PUNCT
american_scientific_journal-11572	78	65	strengths	strength	NOUN
american_scientific_journal-11572	78	66	simple	simple	ADJ
american_scientific_journal-11572	78	67	,	,	PUNCT
american_scientific_journal-11572	78	68	explainable	explainable	ADJ
american_scientific_journal-11572	78	69	,	,	PUNCT
american_scientific_journal-11572	78	70	low	low	ADJ
american_scientific_journal-11572	78	71	false	false	ADJ
american_scientific_journal-11572	78	72	positives	positive	NOUN
american_scientific_journal-11572	78	73	greater	great	ADJ
american_scientific_journal-11572	78	74	flexibility	flexibility	NOUN
american_scientific_journal-11572	78	75	in	in	ADP
american_scientific_journal-11572	78	76	dealing	deal	VERB
american_scientific_journal-11572	78	77	with	with	ADP
american_scientific_journal-11572	78	78	real	real	ADJ
american_scientific_journal-11572	78	79	-	-	PUNCT
american_scientific_journal-11572	78	80	world	world	NOUN
american_scientific_journal-11572	78	81	data	datum	NOUN
american_scientific_journal-11572	78	82	inconsistencies	inconsistency	NOUN
american_scientific_journal-11572	78	83	weaknesses	weakness	NOUN
american_scientific_journal-11572	78	84	potentially	potentially	ADV
american_scientific_journal-11572	78	85	higher	high	ADJ
american_scientific_journal-11572	78	86	false	false	ADJ
american_scientific_journal-11572	78	87	negatives	negative	NOUN
american_scientific_journal-11572	78	88	if	if	SCONJ
american_scientific_journal-11572	78	89	i	i	PRON
american_scientific_journal-11572	78	90	d	d	PROPN
american_scientific_journal-11572	78	91	is	be	AUX
american_scientific_journal-11572	78	92	missing	miss	VERB
american_scientific_journal-11572	78	93	risk	risk	NOUN
american_scientific_journal-11572	78	94	of	of	ADP
american_scientific_journal-11572	78	95	false	false	ADJ
american_scientific_journal-11572	78	96	positives	positive	NOUN
american_scientific_journal-11572	78	97	;	;	PUNCT
american_scientific_journal-11572	78	98	requires	require	VERB
american_scientific_journal-11572	78	99	careful	careful	ADJ
american_scientific_journal-11572	78	100	threshold	threshold	NOUN
american_scientific_journal-11572	78	101	tuning	tune	VERB
american_scientific_journal-11572	78	102	typical	typical	ADJ
american_scientific_journal-11572	78	103	use	use	NOUN
american_scientific_journal-11572	78	104	cases	case	NOUN
american_scientific_journal-11572	78	105	systems	system	NOUN
american_scientific_journal-11572	78	106	with	with	ADP
american_scientific_journal-11572	78	107	a	a	DET
american_scientific_journal-11572	78	108	stable	stable	ADJ
american_scientific_journal-11572	78	109	unique	unique	ADJ
american_scientific_journal-11572	78	110	i	i	PROPN
american_scientific_journal-11572	78	111	d	d	PROPN
american_scientific_journal-11572	78	112	,	,	PUNCT
american_scientific_journal-11572	78	113	small	small	ADJ
american_scientific_journal-11572	78	114	-	-	PUNCT
american_scientific_journal-11572	78	115	scale	scale	NOUN
american_scientific_journal-11572	78	116	databases	database	NOUN
american_scientific_journal-11572	78	117	large	large	ADJ
american_scientific_journal-11572	78	118	-	-	PUNCT
american_scientific_journal-11572	78	119	scale	scale	NOUN
american_scientific_journal-11572	78	120	or	or	CCONJ
american_scientific_journal-11572	78	121	multi	multi	ADJ
american_scientific_journal-11572	78	122	-	-	ADJ
american_scientific_journal-11572	78	123	facility	facility	ADJ
american_scientific_journal-11572	78	124	healthcare	healthcare	NOUN
american_scientific_journal-11572	78	125	networks	network	NOUN
american_scientific_journal-11572	78	126	with	with	ADP
american_scientific_journal-11572	78	127	variable	variable	ADJ
american_scientific_journal-11572	78	128	data	datum	NOUN
american_scientific_journal-11572	78	129	quality	quality	NOUN
american_scientific_journal-11572	78	130	for	for	ADP
american_scientific_journal-11572	78	131	example	example	NOUN
american_scientific_journal-11572	78	132	,	,	PUNCT
american_scientific_journal-11572	78	133	the	the	DET
american_scientific_journal-11572	78	134	detroit	detroit	PROPN
american_scientific_journal-11572	78	135	-	-	PUNCT
american_scientific_journal-11572	78	136	based	base	VERB
american_scientific_journal-11572	78	137	henry	henry	PROPN
american_scientific_journal-11572	78	138	ford	ford	PROPN
american_scientific_journal-11572	78	139	health	health	PROPN
american_scientific_journal-11572	78	140	system	system	NOUN
american_scientific_journal-11572	78	141	reported	report	VERB
american_scientific_journal-11572	78	142	that	that	SCONJ
american_scientific_journal-11572	78	143	standardizing	standardize	VERB
american_scientific_journal-11572	78	144	the	the	DET
american_scientific_journal-11572	78	145	registration	registration	NOUN
american_scientific_journal-11572	78	146	process	process	NOUN
american_scientific_journal-11572	78	147	and	and	CCONJ
american_scientific_journal-11572	78	148	deploying	deploy	VERB
american_scientific_journal-11572	78	149	an	an	DET
american_scientific_journal-11572	78	150	empi	empi	NOUN
american_scientific_journal-11572	78	151	reduced	reduce	VERB
american_scientific_journal-11572	78	152	its	its	PRON
american_scientific_journal-11572	78	153	duplicate	duplicate	ADJ
american_scientific_journal-11572	78	154	record	record	NOUN
american_scientific_journal-11572	78	155	rate	rate	NOUN
american_scientific_journal-11572	78	156	from	from	ADP
american_scientific_journal-11572	78	157	approximately	approximately	ADV
american_scientific_journal-11572	78	158	12	12	NUM
american_scientific_journal-11572	78	159	%	%	NOUN
american_scientific_journal-11572	78	160	to	to	ADP
american_scientific_journal-11572	78	161	less	less	ADJ
american_scientific_journal-11572	78	162	than	than	ADP
american_scientific_journal-11572	78	163	3	3	NUM
american_scientific_journal-11572	78	164	%	%	NOUN
american_scientific_journal-11572	78	165	within	within	ADP
american_scientific_journal-11572	78	166	a	a	DET
american_scientific_journal-11572	78	167	year	year	NOUN
american_scientific_journal-11572	78	168	(	(	PUNCT
american_scientific_journal-11572	78	169	a	a	DET
american_scientific_journal-11572	78	170	hypothetical	hypothetical	ADJ
american_scientific_journal-11572	78	171	example	example	NOUN
american_scientific_journal-11572	78	172	based	base	VERB
american_scientific_journal-11572	78	173	on	on	ADP
american_scientific_journal-11572	78	174	industry	industry	NOUN
american_scientific_journal-11572	78	175	reports	report	NOUN
american_scientific_journal-11572	78	176	)	)	PUNCT
american_scientific_journal-11572	78	177	.	.	PUNCT
american_scientific_journal-11572	79	1	in	in	ADP
american_scientific_journal-11572	79	2	texas	texas	PROPN
american_scientific_journal-11572	79	3	,	,	PUNCT
american_scientific_journal-11572	79	4	one	one	NUM
american_scientific_journal-11572	79	5	hospital	hospital	NOUN
american_scientific_journal-11572	79	6	identified	identify	VERB
american_scientific_journal-11572	79	7	22	22	NUM
american_scientific_journal-11572	79	8	%	%	NOUN
american_scientific_journal-11572	79	9	duplicate	duplicate	NOUN
american_scientific_journal-11572	79	10	records	record	NOUN
american_scientific_journal-11572	79	11	before	before	ADP
american_scientific_journal-11572	79	12	data	data	NOUN
american_scientific_journal-11572	79	13	cleansing	cleansing	NOUN
american_scientific_journal-11572	79	14	.	.	PUNCT
american_scientific_journal-11572	80	1	after	after	ADP
american_scientific_journal-11572	80	2	implementing	implement	VERB
american_scientific_journal-11572	80	3	a	a	DET
american_scientific_journal-11572	80	4	data	data	NOUN
american_scientific_journal-11572	80	5	cleansing	cleansing	NOUN
american_scientific_journal-11572	80	6	campaign	campaign	NOUN
american_scientific_journal-11572	80	7	,	,	PUNCT
american_scientific_journal-11572	80	8	which	which	PRON
american_scientific_journal-11572	80	9	included	include	VERB
american_scientific_journal-11572	80	10	a	a	DET
american_scientific_journal-11572	80	11	combination	combination	NOUN
american_scientific_journal-11572	80	12	of	of	ADP
american_scientific_journal-11572	80	13	scripts	script	NOUN
american_scientific_journal-11572	80	14	and	and	CCONJ
american_scientific_journal-11572	80	15	manual	manual	ADJ
american_scientific_journal-11572	80	16	review	review	NOUN
american_scientific_journal-11572	80	17	,	,	PUNCT
american_scientific_journal-11572	80	18	the	the	DET
american_scientific_journal-11572	80	19	proportion	proportion	NOUN
american_scientific_journal-11572	80	20	of	of	ADP
american_scientific_journal-11572	80	21	clinically	clinically	ADV
american_scientific_journal-11572	80	22	significant	significant	ADJ
american_scientific_journal-11572	80	23	duplicates	duplicate	NOUN
american_scientific_journal-11572	80	24	was	be	AUX
american_scientific_journal-11572	80	25	reduced	reduce	VERB
american_scientific_journal-11572	80	26	to	to	ADP
american_scientific_journal-11572	80	27	just	just	ADV
american_scientific_journal-11572	80	28	a	a	DET
american_scientific_journal-11572	80	29	few	few	ADJ
american_scientific_journal-11572	80	30	percent	percent	NOUN
american_scientific_journal-11572	80	31	[	[	X
american_scientific_journal-11572	80	32	1	1	NUM
american_scientific_journal-11572	80	33	]	]	PUNCT
american_scientific_journal-11572	80	34	.	.	PUNCT
american_scientific_journal-11572	81	1	new	new	PROPN
american_scientific_journal-11572	81	2	york	york	PROPN
american_scientific_journal-11572	81	3	’s	’s	PART
american_scientific_journal-11572	81	4	largest	large	ADJ
american_scientific_journal-11572	81	5	healthcare	healthcare	NOUN
american_scientific_journal-11572	81	6	network	network	NOUN
american_scientific_journal-11572	81	7	,	,	PUNCT
american_scientific_journal-11572	81	8	northwell	northwell	PROPN
american_scientific_journal-11572	81	9	health	health	PROPN
american_scientific_journal-11572	81	10	,	,	PUNCT
american_scientific_journal-11572	81	11	which	which	PRON
american_scientific_journal-11572	81	12	operates	operate	VERB
american_scientific_journal-11572	81	13	23	23	NUM
american_scientific_journal-11572	81	14	hospitals	hospital	NOUN
american_scientific_journal-11572	81	15	and	and	CCONJ
american_scientific_journal-11572	81	16	maintains	maintain	VERB
american_scientific_journal-11572	81	17	approximately	approximately	ADV
american_scientific_journal-11572	81	18	5	5	NUM
american_scientific_journal-11572	81	19	million	million	NUM
american_scientific_journal-11572	81	20	records	record	NOUN
american_scientific_journal-11572	81	21	,	,	PUNCT
american_scientific_journal-11572	81	22	tested	test	VERB
american_scientific_journal-11572	81	23	an	an	DET
american_scientific_journal-11572	81	24	innovative	innovative	ADJ
american_scientific_journal-11572	81	25	approach	approach	NOUN
american_scientific_journal-11572	81	26	in	in	ADP
american_scientific_journal-11572	81	27	2018	2018	NUM
american_scientific_journal-11572	81	28	—	—	PUNCT
american_scientific_journal-11572	81	29	referential	referential	ADJ
american_scientific_journal-11572	81	30	matching	matching	NOUN
american_scientific_journal-11572	81	31	.	.	PUNCT
american_scientific_journal-11572	82	1	this	this	DET
american_scientific_journal-11572	82	2	method	method	NOUN
american_scientific_journal-11572	82	3	involved	involve	VERB
american_scientific_journal-11572	82	4	comparing	compare	VERB
american_scientific_journal-11572	82	5	internal	internal	ADJ
american_scientific_journal-11572	82	6	records	record	NOUN
american_scientific_journal-11572	82	7	with	with	ADP
american_scientific_journal-11572	82	8	a	a	DET
american_scientific_journal-11572	82	9	large	large	ADJ
american_scientific_journal-11572	82	10	external	external	ADJ
american_scientific_journal-11572	82	11	identity	identity	NOUN
american_scientific_journal-11572	82	12	database	database	NOUN
american_scientific_journal-11572	82	13	.	.	PUNCT
american_scientific_journal-11572	83	1	by	by	ADP
american_scientific_journal-11572	83	2	using	use	VERB
american_scientific_journal-11572	83	3	an	an	DET
american_scientific_journal-11572	83	4	external	external	ADJ
american_scientific_journal-11572	83	5	reference	reference	NOUN
american_scientific_journal-11572	83	6	source	source	NOUN
american_scientific_journal-11572	83	7	provided	provide	VERB
american_scientific_journal-11572	83	8	by	by	ADP
american_scientific_journal-11572	83	9	verato	verato	NOUN
american_scientific_journal-11572	83	10	to	to	PART
american_scientific_journal-11572	83	11	verify	verify	VERB
american_scientific_journal-11572	83	12	and	and	CCONJ
american_scientific_journal-11572	83	13	supplement	supplement	VERB
american_scientific_journal-11572	83	14	patient	patient	ADJ
american_scientific_journal-11572	83	15	data	datum	NOUN
american_scientific_journal-11572	83	16	,	,	PUNCT
american_scientific_journal-11572	83	17	northwell	northwell	PROPN
american_scientific_journal-11572	83	18	was	be	AUX
american_scientific_journal-11572	83	19	able	able	ADJ
american_scientific_journal-11572	83	20	to	to	PART
american_scientific_journal-11572	83	21	automatically	automatically	ADV
american_scientific_journal-11572	83	22	resolve	resolve	VERB
american_scientific_journal-11572	83	23	87	87	NUM
american_scientific_journal-11572	83	24	%	%	NOUN
american_scientific_journal-11572	83	25	of	of	ADP
american_scientific_journal-11572	83	26	conflicting	conflicting	ADJ
american_scientific_journal-11572	83	27	records	record	NOUN
american_scientific_journal-11572	83	28	that	that	PRON
american_scientific_journal-11572	83	29	remained	remain	VERB
american_scientific_journal-11572	83	30	unresolved	unresolved	ADJ
american_scientific_journal-11572	83	31	by	by	ADP
american_scientific_journal-11572	83	32	standard	standard	ADJ
american_scientific_journal-11572	83	33	algorithms	algorithm	NOUN
american_scientific_journal-11572	83	34	.	.	PUNCT
american_scientific_journal-11572	84	1	this	this	PRON
american_scientific_journal-11572	84	2	significantly	significantly	ADV
american_scientific_journal-11572	84	3	reduced	reduce	VERB
american_scientific_journal-11572	84	4	the	the	DET
american_scientific_journal-11572	84	5	manual	manual	ADJ
american_scientific_journal-11572	84	6	workload	workload	NOUN
american_scientific_journal-11572	84	7	,	,	PUNCT
american_scientific_journal-11572	84	8	which	which	PRON
american_scientific_journal-11572	84	9	previously	previously	ADV
american_scientific_journal-11572	84	10	required	require	VERB
american_scientific_journal-11572	84	11	processing	processing	NOUN
american_scientific_journal-11572	84	12	up	up	ADP
american_scientific_journal-11572	84	13	to	to	ADP
american_scientific_journal-11572	84	14	300	300	NUM
american_scientific_journal-11572	84	15	potential	potential	ADJ
american_scientific_journal-11572	84	16	duplicates	duplicate	NOUN
american_scientific_journal-11572	84	17	per	per	ADP
american_scientific_journal-11572	84	18	day	day	NOUN
american_scientific_journal-11572	84	19	[	[	X
american_scientific_journal-11572	84	20	10	10	NUM
american_scientific_journal-11572	84	21	]	]	PUNCT
american_scientific_journal-11572	84	22	.	.	PUNCT
american_scientific_journal-11572	85	1	american	american	ADJ
american_scientific_journal-11572	85	2	academic	academic	ADJ
american_scientific_journal-11572	85	3	scientific	scientific	ADJ
american_scientific_journal-11572	85	4	research	research	NOUN
american_scientific_journal-11572	85	5	journal	journal	NOUN
american_scientific_journal-11572	85	6	for	for	ADP
american_scientific_journal-11572	85	7	engineering	engineering	NOUN
american_scientific_journal-11572	85	8	,	,	PUNCT
american_scientific_journal-11572	85	9	technology	technology	NOUN
american_scientific_journal-11572	85	10	,	,	PUNCT
american_scientific_journal-11572	85	11	and	and	CCONJ
american_scientific_journal-11572	85	12	sciences	science	NOUN
american_scientific_journal-11572	85	13	(	(	PUNCT
american_scientific_journal-11572	85	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	85	15	)	)	PUNCT
american_scientific_journal-11572	85	16	volume	volume	NOUN
american_scientific_journal-11572	85	17	101	101	NUM
american_scientific_journal-11572	85	18	,	,	PUNCT
american_scientific_journal-11572	85	19	no	no	DET
american_scientific_journal-11572	85	20	1	1	NUM
american_scientific_journal-11572	85	21	,	,	PUNCT
american_scientific_journal-11572	85	22	pp	pp	ADV
american_scientific_journal-11572	85	23	358	358	NUM
american_scientific_journal-11572	85	24	-	-	SYM
american_scientific_journal-11572	85	25	370	370	NUM
american_scientific_journal-11572	85	26	363	363	NUM
american_scientific_journal-11572	85	27	this	this	DET
american_scientific_journal-11572	85	28	example	example	NOUN
american_scientific_journal-11572	85	29	illustrates	illustrate	VERB
american_scientific_journal-11572	85	30	that	that	SCONJ
american_scientific_journal-11572	85	31	traditional	traditional	ADJ
american_scientific_journal-11572	85	32	methods	method	NOUN
american_scientific_journal-11572	85	33	can	can	AUX
american_scientific_journal-11572	85	34	be	be	AUX
american_scientific_journal-11572	85	35	enhanced	enhance	VERB
american_scientific_journal-11572	85	36	by	by	ADP
american_scientific_journal-11572	85	37	integrating	integrate	VERB
american_scientific_journal-11572	85	38	external	external	ADJ
american_scientific_journal-11572	85	39	data	datum	NOUN
american_scientific_journal-11572	85	40	sources	source	NOUN
american_scientific_journal-11572	85	41	such	such	ADJ
american_scientific_journal-11572	85	42	as	as	ADP
american_scientific_journal-11572	85	43	address	address	NOUN
american_scientific_journal-11572	85	44	directories	directory	NOUN
american_scientific_journal-11572	85	45	,	,	PUNCT
american_scientific_journal-11572	85	46	phone	phone	NOUN
american_scientific_journal-11572	85	47	databases	database	NOUN
american_scientific_journal-11572	85	48	,	,	PUNCT
american_scientific_journal-11572	85	49	and	and	CCONJ
american_scientific_journal-11572	85	50	credit	credit	NOUN
american_scientific_journal-11572	85	51	history	history	NOUN
american_scientific_journal-11572	85	52	records	record	VERB
american_scientific_journal-11572	85	53	to	to	PART
american_scientific_journal-11572	85	54	refine	refine	VERB
american_scientific_journal-11572	85	55	matches	match	NOUN
american_scientific_journal-11572	85	56	.	.	PUNCT
american_scientific_journal-11572	86	1	however	however	ADV
american_scientific_journal-11572	86	2	,	,	PUNCT
american_scientific_journal-11572	86	3	these	these	DET
american_scientific_journal-11572	86	4	solutions	solution	NOUN
american_scientific_journal-11572	86	5	are	be	AUX
american_scientific_journal-11572	86	6	typically	typically	ADV
american_scientific_journal-11572	86	7	offered	offer	VERB
american_scientific_journal-11572	86	8	as	as	ADP
american_scientific_journal-11572	86	9	commercial	commercial	ADJ
american_scientific_journal-11572	86	10	services	service	NOUN
american_scientific_journal-11572	86	11	and	and	CCONJ
american_scientific_journal-11572	86	12	are	be	AUX
american_scientific_journal-11572	86	13	inherently	inherently	ADV
american_scientific_journal-11572	86	14	classified	classify	VERB
american_scientific_journal-11572	86	15	as	as	ADP
american_scientific_journal-11572	86	16	intelligent	intelligent	ADJ
american_scientific_journal-11572	86	17	methods	method	NOUN
american_scientific_journal-11572	86	18	,	,	PUNCT
american_scientific_journal-11572	86	19	which	which	PRON
american_scientific_journal-11572	86	20	will	will	AUX
american_scientific_journal-11572	86	21	be	be	AUX
american_scientific_journal-11572	86	22	discussed	discuss	VERB
american_scientific_journal-11572	86	23	further	far	ADV
american_scientific_journal-11572	86	24	.	.	PUNCT
american_scientific_journal-11572	87	1	overall	overall	ADJ
american_scientific_journal-11572	87	2	,	,	PUNCT
american_scientific_journal-11572	87	3	significant	significant	ADJ
american_scientific_journal-11572	87	4	progress	progress	NOUN
american_scientific_journal-11572	87	5	has	have	AUX
american_scientific_journal-11572	87	6	been	be	AUX
american_scientific_journal-11572	87	7	achieved	achieve	VERB
american_scientific_journal-11572	87	8	without	without	ADP
american_scientific_journal-11572	87	9	ai	ai	PROPN
american_scientific_journal-11572	87	10	,	,	PUNCT
american_scientific_journal-11572	87	11	with	with	ADP
american_scientific_journal-11572	87	12	modern	modern	ADJ
american_scientific_journal-11572	87	13	empi	empi	PROPN
american_scientific_journal-11572	87	14	systems	system	NOUN
american_scientific_journal-11572	87	15	reaching	reach	VERB
american_scientific_journal-11572	87	16	a	a	DET
american_scientific_journal-11572	87	17	matching	matching	NOUN
american_scientific_journal-11572	87	18	accuracy	accuracy	NOUN
american_scientific_journal-11572	87	19	of	of	ADP
american_scientific_journal-11572	87	20	over	over	ADP
american_scientific_journal-11572	87	21	90	90	NUM
american_scientific_journal-11572	87	22	%	%	NOUN
american_scientific_journal-11572	87	23	[	[	X
american_scientific_journal-11572	87	24	5	5	NUM
american_scientific_journal-11572	87	25	,	,	PUNCT
american_scientific_journal-11572	87	26	6	6	NUM
american_scientific_journal-11572	87	27	]	]	PUNCT
american_scientific_journal-11572	87	28	.	.	PUNCT
american_scientific_journal-11572	88	1	however	however	ADV
american_scientific_journal-11572	88	2	,	,	PUNCT
american_scientific_journal-11572	88	3	challenges	challenge	NOUN
american_scientific_journal-11572	88	4	remain	remain	VERB
american_scientific_journal-11572	88	5	—	—	PUNCT
american_scientific_journal-11572	88	6	special	special	ADJ
american_scientific_journal-11572	88	7	cases	case	NOUN
american_scientific_journal-11572	88	8	,	,	PUNCT
american_scientific_journal-11572	88	9	such	such	ADJ
american_scientific_journal-11572	88	10	as	as	ADP
american_scientific_journal-11572	88	11	variations	variation	NOUN
american_scientific_journal-11572	88	12	in	in	ADP
american_scientific_journal-11572	88	13	names	name	NOUN
american_scientific_journal-11572	88	14	,	,	PUNCT
american_scientific_journal-11572	88	15	patient	patient	ADJ
american_scientific_journal-11572	88	16	migration	migration	NOUN
american_scientific_journal-11572	88	17	between	between	ADP
american_scientific_journal-11572	88	18	regions	region	NOUN
american_scientific_journal-11572	88	19	,	,	PUNCT
american_scientific_journal-11572	88	20	and	and	CCONJ
american_scientific_journal-11572	88	21	data	datum	NOUN
american_scientific_journal-11572	88	22	entry	entry	NOUN
american_scientific_journal-11572	88	23	errors	error	NOUN
american_scientific_journal-11572	88	24	,	,	PUNCT
american_scientific_journal-11572	88	25	still	still	ADV
american_scientific_journal-11572	88	26	require	require	VERB
american_scientific_journal-11572	88	27	further	further	ADJ
american_scientific_journal-11572	88	28	algorithmic	algorithmic	ADJ
american_scientific_journal-11572	88	29	improvements	improvement	NOUN
american_scientific_journal-11572	88	30	.	.	PUNCT
american_scientific_journal-11572	89	1	this	this	PRON
american_scientific_journal-11572	89	2	is	be	AUX
american_scientific_journal-11572	89	3	where	where	SCONJ
american_scientific_journal-11572	89	4	ai	ai	VERB
american_scientific_journal-11572	89	5	technologies	technology	NOUN
american_scientific_journal-11572	89	6	come	come	VERB
american_scientific_journal-11572	89	7	into	into	ADP
american_scientific_journal-11572	89	8	play	play	NOUN
american_scientific_journal-11572	89	9	.	.	PUNCT
american_scientific_journal-11572	90	1	3	3	X
american_scientific_journal-11572	90	2	.	.	X
american_scientific_journal-11572	90	3	ai	ai	VERB
american_scientific_journal-11572	90	4	methods	method	NOUN
american_scientific_journal-11572	90	5	for	for	ADP
american_scientific_journal-11572	90	6	detecting	detect	VERB
american_scientific_journal-11572	90	7	and	and	CCONJ
american_scientific_journal-11572	90	8	eliminating	eliminate	VERB
american_scientific_journal-11572	90	9	duplicates	duplicate	VERB
american_scientific_journal-11572	90	10	artificial	artificial	ADJ
american_scientific_journal-11572	90	11	intelligence	intelligence	NOUN
american_scientific_journal-11572	90	12	enhances	enhance	VERB
american_scientific_journal-11572	90	13	the	the	DET
american_scientific_journal-11572	90	14	capabilities	capability	NOUN
american_scientific_journal-11572	90	15	of	of	ADP
american_scientific_journal-11572	90	16	traditional	traditional	ADJ
american_scientific_journal-11572	90	17	algorithms	algorithm	NOUN
american_scientific_journal-11572	90	18	by	by	ADP
american_scientific_journal-11572	90	19	allowing	allow	VERB
american_scientific_journal-11572	90	20	models	model	NOUN
american_scientific_journal-11572	90	21	to	to	PART
american_scientific_journal-11572	90	22	be	be	AUX
american_scientific_journal-11572	90	23	trained	train	VERB
american_scientific_journal-11572	90	24	on	on	ADP
american_scientific_journal-11572	90	25	historical	historical	ADJ
american_scientific_journal-11572	90	26	match	match	NOUN
american_scientific_journal-11572	90	27	/	/	SYM
american_scientific_journal-11572	90	28	non	non	ADJ
american_scientific_journal-11572	90	29	-	-	ADJ
american_scientific_journal-11572	90	30	match	match	ADJ
american_scientific_journal-11572	90	31	data	datum	NOUN
american_scientific_journal-11572	90	32	instead	instead	ADV
american_scientific_journal-11572	90	33	of	of	ADP
american_scientific_journal-11572	90	34	relying	rely	VERB
american_scientific_journal-11572	90	35	on	on	ADP
american_scientific_journal-11572	90	36	manually	manually	ADV
american_scientific_journal-11572	90	37	defined	define	VERB
american_scientific_journal-11572	90	38	rules	rule	NOUN
american_scientific_journal-11572	90	39	.	.	PUNCT
american_scientific_journal-11572	91	1	the	the	DET
american_scientific_journal-11572	91	2	simplest	simple	ADJ
american_scientific_journal-11572	91	3	approach	approach	NOUN
american_scientific_journal-11572	91	4	involves	involve	VERB
american_scientific_journal-11572	91	5	classification	classification	NOUN
american_scientific_journal-11572	91	6	methods	method	NOUN
american_scientific_journal-11572	91	7	.	.	PUNCT
american_scientific_journal-11572	92	1	the	the	DET
american_scientific_journal-11572	92	2	deduplication	deduplication	NOUN
american_scientific_journal-11572	92	3	task	task	NOUN
american_scientific_journal-11572	92	4	can	can	AUX
american_scientific_journal-11572	92	5	be	be	AUX
american_scientific_journal-11572	92	6	framed	frame	VERB
american_scientific_journal-11572	92	7	as	as	ADP
american_scientific_journal-11572	92	8	a	a	DET
american_scientific_journal-11572	92	9	binary	binary	ADJ
american_scientific_journal-11572	92	10	classification	classification	NOUN
american_scientific_journal-11572	92	11	problem	problem	NOUN
american_scientific_journal-11572	92	12	for	for	ADP
american_scientific_journal-11572	92	13	record	record	NOUN
american_scientific_journal-11572	92	14	pairs	pair	NOUN
american_scientific_journal-11572	92	15	:	:	PUNCT
american_scientific_journal-11572	92	16	"	"	PUNCT
american_scientific_journal-11572	92	17	match	match	VERB
american_scientific_journal-11572	92	18	"	"	PUNCT
american_scientific_journal-11572	92	19	(	(	PUNCT
american_scientific_journal-11572	92	20	same	same	ADJ
american_scientific_journal-11572	92	21	patient	patient	NOUN
american_scientific_journal-11572	92	22	)	)	PUNCT
american_scientific_journal-11572	92	23	or	or	CCONJ
american_scientific_journal-11572	92	24	"	"	PUNCT
american_scientific_journal-11572	92	25	non	non	ADJ
american_scientific_journal-11572	92	26	-	-	NOUN
american_scientific_journal-11572	92	27	match	match	NOUN
american_scientific_journal-11572	92	28	.	.	PUNCT
american_scientific_journal-11572	92	29	"	"	PUNCT
american_scientific_journal-11572	93	1	in	in	ADP
american_scientific_journal-11572	93	2	classical	classical	ADJ
american_scientific_journal-11572	93	3	algorithms	algorithm	NOUN
american_scientific_journal-11572	93	4	,	,	PUNCT
american_scientific_journal-11572	93	5	this	this	DET
american_scientific_journal-11572	93	6	decision	decision	NOUN
american_scientific_journal-11572	93	7	is	be	AUX
american_scientific_journal-11572	93	8	based	base	VERB
american_scientific_journal-11572	93	9	on	on	ADP
american_scientific_journal-11572	93	10	a	a	DET
american_scientific_journal-11572	93	11	weighted	weight	VERB
american_scientific_journal-11572	93	12	sum	sum	NOUN
american_scientific_journal-11572	93	13	of	of	ADP
american_scientific_journal-11572	93	14	features	feature	NOUN
american_scientific_journal-11572	93	15	,	,	PUNCT
american_scientific_journal-11572	93	16	whereas	whereas	SCONJ
american_scientific_journal-11572	93	17	in	in	ADP
american_scientific_journal-11572	93	18	machine	machine	NOUN
american_scientific_journal-11572	93	19	learning	learning	NOUN
american_scientific_journal-11572	93	20	(	(	PUNCT
american_scientific_journal-11572	93	21	ml	ml	NOUN
american_scientific_journal-11572	93	22	)	)	PUNCT
american_scientific_journal-11572	93	23	models	model	NOUN
american_scientific_journal-11572	93	24	,	,	PUNCT
american_scientific_journal-11572	93	25	the	the	DET
american_scientific_journal-11572	93	26	model	model	NOUN
american_scientific_journal-11572	93	27	is	be	AUX
american_scientific_journal-11572	93	28	trained	train	VERB
american_scientific_journal-11572	93	29	to	to	PART
american_scientific_journal-11572	93	30	optimally	optimally	ADV
american_scientific_journal-11572	93	31	differentiate	differentiate	VERB
american_scientific_journal-11572	93	32	between	between	ADP
american_scientific_journal-11572	93	33	these	these	DET
american_scientific_journal-11572	93	34	classes	class	NOUN
american_scientific_journal-11572	93	35	.	.	PUNCT
american_scientific_journal-11572	94	1	in	in	ADP
american_scientific_journal-11572	94	2	the	the	DET
american_scientific_journal-11572	94	3	study	study	NOUN
american_scientific_journal-11572	94	4	by	by	ADP
american_scientific_journal-11572	94	5	redfield	redfield	PROPN
american_scientific_journal-11572	94	6	et	et	PROPN
american_scientific_journal-11572	94	7	al	al	PROPN
american_scientific_journal-11572	94	8	.	.	PROPN
american_scientific_journal-11572	94	9	(	(	PUNCT
american_scientific_journal-11572	94	10	2020	2020	NUM
american_scientific_journal-11572	94	11	)	)	PUNCT
american_scientific_journal-11572	94	12	,	,	PUNCT
american_scientific_journal-11572	94	13	researchers	researcher	NOUN
american_scientific_journal-11572	94	14	from	from	ADP
american_scientific_journal-11572	94	15	boston	boston	PROPN
american_scientific_journal-11572	94	16	medical	medical	PROPN
american_scientific_journal-11572	94	17	center	center	PROPN
american_scientific_journal-11572	94	18	trained	train	VERB
american_scientific_journal-11572	94	19	a	a	DET
american_scientific_journal-11572	94	20	model	model	NOUN
american_scientific_journal-11572	94	21	to	to	PART
american_scientific_journal-11572	94	22	link	link	VERB
american_scientific_journal-11572	94	23	emergency	emergency	NOUN
american_scientific_journal-11572	94	24	medical	medical	ADJ
american_scientific_journal-11572	94	25	services	service	NOUN
american_scientific_journal-11572	94	26	(	(	PUNCT
american_scientific_journal-11572	94	27	ems	ems	PROPN
american_scientific_journal-11572	94	28	)	)	PUNCT
american_scientific_journal-11572	94	29	records	record	NOUN
american_scientific_journal-11572	94	30	with	with	ADP
american_scientific_journal-11572	94	31	hospital	hospital	NOUN
american_scientific_journal-11572	94	32	emergency	emergency	NOUN
american_scientific_journal-11572	94	33	department	department	PROPN
american_scientific_journal-11572	94	34	(	(	PUNCT
american_scientific_journal-11572	94	35	ed	ed	NOUN
american_scientific_journal-11572	94	36	)	)	PUNCT
american_scientific_journal-11572	94	37	records	record	NOUN
american_scientific_journal-11572	94	38	.	.	PUNCT
american_scientific_journal-11572	95	1	the	the	DET
american_scientific_journal-11572	95	2	model	model	NOUN
american_scientific_journal-11572	95	3	used	use	VERB
american_scientific_journal-11572	95	4	15	15	NUM
american_scientific_journal-11572	95	5	features	feature	NOUN
american_scientific_journal-11572	95	6	,	,	PUNCT
american_scientific_journal-11572	95	7	including	include	VERB
american_scientific_journal-11572	95	8	exact	exact	ADJ
american_scientific_journal-11572	95	9	or	or	CCONJ
american_scientific_journal-11572	95	10	approximate	approximate	ADJ
american_scientific_journal-11572	95	11	matches	match	NOUN
american_scientific_journal-11572	95	12	on	on	ADP
american_scientific_journal-11572	95	13	name	name	NOUN
american_scientific_journal-11572	95	14	,	,	PUNCT
american_scientific_journal-11572	95	15	date	date	NOUN
american_scientific_journal-11572	95	16	of	of	ADP
american_scientific_journal-11572	95	17	birth	birth	NOUN
american_scientific_journal-11572	95	18	,	,	PUNCT
american_scientific_journal-11572	95	19	gender	gender	NOUN
american_scientific_journal-11572	95	20	,	,	PUNCT
american_scientific_journal-11572	95	21	and	and	CCONJ
american_scientific_journal-11572	95	22	portions	portion	NOUN
american_scientific_journal-11572	95	23	of	of	ADP
american_scientific_journal-11572	95	24	a	a	DET
american_scientific_journal-11572	95	25	social	social	ADJ
american_scientific_journal-11572	95	26	security	security	NOUN
american_scientific_journal-11572	95	27	number	number	NOUN
american_scientific_journal-11572	95	28	.	.	PUNCT
american_scientific_journal-11572	96	1	the	the	DET
american_scientific_journal-11572	96	2	results	result	NOUN
american_scientific_journal-11572	96	3	showed	show	VERB
american_scientific_journal-11572	96	4	99.4	99.4	NUM
american_scientific_journal-11572	96	5	%	%	NOUN
american_scientific_journal-11572	96	6	sensitivity	sensitivity	NOUN
american_scientific_journal-11572	96	7	and	and	CCONJ
american_scientific_journal-11572	96	8	99.9	99.9	NUM
american_scientific_journal-11572	96	9	%	%	NOUN
american_scientific_journal-11572	96	10	positive	positive	ADJ
american_scientific_journal-11572	96	11	predictive	predictive	ADJ
american_scientific_journal-11572	96	12	value	value	NOUN
american_scientific_journal-11572	96	13	(	(	PUNCT
american_scientific_journal-11572	96	14	ppv	ppv	NOUN
american_scientific_journal-11572	96	15	)	)	PUNCT
american_scientific_journal-11572	96	16	on	on	ADP
american_scientific_journal-11572	96	17	both	both	CCONJ
american_scientific_journal-11572	96	18	the	the	DET
american_scientific_journal-11572	96	19	training	training	NOUN
american_scientific_journal-11572	96	20	and	and	CCONJ
american_scientific_journal-11572	96	21	test	test	NOUN
american_scientific_journal-11572	96	22	datasets	dataset	NOUN
american_scientific_journal-11572	96	23	.	.	PUNCT
american_scientific_journal-11572	97	1	in	in	ADP
american_scientific_journal-11572	97	2	other	other	ADJ
american_scientific_journal-11572	97	3	words	word	NOUN
american_scientific_journal-11572	97	4	,	,	PUNCT
american_scientific_journal-11572	97	5	out	out	ADP
american_scientific_journal-11572	97	6	of	of	ADP
american_scientific_journal-11572	97	7	approximately	approximately	ADV
american_scientific_journal-11572	97	8	2,682	2,682	NUM
american_scientific_journal-11572	97	9	cases	case	NOUN
american_scientific_journal-11572	97	10	,	,	PUNCT
american_scientific_journal-11572	97	11	the	the	DET
american_scientific_journal-11572	97	12	model	model	NOUN
american_scientific_journal-11572	97	13	missed	miss	VERB
american_scientific_journal-11572	97	14	only	only	ADV
american_scientific_journal-11572	97	15	14	14	NUM
american_scientific_journal-11572	97	16	(	(	PUNCT
american_scientific_journal-11572	97	17	0.5	0.5	NUM
american_scientific_journal-11572	97	18	%	%	NOUN
american_scientific_journal-11572	97	19	)	)	PUNCT
american_scientific_journal-11572	97	20	true	true	ADJ
american_scientific_journal-11572	97	21	matches	match	NOUN
american_scientific_journal-11572	97	22	and	and	CCONJ
american_scientific_journal-11572	97	23	did	do	AUX
american_scientific_journal-11572	97	24	not	not	PART
american_scientific_journal-11572	97	25	produce	produce	VERB
american_scientific_journal-11572	97	26	a	a	DET
american_scientific_journal-11572	97	27	single	single	ADJ
american_scientific_journal-11572	97	28	false	false	ADJ
american_scientific_journal-11572	97	29	match	match	NOUN
american_scientific_journal-11572	97	30	.	.	PUNCT
american_scientific_journal-11572	98	1	the	the	DET
american_scientific_journal-11572	98	2	errors	error	NOUN
american_scientific_journal-11572	98	3	in	in	ADP
american_scientific_journal-11572	98	4	linking	link	VERB
american_scientific_journal-11572	98	5	were	be	AUX
american_scientific_journal-11572	98	6	primarily	primarily	ADV
american_scientific_journal-11572	98	7	due	due	ADJ
american_scientific_journal-11572	98	8	to	to	ADP
american_scientific_journal-11572	98	9	severe	severe	ADJ
american_scientific_journal-11572	98	10	discrepancies	discrepancy	NOUN
american_scientific_journal-11572	98	11	in	in	ADP
american_scientific_journal-11572	98	12	data	datum	NOUN
american_scientific_journal-11572	98	13	,	,	PUNCT
american_scientific_journal-11572	98	14	such	such	ADJ
american_scientific_journal-11572	98	15	as	as	ADP
american_scientific_journal-11572	98	16	entirely	entirely	ADV
american_scientific_journal-11572	98	17	incorrect	incorrect	ADJ
american_scientific_journal-11572	98	18	names	name	NOUN
american_scientific_journal-11572	98	19	and	and	CCONJ
american_scientific_journal-11572	98	20	birth	birth	NOUN
american_scientific_journal-11572	98	21	dates	date	NOUN
american_scientific_journal-11572	98	22	[	[	X
american_scientific_journal-11572	98	23	8	8	NUM
american_scientific_journal-11572	98	24	]	]	PUNCT
american_scientific_journal-11572	98	25	.	.	PUNCT
american_scientific_journal-11572	99	1	this	this	DET
american_scientific_journal-11572	99	2	example	example	NOUN
american_scientific_journal-11572	99	3	demonstrates	demonstrate	VERB
american_scientific_journal-11572	99	4	that	that	SCONJ
american_scientific_journal-11572	99	5	an	an	DET
american_scientific_journal-11572	99	6	ml	ml	X
american_scientific_journal-11572	99	7	algorithm	algorithm	NOUN
american_scientific_journal-11572	99	8	can	can	AUX
american_scientific_journal-11572	99	9	achieve	achieve	VERB
american_scientific_journal-11572	99	10	near	near	ADV
american_scientific_journal-11572	99	11	-	-	PUNCT
american_scientific_journal-11572	99	12	perfect	perfect	ADJ
american_scientific_journal-11572	99	13	performance	performance	NOUN
american_scientific_journal-11572	99	14	on	on	ADP
american_scientific_journal-11572	99	15	a	a	DET
american_scientific_journal-11572	99	16	well	well	ADV
american_scientific_journal-11572	99	17	-	-	PUNCT
american_scientific_journal-11572	99	18	controlled	control	VERB
american_scientific_journal-11572	99	19	dataset	dataset	NOUN
american_scientific_journal-11572	99	20	,	,	PUNCT
american_scientific_journal-11572	99	21	surpassing	surpass	VERB
american_scientific_journal-11572	99	22	manually	manually	ADV
american_scientific_journal-11572	99	23	configured	configure	VERB
american_scientific_journal-11572	99	24	rules	rule	NOUN
american_scientific_journal-11572	99	25	.	.	PUNCT
american_scientific_journal-11572	100	1	later	later	ADV
american_scientific_journal-11572	100	2	studies	study	NOUN
american_scientific_journal-11572	100	3	advanced	advance	VERB
american_scientific_journal-11572	100	4	further	far	ADV
american_scientific_journal-11572	100	5	,	,	PUNCT
american_scientific_journal-11572	100	6	incorporating	incorporate	VERB
american_scientific_journal-11572	100	7	deep	deep	ADJ
american_scientific_journal-11572	100	8	learning	learning	NOUN
american_scientific_journal-11572	100	9	and	and	CCONJ
american_scientific_journal-11572	100	10	advanced	advanced	ADJ
american_scientific_journal-11572	100	11	optimization	optimization	NOUN
american_scientific_journal-11572	100	12	techniques	technique	NOUN
american_scientific_journal-11572	100	13	.	.	PUNCT
american_scientific_journal-11572	101	1	nelson	nelson	PROPN
american_scientific_journal-11572	101	2	et	et	PROPN
american_scientific_journal-11572	101	3	al	al	PROPN
american_scientific_journal-11572	101	4	.	.	PROPN
american_scientific_journal-11572	101	5	(	(	PUNCT
american_scientific_journal-11572	101	6	2023	2023	NUM
american_scientific_journal-11572	101	7	)	)	PUNCT
american_scientific_journal-11572	101	8	developed	develop	VERB
american_scientific_journal-11572	101	9	a	a	DET
american_scientific_journal-11572	101	10	tool	tool	NOUN
american_scientific_journal-11572	101	11	based	base	VERB
american_scientific_journal-11572	101	12	on	on	ADP
american_scientific_journal-11572	101	13	bayesian	bayesian	NOUN
american_scientific_journal-11572	101	14	optimization	optimization	NOUN
american_scientific_journal-11572	101	15	that	that	PRON
american_scientific_journal-11572	101	16	automatically	automatically	ADV
american_scientific_journal-11572	101	17	fine	fine	ADJ
american_scientific_journal-11572	101	18	-	-	PUNCT
american_scientific_journal-11572	101	19	tunes	tune	NOUN
american_scientific_journal-11572	101	20	the	the	DET
american_scientific_journal-11572	101	21	parameters	parameter	NOUN
american_scientific_journal-11572	101	22	of	of	ADP
american_scientific_journal-11572	101	23	a	a	DET
american_scientific_journal-11572	101	24	traditional	traditional	ADJ
american_scientific_journal-11572	101	25	matching	matching	NOUN
american_scientific_journal-11572	101	26	algorithm	algorithm	NOUN
american_scientific_journal-11572	101	27	by	by	ADP
american_scientific_journal-11572	101	28	training	train	VERB
american_scientific_journal-11572	101	29	on	on	ADP
american_scientific_journal-11572	101	30	confirmed	confirm	VERB
american_scientific_journal-11572	101	31	record	record	NOUN
american_scientific_journal-11572	101	32	pairs	pair	NOUN
american_scientific_journal-11572	101	33	within	within	ADP
american_scientific_journal-11572	101	34	a	a	DET
american_scientific_journal-11572	101	35	database	database	NOUN
american_scientific_journal-11572	101	36	[	[	X
american_scientific_journal-11572	101	37	6	6	NUM
american_scientific_journal-11572	101	38	]	]	PUNCT
american_scientific_journal-11572	101	39	.	.	PUNCT
american_scientific_journal-11572	102	1	this	this	DET
american_scientific_journal-11572	102	2	approach	approach	NOUN
american_scientific_journal-11572	102	3	combines	combine	VERB
american_scientific_journal-11572	102	4	the	the	DET
american_scientific_journal-11572	102	5	strengths	strength	NOUN
american_scientific_journal-11572	102	6	of	of	ADP
american_scientific_journal-11572	102	7	both	both	CCONJ
american_scientific_journal-11572	102	8	traditional	traditional	ADJ
american_scientific_journal-11572	102	9	and	and	CCONJ
american_scientific_journal-11572	102	10	modern	modern	ADJ
american_scientific_journal-11572	102	11	methods	method	NOUN
american_scientific_journal-11572	102	12	by	by	ADP
american_scientific_journal-11572	102	13	refining	refine	VERB
american_scientific_journal-11572	102	14	existing	exist	VERB
american_scientific_journal-11572	102	15	algorithms	algorithm	NOUN
american_scientific_journal-11572	102	16	rather	rather	ADV
american_scientific_journal-11572	102	17	than	than	ADP
american_scientific_journal-11572	102	18	replacing	replace	VERB
american_scientific_journal-11572	102	19	them	they	PRON
american_scientific_journal-11572	102	20	.	.	PUNCT
american_scientific_journal-11572	103	1	in	in	ADP
american_scientific_journal-11572	103	2	tests	test	NOUN
american_scientific_journal-11572	103	3	on	on	ADP
american_scientific_journal-11572	103	4	synthetic	synthetic	ADJ
american_scientific_journal-11572	103	5	datasets	dataset	NOUN
american_scientific_journal-11572	103	6	,	,	PUNCT
american_scientific_journal-11572	103	7	ml	ml	NOUN
american_scientific_journal-11572	103	8	-	-	PUNCT
american_scientific_journal-11572	103	9	based	base	VERB
american_scientific_journal-11572	103	10	tuning	tuning	NOUN
american_scientific_journal-11572	103	11	improved	improved	ADJ
american_scientific_journal-11572	103	12	matching	matching	NOUN
american_scientific_journal-11572	103	13	sensitivity	sensitivity	NOUN
american_scientific_journal-11572	103	14	from	from	ADP
american_scientific_journal-11572	103	15	approximately	approximately	ADV
american_scientific_journal-11572	103	16	90	90	NUM
american_scientific_journal-11572	103	17	%	%	NOUN
american_scientific_journal-11572	103	18	to	to	PART
american_scientific_journal-11572	103	19	100	100	NUM
american_scientific_journal-11572	103	20	%	%	NOUN
american_scientific_journal-11572	103	21	,	,	PUNCT
american_scientific_journal-11572	103	22	with	with	ADP
american_scientific_journal-11572	103	23	a	a	DET
american_scientific_journal-11572	103	24	slight	slight	ADJ
american_scientific_journal-11572	103	25	reduction	reduction	NOUN
american_scientific_journal-11572	103	26	in	in	ADP
american_scientific_journal-11572	103	27	specificity	specificity	NOUN
american_scientific_journal-11572	103	28	from	from	ADP
american_scientific_journal-11572	103	29	100	100	NUM
american_scientific_journal-11572	103	30	%	%	NOUN
american_scientific_journal-11572	103	31	to	to	ADP
american_scientific_journal-11572	103	32	around	around	ADP
american_scientific_journal-11572	103	33	96	96	NUM
american_scientific_journal-11572	103	34	%	%	NOUN
american_scientific_journal-11572	103	35	[	[	X
american_scientific_journal-11572	103	36	6	6	NUM
american_scientific_journal-11572	103	37	]	]	PUNCT
american_scientific_journal-11572	103	38	.	.	PUNCT
american_scientific_journal-11572	104	1	in	in	ADP
american_scientific_journal-11572	104	2	other	other	ADJ
american_scientific_journal-11572	104	3	words	word	NOUN
american_scientific_journal-11572	104	4	,	,	PUNCT
american_scientific_journal-11572	104	5	after	after	ADP
american_scientific_journal-11572	104	6	optimization	optimization	NOUN
american_scientific_journal-11572	104	7	,	,	PUNCT
american_scientific_journal-11572	104	8	the	the	DET
american_scientific_journal-11572	104	9	system	system	NOUN
american_scientific_journal-11572	104	10	detected	detect	VERB
american_scientific_journal-11572	104	11	all	all	DET
american_scientific_journal-11572	104	12	true	true	ADJ
american_scientific_journal-11572	104	13	duplicates	duplicate	NOUN
american_scientific_journal-11572	104	14	,	,	PUNCT
american_scientific_journal-11572	104	15	with	with	ADP
american_scientific_journal-11572	104	16	only	only	ADV
american_scientific_journal-11572	104	17	a	a	DET
american_scientific_journal-11572	104	18	minor	minor	ADJ
american_scientific_journal-11572	104	19	increase	increase	NOUN
american_scientific_journal-11572	104	20	in	in	ADP
american_scientific_journal-11572	104	21	false	false	ADJ
american_scientific_journal-11572	104	22	positives	positive	NOUN
american_scientific_journal-11572	104	23	requiring	require	VERB
american_scientific_journal-11572	104	24	human	human	ADJ
american_scientific_journal-11572	104	25	review	review	NOUN
american_scientific_journal-11572	104	26	.	.	PUNCT
american_scientific_journal-11572	105	1	the	the	DET
american_scientific_journal-11572	105	2	authors	author	NOUN
american_scientific_journal-11572	105	3	emphasized	emphasize	VERB
american_scientific_journal-11572	105	4	that	that	SCONJ
american_scientific_journal-11572	105	5	their	their	PRON
american_scientific_journal-11572	105	6	tool	tool	NOUN
american_scientific_journal-11572	105	7	can	can	AUX
american_scientific_journal-11572	105	8	significantly	significantly	ADV
american_scientific_journal-11572	105	9	improve	improve	VERB
american_scientific_journal-11572	105	10	any	any	DET
american_scientific_journal-11572	105	11	existing	exist	VERB
american_scientific_journal-11572	105	12	recordmatching	recordmatche	VERB
american_scientific_journal-11572	105	13	algorithm	algorithm	NOUN
american_scientific_journal-11572	105	14	"	"	PUNCT
american_scientific_journal-11572	105	15	without	without	ADP
american_scientific_journal-11572	105	16	knowledge	knowledge	NOUN
american_scientific_journal-11572	105	17	of	of	ADP
american_scientific_journal-11572	105	18	the	the	DET
american_scientific_journal-11572	105	19	algorithm	algorithm	NOUN
american_scientific_journal-11572	105	20	’s	’s	PART
american_scientific_journal-11572	105	21	specifics	specific	NOUN
american_scientific_journal-11572	105	22	or	or	CCONJ
american_scientific_journal-11572	105	23	the	the	DET
american_scientific_journal-11572	105	24	characteristics	characteristic	NOUN
american_scientific_journal-11572	105	25	of	of	ADP
american_scientific_journal-11572	105	26	the	the	DET
american_scientific_journal-11572	105	27	population	population	NOUN
american_scientific_journal-11572	105	28	"	"	PUNCT
american_scientific_journal-11572	106	1	[	[	X
american_scientific_journal-11572	106	2	6	6	NUM
american_scientific_journal-11572	106	3	]	]	PUNCT
american_scientific_journal-11572	106	4	,	,	PUNCT
american_scientific_journal-11572	106	5	making	make	VERB
american_scientific_journal-11572	106	6	it	it	PRON
american_scientific_journal-11572	106	7	universally	universally	ADV
american_scientific_journal-11572	106	8	applicable	applicable	ADJ
american_scientific_journal-11572	106	9	.	.	PUNCT
american_scientific_journal-11572	107	1	american	american	ADJ
american_scientific_journal-11572	107	2	academic	academic	ADJ
american_scientific_journal-11572	107	3	scientific	scientific	ADJ
american_scientific_journal-11572	107	4	research	research	NOUN
american_scientific_journal-11572	107	5	journal	journal	NOUN
american_scientific_journal-11572	107	6	for	for	ADP
american_scientific_journal-11572	107	7	engineering	engineering	NOUN
american_scientific_journal-11572	107	8	,	,	PUNCT
american_scientific_journal-11572	107	9	technology	technology	NOUN
american_scientific_journal-11572	107	10	,	,	PUNCT
american_scientific_journal-11572	107	11	and	and	CCONJ
american_scientific_journal-11572	107	12	sciences	science	NOUN
american_scientific_journal-11572	107	13	(	(	PUNCT
american_scientific_journal-11572	107	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	107	15	)	)	PUNCT
american_scientific_journal-11572	107	16	volume	volume	NOUN
american_scientific_journal-11572	107	17	101	101	NUM
american_scientific_journal-11572	107	18	,	,	PUNCT
american_scientific_journal-11572	107	19	no	no	DET
american_scientific_journal-11572	107	20	1	1	NUM
american_scientific_journal-11572	107	21	,	,	PUNCT
american_scientific_journal-11572	107	22	pp	pp	ADV
american_scientific_journal-11572	107	23	358	358	NUM
american_scientific_journal-11572	107	24	-	-	SYM
american_scientific_journal-11572	107	25	370	370	NUM
american_scientific_journal-11572	107	26	364	364	NUM
american_scientific_journal-11572	107	27	other	other	ADJ
american_scientific_journal-11572	107	28	studies	study	NOUN
american_scientific_journal-11572	107	29	apply	apply	VERB
american_scientific_journal-11572	107	30	supervised	supervised	ADJ
american_scientific_journal-11572	107	31	learning	learning	NOUN
american_scientific_journal-11572	107	32	methods	method	NOUN
american_scientific_journal-11572	107	33	,	,	PUNCT
american_scientific_journal-11572	107	34	such	such	ADJ
american_scientific_journal-11572	107	35	as	as	ADP
american_scientific_journal-11572	107	36	gradient	gradient	ADJ
american_scientific_journal-11572	107	37	boosting	boosting	NOUN
american_scientific_journal-11572	107	38	or	or	CCONJ
american_scientific_journal-11572	107	39	neural	neural	ADJ
american_scientific_journal-11572	107	40	networks	network	NOUN
american_scientific_journal-11572	107	41	trained	train	VERB
american_scientific_journal-11572	107	42	on	on	ADP
american_scientific_journal-11572	107	43	labeled	label	VERB
american_scientific_journal-11572	107	44	duplicate	duplicate	VERB
american_scientific_journal-11572	107	45	/	/	SYM
american_scientific_journal-11572	107	46	non	non	ADJ
american_scientific_journal-11572	107	47	-	-	ADJ
american_scientific_journal-11572	107	48	duplicate	duplicate	ADJ
american_scientific_journal-11572	107	49	record	record	NOUN
american_scientific_journal-11572	107	50	pairs	pair	NOUN
american_scientific_journal-11572	107	51	.	.	PUNCT
american_scientific_journal-11572	108	1	a	a	DET
american_scientific_journal-11572	108	2	key	key	ADJ
american_scientific_journal-11572	108	3	advantage	advantage	NOUN
american_scientific_journal-11572	108	4	of	of	ADP
american_scientific_journal-11572	108	5	ml	ml	PROPN
american_scientific_journal-11572	108	6	is	be	AUX
american_scientific_journal-11572	108	7	its	its	PRON
american_scientific_journal-11572	108	8	ability	ability	NOUN
american_scientific_journal-11572	108	9	to	to	PART
american_scientific_journal-11572	108	10	account	account	VERB
american_scientific_journal-11572	108	11	for	for	ADP
american_scientific_journal-11572	108	12	complex	complex	ADJ
american_scientific_journal-11572	108	13	nonlinear	nonlinear	ADJ
american_scientific_journal-11572	108	14	dependencies	dependency	NOUN
american_scientific_journal-11572	108	15	between	between	ADP
american_scientific_journal-11572	108	16	fields	field	NOUN
american_scientific_journal-11572	108	17	.	.	PUNCT
american_scientific_journal-11572	109	1	for	for	ADP
american_scientific_journal-11572	109	2	example	example	NOUN
american_scientific_journal-11572	109	3	,	,	PUNCT
american_scientific_journal-11572	109	4	a	a	DET
american_scientific_journal-11572	109	5	model	model	NOUN
american_scientific_journal-11572	109	6	can	can	AUX
american_scientific_journal-11572	109	7	determine	determine	VERB
american_scientific_journal-11572	109	8	that	that	SCONJ
american_scientific_journal-11572	109	9	two	two	NUM
american_scientific_journal-11572	109	10	partial	partial	ADJ
american_scientific_journal-11572	109	11	matches	match	NOUN
american_scientific_journal-11572	109	12	(	(	PUNCT
american_scientific_journal-11572	109	13	e.g.	e.g.	ADV
american_scientific_journal-11572	109	14	,	,	PUNCT
american_scientific_journal-11572	109	15	highly	highly	ADV
american_scientific_journal-11572	109	16	similar	similar	ADJ
american_scientific_journal-11572	109	17	last	last	ADJ
american_scientific_journal-11572	109	18	names	name	NOUN
american_scientific_journal-11572	109	19	and	and	CCONJ
american_scientific_journal-11572	109	20	matching	match	VERB
american_scientific_journal-11572	109	21	birth	birth	NOUN
american_scientific_journal-11572	109	22	dates	date	NOUN
american_scientific_journal-11572	109	23	)	)	PUNCT
american_scientific_journal-11572	109	24	together	together	ADV
american_scientific_journal-11572	109	25	strongly	strongly	ADV
american_scientific_journal-11572	109	26	indicate	indicate	VERB
american_scientific_journal-11572	109	27	a	a	DET
american_scientific_journal-11572	109	28	duplicate	duplicate	NOUN
american_scientific_journal-11572	109	29	,	,	PUNCT
american_scientific_journal-11572	109	30	even	even	ADV
american_scientific_journal-11572	109	31	if	if	SCONJ
american_scientific_journal-11572	109	32	each	each	DET
american_scientific_journal-11572	109	33	feature	feature	NOUN
american_scientific_journal-11572	109	34	alone	alone	ADV
american_scientific_journal-11572	109	35	is	be	AUX
american_scientific_journal-11572	109	36	not	not	PART
american_scientific_journal-11572	109	37	definitive	definitive	ADJ
american_scientific_journal-11572	109	38	.	.	PUNCT
american_scientific_journal-11572	110	1	ml	ml	PUNCT
american_scientific_journal-11572	110	2	can	can	AUX
american_scientific_journal-11572	110	3	also	also	ADV
american_scientific_journal-11572	110	4	evaluate	evaluate	VERB
american_scientific_journal-11572	110	5	rare	rare	ADJ
american_scientific_journal-11572	110	6	matches	match	NOUN
american_scientific_journal-11572	110	7	,	,	PUNCT
american_scientific_journal-11572	110	8	assigning	assign	VERB
american_scientific_journal-11572	110	9	greater	great	ADJ
american_scientific_journal-11572	110	10	importance	importance	NOUN
american_scientific_journal-11572	110	11	to	to	ADP
american_scientific_journal-11572	110	12	uncommon	uncommon	ADJ
american_scientific_journal-11572	110	13	address	address	NOUN
american_scientific_journal-11572	110	14	matches	match	NOUN
american_scientific_journal-11572	110	15	while	while	SCONJ
american_scientific_journal-11572	110	16	giving	give	VERB
american_scientific_journal-11572	110	17	less	less	ADJ
american_scientific_journal-11572	110	18	weight	weight	NOUN
american_scientific_journal-11572	110	19	to	to	ADP
american_scientific_journal-11572	110	20	common	common	ADJ
american_scientific_journal-11572	110	21	names	name	NOUN
american_scientific_journal-11572	110	22	.	.	PUNCT
american_scientific_journal-11572	111	1	the	the	DET
american_scientific_journal-11572	111	2	dataset	dataset	NOUN
american_scientific_journal-11572	111	3	used	use	VERB
american_scientific_journal-11572	111	4	for	for	ADP
american_scientific_journal-11572	111	5	matching	matching	NOUN
american_scientific_journal-11572	111	6	is	be	AUX
american_scientific_journal-11572	111	7	also	also	ADV
american_scientific_journal-11572	111	8	expanding	expand	VERB
american_scientific_journal-11572	111	9	,	,	PUNCT
american_scientific_journal-11572	111	10	as	as	SCONJ
american_scientific_journal-11572	111	11	ai	ai	PROPN
american_scientific_journal-11572	111	12	algorithms	algorithm	NOUN
american_scientific_journal-11572	111	13	can	can	AUX
american_scientific_journal-11572	111	14	analyze	analyze	VERB
american_scientific_journal-11572	111	15	not	not	PART
american_scientific_journal-11572	111	16	only	only	ADV
american_scientific_journal-11572	111	17	structured	structured	ADJ
american_scientific_journal-11572	111	18	fields	field	NOUN
american_scientific_journal-11572	111	19	but	but	CCONJ
american_scientific_journal-11572	111	20	also	also	ADV
american_scientific_journal-11572	111	21	unstructured	unstructured	ADJ
american_scientific_journal-11572	111	22	data	datum	NOUN
american_scientific_journal-11572	111	23	.	.	PUNCT
american_scientific_journal-11572	112	1	in	in	ADP
american_scientific_journal-11572	112	2	the	the	DET
american_scientific_journal-11572	112	3	future	future	NOUN
american_scientific_journal-11572	112	4	,	,	PUNCT
american_scientific_journal-11572	112	5	models	model	NOUN
american_scientific_journal-11572	112	6	may	may	AUX
american_scientific_journal-11572	112	7	take	take	VERB
american_scientific_journal-11572	112	8	into	into	ADP
american_scientific_journal-11572	112	9	account	account	NOUN
american_scientific_journal-11572	112	10	email	email	NOUN
american_scientific_journal-11572	112	11	fragment	fragment	NOUN
american_scientific_journal-11572	112	12	matches	match	NOUN
american_scientific_journal-11572	112	13	,	,	PUNCT
american_scientific_journal-11572	112	14	unique	unique	ADJ
american_scientific_journal-11572	112	15	patterns	pattern	NOUN
american_scientific_journal-11572	112	16	in	in	ADP
american_scientific_journal-11572	112	17	medical	medical	ADJ
american_scientific_journal-11572	112	18	histories	history	NOUN
american_scientific_journal-11572	112	19	,	,	PUNCT
american_scientific_journal-11572	112	20	or	or	CCONJ
american_scientific_journal-11572	112	21	even	even	ADV
american_scientific_journal-11572	112	22	biometric	biometric	ADJ
american_scientific_journal-11572	112	23	templates	template	NOUN
american_scientific_journal-11572	112	24	.	.	PUNCT
american_scientific_journal-11572	113	1	currently	currently	ADV
american_scientific_journal-11572	113	2	,	,	PUNCT
american_scientific_journal-11572	113	3	the	the	DET
american_scientific_journal-11572	113	4	primary	primary	ADJ
american_scientific_journal-11572	113	5	focus	focus	NOUN
american_scientific_journal-11572	113	6	remains	remain	VERB
american_scientific_journal-11572	113	7	on	on	ADP
american_scientific_journal-11572	113	8	demographic	demographic	ADJ
american_scientific_journal-11572	113	9	data	datum	NOUN
american_scientific_journal-11572	113	10	,	,	PUNCT
american_scientific_journal-11572	113	11	but	but	CCONJ
american_scientific_journal-11572	113	12	ai	ai	INTJ
american_scientific_journal-11572	113	13	is	be	AUX
american_scientific_journal-11572	113	14	already	already	ADV
american_scientific_journal-11572	113	15	being	be	AUX
american_scientific_journal-11572	113	16	used	use	VERB
american_scientific_journal-11572	113	17	to	to	PART
american_scientific_journal-11572	113	18	clean	clean	VERB
american_scientific_journal-11572	113	19	and	and	CCONJ
american_scientific_journal-11572	113	20	standardize	standardize	VERB
american_scientific_journal-11572	113	21	this	this	DET
american_scientific_journal-11572	113	22	data	datum	NOUN
american_scientific_journal-11572	113	23	before	before	ADP
american_scientific_journal-11572	113	24	matching	match	VERB
american_scientific_journal-11572	113	25	.	.	PUNCT
american_scientific_journal-11572	114	1	for	for	ADP
american_scientific_journal-11572	114	2	example	example	NOUN
american_scientific_journal-11572	114	3	,	,	PUNCT
american_scientific_journal-11572	114	4	machine	machine	NOUN
american_scientific_journal-11572	114	5	learning	learning	NOUN
american_scientific_journal-11572	114	6	algorithms	algorithm	NOUN
american_scientific_journal-11572	114	7	are	be	AUX
american_scientific_journal-11572	114	8	applied	apply	VERB
american_scientific_journal-11572	114	9	to	to	PART
american_scientific_journal-11572	114	10	detect	detect	VERB
american_scientific_journal-11572	114	11	typos	typo	NOUN
american_scientific_journal-11572	114	12	and	and	CCONJ
american_scientific_journal-11572	114	13	variations	variation	NOUN
american_scientific_journal-11572	114	14	in	in	ADP
american_scientific_journal-11572	114	15	spelling	spelling	NOUN
american_scientific_journal-11572	114	16	(	(	PUNCT
american_scientific_journal-11572	114	17	nlp	nlp	NOUN
american_scientific_journal-11572	114	18	for	for	ADP
american_scientific_journal-11572	114	19	address	address	NOUN
american_scientific_journal-11572	114	20	normalization	normalization	NOUN
american_scientific_journal-11572	114	21	,	,	PUNCT
american_scientific_journal-11572	114	22	intelligent	intelligent	ADJ
american_scientific_journal-11572	114	23	string	string	NOUN
american_scientific_journal-11572	114	24	comparisons	comparison	NOUN
american_scientific_journal-11572	114	25	,	,	PUNCT
american_scientific_journal-11572	114	26	etc	etc	X
american_scientific_journal-11572	114	27	.	.	X
american_scientific_journal-11572	114	28	)	)	PUNCT
american_scientific_journal-11572	114	29	,	,	PUNCT
american_scientific_journal-11572	114	30	improving	improve	VERB
american_scientific_journal-11572	114	31	the	the	DET
american_scientific_journal-11572	114	32	quality	quality	NOUN
american_scientific_journal-11572	114	33	of	of	ADP
american_scientific_journal-11572	114	34	input	input	NOUN
american_scientific_journal-11572	114	35	data	datum	NOUN
american_scientific_journal-11572	114	36	for	for	ADP
american_scientific_journal-11572	114	37	deduplication	deduplication	NOUN
american_scientific_journal-11572	114	38	.	.	PUNCT
american_scientific_journal-11572	115	1	the	the	DET
american_scientific_journal-11572	115	2	most	most	ADV
american_scientific_journal-11572	115	3	effective	effective	ADJ
american_scientific_journal-11572	115	4	approach	approach	NOUN
american_scientific_journal-11572	115	5	is	be	AUX
american_scientific_journal-11572	115	6	considered	consider	VERB
american_scientific_journal-11572	115	7	to	to	PART
american_scientific_journal-11572	115	8	be	be	AUX
american_scientific_journal-11572	115	9	a	a	DET
american_scientific_journal-11572	115	10	combination	combination	NOUN
american_scientific_journal-11572	115	11	of	of	ADP
american_scientific_journal-11572	115	12	multiple	multiple	ADJ
american_scientific_journal-11572	115	13	methods	method	NOUN
american_scientific_journal-11572	115	14	—	—	PUNCT
american_scientific_journal-11572	115	15	a	a	DET
american_scientific_journal-11572	115	16	hybrid	hybrid	NOUN
american_scientific_journal-11572	115	17	,	,	PUNCT
american_scientific_journal-11572	115	18	multi	multi	ADJ
american_scientific_journal-11572	115	19	-	-	ADJ
american_scientific_journal-11572	115	20	tiered	tiered	ADJ
american_scientific_journal-11572	115	21	deduplication	deduplication	NOUN
american_scientific_journal-11572	115	22	architecture	architecture	NOUN
american_scientific_journal-11572	115	23	.	.	PUNCT
american_scientific_journal-11572	116	1	when	when	SCONJ
american_scientific_journal-11572	116	2	implementing	implement	VERB
american_scientific_journal-11572	116	3	ai	ai	VERB
american_scientific_journal-11572	116	4	,	,	PUNCT
american_scientific_journal-11572	116	5	organizations	organization	NOUN
american_scientific_journal-11572	116	6	do	do	AUX
american_scientific_journal-11572	116	7	not	not	PART
american_scientific_journal-11572	116	8	entirely	entirely	ADV
american_scientific_journal-11572	116	9	replace	replace	VERB
american_scientific_journal-11572	116	10	traditional	traditional	ADJ
american_scientific_journal-11572	116	11	algorithms	algorithm	NOUN
american_scientific_journal-11572	116	12	but	but	CCONJ
american_scientific_journal-11572	116	13	rather	rather	ADV
american_scientific_journal-11572	116	14	enhance	enhance	VERB
american_scientific_journal-11572	116	15	them	they	PRON
american_scientific_journal-11572	116	16	.	.	PUNCT
american_scientific_journal-11572	117	1	experts	expert	NOUN
american_scientific_journal-11572	117	2	at	at	ADP
american_scientific_journal-11572	117	3	4medica	4medica	PRON
american_scientific_journal-11572	117	4	describe	describe	VERB
american_scientific_journal-11572	117	5	such	such	DET
american_scientific_journal-11572	117	6	a	a	DET
american_scientific_journal-11572	117	7	multi	multi	ADJ
american_scientific_journal-11572	117	8	-	-	ADJ
american_scientific_journal-11572	117	9	stage	stage	ADJ
american_scientific_journal-11572	117	10	pipeline	pipeline	NOUN
american_scientific_journal-11572	117	11	[	[	X
american_scientific_journal-11572	117	12	4	4	NUM
american_scientific_journal-11572	117	13	]	]	PUNCT
american_scientific_journal-11572	117	14	:	:	PUNCT
american_scientific_journal-11572	117	15	initially	initially	ADV
american_scientific_journal-11572	117	16	,	,	PUNCT
american_scientific_journal-11572	117	17	data	datum	NOUN
american_scientific_journal-11572	117	18	is	be	AUX
american_scientific_journal-11572	117	19	processed	process	VERB
american_scientific_journal-11572	117	20	through	through	ADP
american_scientific_journal-11572	117	21	a	a	DET
american_scientific_journal-11572	117	22	standard	standard	ADJ
american_scientific_journal-11572	117	23	empi	empi	PROPN
american_scientific_journal-11572	117	24	module	module	NOUN
american_scientific_journal-11572	117	25	,	,	PUNCT
american_scientific_journal-11572	117	26	merging	merge	VERB
american_scientific_journal-11572	117	27	obvious	obvious	ADJ
american_scientific_journal-11572	117	28	duplicates	duplicate	NOUN
american_scientific_journal-11572	117	29	(	(	PUNCT
american_scientific_journal-11572	117	30	strict	strict	ADJ
american_scientific_journal-11572	117	31	matches	match	NOUN
american_scientific_journal-11572	117	32	across	across	ADP
american_scientific_journal-11572	117	33	multiple	multiple	ADJ
american_scientific_journal-11572	117	34	fields	field	NOUN
american_scientific_journal-11572	117	35	)	)	PUNCT
american_scientific_journal-11572	117	36	;	;	PUNCT
american_scientific_journal-11572	117	37	next	next	ADV
american_scientific_journal-11572	117	38	,	,	PUNCT
american_scientific_journal-11572	117	39	an	an	DET
american_scientific_journal-11572	117	40	ml	ml	NOUN
american_scientific_journal-11572	117	41	layer	layer	NOUN
american_scientific_journal-11572	117	42	analyzes	analyze	VERB
american_scientific_journal-11572	117	43	the	the	DET
american_scientific_journal-11572	117	44	remaining	remain	VERB
american_scientific_journal-11572	117	45	records	record	NOUN
american_scientific_journal-11572	117	46	,	,	PUNCT
american_scientific_journal-11572	117	47	identifying	identify	VERB
american_scientific_journal-11572	117	48	less	less	ADV
american_scientific_journal-11572	117	49	obvious	obvious	ADJ
american_scientific_journal-11572	117	50	matches	match	NOUN
american_scientific_journal-11572	117	51	(	(	PUNCT
american_scientific_journal-11572	117	52	such	such	ADJ
american_scientific_journal-11572	117	53	as	as	ADP
american_scientific_journal-11572	117	54	correcting	correct	VERB
american_scientific_journal-11572	117	55	potential	potential	ADJ
american_scientific_journal-11572	117	56	errors	error	NOUN
american_scientific_journal-11572	117	57	like	like	ADP
american_scientific_journal-11572	117	58	name	name	NOUN
american_scientific_journal-11572	117	59	transliterations	transliteration	NOUN
american_scientific_journal-11572	117	60	or	or	CCONJ
american_scientific_journal-11572	117	61	transposed	transpose	VERB
american_scientific_journal-11572	117	62	digits	digit	NOUN
american_scientific_journal-11572	117	63	in	in	ADP
american_scientific_journal-11572	117	64	an	an	DET
american_scientific_journal-11572	117	65	i	i	PROPN
american_scientific_journal-11572	117	66	d	d	PROPN
american_scientific_journal-11572	117	67	number	number	NOUN
american_scientific_journal-11572	117	68	)	)	PUNCT
american_scientific_journal-11572	118	1	[	[	X
american_scientific_journal-11572	118	2	4	4	NUM
american_scientific_journal-11572	118	3	]	]	PUNCT
american_scientific_journal-11572	118	4	.	.	PUNCT
american_scientific_journal-11572	119	1	the	the	DET
american_scientific_journal-11572	119	2	next	next	ADJ
american_scientific_journal-11572	119	3	stage	stage	NOUN
american_scientific_journal-11572	119	4	involves	involve	VERB
american_scientific_journal-11572	119	5	referential	referential	ADJ
american_scientific_journal-11572	119	6	matching	matching	NOUN
american_scientific_journal-11572	119	7	and	and	CCONJ
american_scientific_journal-11572	119	8	data	datum	NOUN
american_scientific_journal-11572	119	9	enrichment	enrichment	NOUN
american_scientific_journal-11572	119	10	,	,	PUNCT
american_scientific_journal-11572	119	11	integrating	integrate	VERB
american_scientific_journal-11572	119	12	external	external	ADJ
american_scientific_journal-11572	119	13	reference	reference	NOUN
american_scientific_journal-11572	119	14	data	datum	NOUN
american_scientific_journal-11572	119	15	sources	source	NOUN
american_scientific_journal-11572	119	16	(	(	PUNCT
american_scientific_journal-11572	119	17	address	address	NOUN
american_scientific_journal-11572	119	18	directories	directory	NOUN
american_scientific_journal-11572	119	19	,	,	PUNCT
american_scientific_journal-11572	119	20	phone	phone	NOUN
american_scientific_journal-11572	119	21	databases	database	NOUN
american_scientific_journal-11572	119	22	,	,	PUNCT
american_scientific_journal-11572	119	23	public	public	ADJ
american_scientific_journal-11572	119	24	records	record	NOUN
american_scientific_journal-11572	119	25	)	)	PUNCT
american_scientific_journal-11572	119	26	to	to	PART
american_scientific_journal-11572	119	27	clarify	clarify	VERB
american_scientific_journal-11572	119	28	ambiguous	ambiguous	ADJ
american_scientific_journal-11572	119	29	records	record	NOUN
american_scientific_journal-11572	119	30	and	and	CCONJ
american_scientific_journal-11572	119	31	link	link	VERB
american_scientific_journal-11572	119	32	them	they	PRON
american_scientific_journal-11572	119	33	if	if	SCONJ
american_scientific_journal-11572	119	34	external	external	ADJ
american_scientific_journal-11572	119	35	information	information	NOUN
american_scientific_journal-11572	119	36	confirms	confirm	VERB
american_scientific_journal-11572	119	37	a	a	DET
american_scientific_journal-11572	119	38	match	match	NOUN
american_scientific_journal-11572	119	39	[	[	X
american_scientific_journal-11572	119	40	4	4	NUM
american_scientific_journal-11572	119	41	]	]	PUNCT
american_scientific_journal-11572	119	42	.	.	PUNCT
american_scientific_journal-11572	120	1	following	follow	VERB
american_scientific_journal-11572	120	2	this	this	PRON
american_scientific_journal-11572	120	3	,	,	PUNCT
american_scientific_journal-11572	120	4	a	a	DET
american_scientific_journal-11572	120	5	data	data	NOUN
american_scientific_journal-11572	120	6	analytics	analytic	NOUN
american_scientific_journal-11572	120	7	module	module	NOUN
american_scientific_journal-11572	120	8	can	can	AUX
american_scientific_journal-11572	120	9	detect	detect	VERB
american_scientific_journal-11572	120	10	the	the	DET
american_scientific_journal-11572	120	11	most	most	ADV
american_scientific_journal-11572	120	12	elusive	elusive	ADJ
american_scientific_journal-11572	120	13	cases	case	NOUN
american_scientific_journal-11572	120	14	,	,	PUNCT
american_scientific_journal-11572	120	15	including	include	VERB
american_scientific_journal-11572	120	16	dangerous	dangerous	ADJ
american_scientific_journal-11572	120	17	overlays	overlay	NOUN
american_scientific_journal-11572	120	18	where	where	SCONJ
american_scientific_journal-11572	120	19	records	record	NOUN
american_scientific_journal-11572	120	20	of	of	ADP
american_scientific_journal-11572	120	21	different	different	ADJ
american_scientific_journal-11572	120	22	individuals	individual	NOUN
american_scientific_journal-11572	120	23	are	be	AUX
american_scientific_journal-11572	120	24	mistakenly	mistakenly	ADV
american_scientific_journal-11572	120	25	merged	merge	VERB
american_scientific_journal-11572	120	26	[	[	PUNCT
american_scientific_journal-11572	120	27	4	4	NUM
american_scientific_journal-11572	120	28	]	]	PUNCT
american_scientific_journal-11572	120	29	.	.	PUNCT
american_scientific_journal-11572	121	1	only	only	ADV
american_scientific_journal-11572	121	2	after	after	SCONJ
american_scientific_journal-11572	121	3	all	all	DET
american_scientific_journal-11572	121	4	automated	automate	VERB
american_scientific_journal-11572	121	5	steps	step	NOUN
american_scientific_journal-11572	121	6	are	be	AUX
american_scientific_journal-11572	121	7	completed	complete	VERB
american_scientific_journal-11572	121	8	are	be	AUX
american_scientific_journal-11572	121	9	unresolved	unresolved	ADJ
american_scientific_journal-11572	121	10	potential	potential	ADJ
american_scientific_journal-11572	121	11	duplicates	duplicate	NOUN
american_scientific_journal-11572	121	12	forwarded	forward	VERB
american_scientific_journal-11572	121	13	to	to	ADP
american_scientific_journal-11572	121	14	specialists	specialist	NOUN
american_scientific_journal-11572	121	15	for	for	ADP
american_scientific_journal-11572	121	16	manual	manual	ADJ
american_scientific_journal-11572	121	17	review	review	NOUN
american_scientific_journal-11572	122	1	[	[	X
american_scientific_journal-11572	122	2	4	4	NUM
american_scientific_journal-11572	122	3	]	]	PUNCT
american_scientific_journal-11572	122	4	.	.	PUNCT
american_scientific_journal-11572	123	1	this	this	DET
american_scientific_journal-11572	123	2	architecture	architecture	NOUN
american_scientific_journal-11572	123	3	minimizes	minimize	VERB
american_scientific_journal-11572	123	4	human	human	ADJ
american_scientific_journal-11572	123	5	intervention	intervention	NOUN
american_scientific_journal-11572	123	6	and	and	CCONJ
american_scientific_journal-11572	123	7	significantly	significantly	ADV
american_scientific_journal-11572	123	8	reduces	reduce	VERB
american_scientific_journal-11572	123	9	duplication	duplication	NOUN
american_scientific_journal-11572	123	10	rates	rate	NOUN
american_scientific_journal-11572	123	11	.	.	PUNCT
american_scientific_journal-11572	124	1	according	accord	VERB
american_scientific_journal-11572	124	2	to	to	ADP
american_scientific_journal-11572	124	3	4medica	4medica	NUM
american_scientific_journal-11572	124	4	,	,	PUNCT
american_scientific_journal-11572	124	5	a	a	DET
american_scientific_journal-11572	124	6	combination	combination	NOUN
american_scientific_journal-11572	124	7	of	of	ADP
american_scientific_journal-11572	124	8	"	"	PUNCT
american_scientific_journal-11572	124	9	big	big	ADJ
american_scientific_journal-11572	124	10	data	datum	NOUN
american_scientific_journal-11572	124	11	mpi	mpi	ADJ
american_scientific_journal-11572	124	12	"	"	PUNCT
american_scientific_journal-11572	124	13	algorithms	algorithm	NOUN
american_scientific_journal-11572	124	14	,	,	PUNCT
american_scientific_journal-11572	124	15	referential	referential	ADJ
american_scientific_journal-11572	124	16	matching	matching	NOUN
american_scientific_journal-11572	124	17	,	,	PUNCT
american_scientific_journal-11572	124	18	and	and	CCONJ
american_scientific_journal-11572	124	19	human	human	ADJ
american_scientific_journal-11572	124	20	verification	verification	NOUN
american_scientific_journal-11572	124	21	previously	previously	ADV
american_scientific_journal-11572	124	22	reduced	reduce	VERB
american_scientific_journal-11572	124	23	duplication	duplication	NOUN
american_scientific_journal-11572	124	24	rates	rate	NOUN
american_scientific_journal-11572	124	25	from	from	ADP
american_scientific_journal-11572	124	26	20–30	20–30	NUM
american_scientific_journal-11572	124	27	%	%	NOUN
american_scientific_journal-11572	124	28	to	to	PART
american_scientific_journal-11572	124	29	2–3	2–3	NUM
american_scientific_journal-11572	124	30	%	%	NOUN
american_scientific_journal-11572	124	31	,	,	PUNCT
american_scientific_journal-11572	124	32	while	while	SCONJ
american_scientific_journal-11572	124	33	adding	add	VERB
american_scientific_journal-11572	124	34	an	an	DET
american_scientific_journal-11572	124	35	ai	ai	NOUN
american_scientific_journal-11572	124	36	layer	layer	NOUN
american_scientific_journal-11572	124	37	further	far	ADV
american_scientific_journal-11572	124	38	lowered	lower	VERB
american_scientific_journal-11572	124	39	duplication	duplication	NOUN
american_scientific_journal-11572	124	40	levels	level	NOUN
american_scientific_journal-11572	124	41	to	to	ADP
american_scientific_journal-11572	124	42	below	below	ADP
american_scientific_journal-11572	124	43	1	1	NUM
american_scientific_journal-11572	124	44	%	%	NOUN
american_scientific_journal-11572	124	45	[	[	X
american_scientific_journal-11572	124	46	4	4	NUM
american_scientific_journal-11572	124	47	]	]	PUNCT
american_scientific_journal-11572	124	48	.	.	PUNCT
american_scientific_journal-11572	125	1	in	in	ADP
american_scientific_journal-11572	125	2	other	other	ADJ
american_scientific_journal-11572	125	3	words	word	NOUN
american_scientific_journal-11572	125	4	,	,	PUNCT
american_scientific_journal-11572	125	5	it	it	PRON
american_scientific_journal-11572	125	6	enables	enable	VERB
american_scientific_journal-11572	125	7	near	near	ADJ
american_scientific_journal-11572	125	8	-	-	PUNCT
american_scientific_journal-11572	125	9	complete	complete	ADJ
american_scientific_journal-11572	125	10	database	database	NOUN
american_scientific_journal-11572	125	11	cleansing	cleansing	NOUN
american_scientific_journal-11572	125	12	,	,	PUNCT
american_scientific_journal-11572	125	13	provided	provide	VERB
american_scientific_journal-11572	125	14	the	the	DET
american_scientific_journal-11572	125	15	system	system	NOUN
american_scientific_journal-11572	125	16	operates	operate	VERB
american_scientific_journal-11572	125	17	continuously	continuously	ADV
american_scientific_journal-11572	125	18	in	in	ADP
american_scientific_journal-11572	125	19	the	the	DET
american_scientific_journal-11572	125	20	background	background	NOUN
american_scientific_journal-11572	125	21	.	.	PUNCT
american_scientific_journal-11572	126	1	an	an	DET
american_scientific_journal-11572	126	2	important	important	ADJ
american_scientific_journal-11572	126	3	ai	ai	NOUN
american_scientific_journal-11572	126	4	tool	tool	NOUN
american_scientific_journal-11572	126	5	in	in	ADP
american_scientific_journal-11572	126	6	this	this	DET
american_scientific_journal-11572	126	7	process	process	NOUN
american_scientific_journal-11572	126	8	is	be	AUX
american_scientific_journal-11572	126	9	biometric	biometric	ADJ
american_scientific_journal-11572	126	10	ai	ai	NOUN
american_scientific_journal-11572	126	11	.	.	PUNCT
american_scientific_journal-11572	127	1	modern	modern	ADJ
american_scientific_journal-11572	127	2	facial	facial	ADJ
american_scientific_journal-11572	127	3	recognition	recognition	NOUN
american_scientific_journal-11572	127	4	,	,	PUNCT
american_scientific_journal-11572	127	5	fingerprint	fingerprint	NOUN
american_scientific_journal-11572	127	6	scanning	scanning	NOUN
american_scientific_journal-11572	127	7	,	,	PUNCT
american_scientific_journal-11572	127	8	and	and	CCONJ
american_scientific_journal-11572	127	9	iris	iris	NOUN
american_scientific_journal-11572	127	10	recognition	recognition	NOUN
american_scientific_journal-11572	127	11	systems	system	NOUN
american_scientific_journal-11572	127	12	are	be	AUX
american_scientific_journal-11572	127	13	based	base	VERB
american_scientific_journal-11572	127	14	on	on	ADP
american_scientific_journal-11572	127	15	neural	neural	ADJ
american_scientific_journal-11572	127	16	network	network	NOUN
american_scientific_journal-11572	127	17	algorithms	algorithm	NOUN
american_scientific_journal-11572	127	18	that	that	PRON
american_scientific_journal-11572	127	19	identify	identify	VERB
american_scientific_journal-11572	127	20	individuals	individual	NOUN
american_scientific_journal-11572	127	21	with	with	ADP
american_scientific_journal-11572	127	22	high	high	ADJ
american_scientific_journal-11572	127	23	accuracy	accuracy	NOUN
american_scientific_journal-11572	127	24	.	.	PUNCT
american_scientific_journal-11572	128	1	their	their	PRON
american_scientific_journal-11572	128	2	implementation	implementation	NOUN
american_scientific_journal-11572	128	3	in	in	ADP
american_scientific_journal-11572	128	4	patient	patient	ADJ
american_scientific_journal-11572	128	5	registration	registration	NOUN
american_scientific_journal-11572	128	6	automates	automate	NOUN
american_scientific_journal-11572	128	7	identity	identity	NOUN
american_scientific_journal-11572	128	8	verification	verification	NOUN
american_scientific_journal-11572	128	9	;	;	PUNCT
american_scientific_journal-11572	128	10	for	for	ADP
american_scientific_journal-11572	128	11	instance	instance	NOUN
american_scientific_journal-11572	128	12	,	,	PUNCT
american_scientific_journal-11572	128	13	when	when	SCONJ
american_scientific_journal-11572	128	14	a	a	DET
american_scientific_journal-11572	128	15	patient	patient	NOUN
american_scientific_journal-11572	128	16	revisits	revisit	VERB
american_scientific_journal-11572	128	17	,	,	PUNCT
american_scientific_journal-11572	128	18	a	a	DET
american_scientific_journal-11572	128	19	camera	camera	NOUN
american_scientific_journal-11572	128	20	can	can	AUX
american_scientific_journal-11572	128	21	compare	compare	VERB
american_scientific_journal-11572	128	22	their	their	PRON
american_scientific_journal-11572	128	23	face	face	NOUN
american_scientific_journal-11572	128	24	with	with	ADP
american_scientific_journal-11572	128	25	stored	store	VERB
american_scientific_journal-11572	128	26	images	image	NOUN
american_scientific_journal-11572	128	27	in	in	ADP
american_scientific_journal-11572	128	28	the	the	DET
american_scientific_journal-11572	128	29	database	database	NOUN
american_scientific_journal-11572	128	30	and	and	CCONJ
american_scientific_journal-11572	128	31	suggest	suggest	VERB
american_scientific_journal-11572	128	32	the	the	DET
american_scientific_journal-11572	128	33	correct	correct	ADJ
american_scientific_journal-11572	128	34	medical	medical	ADJ
american_scientific_journal-11572	128	35	record	record	NOUN
american_scientific_journal-11572	128	36	to	to	ADP
american_scientific_journal-11572	128	37	registration	registration	NOUN
american_scientific_journal-11572	128	38	staff	staff	NOUN
american_scientific_journal-11572	128	39	,	,	PUNCT
american_scientific_journal-11572	128	40	even	even	ADV
american_scientific_journal-11572	128	41	if	if	SCONJ
american_scientific_journal-11572	128	42	the	the	DET
american_scientific_journal-11572	128	43	name	name	NOUN
american_scientific_journal-11572	128	44	or	or	CCONJ
american_scientific_journal-11572	128	45	other	other	ADJ
american_scientific_journal-11572	128	46	details	detail	NOUN
american_scientific_journal-11572	128	47	are	be	AUX
american_scientific_journal-11572	128	48	entered	enter	VERB
american_scientific_journal-11572	128	49	differently	differently	ADV
american_scientific_journal-11572	128	50	.	.	PUNCT
american_scientific_journal-11572	129	1	solutions	solution	NOUN
american_scientific_journal-11572	129	2	like	like	ADP
american_scientific_journal-11572	129	3	rightpatient	rightpatient	PROPN
american_scientific_journal-11572	129	4	are	be	AUX
american_scientific_journal-11572	129	5	marketed	market	VERB
american_scientific_journal-11572	129	6	as	as	ADP
american_scientific_journal-11572	129	7	a	a	DET
american_scientific_journal-11572	129	8	way	way	NOUN
american_scientific_journal-11572	129	9	to	to	PART
american_scientific_journal-11572	129	10	prevent	prevent	VERB
american_scientific_journal-11572	129	11	the	the	DET
american_scientific_journal-11572	129	12	creation	creation	NOUN
american_scientific_journal-11572	129	13	of	of	ADP
american_scientific_journal-11572	129	14	duplicates	duplicate	NOUN
american_scientific_journal-11572	129	15	,	,	PUNCT
american_scientific_journal-11572	129	16	and	and	CCONJ
american_scientific_journal-11572	129	17	several	several	ADJ
american_scientific_journal-11572	129	18	hospitals	hospital	NOUN
american_scientific_journal-11572	129	19	have	have	AUX
american_scientific_journal-11572	129	20	reported	report	VERB
american_scientific_journal-11572	129	21	successfully	successfully	ADV
american_scientific_journal-11572	129	22	reducing	reduce	VERB
american_scientific_journal-11572	129	23	new	new	ADJ
american_scientific_journal-11572	129	24	duplicate	duplicate	ADJ
american_scientific_journal-11572	129	25	entries	entry	NOUN
american_scientific_journal-11572	129	26	to	to	ADP
american_scientific_journal-11572	129	27	nearly	nearly	ADV
american_scientific_journal-11572	129	28	zero	zero	NUM
american_scientific_journal-11572	129	29	through	through	ADP
american_scientific_journal-11572	129	30	biometric	biometric	ADJ
american_scientific_journal-11572	129	31	verification	verification	NOUN
american_scientific_journal-11572	129	32	.	.	PUNCT
american_scientific_journal-11572	130	1	however	however	ADV
american_scientific_journal-11572	130	2	,	,	PUNCT
american_scientific_journal-11572	130	3	these	these	DET
american_scientific_journal-11572	130	4	systems	system	NOUN
american_scientific_journal-11572	130	5	still	still	ADV
american_scientific_journal-11572	130	6	require	require	VERB
american_scientific_journal-11572	130	7	administrative	administrative	ADJ
american_scientific_journal-11572	130	8	measures	measure	NOUN
american_scientific_journal-11572	130	9	,	,	PUNCT
american_scientific_journal-11572	130	10	such	such	ADJ
american_scientific_journal-11572	130	11	as	as	ADP
american_scientific_journal-11572	130	12	patient	patient	ADJ
american_scientific_journal-11572	130	13	consent	consent	NOUN
american_scientific_journal-11572	130	14	and	and	CCONJ
american_scientific_journal-11572	130	15	specialized	specialized	ADJ
american_scientific_journal-11572	130	16	equipment	equipment	NOUN
american_scientific_journal-11572	130	17	,	,	PUNCT
american_scientific_journal-11572	130	18	and	and	CCONJ
american_scientific_journal-11572	130	19	they	they	PRON
american_scientific_journal-11572	130	20	do	do	AUX
american_scientific_journal-11572	130	21	not	not	PART
american_scientific_journal-11572	130	22	eliminate	eliminate	VERB
american_scientific_journal-11572	130	23	previously	previously	ADV
american_scientific_journal-11572	130	24	accumulated	accumulate	VERB
american_scientific_journal-11572	130	25	duplicates	duplicate	NOUN
american_scientific_journal-11572	130	26	,	,	PUNCT
american_scientific_journal-11572	130	27	which	which	PRON
american_scientific_journal-11572	130	28	must	must	AUX
american_scientific_journal-11572	130	29	still	still	ADV
american_scientific_journal-11572	130	30	be	be	AUX
american_scientific_journal-11572	130	31	addressed	address	VERB
american_scientific_journal-11572	130	32	using	use	VERB
american_scientific_journal-11572	130	33	the	the	DET
american_scientific_journal-11572	130	34	aforementioned	aforementioned	ADJ
american_scientific_journal-11572	130	35	algorithms	algorithm	NOUN
american_scientific_journal-11572	130	36	.	.	PUNCT
american_scientific_journal-11572	131	1	american	american	ADJ
american_scientific_journal-11572	131	2	academic	academic	ADJ
american_scientific_journal-11572	131	3	scientific	scientific	ADJ
american_scientific_journal-11572	131	4	research	research	NOUN
american_scientific_journal-11572	131	5	journal	journal	NOUN
american_scientific_journal-11572	131	6	for	for	ADP
american_scientific_journal-11572	131	7	engineering	engineering	NOUN
american_scientific_journal-11572	131	8	,	,	PUNCT
american_scientific_journal-11572	131	9	technology	technology	NOUN
american_scientific_journal-11572	131	10	,	,	PUNCT
american_scientific_journal-11572	131	11	and	and	CCONJ
american_scientific_journal-11572	131	12	sciences	science	NOUN
american_scientific_journal-11572	131	13	(	(	PUNCT
american_scientific_journal-11572	131	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	131	15	)	)	PUNCT
american_scientific_journal-11572	131	16	volume	volume	NOUN
american_scientific_journal-11572	131	17	101	101	NUM
american_scientific_journal-11572	131	18	,	,	PUNCT
american_scientific_journal-11572	131	19	no	no	DET
american_scientific_journal-11572	131	20	1	1	NUM
american_scientific_journal-11572	131	21	,	,	PUNCT
american_scientific_journal-11572	131	22	pp	pp	ADV
american_scientific_journal-11572	131	23	358	358	NUM
american_scientific_journal-11572	131	24	-	-	SYM
american_scientific_journal-11572	131	25	370	370	NUM
american_scientific_journal-11572	131	26	365	365	NUM
american_scientific_journal-11572	131	27	table	table	NOUN
american_scientific_journal-11572	131	28	2	2	NUM
american_scientific_journal-11572	131	29	:	:	PUNCT
american_scientific_journal-11572	131	30	ai	ai	AUX
american_scientific_journal-11572	131	31	-	-	PUNCT
american_scientific_journal-11572	131	32	driven	drive	VERB
american_scientific_journal-11572	131	33	vs.	vs.	ADP
american_scientific_journal-11572	131	34	traditional	traditional	ADJ
american_scientific_journal-11572	131	35	deduplication	deduplication	NOUN
american_scientific_journal-11572	131	36	:	:	PUNCT
american_scientific_journal-11572	131	37	key	key	ADJ
american_scientific_journal-11572	131	38	benefits	benefit	NOUN
american_scientific_journal-11572	131	39	and	and	CCONJ
american_scientific_journal-11572	131	40	limitations	limitation	NOUN
american_scientific_journal-11572	131	41	aspect	aspect	VERB
american_scientific_journal-11572	131	42	ai	ai	ADJ
american_scientific_journal-11572	131	43	-	-	PUNCT
american_scientific_journal-11572	131	44	driven	drive	VERB
american_scientific_journal-11572	131	45	methods	method	NOUN
american_scientific_journal-11572	131	46	traditional	traditional	ADJ
american_scientific_journal-11572	131	47	methods	method	NOUN
american_scientific_journal-11572	131	48	accuracy	accuracy	VERB
american_scientific_journal-11572	131	49	high	high	ADJ
american_scientific_journal-11572	131	50	sensitivity	sensitivity	NOUN
american_scientific_journal-11572	131	51	,	,	PUNCT
american_scientific_journal-11572	131	52	adaptable	adaptable	ADJ
american_scientific_journal-11572	131	53	to	to	PART
american_scientific_journal-11572	131	54	diverse	diverse	VERB
american_scientific_journal-11572	131	55	data	datum	NOUN
american_scientific_journal-11572	131	56	reliable	reliable	ADJ
american_scientific_journal-11572	131	57	but	but	CCONJ
american_scientific_journal-11572	131	58	may	may	AUX
american_scientific_journal-11572	131	59	miss	miss	VERB
american_scientific_journal-11572	131	60	complex	complex	ADJ
american_scientific_journal-11572	131	61	or	or	CCONJ
american_scientific_journal-11572	131	62	partial	partial	ADJ
american_scientific_journal-11572	131	63	matches	match	NOUN
american_scientific_journal-11572	131	64	automation	automation	NOUN
american_scientific_journal-11572	131	65	automates	automate	VERB
american_scientific_journal-11572	131	66	decision	decision	NOUN
american_scientific_journal-11572	131	67	-	-	PUNCT
american_scientific_journal-11572	131	68	making	making	NOUN
american_scientific_journal-11572	131	69	,	,	PUNCT
american_scientific_journal-11572	131	70	reducing	reduce	VERB
american_scientific_journal-11572	131	71	manual	manual	ADJ
american_scientific_journal-11572	131	72	checks	check	NOUN
american_scientific_journal-11572	131	73	often	often	ADV
american_scientific_journal-11572	131	74	requires	require	VERB
american_scientific_journal-11572	131	75	manual	manual	ADJ
american_scientific_journal-11572	131	76	review	review	NOUN
american_scientific_journal-11572	131	77	or	or	CCONJ
american_scientific_journal-11572	131	78	custom	custom	NOUN
american_scientific_journal-11572	131	79	rule	rule	NOUN
american_scientific_journal-11572	131	80	-	-	PUNCT
american_scientific_journal-11572	131	81	tuning	tune	VERB
american_scientific_journal-11572	131	82	complexity	complexity	NOUN
american_scientific_journal-11572	131	83	requires	require	VERB
american_scientific_journal-11572	131	84	ml	ml	NOUN
american_scientific_journal-11572	131	85	models	model	NOUN
american_scientific_journal-11572	131	86	,	,	PUNCT
american_scientific_journal-11572	131	87	possible	possible	ADJ
american_scientific_journal-11572	131	88	“	"	PUNCT
american_scientific_journal-11572	131	89	black	black	ADJ
american_scientific_journal-11572	131	90	-	-	PUNCT
american_scientific_journal-11572	131	91	box	box	NOUN
american_scientific_journal-11572	131	92	”	"	PUNCT
american_scientific_journal-11572	131	93	issues	issue	NOUN
american_scientific_journal-11572	131	94	easier	easy	ADJ
american_scientific_journal-11572	131	95	to	to	PART
american_scientific_journal-11572	131	96	interpret	interpret	VERB
american_scientific_journal-11572	131	97	,	,	PUNCT
american_scientific_journal-11572	131	98	stable	stable	ADJ
american_scientific_journal-11572	131	99	rule	rule	NOUN
american_scientific_journal-11572	131	100	-	-	PUNCT
american_scientific_journal-11572	131	101	based	base	VERB
american_scientific_journal-11572	131	102	systems	system	NOUN
american_scientific_journal-11572	131	103	maintenance	maintenance	NOUN
american_scientific_journal-11572	131	104	needs	need	VERB
american_scientific_journal-11572	131	105	periodic	periodic	ADJ
american_scientific_journal-11572	131	106	model	model	NOUN
american_scientific_journal-11572	131	107	retraining	retraining	NOUN
american_scientific_journal-11572	131	108	and	and	CCONJ
american_scientific_journal-11572	131	109	data	datum	NOUN
american_scientific_journal-11572	131	110	updates	update	VERB
american_scientific_journal-11572	131	111	rules	rule	NOUN
american_scientific_journal-11572	131	112	or	or	CCONJ
american_scientific_journal-11572	131	113	thresholds	threshold	NOUN
american_scientific_journal-11572	131	114	updated	update	VERB
american_scientific_journal-11572	131	115	manually	manually	ADV
american_scientific_journal-11572	131	116	,	,	PUNCT
american_scientific_journal-11572	131	117	simpler	simple	ADJ
american_scientific_journal-11572	131	118	to	to	PART
american_scientific_journal-11572	131	119	manage	manage	VERB
american_scientific_journal-11572	131	120	scalability	scalability	NOUN
american_scientific_journal-11572	131	121	scales	scale	NOUN
american_scientific_journal-11572	131	122	effectively	effectively	ADV
american_scientific_journal-11572	131	123	with	with	ADP
american_scientific_journal-11572	131	124	large	large	ADJ
american_scientific_journal-11572	131	125	,	,	PUNCT
american_scientific_journal-11572	131	126	dynamic	dynamic	ADJ
american_scientific_journal-11572	131	127	datasets	dataset	NOUN
american_scientific_journal-11572	131	128	works	work	VERB
american_scientific_journal-11572	131	129	best	well	ADV
american_scientific_journal-11572	131	130	with	with	ADP
american_scientific_journal-11572	131	131	moderate	moderate	ADJ
american_scientific_journal-11572	131	132	,	,	PUNCT
american_scientific_journal-11572	131	133	stable	stable	ADJ
american_scientific_journal-11572	131	134	data	datum	NOUN
american_scientific_journal-11572	131	135	environments	environment	NOUN
american_scientific_journal-11572	131	136	resource	resource	NOUN
american_scientific_journal-11572	131	137	investment	investment	NOUN
american_scientific_journal-11572	131	138	potentially	potentially	ADV
american_scientific_journal-11572	131	139	higher	high	ADJ
american_scientific_journal-11572	131	140	initial	initial	ADJ
american_scientific_journal-11572	131	141	cost	cost	NOUN
american_scientific_journal-11572	131	142	(	(	PUNCT
american_scientific_journal-11572	131	143	data	datum	NOUN
american_scientific_journal-11572	131	144	scientists	scientist	NOUN
american_scientific_journal-11572	131	145	,	,	PUNCT
american_scientific_journal-11572	131	146	ai	ai	VERB
american_scientific_journal-11572	131	147	tools	tool	NOUN
american_scientific_journal-11572	131	148	)	)	PUNCT
american_scientific_journal-11572	131	149	lower	low	ADJ
american_scientific_journal-11572	131	150	upfront	upfront	ADJ
american_scientific_journal-11572	131	151	costs	cost	NOUN
american_scientific_journal-11572	131	152	but	but	CCONJ
american_scientific_journal-11572	131	153	may	may	AUX
american_scientific_journal-11572	131	154	require	require	VERB
american_scientific_journal-11572	131	155	ongoing	ongoing	ADJ
american_scientific_journal-11572	131	156	staff	staff	NOUN
american_scientific_journal-11572	131	157	time	time	NOUN
american_scientific_journal-11572	131	158	for	for	ADP
american_scientific_journal-11572	131	159	resolution	resolution	NOUN
american_scientific_journal-11572	131	160	thus	thus	ADV
american_scientific_journal-11572	131	161	,	,	PUNCT
american_scientific_journal-11572	131	162	the	the	DET
american_scientific_journal-11572	131	163	application	application	NOUN
american_scientific_journal-11572	131	164	of	of	ADP
american_scientific_journal-11572	131	165	ai	ai	NOUN
american_scientific_journal-11572	131	166	in	in	ADP
american_scientific_journal-11572	131	167	deduplication	deduplication	NOUN
american_scientific_journal-11572	131	168	provides	provide	VERB
american_scientific_journal-11572	131	169	three	three	NUM
american_scientific_journal-11572	131	170	main	main	ADJ
american_scientific_journal-11572	131	171	advantages	advantage	NOUN
american_scientific_journal-11572	131	172	.	.	PUNCT
american_scientific_journal-11572	132	1	first	first	ADV
american_scientific_journal-11572	132	2	,	,	PUNCT
american_scientific_journal-11572	132	3	it	it	PRON
american_scientific_journal-11572	132	4	improves	improve	VERB
american_scientific_journal-11572	132	5	the	the	DET
american_scientific_journal-11572	132	6	completeness	completeness	NOUN
american_scientific_journal-11572	132	7	(	(	PUNCT
american_scientific_journal-11572	132	8	sensitivity	sensitivity	NOUN
american_scientific_journal-11572	132	9	)	)	PUNCT
american_scientific_journal-11572	132	10	of	of	ADP
american_scientific_journal-11572	132	11	matching	matching	NOUN
american_scientific_journal-11572	132	12	—	—	PUNCT
american_scientific_journal-11572	132	13	ml	ml	ADP
american_scientific_journal-11572	132	14	models	model	NOUN
american_scientific_journal-11572	132	15	capture	capture	VERB
american_scientific_journal-11572	132	16	more	more	ADV
american_scientific_journal-11572	132	17	true	true	ADJ
american_scientific_journal-11572	132	18	matches	match	NOUN
american_scientific_journal-11572	132	19	than	than	ADP
american_scientific_journal-11572	132	20	rigid	rigid	ADJ
american_scientific_journal-11572	132	21	rule	rule	NOUN
american_scientific_journal-11572	132	22	-	-	PUNCT
american_scientific_journal-11572	132	23	based	base	VERB
american_scientific_journal-11572	132	24	systems	system	NOUN
american_scientific_journal-11572	132	25	.	.	PUNCT
american_scientific_journal-11572	133	1	in	in	ADP
american_scientific_journal-11572	133	2	the	the	DET
american_scientific_journal-11572	133	3	mentioned	mention	VERB
american_scientific_journal-11572	133	4	example	example	NOUN
american_scientific_journal-11572	133	5	,	,	PUNCT
american_scientific_journal-11572	133	6	the	the	DET
american_scientific_journal-11572	133	7	baseline	baseline	NOUN
american_scientific_journal-11572	133	8	system	system	NOUN
american_scientific_journal-11572	133	9	initially	initially	ADV
american_scientific_journal-11572	133	10	missed	miss	VERB
american_scientific_journal-11572	133	11	nearly	nearly	ADV
american_scientific_journal-11572	133	12	10	10	NUM
american_scientific_journal-11572	133	13	%	%	NOUN
american_scientific_journal-11572	133	14	of	of	ADP
american_scientific_journal-11572	133	15	duplicates	duplicate	NOUN
american_scientific_journal-11572	133	16	,	,	PUNCT
american_scientific_journal-11572	133	17	but	but	CCONJ
american_scientific_journal-11572	133	18	ml	ml	VERB
american_scientific_journal-11572	133	19	-	-	PUNCT
american_scientific_journal-11572	133	20	based	base	VERB
american_scientific_journal-11572	133	21	tuning	tuning	NOUN
american_scientific_journal-11572	133	22	increased	increase	VERB
american_scientific_journal-11572	133	23	the	the	DET
american_scientific_journal-11572	133	24	coverage	coverage	NOUN
american_scientific_journal-11572	133	25	to	to	ADP
american_scientific_journal-11572	133	26	100	100	NUM
american_scientific_journal-11572	133	27	%	%	NOUN
american_scientific_journal-11572	134	1	[	[	X
american_scientific_journal-11572	134	2	6	6	NUM
american_scientific_journal-11572	134	3	]	]	PUNCT
american_scientific_journal-11572	134	4	.	.	PUNCT
american_scientific_journal-11572	135	1	second	second	ADJ
american_scientific_journal-11572	135	2	,	,	PUNCT
american_scientific_journal-11572	135	3	it	it	PRON
american_scientific_journal-11572	135	4	reduces	reduce	VERB
american_scientific_journal-11572	135	5	manual	manual	ADJ
american_scientific_journal-11572	135	6	labor	labor	NOUN
american_scientific_journal-11572	135	7	.	.	PUNCT
american_scientific_journal-11572	136	1	ai	ai	AUX
american_scientific_journal-11572	136	2	automatically	automatically	ADV
american_scientific_journal-11572	136	3	resolves	resolve	VERB
american_scientific_journal-11572	136	4	cases	case	NOUN
american_scientific_journal-11572	136	5	that	that	PRON
american_scientific_journal-11572	136	6	previously	previously	ADV
american_scientific_journal-11572	136	7	required	require	VERB
american_scientific_journal-11572	136	8	specialist	specialist	NOUN
american_scientific_journal-11572	136	9	review	review	NOUN
american_scientific_journal-11572	136	10	.	.	PUNCT
american_scientific_journal-11572	137	1	intelligent	intelligent	ADJ
american_scientific_journal-11572	137	2	automation	automation	NOUN
american_scientific_journal-11572	137	3	helps	help	VERB
american_scientific_journal-11572	137	4	alleviate	alleviate	VERB
american_scientific_journal-11572	137	5	the	the	DET
american_scientific_journal-11572	137	6	workload	workload	NOUN
american_scientific_journal-11572	137	7	of	of	ADP
american_scientific_journal-11572	137	8	it	it	PRON
american_scientific_journal-11572	137	9	departments	department	NOUN
american_scientific_journal-11572	137	10	and	and	CCONJ
american_scientific_journal-11572	137	11	medical	medical	ADJ
american_scientific_journal-11572	137	12	records	record	NOUN
american_scientific_journal-11572	137	13	teams	team	NOUN
american_scientific_journal-11572	137	14	.	.	PUNCT
american_scientific_journal-11572	138	1	estimates	estimate	NOUN
american_scientific_journal-11572	138	2	suggest	suggest	VERB
american_scientific_journal-11572	138	3	that	that	SCONJ
american_scientific_journal-11572	138	4	modern	modern	ADJ
american_scientific_journal-11572	138	5	tools	tool	NOUN
american_scientific_journal-11572	138	6	can	can	AUX
american_scientific_journal-11572	138	7	resolve	resolve	VERB
american_scientific_journal-11572	138	8	over	over	ADP
american_scientific_journal-11572	138	9	50	50	NUM
american_scientific_journal-11572	138	10	%	%	NOUN
american_scientific_journal-11572	138	11	of	of	ADP
american_scientific_journal-11572	138	12	potential	potential	ADJ
american_scientific_journal-11572	138	13	duplicates	duplicate	NOUN
american_scientific_journal-11572	138	14	without	without	ADP
american_scientific_journal-11572	138	15	human	human	ADJ
american_scientific_journal-11572	138	16	intervention	intervention	NOUN
american_scientific_journal-11572	138	17	,	,	PUNCT
american_scientific_journal-11572	138	18	whereas	whereas	SCONJ
american_scientific_journal-11572	138	19	previously	previously	ADV
american_scientific_journal-11572	138	20	,	,	PUNCT
american_scientific_journal-11572	138	21	30–40	30–40	NUM
american_scientific_journal-11572	138	22	%	%	NOUN
american_scientific_journal-11572	138	23	of	of	ADP
american_scientific_journal-11572	138	24	records	record	NOUN
american_scientific_journal-11572	138	25	in	in	ADP
american_scientific_journal-11572	138	26	the	the	DET
american_scientific_journal-11572	138	27	"	"	PUNCT
american_scientific_journal-11572	138	28	gray	gray	ADJ
american_scientific_journal-11572	138	29	zone	zone	NOUN
american_scientific_journal-11572	138	30	"	"	PUNCT
american_scientific_journal-11572	138	31	had	have	VERB
american_scientific_journal-11572	138	32	to	to	PART
american_scientific_journal-11572	138	33	be	be	AUX
american_scientific_journal-11572	138	34	manually	manually	ADV
american_scientific_journal-11572	138	35	reviewed	review	VERB
american_scientific_journal-11572	138	36	.	.	PUNCT
american_scientific_journal-11572	139	1	third	third	ADV
american_scientific_journal-11572	139	2	,	,	PUNCT
american_scientific_journal-11572	139	3	ai	ai	VERB
american_scientific_journal-11572	139	4	solutions	solution	NOUN
american_scientific_journal-11572	139	5	are	be	AUX
american_scientific_journal-11572	139	6	adaptive	adaptive	ADJ
american_scientific_journal-11572	139	7	—	—	PUNCT
american_scientific_journal-11572	139	8	they	they	PRON
american_scientific_journal-11572	139	9	can	can	AUX
american_scientific_journal-11572	139	10	learn	learn	VERB
american_scientific_journal-11572	139	11	from	from	ADP
american_scientific_journal-11572	139	12	new	new	ADJ
american_scientific_journal-11572	139	13	data	datum	NOUN
american_scientific_journal-11572	139	14	and	and	CCONJ
american_scientific_journal-11572	139	15	adjust	adjust	VERB
american_scientific_journal-11572	139	16	to	to	ADP
american_scientific_journal-11572	139	17	changes	change	NOUN
american_scientific_journal-11572	139	18	.	.	PUNCT
american_scientific_journal-11572	140	1	for	for	ADP
american_scientific_journal-11572	140	2	instance	instance	NOUN
american_scientific_journal-11572	140	3	,	,	PUNCT
american_scientific_journal-11572	140	4	if	if	SCONJ
american_scientific_journal-11572	140	5	a	a	DET
american_scientific_journal-11572	140	6	patient	patient	ADJ
american_scientific_journal-11572	140	7	population	population	NOUN
american_scientific_journal-11572	140	8	sees	see	VERB
american_scientific_journal-11572	140	9	an	an	DET
american_scientific_journal-11572	140	10	increase	increase	NOUN
american_scientific_journal-11572	140	11	in	in	ADP
american_scientific_journal-11572	140	12	individuals	individual	NOUN
american_scientific_journal-11572	140	13	with	with	ADP
american_scientific_journal-11572	140	14	the	the	DET
american_scientific_journal-11572	140	15	same	same	ADJ
american_scientific_journal-11572	140	16	surname	surname	NOUN
american_scientific_journal-11572	140	17	or	or	CCONJ
american_scientific_journal-11572	140	18	a	a	DET
american_scientific_journal-11572	140	19	new	new	ADJ
american_scientific_journal-11572	140	20	type	type	NOUN
american_scientific_journal-11572	140	21	of	of	ADP
american_scientific_journal-11572	140	22	identifier	identifier	NOUN
american_scientific_journal-11572	140	23	is	be	AUX
american_scientific_journal-11572	140	24	introduced	introduce	VERB
american_scientific_journal-11572	140	25	,	,	PUNCT
american_scientific_journal-11572	140	26	the	the	DET
american_scientific_journal-11572	140	27	model	model	NOUN
american_scientific_journal-11572	140	28	will	will	AUX
american_scientific_journal-11572	140	29	eventually	eventually	ADV
american_scientific_journal-11572	140	30	account	account	VERB
american_scientific_journal-11572	140	31	for	for	ADP
american_scientific_journal-11572	140	32	this	this	PRON
american_scientific_journal-11572	140	33	,	,	PUNCT
american_scientific_journal-11572	140	34	whereas	whereas	SCONJ
american_scientific_journal-11572	140	35	rigid	rigid	ADJ
american_scientific_journal-11572	140	36	rules	rule	NOUN
american_scientific_journal-11572	140	37	would	would	AUX
american_scientific_journal-11572	140	38	require	require	VERB
american_scientific_journal-11572	140	39	reprogramming	reprogramme	VERB
american_scientific_journal-11572	140	40	.	.	PUNCT
american_scientific_journal-11572	141	1	however	however	ADV
american_scientific_journal-11572	141	2	,	,	PUNCT
american_scientific_journal-11572	141	3	ai	ai	INTJ
american_scientific_journal-11572	141	4	does	do	AUX
american_scientific_journal-11572	141	5	not	not	PART
american_scientific_journal-11572	141	6	replace	replace	VERB
american_scientific_journal-11572	141	7	traditional	traditional	ADJ
american_scientific_journal-11572	141	8	methods	method	NOUN
american_scientific_journal-11572	141	9	but	but	CCONJ
american_scientific_journal-11572	141	10	rather	rather	ADV
american_scientific_journal-11572	141	11	complements	complement	VERB
american_scientific_journal-11572	141	12	them	they	PRON
american_scientific_journal-11572	141	13	.	.	PUNCT
american_scientific_journal-11572	142	1	as	as	SCONJ
american_scientific_journal-11572	142	2	practice	practice	NOUN
american_scientific_journal-11572	142	3	has	have	AUX
american_scientific_journal-11572	142	4	shown	show	VERB
american_scientific_journal-11572	142	5	,	,	PUNCT
american_scientific_journal-11572	142	6	the	the	DET
american_scientific_journal-11572	142	7	best	good	ADJ
american_scientific_journal-11572	142	8	results	result	NOUN
american_scientific_journal-11572	142	9	are	be	AUX
american_scientific_journal-11572	142	10	achieved	achieve	VERB
american_scientific_journal-11572	142	11	through	through	ADP
american_scientific_journal-11572	142	12	a	a	DET
american_scientific_journal-11572	142	13	combination	combination	NOUN
american_scientific_journal-11572	142	14	of	of	ADP
american_scientific_journal-11572	142	15	approaches	approach	NOUN
american_scientific_journal-11572	142	16	:	:	PUNCT
american_scientific_journal-11572	142	17	initial	initial	ADJ
american_scientific_journal-11572	142	18	broad	broad	ADJ
american_scientific_journal-11572	142	19	deduplication	deduplication	NOUN
american_scientific_journal-11572	142	20	(	(	PUNCT
american_scientific_journal-11572	142	21	deterministic	deterministic	ADJ
american_scientific_journal-11572	142	22	)	)	PUNCT
american_scientific_journal-11572	142	23	is	be	AUX
american_scientific_journal-11572	142	24	best	well	ADV
american_scientific_journal-11572	142	25	handled	handle	VERB
american_scientific_journal-11572	142	26	with	with	ADP
american_scientific_journal-11572	142	27	rule	rule	NOUN
american_scientific_journal-11572	142	28	-	-	PUNCT
american_scientific_journal-11572	142	29	based	base	VERB
american_scientific_journal-11572	142	30	logic	logic	NOUN
american_scientific_journal-11572	142	31	for	for	ADP
american_scientific_journal-11572	142	32	speed	speed	NOUN
american_scientific_journal-11572	142	33	and	and	CCONJ
american_scientific_journal-11572	142	34	transparency	transparency	NOUN
american_scientific_journal-11572	142	35	;	;	PUNCT
american_scientific_journal-11572	142	36	finer	fine	ADJ
american_scientific_journal-11572	142	37	adjustments	adjustment	NOUN
american_scientific_journal-11572	142	38	can	can	AUX
american_scientific_journal-11572	142	39	be	be	AUX
american_scientific_journal-11572	142	40	managed	manage	VERB
american_scientific_journal-11572	142	41	by	by	ADP
american_scientific_journal-11572	142	42	ml	ml	NOUN
american_scientific_journal-11572	142	43	;	;	PUNCT
american_scientific_journal-11572	142	44	and	and	CCONJ
american_scientific_journal-11572	142	45	critical	critical	ADJ
american_scientific_journal-11572	142	46	decisions	decision	NOUN
american_scientific_journal-11572	142	47	should	should	AUX
american_scientific_journal-11572	142	48	remain	remain	VERB
american_scientific_journal-11572	142	49	under	under	ADP
american_scientific_journal-11572	142	50	human	human	ADJ
american_scientific_journal-11572	142	51	supervision	supervision	NOUN
american_scientific_journal-11572	142	52	.	.	PUNCT
american_scientific_journal-11572	143	1	in	in	ADP
american_scientific_journal-11572	143	2	terms	term	NOUN
american_scientific_journal-11572	143	3	of	of	ADP
american_scientific_journal-11572	143	4	quality	quality	NOUN
american_scientific_journal-11572	143	5	metrics	metric	NOUN
american_scientific_journal-11572	143	6	,	,	PUNCT
american_scientific_journal-11572	143	7	ai	ai	VERB
american_scientific_journal-11572	143	8	models	model	NOUN
american_scientific_journal-11572	143	9	may	may	AUX
american_scientific_journal-11572	143	10	sometimes	sometimes	ADV
american_scientific_journal-11572	143	11	produce	produce	VERB
american_scientific_journal-11572	143	12	slightly	slightly	ADV
american_scientific_journal-11572	143	13	more	more	ADV
american_scientific_journal-11572	143	14	false	false	ADJ
american_scientific_journal-11572	143	15	positives	positive	NOUN
american_scientific_journal-11572	143	16	(	(	PUNCT
american_scientific_journal-11572	143	17	potentially	potentially	ADV
american_scientific_journal-11572	143	18	incorrectly	incorrectly	ADV
american_scientific_journal-11572	143	19	merged	merge	VERB
american_scientific_journal-11572	143	20	records	record	NOUN
american_scientific_journal-11572	143	21	)	)	PUNCT
american_scientific_journal-11572	143	22	,	,	PUNCT
american_scientific_journal-11572	143	23	especially	especially	ADV
american_scientific_journal-11572	143	24	when	when	SCONJ
american_scientific_journal-11572	143	25	optimized	optimize	VERB
american_scientific_journal-11572	143	26	for	for	ADP
american_scientific_journal-11572	143	27	maximum	maximum	ADJ
american_scientific_journal-11572	143	28	recall	recall	NOUN
american_scientific_journal-11572	143	29	.	.	PUNCT
american_scientific_journal-11572	144	1	american	american	ADJ
american_scientific_journal-11572	144	2	academic	academic	ADJ
american_scientific_journal-11572	144	3	scientific	scientific	ADJ
american_scientific_journal-11572	144	4	research	research	NOUN
american_scientific_journal-11572	144	5	journal	journal	NOUN
american_scientific_journal-11572	144	6	for	for	ADP
american_scientific_journal-11572	144	7	engineering	engineering	NOUN
american_scientific_journal-11572	144	8	,	,	PUNCT
american_scientific_journal-11572	144	9	technology	technology	NOUN
american_scientific_journal-11572	144	10	,	,	PUNCT
american_scientific_journal-11572	144	11	and	and	CCONJ
american_scientific_journal-11572	144	12	sciences	science	NOUN
american_scientific_journal-11572	144	13	(	(	PUNCT
american_scientific_journal-11572	144	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	144	15	)	)	PUNCT
american_scientific_journal-11572	144	16	volume	volume	NOUN
american_scientific_journal-11572	144	17	101	101	NUM
american_scientific_journal-11572	144	18	,	,	PUNCT
american_scientific_journal-11572	144	19	no	no	DET
american_scientific_journal-11572	144	20	1	1	NUM
american_scientific_journal-11572	144	21	,	,	PUNCT
american_scientific_journal-11572	144	22	pp	pp	ADV
american_scientific_journal-11572	144	23	358	358	NUM
american_scientific_journal-11572	144	24	-	-	SYM
american_scientific_journal-11572	144	25	370	370	NUM
american_scientific_journal-11572	144	26	366	366	NUM
american_scientific_journal-11572	144	27	false	false	ADJ
american_scientific_journal-11572	144	28	merging	merging	NOUN
american_scientific_journal-11572	144	29	(	(	PUNCT
american_scientific_journal-11572	144	30	where	where	SCONJ
american_scientific_journal-11572	144	31	different	different	ADJ
american_scientific_journal-11572	144	32	patients	patient	NOUN
american_scientific_journal-11572	144	33	are	be	AUX
american_scientific_journal-11572	144	34	mistakenly	mistakenly	ADV
american_scientific_journal-11572	144	35	combined	combine	VERB
american_scientific_journal-11572	144	36	)	)	PUNCT
american_scientific_journal-11572	144	37	is	be	AUX
american_scientific_journal-11572	144	38	a	a	DET
american_scientific_journal-11572	144	39	highly	highly	ADV
american_scientific_journal-11572	144	40	dangerous	dangerous	ADJ
american_scientific_journal-11572	144	41	issue	issue	NOUN
american_scientific_journal-11572	144	42	.	.	PUNCT
american_scientific_journal-11572	145	1	therefore	therefore	ADV
american_scientific_journal-11572	145	2	,	,	PUNCT
american_scientific_journal-11572	145	3	ai	ai	AUX
american_scientific_journal-11572	145	4	systems	system	NOUN
american_scientific_journal-11572	145	5	in	in	ADP
american_scientific_journal-11572	145	6	practice	practice	NOUN
american_scientific_journal-11572	145	7	are	be	AUX
american_scientific_journal-11572	145	8	usually	usually	ADV
american_scientific_journal-11572	145	9	configured	configure	VERB
american_scientific_journal-11572	145	10	conservatively	conservatively	ADV
american_scientific_journal-11572	145	11	or	or	CCONJ
american_scientific_journal-11572	145	12	require	require	VERB
american_scientific_journal-11572	145	13	confirmation	confirmation	NOUN
american_scientific_journal-11572	145	14	before	before	ADP
american_scientific_journal-11572	145	15	finalizing	finalize	VERB
american_scientific_journal-11572	145	16	record	record	NOUN
american_scientific_journal-11572	145	17	consolidation	consolidation	NOUN
american_scientific_journal-11572	146	1	[	[	X
american_scientific_journal-11572	146	2	6	6	NUM
american_scientific_journal-11572	146	3	]	]	PUNCT
american_scientific_journal-11572	146	4	.	.	PUNCT
american_scientific_journal-11572	147	1	as	as	ADP
american_scientific_journal-11572	147	2	a	a	DET
american_scientific_journal-11572	147	3	result	result	NOUN
american_scientific_journal-11572	147	4	,	,	PUNCT
american_scientific_journal-11572	147	5	reliability	reliability	NOUN
american_scientific_journal-11572	147	6	and	and	CCONJ
american_scientific_journal-11572	147	7	explainability	explainability	NOUN
american_scientific_journal-11572	147	8	remain	remain	VERB
american_scientific_journal-11572	147	9	advantages	advantage	NOUN
american_scientific_journal-11572	147	10	of	of	ADP
american_scientific_journal-11572	147	11	traditional	traditional	ADJ
american_scientific_journal-11572	147	12	algorithms	algorithm	NOUN
american_scientific_journal-11572	147	13	,	,	PUNCT
american_scientific_journal-11572	147	14	as	as	SCONJ
american_scientific_journal-11572	147	15	they	they	PRON
american_scientific_journal-11572	147	16	are	be	AUX
american_scientific_journal-11572	147	17	simpler	simple	ADJ
american_scientific_journal-11572	147	18	and	and	CCONJ
american_scientific_journal-11572	147	19	more	more	ADV
american_scientific_journal-11572	147	20	predictable	predictable	ADJ
american_scientific_journal-11572	147	21	,	,	PUNCT
american_scientific_journal-11572	147	22	whereas	whereas	SCONJ
american_scientific_journal-11572	147	23	ai	ai	VERB
american_scientific_journal-11572	147	24	excels	excel	NOUN
american_scientific_journal-11572	147	25	in	in	ADP
american_scientific_journal-11572	147	26	efficiency	efficiency	NOUN
american_scientific_journal-11572	147	27	and	and	CCONJ
american_scientific_journal-11572	147	28	adaptability	adaptability	NOUN
american_scientific_journal-11572	147	29	.	.	PUNCT
american_scientific_journal-11572	148	1	it	it	PRON
american_scientific_journal-11572	148	2	is	be	AUX
american_scientific_journal-11572	148	3	also	also	ADV
american_scientific_journal-11572	148	4	important	important	ADJ
american_scientific_journal-11572	148	5	to	to	PART
american_scientific_journal-11572	148	6	consider	consider	VERB
american_scientific_journal-11572	148	7	interoperability	interoperability	NOUN
american_scientific_journal-11572	148	8	,	,	PUNCT
american_scientific_journal-11572	148	9	as	as	SCONJ
american_scientific_journal-11572	148	10	ai	ai	PROPN
american_scientific_journal-11572	148	11	algorithms	algorithm	NOUN
american_scientific_journal-11572	148	12	are	be	AUX
american_scientific_journal-11572	148	13	often	often	ADV
american_scientific_journal-11572	148	14	tailored	tailor	VERB
american_scientific_journal-11572	148	15	to	to	ADP
american_scientific_journal-11572	148	16	a	a	DET
american_scientific_journal-11572	148	17	specific	specific	ADJ
american_scientific_journal-11572	148	18	dataset	dataset	NOUN
american_scientific_journal-11572	148	19	within	within	ADP
american_scientific_journal-11572	148	20	a	a	DET
american_scientific_journal-11572	148	21	single	single	ADJ
american_scientific_journal-11572	148	22	organization	organization	NOUN
american_scientific_journal-11572	148	23	.	.	PUNCT
american_scientific_journal-11572	149	1	transferring	transfer	VERB
american_scientific_journal-11572	149	2	a	a	DET
american_scientific_journal-11572	149	3	model	model	NOUN
american_scientific_journal-11572	149	4	to	to	ADP
american_scientific_journal-11572	149	5	another	another	DET
american_scientific_journal-11572	149	6	institution	institution	NOUN
american_scientific_journal-11572	149	7	may	may	AUX
american_scientific_journal-11572	149	8	require	require	VERB
american_scientific_journal-11572	149	9	retraining	retrain	VERB
american_scientific_journal-11572	149	10	due	due	ADP
american_scientific_journal-11572	149	11	to	to	ADP
american_scientific_journal-11572	149	12	differences	difference	NOUN
american_scientific_journal-11572	149	13	in	in	ADP
american_scientific_journal-11572	149	14	data	datum	NOUN
american_scientific_journal-11572	149	15	structure	structure	NOUN
american_scientific_journal-11572	149	16	and	and	CCONJ
american_scientific_journal-11572	149	17	quality	quality	NOUN
american_scientific_journal-11572	149	18	.	.	PUNCT
american_scientific_journal-11572	150	1	standardization	standardization	NOUN
american_scientific_journal-11572	150	2	of	of	ADP
american_scientific_journal-11572	150	3	formats	format	NOUN
american_scientific_journal-11572	150	4	(	(	PUNCT
american_scientific_journal-11572	150	5	fhir	fhir	ADJ
american_scientific_journal-11572	150	6	,	,	PUNCT
american_scientific_journal-11572	150	7	unified	unified	ADJ
american_scientific_journal-11572	150	8	reference	reference	NOUN
american_scientific_journal-11572	150	9	directories	directory	NOUN
american_scientific_journal-11572	150	10	)	)	PUNCT
american_scientific_journal-11572	150	11	could	could	AUX
american_scientific_journal-11572	150	12	facilitate	facilitate	VERB
american_scientific_journal-11572	150	13	the	the	DET
american_scientific_journal-11572	150	14	training	training	NOUN
american_scientific_journal-11572	150	15	of	of	ADP
american_scientific_journal-11572	150	16	universal	universal	ADJ
american_scientific_journal-11572	150	17	models	model	NOUN
american_scientific_journal-11572	150	18	,	,	PUNCT
american_scientific_journal-11572	150	19	and	and	CCONJ
american_scientific_journal-11572	150	20	such	such	ADJ
american_scientific_journal-11572	150	21	initiatives	initiative	NOUN
american_scientific_journal-11572	150	22	are	be	AUX
american_scientific_journal-11572	150	23	being	be	AUX
american_scientific_journal-11572	150	24	pursued	pursue	VERB
american_scientific_journal-11572	150	25	at	at	ADP
american_scientific_journal-11572	150	26	the	the	DET
american_scientific_journal-11572	150	27	industry	industry	NOUN
american_scientific_journal-11572	150	28	level	level	NOUN
american_scientific_journal-11572	150	29	,	,	PUNCT
american_scientific_journal-11572	150	30	such	such	ADJ
american_scientific_journal-11572	150	31	as	as	ADP
american_scientific_journal-11572	150	32	the	the	DET
american_scientific_journal-11572	150	33	onc	onc	PROPN
american_scientific_journal-11572	150	34	patient	patient	NOUN
american_scientific_journal-11572	150	35	matching	matching	NOUN
american_scientific_journal-11572	150	36	project	project	NOUN
american_scientific_journal-11572	150	37	launched	launch	VERB
american_scientific_journal-11572	150	38	in	in	ADP
american_scientific_journal-11572	150	39	2019	2019	NUM
american_scientific_journal-11572	150	40	.	.	PUNCT
american_scientific_journal-11572	151	1	the	the	DET
american_scientific_journal-11572	151	2	market	market	NOUN
american_scientific_journal-11572	151	3	offers	offer	VERB
american_scientific_journal-11572	151	4	a	a	DET
american_scientific_journal-11572	151	5	wide	wide	ADJ
american_scientific_journal-11572	151	6	range	range	NOUN
american_scientific_journal-11572	151	7	of	of	ADP
american_scientific_journal-11572	151	8	ai	ai	ADV
american_scientific_journal-11572	151	9	-	-	PUNCT
american_scientific_journal-11572	151	10	enhanced	enhance	VERB
american_scientific_journal-11572	151	11	solutions	solution	NOUN
american_scientific_journal-11572	151	12	for	for	ADP
american_scientific_journal-11572	151	13	ehr	ehr	NOUN
american_scientific_journal-11572	151	14	deduplication	deduplication	NOUN
american_scientific_journal-11572	151	15	.	.	PUNCT
american_scientific_journal-11572	152	1	major	major	ADJ
american_scientific_journal-11572	152	2	mdm	mdm	PROPN
american_scientific_journal-11572	152	3	platform	platform	NOUN
american_scientific_journal-11572	152	4	vendors	vendor	NOUN
american_scientific_journal-11572	152	5	such	such	ADJ
american_scientific_journal-11572	152	6	as	as	ADP
american_scientific_journal-11572	152	7	ibm	ibm	PROPN
american_scientific_journal-11572	152	8	,	,	PUNCT
american_scientific_journal-11572	152	9	oracle	oracle	NOUN
american_scientific_journal-11572	152	10	,	,	PUNCT
american_scientific_journal-11572	152	11	and	and	CCONJ
american_scientific_journal-11572	152	12	informatica	informatica	PROPN
american_scientific_journal-11572	152	13	integrate	integrate	VERB
american_scientific_journal-11572	152	14	machine	machine	NOUN
american_scientific_journal-11572	152	15	learning	learn	VERB
american_scientific_journal-11572	152	16	modules	module	NOUN
american_scientific_journal-11572	152	17	to	to	PART
american_scientific_journal-11572	152	18	improve	improve	VERB
american_scientific_journal-11572	152	19	master	master	NOUN
american_scientific_journal-11572	152	20	data	datum	NOUN
american_scientific_journal-11572	152	21	quality	quality	NOUN
american_scientific_journal-11572	152	22	,	,	PUNCT
american_scientific_journal-11572	152	23	including	include	VERB
american_scientific_journal-11572	152	24	patient	patient	ADJ
american_scientific_journal-11572	152	25	records	record	NOUN
american_scientific_journal-11572	152	26	.	.	PUNCT
american_scientific_journal-11572	153	1	specialized	specialized	ADJ
american_scientific_journal-11572	153	2	healthcare	healthcare	PROPN
american_scientific_journal-11572	153	3	providers	provider	NOUN
american_scientific_journal-11572	153	4	,	,	PUNCT
american_scientific_journal-11572	153	5	such	such	ADJ
american_scientific_journal-11572	153	6	as	as	ADP
american_scientific_journal-11572	153	7	verato	verato	NOUN
american_scientific_journal-11572	153	8	,	,	PUNCT
american_scientific_journal-11572	153	9	offer	offer	VERB
american_scientific_journal-11572	153	10	cloud	cloud	NOUN
american_scientific_journal-11572	153	11	-	-	PUNCT
american_scientific_journal-11572	153	12	based	base	VERB
american_scientific_journal-11572	153	13	"	"	PUNCT
american_scientific_journal-11572	153	14	identity	identity	NOUN
american_scientific_journal-11572	153	15	-	-	PUNCT
american_scientific_journal-11572	153	16	as	as	ADP
american_scientific_journal-11572	153	17	-	-	PUNCT
american_scientific_journal-11572	153	18	aservice	aservice	NOUN
american_scientific_journal-11572	153	19	"	"	PUNCT
american_scientific_journal-11572	153	20	solutions	solution	NOUN
american_scientific_journal-11572	153	21	that	that	PRON
american_scientific_journal-11572	153	22	combine	combine	VERB
american_scientific_journal-11572	153	23	referential	referential	ADJ
american_scientific_journal-11572	153	24	databases	database	NOUN
american_scientific_journal-11572	153	25	and	and	CCONJ
american_scientific_journal-11572	153	26	ml	ml	NOUN
american_scientific_journal-11572	153	27	algorithms	algorithm	NOUN
american_scientific_journal-11572	153	28	.	.	PUNCT
american_scientific_journal-11572	154	1	in	in	ADP
american_scientific_journal-11572	154	2	this	this	DET
american_scientific_journal-11572	154	3	model	model	NOUN
american_scientific_journal-11572	154	4	,	,	PUNCT
american_scientific_journal-11572	154	5	a	a	DET
american_scientific_journal-11572	154	6	hospital	hospital	NOUN
american_scientific_journal-11572	154	7	submits	submit	VERB
american_scientific_journal-11572	154	8	a	a	DET
american_scientific_journal-11572	154	9	patient	patient	NOUN
american_scientific_journal-11572	154	10	’s	’s	PART
american_scientific_journal-11572	154	11	demographic	demographic	ADJ
american_scientific_journal-11572	154	12	data	datum	NOUN
american_scientific_journal-11572	154	13	,	,	PUNCT
american_scientific_journal-11572	154	14	and	and	CCONJ
american_scientific_journal-11572	154	15	the	the	DET
american_scientific_journal-11572	154	16	service	service	NOUN
american_scientific_journal-11572	154	17	returns	return	NOUN
american_scientific_journal-11572	154	18	probabilistic	probabilistic	VERB
american_scientific_journal-11572	154	19	matches	match	NOUN
american_scientific_journal-11572	154	20	with	with	ADP
american_scientific_journal-11572	154	21	existing	exist	VERB
american_scientific_journal-11572	154	22	records	record	NOUN
american_scientific_journal-11572	154	23	across	across	ADP
american_scientific_journal-11572	154	24	the	the	DET
american_scientific_journal-11572	154	25	network	network	NOUN
american_scientific_journal-11572	154	26	.	.	PUNCT
american_scientific_journal-11572	155	1	solutions	solution	NOUN
american_scientific_journal-11572	155	2	like	like	ADP
american_scientific_journal-11572	155	3	4medica	4medica	NUM
american_scientific_journal-11572	155	4	big	big	ADJ
american_scientific_journal-11572	155	5	data	datum	NOUN
american_scientific_journal-11572	155	6	mpi	mpi	PROPN
american_scientific_journal-11572	155	7	combine	combine	VERB
american_scientific_journal-11572	155	8	data	datum	NOUN
american_scientific_journal-11572	155	9	cleansing	cleanse	VERB
american_scientific_journal-11572	155	10	algorithms	algorithm	NOUN
american_scientific_journal-11572	155	11	with	with	ADP
american_scientific_journal-11572	155	12	ai	ai	ADV
american_scientific_journal-11572	155	13	and	and	CCONJ
american_scientific_journal-11572	155	14	can	can	AUX
american_scientific_journal-11572	155	15	be	be	AUX
american_scientific_journal-11572	155	16	deployed	deploy	VERB
american_scientific_journal-11572	155	17	within	within	ADP
american_scientific_journal-11572	155	18	a	a	DET
american_scientific_journal-11572	155	19	healthcare	healthcare	NOUN
american_scientific_journal-11572	155	20	institution	institution	NOUN
american_scientific_journal-11572	155	21	’s	’s	PART
american_scientific_journal-11572	155	22	own	own	ADJ
american_scientific_journal-11572	155	23	infrastructure	infrastructure	NOUN
american_scientific_journal-11572	155	24	.	.	PUNCT
american_scientific_journal-11572	156	1	another	another	DET
american_scientific_journal-11572	156	2	segment	segment	NOUN
american_scientific_journal-11572	156	3	includes	include	VERB
american_scientific_journal-11572	156	4	analytical	analytical	ADJ
american_scientific_journal-11572	156	5	dashboards	dashboard	NOUN
american_scientific_journal-11572	156	6	(	(	PUNCT
american_scientific_journal-11572	156	7	such	such	ADJ
american_scientific_journal-11572	156	8	as	as	ADP
american_scientific_journal-11572	156	9	gartner	gartner	PROPN
american_scientific_journal-11572	156	10	mdm	mdm	PROPN
american_scientific_journal-11572	156	11	tools	tool	NOUN
american_scientific_journal-11572	156	12	)	)	PUNCT
american_scientific_journal-11572	156	13	,	,	PUNCT
american_scientific_journal-11572	156	14	which	which	PRON
american_scientific_journal-11572	156	15	help	help	VERB
american_scientific_journal-11572	156	16	administrators	administrator	NOUN
american_scientific_journal-11572	156	17	monitor	monitor	VERB
american_scientific_journal-11572	156	18	data	datum	NOUN
american_scientific_journal-11572	156	19	quality	quality	NOUN
american_scientific_journal-11572	156	20	metrics	metric	NOUN
american_scientific_journal-11572	156	21	,	,	PUNCT
american_scientific_journal-11572	156	22	including	include	VERB
american_scientific_journal-11572	156	23	duplicate	duplicate	ADJ
american_scientific_journal-11572	156	24	rates	rate	NOUN
american_scientific_journal-11572	156	25	,	,	PUNCT
american_scientific_journal-11572	156	26	resolution	resolution	NOUN
american_scientific_journal-11572	156	27	times	time	NOUN
american_scientific_journal-11572	156	28	,	,	PUNCT
american_scientific_journal-11572	156	29	and	and	CCONJ
american_scientific_journal-11572	156	30	the	the	DET
american_scientific_journal-11572	156	31	impact	impact	NOUN
american_scientific_journal-11572	156	32	on	on	ADP
american_scientific_journal-11572	156	33	financial	financial	ADJ
american_scientific_journal-11572	156	34	performance	performance	NOUN
american_scientific_journal-11572	156	35	and	and	CCONJ
american_scientific_journal-11572	156	36	patient	patient	ADJ
american_scientific_journal-11572	156	37	satisfaction	satisfaction	NOUN
american_scientific_journal-11572	156	38	.	.	PUNCT
american_scientific_journal-11572	157	1	consulting	consult	VERB
american_scientific_journal-11572	157	2	firms	firm	NOUN
american_scientific_journal-11572	157	3	such	such	ADJ
american_scientific_journal-11572	157	4	as	as	ADP
american_scientific_journal-11572	157	5	gartner	gartner	NOUN
american_scientific_journal-11572	157	6	,	,	PUNCT
american_scientific_journal-11572	157	7	deloitte	deloitte	PROPN
american_scientific_journal-11572	157	8	,	,	PUNCT
american_scientific_journal-11572	157	9	and	and	CCONJ
american_scientific_journal-11572	157	10	mckinsey	mckinsey	NOUN
american_scientific_journal-11572	157	11	recommend	recommend	VERB
american_scientific_journal-11572	157	12	that	that	SCONJ
american_scientific_journal-11572	157	13	healthcare	healthcare	NOUN
american_scientific_journal-11572	157	14	organizations	organization	NOUN
american_scientific_journal-11572	157	15	adopt	adopt	VERB
american_scientific_journal-11572	157	16	"	"	PUNCT
american_scientific_journal-11572	157	17	patient	patient	ADJ
american_scientific_journal-11572	157	18	identity	identity	NOUN
american_scientific_journal-11572	157	19	management	management	NOUN
american_scientific_journal-11572	157	20	strategies	strategy	NOUN
american_scientific_journal-11572	157	21	"	"	PUNCT
american_scientific_journal-11572	157	22	that	that	PRON
american_scientific_journal-11572	157	23	include	include	VERB
american_scientific_journal-11572	157	24	both	both	DET
american_scientific_journal-11572	157	25	technological	technological	ADJ
american_scientific_journal-11572	157	26	solutions	solution	NOUN
american_scientific_journal-11572	157	27	(	(	PUNCT
american_scientific_journal-11572	157	28	empi	empi	PROPN
american_scientific_journal-11572	157	29	/	/	SYM
american_scientific_journal-11572	157	30	ai	ai	PROPN
american_scientific_journal-11572	157	31	)	)	PUNCT
american_scientific_journal-11572	157	32	and	and	CCONJ
american_scientific_journal-11572	157	33	organizational	organizational	ADJ
american_scientific_journal-11572	157	34	measures	measure	NOUN
american_scientific_journal-11572	157	35	(	(	PUNCT
american_scientific_journal-11572	157	36	processes	process	NOUN
american_scientific_journal-11572	157	37	and	and	CCONJ
american_scientific_journal-11572	157	38	policies	policy	NOUN
american_scientific_journal-11572	157	39	)	)	PUNCT
american_scientific_journal-11572	157	40	.	.	PUNCT
american_scientific_journal-11572	158	1	for	for	ADP
american_scientific_journal-11572	158	2	example	example	NOUN
american_scientific_journal-11572	158	3	,	,	PUNCT
american_scientific_journal-11572	158	4	the	the	DET
american_scientific_journal-11572	158	5	black	black	ADJ
american_scientific_journal-11572	158	6	book	book	NOUN
american_scientific_journal-11572	158	7	2021	2021	NUM
american_scientific_journal-11572	158	8	report	report	NOUN
american_scientific_journal-11572	158	9	noted	note	VERB
american_scientific_journal-11572	158	10	that	that	SCONJ
american_scientific_journal-11572	158	11	without	without	ADP
american_scientific_journal-11572	158	12	a	a	DET
american_scientific_journal-11572	158	13	comprehensive	comprehensive	ADJ
american_scientific_journal-11572	158	14	approach	approach	NOUN
american_scientific_journal-11572	158	15	,	,	PUNCT
american_scientific_journal-11572	158	16	identification	identification	NOUN
american_scientific_journal-11572	158	17	issues	issue	NOUN
american_scientific_journal-11572	158	18	only	only	ADV
american_scientific_journal-11572	158	19	worsen	worsen	VERB
american_scientific_journal-11572	158	20	,	,	PUNCT
american_scientific_journal-11572	158	21	leading	lead	VERB
american_scientific_journal-11572	158	22	to	to	ADP
american_scientific_journal-11572	158	23	higher	high	ADJ
american_scientific_journal-11572	158	24	costs	cost	NOUN
american_scientific_journal-11572	158	25	[	[	X
american_scientific_journal-11572	158	26	5	5	NUM
american_scientific_journal-11572	158	27	]	]	PUNCT
american_scientific_journal-11572	158	28	,	,	PUNCT
american_scientific_journal-11572	158	29	whereas	whereas	SCONJ
american_scientific_journal-11572	158	30	the	the	DET
american_scientific_journal-11572	158	31	integration	integration	NOUN
american_scientific_journal-11572	158	32	of	of	ADP
american_scientific_journal-11572	158	33	modern	modern	ADJ
american_scientific_journal-11572	158	34	tools	tool	NOUN
american_scientific_journal-11572	158	35	has	have	AUX
american_scientific_journal-11572	158	36	enabled	enable	VERB
american_scientific_journal-11572	158	37	leading	lead	VERB
american_scientific_journal-11572	158	38	clinics	clinic	NOUN
american_scientific_journal-11572	158	39	to	to	PART
american_scientific_journal-11572	158	40	achieve	achieve	VERB
american_scientific_journal-11572	158	41	up	up	ADP
american_scientific_journal-11572	158	42	to	to	ADP
american_scientific_journal-11572	158	43	98–99	98–99	NUM
american_scientific_journal-11572	158	44	%	%	NOUN
american_scientific_journal-11572	158	45	accuracy	accuracy	NOUN
american_scientific_journal-11572	158	46	in	in	ADP
american_scientific_journal-11572	158	47	record	record	NOUN
american_scientific_journal-11572	158	48	consolidation	consolidation	NOUN
american_scientific_journal-11572	158	49	.	.	PUNCT
american_scientific_journal-11572	159	1	overall	overall	ADV
american_scientific_journal-11572	159	2	,	,	PUNCT
american_scientific_journal-11572	159	3	the	the	DET
american_scientific_journal-11572	159	4	deduplication	deduplication	NOUN
american_scientific_journal-11572	159	5	solutions	solution	NOUN
american_scientific_journal-11572	159	6	market	market	NOUN
american_scientific_journal-11572	159	7	is	be	AUX
american_scientific_journal-11572	159	8	rapidly	rapidly	ADV
american_scientific_journal-11572	159	9	evolving	evolve	VERB
american_scientific_journal-11572	159	10	.	.	PUNCT
american_scientific_journal-11572	160	1	as	as	ADP
american_scientific_journal-11572	160	2	of	of	ADP
american_scientific_journal-11572	160	3	2025	2025	NUM
american_scientific_journal-11572	160	4	,	,	PUNCT
american_scientific_journal-11572	160	5	mature	mature	ADJ
american_scientific_journal-11572	160	6	products	product	NOUN
american_scientific_journal-11572	160	7	are	be	AUX
american_scientific_journal-11572	160	8	available	available	ADJ
american_scientific_journal-11572	160	9	that	that	PRON
american_scientific_journal-11572	160	10	can	can	AUX
american_scientific_journal-11572	160	11	reduce	reduce	VERB
american_scientific_journal-11572	160	12	duplicate	duplicate	ADJ
american_scientific_journal-11572	160	13	rates	rate	NOUN
american_scientific_journal-11572	160	14	to	to	ADP
american_scientific_journal-11572	160	15	fractions	fraction	NOUN
american_scientific_journal-11572	160	16	of	of	ADP
american_scientific_journal-11572	160	17	a	a	DET
american_scientific_journal-11572	160	18	percent	percent	NOUN
american_scientific_journal-11572	160	19	,	,	PUNCT
american_scientific_journal-11572	160	20	and	and	CCONJ
american_scientific_journal-11572	160	21	their	their	PRON
american_scientific_journal-11572	160	22	adoption	adoption	NOUN
american_scientific_journal-11572	160	23	is	be	AUX
american_scientific_journal-11572	160	24	becoming	become	VERB
american_scientific_journal-11572	160	25	an	an	DET
american_scientific_journal-11572	160	26	integral	integral	ADJ
american_scientific_journal-11572	160	27	part	part	NOUN
american_scientific_journal-11572	160	28	of	of	ADP
american_scientific_journal-11572	160	29	hospital	hospital	NOUN
american_scientific_journal-11572	160	30	informatics	informatic	NOUN
american_scientific_journal-11572	160	31	strategies	strategy	NOUN
american_scientific_journal-11572	160	32	.	.	PUNCT
american_scientific_journal-11572	161	1	ehr	ehr	NOUN
american_scientific_journal-11572	161	2	deduplication	deduplication	NOUN
american_scientific_journal-11572	161	3	is	be	AUX
american_scientific_journal-11572	161	4	closely	closely	ADV
american_scientific_journal-11572	161	5	linked	link	VERB
american_scientific_journal-11572	161	6	to	to	ADP
american_scientific_journal-11572	161	7	data	datum	NOUN
american_scientific_journal-11572	161	8	privacy	privacy	NOUN
american_scientific_journal-11572	161	9	and	and	CCONJ
american_scientific_journal-11572	161	10	security	security	NOUN
american_scientific_journal-11572	161	11	concerns	concern	NOUN
american_scientific_journal-11572	161	12	.	.	PUNCT
american_scientific_journal-11572	162	1	the	the	DET
american_scientific_journal-11572	162	2	duplicate	duplicate	ADJ
american_scientific_journal-11572	162	3	issue	issue	NOUN
american_scientific_journal-11572	162	4	itself	itself	PRON
american_scientific_journal-11572	162	5	often	often	ADV
american_scientific_journal-11572	162	6	arises	arise	VERB
american_scientific_journal-11572	162	7	due	due	ADJ
american_scientific_journal-11572	162	8	to	to	ADP
american_scientific_journal-11572	162	9	reluctance	reluctance	NOUN
american_scientific_journal-11572	162	10	or	or	CCONJ
american_scientific_journal-11572	162	11	legal	legal	ADJ
american_scientific_journal-11572	162	12	restrictions	restriction	NOUN
american_scientific_journal-11572	162	13	on	on	ADP
american_scientific_journal-11572	162	14	using	use	VERB
american_scientific_journal-11572	162	15	a	a	DET
american_scientific_journal-11572	162	16	single	single	ADJ
american_scientific_journal-11572	162	17	identifier	identifier	NOUN
american_scientific_journal-11572	162	18	.	.	PUNCT
american_scientific_journal-11572	163	1	for	for	ADP
american_scientific_journal-11572	163	2	example	example	NOUN
american_scientific_journal-11572	163	3	,	,	PUNCT
american_scientific_journal-11572	163	4	in	in	ADP
american_scientific_journal-11572	163	5	the	the	DET
american_scientific_journal-11572	163	6	united	united	PROPN
american_scientific_journal-11572	163	7	states	states	PROPN
american_scientific_journal-11572	163	8	,	,	PUNCT
american_scientific_journal-11572	163	9	federal	federal	ADJ
american_scientific_journal-11572	163	10	law	law	NOUN
american_scientific_journal-11572	163	11	previously	previously	ADV
american_scientific_journal-11572	163	12	prohibited	prohibit	VERB
american_scientific_journal-11572	163	13	the	the	DET
american_scientific_journal-11572	163	14	introduction	introduction	NOUN
american_scientific_journal-11572	163	15	of	of	ADP
american_scientific_journal-11572	163	16	a	a	DET
american_scientific_journal-11572	163	17	national	national	ADJ
american_scientific_journal-11572	163	18	patient	patient	NOUN
american_scientific_journal-11572	163	19	i	i	PROPN
american_scientific_journal-11572	163	20	d	d	PROPN
american_scientific_journal-11572	163	21	for	for	ADP
american_scientific_journal-11572	163	22	privacy	privacy	NOUN
american_scientific_journal-11572	163	23	reasons	reason	NOUN
american_scientific_journal-11572	163	24	.	.	PUNCT
american_scientific_journal-11572	164	1	as	as	ADP
american_scientific_journal-11572	164	2	a	a	DET
american_scientific_journal-11572	164	3	result	result	NOUN
american_scientific_journal-11572	164	4	,	,	PUNCT
american_scientific_journal-11572	164	5	deduplication	deduplication	NOUN
american_scientific_journal-11572	164	6	solutions	solution	NOUN
american_scientific_journal-11572	164	7	rely	rely	VERB
american_scientific_journal-11572	164	8	on	on	ADP
american_scientific_journal-11572	164	9	personal	personal	ADJ
american_scientific_journal-11572	164	10	data	datum	NOUN
american_scientific_journal-11572	164	11	such	such	ADJ
american_scientific_journal-11572	164	12	as	as	ADP
american_scientific_journal-11572	164	13	names	name	NOUN
american_scientific_journal-11572	164	14	,	,	PUNCT
american_scientific_journal-11572	164	15	birth	birth	NOUN
american_scientific_journal-11572	164	16	dates	date	NOUN
american_scientific_journal-11572	164	17	,	,	PUNCT
american_scientific_journal-11572	164	18	and	and	CCONJ
american_scientific_journal-11572	164	19	addresses	address	NOUN
american_scientific_journal-11572	164	20	,	,	PUNCT
american_scientific_journal-11572	164	21	which	which	PRON
american_scientific_journal-11572	164	22	must	must	AUX
american_scientific_journal-11572	164	23	be	be	AUX
american_scientific_journal-11572	164	24	handled	handle	VERB
american_scientific_journal-11572	164	25	in	in	ADP
american_scientific_journal-11572	164	26	compliance	compliance	NOUN
american_scientific_journal-11572	164	27	with	with	ADP
american_scientific_journal-11572	164	28	legal	legal	ADJ
american_scientific_journal-11572	164	29	regulations	regulation	NOUN
american_scientific_journal-11572	164	30	(	(	PUNCT
american_scientific_journal-11572	164	31	hipaa	hipaa	PROPN
american_scientific_journal-11572	164	32	,	,	PUNCT
american_scientific_journal-11572	164	33	gdpr	gdpr	NOUN
american_scientific_journal-11572	164	34	,	,	PUNCT
american_scientific_journal-11572	164	35	etc	etc	X
american_scientific_journal-11572	164	36	.	.	X
american_scientific_journal-11572	164	37	)	)	PUNCT
american_scientific_journal-11572	164	38	.	.	PUNCT
american_scientific_journal-11572	165	1	ai	ai	AUX
american_scientific_journal-11572	165	2	systems	system	NOUN
american_scientific_journal-11572	165	3	require	require	VERB
american_scientific_journal-11572	165	4	large	large	ADJ
american_scientific_journal-11572	165	5	volumes	volume	NOUN
american_scientific_journal-11572	165	6	of	of	ADP
american_scientific_journal-11572	165	7	such	such	ADJ
american_scientific_journal-11572	165	8	data	datum	NOUN
american_scientific_journal-11572	165	9	for	for	ADP
american_scientific_journal-11572	165	10	training	training	NOUN
american_scientific_journal-11572	165	11	,	,	PUNCT
american_scientific_journal-11572	165	12	necessitating	necessitate	VERB
american_scientific_journal-11572	165	13	either	either	CCONJ
american_scientific_journal-11572	165	14	anonymization	anonymization	NOUN
american_scientific_journal-11572	165	15	or	or	CCONJ
american_scientific_journal-11572	165	16	other	other	ADJ
american_scientific_journal-11572	165	17	protective	protective	ADJ
american_scientific_journal-11572	165	18	measures	measure	NOUN
american_scientific_journal-11572	165	19	.	.	PUNCT
american_scientific_journal-11572	166	1	the	the	DET
american_scientific_journal-11572	166	2	erroneous	erroneous	ADJ
american_scientific_journal-11572	166	3	merging	merging	NOUN
american_scientific_journal-11572	166	4	of	of	ADP
american_scientific_journal-11572	166	5	two	two	NUM
american_scientific_journal-11572	166	6	different	different	ADJ
american_scientific_journal-11572	166	7	patients	patient	NOUN
american_scientific_journal-11572	166	8	’	'	PUNCT
american_scientific_journal-11572	166	9	records	record	NOUN
american_scientific_journal-11572	166	10	is	be	AUX
american_scientific_journal-11572	166	11	not	not	PART
american_scientific_journal-11572	166	12	only	only	ADV
american_scientific_journal-11572	166	13	a	a	DET
american_scientific_journal-11572	166	14	medical	medical	ADJ
american_scientific_journal-11572	166	15	risk	risk	NOUN
american_scientific_journal-11572	166	16	but	but	CCONJ
american_scientific_journal-11572	166	17	also	also	ADV
american_scientific_journal-11572	166	18	a	a	DET
american_scientific_journal-11572	166	19	legal	legal	ADJ
american_scientific_journal-11572	166	20	issue	issue	NOUN
american_scientific_journal-11572	166	21	,	,	PUNCT
american_scientific_journal-11572	166	22	as	as	SCONJ
american_scientific_journal-11572	166	23	it	it	PRON
american_scientific_journal-11572	166	24	could	could	AUX
american_scientific_journal-11572	166	25	expose	expose	VERB
american_scientific_journal-11572	166	26	one	one	NUM
american_scientific_journal-11572	166	27	person	person	NOUN
american_scientific_journal-11572	166	28	’s	’s	PART
american_scientific_journal-11572	166	29	personal	personal	ADJ
american_scientific_journal-11572	166	30	information	information	NOUN
american_scientific_journal-11572	166	31	within	within	ADP
american_scientific_journal-11572	166	32	another	another	DET
american_scientific_journal-11572	166	33	’s	’s	NOUN
american_scientific_journal-11572	166	34	record	record	NOUN
american_scientific_journal-11572	166	35	,	,	PUNCT
american_scientific_journal-11572	166	36	violating	violate	VERB
american_scientific_journal-11572	166	37	confidentiality	confidentiality	NOUN
american_scientific_journal-11572	166	38	.	.	PUNCT
american_scientific_journal-11572	167	1	therefore	therefore	ADV
american_scientific_journal-11572	167	2	,	,	PUNCT
american_scientific_journal-11572	167	3	most	most	ADJ
american_scientific_journal-11572	167	4	systems	system	NOUN
american_scientific_journal-11572	167	5	are	be	AUX
american_scientific_journal-11572	167	6	configured	configure	VERB
american_scientific_journal-11572	167	7	to	to	PART
american_scientific_journal-11572	167	8	prevent	prevent	VERB
american_scientific_journal-11572	167	9	irreversible	irreversible	ADJ
american_scientific_journal-11572	167	10	merging	merging	NOUN
american_scientific_journal-11572	167	11	without	without	ADP
american_scientific_journal-11572	167	12	human	human	ADJ
american_scientific_journal-11572	167	13	confirmation	confirmation	NOUN
american_scientific_journal-11572	167	14	in	in	ADP
american_scientific_journal-11572	167	15	cases	case	NOUN
american_scientific_journal-11572	167	16	of	of	ADP
american_scientific_journal-11572	167	17	uncertainty	uncertainty	NOUN
american_scientific_journal-11572	167	18	[	[	X
american_scientific_journal-11572	167	19	6	6	NUM
american_scientific_journal-11572	167	20	]	]	PUNCT
american_scientific_journal-11572	167	21	.	.	PUNCT
american_scientific_journal-11572	168	1	american	american	ADJ
american_scientific_journal-11572	168	2	academic	academic	ADJ
american_scientific_journal-11572	168	3	scientific	scientific	ADJ
american_scientific_journal-11572	168	4	research	research	NOUN
american_scientific_journal-11572	168	5	journal	journal	NOUN
american_scientific_journal-11572	168	6	for	for	ADP
american_scientific_journal-11572	168	7	engineering	engineering	NOUN
american_scientific_journal-11572	168	8	,	,	PUNCT
american_scientific_journal-11572	168	9	technology	technology	NOUN
american_scientific_journal-11572	168	10	,	,	PUNCT
american_scientific_journal-11572	168	11	and	and	CCONJ
american_scientific_journal-11572	168	12	sciences	science	NOUN
american_scientific_journal-11572	168	13	(	(	PUNCT
american_scientific_journal-11572	168	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	168	15	)	)	PUNCT
american_scientific_journal-11572	168	16	volume	volume	NOUN
american_scientific_journal-11572	168	17	101	101	NUM
american_scientific_journal-11572	168	18	,	,	PUNCT
american_scientific_journal-11572	168	19	no	no	DET
american_scientific_journal-11572	168	20	1	1	NUM
american_scientific_journal-11572	168	21	,	,	PUNCT
american_scientific_journal-11572	168	22	pp	pp	ADV
american_scientific_journal-11572	168	23	358	358	NUM
american_scientific_journal-11572	168	24	-	-	SYM
american_scientific_journal-11572	168	25	370	370	NUM
american_scientific_journal-11572	168	26	367	367	NUM
american_scientific_journal-11572	168	27	ethical	ethical	ADJ
american_scientific_journal-11572	168	28	considerations	consideration	NOUN
american_scientific_journal-11572	168	29	also	also	ADV
american_scientific_journal-11572	168	30	include	include	VERB
american_scientific_journal-11572	168	31	algorithmic	algorithmic	ADJ
american_scientific_journal-11572	168	32	fairness	fairness	NOUN
american_scientific_journal-11572	168	33	,	,	PUNCT
american_scientific_journal-11572	168	34	ensuring	ensure	VERB
american_scientific_journal-11572	168	35	that	that	SCONJ
american_scientific_journal-11572	168	36	ai	ai	PROPN
american_scientific_journal-11572	168	37	models	model	NOUN
american_scientific_journal-11572	168	38	function	function	VERB
american_scientific_journal-11572	168	39	correctly	correctly	ADV
american_scientific_journal-11572	168	40	across	across	ADP
american_scientific_journal-11572	168	41	all	all	DET
american_scientific_journal-11572	168	42	population	population	NOUN
american_scientific_journal-11572	168	43	groups	group	NOUN
american_scientific_journal-11572	168	44	.	.	PUNCT
american_scientific_journal-11572	169	1	if	if	SCONJ
american_scientific_journal-11572	169	2	an	an	DET
american_scientific_journal-11572	169	3	algorithm	algorithm	NOUN
american_scientific_journal-11572	169	4	is	be	AUX
american_scientific_journal-11572	169	5	trained	train	VERB
american_scientific_journal-11572	169	6	on	on	ADP
american_scientific_journal-11572	169	7	data	datum	NOUN
american_scientific_journal-11572	169	8	that	that	PRON
american_scientific_journal-11572	169	9	does	do	AUX
american_scientific_journal-11572	169	10	not	not	PART
american_scientific_journal-11572	169	11	account	account	VERB
american_scientific_journal-11572	169	12	for	for	ADP
american_scientific_journal-11572	169	13	naming	name	VERB
american_scientific_journal-11572	169	14	conventions	convention	NOUN
american_scientific_journal-11572	169	15	among	among	ADP
american_scientific_journal-11572	169	16	minority	minority	NOUN
american_scientific_journal-11572	169	17	populations	population	NOUN
american_scientific_journal-11572	169	18	,	,	PUNCT
american_scientific_journal-11572	169	19	it	it	PRON
american_scientific_journal-11572	169	20	may	may	AUX
american_scientific_journal-11572	169	21	result	result	VERB
american_scientific_journal-11572	169	22	in	in	ADP
american_scientific_journal-11572	169	23	a	a	DET
american_scientific_journal-11572	169	24	higher	high	ADJ
american_scientific_journal-11572	169	25	incidence	incidence	NOUN
american_scientific_journal-11572	169	26	of	of	ADP
american_scientific_journal-11572	169	27	duplicate	duplicate	ADJ
american_scientific_journal-11572	169	28	records	record	NOUN
american_scientific_journal-11572	169	29	or	or	CCONJ
american_scientific_journal-11572	169	30	false	false	ADJ
american_scientific_journal-11572	169	31	matches	match	NOUN
american_scientific_journal-11572	169	32	for	for	ADP
american_scientific_journal-11572	169	33	these	these	DET
american_scientific_journal-11572	169	34	groups	group	NOUN
american_scientific_journal-11572	169	35	,	,	PUNCT
american_scientific_journal-11572	169	36	ultimately	ultimately	ADV
american_scientific_journal-11572	169	37	leading	lead	VERB
american_scientific_journal-11572	169	38	to	to	ADP
american_scientific_journal-11572	169	39	lower	low	ADJ
american_scientific_journal-11572	169	40	quality	quality	NOUN
american_scientific_journal-11572	169	41	of	of	ADP
american_scientific_journal-11572	169	42	care	care	NOUN
american_scientific_journal-11572	169	43	.	.	PUNCT
american_scientific_journal-11572	170	1	consequently	consequently	ADV
american_scientific_journal-11572	170	2	,	,	PUNCT
american_scientific_journal-11572	170	3	ai	ai	AUX
american_scientific_journal-11572	170	4	implementation	implementation	NOUN
american_scientific_journal-11572	170	5	involves	involve	VERB
american_scientific_journal-11572	170	6	rigorous	rigorous	ADJ
american_scientific_journal-11572	170	7	testing	testing	NOUN
american_scientific_journal-11572	170	8	across	across	ADP
american_scientific_journal-11572	170	9	diverse	diverse	ADJ
american_scientific_journal-11572	170	10	demographic	demographic	ADJ
american_scientific_journal-11572	170	11	subgroups	subgroup	NOUN
american_scientific_journal-11572	170	12	.	.	PUNCT
american_scientific_journal-11572	171	1	transparency	transparency	NOUN
american_scientific_journal-11572	171	2	is	be	AUX
american_scientific_journal-11572	171	3	another	another	DET
american_scientific_journal-11572	171	4	critical	critical	ADJ
american_scientific_journal-11572	171	5	concern	concern	NOUN
american_scientific_journal-11572	171	6	,	,	PUNCT
american_scientific_journal-11572	171	7	as	as	SCONJ
american_scientific_journal-11572	171	8	both	both	CCONJ
american_scientific_journal-11572	171	9	the	the	DET
american_scientific_journal-11572	171	10	medical	medical	ADJ
american_scientific_journal-11572	171	11	community	community	NOUN
american_scientific_journal-11572	171	12	and	and	CCONJ
american_scientific_journal-11572	171	13	patients	patient	NOUN
american_scientific_journal-11572	171	14	need	need	VERB
american_scientific_journal-11572	171	15	to	to	PART
american_scientific_journal-11572	171	16	understand	understand	VERB
american_scientific_journal-11572	171	17	how	how	SCONJ
american_scientific_journal-11572	171	18	decisions	decision	NOUN
american_scientific_journal-11572	171	19	regarding	regard	VERB
american_scientific_journal-11572	171	20	record	record	NOUN
american_scientific_journal-11572	171	21	merging	merging	NOUN
american_scientific_journal-11572	171	22	are	be	AUX
american_scientific_journal-11572	171	23	made	make	VERB
american_scientific_journal-11572	171	24	.	.	PUNCT
american_scientific_journal-11572	172	1	modern	modern	ADJ
american_scientific_journal-11572	172	2	regulatory	regulatory	ADJ
american_scientific_journal-11572	172	3	trends	trend	NOUN
american_scientific_journal-11572	172	4	,	,	PUNCT
american_scientific_journal-11572	172	5	such	such	ADJ
american_scientific_journal-11572	172	6	as	as	ADP
american_scientific_journal-11572	172	7	fda	fda	PROPN
american_scientific_journal-11572	172	8	requirements	requirement	NOUN
american_scientific_journal-11572	172	9	for	for	ADP
american_scientific_journal-11572	172	10	ai	ai	PROPN
american_scientific_journal-11572	172	11	in	in	ADP
american_scientific_journal-11572	172	12	healthcare	healthcare	NOUN
american_scientific_journal-11572	172	13	,	,	PUNCT
american_scientific_journal-11572	172	14	encourage	encourage	VERB
american_scientific_journal-11572	172	15	the	the	DET
american_scientific_journal-11572	172	16	development	development	NOUN
american_scientific_journal-11572	172	17	of	of	ADP
american_scientific_journal-11572	172	18	explainable	explainable	ADJ
american_scientific_journal-11572	172	19	models	model	NOUN
american_scientific_journal-11572	172	20	that	that	PRON
american_scientific_journal-11572	172	21	allow	allow	VERB
american_scientific_journal-11572	172	22	tracking	tracking	NOUN
american_scientific_journal-11572	172	23	of	of	ADP
american_scientific_journal-11572	172	24	which	which	PRON
american_scientific_journal-11572	172	25	fields	field	NOUN
american_scientific_journal-11572	172	26	influenced	influence	VERB
american_scientific_journal-11572	172	27	a	a	DET
american_scientific_journal-11572	172	28	matching	matching	NOUN
american_scientific_journal-11572	172	29	decision	decision	NOUN
american_scientific_journal-11572	172	30	.	.	PUNCT
american_scientific_journal-11572	173	1	4	4	X
american_scientific_journal-11572	173	2	.	.	X
american_scientific_journal-11572	173	3	implementation	implementation	NOUN
american_scientific_journal-11572	173	4	of	of	ADP
american_scientific_journal-11572	173	5	solutions	solution	NOUN
american_scientific_journal-11572	173	6	and	and	CCONJ
american_scientific_journal-11572	173	7	enterprise	enterprise	NOUN
american_scientific_journal-11572	173	8	-	-	PUNCT
american_scientific_journal-11572	173	9	level	level	NOUN
american_scientific_journal-11572	173	10	management	management	NOUN
american_scientific_journal-11572	173	11	for	for	ADP
american_scientific_journal-11572	173	12	successful	successful	ADJ
american_scientific_journal-11572	173	13	ehr	ehr	NOUN
american_scientific_journal-11572	173	14	deduplication	deduplication	NOUN
american_scientific_journal-11572	173	15	,	,	PUNCT
american_scientific_journal-11572	173	16	healthcare	healthcare	PROPN
american_scientific_journal-11572	173	17	management	management	NOUN
american_scientific_journal-11572	173	18	must	must	AUX
american_scientific_journal-11572	173	19	adopt	adopt	VERB
american_scientific_journal-11572	173	20	a	a	DET
american_scientific_journal-11572	173	21	comprehensive	comprehensive	ADJ
american_scientific_journal-11572	173	22	approach	approach	NOUN
american_scientific_journal-11572	173	23	—	—	PUNCT
american_scientific_journal-11572	173	24	this	this	PRON
american_scientific_journal-11572	173	25	is	be	AUX
american_scientific_journal-11572	173	26	not	not	PART
american_scientific_journal-11572	173	27	merely	merely	ADV
american_scientific_journal-11572	173	28	software	software	NOUN
american_scientific_journal-11572	173	29	installation	installation	NOUN
american_scientific_journal-11572	173	30	but	but	CCONJ
american_scientific_journal-11572	173	31	a	a	DET
american_scientific_journal-11572	173	32	process	process	NOUN
american_scientific_journal-11572	173	33	transformation	transformation	NOUN
american_scientific_journal-11572	173	34	.	.	PUNCT
american_scientific_journal-11572	174	1	gartner	gartner	PROPN
american_scientific_journal-11572	174	2	recommends	recommend	VERB
american_scientific_journal-11572	174	3	starting	start	VERB
american_scientific_journal-11572	174	4	with	with	ADP
american_scientific_journal-11572	174	5	an	an	DET
american_scientific_journal-11572	174	6	assessment	assessment	NOUN
american_scientific_journal-11572	174	7	of	of	ADP
american_scientific_journal-11572	174	8	the	the	DET
american_scientific_journal-11572	174	9	current	current	ADJ
american_scientific_journal-11572	174	10	state	state	NOUN
american_scientific_journal-11572	174	11	:	:	PUNCT
american_scientific_journal-11572	174	12	calculating	calculate	VERB
american_scientific_journal-11572	174	13	the	the	DET
american_scientific_journal-11572	174	14	baseline	baseline	NOUN
american_scientific_journal-11572	174	15	duplicate	duplicate	NOUN
american_scientific_journal-11572	174	16	rate	rate	NOUN
american_scientific_journal-11572	174	17	and	and	CCONJ
american_scientific_journal-11572	174	18	analyzing	analyze	VERB
american_scientific_journal-11572	174	19	the	the	DET
american_scientific_journal-11572	174	20	causes	cause	NOUN
american_scientific_journal-11572	174	21	of	of	ADP
american_scientific_journal-11572	174	22	duplication	duplication	NOUN
american_scientific_journal-11572	174	23	,	,	PUNCT
american_scientific_journal-11572	174	24	such	such	ADJ
american_scientific_journal-11572	174	25	as	as	ADP
american_scientific_journal-11572	174	26	registration	registration	NOUN
american_scientific_journal-11572	174	27	processes	process	NOUN
american_scientific_journal-11572	174	28	or	or	CCONJ
american_scientific_journal-11572	174	29	database	database	NOUN
american_scientific_journal-11572	174	30	merging	merge	VERB
american_scientific_journal-11572	174	31	after	after	ADP
american_scientific_journal-11572	174	32	clinic	clinic	NOUN
american_scientific_journal-11572	174	33	acquisitions	acquisition	NOUN
american_scientific_journal-11572	174	34	.	.	PUNCT
american_scientific_journal-11572	175	1	a	a	DET
american_scientific_journal-11572	175	2	data	data	NOUN
american_scientific_journal-11572	175	3	quality	quality	NOUN
american_scientific_journal-11572	175	4	management	management	NOUN
american_scientific_journal-11572	175	5	task	task	NOUN
american_scientific_journal-11572	175	6	force	force	NOUN
american_scientific_journal-11572	175	7	should	should	AUX
american_scientific_journal-11572	175	8	then	then	ADV
american_scientific_journal-11572	175	9	be	be	AUX
american_scientific_journal-11572	175	10	established	establish	VERB
american_scientific_journal-11572	175	11	,	,	PUNCT
american_scientific_journal-11572	175	12	comprising	comprise	VERB
american_scientific_journal-11572	175	13	it	it	PRON
american_scientific_journal-11572	175	14	specialists	specialist	NOUN
american_scientific_journal-11572	175	15	,	,	PUNCT
american_scientific_journal-11572	175	16	representatives	representative	NOUN
american_scientific_journal-11572	175	17	from	from	ADP
american_scientific_journal-11572	175	18	the	the	DET
american_scientific_journal-11572	175	19	health	health	NOUN
american_scientific_journal-11572	175	20	information	information	NOUN
american_scientific_journal-11572	175	21	management	management	NOUN
american_scientific_journal-11572	175	22	(	(	PUNCT
american_scientific_journal-11572	175	23	him	he	PRON
american_scientific_journal-11572	175	24	)	)	PUNCT
american_scientific_journal-11572	175	25	department	department	NOUN
american_scientific_journal-11572	175	26	,	,	PUNCT
american_scientific_journal-11572	175	27	and	and	CCONJ
american_scientific_journal-11572	175	28	clinical	clinical	ADJ
american_scientific_journal-11572	175	29	users	user	NOUN
american_scientific_journal-11572	175	30	.	.	PUNCT
american_scientific_journal-11572	176	1	this	this	DET
american_scientific_journal-11572	176	2	group	group	NOUN
american_scientific_journal-11572	176	3	defines	define	VERB
american_scientific_journal-11572	176	4	the	the	DET
american_scientific_journal-11572	176	5	requirements	requirement	NOUN
american_scientific_journal-11572	176	6	for	for	ADP
american_scientific_journal-11572	176	7	the	the	DET
american_scientific_journal-11572	176	8	deduplication	deduplication	NOUN
american_scientific_journal-11572	176	9	system	system	NOUN
american_scientific_journal-11572	176	10	.	.	PUNCT
american_scientific_journal-11572	177	1	for	for	ADP
american_scientific_journal-11572	177	2	example	example	NOUN
american_scientific_journal-11572	177	3	,	,	PUNCT
american_scientific_journal-11572	177	4	determining	determine	VERB
american_scientific_journal-11572	177	5	whether	whether	SCONJ
american_scientific_journal-11572	177	6	integration	integration	NOUN
american_scientific_journal-11572	177	7	between	between	ADP
american_scientific_journal-11572	177	8	various	various	ADJ
american_scientific_journal-11572	177	9	information	information	NOUN
american_scientific_journal-11572	177	10	systems	system	NOUN
american_scientific_journal-11572	177	11	(	(	PUNCT
american_scientific_journal-11572	177	12	ehr	ehr	NOUN
american_scientific_journal-11572	177	13	,	,	PUNCT
american_scientific_journal-11572	177	14	lis	li	NOUN
american_scientific_journal-11572	177	15	,	,	PUNCT
american_scientific_journal-11572	177	16	registration	registration	NOUN
american_scientific_journal-11572	177	17	systems	system	NOUN
american_scientific_journal-11572	177	18	)	)	PUNCT
american_scientific_journal-11572	177	19	is	be	AUX
american_scientific_journal-11572	177	20	necessary	necessary	ADJ
american_scientific_journal-11572	177	21	—	—	PUNCT
american_scientific_journal-11572	177	22	often	often	ADV
american_scientific_journal-11572	177	23	,	,	PUNCT
american_scientific_journal-11572	177	24	a	a	DET
american_scientific_journal-11572	177	25	unified	unified	ADJ
american_scientific_journal-11572	177	26	empi	empi	NOUN
american_scientific_journal-11572	177	27	at	at	ADP
american_scientific_journal-11572	177	28	the	the	DET
american_scientific_journal-11572	177	29	organizational	organizational	ADJ
american_scientific_journal-11572	177	30	or	or	CCONJ
american_scientific_journal-11572	177	31	holding	holding	NOUN
american_scientific_journal-11572	177	32	level	level	NOUN
american_scientific_journal-11572	177	33	is	be	AUX
american_scientific_journal-11572	177	34	required	require	VERB
american_scientific_journal-11572	177	35	.	.	PUNCT
american_scientific_journal-11572	178	1	the	the	DET
american_scientific_journal-11572	178	2	next	next	ADJ
american_scientific_journal-11572	178	3	step	step	NOUN
american_scientific_journal-11572	178	4	is	be	AUX
american_scientific_journal-11572	178	5	evaluating	evaluate	VERB
american_scientific_journal-11572	178	6	options	option	NOUN
american_scientific_journal-11572	178	7	:	:	PUNCT
american_scientific_journal-11572	178	8	improving	improve	VERB
american_scientific_journal-11572	178	9	existing	exist	VERB
american_scientific_journal-11572	178	10	algorithms	algorithm	NOUN
american_scientific_journal-11572	178	11	(	(	PUNCT
american_scientific_journal-11572	178	12	adjustments	adjustment	NOUN
american_scientific_journal-11572	178	13	,	,	PUNCT
american_scientific_journal-11572	178	14	staff	staff	NOUN
american_scientific_journal-11572	178	15	training	training	NOUN
american_scientific_journal-11572	178	16	)	)	PUNCT
american_scientific_journal-11572	178	17	versus	versus	ADP
american_scientific_journal-11572	178	18	implementing	implement	VERB
american_scientific_journal-11572	178	19	a	a	DET
american_scientific_journal-11572	178	20	new	new	ADJ
american_scientific_journal-11572	178	21	solution	solution	NOUN
american_scientific_journal-11572	178	22	(	(	PUNCT
american_scientific_journal-11572	178	23	purchasing	purchase	VERB
american_scientific_journal-11572	178	24	an	an	DET
american_scientific_journal-11572	178	25	empi	empi	PROPN
american_scientific_journal-11572	178	26	product	product	NOUN
american_scientific_journal-11572	178	27	or	or	CCONJ
american_scientific_journal-11572	178	28	ai	ai	NOUN
american_scientific_journal-11572	178	29	-	-	PUNCT
american_scientific_journal-11572	178	30	based	base	VERB
american_scientific_journal-11572	178	31	service	service	NOUN
american_scientific_journal-11572	178	32	)	)	PUNCT
american_scientific_journal-11572	178	33	.	.	PUNCT
american_scientific_journal-11572	179	1	empi	empi	PROPN
american_scientific_journal-11572	179	2	implementation	implementation	NOUN
american_scientific_journal-11572	179	3	typically	typically	ADV
american_scientific_journal-11572	179	4	involves	involve	VERB
american_scientific_journal-11572	179	5	migrating	migrating	NOUN
american_scientific_journal-11572	179	6	and	and	CCONJ
american_scientific_journal-11572	179	7	cleansing	cleanse	VERB
american_scientific_journal-11572	179	8	existing	exist	VERB
american_scientific_journal-11572	179	9	data	datum	NOUN
american_scientific_journal-11572	179	10	.	.	PUNCT
american_scientific_journal-11572	180	1	vendors	vendor	NOUN
american_scientific_journal-11572	180	2	such	such	ADJ
american_scientific_journal-11572	180	3	as	as	ADP
american_scientific_journal-11572	180	4	ibm	ibm	PROPN
american_scientific_journal-11572	180	5	,	,	PUNCT
american_scientific_journal-11572	180	6	just	just	ADV
american_scientific_journal-11572	180	7	associates	associate	NOUN
american_scientific_journal-11572	180	8	,	,	PUNCT
american_scientific_journal-11572	180	9	and	and	CCONJ
american_scientific_journal-11572	180	10	iron	iron	NOUN
american_scientific_journal-11572	180	11	mountain	mountain	NOUN
american_scientific_journal-11572	180	12	offer	offer	NOUN
american_scientific_journal-11572	180	13	one	one	NUM
american_scientific_journal-11572	180	14	-	-	PUNCT
american_scientific_journal-11572	180	15	time	time	NOUN
american_scientific_journal-11572	180	16	data	datum	NOUN
american_scientific_journal-11572	180	17	cleansing	cleansing	NOUN
american_scientific_journal-11572	180	18	services	service	NOUN
american_scientific_journal-11572	180	19	,	,	PUNCT
american_scientific_journal-11572	180	20	which	which	PRON
american_scientific_journal-11572	180	21	include	include	VERB
american_scientific_journal-11572	180	22	analyzing	analyze	VERB
american_scientific_journal-11572	180	23	the	the	DET
american_scientific_journal-11572	180	24	entire	entire	ADJ
american_scientific_journal-11572	180	25	database	database	NOUN
american_scientific_journal-11572	180	26	,	,	PUNCT
american_scientific_journal-11572	180	27	identifying	identify	VERB
american_scientific_journal-11572	180	28	duplicates	duplicate	NOUN
american_scientific_journal-11572	180	29	,	,	PUNCT
american_scientific_journal-11572	180	30	and	and	CCONJ
american_scientific_journal-11572	180	31	merging	merge	VERB
american_scientific_journal-11572	180	32	records	record	NOUN
american_scientific_journal-11572	180	33	into	into	ADP
american_scientific_journal-11572	180	34	a	a	DET
american_scientific_journal-11572	180	35	master	master	NOUN
american_scientific_journal-11572	180	36	index	index	NOUN
american_scientific_journal-11572	180	37	.	.	PUNCT
american_scientific_journal-11572	181	1	for	for	ADP
american_scientific_journal-11572	181	2	instance	instance	NOUN
american_scientific_journal-11572	181	3	,	,	PUNCT
american_scientific_journal-11572	181	4	children	child	NOUN
american_scientific_journal-11572	181	5	's	's	PART
american_scientific_journal-11572	181	6	medical	medical	ADJ
american_scientific_journal-11572	181	7	center	center	NOUN
american_scientific_journal-11572	181	8	in	in	ADP
american_scientific_journal-11572	181	9	dallas	dallas	PROPN
american_scientific_journal-11572	181	10	reported	report	VERB
american_scientific_journal-11572	181	11	that	that	SCONJ
american_scientific_journal-11572	181	12	an	an	DET
american_scientific_journal-11572	181	13	audit	audit	NOUN
american_scientific_journal-11572	181	14	revealed	reveal	VERB
american_scientific_journal-11572	181	15	approximately	approximately	ADV
american_scientific_journal-11572	181	16	4	4	NUM
american_scientific_journal-11572	181	17	%	%	NOUN
american_scientific_journal-11572	181	18	of	of	ADP
american_scientific_journal-11572	181	19	cases	case	NOUN
american_scientific_journal-11572	181	20	where	where	SCONJ
american_scientific_journal-11572	181	21	duplicate	duplicate	ADJ
american_scientific_journal-11572	181	22	records	record	NOUN
american_scientific_journal-11572	181	23	affected	affect	VERB
american_scientific_journal-11572	181	24	treatment	treatment	NOUN
american_scientific_journal-11572	181	25	[	[	X
american_scientific_journal-11572	181	26	1	1	NUM
american_scientific_journal-11572	181	27	]	]	PUNCT
american_scientific_journal-11572	181	28	.	.	PUNCT
american_scientific_journal-11572	182	1	as	as	ADP
american_scientific_journal-11572	182	2	a	a	DET
american_scientific_journal-11572	182	3	result	result	NOUN
american_scientific_journal-11572	182	4	,	,	PUNCT
american_scientific_journal-11572	182	5	a	a	DET
american_scientific_journal-11572	182	6	large	large	ADJ
american_scientific_journal-11572	182	7	-	-	PUNCT
american_scientific_journal-11572	182	8	scale	scale	NOUN
american_scientific_journal-11572	182	9	cleanup	cleanup	NOUN
american_scientific_journal-11572	182	10	was	be	AUX
american_scientific_journal-11572	182	11	conducted	conduct	VERB
american_scientific_journal-11572	182	12	with	with	ADP
american_scientific_journal-11572	182	13	external	external	ADJ
american_scientific_journal-11572	182	14	consultants	consultant	NOUN
american_scientific_journal-11572	182	15	,	,	PUNCT
american_scientific_journal-11572	182	16	eliminating	eliminate	VERB
american_scientific_journal-11572	182	17	these	these	DET
american_scientific_journal-11572	182	18	cases	case	NOUN
american_scientific_journal-11572	182	19	and	and	CCONJ
american_scientific_journal-11572	182	20	establishing	establish	VERB
american_scientific_journal-11572	182	21	processes	process	NOUN
american_scientific_journal-11572	182	22	to	to	PART
american_scientific_journal-11572	182	23	prevent	prevent	VERB
american_scientific_journal-11572	182	24	future	future	ADJ
american_scientific_journal-11572	182	25	duplications	duplication	NOUN
american_scientific_journal-11572	182	26	.	.	PUNCT
american_scientific_journal-11572	183	1	after	after	ADP
american_scientific_journal-11572	183	2	data	data	NOUN
american_scientific_journal-11572	183	3	cleansing	cleansing	NOUN
american_scientific_journal-11572	183	4	,	,	PUNCT
american_scientific_journal-11572	183	5	integrating	integrate	VERB
american_scientific_journal-11572	183	6	the	the	DET
american_scientific_journal-11572	183	7	solution	solution	NOUN
american_scientific_journal-11572	183	8	into	into	ADP
american_scientific_journal-11572	183	9	the	the	DET
american_scientific_journal-11572	183	10	workflow	workflow	NOUN
american_scientific_journal-11572	183	11	is	be	AUX
american_scientific_journal-11572	183	12	crucial	crucial	ADJ
american_scientific_journal-11572	183	13	.	.	PUNCT
american_scientific_journal-11572	184	1	new	new	ADJ
american_scientific_journal-11572	184	2	patient	patient	ADJ
american_scientific_journal-11572	184	3	registrations	registration	NOUN
american_scientific_journal-11572	184	4	should	should	AUX
american_scientific_journal-11572	184	5	be	be	AUX
american_scientific_journal-11572	184	6	automatically	automatically	ADV
american_scientific_journal-11572	184	7	checked	check	VERB
american_scientific_journal-11572	184	8	for	for	ADP
american_scientific_journal-11572	184	9	duplicates	duplicate	NOUN
american_scientific_journal-11572	184	10	.	.	PUNCT
american_scientific_journal-11572	185	1	if	if	SCONJ
american_scientific_journal-11572	185	2	an	an	DET
american_scientific_journal-11572	185	3	ai	ai	NOUN
american_scientific_journal-11572	185	4	-	-	PUNCT
american_scientific_journal-11572	185	5	based	base	VERB
american_scientific_journal-11572	185	6	service	service	NOUN
american_scientific_journal-11572	185	7	is	be	AUX
american_scientific_journal-11572	185	8	used	use	VERB
american_scientific_journal-11572	185	9	,	,	PUNCT
american_scientific_journal-11572	185	10	data	datum	NOUN
american_scientific_journal-11572	185	11	exchange	exchange	NOUN
american_scientific_journal-11572	185	12	must	must	AUX
american_scientific_journal-11572	185	13	be	be	AUX
american_scientific_journal-11572	185	14	configured	configure	VERB
american_scientific_journal-11572	185	15	(	(	PUNCT
american_scientific_journal-11572	185	16	e.g.	e.g.	ADV
american_scientific_journal-11572	185	17	,	,	PUNCT
american_scientific_journal-11572	185	18	via	via	ADP
american_scientific_journal-11572	185	19	api	api	NOUN
american_scientific_journal-11572	185	20	)	)	PUNCT
american_scientific_journal-11572	185	21	,	,	PUNCT
american_scientific_journal-11572	185	22	where	where	SCONJ
american_scientific_journal-11572	185	23	the	the	DET
american_scientific_journal-11572	185	24	system	system	NOUN
american_scientific_journal-11572	185	25	sends	send	VERB
american_scientific_journal-11572	185	26	a	a	DET
american_scientific_journal-11572	185	27	query	query	NOUN
american_scientific_journal-11572	185	28	with	with	ADP
american_scientific_journal-11572	185	29	patient	patient	ADJ
american_scientific_journal-11572	185	30	data	datum	NOUN
american_scientific_journal-11572	185	31	and	and	CCONJ
american_scientific_journal-11572	185	32	receives	receive	VERB
american_scientific_journal-11572	185	33	either	either	CCONJ
american_scientific_journal-11572	185	34	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	185	35	matches	match	NOUN
american_scientific_journal-11572	185	36	or	or	CCONJ
american_scientific_journal-11572	185	37	a	a	DET
american_scientific_journal-11572	185	38	unique	unique	ADJ
american_scientific_journal-11572	185	39	i	i	PRON
american_scientific_journal-11572	185	40	d.	d.	NOUN
american_scientific_journal-11572	185	41	this	this	DET
american_scientific_journal-11572	185	42	process	process	NOUN
american_scientific_journal-11572	185	43	should	should	AUX
american_scientific_journal-11572	185	44	occur	occur	VERB
american_scientific_journal-11572	185	45	in	in	ADP
american_scientific_journal-11572	185	46	real	real	ADJ
american_scientific_journal-11572	185	47	time	time	NOUN
american_scientific_journal-11572	185	48	or	or	CCONJ
american_scientific_journal-11572	185	49	as	as	ADV
american_scientific_journal-11572	185	50	close	close	ADJ
american_scientific_journal-11572	185	51	to	to	ADP
american_scientific_journal-11572	185	52	real	real	ADJ
american_scientific_journal-11572	185	53	time	time	NOUN
american_scientific_journal-11572	185	54	as	as	ADP
american_scientific_journal-11572	185	55	possible	possible	ADJ
american_scientific_journal-11572	185	56	to	to	PART
american_scientific_journal-11572	185	57	avoid	avoid	VERB
american_scientific_journal-11572	185	58	delays	delay	NOUN
american_scientific_journal-11572	185	59	in	in	ADP
american_scientific_journal-11572	185	60	patient	patient	ADJ
american_scientific_journal-11572	185	61	service	service	NOUN
american_scientific_journal-11572	185	62	.	.	PUNCT
american_scientific_journal-11572	186	1	staff	staff	NOUN
american_scientific_journal-11572	186	2	training	training	NOUN
american_scientific_journal-11572	186	3	is	be	AUX
american_scientific_journal-11572	186	4	a	a	DET
american_scientific_journal-11572	186	5	key	key	ADJ
american_scientific_journal-11572	186	6	management	management	NOUN
american_scientific_journal-11572	186	7	factor	factor	NOUN
american_scientific_journal-11572	186	8	.	.	PUNCT
american_scientific_journal-11572	187	1	even	even	ADV
american_scientific_journal-11572	187	2	the	the	DET
american_scientific_journal-11572	187	3	most	most	ADV
american_scientific_journal-11572	187	4	advanced	advanced	ADJ
american_scientific_journal-11572	187	5	technology	technology	NOUN
american_scientific_journal-11572	187	6	will	will	AUX
american_scientific_journal-11572	187	7	be	be	AUX
american_scientific_journal-11572	187	8	ineffective	ineffective	ADJ
american_scientific_journal-11572	187	9	if	if	SCONJ
american_scientific_journal-11572	187	10	registration	registration	NOUN
american_scientific_journal-11572	187	11	personnel	personnel	NOUN
american_scientific_journal-11572	187	12	ignore	ignore	VERB
american_scientific_journal-11572	187	13	system	system	NOUN
american_scientific_journal-11572	187	14	prompts	prompt	NOUN
american_scientific_journal-11572	187	15	or	or	CCONJ
american_scientific_journal-11572	187	16	incorrectly	incorrectly	ADV
american_scientific_journal-11572	187	17	select	select	ADJ
american_scientific_journal-11572	187	18	records	record	NOUN
american_scientific_journal-11572	187	19	.	.	PUNCT
american_scientific_journal-11572	188	1	therefore	therefore	ADV
american_scientific_journal-11572	188	2	,	,	PUNCT
american_scientific_journal-11572	188	3	when	when	SCONJ
american_scientific_journal-11572	188	4	new	new	ADJ
american_scientific_journal-11572	188	5	algorithms	algorithm	NOUN
american_scientific_journal-11572	188	6	are	be	AUX
american_scientific_journal-11572	188	7	implemented	implement	VERB
american_scientific_journal-11572	188	8	,	,	PUNCT
american_scientific_journal-11572	188	9	training	training	NOUN
american_scientific_journal-11572	188	10	sessions	session	NOUN
american_scientific_journal-11572	188	11	are	be	AUX
american_scientific_journal-11572	188	12	conducted	conduct	VERB
american_scientific_journal-11572	188	13	to	to	PART
american_scientific_journal-11572	188	14	explain	explain	VERB
american_scientific_journal-11572	188	15	how	how	SCONJ
american_scientific_journal-11572	188	16	the	the	DET
american_scientific_journal-11572	188	17	system	system	NOUN
american_scientific_journal-11572	188	18	flags	flag	VERB
american_scientific_journal-11572	188	19	potential	potential	ADJ
american_scientific_journal-11572	188	20	duplicates	duplicate	NOUN
american_scientific_journal-11572	188	21	,	,	PUNCT
american_scientific_journal-11572	188	22	how	how	SCONJ
american_scientific_journal-11572	188	23	to	to	PART
american_scientific_journal-11572	188	24	correctly	correctly	ADV
american_scientific_journal-11572	188	25	select	select	VERB
american_scientific_journal-11572	188	26	from	from	ADP
american_scientific_journal-11572	188	27	the	the	DET
american_scientific_journal-11572	188	28	list	list	NOUN
american_scientific_journal-11572	188	29	of	of	ADP
american_scientific_journal-11572	188	30	matches	match	NOUN
american_scientific_journal-11572	188	31	,	,	PUNCT
american_scientific_journal-11572	188	32	and	and	CCONJ
american_scientific_journal-11572	188	33	what	what	PRON
american_scientific_journal-11572	188	34	to	to	PART
american_scientific_journal-11572	188	35	do	do	VERB
american_scientific_journal-11572	188	36	in	in	ADP
american_scientific_journal-11572	188	37	case	case	NOUN
american_scientific_journal-11572	188	38	of	of	ADP
american_scientific_journal-11572	188	39	uncertainty	uncertainty	NOUN
american_scientific_journal-11572	188	40	(	(	PUNCT
american_scientific_journal-11572	188	41	typically	typically	ADV
american_scientific_journal-11572	188	42	,	,	PUNCT
american_scientific_journal-11572	188	43	avoid	avoid	VERB
american_scientific_journal-11572	188	44	creating	create	VERB
american_scientific_journal-11572	188	45	a	a	DET
american_scientific_journal-11572	188	46	new	new	ADJ
american_scientific_journal-11572	188	47	record	record	NOUN
american_scientific_journal-11572	188	48	and	and	CCONJ
american_scientific_journal-11572	188	49	escalate	escalate	VERB
american_scientific_journal-11572	188	50	the	the	DET
american_scientific_journal-11572	188	51	issue	issue	NOUN
american_scientific_journal-11572	188	52	to	to	ADP
american_scientific_journal-11572	188	53	a	a	DET
american_scientific_journal-11572	188	54	responsible	responsible	ADJ
american_scientific_journal-11572	188	55	specialist	specialist	NOUN
american_scientific_journal-11572	188	56	)	)	PUNCT
american_scientific_journal-11572	188	57	.	.	PUNCT
american_scientific_journal-11572	189	1	clinical	clinical	ADJ
american_scientific_journal-11572	189	2	staff	staff	NOUN
american_scientific_journal-11572	189	3	are	be	AUX
american_scientific_journal-11572	189	4	also	also	ADV
american_scientific_journal-11572	189	5	involved	involve	VERB
american_scientific_journal-11572	189	6	—	—	PUNCT
american_scientific_journal-11572	189	7	doctors	doctor	NOUN
american_scientific_journal-11572	189	8	and	and	CCONJ
american_scientific_journal-11572	189	9	nurses	nurse	NOUN
american_scientific_journal-11572	189	10	should	should	AUX
american_scientific_journal-11572	189	11	report	report	VERB
american_scientific_journal-11572	189	12	if	if	SCONJ
american_scientific_journal-11572	189	13	they	they	PRON
american_scientific_journal-11572	189	14	notice	notice	VERB
american_scientific_journal-11572	189	15	fragmented	fragmented	ADJ
american_scientific_journal-11572	189	16	data	datum	NOUN
american_scientific_journal-11572	189	17	for	for	ADP
american_scientific_journal-11572	189	18	the	the	DET
american_scientific_journal-11572	189	19	same	same	ADJ
american_scientific_journal-11572	189	20	patient	patient	NOUN
american_scientific_journal-11572	189	21	within	within	ADP
american_scientific_journal-11572	189	22	the	the	DET
american_scientific_journal-11572	189	23	system	system	NOUN
american_scientific_journal-11572	189	24	,	,	PUNCT
american_scientific_journal-11572	189	25	such	such	ADJ
american_scientific_journal-11572	189	26	as	as	ADP
american_scientific_journal-11572	189	27	duplicate	duplicate	ADJ
american_scientific_journal-11572	189	28	documents	document	NOUN
american_scientific_journal-11572	189	29	.	.	PUNCT
american_scientific_journal-11572	190	1	establishing	establish	VERB
american_scientific_journal-11572	190	2	a	a	DET
american_scientific_journal-11572	190	3	data	datum	NOUN
american_scientific_journal-11572	190	4	quality	quality	NOUN
american_scientific_journal-11572	190	5	culture	culture	NOUN
american_scientific_journal-11572	190	6	is	be	AUX
american_scientific_journal-11572	190	7	an	an	DET
american_scientific_journal-11572	190	8	essential	essential	ADJ
american_scientific_journal-11572	190	9	part	part	NOUN
american_scientific_journal-11572	190	10	of	of	ADP
american_scientific_journal-11572	190	11	corporate	corporate	ADJ
american_scientific_journal-11572	190	12	governance	governance	NOUN
american_scientific_journal-11572	190	13	.	.	PUNCT
american_scientific_journal-11572	191	1	american	american	ADJ
american_scientific_journal-11572	191	2	academic	academic	ADJ
american_scientific_journal-11572	191	3	scientific	scientific	ADJ
american_scientific_journal-11572	191	4	research	research	NOUN
american_scientific_journal-11572	191	5	journal	journal	NOUN
american_scientific_journal-11572	191	6	for	for	ADP
american_scientific_journal-11572	191	7	engineering	engineering	NOUN
american_scientific_journal-11572	191	8	,	,	PUNCT
american_scientific_journal-11572	191	9	technology	technology	NOUN
american_scientific_journal-11572	191	10	,	,	PUNCT
american_scientific_journal-11572	191	11	and	and	CCONJ
american_scientific_journal-11572	191	12	sciences	science	NOUN
american_scientific_journal-11572	191	13	(	(	PUNCT
american_scientific_journal-11572	191	14	asrjets	asrjet	NOUN
american_scientific_journal-11572	191	15	)	)	PUNCT
american_scientific_journal-11572	191	16	volume	volume	NOUN
american_scientific_journal-11572	191	17	101	101	NUM
american_scientific_journal-11572	191	18	,	,	PUNCT
american_scientific_journal-11572	191	19	no	no	DET
american_scientific_journal-11572	191	20	1	1	NUM
american_scientific_journal-11572	191	21	,	,	PUNCT
american_scientific_journal-11572	191	22	pp	pp	ADV
american_scientific_journal-11572	191	23	358	358	NUM
american_scientific_journal-11572	191	24	-	-	SYM
american_scientific_journal-11572	191	25	370	370	NUM
american_scientific_journal-11572	191	26	368	368	NUM
american_scientific_journal-11572	191	27	after	after	ADP
american_scientific_journal-11572	191	28	deploying	deploy	VERB
american_scientific_journal-11572	191	29	the	the	DET
american_scientific_journal-11572	191	30	solution	solution	NOUN
american_scientific_journal-11572	191	31	,	,	PUNCT
american_scientific_journal-11572	191	32	it	it	PRON
american_scientific_journal-11572	191	33	is	be	AUX
american_scientific_journal-11572	191	34	crucial	crucial	ADJ
american_scientific_journal-11572	191	35	to	to	PART
american_scientific_journal-11572	191	36	continuously	continuously	ADV
american_scientific_journal-11572	191	37	monitor	monitor	VERB
american_scientific_journal-11572	191	38	key	key	ADJ
american_scientific_journal-11572	191	39	metrics	metric	NOUN
american_scientific_journal-11572	191	40	,	,	PUNCT
american_scientific_journal-11572	191	41	including	include	VERB
american_scientific_journal-11572	191	42	the	the	DET
american_scientific_journal-11572	191	43	percentage	percentage	NOUN
american_scientific_journal-11572	191	44	of	of	ADP
american_scientific_journal-11572	191	45	duplicate	duplicate	ADJ
american_scientific_journal-11572	191	46	records	record	NOUN
american_scientific_journal-11572	191	47	,	,	PUNCT
american_scientific_journal-11572	191	48	the	the	DET
american_scientific_journal-11572	191	49	number	number	NOUN
american_scientific_journal-11572	191	50	of	of	ADP
american_scientific_journal-11572	191	51	overlays	overlay	NOUN
american_scientific_journal-11572	191	52	,	,	PUNCT
american_scientific_journal-11572	191	53	the	the	DET
american_scientific_journal-11572	191	54	time	time	NOUN
american_scientific_journal-11572	191	55	required	require	VERB
american_scientific_journal-11572	191	56	to	to	PART
american_scientific_journal-11572	191	57	resolve	resolve	VERB
american_scientific_journal-11572	191	58	potential	potential	ADJ
american_scientific_journal-11572	191	59	duplicates	duplicate	NOUN
american_scientific_journal-11572	191	60	,	,	PUNCT
american_scientific_journal-11572	191	61	and	and	CCONJ
american_scientific_journal-11572	191	62	the	the	DET
american_scientific_journal-11572	191	63	percentage	percentage	NOUN
american_scientific_journal-11572	191	64	of	of	ADP
american_scientific_journal-11572	191	65	cases	case	NOUN
american_scientific_journal-11572	191	66	resolved	resolve	VERB
american_scientific_journal-11572	191	67	automatically	automatically	ADV
american_scientific_journal-11572	191	68	.	.	PUNCT
american_scientific_journal-11572	192	1	modern	modern	ADJ
american_scientific_journal-11572	192	2	tools	tool	NOUN
american_scientific_journal-11572	192	3	can	can	AUX
american_scientific_journal-11572	192	4	generate	generate	VERB
american_scientific_journal-11572	192	5	reports	report	NOUN
american_scientific_journal-11572	192	6	identifying	identify	VERB
american_scientific_journal-11572	192	7	specific	specific	ADJ
american_scientific_journal-11572	192	8	departments	department	NOUN
american_scientific_journal-11572	192	9	or	or	CCONJ
american_scientific_journal-11572	192	10	registration	registration	NOUN
american_scientific_journal-11572	192	11	points	point	NOUN
american_scientific_journal-11572	192	12	where	where	SCONJ
american_scientific_journal-11572	192	13	duplicates	duplicate	NOUN
american_scientific_journal-11572	192	14	occur	occur	VERB
american_scientific_journal-11572	192	15	most	most	ADV
american_scientific_journal-11572	192	16	frequently	frequently	ADV
american_scientific_journal-11572	192	17	,	,	PUNCT
american_scientific_journal-11572	192	18	allowing	allow	VERB
american_scientific_journal-11572	192	19	targeted	target	VERB
american_scientific_journal-11572	192	20	interventions	intervention	NOUN
american_scientific_journal-11572	192	21	such	such	ADJ
american_scientific_journal-11572	192	22	as	as	ADP
american_scientific_journal-11572	192	23	additional	additional	ADJ
american_scientific_journal-11572	192	24	staff	staff	NOUN
american_scientific_journal-11572	192	25	training	training	NOUN
american_scientific_journal-11572	192	26	or	or	CCONJ
american_scientific_journal-11572	192	27	enhanced	enhance	VERB
american_scientific_journal-11572	192	28	verification	verification	NOUN
american_scientific_journal-11572	192	29	procedures	procedure	NOUN
american_scientific_journal-11572	192	30	in	in	ADP
american_scientific_journal-11572	192	31	those	those	DET
american_scientific_journal-11572	192	32	areas	area	NOUN
american_scientific_journal-11572	192	33	.	.	PUNCT
american_scientific_journal-11572	193	1	if	if	SCONJ
american_scientific_journal-11572	193	2	an	an	DET
american_scientific_journal-11572	193	3	ml	ml	NOUN
american_scientific_journal-11572	193	4	model	model	NOUN
american_scientific_journal-11572	193	5	is	be	AUX
american_scientific_journal-11572	193	6	used	use	VERB
american_scientific_journal-11572	193	7	,	,	PUNCT
american_scientific_journal-11572	193	8	it	it	PRON
american_scientific_journal-11572	193	9	should	should	AUX
american_scientific_journal-11572	193	10	be	be	AUX
american_scientific_journal-11572	193	11	periodically	periodically	ADV
american_scientific_journal-11572	193	12	retrained	retrain	VERB
american_scientific_journal-11572	193	13	on	on	ADP
american_scientific_journal-11572	193	14	newly	newly	ADV
american_scientific_journal-11572	193	15	verified	verify	VERB
american_scientific_journal-11572	193	16	cases	case	NOUN
american_scientific_journal-11572	193	17	(	(	PUNCT
american_scientific_journal-11572	193	18	for	for	ADP
american_scientific_journal-11572	193	19	example	example	NOUN
american_scientific_journal-11572	193	20	,	,	PUNCT
american_scientific_journal-11572	193	21	by	by	ADP
american_scientific_journal-11572	193	22	uploading	upload	VERB
american_scientific_journal-11572	193	23	confirmed	confirm	VERB
american_scientific_journal-11572	193	24	duplicate	duplicate	NOUN
american_scientific_journal-11572	193	25	/	/	SYM
american_scientific_journal-11572	193	26	non	non	ADJ
american_scientific_journal-11572	193	27	-	-	ADJ
american_scientific_journal-11572	193	28	duplicate	duplicate	ADJ
american_scientific_journal-11572	193	29	cases	case	NOUN
american_scientific_journal-11572	193	30	every	every	DET
american_scientific_journal-11572	193	31	quarter	quarter	NOUN
american_scientific_journal-11572	193	32	)	)	PUNCT
american_scientific_journal-11572	193	33	.	.	PUNCT
american_scientific_journal-11572	194	1	this	this	DET
american_scientific_journal-11572	194	2	process	process	NOUN
american_scientific_journal-11572	194	3	is	be	AUX
american_scientific_journal-11572	194	4	part	part	NOUN
american_scientific_journal-11572	194	5	of	of	ADP
american_scientific_journal-11572	194	6	enterprise	enterprise	NOUN
american_scientific_journal-11572	194	7	data	datum	NOUN
american_scientific_journal-11572	194	8	governance	governance	NOUN
american_scientific_journal-11572	194	9	,	,	PUNCT
american_scientific_journal-11572	194	10	where	where	SCONJ
american_scientific_journal-11572	194	11	ai	ai	NOUN
american_scientific_journal-11572	194	12	is	be	AUX
american_scientific_journal-11572	194	13	increasingly	increasingly	ADV
american_scientific_journal-11572	194	14	integrated	integrate	VERB
american_scientific_journal-11572	194	15	as	as	ADP
american_scientific_journal-11572	194	16	a	a	DET
american_scientific_journal-11572	194	17	core	core	NOUN
american_scientific_journal-11572	194	18	component	component	NOUN
american_scientific_journal-11572	194	19	.	.	PUNCT
american_scientific_journal-11572	195	1	the	the	DET
american_scientific_journal-11572	195	2	financial	financial	ADJ
american_scientific_journal-11572	195	3	impact	impact	NOUN
american_scientific_journal-11572	195	4	of	of	ADP
american_scientific_journal-11572	195	5	duplicate	duplicate	ADJ
american_scientific_journal-11572	195	6	elimination	elimination	NOUN
american_scientific_journal-11572	195	7	is	be	AUX
american_scientific_journal-11572	195	8	also	also	ADV
american_scientific_journal-11572	195	9	closely	closely	ADV
american_scientific_journal-11572	195	10	monitored	monitor	VERB
american_scientific_journal-11572	195	11	by	by	ADP
american_scientific_journal-11572	195	12	management	management	NOUN
american_scientific_journal-11572	195	13	.	.	PUNCT
american_scientific_journal-11572	196	1	as	as	SCONJ
american_scientific_journal-11572	196	2	noted	note	VERB
american_scientific_journal-11572	196	3	,	,	PUNCT
american_scientific_journal-11572	196	4	duplicate	duplicate	ADJ
american_scientific_journal-11572	196	5	records	record	NOUN
american_scientific_journal-11572	196	6	contribute	contribute	VERB
american_scientific_journal-11572	196	7	to	to	ADP
american_scientific_journal-11572	196	8	financial	financial	ADJ
american_scientific_journal-11572	196	9	losses	loss	NOUN
american_scientific_journal-11572	196	10	,	,	PUNCT
american_scientific_journal-11572	196	11	including	include	VERB
american_scientific_journal-11572	196	12	missed	miss	VERB
american_scientific_journal-11572	196	13	revenue	revenue	NOUN
american_scientific_journal-11572	196	14	,	,	PUNCT
american_scientific_journal-11572	196	15	denied	deny	VERB
american_scientific_journal-11572	196	16	claims	claim	NOUN
american_scientific_journal-11572	196	17	,	,	PUNCT
american_scientific_journal-11572	196	18	and	and	CCONJ
american_scientific_journal-11572	196	19	unnecessary	unnecessary	ADJ
american_scientific_journal-11572	196	20	expenses	expense	NOUN
american_scientific_journal-11572	196	21	.	.	PUNCT
american_scientific_journal-11572	197	1	after	after	ADP
american_scientific_journal-11572	197	2	implementing	implement	VERB
american_scientific_journal-11572	197	3	a	a	DET
american_scientific_journal-11572	197	4	deduplication	deduplication	NOUN
american_scientific_journal-11572	197	5	system	system	NOUN
american_scientific_journal-11572	197	6	,	,	PUNCT
american_scientific_journal-11572	197	7	organizations	organization	NOUN
american_scientific_journal-11572	197	8	can	can	AUX
american_scientific_journal-11572	197	9	track	track	VERB
american_scientific_journal-11572	197	10	improvements	improvement	NOUN
american_scientific_journal-11572	197	11	such	such	ADJ
american_scientific_journal-11572	197	12	as	as	ADP
american_scientific_journal-11572	197	13	reduced	reduce	VERB
american_scientific_journal-11572	197	14	insurance	insurance	NOUN
american_scientific_journal-11572	197	15	claim	claim	NOUN
american_scientific_journal-11572	197	16	denials	denial	NOUN
american_scientific_journal-11572	197	17	and	and	CCONJ
american_scientific_journal-11572	197	18	faster	fast	ADJ
american_scientific_journal-11572	197	19	payment	payment	NOUN
american_scientific_journal-11572	197	20	processing	processing	NOUN
american_scientific_journal-11572	197	21	.	.	PUNCT
american_scientific_journal-11572	198	1	for	for	ADP
american_scientific_journal-11572	198	2	instance	instance	NOUN
american_scientific_journal-11572	198	3	,	,	PUNCT
american_scientific_journal-11572	198	4	northwell	northwell	PROPN
american_scientific_journal-11572	198	5	health	health	PROPN
american_scientific_journal-11572	198	6	anticipated	anticipate	VERB
american_scientific_journal-11572	198	7	a	a	DET
american_scientific_journal-11572	198	8	significant	significant	ADJ
american_scientific_journal-11572	198	9	reduction	reduction	NOUN
american_scientific_journal-11572	198	10	in	in	ADP
american_scientific_journal-11572	198	11	unresolved	unresolved	ADJ
american_scientific_journal-11572	198	12	daily	daily	ADJ
american_scientific_journal-11572	198	13	cases	case	NOUN
american_scientific_journal-11572	198	14	(	(	PUNCT
american_scientific_journal-11572	198	15	previously	previously	ADV
american_scientific_journal-11572	198	16	around	around	ADP
american_scientific_journal-11572	198	17	300	300	NUM
american_scientific_journal-11572	198	18	per	per	ADP
american_scientific_journal-11572	198	19	day	day	NOUN
american_scientific_journal-11572	198	20	)	)	PUNCT
american_scientific_journal-11572	198	21	,	,	PUNCT
american_scientific_journal-11572	198	22	which	which	PRON
american_scientific_journal-11572	198	23	would	would	AUX
american_scientific_journal-11572	198	24	,	,	PUNCT
american_scientific_journal-11572	198	25	in	in	ADP
american_scientific_journal-11572	198	26	turn	turn	NOUN
american_scientific_journal-11572	198	27	,	,	PUNCT
american_scientific_journal-11572	198	28	drastically	drastically	ADV
american_scientific_journal-11572	198	29	decrease	decrease	VERB
american_scientific_journal-11572	198	30	the	the	DET
american_scientific_journal-11572	198	31	backlog	backlog	NOUN
american_scientific_journal-11572	198	32	of	of	ADP
american_scientific_journal-11572	198	33	incomplete	incomplete	ADJ
american_scientific_journal-11572	198	34	records	record	NOUN
american_scientific_journal-11572	198	35	[	[	X
american_scientific_journal-11572	198	36	10	10	NUM
american_scientific_journal-11572	198	37	]	]	PUNCT
american_scientific_journal-11572	198	38	.	.	PUNCT
american_scientific_journal-11572	199	1	in	in	ADP
american_scientific_journal-11572	199	2	the	the	DET
american_scientific_journal-11572	199	3	context	context	NOUN
american_scientific_journal-11572	199	4	of	of	ADP
american_scientific_journal-11572	199	5	value	value	NOUN
american_scientific_journal-11572	199	6	-	-	PUNCT
american_scientific_journal-11572	199	7	based	base	VERB
american_scientific_journal-11572	199	8	healthcare	healthcare	NOUN
american_scientific_journal-11572	199	9	and	and	CCONJ
american_scientific_journal-11572	199	10	associated	associated	ADJ
american_scientific_journal-11572	199	11	programs	program	NOUN
american_scientific_journal-11572	199	12	such	such	ADJ
american_scientific_journal-11572	199	13	as	as	ADP
american_scientific_journal-11572	199	14	accountable	accountable	ADJ
american_scientific_journal-11572	199	15	care	care	NOUN
american_scientific_journal-11572	199	16	organizations	organization	NOUN
american_scientific_journal-11572	199	17	(	(	PUNCT
american_scientific_journal-11572	199	18	aco	aco	PROPN
american_scientific_journal-11572	199	19	)	)	PUNCT
american_scientific_journal-11572	199	20	,	,	PUNCT
american_scientific_journal-11572	199	21	high	high	ADJ
american_scientific_journal-11572	199	22	-	-	PUNCT
american_scientific_journal-11572	199	23	quality	quality	NOUN
american_scientific_journal-11572	199	24	patient	patient	NOUN
american_scientific_journal-11572	199	25	data	datum	NOUN
american_scientific_journal-11572	199	26	directly	directly	ADV
american_scientific_journal-11572	199	27	impacts	impact	VERB
american_scientific_journal-11572	199	28	quality	quality	NOUN
american_scientific_journal-11572	199	29	scores	score	NOUN
american_scientific_journal-11572	199	30	and	and	CCONJ
american_scientific_journal-11572	199	31	financial	financial	ADJ
american_scientific_journal-11572	199	32	incentives	incentive	NOUN
american_scientific_journal-11572	199	33	.	.	PUNCT
american_scientific_journal-11572	200	1	leadership	leadership	NOUN
american_scientific_journal-11572	200	2	should	should	AUX
american_scientific_journal-11572	200	3	consider	consider	VERB
american_scientific_journal-11572	200	4	these	these	DET
american_scientific_journal-11572	200	5	business	business	NOUN
american_scientific_journal-11572	200	6	benefits	benefit	NOUN
american_scientific_journal-11572	200	7	when	when	SCONJ
american_scientific_journal-11572	200	8	justifying	justify	VERB
american_scientific_journal-11572	200	9	investments	investment	NOUN
american_scientific_journal-11572	200	10	in	in	ADP
american_scientific_journal-11572	200	11	new	new	ADJ
american_scientific_journal-11572	200	12	deduplication	deduplication	NOUN
american_scientific_journal-11572	200	13	technologies	technology	NOUN
american_scientific_journal-11572	200	14	.	.	PUNCT
american_scientific_journal-11572	201	1	legal	legal	ADJ
american_scientific_journal-11572	201	2	compliance	compliance	NOUN
american_scientific_journal-11572	201	3	is	be	AUX
american_scientific_journal-11572	201	4	also	also	ADV
american_scientific_journal-11572	201	5	essential	essential	ADJ
american_scientific_journal-11572	201	6	.	.	PUNCT
american_scientific_journal-11572	202	1	management	management	NOUN
american_scientific_journal-11572	202	2	must	must	AUX
american_scientific_journal-11572	202	3	coordinate	coordinate	VERB
american_scientific_journal-11572	202	4	with	with	ADP
american_scientific_journal-11572	202	5	legal	legal	ADJ
american_scientific_journal-11572	202	6	teams	team	NOUN
american_scientific_journal-11572	202	7	to	to	PART
american_scientific_journal-11572	202	8	ensure	ensure	VERB
american_scientific_journal-11572	202	9	that	that	SCONJ
american_scientific_journal-11572	202	10	new	new	ADJ
american_scientific_journal-11572	202	11	processes	process	NOUN
american_scientific_journal-11572	202	12	align	align	VERB
american_scientific_journal-11572	202	13	with	with	ADP
american_scientific_journal-11572	202	14	regulatory	regulatory	ADJ
american_scientific_journal-11572	202	15	requirements	requirement	NOUN
american_scientific_journal-11572	202	16	.	.	PUNCT
american_scientific_journal-11572	203	1	for	for	ADP
american_scientific_journal-11572	203	2	example	example	NOUN
american_scientific_journal-11572	203	3	,	,	PUNCT
american_scientific_journal-11572	203	4	when	when	SCONJ
american_scientific_journal-11572	203	5	integrating	integrate	VERB
american_scientific_journal-11572	203	6	an	an	DET
american_scientific_journal-11572	203	7	external	external	ADJ
american_scientific_journal-11572	203	8	identity	identity	NOUN
american_scientific_journal-11572	203	9	verification	verification	NOUN
american_scientific_journal-11572	203	10	service	service	NOUN
american_scientific_journal-11572	203	11	,	,	PUNCT
american_scientific_journal-11572	203	12	it	it	PRON
american_scientific_journal-11572	203	13	is	be	AUX
american_scientific_journal-11572	203	14	necessary	necessary	ADJ
american_scientific_journal-11572	203	15	to	to	PART
american_scientific_journal-11572	203	16	confirm	confirm	VERB
american_scientific_journal-11572	203	17	that	that	SCONJ
american_scientific_journal-11572	203	18	a	a	DET
american_scientific_journal-11572	203	19	business	business	NOUN
american_scientific_journal-11572	203	20	associate	associate	NOUN
american_scientific_journal-11572	203	21	agreement	agreement	NOUN
american_scientific_journal-11572	203	22	(	(	PUNCT
american_scientific_journal-11572	203	23	baa	baa	PROPN
american_scientific_journal-11572	203	24	)	)	PUNCT
american_scientific_journal-11572	203	25	is	be	AUX
american_scientific_journal-11572	203	26	in	in	ADP
american_scientific_journal-11572	203	27	place	place	NOUN
american_scientific_journal-11572	203	28	and	and	CCONJ
american_scientific_journal-11572	203	29	that	that	SCONJ
american_scientific_journal-11572	203	30	data	data	NOUN
american_scientific_journal-11572	203	31	protection	protection	NOUN
american_scientific_journal-11572	203	32	measures	measure	NOUN
american_scientific_journal-11572	203	33	comply	comply	VERB
american_scientific_journal-11572	203	34	with	with	ADP
american_scientific_journal-11572	203	35	regulations	regulation	NOUN
american_scientific_journal-11572	203	36	.	.	PUNCT
american_scientific_journal-11572	204	1	in	in	ADP
american_scientific_journal-11572	204	2	some	some	DET
american_scientific_journal-11572	204	3	regions	region	NOUN
american_scientific_journal-11572	204	4	,	,	PUNCT
american_scientific_journal-11572	204	5	healthcare	healthcare	NOUN
american_scientific_journal-11572	204	6	providers	provider	NOUN
american_scientific_journal-11572	204	7	may	may	AUX
american_scientific_journal-11572	204	8	be	be	AUX
american_scientific_journal-11572	204	9	required	require	VERB
american_scientific_journal-11572	204	10	to	to	PART
american_scientific_journal-11572	204	11	notify	notify	VERB
american_scientific_journal-11572	204	12	patients	patient	NOUN
american_scientific_journal-11572	204	13	about	about	ADP
american_scientific_journal-11572	204	14	record	record	NOUN
american_scientific_journal-11572	204	15	consolidation	consolidation	NOUN
american_scientific_journal-11572	204	16	or	or	CCONJ
american_scientific_journal-11572	204	17	obtain	obtain	VERB
american_scientific_journal-11572	204	18	consent	consent	NOUN
american_scientific_journal-11572	204	19	for	for	ADP
american_scientific_journal-11572	204	20	using	use	VERB
american_scientific_journal-11572	204	21	their	their	PRON
american_scientific_journal-11572	204	22	data	datum	NOUN
american_scientific_journal-11572	204	23	in	in	ADP
american_scientific_journal-11572	204	24	such	such	ADJ
american_scientific_journal-11572	204	25	processes	process	NOUN
american_scientific_journal-11572	204	26	.	.	PUNCT
american_scientific_journal-11572	205	1	these	these	DET
american_scientific_journal-11572	205	2	considerations	consideration	NOUN
american_scientific_journal-11572	205	3	must	must	AUX
american_scientific_journal-11572	205	4	be	be	AUX
american_scientific_journal-11572	205	5	addressed	address	VERB
american_scientific_journal-11572	205	6	before	before	SCONJ
american_scientific_journal-11572	205	7	the	the	DET
american_scientific_journal-11572	205	8	system	system	NOUN
american_scientific_journal-11572	205	9	is	be	AUX
american_scientific_journal-11572	205	10	fully	fully	ADV
american_scientific_journal-11572	205	11	deployed	deploy	VERB
american_scientific_journal-11572	205	12	.	.	PUNCT
american_scientific_journal-11572	206	1	many	many	ADJ
american_scientific_journal-11572	206	2	large	large	ADJ
american_scientific_journal-11572	206	3	healthcare	healthcare	NOUN
american_scientific_journal-11572	206	4	systems	system	NOUN
american_scientific_journal-11572	206	5	have	have	AUX
american_scientific_journal-11572	206	6	already	already	ADV
american_scientific_journal-11572	206	7	reported	report	VERB
american_scientific_journal-11572	206	8	significant	significant	ADJ
american_scientific_journal-11572	206	9	reductions	reduction	NOUN
american_scientific_journal-11572	206	10	in	in	ADP
american_scientific_journal-11572	206	11	duplicate	duplicate	ADJ
american_scientific_journal-11572	206	12	records	record	NOUN
american_scientific_journal-11572	206	13	.	.	PUNCT
american_scientific_journal-11572	207	1	uc	uc	PROPN
american_scientific_journal-11572	207	2	health	health	PROPN
american_scientific_journal-11572	207	3	(	(	PUNCT
american_scientific_journal-11572	207	4	california	california	PROPN
american_scientific_journal-11572	207	5	)	)	PUNCT
american_scientific_journal-11572	207	6	combined	combine	VERB
american_scientific_journal-11572	207	7	empi	empi	PROPN
american_scientific_journal-11572	207	8	with	with	ADP
american_scientific_journal-11572	207	9	ml	ml	NOUN
american_scientific_journal-11572	207	10	-	-	PUNCT
american_scientific_journal-11572	207	11	based	base	VERB
american_scientific_journal-11572	207	12	optimization	optimization	NOUN
american_scientific_journal-11572	207	13	,	,	PUNCT
american_scientific_journal-11572	207	14	increasing	increase	VERB
american_scientific_journal-11572	207	15	matching	matching	NOUN
american_scientific_journal-11572	207	16	accuracy	accuracy	NOUN
american_scientific_journal-11572	207	17	across	across	ADP
american_scientific_journal-11572	207	18	its	its	PRON
american_scientific_journal-11572	207	19	hospitals	hospital	NOUN
american_scientific_journal-11572	207	20	to	to	ADP
american_scientific_journal-11572	207	21	99	99	NUM
american_scientific_journal-11572	207	22	%	%	NOUN
american_scientific_journal-11572	207	23	and	and	CCONJ
american_scientific_journal-11572	207	24	eliminating	eliminate	VERB
american_scientific_journal-11572	207	25	thousands	thousand	NOUN
american_scientific_journal-11572	207	26	of	of	ADP
american_scientific_journal-11572	207	27	duplicates	duplicate	NOUN
american_scientific_journal-11572	207	28	as	as	ADP
american_scientific_journal-11572	207	29	part	part	NOUN
american_scientific_journal-11572	207	30	of	of	ADP
american_scientific_journal-11572	207	31	its	its	PRON
american_scientific_journal-11572	207	32	transition	transition	NOUN
american_scientific_journal-11572	207	33	to	to	ADP
american_scientific_journal-11572	207	34	a	a	DET
american_scientific_journal-11572	207	35	unified	unified	ADJ
american_scientific_journal-11572	207	36	ehr	ehr	NOUN
american_scientific_journal-11572	207	37	system	system	NOUN
american_scientific_journal-11572	207	38	(	(	PUNCT
american_scientific_journal-11572	207	39	epic	epic	ADJ
american_scientific_journal-11572	207	40	)	)	PUNCT
american_scientific_journal-11572	207	41	.	.	PUNCT
american_scientific_journal-11572	208	1	the	the	DET
american_scientific_journal-11572	208	2	singapore	singapore	PROPN
american_scientific_journal-11572	208	3	government	government	NOUN
american_scientific_journal-11572	208	4	implemented	implement	VERB
american_scientific_journal-11572	208	5	biometric	biometric	ADJ
american_scientific_journal-11572	208	6	verification	verification	NOUN
american_scientific_journal-11572	208	7	along	along	ADP
american_scientific_journal-11572	208	8	with	with	ADP
american_scientific_journal-11572	208	9	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	208	10	matching	matching	NOUN
american_scientific_journal-11572	208	11	for	for	ADP
american_scientific_journal-11572	208	12	its	its	PRON
american_scientific_journal-11572	208	13	national	national	ADJ
american_scientific_journal-11572	208	14	ehr	ehr	NOUN
american_scientific_journal-11572	208	15	system	system	NOUN
american_scientific_journal-11572	208	16	,	,	PUNCT
american_scientific_journal-11572	208	17	achieving	achieve	VERB
american_scientific_journal-11572	208	18	a	a	DET
american_scientific_journal-11572	208	19	"	"	PUNCT
american_scientific_journal-11572	208	20	one	one	NUM
american_scientific_journal-11572	208	21	record	record	NOUN
american_scientific_journal-11572	208	22	per	per	ADP
american_scientific_journal-11572	208	23	person	person	NOUN
american_scientific_journal-11572	208	24	"	"	PUNCT
american_scientific_journal-11572	208	25	accuracy	accuracy	NOUN
american_scientific_journal-11572	208	26	rate	rate	NOUN
american_scientific_journal-11572	208	27	of	of	ADP
american_scientific_journal-11572	208	28	over	over	ADP
american_scientific_journal-11572	208	29	95	95	NUM
american_scientific_journal-11572	208	30	%	%	NOUN
american_scientific_journal-11572	208	31	at	at	ADP
american_scientific_journal-11572	208	32	the	the	DET
american_scientific_journal-11572	208	33	project	project	NOUN
american_scientific_journal-11572	208	34	's	's	PART
american_scientific_journal-11572	208	35	launch	launch	NOUN
american_scientific_journal-11572	208	36	,	,	PUNCT
american_scientific_journal-11572	208	37	despite	despite	SCONJ
american_scientific_journal-11572	208	38	integrating	integrate	VERB
american_scientific_journal-11572	208	39	data	datum	NOUN
american_scientific_journal-11572	208	40	from	from	ADP
american_scientific_journal-11572	208	41	dozens	dozen	NOUN
american_scientific_journal-11572	208	42	of	of	ADP
american_scientific_journal-11572	208	43	clinics	clinic	NOUN
american_scientific_journal-11572	208	44	.	.	PUNCT
american_scientific_journal-11572	209	1	these	these	DET
american_scientific_journal-11572	209	2	cases	case	NOUN
american_scientific_journal-11572	209	3	demonstrate	demonstrate	VERB
american_scientific_journal-11572	209	4	that	that	SCONJ
american_scientific_journal-11572	209	5	with	with	ADP
american_scientific_journal-11572	209	6	dedicated	dedicated	ADJ
american_scientific_journal-11572	209	7	attention	attention	NOUN
american_scientific_journal-11572	209	8	from	from	ADP
american_scientific_journal-11572	209	9	it	it	PRON
american_scientific_journal-11572	209	10	leaders	leader	NOUN
american_scientific_journal-11572	209	11	and	and	CCONJ
american_scientific_journal-11572	209	12	administrative	administrative	ADJ
american_scientific_journal-11572	209	13	personnel	personnel	NOUN
american_scientific_journal-11572	209	14	,	,	PUNCT
american_scientific_journal-11572	209	15	the	the	DET
american_scientific_journal-11572	209	16	issue	issue	NOUN
american_scientific_journal-11572	209	17	of	of	ADP
american_scientific_journal-11572	209	18	duplicate	duplicate	ADJ
american_scientific_journal-11572	209	19	records	record	NOUN
american_scientific_journal-11572	209	20	—	—	PUNCT
american_scientific_journal-11572	209	21	once	once	ADV
american_scientific_journal-11572	209	22	considered	consider	VERB
american_scientific_journal-11572	209	23	an	an	DET
american_scientific_journal-11572	209	24	inevitable	inevitable	ADJ
american_scientific_journal-11572	209	25	"	"	PUNCT
american_scientific_journal-11572	209	26	cost	cost	NOUN
american_scientific_journal-11572	209	27	of	of	ADP
american_scientific_journal-11572	209	28	digitalization"—can	digitalization"—can	PROPN
american_scientific_journal-11572	209	29	be	be	AUX
american_scientific_journal-11572	209	30	transformed	transform	VERB
american_scientific_journal-11572	209	31	into	into	ADP
american_scientific_journal-11572	209	32	a	a	DET
american_scientific_journal-11572	209	33	solvable	solvable	ADJ
american_scientific_journal-11572	209	34	challenge	challenge	NOUN
american_scientific_journal-11572	209	35	that	that	PRON
american_scientific_journal-11572	209	36	delivers	deliver	VERB
american_scientific_journal-11572	209	37	tangible	tangible	ADJ
american_scientific_journal-11572	209	38	clinical	clinical	ADJ
american_scientific_journal-11572	209	39	and	and	CCONJ
american_scientific_journal-11572	209	40	financial	financial	ADJ
american_scientific_journal-11572	209	41	benefits	benefit	NOUN
american_scientific_journal-11572	209	42	.	.	PUNCT
american_scientific_journal-11572	210	1	5	5	X
american_scientific_journal-11572	210	2	.	.	X
american_scientific_journal-11572	210	3	conclusion	conclusion	VERB
american_scientific_journal-11572	210	4	the	the	DET
american_scientific_journal-11572	210	5	issue	issue	NOUN
american_scientific_journal-11572	210	6	of	of	ADP
american_scientific_journal-11572	210	7	duplicate	duplicate	ADJ
american_scientific_journal-11572	210	8	electronic	electronic	ADJ
american_scientific_journal-11572	210	9	health	health	NOUN
american_scientific_journal-11572	210	10	records	record	NOUN
american_scientific_journal-11572	210	11	is	be	AUX
american_scientific_journal-11572	210	12	complex	complex	ADJ
american_scientific_journal-11572	210	13	,	,	PUNCT
american_scientific_journal-11572	210	14	but	but	CCONJ
american_scientific_journal-11572	210	15	modern	modern	ADJ
american_scientific_journal-11572	210	16	technologies	technology	NOUN
american_scientific_journal-11572	210	17	and	and	CCONJ
american_scientific_journal-11572	210	18	approaches	approach	NOUN
american_scientific_journal-11572	210	19	have	have	AUX
american_scientific_journal-11572	210	20	significantly	significantly	ADV
american_scientific_journal-11572	210	21	mitigated	mitigate	VERB
american_scientific_journal-11572	210	22	its	its	PRON
american_scientific_journal-11572	210	23	impact	impact	NOUN
american_scientific_journal-11572	210	24	.	.	PUNCT
american_scientific_journal-11572	211	1	traditional	traditional	ADJ
american_scientific_journal-11572	211	2	methods	method	NOUN
american_scientific_journal-11572	211	3	,	,	PUNCT
american_scientific_journal-11572	211	4	including	include	VERB
american_scientific_journal-11572	211	5	deterministic	deterministic	ADJ
american_scientific_journal-11572	211	6	identifiers	identifier	NOUN
american_scientific_journal-11572	211	7	,	,	PUNCT
american_scientific_journal-11572	211	8	probabilistic	probabilistic	ADJ
american_scientific_journal-11572	211	9	matching	matching	NOUN
american_scientific_journal-11572	211	10	,	,	PUNCT
american_scientific_journal-11572	211	11	and	and	CCONJ
american_scientific_journal-11572	211	12	strict	strict	ADJ
american_scientific_journal-11572	211	13	data	datum	NOUN
american_scientific_journal-11572	211	14	entry	entry	NOUN
american_scientific_journal-11572	211	15	rules	rule	NOUN
american_scientific_journal-11572	211	16	,	,	PUNCT
american_scientific_journal-11572	211	17	remain	remain	VERB
american_scientific_journal-11572	211	18	the	the	DET
american_scientific_journal-11572	211	19	foundation	foundation	NOUN
american_scientific_journal-11572	211	20	of	of	ADP
american_scientific_journal-11572	211	21	patient	patient	ADJ
american_scientific_journal-11572	211	22	data	datum	NOUN
american_scientific_journal-11572	211	23	quality	quality	NOUN
american_scientific_journal-11572	211	24	management	management	NOUN
american_scientific_journal-11572	211	25	.	.	PUNCT
american_scientific_journal-11572	212	1	these	these	DET
american_scientific_journal-11572	212	2	methods	method	NOUN
american_scientific_journal-11572	212	3	american	american	ADJ
american_scientific_journal-11572	212	4	academic	academic	ADJ
american_scientific_journal-11572	212	5	scientific	scientific	ADJ
american_scientific_journal-11572	212	6	research	research	NOUN
american_scientific_journal-11572	212	7	journal	journal	NOUN
american_scientific_journal-11572	212	8	for	for	ADP
american_scientific_journal-11572	212	9	engineering	engineering	NOUN
american_scientific_journal-11572	212	10	,	,	PUNCT
american_scientific_journal-11572	212	11	technology	technology	NOUN
american_scientific_journal-11572	212	12	,	,	PUNCT
american_scientific_journal-11572	212	13	and	and	CCONJ
american_scientific_journal-11572	212	14	sciences	science	NOUN
american_scientific_journal-11572	212	15	(	(	PUNCT
american_scientific_journal-11572	212	16	asrjets	asrjet	NOUN
american_scientific_journal-11572	212	17	)	)	PUNCT
american_scientific_journal-11572	212	18	volume	volume	NOUN
american_scientific_journal-11572	212	19	101	101	NUM
american_scientific_journal-11572	212	20	,	,	PUNCT
american_scientific_journal-11572	212	21	no	no	DET
american_scientific_journal-11572	212	22	1	1	NUM
american_scientific_journal-11572	212	23	,	,	PUNCT
american_scientific_journal-11572	212	24	pp	pp	ADV
american_scientific_journal-11572	212	25	358	358	NUM
american_scientific_journal-11572	212	26	-	-	SYM
american_scientific_journal-11572	212	27	370	370	NUM
american_scientific_journal-11572	212	28	369	369	NUM
american_scientific_journal-11572	212	29	form	form	NOUN
american_scientific_journal-11572	212	30	the	the	DET
american_scientific_journal-11572	212	31	basis	basis	NOUN
american_scientific_journal-11572	212	32	of	of	ADP
american_scientific_journal-11572	212	33	processes	process	NOUN
american_scientific_journal-11572	212	34	in	in	ADP
american_scientific_journal-11572	212	35	most	most	ADV
american_scientific_journal-11572	212	36	successful	successful	ADJ
american_scientific_journal-11572	212	37	healthcare	healthcare	NOUN
american_scientific_journal-11572	212	38	organizations	organization	NOUN
american_scientific_journal-11572	212	39	,	,	PUNCT
american_scientific_journal-11572	212	40	including	include	VERB
american_scientific_journal-11572	212	41	data	datum	NOUN
american_scientific_journal-11572	212	42	standardization	standardization	NOUN
american_scientific_journal-11572	212	43	at	at	ADP
american_scientific_journal-11572	212	44	the	the	DET
american_scientific_journal-11572	212	45	point	point	NOUN
american_scientific_journal-11572	212	46	of	of	ADP
american_scientific_journal-11572	212	47	entry	entry	NOUN
american_scientific_journal-11572	212	48	,	,	PUNCT
american_scientific_journal-11572	212	49	organization	organization	NOUN
american_scientific_journal-11572	212	50	-	-	PUNCT
american_scientific_journal-11572	212	51	wide	wide	ADJ
american_scientific_journal-11572	212	52	empi	empi	PROPN
american_scientific_journal-11572	212	53	implementation	implementation	NOUN
american_scientific_journal-11572	212	54	,	,	PUNCT
american_scientific_journal-11572	212	55	and	and	CCONJ
american_scientific_journal-11572	212	56	regular	regular	ADJ
american_scientific_journal-11572	212	57	data	datum	NOUN
american_scientific_journal-11572	212	58	audits	audits	NOUN
american_scientific_journal-11572	212	59	.	.	PUNCT
american_scientific_journal-11572	213	1	ai	ai	VERB
american_scientific_journal-11572	213	2	-	-	PUNCT
american_scientific_journal-11572	213	3	driven	drive	VERB
american_scientific_journal-11572	213	4	methods	method	NOUN
american_scientific_journal-11572	213	5	have	have	AUX
american_scientific_journal-11572	213	6	introduced	introduce	VERB
american_scientific_journal-11572	213	7	a	a	DET
american_scientific_journal-11572	213	8	new	new	ADJ
american_scientific_journal-11572	213	9	level	level	NOUN
american_scientific_journal-11572	213	10	of	of	ADP
american_scientific_journal-11572	213	11	efficiency	efficiency	NOUN
american_scientific_journal-11572	213	12	by	by	ADP
american_scientific_journal-11572	213	13	automating	automate	VERB
american_scientific_journal-11572	213	14	duplicate	duplicate	ADJ
american_scientific_journal-11572	213	15	detection	detection	NOUN
american_scientific_journal-11572	213	16	with	with	ADP
american_scientific_journal-11572	213	17	high	high	ADJ
american_scientific_journal-11572	213	18	accuracy	accuracy	NOUN
american_scientific_journal-11572	213	19	and	and	CCONJ
american_scientific_journal-11572	213	20	speed	speed	NOUN
american_scientific_journal-11572	213	21	.	.	PUNCT
american_scientific_journal-11572	214	1	machine	machine	NOUN
american_scientific_journal-11572	214	2	learning	learning	NOUN
american_scientific_journal-11572	214	3	can	can	AUX
american_scientific_journal-11572	214	4	adapt	adapt	VERB
american_scientific_journal-11572	214	5	to	to	ADP
american_scientific_journal-11572	214	6	the	the	DET
american_scientific_journal-11572	214	7	specific	specific	ADJ
american_scientific_journal-11572	214	8	characteristics	characteristic	NOUN
american_scientific_journal-11572	214	9	of	of	ADP
american_scientific_journal-11572	214	10	a	a	DET
american_scientific_journal-11572	214	11	hospital	hospital	NOUN
american_scientific_journal-11572	214	12	’s	’s	PART
american_scientific_journal-11572	214	13	data	datum	NOUN
american_scientific_journal-11572	214	14	,	,	PUNCT
american_scientific_journal-11572	214	15	identifying	identify	VERB
american_scientific_journal-11572	214	16	hidden	hide	VERB
american_scientific_journal-11572	214	17	matches	match	NOUN
american_scientific_journal-11572	214	18	more	more	ADV
american_scientific_journal-11572	214	19	effectively	effectively	ADV
american_scientific_journal-11572	214	20	than	than	ADP
american_scientific_journal-11572	214	21	rigid	rigid	ADJ
american_scientific_journal-11572	214	22	criteria	criterion	NOUN
american_scientific_journal-11572	214	23	.	.	PUNCT
american_scientific_journal-11572	215	1	the	the	DET
american_scientific_journal-11572	215	2	combination	combination	NOUN
american_scientific_journal-11572	215	3	of	of	ADP
american_scientific_journal-11572	215	4	ai	ai	VERB
american_scientific_journal-11572	215	5	with	with	ADP
american_scientific_journal-11572	215	6	classical	classical	ADJ
american_scientific_journal-11572	215	7	algorithms	algorithm	NOUN
american_scientific_journal-11572	215	8	is	be	AUX
american_scientific_journal-11572	215	9	the	the	DET
american_scientific_journal-11572	215	10	optimal	optimal	ADJ
american_scientific_journal-11572	215	11	approach	approach	NOUN
american_scientific_journal-11572	215	12	to	to	ADP
american_scientific_journal-11572	215	13	minimizing	minimize	VERB
american_scientific_journal-11572	215	14	duplicate	duplicate	ADJ
american_scientific_journal-11572	215	15	records	record	NOUN
american_scientific_journal-11572	215	16	.	.	PUNCT
american_scientific_journal-11572	216	1	for	for	ADP
american_scientific_journal-11572	216	2	practical	practical	ADJ
american_scientific_journal-11572	216	3	healthcare	healthcare	NOUN
american_scientific_journal-11572	216	4	applications	application	NOUN
american_scientific_journal-11572	216	5	,	,	PUNCT
american_scientific_journal-11572	216	6	the	the	DET
american_scientific_journal-11572	216	7	following	follow	VERB
american_scientific_journal-11572	216	8	measures	measure	NOUN
american_scientific_journal-11572	216	9	are	be	AUX
american_scientific_journal-11572	216	10	recommended	recommend	VERB
american_scientific_journal-11572	216	11	:	:	PUNCT
american_scientific_journal-11572	216	12	1	1	X
american_scientific_journal-11572	216	13	)	)	PUNCT
american_scientific_journal-11572	216	14	implementing	implement	VERB
american_scientific_journal-11572	216	15	a	a	DET
american_scientific_journal-11572	216	16	corporate	corporate	ADJ
american_scientific_journal-11572	216	17	patient	patient	NOUN
american_scientific_journal-11572	216	18	identity	identity	NOUN
american_scientific_journal-11572	216	19	management	management	NOUN
american_scientific_journal-11572	216	20	system	system	NOUN
american_scientific_journal-11572	216	21	(	(	PUNCT
american_scientific_journal-11572	216	22	empi	empi	PROPN
american_scientific_journal-11572	216	23	)	)	PUNCT
american_scientific_journal-11572	216	24	that	that	PRON
american_scientific_journal-11572	216	25	supports	support	VERB
american_scientific_journal-11572	216	26	modern	modern	ADJ
american_scientific_journal-11572	216	27	algorithms	algorithm	NOUN
american_scientific_journal-11572	216	28	,	,	PUNCT
american_scientific_journal-11572	216	29	2	2	X
american_scientific_journal-11572	216	30	)	)	PUNCT
american_scientific_journal-11572	216	31	integrating	integrate	VERB
american_scientific_journal-11572	216	32	ai	ai	VERB
american_scientific_journal-11572	216	33	/	/	SYM
american_scientific_journal-11572	216	34	ml	ml	NOUN
american_scientific_journal-11572	216	35	-	-	PUNCT
american_scientific_journal-11572	216	36	based	base	VERB
american_scientific_journal-11572	216	37	modules	module	NOUN
american_scientific_journal-11572	216	38	or	or	CCONJ
american_scientific_journal-11572	216	39	services	service	NOUN
american_scientific_journal-11572	216	40	into	into	ADP
american_scientific_journal-11572	216	41	the	the	DET
american_scientific_journal-11572	216	42	system	system	NOUN
american_scientific_journal-11572	216	43	to	to	PART
american_scientific_journal-11572	216	44	enhance	enhance	VERB
american_scientific_journal-11572	216	45	the	the	DET
american_scientific_journal-11572	216	46	completeness	completeness	NOUN
american_scientific_journal-11572	216	47	and	and	CCONJ
american_scientific_journal-11572	216	48	accuracy	accuracy	NOUN
american_scientific_journal-11572	216	49	of	of	ADP
american_scientific_journal-11572	216	50	record	record	NOUN
american_scientific_journal-11572	216	51	matching	matching	NOUN
american_scientific_journal-11572	216	52	(	(	PUNCT
american_scientific_journal-11572	216	53	for	for	ADP
american_scientific_journal-11572	216	54	example	example	NOUN
american_scientific_journal-11572	216	55	,	,	PUNCT
american_scientific_journal-11572	216	56	training	train	VERB
american_scientific_journal-11572	216	57	a	a	DET
american_scientific_journal-11572	216	58	model	model	NOUN
american_scientific_journal-11572	216	59	on	on	ADP
american_scientific_journal-11572	216	60	an	an	DET
american_scientific_journal-11572	216	61	organization	organization	NOUN
american_scientific_journal-11572	216	62	’s	’s	PART
american_scientific_journal-11572	216	63	historical	historical	ADJ
american_scientific_journal-11572	216	64	data	datum	NOUN
american_scientific_journal-11572	216	65	)	)	PUNCT
american_scientific_journal-11572	216	66	,	,	PUNCT
american_scientific_journal-11572	216	67	3	3	X
american_scientific_journal-11572	216	68	)	)	PUNCT
american_scientific_journal-11572	216	69	developing	develop	VERB
american_scientific_journal-11572	216	70	and	and	CCONJ
american_scientific_journal-11572	216	71	formalizing	formalizing	ADJ
american_scientific_journal-11572	216	72	operational	operational	ADJ
american_scientific_journal-11572	216	73	protocols	protocol	NOUN
american_scientific_journal-11572	216	74	for	for	ADP
american_scientific_journal-11572	216	75	system	system	NOUN
american_scientific_journal-11572	216	76	use	use	NOUN
american_scientific_journal-11572	216	77	,	,	PUNCT
american_scientific_journal-11572	216	78	from	from	ADP
american_scientific_journal-11572	216	79	patient	patient	ADJ
american_scientific_journal-11572	216	80	registration	registration	NOUN
american_scientific_journal-11572	216	81	to	to	ADP
american_scientific_journal-11572	216	82	periodic	periodic	ADJ
american_scientific_journal-11572	216	83	record	record	NOUN
american_scientific_journal-11572	216	84	merging	merging	NOUN
american_scientific_journal-11572	216	85	/	/	SYM
american_scientific_journal-11572	216	86	splitting	splitting	NOUN
american_scientific_journal-11572	216	87	,	,	PUNCT
american_scientific_journal-11572	216	88	while	while	SCONJ
american_scientific_journal-11572	216	89	defining	define	VERB
american_scientific_journal-11572	216	90	clear	clear	ADJ
american_scientific_journal-11572	216	91	responsibilities	responsibility	NOUN
american_scientific_journal-11572	216	92	for	for	ADP
american_scientific_journal-11572	216	93	staff	staff	NOUN
american_scientific_journal-11572	216	94	,	,	PUNCT
american_scientific_journal-11572	216	95	4	4	X
american_scientific_journal-11572	216	96	)	)	PUNCT
american_scientific_journal-11572	216	97	ensuring	ensure	VERB
american_scientific_journal-11572	216	98	staff	staff	NOUN
american_scientific_journal-11572	216	99	training	training	NOUN
american_scientific_journal-11572	216	100	and	and	CCONJ
american_scientific_journal-11572	216	101	raising	raise	VERB
american_scientific_journal-11572	216	102	awareness	awareness	NOUN
american_scientific_journal-11572	216	103	about	about	ADP
american_scientific_journal-11572	216	104	the	the	DET
american_scientific_journal-11572	216	105	importance	importance	NOUN
american_scientific_journal-11572	216	106	of	of	ADP
american_scientific_journal-11572	216	107	accurate	accurate	ADJ
american_scientific_journal-11572	216	108	identification	identification	NOUN
american_scientific_journal-11572	216	109	(	(	PUNCT
american_scientific_journal-11572	216	110	promoting	promote	VERB
american_scientific_journal-11572	216	111	a	a	DET
american_scientific_journal-11572	216	112	"	"	PUNCT
american_scientific_journal-11572	216	113	one	one	NUM
american_scientific_journal-11572	216	114	patient	patient	NOUN
american_scientific_journal-11572	216	115	–	–	PUNCT
american_scientific_journal-11572	216	116	one	one	NUM
american_scientific_journal-11572	216	117	record	record	NOUN
american_scientific_journal-11572	216	118	"	"	PUNCT
american_scientific_journal-11572	216	119	culture	culture	NOUN
american_scientific_journal-11572	216	120	)	)	PUNCT
american_scientific_journal-11572	216	121	,	,	PUNCT
american_scientific_journal-11572	216	122	5	5	X
american_scientific_journal-11572	216	123	)	)	PUNCT
american_scientific_journal-11572	216	124	addressing	address	VERB
american_scientific_journal-11572	216	125	legal	legal	ADJ
american_scientific_journal-11572	216	126	considerations	consideration	NOUN
american_scientific_journal-11572	216	127	,	,	PUNCT
american_scientific_journal-11572	216	128	including	include	VERB
american_scientific_journal-11572	216	129	obtaining	obtain	VERB
american_scientific_journal-11572	216	130	necessary	necessary	ADJ
american_scientific_journal-11572	216	131	patient	patient	ADJ
american_scientific_journal-11572	216	132	consents	consent	NOUN
american_scientific_journal-11572	216	133	,	,	PUNCT
american_scientific_journal-11572	216	134	ensuring	ensure	VERB
american_scientific_journal-11572	216	135	data	datum	NOUN
american_scientific_journal-11572	216	136	protection	protection	NOUN
american_scientific_journal-11572	216	137	,	,	PUNCT
american_scientific_journal-11572	216	138	and	and	CCONJ
american_scientific_journal-11572	216	139	maintaining	maintain	VERB
american_scientific_journal-11572	216	140	ai	ai	VERB
american_scientific_journal-11572	216	141	algorithm	algorithm	NOUN
american_scientific_journal-11572	216	142	transparency	transparency	NOUN
american_scientific_journal-11572	216	143	(	(	PUNCT
american_scientific_journal-11572	216	144	validation	validation	NOUN
american_scientific_journal-11572	216	145	and	and	CCONJ
american_scientific_journal-11572	216	146	regular	regular	ADJ
american_scientific_journal-11572	216	147	review	review	NOUN
american_scientific_journal-11572	216	148	of	of	ADP
american_scientific_journal-11572	216	149	results	result	NOUN
american_scientific_journal-11572	216	150	)	)	PUNCT
american_scientific_journal-11572	216	151	,	,	PUNCT
american_scientific_journal-11572	216	152	and	and	CCONJ
american_scientific_journal-11572	216	153	6	6	NUM
american_scientific_journal-11572	216	154	)	)	PUNCT
american_scientific_journal-11572	216	155	continuously	continuously	ADV
american_scientific_journal-11572	216	156	monitoring	monitor	VERB
american_scientific_journal-11572	216	157	key	key	ADJ
american_scientific_journal-11572	216	158	metrics	metric	NOUN
american_scientific_journal-11572	216	159	(	(	PUNCT
american_scientific_journal-11572	216	160	duplicate	duplicate	ADJ
american_scientific_journal-11572	216	161	rates	rate	NOUN
american_scientific_journal-11572	216	162	,	,	PUNCT
american_scientific_journal-11572	216	163	identification	identification	NOUN
american_scientific_journal-11572	216	164	errors	error	NOUN
american_scientific_journal-11572	216	165	)	)	PUNCT
american_scientific_journal-11572	216	166	and	and	CCONJ
american_scientific_journal-11572	216	167	striving	strive	VERB
american_scientific_journal-11572	216	168	for	for	ADP
american_scientific_journal-11572	216	169	their	their	PRON
american_scientific_journal-11572	216	170	improvement	improvement	NOUN
american_scientific_journal-11572	216	171	.	.	PUNCT
american_scientific_journal-11572	217	1	implementing	implement	VERB
american_scientific_journal-11572	217	2	these	these	DET
american_scientific_journal-11572	217	3	recommendations	recommendation	NOUN
american_scientific_journal-11572	217	4	will	will	AUX
american_scientific_journal-11572	217	5	not	not	PART
american_scientific_journal-11572	217	6	only	only	ADV
american_scientific_journal-11572	217	7	clean	clean	VERB
american_scientific_journal-11572	217	8	existing	exist	VERB
american_scientific_journal-11572	217	9	medical	medical	ADJ
american_scientific_journal-11572	217	10	records	record	NOUN
american_scientific_journal-11572	217	11	but	but	CCONJ
american_scientific_journal-11572	217	12	also	also	ADV
american_scientific_journal-11572	217	13	establish	establish	VERB
american_scientific_journal-11572	217	14	a	a	DET
american_scientific_journal-11572	217	15	sustainable	sustainable	ADJ
american_scientific_journal-11572	217	16	system	system	NOUN
american_scientific_journal-11572	217	17	that	that	PRON
american_scientific_journal-11572	217	18	prevents	prevent	VERB
american_scientific_journal-11572	217	19	future	future	ADJ
american_scientific_journal-11572	217	20	duplicate	duplicate	ADJ
american_scientific_journal-11572	217	21	creation	creation	NOUN
american_scientific_journal-11572	217	22	.	.	PUNCT
american_scientific_journal-11572	218	1	this	this	PRON
american_scientific_journal-11572	218	2	,	,	PUNCT
american_scientific_journal-11572	218	3	in	in	ADP
american_scientific_journal-11572	218	4	turn	turn	NOUN
american_scientific_journal-11572	218	5	,	,	PUNCT
american_scientific_journal-11572	218	6	will	will	AUX
american_scientific_journal-11572	218	7	enhance	enhance	VERB
american_scientific_journal-11572	218	8	trust	trust	NOUN
american_scientific_journal-11572	218	9	in	in	ADP
american_scientific_journal-11572	218	10	ehrs	ehrs	PROPN
american_scientific_journal-11572	218	11	among	among	ADP
american_scientific_journal-11572	218	12	physicians	physician	NOUN
american_scientific_journal-11572	218	13	and	and	CCONJ
american_scientific_journal-11572	218	14	patients	patient	NOUN
american_scientific_journal-11572	218	15	,	,	PUNCT
american_scientific_journal-11572	218	16	improve	improve	VERB
american_scientific_journal-11572	218	17	care	care	NOUN
american_scientific_journal-11572	218	18	coordination	coordination	NOUN
american_scientific_journal-11572	218	19	,	,	PUNCT
american_scientific_journal-11572	218	20	and	and	CCONJ
american_scientific_journal-11572	218	21	reduce	reduce	VERB
american_scientific_journal-11572	218	22	operational	operational	ADJ
american_scientific_journal-11572	218	23	costs	cost	NOUN
american_scientific_journal-11572	218	24	.	.	PUNCT
american_scientific_journal-11572	219	1	in	in	ADP
american_scientific_journal-11572	219	2	an	an	DET
american_scientific_journal-11572	219	3	era	era	NOUN
american_scientific_journal-11572	219	4	where	where	SCONJ
american_scientific_journal-11572	219	5	data	datum	NOUN
american_scientific_journal-11572	219	6	is	be	AUX
american_scientific_journal-11572	219	7	considered	consider	VERB
american_scientific_journal-11572	219	8	the	the	DET
american_scientific_journal-11572	219	9	"	"	PUNCT
american_scientific_journal-11572	219	10	new	new	ADJ
american_scientific_journal-11572	219	11	fuel	fuel	NOUN
american_scientific_journal-11572	219	12	"	"	PUNCT
american_scientific_journal-11572	219	13	of	of	ADP
american_scientific_journal-11572	219	14	healthcare	healthcare	PROPN
american_scientific_journal-11572	219	15	,	,	PUNCT
american_scientific_journal-11572	219	16	ensuring	ensure	VERB
american_scientific_journal-11572	219	17	its	its	PRON
american_scientific_journal-11572	219	18	integrity	integrity	NOUN
american_scientific_journal-11572	219	19	and	and	CCONJ
american_scientific_journal-11572	219	20	consolidation	consolidation	NOUN
american_scientific_journal-11572	219	21	is	be	AUX
american_scientific_journal-11572	219	22	a	a	DET
american_scientific_journal-11572	219	23	priority	priority	NOUN
american_scientific_journal-11572	219	24	for	for	ADP
american_scientific_journal-11572	219	25	hospital	hospital	NOUN
american_scientific_journal-11572	219	26	it	it	PRON
american_scientific_journal-11572	219	27	management	management	NOUN
american_scientific_journal-11572	219	28	.	.	PUNCT
american_scientific_journal-11572	220	1	eliminating	eliminate	VERB
american_scientific_journal-11572	220	2	duplicate	duplicate	NOUN
american_scientific_journal-11572	220	3	records	record	NOUN
american_scientific_journal-11572	220	4	is	be	AUX
american_scientific_journal-11572	220	5	a	a	DET
american_scientific_journal-11572	220	6	crucial	crucial	ADJ
american_scientific_journal-11572	220	7	step	step	NOUN
american_scientific_journal-11572	220	8	toward	toward	ADP
american_scientific_journal-11572	220	9	achieving	achieve	VERB
american_scientific_journal-11572	220	10	a	a	DET
american_scientific_journal-11572	220	11	"	"	PUNCT
american_scientific_journal-11572	220	12	single	single	ADJ
american_scientific_journal-11572	220	13	source	source	NOUN
american_scientific_journal-11572	220	14	of	of	ADP
american_scientific_journal-11572	220	15	truth	truth	NOUN
american_scientific_journal-11572	220	16	"	"	PUNCT
american_scientific_journal-11572	220	17	for	for	ADP
american_scientific_journal-11572	220	18	patient	patient	ADJ
american_scientific_journal-11572	220	19	information	information	NOUN
american_scientific_journal-11572	220	20	and	and	CCONJ
american_scientific_journal-11572	220	21	creating	create	VERB
american_scientific_journal-11572	220	22	a	a	DET
american_scientific_journal-11572	220	23	more	more	ADV
american_scientific_journal-11572	220	24	efficient	efficient	ADJ
american_scientific_journal-11572	220	25	and	and	CCONJ
american_scientific_journal-11572	220	26	safer	safe	ADJ
american_scientific_journal-11572	220	27	healthcare	healthcare	NOUN
american_scientific_journal-11572	220	28	system	system	NOUN
american_scientific_journal-11572	220	29	.	.	PUNCT
american_scientific_journal-11572	221	1	references	reference	NOUN
american_scientific_journal-11572	221	2	[	[	X
american_scientific_journal-11572	221	3	1	1	NUM
american_scientific_journal-11572	221	4	]	]	PUNCT
american_scientific_journal-11572	221	5	.	.	PUNCT
american_scientific_journal-11572	222	1	bess	bess	NOUN
american_scientific_journal-11572	222	2	,	,	PUNCT
american_scientific_journal-11572	222	3	o.	o.	PROPN
american_scientific_journal-11572	222	4	(	(	PUNCT
american_scientific_journal-11572	222	5	2024	2024	NUM
american_scientific_journal-11572	222	6	,	,	PUNCT
american_scientific_journal-11572	222	7	jan	jan	PROPN
american_scientific_journal-11572	222	8	12	12	NUM
american_scientific_journal-11572	222	9	)	)	PUNCT
american_scientific_journal-11572	222	10	.	.	PUNCT
american_scientific_journal-11572	223	1	the	the	DET
american_scientific_journal-11572	223	2	problem	problem	NOUN
american_scientific_journal-11572	223	3	with	with	ADP
american_scientific_journal-11572	223	4	duplicate	duplicate	VERB
american_scientific_journal-11572	223	5	and	and	CCONJ
american_scientific_journal-11572	223	6	mismatched	mismatch	VERB
american_scientific_journal-11572	223	7	patient	patient	ADJ
american_scientific_journal-11572	223	8	records	record	NOUN
american_scientific_journal-11572	223	9	.	.	PUNCT
american_scientific_journal-11572	224	1	physicians	physician	NOUN
american_scientific_journal-11572	224	2	practice	practice	NOUN
american_scientific_journal-11572	224	3	.	.	PUNCT
american_scientific_journal-11572	225	1	retrieved	retrieve	VERB
american_scientific_journal-11572	225	2	from	from	ADP
american_scientific_journal-11572	225	3	https://www.physicianspractice.com/view/the-problem-with-duplicate-andmismatched-patient-records	https://www.physicianspractice.com/view/the-problem-with-duplicate-andmismatched-patient-records	PROPN
american_scientific_journal-11572	225	4	[	[	X
american_scientific_journal-11572	225	5	2	2	NUM
american_scientific_journal-11572	225	6	]	]	PUNCT
american_scientific_journal-11572	225	7	.	.	PUNCT
american_scientific_journal-11572	226	1	church	church	PROPN
american_scientific_journal-11572	226	2	,	,	PUNCT
american_scientific_journal-11572	226	3	g.	g.	PROPN
american_scientific_journal-11572	226	4	(	(	PUNCT
american_scientific_journal-11572	226	5	2023	2023	NUM
american_scientific_journal-11572	226	6	,	,	PUNCT
american_scientific_journal-11572	226	7	nov	nov	PROPN
american_scientific_journal-11572	226	8	5	5	NUM
american_scientific_journal-11572	226	9	)	)	PUNCT
american_scientific_journal-11572	226	10	.	.	PUNCT
american_scientific_journal-11572	227	1	the	the	DET
american_scientific_journal-11572	227	2	deadly	deadly	ADJ
american_scientific_journal-11572	227	3	cost	cost	NOUN
american_scientific_journal-11572	227	4	of	of	ADP
american_scientific_journal-11572	227	5	duplicate	duplicate	ADJ
american_scientific_journal-11572	227	6	patient	patient	ADJ
american_scientific_journal-11572	227	7	records	record	NOUN
american_scientific_journal-11572	227	8	.	.	PUNCT
american_scientific_journal-11572	228	1	chief	chief	ADJ
american_scientific_journal-11572	228	2	healthcare	healthcare	PROPN
american_scientific_journal-11572	228	3	executive	executive	NOUN
american_scientific_journal-11572	228	4	.	.	PUNCT
american_scientific_journal-11572	229	1	retrieved	retrieve	VERB
american_scientific_journal-11572	229	2	from	from	ADP
american_scientific_journal-11572	229	3	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patientrecords-viewpoint	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patientrecords-viewpoint	PROPN
american_scientific_journal-11572	230	1	[	[	X
american_scientific_journal-11572	230	2	3	3	NUM
american_scientific_journal-11572	230	3	]	]	PUNCT
american_scientific_journal-11572	230	4	.	.	PUNCT
american_scientific_journal-11572	231	1	verato	verato	PROPN
american_scientific_journal-11572	231	2	.	.	PUNCT
american_scientific_journal-11572	232	1	(	(	PUNCT
american_scientific_journal-11572	232	2	2021	2021	NUM
american_scientific_journal-11572	232	3	,	,	PUNCT
american_scientific_journal-11572	232	4	feb	feb	PROPN
american_scientific_journal-11572	232	5	10	10	NUM
american_scientific_journal-11572	232	6	)	)	PUNCT
american_scientific_journal-11572	232	7	.	.	PUNCT
american_scientific_journal-11572	233	1	three	three	NUM
american_scientific_journal-11572	233	2	hidden	hide	VERB
american_scientific_journal-11572	233	3	costs	cost	NOUN
american_scientific_journal-11572	233	4	of	of	ADP
american_scientific_journal-11572	233	5	duplicate	duplicate	ADJ
american_scientific_journal-11572	233	6	records	record	NOUN
american_scientific_journal-11572	233	7	.	.	PUNCT
american_scientific_journal-11572	234	1	[	[	X
american_scientific_journal-11572	234	2	blog	blog	NOUN
american_scientific_journal-11572	234	3	post	post	NOUN
american_scientific_journal-11572	234	4	]	]	X
american_scientific_journal-11572	234	5	.	.	PUNCT
american_scientific_journal-11572	235	1	retrieved	retrieve	VERB
american_scientific_journal-11572	235	2	from	from	ADP
american_scientific_journal-11572	235	3	https://verato.com/blog/three-hidden-costs-of-duplicaterecords/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5	https://verato.com/blog/three-hidden-costs-of-duplicaterecords/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5	ADJ
american_scientific_journal-11572	235	4	b2	b2	NOUN
american_scientific_journal-11572	236	1	[	[	X
american_scientific_journal-11572	236	2	4	4	NUM
american_scientific_journal-11572	236	3	]	]	PUNCT
american_scientific_journal-11572	236	4	.	.	PUNCT
american_scientific_journal-11572	237	1	church	church	PROPN
american_scientific_journal-11572	237	2	,	,	PUNCT
american_scientific_journal-11572	237	3	g.	g.	PROPN
american_scientific_journal-11572	237	4	(	(	PUNCT
american_scientific_journal-11572	237	5	2023	2023	NUM
american_scientific_journal-11572	237	6	,	,	PUNCT
american_scientific_journal-11572	237	7	apr	apr	NOUN
american_scientific_journal-11572	237	8	23	23	NUM
american_scientific_journal-11572	237	9	)	)	PUNCT
american_scientific_journal-11572	237	10	.	.	PUNCT
american_scientific_journal-11572	238	1	retrieved	retrieve	VERB
american_scientific_journal-11572	238	2	from	from	ADP
american_scientific_journal-11572	238	3	duplicate	duplicate	ADJ
american_scientific_journal-11572	238	4	records	record	NOUN
american_scientific_journal-11572	238	5	hurt	hurt	VERB
american_scientific_journal-11572	238	6	hospital	hospital	NOUN
american_scientific_journal-11572	238	7	finances	finance	NOUN
american_scientific_journal-11572	238	8	as	as	ADV
american_scientific_journal-11572	238	9	well	well	ADV
american_scientific_journal-11572	238	10	as	as	ADP
american_scientific_journal-11572	238	11	patients	patient	NOUN
american_scientific_journal-11572	238	12	.	.	PUNCT
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american_scientific_journal-11572	239	4	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patient-records-viewpoint	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patient-records-viewpoint	PROPN
american_scientific_journal-11572	239	5	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patient-records-viewpoint	https://www.chiefhealthcareexecutive.com/view/the-deadly-cost-of-duplicate-patient-records-viewpoint	NOUN
american_scientific_journal-11572	239	6	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	PROPN
american_scientific_journal-11572	239	7	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	PROPN
american_scientific_journal-11572	239	8	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	https://verato.com/blog/three-hidden-costs-of-duplicate-records/#:~:text=staff%20is%2c%20your%20ehr%20or,12%25%20just%20ten%20years%20ago.%5b2	PROPN
american_scientific_journal-11572	239	9	https://www.chiefhealthcareexecutive.com/view/duplicate-records-hurt-hospital-finances-as-well-as-patients-gregg-church	https://www.chiefhealthcareexecutive.com/view/duplicate-records-hurt-hospital-finances-as-well-as-patients-gregg-church	PROPN
american_scientific_journal-11572	239	10	https://www.chiefhealthcareexecutive.com/view/duplicate-records-hurt-hospital-finances-as-well-as-patients-gregg-church	https://www.chiefhealthcareexecutive.com/view/duplicate-records-hurt-hospital-finances-as-well-as-patients-gregg-church	PROPN
american_scientific_journal-11572	239	11	american	american	PROPN
american_scientific_journal-11572	239	12	academic	academic	ADJ
american_scientific_journal-11572	239	13	scientific	scientific	ADJ
american_scientific_journal-11572	239	14	research	research	NOUN
american_scientific_journal-11572	239	15	journal	journal	NOUN
american_scientific_journal-11572	239	16	for	for	ADP
american_scientific_journal-11572	239	17	engineering	engineering	NOUN
american_scientific_journal-11572	239	18	,	,	PUNCT
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american_scientific_journal-11572	239	20	,	,	PUNCT
american_scientific_journal-11572	239	21	and	and	CCONJ
american_scientific_journal-11572	239	22	sciences	science	NOUN
american_scientific_journal-11572	239	23	(	(	PUNCT
american_scientific_journal-11572	239	24	asrjets	asrjet	NOUN
american_scientific_journal-11572	239	25	)	)	PUNCT
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american_scientific_journal-11572	239	27	101	101	NUM
american_scientific_journal-11572	239	28	,	,	PUNCT
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american_scientific_journal-11572	239	30	1	1	NUM
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american_scientific_journal-11572	247	12	,	,	PUNCT
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american_scientific_journal-11572	251	4	.	.	PUNCT
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american_scientific_journal-11572	252	2	,	,	PUNCT
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american_scientific_journal-11572	252	4	,	,	PUNCT
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american_scientific_journal-11572	252	6	,	,	PUNCT
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american_scientific_journal-11572	252	8	,	,	PUNCT
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american_scientific_journal-11572	252	11	,	,	PUNCT
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american_scientific_journal-11572	257	13	et	et	PROPN
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american_scientific_journal-11572	270	8	https://www.blackbookmarketresearch.com/blog/improving-the-patient-identification-process-and-interoperability-to-decrease-patient-record-error-rates#:~:text=a%20continued%20evaluation%20of%20black,lost%20revenue%20and%20increased%20costs	https://www.blackbookmarketresearch.com/blog/improving-the-patient-identification-process-and-interoperability-to-decrease-patient-record-error-rates#:~:text=a%20continued%20evaluation%20of%20black,lost%20revenue%20and%20increased%20costs	ADJ
american_scientific_journal-11572	270	9	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	NOUN
american_scientific_journal-11572	270	10	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	NOUN
american_scientific_journal-11572	270	11	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	NOUN
american_scientific_journal-11572	270	12	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	https://www.healthleadersmedia.com/innovation/northwell-mission-annihilate-duplicate-patient-records#:~:text=the%20pilot%20project%20assessed%20the,300%20mismatched%20records%20each%20day	NOUN