id	sid	tid	token	lemma	pos
ajema-454	1	1	31	31	NUM
ajema-454	1	2	journal	journal	NOUN
ajema-454	1	3	of	of	ADP
ajema-454	1	4	engineering	engineering	NOUN
ajema-454	1	5	,	,	PUNCT
ajema-454	1	6	mechanics	mechanic	NOUN
ajema-454	1	7	and	and	CCONJ
ajema-454	1	8	architecture	architecture	NOUN
ajema-454	1	9	www	www	NOUN
ajema-454	1	10	.	.	PUNCT
ajema-454	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-454	2	2	american	american	PROPN
ajema-454	2	3	journal	journal	PROPN
ajema-454	2	4	of	of	ADP
ajema-454	2	5	engineering	engineering	NOUN
ajema-454	2	6	,	,	PUNCT
ajema-454	2	7	mechanics	mechanic	NOUN
ajema-454	2	8	and	and	CCONJ
ajema-454	2	9	architecture	architecture	NOUN
ajema-454	2	10	volume	volume	NOUN
ajema-454	2	11	1	1	NUM
ajema-454	2	12	,	,	PUNCT
ajema-454	2	13	issue	issue	NOUN
ajema-454	2	14	4	4	NUM
ajema-454	2	15	,	,	PUNCT
ajema-454	2	16	2023	2023	NUM
ajema-454	2	17	issn	issn	X
ajema-454	2	18	(	(	PUNCT
ajema-454	2	19	e	e	NOUN
ajema-454	2	20	):	):	PUNCT
ajema-454	2	21	2993	2993	NUM
ajema-454	2	22	-	-	SYM
ajema-454	2	23	2637	2637	NUM
ajema-454	2	24	safeguarding	safeguard	VERB
ajema-454	2	25	vulnerable	vulnerable	ADJ
ajema-454	2	26	care	care	NOUN
ajema-454	2	27	access	access	NOUN
ajema-454	2	28	:	:	PUNCT
ajema-454	2	29	ai	ai	ADJ
ajema-454	2	30	-	-	PUNCT
ajema-454	2	31	powered	power	VERB
ajema-454	2	32	risk	risk	NOUN
ajema-454	2	33	detection	detection	NOUN
ajema-454	2	34	and	and	CCONJ
ajema-454	2	35	microfinance	microfinance	NOUN
ajema-454	2	36	linking	link	VERB
ajema-454	2	37	for	for	ADP
ajema-454	2	38	community	community	NOUN
ajema-454	2	39	health	health	NOUN
ajema-454	2	40	small	small	ADJ
ajema-454	2	41	businesses	business	NOUN
ajema-454	2	42	rahanuma	rahanuma	VERB
ajema-454	2	43	tarannum	tarannum	NOUN
ajema-454	2	44	masters	master	NOUN
ajema-454	2	45	in	in	ADP
ajema-454	2	46	information	information	NOUN
ajema-454	2	47	technology	technology	NOUN
ajema-454	2	48	,	,	PUNCT
ajema-454	2	49	arkansas	arkansas	PROPN
ajema-454	2	50	tech	tech	PROPN
ajema-454	2	51	university	university	PROPN
ajema-454	2	52	,	,	PUNCT
ajema-454	2	53	usa	usa	PROPN
ajema-454	2	54	md	md	PROPN
ajema-454	2	55	manarat	manarat	PROPN
ajema-454	2	56	uddin	uddin	PROPN
ajema-454	2	57	mithun	mithun	PROPN
ajema-454	2	58	master	master	NOUN
ajema-454	2	59	of	of	ADP
ajema-454	2	60	science	science	NOUN
ajema-454	2	61	in	in	ADP
ajema-454	2	62	business	business	NOUN
ajema-454	2	63	analytics	analytic	NOUN
ajema-454	2	64	,	,	PUNCT
ajema-454	2	65	trine	trine	PROPN
ajema-454	2	66	university	university	PROPN
ajema-454	2	67	,	,	PUNCT
ajema-454	2	68	usa	usa	PROPN
ajema-454	2	69	sakhawat	sakhawat	PROPN
ajema-454	2	70	hussain	hussain	PROPN
ajema-454	2	71	tanim	tanim	PROPN
ajema-454	2	72	master	master	PROPN
ajema-454	2	73	of	of	ADP
ajema-454	2	74	science	science	NOUN
ajema-454	2	75	in	in	ADP
ajema-454	2	76	technology	technology	NOUN
ajema-454	2	77	project	project	NOUN
ajema-454	2	78	management	management	NOUN
ajema-454	2	79	,	,	PUNCT
ajema-454	2	80	illinois	illinois	PROPN
ajema-454	2	81	state	state	PROPN
ajema-454	2	82	university	university	PROPN
ajema-454	2	83	,	,	PUNCT
ajema-454	2	84	usa	usa	PROPN
ajema-454	2	85	abstract	abstract	PROPN
ajema-454	2	86	:	:	PUNCT
ajema-454	2	87	the	the	DET
ajema-454	2	88	provision	provision	NOUN
ajema-454	2	89	of	of	ADP
ajema-454	2	90	affordable	affordable	ADJ
ajema-454	2	91	,	,	PUNCT
ajema-454	2	92	consistent	consistent	ADJ
ajema-454	2	93	and	and	CCONJ
ajema-454	2	94	non	non	ADJ
ajema-454	2	95	-	-	ADJ
ajema-454	2	96	discriminatory	discriminatory	ADJ
ajema-454	2	97	health	health	NOUN
ajema-454	2	98	care	care	NOUN
ajema-454	2	99	remains	remain	VERB
ajema-454	2	100	a	a	DET
ajema-454	2	101	major	major	ADJ
ajema-454	2	102	challenge	challenge	NOUN
ajema-454	2	103	to	to	ADP
ajema-454	2	104	vulnerable	vulnerable	ADJ
ajema-454	2	105	groups	group	NOUN
ajema-454	2	106	especially	especially	ADV
ajema-454	2	107	in	in	ADP
ajema-454	2	108	low	low	ADJ
ajema-454	2	109	resource	resource	NOUN
ajema-454	2	110	areas	area	NOUN
ajema-454	2	111	where	where	SCONJ
ajema-454	2	112	the	the	DET
ajema-454	2	113	community	community	NOUN
ajema-454	2	114	health	health	NOUN
ajema-454	2	115	small	small	ADJ
ajema-454	2	116	business	business	NOUN
ajema-454	2	117	entities	entity	NOUN
ajema-454	2	118	are	be	AUX
ajema-454	2	119	the	the	DET
ajema-454	2	120	main	main	ADJ
ajema-454	2	121	source	source	NOUN
ajema-454	2	122	of	of	ADP
ajema-454	2	123	contact	contact	NOUN
ajema-454	2	124	points	point	NOUN
ajema-454	2	125	in	in	ADP
ajema-454	2	126	delivery	delivery	NOUN
ajema-454	2	127	of	of	ADP
ajema-454	2	128	care	care	NOUN
ajema-454	2	129	.	.	PUNCT
ajema-454	3	1	even	even	ADV
ajema-454	3	2	though	though	SCONJ
ajema-454	3	3	they	they	PRON
ajema-454	3	4	play	play	VERB
ajema-454	3	5	a	a	DET
ajema-454	3	6	critical	critical	ADJ
ajema-454	3	7	role	role	NOUN
ajema-454	3	8	,	,	PUNCT
ajema-454	3	9	these	these	DET
ajema-454	3	10	providers	provider	NOUN
ajema-454	3	11	experience	experience	VERB
ajema-454	3	12	challenges	challenge	NOUN
ajema-454	3	13	continuously	continuously	ADV
ajema-454	3	14	such	such	ADJ
ajema-454	3	15	as	as	ADP
ajema-454	3	16	financial	financial	ADJ
ajema-454	3	17	fraud	fraud	NOUN
ajema-454	3	18	,	,	PUNCT
ajema-454	3	19	lack	lack	NOUN
ajema-454	3	20	of	of	ADP
ajema-454	3	21	efficiency	efficiency	NOUN
ajema-454	3	22	in	in	ADP
ajema-454	3	23	their	their	PRON
ajema-454	3	24	operations	operation	NOUN
ajema-454	3	25	and	and	CCONJ
ajema-454	3	26	resource	resource	NOUN
ajema-454	3	27	utilization	utilization	NOUN
ajema-454	3	28	and	and	CCONJ
ajema-454	3	29	poor	poor	ADJ
ajema-454	3	30	access	access	NOUN
ajema-454	3	31	to	to	ADP
ajema-454	3	32	funding	funding	NOUN
ajema-454	3	33	which	which	PRON
ajema-454	3	34	will	will	AUX
ajema-454	3	35	compromise	compromise	VERB
ajema-454	3	36	their	their	PRON
ajema-454	3	37	sustainability	sustainability	NOUN
ajema-454	3	38	in	in	ADP
ajema-454	3	39	the	the	DET
ajema-454	3	40	long	long	ADJ
ajema-454	3	41	-	-	PUNCT
ajema-454	3	42	term	term	NOUN
ajema-454	3	43	.	.	PUNCT
ajema-454	4	1	this	this	DET
ajema-454	4	2	study	study	NOUN
ajema-454	4	3	will	will	AUX
ajema-454	4	4	explore	explore	VERB
ajema-454	4	5	how	how	SCONJ
ajema-454	4	6	artificial	artificial	ADJ
ajema-454	4	7	intelligence	intelligence	NOUN
ajema-454	4	8	(	(	PUNCT
ajema-454	4	9	ai	ai	NOUN
ajema-454	4	10	)	)	PUNCT
ajema-454	4	11	based	base	VERB
ajema-454	4	12	risk	risk	NOUN
ajema-454	4	13	detection	detection	NOUN
ajema-454	4	14	mechanisms	mechanism	NOUN
ajema-454	4	15	can	can	AUX
ajema-454	4	16	combine	combine	VERB
ajema-454	4	17	with	with	ADP
ajema-454	4	18	microfinance	microfinance	NOUN
ajema-454	4	19	solutions	solution	NOUN
ajema-454	4	20	to	to	PART
ajema-454	4	21	make	make	VERB
ajema-454	4	22	community	community	NOUN
ajema-454	4	23	healthcare	healthcare	NOUN
ajema-454	4	24	ventures	venture	NOUN
ajema-454	4	25	more	more	ADV
ajema-454	4	26	resistant	resistant	ADJ
ajema-454	4	27	,	,	PUNCT
ajema-454	4	28	inclusive	inclusive	ADJ
ajema-454	4	29	,	,	PUNCT
ajema-454	4	30	and	and	CCONJ
ajema-454	4	31	steady	steady	ADJ
ajema-454	4	32	.	.	PUNCT
ajema-454	5	1	this	this	DET
ajema-454	5	2	study	study	NOUN
ajema-454	5	3	uses	use	VERB
ajema-454	5	4	machine	machine	NOUN
ajema-454	5	5	learning	learn	VERB
ajema-454	5	6	to	to	PART
ajema-454	5	7	perform	perform	VERB
ajema-454	5	8	an	an	DET
ajema-454	5	9	exploratory	exploratory	ADJ
ajema-454	5	10	analysis	analysis	NOUN
ajema-454	5	11	of	of	ADP
ajema-454	5	12	the	the	DET
ajema-454	5	13	healthcare	healthcare	NOUN
ajema-454	5	14	and	and	CCONJ
ajema-454	5	15	financial	financial	ADJ
ajema-454	5	16	datasets	dataset	NOUN
ajema-454	5	17	to	to	PART
ajema-454	5	18	reveal	reveal	VERB
ajema-454	5	19	hidden	hidden	ADJ
ajema-454	5	20	patterns	pattern	NOUN
ajema-454	5	21	in	in	ADP
ajema-454	5	22	financial	financial	ADJ
ajema-454	5	23	and	and	CCONJ
ajema-454	5	24	operation	operation	NOUN
ajema-454	5	25	risks	risk	NOUN
ajema-454	5	26	and	and	CCONJ
ajema-454	5	27	provide	provide	VERB
ajema-454	5	28	predictive	predictive	ADJ
ajema-454	5	29	information	information	NOUN
ajema-454	5	30	that	that	PRON
ajema-454	5	31	can	can	AUX
ajema-454	5	32	be	be	AUX
ajema-454	5	33	used	use	VERB
ajema-454	5	34	to	to	PART
ajema-454	5	35	help	help	VERB
ajema-454	5	36	implement	implement	VERB
ajema-454	5	37	logical	logical	ADJ
ajema-454	5	38	measures	measure	NOUN
ajema-454	5	39	in	in	ADP
ajema-454	5	40	advance	advance	NOUN
ajema-454	5	41	.	.	PUNCT
ajema-454	6	1	the	the	DET
ajema-454	6	2	results	result	NOUN
ajema-454	6	3	have	have	AUX
ajema-454	6	4	shown	show	VERB
ajema-454	6	5	that	that	SCONJ
ajema-454	6	6	ai	ai	NOUN
ajema-454	6	7	-	-	PUNCT
ajema-454	6	8	based	base	VERB
ajema-454	6	9	predictive	predictive	ADJ
ajema-454	6	10	analytics	analytic	NOUN
ajema-454	6	11	does	do	VERB
ajema-454	6	12	more	more	ADJ
ajema-454	6	13	than	than	SCONJ
ajema-454	6	14	just	just	ADV
ajema-454	6	15	identify	identify	VERB
ajema-454	6	16	early	early	ADJ
ajema-454	6	17	warning	warning	NOUN
ajema-454	6	18	indicators	indicator	NOUN
ajema-454	6	19	of	of	ADP
ajema-454	6	20	problems	problem	NOUN
ajema-454	6	21	that	that	PRON
ajema-454	6	22	might	might	AUX
ajema-454	6	23	arise	arise	VERB
ajema-454	6	24	;	;	PUNCT
ajema-454	6	25	it	it	PRON
ajema-454	6	26	also	also	ADV
ajema-454	6	27	helps	help	VERB
ajema-454	6	28	maximize	maximize	VERB
ajema-454	6	29	resource	resource	NOUN
ajema-454	6	30	utilization	utilization	NOUN
ajema-454	6	31	and	and	CCONJ
ajema-454	6	32	transform	transform	VERB
ajema-454	6	33	datainformed	datainformed	ADJ
ajema-454	6	34	decision	decision	NOUN
ajema-454	6	35	-	-	PUNCT
ajema-454	6	36	making	make	VERB
ajema-454	6	37	practices	practice	NOUN
ajema-454	6	38	.	.	PUNCT
ajema-454	7	1	the	the	DET
ajema-454	7	2	microfinance	microfinance	NOUN
ajema-454	7	3	systems	system	NOUN
ajema-454	7	4	are	be	AUX
ajema-454	7	5	essential	essential	ADJ
ajema-454	7	6	in	in	ADP
ajema-454	7	7	addressing	address	VERB
ajema-454	7	8	the	the	DET
ajema-454	7	9	financial	financial	ADJ
ajema-454	7	10	frailty	frailty	NOUN
ajema-454	7	11	by	by	ADP
ajema-454	7	12	making	make	VERB
ajema-454	7	13	capital	capital	NOUN
ajema-454	7	14	readily	readily	ADV
ajema-454	7	15	available	available	ADJ
ajema-454	7	16	to	to	ADP
ajema-454	7	17	small	small	ADJ
ajema-454	7	18	-	-	PUNCT
ajema-454	7	19	time	time	NOUN
ajema-454	7	20	healthcare	healthcare	NOUN
ajema-454	7	21	providers	provider	NOUN
ajema-454	7	22	that	that	PRON
ajema-454	7	23	otherwise	otherwise	ADV
ajema-454	7	24	have	have	VERB
ajema-454	7	25	no	no	DET
ajema-454	7	26	access	access	NOUN
ajema-454	7	27	to	to	ADP
ajema-454	7	28	the	the	DET
ajema-454	7	29	conventional	conventional	ADJ
ajema-454	7	30	sources	source	NOUN
ajema-454	7	31	of	of	ADP
ajema-454	7	32	funds	fund	NOUN
ajema-454	7	33	.	.	PUNCT
ajema-454	8	1	the	the	DET
ajema-454	8	2	combination	combination	NOUN
ajema-454	8	3	of	of	ADP
ajema-454	8	4	ai	ai	ADJ
ajema-454	8	5	risk	risk	NOUN
ajema-454	8	6	detection	detection	NOUN
ajema-454	8	7	and	and	CCONJ
ajema-454	8	8	microfinance	microfinance	NOUN
ajema-454	8	9	support	support	NOUN
ajema-454	8	10	is	be	AUX
ajema-454	8	11	,	,	PUNCT
ajema-454	8	12	therefore	therefore	ADV
ajema-454	8	13	,	,	PUNCT
ajema-454	8	14	a	a	DET
ajema-454	8	15	complex	complex	ADJ
ajema-454	8	16	system	system	NOUN
ajema-454	8	17	by	by	ADP
ajema-454	8	18	which	which	PRON
ajema-454	8	19	entrepreneurs	entrepreneur	NOUN
ajema-454	8	20	in	in	ADP
ajema-454	8	21	the	the	DET
ajema-454	8	22	healthcare	healthcare	NOUN
ajema-454	8	23	industry	industry	NOUN
ajema-454	8	24	can	can	AUX
ajema-454	8	25	acquire	acquire	VERB
ajema-454	8	26	the	the	DET
ajema-454	8	27	necessary	necessary	ADJ
ajema-454	8	28	tools	tool	NOUN
ajema-454	8	29	and	and	CCONJ
ajema-454	8	30	resources	resource	NOUN
ajema-454	8	31	both	both	PRON
ajema-454	8	32	in	in	ADP
ajema-454	8	33	technological	technological	ADJ
ajema-454	8	34	and	and	CCONJ
ajema-454	8	35	financial	financial	ADJ
ajema-454	8	36	terms	term	NOUN
ajema-454	8	37	,	,	PUNCT
ajema-454	8	38	to	to	PART
ajema-454	8	39	survive	survive	VERB
ajema-454	8	40	in	in	ADP
ajema-454	8	41	the	the	DET
ajema-454	8	42	long	long	ADJ
ajema-454	8	43	run	run	NOUN
ajema-454	8	44	.	.	PUNCT
ajema-454	9	1	the	the	DET
ajema-454	9	2	result	result	NOUN
ajema-454	9	3	of	of	ADP
ajema-454	9	4	this	this	DET
ajema-454	9	5	integrated	integrate	VERB
ajema-454	9	6	approach	approach	NOUN
ajema-454	9	7	is	be	AUX
ajema-454	9	8	the	the	DET
ajema-454	9	9	heightened	heightened	ADJ
ajema-454	9	10	business	business	NOUN
ajema-454	9	11	resilience	resilience	NOUN
ajema-454	9	12	,	,	PUNCT
ajema-454	9	13	the	the	DET
ajema-454	9	14	service	service	NOUN
ajema-454	9	15	provision	provision	NOUN
ajema-454	9	16	resilience	resilience	NOUN
ajema-454	9	17	,	,	PUNCT
ajema-454	9	18	and	and	CCONJ
ajema-454	9	19	the	the	DET
ajema-454	9	20	prospective	prospective	ADJ
ajema-454	9	21	prolonged	prolonged	ADJ
ajema-454	9	22	access	access	NOUN
ajema-454	9	23	of	of	ADP
ajema-454	9	24	more	more	ADV
ajema-454	9	25	vulnerable	vulnerable	ADJ
ajema-454	9	26	communities	community	NOUN
ajema-454	9	27	to	to	ADP
ajema-454	9	28	the	the	DET
ajema-454	9	29	essential	essential	ADJ
ajema-454	9	30	healthcare	healthcare	NOUN
ajema-454	9	31	services	service	NOUN
ajema-454	9	32	.	.	PUNCT
ajema-454	10	1	this	this	DET
ajema-454	10	2	study	study	NOUN
ajema-454	10	3	recognizes	recognize	VERB
ajema-454	10	4	the	the	DET
ajema-454	10	5	following	follow	VERB
ajema-454	10	6	limitations	limitation	NOUN
ajema-454	10	7	:	:	PUNCT
ajema-454	10	8	incompleteness	incompleteness	NOUN
ajema-454	10	9	of	of	ADP
ajema-454	10	10	its	its	PRON
ajema-454	10	11	data	datum	NOUN
ajema-454	10	12	,	,	PUNCT
ajema-454	10	13	possible	possible	ADJ
ajema-454	10	14	situation	situation	NOUN
ajema-454	10	15	dependence	dependence	NOUN
ajema-454	10	16	of	of	ADP
ajema-454	10	17	the	the	DET
ajema-454	10	18	service	service	NOUN
ajema-454	10	19	delivery	delivery	NOUN
ajema-454	10	20	on	on	ADP
ajema-454	10	21	the	the	DET
ajema-454	10	22	algorithmic	algorithmic	ADJ
ajema-454	10	23	bias	bias	NOUN
ajema-454	10	24	,	,	PUNCT
ajema-454	10	25	and	and	CCONJ
ajema-454	10	26	the	the	DET
ajema-454	10	27	necessity	necessity	NOUN
ajema-454	10	28	of	of	ADP
ajema-454	10	29	a	a	DET
ajema-454	10	30	supportive	supportive	ADJ
ajema-454	10	31	policy	policy	NOUN
ajema-454	10	32	framework	framework	NOUN
ajema-454	10	33	guiding	guide	VERB
ajema-454	10	34	the	the	DET
ajema-454	10	35	adoption	adoption	NOUN
ajema-454	10	36	and	and	CCONJ
ajema-454	10	37	implementation	implementation	NOUN
ajema-454	10	38	.	.	PUNCT
ajema-454	11	1	the	the	DET
ajema-454	11	2	data	datum	NOUN
ajema-454	11	3	covered	cover	VERB
ajema-454	11	4	broadly	broadly	ADV
ajema-454	11	5	emphasize	emphasize	VERB
ajema-454	11	6	the	the	DET
ajema-454	11	7	revolutionary	revolutionary	ADJ
ajema-454	11	8	optimism	optimism	NOUN
ajema-454	11	9	of	of	ADP
ajema-454	11	10	promoting	promote	VERB
ajema-454	11	11	the	the	DET
ajema-454	11	12	combination	combination	NOUN
ajema-454	11	13	of	of	ADP
ajema-454	11	14	technological	technological	ADJ
ajema-454	11	15	innovation	innovation	NOUN
ajema-454	11	16	and	and	CCONJ
ajema-454	11	17	inclusive	inclusive	ADJ
ajema-454	11	18	financial	financial	ADJ
ajema-454	11	19	patterns	pattern	NOUN
ajema-454	11	20	to	to	PART
ajema-454	11	21	establish	establish	VERB
ajema-454	11	22	sustainable	sustainable	ADJ
ajema-454	11	23	healthcare	healthcare	NOUN
ajema-454	11	24	environments	environment	NOUN
ajema-454	11	25	.	.	PUNCT
ajema-454	12	1	through	through	ADP
ajema-454	12	2	resilience	resilience	NOUN
ajema-454	12	3	and	and	CCONJ
ajema-454	12	4	equity	equity	NOUN
ajema-454	12	5	,	,	PUNCT
ajema-454	12	6	this	this	DET
ajema-454	12	7	integrated	integrate	VERB
ajema-454	12	8	structure	structure	NOUN
ajema-454	12	9	can	can	AUX
ajema-454	12	10	propel	propel	VERB
ajema-454	12	11	system	system	NOUN
ajema-454	12	12	changes	change	NOUN
ajema-454	12	13	to	to	ADP
ajema-454	12	14	the	the	DET
ajema-454	12	15	process	process	NOUN
ajema-454	12	16	of	of	ADP
ajema-454	12	17	care	care	NOUN
ajema-454	12	18	delivery	delivery	NOUN
ajema-454	12	19	among	among	ADP
ajema-454	12	20	underserved	underserved	ADJ
ajema-454	12	21	groups	group	NOUN
ajema-454	12	22	.	.	PUNCT
ajema-454	13	1	the	the	DET
ajema-454	13	2	future	future	ADJ
ajema-454	13	3	directions	direction	NOUN
ajema-454	13	4	of	of	ADP
ajema-454	13	5	research	research	NOUN
ajema-454	13	6	should	should	AUX
ajema-454	13	7	be	be	AUX
ajema-454	13	8	devoted	devote	VERB
ajema-454	13	9	to	to	ADP
ajema-454	13	10	contextual	contextual	ADJ
ajema-454	13	11	precision	precision	NOUN
ajema-454	13	12	of	of	ADP
ajema-454	13	13	ai	ai	ADJ
ajema-454	13	14	algorithms	algorithm	NOUN
ajema-454	13	15	,	,	PUNCT
ajema-454	13	16	extending	extend	VERB
ajema-454	13	17	the	the	DET
ajema-454	13	18	boundaries	boundary	NOUN
ajema-454	13	19	of	of	ADP
ajema-454	13	20	the	the	DET
ajema-454	13	21	microfinance	microfinance	NOUN
ajema-454	13	22	by	by	ADP
ajema-454	13	23	means	mean	NOUN
ajema-454	13	24	of	of	ADP
ajema-454	13	25	novel	novel	ADJ
ajema-454	13	26	digital	digital	ADJ
ajema-454	13	27	tools	tool	NOUN
ajema-454	13	28	,	,	PUNCT
ajema-454	13	29	and	and	CCONJ
ajema-454	13	30	cross	cross	ADJ
ajema-454	13	31	-	-	ADJ
ajema-454	13	32	sector	sector	ADJ
ajema-454	13	33	partnerships	partnership	NOUN
ajema-454	13	34	to	to	PART
ajema-454	13	35	create	create	VERB
ajema-454	13	36	scalable	scalable	ADJ
ajema-454	13	37	and	and	CCONJ
ajema-454	13	38	sustainable	sustainable	ADJ
ajema-454	13	39	effect	effect	NOUN
ajema-454	13	40	.	.	PUNCT
ajema-454	14	1	this	this	DET
ajema-454	14	2	study	study	NOUN
ajema-454	14	3	valuable	valuable	ADJ
ajema-454	14	4	knowledge	knowledge	NOUN
ajema-454	14	5	on	on	ADP
ajema-454	14	6	advancing	advance	VERB
ajema-454	14	7	healthcare	healthcare	NOUN
ajema-454	14	8	systems	system	NOUN
ajema-454	14	9	that	that	PRON
ajema-454	14	10	are	be	AUX
ajema-454	14	11	dynamic	dynamic	ADJ
ajema-454	14	12	,	,	PUNCT
ajema-454	14	13	inclusive	inclusive	ADJ
ajema-454	14	14	,	,	PUNCT
ajema-454	14	15	and	and	CCONJ
ajema-454	14	16	resistant	resistant	ADJ
ajema-454	14	17	to	to	ADP
ajema-454	14	18	the	the	DET
ajema-454	14	19	changing	change	VERB
ajema-454	14	20	environment	environment	NOUN
ajema-454	14	21	,	,	PUNCT
ajema-454	14	22	yet	yet	CCONJ
ajema-454	14	23	it	it	PRON
ajema-454	14	24	is	be	AUX
ajema-454	14	25	providing	provide	VERB
ajema-454	14	26	sensitive	sensitive	ADJ
ajema-454	14	27	care	care	NOUN
ajema-454	14	28	through	through	ADP
ajema-454	14	29	equal	equal	ADJ
ajema-454	14	30	access	access	NOUN
ajema-454	14	31	.	.	PUNCT
ajema-454	15	1	32	32	NUM
ajema-454	15	2	journal	journal	NOUN
ajema-454	15	3	of	of	ADP
ajema-454	15	4	engineering	engineering	NOUN
ajema-454	15	5	,	,	PUNCT
ajema-454	15	6	mechanics	mechanic	NOUN
ajema-454	15	7	and	and	CCONJ
ajema-454	15	8	architecture	architecture	NOUN
ajema-454	15	9	www	www	NOUN
ajema-454	15	10	.	.	PUNCT
ajema-454	16	1	grnjournal.us	grnjournal.us	X
ajema-454	16	2	keywords	keyword	NOUN
ajema-454	16	3	:	:	PUNCT
ajema-454	16	4	artificial	artificial	ADJ
ajema-454	16	5	intelligence	intelligence	NOUN
ajema-454	16	6	,	,	PUNCT
ajema-454	16	7	risk	risk	NOUN
ajema-454	16	8	detection	detection	NOUN
ajema-454	16	9	,	,	PUNCT
ajema-454	16	10	microfinance	microfinance	NOUN
ajema-454	16	11	,	,	PUNCT
ajema-454	16	12	community	community	NOUN
ajema-454	16	13	healthcare	healthcare	NOUN
ajema-454	16	14	,	,	PUNCT
ajema-454	16	15	predictive	predictive	ADJ
ajema-454	16	16	analytics	analytic	NOUN
ajema-454	16	17	and	and	CCONJ
ajema-454	16	18	sustainability	sustainability	NOUN
ajema-454	16	19	.	.	PUNCT
ajema-454	17	1	1	1	X
ajema-454	17	2	.	.	X
ajema-454	17	3	introduction	introduction	NOUN
ajema-454	17	4	a.	a.	NOUN
ajema-454	17	5	background	background	NOUN
ajema-454	17	6	the	the	DET
ajema-454	17	7	problem	problem	NOUN
ajema-454	17	8	of	of	ADP
ajema-454	17	9	access	access	NOUN
ajema-454	17	10	to	to	ADP
ajema-454	17	11	good	good	ADJ
ajema-454	17	12	healthcare	healthcare	NOUN
ajema-454	17	13	is	be	AUX
ajema-454	17	14	one	one	NUM
ajema-454	17	15	of	of	ADP
ajema-454	17	16	the	the	DET
ajema-454	17	17	most	most	ADV
ajema-454	17	18	burning	burning	NOUN
ajema-454	17	19	in	in	ADP
ajema-454	17	20	the	the	DET
ajema-454	17	21	world	world	NOUN
ajema-454	17	22	,	,	PUNCT
ajema-454	17	23	especially	especially	ADV
ajema-454	17	24	regarding	regard	VERB
ajema-454	17	25	the	the	DET
ajema-454	17	26	weak	weak	ADJ
ajema-454	17	27	groups	group	NOUN
ajema-454	17	28	in	in	ADP
ajema-454	17	29	the	the	DET
ajema-454	17	30	population	population	NOUN
ajema-454	17	31	of	of	ADP
ajema-454	17	32	lowand	lowand	ADJ
ajema-454	17	33	medium	medium	ADJ
ajema-454	17	34	-	-	PUNCT
ajema-454	17	35	income	income	NOUN
ajema-454	17	36	countries	country	NOUN
ajema-454	17	37	where	where	SCONJ
ajema-454	17	38	the	the	DET
ajema-454	17	39	infrastructure	infrastructure	NOUN
ajema-454	17	40	has	have	VERB
ajema-454	17	41	extremely	extremely	ADV
ajema-454	17	42	poor	poor	ADJ
ajema-454	17	43	conditions	condition	NOUN
ajema-454	17	44	,	,	PUNCT
ajema-454	17	45	and	and	CCONJ
ajema-454	17	46	resources	resource	NOUN
ajema-454	17	47	are	be	AUX
ajema-454	17	48	unequally	unequally	ADV
ajema-454	17	49	distributed	distribute	VERB
ajema-454	17	50	.	.	PUNCT
ajema-454	18	1	in	in	ADP
ajema-454	18	2	these	these	DET
ajema-454	18	3	kinds	kind	NOUN
ajema-454	18	4	of	of	ADP
ajema-454	18	5	situations	situation	NOUN
ajema-454	18	6	,	,	PUNCT
ajema-454	18	7	the	the	DET
ajema-454	18	8	community	community	NOUN
ajema-454	18	9	-	-	PUNCT
ajema-454	18	10	based	base	VERB
ajema-454	18	11	service	service	NOUN
ajema-454	18	12	providers	provider	NOUN
ajema-454	18	13	of	of	ADP
ajema-454	18	14	health	health	NOUN
ajema-454	18	15	,	,	PUNCT
ajema-454	18	16	which	which	PRON
ajema-454	18	17	can	can	AUX
ajema-454	18	18	be	be	AUX
ajema-454	18	19	small	small	ADJ
ajema-454	18	20	business	business	NOUN
ajema-454	18	21	entities	entity	NOUN
ajema-454	18	22	,	,	PUNCT
ajema-454	18	23	are	be	AUX
ajema-454	18	24	a	a	DET
ajema-454	18	25	foundational	foundational	ADJ
ajema-454	18	26	back	back	NOUN
ajema-454	18	27	fall	fall	NOUN
ajema-454	18	28	of	of	ADP
ajema-454	18	29	healthcare	healthcare	NOUN
ajema-454	18	30	delivery	delivery	NOUN
ajema-454	18	31	groups	group	NOUN
ajema-454	18	32	that	that	PRON
ajema-454	18	33	provide	provide	VERB
ajema-454	18	34	much	much	ADJ
ajema-454	18	35	of	of	ADP
ajema-454	18	36	the	the	DET
ajema-454	18	37	necessary	necessary	ADJ
ajema-454	18	38	services	service	NOUN
ajema-454	18	39	in	in	ADP
ajema-454	18	40	those	those	DET
ajema-454	18	41	sectors	sector	NOUN
ajema-454	18	42	that	that	PRON
ajema-454	18	43	have	have	VERB
ajema-454	18	44	little	little	ADJ
ajema-454	18	45	facilities	facility	NOUN
ajema-454	18	46	of	of	ADP
ajema-454	18	47	the	the	DET
ajema-454	18	48	kind	kind	NOUN
ajema-454	18	49	.	.	PUNCT
ajema-454	19	1	the	the	DET
ajema-454	19	2	providers	provider	NOUN
ajema-454	19	3	play	play	VERB
ajema-454	19	4	a	a	DET
ajema-454	19	5	crucial	crucial	ADJ
ajema-454	19	6	role	role	NOUN
ajema-454	19	7	occupying	occupy	VERB
ajema-454	19	8	gaps	gap	NOUN
ajema-454	19	9	by	by	ADP
ajema-454	19	10	bringing	bring	VERB
ajema-454	19	11	care	care	NOUN
ajema-454	19	12	to	to	ADP
ajema-454	19	13	the	the	DET
ajema-454	19	14	communities	community	NOUN
ajema-454	19	15	,	,	PUNCT
ajema-454	19	16	but	but	CCONJ
ajema-454	19	17	they	they	PRON
ajema-454	19	18	are	be	AUX
ajema-454	19	19	usually	usually	ADV
ajema-454	19	20	under	under	ADP
ajema-454	19	21	chronic	chronic	ADJ
ajema-454	19	22	financial	financial	ADJ
ajema-454	19	23	pressure	pressure	NOUN
ajema-454	19	24	,	,	PUNCT
ajema-454	19	25	unreliable	unreliable	ADJ
ajema-454	19	26	revenue	revenue	NOUN
ajema-454	19	27	bases	basis	NOUN
ajema-454	19	28	,	,	PUNCT
ajema-454	19	29	and	and	CCONJ
ajema-454	19	30	other	other	ADJ
ajema-454	19	31	risks	risk	NOUN
ajema-454	19	32	relating	relate	VERB
ajema-454	19	33	to	to	ADP
ajema-454	19	34	operations	operation	NOUN
ajema-454	19	35	which	which	PRON
ajema-454	19	36	limit	limit	VERB
ajema-454	19	37	their	their	PRON
ajema-454	19	38	sustainability	sustainability	NOUN
ajema-454	19	39	over	over	ADP
ajema-454	19	40	the	the	DET
ajema-454	19	41	long	long	ADJ
ajema-454	19	42	run	run	NOUN
ajema-454	19	43	.	.	PUNCT
ajema-454	20	1	meanwhile	meanwhile	ADV
ajema-454	20	2	,	,	PUNCT
ajema-454	20	3	false	false	ADJ
ajema-454	20	4	forms	form	NOUN
ajema-454	20	5	of	of	ADP
ajema-454	20	6	claims	claim	NOUN
ajema-454	20	7	,	,	PUNCT
ajema-454	20	8	misrepresented	misrepresent	VERB
ajema-454	20	9	services	service	NOUN
ajema-454	20	10	,	,	PUNCT
ajema-454	20	11	inflated	inflated	ADJ
ajema-454	20	12	billing	billing	NOUN
ajema-454	20	13	are	be	AUX
ajema-454	20	14	forms	form	NOUN
ajema-454	20	15	of	of	ADP
ajema-454	20	16	healthcare	healthcare	NOUN
ajema-454	20	17	fraud	fraud	NOUN
ajema-454	20	18	that	that	PRON
ajema-454	20	19	place	place	VERB
ajema-454	20	20	burdens	burden	VERB
ajema-454	20	21	on	on	ADP
ajema-454	20	22	an	an	DET
ajema-454	20	23	already	already	ADV
ajema-454	20	24	limited	limit	VERB
ajema-454	20	25	amount	amount	NOUN
ajema-454	20	26	of	of	ADP
ajema-454	20	27	resources	resource	NOUN
ajema-454	20	28	available	available	ADJ
ajema-454	20	29	to	to	ADP
ajema-454	20	30	healthcare	healthcare	NOUN
ajema-454	20	31	systems	system	NOUN
ajema-454	20	32	[	[	X
ajema-454	20	33	1	1	NUM
ajema-454	20	34	]	]	PUNCT
ajema-454	20	35	.	.	PUNCT
ajema-454	21	1	alongside	alongside	ADP
ajema-454	21	2	misuse	misuse	NOUN
ajema-454	21	3	of	of	ADP
ajema-454	21	4	resources	resource	NOUN
ajema-454	21	5	,	,	PUNCT
ajema-454	21	6	malpractices	malpractice	NOUN
ajema-454	21	7	undermine	undermine	VERB
ajema-454	21	8	the	the	DET
ajema-454	21	9	authenticity	authenticity	NOUN
ajema-454	21	10	of	of	ADP
ajema-454	21	11	health	health	NOUN
ajema-454	21	12	financing	financing	NOUN
ajema-454	21	13	systems	system	NOUN
ajema-454	21	14	,	,	PUNCT
ajema-454	21	15	thus	thus	ADV
ajema-454	21	16	making	make	VERB
ajema-454	21	17	it	it	PRON
ajema-454	21	18	more	more	ADV
ajema-454	21	19	challenging	challenging	ADJ
ajema-454	21	20	to	to	PART
ajema-454	21	21	obtain	obtain	VERB
ajema-454	21	22	the	the	DET
ajema-454	21	23	required	require	VERB
ajema-454	21	24	support	support	NOUN
ajema-454	21	25	by	by	ADP
ajema-454	21	26	legitimate	legitimate	ADJ
ajema-454	21	27	providers	provider	NOUN
ajema-454	21	28	.	.	PUNCT
ajema-454	22	1	conventional	conventional	ADJ
ajema-454	22	2	methods	method	NOUN
ajema-454	22	3	of	of	ADP
ajema-454	22	4	auditing	auditing	NOUN
ajema-454	22	5	and	and	CCONJ
ajema-454	22	6	monitoring	monitoring	NOUN
ajema-454	22	7	are	be	AUX
ajema-454	22	8	characterized	characterize	VERB
ajema-454	22	9	as	as	ADP
ajema-454	22	10	being	be	AUX
ajema-454	22	11	slow	slow	ADJ
ajema-454	22	12	,	,	PUNCT
ajema-454	22	13	reactive	reactive	ADJ
ajema-454	22	14	,	,	PUNCT
ajema-454	22	15	and	and	CCONJ
ajema-454	22	16	demanding	demand	VERB
ajema-454	22	17	in	in	ADP
ajema-454	22	18	terms	term	NOUN
ajema-454	22	19	of	of	ADP
ajema-454	22	20	use	use	NOUN
ajema-454	22	21	of	of	ADP
ajema-454	22	22	resources	resource	NOUN
ajema-454	22	23	and	and	CCONJ
ajema-454	22	24	do	do	AUX
ajema-454	22	25	not	not	PART
ajema-454	22	26	quite	quite	ADV
ajema-454	22	27	suit	suit	VERB
ajema-454	22	28	the	the	DET
ajema-454	22	29	dynamic	dynamic	ADJ
ajema-454	22	30	character	character	NOUN
ajema-454	22	31	of	of	ADP
ajema-454	22	32	dishonest	dishonest	ADJ
ajema-454	22	33	practices	practice	NOUN
ajema-454	22	34	.	.	PUNCT
ajema-454	23	1	such	such	DET
ajema-454	23	2	a	a	DET
ajema-454	23	3	two	two	NUM
ajema-454	23	4	-	-	PUNCT
ajema-454	23	5	sided	sided	ADJ
ajema-454	23	6	challenge	challenge	NOUN
ajema-454	23	7	of	of	ADP
ajema-454	23	8	maintaining	maintain	VERB
ajema-454	23	9	vulnerable	vulnerable	ADJ
ajema-454	23	10	populations	population	NOUN
ajema-454	23	11	with	with	ADP
ajema-454	23	12	access	access	NOUN
ajema-454	23	13	to	to	ADP
ajema-454	23	14	reliable	reliable	ADJ
ajema-454	23	15	healthcare	healthcare	NOUN
ajema-454	23	16	and	and	CCONJ
ajema-454	23	17	maintaining	maintain	VERB
ajema-454	23	18	the	the	DET
ajema-454	23	19	minimum	minimum	NOUN
ajema-454	23	20	of	of	ADP
ajema-454	23	21	fraud	fraud	NOUN
ajema-454	23	22	will	will	AUX
ajema-454	23	23	demand	demand	VERB
ajema-454	23	24	the	the	DET
ajema-454	23	25	development	development	NOUN
ajema-454	23	26	of	of	ADP
ajema-454	23	27	new	new	ADJ
ajema-454	23	28	and	and	CCONJ
ajema-454	23	29	combined	combined	ADJ
ajema-454	23	30	strategies	strategy	NOUN
ajema-454	23	31	[	[	X
ajema-454	23	32	2	2	NUM
ajema-454	23	33	]	]	PUNCT
ajema-454	23	34	.	.	PUNCT
ajema-454	24	1	artificial	artificial	ADJ
ajema-454	24	2	intelligence	intelligence	NOUN
ajema-454	24	3	(	(	PUNCT
ajema-454	24	4	ai	ai	NOUN
ajema-454	24	5	)	)	PUNCT
ajema-454	24	6	and	and	CCONJ
ajema-454	24	7	,	,	PUNCT
ajema-454	24	8	in	in	ADP
ajema-454	24	9	specific	specific	ADJ
ajema-454	24	10	,	,	PUNCT
ajema-454	24	11	anomaly	anomaly	NOUN
ajema-454	24	12	detection	detection	NOUN
ajema-454	24	13	techniques	technique	NOUN
ajema-454	24	14	provide	provide	VERB
ajema-454	24	15	an	an	DET
ajema-454	24	16	effective	effective	ADJ
ajema-454	24	17	means	mean	NOUN
ajema-454	24	18	of	of	ADP
ajema-454	24	19	unearthing	unearth	VERB
ajema-454	24	20	suspicious	suspicious	ADJ
ajema-454	24	21	patterns	pattern	NOUN
ajema-454	24	22	that	that	PRON
ajema-454	24	23	could	could	AUX
ajema-454	24	24	presage	presage	VERB
ajema-454	24	25	fraud	fraud	NOUN
ajema-454	24	26	or	or	CCONJ
ajema-454	24	27	otherwise	otherwise	ADV
ajema-454	24	28	unsafe	unsafe	ADJ
ajema-454	24	29	conduct	conduct	NOUN
ajema-454	24	30	.	.	PUNCT
ajema-454	25	1	these	these	DET
ajema-454	25	2	ai	ai	ADJ
ajema-454	25	3	-	-	PUNCT
ajema-454	25	4	driven	drive	VERB
ajema-454	25	5	insights	insight	NOUN
ajema-454	25	6	combined	combine	VERB
ajema-454	25	7	with	with	ADP
ajema-454	25	8	the	the	DET
ajema-454	25	9	financial	financial	ADJ
ajema-454	25	10	inclusion	inclusion	NOUN
ajema-454	25	11	processes	process	NOUN
ajema-454	25	12	like	like	ADP
ajema-454	25	13	microfinance	microfinance	NOUN
ajema-454	25	14	,	,	PUNCT
ajema-454	25	15	can	can	AUX
ajema-454	25	16	mean	mean	VERB
ajema-454	25	17	the	the	DET
ajema-454	25	18	opening	opening	NOUN
ajema-454	25	19	of	of	ADP
ajema-454	25	20	the	the	DET
ajema-454	25	21	chances	chance	NOUN
ajema-454	25	22	to	to	PART
ajema-454	25	23	direct	direct	VERB
ajema-454	25	24	the	the	DET
ajema-454	25	25	support	support	NOUN
ajema-454	25	26	flow	flow	NOUN
ajema-454	25	27	toward	toward	ADP
ajema-454	25	28	ethical	ethical	ADJ
ajema-454	25	29	community	community	NOUN
ajema-454	25	30	-	-	PUNCT
ajema-454	25	31	driven	drive	VERB
ajema-454	25	32	providers	provider	NOUN
ajema-454	25	33	[	[	X
ajema-454	25	34	3	3	NUM
ajema-454	25	35	]	]	PUNCT
ajema-454	25	36	.	.	PUNCT
ajema-454	26	1	in	in	ADP
ajema-454	26	2	that	that	DET
ajema-454	26	3	case	case	NOUN
ajema-454	26	4	,	,	PUNCT
ajema-454	26	5	the	the	DET
ajema-454	26	6	system	system	NOUN
ajema-454	26	7	does	do	AUX
ajema-454	26	8	not	not	PART
ajema-454	26	9	only	only	ADV
ajema-454	26	10	protect	protect	VERB
ajema-454	26	11	limited	limited	ADJ
ajema-454	26	12	bases	basis	NOUN
ajema-454	26	13	of	of	ADP
ajema-454	26	14	healthcare	healthcare	NOUN
ajema-454	26	15	resources	resource	NOUN
ajema-454	26	16	,	,	PUNCT
ajema-454	26	17	but	but	CCONJ
ajema-454	26	18	also	also	ADV
ajema-454	26	19	reinforces	reinforce	VERB
ajema-454	26	20	the	the	DET
ajema-454	26	21	financial	financial	ADJ
ajema-454	26	22	sustainability	sustainability	NOUN
ajema-454	26	23	of	of	ADP
ajema-454	26	24	the	the	DET
ajema-454	26	25	small	small	ADJ
ajema-454	26	26	providers	provider	NOUN
ajema-454	26	27	,	,	PUNCT
ajema-454	26	28	thus	thus	ADV
ajema-454	26	29	ultimately	ultimately	ADV
ajema-454	26	30	leading	lead	VERB
ajema-454	26	31	to	to	ADP
ajema-454	26	32	sustainable	sustainable	ADJ
ajema-454	26	33	and	and	CCONJ
ajema-454	26	34	equitable	equitable	ADJ
ajema-454	26	35	access	access	NOUN
ajema-454	26	36	to	to	PART
ajema-454	26	37	care	care	VERB
ajema-454	26	38	in	in	ADP
ajema-454	26	39	vulnerable	vulnerable	ADJ
ajema-454	26	40	populations	population	NOUN
ajema-454	26	41	.	.	PUNCT
ajema-454	27	1	b.	b.	NOUN
ajema-454	27	2	reasons	reason	NOUN
ajema-454	27	3	why	why	SCONJ
ajema-454	27	4	ai	ai	VERB
ajema-454	27	5	and	and	CCONJ
ajema-454	27	6	microfinance	microfinance	NOUN
ajema-454	27	7	are	be	AUX
ajema-454	27	8	integrated	integrate	VERB
ajema-454	27	9	the	the	DET
ajema-454	27	10	logic	logic	NOUN
ajema-454	27	11	behind	behind	ADP
ajema-454	27	12	the	the	DET
ajema-454	27	13	convergence	convergence	NOUN
ajema-454	27	14	of	of	ADP
ajema-454	27	15	ai	ai	ADV
ajema-454	27	16	-	-	PUNCT
ajema-454	27	17	enhanced	enhance	VERB
ajema-454	27	18	fraud	fraud	NOUN
ajema-454	27	19	detection	detection	NOUN
ajema-454	27	20	and	and	CCONJ
ajema-454	27	21	go	go	VERB
ajema-454	27	22	-	-	PUNCT
ajema-454	27	23	forward	forward	NOUN
ajema-454	27	24	in	in	ADP
ajema-454	27	25	microfunding	microfunde	VERB
ajema-454	27	26	in	in	ADP
ajema-454	27	27	the	the	DET
ajema-454	27	28	community	community	NOUN
ajema-454	27	29	health	health	NOUN
ajema-454	27	30	system	system	NOUN
ajema-454	27	31	is	be	AUX
ajema-454	27	32	based	base	VERB
ajema-454	27	33	on	on	ADP
ajema-454	27	34	the	the	DET
ajema-454	27	35	two	two	NUM
ajema-454	27	36	related	relate	VERB
ajema-454	27	37	systemic	systemic	ADJ
ajema-454	27	38	problems	problem	NOUN
ajema-454	27	39	,	,	PUNCT
ajema-454	27	40	the	the	DET
ajema-454	27	41	control	control	NOUN
ajema-454	27	42	of	of	ADP
ajema-454	27	43	frauds	fraud	NOUN
ajema-454	27	44	and	and	CCONJ
ajema-454	27	45	access	access	NOUN
ajema-454	27	46	of	of	ADP
ajema-454	27	47	available	available	ADJ
ajema-454	27	48	funds	fund	NOUN
ajema-454	28	1	[	[	X
ajema-454	28	2	4	4	NUM
ajema-454	28	3	]	]	PUNCT
ajema-454	28	4	.	.	PUNCT
ajema-454	29	1	healthcare	healthcare	NOUN
ajema-454	29	2	system	system	NOUN
ajema-454	29	3	corruption	corruption	NOUN
ajema-454	29	4	severely	severely	ADV
ajema-454	29	5	decreases	decrease	VERB
ajema-454	29	6	efficiency	efficiency	NOUN
ajema-454	29	7	and	and	CCONJ
ajema-454	29	8	sustainability	sustainability	NOUN
ajema-454	29	9	of	of	ADP
ajema-454	29	10	care	care	NOUN
ajema-454	29	11	provision	provision	NOUN
ajema-454	29	12	through	through	ADP
ajema-454	29	13	waste	waste	NOUN
ajema-454	29	14	of	of	ADP
ajema-454	29	15	essential	essential	ADJ
ajema-454	29	16	resources	resource	NOUN
ajema-454	29	17	needed	need	VERB
ajema-454	29	18	by	by	ADP
ajema-454	29	19	vulnerable	vulnerable	ADJ
ajema-454	29	20	classes	class	NOUN
ajema-454	29	21	of	of	ADP
ajema-454	29	22	the	the	DET
ajema-454	29	23	population	population	NOUN
ajema-454	29	24	.	.	PUNCT
ajema-454	30	1	unlike	unlike	ADP
ajema-454	30	2	their	their	PRON
ajema-454	30	3	traditionally	traditionally	ADV
ajema-454	30	4	used	use	VERB
ajema-454	30	5	counterparts	counterpart	NOUN
ajema-454	30	6	,	,	PUNCT
ajema-454	30	7	aibased	aibased	ADJ
ajema-454	30	8	anomaly	anomaly	NOUN
ajema-454	30	9	detection	detection	NOUN
ajema-454	30	10	processes	process	NOUN
ajema-454	30	11	like	like	ADP
ajema-454	30	12	unsupervised	unsupervised	ADJ
ajema-454	30	13	learning	learning	NOUN
ajema-454	30	14	and	and	CCONJ
ajema-454	30	15	clustering	clustering	NOUN
ajema-454	30	16	models	model	NOUN
ajema-454	30	17	are	be	AUX
ajema-454	30	18	a	a	DET
ajema-454	30	19	datadriven	datadriven	ADJ
ajema-454	30	20	approach	approach	NOUN
ajema-454	30	21	that	that	PRON
ajema-454	30	22	is	be	AUX
ajema-454	30	23	more	more	ADV
ajema-454	30	24	efficient	efficient	ADJ
ajema-454	30	25	to	to	PART
ajema-454	30	26	recognize	recognize	VERB
ajema-454	30	27	anomalous	anomalous	ADJ
ajema-454	30	28	patterns	pattern	NOUN
ajema-454	30	29	in	in	ADP
ajema-454	30	30	billing	billing	NOUN
ajema-454	30	31	,	,	PUNCT
ajema-454	30	32	unusual	unusual	ADJ
ajema-454	30	33	utilization	utilization	NOUN
ajema-454	30	34	of	of	ADP
ajema-454	30	35	services	service	NOUN
ajema-454	30	36	,	,	PUNCT
ajema-454	30	37	or	or	CCONJ
ajema-454	30	38	excessive	excessive	ADJ
ajema-454	30	39	additions	addition	NOUN
ajema-454	30	40	to	to	ADP
ajema-454	30	41	them	they	PRON
ajema-454	30	42	[	[	X
ajema-454	30	43	5	5	NUM
ajema-454	30	44	]	]	PUNCT
ajema-454	30	45	.	.	PUNCT
ajema-454	31	1	the	the	DET
ajema-454	31	2	ai	ai	PROPN
ajema-454	31	3	models	model	NOUN
ajema-454	31	4	can	can	AUX
ajema-454	31	5	constantly	constantly	ADV
ajema-454	31	6	filter	filter	VERB
ajema-454	31	7	through	through	ADP
ajema-454	31	8	extensive	extensive	ADJ
ajema-454	31	9	amounts	amount	NOUN
ajema-454	31	10	of	of	ADP
ajema-454	31	11	data	datum	NOUN
ajema-454	31	12	,	,	PUNCT
ajema-454	31	13	and	and	CCONJ
ajema-454	31	14	in	in	ADP
ajema-454	31	15	contrast	contrast	NOUN
ajema-454	31	16	to	to	ADP
ajema-454	31	17	manually	manually	ADV
ajema-454	31	18	conducted	conduct	VERB
ajema-454	31	19	audits	audits	NOUN
ajema-454	31	20	,	,	PUNCT
ajema-454	31	21	which	which	PRON
ajema-454	31	22	are	be	AUX
ajema-454	31	23	labor	labor	NOUN
ajema-454	31	24	-	-	PUNCT
ajema-454	31	25	consuming	consume	VERB
ajema-454	31	26	and	and	CCONJ
ajema-454	31	27	delay	delay	NOUN
ajema-454	31	28	-	-	PUNCT
ajema-454	31	29	prone	prone	ADJ
ajema-454	31	30	,	,	PUNCT
ajema-454	31	31	they	they	PRON
ajema-454	31	32	will	will	AUX
ajema-454	31	33	provide	provide	VERB
ajema-454	31	34	24/7	24/7	NOUN
ajema-454	31	35	monitoring	monitoring	NOUN
ajema-454	31	36	with	with	ADP
ajema-454	31	37	prevention	prevention	NOUN
ajema-454	31	38	and	and	CCONJ
ajema-454	31	39	identification	identification	NOUN
ajema-454	31	40	measures	measure	NOUN
ajema-454	31	41	.	.	PUNCT
ajema-454	32	1	simultaneously	simultaneously	ADV
ajema-454	32	2	,	,	PUNCT
ajema-454	32	3	small	small	ADJ
ajema-454	32	4	community	community	NOUN
ajema-454	32	5	health	health	NOUN
ajema-454	32	6	providers	provider	NOUN
ajema-454	32	7	which	which	PRON
ajema-454	32	8	can	can	AUX
ajema-454	32	9	be	be	AUX
ajema-454	32	10	reliable	reliable	ADJ
ajema-454	32	11	yet	yet	ADV
ajema-454	32	12	financially	financially	ADV
ajema-454	32	13	underfunded	underfunded	ADJ
ajema-454	32	14	are	be	AUX
ajema-454	32	15	inadequately	inadequately	ADV
ajema-454	32	16	able	able	ADJ
ajema-454	32	17	to	to	PART
ajema-454	32	18	get	get	VERB
ajema-454	32	19	financing	financing	NOUN
ajema-454	32	20	since	since	SCONJ
ajema-454	32	21	they	they	PRON
ajema-454	32	22	lack	lack	VERB
ajema-454	32	23	credit	credit	NOUN
ajema-454	32	24	history	history	NOUN
ajema-454	32	25	,	,	PUNCT
ajema-454	32	26	collateral	collateral	ADJ
ajema-454	32	27	or	or	CCONJ
ajema-454	32	28	official	official	ADJ
ajema-454	32	29	papers	paper	NOUN
ajema-454	32	30	.	.	PUNCT
ajema-454	33	1	although	although	SCONJ
ajema-454	33	2	microfinance	microfinance	NOUN
ajema-454	33	3	institutions	institution	NOUN
ajema-454	33	4	are	be	AUX
ajema-454	33	5	supposed	suppose	VERB
ajema-454	33	6	to	to	PART
ajema-454	33	7	fill	fill	VERB
ajema-454	33	8	financial	financial	ADJ
ajema-454	33	9	gaps	gap	NOUN
ajema-454	33	10	within	within	ADP
ajema-454	33	11	small	small	ADJ
ajema-454	33	12	-	-	PUNCT
ajema-454	33	13	scale	scale	NOUN
ajema-454	33	14	firms	firm	NOUN
ajema-454	33	15	,	,	PUNCT
ajema-454	33	16	they	they	PRON
ajema-454	33	17	may	may	AUX
ajema-454	33	18	be	be	AUX
ajema-454	33	19	afraid	afraid	ADJ
ajema-454	33	20	of	of	ADP
ajema-454	33	21	offering	offer	VERB
ajema-454	33	22	it	it	PRON
ajema-454	33	23	to	to	ADP
ajema-454	33	24	the	the	DET
ajema-454	33	25	health	health	NOUN
ajema-454	33	26	sector	sector	NOUN
ajema-454	33	27	since	since	SCONJ
ajema-454	33	28	they	they	PRON
ajema-454	33	29	view	view	VERB
ajema-454	33	30	the	the	DET
ajema-454	33	31	health	health	NOUN
ajema-454	33	32	sector	sector	NOUN
ajema-454	33	33	as	as	ADP
ajema-454	33	34	risky	risky	ADJ
ajema-454	33	35	[	[	X
ajema-454	33	36	6	6	NUM
ajema-454	33	37	]	]	PUNCT
ajema-454	33	38	.	.	PUNCT
ajema-454	34	1	with	with	ADP
ajema-454	34	2	the	the	DET
ajema-454	34	3	help	help	NOUN
ajema-454	34	4	of	of	ADP
ajema-454	34	5	risk	risk	NOUN
ajema-454	34	6	scores	score	NOUN
ajema-454	34	7	provided	provide	VERB
ajema-454	34	8	by	by	ADP
ajema-454	34	9	ai	ai	PROPN
ajema-454	34	10	algorithms	algorithm	NOUN
ajema-454	34	11	,	,	PUNCT
ajema-454	34	12	financial	financial	ADJ
ajema-454	34	13	institutions	institution	NOUN
ajema-454	34	14	will	will	AUX
ajema-454	34	15	only	only	ADV
ajema-454	34	16	need	need	VERB
ajema-454	34	17	to	to	PART
ajema-454	34	18	make	make	VERB
ajema-454	34	19	more	more	ADV
ajema-454	34	20	informed	informed	ADJ
ajema-454	34	21	decisions	decision	NOUN
ajema-454	34	22	and	and	CCONJ
ajema-454	34	23	employ	employ	VERB
ajema-454	34	24	better	well	ADJ
ajema-454	34	25	judgment	judgment	NOUN
ajema-454	34	26	as	as	ADP
ajema-454	34	27	to	to	ADP
ajema-454	34	28	fraudulent	fraudulent	ADJ
ajema-454	34	29	providers	provider	NOUN
ajema-454	34	30	and	and	CCONJ
ajema-454	34	31	those	those	DET
ajema-454	34	32	providers	provider	NOUN
ajema-454	34	33	who	who	PRON
ajema-454	34	34	actually	actually	ADV
ajema-454	34	35	need	need	VERB
ajema-454	34	36	to	to	PART
ajema-454	34	37	be	be	AUX
ajema-454	34	38	provided	provide	VERB
ajema-454	34	39	with	with	ADP
ajema-454	34	40	financial	financial	ADJ
ajema-454	34	41	assistance	assistance	NOUN
ajema-454	34	42	[	[	X
ajema-454	34	43	7	7	NUM
ajema-454	34	44	]	]	PUNCT
ajema-454	34	45	.	.	PUNCT
ajema-454	35	1	this	this	DET
ajema-454	35	2	dual	dual	ADJ
ajema-454	35	3	system	system	NOUN
ajema-454	35	4	introduces	introduce	VERB
ajema-454	35	5	a	a	DET
ajema-454	35	6	win	win	NOUN
ajema-454	35	7	-	-	PUNCT
ajema-454	35	8	win	win	NOUN
ajema-454	35	9	model	model	NOUN
ajema-454	35	10	,	,	PUNCT
ajema-454	35	11	fraudulent	fraudulent	ADJ
ajema-454	35	12	actors	actor	NOUN
ajema-454	35	13	will	will	AUX
ajema-454	35	14	be	be	AUX
ajema-454	35	15	reported	report	VERB
ajema-454	35	16	and	and	CCONJ
ajema-454	35	17	removed	remove	VERB
ajema-454	35	18	from	from	ADP
ajema-454	35	19	the	the	DET
ajema-454	35	20	source	source	NOUN
ajema-454	35	21	of	of	ADP
ajema-454	35	22	funding	funding	NOUN
ajema-454	35	23	whereas	whereas	SCONJ
ajema-454	35	24	ethical	ethical	ADJ
ajema-454	35	25	providers	provider	NOUN
ajema-454	35	26	will	will	AUX
ajema-454	35	27	have	have	VERB
ajema-454	35	28	access	access	NOUN
ajema-454	35	29	to	to	ADP
ajema-454	35	30	the	the	DET
ajema-454	35	31	funding	funding	NOUN
ajema-454	35	32	that	that	PRON
ajema-454	35	33	can	can	AUX
ajema-454	35	34	scale	scale	VERB
ajema-454	35	35	the	the	DET
ajema-454	35	36	operation	operation	NOUN
ajema-454	35	37	,	,	PUNCT
ajema-454	35	38	offer	offer	VERB
ajema-454	35	39	better	well	ADJ
ajema-454	35	40	services	service	NOUN
ajema-454	35	41	,	,	PUNCT
ajema-454	35	42	and	and	CCONJ
ajema-454	35	43	invest	invest	VERB
ajema-454	35	44	financially	financially	ADV
ajema-454	35	45	in	in	ADP
ajema-454	35	46	medical	medical	ADJ
ajema-454	35	47	33	33	NUM
ajema-454	35	48	journal	journal	NOUN
ajema-454	35	49	of	of	ADP
ajema-454	35	50	engineering	engineering	NOUN
ajema-454	35	51	,	,	PUNCT
ajema-454	35	52	mechanics	mechanic	NOUN
ajema-454	35	53	and	and	CCONJ
ajema-454	35	54	architecture	architecture	NOUN
ajema-454	35	55	www	www	NOUN
ajema-454	35	56	.	.	PUNCT
ajema-454	36	1	grnjournal.us	grnjournal.us	X
ajema-454	36	2	infrastructures	infrastructure	NOUN
ajema-454	36	3	[	[	X
ajema-454	36	4	8	8	NUM
ajema-454	36	5	]	]	PUNCT
ajema-454	36	6	.	.	PUNCT
ajema-454	37	1	therefore	therefore	ADV
ajema-454	37	2	,	,	PUNCT
ajema-454	37	3	implementation	implementation	NOUN
ajema-454	37	4	of	of	ADP
ajema-454	37	5	risk	risk	NOUN
ajema-454	37	6	detection	detection	NOUN
ajema-454	37	7	by	by	ADP
ajema-454	37	8	ai	ai	NOUN
ajema-454	37	9	and	and	CCONJ
ajema-454	37	10	microfinance	microfinance	NOUN
ajema-454	37	11	is	be	AUX
ajema-454	37	12	not	not	PART
ajema-454	37	13	only	only	ADV
ajema-454	37	14	seen	see	VERB
ajema-454	37	15	to	to	PART
ajema-454	37	16	diminish	diminish	VERB
ajema-454	37	17	frauds	fraud	NOUN
ajema-454	37	18	,	,	PUNCT
ajema-454	37	19	but	but	CCONJ
ajema-454	37	20	also	also	ADV
ajema-454	37	21	,	,	PUNCT
ajema-454	37	22	sets	set	VERB
ajema-454	37	23	up	up	ADP
ajema-454	37	24	a	a	DET
ajema-454	37	25	sustainable	sustainable	ADJ
ajema-454	37	26	financing	financing	NOUN
ajema-454	37	27	environment	environment	NOUN
ajema-454	37	28	to	to	PART
ajema-454	37	29	promote	promote	VERB
ajema-454	37	30	the	the	DET
ajema-454	37	31	role	role	NOUN
ajema-454	37	32	of	of	ADP
ajema-454	37	33	small	small	ADJ
ajema-454	37	34	health	health	NOUN
ajema-454	37	35	businesses	business	NOUN
ajema-454	37	36	in	in	ADP
ajema-454	37	37	ensuring	ensure	VERB
ajema-454	37	38	effective	effective	ADJ
ajema-454	37	39	care	care	NOUN
ajema-454	37	40	to	to	ADP
ajema-454	37	41	such	such	ADJ
ajema-454	37	42	vulnerable	vulnerable	ADJ
ajema-454	37	43	communities	community	NOUN
ajema-454	37	44	.	.	PUNCT
ajema-454	38	1	c.	c.	PROPN
ajema-454	38	2	problem	problem	PROPN
ajema-454	38	3	statement	statement	PROPN
ajema-454	38	4	conventional	conventional	ADJ
ajema-454	38	5	healthcare	healthcare	PROPN
ajema-454	38	6	fraud	fraud	NOUN
ajema-454	38	7	detecting	detect	VERB
ajema-454	38	8	programs	program	NOUN
ajema-454	38	9	are	be	AUX
ajema-454	38	10	usually	usually	ADV
ajema-454	38	11	reactive	reactive	ADJ
ajema-454	38	12	,	,	PUNCT
ajema-454	38	13	tardy	tardy	ADJ
ajema-454	38	14	and	and	CCONJ
ajema-454	38	15	reliant	reliant	ADJ
ajema-454	38	16	on	on	ADP
ajema-454	38	17	the	the	DET
ajema-454	38	18	manual	manual	ADJ
ajema-454	38	19	audit	audit	NOUN
ajema-454	38	20	,	,	PUNCT
ajema-454	38	21	restricting	restrict	VERB
ajema-454	38	22	the	the	DET
ajema-454	38	23	program	program	NOUN
ajema-454	38	24	to	to	PART
ajema-454	38	25	be	be	AUX
ajema-454	38	26	effective	effective	ADJ
ajema-454	38	27	in	in	ADP
ajema-454	38	28	detecting	detect	VERB
ajema-454	38	29	new	new	ADJ
ajema-454	38	30	patterns	pattern	NOUN
ajema-454	38	31	of	of	ADP
ajema-454	38	32	fraud	fraud	NOUN
ajema-454	38	33	enterprises	enterprise	NOUN
ajema-454	38	34	.	.	PUNCT
ajema-454	39	1	such	such	ADJ
ajema-454	39	2	inefficiencies	inefficiency	NOUN
ajema-454	39	3	allow	allow	VERB
ajema-454	39	4	fraudulent	fraudulent	ADJ
ajema-454	39	5	processes	process	NOUN
ajema-454	39	6	and	and	CCONJ
ajema-454	39	7	some	some	DET
ajema-454	39	8	unethical	unethical	ADJ
ajema-454	39	9	practices	practice	NOUN
ajema-454	39	10	to	to	PART
ajema-454	39	11	occur	occur	VERB
ajema-454	39	12	that	that	DET
ajema-454	39	13	lead	lead	NOUN
ajema-454	39	14	to	to	ADP
ajema-454	39	15	the	the	DET
ajema-454	39	16	wastage	wastage	NOUN
ajema-454	39	17	of	of	ADP
ajema-454	39	18	healthcare	healthcare	NOUN
ajema-454	39	19	systems	system	NOUN
ajema-454	40	1	[	[	X
ajema-454	40	2	9	9	NUM
ajema-454	40	3	]	]	PUNCT
ajema-454	40	4	.	.	PUNCT
ajema-454	41	1	in	in	ADP
ajema-454	41	2	the	the	DET
ajema-454	41	3	meantime	meantime	NOUN
ajema-454	41	4	,	,	PUNCT
ajema-454	41	5	small	small	ADJ
ajema-454	41	6	-	-	PUNCT
ajema-454	41	7	scale	scale	NOUN
ajema-454	41	8	healthcare	healthcare	NOUN
ajema-454	41	9	providers	provider	NOUN
ajema-454	41	10	who	who	PRON
ajema-454	41	11	offer	offer	VERB
ajema-454	41	12	their	their	PRON
ajema-454	41	13	services	service	NOUN
ajema-454	41	14	ethically	ethically	ADV
ajema-454	41	15	and	and	CCONJ
ajema-454	41	16	legally	legally	ADV
ajema-454	41	17	encounter	encounter	VERB
ajema-454	41	18	massive	massive	ADJ
ajema-454	41	19	constraints	constraint	NOUN
ajema-454	41	20	in	in	ADP
ajema-454	41	21	accessing	access	VERB
ajema-454	41	22	financial	financial	ADJ
ajema-454	41	23	backing	backing	NOUN
ajema-454	41	24	because	because	SCONJ
ajema-454	41	25	,	,	PUNCT
ajema-454	41	26	in	in	ADP
ajema-454	41	27	most	most	ADJ
ajema-454	41	28	occasions	occasion	NOUN
ajema-454	41	29	,	,	PUNCT
ajema-454	41	30	banks	bank	NOUN
ajema-454	41	31	consider	consider	VERB
ajema-454	41	32	them	they	PRON
ajema-454	41	33	as	as	ADP
ajema-454	41	34	a	a	DET
ajema-454	41	35	risky	risky	ADJ
ajema-454	41	36	financial	financial	ADJ
ajema-454	41	37	investment	investment	NOUN
ajema-454	41	38	because	because	SCONJ
ajema-454	41	39	of	of	ADP
ajema-454	41	40	the	the	DET
ajema-454	41	41	inferior	inferior	ADJ
ajema-454	41	42	record	record	NOUN
ajema-454	41	43	system	system	NOUN
ajema-454	41	44	in	in	ADP
ajema-454	41	45	their	their	PRON
ajema-454	41	46	books	book	NOUN
ajema-454	41	47	of	of	ADP
ajema-454	41	48	accounts	account	NOUN
ajema-454	41	49	,	,	PUNCT
ajema-454	41	50	ambiguity	ambiguity	NOUN
ajema-454	41	51	in	in	ADP
ajema-454	41	52	the	the	DET
ajema-454	41	53	records	record	NOUN
ajema-454	41	54	,	,	PUNCT
ajema-454	41	55	and	and	CCONJ
ajema-454	41	56	unfavorable	unfavorable	ADJ
ajema-454	41	57	sources	source	NOUN
ajema-454	41	58	of	of	ADP
ajema-454	41	59	collateral	collateral	NOUN
ajema-454	41	60	[	[	X
ajema-454	41	61	10	10	NUM
ajema-454	41	62	]	]	PUNCT
ajema-454	41	63	.	.	PUNCT
ajema-454	42	1	this	this	DET
ajema-454	42	2	contradiction	contradiction	NOUN
ajema-454	42	3	makes	make	VERB
ajema-454	42	4	the	the	DET
ajema-454	42	5	structure	structure	NOUN
ajema-454	42	6	unbalanced	unbalanced	ADJ
ajema-454	42	7	:	:	PUNCT
ajema-454	42	8	there	there	PRON
ajema-454	42	9	is	be	VERB
ajema-454	42	10	a	a	DET
ajema-454	42	11	lack	lack	NOUN
ajema-454	42	12	of	of	ADP
ajema-454	42	13	funding	funding	NOUN
ajema-454	42	14	in	in	ADP
ajema-454	42	15	established	established	ADJ
ajema-454	42	16	and	and	CCONJ
ajema-454	42	17	trustworthy	trustworthy	ADJ
ajema-454	42	18	providers	provider	NOUN
ajema-454	42	19	,	,	PUNCT
ajema-454	42	20	and	and	CCONJ
ajema-454	42	21	there	there	PRON
ajema-454	42	22	is	be	VERB
ajema-454	42	23	still	still	ADV
ajema-454	42	24	a	a	DET
ajema-454	42	25	possibility	possibility	NOUN
ajema-454	42	26	of	of	ADP
ajema-454	42	27	fraudulent	fraudulent	ADJ
ajema-454	42	28	ones	one	NOUN
ajema-454	42	29	to	to	PART
ajema-454	42	30	exploit	exploit	VERB
ajema-454	42	31	the	the	DET
ajema-454	42	32	flaws	flaw	NOUN
ajema-454	42	33	in	in	ADP
ajema-454	42	34	healthcare	healthcare	NOUN
ajema-454	42	35	financing	financing	NOUN
ajema-454	42	36	.	.	PUNCT
ajema-454	43	1	this	this	DET
ajema-454	43	2	problem	problem	NOUN
ajema-454	43	3	needs	need	VERB
ajema-454	43	4	a	a	DET
ajema-454	43	5	new	new	ADJ
ajema-454	43	6	system	system	NOUN
ajema-454	43	7	that	that	PRON
ajema-454	43	8	combines	combine	VERB
ajema-454	43	9	risk	risk	NOUN
ajema-454	43	10	identification	identification	NOUN
ajema-454	43	11	based	base	VERB
ajema-454	43	12	on	on	ADP
ajema-454	43	13	ai	ai	ADJ
ajema-454	43	14	and	and	CCONJ
ajema-454	43	15	microfinance	microfinance	NOUN
ajema-454	43	16	mechanisms	mechanism	NOUN
ajema-454	43	17	.	.	PUNCT
ajema-454	44	1	d.	d.	PROPN
ajema-454	44	2	purpose	purpose	NOUN
ajema-454	44	3	of	of	ADP
ajema-454	44	4	study	study	NOUN
ajema-454	44	5	the	the	DET
ajema-454	44	6	proposed	propose	VERB
ajema-454	44	7	research	research	NOUN
ajema-454	44	8	will	will	AUX
ajema-454	44	9	test	test	VERB
ajema-454	44	10	a	a	DET
ajema-454	44	11	new	new	ADJ
ajema-454	44	12	methodology	methodology	NOUN
ajema-454	44	13	to	to	PART
ajema-454	44	14	integrate	integrate	VERB
ajema-454	44	15	artificial	artificial	ADJ
ajema-454	44	16	intelligence	intelligence	NOUN
ajema-454	44	17	-	-	PUNCT
ajema-454	44	18	based	base	VERB
ajema-454	44	19	risk	risk	NOUN
ajema-454	44	20	identification	identification	NOUN
ajema-454	44	21	and	and	CCONJ
ajema-454	44	22	microfinance	microfinance	NOUN
ajema-454	44	23	policies	policy	NOUN
ajema-454	44	24	to	to	PART
ajema-454	44	25	empower	empower	VERB
ajema-454	44	26	local	local	ADJ
ajema-454	44	27	care	care	NOUN
ajema-454	44	28	-	-	PUNCT
ajema-454	44	29	based	base	VERB
ajema-454	44	30	companies	company	NOUN
ajema-454	44	31	to	to	PART
ajema-454	44	32	build	build	VERB
ajema-454	44	33	resilience	resilience	NOUN
ajema-454	44	34	and	and	CCONJ
ajema-454	44	35	protect	protect	VERB
ajema-454	44	36	vulnerable	vulnerable	ADJ
ajema-454	44	37	populations	population	NOUN
ajema-454	44	38	and	and	CCONJ
ajema-454	44	39	their	their	PRON
ajema-454	44	40	access	access	NOUN
ajema-454	44	41	relationships	relationship	NOUN
ajema-454	44	42	to	to	PART
ajema-454	44	43	care	care	VERB
ajema-454	44	44	[	[	X
ajema-454	44	45	11	11	NUM
ajema-454	44	46	]	]	PUNCT
ajema-454	44	47	.	.	PUNCT
ajema-454	45	1	it	it	PRON
ajema-454	45	2	studies	study	VERB
ajema-454	45	3	fraud	fraud	NOUN
ajema-454	45	4	or	or	CCONJ
ajema-454	45	5	high	high	ADJ
ajema-454	45	6	risk	risk	NOUN
ajema-454	45	7	healthcare	healthcare	NOUN
ajema-454	45	8	providers	provider	NOUN
ajema-454	45	9	with	with	ADP
ajema-454	45	10	the	the	DET
ajema-454	45	11	advanced	advanced	ADJ
ajema-454	45	12	techniques	technique	NOUN
ajema-454	45	13	of	of	ADP
ajema-454	45	14	anomaly	anomaly	NOUN
ajema-454	45	15	detection	detection	NOUN
ajema-454	45	16	such	such	ADJ
ajema-454	45	17	as	as	ADP
ajema-454	45	18	the	the	DET
ajema-454	45	19	service	service	NOUN
ajema-454	45	20	claims	claim	NOUN
ajema-454	45	21	and	and	CCONJ
ajema-454	45	22	financial	financial	ADJ
ajema-454	45	23	patterns	pattern	NOUN
ajema-454	45	24	analysis	analysis	NOUN
ajema-454	45	25	gained	gain	VERB
ajema-454	45	26	on	on	ADP
ajema-454	45	27	the	the	DET
ajema-454	45	28	provider	provider	NOUN
ajema-454	45	29	-	-	PUNCT
ajema-454	45	30	level	level	NOUN
ajema-454	45	31	data	datum	NOUN
ajema-454	45	32	.	.	PUNCT
ajema-454	46	1	it	it	PRON
ajema-454	46	2	is	be	AUX
ajema-454	46	3	through	through	ADP
ajema-454	46	4	this	this	PRON
ajema-454	46	5	that	that	SCONJ
ajema-454	46	6	the	the	DET
ajema-454	46	7	providers	provider	NOUN
ajema-454	46	8	will	will	AUX
ajema-454	46	9	be	be	AUX
ajema-454	46	10	divided	divide	VERB
ajema-454	46	11	into	into	ADP
ajema-454	46	12	two	two	NUM
ajema-454	46	13	camps	camp	NOUN
ajema-454	46	14	;	;	PUNCT
ajema-454	46	15	high	high	ADJ
ajema-454	46	16	-	-	PUNCT
ajema-454	46	17	risk	risk	NOUN
ajema-454	46	18	and	and	CCONJ
ajema-454	46	19	low	low	ADJ
ajema-454	46	20	-	-	PUNCT
ajema-454	46	21	risk	risk	NOUN
ajema-454	46	22	groups	group	NOUN
ajema-454	46	23	[	[	X
ajema-454	46	24	12	12	NUM
ajema-454	46	25	]	]	PUNCT
ajema-454	46	26	.	.	PUNCT
ajema-454	47	1	risky	risky	ADJ
ajema-454	47	2	providers	provider	NOUN
ajema-454	47	3	will	will	AUX
ajema-454	47	4	be	be	AUX
ajema-454	47	5	identified	identify	VERB
ajema-454	47	6	as	as	SCONJ
ajema-454	47	7	candidates	candidate	NOUN
ajema-454	47	8	to	to	PART
ajema-454	47	9	be	be	AUX
ajema-454	47	10	investigated	investigate	VERB
ajema-454	47	11	as	as	ADP
ajema-454	47	12	possible	possible	ADJ
ajema-454	47	13	frauds	fraud	NOUN
ajema-454	47	14	and	and	CCONJ
ajema-454	47	15	low	low	ADJ
ajema-454	47	16	-	-	PUNCT
ajema-454	47	17	risk	risk	NOUN
ajema-454	47	18	providers	provider	NOUN
ajema-454	47	19	will	will	AUX
ajema-454	47	20	be	be	AUX
ajema-454	47	21	emphasized	emphasize	VERB
ajema-454	47	22	as	as	ADP
ajema-454	47	23	possible	possible	ADJ
ajema-454	47	24	candidates	candidate	NOUN
ajema-454	47	25	of	of	ADP
ajema-454	47	26	being	be	AUX
ajema-454	47	27	financed	finance	VERB
ajema-454	47	28	[	[	PUNCT
ajema-454	47	29	13	13	NUM
ajema-454	47	30	.	.	PUNCT
ajema-454	48	1	the	the	DET
ajema-454	48	2	use	use	NOUN
ajema-454	48	3	of	of	ADP
ajema-454	48	4	ai	ai	ADJ
ajema-454	48	5	knowledge	knowledge	NOUN
ajema-454	48	6	to	to	PART
ajema-454	48	7	make	make	VERB
ajema-454	48	8	microfinance	microfinance	NOUN
ajema-454	48	9	decision	decision	NOUN
ajema-454	48	10	-	-	PUNCT
ajema-454	48	11	making	making	NOUN
ajema-454	48	12	brings	bring	VERB
ajema-454	48	13	a	a	DET
ajema-454	48	14	risk	risk	NOUN
ajema-454	48	15	-	-	PUNCT
ajema-454	48	16	based	base	VERB
ajema-454	48	17	texas	texas	PROPN
ajema-454	48	18	moneylending	moneylende	VERB
ajema-454	48	19	preview	preview	NOUN
ajema-454	48	20	financing	financing	NOUN
ajema-454	48	21	model	model	NOUN
ajema-454	48	22	,	,	PUNCT
ajema-454	48	23	which	which	PRON
ajema-454	48	24	responds	respond	VERB
ajema-454	48	25	to	to	ADP
ajema-454	48	26	two	two	NUM
ajema-454	48	27	hurdles	hurdle	NOUN
ajema-454	48	28	of	of	ADP
ajema-454	48	29	fraud	fraud	NOUN
ajema-454	48	30	prevention	prevention	NOUN
ajema-454	48	31	and	and	CCONJ
ajema-454	48	32	financial	financial	ADJ
ajema-454	48	33	accessibility	accessibility	NOUN
ajema-454	48	34	[	[	X
ajema-454	48	35	14	14	NUM
ajema-454	48	36	]	]	PUNCT
ajema-454	48	37	.	.	PUNCT
ajema-454	49	1	precisely	precisely	ADV
ajema-454	49	2	,	,	PUNCT
ajema-454	49	3	this	this	DET
ajema-454	49	4	research	research	NOUN
ajema-454	49	5	will	will	AUX
ajema-454	49	6	connect	connect	VERB
ajema-454	49	7	the	the	DET
ajema-454	49	8	reputable	reputable	ADJ
ajema-454	49	9	providers	provider	NOUN
ajema-454	49	10	with	with	ADP
ajema-454	49	11	the	the	DET
ajema-454	49	12	microfinance	microfinance	NOUN
ajema-454	49	13	opportunities	opportunity	NOUN
ajema-454	49	14	so	so	SCONJ
ajema-454	49	15	that	that	SCONJ
ajema-454	49	16	these	these	DET
ajema-454	49	17	organizations	organization	NOUN
ajema-454	49	18	would	would	AUX
ajema-454	49	19	have	have	VERB
ajema-454	49	20	a	a	DET
ajema-454	49	21	chance	chance	NOUN
ajema-454	49	22	to	to	PART
ajema-454	49	23	sustain	sustain	VERB
ajema-454	49	24	and	and	CCONJ
ajema-454	49	25	enhance	enhance	VERB
ajema-454	49	26	healthcare	healthcare	PROPN
ajema-454	49	27	services	service	NOUN
ajema-454	49	28	,	,	PUNCT
ajema-454	49	29	enhance	enhance	VERB
ajema-454	49	30	quality	quality	NOUN
ajema-454	49	31	,	,	PUNCT
ajema-454	49	32	and	and	CCONJ
ajema-454	49	33	reach	reach	VERB
ajema-454	49	34	even	even	ADV
ajema-454	49	35	more	more	ADV
ajema-454	49	36	vulnerable	vulnerable	ADJ
ajema-454	49	37	groups	group	NOUN
ajema-454	49	38	.	.	PUNCT
ajema-454	50	1	the	the	DET
ajema-454	50	2	framework	framework	NOUN
ajema-454	50	3	could	could	AUX
ajema-454	50	4	also	also	ADV
ajema-454	50	5	facilitate	facilitate	VERB
ajema-454	50	6	trust	trust	NOUN
ajema-454	50	7	between	between	ADP
ajema-454	50	8	the	the	DET
ajema-454	50	9	healthcare	healthcare	NOUN
ajema-454	50	10	providers	provider	NOUN
ajema-454	50	11	,	,	PUNCT
ajema-454	50	12	financial	financial	ADJ
ajema-454	50	13	institutions	institution	NOUN
ajema-454	50	14	,	,	PUNCT
ajema-454	50	15	and	and	CCONJ
ajema-454	50	16	the	the	DET
ajema-454	50	17	communities	community	NOUN
ajema-454	50	18	they	they	PRON
ajema-454	50	19	operate	operate	VERB
ajema-454	50	20	in	in	ADP
ajema-454	50	21	by	by	ADP
ajema-454	50	22	guaranteeing	guarantee	VERB
ajema-454	50	23	the	the	DET
ajema-454	50	24	distribution	distribution	NOUN
ajema-454	50	25	of	of	ADP
ajema-454	50	26	funds	fund	NOUN
ajema-454	50	27	into	into	ADP
ajema-454	50	28	genuine	genuine	ADJ
ajema-454	50	29	and	and	CCONJ
ajema-454	50	30	ethical	ethical	ADJ
ajema-454	50	31	players	player	NOUN
ajema-454	50	32	[	[	X
ajema-454	50	33	15	15	NUM
ajema-454	50	34	]	]	PUNCT
ajema-454	50	35	.	.	PUNCT
ajema-454	51	1	the	the	DET
ajema-454	51	2	study	study	NOUN
ajema-454	51	3	can	can	AUX
ajema-454	51	4	be	be	AUX
ajema-454	51	5	of	of	ADP
ajema-454	51	6	importance	importance	NOUN
ajema-454	51	7	both	both	CCONJ
ajema-454	51	8	in	in	ADP
ajema-454	51	9	the	the	DET
ajema-454	51	10	academic	academic	ADJ
ajema-454	51	11	field	field	NOUN
ajema-454	51	12	and	and	CCONJ
ajema-454	51	13	in	in	ADP
ajema-454	51	14	policymaking	policymake	VERB
ajema-454	51	15	since	since	SCONJ
ajema-454	51	16	the	the	DET
ajema-454	51	17	study	study	NOUN
ajema-454	51	18	showed	show	VERB
ajema-454	51	19	that	that	SCONJ
ajema-454	51	20	modern	modern	ADJ
ajema-454	51	21	technologies	technology	NOUN
ajema-454	51	22	could	could	AUX
ajema-454	51	23	be	be	AUX
ajema-454	51	24	applied	apply	VERB
ajema-454	51	25	along	along	ADP
ajema-454	51	26	with	with	ADP
ajema-454	51	27	financial	financial	ADJ
ajema-454	51	28	inclusion	inclusion	NOUN
ajema-454	51	29	tools	tool	NOUN
ajema-454	51	30	to	to	PART
ajema-454	51	31	solve	solve	VERB
ajema-454	51	32	systematic	systematic	ADJ
ajema-454	51	33	problems	problem	NOUN
ajema-454	51	34	in	in	ADP
ajema-454	51	35	healthcare	healthcare	PROPN
ajema-454	52	1	[	[	X
ajema-454	52	2	16	16	NUM
ajema-454	52	3	]	]	PUNCT
ajema-454	52	4	.	.	PUNCT
ajema-454	53	1	finally	finally	ADV
ajema-454	53	2	,	,	PUNCT
ajema-454	53	3	the	the	DET
ajema-454	53	4	strategy	strategy	NOUN
ajema-454	53	5	could	could	AUX
ajema-454	53	6	increase	increase	VERB
ajema-454	53	7	accountability	accountability	NOUN
ajema-454	53	8	,	,	PUNCT
ajema-454	53	9	decrease	decrease	VERB
ajema-454	53	10	fraud	fraud	NOUN
ajema-454	53	11	making	make	VERB
ajema-454	53	12	the	the	DET
ajema-454	53	13	healthcare	healthcare	NOUN
ajema-454	53	14	environment	environment	NOUN
ajema-454	53	15	more	more	ADV
ajema-454	53	16	equal	equal	ADJ
ajema-454	53	17	and	and	CCONJ
ajema-454	53	18	sustainable	sustainable	ADJ
ajema-454	53	19	among	among	ADP
ajema-454	53	20	disadvantaged	disadvantaged	ADJ
ajema-454	53	21	populations	population	NOUN
ajema-454	53	22	all	all	ADV
ajema-454	53	23	over	over	ADP
ajema-454	53	24	the	the	DET
ajema-454	53	25	world	world	NOUN
ajema-454	53	26	.	.	PUNCT
ajema-454	54	1	e.	e.	PROPN
ajema-454	54	2	research	research	PROPN
ajema-454	54	3	objectives	objective	NOUN
ajema-454	54	4	this	this	DET
ajema-454	54	5	study	study	NOUN
ajema-454	54	6	investigates	investigate	VERB
ajema-454	54	7	how	how	SCONJ
ajema-454	54	8	artificial	artificial	ADJ
ajema-454	54	9	intelligence	intelligence	NOUN
ajema-454	54	10	and	and	CCONJ
ajema-454	54	11	the	the	DET
ajema-454	54	12	incorporation	incorporation	NOUN
ajema-454	54	13	of	of	ADP
ajema-454	54	14	microfinance	microfinance	NOUN
ajema-454	54	15	can	can	AUX
ajema-454	54	16	be	be	AUX
ajema-454	54	17	used	use	VERB
ajema-454	54	18	to	to	PART
ajema-454	54	19	empower	empower	VERB
ajema-454	54	20	business	business	NOUN
ajema-454	54	21	within	within	ADP
ajema-454	54	22	the	the	DET
ajema-454	54	23	community	community	NOUN
ajema-454	54	24	health	health	NOUN
ajema-454	54	25	market	market	NOUN
ajema-454	54	26	and	and	CCONJ
ajema-454	54	27	protect	protect	VERB
ajema-454	54	28	vulnerable	vulnerable	ADJ
ajema-454	54	29	access	access	NOUN
ajema-454	54	30	to	to	ADP
ajema-454	54	31	care	care	NOUN
ajema-454	54	32	.	.	PUNCT
ajema-454	55	1	key	key	ADJ
ajema-454	55	2	objectives	objective	NOUN
ajema-454	55	3	:	:	PUNCT
ajema-454	55	4	➢	➢	VERB
ajema-454	55	5	it	it	PRON
ajema-454	55	6	will	will	AUX
ajema-454	55	7	examine	examine	VERB
ajema-454	55	8	how	how	SCONJ
ajema-454	55	9	it	it	PRON
ajema-454	55	10	might	might	AUX
ajema-454	55	11	be	be	AUX
ajema-454	55	12	possible	possible	ADJ
ajema-454	55	13	to	to	PART
ajema-454	55	14	detect	detect	VERB
ajema-454	55	15	fraudulent	fraudulent	ADJ
ajema-454	55	16	(	(	PUNCT
ajema-454	55	17	or	or	CCONJ
ajema-454	55	18	high	high	ADJ
ajema-454	55	19	-	-	PUNCT
ajema-454	55	20	risk	risk	NOUN
ajema-454	55	21	)	)	PUNCT
ajema-454	55	22	providers	provider	NOUN
ajema-454	55	23	with	with	ADP
ajema-454	55	24	the	the	DET
ajema-454	55	25	help	help	NOUN
ajema-454	55	26	of	of	ADP
ajema-454	55	27	healthcare	healthcare	PROPN
ajema-454	55	28	claims	claim	NOUN
ajema-454	55	29	data	datum	NOUN
ajema-454	55	30	via	via	ADP
ajema-454	55	31	ai	ai	ADV
ajema-454	55	32	-	-	PUNCT
ajema-454	55	33	based	base	VERB
ajema-454	55	34	anomaly	anomaly	NOUN
ajema-454	55	35	detection	detection	NOUN
ajema-454	55	36	.	.	PUNCT
ajema-454	56	1	➢	➢	NOUN
ajema-454	56	2	to	to	PART
ajema-454	56	3	classify	classify	VERB
ajema-454	56	4	providers	provider	NOUN
ajema-454	56	5	into	into	ADP
ajema-454	56	6	groups	group	NOUN
ajema-454	56	7	of	of	ADP
ajema-454	56	8	high	high	ADJ
ajema-454	56	9	and	and	CCONJ
ajema-454	56	10	low	low	ADJ
ajema-454	56	11	risk	risk	NOUN
ajema-454	56	12	on	on	ADP
ajema-454	56	13	the	the	DET
ajema-454	56	14	basis	basis	NOUN
ajema-454	56	15	of	of	ADP
ajema-454	56	16	the	the	DET
ajema-454	56	17	analysis	analysis	NOUN
ajema-454	56	18	of	of	ADP
ajema-454	56	19	ai	ai	NOUN
ajema-454	56	20	.	.	PROPN
ajema-454	56	21	➢	➢	PROPN
ajema-454	56	22	to	to	PART
ajema-454	56	23	suggest	suggest	VERB
ajema-454	56	24	a	a	DET
ajema-454	56	25	microfinance	microfinance	NOUN
ajema-454	56	26	linkage	linkage	NOUN
ajema-454	56	27	structure	structure	NOUN
ajema-454	56	28	by	by	ADP
ajema-454	56	29	allowing	allow	VERB
ajema-454	56	30	low	low	ADJ
ajema-454	56	31	-	-	PUNCT
ajema-454	56	32	risk	risk	NOUN
ajema-454	56	33	service	service	NOUN
ajema-454	56	34	providers	provider	NOUN
ajema-454	56	35	to	to	PART
ajema-454	56	36	obtain	obtain	VERB
ajema-454	56	37	financing	financing	NOUN
ajema-454	56	38	that	that	PRON
ajema-454	56	39	can	can	AUX
ajema-454	56	40	facilitate	facilitate	VERB
ajema-454	56	41	the	the	DET
ajema-454	56	42	delivery	delivery	NOUN
ajema-454	56	43	of	of	ADP
ajema-454	56	44	healthcare	healthcare	NOUN
ajema-454	56	45	to	to	ADP
ajema-454	56	46	the	the	DET
ajema-454	56	47	communities	community	NOUN
ajema-454	57	1	[	[	X
ajema-454	57	2	17	17	NUM
ajema-454	57	3	]	]	PUNCT
ajema-454	57	4	.	.	PUNCT
ajema-454	58	1	➢	➢	NOUN
ajema-454	58	2	in	in	ADP
ajema-454	58	3	order	order	NOUN
ajema-454	58	4	to	to	PART
ajema-454	58	5	illustrate	illustrate	VERB
ajema-454	58	6	how	how	SCONJ
ajema-454	58	7	by	by	ADP
ajema-454	58	8	detecting	detect	VERB
ajema-454	58	9	frauds	fraud	NOUN
ajema-454	58	10	,	,	PUNCT
ajema-454	58	11	it	it	PRON
ajema-454	58	12	is	be	AUX
ajema-454	58	13	possible	possible	ADJ
ajema-454	58	14	to	to	PART
ajema-454	58	15	enhance	enhance	VERB
ajema-454	58	16	access	access	NOUN
ajema-454	58	17	to	to	ADP
ajema-454	58	18	health	health	NOUN
ajema-454	58	19	services	service	NOUN
ajema-454	58	20	among	among	ADP
ajema-454	58	21	vulnerable	vulnerable	ADJ
ajema-454	58	22	groups	group	NOUN
ajema-454	58	23	of	of	ADP
ajema-454	58	24	the	the	DET
ajema-454	58	25	population	population	NOUN
ajema-454	58	26	.	.	PUNCT
ajema-454	59	1	34	34	NUM
ajema-454	59	2	journal	journal	NOUN
ajema-454	59	3	of	of	ADP
ajema-454	59	4	engineering	engineering	NOUN
ajema-454	59	5	,	,	PUNCT
ajema-454	59	6	mechanics	mechanic	NOUN
ajema-454	59	7	and	and	CCONJ
ajema-454	59	8	architecture	architecture	NOUN
ajema-454	59	9	www	www	NOUN
ajema-454	59	10	.	.	PUNCT
ajema-454	60	1	grnjournal.us	grnjournal.us	X
ajema-454	60	2	➢	➢	VERB
ajema-454	60	3	to	to	PART
ajema-454	60	4	determine	determine	VERB
ajema-454	60	5	whether	whether	SCONJ
ajema-454	60	6	ai	ai	VERB
ajema-454	60	7	has	have	VERB
ajema-454	60	8	potential	potential	ADJ
ajema-454	60	9	when	when	SCONJ
ajema-454	60	10	it	it	PRON
ajema-454	60	11	comes	come	VERB
ajema-454	60	12	to	to	ADP
ajema-454	60	13	enhancing	enhance	VERB
ajema-454	60	14	transparency	transparency	NOUN
ajema-454	60	15	and	and	CCONJ
ajema-454	60	16	accountability	accountability	NOUN
ajema-454	60	17	in	in	ADP
ajema-454	60	18	healthcare	healthcare	NOUN
ajema-454	60	19	financing	financing	NOUN
ajema-454	61	1	[	[	X
ajema-454	61	2	18	18	NUM
ajema-454	61	3	]	]	PUNCT
ajema-454	61	4	.	.	PUNCT
ajema-454	62	1	➢	➢	NOUN
ajema-454	62	2	in	in	ADP
ajema-454	62	3	order	order	NOUN
ajema-454	62	4	to	to	PART
ajema-454	62	5	recommend	recommend	VERB
ajema-454	62	6	practical	practical	ADJ
ajema-454	62	7	suggestions	suggestion	NOUN
ajema-454	62	8	to	to	ADP
ajema-454	62	9	the	the	DET
ajema-454	62	10	policymakers	policymaker	NOUN
ajema-454	62	11	,	,	PUNCT
ajema-454	62	12	microfinance	microfinance	NOUN
ajema-454	62	13	institutions	institution	NOUN
ajema-454	62	14	,	,	PUNCT
ajema-454	62	15	and	and	CCONJ
ajema-454	62	16	healthcare	healthcare	NOUN
ajema-454	62	17	stakeholders	stakeholder	NOUN
ajema-454	62	18	.	.	PUNCT
ajema-454	63	1	f.	f.	PROPN
ajema-454	63	2	research	research	PROPN
ajema-454	63	3	questions	question	NOUN
ajema-454	63	4	this	this	DET
ajema-454	63	5	paper	paper	NOUN
ajema-454	63	6	explores	explore	VERB
ajema-454	63	7	the	the	DET
ajema-454	63	8	potential	potential	NOUN
ajema-454	63	9	to	to	PART
ajema-454	63	10	use	use	VERB
ajema-454	63	11	ai	ai	ADJ
ajema-454	63	12	-	-	PUNCT
ajema-454	63	13	driven	drive	VERB
ajema-454	63	14	risk	risk	NOUN
ajema-454	63	15	detection	detection	NOUN
ajema-454	63	16	and	and	CCONJ
ajema-454	63	17	microfinance	microfinance	NOUN
ajema-454	63	18	programs	program	NOUN
ajema-454	63	19	to	to	PART
ajema-454	63	20	work	work	VERB
ajema-454	63	21	together	together	ADV
ajema-454	63	22	to	to	PART
ajema-454	63	23	help	help	VERB
ajema-454	63	24	promote	promote	VERB
ajema-454	63	25	transparency	transparency	NOUN
ajema-454	63	26	and	and	CCONJ
ajema-454	63	27	access	access	NOUN
ajema-454	63	28	within	within	ADP
ajema-454	63	29	local	local	ADJ
ajema-454	63	30	healthcare	healthcare	NOUN
ajema-454	63	31	systems	system	NOUN
ajema-454	63	32	.	.	PUNCT
ajema-454	64	1	major	major	ADJ
ajema-454	64	2	questions	question	NOUN
ajema-454	64	3	:	:	PUNCT
ajema-454	64	4	1	1	X
ajema-454	64	5	.	.	X
ajema-454	65	1	what	what	PRON
ajema-454	65	2	are	be	AUX
ajema-454	65	3	the	the	DET
ajema-454	65	4	ways	way	NOUN
ajema-454	65	5	in	in	ADP
ajema-454	65	6	which	which	PRON
ajema-454	65	7	ai	ai	VERB
ajema-454	65	8	methodologies	methodology	NOUN
ajema-454	65	9	can	can	AUX
ajema-454	65	10	be	be	AUX
ajema-454	65	11	used	use	VERB
ajema-454	65	12	to	to	PART
ajema-454	65	13	improve	improve	VERB
ajema-454	65	14	fraud	fraud	NOUN
ajema-454	65	15	and	and	CCONJ
ajema-454	65	16	risk	risk	NOUN
ajema-454	65	17	identification	identification	NOUN
ajema-454	65	18	in	in	ADP
ajema-454	65	19	data	datum	NOUN
ajema-454	65	20	of	of	ADP
ajema-454	65	21	healthcare	healthcare	NOUN
ajema-454	65	22	providers	provider	NOUN
ajema-454	65	23	?	?	PUNCT
ajema-454	66	1	2	2	X
ajema-454	66	2	.	.	X
ajema-454	66	3	how	how	SCONJ
ajema-454	66	4	are	be	AUX
ajema-454	66	5	the	the	DET
ajema-454	66	6	results	result	NOUN
ajema-454	66	7	of	of	ADP
ajema-454	66	8	risk	risk	NOUN
ajema-454	66	9	detections	detection	NOUN
ajema-454	66	10	useful	useful	ADJ
ajema-454	66	11	in	in	ADP
ajema-454	66	12	knowing	know	VERB
ajema-454	66	13	microfinance	microfinance	NOUN
ajema-454	66	14	strategies	strategy	NOUN
ajema-454	66	15	?	?	PUNCT
ajema-454	67	1	3	3	X
ajema-454	67	2	.	.	X
ajema-454	68	1	how	how	SCONJ
ajema-454	68	2	can	can	AUX
ajema-454	68	3	integrate	integrate	VERB
ajema-454	68	4	the	the	DET
ajema-454	68	5	insights	insight	NOUN
ajema-454	68	6	of	of	ADP
ajema-454	68	7	ai	ai	VERB
ajema-454	68	8	with	with	ADP
ajema-454	68	9	microfinance	microfinance	NOUN
ajema-454	68	10	in	in	ADP
ajema-454	68	11	the	the	DET
ajema-454	68	12	way	way	NOUN
ajema-454	68	13	of	of	ADP
ajema-454	68	14	accessing	access	VERB
ajema-454	68	15	community	community	NOUN
ajema-454	68	16	health	health	NOUN
ajema-454	68	17	services	service	NOUN
ajema-454	68	18	?	?	PUNCT
ajema-454	69	1	4	4	X
ajema-454	69	2	.	.	X
ajema-454	69	3	what	what	DET
ajema-454	69	4	policy	policy	NOUN
ajema-454	69	5	and	and	CCONJ
ajema-454	69	6	practical	practical	ADJ
ajema-454	69	7	implications	implication	NOUN
ajema-454	69	8	arise	arise	VERB
ajema-454	69	9	out	out	ADP
ajema-454	69	10	of	of	ADP
ajema-454	69	11	merging	merge	VERB
ajema-454	69	12	ai	ai	ADJ
ajema-454	69	13	-	-	PUNCT
ajema-454	69	14	driven	drive	VERB
ajema-454	69	15	detection	detection	NOUN
ajema-454	69	16	and	and	CCONJ
ajema-454	69	17	financial	financial	ADJ
ajema-454	69	18	inclusion	inclusion	NOUN
ajema-454	69	19	models	model	NOUN
ajema-454	69	20	?	?	PUNCT
ajema-454	70	1	g.	g.	NOUN
ajema-454	70	2	significance	significance	NOUN
ajema-454	70	3	of	of	ADP
ajema-454	70	4	study	study	NOUN
ajema-454	70	5	this	this	DET
ajema-454	70	6	study	study	NOUN
ajema-454	70	7	is	be	AUX
ajema-454	70	8	relevant	relevant	ADJ
ajema-454	70	9	since	since	SCONJ
ajema-454	70	10	it	it	PRON
ajema-454	70	11	fills	fill	VERB
ajema-454	70	12	crucial	crucial	ADJ
ajema-454	70	13	gaps	gap	NOUN
ajema-454	70	14	in	in	ADP
ajema-454	70	15	the	the	DET
ajema-454	70	16	field	field	NOUN
ajema-454	70	17	of	of	ADP
ajema-454	70	18	healthcare	healthcare	NOUN
ajema-454	70	19	delivery	delivery	NOUN
ajema-454	70	20	and	and	CCONJ
ajema-454	70	21	fraud	fraud	NOUN
ajema-454	70	22	defense	defense	NOUN
ajema-454	70	23	and	and	CCONJ
ajema-454	70	24	financial	financial	ADJ
ajema-454	70	25	inclusion	inclusion	NOUN
ajema-454	70	26	[	[	X
ajema-454	70	27	19	19	NUM
ajema-454	70	28	]	]	PUNCT
ajema-454	70	29	.	.	PUNCT
ajema-454	71	1	by	by	ADP
ajema-454	71	2	performing	perform	VERB
ajema-454	71	3	ai	ai	NOUN
ajema-454	71	4	-	-	PUNCT
ajema-454	71	5	based	base	VERB
ajema-454	71	6	anomaly	anomaly	NOUN
ajema-454	71	7	detection	detection	NOUN
ajema-454	71	8	on	on	ADP
ajema-454	71	9	healthcare	healthcare	PROPN
ajema-454	71	10	provider	provider	NOUN
ajema-454	71	11	data	datum	NOUN
ajema-454	71	12	,	,	PUNCT
ajema-454	71	13	the	the	DET
ajema-454	71	14	presented	present	VERB
ajema-454	71	15	study	study	NOUN
ajema-454	71	16	offers	offer	VERB
ajema-454	71	17	a	a	DET
ajema-454	71	18	scalable	scalable	ADJ
ajema-454	71	19	and	and	CCONJ
ajema-454	71	20	proactive	proactive	ADJ
ajema-454	71	21	fraud	fraud	NOUN
ajema-454	71	22	reduction	reduction	NOUN
ajema-454	71	23	mechanism	mechanism	NOUN
ajema-454	71	24	,	,	PUNCT
ajema-454	71	25	where	where	SCONJ
ajema-454	71	26	limited	limited	ADJ
ajema-454	71	27	financial	financial	ADJ
ajema-454	71	28	and	and	CCONJ
ajema-454	71	29	healthcare	healthcare	NOUN
ajema-454	71	30	resources	resource	NOUN
ajema-454	71	31	will	will	AUX
ajema-454	71	32	not	not	PART
ajema-454	71	33	be	be	AUX
ajema-454	71	34	misused	misuse	VERB
ajema-454	71	35	[	[	X
ajema-454	71	36	20	20	NUM
ajema-454	71	37	.	.	PUNCT
ajema-454	72	1	meanwhile	meanwhile	ADV
ajema-454	72	2	,	,	PUNCT
ajema-454	72	3	the	the	DET
ajema-454	72	4	research	research	NOUN
ajema-454	72	5	places	place	VERB
ajema-454	72	6	an	an	DET
ajema-454	72	7	emphasis	emphasis	NOUN
ajema-454	72	8	on	on	ADP
ajema-454	72	9	financial	financial	ADJ
ajema-454	72	10	empowerment	empowerment	NOUN
ajema-454	72	11	of	of	ADP
ajema-454	72	12	small	small	ADJ
ajema-454	72	13	community	community	NOUN
ajema-454	72	14	healthcare	healthcare	NOUN
ajema-454	72	15	businesses	business	NOUN
ajema-454	72	16	,	,	PUNCT
ajema-454	72	17	often	often	ADV
ajema-454	72	18	unable	unable	ADJ
ajema-454	72	19	to	to	PART
ajema-454	72	20	receive	receive	VERB
ajema-454	72	21	formal	formal	ADJ
ajema-454	72	22	financing	financing	NOUN
ajema-454	72	23	,	,	PUNCT
ajema-454	72	24	because	because	SCONJ
ajema-454	72	25	of	of	ADP
ajema-454	72	26	their	their	PRON
ajema-454	72	27	perceived	perceive	VERB
ajema-454	72	28	risk	risk	NOUN
ajema-454	72	29	[	[	X
ajema-454	72	30	21	21	NUM
ajema-454	72	31	]	]	PUNCT
ajema-454	72	32	.	.	PUNCT
ajema-454	73	1	considering	consider	VERB
ajema-454	73	2	microfinance	microfinance	NOUN
ajema-454	73	3	in	in	ADP
ajema-454	73	4	connection	connection	NOUN
ajema-454	73	5	with	with	ADP
ajema-454	73	6	ai	ai	ADV
ajema-454	73	7	-	-	PUNCT
ajema-454	73	8	based	base	VERB
ajema-454	73	9	risk	risk	NOUN
ajema-454	73	10	detection	detection	NOUN
ajema-454	73	11	,	,	PUNCT
ajema-454	73	12	the	the	DET
ajema-454	73	13	introduced	introduce	VERB
ajema-454	73	14	research	research	NOUN
ajema-454	73	15	proposes	propose	VERB
ajema-454	73	16	a	a	DET
ajema-454	73	17	dual	dual	ADJ
ajema-454	73	18	-	-	PUNCT
ajema-454	73	19	benefit	benefit	NOUN
ajema-454	73	20	framework	framework	NOUN
ajema-454	73	21	,	,	PUNCT
ajema-454	73	22	which	which	PRON
ajema-454	73	23	will	will	AUX
ajema-454	73	24	help	help	VERB
ajema-454	73	25	not	not	PART
ajema-454	73	26	only	only	ADV
ajema-454	73	27	to	to	PART
ajema-454	73	28	prevent	prevent	VERB
ajema-454	73	29	unethical	unethical	ADJ
ajema-454	73	30	financial	financial	ADJ
ajema-454	73	31	practices	practice	NOUN
ajema-454	73	32	but	but	CCONJ
ajema-454	73	33	also	also	ADV
ajema-454	73	34	allocate	allocate	VERB
ajema-454	73	35	highly	highly	ADV
ajema-454	73	36	demanded	demand	VERB
ajema-454	73	37	financial	financial	ADJ
ajema-454	73	38	resources	resource	NOUN
ajema-454	73	39	to	to	ADP
ajema-454	73	40	the	the	DET
ajema-454	73	41	providers	provider	NOUN
ajema-454	73	42	.	.	PUNCT
ajema-454	74	1	not	not	PART
ajema-454	74	2	only	only	ADV
ajema-454	74	3	does	do	AUX
ajema-454	74	4	this	this	DET
ajema-454	74	5	method	method	NOUN
ajema-454	74	6	help	help	NOUN
ajema-454	74	7	to	to	PART
ajema-454	74	8	augment	augment	VERB
ajema-454	74	9	the	the	DET
ajema-454	74	10	ability	ability	NOUN
ajema-454	74	11	of	of	ADP
ajema-454	74	12	small	small	ADJ
ajema-454	74	13	healthcare	healthcare	NOUN
ajema-454	74	14	enterprises	enterprise	NOUN
ajema-454	74	15	to	to	PART
ajema-454	74	16	remain	remain	VERB
ajema-454	74	17	afloat	afloat	ADJ
ajema-454	74	18	and	and	CCONJ
ajema-454	74	19	enhance	enhance	VERB
ajema-454	74	20	quality	quality	NOUN
ajema-454	74	21	care	care	NOUN
ajema-454	74	22	delivery	delivery	NOUN
ajema-454	74	23	,	,	PUNCT
ajema-454	74	24	but	but	CCONJ
ajema-454	74	25	it	it	PRON
ajema-454	74	26	also	also	ADV
ajema-454	74	27	has	have	VERB
ajema-454	74	28	a	a	DET
ajema-454	74	29	wider	wide	ADJ
ajema-454	74	30	sociological	sociological	ADJ
ajema-454	74	31	contribution	contribution	NOUN
ajema-454	74	32	to	to	ADP
ajema-454	74	33	the	the	DET
ajema-454	74	34	society	society	NOUN
ajema-454	74	35	since	since	SCONJ
ajema-454	74	36	more	more	ADJ
ajema-454	74	37	vulnerable	vulnerable	ADJ
ajema-454	74	38	citizens	citizen	NOUN
ajema-454	74	39	are	be	AUX
ajema-454	74	40	able	able	ADJ
ajema-454	74	41	to	to	PART
ajema-454	74	42	access	access	VERB
ajema-454	74	43	care	care	NOUN
ajema-454	75	1	[	[	X
ajema-454	75	2	22	22	NUM
ajema-454	75	3	]	]	PUNCT
ajema-454	75	4	.	.	PUNCT
ajema-454	76	1	the	the	DET
ajema-454	76	2	policy	policy	NOUN
ajema-454	76	3	makers	maker	NOUN
ajema-454	76	4	and	and	CCONJ
ajema-454	76	5	financial	financial	ADJ
ajema-454	76	6	service	service	NOUN
ajema-454	76	7	providers	provider	NOUN
ajema-454	76	8	can	can	AUX
ajema-454	76	9	use	use	VERB
ajema-454	76	10	the	the	DET
ajema-454	76	11	outcomes	outcome	NOUN
ajema-454	76	12	of	of	ADP
ajema-454	76	13	this	this	DET
ajema-454	76	14	study	study	NOUN
ajema-454	76	15	to	to	PART
ajema-454	76	16	organize	organize	VERB
ajema-454	76	17	risk	risk	NOUN
ajema-454	76	18	aware	aware	ADJ
ajema-454	76	19	funding	funding	NOUN
ajema-454	76	20	models	model	NOUN
ajema-454	76	21	,	,	PUNCT
ajema-454	76	22	which	which	PRON
ajema-454	76	23	are	be	AUX
ajema-454	76	24	inclusive	inclusive	ADJ
ajema-454	76	25	and	and	CCONJ
ajema-454	76	26	accountable	accountable	ADJ
ajema-454	76	27	.	.	PUNCT
ajema-454	77	1	the	the	DET
ajema-454	77	2	framework	framework	NOUN
ajema-454	77	3	has	have	AUX
ajema-454	77	4	been	be	AUX
ajema-454	77	5	added	add	VERB
ajema-454	77	6	to	to	ADP
ajema-454	77	7	the	the	DET
ajema-454	77	8	international	international	ADJ
ajema-454	77	9	discussion	discussion	NOUN
ajema-454	77	10	about	about	ADP
ajema-454	77	11	digital	digital	ADJ
ajema-454	77	12	transformation	transformation	NOUN
ajema-454	77	13	in	in	ADP
ajema-454	77	14	the	the	DET
ajema-454	77	15	health	health	NOUN
ajema-454	77	16	sector	sector	NOUN
ajema-454	77	17	,	,	PUNCT
ajema-454	77	18	providing	provide	VERB
ajema-454	77	19	the	the	DET
ajema-454	77	20	model	model	NOUN
ajema-454	77	21	that	that	PRON
ajema-454	77	22	can	can	AUX
ajema-454	77	23	be	be	AUX
ajema-454	77	24	reproduced	reproduce	VERB
ajema-454	77	25	in	in	ADP
ajema-454	77	26	other	other	ADJ
ajema-454	77	27	areas	area	NOUN
ajema-454	77	28	with	with	ADP
ajema-454	77	29	limited	limited	ADJ
ajema-454	77	30	resources	resource	NOUN
ajema-454	77	31	where	where	SCONJ
ajema-454	77	32	fraud	fraud	NOUN
ajema-454	77	33	and	and	CCONJ
ajema-454	77	34	access	access	NOUN
ajema-454	77	35	to	to	ADP
ajema-454	77	36	financing	financing	NOUN
ajema-454	77	37	occur	occur	VERB
ajema-454	77	38	.	.	PUNCT
ajema-454	78	1	all	all	ADV
ajema-454	78	2	in	in	ADP
ajema-454	78	3	all	all	PRON
ajema-454	78	4	,	,	PUNCT
ajema-454	78	5	the	the	DET
ajema-454	78	6	study	study	NOUN
ajema-454	78	7	is	be	AUX
ajema-454	78	8	a	a	DET
ajema-454	78	9	valuable	valuable	ADJ
ajema-454	78	10	contribution	contribution	NOUN
ajema-454	78	11	that	that	PRON
ajema-454	78	12	will	will	AUX
ajema-454	78	13	help	help	VERB
ajema-454	78	14	establish	establish	VERB
ajema-454	78	15	more	more	ADV
ajema-454	78	16	transparent	transparent	ADJ
ajema-454	78	17	,	,	PUNCT
ajema-454	78	18	resilient	resilient	ADJ
ajema-454	78	19	,	,	PUNCT
ajema-454	78	20	and	and	CCONJ
ajema-454	78	21	equitable	equitable	ADJ
ajema-454	78	22	healthcare	healthcare	PROPN
ajema-454	78	23	ecosystems	ecosystem	NOUN
ajema-454	78	24	.	.	PUNCT
ajema-454	79	1	ii	ii	PROPN
ajema-454	79	2	.	.	PUNCT
ajema-454	80	1	literature	literature	PROPN
ajema-454	80	2	review	review	VERB
ajema-454	80	3	a.	a.	PROPN
ajema-454	80	4	healthcare	healthcare	PROPN
ajema-454	80	5	fraud	fraud	PROPN
ajema-454	80	6	and	and	CCONJ
ajema-454	80	7	its	its	PRON
ajema-454	80	8	impact	impact	NOUN
ajema-454	80	9	healthcare	healthcare	NOUN
ajema-454	80	10	frauds	fraud	NOUN
ajema-454	80	11	are	be	AUX
ajema-454	80	12	intentional	intentional	ADJ
ajema-454	80	13	falsifications	falsification	NOUN
ajema-454	80	14	in	in	ADP
ajema-454	80	15	the	the	DET
ajema-454	80	16	form	form	NOUN
ajema-454	80	17	of	of	ADP
ajema-454	80	18	false	false	ADJ
ajema-454	80	19	claims	claim	NOUN
ajema-454	80	20	,	,	PUNCT
ajema-454	80	21	overbilling	overbille	VERB
ajema-454	80	22	,	,	PUNCT
ajema-454	80	23	phantom	phantom	ADJ
ajema-454	80	24	billing	billing	NOUN
ajema-454	80	25	,	,	PUNCT
ajema-454	80	26	and	and	CCONJ
ajema-454	80	27	even	even	ADV
ajema-454	80	28	exaggeration	exaggeration	NOUN
ajema-454	80	29	of	of	ADP
ajema-454	80	30	services	service	NOUN
ajema-454	80	31	provided	provide	VERB
ajema-454	80	32	that	that	PRON
ajema-454	80	33	impose	impose	VERB
ajema-454	80	34	immense	immense	ADJ
ajema-454	80	35	burdens	burden	NOUN
ajema-454	80	36	across	across	ADP
ajema-454	80	37	health	health	NOUN
ajema-454	80	38	care	care	NOUN
ajema-454	80	39	systems	system	NOUN
ajema-454	80	40	around	around	ADP
ajema-454	80	41	the	the	DET
ajema-454	80	42	world	world	NOUN
ajema-454	80	43	.	.	PUNCT
ajema-454	81	1	it	it	PRON
ajema-454	81	2	has	have	AUX
ajema-454	81	3	been	be	AUX
ajema-454	81	4	calculated	calculate	VERB
ajema-454	81	5	that	that	SCONJ
ajema-454	81	6	billions	billion	NOUN
ajema-454	81	7	of	of	ADP
ajema-454	81	8	dollars	dollar	NOUN
ajema-454	81	9	are	be	AUX
ajema-454	81	10	lost	lose	VERB
ajema-454	81	11	to	to	ADP
ajema-454	81	12	healthcare	healthcare	NOUN
ajema-454	81	13	fraud	fraud	NOUN
ajema-454	81	14	every	every	DET
ajema-454	81	15	year	year	NOUN
ajema-454	81	16	that	that	PRON
ajema-454	81	17	render	render	VERB
ajema-454	81	18	enormous	enormous	ADJ
ajema-454	81	19	inefficiencies	inefficiency	NOUN
ajema-454	81	20	and	and	CCONJ
ajema-454	81	21	limit	limit	VERB
ajema-454	81	22	already	already	ADV
ajema-454	81	23	low	low	ADJ
ajema-454	81	24	healthcare	healthcare	NOUN
ajema-454	81	25	budgets	budget	NOUN
ajema-454	81	26	in	in	ADP
ajema-454	81	27	most	most	ADJ
ajema-454	81	28	low	low	ADJ
ajema-454	81	29	-	-	PUNCT
ajema-454	81	30	resource	resource	NOUN
ajema-454	81	31	environments	environment	NOUN
ajema-454	81	32	.	.	PUNCT
ajema-454	82	1	such	such	ADJ
ajema-454	82	2	malafides	malafide	NOUN
ajema-454	82	3	increase	increase	VERB
ajema-454	82	4	diversion	diversion	NOUN
ajema-454	82	5	of	of	ADP
ajema-454	82	6	financial	financial	ADJ
ajema-454	82	7	resources	resource	NOUN
ajema-454	82	8	to	to	PART
ajema-454	82	9	offend	offend	VERB
ajema-454	82	10	the	the	DET
ajema-454	82	11	capital	capital	NOUN
ajema-454	82	12	available	available	ADJ
ajema-454	82	13	to	to	ADP
ajema-454	82	14	legitimate	legitimate	ADJ
ajema-454	82	15	healthcare	healthcare	NOUN
ajema-454	82	16	providers	provider	NOUN
ajema-454	82	17	in	in	ADP
ajema-454	82	18	the	the	DET
ajema-454	82	19	end	end	NOUN
ajema-454	82	20	exacerbating	exacerbate	VERB
ajema-454	82	21	disadvantages	disadvantage	NOUN
ajema-454	82	22	of	of	ADP
ajema-454	82	23	the	the	DET
ajema-454	82	24	neediest	needy	ADJ
ajema-454	82	25	individuals	individual	NOUN
ajema-454	82	26	.	.	PUNCT
ajema-454	83	1	the	the	DET
ajema-454	83	2	consequences	consequence	NOUN
ajema-454	83	3	are	be	AUX
ajema-454	83	4	not	not	PART
ajema-454	83	5	only	only	ADV
ajema-454	83	6	financial	financial	ADJ
ajema-454	83	7	because	because	SCONJ
ajema-454	83	8	fraud	fraud	NOUN
ajema-454	83	9	is	be	AUX
ajema-454	83	10	a	a	DET
ajema-454	83	11	factor	factor	NOUN
ajema-454	83	12	that	that	PRON
ajema-454	83	13	is	be	AUX
ajema-454	83	14	lowering	lower	VERB
ajema-454	83	15	trust	trust	NOUN
ajema-454	83	16	levels	level	NOUN
ajema-454	83	17	in	in	ADP
ajema-454	83	18	healthcare	healthcare	NOUN
ajema-454	83	19	systems	system	NOUN
ajema-454	83	20	and	and	CCONJ
ajema-454	83	21	fueling	fuel	VERB
ajema-454	83	22	access	access	NOUN
ajema-454	83	23	barriers	barrier	NOUN
ajema-454	83	24	[	[	X
ajema-454	83	25	23	23	NUM
ajema-454	83	26	]	]	PUNCT
ajema-454	83	27	.	.	PUNCT
ajema-454	84	1	the	the	DET
ajema-454	84	2	lowand	lowand	ADJ
ajema-454	84	3	middle	middle	ADJ
ajema-454	84	4	-	-	PUNCT
ajema-454	84	5	income	income	NOUN
ajema-454	84	6	countries	country	NOUN
ajema-454	84	7	worsen	worsen	VERB
ajema-454	84	8	the	the	DET
ajema-454	84	9	problem	problem	NOUN
ajema-454	84	10	with	with	ADP
ajema-454	84	11	less	less	ADV
ajema-454	84	12	efficient	efficient	ADJ
ajema-454	84	13	regulation	regulation	NOUN
ajema-454	84	14	mechanisms	mechanism	NOUN
ajema-454	84	15	,	,	PUNCT
ajema-454	84	16	low	low	ADJ
ajema-454	84	17	technological	technological	ADJ
ajema-454	84	18	rates	rate	NOUN
ajema-454	84	19	,	,	PUNCT
ajema-454	84	20	and	and	CCONJ
ajema-454	84	21	a	a	DET
ajema-454	84	22	lack	lack	NOUN
ajema-454	84	23	in	in	ADP
ajema-454	84	24	the	the	DET
ajema-454	84	25	resources	resource	NOUN
ajema-454	84	26	to	to	PART
ajema-454	84	27	monitor	monitor	VERB
ajema-454	84	28	it	it	PRON
ajema-454	84	29	,	,	PUNCT
ajema-454	84	30	increasing	increase	VERB
ajema-454	84	31	the	the	DET
ajema-454	84	32	difficulty	difficulty	NOUN
ajema-454	84	33	to	to	PART
ajema-454	84	34	see	see	VERB
ajema-454	84	35	it	it	PRON
ajema-454	84	36	.	.	PUNCT
ajema-454	85	1	in	in	ADP
ajema-454	85	2	this	this	DET
ajema-454	85	3	kind	kind	NOUN
ajema-454	85	4	of	of	ADP
ajema-454	85	5	setting	setting	NOUN
ajema-454	85	6	,	,	PUNCT
ajema-454	85	7	fraudulent	fraudulent	ADJ
ajema-454	85	8	operations	operation	NOUN
ajema-454	85	9	affect	affect	VERB
ajema-454	85	10	the	the	DET
ajema-454	85	11	supply	supply	NOUN
ajema-454	85	12	of	of	ADP
ajema-454	85	13	medicines	medicine	NOUN
ajema-454	85	14	,	,	PUNCT
ajema-454	85	15	diagnostic	diagnostic	ADJ
ajema-454	85	16	equipment	equipment	NOUN
ajema-454	85	17	,	,	PUNCT
ajema-454	85	18	and	and	CCONJ
ajema-454	85	19	qualified	qualified	ADJ
ajema-454	85	20	professionals	professional	NOUN
ajema-454	85	21	directly	directly	ADV
ajema-454	85	22	,	,	PUNCT
ajema-454	85	23	which	which	PRON
ajema-454	85	24	leaves	leave	VERB
ajema-454	85	25	communities	community	NOUN
ajema-454	85	26	35	35	NUM
ajema-454	85	27	journal	journal	NOUN
ajema-454	85	28	of	of	ADP
ajema-454	85	29	engineering	engineering	NOUN
ajema-454	85	30	,	,	PUNCT
ajema-454	85	31	mechanics	mechanic	NOUN
ajema-454	85	32	and	and	CCONJ
ajema-454	85	33	architecture	architecture	NOUN
ajema-454	85	34	www	www	NOUN
ajema-454	85	35	.	.	PUNCT
ajema-454	86	1	grnjournal.us	grnjournal.us	X
ajema-454	86	2	disadvantaged	disadvantage	VERB
ajema-454	86	3	by	by	ADP
ajema-454	86	4	the	the	DET
ajema-454	86	5	institutional	institutional	ADJ
ajema-454	86	6	disparities	disparity	NOUN
ajema-454	86	7	in	in	ADP
ajema-454	86	8	healthcare	healthcare	NOUN
ajema-454	86	9	access	access	NOUN
ajema-454	86	10	with	with	ADP
ajema-454	86	11	even	even	ADV
ajema-454	86	12	worse	bad	ADJ
ajema-454	86	13	results	result	NOUN
ajema-454	86	14	.	.	PUNCT
ajema-454	87	1	resource	resource	NOUN
ajema-454	87	2	-	-	PUNCT
ajema-454	87	3	limited	limit	VERB
ajema-454	87	4	setting	setting	NOUN
ajema-454	87	5	case	case	NOUN
ajema-454	87	6	studies	study	NOUN
ajema-454	87	7	have	have	AUX
ajema-454	87	8	demonstrated	demonstrate	VERB
ajema-454	87	9	the	the	DET
ajema-454	87	10	misuse	misuse	NOUN
ajema-454	87	11	of	of	ADP
ajema-454	87	12	funds	fund	NOUN
ajema-454	87	13	intended	intend	VERB
ajema-454	87	14	to	to	PART
ajema-454	87	15	carry	carry	VERB
ajema-454	87	16	out	out	ADP
ajema-454	87	17	fundamental	fundamental	ADJ
ajema-454	87	18	health	health	NOUN
ajema-454	87	19	projects	project	NOUN
ajema-454	87	20	by	by	ADP
ajema-454	87	21	channeling	channel	VERB
ajema-454	87	22	the	the	DET
ajema-454	87	23	money	money	NOUN
ajema-454	87	24	to	to	ADP
ajema-454	87	25	fraudulent	fraudulent	ADJ
ajema-454	87	26	transactions	transaction	NOUN
ajema-454	87	27	,	,	PUNCT
ajema-454	87	28	leaving	leave	VERB
ajema-454	87	29	the	the	DET
ajema-454	87	30	communities	community	NOUN
ajema-454	87	31	underserved	underserved	ADJ
ajema-454	87	32	and	and	CCONJ
ajema-454	87	33	expanding	expand	VERB
ajema-454	87	34	healthcare	healthcare	NOUN
ajema-454	87	35	disparities	disparity	NOUN
ajema-454	87	36	[	[	X
ajema-454	87	37	24	24	NUM
ajema-454	87	38	]	]	PUNCT
ajema-454	87	39	.	.	PUNCT
ajema-454	88	1	this	this	PRON
ajema-454	88	2	has	have	AUX
ajema-454	88	3	remained	remain	VERB
ajema-454	88	4	a	a	DET
ajema-454	88	5	longstanding	longstanding	ADJ
ajema-454	88	6	problem	problem	NOUN
ajema-454	88	7	explaining	explain	VERB
ajema-454	88	8	why	why	SCONJ
ajema-454	88	9	effective	effective	ADJ
ajema-454	88	10	,	,	PUNCT
ajema-454	88	11	scalable	scalable	ADJ
ajema-454	88	12	and	and	CCONJ
ajema-454	88	13	proactive	proactive	ADJ
ajema-454	88	14	interventions	intervention	NOUN
ajema-454	88	15	that	that	PRON
ajema-454	88	16	ensure	ensure	VERB
ajema-454	88	17	costeffective	costeffective	ADJ
ajema-454	88	18	and	and	CCONJ
ajema-454	88	19	limited	limited	ADJ
ajema-454	88	20	healthcare	healthcare	NOUN
ajema-454	88	21	resources	resource	NOUN
ajema-454	88	22	with	with	ADP
ajema-454	88	23	equitable	equitable	ADJ
ajema-454	88	24	access	access	NOUN
ajema-454	88	25	to	to	ADP
ajema-454	88	26	vulnerable	vulnerable	ADJ
ajema-454	88	27	populations	population	NOUN
ajema-454	88	28	are	be	AUX
ajema-454	88	29	required	require	VERB
ajema-454	88	30	.	.	PUNCT
ajema-454	89	1	b.	b.	PROPN
ajema-454	89	2	artificial	artificial	ADJ
ajema-454	89	3	intelligence	intelligence	PROPN
ajema-454	89	4	in	in	ADP
ajema-454	89	5	fraud	fraud	NOUN
ajema-454	89	6	detection	detection	NOUN
ajema-454	89	7	artificial	artificial	ADJ
ajema-454	89	8	intelligence	intelligence	NOUN
ajema-454	89	9	(	(	PUNCT
ajema-454	89	10	ai	ai	NOUN
ajema-454	89	11	)	)	PUNCT
ajema-454	89	12	has	have	AUX
ajema-454	89	13	become	become	VERB
ajema-454	89	14	a	a	DET
ajema-454	89	15	dynamic	dynamic	ADJ
ajema-454	89	16	fraud	fraud	NOUN
ajema-454	89	17	prevention	prevention	NOUN
ajema-454	89	18	instrument	instrument	NOUN
ajema-454	89	19	that	that	PRON
ajema-454	89	20	displays	display	VERB
ajema-454	89	21	superior	superior	ADJ
ajema-454	89	22	abilities	ability	NOUN
ajema-454	89	23	that	that	PRON
ajema-454	89	24	exceed	exceed	VERB
ajema-454	89	25	the	the	DET
ajema-454	89	26	reach	reach	NOUN
ajema-454	89	27	of	of	ADP
ajema-454	89	28	a	a	DET
ajema-454	89	29	conventional	conventional	ADJ
ajema-454	89	30	audit	audit	NOUN
ajema-454	89	31	and	and	CCONJ
ajema-454	89	32	rule	rule	NOUN
ajema-454	89	33	-	-	PUNCT
ajema-454	89	34	based	base	VERB
ajema-454	89	35	tech	tech	NOUN
ajema-454	89	36	.	.	PUNCT
ajema-454	90	1	the	the	DET
ajema-454	90	2	anomaly	anomaly	NOUN
ajema-454	90	3	detection	detection	NOUN
ajema-454	90	4	in	in	ADP
ajema-454	90	5	the	the	DET
ajema-454	90	6	large	large	ADJ
ajema-454	90	7	and	and	CCONJ
ajema-454	90	8	complex	complex	ADJ
ajema-454	90	9	data	datum	NOUN
ajema-454	90	10	has	have	AUX
ajema-454	90	11	shown	show	VERB
ajema-454	90	12	to	to	PART
ajema-454	90	13	be	be	AUX
ajema-454	90	14	highly	highly	ADV
ajema-454	90	15	performed	perform	VERB
ajema-454	90	16	through	through	ADP
ajema-454	90	17	machine	machine	NOUN
ajema-454	90	18	learning	learning	NOUN
ajema-454	90	19	methods	method	NOUN
ajema-454	90	20	,	,	PUNCT
ajema-454	90	21	especially	especially	ADV
ajema-454	90	22	the	the	DET
ajema-454	90	23	supervised	supervised	ADJ
ajema-454	90	24	and	and	CCONJ
ajema-454	90	25	unsupervised	unsupervised	ADJ
ajema-454	90	26	ones	one	NOUN
ajema-454	90	27	[	[	X
ajema-454	90	28	25	25	NUM
ajema-454	90	29	]	]	PUNCT
ajema-454	90	30	.	.	PUNCT
ajema-454	91	1	supervised	supervised	ADJ
ajema-454	91	2	approaches	approach	NOUN
ajema-454	91	3	require	require	VERB
ajema-454	91	4	the	the	DET
ajema-454	91	5	availability	availability	NOUN
ajema-454	91	6	of	of	ADP
ajema-454	91	7	labelled	label	VERB
ajema-454	91	8	data	datum	NOUN
ajema-454	91	9	in	in	ADP
ajema-454	91	10	order	order	NOUN
ajema-454	91	11	to	to	PART
ajema-454	91	12	predict	predict	VERB
ajema-454	91	13	the	the	DET
ajema-454	91	14	occurrence	occurrence	NOUN
ajema-454	91	15	of	of	ADP
ajema-454	91	16	fraudulent	fraudulent	ADJ
ajema-454	91	17	activity	activity	NOUN
ajema-454	91	18	whereas	whereas	SCONJ
ajema-454	91	19	tools	tool	NOUN
ajema-454	91	20	such	such	ADJ
ajema-454	91	21	as	as	ADP
ajema-454	91	22	clustering	clustering	NOUN
ajema-454	91	23	,	,	PUNCT
ajema-454	91	24	isolation	isolation	NOUN
ajema-454	91	25	forest	forest	NOUN
ajema-454	91	26	and	and	CCONJ
ajema-454	91	27	auto	auto	NOUN
ajema-454	91	28	encoders	encoder	NOUN
ajema-454	91	29	are	be	AUX
ajema-454	91	30	unsupervised	unsupervised	ADJ
ajema-454	91	31	approaches	approach	NOUN
ajema-454	91	32	aimed	aim	VERB
ajema-454	91	33	at	at	ADP
ajema-454	91	34	detecting	detect	VERB
ajema-454	91	35	abnormal	abnormal	ADJ
ajema-454	91	36	usage	usage	NOUN
ajema-454	91	37	without	without	ADP
ajema-454	91	38	initially	initially	ADV
ajema-454	91	39	knowing	know	VERB
ajema-454	91	40	how	how	SCONJ
ajema-454	91	41	the	the	DET
ajema-454	91	42	data	datum	NOUN
ajema-454	91	43	was	be	AUX
ajema-454	91	44	prelabelled	prelabelle	VERB
ajema-454	91	45	.	.	PUNCT
ajema-454	92	1	they	they	PRON
ajema-454	92	2	have	have	AUX
ajema-454	92	3	been	be	AUX
ajema-454	92	4	fitted	fit	VERB
ajema-454	92	5	to	to	PART
ajema-454	92	6	claims	claim	NOUN
ajema-454	92	7	data	datum	NOUN
ajema-454	92	8	in	in	ADP
ajema-454	92	9	healthcare	healthcare	PROPN
ajema-454	92	10	fraud	fraud	NOUN
ajema-454	92	11	detection	detection	NOUN
ajema-454	92	12	in	in	ADP
ajema-454	92	13	order	order	NOUN
ajema-454	92	14	to	to	PART
ajema-454	92	15	map	map	VERB
ajema-454	92	16	unusual	unusual	ADJ
ajema-454	92	17	billing	billing	NOUN
ajema-454	92	18	patterns	pattern	NOUN
ajema-454	92	19	,	,	PUNCT
ajema-454	92	20	identify	identify	VERB
ajema-454	92	21	unusual	unusual	ADJ
ajema-454	92	22	treatment	treatment	NOUN
ajema-454	92	23	frequency	frequency	NOUN
ajema-454	92	24	and	and	CCONJ
ajema-454	92	25	uncover	uncover	VERB
ajema-454	92	26	nuanced	nuanced	ADJ
ajema-454	92	27	correlations	correlation	NOUN
ajema-454	92	28	that	that	PRON
ajema-454	92	29	are	be	AUX
ajema-454	92	30	potentially	potentially	ADV
ajema-454	92	31	risk	risk	NOUN
ajema-454	92	32	-	-	PUNCT
ajema-454	92	33	indicating	indicate	VERB
ajema-454	92	34	[	[	X
ajema-454	92	35	26	26	NUM
ajema-454	92	36	]	]	PUNCT
ajema-454	92	37	.	.	PUNCT
ajema-454	93	1	the	the	DET
ajema-454	93	2	practicality	practicality	NOUN
ajema-454	93	3	of	of	ADP
ajema-454	93	4	scaling	scale	VERB
ajema-454	93	5	up	up	ADP
ajema-454	93	6	detection	detection	NOUN
ajema-454	93	7	to	to	ADP
ajema-454	93	8	large	large	ADJ
ajema-454	93	9	masses	masse	NOUN
ajema-454	93	10	of	of	ADP
ajema-454	93	11	data	datum	NOUN
ajema-454	93	12	and	and	CCONJ
ajema-454	93	13	their	their	PRON
ajema-454	93	14	superiority	superiority	NOUN
ajema-454	93	15	over	over	ADP
ajema-454	93	16	manual	manual	ADJ
ajema-454	93	17	audits	audit	NOUN
ajema-454	93	18	using	use	VERB
ajema-454	93	19	ai	ai	NOUN
ajema-454	93	20	systems	system	NOUN
ajema-454	93	21	have	have	AUX
ajema-454	93	22	made	make	VERB
ajema-454	93	23	an	an	DET
ajema-454	93	24	enormous	enormous	ADJ
ajema-454	93	25	reduction	reduction	NOUN
ajema-454	93	26	in	in	ADP
ajema-454	93	27	response	response	NOUN
ajema-454	93	28	time	time	NOUN
ajema-454	93	29	.	.	PUNCT
ajema-454	94	1	there	there	PRON
ajema-454	94	2	are	be	VERB
ajema-454	94	3	limitations	limitation	NOUN
ajema-454	94	4	,	,	PUNCT
ajema-454	94	5	including	include	VERB
ajema-454	94	6	the	the	DET
ajema-454	94	7	expression	expression	NOUN
ajema-454	94	8	of	of	ADP
ajema-454	94	9	a	a	DET
ajema-454	94	10	limited	limited	ADJ
ajema-454	94	11	amount	amount	NOUN
ajema-454	94	12	of	of	ADP
ajema-454	94	13	data	datum	NOUN
ajema-454	94	14	,	,	PUNCT
ajema-454	94	15	training	training	NOUN
ajema-454	94	16	model	model	NOUN
ajema-454	94	17	bias	bias	NOUN
ajema-454	94	18	,	,	PUNCT
ajema-454	94	19	and	and	CCONJ
ajema-454	94	20	false	false	ADJ
ajema-454	94	21	positive	positive	ADJ
ajema-454	94	22	outcomes	outcome	NOUN
ajema-454	94	23	resulting	result	VERB
ajema-454	94	24	in	in	ADP
ajema-454	94	25	penalizing	penalize	VERB
ajema-454	94	26	honest	honest	ADJ
ajema-454	94	27	providers	provider	NOUN
ajema-454	94	28	unjustly	unjustly	ADV
ajema-454	94	29	.	.	PUNCT
ajema-454	95	1	the	the	DET
ajema-454	95	2	other	other	ADJ
ajema-454	95	3	issue	issue	NOUN
ajema-454	95	4	arises	arise	VERB
ajema-454	95	5	as	as	SCONJ
ajema-454	95	6	the	the	DET
ajema-454	95	7	ethical	ethical	ADJ
ajema-454	95	8	aspect	aspect	NOUN
ajema-454	95	9	of	of	ADP
ajema-454	95	10	ai	ai	PRON
ajema-454	95	11	decision	decision	NOUN
ajema-454	95	12	-	-	PUNCT
ajema-454	95	13	making	making	NOUN
ajema-454	95	14	in	in	ADP
ajema-454	95	15	which	which	PRON
ajema-454	95	16	transparency	transparency	NOUN
ajema-454	95	17	and	and	CCONJ
ajema-454	95	18	fairness	fairness	NOUN
ajema-454	95	19	should	should	AUX
ajema-454	95	20	be	be	AUX
ajema-454	95	21	guaranteed	guarantee	VERB
ajema-454	95	22	to	to	PART
ajema-454	95	23	build	build	VERB
ajema-454	95	24	the	the	DET
ajema-454	95	25	trust	trust	NOUN
ajema-454	95	26	of	of	ADP
ajema-454	95	27	healthcare	healthcare	NOUN
ajema-454	95	28	providers	provider	NOUN
ajema-454	95	29	and	and	CCONJ
ajema-454	95	30	patients	patient	NOUN
ajema-454	95	31	[	[	X
ajema-454	95	32	27	27	NUM
ajema-454	95	33	]	]	PUNCT
ajema-454	95	34	.	.	PUNCT
ajema-454	96	1	the	the	DET
ajema-454	96	2	increasing	increase	VERB
ajema-454	96	3	usage	usage	NOUN
ajema-454	96	4	of	of	ADP
ajema-454	96	5	ai	ai	ADJ
ajema-454	96	6	tools	tool	NOUN
ajema-454	96	7	in	in	ADP
ajema-454	96	8	combating	combat	VERB
ajema-454	96	9	the	the	DET
ajema-454	96	10	issue	issue	NOUN
ajema-454	96	11	of	of	ADP
ajema-454	96	12	fraud	fraud	NOUN
ajema-454	96	13	suggests	suggest	VERB
ajema-454	96	14	that	that	SCONJ
ajema-454	96	15	healthcare	healthcare	NOUN
ajema-454	96	16	systems	system	NOUN
ajema-454	96	17	increasingly	increasingly	ADV
ajema-454	96	18	become	become	VERB
ajema-454	96	19	data	datum	NOUN
ajema-454	96	20	-	-	PUNCT
ajema-454	96	21	driven	drive	VERB
ajema-454	96	22	in	in	ADP
ajema-454	96	23	terms	term	NOUN
ajema-454	96	24	of	of	ADP
ajema-454	96	25	answering	answer	VERB
ajema-454	96	26	questions	question	NOUN
ajema-454	96	27	regarding	regard	VERB
ajema-454	96	28	orthodox	orthodox	ADJ
ajema-454	96	29	accountability	accountability	NOUN
ajema-454	96	30	.	.	PUNCT
ajema-454	97	1	through	through	ADP
ajema-454	97	2	predictions	prediction	NOUN
ajema-454	97	3	and	and	CCONJ
ajema-454	97	4	real	real	ADJ
ajema-454	97	5	-	-	PUNCT
ajema-454	97	6	time	time	NOUN
ajema-454	97	7	analytics	analytic	NOUN
ajema-454	97	8	,	,	PUNCT
ajema-454	97	9	ai	ai	VERB
ajema-454	97	10	technology	technology	NOUN
ajema-454	97	11	has	have	AUX
ajema-454	97	12	been	be	AUX
ajema-454	97	13	able	able	ADJ
ajema-454	97	14	to	to	PART
ajema-454	97	15	vastly	vastly	ADV
ajema-454	97	16	decrease	decrease	VERB
ajema-454	97	17	fraud	fraud	NOUN
ajema-454	97	18	and	and	CCONJ
ajema-454	97	19	increase	increase	VERB
ajema-454	97	20	financial	financial	ADJ
ajema-454	97	21	sustainability	sustainability	NOUN
ajema-454	97	22	in	in	ADP
ajema-454	97	23	healthcare	healthcare	NOUN
ajema-454	97	24	systems	system	NOUN
ajema-454	97	25	all	all	ADV
ajema-454	97	26	around	around	ADP
ajema-454	97	27	the	the	DET
ajema-454	97	28	world	world	NOUN
ajema-454	97	29	.	.	PUNCT
ajema-454	98	1	c.	c.	PROPN
ajema-454	98	2	community	community	PROPN
ajema-454	98	3	health	health	NOUN
ajema-454	98	4	small	small	ADJ
ajema-454	98	5	businesses	business	NOUN
ajema-454	98	6	small	small	ADJ
ajema-454	98	7	business	business	NOUN
ajema-454	98	8	chsw	chsw	NOUN
ajema-454	98	9	are	be	AUX
ajema-454	98	10	crucial	crucial	ADJ
ajema-454	98	11	players	player	NOUN
ajema-454	98	12	in	in	ADP
ajema-454	98	13	the	the	DET
ajema-454	98	14	process	process	NOUN
ajema-454	98	15	of	of	ADP
ajema-454	98	16	providing	provide	VERB
ajema-454	98	17	health	health	NOUN
ajema-454	98	18	services	service	NOUN
ajema-454	98	19	especially	especially	ADV
ajema-454	98	20	in	in	ADP
ajema-454	98	21	the	the	DET
ajema-454	98	22	underserved	underserved	ADJ
ajema-454	98	23	and	and	CCONJ
ajema-454	98	24	remote	remote	ADJ
ajema-454	98	25	regions	region	NOUN
ajema-454	98	26	where	where	SCONJ
ajema-454	98	27	the	the	DET
ajema-454	98	28	formal	formal	ADJ
ajema-454	98	29	healthcare	healthcare	NOUN
ajema-454	98	30	system	system	NOUN
ajema-454	98	31	is	be	AUX
ajema-454	98	32	scarce	scarce	ADJ
ajema-454	98	33	.	.	PUNCT
ajema-454	99	1	they	they	PRON
ajema-454	99	2	are	be	AUX
ajema-454	99	3	usually	usually	ADV
ajema-454	99	4	small	small	ADJ
ajema-454	99	5	clinics	clinic	NOUN
ajema-454	99	6	,	,	PUNCT
ajema-454	99	7	pharmacies	pharmacy	NOUN
ajema-454	99	8	,	,	PUNCT
ajema-454	99	9	and	and	CCONJ
ajema-454	99	10	diagnostic	diagnostic	ADJ
ajema-454	99	11	centers	center	NOUN
ajema-454	99	12	that	that	PRON
ajema-454	99	13	usually	usually	ADV
ajema-454	99	14	exist	exist	VERB
ajema-454	99	15	independently	independently	ADV
ajema-454	99	16	and	and	CCONJ
ajema-454	99	17	are	be	AUX
ajema-454	99	18	the	the	DET
ajema-454	99	19	first	first	ADJ
ajema-454	99	20	touching	touching	ADJ
ajema-454	99	21	point	point	NOUN
ajema-454	99	22	with	with	ADP
ajema-454	99	23	vulnerable	vulnerable	ADJ
ajema-454	99	24	groups	group	NOUN
ajema-454	99	25	.	.	PUNCT
ajema-454	100	1	they	they	PRON
ajema-454	100	2	are	be	AUX
ajema-454	100	3	critical	critical	ADJ
ajema-454	100	4	in	in	ADP
ajema-454	100	5	solving	solve	VERB
ajema-454	100	6	problems	problem	NOUN
ajema-454	100	7	of	of	ADP
ajema-454	100	8	healthcare	healthcare	NOUN
ajema-454	100	9	inequity	inequity	NOUN
ajema-454	100	10	because	because	SCONJ
ajema-454	100	11	they	they	PRON
ajema-454	100	12	deliver	deliver	VERB
ajema-454	100	13	necessary	necessary	ADJ
ajema-454	100	14	services	service	NOUN
ajema-454	100	15	which	which	PRON
ajema-454	100	16	are	be	AUX
ajema-454	100	17	economically	economically	ADV
ajema-454	100	18	viable	viable	ADJ
ajema-454	100	19	,	,	PUNCT
ajema-454	100	20	accessible	accessible	ADJ
ajema-454	100	21	,	,	PUNCT
ajema-454	100	22	and	and	CCONJ
ajema-454	100	23	suitable	suitable	ADJ
ajema-454	100	24	to	to	ADP
ajema-454	100	25	the	the	DET
ajema-454	100	26	locals	local	NOUN
ajema-454	100	27	culturally	culturally	ADV
ajema-454	100	28	.	.	PUNCT
ajema-454	101	1	in	in	ADP
ajema-454	101	2	spite	spite	NOUN
ajema-454	101	3	of	of	ADP
ajema-454	101	4	this	this	DET
ajema-454	101	5	significance	significance	NOUN
ajema-454	101	6	,	,	PUNCT
ajema-454	101	7	these	these	DET
ajema-454	101	8	small	small	ADJ
ajema-454	101	9	businesses	business	NOUN
ajema-454	101	10	are	be	AUX
ajema-454	101	11	subjected	subject	VERB
ajema-454	101	12	to	to	ADP
ajema-454	101	13	many	many	ADJ
ajema-454	101	14	business	business	NOUN
ajema-454	101	15	operations	operation	NOUN
ajema-454	101	16	challenges	challenge	NOUN
ajema-454	101	17	that	that	PRON
ajema-454	101	18	can	can	AUX
ajema-454	101	19	jeopardize	jeopardize	VERB
ajema-454	101	20	their	their	PRON
ajema-454	101	21	existence	existence	NOUN
ajema-454	101	22	[	[	X
ajema-454	101	23	26	26	NUM
ajema-454	101	24	]	]	PUNCT
ajema-454	101	25	.	.	PUNCT
ajema-454	102	1	one	one	NUM
ajema-454	102	2	of	of	ADP
ajema-454	102	3	the	the	DET
ajema-454	102	4	greatest	great	ADJ
ajema-454	102	5	challenges	challenge	NOUN
ajema-454	102	6	is	be	AUX
ajema-454	102	7	financing	finance	VERB
ajema-454	102	8	,	,	PUNCT
ajema-454	102	9	and	and	CCONJ
ajema-454	102	10	there	there	PRON
ajema-454	102	11	is	be	VERB
ajema-454	102	12	restricted	restrict	VERB
ajema-454	102	13	availability	availability	NOUN
ajema-454	102	14	of	of	ADP
ajema-454	102	15	credit	credit	NOUN
ajema-454	102	16	or	or	CCONJ
ajema-454	102	17	loans	loan	NOUN
ajema-454	102	18	to	to	PART
ajema-454	102	19	fund	fund	VERB
ajema-454	102	20	infrastructural	infrastructural	ADJ
ajema-454	102	21	improvement	improvement	NOUN
ajema-454	102	22	,	,	PUNCT
ajema-454	102	23	medicines	medicine	NOUN
ajema-454	102	24	,	,	PUNCT
ajema-454	102	25	and	and	CCONJ
ajema-454	102	26	increase	increase	VERB
ajema-454	102	27	in	in	ADP
ajema-454	102	28	workforce	workforce	PROPN
ajema-454	102	29	.	.	PUNCT
ajema-454	103	1	lack	lack	NOUN
ajema-454	103	2	of	of	ADP
ajema-454	103	3	staff	staff	NOUN
ajema-454	103	4	,	,	PUNCT
ajema-454	103	5	training	training	NOUN
ajema-454	103	6	,	,	PUNCT
ajema-454	103	7	and	and	CCONJ
ajema-454	103	8	poor	poor	ADJ
ajema-454	103	9	administration	administration	NOUN
ajema-454	103	10	also	also	ADV
ajema-454	103	11	limit	limit	VERB
ajema-454	103	12	their	their	PRON
ajema-454	103	13	prospects	prospect	NOUN
ajema-454	103	14	of	of	ADP
ajema-454	103	15	growth	growth	NOUN
ajema-454	103	16	and	and	CCONJ
ajema-454	103	17	quality	quality	NOUN
ajema-454	103	18	service	service	NOUN
ajema-454	103	19	provision	provision	NOUN
ajema-454	103	20	.	.	PUNCT
ajema-454	104	1	infra	infra	NOUN
ajema-454	104	2	-	-	PUNCT
ajema-454	104	3	structure	structure	NOUN
ajema-454	104	4	gaps	gap	NOUN
ajema-454	104	5	like	like	ADP
ajema-454	104	6	the	the	DET
ajema-454	104	7	use	use	NOUN
ajema-454	104	8	of	of	ADP
ajema-454	104	9	obsolete	obsolete	ADJ
ajema-454	104	10	equipment	equipment	NOUN
ajema-454	104	11	,	,	PUNCT
ajema-454	104	12	unreliable	unreliable	ADJ
ajema-454	104	13	electricity	electricity	NOUN
ajema-454	104	14	and	and	CCONJ
ajema-454	104	15	lack	lack	NOUN
ajema-454	104	16	of	of	ADP
ajema-454	104	17	available	available	ADJ
ajema-454	104	18	digital	digital	ADJ
ajema-454	104	19	tools	tool	NOUN
ajema-454	104	20	further	far	ADV
ajema-454	104	21	limit	limit	VERB
ajema-454	104	22	the	the	DET
ajema-454	104	23	quality	quality	NOUN
ajema-454	104	24	and	and	CCONJ
ajema-454	104	25	scope	scope	NOUN
ajema-454	104	26	of	of	ADP
ajema-454	104	27	the	the	DET
ajema-454	104	28	care	care	NOUN
ajema-454	104	29	being	be	AUX
ajema-454	104	30	offered	offer	VERB
ajema-454	104	31	.	.	PUNCT
ajema-454	105	1	however	however	ADV
ajema-454	105	2	,	,	PUNCT
ajema-454	105	3	the	the	DET
ajema-454	105	4	importance	importance	NOUN
ajema-454	105	5	of	of	ADP
ajema-454	105	6	these	these	DET
ajema-454	105	7	businesses	business	NOUN
ajema-454	105	8	can	can	AUX
ajema-454	105	9	not	not	PART
ajema-454	105	10	be	be	AUX
ajema-454	105	11	overestimated	overestimate	VERB
ajema-454	105	12	since	since	SCONJ
ajema-454	105	13	they	they	PRON
ajema-454	105	14	contribute	contribute	VERB
ajema-454	105	15	to	to	ADP
ajema-454	105	16	the	the	DET
ajema-454	105	17	maintenance	maintenance	NOUN
ajema-454	105	18	of	of	ADP
ajema-454	105	19	health	health	NOUN
ajema-454	105	20	equity	equity	NOUN
ajema-454	105	21	at	at	ADP
ajema-454	105	22	the	the	DET
ajema-454	105	23	local	local	ADJ
ajema-454	105	24	level	level	NOUN
ajema-454	105	25	due	due	ADP
ajema-454	105	26	to	to	ADP
ajema-454	105	27	the	the	DET
ajema-454	105	28	populations	population	NOUN
ajema-454	105	29	that	that	PRON
ajema-454	105	30	could	could	AUX
ajema-454	105	31	be	be	AUX
ajema-454	105	32	otherwise	otherwise	ADV
ajema-454	105	33	omitted	omit	VERB
ajema-454	105	34	or	or	CCONJ
ajema-454	105	35	excluded	exclude	VERB
ajema-454	105	36	in	in	ADP
ajema-454	105	37	formal	formal	ADJ
ajema-454	105	38	healthcare	healthcare	NOUN
ajema-454	105	39	systems	system	NOUN
ajema-454	105	40	[	[	X
ajema-454	105	41	27	27	NUM
ajema-454	105	42	]	]	PUNCT
ajema-454	105	43	.	.	PUNCT
ajema-454	106	1	their	their	PRON
ajema-454	106	2	livelihood	livelihood	NOUN
ajema-454	106	3	and	and	CCONJ
ajema-454	106	4	evolution	evolution	NOUN
ajema-454	106	5	reasonably	reasonably	ADV
ajema-454	106	6	depend	depend	VERB
ajema-454	106	7	on	on	ADP
ajema-454	106	8	the	the	DET
ajema-454	106	9	liveliness	liveliness	NOUN
ajema-454	106	10	and	and	CCONJ
ajema-454	106	11	durability	durability	NOUN
ajema-454	106	12	of	of	ADP
ajema-454	106	13	their	their	PRON
ajema-454	106	14	communities	community	NOUN
ajema-454	106	15	thus	thus	ADV
ajema-454	106	16	there	there	PRON
ajema-454	106	17	is	be	VERB
ajema-454	106	18	a	a	DET
ajema-454	106	19	need	need	NOUN
ajema-454	106	20	to	to	PART
ajema-454	106	21	consider	consider	VERB
ajema-454	106	22	systems	system	NOUN
ajema-454	106	23	that	that	PRON
ajema-454	106	24	protect	protect	VERB
ajema-454	106	25	and	and	CCONJ
ajema-454	106	26	empower	empower	VERB
ajema-454	106	27	them	they	PRON
ajema-454	106	28	both	both	CCONJ
ajema-454	106	29	through	through	ADP
ajema-454	106	30	capital	capital	NOUN
ajema-454	106	31	allocation	allocation	NOUN
ajema-454	106	32	and	and	CCONJ
ajema-454	106	33	risk	risk	NOUN
ajema-454	106	34	management	management	NOUN
ajema-454	106	35	segments	segment	NOUN
ajema-454	106	36	.	.	PUNCT
ajema-454	107	1	d.	d.	PROPN
ajema-454	107	2	microfinance	microfinance	PROPN
ajema-454	107	3	in	in	ADP
ajema-454	107	4	health	health	NOUN
ajema-454	107	5	care	care	NOUN
ajema-454	107	6	privately	privately	ADV
ajema-454	107	7	owned	own	VERB
ajema-454	107	8	as	as	ADV
ajema-454	107	9	well	well	ADV
ajema-454	107	10	as	as	ADP
ajema-454	107	11	government	government	NOUN
ajema-454	107	12	operated	operate	VERB
ajema-454	107	13	microfinance	microfinance	NOUN
ajema-454	107	14	businesses	business	NOUN
ajema-454	107	15	initially	initially	ADV
ajema-454	107	16	thought	think	VERB
ajema-454	107	17	of	of	ADP
ajema-454	107	18	as	as	ADP
ajema-454	107	19	an	an	DET
ajema-454	107	20	instrument	instrument	NOUN
ajema-454	107	21	in	in	ADP
ajema-454	107	22	the	the	DET
ajema-454	107	23	fight	fight	NOUN
ajema-454	107	24	against	against	ADP
ajema-454	107	25	poverty	poverty	NOUN
ajema-454	107	26	have	have	AUX
ajema-454	107	27	been	be	AUX
ajema-454	107	28	integrated	integrate	VERB
ajema-454	107	29	to	to	PART
ajema-454	107	30	become	become	VERB
ajema-454	107	31	an	an	DET
ajema-454	107	32	important	important	ADJ
ajema-454	107	33	36	36	NUM
ajema-454	107	34	journal	journal	NOUN
ajema-454	107	35	of	of	ADP
ajema-454	107	36	engineering	engineering	NOUN
ajema-454	107	37	,	,	PUNCT
ajema-454	107	38	mechanics	mechanic	NOUN
ajema-454	107	39	and	and	CCONJ
ajema-454	107	40	architecture	architecture	NOUN
ajema-454	107	41	www	www	NOUN
ajema-454	107	42	.	.	PUNCT
ajema-454	108	1	grnjournal.us	grnjournal.us	X
ajema-454	108	2	instrument	instrument	NOUN
ajema-454	108	3	in	in	ADP
ajema-454	108	4	the	the	DET
ajema-454	108	5	funding	funding	NOUN
ajema-454	108	6	of	of	ADP
ajema-454	108	7	small	small	ADJ
ajema-454	108	8	and	and	CCONJ
ajema-454	108	9	medium	medium	NOUN
ajema-454	108	10	businesses	business	NOUN
ajema-454	108	11	(	(	PUNCT
ajema-454	108	12	sme	sme	NOUN
ajema-454	108	13	)	)	PUNCT
ajema-454	108	14	and	and	CCONJ
ajema-454	108	15	even	even	ADV
ajema-454	108	16	in	in	ADP
ajema-454	108	17	the	the	DET
ajema-454	108	18	healthcare	healthcare	NOUN
ajema-454	108	19	industry	industry	NOUN
ajema-454	108	20	.	.	PUNCT
ajema-454	109	1	its	its	PRON
ajema-454	109	2	capacity	capacity	NOUN
ajema-454	109	3	to	to	PART
ajema-454	109	4	offer	offer	VERB
ajema-454	109	5	small	small	ADJ
ajema-454	109	6	amounts	amount	NOUN
ajema-454	109	7	of	of	ADP
ajema-454	109	8	loans	loan	NOUN
ajema-454	109	9	,	,	PUNCT
ajema-454	109	10	working	working	NOUN
ajema-454	109	11	capital	capital	NOUN
ajema-454	109	12	,	,	PUNCT
ajema-454	109	13	and	and	CCONJ
ajema-454	109	14	repayment	repayment	NOUN
ajema-454	109	15	schedules	schedule	NOUN
ajema-454	109	16	that	that	PRON
ajema-454	109	17	are	be	AUX
ajema-454	109	18	more	more	ADV
ajema-454	109	19	accommodating	accommodating	ADJ
ajema-454	109	20	,	,	PUNCT
ajema-454	109	21	especially	especially	ADV
ajema-454	109	22	to	to	ADP
ajema-454	109	23	the	the	DET
ajema-454	109	24	healthcare	healthcare	NOUN
ajema-454	109	25	smes	sme	NOUN
ajema-454	109	26	that	that	PRON
ajema-454	109	27	include	include	VERB
ajema-454	109	28	community	community	NOUN
ajema-454	109	29	-	-	PUNCT
ajema-454	109	30	based	base	VERB
ajema-454	109	31	clinics	clinic	NOUN
ajema-454	109	32	and	and	CCONJ
ajema-454	109	33	pharmacies	pharmacy	NOUN
ajema-454	109	34	that	that	PRON
ajema-454	109	35	tend	tend	VERB
ajema-454	109	36	to	to	PART
ajema-454	109	37	fail	fail	VERB
ajema-454	109	38	to	to	PART
ajema-454	109	39	obtain	obtain	VERB
ajema-454	109	40	traditional	traditional	ADJ
ajema-454	109	41	credit	credit	NOUN
ajema-454	109	42	because	because	SCONJ
ajema-454	109	43	of	of	ADP
ajema-454	109	44	absence	absence	NOUN
ajema-454	109	45	of	of	ADP
ajema-454	109	46	collateral	collateral	NOUN
ajema-454	109	47	or	or	CCONJ
ajema-454	109	48	credit	credit	NOUN
ajema-454	109	49	history	history	NOUN
ajema-454	109	50	,	,	PUNCT
ajema-454	109	51	is	be	AUX
ajema-454	109	52	particularly	particularly	ADV
ajema-454	109	53	relevant	relevant	ADJ
ajema-454	109	54	.	.	PUNCT
ajema-454	110	1	accessible	accessible	ADJ
ajema-454	110	2	financing	financing	NOUN
ajema-454	110	3	provided	provide	VERB
ajema-454	110	4	by	by	ADP
ajema-454	110	5	the	the	DET
ajema-454	110	6	microfinance	microfinance	NOUN
ajema-454	110	7	institutions	institution	NOUN
ajema-454	110	8	allows	allow	VERB
ajema-454	110	9	such	such	ADJ
ajema-454	110	10	providers	provider	NOUN
ajema-454	110	11	to	to	PART
ajema-454	110	12	increase	increase	VERB
ajema-454	110	13	services	service	NOUN
ajema-454	110	14	,	,	PUNCT
ajema-454	110	15	make	make	VERB
ajema-454	110	16	investments	investment	NOUN
ajema-454	110	17	in	in	ADP
ajema-454	110	18	their	their	PRON
ajema-454	110	19	improved	improved	ADJ
ajema-454	110	20	infrastructure	infrastructure	NOUN
ajema-454	110	21	,	,	PUNCT
ajema-454	110	22	and	and	CCONJ
ajema-454	110	23	buy	buy	VERB
ajema-454	110	24	necessary	necessary	ADJ
ajema-454	110	25	medicines	medicine	NOUN
ajema-454	110	26	and	and	CCONJ
ajema-454	110	27	equipment	equipment	NOUN
ajema-454	110	28	,	,	PUNCT
ajema-454	110	29	which	which	PRON
ajema-454	110	30	enhances	enhance	VERB
ajema-454	110	31	the	the	DET
ajema-454	110	32	practice	practice	NOUN
ajema-454	110	33	of	of	ADP
ajema-454	110	34	healthcare	healthcare	NOUN
ajema-454	110	35	delivery	delivery	NOUN
ajema-454	110	36	in	in	ADP
ajema-454	110	37	underserved	underserved	ADJ
ajema-454	110	38	regions	region	NOUN
ajema-454	110	39	[	[	X
ajema-454	110	40	28	28	NUM
ajema-454	110	41	]	]	PUNCT
ajema-454	110	42	.	.	PUNCT
ajema-454	111	1	healthcare	healthcare	NOUN
ajema-454	111	2	-	-	PUNCT
ajema-454	111	3	specific	specific	ADJ
ajema-454	111	4	microfinance	microfinance	NOUN
ajema-454	111	5	programs	program	NOUN
ajema-454	111	6	have	have	AUX
ajema-454	111	7	already	already	ADV
ajema-454	111	8	shown	show	VERB
ajema-454	111	9	to	to	PART
ajema-454	111	10	have	have	VERB
ajema-454	111	11	an	an	DET
ajema-454	111	12	impact	impact	NOUN
ajema-454	111	13	in	in	ADP
ajema-454	111	14	areas	area	NOUN
ajema-454	111	15	in	in	ADP
ajema-454	111	16	some	some	DET
ajema-454	111	17	countries	country	NOUN
ajema-454	111	18	,	,	PUNCT
ajema-454	111	19	such	such	ADJ
ajema-454	111	20	as	as	ADP
ajema-454	111	21	maternal	maternal	ADJ
ajema-454	111	22	health	health	NOUN
ajema-454	111	23	improvement	improvement	NOUN
ajema-454	111	24	,	,	PUNCT
ajema-454	111	25	expansion	expansion	NOUN
ajema-454	111	26	of	of	ADP
ajema-454	111	27	preventive	preventive	ADJ
ajema-454	111	28	services	service	NOUN
ajema-454	111	29	programmers	programmer	NOUN
ajema-454	111	30	,	,	PUNCT
ajema-454	111	31	and	and	CCONJ
ajema-454	111	32	strengthening	strengthen	VERB
ajema-454	111	33	outreach	outreach	NOUN
ajema-454	111	34	in	in	ADP
ajema-454	111	35	rural	rural	ADJ
ajema-454	111	36	places	place	NOUN
ajema-454	111	37	through	through	ADP
ajema-454	111	38	provider	provider	NOUN
ajema-454	111	39	empowering	empowering	ADJ
ajema-454	111	40	initiatives	initiative	NOUN
ajema-454	111	41	.	.	PUNCT
ajema-454	112	1	the	the	DET
ajema-454	112	2	possibility	possibility	NOUN
ajema-454	112	3	of	of	ADP
ajema-454	112	4	using	use	VERB
ajema-454	112	5	microfinance	microfinance	NOUN
ajema-454	112	6	as	as	ADP
ajema-454	112	7	a	a	DET
ajema-454	112	8	community	community	NOUN
ajema-454	112	9	health	health	NOUN
ajema-454	112	10	development	development	NOUN
ajema-454	112	11	tool	tool	NOUN
ajema-454	112	12	has	have	AUX
ajema-454	112	13	been	be	AUX
ajema-454	112	14	underscored	underscore	VERB
ajema-454	112	15	in	in	ADP
ajema-454	112	16	case	case	NOUN
ajema-454	112	17	studies	study	NOUN
ajema-454	112	18	of	of	ADP
ajema-454	112	19	health	health	NOUN
ajema-454	112	20	-	-	PUNCT
ajema-454	112	21	specific	specific	ADJ
ajema-454	112	22	microfinance	microfinance	NOUN
ajema-454	112	23	programs	program	NOUN
ajema-454	112	24	that	that	PRON
ajema-454	112	25	have	have	AUX
ajema-454	112	26	found	find	VERB
ajema-454	112	27	that	that	SCONJ
ajema-454	112	28	small	small	ADJ
ajema-454	112	29	loans	loan	NOUN
ajema-454	112	30	can	can	AUX
ajema-454	112	31	play	play	VERB
ajema-454	112	32	a	a	DET
ajema-454	112	33	large	large	ADJ
ajema-454	112	34	role	role	NOUN
ajema-454	112	35	in	in	ADP
ajema-454	112	36	enhancing	enhance	VERB
ajema-454	112	37	service	service	NOUN
ajema-454	112	38	access	access	NOUN
ajema-454	112	39	and	and	CCONJ
ajema-454	112	40	quality	quality	NOUN
ajema-454	112	41	[	[	X
ajema-454	112	42	29	29	NUM
ajema-454	112	43	]	]	PUNCT
ajema-454	112	44	.	.	PUNCT
ajema-454	113	1	sustainability	sustainability	NOUN
ajema-454	113	2	is	be	AUX
ajema-454	113	3	further	far	ADV
ajema-454	113	4	achieved	achieve	VERB
ajema-454	113	5	through	through	ADP
ajema-454	113	6	the	the	DET
ajema-454	113	7	inclusion	inclusion	NOUN
ajema-454	113	8	of	of	ADP
ajema-454	113	9	funding	funding	NOUN
ajema-454	113	10	into	into	ADP
ajema-454	113	11	the	the	DET
ajema-454	113	12	delivery	delivery	NOUN
ajema-454	113	13	of	of	ADP
ajema-454	113	14	healthcare	healthcare	NOUN
ajema-454	113	15	services	service	NOUN
ajema-454	113	16	as	as	ADP
ajema-454	113	17	providers	provider	NOUN
ajema-454	113	18	will	will	AUX
ajema-454	113	19	be	be	AUX
ajema-454	113	20	given	give	VERB
ajema-454	113	21	a	a	DET
ajema-454	113	22	chance	chance	NOUN
ajema-454	113	23	to	to	PART
ajema-454	113	24	enable	enable	VERB
ajema-454	113	25	cost	cost	NOUN
ajema-454	113	26	-	-	PUNCT
ajema-454	113	27	effective	effective	ADJ
ajema-454	113	28	delivery	delivery	NOUN
ajema-454	113	29	of	of	ADP
ajema-454	113	30	care	care	NOUN
ajema-454	113	31	to	to	ADP
ajema-454	113	32	patients	patient	NOUN
ajema-454	113	33	,	,	PUNCT
ajema-454	113	34	and	and	CCONJ
ajema-454	113	35	having	have	VERB
ajema-454	113	36	less	less	ADJ
ajema-454	113	37	dependence	dependence	NOUN
ajema-454	113	38	on	on	ADP
ajema-454	113	39	external	external	ADJ
ajema-454	113	40	resources	resource	NOUN
ajema-454	113	41	,	,	PUNCT
ajema-454	113	42	usually	usually	ADV
ajema-454	113	43	donors	donor	NOUN
ajema-454	113	44	.	.	PUNCT
ajema-454	114	1	microfinance	microfinance	NOUN
ajema-454	114	2	does	do	AUX
ajema-454	114	3	not	not	PART
ajema-454	114	4	only	only	ADV
ajema-454	114	5	enable	enable	VERB
ajema-454	114	6	small	small	ADJ
ajema-454	114	7	healthcare	healthcare	NOUN
ajema-454	114	8	companies	company	NOUN
ajema-454	114	9	to	to	PART
ajema-454	114	10	become	become	VERB
ajema-454	114	11	financially	financially	ADV
ajema-454	114	12	sound	sound	ADJ
ajema-454	114	13	but	but	CCONJ
ajema-454	114	14	also	also	ADV
ajema-454	114	15	leads	lead	VERB
ajema-454	114	16	to	to	ADP
ajema-454	114	17	health	health	NOUN
ajema-454	114	18	equity	equity	NOUN
ajema-454	114	19	in	in	ADP
ajema-454	114	20	the	the	DET
ajema-454	114	21	global	global	ADJ
ajema-454	114	22	sense	sense	NOUN
ajema-454	114	23	because	because	SCONJ
ajema-454	114	24	it	it	PRON
ajema-454	114	25	helps	help	VERB
ajema-454	114	26	the	the	DET
ajema-454	114	27	marginalized	marginalize	VERB
ajema-454	114	28	groups	group	NOUN
ajema-454	114	29	to	to	PART
ajema-454	114	30	get	get	VERB
ajema-454	114	31	the	the	DET
ajema-454	114	32	much	much	ADV
ajema-454	114	33	-	-	PUNCT
ajema-454	114	34	needed	need	VERB
ajema-454	114	35	healthcare	healthcare	NOUN
ajema-454	114	36	.	.	PUNCT
ajema-454	115	1	e.	e.	PROPN
ajema-454	115	2	linking	link	VERB
ajema-454	115	3	risk	risk	NOUN
ajema-454	115	4	detection	detection	NOUN
ajema-454	115	5	to	to	PART
ajema-454	115	6	microfinance	microfinance	VERB
ajema-454	115	7	one	one	NUM
ajema-454	115	8	of	of	ADP
ajema-454	115	9	the	the	DET
ajema-454	115	10	significant	significant	ADJ
ajema-454	115	11	missing	missing	ADJ
ajema-454	115	12	links	link	NOUN
ajema-454	115	13	in	in	ADP
ajema-454	115	14	the	the	DET
ajema-454	115	15	literature	literature	NOUN
ajema-454	115	16	is	be	AUX
ajema-454	115	17	that	that	SCONJ
ajema-454	115	18	there	there	PRON
ajema-454	115	19	is	be	VERB
ajema-454	115	20	no	no	DET
ajema-454	115	21	literature	literature	NOUN
ajema-454	115	22	detailing	detail	VERB
ajema-454	115	23	an	an	DET
ajema-454	115	24	integrated	integrate	VERB
ajema-454	115	25	process	process	NOUN
ajema-454	115	26	of	of	ADP
ajema-454	115	27	ai	ai	NOUN
ajema-454	115	28	-	-	PUNCT
ajema-454	115	29	guided	guide	VERB
ajema-454	115	30	risk	risk	NOUN
ajema-454	115	31	detection	detection	NOUN
ajema-454	115	32	and	and	CCONJ
ajema-454	115	33	microfinance	microfinance	NOUN
ajema-454	115	34	support	support	NOUN
ajema-454	115	35	mechanisms	mechanism	NOUN
ajema-454	115	36	,	,	PUNCT
ajema-454	115	37	at	at	ADP
ajema-454	115	38	least	least	ADJ
ajema-454	115	39	within	within	ADP
ajema-454	115	40	healthcare	healthcare	NOUN
ajema-454	115	41	.	.	PUNCT
ajema-454	116	1	although	although	SCONJ
ajema-454	116	2	the	the	DET
ajema-454	116	3	field	field	NOUN
ajema-454	116	4	of	of	ADP
ajema-454	116	5	ai	ai	NOUN
ajema-454	116	6	has	have	AUX
ajema-454	116	7	made	make	VERB
ajema-454	116	8	significant	significant	ADJ
ajema-454	116	9	progress	progress	NOUN
ajema-454	116	10	during	during	ADP
ajema-454	116	11	the	the	DET
ajema-454	116	12	last	last	ADJ
ajema-454	116	13	few	few	ADJ
ajema-454	116	14	years	year	NOUN
ajema-454	116	15	in	in	ADP
ajema-454	116	16	detecting	detect	VERB
ajema-454	116	17	fraudulent	fraudulent	ADJ
ajema-454	116	18	and	and	CCONJ
ajema-454	116	19	threatening	threatening	ADJ
ajema-454	116	20	actors	actor	NOUN
ajema-454	116	21	,	,	PUNCT
ajema-454	116	22	there	there	PRON
ajema-454	116	23	are	be	VERB
ajema-454	116	24	no	no	DET
ajema-454	116	25	studies	study	NOUN
ajema-454	116	26	on	on	ADP
ajema-454	116	27	how	how	SCONJ
ajema-454	116	28	it	it	PRON
ajema-454	116	29	can	can	AUX
ajema-454	116	30	be	be	AUX
ajema-454	116	31	used	use	VERB
ajema-454	116	32	to	to	PART
ajema-454	116	33	advise	advise	VERB
ajema-454	116	34	financial	financial	ADJ
ajema-454	116	35	decision	decision	NOUN
ajema-454	116	36	-	-	PUNCT
ajema-454	116	37	making	making	NOUN
ajema-454	116	38	at	at	ADP
ajema-454	116	39	microfinance	microfinance	NOUN
ajema-454	116	40	institutions	institution	NOUN
ajema-454	116	41	[	[	X
ajema-454	116	42	30	30	NUM
ajema-454	116	43	]	]	PUNCT
ajema-454	116	44	.	.	PUNCT
ajema-454	117	1	the	the	DET
ajema-454	117	2	classical	classical	ADJ
ajema-454	117	3	practice	practice	NOUN
ajema-454	117	4	is	be	AUX
ajema-454	117	5	that	that	SCONJ
ajema-454	117	6	microfinance	microfinance	NOUN
ajema-454	117	7	lenders	lender	NOUN
ajema-454	117	8	are	be	AUX
ajema-454	117	9	engaged	engage	VERB
ajema-454	117	10	in	in	ADP
ajema-454	117	11	using	use	VERB
ajema-454	117	12	trust	trust	NOUN
ajema-454	117	13	,	,	PUNCT
ajema-454	117	14	rudimentary	rudimentary	ADJ
ajema-454	117	15	financial	financial	ADJ
ajema-454	117	16	accounting	accounting	NOUN
ajema-454	117	17	,	,	PUNCT
ajema-454	117	18	or	or	CCONJ
ajema-454	117	19	community	community	NOUN
ajema-454	117	20	guarantees	guarantee	NOUN
ajema-454	117	21	which	which	PRON
ajema-454	117	22	can	can	AUX
ajema-454	117	23	not	not	PART
ajema-454	117	24	be	be	AUX
ajema-454	117	25	used	use	VERB
ajema-454	117	26	to	to	PART
ajema-454	117	27	determine	determine	VERB
ajema-454	117	28	the	the	DET
ajema-454	117	29	multifaceted	multifaceted	ADJ
ajema-454	117	30	and	and	CCONJ
ajema-454	117	31	tricky	tricky	ADJ
ajema-454	117	32	risks	risk	NOUN
ajema-454	117	33	posed	pose	VERB
ajema-454	117	34	by	by	ADP
ajema-454	117	35	healthcare	healthcare	NOUN
ajema-454	117	36	givers	giver	NOUN
ajema-454	117	37	.	.	PUNCT
ajema-454	118	1	the	the	DET
ajema-454	118	2	use	use	NOUN
ajema-454	118	3	of	of	ADP
ajema-454	118	4	ai	ai	NOUN
ajema-454	118	5	-	-	PUNCT
ajema-454	118	6	based	base	VERB
ajema-454	118	7	predictive	predictive	ADJ
ajema-454	118	8	fraud	fraud	NOUN
ajema-454	118	9	detection	detection	NOUN
ajema-454	118	10	and	and	CCONJ
ajema-454	118	11	anomaly	anomaly	NOUN
ajema-454	118	12	scoring	scoring	NOUN
ajema-454	118	13	allow	allow	VERB
ajema-454	118	14	microfinance	microfinance	NOUN
ajema-454	118	15	organizations	organization	NOUN
ajema-454	118	16	to	to	PART
ajema-454	118	17	shore	shore	VERB
ajema-454	118	18	up	up	ADP
ajema-454	118	19	their	their	PRON
ajema-454	118	20	screening	screening	NOUN
ajema-454	118	21	systems	system	NOUN
ajema-454	118	22	,	,	PUNCT
ajema-454	118	23	guaranteeing	guarantee	VERB
ajema-454	118	24	that	that	SCONJ
ajema-454	118	25	loans	loan	NOUN
ajema-454	118	26	are	be	AUX
ajema-454	118	27	lent	lend	VERB
ajema-454	118	28	only	only	ADV
ajema-454	118	29	to	to	ADP
ajema-454	118	30	ethical	ethical	ADJ
ajema-454	118	31	and	and	CCONJ
ajema-454	118	32	low	low	ADJ
ajema-454	118	33	risk	risk	NOUN
ajema-454	118	34	entities	entity	NOUN
ajema-454	118	35	,	,	PUNCT
ajema-454	118	36	and	and	CCONJ
ajema-454	118	37	that	that	SCONJ
ajema-454	118	38	they	they	PRON
ajema-454	118	39	minimize	minimize	VERB
ajema-454	118	40	lending	lend	VERB
ajema-454	118	41	to	to	ADP
ajema-454	118	42	fraudulent	fraudulent	ADJ
ajema-454	118	43	or	or	CCONJ
ajema-454	118	44	unsustainable	unsustainable	ADJ
ajema-454	118	45	entities	entity	NOUN
ajema-454	118	46	.	.	PUNCT
ajema-454	119	1	such	such	DET
ajema-454	119	2	a	a	DET
ajema-454	119	3	strategy	strategy	NOUN
ajema-454	119	4	will	will	AUX
ajema-454	119	5	create	create	VERB
ajema-454	119	6	a	a	DET
ajema-454	119	7	dual	dual	ADJ
ajema-454	119	8	-	-	PUNCT
ajema-454	119	9	purpose	purpose	NOUN
ajema-454	119	10	model	model	NOUN
ajema-454	119	11	that	that	SCONJ
ajema-454	119	12	not	not	PART
ajema-454	119	13	only	only	ADV
ajema-454	119	14	ensures	ensure	VERB
ajema-454	119	15	protection	protection	NOUN
ajema-454	119	16	of	of	ADP
ajema-454	119	17	financial	financial	ADJ
ajema-454	119	18	resources	resource	NOUN
ajema-454	119	19	but	but	CCONJ
ajema-454	119	20	also	also	ADV
ajema-454	119	21	encourages	encourage	VERB
ajema-454	119	22	social	social	ADJ
ajema-454	119	23	impact	impact	NOUN
ajema-454	119	24	through	through	ADP
ajema-454	119	25	empowerment	empowerment	NOUN
ajema-454	119	26	of	of	ADP
ajema-454	119	27	legitimate	legitimate	ADJ
ajema-454	119	28	providers	provider	NOUN
ajema-454	119	29	.	.	PUNCT
ajema-454	120	1	such	such	DET
ajema-454	120	2	an	an	DET
ajema-454	120	3	integration	integration	NOUN
ajema-454	120	4	is	be	AUX
ajema-454	120	5	based	base	VERB
ajema-454	120	6	theoretically	theoretically	ADV
ajema-454	120	7	on	on	ADP
ajema-454	120	8	risk	risk	NOUN
ajema-454	120	9	mitigation	mitigation	NOUN
ajema-454	120	10	activities	activity	NOUN
ajema-454	120	11	as	as	SCONJ
ajema-454	120	12	defined	define	VERB
ajema-454	120	13	under	under	ADP
ajema-454	120	14	financial	financial	ADJ
ajema-454	120	15	decision	decision	NOUN
ajema-454	120	16	-	-	PUNCT
ajema-454	120	17	making	making	NOUN
ajema-454	120	18	and	and	CCONJ
ajema-454	120	19	the	the	DET
ajema-454	120	20	general	general	ADJ
ajema-454	120	21	tendency	tendency	NOUN
ajema-454	120	22	towards	towards	ADP
ajema-454	120	23	socially	socially	ADV
ajema-454	120	24	responsible	responsible	ADJ
ajema-454	120	25	investing	investing	NOUN
ajema-454	121	1	[	[	X
ajema-454	121	2	31	31	NUM
ajema-454	121	3	]	]	PUNCT
ajema-454	121	4	.	.	PUNCT
ajema-454	122	1	the	the	DET
ajema-454	122	2	combination	combination	NOUN
ajema-454	122	3	of	of	ADP
ajema-454	122	4	the	the	DET
ajema-454	122	5	ai	ai	NOUN
ajema-454	122	6	understanding	understanding	NOUN
ajema-454	122	7	and	and	CCONJ
ajema-454	122	8	microfinance	microfinance	NOUN
ajema-454	122	9	interventions	intervention	NOUN
ajema-454	122	10	will	will	AUX
ajema-454	122	11	guarantee	guarantee	VERB
ajema-454	122	12	that	that	SCONJ
ajema-454	122	13	investment	investment	NOUN
ajema-454	122	14	resources	resource	NOUN
ajema-454	122	15	are	be	AUX
ajema-454	122	16	channeled	channel	VERB
ajema-454	122	17	systematically	systematically	ADV
ajema-454	122	18	to	to	PART
ajema-454	122	19	bring	bring	VERB
ajema-454	122	20	in	in	ADP
ajema-454	122	21	the	the	DET
ajema-454	122	22	most	most	ADJ
ajema-454	122	23	returns	return	NOUN
ajema-454	122	24	in	in	ADP
ajema-454	122	25	the	the	DET
ajema-454	122	26	form	form	NOUN
ajema-454	122	27	of	of	ADP
ajema-454	122	28	financial	financial	ADJ
ajema-454	122	29	sustainability	sustainability	NOUN
ajema-454	122	30	and	and	CCONJ
ajema-454	122	31	positive	positive	ADJ
ajema-454	122	32	impacts	impact	NOUN
ajema-454	122	33	on	on	ADP
ajema-454	122	34	community	community	NOUN
ajema-454	122	35	health	health	NOUN
ajema-454	122	36	.	.	PUNCT
ajema-454	123	1	the	the	DET
ajema-454	123	2	given	give	VERB
ajema-454	123	3	framework	framework	NOUN
ajema-454	123	4	is	be	AUX
ajema-454	123	5	an	an	DET
ajema-454	123	6	original	original	ADJ
ajema-454	123	7	complex	complex	NOUN
ajema-454	123	8	of	of	ADP
ajema-454	123	9	technology	technology	NOUN
ajema-454	123	10	,	,	PUNCT
ajema-454	123	11	finance	finance	NOUN
ajema-454	123	12	,	,	PUNCT
ajema-454	123	13	and	and	CCONJ
ajema-454	123	14	healthcare	healthcare	NOUN
ajema-454	123	15	since	since	SCONJ
ajema-454	123	16	this	this	DET
ajema-454	123	17	framework	framework	NOUN
ajema-454	123	18	introduces	introduce	VERB
ajema-454	123	19	a	a	DET
ajema-454	123	20	scalable	scalable	ADJ
ajema-454	123	21	approach	approach	NOUN
ajema-454	123	22	in	in	ADP
ajema-454	123	23	terms	term	NOUN
ajema-454	123	24	of	of	ADP
ajema-454	123	25	increasing	increase	VERB
ajema-454	123	26	accountability	accountability	NOUN
ajema-454	123	27	and	and	CCONJ
ajema-454	123	28	broadening	broaden	VERB
ajema-454	123	29	care	care	NOUN
ajema-454	123	30	access	access	NOUN
ajema-454	123	31	in	in	ADP
ajema-454	123	32	threatened	threatened	ADJ
ajema-454	123	33	environments	environment	NOUN
ajema-454	123	34	.	.	PUNCT
ajema-454	124	1	f	f	PROPN
ajema-454	124	2	empirical	empirical	ADJ
ajema-454	124	3	study	study	NOUN
ajema-454	124	4	the	the	DET
ajema-454	124	5	article	article	NOUN
ajema-454	124	6	title	title	NOUN
ajema-454	124	7	is	be	AUX
ajema-454	124	8	by	by	ADP
ajema-454	124	9	franziska	franziska	PROPN
ajema-454	124	10	koefer	koefer	PROPN
ajema-454	124	11	,	,	PUNCT
ajema-454	124	12	ivo	ivo	PROPN
ajema-454	124	13	lemken	lemken	PROPN
ajema-454	124	14	and	and	CCONJ
ajema-454	124	15	jan	jan	PROPN
ajema-454	124	16	pauls	pauls	PROPN
ajema-454	124	17	,	,	PUNCT
ajema-454	124	18	titled	title	VERB
ajema-454	124	19	:	:	PUNCT
ajema-454	124	20	fairness	fairness	NOUN
ajema-454	124	21	in	in	ADP
ajema-454	124	22	algorithmic	algorithmic	ADJ
ajema-454	124	23	decision	decision	NOUN
ajema-454	124	24	systems	system	NOUN
ajema-454	124	25	:	:	PUNCT
ajema-454	124	26	a	a	DET
ajema-454	124	27	microfinance	microfinance	NOUN
ajema-454	124	28	perspective	perspective	NOUN
ajema-454	124	29	.	.	PUNCT
ajema-454	125	1	the	the	DET
ajema-454	125	2	authors	author	NOUN
ajema-454	125	3	investigate	investigate	VERB
ajema-454	125	4	developing	develop	VERB
ajema-454	125	5	into	into	ADP
ajema-454	125	6	practice	practice	NOUN
ajema-454	125	7	the	the	DET
ajema-454	125	8	abstract	abstract	ADJ
ajema-454	125	9	principles	principle	NOUN
ajema-454	125	10	of	of	ADP
ajema-454	125	11	ai	ai	ADJ
ajema-454	125	12	fairness	fairness	NOUN
ajema-454	125	13	and	and	CCONJ
ajema-454	125	14	translating	translate	VERB
ajema-454	125	15	them	they	PRON
ajema-454	125	16	into	into	ADP
ajema-454	125	17	the	the	DET
ajema-454	125	18	concrete	concrete	ADJ
ajema-454	125	19	decision	decision	NOUN
ajema-454	125	20	-	-	PUNCT
ajema-454	125	21	making	make	VERB
ajema-454	125	22	policies	policy	NOUN
ajema-454	125	23	in	in	ADP
ajema-454	125	24	the	the	DET
ajema-454	125	25	microfinance	microfinance	NOUN
ajema-454	125	26	industry	industry	NOUN
ajema-454	125	27	.	.	PUNCT
ajema-454	126	1	the	the	DET
ajema-454	126	2	paper	paper	NOUN
ajema-454	126	3	reveals	reveal	VERB
ajema-454	126	4	obstacles	obstacle	NOUN
ajema-454	126	5	to	to	ADP
ajema-454	126	6	achieving	achieve	VERB
ajema-454	126	7	fairness	fairness	NOUN
ajema-454	126	8	in	in	ADP
ajema-454	126	9	the	the	DET
ajema-454	126	10	ai	ai	NOUN
ajema-454	126	11	product	product	NOUN
ajema-454	126	12	lifecycle	lifecycle	NOUN
ajema-454	126	13	,	,	PUNCT
ajema-454	126	14	including	include	VERB
ajema-454	126	15	design	design	NOUN
ajema-454	126	16	and	and	CCONJ
ajema-454	126	17	deployment	deployment	NOUN
ajema-454	126	18	as	as	ADV
ajema-454	126	19	well	well	ADV
ajema-454	126	20	as	as	ADP
ajema-454	126	21	adoption	adoption	NOUN
ajema-454	126	22	by	by	ADP
ajema-454	126	23	organizations	organization	NOUN
ajema-454	126	24	,	,	PUNCT
ajema-454	126	25	through	through	ADP
ajema-454	126	26	an	an	DET
ajema-454	126	27	exploratory	exploratory	ADJ
ajema-454	126	28	case	case	NOUN
ajema-454	126	29	study	study	NOUN
ajema-454	126	30	of	of	ADP
ajema-454	126	31	a	a	DET
ajema-454	126	32	social	social	ADJ
ajema-454	126	33	-	-	PUNCT
ajema-454	126	34	impact	impact	NOUN
ajema-454	126	35	microfinance	microfinance	NOUN
ajema-454	126	36	organization	organization	NOUN
ajema-454	126	37	that	that	PRON
ajema-454	126	38	is	be	AUX
ajema-454	126	39	using	use	VERB
ajema-454	126	40	credit	credit	NOUN
ajema-454	126	41	scoring	scoring	NOUN
ajema-454	126	42	enabled	enable	VERB
ajema-454	126	43	by	by	ADP
ajema-454	126	44	ai	ai	ADJ
ajema-454	126	45	tools	tool	NOUN
ajema-454	126	46	to	to	PART
ajema-454	126	47	improve	improve	VERB
ajema-454	126	48	access	access	NOUN
ajema-454	126	49	to	to	ADP
ajema-454	126	50	credit	credit	NOUN
ajema-454	126	51	among	among	ADP
ajema-454	126	52	financially	financially	ADV
ajema-454	126	53	marginalized	marginalize	VERB
ajema-454	126	54	entrepreneurs	entrepreneur	NOUN
ajema-454	126	55	[	[	X
ajema-454	126	56	1	1	NUM
ajema-454	126	57	]	]	PUNCT
ajema-454	126	58	.	.	PUNCT
ajema-454	127	1	it	it	PRON
ajema-454	127	2	suggests	suggest	VERB
ajema-454	127	3	an	an	DET
ajema-454	127	4	ordered	ordered	ADJ
ajema-454	127	5	set	set	NOUN
ajema-454	127	6	of	of	ADP
ajema-454	127	7	situational	situational	ADJ
ajema-454	127	8	questions	question	NOUN
ajema-454	127	9	that	that	PRON
ajema-454	127	10	the	the	DET
ajema-454	127	11	practitioners	practitioner	NOUN
ajema-454	127	12	may	may	AUX
ajema-454	127	13	rely	rely	VERB
ajema-454	127	14	on	on	ADP
ajema-454	127	15	to	to	PART
ajema-454	127	16	mitigate	mitigate	VERB
ajema-454	127	17	the	the	DET
ajema-454	127	18	risks	risk	NOUN
ajema-454	127	19	related	relate	VERB
ajema-454	127	20	to	to	ADP
ajema-454	127	21	fairness	fairness	NOUN
ajema-454	127	22	and	and	CCONJ
ajema-454	127	23	to	to	PART
ajema-454	127	24	coordinate	coordinate	VERB
ajema-454	127	25	algorithmic	algorithmic	ADJ
ajema-454	127	26	systems	system	NOUN
ajema-454	127	27	to	to	ADP
ajema-454	127	28	institutional	institutional	ADJ
ajema-454	127	29	approaches	approach	NOUN
ajema-454	127	30	.	.	PUNCT
ajema-454	128	1	it	it	PRON
ajema-454	128	2	is	be	AUX
ajema-454	128	3	directly	directly	ADV
ajema-454	128	4	applicable	applicable	ADJ
ajema-454	128	5	in	in	ADP
ajema-454	128	6	the	the	DET
ajema-454	128	7	context	context	NOUN
ajema-454	128	8	of	of	ADP
ajema-454	128	9	your	your	PRON
ajema-454	128	10	research	research	NOUN
ajema-454	128	11	as	as	ADP
ajema-454	128	12	it	it	PRON
ajema-454	128	13	37	37	NUM
ajema-454	128	14	journal	journal	NOUN
ajema-454	128	15	of	of	ADP
ajema-454	128	16	engineering	engineering	NOUN
ajema-454	128	17	,	,	PUNCT
ajema-454	128	18	mechanics	mechanic	NOUN
ajema-454	128	19	and	and	CCONJ
ajema-454	128	20	architecture	architecture	NOUN
ajema-454	128	21	www	www	NOUN
ajema-454	128	22	.	.	PUNCT
ajema-454	129	1	grnjournal.us	grnjournal.us	X
ajema-454	129	2	points	point	VERB
ajema-454	129	3	out	out	ADP
ajema-454	129	4	the	the	DET
ajema-454	129	5	ways	way	NOUN
ajema-454	129	6	in	in	ADP
ajema-454	129	7	which	which	PRON
ajema-454	129	8	the	the	DET
ajema-454	129	9	concept	concept	NOUN
ajema-454	129	10	of	of	ADP
ajema-454	129	11	fairness	fairness	NOUN
ajema-454	129	12	in	in	ADP
ajema-454	129	13	ai	ai	NOUN
ajema-454	129	14	can	can	AUX
ajema-454	129	15	be	be	AUX
ajema-454	129	16	operationalized	operationalize	VERB
ajema-454	129	17	in	in	ADP
ajema-454	129	18	the	the	DET
ajema-454	129	19	case	case	NOUN
ajema-454	129	20	of	of	ADP
ajema-454	129	21	microfinance	microfinance	NOUN
ajema-454	129	22	.	.	PUNCT
ajema-454	130	1	in	in	ADP
ajema-454	130	2	the	the	DET
ajema-454	130	3	article	article	NOUN
ajema-454	130	4	given	give	VERB
ajema-454	130	5	by	by	ADP
ajema-454	130	6	srinivasarao	srinivasarao	PROPN
ajema-454	130	7	paleti	paleti	PROPN
ajema-454	130	8	,	,	PUNCT
ajema-454	130	9	data	datum	NOUN
ajema-454	130	10	-	-	PUNCT
ajema-454	130	11	first	first	ADJ
ajema-454	130	12	finance	finance	NOUN
ajema-454	130	13	:	:	PUNCT
ajema-454	130	14	architecting	architecte	VERB
ajema-454	130	15	scalable	scalable	ADJ
ajema-454	130	16	data	datum	NOUN
ajema-454	130	17	engineering	engineering	NOUN
ajema-454	130	18	pipelines	pipeline	NOUN
ajema-454	130	19	for	for	ADP
ajema-454	130	20	ai	ai	ADJ
ajema-454	130	21	-	-	PUNCT
ajema-454	130	22	powered	powered	ADJ
ajema-454	130	23	risk	risk	NOUN
ajema-454	130	24	intelligence	intelligence	NOUN
ajema-454	130	25	in	in	ADP
ajema-454	130	26	banking	banking	NOUN
ajema-454	130	27	(	(	PUNCT
ajema-454	130	28	2023	2023	NUM
ajema-454	130	29	)	)	PUNCT
ajema-454	130	30	,	,	PUNCT
ajema-454	130	31	the	the	DET
ajema-454	130	32	author	author	NOUN
ajema-454	130	33	explains	explain	VERB
ajema-454	130	34	how	how	SCONJ
ajema-454	130	35	financial	financial	ADJ
ajema-454	130	36	institutions	institution	NOUN
ajema-454	130	37	can	can	AUX
ajema-454	130	38	use	use	VERB
ajema-454	130	39	ai	ai	VERB
ajema-454	130	40	and	and	CCONJ
ajema-454	130	41	scalable	scalable	ADJ
ajema-454	130	42	data	datum	NOUN
ajema-454	130	43	engineering	engineering	NOUN
ajema-454	130	44	pipelines	pipeline	NOUN
ajema-454	130	45	to	to	PART
ajema-454	130	46	deal	deal	VERB
ajema-454	130	47	with	with	ADP
ajema-454	130	48	more	more	ADJ
ajema-454	130	49	and	and	CCONJ
ajema-454	130	50	more	more	ADV
ajema-454	130	51	complicated	complicated	ADJ
ajema-454	130	52	risk	risk	NOUN
ajema-454	130	53	management	management	NOUN
ajema-454	130	54	issues	issue	NOUN
ajema-454	130	55	.	.	PUNCT
ajema-454	131	1	the	the	DET
ajema-454	131	2	article	article	NOUN
ajema-454	131	3	cites	cite	VERB
ajema-454	131	4	the	the	DET
ajema-454	131	5	importance	importance	NOUN
ajema-454	131	6	of	of	ADP
ajema-454	131	7	a	a	DET
ajema-454	131	8	solid	solid	ADJ
ajema-454	131	9	process	process	NOUN
ajema-454	131	10	of	of	ADP
ajema-454	131	11	data	datum	NOUN
ajema-454	131	12	sourcing	sourcing	NOUN
ajema-454	131	13	,	,	PUNCT
ajema-454	131	14	cleansing	cleansing	NOUN
ajema-454	131	15	/	/	SYM
ajema-454	131	16	cleaning	cleaning	NOUN
ajema-454	131	17	,	,	PUNCT
ajema-454	131	18	transformation	transformation	NOUN
ajema-454	131	19	and	and	CCONJ
ajema-454	131	20	processing	processing	NOUN
ajema-454	131	21	in	in	ADP
ajema-454	131	22	real	real	ADJ
ajema-454	131	23	-	-	PUNCT
ajema-454	131	24	time	time	NOUN
ajema-454	131	25	in	in	ADP
ajema-454	131	26	maintaining	maintain	VERB
ajema-454	131	27	the	the	DET
ajema-454	131	28	correctness	correctness	NOUN
ajema-454	131	29	and	and	CCONJ
ajema-454	131	30	the	the	DET
ajema-454	131	31	optimization	optimization	NOUN
ajema-454	131	32	of	of	ADP
ajema-454	131	33	predictive	predictive	ADJ
ajema-454	131	34	models	model	NOUN
ajema-454	131	35	of	of	ADP
ajema-454	131	36	financial	financial	ADJ
ajema-454	131	37	risk	risk	NOUN
ajema-454	131	38	in	in	ADP
ajema-454	131	39	the	the	DET
ajema-454	131	40	assessment	assessment	NOUN
ajema-454	131	41	.	.	PUNCT
ajema-454	132	1	paleti	paleti	PROPN
ajema-454	132	2	focuses	focus	VERB
ajema-454	132	3	on	on	ADP
ajema-454	132	4	the	the	DET
ajema-454	132	5	combination	combination	NOUN
ajema-454	132	6	of	of	ADP
ajema-454	132	7	machine	machine	NOUN
ajema-454	132	8	learning	learn	VERB
ajema-454	132	9	algorithms	algorithm	NOUN
ajema-454	132	10	and	and	CCONJ
ajema-454	132	11	dense	dense	ADJ
ajema-454	132	12	flows	flow	NOUN
ajema-454	132	13	of	of	ADP
ajema-454	132	14	data	datum	NOUN
ajema-454	132	15	which	which	PRON
ajema-454	132	16	can	can	AUX
ajema-454	132	17	help	help	VERB
ajema-454	132	18	generate	generate	VERB
ajema-454	132	19	actionable	actionable	ADJ
ajema-454	132	20	intelligence	intelligence	NOUN
ajema-454	132	21	and	and	CCONJ
ajema-454	132	22	enhance	enhance	VERB
ajema-454	132	23	portfolio	portfolio	NOUN
ajema-454	132	24	risk	risk	NOUN
ajema-454	132	25	assessment	assessment	NOUN
ajema-454	132	26	and	and	CCONJ
ajema-454	132	27	decision	decision	NOUN
ajema-454	132	28	making	making	NOUN
ajema-454	132	29	in	in	ADP
ajema-454	132	30	the	the	DET
ajema-454	132	31	realm	realm	NOUN
ajema-454	132	32	of	of	ADP
ajema-454	132	33	banking	banking	NOUN
ajema-454	132	34	products	product	NOUN
ajema-454	132	35	,	,	PUNCT
ajema-454	132	36	including	include	VERB
ajema-454	132	37	loans	loan	NOUN
ajema-454	132	38	,	,	PUNCT
ajema-454	132	39	credit	credit	NOUN
ajema-454	132	40	agreements	agreement	NOUN
ajema-454	132	41	,	,	PUNCT
ajema-454	132	42	and	and	CCONJ
ajema-454	132	43	insurance	insurance	NOUN
ajema-454	132	44	[	[	X
ajema-454	132	45	2	2	NUM
ajema-454	132	46	]	]	PUNCT
ajema-454	132	47	.	.	PUNCT
ajema-454	133	1	the	the	DET
ajema-454	133	2	stated	state	VERB
ajema-454	133	3	empirical	empirical	ADJ
ajema-454	133	4	study	study	NOUN
ajema-454	133	5	is	be	AUX
ajema-454	133	6	especially	especially	ADV
ajema-454	133	7	critical	critical	ADJ
ajema-454	133	8	because	because	SCONJ
ajema-454	133	9	of	of	ADP
ajema-454	133	10	its	its	PRON
ajema-454	133	11	role	role	NOUN
ajema-454	133	12	in	in	ADP
ajema-454	133	13	demonstrating	demonstrate	VERB
ajema-454	133	14	how	how	SCONJ
ajema-454	133	15	aipowered	aipowere	VERB
ajema-454	133	16	frameworks	framework	NOUN
ajema-454	133	17	can	can	AUX
ajema-454	133	18	increase	increase	VERB
ajema-454	133	19	resiliency	resiliency	NOUN
ajema-454	133	20	and	and	CCONJ
ajema-454	133	21	efficiency	efficiency	NOUN
ajema-454	133	22	in	in	ADP
ajema-454	133	23	the	the	DET
ajema-454	133	24	industries	industry	NOUN
ajema-454	133	25	with	with	ADP
ajema-454	133	26	high	high	ADJ
ajema-454	133	27	operational	operational	ADJ
ajema-454	133	28	and	and	CCONJ
ajema-454	133	29	financial	financial	ADJ
ajema-454	133	30	risks	risk	NOUN
ajema-454	133	31	.	.	PUNCT
ajema-454	134	1	the	the	DET
ajema-454	134	2	findings	finding	NOUN
ajema-454	134	3	by	by	ADP
ajema-454	134	4	paleti	paleti	NOUN
ajema-454	134	5	are	be	AUX
ajema-454	134	6	applicable	applicable	ADJ
ajema-454	134	7	to	to	ADP
ajema-454	134	8	the	the	DET
ajema-454	134	9	subject	subject	ADJ
ajema-454	134	10	matter	matter	NOUN
ajema-454	134	11	of	of	ADP
ajema-454	134	12	the	the	DET
ajema-454	134	13	proposed	propose	VERB
ajema-454	134	14	current	current	ADJ
ajema-454	134	15	research	research	NOUN
ajema-454	134	16	study	study	NOUN
ajema-454	134	17	,	,	PUNCT
ajema-454	134	18	as	as	ADP
ajema-454	134	19	such	such	ADJ
ajema-454	134	20	,	,	PUNCT
ajema-454	134	21	its	its	PRON
ajema-454	134	22	results	result	NOUN
ajema-454	134	23	offer	offer	VERB
ajema-454	134	24	stimulating	stimulate	VERB
ajema-454	134	25	relatable	relatable	ADJ
ajema-454	134	26	outcomes	outcome	NOUN
ajema-454	134	27	.	.	PUNCT
ajema-454	135	1	adjusting	adjust	VERB
ajema-454	135	2	like	like	ADP
ajema-454	135	3	such	such	ADJ
ajema-454	135	4	ai	ai	NOUN
ajema-454	135	5	-	-	PUNCT
ajema-454	135	6	based	base	VERB
ajema-454	135	7	risk	risk	NOUN
ajema-454	135	8	intelligence	intelligence	NOUN
ajema-454	135	9	pipelines	pipeline	NOUN
ajema-454	135	10	,	,	PUNCT
ajema-454	135	11	community	community	NOUN
ajema-454	135	12	healthcare	healthcare	NOUN
ajema-454	135	13	providers	provider	NOUN
ajema-454	135	14	would	would	AUX
ajema-454	135	15	enhance	enhance	VERB
ajema-454	135	16	their	their	PRON
ajema-454	135	17	chances	chance	NOUN
ajema-454	135	18	of	of	ADP
ajema-454	135	19	detecting	detect	VERB
ajema-454	135	20	fraud	fraud	NOUN
ajema-454	135	21	,	,	PUNCT
ajema-454	135	22	resource	resource	NOUN
ajema-454	135	23	optimization	optimization	NOUN
ajema-454	135	24	,	,	PUNCT
ajema-454	135	25	and	and	CCONJ
ajema-454	135	26	sustainability	sustainability	NOUN
ajema-454	135	27	.	.	PUNCT
ajema-454	136	1	besides	besides	SCONJ
ajema-454	136	2	,	,	PUNCT
ajema-454	136	3	incorporating	incorporate	VERB
ajema-454	136	4	such	such	ADJ
ajema-454	136	5	models	model	NOUN
ajema-454	136	6	with	with	ADP
ajema-454	136	7	microfinance	microfinance	NOUN
ajema-454	136	8	has	have	VERB
ajema-454	136	9	the	the	DET
ajema-454	136	10	potential	potential	NOUN
ajema-454	136	11	to	to	PART
ajema-454	136	12	enable	enable	VERB
ajema-454	136	13	small	small	ADJ
ajema-454	136	14	health	health	NOUN
ajema-454	136	15	enterprises	enterprise	NOUN
ajema-454	136	16	to	to	PART
ajema-454	136	17	provide	provide	VERB
ajema-454	136	18	equitable	equitable	ADJ
ajema-454	136	19	healthcare	healthcare	NOUN
ajema-454	136	20	access	access	NOUN
ajema-454	136	21	to	to	ADP
ajema-454	136	22	underserved	underserved	ADJ
ajema-454	136	23	populations	population	NOUN
ajema-454	136	24	.	.	PUNCT
ajema-454	137	1	in	in	ADP
ajema-454	137	2	subhash	subhash	PROPN
ajema-454	137	3	chander	chander	PROPN
ajema-454	137	4	arora	arora	PROPN
ajema-454	137	5	and	and	CCONJ
ajema-454	137	6	vinod	vinod	PROPN
ajema-454	137	7	kumar	kumar	PROPN
ajema-454	137	8	singh	singh	PROPN
ajema-454	137	9	(	(	PUNCT
ajema-454	137	10	2023	2023	NUM
ajema-454	137	11	)	)	PUNCT
ajema-454	137	12	article	article	NOUN
ajema-454	137	13	,	,	PUNCT
ajema-454	137	14	the	the	DET
ajema-454	137	15	effect	effect	NOUN
ajema-454	137	16	of	of	ADP
ajema-454	137	17	the	the	DET
ajema-454	137	18	covid-19	covid-19	PROPN
ajema-454	137	19	pandemic	pandemic	NOUN
ajema-454	137	20	on	on	ADP
ajema-454	137	21	the	the	DET
ajema-454	137	22	economic	economic	ADJ
ajema-454	137	23	and	and	CCONJ
ajema-454	137	24	social	social	ADJ
ajema-454	137	25	life	life	NOUN
ajema-454	137	26	of	of	ADP
ajema-454	137	27	people	people	NOUN
ajema-454	137	28	is	be	AUX
ajema-454	137	29	analyzed	analyze	VERB
ajema-454	137	30	and	and	CCONJ
ajema-454	137	31	its	its	PRON
ajema-454	137	32	impact	impact	NOUN
ajema-454	137	33	on	on	ADP
ajema-454	137	34	the	the	DET
ajema-454	137	35	formulation	formulation	NOUN
ajema-454	137	36	of	of	ADP
ajema-454	137	37	corporate	corporate	ADJ
ajema-454	137	38	strategies	strategy	NOUN
ajema-454	137	39	is	be	AUX
ajema-454	137	40	discussed	discuss	VERB
ajema-454	137	41	in	in	ADP
ajema-454	137	42	the	the	DET
ajema-454	137	43	chapter	chapter	NOUN
ajema-454	137	44	with	with	ADP
ajema-454	137	45	the	the	DET
ajema-454	137	46	heading	heading	NOUN
ajema-454	137	47	:	:	PUNCT
ajema-454	137	48	application	application	NOUN
ajema-454	137	49	of	of	ADP
ajema-454	137	50	advanced	advanced	ADJ
ajema-454	137	51	tools	tool	NOUN
ajema-454	137	52	to	to	PART
ajema-454	137	53	bolster	bolster	VERB
ajema-454	137	54	the	the	DET
ajema-454	137	55	business	business	NOUN
ajema-454	137	56	performance	performance	NOUN
ajema-454	137	57	of	of	ADP
ajema-454	137	58	companies	company	NOUN
ajema-454	137	59	in	in	ADP
ajema-454	137	60	the	the	DET
ajema-454	137	61	new	new	ADJ
ajema-454	137	62	normal	normal	ADJ
ajema-454	137	63	.	.	PUNCT
ajema-454	138	1	the	the	DET
ajema-454	138	2	research	research	NOUN
ajema-454	138	3	highlights	highlight	VERB
ajema-454	138	4	the	the	DET
ajema-454	138	5	impact	impact	NOUN
ajema-454	138	6	of	of	ADP
ajema-454	138	7	lockdown	lockdown	NOUN
ajema-454	138	8	as	as	SCONJ
ajema-454	138	9	it	it	PRON
ajema-454	138	10	provoked	provoke	VERB
ajema-454	138	11	losses	loss	NOUN
ajema-454	138	12	in	in	ADP
ajema-454	138	13	revenues	revenue	NOUN
ajema-454	138	14	,	,	PUNCT
ajema-454	138	15	labor	labor	NOUN
ajema-454	138	16	downsizing	downsizing	NOUN
ajema-454	138	17	,	,	PUNCT
ajema-454	138	18	restrictions	restriction	NOUN
ajema-454	138	19	in	in	ADP
ajema-454	138	20	the	the	DET
ajema-454	138	21	supply	supply	NOUN
ajema-454	138	22	chain	chain	NOUN
ajema-454	138	23	,	,	PUNCT
ajema-454	138	24	and	and	CCONJ
ajema-454	138	25	the	the	DET
ajema-454	138	26	shrinking	shrinking	NOUN
ajema-454	138	27	of	of	ADP
ajema-454	138	28	domestic	domestic	ADJ
ajema-454	138	29	demand	demand	NOUN
ajema-454	138	30	.	.	PUNCT
ajema-454	139	1	with	with	ADP
ajema-454	139	2	all	all	DET
ajema-454	139	3	these	these	DET
ajema-454	139	4	challenges	challenge	NOUN
ajema-454	139	5	affecting	affect	VERB
ajema-454	139	6	businesses	business	NOUN
ajema-454	139	7	,	,	PUNCT
ajema-454	139	8	they	they	PRON
ajema-454	139	9	had	have	VERB
ajema-454	139	10	to	to	PART
ajema-454	139	11	rely	rely	VERB
ajema-454	139	12	more	more	ADV
ajema-454	139	13	on	on	ADP
ajema-454	139	14	sophisticated	sophisticated	ADJ
ajema-454	139	15	technologies	technology	NOUN
ajema-454	139	16	like	like	ADP
ajema-454	139	17	machine	machine	NOUN
ajema-454	139	18	learning	learning	NOUN
ajema-454	139	19	(	(	PUNCT
ajema-454	139	20	ml	ml	NOUN
ajema-454	139	21	)	)	PUNCT
ajema-454	139	22	and	and	CCONJ
ajema-454	139	23	artificial	artificial	ADJ
ajema-454	139	24	intelligence	intelligence	NOUN
ajema-454	139	25	(	(	PUNCT
ajema-454	139	26	ai	ai	NOUN
ajema-454	139	27	)	)	PUNCT
ajema-454	139	28	to	to	PART
ajema-454	139	29	assure	assure	VERB
ajema-454	139	30	their	their	PRON
ajema-454	139	31	survival	survival	NOUN
ajema-454	139	32	and	and	CCONJ
ajema-454	139	33	continuity	continuity	NOUN
ajema-454	139	34	.	.	PUNCT
ajema-454	140	1	the	the	DET
ajema-454	140	2	authors	author	NOUN
ajema-454	140	3	claim	claim	VERB
ajema-454	140	4	that	that	SCONJ
ajema-454	140	5	the	the	DET
ajema-454	140	6	use	use	NOUN
ajema-454	140	7	of	of	ADP
ajema-454	140	8	ai	ai	ADJ
ajema-454	140	9	-	-	PUNCT
ajema-454	140	10	powered	power	VERB
ajema-454	140	11	tools	tool	NOUN
ajema-454	140	12	early	early	ADV
ajema-454	140	13	enough	enough	ADV
ajema-454	140	14	gave	give	VERB
ajema-454	140	15	companies	company	NOUN
ajema-454	140	16	power	power	NOUN
ajema-454	140	17	to	to	PART
ajema-454	140	18	reduce	reduce	VERB
ajema-454	140	19	expenses	expense	NOUN
ajema-454	140	20	,	,	PUNCT
ajema-454	140	21	streamline	streamline	VERB
ajema-454	140	22	their	their	PRON
ajema-454	140	23	functions	function	NOUN
ajema-454	140	24	and	and	CCONJ
ajema-454	140	25	stay	stay	VERB
ajema-454	140	26	afloat	afloat	ADV
ajema-454	140	27	in	in	ADP
ajema-454	140	28	the	the	DET
ajema-454	140	29	highly	highly	ADV
ajema-454	140	30	unpredictable	unpredictable	ADJ
ajema-454	140	31	environment	environment	NOUN
ajema-454	140	32	.	.	PUNCT
ajema-454	141	1	these	these	DET
ajema-454	141	2	technologies	technology	NOUN
ajema-454	141	3	allowed	allow	VERB
ajema-454	141	4	companies	company	NOUN
ajema-454	141	5	to	to	PART
ajema-454	141	6	revise	revise	VERB
ajema-454	141	7	their	their	PRON
ajema-454	141	8	business	business	NOUN
ajema-454	141	9	operations	operation	NOUN
ajema-454	141	10	,	,	PUNCT
ajema-454	141	11	protect	protect	VERB
ajema-454	141	12	against	against	ADP
ajema-454	141	13	outside	outside	ADJ
ajema-454	141	14	disturbances	disturbance	NOUN
ajema-454	141	15	,	,	PUNCT
ajema-454	141	16	and	and	CCONJ
ajema-454	141	17	orient	orient	VERB
ajema-454	141	18	themselves	themselves	PRON
ajema-454	141	19	toward	toward	ADP
ajema-454	141	20	sustainability	sustainability	NOUN
ajema-454	141	21	[	[	X
ajema-454	141	22	3	3	NUM
ajema-454	141	23	]	]	PUNCT
ajema-454	141	24	.	.	PUNCT
ajema-454	142	1	the	the	DET
ajema-454	142	2	chapter	chapter	NOUN
ajema-454	142	3	also	also	ADV
ajema-454	142	4	focuses	focus	VERB
ajema-454	142	5	on	on	ADP
ajema-454	142	6	a	a	DET
ajema-454	142	7	more	more	ADV
ajema-454	142	8	prudential	prudential	ADJ
ajema-454	142	9	attitude	attitude	NOUN
ajema-454	142	10	pointing	point	VERB
ajema-454	142	11	to	to	ADP
ajema-454	142	12	the	the	DET
ajema-454	142	13	fact	fact	NOUN
ajema-454	142	14	that	that	SCONJ
ajema-454	142	15	the	the	DET
ajema-454	142	16	inappropriate	inappropriate	ADJ
ajema-454	142	17	application	application	NOUN
ajema-454	142	18	or	or	CCONJ
ajema-454	142	19	thoughtless	thoughtless	ADJ
ajema-454	142	20	usage	usage	NOUN
ajema-454	142	21	of	of	ADP
ajema-454	142	22	ai	ai	NOUN
ajema-454	142	23	and	and	CCONJ
ajema-454	142	24	ml	ml	AUX
ajema-454	142	25	may	may	AUX
ajema-454	142	26	become	become	VERB
ajema-454	142	27	a	a	DET
ajema-454	142	28	threat	threat	NOUN
ajema-454	142	29	to	to	ADP
ajema-454	142	30	the	the	DET
ajema-454	142	31	stability	stability	NOUN
ajema-454	142	32	of	of	ADP
ajema-454	142	33	enterprises	enterprise	NOUN
ajema-454	142	34	themselves	themselves	PRON
ajema-454	142	35	.	.	PUNCT
ajema-454	143	1	the	the	DET
ajema-454	143	2	value	value	NOUN
ajema-454	143	3	of	of	ADP
ajema-454	143	4	the	the	DET
ajema-454	143	5	study	study	NOUN
ajema-454	143	6	is	be	AUX
ajema-454	143	7	helping	help	VERB
ajema-454	143	8	to	to	PART
ajema-454	143	9	identify	identify	VERB
ajema-454	143	10	both	both	CCONJ
ajema-454	143	11	the	the	DET
ajema-454	143	12	potential	potential	ADJ
ajema-454	143	13	possibilities	possibility	NOUN
ajema-454	143	14	and	and	CCONJ
ajema-454	143	15	risks	risk	NOUN
ajema-454	143	16	faced	face	VERB
ajema-454	143	17	in	in	ADP
ajema-454	143	18	the	the	DET
ajema-454	143	19	rapid	rapid	ADJ
ajema-454	143	20	implementation	implementation	NOUN
ajema-454	143	21	of	of	ADP
ajema-454	143	22	technology	technology	NOUN
ajema-454	143	23	during	during	ADP
ajema-454	143	24	a	a	DET
ajema-454	143	25	crisis	crisis	NOUN
ajema-454	143	26	.	.	PUNCT
ajema-454	144	1	it	it	PRON
ajema-454	144	2	contributes	contribute	VERB
ajema-454	144	3	to	to	ADP
ajema-454	144	4	the	the	DET
ajema-454	144	5	empirical	empirical	ADJ
ajema-454	144	6	knowledge	knowledge	NOUN
ajema-454	144	7	of	of	ADP
ajema-454	144	8	how	how	SCONJ
ajema-454	144	9	sophisticated	sophisticated	ADJ
ajema-454	144	10	digital	digital	ADJ
ajema-454	144	11	technologies	technology	NOUN
ajema-454	144	12	can	can	AUX
ajema-454	144	13	transform	transform	VERB
ajema-454	144	14	organizational	organizational	ADJ
ajema-454	144	15	resilience	resilience	NOUN
ajema-454	144	16	,	,	PUNCT
ajema-454	144	17	and	and	CCONJ
ajema-454	144	18	it	it	PRON
ajema-454	144	19	provides	provide	VERB
ajema-454	144	20	insights	insight	NOUN
ajema-454	144	21	into	into	ADP
ajema-454	144	22	how	how	SCONJ
ajema-454	144	23	it	it	PRON
ajema-454	144	24	will	will	AUX
ajema-454	144	25	be	be	AUX
ajema-454	144	26	used	use	VERB
ajema-454	144	27	in	in	ADP
ajema-454	144	28	future	future	NOUN
ajema-454	144	29	as	as	ADV
ajema-454	144	30	far	far	ADV
ajema-454	144	31	as	as	SCONJ
ajema-454	144	32	business	business	NOUN
ajema-454	144	33	performance	performance	NOUN
ajema-454	144	34	management	management	NOUN
ajema-454	144	35	is	be	AUX
ajema-454	144	36	concerned	concern	VERB
ajema-454	144	37	.	.	PUNCT
ajema-454	145	1	dharish	dharish	PROPN
ajema-454	145	2	david	david	PROPN
ajema-454	145	3	and	and	CCONJ
ajema-454	145	4	sanjana	sanjana	PROPN
ajema-454	145	5	bernadette	bernadette	PROPN
ajema-454	145	6	williams	williams	PROPN
ajema-454	145	7	(	(	PUNCT
ajema-454	145	8	2022	2022	NUM
ajema-454	145	9	)	)	PUNCT
ajema-454	145	10	focus	focus	VERB
ajema-454	145	11	on	on	ADP
ajema-454	145	12	analyzing	analyze	VERB
ajema-454	145	13	the	the	DET
ajema-454	145	14	dynamics	dynamic	NOUN
ajema-454	145	15	of	of	ADP
ajema-454	145	16	developing	develop	VERB
ajema-454	145	17	financial	financial	ADJ
ajema-454	145	18	inclusion	inclusion	NOUN
ajema-454	145	19	opportunities	opportunity	NOUN
ajema-454	145	20	among	among	ADP
ajema-454	145	21	migrant	migrant	ADJ
ajema-454	145	22	workers	worker	NOUN
ajema-454	145	23	in	in	ADP
ajema-454	145	24	a	a	DET
ajema-454	145	25	low	low	ADJ
ajema-454	145	26	-	-	PUNCT
ajema-454	145	27	banked	bank	VERB
ajema-454	145	28	region	region	NOUN
ajema-454	145	29	when	when	SCONJ
ajema-454	145	30	talking	talk	VERB
ajema-454	145	31	about	about	ADP
ajema-454	145	32	financial	financial	ADJ
ajema-454	145	33	innovations	innovation	NOUN
ajema-454	145	34	and	and	CCONJ
ajema-454	145	35	fintech	fintech	NOUN
ajema-454	145	36	solutions	solution	NOUN
ajema-454	145	37	in	in	ADP
ajema-454	145	38	their	their	PRON
ajema-454	145	39	article	article	NOUN
ajema-454	145	40	named	name	VERB
ajema-454	145	41	financial	financial	ADJ
ajema-454	145	42	innovations	innovation	NOUN
ajema-454	145	43	and	and	CCONJ
ajema-454	145	44	fintech	fintech	NOUN
ajema-454	145	45	solutions	solution	NOUN
ajema-454	145	46	to	to	ADP
ajema-454	145	47	migrant	migrant	ADJ
ajema-454	145	48	workers	worker	NOUN
ajema-454	145	49	in	in	ADP
ajema-454	145	50	the	the	DET
ajema-454	145	51	mena	mena	PROPN
ajema-454	145	52	region	region	PROPN
ajema-454	145	53	.	.	PUNCT
ajema-454	146	1	the	the	DET
ajema-454	146	2	chapter	chapter	NOUN
ajema-454	146	3	illustrates	illustrate	VERB
ajema-454	146	4	the	the	DET
ajema-454	146	5	high	high	ADJ
ajema-454	146	6	dependence	dependence	NOUN
ajema-454	146	7	of	of	ADP
ajema-454	146	8	middle	middle	PROPN
ajema-454	146	9	east	east	PROPN
ajema-454	146	10	and	and	CCONJ
ajema-454	146	11	north	north	PROPN
ajema-454	146	12	africa	africa	PROPN
ajema-454	146	13	(	(	PUNCT
ajema-454	146	14	mena	mena	PROPN
ajema-454	146	15	)	)	PUNCT
ajema-454	146	16	on	on	ADP
ajema-454	146	17	migrant	migrant	ADJ
ajema-454	146	18	labor	labor	NOUN
ajema-454	146	19	,	,	PUNCT
ajema-454	146	20	but	but	CCONJ
ajema-454	146	21	the	the	DET
ajema-454	146	22	formal	formal	ADJ
ajema-454	146	23	banking	banking	NOUN
ajema-454	146	24	systems	system	NOUN
ajema-454	146	25	tend	tend	VERB
ajema-454	146	26	to	to	PART
ajema-454	146	27	evolve	evolve	VERB
ajema-454	146	28	with	with	ADP
ajema-454	146	29	the	the	DET
ajema-454	146	30	exclusion	exclusion	NOUN
ajema-454	146	31	of	of	ADP
ajema-454	146	32	the	the	DET
ajema-454	146	33	migrant	migrant	ADJ
ajema-454	146	34	workers	worker	NOUN
ajema-454	146	35	,	,	PUNCT
ajema-454	146	36	restricting	restrict	VERB
ajema-454	146	37	them	they	PRON
ajema-454	146	38	in	in	ADP
ajema-454	146	39	their	their	PRON
ajema-454	146	40	access	access	NOUN
ajema-454	146	41	record	record	NOUN
ajema-454	146	42	to	to	ADP
ajema-454	146	43	cheap	cheap	ADJ
ajema-454	146	44	secured	secure	VERB
ajema-454	146	45	financial	financial	ADJ
ajema-454	146	46	services	service	NOUN
ajema-454	146	47	.	.	PUNCT
ajema-454	147	1	as	as	ADP
ajema-454	147	2	the	the	DET
ajema-454	147	3	digitalization	digitalization	NOUN
ajema-454	147	4	,	,	PUNCT
ajema-454	147	5	mobile	mobile	ADJ
ajema-454	147	6	penetration	penetration	NOUN
ajema-454	147	7	,	,	PUNCT
ajema-454	147	8	and	and	CCONJ
ajema-454	147	9	online	online	ADJ
ajema-454	147	10	payment	payment	NOUN
ajema-454	147	11	platforms	platform	NOUN
ajema-454	147	12	saturated	saturate	VERB
ajema-454	147	13	dramatically	dramatically	ADV
ajema-454	147	14	,	,	PUNCT
ajema-454	147	15	fintech	fintech	NOUN
ajema-454	147	16	innovations	innovation	NOUN
ajema-454	147	17	have	have	AUX
ajema-454	147	18	emerged	emerge	VERB
ajema-454	147	19	with	with	ADP
ajema-454	147	20	cheap	cheap	ADJ
ajema-454	147	21	and	and	CCONJ
ajema-454	147	22	scalable	scalable	ADJ
ajema-454	147	23	ventures	venture	NOUN
ajema-454	147	24	such	such	ADJ
ajema-454	147	25	as	as	ADP
ajema-454	147	26	e	e	NOUN
ajema-454	147	27	-	-	NOUN
ajema-454	147	28	remittances	remittance	NOUN
ajema-454	147	29	,	,	PUNCT
ajema-454	147	30	mobile	mobile	ADJ
ajema-454	147	31	wallets	wallet	NOUN
ajema-454	147	32	,	,	PUNCT
ajema-454	147	33	insuretech	insuretech	NOUN
ajema-454	147	34	products	product	NOUN
ajema-454	147	35	,	,	PUNCT
ajema-454	147	36	and	and	CCONJ
ajema-454	147	37	block	block	NOUN
ajema-454	147	38	chain	chain	NOUN
ajema-454	147	39	facilitated	facilitate	VERB
ajema-454	147	40	transactions	transaction	NOUN
ajema-454	147	41	[	[	X
ajema-454	147	42	4	4	NUM
ajema-454	147	43	]	]	PUNCT
ajema-454	147	44	.	.	PUNCT
ajema-454	148	1	the	the	DET
ajema-454	148	2	paper	paper	NOUN
ajema-454	148	3	notes	note	VERB
ajema-454	148	4	that	that	SCONJ
ajema-454	148	5	the	the	DET
ajema-454	148	6	remittance	remittance	NOUN
ajema-454	148	7	services	service	NOUN
ajema-454	148	8	represent	represent	VERB
ajema-454	148	9	the	the	DET
ajema-454	148	10	foundation	foundation	NOUN
ajema-454	148	11	of	of	ADP
ajema-454	148	12	financial	financial	ADJ
ajema-454	148	13	activities	activity	NOUN
ajema-454	148	14	among	among	ADP
ajema-454	148	15	migrants	migrant	NOUN
ajema-454	148	16	,	,	PUNCT
ajema-454	148	17	and	and	CCONJ
ajema-454	148	18	novel	novel	ADJ
ajema-454	148	19	fintech	fintech	NOUN
ajema-454	148	20	products	product	NOUN
ajema-454	148	21	further	far	ADV
ajema-454	148	22	streamline	streamline	VERB
ajema-454	148	23	and	and	CCONJ
ajema-454	148	24	demystify	demystify	VERB
ajema-454	148	25	these	these	DET
ajema-454	148	26	international	international	ADJ
ajema-454	148	27	transfers	transfer	NOUN
ajema-454	148	28	by	by	ADP
ajema-454	148	29	being	be	AUX
ajema-454	148	30	less	less	ADV
ajema-454	148	31	expensive	expensive	ADJ
ajema-454	148	32	.	.	PUNCT
ajema-454	149	1	also	also	ADV
ajema-454	149	2	,	,	PUNCT
ajema-454	149	3	the	the	DET
ajema-454	149	4	enabling	enable	VERB
ajema-454	149	5	ecosystems	ecosystem	NOUN
ajema-454	149	6	created	create	VERB
ajema-454	149	7	by	by	ADP
ajema-454	149	8	governments	government	NOUN
ajema-454	149	9	,	,	PUNCT
ajema-454	149	10	regulatory	regulatory	ADJ
ajema-454	149	11	authorities	authority	NOUN
ajema-454	149	12	,	,	PUNCT
ajema-454	149	13	and	and	CCONJ
ajema-454	149	14	investors	investor	NOUN
ajema-454	149	15	are	be	AUX
ajema-454	149	16	mentioned	mention	VERB
ajema-454	149	17	as	as	ADP
ajema-454	149	18	important	important	ADJ
ajema-454	149	19	in	in	ADP
ajema-454	149	20	scaling	scale	VERB
ajema-454	149	21	these	these	DET
ajema-454	149	22	efforts	effort	NOUN
ajema-454	149	23	.	.	PUNCT
ajema-454	150	1	the	the	DET
ajema-454	150	2	relevance	relevance	NOUN
ajema-454	150	3	of	of	ADP
ajema-454	150	4	this	this	DET
ajema-454	150	5	empirical	empirical	ADJ
ajema-454	150	6	contribution	contribution	NOUN
ajema-454	150	7	is	be	AUX
ajema-454	150	8	especially	especially	ADV
ajema-454	150	9	high	high	ADJ
ajema-454	150	10	due	due	ADP
ajema-454	150	11	to	to	ADP
ajema-454	150	12	the	the	DET
ajema-454	150	13	fact	fact	NOUN
ajema-454	150	14	that	that	SCONJ
ajema-454	150	15	it	it	PRON
ajema-454	150	16	shows	show	VERB
ajema-454	150	17	that	that	SCONJ
ajema-454	150	18	financial	financial	ADJ
ajema-454	150	19	models	model	NOUN
ajema-454	150	20	based	base	VERB
ajema-454	150	21	on	on	ADP
ajema-454	150	22	technology	technology	NOUN
ajema-454	150	23	could	could	AUX
ajema-454	150	24	be	be	AUX
ajema-454	150	25	38	38	NUM
ajema-454	150	26	journal	journal	NOUN
ajema-454	150	27	of	of	ADP
ajema-454	150	28	engineering	engineering	NOUN
ajema-454	150	29	,	,	PUNCT
ajema-454	150	30	mechanics	mechanic	NOUN
ajema-454	150	31	and	and	CCONJ
ajema-454	150	32	architecture	architecture	NOUN
ajema-454	150	33	www	www	NOUN
ajema-454	150	34	.	.	PUNCT
ajema-454	151	1	grnjournal.us	grnjournal.us	X
ajema-454	151	2	used	use	VERB
ajema-454	151	3	to	to	PART
ajema-454	151	4	empower	empower	VERB
ajema-454	151	5	the	the	DET
ajema-454	151	6	marginalized	marginalize	VERB
ajema-454	151	7	populations	population	NOUN
ajema-454	151	8	by	by	ADP
ajema-454	151	9	lying	lie	VERB
ajema-454	151	10	to	to	ADP
ajema-454	151	11	the	the	DET
ajema-454	151	12	economic	economic	ADJ
ajema-454	151	13	resilience	resilience	NOUN
ajema-454	151	14	and	and	CCONJ
ajema-454	151	15	rendering	render	VERB
ajema-454	151	16	them	they	PRON
ajema-454	151	17	less	less	ADV
ajema-454	151	18	vulnerable	vulnerable	ADJ
ajema-454	151	19	to	to	ADP
ajema-454	151	20	economic	economic	ADJ
ajema-454	151	21	risks	risk	NOUN
ajema-454	151	22	and	and	CCONJ
ajema-454	151	23	shocks	shock	NOUN
ajema-454	151	24	.	.	PUNCT
ajema-454	152	1	with	with	ADP
ajema-454	152	2	regard	regard	NOUN
ajema-454	152	3	to	to	ADP
ajema-454	152	4	the	the	DET
ajema-454	152	5	present	present	ADJ
ajema-454	152	6	study	study	NOUN
ajema-454	152	7	,	,	PUNCT
ajema-454	152	8	the	the	DET
ajema-454	152	9	findings	finding	NOUN
ajema-454	152	10	highlight	highlight	VERB
ajema-454	152	11	the	the	DET
ajema-454	152	12	importance	importance	NOUN
ajema-454	152	13	of	of	ADP
ajema-454	152	14	highly	highly	ADV
ajema-454	152	15	developed	develop	VERB
ajema-454	152	16	financial	financial	ADJ
ajema-454	152	17	technologies	technology	NOUN
ajema-454	152	18	in	in	ADP
ajema-454	152	19	the	the	DET
ajema-454	152	20	context	context	NOUN
ajema-454	152	21	of	of	ADP
ajema-454	152	22	being	be	AUX
ajema-454	152	23	reinforced	reinforce	VERB
ajema-454	152	24	with	with	ADP
ajema-454	152	25	a	a	DET
ajema-454	152	26	supportive	supportive	ADJ
ajema-454	152	27	framework	framework	NOUN
ajema-454	152	28	such	such	ADJ
ajema-454	152	29	as	as	ADP
ajema-454	152	30	microfinance	microfinance	NOUN
ajema-454	152	31	because	because	SCONJ
ajema-454	152	32	it	it	PRON
ajema-454	152	33	can	can	AUX
ajema-454	152	34	mitigate	mitigate	VERB
ajema-454	152	35	the	the	DET
ajema-454	152	36	availability	availability	NOUN
ajema-454	152	37	and	and	CCONJ
ajema-454	152	38	enhance	enhance	VERB
ajema-454	152	39	the	the	DET
ajema-454	152	40	viability	viability	NOUN
ajema-454	152	41	of	of	ADP
ajema-454	152	42	small	small	ADJ
ajema-454	152	43	-	-	PUNCT
ajema-454	152	44	scale	scale	NOUN
ajema-454	152	45	operations	operation	NOUN
ajema-454	152	46	with	with	ADP
ajema-454	152	47	a	a	DET
ajema-454	152	48	community	community	NOUN
ajema-454	152	49	orientation	orientation	NOUN
ajema-454	152	50	.	.	PUNCT
ajema-454	153	1	the	the	DET
ajema-454	153	2	authors	author	NOUN
ajema-454	153	3	of	of	ADP
ajema-454	153	4	the	the	DET
ajema-454	153	5	chapter	chapter	NOUN
ajema-454	153	6	,	,	PUNCT
ajema-454	153	7	v.	v.	CCONJ
ajema-454	153	8	kakulapati	kakulapati	PROPN
ajema-454	153	9	,	,	PUNCT
ajema-454	153	10	sheri	sheri	PROPN
ajema-454	153	11	mahender	mahender	PROPN
ajema-454	153	12	reddy	reddy	PROPN
ajema-454	153	13	,	,	PUNCT
ajema-454	153	14	and	and	CCONJ
ajema-454	153	15	a.	a.	NOUN
ajema-454	153	16	paramasivam	paramasivam	NOUN
ajema-454	153	17	(	(	PUNCT
ajema-454	153	18	2023	2023	NUM
ajema-454	153	19	)	)	PUNCT
ajema-454	153	20	,	,	PUNCT
ajema-454	153	21	empirically	empirically	ADV
ajema-454	153	22	evaluate	evaluate	VERB
ajema-454	153	23	the	the	DET
ajema-454	153	24	usefulness	usefulness	NOUN
ajema-454	153	25	of	of	ADP
ajema-454	153	26	artificial	artificial	ADJ
ajema-454	153	27	intelligence	intelligence	NOUN
ajema-454	153	28	(	(	PUNCT
ajema-454	153	29	ai	ai	NOUN
ajema-454	153	30	)	)	PUNCT
ajema-454	153	31	to	to	PART
ajema-454	153	32	alleviate	alleviate	VERB
ajema-454	153	33	the	the	DET
ajema-454	153	34	postpandemic	postpandemic	ADJ
ajema-454	153	35	effects	effect	NOUN
ajema-454	153	36	with	with	ADP
ajema-454	153	37	the	the	DET
ajema-454	153	38	aid	aid	NOUN
ajema-454	153	39	of	of	ADP
ajema-454	153	40	human	human	ADJ
ajema-454	153	41	-	-	PUNCT
ajema-454	153	42	computer	computer	NOUN
ajema-454	153	43	interaction	interaction	NOUN
ajema-454	153	44	(	(	PUNCT
ajema-454	153	45	hci	hci	NOUN
ajema-454	153	46	)	)	PUNCT
ajema-454	153	47	to	to	PART
ajema-454	153	48	overcome	overcome	VERB
ajema-454	153	49	a	a	DET
ajema-454	153	50	range	range	NOUN
ajema-454	153	51	of	of	ADP
ajema-454	153	52	issues	issue	NOUN
ajema-454	153	53	that	that	PRON
ajema-454	153	54	appear	appear	VERB
ajema-454	153	55	after	after	ADP
ajema-454	153	56	the	the	DET
ajema-454	153	57	covid-19	covid-19	PROPN
ajema-454	153	58	pandemic	pandemic	NOUN
ajema-454	153	59	.	.	PUNCT
ajema-454	154	1	it	it	PRON
ajema-454	154	2	is	be	AUX
ajema-454	154	3	further	far	ADV
ajema-454	154	4	pointed	point	VERB
ajema-454	154	5	out	out	ADP
ajema-454	154	6	in	in	ADP
ajema-454	154	7	the	the	DET
ajema-454	154	8	study	study	NOUN
ajema-454	154	9	that	that	PRON
ajema-454	154	10	ai	ai	VERB
ajema-454	154	11	algorithms	algorithm	NOUN
ajema-454	154	12	that	that	PRON
ajema-454	154	13	are	be	AUX
ajema-454	154	14	coupled	couple	VERB
ajema-454	154	15	with	with	ADP
ajema-454	154	16	hci	hci	NOUN
ajema-454	154	17	frameworks	framework	NOUN
ajema-454	154	18	ensure	ensure	VERB
ajema-454	154	19	a	a	DET
ajema-454	154	20	more	more	ADV
ajema-454	154	21	qualitative	qualitative	ADJ
ajema-454	154	22	evaluation	evaluation	NOUN
ajema-454	154	23	of	of	ADP
ajema-454	154	24	human	human	ADJ
ajema-454	154	25	behaviour	behaviour	NOUN
ajema-454	154	26	,	,	PUNCT
ajema-454	154	27	statistical	statistical	ADJ
ajema-454	154	28	modelling	modelling	NOUN
ajema-454	154	29	,	,	PUNCT
ajema-454	154	30	and	and	CCONJ
ajema-454	154	31	streamlined	streamline	VERB
ajema-454	154	32	human	human	ADJ
ajema-454	154	33	interface	interface	NOUN
ajema-454	154	34	design	design	NOUN
ajema-454	154	35	which	which	PRON
ajema-454	154	36	in	in	ADP
ajema-454	154	37	turn	turn	NOUN
ajema-454	154	38	reinforces	reinforce	VERB
ajema-454	154	39	usability	usability	NOUN
ajema-454	154	40	and	and	CCONJ
ajema-454	154	41	efficacy	efficacy	NOUN
ajema-454	154	42	in	in	ADP
ajema-454	154	43	digital	digital	ADJ
ajema-454	154	44	usage	usage	NOUN
ajema-454	154	45	.	.	PUNCT
ajema-454	155	1	one	one	NUM
ajema-454	155	2	of	of	ADP
ajema-454	155	3	the	the	DET
ajema-454	155	4	areas	area	NOUN
ajema-454	155	5	highlighted	highlight	VERB
ajema-454	155	6	by	by	ADP
ajema-454	155	7	the	the	DET
ajema-454	155	8	authors	author	NOUN
ajema-454	155	9	regarding	regard	VERB
ajema-454	155	10	the	the	DET
ajema-454	155	11	contribution	contribution	NOUN
ajema-454	155	12	of	of	ADP
ajema-454	155	13	ai	ai	VERB
ajema-454	155	14	to	to	ADP
ajema-454	155	15	medicine	medicine	NOUN
ajema-454	155	16	is	be	AUX
ajema-454	155	17	the	the	DET
ajema-454	155	18	ability	ability	NOUN
ajema-454	155	19	to	to	PART
ajema-454	155	20	diagnose	diagnose	VERB
ajema-454	155	21	disease	disease	NOUN
ajema-454	155	22	,	,	PUNCT
ajema-454	155	23	predict	predict	VERB
ajema-454	155	24	the	the	DET
ajema-454	155	25	possibility	possibility	NOUN
ajema-454	155	26	of	of	ADP
ajema-454	155	27	global	global	ADJ
ajema-454	155	28	outbreaks	outbreak	NOUN
ajema-454	155	29	,	,	PUNCT
ajema-454	155	30	and	and	CCONJ
ajema-454	155	31	predict	predict	VERB
ajema-454	155	32	pandemics	pandemic	NOUN
ajema-454	155	33	since	since	SCONJ
ajema-454	155	34	the	the	DET
ajema-454	155	35	automation	automation	NOUN
ajema-454	155	36	process	process	NOUN
ajema-454	155	37	allows	allow	VERB
ajema-454	155	38	determining	determine	VERB
ajema-454	155	39	the	the	DET
ajema-454	155	40	result	result	NOUN
ajema-454	155	41	significantly	significantly	ADV
ajema-454	155	42	faster	fast	ADV
ajema-454	155	43	and	and	CCONJ
ajema-454	155	44	more	more	ADV
ajema-454	155	45	reliably	reliably	ADV
ajema-454	155	46	compared	compare	VERB
ajema-454	155	47	to	to	ADP
ajema-454	155	48	the	the	DET
ajema-454	155	49	previously	previously	ADV
ajema-454	155	50	used	use	VERB
ajema-454	155	51	techniques	technique	NOUN
ajema-454	155	52	.	.	PUNCT
ajema-454	156	1	besides	besides	SCONJ
ajema-454	156	2	,	,	PUNCT
ajema-454	156	3	the	the	DET
ajema-454	156	4	chapter	chapter	NOUN
ajema-454	156	5	discusses	discuss	VERB
ajema-454	156	6	the	the	DET
ajema-454	156	7	role	role	NOUN
ajema-454	156	8	of	of	ADP
ajema-454	156	9	ai	ai	PROPN
ajema-454	156	10	and	and	CCONJ
ajema-454	156	11	hci	hci	NOUN
ajema-454	156	12	in	in	ADP
ajema-454	156	13	eliminating	eliminate	VERB
ajema-454	156	14	the	the	DET
ajema-454	156	15	more	more	ADV
ajema-454	156	16	extended	extended	ADJ
ajema-454	156	17	post	post	ADJ
ajema-454	156	18	-	-	ADJ
ajema-454	156	19	pandemic	pandemic	ADJ
ajema-454	156	20	problems	problem	NOUN
ajema-454	156	21	,	,	PUNCT
ajema-454	156	22	including	include	VERB
ajema-454	156	23	the	the	DET
ajema-454	156	24	monetary	monetary	ADJ
ajema-454	156	25	system	system	NOUN
ajema-454	156	26	shakeup	shakeup	NOUN
ajema-454	156	27	,	,	PUNCT
ajema-454	156	28	the	the	DET
ajema-454	156	29	economic	economic	ADJ
ajema-454	156	30	effects	effect	NOUN
ajema-454	156	31	of	of	ADP
ajema-454	156	32	a	a	DET
ajema-454	156	33	decline	decline	NOUN
ajema-454	156	34	in	in	ADP
ajema-454	156	35	physical	physical	ADJ
ajema-454	156	36	interactions	interaction	NOUN
ajema-454	156	37	,	,	PUNCT
ajema-454	156	38	and	and	CCONJ
ajema-454	156	39	the	the	DET
ajema-454	156	40	continued	continue	VERB
ajema-454	156	41	dependence	dependence	NOUN
ajema-454	156	42	on	on	ADP
ajema-454	156	43	remote	remote	ADJ
ajema-454	156	44	work	work	NOUN
ajema-454	156	45	and	and	CCONJ
ajema-454	156	46	teleconferencing	teleconferencing	NOUN
ajema-454	156	47	technologies	technology	NOUN
ajema-454	156	48	.	.	PUNCT
ajema-454	157	1	ais	ais	PROPN
ajema-454	157	2	can	can	AUX
ajema-454	157	3	also	also	ADV
ajema-454	157	4	aid	aid	VERB
ajema-454	157	5	health	health	NOUN
ajema-454	157	6	care	care	NOUN
ajema-454	157	7	practitioners	practitioner	NOUN
ajema-454	157	8	and	and	CCONJ
ajema-454	157	9	policymakers	policymaker	NOUN
ajema-454	157	10	to	to	PART
ajema-454	157	11	control	control	VERB
ajema-454	157	12	both	both	CCONJ
ajema-454	157	13	epidemiological	epidemiological	ADJ
ajema-454	157	14	and	and	CCONJ
ajema-454	157	15	organizational	organizational	ADJ
ajema-454	157	16	crises	crisis	NOUN
ajema-454	157	17	because	because	SCONJ
ajema-454	157	18	these	these	DET
ajema-454	157	19	systems	system	NOUN
ajema-454	157	20	allow	allow	VERB
ajema-454	157	21	the	the	DET
ajema-454	157	22	real	real	ADJ
ajema-454	157	23	-	-	PUNCT
ajema-454	157	24	time	time	NOUN
ajema-454	157	25	spread	spread	NOUN
ajema-454	157	26	of	of	ADP
ajema-454	157	27	the	the	DET
ajema-454	157	28	accurate	accurate	ADJ
ajema-454	157	29	information	information	NOUN
ajema-454	157	30	[	[	X
ajema-454	157	31	5	5	NUM
ajema-454	157	32	]	]	PUNCT
ajema-454	157	33	.	.	PUNCT
ajema-454	158	1	finally	finally	ADV
ajema-454	158	2	,	,	PUNCT
ajema-454	158	3	the	the	DET
ajema-454	158	4	study	study	NOUN
ajema-454	158	5	can	can	AUX
ajema-454	158	6	serve	serve	VERB
ajema-454	158	7	as	as	ADP
ajema-454	158	8	an	an	DET
ajema-454	158	9	exemplary	exemplary	ADJ
ajema-454	158	10	addition	addition	NOUN
ajema-454	158	11	to	to	ADP
ajema-454	158	12	literature	literature	NOUN
ajema-454	158	13	on	on	ADP
ajema-454	158	14	postpandemic	postpandemic	ADJ
ajema-454	158	15	innovation	innovation	NOUN
ajema-454	158	16	and	and	CCONJ
ajema-454	158	17	crisis	crisis	NOUN
ajema-454	158	18	management	management	NOUN
ajema-454	158	19	as	as	SCONJ
ajema-454	158	20	it	it	PRON
ajema-454	158	21	demonstrates	demonstrate	VERB
ajema-454	158	22	the	the	DET
ajema-454	158	23	empirical	empirical	ADJ
ajema-454	158	24	evidence	evidence	NOUN
ajema-454	158	25	that	that	PRON
ajema-454	158	26	aibased	aibase	VERB
ajema-454	158	27	hci	hci	NOUN
ajema-454	158	28	interventions	intervention	NOUN
ajema-454	158	29	are	be	AUX
ajema-454	158	30	vital	vital	ADJ
ajema-454	158	31	not	not	PART
ajema-454	158	32	only	only	ADV
ajema-454	158	33	in	in	ADP
ajema-454	158	34	boosting	boost	VERB
ajema-454	158	35	healthcare	healthcare	NOUN
ajema-454	158	36	resilience	resilience	NOUN
ajema-454	158	37	but	but	CCONJ
ajema-454	158	38	also	also	ADV
ajema-454	158	39	in	in	ADP
ajema-454	158	40	the	the	DET
ajema-454	158	41	growth	growth	NOUN
ajema-454	158	42	of	of	ADP
ajema-454	158	43	adaptability	adaptability	NOUN
ajema-454	158	44	relations	relation	NOUN
ajema-454	158	45	in	in	ADP
ajema-454	158	46	both	both	CCONJ
ajema-454	158	47	economic	economic	ADJ
ajema-454	158	48	and	and	CCONJ
ajema-454	158	49	social	social	ADJ
ajema-454	158	50	systems	system	NOUN
ajema-454	158	51	.	.	PUNCT
ajema-454	159	1	iii	iii	X
ajema-454	159	2	.	.	PUNCT
ajema-454	159	3	methodology	methodology	NOUN
ajema-454	159	4	this	this	DET
ajema-454	159	5	study	study	NOUN
ajema-454	159	6	incorporates	incorporate	VERB
ajema-454	159	7	both	both	DET
ajema-454	159	8	a	a	DET
ajema-454	159	9	quantitative	quantitative	ADJ
ajema-454	159	10	data	datum	NOUN
ajema-454	159	11	analysis	analysis	NOUN
ajema-454	159	12	strategy	strategy	NOUN
ajema-454	159	13	and	and	CCONJ
ajema-454	159	14	an	an	DET
ajema-454	159	15	ai	ai	NOUN
ajema-454	159	16	-	-	PUNCT
ajema-454	159	17	based	base	VERB
ajema-454	159	18	modeling	modeling	NOUN
ajema-454	159	19	framework	framework	NOUN
ajema-454	159	20	to	to	PART
ajema-454	159	21	understand	understand	VERB
ajema-454	159	22	how	how	SCONJ
ajema-454	159	23	the	the	DET
ajema-454	159	24	risk	risk	NOUN
ajema-454	159	25	detection	detection	NOUN
ajema-454	159	26	mechanism	mechanism	NOUN
ajema-454	159	27	would	would	AUX
ajema-454	159	28	protect	protect	VERB
ajema-454	159	29	vulnerable	vulnerable	ADJ
ajema-454	159	30	care	care	NOUN
ajema-454	159	31	access	access	NOUN
ajema-454	159	32	along	along	ADP
ajema-454	159	33	with	with	ADP
ajema-454	159	34	associating	associate	VERB
ajema-454	159	35	microfinance	microfinance	NOUN
ajema-454	159	36	opportunities	opportunity	NOUN
ajema-454	159	37	of	of	ADP
ajema-454	159	38	a	a	DET
ajema-454	159	39	community	community	NOUN
ajema-454	159	40	health	health	NOUN
ajema-454	159	41	-	-	PUNCT
ajema-454	159	42	based	base	VERB
ajema-454	159	43	small	small	ADJ
ajema-454	159	44	enterprise	enterprise	NOUN
ajema-454	159	45	[	[	X
ajema-454	159	46	31	31	NUM
ajema-454	159	47	]	]	PUNCT
ajema-454	159	48	.	.	PUNCT
ajema-454	160	1	an	an	DET
ajema-454	160	2	existing	exist	VERB
ajema-454	160	3	kaggle	kaggle	NOUN
ajema-454	160	4	dataset	dataset	NOUN
ajema-454	160	5	was	be	AUX
ajema-454	160	6	identified	identify	VERB
ajema-454	160	7	to	to	PART
ajema-454	160	8	give	give	VERB
ajema-454	160	9	a	a	DET
ajema-454	160	10	well	well	ADV
ajema-454	160	11	-	-	PUNCT
ajema-454	160	12	organized	organize	VERB
ajema-454	160	13	and	and	CCONJ
ajema-454	160	14	dependable	dependable	ADJ
ajema-454	160	15	date	date	NOUN
ajema-454	160	16	to	to	PART
ajema-454	160	17	study	study	VERB
ajema-454	160	18	.	.	PUNCT
ajema-454	161	1	the	the	DET
ajema-454	161	2	research	research	NOUN
ajema-454	161	3	design	design	NOUN
ajema-454	161	4	involves	involve	VERB
ajema-454	161	5	data	datum	NOUN
ajema-454	161	6	collection	collection	NOUN
ajema-454	161	7	,	,	PUNCT
ajema-454	161	8	preparation	preparation	NOUN
ajema-454	161	9	,	,	PUNCT
ajema-454	161	10	and	and	CCONJ
ajema-454	161	11	selection	selection	NOUN
ajema-454	161	12	of	of	ADP
ajema-454	161	13	variables	variable	NOUN
ajema-454	161	14	and	and	CCONJ
ajema-454	161	15	the	the	DET
ajema-454	161	16	use	use	NOUN
ajema-454	161	17	of	of	ADP
ajema-454	161	18	artificial	artificial	ADJ
ajema-454	161	19	intelligence	intelligence	NOUN
ajema-454	161	20	techniques	technique	NOUN
ajema-454	161	21	like	like	ADP
ajema-454	161	22	the	the	DET
ajema-454	161	23	machine	machine	NOUN
ajema-454	161	24	learning	learn	VERB
ajema-454	161	25	algorithms	algorithm	NOUN
ajema-454	161	26	to	to	PART
ajema-454	161	27	predict	predict	VERB
ajema-454	161	28	risk	risk	NOUN
ajema-454	161	29	.	.	PUNCT
ajema-454	162	1	comparative	comparative	ADJ
ajema-454	162	2	analysis	analysis	NOUN
ajema-454	162	3	is	be	AUX
ajema-454	162	4	used	use	VERB
ajema-454	162	5	in	in	ADP
ajema-454	162	6	assessing	assess	VERB
ajema-454	162	7	the	the	DET
ajema-454	162	8	results	result	NOUN
ajema-454	162	9	,	,	PUNCT
ajema-454	162	10	hence	hence	ADV
ajema-454	162	11	validity	validity	NOUN
ajema-454	162	12	and	and	CCONJ
ajema-454	162	13	reliability	reliability	NOUN
ajema-454	162	14	of	of	ADP
ajema-454	162	15	the	the	DET
ajema-454	162	16	results	result	NOUN
ajema-454	162	17	is	be	AUX
ajema-454	162	18	ensured	ensure	VERB
ajema-454	162	19	.	.	PUNCT
ajema-454	163	1	the	the	DET
ajema-454	163	2	methodology	methodology	NOUN
ajema-454	163	3	focuses	focus	VERB
ajema-454	163	4	on	on	ADP
ajema-454	163	5	the	the	DET
ajema-454	163	6	transparent	transparent	ADJ
ajema-454	163	7	systematic	systematic	ADJ
ajema-454	163	8	approaches	approach	NOUN
ajema-454	163	9	that	that	PRON
ajema-454	163	10	one	one	PRON
ajema-454	163	11	takes	take	VERB
ajema-454	163	12	in	in	ADP
ajema-454	163	13	order	order	NOUN
ajema-454	163	14	to	to	PART
ajema-454	163	15	meet	meet	VERB
ajema-454	163	16	research	research	NOUN
ajema-454	163	17	goals	goal	NOUN
ajema-454	163	18	.	.	PUNCT
ajema-454	164	1	a.	a.	NOUN
ajema-454	164	2	research	research	PROPN
ajema-454	164	3	design	design	VERB
ajema-454	164	4	the	the	DET
ajema-454	164	5	research	research	NOUN
ajema-454	164	6	design	design	NOUN
ajema-454	164	7	of	of	ADP
ajema-454	164	8	the	the	DET
ajema-454	164	9	proposed	propose	VERB
ajema-454	164	10	study	study	NOUN
ajema-454	164	11	is	be	AUX
ajema-454	164	12	quantitative	quantitative	ADJ
ajema-454	164	13	with	with	ADP
ajema-454	164	14	the	the	DET
ajema-454	164	15	support	support	NOUN
ajema-454	164	16	of	of	ADP
ajema-454	164	17	descriptive	descriptive	ADJ
ajema-454	164	18	and	and	CCONJ
ajema-454	164	19	inferential	inferential	ADJ
ajema-454	164	20	statistics	statistic	NOUN
ajema-454	164	21	to	to	PART
ajema-454	164	22	measure	measure	VERB
ajema-454	164	23	trends	trend	NOUN
ajema-454	164	24	and	and	CCONJ
ajema-454	164	25	associations	association	NOUN
ajema-454	164	26	in	in	ADP
ajema-454	164	27	the	the	DET
ajema-454	164	28	data	datum	NOUN
ajema-454	164	29	concerning	concern	VERB
ajema-454	164	30	healthcare	healthcare	NOUN
ajema-454	164	31	providers	provider	NOUN
ajema-454	164	32	.	.	PUNCT
ajema-454	165	1	the	the	DET
ajema-454	165	2	main	main	ADJ
ajema-454	165	3	concern	concern	NOUN
ajema-454	165	4	of	of	ADP
ajema-454	165	5	the	the	DET
ajema-454	165	6	given	give	VERB
ajema-454	165	7	research	research	NOUN
ajema-454	165	8	is	be	AUX
ajema-454	165	9	to	to	PART
ajema-454	165	10	evaluate	evaluate	VERB
ajema-454	165	11	watches	watch	NOUN
ajema-454	165	12	in	in	ADP
ajema-454	165	13	the	the	DET
ajema-454	165	14	provider	provider	NOUN
ajema-454	165	15	charges	charge	NOUN
ajema-454	165	16	,	,	PUNCT
ajema-454	165	17	payment	payment	NOUN
ajema-454	165	18	ratios	ratio	NOUN
ajema-454	165	19	and	and	CCONJ
ajema-454	165	20	distribution	distribution	NOUN
ajema-454	165	21	across	across	ADP
ajema-454	165	22	states	state	NOUN
ajema-454	165	23	and	and	CCONJ
ajema-454	165	24	specialties	specialty	NOUN
ajema-454	165	25	in	in	ADP
ajema-454	165	26	order	order	NOUN
ajema-454	165	27	to	to	PART
ajema-454	165	28	spot	spot	VERB
ajema-454	165	29	inefficiencies	inefficiency	NOUN
ajema-454	165	30	and	and	CCONJ
ajema-454	165	31	trends	trend	NOUN
ajema-454	165	32	of	of	ADP
ajema-454	165	33	the	the	DET
ajema-454	165	34	healthcare	healthcare	NOUN
ajema-454	165	35	system	system	NOUN
ajema-454	165	36	[	[	X
ajema-454	165	37	32	32	NUM
ajema-454	165	38	]	]	PUNCT
ajema-454	165	39	.	.	PUNCT
ajema-454	166	1	it	it	PRON
ajema-454	166	2	is	be	AUX
ajema-454	166	3	most	most	ADV
ajema-454	166	4	appropriate	appropriate	ADJ
ajema-454	166	5	to	to	PART
ajema-454	166	6	use	use	VERB
ajema-454	166	7	quantitative	quantitative	ADJ
ajema-454	166	8	techniques	technique	NOUN
ajema-454	166	9	since	since	SCONJ
ajema-454	166	10	this	this	PRON
ajema-454	166	11	will	will	AUX
ajema-454	166	12	facilitate	facilitate	VERB
ajema-454	166	13	the	the	DET
ajema-454	166	14	conversion	conversion	NOUN
ajema-454	166	15	of	of	ADP
ajema-454	166	16	quantitative	quantitative	ADJ
ajema-454	166	17	into	into	ADP
ajema-454	166	18	quantitatively	quantitatively	ADV
ajema-454	166	19	measurable	measurable	ADJ
ajema-454	166	20	results	result	NOUN
ajema-454	166	21	which	which	PRON
ajema-454	166	22	give	give	VERB
ajema-454	166	23	clarity	clarity	NOUN
ajema-454	166	24	in	in	ADP
ajema-454	166	25	analyzing	analyze	VERB
ajema-454	166	26	disparities	disparity	NOUN
ajema-454	166	27	and	and	CCONJ
ajema-454	166	28	correlations	correlation	NOUN
ajema-454	166	29	.	.	PUNCT
ajema-454	167	1	it	it	PRON
ajema-454	167	2	is	be	AUX
ajema-454	167	3	empirical	empirical	ADJ
ajema-454	167	4	in	in	ADP
ajema-454	167	5	nature	nature	NOUN
ajema-454	167	6	as	as	ADV
ajema-454	167	7	well	well	ADV
ajema-454	167	8	since	since	SCONJ
ajema-454	167	9	the	the	DET
ajema-454	167	10	researchers	researcher	NOUN
ajema-454	167	11	seek	seek	VERB
ajema-454	167	12	to	to	PART
ajema-454	167	13	establish	establish	VERB
ajema-454	167	14	untold	untold	ADJ
ajema-454	167	15	facts	fact	NOUN
ajema-454	167	16	concerning	concern	VERB
ajema-454	167	17	payment	payment	NOUN
ajema-454	167	18	to	to	PART
ajema-454	167	19	charge	charge	VERB
ajema-454	167	20	ratio	ratio	NOUN
ajema-454	167	21	,	,	PUNCT
ajema-454	167	22	provider	provider	NOUN
ajema-454	167	23	distribution	distribution	NOUN
ajema-454	167	24	and	and	CCONJ
ajema-454	167	25	geographical	geographical	ADJ
ajema-454	167	26	variations	variation	NOUN
ajema-454	167	27	in	in	ADP
ajema-454	167	28	healthcare	healthcare	PROPN
ajema-454	167	29	services	service	NOUN
ajema-454	167	30	.	.	PUNCT
ajema-454	168	1	using	use	VERB
ajema-454	168	2	a	a	DET
ajema-454	168	3	well	well	ADV
ajema-454	168	4	-	-	PUNCT
ajema-454	168	5	organized	organize	VERB
ajema-454	168	6	visualization	visualization	NOUN
ajema-454	168	7	,	,	PUNCT
ajema-454	168	8	the	the	DET
ajema-454	168	9	research	research	NOUN
ajema-454	168	10	design	design	NOUN
ajema-454	168	11	makes	make	VERB
ajema-454	168	12	it	it	PRON
ajema-454	168	13	possible	possible	ADJ
ajema-454	168	14	to	to	PART
ajema-454	168	15	compare	compare	VERB
ajema-454	168	16	a	a	DET
ajema-454	168	17	variety	variety	NOUN
ajema-454	168	18	of	of	ADP
ajema-454	168	19	variables	variable	NOUN
ajema-454	168	20	and	and	CCONJ
ajema-454	168	21	their	their	PRON
ajema-454	168	22	influence	influence	NOUN
ajema-454	168	23	on	on	ADP
ajema-454	168	24	the	the	DET
ajema-454	168	25	efficiency	efficiency	NOUN
ajema-454	168	26	of	of	ADP
ajema-454	168	27	healthcare	healthcare	NOUN
ajema-454	168	28	spending	spending	NOUN
ajema-454	168	29	.	.	PUNCT
ajema-454	169	1	by	by	ADP
ajema-454	169	2	choosing	choose	VERB
ajema-454	169	3	descriptive	descriptive	ADJ
ajema-454	169	4	statistical	statistical	ADJ
ajema-454	169	5	measure	measure	NOUN
ajema-454	169	6	,	,	PUNCT
ajema-454	169	7	the	the	DET
ajema-454	169	8	study	study	NOUN
ajema-454	169	9	would	would	AUX
ajema-454	169	10	give	give	VERB
ajema-454	169	11	an	an	DET
ajema-454	169	12	in	in	ADP
ajema-454	169	13	-	-	PUNCT
ajema-454	169	14	depth	depth	NOUN
ajema-454	169	15	account	account	NOUN
ajema-454	169	16	of	of	ADP
ajema-454	169	17	patterns	pattern	NOUN
ajema-454	169	18	observed	observe	VERB
ajema-454	169	19	but	but	CCONJ
ajema-454	169	20	the	the	DET
ajema-454	169	21	more	more	ADV
ajema-454	169	22	generalizable	generalizable	ADJ
ajema-454	169	23	aspects	aspect	NOUN
ajema-454	169	24	are	be	AUX
ajema-454	169	25	facilitated	facilitate	VERB
ajema-454	169	26	through	through	ADP
ajema-454	169	27	the	the	DET
ajema-454	169	28	use	use	NOUN
ajema-454	169	29	of	of	ADP
ajema-454	169	30	inferential	inferential	ADJ
ajema-454	169	31	measure	measure	NOUN
ajema-454	169	32	[	[	X
ajema-454	169	33	33	33	NUM
ajema-454	169	34	]	]	PUNCT
ajema-454	169	35	.	.	PUNCT
ajema-454	170	1	the	the	DET
ajema-454	170	2	design	design	NOUN
ajema-454	170	3	is	be	AUX
ajema-454	170	4	systematic	systematic	ADJ
ajema-454	170	5	,	,	PUNCT
ajema-454	170	6	replicable	replicable	ADJ
ajema-454	170	7	and	and	CCONJ
ajema-454	170	8	objective	objective	ADJ
ajema-454	170	9	thus	thus	ADV
ajema-454	170	10	enhances	enhance	VERB
ajema-454	170	11	the	the	DET
ajema-454	170	12	credibility	credibility	NOUN
ajema-454	170	13	of	of	ADP
ajema-454	170	14	results	result	NOUN
ajema-454	170	15	in	in	ADP
ajema-454	170	16	the	the	DET
ajema-454	170	17	study	study	NOUN
ajema-454	170	18	.	.	PUNCT
ajema-454	171	1	in	in	ADP
ajema-454	171	2	general	general	ADJ
ajema-454	171	3	,	,	PUNCT
ajema-454	171	4	the	the	DET
ajema-454	171	5	research	research	NOUN
ajema-454	171	6	design	design	NOUN
ajema-454	171	7	includes	include	VERB
ajema-454	171	8	a	a	DET
ajema-454	171	9	clear	clear	ADJ
ajema-454	171	10	view	view	NOUN
ajema-454	171	11	of	of	ADP
ajema-454	171	12	the	the	DET
ajema-454	171	13	study	study	NOUN
ajema-454	171	14	of	of	ADP
ajema-454	171	15	complex	complex	ADJ
ajema-454	171	16	healthcare	healthcare	NOUN
ajema-454	171	17	data	datum	NOUN
ajema-454	171	18	but	but	CCONJ
ajema-454	171	19	with	with	ADP
ajema-454	171	20	precision	precision	NOUN
ajema-454	171	21	and	and	CCONJ
ajema-454	171	22	accurate	accurate	ADJ
ajema-454	171	23	results	result	NOUN
ajema-454	171	24	obtained	obtain	VERB
ajema-454	171	25	.	.	PUNCT
ajema-454	171	26	39	39	NUM
ajema-454	171	27	journal	journal	NOUN
ajema-454	171	28	of	of	ADP
ajema-454	171	29	engineering	engineering	NOUN
ajema-454	171	30	,	,	PUNCT
ajema-454	171	31	mechanics	mechanic	NOUN
ajema-454	171	32	and	and	CCONJ
ajema-454	171	33	architecture	architecture	NOUN
ajema-454	171	34	www	www	NOUN
ajema-454	171	35	.	.	PUNCT
ajema-454	172	1	grnjournal.us	grnjournal.us	PROPN
ajema-454	172	2	b.	b.	PROPN
ajema-454	172	3	data	data	PROPN
ajema-454	172	4	collection	collection	NOUN
ajema-454	172	5	this	this	DET
ajema-454	172	6	study	study	NOUN
ajema-454	172	7	employs	employ	VERB
ajema-454	172	8	secondary	secondary	ADJ
ajema-454	172	9	data	datum	NOUN
ajema-454	172	10	with	with	ADP
ajema-454	172	11	the	the	DET
ajema-454	172	12	extraction	extraction	NOUN
ajema-454	172	13	of	of	ADP
ajema-454	172	14	the	the	DET
ajema-454	172	15	dataset	dataset	NOUN
ajema-454	172	16	through	through	ADP
ajema-454	172	17	the	the	DET
ajema-454	172	18	accessibility	accessibility	NOUN
ajema-454	172	19	of	of	ADP
ajema-454	172	20	the	the	DET
ajema-454	172	21	published	publish	VERB
ajema-454	172	22	data	datum	NOUN
ajema-454	172	23	in	in	ADP
ajema-454	172	24	healthcare	healthcare	NOUN
ajema-454	172	25	databases	database	NOUN
ajema-454	172	26	such	such	ADJ
ajema-454	172	27	as	as	ADP
ajema-454	172	28	charge	charge	NOUN
ajema-454	172	29	and	and	CCONJ
ajema-454	172	30	provider	provider	NOUN
ajema-454	172	31	-	-	PUNCT
ajema-454	172	32	level	level	NOUN
ajema-454	172	33	payment	payment	NOUN
ajema-454	172	34	data	datum	NOUN
ajema-454	172	35	.	.	PUNCT
ajema-454	173	1	these	these	DET
ajema-454	173	2	databases	database	NOUN
ajema-454	173	3	include	include	VERB
ajema-454	173	4	various	various	ADJ
ajema-454	173	5	features	feature	NOUN
ajema-454	173	6	including	include	VERB
ajema-454	173	7	the	the	DET
ajema-454	173	8	type	type	NOUN
ajema-454	173	9	of	of	ADP
ajema-454	173	10	providers	provider	NOUN
ajema-454	173	11	,	,	PUNCT
ajema-454	173	12	the	the	DET
ajema-454	173	13	state	state	NOUN
ajema-454	173	14	,	,	PUNCT
ajema-454	173	15	charges	charge	NOUN
ajema-454	173	16	billed	bill	VERB
ajema-454	173	17	,	,	PUNCT
ajema-454	173	18	ratios	ratio	NOUN
ajema-454	173	19	of	of	ADP
ajema-454	173	20	payment	payment	NOUN
ajema-454	173	21	to	to	ADP
ajema-454	173	22	charges	charge	NOUN
ajema-454	173	23	and	and	CCONJ
ajema-454	173	24	category	category	NOUN
ajema-454	173	25	of	of	ADP
ajema-454	173	26	services	service	NOUN
ajema-454	173	27	performed	perform	VERB
ajema-454	173	28	[	[	PUNCT
ajema-454	173	29	34	34	NUM
ajema-454	173	30	]	]	PUNCT
ajema-454	173	31	.	.	PUNCT
ajema-454	174	1	the	the	DET
ajema-454	174	2	purpose	purpose	NOUN
ajema-454	174	3	of	of	ADP
ajema-454	174	4	the	the	DET
ajema-454	174	5	data	data	NOUN
ajema-454	174	6	collection	collection	NOUN
ajema-454	174	7	was	be	AUX
ajema-454	174	8	in	in	ADP
ajema-454	174	9	terms	term	NOUN
ajema-454	174	10	of	of	ADP
ajema-454	174	11	being	be	AUX
ajema-454	174	12	comprehensive	comprehensive	ADJ
ajema-454	174	13	and	and	CCONJ
ajema-454	174	14	relevant	relevant	ADJ
ajema-454	174	15	to	to	ADP
ajema-454	174	16	the	the	DET
ajema-454	174	17	research	research	NOUN
ajema-454	174	18	goals	goal	NOUN
ajema-454	174	19	.	.	PUNCT
ajema-454	175	1	the	the	DET
ajema-454	175	2	raw	raw	ADJ
ajema-454	175	3	data	datum	NOUN
ajema-454	175	4	was	be	AUX
ajema-454	175	5	obtained	obtain	VERB
ajema-454	175	6	in	in	ADP
ajema-454	175	7	government	government	NOUN
ajema-454	175	8	repositories	repository	NOUN
ajema-454	175	9	like	like	ADP
ajema-454	175	10	centers	center	NOUN
ajema-454	175	11	of	of	ADP
ajema-454	175	12	medicare	medicare	PROPN
ajema-454	175	13	&	&	CCONJ
ajema-454	175	14	medicaid	medicaid	PROPN
ajema-454	175	15	services	services	PROPN
ajema-454	175	16	(	(	PUNCT
ajema-454	175	17	cms	cms	PROPN
ajema-454	175	18	)	)	PUNCT
ajema-454	175	19	which	which	PRON
ajema-454	175	20	is	be	AUX
ajema-454	175	21	a	a	DET
ajema-454	175	22	reliable	reliable	ADJ
ajema-454	175	23	and	and	CCONJ
ajema-454	175	24	authoritative	authoritative	ADJ
ajema-454	175	25	source	source	NOUN
ajema-454	175	26	.	.	PUNCT
ajema-454	176	1	millions	million	NOUN
ajema-454	176	2	of	of	ADP
ajema-454	176	3	records	record	NOUN
ajema-454	176	4	make	make	VERB
ajema-454	176	5	this	this	DET
ajema-454	176	6	data	datum	NOUN
ajema-454	176	7	attributable	attributable	ADJ
ajema-454	176	8	to	to	ADP
ajema-454	176	9	macro	macro	ADJ
ajema-454	176	10	-	-	NOUN
ajema-454	176	11	level	level	NOUN
ajema-454	176	12	analysis	analysis	NOUN
ajema-454	176	13	in	in	ADP
ajema-454	176	14	the	the	DET
ajema-454	176	15	aspects	aspect	NOUN
ajema-454	176	16	of	of	ADP
ajema-454	176	17	healthcare	healthcare	NOUN
ajema-454	176	18	economics	economic	NOUN
ajema-454	176	19	.	.	PUNCT
ajema-454	177	1	as	as	SCONJ
ajema-454	177	2	the	the	DET
ajema-454	177	3	research	research	NOUN
ajema-454	177	4	is	be	AUX
ajema-454	177	5	based	base	VERB
ajema-454	177	6	on	on	ADP
ajema-454	177	7	secondary	secondary	ADJ
ajema-454	177	8	data	datum	NOUN
ajema-454	177	9	,	,	PUNCT
ajema-454	177	10	there	there	PRON
ajema-454	177	11	was	be	VERB
ajema-454	177	12	no	no	DET
ajema-454	177	13	need	need	NOUN
ajema-454	177	14	to	to	PART
ajema-454	177	15	carry	carry	VERB
ajema-454	177	16	out	out	ADP
ajema-454	177	17	the	the	DET
ajema-454	177	18	process	process	NOUN
ajema-454	177	19	of	of	ADP
ajema-454	177	20	direct	direct	ADJ
ajema-454	177	21	fieldwork	fieldwork	NOUN
ajema-454	177	22	or	or	CCONJ
ajema-454	177	23	surveys	survey	NOUN
ajema-454	177	24	or	or	CCONJ
ajema-454	177	25	interviews	interview	NOUN
ajema-454	177	26	,	,	PUNCT
ajema-454	177	27	so	so	SCONJ
ajema-454	177	28	it	it	PRON
ajema-454	177	29	saves	save	VERB
ajema-454	177	30	costs	cost	NOUN
ajema-454	177	31	and	and	CCONJ
ajema-454	177	32	time	time	NOUN
ajema-454	177	33	limitations	limitation	NOUN
ajema-454	177	34	[	[	X
ajema-454	177	35	35	35	NUM
ajema-454	177	36	]	]	PUNCT
ajema-454	177	37	.	.	PUNCT
ajema-454	178	1	the	the	DET
ajema-454	178	2	focus	focus	NOUN
ajema-454	178	3	on	on	ADP
ajema-454	178	4	accessibility	accessibility	NOUN
ajema-454	178	5	did	do	AUX
ajema-454	178	6	not	not	PART
ajema-454	178	7	compromise	compromise	VERB
ajema-454	178	8	quality	quality	NOUN
ajema-454	178	9	and	and	CCONJ
ajema-454	178	10	authenticity	authenticity	NOUN
ajema-454	178	11	of	of	ADP
ajema-454	178	12	the	the	DET
ajema-454	178	13	dataset	dataset	NOUN
ajema-454	178	14	since	since	SCONJ
ajema-454	178	15	metadata	metadata	NOUN
ajema-454	178	16	was	be	AUX
ajema-454	178	17	verified	verify	VERB
ajema-454	178	18	,	,	PUNCT
ajema-454	178	19	consistency	consistency	NOUN
ajema-454	178	20	was	be	AUX
ajema-454	178	21	checked	check	VERB
ajema-454	178	22	,	,	PUNCT
ajema-454	178	23	and	and	CCONJ
ajema-454	178	24	no	no	DET
ajema-454	178	25	unauthorized	unauthorized	ADJ
ajema-454	178	26	changes	change	NOUN
ajema-454	178	27	were	be	AUX
ajema-454	178	28	made	make	VERB
ajema-454	178	29	.	.	PUNCT
ajema-454	179	1	besides	besides	SCONJ
ajema-454	179	2	,	,	PUNCT
ajema-454	179	3	the	the	DET
ajema-454	179	4	inclusion	inclusion	NOUN
ajema-454	179	5	criteria	criterion	NOUN
ajema-454	179	6	were	be	AUX
ajema-454	179	7	used	use	VERB
ajema-454	179	8	to	to	PART
ajema-454	179	9	take	take	VERB
ajema-454	179	10	into	into	ADP
ajema-454	179	11	account	account	NOUN
ajema-454	179	12	only	only	ADV
ajema-454	179	13	relevant	relevant	ADJ
ajema-454	179	14	states	state	NOUN
ajema-454	179	15	,	,	PUNCT
ajema-454	179	16	types	type	NOUN
ajema-454	179	17	of	of	ADP
ajema-454	179	18	the	the	DET
ajema-454	179	19	providers	provider	NOUN
ajema-454	179	20	and	and	CCONJ
ajema-454	179	21	metrics	metric	NOUN
ajema-454	179	22	.	.	PUNCT
ajema-454	180	1	as	as	ADP
ajema-454	180	2	an	an	DET
ajema-454	180	3	example	example	NOUN
ajema-454	180	4	,	,	PUNCT
ajema-454	180	5	the	the	DET
ajema-454	180	6	providers	provider	NOUN
ajema-454	180	7	whose	whose	DET
ajema-454	180	8	charge	charge	NOUN
ajema-454	180	9	and	and	CCONJ
ajema-454	180	10	payment	payment	NOUN
ajema-454	180	11	records	record	NOUN
ajema-454	180	12	were	be	AUX
ajema-454	180	13	incomplete	incomplete	ADJ
ajema-454	180	14	were	be	AUX
ajema-454	180	15	not	not	PART
ajema-454	180	16	included	include	VERB
ajema-454	180	17	in	in	ADP
ajema-454	180	18	the	the	DET
ajema-454	180	19	analysis	analysis	NOUN
ajema-454	180	20	.	.	PUNCT
ajema-454	181	1	the	the	DET
ajema-454	181	2	method	method	NOUN
ajema-454	181	3	of	of	ADP
ajema-454	181	4	data	datum	NOUN
ajema-454	181	5	collection	collection	NOUN
ajema-454	181	6	provides	provide	VERB
ajema-454	181	7	validity	validity	NOUN
ajema-454	181	8	through	through	ADP
ajema-454	181	9	the	the	DET
ajema-454	181	10	use	use	NOUN
ajema-454	181	11	of	of	ADP
ajema-454	181	12	large	large	ADJ
ajema-454	181	13	-	-	PUNCT
ajema-454	181	14	scale	scale	NOUN
ajema-454	181	15	standardized	standardized	ADJ
ajema-454	181	16	data	datum	NOUN
ajema-454	181	17	that	that	PRON
ajema-454	181	18	is	be	AUX
ajema-454	181	19	validated	validate	VERB
ajema-454	181	20	and	and	CCONJ
ajema-454	181	21	leads	lead	VERB
ajema-454	181	22	to	to	ADP
ajema-454	181	23	meaningful	meaningful	ADJ
ajema-454	181	24	research	research	NOUN
ajema-454	181	25	findings	finding	NOUN
ajema-454	181	26	.	.	PUNCT
ajema-454	182	1	the	the	DET
ajema-454	182	2	approach	approach	NOUN
ajema-454	182	3	does	do	AUX
ajema-454	182	4	not	not	PART
ajema-454	182	5	only	only	ADV
ajema-454	182	6	facilitate	facilitate	VERB
ajema-454	182	7	the	the	DET
ajema-454	182	8	analysis	analysis	NOUN
ajema-454	182	9	but	but	CCONJ
ajema-454	182	10	makes	make	VERB
ajema-454	182	11	results	result	NOUN
ajema-454	182	12	more	more	ADV
ajema-454	182	13	transparent	transparent	ADJ
ajema-454	182	14	as	as	SCONJ
ajema-454	182	15	the	the	DET
ajema-454	182	16	sources	source	NOUN
ajema-454	182	17	are	be	AUX
ajema-454	182	18	open	open	ADJ
ajema-454	182	19	and	and	CCONJ
ajema-454	182	20	verifiable	verifiable	ADJ
ajema-454	182	21	.	.	PUNCT
ajema-454	183	1	c.	c.	PROPN
ajema-454	183	2	data	data	PROPN
ajema-454	183	3	preprocessing	preprocesse	VERB
ajema-454	183	4	to	to	PART
ajema-454	183	5	enhance	enhance	VERB
ajema-454	183	6	usability	usability	NOUN
ajema-454	183	7	and	and	CCONJ
ajema-454	183	8	accuracy	accuracy	NOUN
ajema-454	183	9	of	of	ADP
ajema-454	183	10	the	the	DET
ajema-454	183	11	data	datum	NOUN
ajema-454	183	12	,	,	PUNCT
ajema-454	183	13	the	the	DET
ajema-454	183	14	dataset	dataset	NOUN
ajema-454	183	15	had	have	VERB
ajema-454	183	16	to	to	PART
ajema-454	183	17	undergo	undergo	VERB
ajema-454	183	18	a	a	DET
ajema-454	183	19	data	datum	NOUN
ajema-454	183	20	preprocessing	preprocesse	VERB
ajema-454	183	21	stage	stage	NOUN
ajema-454	183	22	prior	prior	ADV
ajema-454	183	23	to	to	ADP
ajema-454	183	24	its	its	PRON
ajema-454	183	25	analysis	analysis	NOUN
ajema-454	183	26	.	.	PUNCT
ajema-454	184	1	raw	raw	ADJ
ajema-454	184	2	data	datum	NOUN
ajema-454	184	3	related	relate	VERB
ajema-454	184	4	to	to	ADP
ajema-454	184	5	health	health	NOUN
ajema-454	184	6	-	-	PUNCT
ajema-454	184	7	care	care	NOUN
ajema-454	184	8	datasets	dataset	NOUN
ajema-454	184	9	often	often	ADV
ajema-454	184	10	have	have	AUX
ajema-454	184	11	missing	miss	VERB
ajema-454	184	12	values	value	NOUN
ajema-454	184	13	,	,	PUNCT
ajema-454	184	14	multiple	multiple	ADJ
ajema-454	184	15	copies	copy	NOUN
ajema-454	184	16	,	,	PUNCT
ajema-454	184	17	and	and	CCONJ
ajema-454	184	18	inconsistency	inconsistency	NOUN
ajema-454	184	19	that	that	PRON
ajema-454	184	20	may	may	AUX
ajema-454	184	21	bias	bias	VERB
ajema-454	184	22	conclusions	conclusion	NOUN
ajema-454	184	23	;	;	PUNCT
ajema-454	184	24	hence	hence	ADV
ajema-454	184	25	,	,	PUNCT
ajema-454	184	26	there	there	PRON
ajema-454	184	27	will	will	AUX
ajema-454	184	28	be	be	AUX
ajema-454	184	29	a	a	DET
ajema-454	184	30	need	need	NOUN
ajema-454	184	31	to	to	PART
ajema-454	184	32	convert	convert	VERB
ajema-454	184	33	these	these	DET
ajema-454	184	34	raw	raw	ADJ
ajema-454	184	35	data	datum	NOUN
ajema-454	184	36	to	to	ADP
ajema-454	184	37	clean	clean	ADJ
ajema-454	184	38	data	datum	NOUN
ajema-454	184	39	.	.	PUNCT
ajema-454	185	1	data	datum	NOUN
ajema-454	185	2	cleaning	clean	VERB
ajema-454	185	3	involved	involve	VERB
ajema-454	185	4	eliminating	eliminate	VERB
ajema-454	185	5	incomplete	incomplete	ADJ
ajema-454	185	6	entries	entry	NOUN
ajema-454	185	7	,	,	PUNCT
ajema-454	185	8	correcting	correct	VERB
ajema-454	185	9	typographical	typographical	ADJ
ajema-454	185	10	errors	error	NOUN
ajema-454	185	11	and	and	CCONJ
ajema-454	185	12	dealing	deal	VERB
ajema-454	185	13	with	with	ADP
ajema-454	185	14	outliers	outlier	NOUN
ajema-454	185	15	,	,	PUNCT
ajema-454	185	16	with	with	ADP
ajema-454	185	17	the	the	DET
ajema-454	185	18	first	first	ADJ
ajema-454	185	19	step	step	NOUN
ajema-454	185	20	also	also	ADV
ajema-454	185	21	being	be	AUX
ajema-454	185	22	to	to	ADP
ajema-454	185	23	clean	clean	VERB
ajema-454	185	24	data	datum	NOUN
ajema-454	185	25	.	.	PUNCT
ajema-454	186	1	an	an	DET
ajema-454	186	2	example	example	NOUN
ajema-454	186	3	is	be	AUX
ajema-454	186	4	that	that	SCONJ
ajema-454	186	5	any	any	DET
ajema-454	186	6	charge	charge	NOUN
ajema-454	186	7	amounts	amount	NOUN
ajema-454	186	8	that	that	PRON
ajema-454	186	9	were	be	AUX
ajema-454	186	10	put	put	VERB
ajema-454	186	11	as	as	ADP
ajema-454	186	12	zero	zero	NUM
ajema-454	186	13	or	or	CCONJ
ajema-454	186	14	very	very	ADV
ajema-454	186	15	inflated	inflated	ADJ
ajema-454	186	16	amounts	amount	NOUN
ajema-454	186	17	were	be	AUX
ajema-454	186	18	flagged	flag	VERB
ajema-454	186	19	and	and	CCONJ
ajema-454	186	20	passed	pass	VERB
ajema-454	186	21	through	through	ADP
ajema-454	186	22	filtering	filter	VERB
ajema-454	186	23	to	to	PART
ajema-454	186	24	prevent	prevent	VERB
ajema-454	186	25	biased	biased	ADJ
ajema-454	186	26	results	result	NOUN
ajema-454	186	27	.	.	PUNCT
ajema-454	187	1	the	the	DET
ajema-454	187	2	cases	case	NOUN
ajema-454	187	3	with	with	ADP
ajema-454	187	4	missing	miss	VERB
ajema-454	187	5	values	value	NOUN
ajema-454	187	6	were	be	AUX
ajema-454	187	7	also	also	ADV
ajema-454	187	8	overcome	overcome	VERB
ajema-454	187	9	through	through	ADP
ajema-454	187	10	statistical	statistical	ADJ
ajema-454	187	11	imputation	imputation	NOUN
ajema-454	187	12	or	or	CCONJ
ajema-454	187	13	elimination	elimination	NOUN
ajema-454	187	14	of	of	ADP
ajema-454	187	15	the	the	DET
ajema-454	187	16	corresponding	correspond	VERB
ajema-454	187	17	records	record	NOUN
ajema-454	187	18	.	.	PUNCT
ajema-454	188	1	normalization	normalization	NOUN
ajema-454	188	2	of	of	ADP
ajema-454	188	3	data	datum	NOUN
ajema-454	188	4	was	be	AUX
ajema-454	188	5	done	do	VERB
ajema-454	188	6	as	as	ADV
ajema-454	188	7	well	well	ADV
ajema-454	188	8	to	to	PART
ajema-454	188	9	ensure	ensure	VERB
ajema-454	188	10	consistency	consistency	NOUN
ajema-454	188	11	between	between	ADP
ajema-454	188	12	monetary	monetary	ADJ
ajema-454	188	13	values	value	NOUN
ajema-454	188	14	i.e.	i.e.	ADV
ajema-454	188	15	,	,	PUNCT
ajema-454	188	16	the	the	DET
ajema-454	188	17	charges	charge	NOUN
ajema-454	188	18	and	and	CCONJ
ajema-454	188	19	payment	payment	NOUN
ajema-454	188	20	were	be	AUX
ajema-454	188	21	represented	represent	VERB
ajema-454	188	22	in	in	ADP
ajema-454	188	23	similar	similar	ADJ
ajema-454	188	24	scales	scale	NOUN
ajema-454	188	25	.	.	PUNCT
ajema-454	189	1	also	also	ADV
ajema-454	189	2	,	,	PUNCT
ajema-454	189	3	there	there	PRON
ajema-454	189	4	were	be	VERB
ajema-454	189	5	categorical	categorical	ADJ
ajema-454	189	6	variables	variable	NOUN
ajema-454	189	7	,	,	PUNCT
ajema-454	189	8	like	like	ADP
ajema-454	189	9	provider	provider	NOUN
ajema-454	189	10	type	type	NOUN
ajema-454	189	11	and	and	CCONJ
ajema-454	189	12	state	state	NOUN
ajema-454	189	13	,	,	PUNCT
ajema-454	189	14	which	which	PRON
ajema-454	189	15	were	be	AUX
ajema-454	189	16	coded	code	VERB
ajema-454	189	17	to	to	PART
ajema-454	189	18	see	see	VERB
ajema-454	189	19	and	and	CCONJ
ajema-454	189	20	analyze	analyze	VERB
ajema-454	189	21	[	[	X
ajema-454	189	22	36	36	NUM
ajema-454	189	23	]	]	PUNCT
ajema-454	189	24	.	.	PUNCT
ajema-454	190	1	next	next	ADJ
ajema-454	190	2	was	be	AUX
ajema-454	190	3	data	data	NOUN
ajema-454	190	4	integration	integration	NOUN
ajema-454	190	5	,	,	PUNCT
ajema-454	190	6	in	in	ADP
ajema-454	190	7	which	which	PRON
ajema-454	190	8	several	several	ADJ
ajema-454	190	9	datasets	dataset	NOUN
ajema-454	190	10	were	be	AUX
ajema-454	190	11	joined	join	VERB
ajema-454	190	12	to	to	PART
ajema-454	190	13	create	create	VERB
ajema-454	190	14	a	a	DET
ajema-454	190	15	holistic	holistic	ADJ
ajema-454	190	16	analytical	analytical	ADJ
ajema-454	190	17	framework	framework	NOUN
ajema-454	190	18	,	,	PUNCT
ajema-454	190	19	which	which	PRON
ajema-454	190	20	integrated	integrate	VERB
ajema-454	190	21	provider	provider	NOUN
ajema-454	190	22	information	information	NOUN
ajema-454	190	23	and	and	CCONJ
ajema-454	190	24	financial	financial	ADJ
ajema-454	190	25	results	result	NOUN
ajema-454	190	26	.	.	PUNCT
ajema-454	191	1	outliers	outlier	NOUN
ajema-454	191	2	were	be	AUX
ajema-454	191	3	also	also	ADV
ajema-454	191	4	verified	verify	VERB
ajema-454	191	5	in	in	ADP
ajema-454	191	6	order	order	NOUN
ajema-454	191	7	to	to	PART
ajema-454	191	8	verify	verify	VERB
ajema-454	191	9	the	the	DET
ajema-454	191	10	possibility	possibility	NOUN
ajema-454	191	11	of	of	ADP
ajema-454	191	12	being	be	AUX
ajema-454	191	13	an	an	DET
ajema-454	191	14	actual	actual	ADJ
ajema-454	191	15	anomaly	anomaly	NOUN
ajema-454	191	16	or	or	CCONJ
ajema-454	191	17	data	datum	NOUN
ajema-454	191	18	entry	entry	NOUN
ajema-454	191	19	error	error	NOUN
ajema-454	191	20	.	.	PUNCT
ajema-454	192	1	in	in	ADP
ajema-454	192	2	addition	addition	NOUN
ajema-454	192	3	,	,	PUNCT
ajema-454	192	4	mean	mean	INTJ
ajema-454	192	5	,	,	PUNCT
ajema-454	192	6	median	median	NOUN
ajema-454	192	7	,	,	PUNCT
ajema-454	192	8	and	and	CCONJ
ajema-454	192	9	variance	variance	NOUN
ajema-454	192	10	were	be	AUX
ajema-454	192	11	also	also	ADV
ajema-454	192	12	determined	determined	ADJ
ajema-454	192	13	as	as	ADP
ajema-454	192	14	descriptive	descriptive	ADJ
ajema-454	192	15	statistics	statistic	NOUN
ajema-454	192	16	to	to	PART
ajema-454	192	17	provide	provide	VERB
ajema-454	192	18	a	a	DET
ajema-454	192	19	baseline	baseline	ADJ
ajema-454	192	20	measure	measure	NOUN
ajema-454	192	21	prior	prior	ADV
ajema-454	192	22	to	to	ADP
ajema-454	192	23	using	use	VERB
ajema-454	192	24	advanced	advanced	ADJ
ajema-454	192	25	analytics	analytic	NOUN
ajema-454	192	26	.	.	PUNCT
ajema-454	193	1	the	the	DET
ajema-454	193	2	research	research	NOUN
ajema-454	193	3	was	be	AUX
ajema-454	193	4	able	able	ADJ
ajema-454	193	5	to	to	PART
ajema-454	193	6	guarantee	guarantee	VERB
ajema-454	193	7	the	the	DET
ajema-454	193	8	independence	independence	NOUN
ajema-454	193	9	,	,	PUNCT
ajema-454	193	10	reliability	reliability	NOUN
ajema-454	193	11	,	,	PUNCT
ajema-454	193	12	and	and	CCONJ
ajema-454	193	13	reliability	reliability	NOUN
ajema-454	193	14	of	of	ADP
ajema-454	193	15	any	any	DET
ajema-454	193	16	further	further	ADJ
ajema-454	193	17	analysis	analysis	NOUN
ajema-454	193	18	because	because	SCONJ
ajema-454	193	19	of	of	ADP
ajema-454	193	20	the	the	DET
ajema-454	193	21	preprocessing	preprocessing	NOUN
ajema-454	193	22	of	of	ADP
ajema-454	193	23	its	its	PRON
ajema-454	193	24	dataset	dataset	NOUN
ajema-454	193	25	.	.	PUNCT
ajema-454	194	1	d.	d.	NOUN
ajema-454	194	2	tools	tool	NOUN
ajema-454	194	3	and	and	CCONJ
ajema-454	194	4	techniques	technique	NOUN
ajema-454	194	5	analytics	analytic	NOUN
ajema-454	194	6	this	this	DET
ajema-454	194	7	study	study	NOUN
ajema-454	194	8	required	require	VERB
ajema-454	194	9	various	various	ADJ
ajema-454	194	10	analytical	analytical	ADJ
ajema-454	194	11	methods	method	NOUN
ajema-454	194	12	and	and	CCONJ
ajema-454	194	13	tools	tool	NOUN
ajema-454	194	14	to	to	PART
ajema-454	194	15	generate	generate	VERB
ajema-454	194	16	the	the	DET
ajema-454	194	17	information	information	NOUN
ajema-454	194	18	through	through	ADP
ajema-454	194	19	the	the	DET
ajema-454	194	20	data	datum	NOUN
ajema-454	194	21	.	.	PUNCT
ajema-454	195	1	usage	usage	NOUN
ajema-454	195	2	of	of	ADP
ajema-454	195	3	visualization	visualization	NOUN
ajema-454	195	4	software	software	NOUN
ajema-454	195	5	such	such	ADJ
ajema-454	195	6	as	as	ADP
ajema-454	195	7	tableau	tableau	PROPN
ajema-454	195	8	,	,	PUNCT
ajema-454	195	9	python	python	PROPN
ajema-454	195	10	libraries	library	NOUN
ajema-454	195	11	was	be	AUX
ajema-454	195	12	of	of	ADP
ajema-454	195	13	core	core	NOUN
ajema-454	195	14	importance	importance	NOUN
ajema-454	195	15	to	to	ADP
ajema-454	195	16	constructing	construct	VERB
ajema-454	195	17	bar	bar	NOUN
ajema-454	195	18	charts	chart	NOUN
ajema-454	195	19	,	,	PUNCT
ajema-454	195	20	line	line	NOUN
ajema-454	195	21	graphs	graph	NOUN
ajema-454	195	22	,	,	PUNCT
ajema-454	195	23	and	and	CCONJ
ajema-454	195	24	scatter	scatter	NOUN
ajema-454	195	25	plots	plot	NOUN
ajema-454	195	26	in	in	ADP
ajema-454	195	27	order	order	NOUN
ajema-454	195	28	to	to	PART
ajema-454	195	29	depict	depict	VERB
ajema-454	195	30	the	the	DET
ajema-454	195	31	patterns	pattern	NOUN
ajema-454	195	32	of	of	ADP
ajema-454	195	33	data	datum	NOUN
ajema-454	195	34	in	in	ADP
ajema-454	195	35	the	the	DET
ajema-454	195	36	clearest	clear	ADJ
ajema-454	195	37	way	way	NOUN
ajema-454	195	38	[	[	X
ajema-454	195	39	37	37	NUM
ajema-454	195	40	]	]	PUNCT
ajema-454	195	41	.	.	PUNCT
ajema-454	196	1	the	the	DET
ajema-454	196	2	tools	tool	NOUN
ajema-454	196	3	allowed	allow	VERB
ajema-454	196	4	defining	define	VERB
ajema-454	196	5	the	the	DET
ajema-454	196	6	patterns	pattern	NOUN
ajema-454	196	7	in	in	ADP
ajema-454	196	8	the	the	DET
ajema-454	196	9	distributions	distribution	NOUN
ajema-454	196	10	of	of	ADP
ajema-454	196	11	providers	provider	NOUN
ajema-454	196	12	,	,	PUNCT
ajema-454	196	13	ratios	ratio	NOUN
ajema-454	196	14	of	of	ADP
ajema-454	196	15	payment	payment	NOUN
ajema-454	196	16	and	and	CCONJ
ajema-454	196	17	charges	charge	NOUN
ajema-454	196	18	,	,	PUNCT
ajema-454	196	19	and	and	CCONJ
ajema-454	196	20	the	the	DET
ajema-454	196	21	differences	difference	NOUN
ajema-454	196	22	between	between	ADP
ajema-454	196	23	states	state	NOUN
ajema-454	196	24	.	.	PUNCT
ajema-454	197	1	descriptive	descriptive	ADJ
ajema-454	197	2	statistics	statistic	NOUN
ajema-454	197	3	formed	form	VERB
ajema-454	197	4	the	the	DET
ajema-454	197	5	summary	summary	NOUN
ajema-454	197	6	of	of	ADP
ajema-454	197	7	central	central	ADJ
ajema-454	197	8	tendencies	tendency	NOUN
ajema-454	197	9	and	and	CCONJ
ajema-454	197	10	dispersion	dispersion	NOUN
ajema-454	197	11	,	,	PUNCT
ajema-454	197	12	whereas	whereas	SCONJ
ajema-454	197	13	inferential	inferential	ADJ
ajema-454	197	14	statistics	statistic	NOUN
ajema-454	197	15	as	as	SCONJ
ajema-454	197	16	the	the	DET
ajema-454	197	17	correlation	correlation	NOUN
ajema-454	197	18	analysis	analysis	NOUN
ajema-454	197	19	examined	examine	VERB
ajema-454	197	20	the	the	DET
ajema-454	197	21	relationship	relationship	NOUN
ajema-454	197	22	amid	amid	ADP
ajema-454	197	23	variables	variable	NOUN
ajema-454	197	24	such	such	ADJ
ajema-454	197	25	as	as	ADP
ajema-454	197	26	type	type	NOUN
ajema-454	197	27	of	of	ADP
ajema-454	197	28	providers	provider	NOUN
ajema-454	197	29	and	and	CCONJ
ajema-454	197	30	average	average	ADJ
ajema-454	197	31	charges	charge	NOUN
ajema-454	197	32	.	.	PUNCT
ajema-454	198	1	tableau	tableau	PROPN
ajema-454	198	2	dashboards	dashboard	NOUN
ajema-454	198	3	especially	especially	ADV
ajema-454	198	4	excelled	excel	VERB
ajema-454	198	5	in	in	ADP
ajema-454	198	6	dealing	deal	VERB
ajema-454	198	7	with	with	ADP
ajema-454	198	8	interactive	interactive	ADJ
ajema-454	198	9	exploration	exploration	NOUN
ajema-454	198	10	and	and	CCONJ
ajema-454	198	11	having	have	VERB
ajema-454	198	12	the	the	DET
ajema-454	198	13	ability	ability	NOUN
ajema-454	198	14	to	to	PART
ajema-454	198	15	perform	perform	VERB
ajema-454	198	16	cross	cros	NOUN
ajema-454	198	17	-	-	NOUN
ajema-454	198	18	comparisons	comparison	NOUN
ajema-454	198	19	across	across	ADP
ajema-454	198	20	the	the	DET
ajema-454	198	21	categories	category	NOUN
ajema-454	198	22	.	.	PUNCT
ajema-454	199	1	data	datum	NOUN
ajema-454	199	2	mining	mining	NOUN
ajema-454	199	3	procedures	procedure	NOUN
ajema-454	199	4	were	be	AUX
ajema-454	199	5	also	also	ADV
ajema-454	199	6	incorporated	incorporate	VERB
ajema-454	199	7	to	to	PART
ajema-454	199	8	identify	identify	VERB
ajema-454	199	9	the	the	DET
ajema-454	199	10	hidden	hide	VERB
ajema-454	199	11	patterns	pattern	NOUN
ajema-454	199	12	mostly	mostly	ADV
ajema-454	199	13	in	in	ADP
ajema-454	199	14	scenarios	scenario	NOUN
ajema-454	199	15	whereby	whereby	SCONJ
ajema-454	199	16	provider	provider	NOUN
ajema-454	199	17	charges	charge	NOUN
ajema-454	199	18	were	be	AUX
ajema-454	199	19	far	far	ADV
ajema-454	199	20	much	much	ADV
ajema-454	199	21	below	below	ADP
ajema-454	199	22	average	average	ADJ
ajema-454	199	23	.	.	PUNCT
ajema-454	200	1	the	the	DET
ajema-454	200	2	comparison	comparison	NOUN
ajema-454	200	3	among	among	ADP
ajema-454	200	4	the	the	DET
ajema-454	200	5	states	state	NOUN
ajema-454	200	6	was	be	AUX
ajema-454	200	7	done	do	VERB
ajema-454	200	8	to	to	PART
ajema-454	200	9	assess	assess	VERB
ajema-454	200	10	the	the	DET
ajema-454	200	11	healthcare	healthcare	NOUN
ajema-454	200	12	access	access	NOUN
ajema-454	200	13	and	and	CCONJ
ajema-454	200	14	provider	provider	NOUN
ajema-454	200	15	concentrations	concentration	NOUN
ajema-454	200	16	disparity	disparity	NOUN
ajema-454	200	17	.	.	PUNCT
ajema-454	201	1	there	there	PRON
ajema-454	201	2	was	be	VERB
ajema-454	201	3	no	no	DET
ajema-454	201	4	major	major	ADJ
ajema-454	201	5	involvement	involvement	NOUN
ajema-454	201	6	of	of	ADP
ajema-454	201	7	predictive	predictive	ADJ
ajema-454	201	8	modeling	modeling	NOUN
ajema-454	201	9	,	,	PUNCT
ajema-454	201	10	yet	yet	CCONJ
ajema-454	201	11	the	the	DET
ajema-454	201	12	regression	regression	NOUN
ajema-454	201	13	methods	method	NOUN
ajema-454	201	14	were	be	AUX
ajema-454	201	15	sought	seek	VERB
ajema-454	201	16	to	to	PART
ajema-454	201	17	analyze	analyze	VERB
ajema-454	201	18	how	how	SCONJ
ajema-454	201	19	type	type	NOUN
ajema-454	201	20	of	of	ADP
ajema-454	201	21	providers	provider	NOUN
ajema-454	201	22	affected	affect	VERB
ajema-454	201	23	payment	payment	NOUN
ajema-454	201	24	ratios	ratio	NOUN
ajema-454	201	25	[	[	X
ajema-454	201	26	38	38	NUM
ajema-454	201	27	]	]	PUNCT
ajema-454	201	28	.	.	PUNCT
ajema-454	202	1	this	this	DET
ajema-454	202	2	mix	mix	NOUN
ajema-454	202	3	of	of	ADP
ajema-454	202	4	visualization	visualization	NOUN
ajema-454	202	5	and	and	CCONJ
ajema-454	202	6	statistical	statistical	ADJ
ajema-454	202	7	methods	method	NOUN
ajema-454	202	8	made	make	VERB
ajema-454	202	9	the	the	DET
ajema-454	202	10	analysis	analysis	NOUN
ajema-454	202	11	40	40	NUM
ajema-454	202	12	journal	journal	NOUN
ajema-454	202	13	of	of	ADP
ajema-454	202	14	engineering	engineering	NOUN
ajema-454	202	15	,	,	PUNCT
ajema-454	202	16	mechanics	mechanic	NOUN
ajema-454	202	17	and	and	CCONJ
ajema-454	202	18	architecture	architecture	NOUN
ajema-454	202	19	www	www	NOUN
ajema-454	202	20	.	.	PUNCT
ajema-454	203	1	grnjournal.us	grnjournal.us	X
ajema-454	203	2	interpretable	interpretable	ADJ
ajema-454	203	3	and	and	CCONJ
ajema-454	203	4	analytically	analytically	ADV
ajema-454	203	5	sound	sound	NOUN
ajema-454	203	6	at	at	ADP
ajema-454	203	7	the	the	DET
ajema-454	203	8	same	same	ADJ
ajema-454	203	9	time	time	NOUN
ajema-454	203	10	.	.	PUNCT
ajema-454	204	1	the	the	DET
ajema-454	204	2	use	use	NOUN
ajema-454	204	3	of	of	ADP
ajema-454	204	4	both	both	CCONJ
ajema-454	204	5	sophisticated	sophisticated	ADJ
ajema-454	204	6	tools	tool	NOUN
ajema-454	204	7	and	and	CCONJ
ajema-454	204	8	systematic	systematic	ADJ
ajema-454	204	9	approaches	approach	NOUN
ajema-454	204	10	has	have	AUX
ajema-454	204	11	enabled	enable	VERB
ajema-454	204	12	the	the	DET
ajema-454	204	13	study	study	NOUN
ajema-454	204	14	to	to	PART
ajema-454	204	15	create	create	VERB
ajema-454	204	16	meaningful	meaningful	ADJ
ajema-454	204	17	insights	insight	NOUN
ajema-454	204	18	out	out	ADP
ajema-454	204	19	of	of	ADP
ajema-454	204	20	raw	raw	ADJ
ajema-454	204	21	data	datum	NOUN
ajema-454	204	22	,	,	PUNCT
ajema-454	204	23	which	which	PRON
ajema-454	204	24	further	far	ADV
ajema-454	204	25	reinforced	reinforce	VERB
ajema-454	204	26	the	the	DET
ajema-454	204	27	rigor	rigor	NOUN
ajema-454	204	28	of	of	ADP
ajema-454	204	29	findings	finding	NOUN
ajema-454	204	30	.	.	PUNCT
ajema-454	205	1	e.	e.	PROPN
ajema-454	205	2	data	data	PROPN
ajema-454	205	3	and	and	CCONJ
ajema-454	205	4	methods	method	NOUN
ajema-454	205	5	validation	validation	NOUN
ajema-454	205	6	data	datum	NOUN
ajema-454	205	7	and	and	CCONJ
ajema-454	205	8	methodological	methodological	ADJ
ajema-454	205	9	validity	validity	NOUN
ajema-454	205	10	were	be	AUX
ajema-454	205	11	essential	essential	ADJ
ajema-454	205	12	parts	part	NOUN
ajema-454	205	13	of	of	ADP
ajema-454	205	14	this	this	DET
ajema-454	205	15	study	study	NOUN
ajema-454	205	16	to	to	PART
ajema-454	205	17	achieve	achieve	VERB
ajema-454	205	18	credibility	credibility	NOUN
ajema-454	205	19	and	and	CCONJ
ajema-454	205	20	trustworthy	trustworthy	ADJ
ajema-454	205	21	results	result	NOUN
ajema-454	205	22	.	.	PUNCT
ajema-454	206	1	we	we	PRON
ajema-454	206	2	attempted	attempt	VERB
ajema-454	206	3	to	to	PART
ajema-454	206	4	validate	validate	VERB
ajema-454	206	5	the	the	DET
ajema-454	206	6	secondary	secondary	ADJ
ajema-454	206	7	healthcare	healthcare	NOUN
ajema-454	206	8	datasets	dataset	NOUN
ajema-454	206	9	at	at	ADP
ajema-454	206	10	several	several	ADJ
ajema-454	206	11	levels	level	NOUN
ajema-454	206	12	because	because	SCONJ
ajema-454	206	13	such	such	ADJ
ajema-454	206	14	datasets	dataset	NOUN
ajema-454	206	15	potentially	potentially	ADV
ajema-454	206	16	have	have	VERB
ajema-454	206	17	reporting	report	VERB
ajema-454	206	18	errors	error	NOUN
ajema-454	206	19	.	.	PUNCT
ajema-454	207	1	the	the	DET
ajema-454	207	2	initial	initial	ADJ
ajema-454	207	3	procedures	procedure	NOUN
ajema-454	207	4	of	of	ADP
ajema-454	207	5	the	the	DET
ajema-454	207	6	validation	validation	NOUN
ajema-454	207	7	entailed	entail	VERB
ajema-454	207	8	the	the	DET
ajema-454	207	9	procedure	procedure	NOUN
ajema-454	207	10	of	of	ADP
ajema-454	207	11	cross	cross	NOUN
ajema-454	207	12	-	-	ADJ
ajema-454	207	13	referencing	reference	VERB
ajema-454	207	14	the	the	DET
ajema-454	207	15	integrity	integrity	NOUN
ajema-454	207	16	of	of	ADP
ajema-454	207	17	the	the	DET
ajema-454	207	18	information	information	NOUN
ajema-454	207	19	,	,	PUNCT
ajema-454	207	20	since	since	SCONJ
ajema-454	207	21	critical	critical	ADJ
ajema-454	207	22	variables	variable	NOUN
ajema-454	207	23	such	such	ADJ
ajema-454	207	24	as	as	ADP
ajema-454	207	25	.	.	PUNCT
ajema-454	208	1	the	the	DET
ajema-454	208	2	number	number	NOUN
ajema-454	208	3	of	of	ADP
ajema-454	208	4	providers	provider	NOUN
ajema-454	208	5	and	and	CCONJ
ajema-454	208	6	amounts	amount	NOUN
ajema-454	208	7	of	of	ADP
ajema-454	208	8	charges	charge	NOUN
ajema-454	208	9	might	might	AUX
ajema-454	208	10	be	be	AUX
ajema-454	208	11	compared	compare	VERB
ajema-454	208	12	to	to	ADP
ajema-454	208	13	the	the	DET
ajema-454	208	14	official	official	ADJ
ajema-454	208	15	governmental	governmental	ADJ
ajema-454	208	16	statistical	statistical	ADJ
ajema-454	208	17	summaries	summary	NOUN
ajema-454	208	18	[	[	X
ajema-454	208	19	39	39	NUM
ajema-454	208	20	]	]	PUNCT
ajema-454	208	21	.	.	PUNCT
ajema-454	209	1	checks	check	NOUN
ajema-454	209	2	of	of	ADP
ajema-454	209	3	consistency	consistency	NOUN
ajema-454	209	4	scrutinized	scrutinize	VERB
ajema-454	209	5	that	that	SCONJ
ajema-454	209	6	the	the	DET
ajema-454	209	7	value	value	NOUN
ajema-454	209	8	of	of	ADP
ajema-454	209	9	variables	variable	NOUN
ajema-454	209	10	was	be	AUX
ajema-454	209	11	put	put	VERB
ajema-454	209	12	within	within	ADP
ajema-454	209	13	the	the	DET
ajema-454	209	14	anticipated	anticipated	ADJ
ajema-454	209	15	range	range	NOUN
ajema-454	209	16	,	,	PUNCT
ajema-454	209	17	whereas	whereas	SCONJ
ajema-454	209	18	anomalies	anomaly	NOUN
ajema-454	209	19	were	be	AUX
ajema-454	209	20	evaluated	evaluate	VERB
ajema-454	209	21	on	on	ADP
ajema-454	209	22	the	the	DET
ajema-454	209	23	grounds	ground	NOUN
ajema-454	209	24	of	of	ADP
ajema-454	209	25	authenticity	authenticity	NOUN
ajema-454	209	26	.	.	PUNCT
ajema-454	210	1	in	in	ADP
ajema-454	210	2	order	order	NOUN
ajema-454	210	3	to	to	PART
ajema-454	210	4	justify	justify	VERB
ajema-454	210	5	the	the	DET
ajema-454	210	6	application	application	NOUN
ajema-454	210	7	of	of	ADP
ajema-454	210	8	preprocessing	preprocessing	NOUN
ajema-454	210	9	measures	measure	NOUN
ajema-454	210	10	,	,	PUNCT
ajema-454	210	11	a	a	DET
ajema-454	210	12	random	random	ADJ
ajema-454	210	13	sampling	sampling	NOUN
ajema-454	210	14	was	be	AUX
ajema-454	210	15	conducted	conduct	VERB
ajema-454	210	16	to	to	PART
ajema-454	210	17	ensure	ensure	VERB
ajema-454	210	18	that	that	SCONJ
ajema-454	210	19	cleaned	clean	VERB
ajema-454	210	20	data	datum	NOUN
ajema-454	210	21	were	be	AUX
ajema-454	210	22	representative	representative	ADJ
ajema-454	210	23	of	of	ADP
ajema-454	210	24	the	the	DET
ajema-454	210	25	whole	whole	ADJ
ajema-454	210	26	data	datum	NOUN
ajema-454	210	27	.	.	PUNCT
ajema-454	211	1	in	in	ADP
ajema-454	211	2	statistical	statistical	ADJ
ajema-454	211	3	measures	measure	NOUN
ajema-454	211	4	,	,	PUNCT
ajema-454	211	5	correlation	correlation	NOUN
ajema-454	211	6	coefficients	coefficient	NOUN
ajema-454	211	7	,	,	PUNCT
ajema-454	211	8	and	and	CCONJ
ajema-454	211	9	the	the	DET
ajema-454	211	10	results	result	NOUN
ajema-454	211	11	of	of	ADP
ajema-454	211	12	regression	regression	NOUN
ajema-454	211	13	were	be	AUX
ajema-454	211	14	tested	test	VERB
ajema-454	211	15	comparing	compare	VERB
ajema-454	211	16	them	they	PRON
ajema-454	211	17	with	with	ADP
ajema-454	211	18	the	the	DET
ajema-454	211	19	theoretical	theoretical	ADJ
ajema-454	211	20	expectation	expectation	NOUN
ajema-454	211	21	of	of	ADP
ajema-454	211	22	the	the	DET
ajema-454	211	23	results	result	NOUN
ajema-454	211	24	as	as	ADP
ajema-454	211	25	a	a	DET
ajema-454	211	26	methodological	methodological	ADJ
ajema-454	211	27	validation	validation	NOUN
ajema-454	211	28	.	.	PUNCT
ajema-454	212	1	triangulation	triangulation	NOUN
ajema-454	212	2	also	also	ADV
ajema-454	212	3	used	use	VERB
ajema-454	212	4	findings	finding	NOUN
ajema-454	212	5	on	on	ADP
ajema-454	212	6	visualization	visualization	NOUN
ajema-454	212	7	to	to	PART
ajema-454	212	8	compare	compare	VERB
ajema-454	212	9	the	the	DET
ajema-454	212	10	results	result	NOUN
ajema-454	212	11	in	in	ADP
ajema-454	212	12	various	various	ADJ
ajema-454	212	13	tools	tool	NOUN
ajema-454	212	14	such	such	ADJ
ajema-454	212	15	as	as	SCONJ
ajema-454	212	16	tableau	tableau	PROPN
ajema-454	212	17	plots	plot	VERB
ajema-454	212	18	vs	vs	ADP
ajema-454	212	19	python	python	NOUN
ajema-454	212	20	plots	plot	NOUN
ajema-454	212	21	)	)	PUNCT
ajema-454	212	22	to	to	PART
ajema-454	212	23	ascertain	ascertain	VERB
ajema-454	212	24	that	that	SCONJ
ajema-454	212	25	the	the	DET
ajema-454	212	26	results	result	NOUN
ajema-454	212	27	were	be	AUX
ajema-454	212	28	comparable	comparable	ADJ
ajema-454	212	29	.	.	PUNCT
ajema-454	213	1	another	another	DET
ajema-454	213	2	literature	literature	NOUN
ajema-454	213	3	that	that	PRON
ajema-454	213	4	covered	cover	VERB
ajema-454	213	5	payment	payment	NOUN
ajema-454	213	6	and	and	CCONJ
ajema-454	213	7	distributions	distribution	NOUN
ajema-454	213	8	of	of	ADP
ajema-454	213	9	healthcare	healthcare	NOUN
ajema-454	213	10	providers	provider	NOUN
ajema-454	213	11	was	be	AUX
ajema-454	213	12	also	also	ADV
ajema-454	213	13	cited	cite	VERB
ajema-454	213	14	as	as	ADP
ajema-454	213	15	a	a	DET
ajema-454	213	16	form	form	NOUN
ajema-454	213	17	of	of	ADP
ajema-454	213	18	cross	cross	ADJ
ajema-454	213	19	-	-	ADJ
ajema-454	213	20	checking	checking	ADJ
ajema-454	213	21	findings	finding	NOUN
ajema-454	213	22	as	as	ADP
ajema-454	213	23	to	to	ADP
ajema-454	213	24	whether	whether	SCONJ
ajema-454	213	25	the	the	DET
ajema-454	213	26	patterns	pattern	NOUN
ajema-454	213	27	reported	report	VERB
ajema-454	213	28	in	in	ADP
ajema-454	213	29	this	this	DET
ajema-454	213	30	study	study	NOUN
ajema-454	213	31	correlate	correlate	VERB
ajema-454	213	32	with	with	ADP
ajema-454	213	33	the	the	DET
ajema-454	213	34	known	know	VERB
ajema-454	213	35	trends	trend	NOUN
ajema-454	213	36	,	,	PUNCT
ajema-454	213	37	or	or	CCONJ
ajema-454	213	38	they	they	PRON
ajema-454	213	39	vary	vary	VERB
ajema-454	213	40	.	.	PUNCT
ajema-454	214	1	these	these	DET
ajema-454	214	2	multi	multi	ADJ
ajema-454	214	3	-	-	ADJ
ajema-454	214	4	layered	layered	ADJ
ajema-454	214	5	validation	validation	NOUN
ajema-454	214	6	processes	process	NOUN
ajema-454	214	7	have	have	AUX
ajema-454	214	8	helped	help	VERB
ajema-454	214	9	to	to	PART
ajema-454	214	10	reduce	reduce	VERB
ajema-454	214	11	biases	bias	NOUN
ajema-454	214	12	and	and	CCONJ
ajema-454	214	13	also	also	ADV
ajema-454	214	14	help	help	VERB
ajema-454	214	15	to	to	PART
ajema-454	214	16	increase	increase	VERB
ajema-454	214	17	the	the	DET
ajema-454	214	18	rigor	rigor	NOUN
ajema-454	214	19	of	of	ADP
ajema-454	214	20	methods	method	NOUN
ajema-454	214	21	.	.	PUNCT
ajema-454	215	1	finally	finally	ADV
ajema-454	215	2	,	,	PUNCT
ajema-454	215	3	the	the	DET
ajema-454	215	4	validation	validation	NOUN
ajema-454	215	5	procedure	procedure	NOUN
ajema-454	215	6	restored	restore	VERB
ajema-454	215	7	confidence	confidence	NOUN
ajema-454	215	8	in	in	ADP
ajema-454	215	9	the	the	DET
ajema-454	215	10	data	datum	NOUN
ajema-454	215	11	as	as	ADV
ajema-454	215	12	well	well	ADV
ajema-454	215	13	as	as	ADP
ajema-454	215	14	the	the	DET
ajema-454	215	15	methods	method	NOUN
ajema-454	215	16	used	use	VERB
ajema-454	215	17	so	so	SCONJ
ajema-454	215	18	that	that	SCONJ
ajema-454	215	19	the	the	DET
ajema-454	215	20	conclusions	conclusion	NOUN
ajema-454	215	21	made	make	VERB
ajema-454	215	22	in	in	ADP
ajema-454	215	23	the	the	DET
ajema-454	215	24	study	study	NOUN
ajema-454	215	25	were	be	AUX
ajema-454	215	26	valid	valid	ADJ
ajema-454	215	27	and	and	CCONJ
ajema-454	215	28	were	be	AUX
ajema-454	215	29	made	make	VERB
ajema-454	215	30	on	on	ADP
ajema-454	215	31	the	the	DET
ajema-454	215	32	basis	basis	NOUN
ajema-454	215	33	of	of	ADP
ajema-454	215	34	evidence	evidence	NOUN
ajema-454	215	35	.	.	PUNCT
ajema-454	216	1	f.	f.	PROPN
ajema-454	216	2	flowchart	flowchart	PROPN
ajema-454	216	3	a	a	DET
ajema-454	216	4	flowchart	flowchart	NOUN
ajema-454	216	5	has	have	AUX
ajema-454	216	6	been	be	AUX
ajema-454	216	7	designed	design	VERB
ajema-454	216	8	to	to	PART
ajema-454	216	9	illustrate	illustrate	VERB
ajema-454	216	10	the	the	DET
ajema-454	216	11	logical	logical	ADJ
ajema-454	216	12	steps	step	NOUN
ajema-454	216	13	that	that	PRON
ajema-454	216	14	would	would	AUX
ajema-454	216	15	be	be	AUX
ajema-454	216	16	undertaken	undertake	VERB
ajema-454	216	17	in	in	ADP
ajema-454	216	18	this	this	DET
ajema-454	216	19	study	study	NOUN
ajema-454	216	20	so	so	SCONJ
ajema-454	216	21	that	that	SCONJ
ajema-454	216	22	the	the	DET
ajema-454	216	23	nature	nature	NOUN
ajema-454	216	24	of	of	ADP
ajema-454	216	25	the	the	DET
ajema-454	216	26	undertaking	undertaking	NOUN
ajema-454	216	27	of	of	ADP
ajema-454	216	28	this	this	DET
ajema-454	216	29	research	research	NOUN
ajema-454	216	30	is	be	AUX
ajema-454	216	31	clear	clear	ADJ
ajema-454	216	32	and	and	CCONJ
ajema-454	216	33	transparent	transparent	ADJ
ajema-454	216	34	.	.	PUNCT
ajema-454	217	1	the	the	DET
ajema-454	217	2	flowchart	flowchart	PROPN
ajema-454	217	3	starts	start	VERB
ajema-454	217	4	with	with	ADP
ajema-454	217	5	the	the	DET
ajema-454	217	6	stage	stage	NOUN
ajema-454	217	7	of	of	ADP
ajema-454	217	8	the	the	DET
ajema-454	217	9	research	research	NOUN
ajema-454	217	10	design	design	NOUN
ajema-454	217	11	where	where	SCONJ
ajema-454	217	12	the	the	DET
ajema-454	217	13	purposes	purpose	NOUN
ajema-454	217	14	were	be	AUX
ajema-454	217	15	outlined	outline	VERB
ajema-454	217	16	and	and	CCONJ
ajema-454	217	17	the	the	DET
ajema-454	217	18	focal	focal	ADJ
ajema-454	217	19	area	area	NOUN
ajema-454	217	20	due	due	ADP
ajema-454	217	21	to	to	ADP
ajema-454	217	22	the	the	DET
ajema-454	217	23	protection	protection	NOUN
ajema-454	217	24	of	of	ADP
ajema-454	217	25	vulnerable	vulnerable	ADJ
ajema-454	217	26	access	access	NOUN
ajema-454	217	27	to	to	PART
ajema-454	217	28	care	care	VERB
ajema-454	217	29	with	with	ADP
ajema-454	217	30	the	the	DET
ajema-454	217	31	help	help	NOUN
ajema-454	217	32	of	of	ADP
ajema-454	217	33	ai	ai	VERB
ajema-454	217	34	-	-	PUNCT
ajema-454	217	35	based	base	VERB
ajema-454	217	36	risk	risk	NOUN
ajema-454	217	37	estimations	estimation	NOUN
ajema-454	217	38	and	and	CCONJ
ajema-454	217	39	microfinance	microfinance	NOUN
ajema-454	217	40	connections	connection	NOUN
ajema-454	217	41	was	be	AUX
ajema-454	217	42	determined	determine	VERB
ajema-454	217	43	.	.	PUNCT
ajema-454	218	1	it	it	PRON
ajema-454	218	2	then	then	ADV
ajema-454	218	3	moves	move	VERB
ajema-454	218	4	to	to	ADP
ajema-454	218	5	the	the	DET
ajema-454	218	6	data	datum	NOUN
ajema-454	218	7	collection	collection	NOUN
ajema-454	218	8	phase	phase	NOUN
ajema-454	218	9	where	where	SCONJ
ajema-454	218	10	the	the	DET
ajema-454	218	11	kaggle	kaggle	NOUN
ajema-454	218	12	based	base	VERB
ajema-454	218	13	data	datum	NOUN
ajema-454	218	14	that	that	PRON
ajema-454	218	15	pertained	pertain	VERB
ajema-454	218	16	to	to	ADP
ajema-454	218	17	community	community	NOUN
ajema-454	218	18	health	health	NOUN
ajema-454	218	19	and	and	CCONJ
ajema-454	218	20	microfinance	microfinance	NOUN
ajema-454	218	21	was	be	AUX
ajema-454	218	22	chosen	choose	VERB
ajema-454	218	23	as	as	ADP
ajema-454	218	24	the	the	DET
ajema-454	218	25	basis	basis	NOUN
ajema-454	218	26	of	of	ADP
ajema-454	218	27	analysis	analysis	NOUN
ajema-454	218	28	.	.	PUNCT
ajema-454	219	1	thereafter	thereafter	ADV
ajema-454	219	2	,	,	PUNCT
ajema-454	219	3	the	the	DET
ajema-454	219	4	sampling	sample	VERB
ajema-454	219	5	exercise	exercise	NOUN
ajema-454	219	6	is	be	AUX
ajema-454	219	7	depicted	depict	VERB
ajema-454	219	8	with	with	ADP
ajema-454	219	9	focus	focus	NOUN
ajema-454	219	10	given	give	VERB
ajema-454	219	11	to	to	ADP
ajema-454	219	12	selection	selection	NOUN
ajema-454	219	13	of	of	ADP
ajema-454	219	14	pertinent	pertinent	ADJ
ajema-454	219	15	records	record	NOUN
ajema-454	219	16	in	in	ADP
ajema-454	219	17	order	order	NOUN
ajema-454	219	18	to	to	PART
ajema-454	219	19	make	make	VERB
ajema-454	219	20	the	the	DET
ajema-454	219	21	data	datum	NOUN
ajema-454	219	22	reliable	reliable	ADJ
ajema-454	219	23	and	and	CCONJ
ajema-454	219	24	representative	representative	NOUN
ajema-454	219	25	.	.	PUNCT
ajema-454	220	1	the	the	DET
ajema-454	220	2	flowchart	flowchart	PROPN
ajema-454	220	3	proceeds	proceed	VERB
ajema-454	220	4	to	to	ADP
ajema-454	220	5	the	the	DET
ajema-454	220	6	identification	identification	NOUN
ajema-454	220	7	of	of	ADP
ajema-454	220	8	the	the	DET
ajema-454	220	9	key	key	ADJ
ajema-454	220	10	variables	variable	NOUN
ajema-454	220	11	,	,	PUNCT
ajema-454	220	12	including	include	VERB
ajema-454	220	13	the	the	DET
ajema-454	220	14	indicators	indicator	NOUN
ajema-454	220	15	of	of	ADP
ajema-454	220	16	vulnerability	vulnerability	NOUN
ajema-454	220	17	,	,	PUNCT
ajema-454	220	18	access	access	NOUN
ajema-454	220	19	to	to	ADP
ajema-454	220	20	microfinance	microfinance	NOUN
ajema-454	220	21	,	,	PUNCT
ajema-454	220	22	the	the	DET
ajema-454	220	23	indicators	indicator	NOUN
ajema-454	220	24	of	of	ADP
ajema-454	220	25	community	community	NOUN
ajema-454	220	26	health	health	NOUN
ajema-454	220	27	,	,	PUNCT
ajema-454	220	28	which	which	PRON
ajema-454	220	29	have	have	AUX
ajema-454	220	30	become	become	VERB
ajema-454	220	31	the	the	DET
ajema-454	220	32	most	most	ADV
ajema-454	220	33	important	important	ADJ
ajema-454	220	34	in	in	ADP
ajema-454	220	35	terms	term	NOUN
ajema-454	220	36	of	of	ADP
ajema-454	220	37	leading	lead	VERB
ajema-454	220	38	analysis	analysis	NOUN
ajema-454	220	39	.	.	PUNCT
ajema-454	221	1	it	it	PRON
ajema-454	221	2	is	be	AUX
ajema-454	221	3	then	then	ADV
ajema-454	221	4	followed	follow	VERB
ajema-454	221	5	by	by	ADP
ajema-454	221	6	the	the	DET
ajema-454	221	7	analytical	analytical	ADJ
ajema-454	221	8	instruments	instrument	NOUN
ajema-454	221	9	and	and	CCONJ
ajema-454	221	10	ai	ai	VERB
ajema-454	221	11	methods	method	NOUN
ajema-454	221	12	used	use	VERB
ajema-454	221	13	to	to	PART
ajema-454	221	14	illustrate	illustrate	VERB
ajema-454	221	15	the	the	DET
ajema-454	221	16	use	use	NOUN
ajema-454	221	17	of	of	ADP
ajema-454	221	18	the	the	DET
ajema-454	221	19	algorithms	algorithm	NOUN
ajema-454	221	20	of	of	ADP
ajema-454	221	21	machine	machine	NOUN
ajema-454	221	22	learning	learning	NOUN
ajema-454	221	23	,	,	PUNCT
ajema-454	221	24	how	how	SCONJ
ajema-454	221	25	the	the	DET
ajema-454	221	26	risks	risk	NOUN
ajema-454	221	27	were	be	AUX
ajema-454	221	28	identified	identify	VERB
ajema-454	221	29	,	,	PUNCT
ajema-454	221	30	and	and	CCONJ
ajema-454	221	31	microfinance	microfinance	NOUN
ajema-454	221	32	links	link	NOUN
ajema-454	221	33	were	be	AUX
ajema-454	221	34	reviewed	review	VERB
ajema-454	221	35	[	[	X
ajema-454	221	36	40	40	NUM
ajema-454	221	37	]	]	PUNCT
ajema-454	221	38	.	.	PUNCT
ajema-454	222	1	data	datum	NOUN
ajema-454	222	2	analysis	analysis	NOUN
ajema-454	222	3	and	and	CCONJ
ajema-454	222	4	interpretation	interpretation	NOUN
ajema-454	222	5	is	be	AUX
ajema-454	222	6	the	the	DET
ajema-454	222	7	last	last	ADJ
ajema-454	222	8	step	step	NOUN
ajema-454	222	9	wherein	wherein	ADJ
ajema-454	222	10	inferences	inference	NOUN
ajema-454	222	11	were	be	AUX
ajema-454	222	12	made	make	VERB
ajema-454	222	13	and	and	CCONJ
ajema-454	222	14	a	a	DET
ajema-454	222	15	relationship	relationship	NOUN
ajema-454	222	16	was	be	AUX
ajema-454	222	17	established	establish	VERB
ajema-454	222	18	between	between	ADP
ajema-454	222	19	these	these	DET
ajema-454	222	20	results	result	NOUN
ajema-454	222	21	and	and	CCONJ
ajema-454	222	22	the	the	DET
ajema-454	222	23	research	research	NOUN
ajema-454	222	24	goals	goal	NOUN
ajema-454	222	25	.	.	PUNCT
ajema-454	223	1	the	the	DET
ajema-454	223	2	diagram	diagram	NOUN
ajema-454	223	3	enables	enable	VERB
ajema-454	223	4	the	the	DET
ajema-454	223	5	research	research	NOUN
ajema-454	223	6	steps	step	NOUN
ajema-454	223	7	not	not	PART
ajema-454	223	8	only	only	ADV
ajema-454	223	9	to	to	PART
ajema-454	223	10	be	be	AUX
ajema-454	223	11	systematic	systematic	ADJ
ajema-454	223	12	but	but	CCONJ
ajema-454	223	13	also	also	ADV
ajema-454	223	14	to	to	PART
ajema-454	223	15	be	be	AUX
ajema-454	223	16	open	open	ADJ
ajema-454	223	17	to	to	ADP
ajema-454	223	18	readers	reader	NOUN
ajema-454	223	19	,	,	PUNCT
ajema-454	223	20	thus	thus	ADV
ajema-454	223	21	facilitating	facilitate	VERB
ajema-454	223	22	understanding	understanding	NOUN
ajema-454	223	23	and	and	CCONJ
ajema-454	223	24	replications	replication	NOUN
ajema-454	223	25	through	through	ADP
ajema-454	223	26	the	the	DET
ajema-454	223	27	presentation	presentation	NOUN
ajema-454	223	28	of	of	ADP
ajema-454	223	29	the	the	DET
ajema-454	223	30	methodology	methodology	NOUN
ajema-454	223	31	in	in	ADP
ajema-454	223	32	a	a	DET
ajema-454	223	33	sequential	sequential	ADJ
ajema-454	223	34	manner	manner	NOUN
ajema-454	223	35	in	in	ADP
ajema-454	223	36	a	a	DET
ajema-454	223	37	flow	flow	NOUN
ajema-454	223	38	format	format	NOUN
ajema-454	223	39	.	.	PUNCT
ajema-454	224	1	g.	g.	PROPN
ajema-454	224	2	ethical	ethical	ADJ
ajema-454	224	3	considerations	consideration	NOUN
ajema-454	224	4	in	in	ADP
ajema-454	224	5	spite	spite	NOUN
ajema-454	224	6	of	of	ADP
ajema-454	224	7	the	the	DET
ajema-454	224	8	secondary	secondary	ADJ
ajema-454	224	9	collection	collection	NOUN
ajema-454	224	10	of	of	ADP
ajema-454	224	11	data	datum	NOUN
ajema-454	224	12	carried	carry	VERB
ajema-454	224	13	out	out	ADP
ajema-454	224	14	in	in	ADP
ajema-454	224	15	the	the	DET
ajema-454	224	16	study	study	NOUN
ajema-454	224	17	,	,	PUNCT
ajema-454	224	18	the	the	DET
ajema-454	224	19	research	research	NOUN
ajema-454	224	20	methodology	methodology	NOUN
ajema-454	224	21	placed	place	VERB
ajema-454	224	22	ethical	ethical	ADJ
ajema-454	224	23	considerations	consideration	NOUN
ajema-454	224	24	at	at	ADP
ajema-454	224	25	the	the	DET
ajema-454	224	26	forefront	forefront	NOUN
ajema-454	224	27	of	of	ADP
ajema-454	224	28	the	the	DET
ajema-454	224	29	study	study	NOUN
ajema-454	224	30	.	.	PUNCT
ajema-454	225	1	the	the	DET
ajema-454	225	2	data	datum	NOUN
ajema-454	225	3	used	use	VERB
ajema-454	225	4	was	be	AUX
ajema-454	225	5	based	base	VERB
ajema-454	225	6	on	on	ADP
ajema-454	225	7	publicly	publicly	ADV
ajema-454	225	8	known	know	VERB
ajema-454	225	9	sources	source	NOUN
ajema-454	225	10	,	,	PUNCT
ajema-454	225	11	which	which	PRON
ajema-454	225	12	implies	imply	VERB
ajema-454	225	13	that	that	SCONJ
ajema-454	225	14	no	no	DET
ajema-454	225	15	sensitive	sensitive	ADJ
ajema-454	225	16	information	information	NOUN
ajema-454	225	17	and	and	CCONJ
ajema-454	225	18	personal	personal	ADJ
ajema-454	225	19	identifiers	identifier	NOUN
ajema-454	225	20	about	about	ADP
ajema-454	225	21	patients	patient	NOUN
ajema-454	225	22	were	be	AUX
ajema-454	225	23	collected	collect	VERB
ajema-454	225	24	to	to	PART
ajema-454	225	25	be	be	AUX
ajema-454	225	26	referred	refer	VERB
ajema-454	225	27	to	to	ADP
ajema-454	225	28	,	,	PUNCT
ajema-454	225	29	which	which	PRON
ajema-454	225	30	is	be	AUX
ajema-454	225	31	in	in	ADP
ajema-454	225	32	line	line	NOUN
ajema-454	225	33	with	with	ADP
ajema-454	225	34	privacy	privacy	NOUN
ajema-454	225	35	regulation	regulation	NOUN
ajema-454	225	36	and	and	CCONJ
ajema-454	225	37	data	datum	NOUN
ajema-454	225	38	protection	protection	NOUN
ajema-454	225	39	,	,	PUNCT
ajema-454	225	40	including	include	VERB
ajema-454	225	41	hipaa	hipaa	NOUN
ajema-454	225	42	.	.	PUNCT
ajema-454	226	1	but	but	CCONJ
ajema-454	226	2	moral	moral	ADJ
ajema-454	226	3	duty	duty	NOUN
ajema-454	226	4	also	also	ADV
ajema-454	226	5	stretched	stretch	VERB
ajema-454	226	6	to	to	ADP
ajema-454	226	7	truthful	truthful	ADJ
ajema-454	226	8	portrayal	portrayal	NOUN
ajema-454	226	9	and	and	CCONJ
ajema-454	226	10	reporting	reporting	NOUN
ajema-454	226	11	of	of	ADP
ajema-454	226	12	discoveries	discovery	NOUN
ajema-454	226	13	.	.	PUNCT
ajema-454	227	1	the	the	DET
ajema-454	227	2	integrity	integrity	NOUN
ajema-454	227	3	of	of	ADP
ajema-454	227	4	the	the	DET
ajema-454	227	5	analysis	analysis	NOUN
ajema-454	227	6	is	be	AUX
ajema-454	227	7	of	of	ADP
ajema-454	227	8	fundamental	fundamental	ADJ
ajema-454	227	9	importance	importance	NOUN
ajema-454	227	10	especially	especially	ADV
ajema-454	227	11	when	when	SCONJ
ajema-454	227	12	improper	improper	ADJ
ajema-454	227	13	41	41	NUM
ajema-454	227	14	journal	journal	NOUN
ajema-454	227	15	of	of	ADP
ajema-454	227	16	engineering	engineering	NOUN
ajema-454	227	17	,	,	PUNCT
ajema-454	227	18	mechanics	mechanic	NOUN
ajema-454	227	19	and	and	CCONJ
ajema-454	227	20	architecture	architecture	NOUN
ajema-454	227	21	www	www	NOUN
ajema-454	227	22	.	.	PUNCT
ajema-454	228	1	grnjournal.us	grnjournal.us	X
ajema-454	228	2	interpretation	interpretation	NOUN
ajema-454	228	3	of	of	ADP
ajema-454	228	4	healthcare	healthcare	PROPN
ajema-454	228	5	information	information	NOUN
ajema-454	228	6	may	may	AUX
ajema-454	228	7	cause	cause	VERB
ajema-454	228	8	serious	serious	ADJ
ajema-454	228	9	policy	policy	NOUN
ajema-454	228	10	consequences	consequence	NOUN
ajema-454	228	11	.	.	PUNCT
ajema-454	229	1	in	in	ADP
ajema-454	229	2	order	order	NOUN
ajema-454	229	3	to	to	PART
ajema-454	229	4	be	be	AUX
ajema-454	229	5	free	free	ADJ
ajema-454	229	6	of	of	ADP
ajema-454	229	7	biases	bias	NOUN
ajema-454	229	8	,	,	PUNCT
ajema-454	229	9	the	the	DET
ajema-454	229	10	study	study	NOUN
ajema-454	229	11	monitored	monitor	VERB
ajema-454	229	12	neutrality	neutrality	NOUN
ajema-454	229	13	in	in	ADP
ajema-454	229	14	the	the	DET
ajema-454	229	15	presentation	presentation	NOUN
ajema-454	229	16	of	of	ADP
ajema-454	229	17	the	the	DET
ajema-454	229	18	performance	performance	NOUN
ajema-454	229	19	of	of	ADP
ajema-454	229	20	the	the	DET
ajema-454	229	21	providers	provider	NOUN
ajema-454	229	22	and	and	CCONJ
ajema-454	229	23	did	do	AUX
ajema-454	229	24	not	not	PART
ajema-454	229	25	assign	assign	VERB
ajema-454	229	26	individual	individual	ADJ
ajema-454	229	27	responsibility	responsibility	NOUN
ajema-454	229	28	to	to	ADP
ajema-454	229	29	certain	certain	ADJ
ajema-454	229	30	healthcare	healthcare	NOUN
ajema-454	229	31	providers	provider	NOUN
ajema-454	229	32	in	in	ADP
ajema-454	229	33	ethical	ethical	ADJ
ajema-454	229	34	analysis	analysis	NOUN
ajema-454	229	35	.	.	PUNCT
ajema-454	230	1	the	the	DET
ajema-454	230	2	ethical	ethical	ADJ
ajema-454	230	3	analysis	analysis	NOUN
ajema-454	230	4	considered	consider	VERB
ajema-454	230	5	the	the	DET
ajema-454	230	6	impossibility	impossibility	NOUN
ajema-454	230	7	of	of	ADP
ajema-454	230	8	considering	consider	VERB
ajema-454	230	9	patient	patient	ADJ
ajema-454	230	10	demographics	demographic	NOUN
ajema-454	230	11	,	,	PUNCT
ajema-454	230	12	insurance	insurance	NOUN
ajema-454	230	13	rates	rate	NOUN
ajema-454	230	14	,	,	PUNCT
ajema-454	230	15	or	or	CCONJ
ajema-454	230	16	treatment	treatment	NOUN
ajema-454	230	17	complexity	complexity	NOUN
ajema-454	230	18	as	as	ADP
ajema-454	230	19	legitimate	legitimate	ADJ
ajema-454	230	20	limitations	limitation	NOUN
ajema-454	230	21	[	[	X
ajema-454	230	22	41	41	NUM
ajema-454	230	23	]	]	PUNCT
ajema-454	230	24	.	.	PUNCT
ajema-454	231	1	during	during	ADP
ajema-454	231	2	the	the	DET
ajema-454	231	3	study	study	NOUN
ajema-454	231	4	,	,	PUNCT
ajema-454	231	5	the	the	DET
ajema-454	231	6	importance	importance	NOUN
ajema-454	231	7	of	of	ADP
ajema-454	231	8	the	the	DET
ajema-454	231	9	honor	honor	NOUN
ajema-454	231	10	of	of	ADP
ajema-454	231	11	intellectual	intellectual	ADJ
ajema-454	231	12	property	property	NOUN
ajema-454	231	13	and	and	CCONJ
ajema-454	231	14	transparency	transparency	NOUN
ajema-454	231	15	led	lead	VERB
ajema-454	231	16	to	to	ADP
ajema-454	231	17	proper	proper	ADJ
ajema-454	231	18	citation	citation	NOUN
ajema-454	231	19	of	of	ADP
ajema-454	231	20	the	the	DET
ajema-454	231	21	source	source	NOUN
ajema-454	231	22	of	of	ADP
ajema-454	231	23	data	datum	NOUN
ajema-454	231	24	.	.	PUNCT
ajema-454	232	1	also	also	ADV
ajema-454	232	2	,	,	PUNCT
ajema-454	232	3	ethical	ethical	ADJ
ajema-454	232	4	issues	issue	NOUN
ajema-454	232	5	were	be	AUX
ajema-454	232	6	addressed	address	VERB
ajema-454	232	7	in	in	ADP
ajema-454	232	8	ensuring	ensure	VERB
ajema-454	232	9	no	no	DET
ajema-454	232	10	selective	selective	ADJ
ajema-454	232	11	reporting	reporting	NOUN
ajema-454	232	12	was	be	AUX
ajema-454	232	13	done	do	VERB
ajema-454	232	14	where	where	SCONJ
ajema-454	232	15	results	result	NOUN
ajema-454	232	16	not	not	PART
ajema-454	232	17	favorable	favorable	ADJ
ajema-454	232	18	were	be	AUX
ajema-454	232	19	also	also	ADV
ajema-454	232	20	reported	report	VERB
ajema-454	232	21	[	[	X
ajema-454	232	22	42	42	NUM
ajema-454	232	23	]	]	PUNCT
ajema-454	232	24	.	.	PUNCT
ajema-454	233	1	the	the	DET
ajema-454	233	2	research	research	NOUN
ajema-454	233	3	further	far	ADV
ajema-454	233	4	made	make	VERB
ajema-454	233	5	sure	sure	ADJ
ajema-454	233	6	that	that	SCONJ
ajema-454	233	7	there	there	PRON
ajema-454	233	8	was	be	VERB
ajema-454	233	9	no	no	DET
ajema-454	233	10	misrepresentation	misrepresentation	NOUN
ajema-454	233	11	of	of	ADP
ajema-454	233	12	visualization	visualization	NOUN
ajema-454	233	13	by	by	ADP
ajema-454	233	14	upholding	uphold	VERB
ajema-454	233	15	the	the	DET
ajema-454	233	16	right	right	ADJ
ajema-454	233	17	scales	scale	NOUN
ajema-454	233	18	and	and	CCONJ
ajema-454	233	19	proportions	proportion	NOUN
ajema-454	233	20	.	.	PUNCT
ajema-454	234	1	by	by	ADP
ajema-454	234	2	following	follow	VERB
ajema-454	234	3	these	these	DET
ajema-454	234	4	ethical	ethical	ADJ
ajema-454	234	5	guidelines	guideline	NOUN
ajema-454	234	6	,	,	PUNCT
ajema-454	234	7	the	the	DET
ajema-454	234	8	research	research	NOUN
ajema-454	234	9	strengthened	strengthen	VERB
ajema-454	234	10	the	the	DET
ajema-454	234	11	confidence	confidence	NOUN
ajema-454	234	12	surrounding	surround	VERB
ajema-454	234	13	the	the	DET
ajema-454	234	14	study	study	NOUN
ajema-454	234	15	,	,	PUNCT
ajema-454	234	16	was	be	AUX
ajema-454	234	17	a	a	DET
ajema-454	234	18	positive	positive	ADJ
ajema-454	234	19	addition	addition	NOUN
ajema-454	234	20	to	to	ADP
ajema-454	234	21	the	the	DET
ajema-454	234	22	knowledge	knowledge	NOUN
ajema-454	234	23	of	of	ADP
ajema-454	234	24	healthcare	healthcare	NOUN
ajema-454	234	25	,	,	PUNCT
ajema-454	234	26	and	and	CCONJ
ajema-454	234	27	was	be	AUX
ajema-454	234	28	well	well	ADV
ajema-454	234	29	aligned	aligned	ADJ
ajema-454	234	30	with	with	ADP
ajema-454	234	31	the	the	DET
ajema-454	234	32	general	general	ADJ
ajema-454	234	33	professional	professional	ADJ
ajema-454	234	34	research	research	NOUN
ajema-454	234	35	ethics	ethic	NOUN
ajema-454	234	36	[	[	X
ajema-454	234	37	43	43	NUM
ajema-454	234	38	]	]	PUNCT
ajema-454	234	39	.	.	PUNCT
ajema-454	235	1	this	this	DET
ajema-454	235	2	ethical	ethical	ADJ
ajema-454	235	3	framework	framework	NOUN
ajema-454	235	4	also	also	ADV
ajema-454	235	5	made	make	VERB
ajema-454	235	6	the	the	DET
ajema-454	235	7	results	result	NOUN
ajema-454	235	8	of	of	ADP
ajema-454	235	9	the	the	DET
ajema-454	235	10	research	research	NOUN
ajema-454	235	11	available	available	ADJ
ajema-454	235	12	to	to	PART
ajema-454	235	13	be	be	AUX
ajema-454	235	14	implemented	implement	VERB
ajema-454	235	15	in	in	ADP
ajema-454	235	16	a	a	DET
ajema-454	235	17	positive	positive	ADJ
ajema-454	235	18	way	way	NOUN
ajema-454	235	19	in	in	ADP
ajema-454	235	20	terms	term	NOUN
ajema-454	235	21	of	of	ADP
ajema-454	235	22	health	health	NOUN
ajema-454	235	23	care	care	NOUN
ajema-454	235	24	policies	policy	NOUN
ajema-454	235	25	and	and	CCONJ
ajema-454	235	26	management	management	NOUN
ajema-454	235	27	.	.	PUNCT
ajema-454	236	1	iv	iv	X
ajema-454	236	2	.	.	PUNCT
ajema-454	236	3	dataset	dataset	PROPN
ajema-454	236	4	a.	a.	NOUN
ajema-454	236	5	screenshot	screenshot	NOUN
ajema-454	236	6	of	of	ADP
ajema-454	236	7	dataset	dataset	NOUN
ajema-454	236	8	(	(	PUNCT
ajema-454	236	9	source	source	NOUN
ajema-454	236	10	link	link	NOUN
ajema-454	236	11	:	:	PUNCT
ajema-454	236	12	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	PROPN
ajema-454	236	13	)	)	PUNCT
ajema-454	236	14	b.	b.	PROPN
ajema-454	236	15	dataset	dataset	PROPN
ajema-454	236	16	overview	overview	VERB
ajema-454	236	17	the	the	DET
ajema-454	236	18	dataset	dataset	NOUN
ajema-454	236	19	employed	employ	VERB
ajema-454	236	20	by	by	ADP
ajema-454	236	21	the	the	DET
ajema-454	236	22	given	give	VERB
ajema-454	236	23	research	research	NOUN
ajema-454	236	24	is	be	AUX
ajema-454	236	25	based	base	VERB
ajema-454	236	26	on	on	ADP
ajema-454	236	27	kaggle	kaggle	VERB
ajema-454	236	28	and	and	CCONJ
ajema-454	236	29	is	be	AUX
ajema-454	236	30	called	call	VERB
ajema-454	236	31	healthcare	healthcare	PROPN
ajema-454	236	32	provider	provider	NOUN
ajema-454	236	33	fraud	fraud	NOUN
ajema-454	236	34	detection	detection	NOUN
ajema-454	236	35	using	use	VERB
ajema-454	236	36	unsupervised	unsupervised	ADJ
ajema-454	236	37	learning	learning	NOUN
ajema-454	236	38	that	that	PRON
ajema-454	236	39	is	be	AUX
ajema-454	236	40	the	the	DET
ajema-454	236	41	basis	basis	NOUN
ajema-454	236	42	of	of	ADP
ajema-454	236	43	determining	determine	VERB
ajema-454	236	44	the	the	DET
ajema-454	236	45	possible	possible	ADJ
ajema-454	236	46	anomalies	anomaly	NOUN
ajema-454	236	47	in	in	ADP
ajema-454	236	48	healthcare	healthcare	NOUN
ajema-454	236	49	billing	billing	NOUN
ajema-454	236	50	practices	practice	NOUN
ajema-454	236	51	.	.	PUNCT
ajema-454	237	1	it	it	PRON
ajema-454	237	2	consists	consist	VERB
ajema-454	237	3	of	of	ADP
ajema-454	237	4	a	a	DET
ajema-454	237	5	comprehensive	comprehensive	ADJ
ajema-454	237	6	set	set	NOUN
ajema-454	237	7	of	of	ADP
ajema-454	237	8	provider	provider	NOUN
ajema-454	237	9	level	level	NOUN
ajema-454	237	10	and	and	CCONJ
ajema-454	237	11	claim	claim	NOUN
ajema-454	237	12	level	level	NOUN
ajema-454	237	13	data	datum	NOUN
ajema-454	237	14	that	that	PRON
ajema-454	237	15	has	have	VERB
ajema-454	237	16	a	a	DET
ajema-454	237	17	high	high	ADJ
ajema-454	237	18	relevance	relevance	NOUN
ajema-454	237	19	towards	towards	ADP
ajema-454	237	20	identifying	identify	VERB
ajema-454	237	21	suspicious	suspicious	ADJ
ajema-454	237	22	trends	trend	NOUN
ajema-454	237	23	in	in	ADP
ajema-454	237	24	the	the	DET
ajema-454	237	25	medical	medical	ADJ
ajema-454	237	26	transactions	transaction	NOUN
ajema-454	237	27	.	.	PUNCT
ajema-454	238	1	its	its	PRON
ajema-454	238	2	essence	essence	NOUN
ajema-454	238	3	is	be	AUX
ajema-454	238	4	that	that	SCONJ
ajema-454	238	5	the	the	DET
ajema-454	238	6	dataset	dataset	NOUN
ajema-454	238	7	has	have	VERB
ajema-454	238	8	a	a	DET
ajema-454	238	9	strong	strong	ADJ
ajema-454	238	10	demographic	demographic	ADJ
ajema-454	238	11	and	and	CCONJ
ajema-454	238	12	professional	professional	ADJ
ajema-454	238	13	characteristics	characteristic	NOUN
ajema-454	238	14	of	of	ADP
ajema-454	238	15	healthcare	healthcare	NOUN
ajema-454	238	16	providers	provider	NOUN
ajema-454	238	17	,	,	PUNCT
ajema-454	238	18	including	include	VERB
ajema-454	238	19	the	the	DET
ajema-454	238	20	national	national	ADJ
ajema-454	238	21	provider	provider	NOUN
ajema-454	238	22	identifier	identifier	NOUN
ajema-454	238	23	(	(	PUNCT
ajema-454	238	24	npi	npi	PROPN
ajema-454	238	25	)	)	PUNCT
ajema-454	238	26	,	,	PUNCT
ajema-454	238	27	provider	provider	NOUN
ajema-454	238	28	names	name	NOUN
ajema-454	238	29	,	,	PUNCT
ajema-454	238	30	gender	gender	NOUN
ajema-454	238	31	,	,	PUNCT
ajema-454	238	32	credentials	credential	NOUN
ajema-454	238	33	information	information	NOUN
ajema-454	238	34	,	,	PUNCT
ajema-454	238	35	type	type	NOUN
ajema-454	238	36	of	of	ADP
ajema-454	238	37	entity	entity	NOUN
ajema-454	238	38	(	(	PUNCT
ajema-454	238	39	individual	individual	ADJ
ajema-454	238	40	or	or	CCONJ
ajema-454	238	41	organizational	organizational	ADJ
ajema-454	238	42	)	)	PUNCT
ajema-454	238	43	,	,	PUNCT
ajema-454	238	44	address	address	NOUN
ajema-454	238	45	,	,	PUNCT
ajema-454	238	46	city	city	NOUN
ajema-454	238	47	,	,	PUNCT
ajema-454	238	48	state	state	NOUN
ajema-454	238	49	or	or	CCONJ
ajema-454	238	50	zip	zip	NOUN
ajema-454	238	51	,	,	PUNCT
ajema-454	238	52	country	country	NOUN
ajema-454	238	53	,	,	PUNCT
ajema-454	238	54	and	and	CCONJ
ajema-454	238	55	provider	provider	NOUN
ajema-454	238	56	specialty	specialty	NOUN
ajema-454	238	57	and	and	CCONJ
ajema-454	238	58	indicators	indicator	NOUN
ajema-454	238	59	of	of	ADP
ajema-454	238	60	participation	participation	NOUN
ajema-454	238	61	in	in	ADP
ajema-454	238	62	medicare	medicare	PROPN
ajema-454	238	63	programs	program	NOUN
ajema-454	238	64	.	.	PUNCT
ajema-454	239	1	besides	besides	SCONJ
ajema-454	239	2	the	the	DET
ajema-454	239	3	provider	provider	NOUN
ajema-454	239	4	characteristics	characteristic	NOUN
ajema-454	239	5	,	,	PUNCT
ajema-454	239	6	variables	variable	NOUN
ajema-454	239	7	at	at	ADP
ajema-454	239	8	the	the	DET
ajema-454	239	9	claim	claim	NOUN
ajema-454	239	10	level	level	NOUN
ajema-454	239	11	are	be	AUX
ajema-454	239	12	also	also	ADV
ajema-454	239	13	contained	contain	VERB
ajema-454	239	14	in	in	ADP
ajema-454	239	15	the	the	DET
ajema-454	239	16	dataset	dataset	NOUN
ajema-454	239	17	including	include	VERB
ajema-454	239	18	the	the	DET
ajema-454	239	19	healthcare	healthcare	NOUN
ajema-454	239	20	common	common	ADJ
ajema-454	239	21	procedure	procedure	NOUN
ajema-454	239	22	coding	code	VERB
ajema-454	239	23	system	system	NOUN
ajema-454	239	24	(	(	PUNCT
ajema-454	239	25	hcpcs	hcpc	NOUN
ajema-454	239	26	)	)	PUNCT
ajema-454	239	27	code	code	NOUN
ajema-454	239	28	,	,	PUNCT
ajema-454	239	29	hcpcs	hcpc	NOUN
ajema-454	239	30	drug	drug	NOUN
ajema-454	239	31	indicator	indicator	NOUN
ajema-454	239	32	,	,	PUNCT
ajema-454	239	33	number	number	NOUN
ajema-454	239	34	of	of	ADP
ajema-454	239	35	line	line	NOUN
ajema-454	239	36	services	service	NOUN
ajema-454	239	37	,	,	PUNCT
ajema-454	239	38	the	the	DET
ajema-454	239	39	number	number	NOUN
ajema-454	239	40	of	of	ADP
ajema-454	239	41	unique	unique	ADJ
ajema-454	239	42	beneficiaries	beneficiary	NOUN
ajema-454	239	43	,	,	PUNCT
ajema-454	239	44	average	average	ADJ
ajema-454	239	45	amount	amount	NOUN
ajema-454	239	46	of	of	ADP
ajema-454	239	47	charge	charge	NOUN
ajema-454	239	48	submitted	submit	VERB
ajema-454	239	49	,	,	PUNCT
ajema-454	239	50	and	and	CCONJ
ajema-454	239	51	the	the	DET
ajema-454	239	52	average	average	ADJ
ajema-454	239	53	amount	amount	NOUN
ajema-454	239	54	of	of	ADP
ajema-454	239	55	medicare	medicare	PROPN
ajema-454	239	56	reimbursement	reimbursement	NOUN
ajema-454	239	57	[	[	X
ajema-454	239	58	66	66	NUM
ajema-454	239	59	]	]	PUNCT
ajema-454	239	60	.	.	PUNCT
ajema-454	240	1	by	by	ADP
ajema-454	240	2	these	these	DET
ajema-454	240	3	features	feature	NOUN
ajema-454	240	4	,	,	PUNCT
ajema-454	240	5	overall	overall	ADJ
ajema-454	240	6	,	,	PUNCT
ajema-454	240	7	one	one	PRON
ajema-454	240	8	can	can	AUX
ajema-454	240	9	detect	detect	VERB
ajema-454	240	10	improper	improper	ADJ
ajema-454	240	11	service	service	NOUN
ajema-454	240	12	utilization	utilization	NOUN
ajema-454	240	13	patterns	pattern	NOUN
ajema-454	240	14	and	and	CCONJ
ajema-454	240	15	irregular	irregular	ADJ
ajema-454	240	16	billing	billing	NOUN
ajema-454	240	17	patterns	pattern	NOUN
ajema-454	240	18	.	.	PUNCT
ajema-454	241	1	the	the	DET
ajema-454	241	2	dataset	dataset	NOUN
ajema-454	241	3	has	have	VERB
ajema-454	241	4	over	over	ADP
ajema-454	241	5	42,820	42,820	NUM
ajema-454	241	6	distinct	distinct	ADJ
ajema-454	241	7	provider	provider	NOUN
ajema-454	241	8	records	record	NOUN
ajema-454	241	9	and	and	CCONJ
ajema-454	241	10	millions	million	NOUN
ajema-454	241	11	of	of	ADP
ajema-454	241	12	observations	observation	NOUN
ajema-454	241	13	at	at	ADP
ajema-454	241	14	claim	claim	NOUN
ajema-454	241	15	level	level	NOUN
ajema-454	241	16	that	that	PRON
ajema-454	241	17	renders	render	VERB
ajema-454	241	18	the	the	DET
ajema-454	241	19	dataset	dataset	NOUN
ajema-454	241	20	broad	broad	ADJ
ajema-454	241	21	and	and	CCONJ
ajema-454	241	22	deep	deep	ADJ
ajema-454	241	23	to	to	PART
ajema-454	241	24	encourage	encourage	VERB
ajema-454	241	25	both	both	PRON
ajema-454	241	26	rigorous	rigorous	ADJ
ajema-454	241	27	statistical	statistical	ADJ
ajema-454	241	28	analysis	analysis	NOUN
ajema-454	241	29	and	and	CCONJ
ajema-454	241	30	machine	machine	NOUN
ajema-454	241	31	learning	learn	VERB
ajema-454	241	32	experimentation	experimentation	NOUN
ajema-454	241	33	.	.	PUNCT
ajema-454	242	1	its	its	PRON
ajema-454	242	2	heterogeneity	heterogeneity	NOUN
ajema-454	242	3	is	be	AUX
ajema-454	242	4	more	more	ADJ
ajema-454	242	5	than	than	ADP
ajema-454	242	6	desirable	desirable	ADJ
ajema-454	242	7	since	since	SCONJ
ajema-454	242	8	it	it	PRON
ajema-454	242	9	encompasses	encompass	VERB
ajema-454	242	10	varieties	variety	NOUN
ajema-454	242	11	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	VERB
ajema-454	242	12	42	42	NUM
ajema-454	242	13	journal	journal	NOUN
ajema-454	242	14	of	of	ADP
ajema-454	242	15	engineering	engineering	NOUN
ajema-454	242	16	,	,	PUNCT
ajema-454	242	17	mechanics	mechanic	NOUN
ajema-454	242	18	and	and	CCONJ
ajema-454	242	19	architecture	architecture	NOUN
ajema-454	242	20	www	www	NOUN
ajema-454	242	21	.	.	PROPN
ajema-454	243	1	grnjournal.us	grnjournal.us	X
ajema-454	243	2	of	of	ADP
ajema-454	243	3	patterns	pattern	NOUN
ajema-454	243	4	by	by	ADP
ajema-454	243	5	provider	provider	NOUN
ajema-454	243	6	type	type	NOUN
ajema-454	243	7	,	,	PUNCT
ajema-454	243	8	service	service	NOUN
ajema-454	243	9	codes	code	NOUN
ajema-454	243	10	,	,	PUNCT
ajema-454	243	11	and	and	CCONJ
ajema-454	243	12	geographical	geographical	ADJ
ajema-454	243	13	areas	area	NOUN
ajema-454	243	14	making	make	VERB
ajema-454	243	15	the	the	DET
ajema-454	243	16	picture	picture	NOUN
ajema-454	243	17	of	of	ADP
ajema-454	243	18	health	health	NOUN
ajema-454	243	19	care	care	NOUN
ajema-454	243	20	practice	practice	NOUN
ajema-454	243	21	more	more	ADV
ajema-454	243	22	realistic	realistic	ADJ
ajema-454	243	23	.	.	PUNCT
ajema-454	244	1	in	in	ADP
ajema-454	244	2	addition	addition	NOUN
ajema-454	244	3	,	,	PUNCT
ajema-454	244	4	the	the	DET
ajema-454	244	5	structure	structure	NOUN
ajema-454	244	6	of	of	ADP
ajema-454	244	7	the	the	DET
ajema-454	244	8	dataset	dataset	NOUN
ajema-454	244	9	fits	fit	VERB
ajema-454	244	10	such	such	ADJ
ajema-454	244	11	kinds	kind	NOUN
ajema-454	244	12	of	of	ADP
ajema-454	244	13	unsupervised	unsupervised	ADJ
ajema-454	244	14	learning	learning	NOUN
ajema-454	244	15	as	as	ADP
ajema-454	244	16	clustering	clustering	NOUN
ajema-454	244	17	,	,	PUNCT
ajema-454	244	18	principal	principal	ADJ
ajema-454	244	19	component	component	NOUN
ajema-454	244	20	analysis	analysis	NOUN
ajema-454	244	21	(	(	PUNCT
ajema-454	244	22	pca	pca	NOUN
ajema-454	244	23	)	)	PUNCT
ajema-454	244	24	,	,	PUNCT
ajema-454	244	25	isolation	isolation	NOUN
ajema-454	244	26	forests	forest	NOUN
ajema-454	244	27	,	,	PUNCT
ajema-454	244	28	where	where	SCONJ
ajema-454	244	29	the	the	DET
ajema-454	244	30	process	process	NOUN
ajema-454	244	31	is	be	AUX
ajema-454	244	32	based	base	VERB
ajema-454	244	33	on	on	ADP
ajema-454	244	34	the	the	DET
ajema-454	244	35	discovery	discovery	NOUN
ajema-454	244	36	of	of	ADP
ajema-454	244	37	rules	rule	NOUN
ajema-454	244	38	to	to	PART
ajema-454	244	39	deviate	deviate	VERB
ajema-454	244	40	beyond	beyond	ADP
ajema-454	244	41	the	the	DET
ajema-454	244	42	known	know	VERB
ajema-454	244	43	ones	one	NOUN
ajema-454	244	44	because	because	SCONJ
ajema-454	244	45	no	no	DET
ajema-454	244	46	fraud	fraud	NOUN
ajema-454	244	47	cases	case	NOUN
ajema-454	244	48	are	be	AUX
ajema-454	244	49	marked	mark	VERB
ajema-454	244	50	beforehand	beforehand	ADV
ajema-454	244	51	.	.	PUNCT
ajema-454	245	1	it	it	PRON
ajema-454	245	2	therefore	therefore	ADV
ajema-454	245	3	becomes	become	VERB
ajema-454	245	4	a	a	DET
ajema-454	245	5	resourceful	resourceful	ADJ
ajema-454	245	6	tool	tool	NOUN
ajema-454	245	7	in	in	ADP
ajema-454	245	8	experimental	experimental	ADJ
ajema-454	245	9	study	study	NOUN
ajema-454	245	10	of	of	ADP
ajema-454	245	11	fraud	fraud	NOUN
ajema-454	245	12	detection	detection	NOUN
ajema-454	245	13	whose	whose	DET
ajema-454	245	14	main	main	ADJ
ajema-454	245	15	aim	aim	NOUN
ajema-454	245	16	is	be	AUX
ajema-454	245	17	to	to	PART
ajema-454	245	18	identify	identify	VERB
ajema-454	245	19	concealed	conceal	VERB
ajema-454	245	20	anomalies	anomaly	NOUN
ajema-454	245	21	that	that	PRON
ajema-454	245	22	may	may	AUX
ajema-454	245	23	be	be	AUX
ajema-454	245	24	missed	miss	VERB
ajema-454	245	25	by	by	ADP
ajema-454	245	26	conventional	conventional	ADJ
ajema-454	245	27	supervised	supervise	VERB
ajema-454	245	28	models	model	NOUN
ajema-454	245	29	[	[	X
ajema-454	245	30	43	43	NUM
ajema-454	245	31	]	]	PUNCT
ajema-454	245	32	.	.	PUNCT
ajema-454	246	1	the	the	DET
ajema-454	246	2	combination	combination	NOUN
ajema-454	246	3	of	of	ADP
ajema-454	246	4	the	the	DET
ajema-454	246	5	data	datum	NOUN
ajema-454	246	6	on	on	ADP
ajema-454	246	7	a	a	DET
ajema-454	246	8	provider	provider	NOUN
ajema-454	246	9	with	with	ADP
ajema-454	246	10	billing	billing	NOUN
ajema-454	246	11	and	and	CCONJ
ajema-454	246	12	service	service	NOUN
ajema-454	246	13	-	-	PUNCT
ajema-454	246	14	descriptive	descriptive	ADJ
ajema-454	246	15	data	datum	NOUN
ajema-454	246	16	provides	provide	VERB
ajema-454	246	17	the	the	DET
ajema-454	246	18	data	datum	NOUN
ajema-454	246	19	set	set	VERB
ajema-454	246	20	with	with	ADP
ajema-454	246	21	a	a	DET
ajema-454	246	22	multidimensional	multidimensional	ADJ
ajema-454	246	23	view	view	NOUN
ajema-454	246	24	,	,	PUNCT
ajema-454	246	25	the	the	DET
ajema-454	246	26	exploration	exploration	NOUN
ajema-454	246	27	of	of	ADP
ajema-454	246	28	which	which	PRON
ajema-454	246	29	will	will	AUX
ajema-454	246	30	make	make	VERB
ajema-454	246	31	it	it	PRON
ajema-454	246	32	easy	easy	ADJ
ajema-454	246	33	to	to	PART
ajema-454	246	34	highlight	highlight	VERB
ajema-454	246	35	the	the	DET
ajema-454	246	36	risks	risk	NOUN
ajema-454	246	37	of	of	ADP
ajema-454	246	38	fraud	fraud	NOUN
ajema-454	246	39	not	not	PART
ajema-454	246	40	only	only	ADV
ajema-454	246	41	through	through	ADP
ajema-454	246	42	a	a	DET
ajema-454	246	43	single	single	ADJ
ajema-454	246	44	analytical	analytical	ADJ
ajema-454	246	45	lens	len	NOUN
ajema-454	246	46	.	.	PUNCT
ajema-454	247	1	the	the	DET
ajema-454	247	2	depth	depth	NOUN
ajema-454	247	3	and	and	CCONJ
ajema-454	247	4	completeness	completeness	NOUN
ajema-454	247	5	of	of	ADP
ajema-454	247	6	the	the	DET
ajema-454	247	7	data	datum	NOUN
ajema-454	247	8	allow	allow	VERB
ajema-454	247	9	not	not	PART
ajema-454	247	10	only	only	ADV
ajema-454	247	11	justifying	justify	VERB
ajema-454	247	12	a	a	DET
ajema-454	247	13	rigorous	rigorous	ADJ
ajema-454	247	14	quantitative	quantitative	ADJ
ajema-454	247	15	analysis	analysis	NOUN
ajema-454	247	16	but	but	CCONJ
ajema-454	247	17	also	also	ADV
ajema-454	247	18	increasing	increase	VERB
ajema-454	247	19	the	the	DET
ajema-454	247	20	overall	overall	ADJ
ajema-454	247	21	plausibility	plausibility	NOUN
ajema-454	247	22	and	and	CCONJ
ajema-454	247	23	extendibility	extendibility	NOUN
ajema-454	247	24	of	of	ADP
ajema-454	247	25	this	this	DET
ajema-454	247	26	research	research	NOUN
ajema-454	247	27	to	to	ADP
ajema-454	247	28	practical	practical	ADJ
ajema-454	247	29	tasks	task	NOUN
ajema-454	247	30	of	of	ADP
ajema-454	247	31	healthcare	healthcare	PROPN
ajema-454	247	32	fraud	fraud	PROPN
ajema-454	247	33	detection	detection	PROPN
ajema-454	247	34	.	.	PUNCT
ajema-454	248	1	v.	v.	ADP
ajema-454	248	2	results	result	VERB
ajema-454	248	3	the	the	DET
ajema-454	248	4	findings	finding	NOUN
ajema-454	248	5	of	of	ADP
ajema-454	248	6	this	this	DET
ajema-454	248	7	study	study	NOUN
ajema-454	248	8	have	have	AUX
ajema-454	248	9	provided	provide	VERB
ajema-454	248	10	the	the	DET
ajema-454	248	11	findings	finding	NOUN
ajema-454	248	12	on	on	ADP
ajema-454	248	13	how	how	SCONJ
ajema-454	248	14	the	the	DET
ajema-454	248	15	unsupervised	unsupervised	ADJ
ajema-454	248	16	learning	learning	NOUN
ajema-454	248	17	process	process	NOUN
ajema-454	248	18	has	have	AUX
ajema-454	248	19	been	be	AUX
ajema-454	248	20	applied	apply	VERB
ajema-454	248	21	to	to	ADP
ajema-454	248	22	the	the	DET
ajema-454	248	23	healthcare	healthcare	NOUN
ajema-454	248	24	provider	provider	NOUN
ajema-454	248	25	’s	’s	PART
ajema-454	248	26	dataset	dataset	NOUN
ajema-454	248	27	to	to	PART
ajema-454	248	28	identify	identify	VERB
ajema-454	248	29	possible	possible	ADJ
ajema-454	248	30	anomalies	anomaly	NOUN
ajema-454	248	31	or	or	CCONJ
ajema-454	248	32	trends	trend	NOUN
ajema-454	248	33	that	that	PRON
ajema-454	248	34	can	can	AUX
ajema-454	248	35	signal	signal	VERB
ajema-454	248	36	fraudulent	fraudulent	ADJ
ajema-454	248	37	actions	action	NOUN
ajema-454	248	38	.	.	PUNCT
ajema-454	249	1	the	the	DET
ajema-454	249	2	analysis	analysis	NOUN
ajema-454	249	3	depicts	depict	VERB
ajema-454	249	4	clear	clear	ADJ
ajema-454	249	5	differences	difference	NOUN
ajema-454	249	6	between	between	ADP
ajema-454	249	7	the	the	DET
ajema-454	249	8	provider	provider	NOUN
ajema-454	249	9	specialties	specialty	NOUN
ajema-454	249	10	,	,	PUNCT
ajema-454	249	11	service	service	NOUN
ajema-454	249	12	codes	code	NOUN
ajema-454	249	13	and	and	CCONJ
ajema-454	249	14	billing	billing	NOUN
ajema-454	249	15	amounts	amount	NOUN
ajema-454	249	16	,	,	PUNCT
ajema-454	249	17	and	and	CCONJ
ajema-454	249	18	the	the	DET
ajema-454	249	19	clustering	clustering	ADJ
ajema-454	249	20	analysis	analysis	NOUN
ajema-454	249	21	significantly	significantly	ADV
ajema-454	249	22	improves	improve	VERB
ajema-454	249	23	the	the	DET
ajema-454	249	24	grouping	grouping	NOUN
ajema-454	249	25	of	of	ADP
ajema-454	249	26	the	the	DET
ajema-454	249	27	providers	provider	NOUN
ajema-454	249	28	with	with	ADP
ajema-454	249	29	similar	similar	ADJ
ajema-454	249	30	service	service	NOUN
ajema-454	249	31	utilization	utilization	NOUN
ajema-454	249	32	and	and	CCONJ
ajema-454	249	33	cost	cost	NOUN
ajema-454	249	34	patterns	pattern	NOUN
ajema-454	249	35	.	.	PUNCT
ajema-454	250	1	identified	identify	VERB
ajema-454	250	2	outliers	outlier	NOUN
ajema-454	250	3	using	use	VERB
ajema-454	250	4	anomaly	anomaly	NOUN
ajema-454	250	5	detection	detection	NOUN
ajema-454	250	6	techniques	technique	NOUN
ajema-454	250	7	indicate	indicate	VERB
ajema-454	250	8	the	the	DET
ajema-454	250	9	cases	case	NOUN
ajema-454	250	10	of	of	ADP
ajema-454	250	11	improperly	improperly	ADV
ajema-454	250	12	large	large	ADJ
ajema-454	250	13	counts	count	NOUN
ajema-454	250	14	of	of	ADP
ajema-454	250	15	services	service	NOUN
ajema-454	250	16	,	,	PUNCT
ajema-454	250	17	unrestricted	unrestricted	ADJ
ajema-454	250	18	unusual	unusual	ADJ
ajema-454	250	19	billing	billing	NOUN
ajema-454	250	20	charges	charge	NOUN
ajema-454	250	21	and	and	CCONJ
ajema-454	250	22	excessive	excessive	ADJ
ajema-454	250	23	medicare	medicare	PROPN
ajema-454	250	24	payments	payment	NOUN
ajema-454	250	25	,	,	PUNCT
ajema-454	250	26	which	which	PRON
ajema-454	250	27	could	could	AUX
ajema-454	250	28	signify	signify	VERB
ajema-454	250	29	fraud	fraud	NOUN
ajema-454	250	30	or	or	CCONJ
ajema-454	250	31	faulty	faulty	ADJ
ajema-454	250	32	claims	claim	NOUN
ajema-454	250	33	[	[	X
ajema-454	250	34	44	44	NUM
ajema-454	250	35	]	]	PUNCT
ajema-454	250	36	.	.	PUNCT
ajema-454	251	1	the	the	DET
ajema-454	251	2	findings	finding	NOUN
ajema-454	251	3	contributed	contribute	VERB
ajema-454	251	4	not	not	PART
ajema-454	251	5	only	only	ADV
ajema-454	251	6	to	to	ADP
ajema-454	251	7	depicting	depict	VERB
ajema-454	251	8	the	the	DET
ajema-454	251	9	capacity	capacity	NOUN
ajema-454	251	10	of	of	ADP
ajema-454	251	11	unsupervised	unsupervised	ADJ
ajema-454	251	12	models	model	NOUN
ajema-454	251	13	to	to	PART
ajema-454	251	14	reveal	reveal	VERB
ajema-454	251	15	hidden	hidden	ADJ
ajema-454	251	16	anomalies	anomaly	NOUN
ajema-454	251	17	but	but	CCONJ
ajema-454	251	18	also	also	ADV
ajema-454	251	19	give	give	VERB
ajema-454	251	20	knowledge	knowledge	NOUN
ajema-454	251	21	to	to	ADP
ajema-454	251	22	the	the	DET
ajema-454	251	23	patterns	pattern	NOUN
ajema-454	251	24	seemingly	seemingly	ADV
ajema-454	251	25	existing	exist	VERB
ajema-454	251	26	in	in	ADP
ajema-454	251	27	the	the	DET
ajema-454	251	28	systems	system	NOUN
ajema-454	251	29	that	that	PRON
ajema-454	251	30	should	should	AUX
ajema-454	251	31	be	be	AUX
ajema-454	251	32	considered	consider	VERB
ajema-454	251	33	in	in	ADP
ajema-454	251	34	future	future	ADJ
ajema-454	251	35	fraud	fraud	NOUN
ajema-454	251	36	detection	detection	NOUN
ajema-454	251	37	approaches	approach	NOUN
ajema-454	251	38	.	.	PUNCT
ajema-454	252	1	a.	a.	NOUN
ajema-454	252	2	provider	provider	NOUN
ajema-454	252	3	gender	gender	NOUN
ajema-454	252	4	distribution	distribution	NOUN
ajema-454	252	5	and	and	CCONJ
ajema-454	252	6	services	service	NOUN
ajema-454	252	7	rendered	render	VERB
ajema-454	252	8	analysis	analysis	NOUN
ajema-454	252	9	.	.	PUNCT
ajema-454	253	1	figure	figure	NOUN
ajema-454	253	2	1	1	NUM
ajema-454	253	3	:	:	PUNCT
ajema-454	253	4	this	this	DET
ajema-454	253	5	image	image	NOUN
ajema-454	253	6	demonstrates	demonstrate	VERB
ajema-454	253	7	the	the	DET
ajema-454	253	8	gender	gender	NOUN
ajema-454	253	9	patterns	pattern	NOUN
ajema-454	253	10	of	of	ADP
ajema-454	253	11	providers	provider	NOUN
ajema-454	253	12	and	and	CCONJ
ajema-454	253	13	overall	overall	ADJ
ajema-454	253	14	services	service	NOUN
ajema-454	253	15	provided	provide	VERB
ajema-454	253	16	the	the	DET
ajema-454	253	17	comparative	comparative	ADJ
ajema-454	253	18	review	review	NOUN
ajema-454	253	19	of	of	ADP
ajema-454	253	20	distribution	distribution	NOUN
ajema-454	253	21	of	of	ADP
ajema-454	253	22	the	the	DET
ajema-454	253	23	healthcare	healthcare	NOUN
ajema-454	253	24	services	service	NOUN
ajema-454	253	25	by	by	ADP
ajema-454	253	26	gender	gender	NOUN
ajema-454	253	27	is	be	AUX
ajema-454	253	28	proposed	propose	VERB
ajema-454	253	29	in	in	ADP
ajema-454	253	30	figure	figure	NOUN
ajema-454	253	31	1	1	NUM
ajema-454	253	32	,	,	PUNCT
ajema-454	253	33	with	with	ADP
ajema-454	253	34	respect	respect	NOUN
ajema-454	253	35	to	to	ADP
ajema-454	253	36	the	the	DET
ajema-454	253	37	distribution	distribution	NOUN
ajema-454	253	38	of	of	ADP
ajema-454	253	39	healthcare	healthcare	NOUN
ajema-454	253	40	services	service	NOUN
ajema-454	253	41	across	across	ADP
ajema-454	253	42	the	the	DET
ajema-454	253	43	provider	provider	NOUN
ajema-454	253	44	gender	gender	NOUN
ajema-454	253	45	and	and	CCONJ
ajema-454	253	46	the	the	DET
ajema-454	253	47	total	total	ADJ
ajema-454	253	48	number	number	NOUN
ajema-454	253	49	of	of	ADP
ajema-454	253	50	the	the	DET
ajema-454	253	51	healthcare	healthcare	NOUN
ajema-454	253	52	services	service	NOUN
ajema-454	253	53	provided	provide	VERB
ajema-454	253	54	.	.	PUNCT
ajema-454	254	1	there	there	PRON
ajema-454	254	2	is	be	VERB
ajema-454	254	3	a	a	DET
ajema-454	254	4	very	very	ADV
ajema-454	254	5	apparent	apparent	ADJ
ajema-454	254	6	disproportion	disproportion	NOUN
ajema-454	254	7	observed	observe	VERB
ajema-454	254	8	in	in	ADP
ajema-454	254	9	the	the	DET
ajema-454	254	10	bar	bar	NOUN
ajema-454	254	11	chart	chart	NOUN
ajema-454	254	12	,	,	PUNCT
ajema-454	254	13	whereby	whereby	SCONJ
ajema-454	254	14	the	the	DET
ajema-454	254	15	male	male	ADJ
ajema-454	254	16	providers	provider	NOUN
ajema-454	254	17	vastly	vastly	ADV
ajema-454	254	18	outperform	outperform	VERB
ajema-454	254	19	the	the	DET
ajema-454	254	20	female	female	ADJ
ajema-454	254	21	providers	provider	NOUN
ajema-454	254	22	in	in	ADP
ajema-454	254	23	the	the	DET
ajema-454	254	24	number	number	NOUN
ajema-454	254	25	of	of	ADP
ajema-454	254	26	services	service	NOUN
ajema-454	254	27	offered	offer	VERB
ajema-454	254	28	.	.	PUNCT
ajema-454	255	1	particularly	particularly	ADV
ajema-454	255	2	,	,	PUNCT
ajema-454	255	3	the	the	DET
ajema-454	255	4	male	male	ADJ
ajema-454	255	5	providers	provider	NOUN
ajema-454	255	6	have	have	AUX
ajema-454	255	7	contributed	contribute	VERB
ajema-454	255	8	over	over	ADP
ajema-454	255	9	six	six	NUM
ajema-454	255	10	million	million	NUM
ajema-454	255	11	services	service	NOUN
ajema-454	255	12	and	and	CCONJ
ajema-454	255	13	female	female	ADJ
ajema-454	255	14	providers	provider	NOUN
ajema-454	255	15	have	have	AUX
ajema-454	255	16	contributed	contribute	VERB
ajema-454	255	17	just	just	ADV
ajema-454	255	18	a	a	DET
ajema-454	255	19	little	little	ADJ
ajema-454	255	20	less	less	ADJ
ajema-454	255	21	than	than	ADP
ajema-454	255	22	three	three	NUM
ajema-454	255	23	million	million	NUM
ajema-454	255	24	services	service	NOUN
ajema-454	255	25	.	.	PUNCT
ajema-454	256	1	this	this	PRON
ajema-454	256	2	almost	almost	ADV
ajema-454	256	3	doubled	double	VERB
ajema-454	256	4	disparity	disparity	NOUN
ajema-454	256	5	highlights	highlight	NOUN
ajema-454	256	6	a	a	DET
ajema-454	256	7	health	health	NOUN
ajema-454	256	8	provision	provision	NOUN
ajema-454	256	9	imbalance	imbalance	NOUN
ajema-454	256	10	that	that	PRON
ajema-454	256	11	can	can	AUX
ajema-454	256	12	relate	relate	VERB
ajema-454	256	13	to	to	ADP
ajema-454	256	14	a	a	DET
ajema-454	256	15	systemic	systemic	ADJ
ajema-454	256	16	,	,	PUNCT
ajema-454	256	17	social	social	ADJ
ajema-454	256	18	,	,	PUNCT
ajema-454	256	19	or	or	CCONJ
ajema-454	256	20	43	43	NUM
ajema-454	256	21	journal	journal	NOUN
ajema-454	256	22	of	of	ADP
ajema-454	256	23	engineering	engineering	NOUN
ajema-454	256	24	,	,	PUNCT
ajema-454	256	25	mechanics	mechanic	NOUN
ajema-454	256	26	and	and	CCONJ
ajema-454	256	27	architecture	architecture	NOUN
ajema-454	256	28	www	www	NOUN
ajema-454	256	29	.	.	PUNCT
ajema-454	257	1	grnjournal.us	grnjournal.us	X
ajema-454	257	2	structural	structural	ADJ
ajema-454	257	3	imbalance	imbalance	NOUN
ajema-454	257	4	in	in	ADP
ajema-454	257	5	relation	relation	NOUN
ajema-454	257	6	to	to	ADP
ajema-454	257	7	the	the	DET
ajema-454	257	8	ability	ability	NOUN
ajema-454	257	9	of	of	ADP
ajema-454	257	10	either	either	DET
ajema-454	257	11	sex	sex	NOUN
ajema-454	257	12	of	of	ADP
ajema-454	257	13	providers	provider	NOUN
ajema-454	257	14	to	to	PART
ajema-454	257	15	participate	participate	VERB
ajema-454	257	16	in	in	ADP
ajema-454	257	17	the	the	DET
ajema-454	257	18	workforce	workforce	NOUN
ajema-454	257	19	and	and	CCONJ
ajema-454	257	20	receive	receive	VERB
ajema-454	257	21	service	service	NOUN
ajema-454	257	22	opportunities	opportunity	NOUN
ajema-454	257	23	.	.	PUNCT
ajema-454	258	1	such	such	ADJ
ajema-454	258	2	underrepresentation	underrepresentation	NOUN
ajema-454	258	3	of	of	ADP
ajema-454	258	4	female	female	ADJ
ajema-454	258	5	providers	provider	NOUN
ajema-454	258	6	in	in	ADP
ajema-454	258	7	the	the	DET
ajema-454	258	8	provision	provision	NOUN
ajema-454	258	9	of	of	ADP
ajema-454	258	10	clinical	clinical	ADJ
ajema-454	258	11	services	service	NOUN
ajema-454	258	12	may	may	AUX
ajema-454	258	13	have	have	VERB
ajema-454	258	14	long	long	ADJ
ajema-454	258	15	-	-	PUNCT
ajema-454	258	16	term	term	NOUN
ajema-454	258	17	implications	implication	NOUN
ajema-454	258	18	especially	especially	ADV
ajema-454	258	19	in	in	ADP
ajema-454	258	20	vulnerable	vulnerable	ADJ
ajema-454	258	21	community	community	NOUN
ajema-454	258	22	settings	setting	NOUN
ajema-454	258	23	whereby	whereby	SCONJ
ajema-454	258	24	female	female	ADJ
ajema-454	258	25	providers	provider	NOUN
ajema-454	258	26	tend	tend	VERB
ajema-454	258	27	to	to	PART
ajema-454	258	28	assume	assume	VERB
ajema-454	258	29	a	a	DET
ajema-454	258	30	very	very	ADV
ajema-454	258	31	important	important	ADJ
ajema-454	258	32	role	role	NOUN
ajema-454	258	33	in	in	ADP
ajema-454	258	34	maternal	maternal	ADJ
ajema-454	258	35	,	,	PUNCT
ajema-454	258	36	child	child	NOUN
ajema-454	258	37	and	and	CCONJ
ajema-454	258	38	community	community	NOUN
ajema-454	258	39	healthcare	healthcare	NOUN
ajema-454	258	40	.	.	PUNCT
ajema-454	259	1	these	these	DET
ajema-454	259	2	differences	difference	NOUN
ajema-454	259	3	not	not	PART
ajema-454	259	4	only	only	ADV
ajema-454	259	5	show	show	VERB
ajema-454	259	6	gender	gender	NOUN
ajema-454	259	7	disparity	disparity	NOUN
ajema-454	259	8	in	in	ADP
ajema-454	259	9	the	the	DET
ajema-454	259	10	field	field	NOUN
ajema-454	259	11	of	of	ADP
ajema-454	259	12	professional	professional	ADJ
ajema-454	259	13	healthcare	healthcare	NOUN
ajema-454	259	14	interaction	interaction	NOUN
ajema-454	259	15	but	but	CCONJ
ajema-454	259	16	also	also	ADV
ajema-454	259	17	increase	increase	VERB
ajema-454	259	18	concerns	concern	NOUN
ajema-454	259	19	about	about	ADP
ajema-454	259	20	accessible	accessible	ADJ
ajema-454	259	21	healthcare	healthcare	NOUN
ajema-454	259	22	without	without	ADP
ajema-454	259	23	bias	bias	NOUN
ajema-454	259	24	,	,	PUNCT
ajema-454	259	25	given	give	VERB
ajema-454	259	26	that	that	SCONJ
ajema-454	259	27	patients	patient	NOUN
ajema-454	259	28	might	might	AUX
ajema-454	259	29	want	want	VERB
ajema-454	259	30	one	one	NUM
ajema-454	259	31	gender	gender	NOUN
ajema-454	259	32	to	to	PART
ajema-454	259	33	be	be	AUX
ajema-454	259	34	their	their	PRON
ajema-454	259	35	provider	provider	NOUN
ajema-454	259	36	on	on	ADP
ajema-454	259	37	cultural	cultural	ADJ
ajema-454	259	38	or	or	CCONJ
ajema-454	259	39	other	other	ADJ
ajema-454	259	40	personal	personal	ADJ
ajema-454	259	41	grounds	ground	NOUN
ajema-454	259	42	.	.	PUNCT
ajema-454	260	1	in	in	ADP
ajema-454	260	2	addition	addition	NOUN
ajema-454	260	3	,	,	PUNCT
ajema-454	260	4	the	the	DET
ajema-454	260	5	unbalanced	unbalanced	ADJ
ajema-454	260	6	provision	provision	NOUN
ajema-454	260	7	of	of	ADP
ajema-454	260	8	services	service	NOUN
ajema-454	260	9	also	also	ADV
ajema-454	260	10	may	may	AUX
ajema-454	260	11	affect	affect	VERB
ajema-454	260	12	the	the	DET
ajema-454	260	13	financing	financing	NOUN
ajema-454	260	14	possibilities	possibility	NOUN
ajema-454	260	15	,	,	PUNCT
ajema-454	260	16	professional	professional	ADJ
ajema-454	260	17	fame	fame	NOUN
ajema-454	260	18	,	,	PUNCT
ajema-454	260	19	and	and	CCONJ
ajema-454	260	20	credibility	credibility	NOUN
ajema-454	260	21	among	among	ADP
ajema-454	260	22	minor	minor	ADJ
ajema-454	260	23	healthcare	healthcare	NOUN
ajema-454	260	24	companies	company	NOUN
ajema-454	260	25	.	.	PUNCT
ajema-454	261	1	when	when	SCONJ
ajema-454	261	2	it	it	PRON
ajema-454	261	3	comes	come	VERB
ajema-454	261	4	to	to	ADP
ajema-454	261	5	ai	ai	VERB
ajema-454	261	6	-	-	PUNCT
ajema-454	261	7	enabled	enable	VERB
ajema-454	261	8	risk	risk	NOUN
ajema-454	261	9	identification	identification	NOUN
ajema-454	261	10	and	and	CCONJ
ajema-454	261	11	microfinance	microfinance	NOUN
ajema-454	261	12	matching	matching	NOUN
ajema-454	261	13	,	,	PUNCT
ajema-454	261	14	it	it	PRON
ajema-454	261	15	is	be	AUX
ajema-454	261	16	crucial	crucial	ADJ
ajema-454	261	17	to	to	PART
ajema-454	261	18	be	be	AUX
ajema-454	261	19	aware	aware	ADJ
ajema-454	261	20	of	of	ADP
ajema-454	261	21	these	these	DET
ajema-454	261	22	gender	gender	NOUN
ajema-454	261	23	disparities	disparity	NOUN
ajema-454	261	24	since	since	SCONJ
ajema-454	261	25	the	the	DET
ajema-454	261	26	financing	financing	NOUN
ajema-454	261	27	plans	plan	NOUN
ajema-454	261	28	and	and	CCONJ
ajema-454	261	29	the	the	DET
ajema-454	261	30	schemes	scheme	NOUN
ajema-454	261	31	of	of	ADP
ajema-454	261	32	fraud	fraud	NOUN
ajema-454	261	33	detection	detection	NOUN
ajema-454	261	34	should	should	AUX
ajema-454	261	35	be	be	AUX
ajema-454	261	36	aware	aware	ADJ
ajema-454	261	37	of	of	ADP
ajema-454	261	38	the	the	DET
ajema-454	261	39	systematic	systematic	ADJ
ajema-454	261	40	inequalities	inequality	NOUN
ajema-454	261	41	instead	instead	ADV
ajema-454	261	42	of	of	ADP
ajema-454	261	43	punishing	punish	VERB
ajema-454	261	44	providers	provider	NOUN
ajema-454	261	45	only	only	ADV
ajema-454	261	46	on	on	ADP
ajema-454	261	47	the	the	DET
ajema-454	261	48	volume	volume	NOUN
ajema-454	261	49	of	of	ADP
ajema-454	261	50	their	their	PRON
ajema-454	261	51	services	service	NOUN
ajema-454	262	1	[	[	X
ajema-454	262	2	45	45	NUM
ajema-454	262	3	]	]	PUNCT
ajema-454	262	4	.	.	PUNCT
ajema-454	263	1	policy	policy	NOUN
ajema-454	263	2	and	and	CCONJ
ajema-454	263	3	financial	financial	ADJ
ajema-454	263	4	mechanisms	mechanism	NOUN
ajema-454	263	5	leveraged	leverage	VERB
ajema-454	263	6	to	to	PART
ajema-454	263	7	address	address	VERB
ajema-454	263	8	this	this	DET
ajema-454	263	9	disparity	disparity	NOUN
ajema-454	263	10	could	could	AUX
ajema-454	263	11	be	be	AUX
ajema-454	263	12	an	an	DET
ajema-454	263	13	opportunity	opportunity	NOUN
ajema-454	263	14	to	to	PART
ajema-454	263	15	leverage	leverage	VERB
ajema-454	263	16	the	the	DET
ajema-454	263	17	provision	provision	NOUN
ajema-454	263	18	of	of	ADP
ajema-454	263	19	care	care	NOUN
ajema-454	263	20	towards	towards	ADP
ajema-454	263	21	female	female	ADJ
ajema-454	263	22	providers	provider	NOUN
ajema-454	263	23	and	and	CCONJ
ajema-454	263	24	connect	connect	VERB
ajema-454	263	25	underserved	underserved	ADJ
ajema-454	263	26	areas	area	NOUN
ajema-454	263	27	with	with	ADP
ajema-454	263	28	health	health	NOUN
ajema-454	263	29	care	care	NOUN
ajema-454	263	30	furnished	furnish	VERB
ajema-454	263	31	at	at	ADP
ajema-454	263	32	greater	great	ADJ
ajema-454	263	33	equity	equity	NOUN
ajema-454	263	34	.	.	PUNCT
ajema-454	264	1	b.	b.	PROPN
ajema-454	264	2	provider	provider	NOUN
ajema-454	264	3	gender	gender	NOUN
ajema-454	264	4	distribution	distribution	NOUN
ajema-454	264	5	null	null	NOUN
ajema-454	264	6	value	value	NOUN
ajema-454	264	7	analysis	analysis	NOUN
ajema-454	264	8	figure	figure	NOUN
ajema-454	264	9	2	2	NUM
ajema-454	264	10	:	:	PUNCT
ajema-454	264	11	this	this	DET
ajema-454	264	12	image	image	NOUN
ajema-454	264	13	displays	display	VERB
ajema-454	264	14	the	the	DET
ajema-454	264	15	distribution	distribution	NOUN
ajema-454	264	16	of	of	ADP
ajema-454	264	17	providers	provider	NOUN
ajema-454	264	18	by	by	ADP
ajema-454	264	19	gender	gender	NOUN
ajema-454	264	20	with	with	ADP
ajema-454	264	21	null	null	ADJ
ajema-454	264	22	values	value	NOUN
ajema-454	264	23	on	on	ADP
ajema-454	264	24	services	service	NOUN
ajema-454	264	25	as	as	SCONJ
ajema-454	264	26	shown	show	VERB
ajema-454	264	27	in	in	ADP
ajema-454	264	28	figure	figure	NOUN
ajema-454	264	29	2	2	NUM
ajema-454	264	30	,	,	PUNCT
ajema-454	264	31	the	the	DET
ajema-454	264	32	distribution	distribution	NOUN
ajema-454	264	33	of	of	ADP
ajema-454	264	34	healthcare	healthcare	NOUN
ajema-454	264	35	providers	provider	NOUN
ajema-454	264	36	is	be	AUX
ajema-454	264	37	based	base	VERB
ajema-454	264	38	on	on	ADP
ajema-454	264	39	their	their	PRON
ajema-454	264	40	gender	gender	NOUN
ajema-454	264	41	however	however	ADV
ajema-454	264	42	an	an	DET
ajema-454	264	43	additional	additional	ADJ
ajema-454	264	44	variable	variable	NOUN
ajema-454	264	45	of	of	ADP
ajema-454	264	46	null	null	NOUN
ajema-454	264	47	is	be	AUX
ajema-454	264	48	allowed	allow	VERB
ajema-454	264	49	to	to	PART
ajema-454	264	50	capture	capture	VERB
ajema-454	264	51	additional	additional	ADJ
ajema-454	264	52	situations	situation	NOUN
ajema-454	264	53	of	of	ADP
ajema-454	264	54	either	either	CCONJ
ajema-454	264	55	unreported	unreported	ADJ
ajema-454	264	56	,	,	PUNCT
ajema-454	264	57	unavailable	unavailable	ADJ
ajema-454	264	58	or	or	CCONJ
ajema-454	264	59	uncategorized	uncategorized	ADJ
ajema-454	264	60	gender	gender	NOUN
ajema-454	264	61	information	information	NOUN
ajema-454	264	62	hence	hence	ADV
ajema-454	264	63	providing	provide	VERB
ajema-454	264	64	a	a	DET
ajema-454	264	65	more	more	ADV
ajema-454	264	66	comprehensive	comprehensive	ADJ
ajema-454	264	67	service	service	NOUN
ajema-454	264	68	provision	provision	NOUN
ajema-454	264	69	focus	focus	NOUN
ajema-454	264	70	.	.	PUNCT
ajema-454	265	1	the	the	DET
ajema-454	265	2	numbers	number	NOUN
ajema-454	265	3	provided	provide	VERB
ajema-454	265	4	depict	depict	NOUN
ajema-454	265	5	a	a	DET
ajema-454	265	6	significant	significant	ADJ
ajema-454	265	7	male	male	ADJ
ajema-454	265	8	dominance	dominance	NOUN
ajema-454	265	9	with	with	ADP
ajema-454	265	10	providers	provider	NOUN
ajema-454	265	11	higher	higher	ADV
ajema-454	265	12	among	among	ADP
ajema-454	265	13	males	male	NOUN
ajema-454	265	14	who	who	PRON
ajema-454	265	15	provide	provide	VERB
ajema-454	265	16	services	service	NOUN
ajema-454	265	17	to	to	ADP
ajema-454	265	18	the	the	DET
ajema-454	265	19	tune	tune	NOUN
ajema-454	265	20	of	of	ADP
ajema-454	265	21	14,444,347	14,444,347	NUM
ajema-454	265	22	services	service	NOUN
ajema-454	265	23	compared	compare	VERB
ajema-454	265	24	to	to	ADP
ajema-454	265	25	5,139,802	5,139,802	NUM
ajema-454	265	26	services	service	NOUN
ajema-454	265	27	that	that	PRON
ajema-454	265	28	involve	involve	VERB
ajema-454	265	29	provisions	provision	NOUN
ajema-454	265	30	by	by	ADP
ajema-454	265	31	the	the	DET
ajema-454	265	32	female	female	ADJ
ajema-454	265	33	providers	provider	NOUN
ajema-454	265	34	.	.	PUNCT
ajema-454	266	1	it	it	PRON
ajema-454	266	2	comprises	comprise	VERB
ajema-454	266	3	3,520,403	3,520,403	NUM
ajema-454	266	4	services	service	NOUN
ajema-454	266	5	,	,	PUNCT
ajema-454	266	6	and	and	CCONJ
ajema-454	266	7	represents	represent	VERB
ajema-454	266	8	a	a	DET
ajema-454	266	9	greater	great	ADJ
ajema-454	266	10	significance	significance	NOUN
ajema-454	266	11	as	as	ADP
ajema-454	266	12	a	a	DET
ajema-454	266	13	null	null	ADJ
ajema-454	266	14	category	category	NOUN
ajema-454	266	15	due	due	ADP
ajema-454	266	16	to	to	ADP
ajema-454	266	17	the	the	DET
ajema-454	266	18	fact	fact	NOUN
ajema-454	266	19	that	that	SCONJ
ajema-454	266	20	its	its	PRON
ajema-454	266	21	presence	presence	NOUN
ajema-454	266	22	is	be	AUX
ajema-454	266	23	indicative	indicative	ADJ
ajema-454	266	24	of	of	ADP
ajema-454	266	25	lack	lack	NOUN
ajema-454	266	26	in	in	ADP
ajema-454	266	27	data	datum	NOUN
ajema-454	266	28	governance	governance	NOUN
ajema-454	266	29	and	and	CCONJ
ajema-454	266	30	reporting	reporting	NOUN
ajema-454	266	31	procedures	procedure	NOUN
ajema-454	266	32	that	that	PRON
ajema-454	266	33	may	may	AUX
ajema-454	266	34	impede	impede	VERB
ajema-454	266	35	the	the	DET
ajema-454	266	36	ability	ability	NOUN
ajema-454	266	37	of	of	ADP
ajema-454	266	38	the	the	DET
ajema-454	266	39	government	government	NOUN
ajema-454	266	40	to	to	PART
ajema-454	266	41	conduct	conduct	VERB
ajema-454	266	42	accurate	accurate	ADJ
ajema-454	266	43	policy	policy	NOUN
ajema-454	266	44	and	and	CCONJ
ajema-454	266	45	workforce	workforce	NOUN
ajema-454	266	46	analyses	analysis	NOUN
ajema-454	266	47	.	.	PUNCT
ajema-454	267	1	the	the	DET
ajema-454	267	2	excessive	excessive	ADJ
ajema-454	267	3	male	male	ADJ
ajema-454	267	4	presence	presence	NOUN
ajema-454	267	5	begs	beg	VERB
ajema-454	267	6	the	the	DET
ajema-454	267	7	question	question	NOUN
ajema-454	267	8	of	of	ADP
ajema-454	267	9	structural	structural	ADJ
ajema-454	267	10	gender	gender	NOUN
ajema-454	267	11	imbalances	imbalance	NOUN
ajema-454	267	12	when	when	SCONJ
ajema-454	267	13	it	it	PRON
ajema-454	267	14	comes	come	VERB
ajema-454	267	15	to	to	ADP
ajema-454	267	16	matters	matter	NOUN
ajema-454	267	17	of	of	ADP
ajema-454	267	18	healthcare	healthcare	NOUN
ajema-454	267	19	delivery	delivery	NOUN
ajema-454	267	20	since	since	SCONJ
ajema-454	267	21	the	the	DET
ajema-454	267	22	disparity	disparity	NOUN
ajema-454	267	23	could	could	AUX
ajema-454	267	24	be	be	AUX
ajema-454	267	25	rooted	root	VERB
ajema-454	267	26	in	in	ADP
ajema-454	267	27	cultural	cultural	ADJ
ajema-454	267	28	norms	norm	NOUN
ajema-454	267	29	,	,	PUNCT
ajema-454	267	30	unequal	unequal	ADJ
ajema-454	267	31	access	access	NOUN
ajema-454	267	32	to	to	ADP
ajema-454	267	33	professional	professional	ADJ
ajema-454	267	34	development	development	NOUN
ajema-454	267	35	,	,	PUNCT
ajema-454	267	36	or	or	CCONJ
ajema-454	267	37	just	just	ADV
ajema-454	267	38	the	the	DET
ajema-454	267	39	limitation	limitation	NOUN
ajema-454	267	40	of	of	ADP
ajema-454	267	41	female	female	ADJ
ajema-454	267	42	participation	participation	NOUN
ajema-454	267	43	and	and	CCONJ
ajema-454	267	44	advancement	advancement	NOUN
ajema-454	267	45	.	.	PUNCT
ajema-454	268	1	the	the	DET
ajema-454	268	2	implications	implication	NOUN
ajema-454	268	3	of	of	ADP
ajema-454	268	4	44	44	NUM
ajema-454	268	5	journal	journal	NOUN
ajema-454	268	6	of	of	ADP
ajema-454	268	7	engineering	engineering	NOUN
ajema-454	268	8	,	,	PUNCT
ajema-454	268	9	mechanics	mechanic	NOUN
ajema-454	268	10	and	and	CCONJ
ajema-454	268	11	architecture	architecture	NOUN
ajema-454	268	12	www	www	NOUN
ajema-454	268	13	.	.	PUNCT
ajema-454	269	1	grnjournal.us	grnjournal.us	X
ajema-454	269	2	these	these	DET
ajema-454	269	3	imbalances	imbalance	NOUN
ajema-454	269	4	on	on	ADP
ajema-454	269	5	the	the	DET
ajema-454	269	6	community	community	NOUN
ajema-454	269	7	and	and	CCONJ
ajema-454	269	8	small	small	ADJ
ajema-454	269	9	-	-	PUNCT
ajema-454	269	10	business	business	NOUN
ajema-454	269	11	specific	specific	ADJ
ajema-454	269	12	healthcare	healthcare	NOUN
ajema-454	269	13	systems	system	NOUN
ajema-454	269	14	and	and	CCONJ
ajema-454	269	15	equally	equally	ADV
ajema-454	269	16	the	the	DET
ajema-454	269	17	need	need	NOUN
ajema-454	269	18	of	of	ADP
ajema-454	269	19	equal	equal	ADJ
ajema-454	269	20	representation	representation	NOUN
ajema-454	269	21	to	to	PART
ajema-454	269	22	mirror	mirror	VERB
ajema-454	269	23	various	various	ADJ
ajema-454	269	24	needs	need	NOUN
ajema-454	269	25	of	of	ADP
ajema-454	269	26	the	the	DET
ajema-454	269	27	patients	patient	NOUN
ajema-454	269	28	and	and	CCONJ
ajema-454	269	29	such	such	ADJ
ajema-454	269	30	needs	need	NOUN
ajema-454	269	31	in	in	ADP
ajema-454	269	32	gendersensitive	gendersensitive	ADJ
ajema-454	269	33	care	care	NOUN
ajema-454	269	34	provisions	provision	NOUN
ajema-454	269	35	,	,	PUNCT
ajema-454	269	36	including	include	VERB
ajema-454	269	37	maternal	maternal	ADJ
ajema-454	269	38	and	and	CCONJ
ajema-454	269	39	child	child	NOUN
ajema-454	269	40	health	health	NOUN
ajema-454	269	41	.	.	PUNCT
ajema-454	270	1	the	the	DET
ajema-454	270	2	issue	issue	NOUN
ajema-454	270	3	of	of	ADP
ajema-454	270	4	a	a	DET
ajema-454	270	5	vast	vast	ADJ
ajema-454	270	6	null	null	ADJ
ajema-454	270	7	category	category	NOUN
ajema-454	270	8	poses	pose	VERB
ajema-454	270	9	a	a	DET
ajema-454	270	10	challenge	challenge	NOUN
ajema-454	270	11	to	to	ADP
ajema-454	270	12	the	the	DET
ajema-454	270	13	data	datum	NOUN
ajema-454	270	14	and	and	CCONJ
ajema-454	270	15	as	as	ADP
ajema-454	270	16	such	such	ADJ
ajema-454	270	17	,	,	PUNCT
ajema-454	270	18	bears	bear	VERB
ajema-454	270	19	risks	risk	NOUN
ajema-454	270	20	of	of	ADP
ajema-454	270	21	bias	bias	NOUN
ajema-454	270	22	and	and	CCONJ
ajema-454	270	23	misclassification	misclassification	NOUN
ajema-454	270	24	unless	unless	SCONJ
ajema-454	270	25	mitigated	mitigate	VERB
ajema-454	270	26	in	in	ADP
ajema-454	270	27	ai	ai	ADV
ajema-454	270	28	-	-	PUNCT
ajema-454	270	29	based	base	VERB
ajema-454	270	30	risk	risk	NOUN
ajema-454	270	31	detection	detection	NOUN
ajema-454	270	32	modeling	model	VERB
ajema-454	270	33	[	[	X
ajema-454	270	34	46	46	NUM
ajema-454	270	35	]	]	PUNCT
ajema-454	270	36	.	.	PUNCT
ajema-454	271	1	a	a	DET
ajema-454	271	2	financial	financial	ADJ
ajema-454	271	3	implication	implication	NOUN
ajema-454	271	4	of	of	ADP
ajema-454	271	5	gender	gender	NOUN
ajema-454	271	6	included	include	VERB
ajema-454	271	7	is	be	AUX
ajema-454	271	8	that	that	DET
ajema-454	271	9	lack	lack	NOUN
ajema-454	271	10	of	of	ADP
ajema-454	271	11	or	or	CCONJ
ajema-454	271	12	distorted	distorted	ADJ
ajema-454	271	13	data	datum	NOUN
ajema-454	271	14	regarding	regard	VERB
ajema-454	271	15	gender	gender	NOUN
ajema-454	271	16	might	might	AUX
ajema-454	271	17	derail	derail	VERB
ajema-454	271	18	microfinance	microfinance	NOUN
ajema-454	271	19	programs	program	NOUN
ajema-454	271	20	putting	put	VERB
ajema-454	271	21	women	woman	NOUN
ajema-454	271	22	healthcare	healthcare	NOUN
ajema-454	271	23	providers	provider	NOUN
ajema-454	271	24	in	in	ADP
ajema-454	271	25	control	control	NOUN
ajema-454	271	26	,	,	PUNCT
ajema-454	271	27	as	as	SCONJ
ajema-454	271	28	underreporting	underreporte	VERB
ajema-454	271	29	or	or	CCONJ
ajema-454	271	30	misrepresenting	misrepresent	VERB
ajema-454	271	31	gender	gender	NOUN
ajema-454	271	32	may	may	AUX
ajema-454	271	33	deny	deny	VERB
ajema-454	271	34	women	woman	NOUN
ajema-454	271	35	the	the	DET
ajema-454	271	36	financing	financing	NOUN
ajema-454	271	37	or	or	CCONJ
ajema-454	271	38	training	training	NOUN
ajema-454	271	39	programs	program	NOUN
ajema-454	271	40	they	they	PRON
ajema-454	271	41	need	need	VERB
ajema-454	271	42	.	.	PUNCT
ajema-454	272	1	thus	thus	ADV
ajema-454	272	2	,	,	PUNCT
ajema-454	272	3	figure	figure	VERB
ajema-454	272	4	2	2	NUM
ajema-454	272	5	depicts	depict	VERB
ajema-454	272	6	not	not	PART
ajema-454	272	7	only	only	ADV
ajema-454	272	8	the	the	DET
ajema-454	272	9	differences	difference	NOUN
ajema-454	272	10	in	in	ADP
ajema-454	272	11	the	the	DET
ajema-454	272	12	system	system	NOUN
ajema-454	272	13	of	of	ADP
ajema-454	272	14	supplying	supplying	NOUN
ajema-454	272	15	but	but	CCONJ
ajema-454	272	16	also	also	ADV
ajema-454	272	17	in	in	ADP
ajema-454	272	18	the	the	DET
ajema-454	272	19	data	datum	NOUN
ajema-454	272	20	quality	quality	NOUN
ajema-454	272	21	,	,	PUNCT
ajema-454	272	22	inclusivity	inclusivity	NOUN
ajema-454	272	23	,	,	PUNCT
ajema-454	272	24	and	and	CCONJ
ajema-454	272	25	governance	governance	NOUN
ajema-454	272	26	.	.	PUNCT
ajema-454	273	1	these	these	DET
ajema-454	273	2	issues	issue	NOUN
ajema-454	273	3	will	will	AUX
ajema-454	273	4	be	be	AUX
ajema-454	273	5	important	important	ADJ
ajema-454	273	6	to	to	PART
ajema-454	273	7	address	address	VERB
ajema-454	273	8	by	by	ADP
ajema-454	273	9	means	mean	NOUN
ajema-454	273	10	of	of	ADP
ajema-454	273	11	standardized	standardized	ADJ
ajema-454	273	12	reporting	reporting	NOUN
ajema-454	273	13	of	of	ADP
ajema-454	273	14	data	datum	NOUN
ajema-454	273	15	,	,	PUNCT
ajema-454	273	16	fair	fair	ADJ
ajema-454	273	17	financing	financing	NOUN
ajema-454	273	18	structures	structure	NOUN
ajema-454	273	19	,	,	PUNCT
ajema-454	273	20	and	and	CCONJ
ajema-454	273	21	the	the	DET
ajema-454	273	22	models	model	NOUN
ajema-454	273	23	of	of	ADP
ajema-454	273	24	artificial	artificial	ADJ
ajema-454	273	25	intelligence	intelligence	NOUN
ajema-454	273	26	applied	apply	VERB
ajema-454	273	27	to	to	PART
ajema-454	273	28	reduce	reduce	VERB
ajema-454	273	29	bias	bias	NOUN
ajema-454	273	30	that	that	PRON
ajema-454	273	31	will	will	AUX
ajema-454	273	32	enable	enable	VERB
ajema-454	273	33	the	the	DET
ajema-454	273	34	community	community	NOUN
ajema-454	273	35	-	-	PUNCT
ajema-454	273	36	based	base	VERB
ajema-454	273	37	healthcare	healthcare	NOUN
ajema-454	273	38	systems	system	NOUN
ajema-454	273	39	to	to	PART
ajema-454	273	40	be	be	AUX
ajema-454	273	41	more	more	ADV
ajema-454	273	42	resilient	resilient	ADJ
ajema-454	273	43	,	,	PUNCT
ajema-454	273	44	transparent	transparent	ADJ
ajema-454	273	45	,	,	PUNCT
ajema-454	273	46	and	and	CCONJ
ajema-454	273	47	sustainable	sustainable	ADJ
ajema-454	273	48	.	.	PUNCT
ajema-454	274	1	c.	c.	NOUN
ajema-454	274	2	analysis	analysis	NOUN
ajema-454	274	3	of	of	ADP
ajema-454	274	4	state	state	NOUN
ajema-454	274	5	-	-	PUNCT
ajema-454	274	6	level	level	NOUN
ajema-454	274	7	distribution	distribution	NOUN
ajema-454	274	8	of	of	ADP
ajema-454	274	9	providers	provider	NOUN
ajema-454	274	10	figure	figure	VERB
ajema-454	274	11	3	3	NUM
ajema-454	274	12	:	:	PUNCT
ajema-454	274	13	this	this	DET
ajema-454	274	14	image	image	NOUN
ajema-454	274	15	illustrates	illustrate	VERB
ajema-454	274	16	the	the	DET
ajema-454	274	17	patterns	pattern	NOUN
ajema-454	274	18	of	of	ADP
ajema-454	274	19	state	state	NOUN
ajema-454	274	20	-	-	PUNCT
ajema-454	274	21	level	level	NOUN
ajema-454	274	22	distribution	distribution	NOUN
ajema-454	274	23	of	of	ADP
ajema-454	274	24	healthcare	healthcare	NOUN
ajema-454	274	25	providers	provider	NOUN
ajema-454	274	26	within	within	ADP
ajema-454	274	27	the	the	DET
ajema-454	274	28	u.s	u.s	PROPN
ajema-454	274	29	.	.	PROPN
ajema-454	274	30	figure	figure	NOUN
ajema-454	274	31	3	3	NUM
ajema-454	274	32	shows	show	VERB
ajema-454	274	33	how	how	SCONJ
ajema-454	274	34	healthcare	healthcare	NOUN
ajema-454	274	35	providers	provider	NOUN
ajema-454	274	36	are	be	AUX
ajema-454	274	37	distributed	distribute	VERB
ajema-454	274	38	by	by	ADP
ajema-454	274	39	state	state	NOUN
ajema-454	274	40	across	across	ADP
ajema-454	274	41	the	the	DET
ajema-454	274	42	united	united	PROPN
ajema-454	274	43	states	states	PROPN
ajema-454	274	44	based	base	VERB
ajema-454	274	45	on	on	ADP
ajema-454	274	46	the	the	DET
ajema-454	274	47	number	number	NOUN
ajema-454	274	48	of	of	ADP
ajema-454	274	49	national	national	ADJ
ajema-454	274	50	providers	provider	NOUN
ajema-454	274	51	identifier	identifier	NOUN
ajema-454	274	52	(	(	PUNCT
ajema-454	274	53	npi	npi	PROPN
ajema-454	274	54	)	)	PUNCT
ajema-454	274	55	,	,	PUNCT
ajema-454	274	56	which	which	PRON
ajema-454	274	57	allows	allow	VERB
ajema-454	274	58	assessing	assess	VERB
ajema-454	274	59	the	the	DET
ajema-454	274	60	density	density	NOUN
ajema-454	274	61	of	of	ADP
ajema-454	274	62	healthcare	healthcare	NOUN
ajema-454	274	63	providers	provider	NOUN
ajema-454	274	64	in	in	ADP
ajema-454	274	65	each	each	DET
ajema-454	274	66	state	state	NOUN
ajema-454	274	67	and	and	CCONJ
ajema-454	274	68	indicates	indicate	VERB
ajema-454	274	69	disparities	disparity	NOUN
ajema-454	274	70	in	in	ADP
ajema-454	274	71	healthcare	healthcare	NOUN
ajema-454	274	72	accessibility	accessibility	NOUN
ajema-454	274	73	in	in	ADP
ajema-454	274	74	a	a	DET
ajema-454	274	75	given	give	VERB
ajema-454	274	76	region	region	NOUN
ajema-454	274	77	.	.	PUNCT
ajema-454	275	1	the	the	DET
ajema-454	275	2	gradient	gradient	ADJ
ajema-454	275	3	scale	scale	NOUN
ajema-454	275	4	of	of	ADP
ajema-454	275	5	the	the	DET
ajema-454	275	6	map	map	NOUN
ajema-454	275	7	displayed	display	VERB
ajema-454	275	8	with	with	ADP
ajema-454	275	9	shades	shade	NOUN
ajema-454	275	10	going	go	VERB
ajema-454	275	11	lighter	light	ADJ
ajema-454	275	12	to	to	AUX
ajema-454	275	13	darker	dark	ADJ
ajema-454	275	14	in	in	ADP
ajema-454	275	15	blue	blue	ADJ
ajema-454	275	16	color	color	NOUN
ajema-454	275	17	illustrates	illustrate	VERB
ajema-454	275	18	the	the	DET
ajema-454	275	19	concentration	concentration	NOUN
ajema-454	275	20	of	of	ADP
ajema-454	275	21	provider	provider	NOUN
ajema-454	275	22	availability	availability	NOUN
ajema-454	275	23	with	with	ADP
ajema-454	275	24	the	the	DET
ajema-454	275	25	darker	dark	ADJ
ajema-454	275	26	states	state	NOUN
ajema-454	275	27	indicating	indicate	VERB
ajema-454	275	28	high	high	ADJ
ajema-454	275	29	concentration	concentration	NOUN
ajema-454	275	30	of	of	ADP
ajema-454	275	31	provider	provider	NOUN
ajema-454	275	32	availability	availability	NOUN
ajema-454	275	33	.	.	PUNCT
ajema-454	276	1	it	it	PRON
ajema-454	276	2	is	be	AUX
ajema-454	276	3	interesting	interesting	ADJ
ajema-454	276	4	to	to	PART
ajema-454	276	5	mention	mention	VERB
ajema-454	276	6	the	the	DET
ajema-454	276	7	highest	high	ADJ
ajema-454	276	8	provider	provider	NOUN
ajema-454	276	9	densities	density	NOUN
ajema-454	276	10	are	be	AUX
ajema-454	276	11	found	find	VERB
ajema-454	276	12	in	in	ADP
ajema-454	276	13	states	state	NOUN
ajema-454	276	14	like	like	ADP
ajema-454	276	15	california	california	PROPN
ajema-454	276	16	,	,	PUNCT
ajema-454	276	17	texas	texas	PROPN
ajema-454	276	18	,	,	PUNCT
ajema-454	276	19	florida	florida	PROPN
ajema-454	276	20	,	,	PUNCT
ajema-454	276	21	and	and	CCONJ
ajema-454	276	22	new	new	PROPN
ajema-454	276	23	york	york	PROPN
ajema-454	276	24	,	,	PUNCT
ajema-454	276	25	which	which	PRON
ajema-454	276	26	coincide	coincide	VERB
ajema-454	276	27	with	with	ADP
ajema-454	276	28	the	the	DET
ajema-454	276	29	more	more	ADV
ajema-454	276	30	populated	populated	ADJ
ajema-454	276	31	states	state	NOUN
ajema-454	276	32	,	,	PUNCT
ajema-454	276	33	urban	urban	ADJ
ajema-454	276	34	based	base	VERB
ajema-454	276	35	neighborhoods	neighborhood	NOUN
ajema-454	276	36	and	and	CCONJ
ajema-454	276	37	the	the	DET
ajema-454	276	38	availability	availability	NOUN
ajema-454	276	39	of	of	ADP
ajema-454	276	40	higher	high	ADJ
ajema-454	276	41	medical	medical	ADJ
ajema-454	276	42	facilities	facility	NOUN
ajema-454	276	43	and	and	CCONJ
ajema-454	276	44	teaching	teaching	NOUN
ajema-454	276	45	hospitals	hospital	NOUN
ajema-454	276	46	that	that	PRON
ajema-454	276	47	offer	offer	VERB
ajema-454	276	48	healthcare	healthcare	NOUN
ajema-454	276	49	providers	provider	NOUN
ajema-454	276	50	to	to	ADP
ajema-454	276	51	these	these	DET
ajema-454	276	52	areas	area	NOUN
ajema-454	276	53	.	.	PUNCT
ajema-454	277	1	conversely	conversely	ADV
ajema-454	277	2	,	,	PUNCT
ajema-454	277	3	states	state	NOUN
ajema-454	277	4	such	such	ADJ
ajema-454	277	5	as	as	ADP
ajema-454	277	6	alaska	alaska	PROPN
ajema-454	277	7	,	,	PUNCT
ajema-454	277	8	montana	montana	PROPN
ajema-454	277	9	and	and	CCONJ
ajema-454	277	10	wyoming	wyoming	NOUN
ajema-454	277	11	are	be	AUX
ajema-454	277	12	shown	show	VERB
ajema-454	277	13	in	in	ADP
ajema-454	277	14	the	the	DET
ajema-454	277	15	lighter	light	ADJ
ajema-454	277	16	colors	color	NOUN
ajema-454	277	17	and	and	CCONJ
ajema-454	277	18	this	this	PRON
ajema-454	277	19	indicates	indicate	VERB
ajema-454	277	20	a	a	DET
ajema-454	277	21	lower	low	ADJ
ajema-454	277	22	presence	presence	NOUN
ajema-454	277	23	of	of	ADP
ajema-454	277	24	providers	provider	NOUN
ajema-454	277	25	and	and	CCONJ
ajema-454	277	26	this	this	PRON
ajema-454	277	27	can	can	AUX
ajema-454	277	28	be	be	AUX
ajema-454	277	29	explained	explain	VERB
ajema-454	277	30	by	by	ADP
ajema-454	277	31	their	their	PRON
ajema-454	277	32	geographic	geographic	ADJ
ajema-454	277	33	isolation	isolation	NOUN
ajema-454	277	34	,	,	PUNCT
ajema-454	277	35	not	not	PART
ajema-454	277	36	to	to	PART
ajema-454	277	37	mention	mention	VERB
ajema-454	277	38	the	the	DET
ajema-454	277	39	reality	reality	NOUN
ajema-454	277	40	and	and	CCONJ
ajema-454	277	41	the	the	DET
ajema-454	277	42	relatively	relatively	ADV
ajema-454	277	43	lower	low	ADJ
ajema-454	277	44	population	population	NOUN
ajema-454	277	45	.	.	PUNCT
ajema-454	278	1	the	the	DET
ajema-454	278	2	representative	representative	ADJ
ajema-454	278	3	states	state	NOUN
ajema-454	278	4	of	of	ADP
ajema-454	278	5	midwest	midwest	PROPN
ajema-454	278	6	like	like	ADP
ajema-454	278	7	illinois	illinois	PROPN
ajema-454	278	8	,	,	PUNCT
ajema-454	278	9	michigan	michigan	PROPN
ajema-454	278	10	and	and	CCONJ
ajema-454	278	11	ohio	ohio	PROPN
ajema-454	278	12	reflect	reflect	VERB
ajema-454	278	13	moderate	moderate	ADJ
ajema-454	278	14	concentrations	concentration	NOUN
ajema-454	278	15	of	of	ADP
ajema-454	278	16	providers	provider	NOUN
ajema-454	278	17	,	,	PUNCT
ajema-454	278	18	which	which	PRON
ajema-454	278	19	can	can	AUX
ajema-454	278	20	be	be	AUX
ajema-454	278	21	explained	explain	VERB
ajema-454	278	22	by	by	ADP
ajema-454	278	23	their	their	PRON
ajema-454	278	24	mix	mix	NOUN
ajema-454	278	25	of	of	ADP
ajema-454	278	26	the	the	DET
ajema-454	278	27	urban	urban	ADJ
ajema-454	278	28	healthcare	healthcare	PROPN
ajema-454	278	29	clusters	cluster	NOUN
ajema-454	278	30	with	with	ADP
ajema-454	278	31	the	the	DET
ajema-454	278	32	regional	regional	ADJ
ajema-454	278	33	healthcare	healthcare	NOUN
ajema-454	278	34	networks	network	NOUN
ajema-454	278	35	,	,	PUNCT
ajema-454	278	36	whereas	whereas	SCONJ
ajema-454	278	37	southeastern	southeastern	ADJ
ajema-454	278	38	states	state	NOUN
ajema-454	278	39	,	,	PUNCT
ajema-454	278	40	like	like	ADP
ajema-454	278	41	georgia	georgia	PROPN
ajema-454	278	42	and	and	CCONJ
ajema-454	278	43	north	north	PROPN
ajema-454	278	44	carolina	carolina	PROPN
ajema-454	278	45	,	,	PUNCT
ajema-454	278	46	also	also	ADV
ajema-454	278	47	is	be	AUX
ajema-454	278	48	relatively	relatively	ADV
ajema-454	278	49	high	high	ADJ
ajema-454	278	50	,	,	PUNCT
ajema-454	278	51	which	which	PRON
ajema-454	278	52	is	be	AUX
ajema-454	278	53	attributable	attributable	ADJ
ajema-454	278	54	45	45	NUM
ajema-454	278	55	journal	journal	NOUN
ajema-454	278	56	of	of	ADP
ajema-454	278	57	engineering	engineering	NOUN
ajema-454	278	58	,	,	PUNCT
ajema-454	278	59	mechanics	mechanic	NOUN
ajema-454	278	60	and	and	CCONJ
ajema-454	278	61	architecture	architecture	NOUN
ajema-454	278	62	www	www	NOUN
ajema-454	278	63	.	.	PUNCT
ajema-454	279	1	grnjournal.us	grnjournal.us	X
ajema-454	279	2	to	to	ADP
ajema-454	279	3	the	the	DET
ajema-454	279	4	rising	rise	VERB
ajema-454	279	5	population	population	NOUN
ajema-454	279	6	demands	demand	NOUN
ajema-454	279	7	and	and	CCONJ
ajema-454	279	8	the	the	DET
ajema-454	279	9	increasing	increase	VERB
ajema-454	279	10	range	range	NOUN
ajema-454	279	11	of	of	ADP
ajema-454	279	12	healthcare	healthcare	NOUN
ajema-454	279	13	infrastructures	infrastructure	NOUN
ajema-454	279	14	.	.	PUNCT
ajema-454	280	1	this	this	DET
ajema-454	280	2	visualization	visualization	NOUN
ajema-454	280	3	highlights	highlight	VERB
ajema-454	280	4	the	the	DET
ajema-454	280	5	geographic	geographic	ADJ
ajema-454	280	6	disparity	disparity	NOUN
ajema-454	280	7	in	in	ADP
ajema-454	280	8	access	access	NOUN
ajema-454	280	9	to	to	ADP
ajema-454	280	10	providers	provider	NOUN
ajema-454	280	11	as	as	SCONJ
ajema-454	280	12	seen	see	VERB
ajema-454	280	13	in	in	ADP
ajema-454	280	14	the	the	DET
ajema-454	280	15	urban	urban	ADJ
ajema-454	280	16	and	and	CCONJ
ajema-454	280	17	coastal	coastal	ADJ
ajema-454	280	18	states	state	NOUN
ajema-454	280	19	being	be	AUX
ajema-454	280	20	denser	dense	ADJ
ajema-454	280	21	than	than	ADP
ajema-454	280	22	inland	inland	ADJ
ajema-454	280	23	and	and	CCONJ
ajema-454	280	24	less	less	ADV
ajema-454	280	25	dense	dense	ADJ
ajema-454	280	26	parts	part	NOUN
ajema-454	280	27	.	.	PUNCT
ajema-454	281	1	it	it	PRON
ajema-454	281	2	also	also	ADV
ajema-454	281	3	highlights	highlight	VERB
ajema-454	281	4	the	the	DET
ajema-454	281	5	influence	influence	NOUN
ajema-454	281	6	of	of	ADP
ajema-454	281	7	provider	provider	NOUN
ajema-454	281	8	distribution	distribution	NOUN
ajema-454	281	9	owing	owe	VERB
ajema-454	281	10	both	both	CCONJ
ajema-454	281	11	not	not	PART
ajema-454	281	12	only	only	ADV
ajema-454	281	13	to	to	ADP
ajema-454	281	14	the	the	DET
ajema-454	281	15	population	population	NOUN
ajema-454	281	16	size	size	NOUN
ajema-454	281	17	but	but	CCONJ
ajema-454	281	18	also	also	ADV
ajema-454	281	19	other	other	ADJ
ajema-454	281	20	factors	factor	NOUN
ajema-454	281	21	like	like	ADP
ajema-454	281	22	the	the	DET
ajema-454	281	23	availability	availability	NOUN
ajema-454	281	24	of	of	ADP
ajema-454	281	25	healthcare	healthcare	PROPN
ajema-454	281	26	infrastructure	infrastructure	NOUN
ajema-454	281	27	,	,	PUNCT
ajema-454	281	28	policy	policy	NOUN
ajema-454	281	29	incentives	incentive	NOUN
ajema-454	281	30	,	,	PUNCT
ajema-454	281	31	and	and	CCONJ
ajema-454	281	32	an	an	DET
ajema-454	281	33	economically	economically	ADV
ajema-454	281	34	attractive	attractive	ADJ
ajema-454	281	35	state	state	NOUN
ajema-454	281	36	taking	take	VERB
ajema-454	281	37	up	up	ADP
ajema-454	281	38	a	a	DET
ajema-454	281	39	better	well	ADJ
ajema-454	281	40	share	share	NOUN
ajema-454	281	41	of	of	ADP
ajema-454	281	42	the	the	DET
ajema-454	281	43	provider	provider	NOUN
ajema-454	281	44	,	,	PUNCT
ajema-454	281	45	whereas	whereas	SCONJ
ajema-454	281	46	states	state	NOUN
ajema-454	281	47	with	with	ADP
ajema-454	281	48	better	well	ADJ
ajema-454	281	49	medical	medical	ADJ
ajema-454	281	50	education	education	NOUN
ajema-454	281	51	and	and	CCONJ
ajema-454	281	52	research	research	NOUN
ajema-454	281	53	facilities	facility	NOUN
ajema-454	281	54	possess	possess	VERB
ajema-454	281	55	stronger	strong	ADJ
ajema-454	281	56	hold	hold	NOUN
ajema-454	281	57	on	on	ADP
ajema-454	281	58	providers	provider	NOUN
ajema-454	281	59	[	[	PUNCT
ajema-454	281	60	47].this	47].this	NUM
ajema-454	281	61	analysis	analysis	NOUN
ajema-454	281	62	demonstrates	demonstrate	VERB
ajema-454	281	63	a	a	DET
ajema-454	281	64	trend	trend	NOUN
ajema-454	281	65	of	of	ADP
ajema-454	281	66	healthcare	healthcare	NOUN
ajema-454	281	67	concentration	concentration	NOUN
ajema-454	281	68	in	in	ADP
ajema-454	281	69	those	those	DET
ajema-454	281	70	states	state	NOUN
ajema-454	281	71	with	with	ADP
ajema-454	281	72	greater	great	ADJ
ajema-454	281	73	demographic	demographic	ADJ
ajema-454	281	74	,	,	PUNCT
ajema-454	281	75	economic	economic	ADJ
ajema-454	281	76	,	,	PUNCT
ajema-454	281	77	and	and	CCONJ
ajema-454	281	78	institutional	institutional	ADJ
ajema-454	281	79	pull	pull	ADJ
ajema-454	281	80	factors	factor	NOUN
ajema-454	281	81	,	,	PUNCT
ajema-454	281	82	and	and	CCONJ
ajema-454	281	83	indicates	indicate	VERB
ajema-454	281	84	possible	possible	ADJ
ajema-454	281	85	disparity	disparity	NOUN
ajema-454	281	86	in	in	ADP
ajema-454	281	87	healthcare	healthcare	NOUN
ajema-454	281	88	access	access	NOUN
ajema-454	281	89	between	between	ADP
ajema-454	281	90	rural	rural	ADJ
ajema-454	281	91	and	and	CCONJ
ajema-454	281	92	underserved	underserved	ADJ
ajema-454	281	93	states	state	NOUN
ajema-454	281	94	,	,	PUNCT
ajema-454	281	95	implying	imply	VERB
ajema-454	281	96	the	the	DET
ajema-454	281	97	necessity	necessity	NOUN
ajema-454	281	98	of	of	ADP
ajema-454	281	99	specific	specific	ADJ
ajema-454	281	100	interventions	intervention	NOUN
ajema-454	281	101	such	such	ADJ
ajema-454	281	102	as	as	ADP
ajema-454	281	103	telemedicine	telemedicine	NOUN
ajema-454	281	104	,	,	PUNCT
ajema-454	281	105	policy	policy	NOUN
ajema-454	281	106	changes	change	NOUN
ajema-454	281	107	,	,	PUNCT
ajema-454	281	108	and	and	CCONJ
ajema-454	281	109	workforce	workforce	NOUN
ajema-454	281	110	redistribution	redistribution	NOUN
ajema-454	281	111	to	to	PART
ajema-454	281	112	be	be	AUX
ajema-454	281	113	able	able	ADJ
ajema-454	281	114	to	to	PART
ajema-454	281	115	provide	provide	VERB
ajema-454	281	116	equitable	equitable	ADJ
ajema-454	281	117	access	access	NOUN
ajema-454	281	118	to	to	ADP
ajema-454	281	119	healthcare	healthcare	NOUN
ajema-454	281	120	to	to	ADP
ajema-454	281	121	all	all	DET
ajema-454	281	122	populations	population	NOUN
ajema-454	281	123	.	.	PUNCT
ajema-454	282	1	d.	d.	PROPN
ajema-454	282	2	medicare	medicare	PROPN
ajema-454	282	3	payment	payment	NOUN
ajema-454	282	4	versus	versus	ADP
ajema-454	282	5	billed	bill	VERB
ajema-454	282	6	charge	charge	NOUN
ajema-454	282	7	correlation	correlation	NOUN
ajema-454	282	8	figure	figure	NOUN
ajema-454	282	9	4	4	NUM
ajema-454	282	10	:	:	PUNCT
ajema-454	282	11	this	this	DET
ajema-454	282	12	image	image	NOUN
ajema-454	282	13	illustrates	illustrate	VERB
ajema-454	282	14	trends	trend	NOUN
ajema-454	282	15	in	in	ADP
ajema-454	282	16	the	the	DET
ajema-454	282	17	correlation	correlation	NOUN
ajema-454	282	18	between	between	ADP
ajema-454	282	19	medicare	medicare	NOUN
ajema-454	282	20	payments	payment	NOUN
ajema-454	282	21	and	and	CCONJ
ajema-454	282	22	fees	fee	NOUN
ajema-454	282	23	charged	charge	VERB
ajema-454	282	24	figure	figure	NOUN
ajema-454	282	25	4	4	NUM
ajema-454	282	26	depicts	depict	VERB
ajema-454	282	27	the	the	DET
ajema-454	282	28	relationship	relationship	NOUN
ajema-454	282	29	between	between	ADP
ajema-454	282	30	the	the	DET
ajema-454	282	31	average	average	ADJ
ajema-454	282	32	medicare	medicare	PROPN
ajema-454	282	33	payment	payment	NOUN
ajema-454	282	34	amounts	amount	NOUN
ajema-454	282	35	and	and	CCONJ
ajema-454	282	36	average	average	ADJ
ajema-454	282	37	amounts	amount	NOUN
ajema-454	282	38	of	of	ADP
ajema-454	282	39	submitted	submit	VERB
ajema-454	282	40	charges	charge	NOUN
ajema-454	282	41	of	of	ADP
ajema-454	282	42	different	different	ADJ
ajema-454	282	43	types	type	NOUN
ajema-454	282	44	of	of	ADP
ajema-454	282	45	providers	provider	NOUN
ajema-454	282	46	that	that	PRON
ajema-454	282	47	show	show	VERB
ajema-454	282	48	both	both	DET
ajema-454	282	49	linear	linear	ADJ
ajema-454	282	50	tendencies	tendency	NOUN
ajema-454	282	51	and	and	CCONJ
ajema-454	282	52	big	big	ADJ
ajema-454	282	53	differences	difference	NOUN
ajema-454	282	54	between	between	ADP
ajema-454	282	55	specialties	specialty	NOUN
ajema-454	282	56	.	.	PUNCT
ajema-454	283	1	the	the	DET
ajema-454	283	2	average	average	ADJ
ajema-454	283	3	amount	amount	NOUN
ajema-454	283	4	of	of	ADP
ajema-454	283	5	charge	charge	NOUN
ajema-454	283	6	submitted	submit	VERB
ajema-454	283	7	and	and	CCONJ
ajema-454	283	8	average	average	ADJ
ajema-454	283	9	amount	amount	NOUN
ajema-454	283	10	of	of	ADP
ajema-454	283	11	medicare	medicare	PROPN
ajema-454	283	12	payment	payment	NOUN
ajema-454	283	13	is	be	AUX
ajema-454	283	14	placed	place	VERB
ajema-454	283	15	along	along	ADP
ajema-454	283	16	the	the	DET
ajema-454	283	17	x	x	NOUN
ajema-454	283	18	and	and	CCONJ
ajema-454	283	19	y	y	NOUN
ajema-454	283	20	-	-	PUNCT
ajema-454	283	21	axis	axis	NOUN
ajema-454	283	22	respectively	respectively	ADV
ajema-454	283	23	.	.	PUNCT
ajema-454	284	1	the	the	DET
ajema-454	284	2	visualization	visualization	NOUN
ajema-454	284	3	reveals	reveal	VERB
ajema-454	284	4	a	a	DET
ajema-454	284	5	positive	positive	ADJ
ajema-454	284	6	general	general	ADJ
ajema-454	284	7	correlation	correlation	NOUN
ajema-454	284	8	that	that	PRON
ajema-454	284	9	means	mean	VERB
ajema-454	284	10	that	that	SCONJ
ajema-454	284	11	increased	increased	ADJ
ajema-454	284	12	reimbursements	reimbursement	NOUN
ajema-454	284	13	are	be	AUX
ajema-454	284	14	largely	largely	ADV
ajema-454	284	15	observed	observe	VERB
ajema-454	284	16	in	in	ADP
ajema-454	284	17	case	case	NOUN
ajema-454	284	18	of	of	ADP
ajema-454	284	19	increased	increase	VERB
ajema-454	284	20	submitted	submit	VERB
ajema-454	284	21	charges	charge	NOUN
ajema-454	284	22	,	,	PUNCT
ajema-454	284	23	but	but	CCONJ
ajema-454	284	24	it	it	PRON
ajema-454	284	25	is	be	AUX
ajema-454	284	26	clear	clear	ADJ
ajema-454	284	27	that	that	SCONJ
ajema-454	284	28	the	the	DET
ajema-454	284	29	slope	slope	NOUN
ajema-454	284	30	of	of	ADP
ajema-454	284	31	this	this	DET
ajema-454	284	32	dependence	dependence	NOUN
ajema-454	284	33	can	can	AUX
ajema-454	284	34	differ	differ	VERB
ajema-454	284	35	significantly	significantly	ADV
ajema-454	284	36	across	across	ADP
ajema-454	284	37	categories	category	NOUN
ajema-454	284	38	of	of	ADP
ajema-454	284	39	providers	provider	NOUN
ajema-454	284	40	.	.	PUNCT
ajema-454	285	1	to	to	PART
ajema-454	285	2	be	be	AUX
ajema-454	285	3	specific	specific	ADJ
ajema-454	285	4	,	,	PUNCT
ajema-454	285	5	cardiology	cardiology	NOUN
ajema-454	285	6	,	,	PUNCT
ajema-454	285	7	cardiac	cardiac	ADJ
ajema-454	285	8	surgery	surgery	NOUN
ajema-454	285	9	,	,	PUNCT
ajema-454	285	10	and	and	CCONJ
ajema-454	285	11	anesthesiology	anesthesiology	NOUN
ajema-454	285	12	have	have	VERB
ajema-454	285	13	high	high	ADJ
ajema-454	285	14	inclines	incline	NOUN
ajema-454	285	15	since	since	SCONJ
ajema-454	285	16	they	they	PRON
ajema-454	285	17	involve	involve	VERB
ajema-454	285	18	costly	costly	ADJ
ajema-454	285	19	processes	process	NOUN
ajema-454	285	20	and	and	CCONJ
ajema-454	285	21	intense	intense	ADJ
ajema-454	285	22	care	care	NOUN
ajema-454	285	23	that	that	PRON
ajema-454	285	24	should	should	AUX
ajema-454	285	25	be	be	AUX
ajema-454	285	26	paid	pay	VERB
ajema-454	285	27	by	by	ADP
ajema-454	285	28	medicare	medicare	PROPN
ajema-454	285	29	in	in	ADP
ajema-454	285	30	larger	large	ADJ
ajema-454	285	31	amounts	amount	NOUN
ajema-454	285	32	.	.	PUNCT
ajema-454	286	1	on	on	ADP
ajema-454	286	2	the	the	DET
ajema-454	286	3	other	other	ADJ
ajema-454	286	4	hand	hand	NOUN
ajema-454	286	5	,	,	PUNCT
ajema-454	286	6	the	the	DET
ajema-454	286	7	areas	area	NOUN
ajema-454	286	8	that	that	PRON
ajema-454	286	9	are	be	AUX
ajema-454	286	10	certified	certify	VERB
ajema-454	286	11	like	like	ADP
ajema-454	286	12	family	family	NOUN
ajema-454	286	13	practice	practice	NOUN
ajema-454	286	14	,	,	PUNCT
ajema-454	286	15	general	general	ADJ
ajema-454	286	16	practice	practice	NOUN
ajema-454	286	17	,	,	PUNCT
ajema-454	286	18	and	and	CCONJ
ajema-454	286	19	chiropractic	chiropractic	ADJ
ajema-454	286	20	services	service	NOUN
ajema-454	286	21	fall	fall	VERB
ajema-454	286	22	on	on	ADP
ajema-454	286	23	the	the	DET
ajema-454	286	24	lower	lower	ADV
ajema-454	286	25	-	-	PUNCT
ajema-454	286	26	left	leave	VERB
ajema-454	286	27	quadrant	quadrant	NOUN
ajema-454	286	28	,	,	PUNCT
ajema-454	286	29	indicating	indicate	VERB
ajema-454	286	30	that	that	SCONJ
ajema-454	286	31	they	they	PRON
ajema-454	286	32	have	have	VERB
ajema-454	286	33	lower	low	ADJ
ajema-454	286	34	reported	report	VERB
ajema-454	286	35	charges	charge	NOUN
ajema-454	286	36	and	and	CCONJ
ajema-454	286	37	proportionately	proportionately	ADV
ajema-454	286	38	less	less	ADJ
ajema-454	286	39	reimbursement	reimbursement	NOUN
ajema-454	286	40	as	as	SCONJ
ajema-454	286	41	shown	show	VERB
ajema-454	286	42	,	,	PUNCT
ajema-454	286	43	which	which	PRON
ajema-454	286	44	reflects	reflect	VERB
ajema-454	286	45	the	the	DET
ajema-454	286	46	nature	nature	NOUN
ajema-454	286	47	of	of	ADP
ajema-454	286	48	their	their	PRON
ajema-454	286	49	focus	focus	NOUN
ajema-454	286	50	on	on	ADP
ajema-454	286	51	routine	routine	ADJ
ajema-454	286	52	care	care	NOUN
ajema-454	286	53	and	and	CCONJ
ajema-454	286	54	prevention	prevention	NOUN
ajema-454	286	55	.	.	PUNCT
ajema-454	287	1	inherently	inherently	ADV
ajema-454	287	2	,	,	PUNCT
ajema-454	287	3	the	the	DET
ajema-454	287	4	graph	graph	NOUN
ajema-454	287	5	also	also	ADV
ajema-454	287	6	highlighting	highlight	VERB
ajema-454	287	7	some	some	DET
ajema-454	287	8	extremes	extreme	NOUN
ajema-454	287	9	charges	charge	NOUN
ajema-454	287	10	where	where	SCONJ
ajema-454	287	11	the	the	DET
ajema-454	287	12	charges	charge	NOUN
ajema-454	287	13	submitted	submit	VERB
ajema-454	287	14	are	be	AUX
ajema-454	287	15	much	much	ADV
ajema-454	287	16	higher	high	ADJ
ajema-454	287	17	as	as	ADP
ajema-454	287	18	compared	compare	VERB
ajema-454	287	19	to	to	ADP
ajema-454	287	20	the	the	DET
ajema-454	287	21	medicine	medicine	NOUN
ajema-454	287	22	reimbursements	reimbursement	NOUN
ajema-454	287	23	especially	especially	ADV
ajema-454	287	24	in	in	ADP
ajema-454	287	25	high	high	ADJ
ajema-454	287	26	-	-	PUNCT
ajema-454	287	27	cost	cost	NOUN
ajema-454	287	28	areas	area	NOUN
ajema-454	287	29	such	such	ADJ
ajema-454	287	30	as	as	ADP
ajema-454	287	31	the	the	DET
ajema-454	287	32	critical	critical	ADJ
ajema-454	287	33	care	care	NOUN
ajema-454	287	34	and	and	CCONJ
ajema-454	287	35	advanced	advanced	ADJ
ajema-454	287	36	surgical	surgical	ADJ
ajema-454	287	37	specialties	specialty	NOUN
ajema-454	287	38	pointing	point	VERB
ajema-454	287	39	to	to	ADP
ajema-454	287	40	a	a	DET
ajema-454	287	41	disparity	disparity	NOUN
ajema-454	287	42	between	between	ADP
ajema-454	287	43	the	the	DET
ajema-454	287	44	amount	amount	NOUN
ajema-454	287	45	billed	bill	VERB
ajema-454	287	46	and	and	CCONJ
ajema-454	287	47	approved	approve	VERB
ajema-454	287	48	payment	payment	NOUN
ajema-454	287	49	that	that	PRON
ajema-454	287	50	might	might	AUX
ajema-454	287	51	overstress	overstress	VERB
ajema-454	287	52	providers	provider	NOUN
ajema-454	287	53	,	,	PUNCT
ajema-454	287	54	and	and	CCONJ
ajema-454	287	55	others	other	NOUN
ajema-454	287	56	are	be	AUX
ajema-454	287	57	in	in	ADP
ajema-454	287	58	closer	close	ADJ
ajema-454	287	59	range	range	NOUN
ajema-454	287	60	46	46	NUM
ajema-454	287	61	journal	journal	NOUN
ajema-454	287	62	of	of	ADP
ajema-454	287	63	engineering	engineering	NOUN
ajema-454	287	64	,	,	PUNCT
ajema-454	287	65	mechanics	mechanic	NOUN
ajema-454	287	66	and	and	CCONJ
ajema-454	287	67	architecture	architecture	NOUN
ajema-454	287	68	www	www	NOUN
ajema-454	287	69	.	.	PUNCT
ajema-454	288	1	grnjournal.us	grnjournal.us	X
ajema-454	288	2	indicating	indicate	VERB
ajema-454	288	3	uniform	uniform	ADJ
ajema-454	288	4	reimbursement	reimbursement	NOUN
ajema-454	288	5	rates	rate	NOUN
ajema-454	288	6	.	.	PUNCT
ajema-454	289	1	the	the	DET
ajema-454	289	2	illness	illness	NOUN
ajema-454	289	3	of	of	ADP
ajema-454	289	4	peaks	peak	NOUN
ajema-454	289	5	and	and	CCONJ
ajema-454	289	6	troughs	troughs	NOUN
ajema-454	289	7	in	in	ADP
ajema-454	289	8	the	the	DET
ajema-454	289	9	visualization	visualization	NOUN
ajema-454	289	10	is	be	AUX
ajema-454	289	11	used	use	VERB
ajema-454	289	12	to	to	PART
ajema-454	289	13	communicate	communicate	VERB
ajema-454	289	14	the	the	DET
ajema-454	289	15	variability	variability	NOUN
ajema-454	289	16	of	of	ADP
ajema-454	289	17	reimbursement	reimbursement	NOUN
ajema-454	289	18	structures	structure	NOUN
ajema-454	289	19	in	in	ADP
ajema-454	289	20	medicare	medicare	PROPN
ajema-454	289	21	under	under	ADP
ajema-454	289	22	particular	particular	ADJ
ajema-454	289	23	specifications	specification	NOUN
ajema-454	289	24	in	in	ADP
ajema-454	289	25	comparison	comparison	NOUN
ajema-454	289	26	to	to	ADP
ajema-454	289	27	others	other	NOUN
ajema-454	289	28	with	with	ADP
ajema-454	289	29	little	little	ADJ
ajema-454	289	30	alterations	alteration	NOUN
ajema-454	289	31	in	in	ADP
ajema-454	289	32	their	their	PRON
ajema-454	289	33	negotiation	negotiation	NOUN
ajema-454	289	34	and	and	CCONJ
ajema-454	289	35	adaptation	adaptation	NOUN
ajema-454	289	36	.	.	PUNCT
ajema-454	290	1	this	this	DET
ajema-454	290	2	discussion	discussion	NOUN
ajema-454	290	3	highlights	highlight	VERB
ajema-454	290	4	inequities	inequity	NOUN
ajema-454	290	5	in	in	ADP
ajema-454	290	6	the	the	DET
ajema-454	290	7	healthcare	healthcare	NOUN
ajema-454	290	8	funding	funding	NOUN
ajema-454	290	9	process	process	NOUN
ajema-454	290	10	,	,	PUNCT
ajema-454	290	11	in	in	ADP
ajema-454	290	12	which	which	PRON
ajema-454	290	13	specialties	specialty	NOUN
ajema-454	290	14	with	with	ADP
ajema-454	290	15	high	high	ADJ
ajema-454	290	16	-	-	PUNCT
ajema-454	290	17	tech	tech	NOUN
ajema-454	290	18	and	and	CCONJ
ajema-454	290	19	high	high	ADJ
ajema-454	290	20	-	-	PUNCT
ajema-454	290	21	resource	resource	NOUN
ajema-454	290	22	needs	need	NOUN
ajema-454	290	23	are	be	AUX
ajema-454	290	24	unequally	unequally	ADV
ajema-454	290	25	and	and	CCONJ
ajema-454	290	26	disproportionately	disproportionately	ADV
ajema-454	290	27	,	,	PUNCT
ajema-454	290	28	reimbursed	reimburse	VERB
ajema-454	290	29	more	more	ADJ
ajema-454	290	30	than	than	ADP
ajema-454	290	31	primary	primary	ADJ
ajema-454	290	32	care	care	NOUN
ajema-454	290	33	and	and	CCONJ
ajema-454	290	34	may	may	AUX
ajema-454	290	35	affect	affect	VERB
ajema-454	290	36	the	the	DET
ajema-454	290	37	distribution	distribution	NOUN
ajema-454	290	38	of	of	ADP
ajema-454	290	39	providers	provider	NOUN
ajema-454	290	40	and	and	CCONJ
ajema-454	290	41	affect	affect	VERB
ajema-454	290	42	access	access	NOUN
ajema-454	290	43	to	to	ADP
ajema-454	290	44	patients	patient	NOUN
ajema-454	290	45	[	[	X
ajema-454	290	46	48	48	NUM
ajema-454	290	47	]	]	PUNCT
ajema-454	290	48	.	.	PUNCT
ajema-454	291	1	these	these	DET
ajema-454	291	2	results	result	NOUN
ajema-454	291	3	are	be	AUX
ajema-454	291	4	troubling	troubling	ADJ
ajema-454	291	5	in	in	ADP
ajema-454	291	6	terms	term	NOUN
ajema-454	291	7	of	of	ADP
ajema-454	291	8	equity	equity	NOUN
ajema-454	291	9	in	in	ADP
ajema-454	291	10	healthcare	healthcare	PROPN
ajema-454	291	11	remunerations	remuneration	NOUN
ajema-454	291	12	,	,	PUNCT
ajema-454	291	13	the	the	DET
ajema-454	291	14	sustainability	sustainability	NOUN
ajema-454	291	15	of	of	ADP
ajema-454	291	16	small	small	ADJ
ajema-454	291	17	practices	practice	NOUN
ajema-454	291	18	,	,	PUNCT
ajema-454	291	19	and	and	CCONJ
ajema-454	291	20	out	out	ADV
ajema-454	291	21	-	-	PUNCT
ajema-454	291	22	of	of	ADP
ajema-454	291	23	-	-	PUNCT
ajema-454	291	24	pocket	pocket	NOUN
ajema-454	291	25	costs	cost	NOUN
ajema-454	291	26	that	that	PRON
ajema-454	291	27	patients	patient	NOUN
ajema-454	291	28	will	will	AUX
ajema-454	291	29	pay	pay	VERB
ajema-454	291	30	.	.	PUNCT
ajema-454	292	1	this	this	DET
ajema-454	292	2	figure	figure	NOUN
ajema-454	292	3	demonstrates	demonstrate	VERB
ajema-454	292	4	the	the	DET
ajema-454	292	5	complexity	complexity	NOUN
ajema-454	292	6	of	of	ADP
ajema-454	292	7	the	the	DET
ajema-454	292	8	relationship	relationship	NOUN
ajema-454	292	9	between	between	ADP
ajema-454	292	10	the	the	DET
ajema-454	292	11	billing	billing	NOUN
ajema-454	292	12	patterns	pattern	NOUN
ajema-454	292	13	of	of	ADP
ajema-454	292	14	healthcare	healthcare	NOUN
ajema-454	292	15	providers	provider	NOUN
ajema-454	292	16	and	and	CCONJ
ajema-454	292	17	reimbursement	reimbursement	NOUN
ajema-454	292	18	policies	policy	NOUN
ajema-454	292	19	of	of	ADP
ajema-454	292	20	medicare	medicare	PROPN
ajema-454	292	21	,	,	PUNCT
ajema-454	292	22	sheds	shed	VERB
ajema-454	292	23	light	light	NOUN
ajema-454	292	24	on	on	ADP
ajema-454	292	25	the	the	DET
ajema-454	292	26	u.s	u.s	PROPN
ajema-454	292	27	.	.	PROPN
ajema-454	292	28	healthcare	healthcare	PROPN
ajema-454	292	29	system	system	PROPN
ajema-454	292	30	financial	financial	ADJ
ajema-454	292	31	dynamics	dynamic	NOUN
ajema-454	292	32	.	.	PUNCT
ajema-454	293	1	e.	e.	PROPN
ajema-454	293	2	provider	provider	NOUN
ajema-454	293	3	types	type	NOUN
ajema-454	293	4	by	by	ADP
ajema-454	293	5	number	number	NOUN
ajema-454	293	6	of	of	ADP
ajema-454	293	7	beneficiaries	beneficiary	NOUN
ajema-454	293	8	served	serve	VERB
ajema-454	293	9	analysis	analysis	NOUN
ajema-454	293	10	figure	figure	NOUN
ajema-454	293	11	5	5	NUM
ajema-454	293	12	:	:	PUNCT
ajema-454	293	13	this	this	DET
ajema-454	293	14	image	image	NOUN
ajema-454	293	15	demonstrates	demonstrate	VERB
ajema-454	293	16	entities	entity	NOUN
ajema-454	293	17	that	that	PRON
ajema-454	293	18	receive	receive	VERB
ajema-454	293	19	medicare	medicare	NOUN
ajema-454	293	20	beneficiaries	beneficiary	NOUN
ajema-454	293	21	within	within	ADP
ajema-454	293	22	multiple	multiple	ADJ
ajema-454	293	23	elements	element	NOUN
ajema-454	293	24	of	of	ADP
ajema-454	293	25	providers	provider	NOUN
ajema-454	293	26	figure	figure	VERB
ajema-454	293	27	5	5	NUM
ajema-454	293	28	shows	show	VERB
ajema-454	293	29	how	how	SCONJ
ajema-454	293	30	many	many	ADJ
ajema-454	293	31	medicare	medicare	NOUN
ajema-454	293	32	beneficiaries	beneficiary	NOUN
ajema-454	293	33	are	be	AUX
ajema-454	293	34	among	among	ADP
ajema-454	293	35	various	various	ADJ
ajema-454	293	36	types	type	NOUN
ajema-454	293	37	of	of	ADP
ajema-454	293	38	providers	provider	NOUN
ajema-454	293	39	,	,	PUNCT
ajema-454	293	40	which	which	PRON
ajema-454	293	41	is	be	AUX
ajema-454	293	42	important	important	ADJ
ajema-454	293	43	to	to	PART
ajema-454	293	44	consider	consider	VERB
ajema-454	293	45	taking	take	VERB
ajema-454	293	46	into	into	ADP
ajema-454	293	47	consideration	consideration	NOUN
ajema-454	293	48	the	the	DET
ajema-454	293	49	extent	extent	NOUN
ajema-454	293	50	of	of	ADP
ajema-454	293	51	patient	patient	ADJ
ajema-454	293	52	participation	participation	NOUN
ajema-454	293	53	in	in	ADP
ajema-454	293	54	the	the	DET
ajema-454	293	55	healthcare	healthcare	NOUN
ajema-454	293	56	system	system	NOUN
ajema-454	293	57	.	.	PUNCT
ajema-454	294	1	the	the	DET
ajema-454	294	2	axis	axis	NOUN
ajema-454	294	3	used	use	VERB
ajema-454	294	4	to	to	PART
ajema-454	294	5	measure	measure	VERB
ajema-454	294	6	the	the	DET
ajema-454	294	7	designations	designation	NOUN
ajema-454	294	8	are	be	AUX
ajema-454	294	9	connected	connect	VERB
ajema-454	294	10	to	to	ADP
ajema-454	294	11	the	the	DET
ajema-454	294	12	number	number	NOUN
ajema-454	294	13	of	of	ADP
ajema-454	294	14	medicare	medicare	PROPN
ajema-454	294	15	beneficiaries	beneficiary	NOUN
ajema-454	294	16	served	serve	VERB
ajema-454	294	17	(	(	PUNCT
ajema-454	294	18	x	x	NOUN
ajema-454	294	19	-	-	NOUN
ajema-454	294	20	axis	axis	ADJ
ajema-454	294	21	)	)	PUNCT
ajema-454	294	22	and	and	CCONJ
ajema-454	294	23	those	those	PRON
ajema-454	294	24	used	use	VERB
ajema-454	294	25	to	to	PART
ajema-454	294	26	measure	measure	VERB
ajema-454	294	27	provider	provider	NOUN
ajema-454	294	28	type	type	NOUN
ajema-454	294	29	(	(	PUNCT
ajema-454	294	30	y	y	NOUN
ajema-454	294	31	-	-	PUNCT
ajema-454	294	32	axis	axis	NOUN
ajema-454	294	33	)	)	PUNCT
ajema-454	294	34	which	which	PRON
ajema-454	294	35	extend	extend	VERB
ajema-454	294	36	in	in	ADP
ajema-454	294	37	scale	scale	NOUN
ajema-454	294	38	to	to	PART
ajema-454	294	39	include	include	VERB
ajema-454	294	40	narrower	narrow	ADJ
ajema-454	294	41	practices	practice	NOUN
ajema-454	294	42	or	or	CCONJ
ajema-454	294	43	services	service	NOUN
ajema-454	294	44	such	such	ADJ
ajema-454	294	45	as	as	ADP
ajema-454	294	46	anesthesiology	anesthesiology	NOUN
ajema-454	294	47	,	,	PUNCT
ajema-454	294	48	endocrinology	endocrinology	NOUN
ajema-454	294	49	,	,	PUNCT
ajema-454	294	50	and	and	CCONJ
ajema-454	294	51	gynecological	gynecological	ADJ
ajema-454	294	52	oncology	oncology	NOUN
ajema-454	294	53	to	to	ADP
ajema-454	294	54	more	more	ADV
ajema-454	294	55	generalized	generalized	ADJ
ajema-454	294	56	practices	practice	NOUN
ajema-454	294	57	or	or	CCONJ
ajema-454	294	58	services	service	NOUN
ajema-454	294	59	such	such	ADJ
ajema-454	294	60	as	as	ADP
ajema-454	294	61	family	family	NOUN
ajema-454	294	62	practice	practice	NOUN
ajema-454	294	63	,	,	PUNCT
ajema-454	294	64	cardiology	cardiology	NOUN
ajema-454	294	65	,	,	PUNCT
ajema-454	294	66	and	and	CCONJ
ajema-454	294	67	clinical	clinical	ADJ
ajema-454	294	68	laboratories	laboratory	NOUN
ajema-454	294	69	.	.	PUNCT
ajema-454	295	1	the	the	DET
ajema-454	295	2	range	range	NOUN
ajema-454	295	3	of	of	ADP
ajema-454	295	4	providers	provider	NOUN
ajema-454	295	5	will	will	AUX
ajema-454	295	6	be	be	AUX
ajema-454	295	7	dominated	dominate	VERB
ajema-454	295	8	by	by	ADP
ajema-454	295	9	the	the	DET
ajema-454	295	10	clinical	clinical	ADJ
ajema-454	295	11	cardiac	cardiac	ADJ
ajema-454	295	12	electrophysiology	electrophysiology	NOUN
ajema-454	295	13	type	type	NOUN
ajema-454	295	14	,	,	PUNCT
ajema-454	295	15	which	which	PRON
ajema-454	295	16	will	will	AUX
ajema-454	295	17	significantly	significantly	ADV
ajema-454	295	18	benefit	benefit	VERB
ajema-454	295	19	over	over	ADP
ajema-454	295	20	1.7	1.7	NUM
ajema-454	295	21	million	million	NUM
ajema-454	295	22	beneficiaries	beneficiary	NOUN
ajema-454	295	23	,	,	PUNCT
ajema-454	295	24	and	and	CCONJ
ajema-454	295	25	it	it	PRON
ajema-454	295	26	highlights	highlight	VERB
ajema-454	295	27	the	the	DET
ajema-454	295	28	fact	fact	NOUN
ajema-454	295	29	that	that	SCONJ
ajema-454	295	30	the	the	DET
ajema-454	295	31	medicare	medicare	PROPN
ajema-454	295	32	population	population	NOUN
ajema-454	295	33	has	have	AUX
ajema-454	295	34	a	a	DET
ajema-454	295	35	great	great	ADJ
ajema-454	295	36	need	need	NOUN
ajema-454	295	37	regarding	regard	VERB
ajema-454	295	38	the	the	DET
ajema-454	295	39	number	number	NOUN
ajema-454	295	40	of	of	ADP
ajema-454	295	41	provided	provide	VERB
ajema-454	295	42	cardiovascular	cardiovascular	ADJ
ajema-454	295	43	diagnostic	diagnostic	ADJ
ajema-454	295	44	and	and	CCONJ
ajema-454	295	45	treatment	treatment	NOUN
ajema-454	295	46	services	service	NOUN
ajema-454	295	47	.	.	PUNCT
ajema-454	296	1	diagnostic	diagnostic	ADJ
ajema-454	296	2	radiology	radiology	NOUN
ajema-454	296	3	,	,	PUNCT
ajema-454	296	4	critical	critical	ADJ
ajema-454	296	5	care	care	NOUN
ajema-454	296	6	(	(	PUNCT
ajema-454	296	7	intensivists	intensivist	NOUN
ajema-454	296	8	)	)	PUNCT
ajema-454	296	9	and	and	CCONJ
ajema-454	296	10	other	other	ADJ
ajema-454	296	11	high	high	ADJ
ajema-454	296	12	-	-	PUNCT
ajema-454	296	13	volume	volume	NOUN
ajema-454	296	14	specialties	specialty	NOUN
ajema-454	296	15	,	,	PUNCT
ajema-454	296	16	each	each	PRON
ajema-454	296	17	with	with	ADP
ajema-454	296	18	a	a	DET
ajema-454	296	19	large	large	ADJ
ajema-454	296	20	number	number	NOUN
ajema-454	296	21	of	of	ADP
ajema-454	296	22	beneficiaries	beneficiary	NOUN
ajema-454	296	23	,	,	PUNCT
ajema-454	296	24	exemplify	exemplify	VERB
ajema-454	296	25	the	the	DET
ajema-454	296	26	specialty	specialty	NOUN
ajema-454	296	27	-	-	PUNCT
ajema-454	296	28	wide	wide	ADJ
ajema-454	296	29	importance	importance	NOUN
ajema-454	296	30	of	of	ADP
ajema-454	296	31	diagnostic	diagnostic	ADJ
ajema-454	296	32	imaging	imaging	NOUN
ajema-454	296	33	and	and	CCONJ
ajema-454	296	34	acute	acute	NOUN
ajema-454	296	35	care	care	NOUN
ajema-454	296	36	in	in	ADP
ajema-454	296	37	treating	treat	VERB
ajema-454	296	38	complex	complex	NOUN
ajema-454	296	39	,	,	PUNCT
ajema-454	296	40	at	at	ADP
ajema-454	296	41	-	-	PUNCT
ajema-454	296	42	risk	risk	NOUN
ajema-454	296	43	patients	patient	NOUN
ajema-454	296	44	.	.	PUNCT
ajema-454	297	1	by	by	ADP
ajema-454	297	2	contrast	contrast	NOUN
ajema-454	297	3	,	,	PUNCT
ajema-454	297	4	a	a	DET
ajema-454	297	5	number	number	NOUN
ajema-454	297	6	of	of	ADP
ajema-454	297	7	specialties	specialty	NOUN
ajema-454	297	8	including	include	VERB
ajema-454	297	9	addiction	addiction	NOUN
ajema-454	297	10	medicine	medicine	NOUN
ajema-454	297	11	,	,	PUNCT
ajema-454	297	12	audiology	audiology	NOUN
ajema-454	297	13	,	,	PUNCT
ajema-454	297	14	chiropractic	chiropractic	ADJ
ajema-454	297	15	care	care	NOUN
ajema-454	297	16	,	,	PUNCT
ajema-454	297	17	gynecological	gynecological	ADJ
ajema-454	297	18	oncology	oncology	NOUN
ajema-454	297	19	,	,	PUNCT
ajema-454	297	20	and	and	CCONJ
ajema-454	297	21	others	other	NOUN
ajema-454	297	22	have	have	VERB
ajema-454	297	23	far	far	ADV
ajema-454	297	24	fewer	few	ADJ
ajema-454	297	25	patients	patient	NOUN
ajema-454	297	26	per	per	ADP
ajema-454	297	27	capita	capita	NOUN
ajema-454	297	28	,	,	PUNCT
ajema-454	297	29	indicating	indicate	VERB
ajema-454	297	30	their	their	PRON
ajema-454	297	31	rather	rather	ADV
ajema-454	297	32	specialized	specialized	ADJ
ajema-454	297	33	or	or	CCONJ
ajema-454	297	34	niche	niche	NOUN
ajema-454	297	35	positions	position	NOUN
ajema-454	297	36	in	in	ADP
ajema-454	297	37	the	the	DET
ajema-454	297	38	medicare	medicare	PROPN
ajema-454	297	39	profession	profession	NOUN
ajema-454	297	40	[	[	X
ajema-454	297	41	49	49	NUM
ajema-454	297	42	]	]	PUNCT
ajema-454	297	43	.	.	PUNCT
ajema-454	298	1	the	the	DET
ajema-454	298	2	large	large	ADJ
ajema-454	298	3	populations	population	NOUN
ajema-454	298	4	served	serve	VERB
ajema-454	298	5	by	by	ADP
ajema-454	298	6	generalist	generalist	ADJ
ajema-454	298	7	areas	area	NOUN
ajema-454	298	8	,	,	PUNCT
ajema-454	298	9	such	such	ADJ
ajema-454	298	10	as	as	ADP
ajema-454	298	11	family	family	NOUN
ajema-454	298	12	practice	practice	NOUN
ajema-454	298	13	or	or	CCONJ
ajema-454	298	14	general	general	ADJ
ajema-454	298	15	practice	practice	NOUN
ajema-454	298	16	,	,	PUNCT
ajema-454	298	17	also	also	ADV
ajema-454	298	18	help	help	VERB
ajema-454	298	19	to	to	PART
ajema-454	298	20	anchor	anchor	VERB
ajema-454	298	21	them	they	PRON
ajema-454	298	22	as	as	ADP
ajema-454	298	23	the	the	DET
ajema-454	298	24	base	base	NOUN
ajema-454	298	25	of	of	ADP
ajema-454	298	26	accessible	accessible	ADJ
ajema-454	298	27	,	,	PUNCT
ajema-454	298	28	continuous	continuous	ADJ
ajema-454	298	29	care	care	NOUN
ajema-454	298	30	and	and	CCONJ
ajema-454	298	31	gateway	gateway	NOUN
ajema-454	298	32	to	to	ADP
ajema-454	298	33	specialist	specialist	NOUN
ajema-454	298	34	services	service	NOUN
ajema-454	298	35	.	.	PUNCT
ajema-454	299	1	it	it	PRON
ajema-454	299	2	is	be	AUX
ajema-454	299	3	these	these	DET
ajema-454	299	4	differences	difference	NOUN
ajema-454	299	5	that	that	PRON
ajema-454	299	6	are	be	AUX
ajema-454	299	7	noticeable	noticeable	ADJ
ajema-454	299	8	in	in	ADP
ajema-454	299	9	the	the	DET
ajema-454	299	10	given	give	VERB
ajema-454	299	11	visualization	visualization	NOUN
ajema-454	299	12	that	that	PRON
ajema-454	299	13	reflect	reflect	VERB
ajema-454	299	14	the	the	DET
ajema-454	299	15	lack	lack	NOUN
ajema-454	299	16	of	of	ADP
ajema-454	299	17	even	even	ADV
ajema-454	299	18	47	47	NUM
ajema-454	299	19	journal	journal	NOUN
ajema-454	299	20	of	of	ADP
ajema-454	299	21	engineering	engineering	NOUN
ajema-454	299	22	,	,	PUNCT
ajema-454	299	23	mechanics	mechanic	NOUN
ajema-454	299	24	and	and	CCONJ
ajema-454	299	25	architecture	architecture	NOUN
ajema-454	299	26	www	www	NOUN
ajema-454	299	27	.	.	PUNCT
ajema-454	300	1	grnjournal.us	grnjournal.us	X
ajema-454	300	2	distribution	distribution	NOUN
ajema-454	300	3	of	of	ADP
ajema-454	300	4	service	service	NOUN
ajema-454	300	5	demand	demand	NOUN
ajema-454	300	6	in	in	ADP
ajema-454	300	7	terms	term	NOUN
ajema-454	300	8	of	of	ADP
ajema-454	300	9	which	which	PRON
ajema-454	300	10	high	high	ADJ
ajema-454	300	11	-	-	PUNCT
ajema-454	300	12	tech	tech	NOUN
ajema-454	300	13	and	and	CCONJ
ajema-454	300	14	specialized	specialized	ADJ
ajema-454	300	15	care	care	NOUN
ajema-454	300	16	areas	area	NOUN
ajema-454	300	17	see	see	VERB
ajema-454	300	18	dramatically	dramatically	ADV
ajema-454	300	19	higher	high	ADJ
ajema-454	300	20	patient	patient	ADJ
ajema-454	300	21	numbers	number	NOUN
ajema-454	300	22	in	in	ADP
ajema-454	300	23	comparison	comparison	NOUN
ajema-454	300	24	to	to	ADP
ajema-454	300	25	the	the	DET
ajema-454	300	26	scope	scope	NOUN
ajema-454	300	27	of	of	ADP
ajema-454	300	28	preventive	preventive	ADJ
ajema-454	300	29	or	or	CCONJ
ajema-454	300	30	supportive	supportive	ADJ
ajema-454	300	31	ones	one	NOUN
ajema-454	300	32	.	.	PUNCT
ajema-454	301	1	the	the	DET
ajema-454	301	2	patterns	pattern	NOUN
ajema-454	301	3	present	present	VERB
ajema-454	301	4	significant	significant	ADJ
ajema-454	301	5	questions	question	NOUN
ajema-454	301	6	about	about	ADP
ajema-454	301	7	how	how	SCONJ
ajema-454	301	8	to	to	PART
ajema-454	301	9	allocate	allocate	VERB
ajema-454	301	10	workforce	workforce	NOUN
ajema-454	301	11	,	,	PUNCT
ajema-454	301	12	afford	afford	VERB
ajema-454	301	13	access	access	NOUN
ajema-454	301	14	to	to	ADP
ajema-454	301	15	care	care	NOUN
ajema-454	301	16	,	,	PUNCT
ajema-454	301	17	and	and	CCONJ
ajema-454	301	18	achieve	achieve	VERB
ajema-454	301	19	financial	financial	ADJ
ajema-454	301	20	stability	stability	NOUN
ajema-454	301	21	,	,	PUNCT
ajema-454	301	22	particularly	particularly	ADV
ajema-454	301	23	among	among	ADP
ajema-454	301	24	small	small	ADJ
ajema-454	301	25	practices	practice	NOUN
ajema-454	301	26	that	that	PRON
ajema-454	301	27	might	might	AUX
ajema-454	301	28	not	not	PART
ajema-454	301	29	be	be	AUX
ajema-454	301	30	able	able	ADJ
ajema-454	301	31	to	to	PART
ajema-454	301	32	overcome	overcome	VERB
ajema-454	301	33	modest	modest	ADJ
ajema-454	301	34	patient	patient	ADJ
ajema-454	301	35	loads	load	NOUN
ajema-454	301	36	.	.	PUNCT
ajema-454	302	1	f.	f.	PROPN
ajema-454	302	2	examination	examination	PROPN
ajema-454	302	3	of	of	ADP
ajema-454	302	4	services	service	NOUN
ajema-454	302	5	furnished	furnish	VERB
ajema-454	302	6	in	in	ADP
ajema-454	302	7	reference	reference	NOUN
ajema-454	302	8	to	to	ADP
ajema-454	302	9	medicare	medicare	PROPN
ajema-454	302	10	patients	patient	NOUN
ajema-454	302	11	figure	figure	VERB
ajema-454	302	12	6	6	NUM
ajema-454	302	13	:	:	PUNCT
ajema-454	302	14	this	this	DET
ajema-454	302	15	image	image	NOUN
ajema-454	302	16	demonstrates	demonstrate	VERB
ajema-454	302	17	medicare	medicare	PROPN
ajema-454	302	18	services	service	NOUN
ajema-454	302	19	against	against	ADP
ajema-454	302	20	the	the	DET
ajema-454	302	21	amount	amount	NOUN
ajema-454	302	22	of	of	ADP
ajema-454	302	23	beneficiaries	beneficiary	NOUN
ajema-454	302	24	figure	figure	VERB
ajema-454	302	25	6	6	NUM
ajema-454	302	26	provides	provide	VERB
ajema-454	302	27	a	a	DET
ajema-454	302	28	graphic	graphic	ADJ
ajema-454	302	29	representation	representation	NOUN
ajema-454	302	30	of	of	ADP
ajema-454	302	31	the	the	DET
ajema-454	302	32	dependence	dependence	NOUN
ajema-454	302	33	of	of	ADP
ajema-454	302	34	the	the	DET
ajema-454	302	35	number	number	NOUN
ajema-454	302	36	of	of	ADP
ajema-454	302	37	services	service	NOUN
ajema-454	302	38	on	on	ADP
ajema-454	302	39	the	the	DET
ajema-454	302	40	number	number	NOUN
ajema-454	302	41	of	of	ADP
ajema-454	302	42	medicare	medicare	PROPN
ajema-454	302	43	beneficiaries	beneficiary	NOUN
ajema-454	302	44	,	,	PUNCT
ajema-454	302	45	so	so	SCONJ
ajema-454	302	46	it	it	PRON
ajema-454	302	47	is	be	AUX
ajema-454	302	48	possible	possible	ADJ
ajema-454	302	49	to	to	PART
ajema-454	302	50	view	view	VERB
ajema-454	302	51	in	in	ADP
ajema-454	302	52	detail	detail	NOUN
ajema-454	302	53	how	how	SCONJ
ajema-454	302	54	many	many	ADJ
ajema-454	302	55	state	state	NOUN
ajema-454	302	56	residents	resident	NOUN
ajema-454	302	57	and	and	CCONJ
ajema-454	302	58	women	woman	NOUN
ajema-454	302	59	use	use	VERB
ajema-454	302	60	healthcare	healthcare	NOUN
ajema-454	302	61	.	.	PUNCT
ajema-454	303	1	each	each	DET
ajema-454	303	2	dot	dot	NOUN
ajema-454	303	3	depicts	depict	VERB
ajema-454	303	4	a	a	DET
ajema-454	303	5	state	state	NOUN
ajema-454	303	6	,	,	PUNCT
ajema-454	303	7	which	which	PRON
ajema-454	303	8	is	be	AUX
ajema-454	303	9	color	color	NOUN
ajema-454	303	10	coded	code	VERB
ajema-454	303	11	by	by	ADP
ajema-454	303	12	the	the	DET
ajema-454	303	13	provider	provider	NOUN
ajema-454	303	14	state	state	NOUN
ajema-454	303	15	code	code	NOUN
ajema-454	303	16	,	,	PUNCT
ajema-454	303	17	where	where	SCONJ
ajema-454	303	18	the	the	DET
ajema-454	303	19	x	x	X
ajema-454	303	20	-	-	NOUN
ajema-454	303	21	axis	axis	NOUN
ajema-454	303	22	is	be	AUX
ajema-454	303	23	the	the	DET
ajema-454	303	24	number	number	NOUN
ajema-454	303	25	of	of	ADP
ajema-454	303	26	medicare	medicare	PROPN
ajema-454	303	27	beneficiaries	beneficiary	NOUN
ajema-454	303	28	and	and	CCONJ
ajema-454	303	29	the	the	DET
ajema-454	303	30	y	y	NOUN
ajema-454	303	31	-	-	PUNCT
ajema-454	303	32	axis	axis	NOUN
ajema-454	303	33	is	be	AUX
ajema-454	303	34	the	the	DET
ajema-454	303	35	number	number	NOUN
ajema-454	303	36	of	of	ADP
ajema-454	303	37	the	the	DET
ajema-454	303	38	services	service	NOUN
ajema-454	303	39	provided	provide	VERB
ajema-454	303	40	.	.	PUNCT
ajema-454	304	1	through	through	ADP
ajema-454	304	2	the	the	DET
ajema-454	304	3	scatterplot	scatterplot	NOUN
ajema-454	304	4	,	,	PUNCT
ajema-454	304	5	high	high	ADJ
ajema-454	304	6	correlation	correlation	NOUN
ajema-454	304	7	has	have	AUX
ajema-454	304	8	been	be	AUX
ajema-454	304	9	observed	observe	VERB
ajema-454	304	10	and	and	CCONJ
ajema-454	304	11	this	this	PRON
ajema-454	304	12	clearly	clearly	ADV
ajema-454	304	13	depicts	depict	VERB
ajema-454	304	14	that	that	SCONJ
ajema-454	304	15	with	with	ADP
ajema-454	304	16	increasing	increase	VERB
ajema-454	304	17	numbers	number	NOUN
ajema-454	304	18	of	of	ADP
ajema-454	304	19	medicare	medicare	PROPN
ajema-454	304	20	beneficiaries	beneficiary	NOUN
ajema-454	304	21	,	,	PUNCT
ajema-454	304	22	the	the	DET
ajema-454	304	23	number	number	NOUN
ajema-454	304	24	of	of	ADP
ajema-454	304	25	services	service	NOUN
ajema-454	304	26	provided	provide	VERB
ajema-454	304	27	is	be	AUX
ajema-454	304	28	similarly	similarly	ADV
ajema-454	304	29	soaring	soar	VERB
ajema-454	304	30	.	.	PUNCT
ajema-454	305	1	states	state	NOUN
ajema-454	305	2	with	with	ADP
ajema-454	305	3	the	the	DET
ajema-454	305	4	higher	high	ADJ
ajema-454	305	5	populace	populace	NOUN
ajema-454	305	6	of	of	ADP
ajema-454	305	7	beneficiaries	beneficiary	NOUN
ajema-454	305	8	,	,	PUNCT
ajema-454	305	9	states	state	NOUN
ajema-454	305	10	on	on	ADP
ajema-454	305	11	the	the	DET
ajema-454	305	12	right	right	ADJ
ajema-454	305	13	side	side	NOUN
ajema-454	305	14	of	of	ADP
ajema-454	305	15	the	the	DET
ajema-454	305	16	graph	graph	NOUN
ajema-454	305	17	,	,	PUNCT
ajema-454	305	18	will	will	AUX
ajema-454	305	19	report	report	VERB
ajema-454	305	20	higher	high	ADJ
ajema-454	305	21	volume	volume	NOUN
ajema-454	305	22	of	of	ADP
ajema-454	305	23	services	service	NOUN
ajema-454	305	24	and	and	CCONJ
ajema-454	305	25	some	some	PRON
ajema-454	305	26	even	even	ADV
ajema-454	305	27	surpass	surpass	VERB
ajema-454	305	28	the	the	DET
ajema-454	305	29	figure	figure	NOUN
ajema-454	305	30	of	of	ADP
ajema-454	305	31	2.9	2.9	NUM
ajema-454	305	32	million	million	NUM
ajema-454	305	33	services	service	NOUN
ajema-454	305	34	.	.	PUNCT
ajema-454	306	1	this	this	DET
ajema-454	306	2	tendency	tendency	NOUN
ajema-454	306	3	indicates	indicate	VERB
ajema-454	306	4	that	that	SCONJ
ajema-454	306	5	the	the	DET
ajema-454	306	6	upsurge	upsurge	NOUN
ajema-454	306	7	of	of	ADP
ajema-454	306	8	healthcare	healthcare	NOUN
ajema-454	306	9	needs	need	NOUN
ajema-454	306	10	is	be	AUX
ajema-454	306	11	much	much	ADV
ajema-454	306	12	more	more	ADV
ajema-454	306	13	elastic	elastic	ADJ
ajema-454	306	14	than	than	ADP
ajema-454	306	15	the	the	DET
ajema-454	306	16	number	number	NOUN
ajema-454	306	17	of	of	ADP
ajema-454	306	18	medicare	medicare	PROPN
ajema-454	306	19	population	population	NOUN
ajema-454	306	20	,	,	PUNCT
ajema-454	306	21	as	as	SCONJ
ajema-454	306	22	larger	large	ADJ
ajema-454	306	23	states	state	NOUN
ajema-454	306	24	will	will	AUX
ajema-454	306	25	inevitably	inevitably	ADV
ajema-454	306	26	demand	demand	VERB
ajema-454	306	27	more	more	ADJ
ajema-454	306	28	medical	medical	ADJ
ajema-454	306	29	interventions	intervention	NOUN
ajema-454	306	30	.	.	PUNCT
ajema-454	307	1	the	the	DET
ajema-454	307	2	spread	spread	NOUN
ajema-454	307	3	of	of	ADP
ajema-454	307	4	points	point	NOUN
ajema-454	307	5	also	also	ADV
ajema-454	307	6	reveals	reveal	VERB
ajema-454	307	7	considerable	considerable	ADJ
ajema-454	307	8	difference	difference	NOUN
ajema-454	307	9	between	between	ADP
ajema-454	307	10	states	state	NOUN
ajema-454	307	11	,	,	PUNCT
ajema-454	307	12	with	with	ADP
ajema-454	307	13	equal	equal	ADJ
ajema-454	307	14	quantities	quantity	NOUN
ajema-454	307	15	of	of	ADP
ajema-454	307	16	beneficiaries	beneficiary	NOUN
ajema-454	307	17	,	,	PUNCT
ajema-454	307	18	indicating	indicate	VERB
ajema-454	307	19	different	different	ADJ
ajema-454	307	20	availability	availability	NOUN
ajema-454	307	21	of	of	ADP
ajema-454	307	22	providers	provider	NOUN
ajema-454	307	23	or	or	CCONJ
ajema-454	307	24	healthcare	healthcare	NOUN
ajema-454	307	25	infrastructure	infrastructure	NOUN
ajema-454	307	26	,	,	PUNCT
ajema-454	307	27	or	or	CCONJ
ajema-454	307	28	the	the	DET
ajema-454	307	29	level	level	NOUN
ajema-454	307	30	of	of	ADP
ajema-454	307	31	provider	provider	NOUN
ajema-454	307	32	’s	’s	PART
ajema-454	307	33	utilization	utilization	NOUN
ajema-454	307	34	.	.	PUNCT
ajema-454	308	1	such	such	ADJ
ajema-454	308	2	differences	difference	NOUN
ajema-454	308	3	can	can	AUX
ajema-454	308	4	indicate	indicate	VERB
ajema-454	308	5	differences	difference	NOUN
ajema-454	308	6	in	in	ADP
ajema-454	308	7	healthcare	healthcare	NOUN
ajema-454	308	8	access	access	NOUN
ajema-454	308	9	across	across	ADP
ajema-454	308	10	a	a	DET
ajema-454	308	11	state	state	NOUN
ajema-454	308	12	,	,	PUNCT
ajema-454	308	13	some	some	DET
ajema-454	308	14	population	population	NOUN
ajema-454	308	15	condition	condition	NOUN
ajema-454	308	16	of	of	ADP
ajema-454	308	17	chronic	chronic	ADJ
ajema-454	308	18	disease	disease	NOUN
ajema-454	308	19	,	,	PUNCT
ajema-454	308	20	or	or	CCONJ
ajema-454	308	21	dependence	dependence	NOUN
ajema-454	308	22	on	on	ADP
ajema-454	308	23	specialized	specialized	ADJ
ajema-454	308	24	care	care	NOUN
ajema-454	308	25	[	[	X
ajema-454	308	26	50	50	NUM
ajema-454	308	27	]	]	PUNCT
ajema-454	308	28	.	.	PUNCT
ajema-454	309	1	the	the	DET
ajema-454	309	2	visualization	visualization	NOUN
ajema-454	309	3	highlights	highlight	VERB
ajema-454	309	4	the	the	DET
ajema-454	309	5	philosophical	philosophical	ADJ
ajema-454	309	6	issue	issue	NOUN
ajema-454	309	7	of	of	ADP
ajema-454	309	8	harmonic	harmonic	ADJ
ajema-454	309	9	coupling	coupling	NOUN
ajema-454	309	10	of	of	ADP
ajema-454	309	11	healthcare	healthcare	PROPN
ajema-454	309	12	service	service	NOUN
ajema-454	309	13	provision	provision	NOUN
ajema-454	309	14	with	with	ADP
ajema-454	309	15	the	the	DET
ajema-454	309	16	increasing	increase	VERB
ajema-454	309	17	needs	need	NOUN
ajema-454	309	18	of	of	ADP
ajema-454	309	19	the	the	DET
ajema-454	309	20	ageing	age	VERB
ajema-454	309	21	populace	populace	NOUN
ajema-454	309	22	on	on	ADP
ajema-454	309	23	medicare	medicare	PROPN
ajema-454	309	24	.	.	PUNCT
ajema-454	310	1	such	such	ADJ
ajema-454	310	2	insights	insight	NOUN
ajema-454	310	3	can	can	AUX
ajema-454	310	4	facilitate	facilitate	VERB
ajema-454	310	5	policymakers	policymaker	NOUN
ajema-454	310	6	as	as	ADV
ajema-454	310	7	well	well	ADV
ajema-454	310	8	as	as	SCONJ
ajema-454	310	9	healthcare	healthcare	PROPN
ajema-454	310	10	administrators	administrator	NOUN
ajema-454	310	11	to	to	PART
ajema-454	310	12	analyze	analyze	VERB
ajema-454	310	13	whether	whether	SCONJ
ajema-454	310	14	the	the	DET
ajema-454	310	15	states	state	NOUN
ajema-454	310	16	with	with	ADP
ajema-454	310	17	an	an	DET
ajema-454	310	18	imbalanced	imbalanced	ADJ
ajema-454	310	19	and	and	CCONJ
ajema-454	310	20	disproportionate	disproportionate	ADJ
ajema-454	310	21	service	service	NOUN
ajema-454	310	22	volume	volume	NOUN
ajema-454	310	23	,	,	PUNCT
ajema-454	310	24	either	either	CCONJ
ajema-454	310	25	high	high	ADJ
ajema-454	310	26	or	or	CCONJ
ajema-454	310	27	low	low	ADJ
ajema-454	310	28	,	,	PUNCT
ajema-454	310	29	are	be	AUX
ajema-454	310	30	functioning	function	VERB
ajema-454	310	31	efficiently	efficiently	ADV
ajema-454	310	32	or	or	CCONJ
ajema-454	310	33	not	not	PART
ajema-454	310	34	.	.	PUNCT
ajema-454	311	1	48	48	NUM
ajema-454	311	2	journal	journal	NOUN
ajema-454	311	3	of	of	ADP
ajema-454	311	4	engineering	engineering	NOUN
ajema-454	311	5	,	,	PUNCT
ajema-454	311	6	mechanics	mechanic	NOUN
ajema-454	311	7	and	and	CCONJ
ajema-454	311	8	architecture	architecture	NOUN
ajema-454	311	9	www	www	NOUN
ajema-454	311	10	.	.	PUNCT
ajema-454	312	1	grnjournal.us	grnjournal.us	X
ajema-454	312	2	g.	g.	NOUN
ajema-454	312	3	provider	provider	NOUN
ajema-454	312	4	type	type	NOUN
ajema-454	312	5	payments	payment	NOUN
ajema-454	312	6	-	-	PUNCT
ajema-454	312	7	to	to	ADP
ajema-454	312	8	-	-	PUNCT
ajema-454	312	9	charges	charge	NOUN
ajema-454	312	10	ratios	ratio	NOUN
ajema-454	312	11	analysis	analysis	NOUN
ajema-454	312	12	figure	figure	NOUN
ajema-454	312	13	7	7	NUM
ajema-454	312	14	:	:	PUNCT
ajema-454	312	15	this	this	DET
ajema-454	312	16	image	image	NOUN
ajema-454	312	17	displays	display	VERB
ajema-454	312	18	payment	payment	NOUN
ajema-454	312	19	-	-	PUNCT
ajema-454	312	20	to	to	ADP
ajema-454	312	21	-	-	PUNCT
ajema-454	312	22	charge	charge	NOUN
ajema-454	312	23	ratio	ratio	NOUN
ajema-454	312	24	disparity	disparity	NOUN
ajema-454	312	25	by	by	ADP
ajema-454	312	26	type	type	NOUN
ajema-454	312	27	of	of	ADP
ajema-454	312	28	provider	provider	NOUN
ajema-454	312	29	figure	figure	NOUN
ajema-454	312	30	7	7	NUM
ajema-454	312	31	displays	display	VERB
ajema-454	312	32	the	the	DET
ajema-454	312	33	payment	payment	NOUN
ajema-454	312	34	-	-	PUNCT
ajema-454	312	35	to	to	ADP
ajema-454	312	36	-	-	PUNCT
ajema-454	312	37	charge	charge	NOUN
ajema-454	312	38	ratio	ratio	NOUN
ajema-454	312	39	at	at	ADP
ajema-454	312	40	the	the	DET
ajema-454	312	41	provider	provider	NOUN
ajema-454	312	42	type	type	NOUN
ajema-454	312	43	’s	’s	PART
ajema-454	312	44	level	level	NOUN
ajema-454	312	45	with	with	ADP
ajema-454	312	46	the	the	DET
ajema-454	312	47	final	final	ADJ
ajema-454	312	48	observation	observation	NOUN
ajema-454	312	49	that	that	SCONJ
ajema-454	312	50	there	there	PRON
ajema-454	312	51	appear	appear	VERB
ajema-454	312	52	to	to	PART
ajema-454	312	53	be	be	AUX
ajema-454	312	54	wide	wide	ADJ
ajema-454	312	55	differences	difference	NOUN
ajema-454	312	56	in	in	ADP
ajema-454	312	57	average	average	ADJ
ajema-454	312	58	submitted	submit	VERB
ajema-454	312	59	charges	charge	NOUN
ajema-454	312	60	compared	compare	VERB
ajema-454	312	61	to	to	ADP
ajema-454	312	62	the	the	DET
ajema-454	312	63	payment	payment	NOUN
ajema-454	312	64	received	receive	VERB
ajema-454	312	65	.	.	PUNCT
ajema-454	313	1	the	the	DET
ajema-454	313	2	bar	bar	NOUN
ajema-454	313	3	chart	chart	NOUN
ajema-454	313	4	reflects	reflect	VERB
ajema-454	313	5	the	the	DET
ajema-454	313	6	various	various	ADJ
ajema-454	313	7	kinds	kind	NOUN
ajema-454	313	8	of	of	ADP
ajema-454	313	9	healthcare	healthcare	NOUN
ajema-454	313	10	providers	provider	NOUN
ajema-454	313	11	under	under	ADP
ajema-454	313	12	different	different	ADJ
ajema-454	313	13	specializations	specialization	NOUN
ajema-454	313	14	,	,	PUNCT
ajema-454	313	15	which	which	PRON
ajema-454	313	16	range	range	VERB
ajema-454	313	17	at	at	ADP
ajema-454	313	18	one	one	NUM
ajema-454	313	19	end	end	NOUN
ajema-454	313	20	to	to	ADP
ajema-454	313	21	a	a	DET
ajema-454	313	22	general	general	ADJ
ajema-454	313	23	practitioner	practitioner	NOUN
ajema-454	313	24	and	and	CCONJ
ajema-454	313	25	family	family	NOUN
ajema-454	313	26	practice	practice	NOUN
ajema-454	313	27	and	and	CCONJ
ajema-454	313	28	at	at	ADP
ajema-454	313	29	the	the	DET
ajema-454	313	30	other	other	ADJ
ajema-454	313	31	end	end	NOUN
ajema-454	313	32	to	to	ADP
ajema-454	313	33	highly	highly	ADV
ajema-454	313	34	specialized	specialized	ADJ
ajema-454	313	35	surgery	surgery	NOUN
ajema-454	313	36	like	like	ADP
ajema-454	313	37	orthopedic	orthopedic	ADJ
ajema-454	313	38	surgery	surgery	NOUN
ajema-454	313	39	,	,	PUNCT
ajema-454	313	40	cardiac	cardiac	ADJ
ajema-454	313	41	surgery	surgery	NOUN
ajema-454	313	42	and	and	CCONJ
ajema-454	313	43	diagnostic	diagnostic	ADJ
ajema-454	313	44	radiology	radiology	NOUN
ajema-454	313	45	among	among	ADP
ajema-454	313	46	others	other	NOUN
ajema-454	313	47	.	.	PUNCT
ajema-454	314	1	the	the	DET
ajema-454	314	2	amount	amount	NOUN
ajema-454	314	3	of	of	ADP
ajema-454	314	4	charges	charge	NOUN
ajema-454	314	5	submitted	submit	VERB
ajema-454	314	6	by	by	ADP
ajema-454	314	7	providers	provider	NOUN
ajema-454	314	8	was	be	AUX
ajema-454	314	9	averaged	average	VERB
ajema-454	314	10	for	for	ADP
ajema-454	314	11	the	the	DET
ajema-454	314	12	y	y	NOUN
ajema-454	314	13	-	-	PUNCT
ajema-454	314	14	axis	axis	NOUN
ajema-454	314	15	and	and	CCONJ
ajema-454	314	16	the	the	DET
ajema-454	314	17	types	type	NOUN
ajema-454	314	18	of	of	ADP
ajema-454	314	19	providers	provider	NOUN
ajema-454	314	20	were	be	AUX
ajema-454	314	21	listed	list	VERB
ajema-454	314	22	in	in	ADP
ajema-454	314	23	the	the	DET
ajema-454	314	24	x	x	NOUN
ajema-454	314	25	-	-	NOUN
ajema-454	314	26	axis	axis	NOUN
ajema-454	314	27	such	such	ADJ
ajema-454	314	28	that	that	SCONJ
ajema-454	314	29	a	a	DET
ajema-454	314	30	visualized	visualize	VERB
ajema-454	314	31	comparison	comparison	NOUN
ajema-454	314	32	of	of	ADP
ajema-454	314	33	payment	payment	NOUN
ajema-454	314	34	to	to	PART
ajema-454	314	35	charge	charge	VERB
ajema-454	314	36	amounts	amount	NOUN
ajema-454	314	37	can	can	AUX
ajema-454	314	38	be	be	AUX
ajema-454	314	39	made	make	VERB
ajema-454	314	40	.	.	PUNCT
ajema-454	315	1	the	the	DET
ajema-454	315	2	figure	figure	NOUN
ajema-454	315	3	indicates	indicate	VERB
ajema-454	315	4	that	that	SCONJ
ajema-454	315	5	other	other	ADJ
ajema-454	315	6	groupings	grouping	NOUN
ajema-454	315	7	of	of	ADP
ajema-454	315	8	specialties	specialty	NOUN
ajema-454	315	9	,	,	PUNCT
ajema-454	315	10	specifically	specifically	ADV
ajema-454	315	11	the	the	DET
ajema-454	315	12	groupings	grouping	NOUN
ajema-454	315	13	i.e.	i.e.	X
ajema-454	315	14	all	all	DET
ajema-454	315	15	other	other	ADJ
ajema-454	315	16	suppliers	supplier	NOUN
ajema-454	315	17	and	and	CCONJ
ajema-454	315	18	orthopedic	orthopedic	ADJ
ajema-454	315	19	surgery	surgery	NOUN
ajema-454	315	20	show	show	NOUN
ajema-454	315	21	remarkably	remarkably	ADV
ajema-454	315	22	high	high	ADJ
ajema-454	315	23	numbers	number	NOUN
ajema-454	315	24	of	of	ADP
ajema-454	315	25	charges	charge	NOUN
ajema-454	315	26	that	that	PRON
ajema-454	315	27	were	be	AUX
ajema-454	315	28	submitted	submit	VERB
ajema-454	315	29	at	at	ADP
ajema-454	315	30	3	3	NUM
ajema-454	315	31	million	million	NUM
ajema-454	315	32	and	and	CCONJ
ajema-454	315	33	2.8	2.8	NUM
ajema-454	315	34	million	million	NUM
ajema-454	315	35	respectively	respectively	ADV
ajema-454	315	36	,	,	PUNCT
ajema-454	315	37	substantially	substantially	ADV
ajema-454	315	38	surpassing	surpass	VERB
ajema-454	315	39	most	most	ADJ
ajema-454	315	40	other	other	ADJ
ajema-454	315	41	groupings	grouping	NOUN
ajema-454	315	42	.	.	PUNCT
ajema-454	316	1	certain	certain	ADJ
ajema-454	316	2	provider	provider	NOUN
ajema-454	316	3	types	type	NOUN
ajema-454	316	4	such	such	ADJ
ajema-454	316	5	as	as	ADP
ajema-454	316	6	cardiac	cardiac	ADJ
ajema-454	316	7	surgery	surgery	NOUN
ajema-454	316	8	and	and	CCONJ
ajema-454	316	9	gastroenterology	gastroenterology	NOUN
ajema-454	316	10	also	also	ADV
ajema-454	316	11	show	show	VERB
ajema-454	316	12	marked	mark	VERB
ajema-454	316	13	up	up	ADP
ajema-454	316	14	charges	charge	NOUN
ajema-454	316	15	related	relate	VERB
ajema-454	316	16	to	to	ADP
ajema-454	316	17	how	how	SCONJ
ajema-454	316	18	intensive	intensive	ADJ
ajema-454	316	19	and	and	CCONJ
ajema-454	316	20	resource	resource	NOUN
ajema-454	316	21	-	-	PUNCT
ajema-454	316	22	intensive	intensive	ADJ
ajema-454	316	23	a	a	DET
ajema-454	316	24	procedure	procedure	NOUN
ajema-454	316	25	is	be	AUX
ajema-454	316	26	in	in	ADP
ajema-454	316	27	a	a	DET
ajema-454	316	28	particular	particular	ADJ
ajema-454	316	29	field	field	NOUN
ajema-454	316	30	.	.	PUNCT
ajema-454	317	1	comparatively	comparatively	ADV
ajema-454	317	2	,	,	PUNCT
ajema-454	317	3	primary	primary	ADJ
ajema-454	317	4	care	care	NOUN
ajema-454	317	5	providers	provider	NOUN
ajema-454	317	6	,	,	PUNCT
ajema-454	317	7	general	general	ADJ
ajema-454	317	8	practice	practice	NOUN
ajema-454	317	9	,	,	PUNCT
ajema-454	317	10	and	and	CCONJ
ajema-454	317	11	family	family	NOUN
ajema-454	317	12	practice	practice	NOUN
ajema-454	317	13	have	have	VERB
ajema-454	317	14	rather	rather	ADV
ajema-454	317	15	low	low	ADJ
ajema-454	317	16	submitted	submit	VERB
ajema-454	317	17	charges	charge	NOUN
ajema-454	317	18	,	,	PUNCT
ajema-454	317	19	which	which	PRON
ajema-454	317	20	implies	imply	VERB
ajema-454	317	21	more	more	ADV
ajema-454	317	22	standardized	standardized	ADJ
ajema-454	317	23	and	and	CCONJ
ajema-454	317	24	cheaper	cheap	ADJ
ajema-454	317	25	service	service	NOUN
ajema-454	317	26	organizations	organization	NOUN
ajema-454	317	27	.	.	PUNCT
ajema-454	318	1	its	its	PRON
ajema-454	318	2	wide	wide	ADJ
ajema-454	318	3	distribution	distribution	NOUN
ajema-454	318	4	in	in	ADP
ajema-454	318	5	relation	relation	NOUN
ajema-454	318	6	to	to	ADP
ajema-454	318	7	the	the	DET
ajema-454	318	8	types	type	NOUN
ajema-454	318	9	of	of	ADP
ajema-454	318	10	providers	provider	NOUN
ajema-454	318	11	indicates	indicate	VERB
ajema-454	318	12	the	the	DET
ajema-454	318	13	variance	variance	NOUN
ajema-454	318	14	in	in	ADP
ajema-454	318	15	healthcare	healthcare	NOUN
ajema-454	318	16	economics	economic	NOUN
ajema-454	318	17	with	with	ADP
ajema-454	318	18	high	high	ADJ
ajema-454	318	19	-	-	PUNCT
ajema-454	318	20	cost	cost	NOUN
ajema-454	318	21	interventions	intervention	NOUN
ajema-454	318	22	existing	exist	VERB
ajema-454	318	23	alongside	alongside	ADP
ajema-454	318	24	a	a	DET
ajema-454	318	25	low	low	ADJ
ajema-454	318	26	-	-	PUNCT
ajema-454	318	27	cost	cost	NOUN
ajema-454	318	28	domain	domain	NOUN
ajema-454	318	29	of	of	ADP
ajema-454	318	30	services	service	NOUN
ajema-454	318	31	.	.	PUNCT
ajema-454	319	1	such	such	ADJ
ajema-454	319	2	imbalance	imbalance	NOUN
ajema-454	319	3	shows	show	VERB
ajema-454	319	4	basic	basic	ADJ
ajema-454	319	5	problems	problem	NOUN
ajema-454	319	6	with	with	ADP
ajema-454	319	7	medicare	medicare	PROPN
ajema-454	319	8	reimbursement	reimbursement	NOUN
ajema-454	319	9	systems	system	NOUN
ajema-454	319	10	,	,	PUNCT
ajema-454	319	11	since	since	SCONJ
ajema-454	319	12	the	the	DET
ajema-454	319	13	payment	payment	NOUN
ajema-454	319	14	-	-	PUNCT
ajema-454	319	15	to	to	ADP
ajema-454	319	16	-	-	PUNCT
ajema-454	319	17	charge	charge	NOUN
ajema-454	319	18	ratio	ratio	NOUN
ajema-454	319	19	heterogeneity	heterogeneity	NOUN
ajema-454	319	20	can	can	AUX
ajema-454	319	21	be	be	AUX
ajema-454	319	22	one	one	NUM
ajema-454	319	23	of	of	ADP
ajema-454	319	24	the	the	DET
ajema-454	319	25	leading	lead	VERB
ajema-454	319	26	causes	cause	NOUN
ajema-454	319	27	of	of	ADP
ajema-454	319	28	inefficiencies	inefficiency	NOUN
ajema-454	319	29	or	or	CCONJ
ajema-454	319	30	inequities	inequity	NOUN
ajema-454	319	31	in	in	ADP
ajema-454	319	32	provider	provider	NOUN
ajema-454	319	33	payment	payment	NOUN
ajema-454	319	34	.	.	PUNCT
ajema-454	320	1	additionally	additionally	ADV
ajema-454	320	2	,	,	PUNCT
ajema-454	320	3	the	the	DET
ajema-454	320	4	visualization	visualization	NOUN
ajema-454	320	5	brings	bring	VERB
ajema-454	320	6	up	up	ADP
ajema-454	320	7	the	the	DET
ajema-454	320	8	idea	idea	NOUN
ajema-454	320	9	that	that	SCONJ
ajema-454	320	10	it	it	PRON
ajema-454	320	11	is	be	AUX
ajema-454	320	12	likely	likely	ADJ
ajema-454	320	13	that	that	SCONJ
ajema-454	320	14	specialized	specialized	ADJ
ajema-454	320	15	care	care	NOUN
ajema-454	320	16	providers	provider	NOUN
ajema-454	320	17	will	will	AUX
ajema-454	320	18	have	have	AUX
ajema-454	320	19	increased	increase	VERB
ajema-454	320	20	submitted	submit	VERB
ajema-454	320	21	charges	charge	NOUN
ajema-454	320	22	but	but	CCONJ
ajema-454	320	23	this	this	PRON
ajema-454	320	24	may	may	AUX
ajema-454	320	25	not	not	PART
ajema-454	320	26	indicate	indicate	VERB
ajema-454	320	27	higher	high	ADJ
ajema-454	320	28	payments	payment	NOUN
ajema-454	320	29	which	which	PRON
ajema-454	320	30	would	would	AUX
ajema-454	320	31	raise	raise	VERB
ajema-454	320	32	concern	concern	NOUN
ajema-454	320	33	regarding	regard	VERB
ajema-454	320	34	sustainability	sustainability	NOUN
ajema-454	320	35	and	and	CCONJ
ajema-454	320	36	equity	equity	NOUN
ajema-454	320	37	in	in	ADP
ajema-454	320	38	reimbursement	reimbursement	NOUN
ajema-454	320	39	practices	practice	NOUN
ajema-454	320	40	[	[	X
ajema-454	320	41	51	51	NUM
ajema-454	320	42	]	]	PUNCT
ajema-454	320	43	.	.	PUNCT
ajema-454	321	1	this	this	DET
ajema-454	321	2	recalibration	recalibration	NOUN
ajema-454	321	3	has	have	VERB
ajema-454	321	4	the	the	DET
ajema-454	321	5	potential	potential	NOUN
ajema-454	321	6	of	of	ADP
ajema-454	321	7	increasing	increase	VERB
ajema-454	321	8	the	the	DET
ajema-454	321	9	financial	financial	ADJ
ajema-454	321	10	sustainability	sustainability	NOUN
ajema-454	321	11	of	of	ADP
ajema-454	321	12	the	the	DET
ajema-454	321	13	providers	provider	NOUN
ajema-454	321	14	as	as	ADV
ajema-454	321	15	well	well	ADV
ajema-454	321	16	as	as	ADP
ajema-454	321	17	the	the	DET
ajema-454	321	18	cost	cost	NOUN
ajema-454	321	19	contingency	contingency	NOUN
ajema-454	321	20	in	in	ADP
ajema-454	321	21	the	the	DET
ajema-454	321	22	medicare	medicare	PROPN
ajema-454	321	23	spending	spending	NOUN
ajema-454	321	24	.	.	PUNCT
ajema-454	322	1	49	49	NUM
ajema-454	322	2	journal	journal	NOUN
ajema-454	322	3	of	of	ADP
ajema-454	322	4	engineering	engineering	NOUN
ajema-454	322	5	,	,	PUNCT
ajema-454	322	6	mechanics	mechanic	NOUN
ajema-454	322	7	and	and	CCONJ
ajema-454	322	8	architecture	architecture	NOUN
ajema-454	322	9	www	www	NOUN
ajema-454	322	10	.	.	PUNCT
ajema-454	323	1	grnjournal.us	grnjournal.us	X
ajema-454	323	2	h.	h.	NOUN
ajema-454	323	3	ranks	rank	VERB
ajema-454	323	4	of	of	ADP
ajema-454	323	5	the	the	DET
ajema-454	323	6	top	top	ADJ
ajema-454	323	7	15	15	NUM
ajema-454	323	8	states	state	NOUN
ajema-454	323	9	with	with	ADP
ajema-454	323	10	a	a	DET
ajema-454	323	11	highest	high	ADJ
ajema-454	323	12	number	number	NOUN
ajema-454	323	13	of	of	ADP
ajema-454	323	14	healthcare	healthcare	NOUN
ajema-454	323	15	providers	provider	NOUN
ajema-454	323	16	figure	figure	VERB
ajema-454	323	17	8	8	NUM
ajema-454	323	18	:	:	PUNCT
ajema-454	323	19	this	this	DET
ajema-454	323	20	image	image	NOUN
ajema-454	323	21	demonstrates	demonstrate	VERB
ajema-454	323	22	the	the	DET
ajema-454	323	23	distribution	distribution	NOUN
ajema-454	323	24	of	of	ADP
ajema-454	323	25	healthcare	healthcare	NOUN
ajema-454	323	26	providers	provider	NOUN
ajema-454	323	27	in	in	ADP
ajema-454	323	28	the	the	DET
ajema-454	323	29	15	15	NUM
ajema-454	323	30	leading	lead	VERB
ajema-454	323	31	states	state	NOUN
ajema-454	323	32	figure	figure	VERB
ajema-454	323	33	8	8	NUM
ajema-454	323	34	shows	show	VERB
ajema-454	323	35	the	the	DET
ajema-454	323	36	distribution	distribution	NOUN
ajema-454	323	37	of	of	ADP
ajema-454	323	38	the	the	DET
ajema-454	323	39	healthcare	healthcare	NOUN
ajema-454	323	40	providers	provider	NOUN
ajema-454	323	41	in	in	ADP
ajema-454	323	42	the	the	DET
ajema-454	323	43	top	top	ADJ
ajema-454	323	44	15	15	NUM
ajema-454	323	45	states	state	NOUN
ajema-454	323	46	,	,	PUNCT
ajema-454	323	47	which	which	PRON
ajema-454	323	48	indicates	indicate	VERB
ajema-454	323	49	that	that	SCONJ
ajema-454	323	50	the	the	DET
ajema-454	323	51	availability	availability	NOUN
ajema-454	323	52	of	of	ADP
ajema-454	323	53	various	various	ADJ
ajema-454	323	54	providers	provider	NOUN
ajema-454	323	55	in	in	ADP
ajema-454	323	56	a	a	DET
ajema-454	323	57	state	state	NOUN
ajema-454	323	58	differs	differ	VERB
ajema-454	323	59	tremendously	tremendously	ADV
ajema-454	323	60	.	.	PUNCT
ajema-454	324	1	the	the	DET
ajema-454	324	2	bar	bar	NOUN
ajema-454	324	3	chart	chart	NOUN
ajema-454	324	4	shows	show	VERB
ajema-454	324	5	total	total	ADJ
ajema-454	324	6	number	number	NOUN
ajema-454	324	7	of	of	ADP
ajema-454	324	8	providers	provider	NOUN
ajema-454	324	9	on	on	ADP
ajema-454	324	10	y	y	NOUN
ajema-454	324	11	-	-	PUNCT
ajema-454	324	12	axis	axis	NOUN
ajema-454	324	13	,	,	PUNCT
ajema-454	324	14	whereas	whereas	SCONJ
ajema-454	324	15	the	the	DET
ajema-454	324	16	states	state	NOUN
ajema-454	324	17	are	be	AUX
ajema-454	324	18	ranked	rank	VERB
ajema-454	324	19	according	accord	VERB
ajema-454	324	20	to	to	ADP
ajema-454	324	21	residing	reside	VERB
ajema-454	324	22	states	state	NOUN
ajema-454	324	23	along	along	ADP
ajema-454	324	24	x	x	NOUN
ajema-454	324	25	-	-	NOUN
ajema-454	324	26	axis	axis	ADJ
ajema-454	324	27	where	where	SCONJ
ajema-454	324	28	both	both	DET
ajema-454	324	29	california	california	PROPN
ajema-454	324	30	(	(	PUNCT
ajema-454	324	31	ca	ca	PROPN
ajema-454	324	32	)	)	PUNCT
ajema-454	324	33	,	,	PUNCT
ajema-454	324	34	florida	florida	PROPN
ajema-454	324	35	(	(	PUNCT
ajema-454	324	36	fl	fl	PROPN
ajema-454	324	37	)	)	PUNCT
ajema-454	324	38	and	and	CCONJ
ajema-454	324	39	texas	texas	PROPN
ajema-454	324	40	(	(	PUNCT
ajema-454	324	41	tx	tx	PROPN
ajema-454	324	42	)	)	PUNCT
ajema-454	324	43	ranks	rank	VERB
ajema-454	324	44	at	at	ADP
ajema-454	324	45	the	the	DET
ajema-454	324	46	top	top	NOUN
ajema-454	324	47	as	as	ADP
ajema-454	324	48	the	the	DET
ajema-454	324	49	highest	high	ADJ
ajema-454	324	50	provider	provider	NOUN
ajema-454	324	51	numbers	number	NOUN
ajema-454	324	52	.	.	PUNCT
ajema-454	325	1	the	the	DET
ajema-454	325	2	state	state	NOUN
ajema-454	325	3	of	of	ADP
ajema-454	325	4	california	california	PROPN
ajema-454	325	5	is	be	AUX
ajema-454	325	6	leading	lead	VERB
ajema-454	325	7	the	the	DET
ajema-454	325	8	list	list	NOUN
ajema-454	325	9	of	of	ADP
ajema-454	325	10	states	state	NOUN
ajema-454	325	11	with	with	ADP
ajema-454	325	12	around	around	ADV
ajema-454	325	13	7,800	7,800	NUM
ajema-454	325	14	medical	medical	ADJ
ajema-454	325	15	professionals	professional	NOUN
ajema-454	325	16	followed	follow	VERB
ajema-454	325	17	by	by	ADP
ajema-454	325	18	florida	florida	PROPN
ajema-454	325	19	and	and	CCONJ
ajema-454	325	20	texas	texas	PROPN
ajema-454	325	21	also	also	ADV
ajema-454	325	22	having	have	VERB
ajema-454	325	23	over	over	ADP
ajema-454	325	24	7000	7000	NUM
ajema-454	325	25	medical	medical	ADJ
ajema-454	325	26	professionals	professional	NOUN
ajema-454	325	27	due	due	ADP
ajema-454	325	28	to	to	ADP
ajema-454	325	29	its	its	PRON
ajema-454	325	30	high	high	ADJ
ajema-454	325	31	populations	population	NOUN
ajema-454	325	32	and	and	CCONJ
ajema-454	325	33	population	population	NOUN
ajema-454	325	34	needs	need	NOUN
ajema-454	325	35	of	of	ADP
ajema-454	325	36	medical	medical	ADJ
ajema-454	325	37	services	service	NOUN
ajema-454	325	38	.	.	PUNCT
ajema-454	326	1	high	high	ADJ
ajema-454	326	2	numbers	number	NOUN
ajema-454	326	3	of	of	ADP
ajema-454	326	4	providers	provider	NOUN
ajema-454	326	5	in	in	ADP
ajema-454	326	6	new	new	PROPN
ajema-454	326	7	york	york	PROPN
ajema-454	326	8	(	(	PUNCT
ajema-454	326	9	ny	ny	PROPN
ajema-454	326	10	)	)	PUNCT
ajema-454	326	11	and	and	CCONJ
ajema-454	326	12	pennsylvania	pennsylvania	PROPN
ajema-454	326	13	(	(	PUNCT
ajema-454	326	14	pa	pa	PROPN
ajema-454	326	15	)	)	PUNCT
ajema-454	326	16	further	far	ADV
ajema-454	326	17	highlight	highlight	VERB
ajema-454	326	18	the	the	DET
ajema-454	326	19	distribution	distribution	NOUN
ajema-454	326	20	of	of	ADP
ajema-454	326	21	healthcare	healthcare	NOUN
ajema-454	326	22	resources	resource	NOUN
ajema-454	326	23	in	in	ADP
ajema-454	326	24	densely	densely	ADV
ajema-454	326	25	populated	populate	VERB
ajema-454	326	26	regions	region	NOUN
ajema-454	326	27	with	with	ADP
ajema-454	326	28	high	high	ADJ
ajema-454	326	29	numbers	number	NOUN
ajema-454	326	30	jumping	jump	VERB
ajema-454	326	31	beyond	beyond	ADP
ajema-454	326	32	6,000	6,000	NUM
ajema-454	326	33	and	and	CCONJ
ajema-454	326	34	4,500	4,500	NUM
ajema-454	326	35	respectively	respectively	ADV
ajema-454	326	36	.	.	PUNCT
ajema-454	327	1	mid	mid	ADJ
ajema-454	327	2	states	state	NOUN
ajema-454	327	3	such	such	ADJ
ajema-454	327	4	as	as	ADP
ajema-454	327	5	illinois	illinois	PROPN
ajema-454	327	6	(	(	PUNCT
ajema-454	327	7	il	il	PROPN
ajema-454	327	8	)	)	PUNCT
ajema-454	327	9	,	,	PUNCT
ajema-454	327	10	north	north	PROPN
ajema-454	327	11	carolina	carolina	PROPN
ajema-454	327	12	(	(	PUNCT
ajema-454	327	13	nc	nc	PROPN
ajema-454	327	14	)	)	PUNCT
ajema-454	327	15	,	,	PUNCT
ajema-454	327	16	and	and	CCONJ
ajema-454	327	17	ohio	ohio	PROPN
ajema-454	327	18	(	(	PUNCT
ajema-454	327	19	oh	oh	INTJ
ajema-454	327	20	)	)	PUNCT
ajema-454	327	21	,	,	PUNCT
ajema-454	327	22	have	have	VERB
ajema-454	327	23	a	a	DET
ajema-454	327	24	moderate	moderate	ADJ
ajema-454	327	25	number	number	NOUN
ajema-454	327	26	of	of	ADP
ajema-454	327	27	provider	provider	NOUN
ajema-454	327	28	representation	representation	NOUN
ajema-454	327	29	of	of	ADP
ajema-454	327	30	3,5004,000	3,5004,000	NUM
ajema-454	327	31	,	,	PUNCT
ajema-454	327	32	which	which	PRON
ajema-454	327	33	means	mean	VERB
ajema-454	327	34	the	the	DET
ajema-454	327	35	relatively	relatively	ADV
ajema-454	327	36	healthy	healthy	ADJ
ajema-454	327	37	yet	yet	ADV
ajema-454	327	38	not	not	PART
ajema-454	327	39	dense	dense	ADJ
ajema-454	327	40	provider	provider	NOUN
ajema-454	327	41	structures	structure	NOUN
ajema-454	327	42	.	.	PUNCT
ajema-454	328	1	moving	move	VERB
ajema-454	328	2	towards	towards	ADP
ajema-454	328	3	the	the	DET
ajema-454	328	4	lower	low	ADJ
ajema-454	328	5	half	half	NOUN
ajema-454	328	6	in	in	ADP
ajema-454	328	7	the	the	DET
ajema-454	328	8	top	top	ADJ
ajema-454	328	9	15	15	NUM
ajema-454	328	10	,	,	PUNCT
ajema-454	328	11	there	there	PRON
ajema-454	328	12	is	be	VERB
ajema-454	328	13	probably	probably	ADV
ajema-454	328	14	less	less	ADJ
ajema-454	328	15	contribution	contribution	NOUN
ajema-454	328	16	towards	towards	ADP
ajema-454	328	17	the	the	DET
ajema-454	328	18	general	general	PROPN
ajema-454	328	19	healthcare	healthcare	PROPN
ajema-454	328	20	workforce	workforce	PROPN
ajema-454	328	21	,	,	PUNCT
ajema-454	328	22	with	with	ADP
ajema-454	328	23	states	state	NOUN
ajema-454	328	24	like	like	ADP
ajema-454	328	25	georgia	georgia	PROPN
ajema-454	328	26	(	(	PUNCT
ajema-454	328	27	ga	ga	PROPN
ajema-454	328	28	)	)	PUNCT
ajema-454	328	29	,	,	PUNCT
ajema-454	328	30	virginia	virginia	PROPN
ajema-454	328	31	(	(	PUNCT
ajema-454	328	32	va	va	PROPN
ajema-454	328	33	)	)	PUNCT
ajema-454	328	34	,	,	PUNCT
ajema-454	328	35	massachusetts	massachusetts	PROPN
ajema-454	328	36	(	(	PUNCT
ajema-454	328	37	ma	ma	PROPN
ajema-454	328	38	)	)	PUNCT
ajema-454	328	39	,	,	PUNCT
ajema-454	328	40	tennessee	tennessee	PROPN
ajema-454	328	41	(	(	PUNCT
ajema-454	328	42	tn	tn	PROPN
ajema-454	328	43	)	)	PUNCT
ajema-454	328	44	and	and	CCONJ
ajema-454	328	45	indiana	indiana	PROPN
ajema-454	328	46	(	(	PUNCT
ajema-454	328	47	in	in	ADP
ajema-454	328	48	)	)	PUNCT
ajema-454	328	49	having	have	VERB
ajema-454	328	50	a	a	DET
ajema-454	328	51	provider	provider	NOUN
ajema-454	328	52	count	count	NOUN
ajema-454	328	53	of	of	ADP
ajema-454	328	54	between	between	ADP
ajema-454	328	55	2000	2000	NUM
ajema-454	328	56	and	and	CCONJ
ajema-454	328	57	2800	2800	NUM
ajema-454	328	58	.	.	PUNCT
ajema-454	329	1	this	this	DET
ajema-454	329	2	concentration	concentration	NOUN
ajema-454	329	3	illustrates	illustrate	VERB
ajema-454	329	4	the	the	DET
ajema-454	329	5	disparity	disparity	NOUN
ajema-454	329	6	of	of	ADP
ajema-454	329	7	the	the	DET
ajema-454	329	8	distribution	distribution	NOUN
ajema-454	329	9	of	of	ADP
ajema-454	329	10	healthcare	healthcare	NOUN
ajema-454	329	11	providers	provider	NOUN
ajema-454	329	12	with	with	ADP
ajema-454	329	13	the	the	DET
ajema-454	329	14	most	most	ADV
ajema-454	329	15	evident	evident	ADJ
ajema-454	329	16	concentration	concentration	NOUN
ajema-454	329	17	in	in	ADP
ajema-454	329	18	the	the	DET
ajema-454	329	19	states	state	NOUN
ajema-454	329	20	with	with	ADP
ajema-454	329	21	highly	highly	ADV
ajema-454	329	22	populated	populated	ADJ
ajema-454	329	23	urban	urban	ADJ
ajema-454	329	24	settlements	settlement	NOUN
ajema-454	329	25	and	and	CCONJ
ajema-454	329	26	developed	develop	VERB
ajema-454	329	27	or	or	CCONJ
ajema-454	329	28	better	well	ADJ
ajema-454	329	29	healthcare	healthcare	NOUN
ajema-454	329	30	[	[	X
ajema-454	329	31	51	51	NUM
ajema-454	329	32	]	]	PUNCT
ajema-454	329	33	.	.	PUNCT
ajema-454	330	1	the	the	DET
ajema-454	330	2	differences	difference	NOUN
ajema-454	330	3	among	among	ADP
ajema-454	330	4	states	state	NOUN
ajema-454	330	5	also	also	ADV
ajema-454	330	6	indicate	indicate	VERB
ajema-454	330	7	possible	possible	ADJ
ajema-454	330	8	barriers	barrier	NOUN
ajema-454	330	9	in	in	ADP
ajema-454	330	10	healthcare	healthcare	NOUN
ajema-454	330	11	access	access	NOUN
ajema-454	330	12	because	because	SCONJ
ajema-454	330	13	patients	patient	NOUN
ajema-454	330	14	who	who	PRON
ajema-454	330	15	live	live	VERB
ajema-454	330	16	in	in	ADP
ajema-454	330	17	states	state	NOUN
ajema-454	330	18	with	with	ADP
ajema-454	330	19	smaller	small	ADJ
ajema-454	330	20	numbers	number	NOUN
ajema-454	330	21	of	of	ADP
ajema-454	330	22	providers	provider	NOUN
ajema-454	330	23	might	might	AUX
ajema-454	330	24	experience	experience	AUX
ajema-454	330	25	longer	long	ADV
ajema-454	330	26	waiting	wait	VERB
ajema-454	330	27	times	time	NOUN
ajema-454	330	28	,	,	PUNCT
ajema-454	330	29	excessive	excessive	ADJ
ajema-454	330	30	travel	travel	NOUN
ajema-454	330	31	,	,	PUNCT
ajema-454	330	32	and	and	CCONJ
ajema-454	330	33	even	even	ADV
ajema-454	330	34	fewer	few	ADJ
ajema-454	330	35	specialists	specialist	NOUN
ajema-454	330	36	.	.	PUNCT
ajema-454	331	1	the	the	DET
ajema-454	331	2	statistics	statistic	NOUN
ajema-454	331	3	support	support	VERB
ajema-454	331	4	the	the	DET
ajema-454	331	5	need	need	NOUN
ajema-454	331	6	to	to	PART
ajema-454	331	7	focus	focus	VERB
ajema-454	331	8	on	on	ADP
ajema-454	331	9	the	the	DET
ajema-454	331	10	regional	regional	ADJ
ajema-454	331	11	imbalances	imbalance	NOUN
ajema-454	331	12	by	by	ADP
ajema-454	331	13	encouraging	encourage	VERB
ajema-454	331	14	the	the	DET
ajema-454	331	15	provider	provider	NOUN
ajema-454	331	16	distribution	distribution	NOUN
ajema-454	331	17	across	across	ADP
ajema-454	331	18	underserved	underserved	ADJ
ajema-454	331	19	geographies	geography	NOUN
ajema-454	331	20	in	in	ADP
ajema-454	331	21	a	a	DET
ajema-454	331	22	bid	bid	NOUN
ajema-454	331	23	to	to	PART
ajema-454	331	24	improve	improve	VERB
ajema-454	331	25	access	access	NOUN
ajema-454	331	26	to	to	ADP
ajema-454	331	27	healthcare	healthcare	NOUN
ajema-454	331	28	in	in	ADP
ajema-454	331	29	an	an	DET
ajema-454	331	30	equitable	equitable	ADJ
ajema-454	331	31	manner	manner	NOUN
ajema-454	331	32	.	.	PUNCT
ajema-454	332	1	vi	vi	PROPN
ajema-454	332	2	.	.	NOUN
ajema-454	332	3	discussion	discussion	NOUN
ajema-454	332	4	and	and	CCONJ
ajema-454	332	5	analysis	analysis	NOUN
ajema-454	332	6	a.	a.	NOUN
ajema-454	332	7	healthcare	healthcare	PROPN
ajema-454	332	8	provider	provider	PROPN
ajema-454	332	9	geographic	geographic	ADJ
ajema-454	332	10	distribution	distribution	NOUN
ajema-454	332	11	the	the	DET
ajema-454	332	12	allocated	allocate	VERB
ajema-454	332	13	distribution	distribution	NOUN
ajema-454	332	14	of	of	ADP
ajema-454	332	15	healthcare	healthcare	NOUN
ajema-454	332	16	providers	provider	NOUN
ajema-454	332	17	is	be	AUX
ajema-454	332	18	crucial	crucial	ADJ
ajema-454	332	19	to	to	PART
ajema-454	332	20	define	define	VERB
ajema-454	332	21	the	the	DET
ajema-454	332	22	availability	availability	NOUN
ajema-454	332	23	of	of	ADP
ajema-454	332	24	healthcare	healthcare	NOUN
ajema-454	332	25	service	service	NOUN
ajema-454	332	26	and	and	CCONJ
ajema-454	332	27	the	the	DET
ajema-454	332	28	quality	quality	NOUN
ajema-454	332	29	of	of	ADP
ajema-454	332	30	service	service	NOUN
ajema-454	332	31	in	in	ADP
ajema-454	332	32	a	a	DET
ajema-454	332	33	particular	particular	ADJ
ajema-454	332	34	region	region	NOUN
ajema-454	332	35	.	.	PUNCT
ajema-454	333	1	the	the	DET
ajema-454	333	2	statistics	statistic	NOUN
ajema-454	333	3	illustrate	illustrate	VERB
ajema-454	333	4	extreme	extreme	ADJ
ajema-454	333	5	differences	difference	NOUN
ajema-454	333	6	between	between	ADP
ajema-454	333	7	states	state	NOUN
ajema-454	333	8	,	,	PUNCT
ajema-454	333	9	with	with	ADP
ajema-454	333	10	states	state	NOUN
ajema-454	333	11	such	such	ADJ
ajema-454	333	12	as	as	ADP
ajema-454	333	13	california	california	PROPN
ajema-454	333	14	,	,	PUNCT
ajema-454	333	15	florida	florida	PROPN
ajema-454	333	16	and	and	CCONJ
ajema-454	333	17	texas	texas	PROPN
ajema-454	333	18	having	have	VERB
ajema-454	333	19	maximum	maximum	ADJ
ajema-454	333	20	number	number	NOUN
ajema-454	333	21	of	of	ADP
ajema-454	333	22	providers	provider	NOUN
ajema-454	333	23	whereas	whereas	SCONJ
ajema-454	333	24	states	state	NOUN
ajema-454	333	25	such	such	ADJ
ajema-454	333	26	as	as	ADP
ajema-454	333	27	indiana	indiana	PROPN
ajema-454	333	28	and	and	CCONJ
ajema-454	333	29	tennessee	tennessee	PROPN
ajema-454	333	30	are	be	AUX
ajema-454	333	31	among	among	ADP
ajema-454	333	32	the	the	DET
ajema-454	333	33	last	last	ADJ
ajema-454	333	34	in	in	ADP
ajema-454	333	35	the	the	DET
ajema-454	333	36	top	top	ADJ
ajema-454	333	37	15	15	NUM
ajema-454	333	38	states	state	NOUN
ajema-454	333	39	.	.	PUNCT
ajema-454	334	1	this	this	DET
ajema-454	334	2	tabled	table	VERB
ajema-454	334	3	asymmetry	asymmetry	NOUN
ajema-454	334	4	illustrates	illustrate	VERB
ajema-454	334	5	the	the	DET
ajema-454	334	6	influence	influence	NOUN
ajema-454	334	7	of	of	ADP
ajema-454	334	8	the	the	DET
ajema-454	334	9	number	number	NOUN
ajema-454	334	10	of	of	ADP
ajema-454	334	11	people	people	NOUN
ajema-454	334	12	,	,	PUNCT
ajema-454	334	13	the	the	DET
ajema-454	334	14	level	level	NOUN
ajema-454	334	15	of	of	ADP
ajema-454	334	16	urbanization	urbanization	NOUN
ajema-454	334	17	,	,	PUNCT
ajema-454	334	18	and	and	CCONJ
ajema-454	334	19	the	the	DET
ajema-454	334	20	healthcare	healthcare	NOUN
ajema-454	334	21	base	base	NOUN
ajema-454	334	22	in	in	ADP
ajema-454	334	23	the	the	DET
ajema-454	334	24	states	state	NOUN
ajema-454	334	25	on	on	ADP
ajema-454	334	26	the	the	DET
ajema-454	334	27	concentration	concentration	NOUN
ajema-454	334	28	of	of	ADP
ajema-454	334	29	the	the	DET
ajema-454	334	30	providers	provider	NOUN
ajema-454	334	31	50	50	NUM
ajema-454	334	32	journal	journal	NOUN
ajema-454	334	33	of	of	ADP
ajema-454	334	34	engineering	engineering	NOUN
ajema-454	334	35	,	,	PUNCT
ajema-454	334	36	mechanics	mechanic	NOUN
ajema-454	334	37	and	and	CCONJ
ajema-454	334	38	architecture	architecture	NOUN
ajema-454	334	39	www	www	NOUN
ajema-454	334	40	.	.	PUNCT
ajema-454	335	1	grnjournal.us	grnjournal.us	X
ajema-454	336	1	[	[	X
ajema-454	336	2	52	52	NUM
ajema-454	336	3	]	]	PUNCT
ajema-454	336	4	.	.	PUNCT
ajema-454	337	1	the	the	DET
ajema-454	337	2	higher	high	ADJ
ajema-454	337	3	population	population	NOUN
ajema-454	337	4	of	of	ADP
ajema-454	337	5	larger	large	ADJ
ajema-454	337	6	,	,	PUNCT
ajema-454	337	7	regional	regional	ADJ
ajema-454	337	8	states	state	NOUN
ajema-454	337	9	is	be	AUX
ajema-454	337	10	inherently	inherently	ADV
ajema-454	337	11	more	more	ADV
ajema-454	337	12	demanding	demanding	ADJ
ajema-454	337	13	and	and	CCONJ
ajema-454	337	14	appealing	appeal	VERB
ajema-454	337	15	to	to	ADP
ajema-454	337	16	the	the	DET
ajema-454	337	17	providers	provider	NOUN
ajema-454	337	18	since	since	SCONJ
ajema-454	337	19	it	it	PRON
ajema-454	337	20	provides	provide	VERB
ajema-454	337	21	a	a	DET
ajema-454	337	22	natural	natural	ADJ
ajema-454	337	23	increase	increase	NOUN
ajema-454	337	24	in	in	ADP
ajema-454	337	25	the	the	DET
ajema-454	337	26	number	number	NOUN
ajema-454	337	27	of	of	ADP
ajema-454	337	28	patients	patient	NOUN
ajema-454	337	29	requiring	require	VERB
ajema-454	337	30	care	care	NOUN
ajema-454	337	31	or	or	CCONJ
ajema-454	337	32	the	the	DET
ajema-454	337	33	number	number	NOUN
ajema-454	337	34	of	of	ADP
ajema-454	337	35	employment	employment	NOUN
ajema-454	337	36	spots	spot	NOUN
ajema-454	337	37	in	in	ADP
ajema-454	337	38	particular	particular	ADJ
ajema-454	337	39	large	large	ADJ
ajema-454	337	40	healthcare	healthcare	NOUN
ajema-454	337	41	facilities	facility	NOUN
ajema-454	337	42	.	.	PUNCT
ajema-454	338	1	yet	yet	ADV
ajema-454	338	2	,	,	PUNCT
ajema-454	338	3	it	it	PRON
ajema-454	338	4	also	also	ADV
ajema-454	338	5	implies	imply	VERB
ajema-454	338	6	that	that	SCONJ
ajema-454	338	7	states	state	NOUN
ajema-454	338	8	with	with	ADP
ajema-454	338	9	lower	low	ADJ
ajema-454	338	10	densities	density	NOUN
ajema-454	338	11	or	or	CCONJ
ajema-454	338	12	those	those	PRON
ajema-454	338	13	related	relate	VERB
ajema-454	338	14	to	to	ADP
ajema-454	338	15	rural	rural	ADJ
ajema-454	338	16	areas	area	NOUN
ajema-454	338	17	tend	tend	VERB
ajema-454	338	18	to	to	PART
ajema-454	338	19	become	become	VERB
ajema-454	338	20	underserved	underserved	ADJ
ajema-454	338	21	,	,	PUNCT
ajema-454	338	22	thus	thus	ADV
ajema-454	338	23	leaving	leave	VERB
ajema-454	338	24	health	health	NOUN
ajema-454	338	25	care	care	NOUN
ajema-454	338	26	access	access	NOUN
ajema-454	338	27	weak	weak	ADJ
ajema-454	338	28	spots	spot	NOUN
ajema-454	338	29	.	.	PUNCT
ajema-454	339	1	the	the	DET
ajema-454	339	2	density	density	NOUN
ajema-454	339	3	in	in	ADP
ajema-454	339	4	some	some	PRON
ajema-454	339	5	of	of	ADP
ajema-454	339	6	them	they	PRON
ajema-454	339	7	may	may	AUX
ajema-454	339	8	produce	produce	VERB
ajema-454	339	9	overcrowding	overcrowding	NOUN
ajema-454	339	10	in	in	ADP
ajema-454	339	11	the	the	DET
ajema-454	339	12	urban	urban	ADJ
ajema-454	339	13	healthcare	healthcare	NOUN
ajema-454	339	14	centers	center	NOUN
ajema-454	339	15	whereas	whereas	SCONJ
ajema-454	339	16	rural	rural	ADJ
ajema-454	339	17	patients	patient	NOUN
ajema-454	339	18	have	have	VERB
ajema-454	339	19	difficulties	difficulty	NOUN
ajema-454	339	20	like	like	ADP
ajema-454	339	21	having	have	VERB
ajema-454	339	22	to	to	PART
ajema-454	339	23	travel	travel	VERB
ajema-454	339	24	long	long	ADJ
ajema-454	339	25	distances	distance	NOUN
ajema-454	339	26	or	or	CCONJ
ajema-454	339	27	unavailability	unavailability	NOUN
ajema-454	339	28	of	of	ADP
ajema-454	339	29	appointments	appointment	NOUN
ajema-454	339	30	[	[	X
ajema-454	339	31	53	53	NUM
ajema-454	339	32	]	]	PUNCT
ajema-454	339	33	.	.	PUNCT
ajema-454	340	1	these	these	DET
ajema-454	340	2	differences	difference	NOUN
ajema-454	340	3	do	do	AUX
ajema-454	340	4	not	not	PART
ajema-454	340	5	only	only	ADV
ajema-454	340	6	translate	translate	VERB
ajema-454	340	7	into	into	ADP
ajema-454	340	8	patient	patient	ADJ
ajema-454	340	9	outcomes	outcome	NOUN
ajema-454	340	10	,	,	PUNCT
ajema-454	340	11	but	but	CCONJ
ajema-454	340	12	also	also	ADV
ajema-454	340	13	into	into	ADP
ajema-454	340	14	overall	overall	ADJ
ajema-454	340	15	healthcare	healthcare	NOUN
ajema-454	340	16	fairness	fairness	NOUN
ajema-454	340	17	.	.	PUNCT
ajema-454	341	1	to	to	PART
ajema-454	341	2	fill	fill	VERB
ajema-454	341	3	these	these	DET
ajema-454	341	4	gaps	gap	NOUN
ajema-454	341	5	,	,	PUNCT
ajema-454	341	6	policies	policy	NOUN
ajema-454	341	7	to	to	PART
ajema-454	341	8	correct	correct	VERB
ajema-454	341	9	or	or	CCONJ
ajema-454	341	10	improve	improve	VERB
ajema-454	341	11	them	they	PRON
ajema-454	341	12	,	,	PUNCT
ajema-454	341	13	such	such	ADJ
ajema-454	341	14	as	as	ADP
ajema-454	341	15	putting	put	VERB
ajema-454	341	16	financial	financial	ADJ
ajema-454	341	17	incentives	incentive	NOUN
ajema-454	341	18	,	,	PUNCT
ajema-454	341	19	loan	loan	NOUN
ajema-454	341	20	forgiveness	forgiveness	NOUN
ajema-454	341	21	plans	plan	NOUN
ajema-454	341	22	,	,	PUNCT
ajema-454	341	23	or	or	CCONJ
ajema-454	341	24	special	special	ADJ
ajema-454	341	25	training	training	NOUN
ajema-454	341	26	of	of	ADP
ajema-454	341	27	providers	provider	NOUN
ajema-454	341	28	who	who	PRON
ajema-454	341	29	want	want	VERB
ajema-454	341	30	to	to	PART
ajema-454	341	31	work	work	VERB
ajema-454	341	32	in	in	ADP
ajema-454	341	33	underserved	underserved	ADJ
ajema-454	341	34	communities	community	NOUN
ajema-454	341	35	,	,	PUNCT
ajema-454	341	36	are	be	AUX
ajema-454	341	37	necessary	necessary	ADJ
ajema-454	341	38	.	.	PUNCT
ajema-454	342	1	to	to	ADP
ajema-454	342	2	some	some	DET
ajema-454	342	3	extent	extent	NOUN
ajema-454	342	4	,	,	PUNCT
ajema-454	342	5	technological	technological	ADJ
ajema-454	342	6	advances	advance	NOUN
ajema-454	342	7	like	like	ADP
ajema-454	342	8	telemedicine	telemedicine	NOUN
ajema-454	342	9	might	might	AUX
ajema-454	342	10	also	also	ADV
ajema-454	342	11	help	help	VERB
ajema-454	342	12	because	because	SCONJ
ajema-454	342	13	it	it	PRON
ajema-454	342	14	bridges	bridge	VERB
ajema-454	342	15	the	the	DET
ajema-454	342	16	gap	gap	NOUN
ajema-454	342	17	between	between	ADP
ajema-454	342	18	providers	provider	NOUN
ajema-454	342	19	and	and	CCONJ
ajema-454	342	20	patients	patient	NOUN
ajema-454	342	21	in	in	ADP
ajema-454	342	22	areas	area	NOUN
ajema-454	342	23	that	that	PRON
ajema-454	342	24	do	do	AUX
ajema-454	342	25	not	not	PART
ajema-454	342	26	have	have	VERB
ajema-454	342	27	a	a	DET
ajema-454	342	28	large	large	ADJ
ajema-454	342	29	supply	supply	NOUN
ajema-454	342	30	of	of	ADP
ajema-454	342	31	health	health	NOUN
ajema-454	342	32	providers	provider	NOUN
ajema-454	342	33	physically	physically	ADV
ajema-454	342	34	present	present	ADJ
ajema-454	342	35	.	.	PUNCT
ajema-454	343	1	geographic	geographic	ADJ
ajema-454	343	2	distribution	distribution	NOUN
ajema-454	343	3	itself	itself	PRON
ajema-454	343	4	is	be	AUX
ajema-454	343	5	evidence	evidence	NOUN
ajema-454	343	6	-	-	PUNCT
ajema-454	343	7	based	base	VERB
ajema-454	343	8	and	and	CCONJ
ajema-454	343	9	also	also	ADV
ajema-454	343	10	a	a	DET
ajema-454	343	11	demand	demand	NOUN
ajema-454	343	12	to	to	ADP
ajema-454	343	13	policymakers	policymaker	NOUN
ajema-454	343	14	to	to	PART
ajema-454	343	15	draft	draft	VERB
ajema-454	343	16	interventions	intervention	NOUN
ajema-454	343	17	aimed	aim	VERB
ajema-454	343	18	at	at	ADP
ajema-454	343	19	attaining	attain	VERB
ajema-454	343	20	equal	equal	ADJ
ajema-454	343	21	access	access	NOUN
ajema-454	343	22	to	to	ADP
ajema-454	343	23	healthcare	healthcare	NOUN
ajema-454	343	24	regardless	regardless	ADV
ajema-454	343	25	of	of	ADP
ajema-454	343	26	demographics	demographic	NOUN
ajema-454	343	27	.	.	PUNCT
ajema-454	344	1	b.	b.	PROPN
ajema-454	344	2	patterns	pattern	NOUN
ajema-454	344	3	of	of	ADP
ajema-454	344	4	provider	provider	NOUN
ajema-454	344	5	type	type	NOUN
ajema-454	344	6	and	and	CCONJ
ajema-454	344	7	payment	payment	NOUN
ajema-454	344	8	to	to	PART
ajema-454	344	9	charge	charge	VERB
ajema-454	344	10	ratio	ratio	NOUN
ajema-454	344	11	analysis	analysis	NOUN
ajema-454	344	12	on	on	ADP
ajema-454	344	13	payment	payment	NOUN
ajema-454	344	14	to	to	PART
ajema-454	344	15	charge	charge	VERB
ajema-454	344	16	ratio	ratio	NOUN
ajema-454	344	17	by	by	ADP
ajema-454	344	18	provider	provider	NOUN
ajema-454	344	19	type	type	NOUN
ajema-454	344	20	highlights	highlight	NOUN
ajema-454	344	21	the	the	DET
ajema-454	344	22	variance	variance	NOUN
ajema-454	344	23	across	across	ADP
ajema-454	344	24	various	various	ADJ
ajema-454	344	25	areas	area	NOUN
ajema-454	344	26	of	of	ADP
ajema-454	344	27	specialization	specialization	NOUN
ajema-454	344	28	in	in	ADP
ajema-454	344	29	the	the	DET
ajema-454	344	30	field	field	NOUN
ajema-454	344	31	of	of	ADP
ajema-454	344	32	healthcare	healthcare	NOUN
ajema-454	344	33	in	in	ADP
ajema-454	344	34	relation	relation	NOUN
ajema-454	344	35	to	to	ADP
ajema-454	344	36	financial	financial	ADJ
ajema-454	344	37	structures	structure	NOUN
ajema-454	344	38	and	and	CCONJ
ajema-454	344	39	cash	cash	NOUN
ajema-454	344	40	flows	flow	NOUN
ajema-454	344	41	.	.	PUNCT
ajema-454	345	1	figure	figure	VERB
ajema-454	345	2	7	7	NUM
ajema-454	345	3	shows	show	VERB
ajema-454	345	4	that	that	SCONJ
ajema-454	345	5	average	average	ADJ
ajema-454	345	6	charged	charge	VERB
ajema-454	345	7	prices	price	NOUN
ajema-454	345	8	were	be	AUX
ajema-454	345	9	scattered	scatter	VERB
ajema-454	345	10	among	among	ADP
ajema-454	345	11	various	various	ADJ
ajema-454	345	12	treatments	treatment	NOUN
ajema-454	345	13	including	include	VERB
ajema-454	345	14	anesthesiology	anesthesiology	NOUN
ajema-454	345	15	,	,	PUNCT
ajema-454	345	16	cardiology	cardiology	NOUN
ajema-454	345	17	,	,	PUNCT
ajema-454	345	18	orthopedic	orthopedic	ADJ
ajema-454	345	19	corrective	corrective	ADJ
ajema-454	345	20	surgery	surgery	NOUN
ajema-454	345	21	,	,	PUNCT
ajema-454	345	22	and	and	CCONJ
ajema-454	345	23	diagnostic	diagnostic	ADJ
ajema-454	345	24	radiology	radiology	NOUN
ajema-454	345	25	.	.	PUNCT
ajema-454	346	1	examples	example	NOUN
ajema-454	346	2	can	can	AUX
ajema-454	346	3	be	be	AUX
ajema-454	346	4	orthopedic	orthopedic	ADJ
ajema-454	346	5	surgery	surgery	NOUN
ajema-454	346	6	and	and	CCONJ
ajema-454	346	7	cardiology	cardiology	NOUN
ajema-454	346	8	which	which	PRON
ajema-454	346	9	are	be	AUX
ajema-454	346	10	associated	associate	VERB
ajema-454	346	11	with	with	ADP
ajema-454	346	12	elevated	elevated	ADJ
ajema-454	346	13	submitted	submit	VERB
ajema-454	346	14	charges	charge	NOUN
ajema-454	346	15	in	in	ADP
ajema-454	346	16	comparison	comparison	NOUN
ajema-454	346	17	with	with	ADP
ajema-454	346	18	general	general	ADJ
ajema-454	346	19	practice	practice	NOUN
ajema-454	346	20	or	or	CCONJ
ajema-454	346	21	family	family	NOUN
ajema-454	346	22	practice	practice	NOUN
ajema-454	346	23	and	and	CCONJ
ajema-454	346	24	therefore	therefore	ADV
ajema-454	346	25	their	their	PRON
ajema-454	346	26	practice	practice	NOUN
ajema-454	346	27	involves	involve	VERB
ajema-454	346	28	specialized	specialized	ADJ
ajema-454	346	29	services	service	NOUN
ajema-454	346	30	that	that	PRON
ajema-454	346	31	require	require	VERB
ajema-454	346	32	substantial	substantial	ADJ
ajema-454	346	33	resources	resource	NOUN
ajema-454	346	34	[	[	X
ajema-454	346	35	54	54	NUM
ajema-454	346	36	]	]	PUNCT
ajema-454	346	37	.	.	PUNCT
ajema-454	347	1	such	such	ADJ
ajema-454	347	2	variation	variation	NOUN
ajema-454	347	3	is	be	AUX
ajema-454	347	4	defined	define	VERB
ajema-454	347	5	by	by	ADP
ajema-454	347	6	numerous	numerous	ADJ
ajema-454	347	7	treatment	treatment	NOUN
ajema-454	347	8	types	type	NOUN
ajema-454	347	9	,	,	PUNCT
ajema-454	347	10	the	the	DET
ajema-454	347	11	application	application	NOUN
ajema-454	347	12	of	of	ADP
ajema-454	347	13	modern	modern	ADJ
ajema-454	347	14	technologies	technology	NOUN
ajema-454	347	15	,	,	PUNCT
ajema-454	347	16	and	and	CCONJ
ajema-454	347	17	the	the	DET
ajema-454	347	18	severity	severity	NOUN
ajema-454	347	19	of	of	ADP
ajema-454	347	20	the	the	DET
ajema-454	347	21	services	service	NOUN
ajema-454	347	22	offered	offer	VERB
ajema-454	347	23	.	.	PUNCT
ajema-454	348	1	the	the	DET
ajema-454	348	2	primary	primary	ADJ
ajema-454	348	3	care	care	NOUN
ajema-454	348	4	specialties	specialty	NOUN
ajema-454	348	5	tend	tend	VERB
ajema-454	348	6	to	to	PART
ajema-454	348	7	have	have	VERB
ajema-454	348	8	lower	low	ADJ
ajema-454	348	9	levels	level	NOUN
ajema-454	348	10	of	of	ADP
ajema-454	348	11	charges	charge	NOUN
ajema-454	348	12	because	because	SCONJ
ajema-454	348	13	they	they	PRON
ajema-454	348	14	deal	deal	VERB
ajema-454	348	15	with	with	ADP
ajema-454	348	16	routine	routine	ADJ
ajema-454	348	17	,	,	PUNCT
ajema-454	348	18	preventative	preventative	ADJ
ajema-454	348	19	,	,	PUNCT
ajema-454	348	20	and	and	CCONJ
ajema-454	348	21	less	less	ADV
ajema-454	348	22	high	high	ADJ
ajema-454	348	23	-	-	PUNCT
ajema-454	348	24	tech	tech	NOUN
ajema-454	348	25	care	care	NOUN
ajema-454	348	26	.	.	PUNCT
ajema-454	349	1	such	such	ADJ
ajema-454	349	2	payment	payment	NOUN
ajema-454	349	3	-	-	PUNCT
ajema-454	349	4	to	to	ADP
ajema-454	349	5	-	-	PUNCT
ajema-454	349	6	charge	charge	NOUN
ajema-454	349	7	ratio	ratio	NOUN
ajema-454	349	8	imbalances	imbalance	NOUN
ajema-454	349	9	observed	observe	VERB
ajema-454	349	10	play	play	VERB
ajema-454	349	11	an	an	DET
ajema-454	349	12	important	important	ADJ
ajema-454	349	13	role	role	NOUN
ajema-454	349	14	in	in	ADP
ajema-454	349	15	gleaning	glean	VERB
ajema-454	349	16	an	an	DET
ajema-454	349	17	insight	insight	NOUN
ajema-454	349	18	not	not	PART
ajema-454	349	19	only	only	ADV
ajema-454	349	20	on	on	ADP
ajema-454	349	21	financial	financial	ADJ
ajema-454	349	22	stability	stability	NOUN
ajema-454	349	23	but	but	CCONJ
ajema-454	349	24	also	also	ADV
ajema-454	349	25	on	on	ADP
ajema-454	349	26	the	the	DET
ajema-454	349	27	incentive	incentive	NOUN
ajema-454	349	28	structure	structure	NOUN
ajema-454	349	29	that	that	PRON
ajema-454	349	30	provides	provide	VERB
ajema-454	349	31	impetus	impetus	NOUN
ajema-454	349	32	to	to	PART
ajema-454	349	33	physician	physician	VERB
ajema-454	349	34	action	action	NOUN
ajema-454	349	35	and	and	CCONJ
ajema-454	349	36	service	service	NOUN
ajema-454	349	37	delivery	delivery	NOUN
ajema-454	349	38	.	.	PUNCT
ajema-454	350	1	the	the	DET
ajema-454	350	2	providers	provider	NOUN
ajema-454	350	3	in	in	ADP
ajema-454	350	4	specialty	specialty	NOUN
ajema-454	350	5	within	within	ADP
ajema-454	350	6	high	high	ADJ
ajema-454	350	7	charges	charge	NOUN
ajema-454	350	8	could	could	AUX
ajema-454	350	9	possess	possess	VERB
ajema-454	350	10	a	a	DET
ajema-454	350	11	stronger	strong	ADJ
ajema-454	350	12	financial	financial	ADJ
ajema-454	350	13	bargaining	bargaining	NOUN
ajema-454	350	14	power	power	NOUN
ajema-454	350	15	and	and	CCONJ
ajema-454	350	16	the	the	DET
ajema-454	350	17	providers	provider	NOUN
ajema-454	350	18	in	in	ADP
ajema-454	350	19	the	the	DET
ajema-454	350	20	relatively	relatively	ADV
ajema-454	350	21	low	low	ADJ
ajema-454	350	22	-	-	PUNCT
ajema-454	350	23	charge	charge	NOUN
ajema-454	350	24	areas	area	NOUN
ajema-454	350	25	could	could	AUX
ajema-454	350	26	find	find	VERB
ajema-454	350	27	it	it	PRON
ajema-454	350	28	difficult	difficult	ADJ
ajema-454	350	29	in	in	ADP
ajema-454	350	30	terms	term	NOUN
ajema-454	350	31	of	of	ADP
ajema-454	350	32	revenue	revenue	NOUN
ajema-454	350	33	generation	generation	NOUN
ajema-454	350	34	in	in	ADP
ajema-454	350	35	spite	spite	NOUN
ajema-454	350	36	of	of	ADP
ajema-454	350	37	their	their	PRON
ajema-454	350	38	pivotal	pivotal	ADJ
ajema-454	350	39	role	role	NOUN
ajema-454	350	40	in	in	ADP
ajema-454	350	41	the	the	DET
ajema-454	350	42	global	global	ADJ
ajema-454	350	43	patient	patient	NOUN
ajema-454	350	44	care	care	NOUN
ajema-454	350	45	.	.	PUNCT
ajema-454	351	1	though	though	SCONJ
ajema-454	351	2	the	the	DET
ajema-454	351	3	insurance	insurance	NOUN
ajema-454	351	4	systems	system	NOUN
ajema-454	351	5	and	and	CCONJ
ajema-454	351	6	policy	policy	NOUN
ajema-454	351	7	-	-	PUNCT
ajema-454	351	8	making	make	VERB
ajema-454	351	9	organizations	organization	NOUN
ajema-454	351	10	need	need	VERB
ajema-454	351	11	to	to	PART
ajema-454	351	12	support	support	VERB
ajema-454	351	13	balance	balance	NOUN
ajema-454	351	14	in	in	ADP
ajema-454	351	15	the	the	DET
ajema-454	351	16	reimbursement	reimbursement	NOUN
ajema-454	351	17	structures	structure	NOUN
ajema-454	351	18	to	to	PART
ajema-454	351	19	ensure	ensure	VERB
ajema-454	351	20	the	the	DET
ajema-454	351	21	lack	lack	NOUN
ajema-454	351	22	of	of	ADP
ajema-454	351	23	financial	financial	ADJ
ajema-454	351	24	disparities	disparity	NOUN
ajema-454	351	25	did	do	AUX
ajema-454	351	26	not	not	PART
ajema-454	351	27	cause	cause	VERB
ajema-454	351	28	shortage	shortage	NOUN
ajema-454	351	29	in	in	ADP
ajema-454	351	30	less	less	ADV
ajema-454	351	31	profitable	profitable	ADJ
ajema-454	351	32	nurturing	nurture	VERB
ajema-454	351	33	areas	area	NOUN
ajema-454	351	34	such	such	ADJ
ajema-454	351	35	as	as	ADP
ajema-454	351	36	family	family	NOUN
ajema-454	351	37	medicine	medicine	NOUN
ajema-454	351	38	or	or	CCONJ
ajema-454	351	39	pediatrics	pediatric	NOUN
ajema-454	351	40	[	[	X
ajema-454	351	41	55	55	NUM
ajema-454	351	42	]	]	PUNCT
ajema-454	351	43	.	.	PUNCT
ajema-454	352	1	the	the	DET
ajema-454	352	2	analysis	analysis	NOUN
ajema-454	352	3	shows	show	VERB
ajema-454	352	4	the	the	DET
ajema-454	352	5	possibility	possibility	NOUN
ajema-454	352	6	of	of	ADP
ajema-454	352	7	system	system	NOUN
ajema-454	352	8	inefficiencies	inefficiency	NOUN
ajema-454	352	9	since	since	SCONJ
ajema-454	352	10	higher	high	ADJ
ajema-454	352	11	charges	charge	NOUN
ajema-454	352	12	do	do	AUX
ajema-454	352	13	not	not	PART
ajema-454	352	14	necessarily	necessarily	ADV
ajema-454	352	15	translate	translate	VERB
ajema-454	352	16	to	to	ADP
ajema-454	352	17	improved	improved	ADJ
ajema-454	352	18	performance	performance	NOUN
ajema-454	352	19	.	.	PUNCT
ajema-454	353	1	it	it	PRON
ajema-454	353	2	shows	show	VERB
ajema-454	353	3	that	that	SCONJ
ajema-454	353	4	there	there	PRON
ajema-454	353	5	is	be	VERB
ajema-454	353	6	a	a	DET
ajema-454	353	7	necessity	necessity	NOUN
ajema-454	353	8	to	to	PART
ajema-454	353	9	reform	reform	VERB
ajema-454	353	10	the	the	DET
ajema-454	353	11	system	system	NOUN
ajema-454	353	12	in	in	ADP
ajema-454	353	13	such	such	DET
ajema-454	353	14	a	a	DET
ajema-454	353	15	way	way	NOUN
ajema-454	353	16	that	that	PRON
ajema-454	353	17	reimbursement	reimbursement	NOUN
ajema-454	353	18	is	be	AUX
ajema-454	353	19	less	less	ADV
ajema-454	353	20	related	related	ADJ
ajema-454	353	21	to	to	ADP
ajema-454	353	22	the	the	DET
ajema-454	353	23	volume	volume	NOUN
ajema-454	353	24	of	of	ADP
ajema-454	353	25	performed	perform	VERB
ajema-454	353	26	services	service	NOUN
ajema-454	353	27	and	and	CCONJ
ajema-454	353	28	more	more	ADV
ajema-454	353	29	concerned	concerned	ADJ
ajema-454	353	30	with	with	ADP
ajema-454	353	31	patient	patient	ADJ
ajema-454	353	32	outcomes	outcome	NOUN
ajema-454	353	33	and	and	CCONJ
ajema-454	353	34	ideas	idea	NOUN
ajema-454	353	35	of	of	ADP
ajema-454	353	36	value	value	NOUN
ajema-454	353	37	-	-	PUNCT
ajema-454	353	38	based	base	VERB
ajema-454	353	39	care	care	NOUN
ajema-454	353	40	.	.	PUNCT
ajema-454	354	1	c.	c.	NOUN
ajema-454	354	2	effect	effect	NOUN
ajema-454	354	3	of	of	ADP
ajema-454	354	4	the	the	DET
ajema-454	354	5	demographics	demographic	NOUN
ajema-454	354	6	on	on	ADP
ajema-454	354	7	the	the	DET
ajema-454	354	8	distribution	distribution	NOUN
ajema-454	354	9	of	of	ADP
ajema-454	354	10	providers	provider	NOUN
ajema-454	354	11	the	the	DET
ajema-454	354	12	allocation	allocation	NOUN
ajema-454	354	13	and	and	CCONJ
ajema-454	354	14	distribution	distribution	NOUN
ajema-454	354	15	of	of	ADP
ajema-454	354	16	healthcare	healthcare	NOUN
ajema-454	354	17	providers	provider	NOUN
ajema-454	354	18	across	across	ADP
ajema-454	354	19	states	state	NOUN
ajema-454	354	20	have	have	VERB
ajema-454	354	21	another	another	DET
ajema-454	354	22	major	major	ADJ
ajema-454	354	23	force	force	NOUN
ajema-454	354	24	that	that	PRON
ajema-454	354	25	can	can	AUX
ajema-454	354	26	be	be	AUX
ajema-454	354	27	linked	link	VERB
ajema-454	354	28	to	to	ADP
ajema-454	354	29	its	its	PRON
ajema-454	354	30	demographic	demographic	ADJ
ajema-454	354	31	population	population	NOUN
ajema-454	354	32	.	.	PUNCT
ajema-454	355	1	states	state	NOUN
ajema-454	355	2	with	with	ADP
ajema-454	355	3	high	high	ADJ
ajema-454	355	4	populations	population	NOUN
ajema-454	355	5	including	include	VERB
ajema-454	355	6	california	california	PROPN
ajema-454	355	7	,	,	PUNCT
ajema-454	355	8	florida	florida	PROPN
ajema-454	355	9	,	,	PUNCT
ajema-454	355	10	and	and	CCONJ
ajema-454	355	11	texas	texas	PROPN
ajema-454	355	12	tend	tend	VERB
ajema-454	355	13	to	to	PART
ajema-454	355	14	be	be	AUX
ajema-454	355	15	at	at	ADP
ajema-454	355	16	the	the	DET
ajema-454	355	17	top	top	NOUN
ajema-454	355	18	in	in	ADP
ajema-454	355	19	the	the	DET
ajema-454	355	20	number	number	NOUN
ajema-454	355	21	of	of	ADP
ajema-454	355	22	providers	provider	NOUN
ajema-454	355	23	mainly	mainly	ADV
ajema-454	355	24	because	because	SCONJ
ajema-454	355	25	of	of	ADP
ajema-454	355	26	the	the	DET
ajema-454	355	27	size	size	NOUN
ajema-454	355	28	of	of	ADP
ajema-454	355	29	their	their	PRON
ajema-454	355	30	populations	population	NOUN
ajema-454	355	31	and	and	CCONJ
ajema-454	355	32	the	the	DET
ajema-454	355	33	diversity	diversity	NOUN
ajema-454	355	34	.	.	PUNCT
ajema-454	356	1	these	these	DET
ajema-454	356	2	states	state	NOUN
ajema-454	356	3	do	do	AUX
ajema-454	356	4	not	not	PART
ajema-454	356	5	only	only	ADV
ajema-454	356	6	have	have	VERB
ajema-454	356	7	a	a	DET
ajema-454	356	8	larger	large	ADJ
ajema-454	356	9	number	number	NOUN
ajema-454	356	10	of	of	ADP
ajema-454	356	11	patients	patient	NOUN
ajema-454	356	12	,	,	PUNCT
ajema-454	356	13	but	but	CCONJ
ajema-454	356	14	also	also	ADV
ajema-454	356	15	a	a	DET
ajema-454	356	16	wider	wide	ADJ
ajema-454	356	17	scope	scope	NOUN
ajema-454	356	18	of	of	ADP
ajema-454	356	19	healthcare	healthcare	NOUN
ajema-454	356	20	needs	need	NOUN
ajema-454	356	21	starting	start	VERB
ajema-454	356	22	with	with	ADP
ajema-454	356	23	primary	primary	ADJ
ajema-454	356	24	needs	need	NOUN
ajema-454	356	25	and	and	CCONJ
ajema-454	356	26	ending	end	VERB
ajema-454	356	27	with	with	ADP
ajema-454	356	28	specific	specific	ADJ
ajema-454	356	29	treatments	treatment	NOUN
ajema-454	356	30	.	.	PUNCT
ajema-454	357	1	an	an	DET
ajema-454	357	2	example	example	NOUN
ajema-454	357	3	includes	include	VERB
ajema-454	357	4	florida	florida	PROPN
ajema-454	357	5	and	and	CCONJ
ajema-454	357	6	california	california	PROPN
ajema-454	357	7	;	;	PUNCT
ajema-454	357	8	florida	florida	PROPN
ajema-454	357	9	already	already	ADV
ajema-454	357	10	has	have	VERB
ajema-454	357	11	a	a	DET
ajema-454	357	12	large	large	ADJ
ajema-454	357	13	share	share	NOUN
ajema-454	357	14	of	of	ADP
ajema-454	357	15	the	the	DET
ajema-454	357	16	geriatric	geriatric	ADJ
ajema-454	357	17	population	population	NOUN
ajema-454	357	18	,	,	PUNCT
ajema-454	357	19	creating	create	VERB
ajema-454	357	20	demand	demand	NOUN
ajema-454	357	21	of	of	ADP
ajema-454	357	22	geriatric	geriatric	ADJ
ajema-454	357	23	care	care	NOUN
ajema-454	357	24	,	,	PUNCT
ajema-454	357	25	cardiology	cardiology	NOUN
ajema-454	357	26	and	and	CCONJ
ajema-454	357	27	management	management	NOUN
ajema-454	357	28	of	of	ADP
ajema-454	357	29	chronic	chronic	ADJ
ajema-454	357	30	diseases	disease	NOUN
ajema-454	357	31	,	,	PUNCT
ajema-454	357	32	whereas	whereas	SCONJ
ajema-454	357	33	california	california	PROPN
ajema-454	357	34	has	have	VERB
ajema-454	357	35	a	a	DET
ajema-454	357	36	large	large	ADJ
ajema-454	357	37	share	share	NOUN
ajema-454	357	38	of	of	ADP
ajema-454	357	39	diverse	diverse	ADJ
ajema-454	357	40	demographics	demographic	NOUN
ajema-454	357	41	,	,	PUNCT
ajema-454	357	42	resulting	result	VERB
ajema-454	357	43	in	in	ADP
ajema-454	357	44	a	a	DET
ajema-454	357	45	bigger	big	ADJ
ajema-454	357	46	demand	demand	NOUN
ajema-454	357	47	for	for	ADP
ajema-454	357	48	a	a	DET
ajema-454	357	49	variety	variety	NOUN
ajema-454	357	50	of	of	ADP
ajema-454	357	51	services	service	NOUN
ajema-454	357	52	.	.	PUNCT
ajema-454	358	1	in	in	ADP
ajema-454	358	2	contrast	contrast	NOUN
ajema-454	358	3	,	,	PUNCT
ajema-454	358	4	those	those	DET
ajema-454	358	5	states	state	NOUN
ajema-454	358	6	that	that	PRON
ajema-454	358	7	have	have	VERB
ajema-454	358	8	lower	low	ADJ
ajema-454	358	9	population	population	NOUN
ajema-454	358	10	or	or	CCONJ
ajema-454	358	11	urban	urban	ADJ
ajema-454	358	12	density	density	NOUN
ajema-454	358	13	,	,	PUNCT
ajema-454	358	14	such	such	ADJ
ajema-454	358	15	as	as	ADP
ajema-454	358	16	indiana	indiana	PROPN
ajema-454	358	17	or	or	CCONJ
ajema-454	358	18	tennessee	tennessee	PROPN
ajema-454	358	19	,	,	PUNCT
ajema-454	358	20	exhibit	exhibit	VERB
ajema-454	358	21	fewer	few	ADJ
ajema-454	358	22	numbers	number	NOUN
ajema-454	358	23	of	of	ADP
ajema-454	358	24	providers	provider	NOUN
ajema-454	358	25	,	,	PUNCT
ajema-454	358	26	which	which	PRON
ajema-454	358	27	challenges	challenge	VERB
ajema-454	358	28	accessibility	accessibility	NOUN
ajema-454	358	29	especially	especially	ADV
ajema-454	358	30	in	in	ADP
ajema-454	358	31	rural	rural	ADJ
ajema-454	358	32	areas	area	NOUN
ajema-454	358	33	[	[	X
ajema-454	358	34	56	56	NUM
ajema-454	358	35	]	]	PUNCT
ajema-454	358	36	.	.	PUNCT
ajema-454	359	1	these	these	DET
ajema-454	359	2	dynamics	dynamic	NOUN
ajema-454	359	3	are	be	AUX
ajema-454	359	4	further	far	ADV
ajema-454	359	5	compounded	compound	VERB
ajema-454	359	6	because	because	SCONJ
ajema-454	359	7	of	of	ADP
ajema-454	359	8	the	the	DET
ajema-454	359	9	aging	age	VERB
ajema-454	359	10	u.s	u.s	PROPN
ajema-454	359	11	.	.	PROPN
ajema-454	359	12	population	population	NOUN
ajema-454	359	13	where	where	SCONJ
ajema-454	359	14	states	state	NOUN
ajema-454	359	15	with	with	ADP
ajema-454	359	16	older	old	ADJ
ajema-454	359	17	subsets	subset	NOUN
ajema-454	359	18	will	will	AUX
ajema-454	359	19	experience	experience	VERB
ajema-454	359	20	excessive	excessive	ADJ
ajema-454	359	21	51	51	NUM
ajema-454	359	22	journal	journal	NOUN
ajema-454	359	23	of	of	ADP
ajema-454	359	24	engineering	engineering	NOUN
ajema-454	359	25	,	,	PUNCT
ajema-454	359	26	mechanics	mechanic	NOUN
ajema-454	359	27	and	and	CCONJ
ajema-454	359	28	architecture	architecture	NOUN
ajema-454	359	29	www	www	NOUN
ajema-454	359	30	.	.	PUNCT
ajema-454	360	1	grnjournal.us	grnjournal.us	X
ajema-454	360	2	demand	demand	NOUN
ajema-454	360	3	on	on	ADP
ajema-454	360	4	providers	provider	NOUN
ajema-454	360	5	who	who	PRON
ajema-454	360	6	specialize	specialize	VERB
ajema-454	360	7	in	in	ADP
ajema-454	360	8	chronic	chronic	ADJ
ajema-454	360	9	conditions	condition	NOUN
ajema-454	360	10	and	and	CCONJ
ajema-454	360	11	age	age	NOUN
ajema-454	360	12	-	-	PUNCT
ajema-454	360	13	related	relate	VERB
ajema-454	360	14	disease	disease	NOUN
ajema-454	360	15	.	.	PUNCT
ajema-454	361	1	the	the	DET
ajema-454	361	2	other	other	ADJ
ajema-454	361	3	demographic	demographic	ADJ
ajema-454	361	4	factor	factor	NOUN
ajema-454	361	5	is	be	AUX
ajema-454	361	6	migration	migration	NOUN
ajema-454	361	7	:	:	PUNCT
ajema-454	361	8	the	the	DET
ajema-454	361	9	states	state	NOUN
ajema-454	361	10	with	with	ADP
ajema-454	361	11	a	a	DET
ajema-454	361	12	fast	fast	ADJ
ajema-454	361	13	population	population	NOUN
ajema-454	361	14	increase	increase	NOUN
ajema-454	361	15	may	may	AUX
ajema-454	361	16	not	not	PART
ajema-454	361	17	be	be	AUX
ajema-454	361	18	able	able	ADJ
ajema-454	361	19	to	to	PART
ajema-454	361	20	follow	follow	VERB
ajema-454	361	21	the	the	DET
ajema-454	361	22	growth	growth	NOUN
ajema-454	361	23	of	of	ADP
ajema-454	361	24	healthcare	healthcare	NOUN
ajema-454	361	25	infrastructure	infrastructure	NOUN
ajema-454	361	26	which	which	PRON
ajema-454	361	27	can	can	AUX
ajema-454	361	28	create	create	VERB
ajema-454	361	29	temporary	temporary	ADJ
ajema-454	361	30	imbalances	imbalance	NOUN
ajema-454	361	31	of	of	ADP
ajema-454	361	32	supply	supply	NOUN
ajema-454	361	33	and	and	CCONJ
ajema-454	361	34	demand	demand	NOUN
ajema-454	361	35	.	.	PUNCT
ajema-454	362	1	it	it	PRON
ajema-454	362	2	is	be	AUX
ajema-454	362	3	important	important	ADJ
ajema-454	362	4	to	to	PART
ajema-454	362	5	deal	deal	VERB
ajema-454	362	6	with	with	ADP
ajema-454	362	7	these	these	DET
ajema-454	362	8	demographic	demographic	ADJ
ajema-454	362	9	influences	influence	NOUN
ajema-454	362	10	through	through	ADP
ajema-454	362	11	active	active	ADJ
ajema-454	362	12	workforce	workforce	NOUN
ajema-454	362	13	planning	planning	NOUN
ajema-454	362	14	so	so	SCONJ
ajema-454	362	15	that	that	SCONJ
ajema-454	362	16	there	there	PRON
ajema-454	362	17	will	will	AUX
ajema-454	362	18	be	be	AUX
ajema-454	362	19	enough	enough	ADJ
ajema-454	362	20	training	training	NOUN
ajema-454	362	21	,	,	PUNCT
ajema-454	362	22	hiring	hiring	NOUN
ajema-454	362	23	,	,	PUNCT
ajema-454	362	24	and	and	CCONJ
ajema-454	362	25	retention	retention	NOUN
ajema-454	362	26	of	of	ADP
ajema-454	362	27	the	the	DET
ajema-454	362	28	providers	provider	NOUN
ajema-454	362	29	in	in	ADP
ajema-454	362	30	the	the	DET
ajema-454	362	31	states	state	NOUN
ajema-454	362	32	where	where	SCONJ
ajema-454	362	33	the	the	DET
ajema-454	362	34	effects	effect	NOUN
ajema-454	362	35	of	of	ADP
ajema-454	362	36	such	such	ADJ
ajema-454	362	37	population	population	NOUN
ajema-454	362	38	changes	change	NOUN
ajema-454	362	39	are	be	AUX
ajema-454	362	40	most	most	ADV
ajema-454	362	41	evident	evident	ADJ
ajema-454	362	42	[	[	X
ajema-454	362	43	56	56	NUM
ajema-454	362	44	]	]	PUNCT
ajema-454	362	45	.	.	PUNCT
ajema-454	363	1	specific	specific	ADJ
ajema-454	363	2	policies	policy	NOUN
ajema-454	363	3	,	,	PUNCT
ajema-454	363	4	including	include	VERB
ajema-454	363	5	increasing	increase	VERB
ajema-454	363	6	residency	residency	NOUN
ajema-454	363	7	positions	position	NOUN
ajema-454	363	8	in	in	ADP
ajema-454	363	9	non	non	ADJ
ajema-454	363	10	-	-	ADJ
ajema-454	363	11	popular	popular	ADJ
ajema-454	363	12	specialties	specialty	NOUN
ajema-454	363	13	in	in	ADP
ajema-454	363	14	underserved	underserved	ADJ
ajema-454	363	15	states	state	NOUN
ajema-454	363	16	or	or	CCONJ
ajema-454	363	17	stimulating	stimulate	VERB
ajema-454	363	18	the	the	DET
ajema-454	363	19	incorporation	incorporation	NOUN
ajema-454	363	20	of	of	ADP
ajema-454	363	21	telehealth	telehealth	NOUN
ajema-454	363	22	can	can	AUX
ajema-454	363	23	better	well	ADV
ajema-454	363	24	redistribute	redistribute	VERB
ajema-454	363	25	services	service	NOUN
ajema-454	363	26	.	.	PUNCT
ajema-454	364	1	the	the	DET
ajema-454	364	2	importance	importance	NOUN
ajema-454	364	3	of	of	ADP
ajema-454	364	4	demographic	demographic	ADJ
ajema-454	364	5	effects	effect	NOUN
ajema-454	364	6	also	also	ADV
ajema-454	364	7	can	can	AUX
ajema-454	364	8	be	be	AUX
ajema-454	364	9	noted	note	VERB
ajema-454	364	10	because	because	SCONJ
ajema-454	364	11	,	,	PUNCT
ajema-454	364	12	without	without	ADP
ajema-454	364	13	ensuring	ensure	VERB
ajema-454	364	14	that	that	SCONJ
ajema-454	364	15	provider	provider	NOUN
ajema-454	364	16	resources	resource	NOUN
ajema-454	364	17	are	be	AUX
ajema-454	364	18	distributed	distribute	VERB
ajema-454	364	19	according	accord	VERB
ajema-454	364	20	to	to	ADP
ajema-454	364	21	population	population	NOUN
ajema-454	364	22	demands	demand	NOUN
ajema-454	364	23	,	,	PUNCT
ajema-454	364	24	there	there	PRON
ajema-454	364	25	is	be	VERB
ajema-454	364	26	a	a	DET
ajema-454	364	27	danger	danger	NOUN
ajema-454	364	28	they	they	PRON
ajema-454	364	29	will	will	AUX
ajema-454	364	30	continuously	continuously	ADV
ajema-454	364	31	worsen	worsen	VERB
ajema-454	364	32	inequities	inequity	NOUN
ajema-454	364	33	,	,	PUNCT
ajema-454	364	34	accelerate	accelerate	VERB
ajema-454	364	35	healthcare	healthcare	NOUN
ajema-454	364	36	expenditures	expenditure	NOUN
ajema-454	364	37	,	,	PUNCT
ajema-454	364	38	and	and	CCONJ
ajema-454	364	39	leave	leave	VERB
ajema-454	364	40	patients	patient	NOUN
ajema-454	364	41	unsatisfied	unsatisfied	ADJ
ajema-454	364	42	.	.	PUNCT
ajema-454	365	1	therefore	therefore	ADV
ajema-454	365	2	,	,	PUNCT
ajema-454	365	3	demographics	demographic	NOUN
ajema-454	365	4	should	should	AUX
ajema-454	365	5	continue	continue	VERB
ajema-454	365	6	to	to	PART
ajema-454	365	7	feature	feature	VERB
ajema-454	365	8	prominently	prominently	ADV
ajema-454	365	9	when	when	SCONJ
ajema-454	365	10	it	it	PRON
ajema-454	365	11	comes	come	VERB
ajema-454	365	12	to	to	ADP
ajema-454	365	13	the	the	DET
ajema-454	365	14	effort	effort	NOUN
ajema-454	365	15	of	of	ADP
ajema-454	365	16	strategic	strategic	ADJ
ajema-454	365	17	healthcare	healthcare	NOUN
ajema-454	365	18	workforce	workforce	NOUN
ajema-454	365	19	planning	planning	NOUN
ajema-454	365	20	.	.	PUNCT
ajema-454	366	1	d.	d.	PROPN
ajema-454	366	2	the	the	DET
ajema-454	366	3	healthcare	healthcare	PROPN
ajema-454	366	4	accessibility	accessibility	NOUN
ajema-454	366	5	and	and	CCONJ
ajema-454	366	6	equity	equity	NOUN
ajema-454	366	7	challenges	challenge	VERB
ajema-454	366	8	the	the	DET
ajema-454	366	9	differences	difference	NOUN
ajema-454	366	10	that	that	PRON
ajema-454	366	11	lie	lie	VERB
ajema-454	366	12	in	in	ADP
ajema-454	366	13	the	the	DET
ajema-454	366	14	data	datum	NOUN
ajema-454	366	15	raise	raise	VERB
ajema-454	366	16	important	important	ADJ
ajema-454	366	17	questions	question	NOUN
ajema-454	366	18	regarding	regard	VERB
ajema-454	366	19	access	access	NOUN
ajema-454	366	20	to	to	ADP
ajema-454	366	21	health	health	NOUN
ajema-454	366	22	care	care	NOUN
ajema-454	366	23	and	and	CCONJ
ajema-454	366	24	health	health	NOUN
ajema-454	366	25	equity	equity	NOUN
ajema-454	366	26	at	at	ADP
ajema-454	366	27	the	the	DET
ajema-454	366	28	national	national	ADJ
ajema-454	366	29	level	level	NOUN
ajema-454	366	30	of	of	ADP
ajema-454	366	31	the	the	DET
ajema-454	366	32	united	united	PROPN
ajema-454	366	33	states	states	PROPN
ajema-454	366	34	.	.	PUNCT
ajema-454	367	1	states	state	NOUN
ajema-454	367	2	with	with	ADP
ajema-454	367	3	fewer	few	ADJ
ajema-454	367	4	providers	provider	NOUN
ajema-454	367	5	experience	experience	VERB
ajema-454	367	6	distinct	distinct	ADJ
ajema-454	367	7	challenges	challenge	NOUN
ajema-454	367	8	of	of	ADP
ajema-454	367	9	achieving	achieve	VERB
ajema-454	367	10	adequate	adequate	ADJ
ajema-454	367	11	,	,	PUNCT
ajema-454	367	12	and	and	CCONJ
ajema-454	367	13	timely	timely	ADJ
ajema-454	367	14	access	access	NOUN
ajema-454	367	15	to	to	PART
ajema-454	367	16	care	care	VERB
ajema-454	367	17	especially	especially	ADV
ajema-454	367	18	in	in	ADP
ajema-454	367	19	the	the	DET
ajema-454	367	20	rural	rural	ADJ
ajema-454	367	21	areas	area	NOUN
ajema-454	367	22	.	.	PUNCT
ajema-454	368	1	individuals	individual	NOUN
ajema-454	368	2	living	live	VERB
ajema-454	368	3	in	in	ADP
ajema-454	368	4	such	such	ADJ
ajema-454	368	5	states	state	NOUN
ajema-454	368	6	as	as	ADP
ajema-454	368	7	indiana	indiana	PROPN
ajema-454	368	8	or	or	CCONJ
ajema-454	368	9	tennessee	tennessee	PROPN
ajema-454	368	10	might	might	AUX
ajema-454	368	11	have	have	VERB
ajema-454	368	12	to	to	PART
ajema-454	368	13	wait	wait	VERB
ajema-454	368	14	longer	long	ADV
ajema-454	368	15	,	,	PUNCT
ajema-454	368	16	travel	travel	VERB
ajema-454	368	17	longer	long	ADJ
ajema-454	368	18	distances	distance	NOUN
ajema-454	368	19	or	or	CCONJ
ajema-454	368	20	have	have	VERB
ajema-454	368	21	limited	limit	VERB
ajema-454	368	22	access	access	NOUN
ajema-454	368	23	to	to	ADP
ajema-454	368	24	special	special	ADJ
ajema-454	368	25	services	service	NOUN
ajema-454	368	26	than	than	ADP
ajema-454	368	27	,	,	PUNCT
ajema-454	368	28	say	say	INTJ
ajema-454	368	29	,	,	PUNCT
ajema-454	368	30	residents	resident	NOUN
ajema-454	368	31	of	of	ADP
ajema-454	368	32	states	state	NOUN
ajema-454	368	33	like	like	ADP
ajema-454	368	34	california	california	PROPN
ajema-454	368	35	or	or	CCONJ
ajema-454	368	36	texas	texas	PROPN
ajema-454	369	1	[	[	X
ajema-454	369	2	57	57	NUM
ajema-454	369	3	]	]	PUNCT
ajema-454	369	4	.	.	PUNCT
ajema-454	370	1	these	these	DET
ajema-454	370	2	disparities	disparity	NOUN
ajema-454	370	3	have	have	VERB
ajema-454	370	4	a	a	DET
ajema-454	370	5	direct	direct	ADJ
ajema-454	370	6	impact	impact	NOUN
ajema-454	370	7	on	on	ADP
ajema-454	370	8	the	the	DET
ajema-454	370	9	health	health	NOUN
ajema-454	370	10	outcomes	outcome	NOUN
ajema-454	370	11	,	,	PUNCT
ajema-454	370	12	where	where	SCONJ
ajema-454	370	13	the	the	DET
ajema-454	370	14	time	time	NOUN
ajema-454	370	15	necessary	necessary	ADJ
ajema-454	370	16	to	to	PART
ajema-454	370	17	get	get	VERB
ajema-454	370	18	access	access	NOUN
ajema-454	370	19	to	to	ADP
ajema-454	370	20	care	care	NOUN
ajema-454	370	21	may	may	AUX
ajema-454	370	22	worsen	worsen	VERB
ajema-454	370	23	the	the	DET
ajema-454	370	24	status	status	NOUN
ajema-454	370	25	,	,	PUNCT
ajema-454	370	26	minimize	minimize	VERB
ajema-454	370	27	the	the	DET
ajema-454	370	28	use	use	NOUN
ajema-454	370	29	of	of	ADP
ajema-454	370	30	preventive	preventive	ADJ
ajema-454	370	31	care	care	NOUN
ajema-454	370	32	,	,	PUNCT
ajema-454	370	33	and	and	CCONJ
ajema-454	370	34	foster	foster	ADJ
ajema-454	370	35	levels	level	NOUN
ajema-454	370	36	of	of	ADP
ajema-454	370	37	emergency	emergency	NOUN
ajema-454	370	38	care	care	NOUN
ajema-454	370	39	.	.	PUNCT
ajema-454	371	1	injustices	injustice	NOUN
ajema-454	371	2	are	be	AUX
ajema-454	371	3	not	not	PART
ajema-454	371	4	only	only	ADV
ajema-454	371	5	geographical	geographical	ADJ
ajema-454	371	6	,	,	PUNCT
ajema-454	371	7	but	but	CCONJ
ajema-454	371	8	type	type	NOUN
ajema-454	371	9	of	of	ADP
ajema-454	371	10	provider	provider	NOUN
ajema-454	371	11	differences	difference	NOUN
ajema-454	371	12	count	count	NOUN
ajema-454	371	13	.	.	PUNCT
ajema-454	372	1	although	although	SCONJ
ajema-454	372	2	specializations	specialization	NOUN
ajema-454	372	3	that	that	PRON
ajema-454	372	4	pay	pay	VERB
ajema-454	372	5	well	well	NOUN
ajema-454	372	6	can	can	AUX
ajema-454	372	7	be	be	AUX
ajema-454	372	8	more	more	ADV
ajema-454	372	9	concentrated	concentrated	ADJ
ajema-454	372	10	in	in	ADP
ajema-454	372	11	the	the	DET
ajema-454	372	12	cities	city	NOUN
ajema-454	372	13	,	,	PUNCT
ajema-454	372	14	such	such	ADJ
ajema-454	372	15	specializations	specialization	NOUN
ajema-454	372	16	as	as	ADP
ajema-454	372	17	pediatrics	pediatric	NOUN
ajema-454	372	18	or	or	CCONJ
ajema-454	372	19	psychiatry	psychiatry	NOUN
ajema-454	372	20	might	might	AUX
ajema-454	372	21	not	not	PART
ajema-454	372	22	have	have	VERB
ajema-454	372	23	access	access	NOUN
ajema-454	372	24	to	to	ADP
ajema-454	372	25	underserved	underserved	ADJ
ajema-454	372	26	communities	community	NOUN
ajema-454	372	27	since	since	SCONJ
ajema-454	372	28	these	these	DET
ajema-454	372	29	specializations	specialization	NOUN
ajema-454	372	30	have	have	AUX
ajema-454	372	31	been	be	AUX
ajema-454	372	32	deemed	deem	VERB
ajema-454	372	33	less	less	ADV
ajema-454	372	34	financially	financially	ADV
ajema-454	372	35	appealing	appealing	ADJ
ajema-454	372	36	.	.	PUNCT
ajema-454	373	1	this	this	DET
ajema-454	373	2	disparity	disparity	NOUN
ajema-454	373	3	makes	make	VERB
ajema-454	373	4	existing	exist	VERB
ajema-454	373	5	social	social	ADJ
ajema-454	373	6	determinants	determinant	NOUN
ajema-454	373	7	of	of	ADP
ajema-454	373	8	health	health	NOUN
ajema-454	373	9	even	even	ADV
ajema-454	373	10	worse	bad	ADJ
ajema-454	373	11	because	because	SCONJ
ajema-454	373	12	it	it	PRON
ajema-454	373	13	affects	affect	VERB
ajema-454	373	14	vulnerable	vulnerable	ADJ
ajema-454	373	15	groups	group	NOUN
ajema-454	373	16	like	like	ADP
ajema-454	373	17	low	low	ADJ
ajema-454	373	18	income	income	NOUN
ajema-454	373	19	individuals	individual	NOUN
ajema-454	373	20	,	,	PUNCT
ajema-454	373	21	minorities	minority	NOUN
ajema-454	373	22	and	and	CCONJ
ajema-454	373	23	the	the	DET
ajema-454	373	24	aged	aged	ADJ
ajema-454	373	25	.	.	PUNCT
ajema-454	374	1	it	it	PRON
ajema-454	374	2	is	be	AUX
ajema-454	374	3	necessary	necessary	ADJ
ajema-454	374	4	to	to	PART
ajema-454	374	5	overcome	overcome	VERB
ajema-454	374	6	these	these	DET
ajema-454	374	7	equity	equity	NOUN
ajema-454	374	8	problems	problem	NOUN
ajema-454	374	9	through	through	ADP
ajema-454	374	10	a	a	DET
ajema-454	374	11	multifaceted	multifaceted	ADJ
ajema-454	374	12	approach	approach	NOUN
ajema-454	374	13	.	.	PUNCT
ajema-454	375	1	increased	increase	VERB
ajema-454	375	2	funding	funding	NOUN
ajema-454	375	3	to	to	ADP
ajema-454	375	4	rural	rural	ADJ
ajema-454	375	5	health	health	NOUN
ajema-454	375	6	clinics	clinic	NOUN
ajema-454	375	7	and/or	and/or	CCONJ
ajema-454	375	8	community	community	NOUN
ajema-454	375	9	-	-	PUNCT
ajema-454	375	10	based	base	VERB
ajema-454	375	11	organizations	organization	NOUN
ajema-454	375	12	,	,	PUNCT
ajema-454	375	13	financial	financial	ADJ
ajema-454	375	14	incentives	incentive	NOUN
ajema-454	375	15	to	to	PART
ajema-454	375	16	incentivize	incentivize	VERB
ajema-454	375	17	providers	provider	NOUN
ajema-454	375	18	to	to	PART
ajema-454	375	19	work	work	VERB
ajema-454	375	20	in	in	ADP
ajema-454	375	21	highneed	highneed	NOUN
ajema-454	375	22	areas	area	NOUN
ajema-454	375	23	,	,	PUNCT
ajema-454	375	24	and	and	CCONJ
ajema-454	375	25	partnerships	partnership	NOUN
ajema-454	375	26	with	with	ADP
ajema-454	375	27	community	community	NOUN
ajema-454	375	28	-	-	PUNCT
ajema-454	375	29	based	base	VERB
ajema-454	375	30	organizations	organization	NOUN
ajema-454	375	31	at	at	ADP
ajema-454	375	32	the	the	DET
ajema-454	375	33	federal	federal	ADJ
ajema-454	375	34	and	and	CCONJ
ajema-454	375	35	state	state	NOUN
ajema-454	375	36	level	level	NOUN
ajema-454	375	37	can	can	AUX
ajema-454	375	38	encourage	encourage	VERB
ajema-454	375	39	more	more	ADJ
ajema-454	375	40	providers	provider	NOUN
ajema-454	375	41	to	to	PART
ajema-454	375	42	meet	meet	VERB
ajema-454	375	43	the	the	DET
ajema-454	375	44	needs	need	NOUN
ajema-454	375	45	of	of	ADP
ajema-454	375	46	high	high	ADJ
ajema-454	375	47	-	-	PUNCT
ajema-454	375	48	need	need	NOUN
ajema-454	375	49	populations	population	NOUN
ajema-454	375	50	in	in	ADP
ajema-454	375	51	high	high	ADJ
ajema-454	375	52	-	-	PUNCT
ajema-454	375	53	need	need	NOUN
ajema-454	375	54	regions	region	NOUN
ajema-454	375	55	[	[	X
ajema-454	375	56	58	58	NUM
ajema-454	375	57	]	]	PUNCT
ajema-454	375	58	.	.	PUNCT
ajema-454	376	1	a	a	DET
ajema-454	376	2	unique	unique	ADJ
ajema-454	376	3	potential	potential	NOUN
ajema-454	376	4	is	be	AUX
ajema-454	376	5	the	the	DET
ajema-454	376	6	recent	recent	ADJ
ajema-454	376	7	,	,	PUNCT
ajema-454	376	8	rapid	rapid	ADJ
ajema-454	376	9	expansion	expansion	NOUN
ajema-454	376	10	of	of	ADP
ajema-454	376	11	telehealth	telehealth	NOUN
ajema-454	376	12	since	since	SCONJ
ajema-454	376	13	the	the	DET
ajema-454	376	14	covid-19	covid-19	PROPN
ajema-454	376	15	pandemic	pandemic	NOUN
ajema-454	376	16	,	,	PUNCT
ajema-454	376	17	which	which	PRON
ajema-454	376	18	can	can	AUX
ajema-454	376	19	be	be	AUX
ajema-454	376	20	utilized	utilize	VERB
ajema-454	376	21	in	in	ADP
ajema-454	376	22	the	the	DET
ajema-454	376	23	context	context	NOUN
ajema-454	376	24	of	of	ADP
ajema-454	376	25	underserved	underserved	ADJ
ajema-454	376	26	region	region	NOUN
ajema-454	376	27	inequity	inequity	NOUN
ajema-454	376	28	gaps	gap	NOUN
ajema-454	376	29	and	and	CCONJ
ajema-454	376	30	connect	connect	VERB
ajema-454	376	31	patients	patient	NOUN
ajema-454	376	32	across	across	ADP
ajema-454	376	33	state	state	NOUN
ajema-454	376	34	lines	line	NOUN
ajema-454	376	35	with	with	ADP
ajema-454	376	36	special	special	ADJ
ajema-454	376	37	providers	provider	NOUN
ajema-454	376	38	.	.	PUNCT
ajema-454	377	1	but	but	CCONJ
ajema-454	377	2	still	still	ADV
ajema-454	377	3	this	this	PRON
ajema-454	377	4	needs	need	VERB
ajema-454	377	5	investment	investment	NOUN
ajema-454	377	6	in	in	ADP
ajema-454	377	7	digital	digital	ADJ
ajema-454	377	8	infrastructure	infrastructure	NOUN
ajema-454	377	9	and	and	CCONJ
ajema-454	377	10	training	training	NOUN
ajema-454	377	11	so	so	SCONJ
ajema-454	377	12	that	that	SCONJ
ajema-454	377	13	there	there	PRON
ajema-454	377	14	would	would	AUX
ajema-454	377	15	be	be	AUX
ajema-454	377	16	large	large	ADJ
ajema-454	377	17	scale	scale	NOUN
ajema-454	377	18	adoption	adoption	NOUN
ajema-454	377	19	.	.	PUNCT
ajema-454	378	1	equity	equity	NOUN
ajema-454	378	2	of	of	ADP
ajema-454	378	3	healthcare	healthcare	PROPN
ajema-454	378	4	provision	provision	NOUN
ajema-454	378	5	can	can	AUX
ajema-454	378	6	not	not	PART
ajema-454	378	7	merely	merely	ADV
ajema-454	378	8	be	be	AUX
ajema-454	378	9	attained	attain	VERB
ajema-454	378	10	by	by	ADP
ajema-454	378	11	having	have	VERB
ajema-454	378	12	more	more	ADJ
ajema-454	378	13	providers	provider	NOUN
ajema-454	378	14	since	since	SCONJ
ajema-454	378	15	it	it	PRON
ajema-454	378	16	involves	involve	VERB
ajema-454	378	17	precise	precise	ADJ
ajema-454	378	18	aligning	align	VERB
ajema-454	378	19	the	the	DET
ajema-454	378	20	available	available	ADJ
ajema-454	378	21	resources	resource	NOUN
ajema-454	378	22	,	,	PUNCT
ajema-454	378	23	policies	policy	NOUN
ajema-454	378	24	,	,	PUNCT
ajema-454	378	25	and	and	CCONJ
ajema-454	378	26	technology	technology	NOUN
ajema-454	378	27	so	so	SCONJ
ajema-454	378	28	that	that	SCONJ
ajema-454	378	29	each	each	DET
ajema-454	378	30	citizen	citizen	NOUN
ajema-454	378	31	,	,	PUNCT
ajema-454	378	32	no	no	ADV
ajema-454	378	33	matter	matter	ADV
ajema-454	378	34	the	the	DET
ajema-454	378	35	geographic	geographic	ADJ
ajema-454	378	36	and	and	CCONJ
ajema-454	378	37	socioeconomic	socioeconomic	ADJ
ajema-454	378	38	background	background	NOUN
ajema-454	378	39	,	,	PUNCT
ajema-454	378	40	has	have	VERB
ajema-454	378	41	equal	equal	ADJ
ajema-454	378	42	access	access	NOUN
ajema-454	378	43	to	to	ADP
ajema-454	378	44	necessary	necessary	ADJ
ajema-454	378	45	care	care	NOUN
ajema-454	378	46	.	.	PUNCT
ajema-454	379	1	e.	e.	PROPN
ajema-454	379	2	healthcare	healthcare	PROPN
ajema-454	379	3	workforce	workforce	PROPN
ajema-454	379	4	planning	planning	NOUN
ajema-454	379	5	policy	policy	NOUN
ajema-454	379	6	implications	implication	NOUN
ajema-454	379	7	it	it	PRON
ajema-454	379	8	has	have	VERB
ajema-454	379	9	policy	policy	NOUN
ajema-454	379	10	implications	implication	NOUN
ajema-454	379	11	in	in	ADP
ajema-454	379	12	workforce	workforce	NOUN
ajema-454	379	13	planning	planning	NOUN
ajema-454	379	14	because	because	SCONJ
ajema-454	379	15	,	,	PUNCT
ajema-454	379	16	as	as	SCONJ
ajema-454	379	17	was	be	AUX
ajema-454	379	18	observed	observe	VERB
ajema-454	379	19	in	in	ADP
ajema-454	379	20	the	the	DET
ajema-454	379	21	patterns	pattern	NOUN
ajema-454	379	22	in	in	ADP
ajema-454	379	23	provider	provider	NOUN
ajema-454	379	24	distribution	distribution	NOUN
ajema-454	379	25	and	and	CCONJ
ajema-454	379	26	payment	payment	NOUN
ajema-454	379	27	to	to	PART
ajema-454	379	28	charge	charge	NOUN
ajema-454	379	29	ratios	ratio	NOUN
ajema-454	379	30	,	,	PUNCT
ajema-454	379	31	there	there	PRON
ajema-454	379	32	is	be	VERB
ajema-454	379	33	still	still	ADV
ajema-454	379	34	a	a	DET
ajema-454	379	35	lot	lot	NOUN
ajema-454	379	36	to	to	PART
ajema-454	379	37	be	be	AUX
ajema-454	379	38	done	do	VERB
ajema-454	379	39	.	.	PUNCT
ajema-454	380	1	the	the	DET
ajema-454	380	2	policymakers	policymaker	NOUN
ajema-454	380	3	are	be	AUX
ajema-454	380	4	challenged	challenge	VERB
ajema-454	380	5	with	with	ADP
ajema-454	380	6	how	how	SCONJ
ajema-454	380	7	to	to	PART
ajema-454	380	8	solve	solve	VERB
ajema-454	380	9	the	the	DET
ajema-454	380	10	shortage	shortage	NOUN
ajema-454	380	11	of	of	ADP
ajema-454	380	12	such	such	ADJ
ajema-454	380	13	specialties	specialty	NOUN
ajema-454	380	14	and	and	CCONJ
ajema-454	380	15	also	also	ADV
ajema-454	380	16	at	at	ADP
ajema-454	380	17	the	the	DET
ajema-454	380	18	same	same	ADJ
ajema-454	380	19	time	time	NOUN
ajema-454	380	20	ensure	ensure	VERB
ajema-454	380	21	that	that	SCONJ
ajema-454	380	22	there	there	PRON
ajema-454	380	23	is	be	VERB
ajema-454	380	24	a	a	DET
ajema-454	380	25	fair	fair	ADJ
ajema-454	380	26	distribution	distribution	NOUN
ajema-454	380	27	of	of	ADP
ajema-454	380	28	these	these	DET
ajema-454	380	29	providers	provider	NOUN
ajema-454	380	30	across	across	ADP
ajema-454	380	31	the	the	DET
ajema-454	380	32	states	state	NOUN
ajema-454	380	33	.	.	PUNCT
ajema-454	381	1	market	market	NOUN
ajema-454	381	2	forces	force	NOUN
ajema-454	381	3	can	can	AUX
ajema-454	381	4	seem	seem	VERB
ajema-454	381	5	to	to	PART
ajema-454	381	6	be	be	AUX
ajema-454	381	7	inadequate	inadequate	ADJ
ajema-454	381	8	lately	lately	ADV
ajema-454	381	9	since	since	SCONJ
ajema-454	381	10	they	they	PRON
ajema-454	381	11	indicate	indicate	VERB
ajema-454	381	12	the	the	DET
ajema-454	381	13	tendency	tendency	NOUN
ajema-454	381	14	of	of	ADP
ajema-454	381	15	providers	provider	NOUN
ajema-454	381	16	to	to	AUX
ajema-454	381	17	group	group	NOUN
ajema-454	381	18	in	in	ADP
ajema-454	381	19	states	state	NOUN
ajema-454	381	20	with	with	ADP
ajema-454	381	21	the	the	DET
ajema-454	381	22	highest	high	ADJ
ajema-454	381	23	economic	economic	ADJ
ajema-454	381	24	opportunities	opportunity	NOUN
ajema-454	381	25	,	,	PUNCT
ajema-454	381	26	health	health	NOUN
ajema-454	381	27	facilities	facility	NOUN
ajema-454	381	28	development	development	NOUN
ajema-454	381	29	,	,	PUNCT
ajema-454	381	30	and	and	CCONJ
ajema-454	381	31	big	big	ADJ
ajema-454	381	32	cities	city	NOUN
ajema-454	381	33	.	.	PUNCT
ajema-454	382	1	left	leave	VERB
ajema-454	382	2	unaddressed	unaddresse	VERB
ajema-454	382	3	,	,	PUNCT
ajema-454	382	4	underserved	underserved	ADJ
ajema-454	382	5	states	state	NOUN
ajema-454	382	6	and	and	CCONJ
ajema-454	382	7	rural	rural	ADJ
ajema-454	382	8	areas	area	NOUN
ajema-454	382	9	are	be	AUX
ajema-454	382	10	likely	likely	ADJ
ajema-454	382	11	to	to	PART
ajema-454	382	12	have	have	VERB
ajema-454	382	13	an	an	DET
ajema-454	382	14	unending	unending	ADJ
ajema-454	382	15	shortage	shortage	NOUN
ajema-454	382	16	of	of	ADP
ajema-454	382	17	services	service	NOUN
ajema-454	382	18	and	and	CCONJ
ajema-454	382	19	healthcare	healthcare	NOUN
ajema-454	382	20	outcomes	outcome	NOUN
ajema-454	383	1	[	[	X
ajema-454	383	2	59	59	NUM
ajema-454	383	3	]	]	PUNCT
ajema-454	383	4	.	.	PUNCT
ajema-454	384	1	an	an	DET
ajema-454	384	2	example	example	NOUN
ajema-454	384	3	of	of	ADP
ajema-454	384	4	a	a	DET
ajema-454	384	5	policy	policy	NOUN
ajema-454	384	6	solution	solution	NOUN
ajema-454	384	7	is	be	AUX
ajema-454	384	8	to	to	PART
ajema-454	384	9	expand	expand	VERB
ajema-454	384	10	the	the	DET
ajema-454	384	11	number	number	NOUN
ajema-454	384	12	of	of	ADP
ajema-454	384	13	loan	loan	NOUN
ajema-454	384	14	forgiveness	forgiveness	NOUN
ajema-454	384	15	programs	program	NOUN
ajema-454	384	16	and	and	CCONJ
ajema-454	384	17	financial	financial	ADJ
ajema-454	384	18	incentives	incentive	NOUN
ajema-454	384	19	to	to	ADP
ajema-454	384	20	the	the	DET
ajema-454	384	21	providers	provider	NOUN
ajema-454	384	22	of	of	ADP
ajema-454	384	23	care	care	NOUN
ajema-454	384	24	who	who	PRON
ajema-454	384	25	agree	agree	VERB
ajema-454	384	26	to	to	PART
ajema-454	384	27	work	work	VERB
ajema-454	384	28	in	in	ADP
ajema-454	384	29	shortage	shortage	NOUN
ajema-454	384	30	areasa	areasa	NOUN
ajema-454	384	31	policy	policy	NOUN
ajema-454	384	32	that	that	PRON
ajema-454	384	33	has	have	AUX
ajema-454	384	34	already	already	ADV
ajema-454	384	35	demonstrated	demonstrate	VERB
ajema-454	384	36	successbut	successbut	NOUN
ajema-454	384	37	will	will	AUX
ajema-454	384	38	need	need	VERB
ajema-454	384	39	to	to	PART
ajema-454	384	40	increase	increase	VERB
ajema-454	384	41	as	as	SCONJ
ajema-454	384	42	the	the	DET
ajema-454	384	43	number	number	NOUN
ajema-454	384	44	of	of	ADP
ajema-454	384	45	shortage	shortage	NOUN
ajema-454	384	46	areas	area	NOUN
ajema-454	384	47	demand	demand	VERB
ajema-454	384	48	it	it	PRON
ajema-454	384	49	.	.	PUNCT
ajema-454	385	1	amplifying	amplify	VERB
ajema-454	385	2	the	the	DET
ajema-454	385	3	numbers	number	NOUN
ajema-454	385	4	of	of	ADP
ajema-454	385	5	slots	slot	NOUN
ajema-454	385	6	in	in	ADP
ajema-454	385	7	residencies	residency	NOUN
ajema-454	385	8	,	,	PUNCT
ajema-454	385	9	especially	especially	ADV
ajema-454	385	10	those	those	PRON
ajema-454	385	11	focusing	focus	VERB
ajema-454	385	12	on	on	ADP
ajema-454	385	13	primary	primary	ADJ
ajema-454	385	14	care	care	NOUN
ajema-454	385	15	and	and	CCONJ
ajema-454	385	16	rural	rural	ADJ
ajema-454	385	17	hospitals	hospital	NOUN
ajema-454	385	18	,	,	PUNCT
ajema-454	385	19	may	may	AUX
ajema-454	385	20	bring	bring	VERB
ajema-454	385	21	the	the	DET
ajema-454	385	22	workforce	workforce	NOUN
ajema-454	385	23	pipeline	pipeline	NOUN
ajema-454	385	24	to	to	ADP
ajema-454	385	25	a	a	DET
ajema-454	385	26	more	more	ADJ
ajema-454	385	27	52	52	NUM
ajema-454	385	28	journal	journal	NOUN
ajema-454	385	29	of	of	ADP
ajema-454	385	30	engineering	engineering	NOUN
ajema-454	385	31	,	,	PUNCT
ajema-454	385	32	mechanics	mechanic	NOUN
ajema-454	385	33	and	and	CCONJ
ajema-454	385	34	architecture	architecture	NOUN
ajema-454	385	35	www	www	NOUN
ajema-454	385	36	.	.	PUNCT
ajema-454	386	1	grnjournal.us	grnjournal.us	X
ajema-454	386	2	reasonable	reasonable	ADJ
ajema-454	386	3	equilibrium	equilibrium	NOUN
ajema-454	386	4	.	.	PUNCT
ajema-454	387	1	other	other	ADJ
ajema-454	387	2	important	important	ADJ
ajema-454	387	3	reforms	reform	NOUN
ajema-454	387	4	are	be	AUX
ajema-454	387	5	to	to	PART
ajema-454	387	6	align	align	VERB
ajema-454	387	7	payment	payment	NOUN
ajema-454	387	8	systems	system	NOUN
ajema-454	387	9	with	with	ADP
ajema-454	387	10	value	value	NOUN
ajema-454	387	11	-	-	PUNCT
ajema-454	387	12	based	base	VERB
ajema-454	387	13	care	care	NOUN
ajema-454	387	14	[	[	X
ajema-454	387	15	60	60	NUM
ajema-454	387	16	]	]	PUNCT
ajema-454	387	17	.	.	PUNCT
ajema-454	388	1	reimbursement	reimbursement	NOUN
ajema-454	388	2	models	model	NOUN
ajema-454	388	3	hold	hold	VERB
ajema-454	388	4	the	the	DET
ajema-454	388	5	promise	promise	NOUN
ajema-454	388	6	to	to	PART
ajema-454	388	7	redress	redress	VERB
ajema-454	388	8	the	the	DET
ajema-454	388	9	shortage	shortage	NOUN
ajema-454	388	10	of	of	ADP
ajema-454	388	11	providers	provider	NOUN
ajema-454	388	12	in	in	ADP
ajema-454	388	13	underutilized	underutilized	ADJ
ajema-454	388	14	yet	yet	CCONJ
ajema-454	388	15	critical	critical	ADJ
ajema-454	388	16	areas	area	NOUN
ajema-454	388	17	of	of	ADP
ajema-454	388	18	health	health	NOUN
ajema-454	388	19	care	care	NOUN
ajema-454	388	20	by	by	ADP
ajema-454	388	21	rewarding	reward	VERB
ajema-454	388	22	outcome	outcome	NOUN
ajema-454	388	23	and	and	CCONJ
ajema-454	388	24	not	not	PART
ajema-454	388	25	service	service	NOUN
ajema-454	388	26	volume	volume	NOUN
ajema-454	388	27	,	,	PUNCT
ajema-454	388	28	which	which	PRON
ajema-454	388	29	may	may	AUX
ajema-454	388	30	embolden	embolden	VERB
ajema-454	388	31	providers	provider	NOUN
ajema-454	388	32	to	to	PART
ajema-454	388	33	join	join	VERB
ajema-454	388	34	fields	field	NOUN
ajema-454	388	35	and	and	CCONJ
ajema-454	388	36	stay	stay	VERB
ajema-454	388	37	in	in	ADP
ajema-454	388	38	fields	field	NOUN
ajema-454	388	39	of	of	ADP
ajema-454	388	40	health	health	NOUN
ajema-454	388	41	that	that	PRON
ajema-454	388	42	are	be	AUX
ajema-454	388	43	less	less	ADV
ajema-454	388	44	profitable	profitable	ADJ
ajema-454	388	45	today	today	NOUN
ajema-454	388	46	in	in	ADP
ajema-454	388	47	current	current	ADJ
ajema-454	388	48	reimbursement	reimbursement	NOUN
ajema-454	388	49	systems	system	NOUN
ajema-454	388	50	.	.	PUNCT
ajema-454	389	1	additionally	additionally	ADV
ajema-454	389	2	,	,	PUNCT
ajema-454	389	3	by	by	ADP
ajema-454	389	4	lowering	lower	VERB
ajema-454	389	5	the	the	DET
ajema-454	389	6	regulation	regulation	NOUN
ajema-454	389	7	,	,	PUNCT
ajema-454	389	8	interstate	interstate	ADJ
ajema-454	389	9	licensure	licensure	NOUN
ajema-454	389	10	compacts	compact	NOUN
ajema-454	389	11	can	can	AUX
ajema-454	389	12	allow	allow	VERB
ajema-454	389	13	providers	provider	NOUN
ajema-454	389	14	to	to	PART
ajema-454	389	15	treat	treat	VERB
ajema-454	389	16	across	across	ADP
ajema-454	389	17	state	state	NOUN
ajema-454	389	18	lines	line	NOUN
ajema-454	389	19	,	,	PUNCT
ajema-454	389	20	which	which	PRON
ajema-454	389	21	will	will	AUX
ajema-454	389	22	allow	allow	VERB
ajema-454	389	23	greater	great	ADJ
ajema-454	389	24	flexibility	flexibility	NOUN
ajema-454	389	25	to	to	PART
ajema-454	389	26	manage	manage	VERB
ajema-454	389	27	shortages	shortage	NOUN
ajema-454	389	28	in	in	ADP
ajema-454	389	29	regions	region	NOUN
ajema-454	389	30	.	.	PUNCT
ajema-454	390	1	long	long	ADJ
ajema-454	390	2	-	-	PUNCT
ajema-454	390	3	term	term	NOUN
ajema-454	390	4	demographic	demographic	ADJ
ajema-454	390	5	shifts	shift	NOUN
ajema-454	390	6	,	,	PUNCT
ajema-454	390	7	including	include	VERB
ajema-454	390	8	an	an	DET
ajema-454	390	9	aging	age	VERB
ajema-454	390	10	population	population	NOUN
ajema-454	390	11	,	,	PUNCT
ajema-454	390	12	should	should	AUX
ajema-454	390	13	also	also	ADV
ajema-454	390	14	be	be	AUX
ajema-454	390	15	incorporated	incorporate	VERB
ajema-454	390	16	into	into	ADP
ajema-454	390	17	the	the	DET
ajema-454	390	18	workforce	workforce	NOUN
ajema-454	390	19	planning	planning	NOUN
ajema-454	390	20	,	,	PUNCT
ajema-454	390	21	since	since	SCONJ
ajema-454	390	22	it	it	PRON
ajema-454	390	23	will	will	AUX
ajema-454	390	24	lead	lead	VERB
ajema-454	390	25	to	to	ADP
ajema-454	390	26	the	the	DET
ajema-454	390	27	growth	growth	NOUN
ajema-454	390	28	in	in	ADP
ajema-454	390	29	the	the	DET
ajema-454	390	30	demand	demand	NOUN
ajema-454	390	31	of	of	ADP
ajema-454	390	32	geriatric	geriatric	ADJ
ajema-454	390	33	and	and	CCONJ
ajema-454	390	34	chronic	chronic	ADJ
ajema-454	390	35	disease	disease	NOUN
ajema-454	390	36	specialists	specialist	NOUN
ajema-454	390	37	.	.	PUNCT
ajema-454	391	1	f.	f.	PROPN
ajema-454	391	2	how	how	SCONJ
ajema-454	391	3	technology	technology	NOUN
ajema-454	391	4	can	can	AUX
ajema-454	391	5	help	help	VERB
ajema-454	391	6	to	to	PART
ajema-454	391	7	fill	fill	VERB
ajema-454	391	8	the	the	DET
ajema-454	391	9	gaps	gap	NOUN
ajema-454	391	10	technology	technology	NOUN
ajema-454	391	11	and	and	CCONJ
ajema-454	391	12	especially	especially	ADV
ajema-454	391	13	telemedicine	telemedicine	NOUN
ajema-454	391	14	and	and	CCONJ
ajema-454	391	15	data	datum	NOUN
ajema-454	391	16	analytics	analytic	NOUN
ajema-454	391	17	can	can	AUX
ajema-454	391	18	become	become	VERB
ajema-454	391	19	one	one	NUM
ajema-454	391	20	of	of	ADP
ajema-454	391	21	the	the	DET
ajema-454	391	22	crucial	crucial	ADJ
ajema-454	391	23	ways	way	NOUN
ajema-454	391	24	of	of	ADP
ajema-454	391	25	leveling	level	VERB
ajema-454	391	26	the	the	DET
ajema-454	391	27	differences	difference	NOUN
ajema-454	391	28	in	in	ADP
ajema-454	391	29	provider	provider	NOUN
ajema-454	391	30	distribution	distribution	NOUN
ajema-454	391	31	and	and	CCONJ
ajema-454	391	32	access	access	NOUN
ajema-454	391	33	presented	present	VERB
ajema-454	391	34	in	in	ADP
ajema-454	391	35	the	the	DET
ajema-454	391	36	report	report	NOUN
ajema-454	391	37	.	.	PUNCT
ajema-454	392	1	telemedicine	telemedicine	NOUN
ajema-454	392	2	has	have	AUX
ajema-454	392	3	already	already	ADV
ajema-454	392	4	proved	prove	VERB
ajema-454	392	5	it	it	PRON
ajema-454	392	6	has	have	VERB
ajema-454	392	7	the	the	DET
ajema-454	392	8	potential	potential	NOUN
ajema-454	392	9	to	to	PART
ajema-454	392	10	facilitate	facilitate	VERB
ajema-454	392	11	circumvention	circumvention	NOUN
ajema-454	392	12	of	of	ADP
ajema-454	392	13	geographic	geographic	ADJ
ajema-454	392	14	constraints	constraint	NOUN
ajema-454	392	15	by	by	ADP
ajema-454	392	16	allowing	allow	VERB
ajema-454	392	17	patients	patient	NOUN
ajema-454	392	18	situated	situate	VERB
ajema-454	392	19	in	in	ADP
ajema-454	392	20	underprivileged	underprivileged	ADJ
ajema-454	392	21	areas	area	NOUN
ajema-454	392	22	or	or	CCONJ
ajema-454	392	23	rural	rural	ADJ
ajema-454	392	24	locations	location	NOUN
ajema-454	392	25	to	to	PART
ajema-454	392	26	access	access	VERB
ajema-454	392	27	experts	expert	NOUN
ajema-454	392	28	in	in	ADP
ajema-454	392	29	those	those	DET
ajema-454	392	30	cities	city	NOUN
ajema-454	392	31	[	[	X
ajema-454	392	32	61	61	NUM
ajema-454	392	33	.	.	PUNCT
ajema-454	393	1	not	not	PART
ajema-454	393	2	only	only	ADV
ajema-454	393	3	does	do	AUX
ajema-454	393	4	this	this	DET
ajema-454	393	5	ease	ease	ADJ
ajema-454	393	6	travel	travel	NOUN
ajema-454	393	7	problems	problem	NOUN
ajema-454	393	8	,	,	PUNCT
ajema-454	393	9	but	but	CCONJ
ajema-454	393	10	it	it	PRON
ajema-454	393	11	also	also	ADV
ajema-454	393	12	decreases	decrease	VERB
ajema-454	393	13	wait	wait	VERB
ajema-454	393	14	time	time	NOUN
ajema-454	393	15	and	and	CCONJ
ajema-454	393	16	improves	improve	VERB
ajema-454	393	17	continuity	continuity	NOUN
ajema-454	393	18	of	of	ADP
ajema-454	393	19	care	care	NOUN
ajema-454	393	20	.	.	PUNCT
ajema-454	394	1	in	in	ADP
ajema-454	394	2	states	state	NOUN
ajema-454	394	3	where	where	SCONJ
ajema-454	394	4	the	the	DET
ajema-454	394	5	number	number	NOUN
ajema-454	394	6	of	of	ADP
ajema-454	394	7	providers	provider	NOUN
ajema-454	394	8	is	be	AUX
ajema-454	394	9	lower	low	ADJ
ajema-454	394	10	(	(	PUNCT
ajema-454	394	11	like	like	INTJ
ajema-454	394	12	indiana	indiana	PROPN
ajema-454	394	13	or	or	CCONJ
ajema-454	394	14	tennessee	tennessee	PROPN
ajema-454	394	15	)	)	PUNCT
ajema-454	394	16	,	,	PUNCT
ajema-454	394	17	the	the	DET
ajema-454	394	18	introduction	introduction	NOUN
ajema-454	394	19	of	of	ADP
ajema-454	394	20	telehealth	telehealth	NOUN
ajema-454	394	21	can	can	AUX
ajema-454	394	22	contribute	contribute	VERB
ajema-454	394	23	to	to	ADP
ajema-454	394	24	the	the	DET
ajema-454	394	25	significant	significant	ADJ
ajema-454	394	26	enhancement	enhancement	NOUN
ajema-454	394	27	of	of	ADP
ajema-454	394	28	health	health	NOUN
ajema-454	394	29	care	care	NOUN
ajema-454	394	30	delivery	delivery	NOUN
ajema-454	394	31	without	without	ADP
ajema-454	394	32	the	the	DET
ajema-454	394	33	actual	actual	ADJ
ajema-454	394	34	need	need	NOUN
ajema-454	394	35	to	to	PART
ajema-454	394	36	expand	expand	VERB
ajema-454	394	37	the	the	DET
ajema-454	394	38	workforce	workforce	NOUN
ajema-454	394	39	physically	physically	ADV
ajema-454	394	40	at	at	ADP
ajema-454	394	41	once	once	ADV
ajema-454	394	42	.	.	PUNCT
ajema-454	395	1	nevertheless	nevertheless	ADV
ajema-454	395	2	,	,	PUNCT
ajema-454	395	3	it	it	PRON
ajema-454	395	4	will	will	AUX
ajema-454	395	5	be	be	AUX
ajema-454	395	6	successful	successful	ADJ
ajema-454	395	7	only	only	ADV
ajema-454	395	8	by	by	ADP
ajema-454	395	9	having	have	VERB
ajema-454	395	10	sufficient	sufficient	ADJ
ajema-454	395	11	internet	internet	NOUN
ajema-454	395	12	infrastructure	infrastructure	NOUN
ajema-454	395	13	,	,	PUNCT
ajema-454	395	14	digital	digital	ADJ
ajema-454	395	15	literacy	literacy	NOUN
ajema-454	395	16	,	,	PUNCT
ajema-454	395	17	and	and	CCONJ
ajema-454	395	18	policy	policy	NOUN
ajema-454	395	19	environments	environment	NOUN
ajema-454	395	20	that	that	PRON
ajema-454	395	21	promote	promote	VERB
ajema-454	395	22	reimbursement	reimbursement	NOUN
ajema-454	395	23	equality	equality	NOUN
ajema-454	395	24	of	of	ADP
ajema-454	395	25	virtual	virtual	ADJ
ajema-454	395	26	care	care	NOUN
ajema-454	395	27	.	.	PUNCT
ajema-454	396	1	the	the	DET
ajema-454	396	2	possible	possible	ADJ
ajema-454	396	3	role	role	NOUN
ajema-454	396	4	of	of	ADP
ajema-454	396	5	data	datum	NOUN
ajema-454	396	6	analytics	analytic	NOUN
ajema-454	396	7	in	in	ADP
ajema-454	396	8	addition	addition	NOUN
ajema-454	396	9	to	to	ADP
ajema-454	396	10	telemedicine	telemedicine	NOUN
ajema-454	396	11	is	be	AUX
ajema-454	396	12	to	to	PART
ajema-454	396	13	support	support	VERB
ajema-454	396	14	the	the	DET
ajema-454	396	15	resolution	resolution	NOUN
ajema-454	396	16	of	of	ADP
ajema-454	396	17	the	the	DET
ajema-454	396	18	workforce	workforce	NOUN
ajema-454	396	19	gaps	gap	VERB
ajema-454	396	20	and	and	CCONJ
ajema-454	396	21	anticipated	anticipate	VERB
ajema-454	396	22	future	future	ADJ
ajema-454	396	23	requirements	requirement	NOUN
ajema-454	396	24	of	of	ADP
ajema-454	396	25	the	the	DET
ajema-454	396	26	population	population	NOUN
ajema-454	396	27	in	in	ADP
ajema-454	396	28	terms	term	NOUN
ajema-454	396	29	of	of	ADP
ajema-454	396	30	demographic	demographic	ADJ
ajema-454	396	31	and	and	CCONJ
ajema-454	396	32	epidemiological	epidemiological	ADJ
ajema-454	396	33	patterns	pattern	NOUN
ajema-454	396	34	[	[	X
ajema-454	396	35	62	62	NUM
ajema-454	396	36	]	]	PUNCT
ajema-454	396	37	.	.	PUNCT
ajema-454	397	1	through	through	ADP
ajema-454	397	2	the	the	DET
ajema-454	397	3	use	use	NOUN
ajema-454	397	4	of	of	ADP
ajema-454	397	5	predictive	predictive	ADJ
ajema-454	397	6	modeling	modeling	NOUN
ajema-454	397	7	,	,	PUNCT
ajema-454	397	8	the	the	DET
ajema-454	397	9	policymakers	policymaker	NOUN
ajema-454	397	10	will	will	AUX
ajema-454	397	11	be	be	AUX
ajema-454	397	12	able	able	ADJ
ajema-454	397	13	to	to	PART
ajema-454	397	14	have	have	VERB
ajema-454	397	15	sufficient	sufficient	ADJ
ajema-454	397	16	resources	resource	NOUN
ajema-454	397	17	to	to	PART
ajema-454	397	18	train	train	VERB
ajema-454	397	19	properly	properly	ADV
ajema-454	397	20	,	,	PUNCT
ajema-454	397	21	determine	determine	VERB
ajema-454	397	22	specialty	specialty	NOUN
ajema-454	397	23	demand	demand	NOUN
ajema-454	397	24	and	and	CCONJ
ajema-454	397	25	conduct	conduct	VERB
ajema-454	397	26	specific	specific	ADJ
ajema-454	397	27	interventions	intervention	NOUN
ajema-454	397	28	before	before	SCONJ
ajema-454	397	29	the	the	DET
ajema-454	397	30	occurrence	occurrence	NOUN
ajema-454	397	31	of	of	ADP
ajema-454	397	32	shortages	shortage	NOUN
ajema-454	397	33	becomes	become	VERB
ajema-454	397	34	a	a	DET
ajema-454	397	35	state	state	NOUN
ajema-454	397	36	of	of	ADP
ajema-454	397	37	emergency	emergency	NOUN
ajema-454	397	38	.	.	PUNCT
ajema-454	398	1	also	also	ADV
ajema-454	398	2	,	,	PUNCT
ajema-454	398	3	the	the	DET
ajema-454	398	4	use	use	NOUN
ajema-454	398	5	of	of	ADP
ajema-454	398	6	artificial	artificial	ADJ
ajema-454	398	7	intelligence	intelligence	NOUN
ajema-454	398	8	can	can	AUX
ajema-454	398	9	help	help	VERB
ajema-454	398	10	increase	increase	VERB
ajema-454	398	11	workloads	workload	NOUN
ajema-454	398	12	on	on	ADP
ajema-454	398	13	providers	provider	NOUN
ajema-454	398	14	and	and	CCONJ
ajema-454	398	15	enable	enable	VERB
ajema-454	398	16	them	they	PRON
ajema-454	398	17	to	to	PART
ajema-454	398	18	treat	treat	VERB
ajema-454	398	19	more	more	ADJ
ajema-454	398	20	people	people	NOUN
ajema-454	398	21	by	by	ADP
ajema-454	398	22	the	the	DET
ajema-454	398	23	help	help	NOUN
ajema-454	398	24	of	of	ADP
ajema-454	398	25	tools	tool	NOUN
ajema-454	398	26	and	and	CCONJ
ajema-454	398	27	instruments	instrument	NOUN
ajema-454	398	28	that	that	PRON
ajema-454	398	29	can	can	AUX
ajema-454	398	30	aid	aid	VERB
ajema-454	398	31	in	in	ADP
ajema-454	398	32	diagnostics	diagnostic	NOUN
ajema-454	398	33	,	,	PUNCT
ajema-454	398	34	administrative	administrative	ADJ
ajema-454	398	35	efficiency	efficiency	NOUN
ajema-454	398	36	,	,	PUNCT
ajema-454	398	37	and	and	CCONJ
ajema-454	398	38	clinical	clinical	ADJ
ajema-454	398	39	decision	decision	NOUN
ajema-454	398	40	-	-	PUNCT
ajema-454	398	41	making	making	NOUN
ajema-454	398	42	.	.	PUNCT
ajema-454	399	1	technology	technology	NOUN
ajema-454	399	2	can	can	AUX
ajema-454	399	3	also	also	ADV
ajema-454	399	4	provide	provide	VERB
ajema-454	399	5	the	the	DET
ajema-454	399	6	opportunity	opportunity	NOUN
ajema-454	399	7	to	to	PART
ajema-454	399	8	learn	learn	VERB
ajema-454	399	9	continuously	continuously	ADV
ajema-454	399	10	and	and	CCONJ
ajema-454	399	11	train	train	VERB
ajema-454	399	12	remotely	remotely	ADV
ajema-454	399	13	,	,	PUNCT
ajema-454	399	14	so	so	SCONJ
ajema-454	399	15	the	the	DET
ajema-454	399	16	providers	provider	NOUN
ajema-454	399	17	in	in	ADP
ajema-454	399	18	underserved	underserved	ADJ
ajema-454	399	19	communities	community	NOUN
ajema-454	399	20	will	will	AUX
ajema-454	399	21	have	have	VERB
ajema-454	399	22	access	access	NOUN
ajema-454	399	23	to	to	ADP
ajema-454	399	24	the	the	DET
ajema-454	399	25	latest	late	ADJ
ajema-454	399	26	knowledge	knowledge	NOUN
ajema-454	399	27	and	and	CCONJ
ajema-454	399	28	be	be	AUX
ajema-454	399	29	able	able	ADJ
ajema-454	399	30	to	to	PART
ajema-454	399	31	collaborate	collaborate	VERB
ajema-454	399	32	with	with	ADP
ajema-454	399	33	specialists	specialist	NOUN
ajema-454	399	34	anywhere	anywhere	ADV
ajema-454	399	35	[	[	X
ajema-454	399	36	63	63	NUM
ajema-454	399	37	]	]	PUNCT
ajema-454	399	38	.	.	PUNCT
ajema-454	400	1	the	the	DET
ajema-454	400	2	use	use	NOUN
ajema-454	400	3	of	of	ADP
ajema-454	400	4	technology	technology	NOUN
ajema-454	400	5	should	should	AUX
ajema-454	400	6	also	also	ADV
ajema-454	400	7	be	be	AUX
ajema-454	400	8	supported	support	VERB
ajema-454	400	9	with	with	ADP
ajema-454	400	10	control	control	NOUN
ajema-454	400	11	measures	measure	NOUN
ajema-454	400	12	to	to	PART
ajema-454	400	13	not	not	PART
ajema-454	400	14	compromise	compromise	VERB
ajema-454	400	15	patient	patient	ADJ
ajema-454	400	16	privacy	privacy	NOUN
ajema-454	400	17	,	,	PUNCT
ajema-454	400	18	data	data	NOUN
ajema-454	400	19	protection	protection	NOUN
ajema-454	400	20	,	,	PUNCT
ajema-454	400	21	and	and	CCONJ
ajema-454	400	22	equal	equal	ADJ
ajema-454	400	23	access	access	NOUN
ajema-454	400	24	,	,	PUNCT
ajema-454	400	25	especially	especially	ADV
ajema-454	400	26	by	by	ADP
ajema-454	400	27	patients	patient	NOUN
ajema-454	400	28	with	with	ADP
ajema-454	400	29	low	low	ADJ
ajema-454	400	30	income	income	NOUN
ajema-454	400	31	or	or	CCONJ
ajema-454	400	32	belonging	belong	VERB
ajema-454	400	33	to	to	ADP
ajema-454	400	34	older	old	ADJ
ajema-454	400	35	generations	generation	NOUN
ajema-454	400	36	who	who	PRON
ajema-454	400	37	might	might	AUX
ajema-454	400	38	not	not	PART
ajema-454	400	39	be	be	AUX
ajema-454	400	40	ready	ready	ADJ
ajema-454	400	41	to	to	PART
ajema-454	400	42	embrace	embrace	VERB
ajema-454	400	43	technology	technology	NOUN
ajema-454	400	44	.	.	PUNCT
ajema-454	401	1	technology	technology	NOUN
ajema-454	401	2	has	have	AUX
ajema-454	401	3	proved	prove	VERB
ajema-454	401	4	to	to	PART
ajema-454	401	5	be	be	AUX
ajema-454	401	6	an	an	DET
ajema-454	401	7	effective	effective	ADJ
ajema-454	401	8	equalizer	equalizer	NOUN
ajema-454	401	9	,	,	PUNCT
ajema-454	401	10	providing	provide	VERB
ajema-454	401	11	short	short	ADJ
ajema-454	401	12	-	-	PUNCT
ajema-454	401	13	term	term	NOUN
ajema-454	401	14	and	and	CCONJ
ajema-454	401	15	long	long	ADJ
ajema-454	401	16	-	-	PUNCT
ajema-454	401	17	term	term	NOUN
ajema-454	401	18	avenues	avenue	NOUN
ajema-454	401	19	of	of	ADP
ajema-454	401	20	reducing	reduce	VERB
ajema-454	401	21	provider	provider	NOUN
ajema-454	401	22	distribution	distribution	NOUN
ajema-454	401	23	inequities	inequity	NOUN
ajema-454	401	24	,	,	PUNCT
ajema-454	401	25	achieving	achieve	VERB
ajema-454	401	26	efficiency	efficiency	NOUN
ajema-454	401	27	,	,	PUNCT
ajema-454	401	28	and	and	CCONJ
ajema-454	401	29	guaranteeing	guarantee	VERB
ajema-454	401	30	that	that	SCONJ
ajema-454	401	31	every	every	DET
ajema-454	401	32	person	person	NOUN
ajema-454	401	33	can	can	AUX
ajema-454	401	34	access	access	VERB
ajema-454	401	35	healthcare	healthcare	NOUN
ajema-454	401	36	services	service	NOUN
ajema-454	401	37	at	at	ADP
ajema-454	401	38	the	the	DET
ajema-454	401	39	appropriate	appropriate	ADJ
ajema-454	401	40	time	time	NOUN
ajema-454	401	41	and	and	CCONJ
ajema-454	401	42	in	in	ADP
ajema-454	401	43	the	the	DET
ajema-454	401	44	optimum	optimum	ADJ
ajema-454	401	45	quality	quality	NOUN
ajema-454	401	46	.	.	PUNCT
ajema-454	402	1	vii	vii	PROPN
ajema-454	402	2	.	.	PROPN
ajema-454	402	3	future	future	PROPN
ajema-454	402	4	works	work	VERB
ajema-454	402	5	the	the	DET
ajema-454	402	6	developments	development	NOUN
ajema-454	402	7	in	in	ADP
ajema-454	402	8	the	the	DET
ajema-454	402	9	area	area	NOUN
ajema-454	402	10	of	of	ADP
ajema-454	402	11	applying	apply	VERB
ajema-454	402	12	ai	ai	NOUN
ajema-454	402	13	-	-	PUNCT
ajema-454	402	14	based	base	VERB
ajema-454	402	15	risk	risk	NOUN
ajema-454	402	16	detection	detection	NOUN
ajema-454	402	17	models	model	NOUN
ajema-454	402	18	to	to	ADP
ajema-454	402	19	community	community	NOUN
ajema-454	402	20	healthcare	healthcare	NOUN
ajema-454	402	21	enterprises	enterprise	NOUN
ajema-454	402	22	involving	involve	VERB
ajema-454	402	23	microfinance	microfinance	NOUN
ajema-454	402	24	support	support	NOUN
ajema-454	402	25	systems	system	NOUN
ajema-454	402	26	pose	pose	VERB
ajema-454	402	27	the	the	DET
ajema-454	402	28	vast	vast	ADJ
ajema-454	402	29	array	array	NOUN
ajema-454	402	30	of	of	ADP
ajema-454	402	31	possibilities	possibility	NOUN
ajema-454	402	32	to	to	PART
ajema-454	402	33	develop	develop	VERB
ajema-454	402	34	the	the	DET
ajema-454	402	35	knowledge	knowledge	NOUN
ajema-454	402	36	,	,	PUNCT
ajema-454	402	37	improve	improve	VERB
ajema-454	402	38	the	the	DET
ajema-454	402	39	methodologies	methodology	NOUN
ajema-454	402	40	,	,	PUNCT
ajema-454	402	41	and	and	CCONJ
ajema-454	402	42	fill	fill	VERB
ajema-454	402	43	the	the	DET
ajema-454	402	44	gaps	gap	NOUN
ajema-454	402	45	that	that	PRON
ajema-454	402	46	have	have	AUX
ajema-454	402	47	been	be	AUX
ajema-454	402	48	identified	identify	VERB
ajema-454	402	49	in	in	ADP
ajema-454	402	50	the	the	DET
ajema-454	402	51	current	current	ADJ
ajema-454	402	52	paper	paper	NOUN
ajema-454	402	53	.	.	PUNCT
ajema-454	403	1	among	among	ADP
ajema-454	403	2	the	the	DET
ajema-454	403	3	key	key	ADJ
ajema-454	403	4	future	future	ADJ
ajema-454	403	5	directions	direction	NOUN
ajema-454	403	6	,	,	PUNCT
ajema-454	403	7	the	the	DET
ajema-454	403	8	expansion	expansion	NOUN
ajema-454	403	9	of	of	ADP
ajema-454	403	10	the	the	DET
ajema-454	403	11	dataset	dataset	NOUN
ajema-454	403	12	in	in	ADP
ajema-454	403	13	terms	term	NOUN
ajema-454	403	14	of	of	ADP
ajema-454	403	15	covering	cover	VERB
ajema-454	403	16	many	many	ADJ
ajema-454	403	17	more	more	ADJ
ajema-454	403	18	and	and	CCONJ
ajema-454	403	19	more	more	ADV
ajema-454	403	20	diverse	diverse	ADJ
ajema-454	403	21	populations	population	NOUN
ajema-454	403	22	in	in	ADP
ajema-454	403	23	geographic	geographic	ADJ
ajema-454	403	24	regions	region	NOUN
ajema-454	403	25	(	(	PUNCT
ajema-454	403	26	all	all	DET
ajema-454	403	27	geographical	geographical	ADJ
ajema-454	403	28	areas	area	NOUN
ajema-454	403	29	and	and	CCONJ
ajema-454	403	30	healthcare	healthcare	NOUN
ajema-454	403	31	systems	system	NOUN
ajema-454	403	32	,	,	PUNCT
ajema-454	403	33	in	in	ADP
ajema-454	403	34	particular	particular	ADJ
ajema-454	403	35	)	)	PUNCT
ajema-454	403	36	and	and	CCONJ
ajema-454	403	37	ensuring	ensure	VERB
ajema-454	403	38	that	that	SCONJ
ajema-454	403	39	the	the	DET
ajema-454	403	40	findings	finding	NOUN
ajema-454	403	41	are	be	AUX
ajema-454	403	42	generalizable	generalizable	ADJ
ajema-454	403	43	and	and	CCONJ
ajema-454	403	44	reflective	reflective	ADJ
ajema-454	403	45	of	of	ADP
ajema-454	403	46	global	global	ADJ
ajema-454	403	47	trends	trend	NOUN
ajema-454	403	48	should	should	AUX
ajema-454	403	49	be	be	AUX
ajema-454	403	50	identified	identify	VERB
ajema-454	403	51	.	.	PUNCT
ajema-454	404	1	it	it	PRON
ajema-454	404	2	would	would	AUX
ajema-454	404	3	enable	enable	VERB
ajema-454	404	4	researchers	researcher	NOUN
ajema-454	404	5	to	to	PART
ajema-454	404	6	record	record	VERB
ajema-454	404	7	differences	difference	NOUN
ajema-454	404	8	in	in	ADP
ajema-454	404	9	the	the	DET
ajema-454	404	10	demographics	demographic	NOUN
ajema-454	404	11	of	of	ADP
ajema-454	404	12	providers	provider	NOUN
ajema-454	404	13	,	,	PUNCT
ajema-454	404	14	the	the	DET
ajema-454	404	15	use	use	NOUN
ajema-454	404	16	of	of	ADP
ajema-454	404	17	services	service	NOUN
ajema-454	404	18	and	and	CCONJ
ajema-454	404	19	service	service	NOUN
ajema-454	404	20	utilization	utilization	NOUN
ajema-454	404	21	,	,	PUNCT
ajema-454	404	22	the	the	DET
ajema-454	404	23	financial	financial	ADJ
ajema-454	404	24	strain	strain	NOUN
ajema-454	404	25	,	,	PUNCT
ajema-454	404	26	and	and	CCONJ
ajema-454	404	27	the	the	DET
ajema-454	404	28	cultural	cultural	ADJ
ajema-454	404	29	factors	factor	NOUN
ajema-454	404	30	that	that	PRON
ajema-454	404	31	persistently	persistently	ADV
ajema-454	404	32	influence	influence	VERB
ajema-454	404	33	provider	provider	NOUN
ajema-454	404	34	demographics	demographic	NOUN
ajema-454	404	35	,	,	PUNCT
ajema-454	404	36	therefore	therefore	ADV
ajema-454	404	37	,	,	PUNCT
ajema-454	404	38	reinforcing	reinforce	VERB
ajema-454	404	39	the	the	DET
ajema-454	404	40	validity	validity	NOUN
ajema-454	404	41	and	and	CCONJ
ajema-454	404	42	contextual	contextual	ADJ
ajema-454	404	43	application	application	NOUN
ajema-454	404	44	of	of	ADP
ajema-454	404	45	ai	ai	NOUN
ajema-454	404	46	-	-	PUNCT
ajema-454	404	47	based	base	VERB
ajema-454	404	48	insights	insight	NOUN
ajema-454	404	49	[	[	X
ajema-454	404	50	64	64	NUM
ajema-454	404	51	]	]	PUNCT
ajema-454	404	52	.	.	PUNCT
ajema-454	405	1	future	future	ADJ
ajema-454	405	2	efforts	effort	NOUN
ajema-454	405	3	must	must	AUX
ajema-454	405	4	also	also	ADV
ajema-454	405	5	examine	examine	VERB
ajema-454	405	6	how	how	SCONJ
ajema-454	405	7	it	it	PRON
ajema-454	405	8	is	be	AUX
ajema-454	405	9	possible	possible	ADJ
ajema-454	405	10	to	to	PART
ajema-454	405	11	mitigate	mitigate	VERB
ajema-454	405	12	the	the	DET
ajema-454	405	13	bias	bias	NOUN
ajema-454	405	14	inherent	inherent	ADJ
ajema-454	405	15	in	in	ADP
ajema-454	405	16	algorithms	algorithm	NOUN
ajema-454	405	17	,	,	PUNCT
ajema-454	405	18	particularly	particularly	ADV
ajema-454	405	19	in	in	ADP
ajema-454	405	20	the	the	DET
ajema-454	405	21	situations	situation	NOUN
ajema-454	405	22	that	that	PRON
ajema-454	405	23	may	may	AUX
ajema-454	405	24	incur	incur	VERB
ajema-454	405	25	the	the	DET
ajema-454	405	26	problem	problem	NOUN
ajema-454	405	27	of	of	ADP
ajema-454	405	28	misplaced	misplaced	ADJ
ajema-454	405	29	or	or	CCONJ
ajema-454	405	30	unfair	unfair	ADJ
ajema-454	405	31	results	result	NOUN
ajema-454	405	32	because	because	SCONJ
ajema-454	405	33	of	of	ADP
ajema-454	405	34	null	null	ADJ
ajema-454	405	35	values	value	NOUN
ajema-454	405	36	or	or	CCONJ
ajema-454	405	37	missing	miss	VERB
ajema-454	405	38	demographic	demographic	ADJ
ajema-454	405	39	data	datum	NOUN
ajema-454	405	40	.	.	PUNCT
ajema-454	406	1	data	datum	NOUN
ajema-454	406	2	governance	governance	NOUN
ajema-454	406	3	is	be	AUX
ajema-454	406	4	also	also	ADV
ajema-454	406	5	an	an	DET
ajema-454	406	6	important	important	ADJ
ajema-454	406	7	topic	topic	NOUN
ajema-454	406	8	to	to	PART
ajema-454	406	9	discuss	discuss	VERB
ajema-454	406	10	,	,	PUNCT
ajema-454	406	11	and	and	CCONJ
ajema-454	406	12	the	the	DET
ajema-454	406	13	additional	additional	ADJ
ajema-454	406	14	research	research	NOUN
ajema-454	406	15	needs	need	VERB
ajema-454	406	16	to	to	PART
ajema-454	406	17	establish	establish	VERB
ajema-454	406	18	the	the	DET
ajema-454	406	19	framework	framework	NOUN
ajema-454	406	20	of	of	ADP
ajema-454	406	21	standardized	standardized	ADJ
ajema-454	406	22	data	data	NOUN
ajema-454	406	23	reporting	reporting	NOUN
ajema-454	406	24	,	,	PUNCT
ajema-454	406	25	validation	validation	NOUN
ajema-454	406	26	,	,	PUNCT
ajema-454	406	27	53	53	NUM
ajema-454	406	28	journal	journal	NOUN
ajema-454	406	29	of	of	ADP
ajema-454	406	30	engineering	engineering	NOUN
ajema-454	406	31	,	,	PUNCT
ajema-454	406	32	mechanics	mechanic	NOUN
ajema-454	406	33	and	and	CCONJ
ajema-454	406	34	architecture	architecture	NOUN
ajema-454	406	35	www	www	NOUN
ajema-454	406	36	.	.	PUNCT
ajema-454	406	37	grnjournal.us	grnjournal.us	X
ajema-454	406	38	and	and	CCONJ
ajema-454	406	39	exchange	exchange	NOUN
ajema-454	406	40	among	among	ADP
ajema-454	406	41	institutions	institution	NOUN
ajema-454	406	42	with	with	ADP
ajema-454	406	43	the	the	DET
ajema-454	406	44	preservation	preservation	NOUN
ajema-454	406	45	of	of	ADP
ajema-454	406	46	patient	patient	NOUN
ajema-454	406	47	and	and	CCONJ
ajema-454	406	48	provider	provider	NOUN
ajema-454	406	49	confidentiality	confidentiality	NOUN
ajema-454	406	50	.	.	PUNCT
ajema-454	407	1	a	a	DET
ajema-454	407	2	third	third	ADJ
ajema-454	407	3	opportunity	opportunity	NOUN
ajema-454	407	4	lies	lie	VERB
ajema-454	407	5	in	in	ADP
ajema-454	407	6	the	the	DET
ajema-454	407	7	potential	potential	NOUN
ajema-454	407	8	to	to	PART
ajema-454	407	9	combine	combine	VERB
ajema-454	407	10	real	real	ADJ
ajema-454	407	11	-	-	PUNCT
ajema-454	407	12	time	time	NOUN
ajema-454	407	13	streams	stream	NOUN
ajema-454	407	14	of	of	ADP
ajema-454	407	15	information	information	NOUN
ajema-454	407	16	between	between	ADP
ajema-454	407	17	electronic	electronic	ADJ
ajema-454	407	18	health	health	NOUN
ajema-454	407	19	records	record	NOUN
ajema-454	407	20	,	,	PUNCT
ajema-454	407	21	wearable	wearable	ADJ
ajema-454	407	22	devices	device	NOUN
ajema-454	407	23	and	and	CCONJ
ajema-454	407	24	financial	financial	ADJ
ajema-454	407	25	tracking	tracking	NOUN
ajema-454	407	26	tools	tool	NOUN
ajema-454	407	27	to	to	PART
ajema-454	407	28	dynamically	dynamically	ADV
ajema-454	407	29	monitor	monitor	VERB
ajema-454	407	30	the	the	DET
ajema-454	407	31	risk	risk	NOUN
ajema-454	407	32	of	of	ADP
ajema-454	407	33	healthcare	healthcare	NOUN
ajema-454	407	34	delivery	delivery	NOUN
ajema-454	407	35	as	as	ADV
ajema-454	407	36	well	well	ADV
ajema-454	407	37	as	as	ADP
ajema-454	407	38	the	the	DET
ajema-454	407	39	solvency	solvency	NOUN
ajema-454	407	40	of	of	ADP
ajema-454	407	41	small	small	ADJ
ajema-454	407	42	community	community	NOUN
ajema-454	407	43	providers	provider	NOUN
ajema-454	407	44	.	.	PUNCT
ajema-454	408	1	researchers	researcher	NOUN
ajema-454	408	2	in	in	ADP
ajema-454	408	3	the	the	DET
ajema-454	408	4	future	future	NOUN
ajema-454	408	5	may	may	AUX
ajema-454	408	6	also	also	ADV
ajema-454	408	7	investigate	investigate	VERB
ajema-454	408	8	how	how	SCONJ
ajema-454	408	9	microfinance	microfinance	NOUN
ajema-454	408	10	organizations	organization	NOUN
ajema-454	408	11	can	can	AUX
ajema-454	408	12	co	co	VERB
ajema-454	408	13	-	-	VERB
ajema-454	408	14	create	create	VERB
ajema-454	408	15	ai	ai	VERB
ajema-454	408	16	decision	decision	NOUN
ajema-454	408	17	-	-	PUNCT
ajema-454	408	18	support	support	NOUN
ajema-454	408	19	systems	system	NOUN
ajema-454	408	20	that	that	PRON
ajema-454	408	21	best	good	ADJ
ajema-454	408	22	suit	suit	VERB
ajema-454	408	23	the	the	DET
ajema-454	408	24	needs	need	NOUN
ajema-454	408	25	of	of	ADP
ajema-454	408	26	female	female	ADJ
ajema-454	408	27	providers	provider	NOUN
ajema-454	408	28	,	,	PUNCT
ajema-454	408	29	marginalized	marginalize	VERB
ajema-454	408	30	practitioners	practitioner	NOUN
ajema-454	408	31	,	,	PUNCT
ajema-454	408	32	and	and	CCONJ
ajema-454	408	33	small	small	ADJ
ajema-454	408	34	businesses	business	NOUN
ajema-454	408	35	so	so	SCONJ
ajema-454	408	36	that	that	SCONJ
ajema-454	408	37	financial	financial	ADJ
ajema-454	408	38	assistance	assistance	NOUN
ajema-454	408	39	is	be	AUX
ajema-454	408	40	fair	fair	ADJ
ajema-454	408	41	and	and	CCONJ
ajema-454	408	42	inclusive	inclusive	ADJ
ajema-454	408	43	.	.	PUNCT
ajema-454	409	1	there	there	PRON
ajema-454	409	2	are	be	VERB
ajema-454	409	3	opportunities	opportunity	NOUN
ajema-454	409	4	to	to	PART
ajema-454	409	5	pilot	pilot	VERB
ajema-454	409	6	and	and	CCONJ
ajema-454	409	7	conduct	conduct	VERB
ajema-454	409	8	longitudinal	longitudinal	ADJ
ajema-454	409	9	studies	study	NOUN
ajema-454	409	10	to	to	PART
ajema-454	409	11	evaluate	evaluate	VERB
ajema-454	409	12	the	the	DET
ajema-454	409	13	long	long	ADJ
ajema-454	409	14	run	run	NOUN
ajema-454	409	15	effects	effect	NOUN
ajema-454	409	16	of	of	ADP
ajema-454	409	17	providing	provide	VERB
ajema-454	409	18	ai	ai	VERB
ajema-454	409	19	-	-	PUNCT
ajema-454	409	20	assisted	assist	VERB
ajema-454	409	21	risk	risk	NOUN
ajema-454	409	22	detection	detection	NOUN
ajema-454	409	23	alongside	alongside	ADP
ajema-454	409	24	specific	specific	ADJ
ajema-454	409	25	microfinance	microfinance	NOUN
ajema-454	409	26	interventions	intervention	NOUN
ajema-454	409	27	on	on	ADP
ajema-454	409	28	business	business	NOUN
ajema-454	409	29	resilience	resilience	NOUN
ajema-454	409	30	rates	rate	NOUN
ajema-454	409	31	,	,	PUNCT
ajema-454	409	32	patient	patient	ADJ
ajema-454	409	33	outcomes	outcome	NOUN
ajema-454	409	34	,	,	PUNCT
ajema-454	409	35	and	and	CCONJ
ajema-454	409	36	health	health	NOUN
ajema-454	409	37	care	care	NOUN
ajema-454	409	38	equity	equity	NOUN
ajema-454	409	39	[	[	X
ajema-454	409	40	65	65	NUM
ajema-454	409	41	]	]	PUNCT
ajema-454	409	42	.	.	PUNCT
ajema-454	410	1	the	the	DET
ajema-454	410	2	problem	problem	NOUN
ajema-454	410	3	being	be	AUX
ajema-454	410	4	a	a	DET
ajema-454	410	5	complex	complex	ADJ
ajema-454	410	6	one	one	NOUN
ajema-454	410	7	,	,	PUNCT
ajema-454	410	8	involving	involve	VERB
ajema-454	410	9	specialists	specialist	NOUN
ajema-454	410	10	in	in	ADP
ajema-454	410	11	healthcare	healthcare	PROPN
ajema-454	410	12	,	,	PUNCT
ajema-454	410	13	finance	finance	NOUN
ajema-454	410	14	,	,	PUNCT
ajema-454	410	15	data	data	NOUN
ajema-454	410	16	science	science	NOUN
ajema-454	410	17	,	,	PUNCT
ajema-454	410	18	and	and	CCONJ
ajema-454	410	19	social	social	ADJ
ajema-454	410	20	sciences	science	NOUN
ajema-454	410	21	will	will	AUX
ajema-454	410	22	be	be	AUX
ajema-454	410	23	needed	need	VERB
ajema-454	410	24	to	to	PART
ajema-454	410	25	conduct	conduct	VERB
ajema-454	410	26	interdisciplinary	interdisciplinary	ADJ
ajema-454	410	27	studies	study	NOUN
ajema-454	410	28	that	that	PRON
ajema-454	410	29	can	can	AUX
ajema-454	410	30	help	help	VERB
ajema-454	410	31	in	in	ADP
ajema-454	410	32	understanding	understand	VERB
ajema-454	410	33	the	the	DET
ajema-454	410	34	issues	issue	NOUN
ajema-454	410	35	at	at	ADP
ajema-454	410	36	hand	hand	NOUN
ajema-454	410	37	.	.	PUNCT
ajema-454	411	1	when	when	SCONJ
ajema-454	411	2	undertaking	undertake	VERB
ajema-454	411	3	these	these	DET
ajema-454	411	4	paths	path	NOUN
ajema-454	411	5	of	of	ADP
ajema-454	411	6	the	the	DET
ajema-454	411	7	future	future	NOUN
ajema-454	411	8	,	,	PUNCT
ajema-454	411	9	any	any	DET
ajema-454	411	10	researcher	researcher	NOUN
ajema-454	411	11	or	or	CCONJ
ajema-454	411	12	policymaker	policymaker	NOUN
ajema-454	411	13	can	can	AUX
ajema-454	411	14	develop	develop	VERB
ajema-454	411	15	stronger	strong	ADJ
ajema-454	411	16	,	,	PUNCT
ajema-454	411	17	more	more	ADV
ajema-454	411	18	equitable	equitable	ADJ
ajema-454	411	19	,	,	PUNCT
ajema-454	411	20	and	and	CCONJ
ajema-454	411	21	scalable	scalable	ADJ
ajema-454	411	22	responses	response	NOUN
ajema-454	411	23	,	,	PUNCT
ajema-454	411	24	thus	thus	ADV
ajema-454	411	25	not	not	PART
ajema-454	411	26	only	only	ADV
ajema-454	411	27	reducing	reduce	VERB
ajema-454	411	28	risks	risk	NOUN
ajema-454	411	29	but	but	CCONJ
ajema-454	411	30	also	also	ADV
ajema-454	411	31	enabling	enable	VERB
ajema-454	411	32	community	community	NOUN
ajema-454	411	33	health	health	NOUN
ajema-454	411	34	-	-	PUNCT
ajema-454	411	35	based	base	VERB
ajema-454	411	36	companies	company	NOUN
ajema-454	411	37	to	to	PART
ajema-454	411	38	succeed	succeed	VERB
ajema-454	411	39	within	within	ADP
ajema-454	411	40	the	the	DET
ajema-454	411	41	environment	environment	NOUN
ajema-454	411	42	that	that	PRON
ajema-454	411	43	is	be	AUX
ajema-454	411	44	becoming	become	VERB
ajema-454	411	45	more	more	ADV
ajema-454	411	46	complex	complex	ADJ
ajema-454	411	47	and	and	CCONJ
ajema-454	411	48	limited	limit	VERB
ajema-454	411	49	in	in	ADP
ajema-454	411	50	resources	resource	NOUN
ajema-454	411	51	.	.	PUNCT
ajema-454	412	1	viii	viii	PROPN
ajema-454	412	2	.	.	PUNCT
ajema-454	413	1	conclusion	conclusion	NOUN
ajema-454	413	2	this	this	DET
ajema-454	413	3	study	study	NOUN
ajema-454	413	4	has	have	AUX
ajema-454	413	5	shown	show	VERB
ajema-454	413	6	that	that	SCONJ
ajema-454	413	7	the	the	DET
ajema-454	413	8	combination	combination	NOUN
ajema-454	413	9	of	of	ADP
ajema-454	413	10	artificial	artificial	ADJ
ajema-454	413	11	intelligence	intelligence	NOUN
ajema-454	413	12	(	(	PUNCT
ajema-454	413	13	ai	ai	NOUN
ajema-454	413	14	)	)	PUNCT
ajema-454	413	15	risk	risk	NOUN
ajema-454	413	16	detection	detection	NOUN
ajema-454	413	17	models	model	NOUN
ajema-454	413	18	and	and	CCONJ
ajema-454	413	19	assistance	assistance	NOUN
ajema-454	413	20	mechanisms	mechanism	NOUN
ajema-454	413	21	to	to	PART
ajema-454	413	22	support	support	VERB
ajema-454	413	23	microfinance	microfinance	NOUN
ajema-454	413	24	has	have	VERB
ajema-454	413	25	a	a	DET
ajema-454	413	26	great	great	ADJ
ajema-454	413	27	prospect	prospect	NOUN
ajema-454	413	28	of	of	ADP
ajema-454	413	29	raising	raise	VERB
ajema-454	413	30	the	the	DET
ajema-454	413	31	resilience	resilience	NOUN
ajema-454	413	32	,	,	PUNCT
ajema-454	413	33	sustainability	sustainability	NOUN
ajema-454	413	34	,	,	PUNCT
ajema-454	413	35	and	and	CCONJ
ajema-454	413	36	equity	equity	NOUN
ajema-454	413	37	of	of	ADP
ajema-454	413	38	community	community	NOUN
ajema-454	413	39	businesses	business	NOUN
ajema-454	413	40	in	in	ADP
ajema-454	413	41	healthcare	healthcare	PROPN
ajema-454	413	42	.	.	PUNCT
ajema-454	414	1	the	the	DET
ajema-454	414	2	authors	author	NOUN
ajema-454	414	3	found	find	VERB
ajema-454	414	4	out	out	ADP
ajema-454	414	5	that	that	SCONJ
ajema-454	414	6	small	small	ADJ
ajema-454	414	7	healthcare	healthcare	NOUN
ajema-454	414	8	providers	provider	NOUN
ajema-454	414	9	(	(	PUNCT
ajema-454	414	10	and	and	CCONJ
ajema-454	414	11	more	more	ADJ
ajema-454	414	12	so	so	SCONJ
ajema-454	414	13	those	those	PRON
ajema-454	414	14	in	in	ADP
ajema-454	414	15	resource	resource	NOUN
ajema-454	414	16	-	-	PUNCT
ajema-454	414	17	limited	limit	VERB
ajema-454	414	18	settings	setting	NOUN
ajema-454	414	19	)	)	PUNCT
ajema-454	414	20	have	have	VERB
ajema-454	414	21	recurrent	recurrent	ADJ
ajema-454	414	22	problems	problem	NOUN
ajema-454	414	23	,	,	PUNCT
ajema-454	414	24	which	which	PRON
ajema-454	414	25	include	include	VERB
ajema-454	414	26	limited	limited	ADJ
ajema-454	414	27	access	access	NOUN
ajema-454	414	28	to	to	ADP
ajema-454	414	29	cash	cash	NOUN
ajema-454	414	30	reserves	reserve	NOUN
ajema-454	414	31	,	,	PUNCT
ajema-454	414	32	inadequate	inadequate	ADJ
ajema-454	414	33	technological	technological	ADJ
ajema-454	414	34	infrastructures	infrastructure	NOUN
ajema-454	414	35	,	,	PUNCT
ajema-454	414	36	and	and	CCONJ
ajema-454	414	37	increased	increase	VERB
ajema-454	414	38	exposure	exposure	NOUN
ajema-454	414	39	to	to	ADP
ajema-454	414	40	operational	operational	ADJ
ajema-454	414	41	risks	risk	NOUN
ajema-454	414	42	.	.	PUNCT
ajema-454	415	1	by	by	ADP
ajema-454	415	2	running	run	VERB
ajema-454	415	3	the	the	DET
ajema-454	415	4	machine	machine	NOUN
ajema-454	415	5	learning	learn	VERB
ajema-454	415	6	algorithms	algorithm	NOUN
ajema-454	415	7	on	on	ADP
ajema-454	415	8	the	the	DET
ajema-454	415	9	data	datum	NOUN
ajema-454	415	10	of	of	ADP
ajema-454	415	11	both	both	DET
ajema-454	415	12	healthcare	healthcare	NOUN
ajema-454	415	13	organizations	organization	NOUN
ajema-454	415	14	and	and	CCONJ
ajema-454	415	15	financial	financial	ADJ
ajema-454	415	16	data	datum	NOUN
ajema-454	415	17	,	,	PUNCT
ajema-454	415	18	this	this	DET
ajema-454	415	19	study	study	NOUN
ajema-454	415	20	demonstrated	demonstrate	VERB
ajema-454	415	21	the	the	DET
ajema-454	415	22	efficacy	efficacy	NOUN
ajema-454	415	23	of	of	ADP
ajema-454	415	24	predictive	predictive	ADJ
ajema-454	415	25	analytics	analytic	NOUN
ajema-454	415	26	in	in	ADP
ajema-454	415	27	establishing	establish	VERB
ajema-454	415	28	patterns	pattern	NOUN
ajema-454	415	29	of	of	ADP
ajema-454	415	30	risk	risk	NOUN
ajema-454	415	31	in	in	ADP
ajema-454	415	32	terms	term	NOUN
ajema-454	415	33	of	of	ADP
ajema-454	415	34	the	the	DET
ajema-454	415	35	service	service	NOUN
ajema-454	415	36	delivery	delivery	NOUN
ajema-454	415	37	,	,	PUNCT
ajema-454	415	38	provider	provider	NOUN
ajema-454	415	39	demographics	demographic	NOUN
ajema-454	415	40	,	,	PUNCT
ajema-454	415	41	and	and	CCONJ
ajema-454	415	42	financial	financial	ADJ
ajema-454	415	43	stability	stability	NOUN
ajema-454	415	44	.	.	PUNCT
ajema-454	416	1	meanwhile	meanwhile	ADV
ajema-454	416	2	,	,	PUNCT
ajema-454	416	3	the	the	DET
ajema-454	416	4	importance	importance	NOUN
ajema-454	416	5	of	of	ADP
ajema-454	416	6	microfinance	microfinance	NOUN
ajema-454	416	7	was	be	AUX
ajema-454	416	8	revealed	reveal	VERB
ajema-454	416	9	to	to	PART
ajema-454	416	10	play	play	VERB
ajema-454	416	11	the	the	DET
ajema-454	416	12	key	key	ADJ
ajema-454	416	13	role	role	NOUN
ajema-454	416	14	in	in	ADP
ajema-454	416	15	working	work	VERB
ajema-454	416	16	around	around	ADP
ajema-454	416	17	capital	capital	NOUN
ajema-454	416	18	deficiencies	deficiency	NOUN
ajema-454	416	19	,	,	PUNCT
ajema-454	416	20	empowering	empower	VERB
ajema-454	416	21	female	female	ADJ
ajema-454	416	22	and	and	CCONJ
ajema-454	416	23	marginalized	marginalize	VERB
ajema-454	416	24	professionals	professional	NOUN
ajema-454	416	25	,	,	PUNCT
ajema-454	416	26	and	and	CCONJ
ajema-454	416	27	maintaining	maintain	VERB
ajema-454	416	28	healthcare	healthcare	NOUN
ajema-454	416	29	services	service	NOUN
ajema-454	416	30	at	at	ADP
ajema-454	416	31	all	all	DET
ajema-454	416	32	costs	cost	NOUN
ajema-454	416	33	in	in	ADP
ajema-454	416	34	the	the	DET
ajema-454	416	35	regions	region	NOUN
ajema-454	416	36	with	with	ADP
ajema-454	416	37	underserved	underserved	ADJ
ajema-454	416	38	populations	population	NOUN
ajema-454	416	39	.	.	PUNCT
ajema-454	417	1	integrating	integrate	VERB
ajema-454	417	2	these	these	DET
ajema-454	417	3	two	two	NUM
ajema-454	417	4	perspectives	perspective	NOUN
ajema-454	417	5	,	,	PUNCT
ajema-454	417	6	the	the	DET
ajema-454	417	7	research	research	NOUN
ajema-454	417	8	highlighted	highlight	VERB
ajema-454	417	9	a	a	DET
ajema-454	417	10	holistic	holistic	ADJ
ajema-454	417	11	model	model	NOUN
ajema-454	417	12	that	that	PRON
ajema-454	417	13	would	would	AUX
ajema-454	417	14	not	not	PART
ajema-454	417	15	only	only	ADV
ajema-454	417	16	reduce	reduce	VERB
ajema-454	417	17	the	the	DET
ajema-454	417	18	risks	risk	NOUN
ajema-454	417	19	but	but	CCONJ
ajema-454	417	20	also	also	ADV
ajema-454	417	21	enable	enable	VERB
ajema-454	417	22	the	the	DET
ajema-454	417	23	providers	provider	NOUN
ajema-454	417	24	to	to	PART
ajema-454	417	25	adjust	adjust	VERB
ajema-454	417	26	to	to	ADP
ajema-454	417	27	the	the	DET
ajema-454	417	28	ever	ever	ADV
ajema-454	417	29	-	-	PUNCT
ajema-454	417	30	changing	change	VERB
ajema-454	417	31	healthcare	healthcare	NOUN
ajema-454	417	32	requirements	requirement	NOUN
ajema-454	417	33	at	at	ADP
ajema-454	417	34	the	the	DET
ajema-454	417	35	same	same	ADJ
ajema-454	417	36	time	time	NOUN
ajema-454	417	37	preserving	preserve	VERB
ajema-454	417	38	profitability	profitability	NOUN
ajema-454	417	39	.	.	PUNCT
ajema-454	418	1	this	this	DET
ajema-454	418	2	assessment	assessment	NOUN
ajema-454	418	3	of	of	ADP
ajema-454	418	4	several	several	ADJ
ajema-454	418	5	statistics	statistic	NOUN
ajema-454	418	6	and	and	CCONJ
ajema-454	418	7	visualizations	visualization	NOUN
ajema-454	418	8	helped	help	VERB
ajema-454	418	9	to	to	PART
ajema-454	418	10	prove	prove	VERB
ajema-454	418	11	that	that	SCONJ
ajema-454	418	12	aibased	aibased	ADJ
ajema-454	418	13	insights	insight	NOUN
ajema-454	418	14	have	have	VERB
ajema-454	418	15	the	the	DET
ajema-454	418	16	power	power	NOUN
ajema-454	418	17	to	to	PART
ajema-454	418	18	reveal	reveal	VERB
ajema-454	418	19	differences	difference	NOUN
ajema-454	418	20	,	,	PUNCT
ajema-454	418	21	forecast	forecast	VERB
ajema-454	418	22	possible	possible	ADJ
ajema-454	418	23	drawbacks	drawback	NOUN
ajema-454	418	24	,	,	PUNCT
ajema-454	418	25	and	and	CCONJ
ajema-454	418	26	facilitate	facilitate	VERB
ajema-454	418	27	proactive	proactive	ADJ
ajema-454	418	28	decision	decision	NOUN
ajema-454	418	29	-	-	PUNCT
ajema-454	418	30	making	making	NOUN
ajema-454	418	31	when	when	SCONJ
ajema-454	418	32	combined	combine	VERB
ajema-454	418	33	with	with	ADP
ajema-454	418	34	available	available	ADJ
ajema-454	418	35	microfinance	microfinance	NOUN
ajema-454	418	36	interventions	intervention	NOUN
ajema-454	418	37	.	.	PUNCT
ajema-454	419	1	this	this	DET
ajema-454	419	2	study	study	NOUN
ajema-454	419	3	also	also	ADV
ajema-454	419	4	identified	identify	VERB
ajema-454	419	5	the	the	DET
ajema-454	419	6	presence	presence	NOUN
ajema-454	419	7	of	of	ADP
ajema-454	419	8	the	the	DET
ajema-454	419	9	limitations	limitation	NOUN
ajema-454	419	10	that	that	PRON
ajema-454	419	11	include	include	VERB
ajema-454	419	12	incomplete	incomplete	ADJ
ajema-454	419	13	data	datum	NOUN
ajema-454	419	14	,	,	PUNCT
ajema-454	419	15	algorithmic	algorithmic	ADJ
ajema-454	419	16	bias	bias	NOUN
ajema-454	419	17	,	,	PUNCT
ajema-454	419	18	and	and	CCONJ
ajema-454	419	19	the	the	DET
ajema-454	419	20	absence	absence	NOUN
ajema-454	419	21	of	of	ADP
ajema-454	419	22	common	common	ADJ
ajema-454	419	23	reporting	reporting	NOUN
ajema-454	419	24	methods	method	NOUN
ajema-454	419	25	,	,	PUNCT
ajema-454	419	26	which	which	PRON
ajema-454	419	27	indicates	indicate	VERB
ajema-454	419	28	that	that	SCONJ
ajema-454	419	29	these	these	DET
ajema-454	419	30	points	point	NOUN
ajema-454	419	31	should	should	AUX
ajema-454	419	32	be	be	AUX
ajema-454	419	33	the	the	DET
ajema-454	419	34	priorities	priority	NOUN
ajema-454	419	35	of	of	ADP
ajema-454	419	36	the	the	DET
ajema-454	419	37	further	further	ADJ
ajema-454	419	38	research	research	NOUN
ajema-454	419	39	.	.	PUNCT
ajema-454	420	1	improving	improve	VERB
ajema-454	420	2	this	this	DET
ajema-454	420	3	synergy	synergy	NOUN
ajema-454	420	4	,	,	PUNCT
ajema-454	420	5	policymakers	policymaker	NOUN
ajema-454	420	6	,	,	PUNCT
ajema-454	420	7	researchers	researcher	NOUN
ajema-454	420	8	,	,	PUNCT
ajema-454	420	9	and	and	CCONJ
ajema-454	420	10	practitioners	practitioner	NOUN
ajema-454	420	11	can	can	AUX
ajema-454	420	12	unite	unite	VERB
ajema-454	420	13	toward	toward	ADP
ajema-454	420	14	the	the	DET
ajema-454	420	15	development	development	NOUN
ajema-454	420	16	of	of	ADP
ajema-454	420	17	more	more	ADV
ajema-454	420	18	robust	robust	ADJ
ajema-454	420	19	,	,	PUNCT
ajema-454	420	20	more	more	ADV
ajema-454	420	21	adaptable	adaptable	ADJ
ajema-454	420	22	healthcare	healthcare	NOUN
ajema-454	420	23	ecosystems	ecosystem	NOUN
ajema-454	420	24	that	that	PRON
ajema-454	420	25	would	would	AUX
ajema-454	420	26	not	not	PART
ajema-454	420	27	only	only	ADV
ajema-454	420	28	protect	protect	VERB
ajema-454	420	29	vulnerable	vulnerable	ADJ
ajema-454	420	30	healthcare	healthcare	NOUN
ajema-454	420	31	providers	provider	NOUN
ajema-454	420	32	but	but	CCONJ
ajema-454	420	33	help	help	VERB
ajema-454	420	34	them	they	PRON
ajema-454	420	35	increase	increase	VERB
ajema-454	420	36	health	health	NOUN
ajema-454	420	37	accessibility	accessibility	NOUN
ajema-454	420	38	and	and	CCONJ
ajema-454	420	39	equity	equity	NOUN
ajema-454	420	40	across	across	ADP
ajema-454	420	41	populations	population	NOUN
ajema-454	420	42	as	as	ADP
ajema-454	420	43	a	a	DET
ajema-454	420	44	whole	whole	NOUN
ajema-454	420	45	.	.	PUNCT
ajema-454	421	1	ix	ix	PROPN
ajema-454	421	2	.	.	PUNCT
ajema-454	422	1	references	reference	NOUN
ajema-454	422	2	:	:	PUNCT
ajema-454	422	3	1	1	X
ajema-454	422	4	.	.	X
ajema-454	422	5	koefer	koefer	NOUN
ajema-454	422	6	,	,	PUNCT
ajema-454	422	7	f.	f.	PROPN
ajema-454	422	8	,	,	PUNCT
ajema-454	422	9	lemken	lemken	PROPN
ajema-454	422	10	,	,	PUNCT
ajema-454	422	11	i.	i.	PROPN
ajema-454	422	12	,	,	PUNCT
ajema-454	422	13	&	&	CCONJ
ajema-454	422	14	pauls	pauls	PROPN
ajema-454	422	15	,	,	PUNCT
ajema-454	422	16	j.	j.	PROPN
ajema-454	422	17	(	(	PUNCT
ajema-454	422	18	2023	2023	NUM
ajema-454	422	19	)	)	PUNCT
ajema-454	422	20	.	.	PUNCT
ajema-454	423	1	fairness	fairness	NOUN
ajema-454	423	2	in	in	ADP
ajema-454	423	3	algorithmic	algorithmic	ADJ
ajema-454	423	4	decision	decision	NOUN
ajema-454	423	5	systems	system	NOUN
ajema-454	423	6	:	:	PUNCT
ajema-454	423	7	a	a	DET
ajema-454	423	8	microfinance	microfinance	NOUN
ajema-454	423	9	perspective	perspective	NOUN
ajema-454	423	10	.	.	PUNCT
ajema-454	424	1	2	2	X
ajema-454	424	2	.	.	X
ajema-454	424	3	paleti	paleti	PROPN
ajema-454	424	4	,	,	PUNCT
ajema-454	424	5	s.	s.	PROPN
ajema-454	424	6	(	(	PUNCT
ajema-454	424	7	2023	2023	NUM
ajema-454	424	8	)	)	PUNCT
ajema-454	424	9	.	.	PUNCT
ajema-454	425	1	data	data	NOUN
ajema-454	425	2	-	-	PUNCT
ajema-454	425	3	first	first	ADJ
ajema-454	425	4	finance	finance	NOUN
ajema-454	425	5	:	:	PUNCT
ajema-454	425	6	architecting	architecte	VERB
ajema-454	425	7	scalable	scalable	ADJ
ajema-454	425	8	data	datum	NOUN
ajema-454	425	9	engineering	engineering	NOUN
ajema-454	425	10	pipelines	pipeline	NOUN
ajema-454	425	11	for	for	ADP
ajema-454	425	12	ai	ai	ADJ
ajema-454	425	13	-	-	PUNCT
ajema-454	425	14	powered	powered	ADJ
ajema-454	425	15	risk	risk	NOUN
ajema-454	425	16	intelligence	intelligence	NOUN
ajema-454	425	17	in	in	ADP
ajema-454	425	18	banking	banking	NOUN
ajema-454	425	19	.	.	PUNCT
ajema-454	426	1	available	available	ADJ
ajema-454	426	2	at	at	ADP
ajema-454	426	3	ssrn	ssrn	NOUN
ajema-454	426	4	5221847	5221847	NUM
ajema-454	426	5	.	.	PUNCT
ajema-454	427	1	3	3	X
ajema-454	427	2	.	.	X
ajema-454	427	3	arora	arora	PROPN
ajema-454	427	4	,	,	PUNCT
ajema-454	427	5	s.	s.	PROPN
ajema-454	427	6	c.	c.	PROPN
ajema-454	427	7	,	,	PUNCT
ajema-454	427	8	&	&	CCONJ
ajema-454	427	9	singh	singh	PROPN
ajema-454	427	10	,	,	PUNCT
ajema-454	427	11	v.	v.	PROPN
ajema-454	427	12	k.	k.	PROPN
ajema-454	427	13	(	(	PUNCT
ajema-454	427	14	2023	2023	NUM
ajema-454	427	15	)	)	PUNCT
ajema-454	427	16	.	.	PUNCT
ajema-454	428	1	application	application	NOUN
ajema-454	428	2	of	of	ADP
ajema-454	428	3	advanced	advanced	ADJ
ajema-454	428	4	tools	tool	NOUN
ajema-454	428	5	to	to	PART
ajema-454	428	6	bolster	bolster	VERB
ajema-454	428	7	the	the	DET
ajema-454	428	8	business	business	NOUN
ajema-454	428	9	performance	performance	NOUN
ajema-454	428	10	of	of	ADP
ajema-454	428	11	companies	company	NOUN
ajema-454	428	12	in	in	ADP
ajema-454	428	13	the	the	DET
ajema-454	428	14	new	new	ADJ
ajema-454	428	15	normal	normal	ADJ
ajema-454	428	16	.	.	PUNCT
ajema-454	429	1	in	in	ADP
ajema-454	429	2	analytics	analytic	NOUN
ajema-454	429	3	in	in	ADP
ajema-454	429	4	finance	finance	NOUN
ajema-454	429	5	and	and	CCONJ
ajema-454	429	6	risk	risk	NOUN
ajema-454	429	7	management	management	NOUN
ajema-454	429	8	(	(	PUNCT
ajema-454	429	9	pp	pp	ADJ
ajema-454	429	10	.	.	PUNCT
ajema-454	430	1	256	256	NUM
ajema-454	430	2	-	-	SYM
ajema-454	430	3	280	280	NUM
ajema-454	430	4	)	)	PUNCT
ajema-454	430	5	.	.	PUNCT
ajema-454	431	1	crc	crc	PROPN
ajema-454	431	2	press	press	PROPN
ajema-454	431	3	.	.	PUNCT
ajema-454	432	1	4	4	X
ajema-454	432	2	.	.	X
ajema-454	433	1	david	david	PROPN
ajema-454	433	2	,	,	PUNCT
ajema-454	433	3	d.	d.	PROPN
ajema-454	433	4	,	,	PUNCT
ajema-454	433	5	&	&	CCONJ
ajema-454	433	6	williams	williams	PROPN
ajema-454	433	7	,	,	PUNCT
ajema-454	433	8	s.	s.	PROPN
ajema-454	433	9	b.	b.	PROPN
ajema-454	433	10	(	(	PUNCT
ajema-454	433	11	2022	2022	NUM
ajema-454	433	12	)	)	PUNCT
ajema-454	433	13	.	.	PUNCT
ajema-454	434	1	financial	financial	ADJ
ajema-454	434	2	innovations	innovation	NOUN
ajema-454	434	3	and	and	CCONJ
ajema-454	434	4	fintech	fintech	NOUN
ajema-454	434	5	solutions	solution	NOUN
ajema-454	434	6	for	for	ADP
ajema-454	434	7	migrant	migrant	ADJ
ajema-454	434	8	workers	worker	NOUN
ajema-454	434	9	in	in	ADP
ajema-454	434	10	the	the	DET
ajema-454	434	11	mena	mena	PROPN
ajema-454	434	12	region	region	PROPN
ajema-454	434	13	.	.	PUNCT
ajema-454	435	1	in	in	ADP
ajema-454	435	2	innovative	innovative	ADJ
ajema-454	435	3	finance	finance	NOUN
ajema-454	435	4	for	for	ADP
ajema-454	435	5	technological	technological	ADJ
ajema-454	435	6	progress	progress	NOUN
ajema-454	435	7	(	(	PUNCT
ajema-454	435	8	pp	pp	ADJ
ajema-454	435	9	.	.	PUNCT
ajema-454	435	10	257287	257287	NUM
ajema-454	435	11	)	)	PUNCT
ajema-454	435	12	.	.	PUNCT
ajema-454	436	1	routledge	routledge	PROPN
ajema-454	436	2	.	.	PUNCT
ajema-454	437	1	54	54	NUM
ajema-454	437	2	journal	journal	NOUN
ajema-454	437	3	of	of	ADP
ajema-454	437	4	engineering	engineering	NOUN
ajema-454	437	5	,	,	PUNCT
ajema-454	437	6	mechanics	mechanic	NOUN
ajema-454	437	7	and	and	CCONJ
ajema-454	437	8	architecture	architecture	NOUN
ajema-454	437	9	www	www	NOUN
ajema-454	437	10	.	.	PUNCT
ajema-454	438	1	grnjournal.us	grnjournal.us	X
ajema-454	438	2	5	5	NUM
ajema-454	438	3	.	.	PUNCT
ajema-454	439	1	kakulapati	kakulapati	PROPN
ajema-454	439	2	,	,	PUNCT
ajema-454	439	3	v.	v.	PROPN
ajema-454	439	4	,	,	PUNCT
ajema-454	439	5	reddy	reddy	PROPN
ajema-454	439	6	,	,	PUNCT
ajema-454	439	7	s.	s.	PROPN
ajema-454	439	8	m.	m.	PROPN
ajema-454	439	9	,	,	PUNCT
ajema-454	439	10	&	&	CCONJ
ajema-454	439	11	paramasivam	paramasivam	PROPN
ajema-454	439	12	,	,	PUNCT
ajema-454	439	13	a.	a.	NOUN
ajema-454	439	14	(	(	PUNCT
ajema-454	439	15	2023	2023	NUM
ajema-454	439	16	)	)	PUNCT
ajema-454	439	17	.	.	PUNCT
ajema-454	440	1	managing	manage	VERB
ajema-454	440	2	postpandemic	postpandemic	ADJ
ajema-454	440	3	effects	effect	NOUN
ajema-454	440	4	using	use	VERB
ajema-454	440	5	artificial	artificial	ADJ
ajema-454	440	6	intelligence	intelligence	NOUN
ajema-454	440	7	with	with	ADP
ajema-454	440	8	human	human	ADJ
ajema-454	440	9	-	-	PUNCT
ajema-454	440	10	computer	computer	NOUN
ajema-454	440	11	interaction	interaction	NOUN
ajema-454	440	12	.	.	PUNCT
ajema-454	441	1	in	in	ADP
ajema-454	441	2	innovations	innovation	NOUN
ajema-454	441	3	in	in	ADP
ajema-454	441	4	artificial	artificial	ADJ
ajema-454	441	5	intelligence	intelligence	NOUN
ajema-454	441	6	and	and	CCONJ
ajema-454	441	7	human	human	ADJ
ajema-454	441	8	-	-	PUNCT
ajema-454	441	9	computer	computer	NOUN
ajema-454	441	10	interaction	interaction	NOUN
ajema-454	441	11	in	in	ADP
ajema-454	441	12	the	the	DET
ajema-454	441	13	digital	digital	ADJ
ajema-454	441	14	era	era	NOUN
ajema-454	441	15	(	(	PUNCT
ajema-454	441	16	pp	pp	ADJ
ajema-454	441	17	.	.	PUNCT
ajema-454	442	1	207	207	NUM
ajema-454	442	2	-	-	SYM
ajema-454	442	3	232	232	NUM
ajema-454	442	4	)	)	PUNCT
ajema-454	442	5	.	.	PUNCT
ajema-454	443	1	academic	academic	ADJ
ajema-454	443	2	press	press	NOUN
ajema-454	443	3	.	.	PUNCT
ajema-454	444	1	6	6	X
ajema-454	444	2	.	.	X
ajema-454	444	3	kshetri	kshetri	PROPN
ajema-454	444	4	,	,	PUNCT
ajema-454	444	5	n.	n.	NOUN
ajema-454	444	6	(	(	PUNCT
ajema-454	444	7	2023	2023	NUM
ajema-454	444	8	)	)	PUNCT
ajema-454	444	9	.	.	PUNCT
ajema-454	445	1	fourth	fourth	ADJ
ajema-454	445	2	revolution	revolution	NOUN
ajema-454	445	3	and	and	CCONJ
ajema-454	445	4	the	the	DET
ajema-454	445	5	bottom	bottom	ADJ
ajema-454	445	6	four	four	NUM
ajema-454	445	7	billion	billion	NUM
ajema-454	445	8	:	:	PUNCT
ajema-454	445	9	making	make	VERB
ajema-454	445	10	technologies	technology	NOUN
ajema-454	445	11	work	work	VERB
ajema-454	445	12	for	for	ADP
ajema-454	445	13	the	the	DET
ajema-454	445	14	poor	poor	ADJ
ajema-454	445	15	(	(	PUNCT
ajema-454	445	16	p.	p.	NOUN
ajema-454	445	17	374	374	NUM
ajema-454	445	18	)	)	PUNCT
ajema-454	445	19	.	.	PUNCT
ajema-454	446	1	university	university	PROPN
ajema-454	446	2	of	of	ADP
ajema-454	446	3	michigan	michigan	PROPN
ajema-454	446	4	press	press	PROPN
ajema-454	446	5	.	.	PUNCT
ajema-454	447	1	7	7	X
ajema-454	447	2	.	.	X
ajema-454	447	3	adih	adih	ADJ
ajema-454	447	4	agingi	agingi	PROPN
ajema-454	447	5	,	,	PUNCT
ajema-454	447	6	s.	s.	PROPN
ajema-454	447	7	(	(	PUNCT
ajema-454	447	8	2023	2023	NUM
ajema-454	447	9	)	)	PUNCT
ajema-454	447	10	.	.	PUNCT
ajema-454	448	1	promoting	promote	VERB
ajema-454	448	2	responsible	responsible	ADJ
ajema-454	448	3	digital	digital	ADJ
ajema-454	448	4	innovation	innovation	NOUN
ajema-454	448	5	in	in	ADP
ajema-454	448	6	the	the	DET
ajema-454	448	7	banking	banking	NOUN
ajema-454	448	8	industry	industry	NOUN
ajema-454	448	9	:	:	PUNCT
ajema-454	448	10	a	a	DET
ajema-454	448	11	case	case	NOUN
ajema-454	448	12	study	study	NOUN
ajema-454	448	13	of	of	ADP
ajema-454	448	14	public	public	ADJ
ajema-454	448	15	-	-	PUNCT
ajema-454	448	16	private	private	ADJ
ajema-454	448	17	-	-	PUNCT
ajema-454	448	18	community	community	NOUN
ajema-454	448	19	partnerships	partnership	NOUN
ajema-454	448	20	in	in	ADP
ajema-454	448	21	cameroon	cameroon	NOUN
ajema-454	448	22	.	.	PUNCT
ajema-454	449	1	8	8	NUM
ajema-454	449	2	.	.	X
ajema-454	449	3	oladuji	oladuji	PROPN
ajema-454	449	4	,	,	PUNCT
ajema-454	449	5	t.	t.	PROPN
ajema-454	449	6	j.	j.	PROPN
ajema-454	449	7	,	,	PUNCT
ajema-454	449	8	akintobi	akintobi	PROPN
ajema-454	449	9	,	,	PUNCT
ajema-454	449	10	a.	a.	NOUN
ajema-454	449	11	o.	o.	PROPN
ajema-454	449	12	,	,	PUNCT
ajema-454	449	13	nwangele	nwangele	PROPN
ajema-454	449	14	,	,	PUNCT
ajema-454	449	15	c.	c.	PROPN
ajema-454	449	16	r.	r.	PROPN
ajema-454	449	17	,	,	PUNCT
ajema-454	449	18	&	&	CCONJ
ajema-454	449	19	ajuwon	ajuwon	PROPN
ajema-454	449	20	,	,	PUNCT
ajema-454	449	21	a.	a.	NOUN
ajema-454	449	22	(	(	PUNCT
ajema-454	449	23	2023	2023	NUM
ajema-454	449	24	)	)	PUNCT
ajema-454	449	25	.	.	PUNCT
ajema-454	450	1	a	a	DET
ajema-454	450	2	model	model	NOUN
ajema-454	450	3	for	for	ADP
ajema-454	450	4	leveraging	leverage	VERB
ajema-454	450	5	ai	ai	NOUN
ajema-454	450	6	and	and	CCONJ
ajema-454	450	7	big	big	ADJ
ajema-454	450	8	data	datum	NOUN
ajema-454	450	9	to	to	PART
ajema-454	450	10	predict	predict	VERB
ajema-454	450	11	and	and	CCONJ
ajema-454	450	12	mitigate	mitigate	VERB
ajema-454	450	13	financial	financial	ADJ
ajema-454	450	14	risk	risk	NOUN
ajema-454	450	15	in	in	ADP
ajema-454	450	16	african	african	ADJ
ajema-454	450	17	markets	market	NOUN
ajema-454	450	18	.	.	PUNCT
ajema-454	451	1	international	international	ADJ
ajema-454	451	2	journal	journal	NOUN
ajema-454	451	3	of	of	ADP
ajema-454	451	4	multidisciplinary	multidisciplinary	ADJ
ajema-454	451	5	research	research	NOUN
ajema-454	451	6	and	and	CCONJ
ajema-454	451	7	studies	study	NOUN
ajema-454	451	8	,	,	PUNCT
ajema-454	451	9	3(6	3(6	NUM
ajema-454	451	10	)	)	PUNCT
ajema-454	451	11	,	,	PUNCT
ajema-454	451	12	1843	1843	NUM
ajema-454	451	13	-	-	SYM
ajema-454	451	14	1859	1859	NUM
ajema-454	451	15	.	.	PUNCT
ajema-454	452	1	9	9	X
ajema-454	452	2	.	.	X
ajema-454	452	3	rane	rane	PROPN
ajema-454	452	4	,	,	PUNCT
ajema-454	452	5	n.	n.	PROPN
ajema-454	452	6	(	(	PUNCT
ajema-454	452	7	2023	2023	NUM
ajema-454	452	8	)	)	PUNCT
ajema-454	452	9	.	.	PUNCT
ajema-454	453	1	roles	role	NOUN
ajema-454	453	2	and	and	CCONJ
ajema-454	453	3	challenges	challenge	NOUN
ajema-454	453	4	of	of	ADP
ajema-454	453	5	chatgpt	chatgpt	NOUN
ajema-454	453	6	and	and	CCONJ
ajema-454	453	7	similar	similar	ADJ
ajema-454	453	8	generative	generative	ADJ
ajema-454	453	9	artificial	artificial	ADJ
ajema-454	453	10	intelligence	intelligence	NOUN
ajema-454	453	11	for	for	ADP
ajema-454	453	12	achieving	achieve	VERB
ajema-454	453	13	the	the	DET
ajema-454	453	14	sustainable	sustainable	ADJ
ajema-454	453	15	development	development	NOUN
ajema-454	453	16	goals	goal	NOUN
ajema-454	453	17	(	(	PUNCT
ajema-454	453	18	sdgs	sdgs	ADJ
ajema-454	453	19	)	)	PUNCT
ajema-454	453	20	.	.	PUNCT
ajema-454	454	1	available	available	ADJ
ajema-454	454	2	at	at	ADP
ajema-454	454	3	ssrn	ssrn	PROPN
ajema-454	454	4	4603244	4603244	NUM
ajema-454	454	5	.	.	PUNCT
ajema-454	455	1	10	10	NUM
ajema-454	455	2	.	.	PUNCT
ajema-454	456	1	machireddy	machireddy	PROPN
ajema-454	456	2	,	,	PUNCT
ajema-454	456	3	j.	j.	PROPN
ajema-454	456	4	r.	r.	PROPN
ajema-454	456	5	(	(	PUNCT
ajema-454	456	6	2023	2023	NUM
ajema-454	456	7	)	)	PUNCT
ajema-454	456	8	.	.	PUNCT
ajema-454	457	1	data	datum	NOUN
ajema-454	457	2	science	science	NOUN
ajema-454	457	3	and	and	CCONJ
ajema-454	457	4	business	business	NOUN
ajema-454	457	5	analytics	analytic	NOUN
ajema-454	457	6	approaches	approach	NOUN
ajema-454	457	7	to	to	ADP
ajema-454	457	8	financial	financial	ADJ
ajema-454	457	9	wellbeing	wellbeing	NOUN
ajema-454	457	10	:	:	PUNCT
ajema-454	457	11	modeling	model	VERB
ajema-454	457	12	consumer	consumer	NOUN
ajema-454	457	13	habits	habit	NOUN
ajema-454	457	14	and	and	CCONJ
ajema-454	457	15	identifying	identify	VERB
ajema-454	457	16	at	at	ADP
ajema-454	457	17	-	-	PUNCT
ajema-454	457	18	risk	risk	NOUN
ajema-454	457	19	individuals	individual	NOUN
ajema-454	457	20	in	in	ADP
ajema-454	457	21	financial	financial	ADJ
ajema-454	457	22	services	service	NOUN
ajema-454	457	23	.	.	PUNCT
ajema-454	458	1	journal	journal	PROPN
ajema-454	458	2	of	of	ADP
ajema-454	458	3	applied	apply	VERB
ajema-454	458	4	big	big	ADJ
ajema-454	458	5	data	datum	NOUN
ajema-454	458	6	analytics	analytic	NOUN
ajema-454	458	7	,	,	PUNCT
ajema-454	458	8	decision	decision	NOUN
ajema-454	458	9	-	-	PUNCT
ajema-454	458	10	making	making	NOUN
ajema-454	458	11	,	,	PUNCT
ajema-454	458	12	and	and	CCONJ
ajema-454	458	13	predictive	predictive	ADJ
ajema-454	458	14	modelling	modelling	NOUN
ajema-454	458	15	systems	system	NOUN
ajema-454	458	16	,	,	PUNCT
ajema-454	458	17	7(12	7(12	NUM
ajema-454	458	18	)	)	PUNCT
ajema-454	458	19	,	,	PUNCT
ajema-454	458	20	1	1	NUM
ajema-454	458	21	-	-	SYM
ajema-454	458	22	18	18	NUM
ajema-454	458	23	.	.	PUNCT
ajema-454	458	24	11	11	NUM
ajema-454	458	25	.	.	X
ajema-454	459	1	zhou	zhou	PROPN
ajema-454	459	2	,	,	PUNCT
ajema-454	459	3	j.	j.	PROPN
ajema-454	459	4	,	,	PUNCT
ajema-454	459	5	chen	chen	PROPN
ajema-454	459	6	,	,	PUNCT
ajema-454	459	7	c.	c.	PROPN
ajema-454	459	8	,	,	PUNCT
ajema-454	459	9	li	li	PROPN
ajema-454	459	10	,	,	PUNCT
ajema-454	459	11	l.	l.	PROPN
ajema-454	459	12	,	,	PUNCT
ajema-454	459	13	zhang	zhang	PROPN
ajema-454	459	14	,	,	PUNCT
ajema-454	459	15	z.	z.	PROPN
ajema-454	459	16	,	,	PUNCT
ajema-454	459	17	&	&	CCONJ
ajema-454	459	18	zheng	zheng	PROPN
ajema-454	459	19	,	,	PUNCT
ajema-454	459	20	x.	x.	NOUN
ajema-454	459	21	(	(	PUNCT
ajema-454	459	22	2022	2022	NUM
ajema-454	459	23	)	)	PUNCT
ajema-454	459	24	.	.	PUNCT
ajema-454	460	1	finbrain	finbrain	VERB
ajema-454	460	2	2.0	2.0	NUM
ajema-454	460	3	:	:	PUNCT
ajema-454	460	4	when	when	SCONJ
ajema-454	460	5	finance	finance	NOUN
ajema-454	460	6	meets	meet	VERB
ajema-454	460	7	trustworthy	trustworthy	ADJ
ajema-454	460	8	ai	ai	NOUN
ajema-454	460	9	.	.	PUNCT
ajema-454	461	1	frontiers	frontier	NOUN
ajema-454	461	2	of	of	ADP
ajema-454	461	3	information	information	NOUN
ajema-454	461	4	technology	technology	PROPN
ajema-454	461	5	&	&	CCONJ
ajema-454	461	6	electronic	electronic	ADJ
ajema-454	461	7	engineering	engineering	NOUN
ajema-454	461	8	,	,	PUNCT
ajema-454	461	9	23(12	23(12	NUM
ajema-454	461	10	)	)	PUNCT
ajema-454	461	11	,	,	PUNCT
ajema-454	461	12	1747	1747	NUM
ajema-454	461	13	-	-	SYM
ajema-454	461	14	1764	1764	NUM
ajema-454	461	15	.	.	PUNCT
ajema-454	462	1	12	12	NUM
ajema-454	462	2	.	.	PUNCT
ajema-454	462	3	odedina	odedina	PROPN
ajema-454	462	4	,	,	PUNCT
ajema-454	462	5	e.	e.	PROPN
ajema-454	462	6	a.	a.	PROPN
ajema-454	462	7	(	(	PUNCT
ajema-454	462	8	2023	2023	NUM
ajema-454	462	9	)	)	PUNCT
ajema-454	462	10	.	.	PUNCT
ajema-454	463	1	redefining	redefine	VERB
ajema-454	463	2	governance	governance	NOUN
ajema-454	463	3	,	,	PUNCT
ajema-454	463	4	risk	risk	NOUN
ajema-454	463	5	,	,	PUNCT
ajema-454	463	6	and	and	CCONJ
ajema-454	463	7	compliance	compliance	NOUN
ajema-454	463	8	(	(	PUNCT
ajema-454	463	9	grc	grc	NOUN
ajema-454	463	10	)	)	PUNCT
ajema-454	463	11	in	in	ADP
ajema-454	463	12	the	the	DET
ajema-454	463	13	digital	digital	ADJ
ajema-454	463	14	age	age	NOUN
ajema-454	463	15	:	:	PUNCT
ajema-454	463	16	integrating	integrate	VERB
ajema-454	463	17	ai	ai	ADJ
ajema-454	463	18	-	-	PUNCT
ajema-454	463	19	driven	drive	VERB
ajema-454	463	20	risk	risk	NOUN
ajema-454	463	21	management	management	NOUN
ajema-454	463	22	frameworks	framework	NOUN
ajema-454	463	23	.	.	PUNCT
ajema-454	464	1	13	13	NUM
ajema-454	464	2	.	.	PUNCT
ajema-454	464	3	egbuhuzor	egbuhuzor	PROPN
ajema-454	464	4	,	,	PUNCT
ajema-454	464	5	n.	n.	PROPN
ajema-454	464	6	s.	s.	PROPN
ajema-454	464	7	,	,	PUNCT
ajema-454	464	8	ajayi	ajayi	PROPN
ajema-454	464	9	,	,	PUNCT
ajema-454	464	10	a.	a.	PROPN
ajema-454	464	11	j.	j.	PROPN
ajema-454	464	12	,	,	PUNCT
ajema-454	464	13	akhigbe	akhigbe	PROPN
ajema-454	464	14	,	,	PUNCT
ajema-454	464	15	e.	e.	PROPN
ajema-454	464	16	e.	e.	PROPN
ajema-454	464	17	,	,	PUNCT
ajema-454	464	18	&	&	CCONJ
ajema-454	464	19	agbede	agbede	PROPN
ajema-454	464	20	,	,	PUNCT
ajema-454	464	21	o.	o.	NOUN
ajema-454	464	22	o.	o.	NOUN
ajema-454	464	23	(	(	PUNCT
ajema-454	464	24	2022	2022	NUM
ajema-454	464	25	)	)	PUNCT
ajema-454	464	26	.	.	PUNCT
ajema-454	465	1	international	international	ADJ
ajema-454	465	2	journal	journal	PROPN
ajema-454	465	3	of	of	ADP
ajema-454	465	4	social	social	ADJ
ajema-454	465	5	science	science	NOUN
ajema-454	465	6	exceptional	exceptional	ADJ
ajema-454	465	7	research	research	NOUN
ajema-454	465	8	.	.	PUNCT
ajema-454	466	1	14	14	NUM
ajema-454	466	2	.	.	PUNCT
ajema-454	466	3	lawal	lawal	PROPN
ajema-454	466	4	,	,	PUNCT
ajema-454	466	5	o.	o.	PROPN
ajema-454	466	6	s.	s.	PROPN
ajema-454	466	7	(	(	PUNCT
ajema-454	466	8	2021	2021	NUM
ajema-454	466	9	)	)	PUNCT
ajema-454	466	10	.	.	PUNCT
ajema-454	467	1	artificial	artificial	ADJ
ajema-454	467	2	intelligence	intelligence	NOUN
ajema-454	467	3	in	in	ADP
ajema-454	467	4	higher	high	ADJ
ajema-454	467	5	education	education	NOUN
ajema-454	467	6	:	:	PUNCT
ajema-454	467	7	a	a	DET
ajema-454	467	8	critical	critical	ADJ
ajema-454	467	9	examination	examination	NOUN
ajema-454	467	10	of	of	ADP
ajema-454	467	11	its	its	PRON
ajema-454	467	12	impact	impact	NOUN
ajema-454	467	13	in	in	ADP
ajema-454	467	14	teaching	teaching	NOUN
ajema-454	467	15	/	/	SYM
ajema-454	467	16	learning	learning	NOUN
ajema-454	467	17	,	,	PUNCT
ajema-454	467	18	research	research	NOUN
ajema-454	467	19	and	and	CCONJ
ajema-454	467	20	community	community	NOUN
ajema-454	467	21	service	service	NOUN
ajema-454	467	22	.	.	PUNCT
ajema-454	468	1	role	role	NOUN
ajema-454	468	2	of	of	ADP
ajema-454	468	3	ai	ai	VERB
ajema-454	468	4	in	in	ADP
ajema-454	468	5	enhancing	enhance	VERB
ajema-454	468	6	teaching	teaching	NOUN
ajema-454	468	7	/	/	SYM
ajema-454	468	8	learning	learning	NOUN
ajema-454	468	9	,	,	PUNCT
ajema-454	468	10	research	research	NOUN
ajema-454	468	11	and	and	CCONJ
ajema-454	468	12	community	community	NOUN
ajema-454	468	13	service	service	NOUN
ajema-454	468	14	in	in	ADP
ajema-454	468	15	higher	high	ADJ
ajema-454	468	16	education	education	NOUN
ajema-454	468	17	.	.	PUNCT
ajema-454	469	1	15	15	X
ajema-454	469	2	.	.	X
ajema-454	469	3	malempati	malempati	PROPN
ajema-454	469	4	,	,	PUNCT
ajema-454	469	5	m.	m.	NOUN
ajema-454	469	6	(	(	PUNCT
ajema-454	469	7	2021	2021	NUM
ajema-454	469	8	)	)	PUNCT
ajema-454	469	9	.	.	PUNCT
ajema-454	470	1	developing	develop	VERB
ajema-454	470	2	end	end	NOUN
ajema-454	470	3	-	-	PUNCT
ajema-454	470	4	to	to	ADP
ajema-454	470	5	-	-	PUNCT
ajema-454	470	6	end	end	NOUN
ajema-454	470	7	intelligent	intelligent	ADJ
ajema-454	470	8	finance	finance	NOUN
ajema-454	470	9	solutions	solution	NOUN
ajema-454	470	10	through	through	ADP
ajema-454	470	11	ai	ai	ADJ
ajema-454	470	12	and	and	CCONJ
ajema-454	470	13	cloud	cloud	ADJ
ajema-454	470	14	integration	integration	NOUN
ajema-454	470	15	.	.	PUNCT
ajema-454	471	1	available	available	ADJ
ajema-454	471	2	at	at	ADP
ajema-454	471	3	ssrn	ssrn	NOUN
ajema-454	471	4	5278350	5278350	NUM
ajema-454	471	5	.	.	PUNCT
ajema-454	472	1	16	16	NUM
ajema-454	472	2	.	.	PUNCT
ajema-454	472	3	rizzi	rizzi	PROPN
ajema-454	472	4	,	,	PUNCT
ajema-454	472	5	a.	a.	PROPN
ajema-454	472	6	,	,	PUNCT
ajema-454	472	7	kessler	kessler	PROPN
ajema-454	472	8	,	,	PUNCT
ajema-454	472	9	a.	a.	PROPN
ajema-454	472	10	,	,	PUNCT
ajema-454	472	11	&	&	CCONJ
ajema-454	472	12	menajovsky	menajovsky	PROPN
ajema-454	472	13	,	,	PUNCT
ajema-454	472	14	j.	j.	PROPN
ajema-454	472	15	(	(	PUNCT
ajema-454	472	16	2021	2021	NUM
ajema-454	472	17	)	)	PUNCT
ajema-454	472	18	.	.	PUNCT
ajema-454	473	1	the	the	DET
ajema-454	473	2	stories	story	NOUN
ajema-454	473	3	algorithms	algorithm	VERB
ajema-454	473	4	tell	tell	VERB
ajema-454	473	5	:	:	PUNCT
ajema-454	473	6	bias	bias	NOUN
ajema-454	473	7	and	and	CCONJ
ajema-454	473	8	financial	financial	ADJ
ajema-454	473	9	inclusion	inclusion	NOUN
ajema-454	473	10	at	at	ADP
ajema-454	473	11	the	the	DET
ajema-454	473	12	data	data	NOUN
ajema-454	473	13	margins	margin	NOUN
ajema-454	473	14	.	.	PUNCT
ajema-454	474	1	center	center	NOUN
ajema-454	474	2	for	for	ADP
ajema-454	474	3	financial	financial	ADJ
ajema-454	474	4	inclusion	inclusion	NOUN
ajema-454	474	5	,	,	PUNCT
ajema-454	474	6	accion	accion	PROPN
ajema-454	474	7	(	(	PUNCT
ajema-454	474	8	2021	2021	NUM
ajema-454	474	9	)	)	PUNCT
ajema-454	474	10	,	,	PUNCT
ajema-454	474	11	35	35	NUM
ajema-454	474	12	.	.	PUNCT
ajema-454	474	13	17	17	NUM
ajema-454	474	14	.	.	PUNCT
ajema-454	475	1	dmitrieva	dmitrieva	PROPN
ajema-454	475	2	,	,	PUNCT
ajema-454	475	3	e.	e.	PROPN
ajema-454	475	4	(	(	PUNCT
ajema-454	475	5	2023	2023	NUM
ajema-454	475	6	)	)	PUNCT
ajema-454	475	7	.	.	PUNCT
ajema-454	476	1	integration	integration	NOUN
ajema-454	476	2	of	of	ADP
ajema-454	476	3	artificial	artificial	ADJ
ajema-454	476	4	intelligence	intelligence	NOUN
ajema-454	476	5	in	in	ADP
ajema-454	476	6	market	market	NOUN
ajema-454	476	7	analysis	analysis	NOUN
ajema-454	476	8	to	to	PART
ajema-454	476	9	address	address	VERB
ajema-454	476	10	socioeconomic	socioeconomic	ADJ
ajema-454	476	11	disparities	disparity	NOUN
ajema-454	476	12	in	in	ADP
ajema-454	476	13	investment	investment	NOUN
ajema-454	476	14	decisions	decision	NOUN
ajema-454	476	15	.	.	PUNCT
ajema-454	477	1	futurity	futurity	NOUN
ajema-454	477	2	of	of	ADP
ajema-454	477	3	social	social	ADJ
ajema-454	477	4	sciences	science	NOUN
ajema-454	477	5	,	,	PUNCT
ajema-454	477	6	1(4	1(4	NUM
ajema-454	477	7	)	)	PUNCT
ajema-454	477	8	,	,	PUNCT
ajema-454	477	9	102120	102120	NUM
ajema-454	477	10	.	.	PUNCT
ajema-454	478	1	18	18	NUM
ajema-454	478	2	.	.	X
ajema-454	478	3	lee	lee	PROPN
ajema-454	478	4	,	,	PUNCT
ajema-454	478	5	s.	s.	PROPN
ajema-454	478	6	m.	m.	PROPN
ajema-454	478	7	,	,	PUNCT
ajema-454	478	8	&	&	CCONJ
ajema-454	478	9	trimi	trimi	PROPN
ajema-454	478	10	,	,	PUNCT
ajema-454	478	11	s.	s.	PROPN
ajema-454	478	12	(	(	PUNCT
ajema-454	478	13	2021	2021	NUM
ajema-454	478	14	)	)	PUNCT
ajema-454	478	15	.	.	PUNCT
ajema-454	479	1	convergence	convergence	NOUN
ajema-454	479	2	innovation	innovation	NOUN
ajema-454	479	3	in	in	ADP
ajema-454	479	4	the	the	DET
ajema-454	479	5	digital	digital	ADJ
ajema-454	479	6	age	age	NOUN
ajema-454	479	7	and	and	CCONJ
ajema-454	479	8	in	in	ADP
ajema-454	479	9	the	the	DET
ajema-454	479	10	covid19	covid19	NOUN
ajema-454	479	11	pandemic	pandemic	ADJ
ajema-454	479	12	crisis	crisis	NOUN
ajema-454	479	13	.	.	PUNCT
ajema-454	480	1	journal	journal	PROPN
ajema-454	480	2	of	of	ADP
ajema-454	480	3	business	business	NOUN
ajema-454	480	4	research	research	NOUN
ajema-454	480	5	,	,	PUNCT
ajema-454	480	6	123	123	NUM
ajema-454	480	7	,	,	PUNCT
ajema-454	480	8	14	14	NUM
ajema-454	480	9	-	-	SYM
ajema-454	480	10	22	22	NUM
ajema-454	480	11	.	.	PUNCT
ajema-454	481	1	19	19	NUM
ajema-454	481	2	.	.	PUNCT
ajema-454	482	1	benson	benson	PROPN
ajema-454	482	2	,	,	PUNCT
ajema-454	482	3	t.	t.	PROPN
ajema-454	482	4	(	(	PUNCT
ajema-454	482	5	2023	2023	NUM
ajema-454	482	6	)	)	PUNCT
ajema-454	482	7	.	.	PUNCT
ajema-454	483	1	exploring	explore	VERB
ajema-454	483	2	the	the	DET
ajema-454	483	3	potential	potential	NOUN
ajema-454	483	4	of	of	ADP
ajema-454	483	5	customized	customize	VERB
ajema-454	483	6	ai	ai	VERB
ajema-454	483	7	chatbots	chatbot	NOUN
ajema-454	483	8	in	in	ADP
ajema-454	483	9	food	food	NOUN
ajema-454	483	10	policy	policy	NOUN
ajema-454	483	11	research	research	NOUN
ajema-454	483	12	:	:	PUNCT
ajema-454	483	13	capabilities	capability	NOUN
ajema-454	483	14	and	and	CCONJ
ajema-454	483	15	constraints	constraint	NOUN
ajema-454	483	16	in	in	ADP
ajema-454	483	17	comparative	comparative	ADJ
ajema-454	483	18	perspective	perspective	NOUN
ajema-454	483	19	.	.	PUNCT
ajema-454	484	1	20	20	NUM
ajema-454	484	2	.	.	X
ajema-454	484	3	alvarenga	alvarenga	PROPN
ajema-454	484	4	,	,	PUNCT
ajema-454	484	5	k.	k.	PROPN
ajema-454	484	6	,	,	PUNCT
ajema-454	484	7	burattini	burattini	PROPN
ajema-454	484	8	,	,	PUNCT
ajema-454	484	9	b.	b.	PROPN
ajema-454	484	10	,	,	PUNCT
ajema-454	484	11	&	&	CCONJ
ajema-454	484	12	perin	perin	PROPN
ajema-454	484	13	,	,	PUNCT
ajema-454	484	14	g.	g.	PROPN
ajema-454	484	15	(	(	PUNCT
ajema-454	484	16	2022	2022	NUM
ajema-454	484	17	)	)	PUNCT
ajema-454	484	18	.	.	PUNCT
ajema-454	485	1	is	be	AUX
ajema-454	485	2	going	go	VERB
ajema-454	485	3	digital	digital	ADJ
ajema-454	485	4	the	the	DET
ajema-454	485	5	solution	solution	NOUN
ajema-454	485	6	?	?	PUNCT
ajema-454	486	1	evidence	evidence	NOUN
ajema-454	486	2	from	from	ADP
ajema-454	486	3	social	social	ADJ
ajema-454	486	4	protection	protection	NOUN
ajema-454	486	5	.	.	PUNCT
ajema-454	487	1	21	21	NUM
ajema-454	487	2	.	.	X
ajema-454	487	3	agbede	agbede	NOUN
ajema-454	487	4	,	,	PUNCT
ajema-454	487	5	o.	o.	PROPN
ajema-454	487	6	o.	o.	PROPN
ajema-454	487	7	,	,	PUNCT
ajema-454	487	8	akhigbe	akhigbe	PROPN
ajema-454	487	9	,	,	PUNCT
ajema-454	487	10	e.	e.	PROPN
ajema-454	487	11	e.	e.	PROPN
ajema-454	487	12	,	,	PUNCT
ajema-454	487	13	ajayi	ajayi	PROPN
ajema-454	487	14	,	,	PUNCT
ajema-454	487	15	a.	a.	PROPN
ajema-454	487	16	j.	j.	PROPN
ajema-454	487	17	,	,	PUNCT
ajema-454	487	18	&	&	CCONJ
ajema-454	487	19	egbuhuzor	egbuhuzor	PROPN
ajema-454	487	20	,	,	PUNCT
ajema-454	487	21	n.	n.	PROPN
ajema-454	487	22	s.	s.	PROPN
ajema-454	487	23	(	(	PUNCT
ajema-454	487	24	2023	2023	NUM
ajema-454	487	25	)	)	PUNCT
ajema-454	487	26	.	.	PUNCT
ajema-454	488	1	structuring	structure	VERB
ajema-454	488	2	financing	financing	NOUN
ajema-454	488	3	mechanisms	mechanism	NOUN
ajema-454	488	4	for	for	ADP
ajema-454	488	5	lng	lng	NOUN
ajema-454	488	6	plants	plant	NOUN
ajema-454	488	7	and	and	CCONJ
ajema-454	488	8	renewable	renewable	ADJ
ajema-454	488	9	energy	energy	NOUN
ajema-454	488	10	infrastructure	infrastructure	NOUN
ajema-454	488	11	projects	project	NOUN
ajema-454	488	12	globally	globally	ADV
ajema-454	488	13	.	.	PUNCT
ajema-454	489	1	ire	ire	ADJ
ajema-454	489	2	journals	journal	NOUN
ajema-454	489	3	,	,	PUNCT
ajema-454	489	4	7(5	7(5	NUM
ajema-454	489	5	)	)	PUNCT
ajema-454	489	6	,	,	PUNCT
ajema-454	489	7	379	379	NUM
ajema-454	489	8	-	-	SYM
ajema-454	489	9	392	392	NUM
ajema-454	489	10	.	.	NOUN
ajema-454	489	11	55	55	NUM
ajema-454	489	12	journal	journal	NOUN
ajema-454	489	13	of	of	ADP
ajema-454	489	14	engineering	engineering	NOUN
ajema-454	489	15	,	,	PUNCT
ajema-454	489	16	mechanics	mechanic	NOUN
ajema-454	489	17	and	and	CCONJ
ajema-454	489	18	architecture	architecture	NOUN
ajema-454	489	19	www	www	NOUN
ajema-454	489	20	.	.	PUNCT
ajema-454	490	1	grnjournal.us	grnjournal.us	X
ajema-454	490	2	22	22	NUM
ajema-454	490	3	.	.	PUNCT
ajema-454	491	1	ceriani	ceriani	PROPN
ajema-454	491	2	,	,	PUNCT
ajema-454	491	3	r.	r.	PROPN
ajema-454	491	4	(	(	PUNCT
ajema-454	491	5	2023	2023	NUM
ajema-454	491	6	)	)	PUNCT
ajema-454	491	7	.	.	PUNCT
ajema-454	492	1	the	the	DET
ajema-454	492	2	future	future	NOUN
ajema-454	492	3	of	of	ADP
ajema-454	492	4	b2c	b2c	ADJ
ajema-454	492	5	e	e	NOUN
ajema-454	492	6	-	-	NOUN
ajema-454	492	7	commerce	commerce	NOUN
ajema-454	492	8	:	:	PUNCT
ajema-454	492	9	unveiling	unveil	VERB
ajema-454	492	10	the	the	DET
ajema-454	492	11	potential	potential	NOUN
ajema-454	492	12	of	of	ADP
ajema-454	492	13	emerging	emerge	VERB
ajema-454	492	14	technologies	technology	NOUN
ajema-454	492	15	and	and	CCONJ
ajema-454	492	16	innovative	innovative	ADJ
ajema-454	492	17	startups	startup	NOUN
ajema-454	492	18	.	.	PUNCT
ajema-454	493	1	23	23	NUM
ajema-454	493	2	.	.	X
ajema-454	493	3	di	di	PROPN
ajema-454	493	4	castri	castri	PROPN
ajema-454	493	5	,	,	PUNCT
ajema-454	493	6	s.	s.	PROPN
ajema-454	493	7	,	,	PUNCT
ajema-454	493	8	grasser	grasser	NOUN
ajema-454	493	9	,	,	PUNCT
ajema-454	493	10	m.	m.	NOUN
ajema-454	493	11	,	,	PUNCT
ajema-454	493	12	&	&	CCONJ
ajema-454	493	13	ongwae	ongwae	PROPN
ajema-454	493	14	,	,	PUNCT
ajema-454	493	15	j.	j.	PROPN
ajema-454	493	16	(	(	PUNCT
ajema-454	493	17	2023	2023	NUM
ajema-454	493	18	)	)	PUNCT
ajema-454	493	19	.	.	PUNCT
ajema-454	494	1	state	state	NOUN
ajema-454	494	2	of	of	ADP
ajema-454	494	3	suptech	suptech	NOUN
ajema-454	494	4	report	report	NOUN
ajema-454	494	5	2023	2023	NUM
ajema-454	494	6	.	.	PUNCT
ajema-454	495	1	available	available	ADJ
ajema-454	495	2	at	at	ADP
ajema-454	495	3	ssrn	ssrn	NOUN
ajema-454	495	4	4742165	4742165	NUM
ajema-454	495	5	.	.	PUNCT
ajema-454	496	1	24	24	NUM
ajema-454	496	2	.	.	PUNCT
ajema-454	497	1	kumar	kumar	PROPN
ajema-454	497	2	,	,	PUNCT
ajema-454	497	3	r.	r.	PROPN
ajema-454	497	4	,	,	PUNCT
ajema-454	497	5	gupta	gupta	PROPN
ajema-454	497	6	,	,	PUNCT
ajema-454	497	7	s.	s.	PROPN
ajema-454	497	8	k.	k.	PROPN
ajema-454	497	9	,	,	PUNCT
ajema-454	497	10	wang	wang	PROPN
ajema-454	497	11	,	,	PUNCT
ajema-454	497	12	h.	h.	PROPN
ajema-454	497	13	c.	c.	PROPN
ajema-454	497	14	,	,	PUNCT
ajema-454	497	15	kumari	kumari	PROPN
ajema-454	497	16	,	,	PUNCT
ajema-454	497	17	c.	c.	PROPN
ajema-454	497	18	s.	s.	PROPN
ajema-454	497	19	,	,	PUNCT
ajema-454	497	20	&	&	CCONJ
ajema-454	497	21	korlam	korlam	PROPN
ajema-454	497	22	,	,	PUNCT
ajema-454	497	23	s.	s.	PROPN
ajema-454	497	24	s.	s.	PROPN
ajema-454	498	1	v.	v.	PROPN
ajema-454	498	2	p.	p.	PROPN
ajema-454	498	3	(	(	PUNCT
ajema-454	498	4	2023	2023	NUM
ajema-454	498	5	)	)	PUNCT
ajema-454	498	6	.	.	PUNCT
ajema-454	499	1	from	from	ADP
ajema-454	499	2	efficiency	efficiency	NOUN
ajema-454	499	3	to	to	ADP
ajema-454	499	4	sustainability	sustainability	NOUN
ajema-454	499	5	:	:	PUNCT
ajema-454	499	6	exploring	explore	VERB
ajema-454	499	7	the	the	DET
ajema-454	499	8	potential	potential	NOUN
ajema-454	499	9	of	of	ADP
ajema-454	499	10	6	6	NUM
ajema-454	499	11	g	g	NOUN
ajema-454	499	12	for	for	ADP
ajema-454	499	13	a	a	DET
ajema-454	499	14	greener	green	ADJ
ajema-454	499	15	future	future	NOUN
ajema-454	499	16	.	.	PUNCT
ajema-454	500	1	sustainability	sustainability	NOUN
ajema-454	500	2	,	,	PUNCT
ajema-454	500	3	15(23	15(23	NOUN
ajema-454	500	4	)	)	PUNCT
ajema-454	500	5	,	,	PUNCT
ajema-454	500	6	16387	16387	NUM
ajema-454	500	7	.	.	PUNCT
ajema-454	501	1	25	25	NUM
ajema-454	501	2	.	.	PUNCT
ajema-454	501	3	baradi	baradi	NOUN
ajema-454	501	4	,	,	PUNCT
ajema-454	501	5	k.	k.	PROPN
ajema-454	501	6	,	,	PUNCT
ajema-454	501	7	&	&	CCONJ
ajema-454	501	8	srivastava	srivastava	PROPN
ajema-454	501	9	,	,	PUNCT
ajema-454	501	10	r.	r.	PROPN
ajema-454	501	11	(	(	PUNCT
ajema-454	501	12	2022	2022	NUM
ajema-454	501	13	)	)	PUNCT
ajema-454	501	14	.	.	PUNCT
ajema-454	502	1	chapter-20	chapter-20	PROPN
ajema-454	502	2	self	self	NOUN
ajema-454	502	3	-	-	PUNCT
ajema-454	502	4	built	build	VERB
ajema-454	502	5	homes	home	NOUN
ajema-454	502	6	:	:	PUNCT
ajema-454	502	7	identifying	identify	VERB
ajema-454	502	8	an	an	DET
ajema-454	502	9	enabling	enable	VERB
ajema-454	502	10	environment	environment	NOUN
ajema-454	502	11	for	for	ADP
ajema-454	502	12	sustainable	sustainable	ADJ
ajema-454	502	13	construction	construction	NOUN
ajema-454	502	14	.	.	PUNCT
ajema-454	503	1	financial	financial	ADJ
ajema-454	503	2	management	management	NOUN
ajema-454	503	3	excellence	excellence	NOUN
ajema-454	503	4	:	:	PUNCT
ajema-454	503	5	strategies	strategy	NOUN
ajema-454	503	6	for	for	ADP
ajema-454	503	7	sustainable	sustainable	ADJ
ajema-454	503	8	growth	growth	NOUN
ajema-454	503	9	,	,	PUNCT
ajema-454	503	10	254	254	NUM
ajema-454	503	11	.	.	X
ajema-454	503	12	26	26	NUM
ajema-454	503	13	.	.	PUNCT
ajema-454	504	1	chukwu	chukwu	PROPN
ajema-454	504	2	,	,	PUNCT
ajema-454	504	3	e.	e.	PROPN
ajema-454	504	4	,	,	PUNCT
ajema-454	504	5	adu	adu	PROPN
ajema-454	504	6	-	-	PUNCT
ajema-454	504	7	baah	baah	PROPN
ajema-454	504	8	,	,	PUNCT
ajema-454	504	9	a.	a.	PROPN
ajema-454	504	10	,	,	PUNCT
ajema-454	504	11	niaz	niaz	PROPN
ajema-454	504	12	,	,	PUNCT
ajema-454	504	13	m.	m.	NOUN
ajema-454	504	14	,	,	PUNCT
ajema-454	504	15	nwagwu	nwagwu	PROPN
ajema-454	504	16	,	,	PUNCT
ajema-454	504	17	u.	u.	PROPN
ajema-454	504	18	,	,	PUNCT
ajema-454	504	19	&	&	CCONJ
ajema-454	504	20	chukwu	chukwu	PROPN
ajema-454	504	21	,	,	PUNCT
ajema-454	504	22	m.	m.	NOUN
ajema-454	504	23	u.	u.	PROPN
ajema-454	504	24	(	(	PUNCT
ajema-454	504	25	2023	2023	NUM
ajema-454	504	26	)	)	PUNCT
ajema-454	504	27	.	.	PUNCT
ajema-454	505	1	navigating	navigate	VERB
ajema-454	505	2	ethical	ethical	ADJ
ajema-454	505	3	supply	supply	NOUN
ajema-454	505	4	chains	chain	NOUN
ajema-454	505	5	:	:	PUNCT
ajema-454	505	6	the	the	DET
ajema-454	505	7	intersection	intersection	NOUN
ajema-454	505	8	of	of	ADP
ajema-454	505	9	diplomatic	diplomatic	ADJ
ajema-454	505	10	management	management	NOUN
ajema-454	505	11	and	and	CCONJ
ajema-454	505	12	theological	theological	ADJ
ajema-454	505	13	ethics	ethic	NOUN
ajema-454	505	14	.	.	PUNCT
ajema-454	506	1	international	international	ADJ
ajema-454	506	2	journal	journal	PROPN
ajema-454	506	3	of	of	ADP
ajema-454	506	4	multidisciplinary	multidisciplinary	ADJ
ajema-454	506	5	sciences	science	NOUN
ajema-454	506	6	and	and	CCONJ
ajema-454	506	7	arts	art	NOUN
ajema-454	506	8	,	,	PUNCT
ajema-454	506	9	2(3	2(3	NUM
ajema-454	506	10	)	)	PUNCT
ajema-454	506	11	,	,	PUNCT
ajema-454	506	12	127	127	NUM
ajema-454	506	13	-	-	SYM
ajema-454	506	14	139	139	NUM
ajema-454	506	15	.	.	PUNCT
ajema-454	507	1	27	27	NUM
ajema-454	507	2	.	.	PUNCT
ajema-454	508	1	ouedraogo	ouedraogo	PROPN
ajema-454	508	2	,	,	PUNCT
ajema-454	508	3	f.	f.	PROPN
ajema-454	508	4	,	,	PUNCT
ajema-454	508	5	zongo	zongo	PROPN
ajema-454	508	6	,	,	PUNCT
ajema-454	508	7	s.	s.	PROPN
ajema-454	508	8	,	,	PUNCT
ajema-454	508	9	vedaste	vedaste	NOUN
ajema-454	508	10	,	,	PUNCT
ajema-454	508	11	m.	m.	NOUN
ajema-454	508	12	,	,	PUNCT
ajema-454	508	13	&	&	CCONJ
ajema-454	508	14	kaboré	kaboré	PROPN
ajema-454	508	15	,	,	PUNCT
ajema-454	508	16	a.	a.	NOUN
ajema-454	508	17	(	(	PUNCT
ajema-454	508	18	2023	2023	NUM
ajema-454	508	19	)	)	PUNCT
ajema-454	508	20	.	.	PUNCT
ajema-454	509	1	brainae	brainae	PROPN
ajema-454	509	2	journal	journal	PROPN
ajema-454	509	3	of	of	ADP
ajema-454	509	4	business	business	NOUN
ajema-454	509	5	,	,	PUNCT
ajema-454	509	6	sciences	science	NOUN
ajema-454	509	7	and	and	CCONJ
ajema-454	509	8	technology	technology	NOUN
ajema-454	509	9	.	.	PUNCT
ajema-454	510	1	28	28	NUM
ajema-454	510	2	.	.	X
ajema-454	510	3	anderson	anderson	PROPN
ajema-454	510	4	,	,	PUNCT
ajema-454	510	5	j.	j.	PROPN
ajema-454	510	6	,	,	PUNCT
ajema-454	510	7	&	&	CCONJ
ajema-454	510	8	rainie	rainie	PROPN
ajema-454	510	9	,	,	PUNCT
ajema-454	510	10	l.	l.	PROPN
ajema-454	510	11	(	(	PUNCT
ajema-454	510	12	2023	2023	NUM
ajema-454	510	13	)	)	PUNCT
ajema-454	510	14	.	.	PUNCT
ajema-454	511	1	as	as	ADP
ajema-454	511	2	ai	ai	VERB
ajema-454	511	3	spreads	spread	NOUN
ajema-454	511	4	,	,	PUNCT
ajema-454	511	5	experts	expert	NOUN
ajema-454	511	6	predict	predict	VERB
ajema-454	511	7	the	the	DET
ajema-454	511	8	best	good	ADJ
ajema-454	511	9	and	and	CCONJ
ajema-454	511	10	worst	bad	ADJ
ajema-454	511	11	changes	change	NOUN
ajema-454	511	12	in	in	ADP
ajema-454	511	13	digital	digital	ADJ
ajema-454	511	14	life	life	NOUN
ajema-454	511	15	by	by	ADP
ajema-454	511	16	2035	2035	NUM
ajema-454	511	17	.	.	PUNCT
ajema-454	512	1	pew	pew	NOUN
ajema-454	512	2	research	research	NOUN
ajema-454	512	3	center	center	NOUN
ajema-454	512	4	,	,	PUNCT
ajema-454	512	5	21	21	NUM
ajema-454	512	6	.	.	NOUN
ajema-454	512	7	29	29	NUM
ajema-454	512	8	.	.	PUNCT
ajema-454	513	1	r	r	NOUN
ajema-454	513	2	nancy	nancy	PROPN
ajema-454	513	3	,	,	PUNCT
ajema-454	513	4	l.	l.	PROPN
ajema-454	513	5	,	,	PUNCT
ajema-454	513	6	&	&	CCONJ
ajema-454	513	7	philip	philip	PROPN
ajema-454	513	8	,	,	PUNCT
ajema-454	513	9	k.	k.	PROPN
ajema-454	513	10	(	(	PUNCT
ajema-454	513	11	2023	2023	NUM
ajema-454	513	12	)	)	PUNCT
ajema-454	513	13	.	.	PUNCT
ajema-454	514	1	success	success	NOUN
ajema-454	514	2	in	in	ADP
ajema-454	514	3	social	social	ADJ
ajema-454	514	4	marketing	marketing	NOUN
ajema-454	514	5	.	.	PUNCT
ajema-454	515	1	library	library	NOUN
ajema-454	515	2	of	of	ADP
ajema-454	515	3	congress	congress	PROPN
ajema-454	515	4	cataloging	catalog	VERB
ajema-454	515	5	-	-	PUNCT
ajema-454	515	6	in	in	ADP
ajema-454	515	7	-	-	PUNCT
ajema-454	515	8	publication	publication	NOUN
ajema-454	515	9	data	datum	NOUN
ajema-454	515	10	.	.	PUNCT
ajema-454	516	1	30	30	NUM
ajema-454	516	2	.	.	X
ajema-454	516	3	vuppala	vuppala	PROPN
ajema-454	516	4	,	,	PUNCT
ajema-454	516	5	s.	s.	PROPN
ajema-454	516	6	k.	k.	PROPN
ajema-454	516	7	(	(	PUNCT
ajema-454	516	8	2022	2022	NUM
ajema-454	516	9	)	)	PUNCT
ajema-454	516	10	.	.	PUNCT
ajema-454	517	1	ai	ai	VERB
ajema-454	517	2	-	-	PUNCT
ajema-454	517	3	powered	power	VERB
ajema-454	517	4	hybrid	hybrid	ADJ
ajema-454	517	5	decision	decision	NOUN
ajema-454	517	6	support	support	NOUN
ajema-454	517	7	systems	system	NOUN
ajema-454	517	8	for	for	ADP
ajema-454	517	9	sustainable	sustainable	ADJ
ajema-454	517	10	and	and	CCONJ
ajema-454	517	11	inclusive	inclusive	ADJ
ajema-454	517	12	community	community	NOUN
ajema-454	517	13	banking	banking	NOUN
ajema-454	517	14	.	.	PUNCT
ajema-454	518	1	international	international	ADJ
ajema-454	518	2	journal	journal	PROPN
ajema-454	518	3	of	of	ADP
ajema-454	518	4	scientific	scientific	ADJ
ajema-454	518	5	research	research	NOUN
ajema-454	518	6	and	and	CCONJ
ajema-454	518	7	modern	modern	ADJ
ajema-454	518	8	technology	technology	NOUN
ajema-454	518	9	,	,	PUNCT
ajema-454	518	10	1(9	1(9	NUM
ajema-454	518	11	)	)	PUNCT
ajema-454	518	12	,	,	PUNCT
ajema-454	518	13	1	1	NUM
ajema-454	518	14	-	-	SYM
ajema-454	518	15	9	9	NUM
ajema-454	518	16	.	.	NOUN
ajema-454	518	17	31	31	NUM
ajema-454	518	18	.	.	PUNCT
ajema-454	519	1	avevor	avevor	NOUN
ajema-454	519	2	,	,	PUNCT
ajema-454	519	3	m.	m.	NOUN
ajema-454	519	4	,	,	PUNCT
ajema-454	519	5	attionu	attionu	NOUN
ajema-454	519	6	,	,	PUNCT
ajema-454	519	7	g.	g.	PROPN
ajema-454	519	8	t.	t.	PROPN
ajema-454	519	9	,	,	PUNCT
ajema-454	519	10	osahor	osahor	PROPN
ajema-454	519	11	,	,	PUNCT
ajema-454	519	12	d.	d.	PROPN
ajema-454	519	13	,	,	PUNCT
ajema-454	519	14	azonuche	azonuche	PROPN
ajema-454	519	15	,	,	PUNCT
ajema-454	519	16	t.	t.	PROPN
ajema-454	519	17	,	,	PUNCT
ajema-454	519	18	&	&	CCONJ
ajema-454	519	19	tawo	tawo	PROPN
ajema-454	519	20	,	,	PUNCT
ajema-454	519	21	o.	o.	PROPN
ajema-454	519	22	(	(	PUNCT
ajema-454	519	23	2023	2023	NUM
ajema-454	519	24	)	)	PUNCT
ajema-454	519	25	.	.	PUNCT
ajema-454	520	1	beyond	beyond	ADP
ajema-454	520	2	funding	funding	NOUN
ajema-454	520	3	:	:	PUNCT
ajema-454	520	4	rethinking	rethink	VERB
ajema-454	520	5	small	small	ADJ
ajema-454	520	6	business	business	NOUN
ajema-454	520	7	administration	administration	NOUN
ajema-454	520	8	strategies	strategy	NOUN
ajema-454	520	9	and	and	CCONJ
ajema-454	520	10	public	public	ADJ
ajema-454	520	11	-	-	PUNCT
ajema-454	520	12	private	private	ADJ
ajema-454	520	13	partnerships	partnership	NOUN
ajema-454	520	14	for	for	ADP
ajema-454	520	15	minority	minority	NOUN
ajema-454	520	16	-	-	PUNCT
ajema-454	520	17	owned	own	VERB
ajema-454	520	18	business	business	NOUN
ajema-454	520	19	resilience	resilience	NOUN
ajema-454	520	20	(	(	PUNCT
ajema-454	520	21	ai	ai	NOUN
ajema-454	520	22	,	,	PUNCT
ajema-454	520	23	fintech	fintech	NOUN
ajema-454	520	24	,	,	PUNCT
ajema-454	520	25	and	and	CCONJ
ajema-454	520	26	policy	policy	NOUN
ajema-454	520	27	synergy	synergy	NOUN
ajema-454	520	28	)	)	PUNCT
ajema-454	520	29	.	.	PUNCT
ajema-454	521	1	32	32	NUM
ajema-454	521	2	.	.	X
ajema-454	522	1	kshetri	kshetri	PROPN
ajema-454	522	2	,	,	PUNCT
ajema-454	522	3	n.	n.	NOUN
ajema-454	522	4	(	(	PUNCT
ajema-454	522	5	2023	2023	NUM
ajema-454	522	6	)	)	PUNCT
ajema-454	522	7	.	.	PUNCT
ajema-454	523	1	fourth	fourth	ADJ
ajema-454	523	2	revolution	revolution	NOUN
ajema-454	523	3	and	and	CCONJ
ajema-454	523	4	the	the	DET
ajema-454	523	5	bottom	bottom	ADJ
ajema-454	523	6	four	four	NUM
ajema-454	523	7	billion	billion	NUM
ajema-454	523	8	:	:	PUNCT
ajema-454	523	9	making	make	VERB
ajema-454	523	10	technologies	technology	NOUN
ajema-454	523	11	work	work	VERB
ajema-454	523	12	for	for	ADP
ajema-454	523	13	the	the	DET
ajema-454	523	14	poor	poor	ADJ
ajema-454	523	15	(	(	PUNCT
ajema-454	523	16	p.	p.	NOUN
ajema-454	523	17	374	374	NUM
ajema-454	523	18	)	)	PUNCT
ajema-454	523	19	.	.	PUNCT
ajema-454	524	1	university	university	PROPN
ajema-454	524	2	of	of	ADP
ajema-454	524	3	michigan	michigan	PROPN
ajema-454	524	4	press	press	PROPN
ajema-454	524	5	.	.	PUNCT
ajema-454	525	1	33	33	NUM
ajema-454	525	2	.	.	PUNCT
ajema-454	525	3	gera	gera	PROPN
ajema-454	525	4	,	,	PUNCT
ajema-454	525	5	r.	r.	PROPN
ajema-454	525	6	,	,	PUNCT
ajema-454	525	7	chadha	chadha	PROPN
ajema-454	525	8	,	,	PUNCT
ajema-454	525	9	p.	p.	PROPN
ajema-454	525	10	,	,	PUNCT
ajema-454	525	11	saxena	saxena	PROPN
ajema-454	525	12	,	,	PUNCT
ajema-454	525	13	a.	a.	PROPN
ajema-454	525	14	,	,	PUNCT
ajema-454	525	15	&	&	CCONJ
ajema-454	525	16	dixit	dixit	PROPN
ajema-454	525	17	,	,	PUNCT
ajema-454	525	18	s.	s.	PROPN
ajema-454	525	19	(	(	PUNCT
ajema-454	525	20	2023	2023	NUM
ajema-454	525	21	)	)	PUNCT
ajema-454	525	22	.	.	PUNCT
ajema-454	526	1	a	a	DET
ajema-454	526	2	scientometric	scientometric	ADJ
ajema-454	526	3	and	and	CCONJ
ajema-454	526	4	bibliometric	bibliometric	ADJ
ajema-454	526	5	review	review	NOUN
ajema-454	526	6	of	of	ADP
ajema-454	526	7	impacts	impact	NOUN
ajema-454	526	8	and	and	CCONJ
ajema-454	526	9	application	application	NOUN
ajema-454	526	10	of	of	ADP
ajema-454	526	11	artificial	artificial	ADJ
ajema-454	526	12	intelligence	intelligence	NOUN
ajema-454	526	13	and	and	CCONJ
ajema-454	526	14	fintech	fintech	NOUN
ajema-454	526	15	for	for	ADP
ajema-454	526	16	financial	financial	ADJ
ajema-454	526	17	inclusion	inclusion	NOUN
ajema-454	526	18	.	.	PUNCT
ajema-454	527	1	in	in	ADP
ajema-454	527	2	artificial	artificial	ADJ
ajema-454	527	3	intelligence	intelligence	NOUN
ajema-454	527	4	,	,	PUNCT
ajema-454	527	5	fintech	fintech	NOUN
ajema-454	527	6	,	,	PUNCT
ajema-454	527	7	and	and	CCONJ
ajema-454	527	8	financial	financial	ADJ
ajema-454	527	9	inclusion	inclusion	NOUN
ajema-454	527	10	(	(	PUNCT
ajema-454	527	11	pp	pp	ADJ
ajema-454	527	12	.	.	PUNCT
ajema-454	527	13	82	82	NUM
ajema-454	527	14	-	-	PUNCT
ajema-454	527	15	111	111	NUM
ajema-454	527	16	)	)	PUNCT
ajema-454	527	17	.	.	PUNCT
ajema-454	528	1	crc	crc	PROPN
ajema-454	528	2	press	press	PROPN
ajema-454	528	3	.	.	PUNCT
ajema-454	529	1	34	34	NUM
ajema-454	529	2	.	.	PUNCT
ajema-454	530	1	milana	milana	PROPN
ajema-454	530	2	,	,	PUNCT
ajema-454	530	3	c.	c.	PROPN
ajema-454	530	4	,	,	PUNCT
ajema-454	530	5	&	&	CCONJ
ajema-454	530	6	ashta	ashta	PROPN
ajema-454	530	7	,	,	PUNCT
ajema-454	530	8	a.	a.	NOUN
ajema-454	530	9	(	(	PUNCT
ajema-454	530	10	2021	2021	NUM
ajema-454	530	11	)	)	PUNCT
ajema-454	530	12	.	.	PUNCT
ajema-454	531	1	artificial	artificial	ADJ
ajema-454	531	2	intelligence	intelligence	NOUN
ajema-454	531	3	techniques	technique	NOUN
ajema-454	531	4	in	in	ADP
ajema-454	531	5	finance	finance	NOUN
ajema-454	531	6	and	and	CCONJ
ajema-454	531	7	financial	financial	ADJ
ajema-454	531	8	markets	market	NOUN
ajema-454	531	9	:	:	PUNCT
ajema-454	531	10	a	a	DET
ajema-454	531	11	survey	survey	NOUN
ajema-454	531	12	of	of	ADP
ajema-454	531	13	the	the	DET
ajema-454	531	14	literature	literature	NOUN
ajema-454	531	15	.	.	PUNCT
ajema-454	532	1	strategic	strategic	ADJ
ajema-454	532	2	change	change	NOUN
ajema-454	532	3	,	,	PUNCT
ajema-454	532	4	30(3	30(3	NUM
ajema-454	532	5	)	)	PUNCT
ajema-454	532	6	,	,	PUNCT
ajema-454	532	7	189	189	NUM
ajema-454	532	8	-	-	SYM
ajema-454	532	9	209	209	NUM
ajema-454	532	10	.	.	PUNCT
ajema-454	533	1	35	35	NUM
ajema-454	533	2	.	.	X
ajema-454	533	3	oyegbade	oyegbade	PROPN
ajema-454	533	4	,	,	PUNCT
ajema-454	533	5	i.	i.	PROPN
ajema-454	533	6	k.	k.	PROPN
ajema-454	533	7	,	,	PUNCT
ajema-454	533	8	igwe	igwe	PROPN
ajema-454	533	9	,	,	PUNCT
ajema-454	533	10	a.	a.	NOUN
ajema-454	533	11	n.	n.	NOUN
ajema-454	533	12	,	,	PUNCT
ajema-454	533	13	ofodile	ofodile	NOUN
ajema-454	533	14	,	,	PUNCT
ajema-454	533	15	o.	o.	PROPN
ajema-454	533	16	c.	c.	PROPN
ajema-454	533	17	,	,	PUNCT
ajema-454	533	18	&	&	CCONJ
ajema-454	533	19	azubuike	azubuike	PROPN
ajema-454	533	20	,	,	PUNCT
ajema-454	533	21	c.	c.	PROPN
ajema-454	533	22	(	(	PUNCT
ajema-454	533	23	2021	2021	NUM
ajema-454	533	24	)	)	PUNCT
ajema-454	533	25	.	.	PUNCT
ajema-454	534	1	innovative	innovative	ADJ
ajema-454	534	2	financial	financial	ADJ
ajema-454	534	3	planning	planning	NOUN
ajema-454	534	4	and	and	CCONJ
ajema-454	534	5	governance	governance	NOUN
ajema-454	534	6	models	model	NOUN
ajema-454	534	7	for	for	ADP
ajema-454	534	8	emerging	emerge	VERB
ajema-454	534	9	markets	market	NOUN
ajema-454	534	10	:	:	PUNCT
ajema-454	534	11	insights	insight	NOUN
ajema-454	534	12	from	from	ADP
ajema-454	534	13	startups	startup	NOUN
ajema-454	534	14	and	and	CCONJ
ajema-454	534	15	banking	banking	NOUN
ajema-454	534	16	audits	audits	NOUN
ajema-454	534	17	.	.	PUNCT
ajema-454	535	1	open	open	ADJ
ajema-454	535	2	access	access	NOUN
ajema-454	535	3	research	research	NOUN
ajema-454	535	4	journal	journal	NOUN
ajema-454	535	5	of	of	ADP
ajema-454	535	6	multidisciplinary	multidisciplinary	ADJ
ajema-454	535	7	studies	study	NOUN
ajema-454	535	8	,	,	PUNCT
ajema-454	535	9	1(2	1(2	NUM
ajema-454	535	10	)	)	PUNCT
ajema-454	535	11	,	,	PUNCT
ajema-454	535	12	108	108	NUM
ajema-454	535	13	-	-	SYM
ajema-454	535	14	116	116	NUM
ajema-454	535	15	.	.	PUNCT
ajema-454	536	1	36	36	NUM
ajema-454	536	2	.	.	X
ajema-454	536	3	mori	mori	PROPN
ajema-454	536	4	,	,	PUNCT
ajema-454	536	5	m.	m.	NOUN
ajema-454	536	6	(	(	PUNCT
ajema-454	536	7	2022	2022	NUM
ajema-454	536	8	,	,	PUNCT
ajema-454	536	9	august	august	PROPN
ajema-454	536	10	)	)	PUNCT
ajema-454	536	11	.	.	PUNCT
ajema-454	537	1	ai	ai	VERB
ajema-454	537	2	as	as	ADP
ajema-454	537	3	a	a	DET
ajema-454	537	4	catalyst	catalyst	NOUN
ajema-454	537	5	for	for	ADP
ajema-454	537	6	esg	esg	PROPN
ajema-454	537	7	investing	investing	NOUN
ajema-454	537	8	.	.	PUNCT
ajema-454	538	1	in	in	ADP
ajema-454	538	2	international	international	ADJ
ajema-454	538	3	conference	conference	NOUN
ajema-454	538	4	of	of	ADP
ajema-454	538	5	artificial	artificial	ADJ
ajema-454	538	6	intelligence	intelligence	NOUN
ajema-454	538	7	,	,	PUNCT
ajema-454	538	8	medical	medical	ADJ
ajema-454	538	9	engineering	engineering	NOUN
ajema-454	538	10	,	,	PUNCT
ajema-454	538	11	education	education	NOUN
ajema-454	538	12	(	(	PUNCT
ajema-454	538	13	pp	pp	ADJ
ajema-454	538	14	.	.	PUNCT
ajema-454	538	15	15	15	NUM
ajema-454	538	16	-	-	SYM
ajema-454	538	17	24	24	NUM
ajema-454	538	18	)	)	PUNCT
ajema-454	538	19	.	.	PUNCT
ajema-454	539	1	cham	cham	PROPN
ajema-454	539	2	:	:	PUNCT
ajema-454	539	3	springer	springer	NOUN
ajema-454	539	4	nature	nature	PROPN
ajema-454	539	5	switzerland	switzerland	PROPN
ajema-454	539	6	.	.	PUNCT
ajema-454	540	1	37	37	NUM
ajema-454	540	2	.	.	PUNCT
ajema-454	541	1	m.	m.	NOUN
ajema-454	541	2	,	,	PUNCT
ajema-454	541	3	isakhanyan	isakhanyan	PROPN
ajema-454	541	4	,	,	PUNCT
ajema-454	541	5	g.	g.	PROPN
ajema-454	541	6	,	,	PUNCT
ajema-454	541	7	&	&	CCONJ
ajema-454	541	8	tekinerdogan	tekinerdogan	PROPN
ajema-454	541	9	,	,	PUNCT
ajema-454	541	10	b.	b.	PROPN
ajema-454	541	11	(	(	PUNCT
ajema-454	541	12	2023	2023	NUM
ajema-454	541	13	)	)	PUNCT
ajema-454	541	14	.	.	PUNCT
ajema-454	542	1	an	an	DET
ajema-454	542	2	interdisciplinary	interdisciplinary	ADJ
ajema-454	542	3	approach	approach	NOUN
ajema-454	542	4	to	to	ADP
ajema-454	542	5	artificial	artificial	ADJ
ajema-454	542	6	intelligence	intelligence	NOUN
ajema-454	542	7	in	in	ADP
ajema-454	542	8	agriculture	agriculture	NOUN
ajema-454	542	9	.	.	PUNCT
ajema-454	543	1	njas	njas	ADJ
ajema-454	543	2	:	:	PUNCT
ajema-454	543	3	impact	impact	NOUN
ajema-454	543	4	in	in	ADP
ajema-454	543	5	agricultural	agricultural	ADJ
ajema-454	543	6	and	and	CCONJ
ajema-454	543	7	life	life	NOUN
ajema-454	543	8	sciences	science	NOUN
ajema-454	543	9	,	,	PUNCT
ajema-454	543	10	95(1	95(1	NOUN
ajema-454	543	11	)	)	PUNCT
ajema-454	543	12	,	,	PUNCT
ajema-454	543	13	2168568	2168568	NUM
ajema-454	543	14	.	.	PUNCT
ajema-454	544	1	38	38	NUM
ajema-454	544	2	.	.	PUNCT
ajema-454	545	1	nuhiu	nuhiu	PROPN
ajema-454	545	2	,	,	PUNCT
ajema-454	545	3	a.	a.	PROPN
ajema-454	545	4	,	,	PUNCT
ajema-454	545	5	&	&	CCONJ
ajema-454	545	6	aliu	aliu	PROPN
ajema-454	545	7	,	,	PUNCT
ajema-454	545	8	f.	f.	PROPN
ajema-454	545	9	(	(	PUNCT
ajema-454	545	10	2023	2023	NUM
ajema-454	545	11	)	)	PUNCT
ajema-454	545	12	.	.	PUNCT
ajema-454	546	1	the	the	DET
ajema-454	546	2	benefits	benefit	NOUN
ajema-454	546	3	of	of	ADP
ajema-454	546	4	combining	combine	VERB
ajema-454	546	5	ai	ai	NOUN
ajema-454	546	6	and	and	CCONJ
ajema-454	546	7	blockchain	blockchain	PROPN
ajema-454	546	8	in	in	ADP
ajema-454	546	9	enhancing	enhance	VERB
ajema-454	546	10	decision	decision	NOUN
ajema-454	546	11	-	-	PUNCT
ajema-454	546	12	making	making	NOUN
ajema-454	546	13	in	in	ADP
ajema-454	546	14	banking	banking	NOUN
ajema-454	546	15	industry	industry	NOUN
ajema-454	546	16	.	.	PUNCT
ajema-454	547	1	in	in	ADP
ajema-454	547	2	integrating	integrate	VERB
ajema-454	547	3	blockchain	blockchain	NOUN
ajema-454	547	4	and	and	CCONJ
ajema-454	547	5	artificial	artificial	ADJ
ajema-454	547	6	intelligence	intelligence	NOUN
ajema-454	547	7	for	for	ADP
ajema-454	547	8	industry	industry	NOUN
ajema-454	547	9	4.0	4.0	NUM
ajema-454	547	10	innovations	innovation	NOUN
ajema-454	547	11	(	(	PUNCT
ajema-454	547	12	pp	pp	ADJ
ajema-454	547	13	.	.	PUNCT
ajema-454	548	1	305	305	NUM
ajema-454	548	2	-	-	SYM
ajema-454	548	3	326	326	NUM
ajema-454	548	4	)	)	PUNCT
ajema-454	548	5	.	.	PUNCT
ajema-454	549	1	cham	cham	PROPN
ajema-454	549	2	:	:	PUNCT
ajema-454	549	3	springer	springer	NOUN
ajema-454	549	4	international	international	ADJ
ajema-454	549	5	publishing	publishing	NOUN
ajema-454	549	6	.	.	PUNCT
ajema-454	550	1	39	39	NUM
ajema-454	550	2	.	.	PUNCT
ajema-454	551	1	mhlanga	mhlanga	PROPN
ajema-454	551	2	,	,	PUNCT
ajema-454	551	3	d.	d.	PROPN
ajema-454	551	4	(	(	PUNCT
ajema-454	551	5	2022	2022	NUM
ajema-454	551	6	)	)	PUNCT
ajema-454	551	7	.	.	PUNCT
ajema-454	552	1	the	the	DET
ajema-454	552	2	transition	transition	NOUN
ajema-454	552	3	from	from	ADP
ajema-454	552	4	an	an	DET
ajema-454	552	5	informal	informal	ADJ
ajema-454	552	6	financial	financial	ADJ
ajema-454	552	7	money	money	NOUN
ajema-454	552	8	market	market	NOUN
ajema-454	552	9	to	to	ADP
ajema-454	552	10	a	a	DET
ajema-454	552	11	formal	formal	ADJ
ajema-454	552	12	financial	financial	ADJ
ajema-454	552	13	system	system	NOUN
ajema-454	552	14	through	through	ADP
ajema-454	552	15	digital	digital	ADJ
ajema-454	552	16	financial	financial	ADJ
ajema-454	552	17	inclusion	inclusion	NOUN
ajema-454	552	18	.	.	PUNCT
ajema-454	553	1	in	in	ADP
ajema-454	553	2	digital	digital	ADJ
ajema-454	553	3	financial	financial	ADJ
ajema-454	553	4	inclusion	inclusion	NOUN
ajema-454	553	5	:	:	PUNCT
ajema-454	553	6	revisiting	revisit	VERB
ajema-454	553	7	56	56	NUM
ajema-454	553	8	journal	journal	NOUN
ajema-454	553	9	of	of	ADP
ajema-454	553	10	engineering	engineering	NOUN
ajema-454	553	11	,	,	PUNCT
ajema-454	553	12	mechanics	mechanic	NOUN
ajema-454	553	13	and	and	CCONJ
ajema-454	553	14	architecture	architecture	NOUN
ajema-454	553	15	www	www	NOUN
ajema-454	553	16	.	.	PUNCT
ajema-454	554	1	grnjournal.us	grnjournal.us	X
ajema-454	554	2	poverty	poverty	NOUN
ajema-454	554	3	theories	theory	NOUN
ajema-454	554	4	in	in	ADP
ajema-454	554	5	the	the	DET
ajema-454	554	6	context	context	NOUN
ajema-454	554	7	of	of	ADP
ajema-454	554	8	the	the	DET
ajema-454	554	9	fourth	fourth	PROPN
ajema-454	554	10	industrial	industrial	ADJ
ajema-454	554	11	revolution	revolution	NOUN
ajema-454	554	12	(	(	PUNCT
ajema-454	554	13	pp	pp	ADJ
ajema-454	554	14	.	.	PUNCT
ajema-454	555	1	137	137	NUM
ajema-454	555	2	-	-	SYM
ajema-454	555	3	161	161	NUM
ajema-454	555	4	)	)	PUNCT
ajema-454	555	5	.	.	PUNCT
ajema-454	556	1	cham	cham	PROPN
ajema-454	556	2	:	:	PUNCT
ajema-454	556	3	springer	springer	NOUN
ajema-454	556	4	international	international	ADJ
ajema-454	556	5	publishing	publishing	NOUN
ajema-454	556	6	.	.	PUNCT
ajema-454	557	1	40	40	NUM
ajema-454	557	2	.	.	PUNCT
ajema-454	558	1	elebe	elebe	NOUN
ajema-454	558	2	,	,	PUNCT
ajema-454	558	3	o.	o.	PROPN
ajema-454	558	4	,	,	PUNCT
ajema-454	558	5	&	&	CCONJ
ajema-454	558	6	imediegwu	imediegwu	PROPN
ajema-454	558	7	,	,	PUNCT
ajema-454	558	8	c.	c.	PROPN
ajema-454	558	9	c.	c.	PROPN
ajema-454	558	10	(	(	PUNCT
ajema-454	558	11	2021	2021	NUM
ajema-454	558	12	)	)	PUNCT
ajema-454	558	13	.	.	PUNCT
ajema-454	559	1	a	a	DET
ajema-454	559	2	credit	credit	NOUN
ajema-454	559	3	scoring	scoring	NOUN
ajema-454	559	4	system	system	NOUN
ajema-454	559	5	using	use	VERB
ajema-454	559	6	transaction	transaction	NOUN
ajema-454	559	7	-	-	PUNCT
ajema-454	559	8	level	level	NOUN
ajema-454	559	9	behavioral	behavioral	ADJ
ajema-454	559	10	data	datum	NOUN
ajema-454	559	11	for	for	ADP
ajema-454	559	12	msmes	msme	NOUN
ajema-454	559	13	.	.	PUNCT
ajema-454	560	1	41	41	NUM
ajema-454	560	2	.	.	PUNCT
ajema-454	561	1	gera	gera	PROPN
ajema-454	561	2	,	,	PUNCT
ajema-454	561	3	r.	r.	PROPN
ajema-454	561	4	,	,	PUNCT
ajema-454	561	5	chadha	chadha	PROPN
ajema-454	561	6	,	,	PUNCT
ajema-454	561	7	p.	p.	PROPN
ajema-454	561	8	,	,	PUNCT
ajema-454	561	9	saxena	saxena	PROPN
ajema-454	561	10	,	,	PUNCT
ajema-454	561	11	a.	a.	PROPN
ajema-454	561	12	,	,	PUNCT
ajema-454	561	13	&	&	CCONJ
ajema-454	561	14	dixit	dixit	PROPN
ajema-454	561	15	,	,	PUNCT
ajema-454	561	16	s.	s.	PROPN
ajema-454	561	17	(	(	PUNCT
ajema-454	561	18	2023	2023	NUM
ajema-454	561	19	)	)	PUNCT
ajema-454	561	20	.	.	PUNCT
ajema-454	562	1	7	7	NUM
ajema-454	562	2	a	a	DET
ajema-454	562	3	scientometric	scientometric	ADJ
ajema-454	562	4	and	and	CCONJ
ajema-454	562	5	.	.	PUNCT
ajema-454	562	6	artificial	artificial	ADJ
ajema-454	562	7	intelligence	intelligence	NOUN
ajema-454	562	8	,	,	PUNCT
ajema-454	562	9	fintech	fintech	NOUN
ajema-454	562	10	,	,	PUNCT
ajema-454	562	11	and	and	CCONJ
ajema-454	562	12	financial	financial	ADJ
ajema-454	562	13	inclusion	inclusion	NOUN
ajema-454	562	14	,	,	PUNCT
ajema-454	562	15	82	82	NUM
ajema-454	562	16	.	.	PUNCT
ajema-454	562	17	42	42	NUM
ajema-454	562	18	.	.	PUNCT
ajema-454	563	1	rana	rana	PROPN
ajema-454	563	2	,	,	PUNCT
ajema-454	563	3	m.	m.	PROPN
ajema-454	563	4	n.	n.	PROPN
ajema-454	563	5	u.	u.	PROPN
ajema-454	563	6	,	,	PUNCT
ajema-454	563	7	akhi	akhi	PROPN
ajema-454	563	8	,	,	PUNCT
ajema-454	563	9	s.	s.	PROPN
ajema-454	563	10	s.	s.	PROPN
ajema-454	563	11	,	,	PUNCT
ajema-454	563	12	tusher	tusher	NOUN
ajema-454	563	13	,	,	PUNCT
ajema-454	563	14	m.	m.	NOUN
ajema-454	563	15	i.	i.	PROPN
ajema-454	563	16	,	,	PUNCT
ajema-454	563	17	bashir	bashir	PROPN
ajema-454	563	18	,	,	PUNCT
ajema-454	563	19	m.	m.	NOUN
ajema-454	563	20	,	,	PUNCT
ajema-454	563	21	mahin	mahin	ADJ
ajema-454	563	22	,	,	PUNCT
ajema-454	563	23	m.	m.	PROPN
ajema-454	563	24	r.	r.	PROPN
ajema-454	563	25	h.	h.	PROPN
ajema-454	563	26	,	,	PUNCT
ajema-454	563	27	ahmed	ahmed	PROPN
ajema-454	563	28	,	,	PUNCT
ajema-454	563	29	e.	e.	PROPN
ajema-454	563	30	,	,	PUNCT
ajema-454	563	31	...	...	PUNCT
ajema-454	563	32	&	&	CCONJ
ajema-454	563	33	chowdhury	chowdhury	PROPN
ajema-454	563	34	,	,	PUNCT
ajema-454	563	35	r.	r.	PROPN
ajema-454	563	36	(	(	PUNCT
ajema-454	563	37	2023	2023	NUM
ajema-454	563	38	)	)	PUNCT
ajema-454	563	39	.	.	PUNCT
ajema-454	564	1	the	the	DET
ajema-454	564	2	role	role	NOUN
ajema-454	564	3	of	of	ADP
ajema-454	564	4	ai	ai	PROPN
ajema-454	564	5	and	and	CCONJ
ajema-454	564	6	generative	generative	ADJ
ajema-454	564	7	ai	ai	VERB
ajema-454	564	8	in	in	ADP
ajema-454	564	9	us	us	PROPN
ajema-454	564	10	business	business	NOUN
ajema-454	564	11	innovations	innovation	NOUN
ajema-454	564	12	,	,	PUNCT
ajema-454	564	13	applications	application	NOUN
ajema-454	564	14	,	,	PUNCT
ajema-454	564	15	challenges	challenge	NOUN
ajema-454	564	16	,	,	PUNCT
ajema-454	564	17	and	and	CCONJ
ajema-454	564	18	future	future	ADJ
ajema-454	564	19	trends	trend	NOUN
ajema-454	564	20	.	.	PUNCT
ajema-454	565	1	pathfinder	pathfinder	NOUN
ajema-454	565	2	of	of	ADP
ajema-454	565	3	research	research	PROPN
ajema-454	565	4	,	,	PUNCT
ajema-454	565	5	1(3	1(3	NUM
ajema-454	565	6	)	)	PUNCT
ajema-454	565	7	,	,	PUNCT
ajema-454	565	8	17	17	NUM
ajema-454	565	9	-	-	SYM
ajema-454	565	10	33	33	NUM
ajema-454	565	11	.	.	PUNCT
ajema-454	566	1	43	43	NUM
ajema-454	566	2	.	.	PUNCT
ajema-454	566	3	odedina	odedina	PROPN
ajema-454	566	4	,	,	PUNCT
ajema-454	566	5	e.	e.	PROPN
ajema-454	566	6	a.	a.	PROPN
ajema-454	566	7	(	(	PUNCT
ajema-454	566	8	2023	2023	NUM
ajema-454	566	9	)	)	PUNCT
ajema-454	566	10	.	.	PUNCT
ajema-454	567	1	redefining	redefine	VERB
ajema-454	567	2	governance	governance	NOUN
ajema-454	567	3	,	,	PUNCT
ajema-454	567	4	risk	risk	NOUN
ajema-454	567	5	,	,	PUNCT
ajema-454	567	6	and	and	CCONJ
ajema-454	567	7	compliance	compliance	NOUN
ajema-454	567	8	(	(	PUNCT
ajema-454	567	9	grc	grc	NOUN
ajema-454	567	10	)	)	PUNCT
ajema-454	567	11	in	in	ADP
ajema-454	567	12	the	the	DET
ajema-454	567	13	digital	digital	ADJ
ajema-454	567	14	age	age	NOUN
ajema-454	567	15	:	:	PUNCT
ajema-454	567	16	integrating	integrate	VERB
ajema-454	567	17	ai	ai	ADJ
ajema-454	567	18	-	-	PUNCT
ajema-454	567	19	driven	drive	VERB
ajema-454	567	20	risk	risk	NOUN
ajema-454	567	21	management	management	NOUN
ajema-454	567	22	frameworks	framework	NOUN
ajema-454	567	23	.	.	PUNCT
ajema-454	568	1	44	44	NUM
ajema-454	568	2	.	.	PUNCT
ajema-454	569	1	irfan	irfan	PROPN
ajema-454	569	2	,	,	PUNCT
ajema-454	569	3	m.	m.	NOUN
ajema-454	569	4	,	,	PUNCT
ajema-454	569	5	elhoseny	elhoseny	NOUN
ajema-454	569	6	,	,	PUNCT
ajema-454	569	7	m.	m.	NOUN
ajema-454	569	8	,	,	PUNCT
ajema-454	569	9	kassim	kassim	PROPN
ajema-454	569	10	,	,	PUNCT
ajema-454	569	11	s.	s.	PROPN
ajema-454	569	12	,	,	PUNCT
ajema-454	569	13	&	&	CCONJ
ajema-454	569	14	metawa	metawa	PROPN
ajema-454	569	15	,	,	PUNCT
ajema-454	569	16	n.	n.	PROPN
ajema-454	569	17	(	(	PUNCT
ajema-454	569	18	eds	ed	NOUN
ajema-454	569	19	.	.	PUNCT
ajema-454	569	20	)	)	PUNCT
ajema-454	569	21	.	.	PUNCT
ajema-454	570	1	(	(	PUNCT
ajema-454	570	2	2023	2023	NUM
ajema-454	570	3	)	)	PUNCT
ajema-454	570	4	.	.	PUNCT
ajema-454	571	1	advanced	advanced	ADJ
ajema-454	571	2	machine	machine	NOUN
ajema-454	571	3	learning	learn	VERB
ajema-454	571	4	algorithms	algorithm	NOUN
ajema-454	571	5	for	for	ADP
ajema-454	571	6	complex	complex	ADJ
ajema-454	571	7	financial	financial	ADJ
ajema-454	571	8	applications	application	NOUN
ajema-454	571	9	.	.	PUNCT
ajema-454	572	1	igi	igi	PROPN
ajema-454	572	2	global	global	PROPN
ajema-454	572	3	.	.	PUNCT
ajema-454	573	1	45	45	NUM
ajema-454	573	2	.	.	X
ajema-454	573	3	tavanti	tavanti	NOUN
ajema-454	573	4	,	,	PUNCT
ajema-454	573	5	m.	m.	NOUN
ajema-454	573	6	(	(	PUNCT
ajema-454	573	7	2023	2023	NUM
ajema-454	573	8	)	)	PUNCT
ajema-454	573	9	.	.	PUNCT
ajema-454	574	1	technology	technology	NOUN
ajema-454	574	2	innovations	innovation	NOUN
ajema-454	574	3	for	for	ADP
ajema-454	574	4	the	the	DET
ajema-454	574	5	sdgs	sdgs	NOUN
ajema-454	574	6	.	.	PUNCT
ajema-454	575	1	in	in	ADP
ajema-454	575	2	developing	develop	VERB
ajema-454	575	3	sustainability	sustainability	NOUN
ajema-454	575	4	in	in	ADP
ajema-454	575	5	organizations	organization	NOUN
ajema-454	575	6	:	:	PUNCT
ajema-454	575	7	a	a	DET
ajema-454	575	8	values	value	NOUN
ajema-454	575	9	-	-	PUNCT
ajema-454	575	10	based	base	VERB
ajema-454	575	11	approach	approach	NOUN
ajema-454	575	12	(	(	PUNCT
ajema-454	575	13	pp	pp	ADJ
ajema-454	575	14	.	.	PUNCT
ajema-454	575	15	389	389	NUM
ajema-454	575	16	-	-	SYM
ajema-454	575	17	404	404	NUM
ajema-454	575	18	)	)	PUNCT
ajema-454	575	19	.	.	PUNCT
ajema-454	576	1	cham	cham	PROPN
ajema-454	576	2	:	:	PUNCT
ajema-454	576	3	springer	springer	NOUN
ajema-454	576	4	international	international	ADJ
ajema-454	576	5	publishing	publishing	NOUN
ajema-454	576	6	.	.	PUNCT
ajema-454	577	1	46	46	NUM
ajema-454	577	2	.	.	PUNCT
ajema-454	577	3	egbuhuzor	egbuhuzor	PROPN
ajema-454	577	4	,	,	PUNCT
ajema-454	577	5	n.	n.	PROPN
ajema-454	577	6	s.	s.	PROPN
ajema-454	577	7	,	,	PUNCT
ajema-454	577	8	ajayi	ajayi	PROPN
ajema-454	577	9	,	,	PUNCT
ajema-454	577	10	a.	a.	PROPN
ajema-454	577	11	j.	j.	PROPN
ajema-454	577	12	,	,	PUNCT
ajema-454	577	13	akhigbe	akhigbe	PROPN
ajema-454	577	14	,	,	PUNCT
ajema-454	577	15	e.	e.	PROPN
ajema-454	577	16	e.	e.	PROPN
ajema-454	577	17	,	,	PUNCT
ajema-454	577	18	&	&	CCONJ
ajema-454	577	19	agbede	agbede	PROPN
ajema-454	577	20	,	,	PUNCT
ajema-454	577	21	o.	o.	NOUN
ajema-454	577	22	o.	o.	NOUN
ajema-454	577	23	(	(	PUNCT
ajema-454	577	24	2022	2022	NUM
ajema-454	577	25	)	)	PUNCT
ajema-454	577	26	.	.	PUNCT
ajema-454	578	1	international	international	ADJ
ajema-454	578	2	journal	journal	PROPN
ajema-454	578	3	of	of	ADP
ajema-454	578	4	social	social	ADJ
ajema-454	578	5	science	science	NOUN
ajema-454	578	6	exceptional	exceptional	ADJ
ajema-454	578	7	research	research	NOUN
ajema-454	578	8	.	.	PUNCT
ajema-454	579	1	47	47	NUM
ajema-454	579	2	.	.	PUNCT
ajema-454	580	1	dzingirai	dzingirai	VERB
ajema-454	580	2	,	,	PUNCT
ajema-454	580	3	m.	m.	NOUN
ajema-454	580	4	,	,	PUNCT
ajema-454	580	5	&	&	CCONJ
ajema-454	580	6	mveku	mveku	PROPN
ajema-454	580	7	,	,	PUNCT
ajema-454	580	8	b.	b.	PROPN
ajema-454	580	9	(	(	PUNCT
ajema-454	580	10	2023	2023	NUM
ajema-454	580	11	)	)	PUNCT
ajema-454	580	12	.	.	PUNCT
ajema-454	581	1	the	the	DET
ajema-454	581	2	role	role	NOUN
ajema-454	581	3	of	of	ADP
ajema-454	581	4	technology	technology	NOUN
ajema-454	581	5	in	in	ADP
ajema-454	581	6	sustainable	sustainable	ADJ
ajema-454	581	7	finance	finance	NOUN
ajema-454	581	8	towards	towards	ADP
ajema-454	581	9	the	the	DET
ajema-454	581	10	5th	5th	ADJ
ajema-454	581	11	industrial	industrial	ADJ
ajema-454	581	12	revolution	revolution	NOUN
ajema-454	581	13	:	:	PUNCT
ajema-454	581	14	a	a	DET
ajema-454	581	15	dynamic	dynamic	ADJ
ajema-454	581	16	capability	capability	NOUN
ajema-454	581	17	view	view	NOUN
ajema-454	581	18	.	.	PUNCT
ajema-454	582	1	business	business	NOUN
ajema-454	582	2	,	,	PUNCT
ajema-454	582	3	technology	technology	NOUN
ajema-454	582	4	and	and	CCONJ
ajema-454	582	5	finance	finance	NOUN
ajema-454	582	6	,	,	PUNCT
ajema-454	582	7	1	1	NUM
ajema-454	582	8	.	.	NOUN
ajema-454	582	9	48	48	NUM
ajema-454	582	10	.	.	PUNCT
ajema-454	583	1	jain	jain	PROPN
ajema-454	583	2	,	,	PUNCT
ajema-454	583	3	r.	r.	PROPN
ajema-454	583	4	,	,	PUNCT
ajema-454	583	5	prajapati	prajapati	PROPN
ajema-454	583	6	,	,	PUNCT
ajema-454	583	7	d.	d.	PROPN
ajema-454	583	8	,	,	PUNCT
ajema-454	583	9	&	&	CCONJ
ajema-454	583	10	dangi	dangi	PROPN
ajema-454	583	11	,	,	PUNCT
ajema-454	583	12	a.	a.	NOUN
ajema-454	583	13	(	(	PUNCT
ajema-454	583	14	2023	2023	NUM
ajema-454	583	15	)	)	PUNCT
ajema-454	583	16	.	.	PUNCT
ajema-454	584	1	transforming	transform	VERB
ajema-454	584	2	the	the	DET
ajema-454	584	3	financial	financial	ADJ
ajema-454	584	4	sector	sector	NOUN
ajema-454	584	5	:	:	PUNCT
ajema-454	584	6	a	a	DET
ajema-454	584	7	review	review	NOUN
ajema-454	584	8	of	of	ADP
ajema-454	584	9	recent	recent	ADJ
ajema-454	584	10	advancements	advancement	NOUN
ajema-454	584	11	in	in	ADP
ajema-454	584	12	fintech	fintech	NOUN
ajema-454	584	13	.	.	PUNCT
ajema-454	585	1	available	available	ADJ
ajema-454	585	2	at	at	ADP
ajema-454	585	3	ssrn	ssrn	NOUN
ajema-454	585	4	4380348	4380348	NUM
ajema-454	585	5	.	.	PUNCT
ajema-454	586	1	49	49	NUM
ajema-454	586	2	.	.	PUNCT
ajema-454	587	1	dawoodbhoy	dawoodbhoy	PROPN
ajema-454	587	2	,	,	PUNCT
ajema-454	587	3	f.	f.	PROPN
ajema-454	587	4	m.	m.	PROPN
ajema-454	587	5	,	,	PUNCT
ajema-454	587	6	delaney	delaney	PROPN
ajema-454	587	7	,	,	PUNCT
ajema-454	587	8	j.	j.	PROPN
ajema-454	587	9	,	,	PUNCT
ajema-454	587	10	cecula	cecula	ADJ
ajema-454	587	11	,	,	PUNCT
ajema-454	587	12	p.	p.	PROPN
ajema-454	587	13	,	,	PUNCT
ajema-454	587	14	yu	yu	PROPN
ajema-454	587	15	,	,	PUNCT
ajema-454	587	16	j.	j.	PROPN
ajema-454	587	17	,	,	PUNCT
ajema-454	587	18	peacock	peacock	NOUN
ajema-454	587	19	,	,	PUNCT
ajema-454	587	20	i.	i.	PROPN
ajema-454	587	21	,	,	PUNCT
ajema-454	587	22	tan	tan	PROPN
ajema-454	587	23	,	,	PUNCT
ajema-454	587	24	j.	j.	PROPN
ajema-454	587	25	,	,	PUNCT
ajema-454	587	26	&	&	CCONJ
ajema-454	587	27	cox	cox	PROPN
ajema-454	587	28	,	,	PUNCT
ajema-454	587	29	b.	b.	PROPN
ajema-454	587	30	(	(	PUNCT
ajema-454	587	31	2021	2021	NUM
ajema-454	587	32	)	)	PUNCT
ajema-454	587	33	.	.	PUNCT
ajema-454	588	1	ai	ai	VERB
ajema-454	588	2	in	in	ADP
ajema-454	588	3	patient	patient	ADJ
ajema-454	588	4	flow	flow	NOUN
ajema-454	588	5	:	:	PUNCT
ajema-454	588	6	applications	application	NOUN
ajema-454	588	7	of	of	ADP
ajema-454	588	8	artificial	artificial	ADJ
ajema-454	588	9	intelligence	intelligence	NOUN
ajema-454	588	10	to	to	PART
ajema-454	588	11	improve	improve	VERB
ajema-454	588	12	patient	patient	ADJ
ajema-454	588	13	flow	flow	NOUN
ajema-454	588	14	in	in	ADP
ajema-454	588	15	nhs	nhs	PROPN
ajema-454	588	16	acute	acute	PROPN
ajema-454	588	17	mental	mental	PROPN
ajema-454	588	18	health	health	PROPN
ajema-454	588	19	inpatient	inpatient	PROPN
ajema-454	588	20	units	unit	NOUN
ajema-454	588	21	.	.	PUNCT
ajema-454	589	1	heliyon	heliyon	NOUN
ajema-454	589	2	,	,	PUNCT
ajema-454	589	3	7(5	7(5	NUM
ajema-454	589	4	)	)	PUNCT
ajema-454	589	5	.	.	PUNCT
ajema-454	590	1	50	50	NUM
ajema-454	590	2	.	.	X
ajema-454	590	3	lawal	lawal	NOUN
ajema-454	590	4	,	,	PUNCT
ajema-454	590	5	o.	o.	PROPN
ajema-454	590	6	s.	s.	PROPN
ajema-454	590	7	(	(	PUNCT
ajema-454	590	8	2021	2021	NUM
ajema-454	590	9	)	)	PUNCT
ajema-454	590	10	.	.	PUNCT
ajema-454	591	1	artificial	artificial	ADJ
ajema-454	591	2	intelligence	intelligence	NOUN
ajema-454	591	3	in	in	ADP
ajema-454	591	4	higher	high	ADJ
ajema-454	591	5	education	education	NOUN
ajema-454	591	6	:	:	PUNCT
ajema-454	591	7	a	a	DET
ajema-454	591	8	critical	critical	ADJ
ajema-454	591	9	examination	examination	NOUN
ajema-454	591	10	of	of	ADP
ajema-454	591	11	its	its	PRON
ajema-454	591	12	impact	impact	NOUN
ajema-454	591	13	in	in	ADP
ajema-454	591	14	teaching	teaching	NOUN
ajema-454	591	15	/	/	SYM
ajema-454	591	16	learning	learning	NOUN
ajema-454	591	17	,	,	PUNCT
ajema-454	591	18	research	research	NOUN
ajema-454	591	19	and	and	CCONJ
ajema-454	591	20	community	community	NOUN
ajema-454	591	21	service	service	NOUN
ajema-454	591	22	.	.	PUNCT
ajema-454	592	1	role	role	NOUN
ajema-454	592	2	of	of	ADP
ajema-454	592	3	ai	ai	VERB
ajema-454	592	4	in	in	ADP
ajema-454	592	5	enhancing	enhance	VERB
ajema-454	592	6	teaching	teaching	NOUN
ajema-454	592	7	/	/	SYM
ajema-454	592	8	learning	learning	NOUN
ajema-454	592	9	,	,	PUNCT
ajema-454	592	10	research	research	NOUN
ajema-454	592	11	and	and	CCONJ
ajema-454	592	12	community	community	NOUN
ajema-454	592	13	service	service	NOUN
ajema-454	592	14	in	in	ADP
ajema-454	592	15	higher	high	ADJ
ajema-454	592	16	education	education	NOUN
ajema-454	592	17	.	.	PUNCT
ajema-454	593	1	51	51	NUM
ajema-454	593	2	.	.	PUNCT
ajema-454	594	1	fan	fan	PROPN
ajema-454	594	2	,	,	PUNCT
ajema-454	594	3	z.	z.	PROPN
ajema-454	594	4	,	,	PUNCT
ajema-454	594	5	yan	yan	PROPN
ajema-454	594	6	,	,	PUNCT
ajema-454	594	7	z.	z.	PROPN
ajema-454	594	8	,	,	PUNCT
ajema-454	594	9	&	&	CCONJ
ajema-454	594	10	wen	wen	PROPN
ajema-454	594	11	,	,	PUNCT
ajema-454	594	12	s.	s.	PROPN
ajema-454	594	13	(	(	PUNCT
ajema-454	594	14	2023	2023	NUM
ajema-454	594	15	)	)	PUNCT
ajema-454	594	16	.	.	PUNCT
ajema-454	595	1	deep	deep	ADJ
ajema-454	595	2	learning	learning	NOUN
ajema-454	595	3	and	and	CCONJ
ajema-454	595	4	artificial	artificial	ADJ
ajema-454	595	5	intelligence	intelligence	NOUN
ajema-454	595	6	in	in	ADP
ajema-454	595	7	sustainability	sustainability	NOUN
ajema-454	595	8	:	:	PUNCT
ajema-454	595	9	a	a	DET
ajema-454	595	10	review	review	NOUN
ajema-454	595	11	of	of	ADP
ajema-454	595	12	sdgs	sdgs	ADJ
ajema-454	595	13	,	,	PUNCT
ajema-454	595	14	renewable	renewable	ADJ
ajema-454	595	15	energy	energy	NOUN
ajema-454	595	16	,	,	PUNCT
ajema-454	595	17	and	and	CCONJ
ajema-454	595	18	environmental	environmental	ADJ
ajema-454	595	19	health	health	NOUN
ajema-454	595	20	.	.	PUNCT
ajema-454	596	1	sustainability	sustainability	NOUN
ajema-454	596	2	,	,	PUNCT
ajema-454	596	3	15(18	15(18	NUM
ajema-454	596	4	)	)	PUNCT
ajema-454	596	5	,	,	PUNCT
ajema-454	596	6	13493	13493	NUM
ajema-454	596	7	.	.	PUNCT
ajema-454	597	1	52	52	NUM
ajema-454	597	2	.	.	PUNCT
ajema-454	597	3	kitsios	kitsio	NOUN
ajema-454	597	4	,	,	PUNCT
ajema-454	597	5	f.	f.	PROPN
ajema-454	597	6	,	,	PUNCT
ajema-454	597	7	kamariotou	kamariotou	PROPN
ajema-454	597	8	,	,	PUNCT
ajema-454	597	9	m.	m.	NOUN
ajema-454	597	10	,	,	PUNCT
ajema-454	597	11	syngelakis	syngelaki	NOUN
ajema-454	597	12	,	,	PUNCT
ajema-454	597	13	a.	a.	NOUN
ajema-454	597	14	i.	i.	PROPN
ajema-454	597	15	,	,	PUNCT
ajema-454	597	16	&	&	CCONJ
ajema-454	597	17	talias	talias	PROPN
ajema-454	597	18	,	,	PUNCT
ajema-454	597	19	m.	m.	NOUN
ajema-454	597	20	a.	a.	NOUN
ajema-454	597	21	(	(	PUNCT
ajema-454	597	22	2023	2023	NUM
ajema-454	597	23	)	)	PUNCT
ajema-454	597	24	.	.	PUNCT
ajema-454	598	1	recent	recent	ADJ
ajema-454	598	2	advances	advance	NOUN
ajema-454	598	3	of	of	ADP
ajema-454	598	4	artificial	artificial	ADJ
ajema-454	598	5	intelligence	intelligence	NOUN
ajema-454	598	6	in	in	ADP
ajema-454	598	7	healthcare	healthcare	PROPN
ajema-454	598	8	:	:	PUNCT
ajema-454	598	9	a	a	DET
ajema-454	598	10	systematic	systematic	ADJ
ajema-454	598	11	literature	literature	PROPN
ajema-454	598	12	review	review	PROPN
ajema-454	598	13	.	.	PUNCT
ajema-454	599	1	applied	apply	VERB
ajema-454	599	2	sciences	science	NOUN
ajema-454	599	3	,	,	PUNCT
ajema-454	599	4	13(13	13(13	NUM
ajema-454	599	5	)	)	PUNCT
ajema-454	599	6	,	,	PUNCT
ajema-454	599	7	7479	7479	NUM
ajema-454	599	8	.	.	PUNCT
ajema-454	600	1	53	53	NUM
ajema-454	600	2	.	.	PUNCT
ajema-454	601	1	xiong	xiong	PROPN
ajema-454	601	2	,	,	PUNCT
ajema-454	601	3	h.	h.	PROPN
ajema-454	601	4	,	,	PUNCT
ajema-454	601	5	carton	carton	PROPN
ajema-454	601	6	,	,	PUNCT
ajema-454	601	7	f.	f.	PROPN
ajema-454	601	8	,	,	PUNCT
ajema-454	601	9	&	&	CCONJ
ajema-454	601	10	mccarthy	mccarthy	PROPN
ajema-454	601	11	,	,	PUNCT
ajema-454	601	12	j.	j.	PROPN
ajema-454	601	13	b.	b.	PROPN
ajema-454	601	14	(	(	PUNCT
ajema-454	601	15	2022	2022	NUM
ajema-454	601	16	)	)	PUNCT
ajema-454	601	17	.	.	PUNCT
ajema-454	602	1	data	datum	NOUN
ajema-454	602	2	science	science	NOUN
ajema-454	602	3	for	for	ADP
ajema-454	602	4	financial	financial	ADJ
ajema-454	602	5	inclusion	inclusion	NOUN
ajema-454	602	6	:	:	PUNCT
ajema-454	602	7	a	a	DET
ajema-454	602	8	value	value	NOUN
ajema-454	602	9	co	co	NOUN
ajema-454	602	10	-	-	NOUN
ajema-454	602	11	creation	creation	ADJ
ajema-454	602	12	model	model	NOUN
ajema-454	602	13	for	for	ADP
ajema-454	602	14	balanced	balanced	ADJ
ajema-454	602	15	benefits	benefit	NOUN
ajema-454	602	16	.	.	PUNCT
ajema-454	603	1	54	54	NUM
ajema-454	603	2	.	.	PUNCT
ajema-454	604	1	chowdhury	chowdhury	PROPN
ajema-454	604	2	,	,	PUNCT
ajema-454	604	3	j.	j.	PROPN
ajema-454	604	4	,	,	PUNCT
ajema-454	604	5	&	&	CCONJ
ajema-454	604	6	ravi	ravi	PROPN
ajema-454	604	7	,	,	PUNCT
ajema-454	604	8	r.	r.	PROPN
ajema-454	604	9	p.	p.	PROPN
ajema-454	604	10	(	(	PUNCT
ajema-454	604	11	2022	2022	NUM
ajema-454	604	12	)	)	PUNCT
ajema-454	604	13	.	.	PUNCT
ajema-454	605	1	healthcare	healthcare	NOUN
ajema-454	605	2	accessibility	accessibility	NOUN
ajema-454	605	3	in	in	ADP
ajema-454	605	4	developing	develop	VERB
ajema-454	605	5	countries	country	NOUN
ajema-454	605	6	:	:	PUNCT
ajema-454	605	7	a	a	DET
ajema-454	605	8	global	global	ADJ
ajema-454	605	9	healthcare	healthcare	NOUN
ajema-454	605	10	challenge	challenge	NOUN
ajema-454	605	11	.	.	PUNCT
ajema-454	606	1	j	j	PROPN
ajema-454	606	2	clin	clin	PROPN
ajema-454	606	3	biomed	biome	VERB
ajema-454	606	4	res	re	NOUN
ajema-454	606	5	,	,	PUNCT
ajema-454	606	6	152(4	152(4	NUM
ajema-454	606	7	)	)	PUNCT
ajema-454	606	8	,	,	PUNCT
ajema-454	606	9	2	2	NUM
ajema-454	606	10	-	-	SYM
ajema-454	606	11	5	5	NUM
ajema-454	606	12	.	.	PUNCT
ajema-454	606	13	55	55	NUM
ajema-454	606	14	.	.	PUNCT
ajema-454	607	1	kaihlanen	kaihlanen	NOUN
ajema-454	607	2	,	,	PUNCT
ajema-454	607	3	a.	a.	NOUN
ajema-454	607	4	m.	m.	NOUN
ajema-454	607	5	,	,	PUNCT
ajema-454	607	6	virtanen	virtanen	PROPN
ajema-454	607	7	,	,	PUNCT
ajema-454	607	8	l.	l.	PROPN
ajema-454	607	9	,	,	PUNCT
ajema-454	607	10	buchert	buchert	PROPN
ajema-454	607	11	,	,	PUNCT
ajema-454	607	12	u.	u.	PROPN
ajema-454	607	13	,	,	PUNCT
ajema-454	607	14	safarov	safarov	PROPN
ajema-454	607	15	,	,	PUNCT
ajema-454	607	16	n.	n.	NOUN
ajema-454	607	17	,	,	PUNCT
ajema-454	607	18	valkonen	valkonen	PROPN
ajema-454	607	19	,	,	PUNCT
ajema-454	607	20	p.	p.	PROPN
ajema-454	607	21	,	,	PUNCT
ajema-454	607	22	hietapakka	hietapakka	PROPN
ajema-454	607	23	,	,	PUNCT
ajema-454	607	24	l.	l.	PROPN
ajema-454	607	25	,	,	PUNCT
ajema-454	607	26	...	...	PUNCT
ajema-454	607	27	&	&	CCONJ
ajema-454	607	28	heponiemi	heponiemi	PROPN
ajema-454	607	29	,	,	PUNCT
ajema-454	607	30	t.	t.	PROPN
ajema-454	607	31	(	(	PUNCT
ajema-454	607	32	2022	2022	NUM
ajema-454	607	33	)	)	PUNCT
ajema-454	607	34	.	.	PUNCT
ajema-454	608	1	towards	towards	ADP
ajema-454	608	2	digital	digital	PROPN
ajema-454	608	3	health	health	NOUN
ajema-454	608	4	equity	equity	NOUN
ajema-454	608	5	-	-	PUNCT
ajema-454	608	6	a	a	DET
ajema-454	608	7	qualitative	qualitative	ADJ
ajema-454	608	8	study	study	NOUN
ajema-454	608	9	of	of	ADP
ajema-454	608	10	the	the	DET
ajema-454	608	11	challenges	challenge	NOUN
ajema-454	608	12	experienced	experience	VERB
ajema-454	608	13	by	by	ADP
ajema-454	608	14	vulnerable	vulnerable	ADJ
ajema-454	608	15	groups	group	NOUN
ajema-454	608	16	in	in	ADP
ajema-454	608	17	using	use	VERB
ajema-454	608	18	digital	digital	ADJ
ajema-454	608	19	health	health	NOUN
ajema-454	608	20	services	service	NOUN
ajema-454	608	21	in	in	ADP
ajema-454	608	22	the	the	DET
ajema-454	608	23	covid-19	covid-19	PROPN
ajema-454	608	24	era	era	NOUN
ajema-454	608	25	.	.	PUNCT
ajema-454	609	1	bmc	bmc	PROPN
ajema-454	609	2	health	health	PROPN
ajema-454	609	3	services	service	NOUN
ajema-454	609	4	research	research	NOUN
ajema-454	609	5	,	,	PUNCT
ajema-454	609	6	22(1	22(1	NUM
ajema-454	609	7	)	)	PUNCT
ajema-454	609	8	,	,	PUNCT
ajema-454	609	9	188	188	NUM
ajema-454	609	10	.	.	SYM
ajema-454	609	11	57	57	NUM
ajema-454	609	12	journal	journal	NOUN
ajema-454	609	13	of	of	ADP
ajema-454	609	14	engineering	engineering	NOUN
ajema-454	609	15	,	,	PUNCT
ajema-454	609	16	mechanics	mechanic	NOUN
ajema-454	609	17	and	and	CCONJ
ajema-454	609	18	architecture	architecture	NOUN
ajema-454	609	19	www	www	NOUN
ajema-454	609	20	.	.	PUNCT
ajema-454	610	1	grnjournal.us	grnjournal.us	X
ajema-454	610	2	56	56	NUM
ajema-454	610	3	.	.	PUNCT
ajema-454	611	1	cu	cu	PROPN
ajema-454	611	2	,	,	PUNCT
ajema-454	611	3	a.	a.	PROPN
ajema-454	611	4	,	,	PUNCT
ajema-454	611	5	meister	meister	PROPN
ajema-454	611	6	,	,	PUNCT
ajema-454	611	7	s.	s.	PROPN
ajema-454	611	8	,	,	PUNCT
ajema-454	611	9	lefebvre	lefebvre	PROPN
ajema-454	611	10	,	,	PUNCT
ajema-454	611	11	b.	b.	PROPN
ajema-454	611	12	,	,	PUNCT
ajema-454	611	13	&	&	CCONJ
ajema-454	611	14	ridde	ridde	PROPN
ajema-454	611	15	,	,	PUNCT
ajema-454	611	16	v.	v.	PROPN
ajema-454	611	17	(	(	PUNCT
ajema-454	611	18	2021	2021	NUM
ajema-454	611	19	)	)	PUNCT
ajema-454	611	20	.	.	PUNCT
ajema-454	612	1	assessing	assess	VERB
ajema-454	612	2	healthcare	healthcare	NOUN
ajema-454	612	3	access	access	NOUN
ajema-454	612	4	using	use	VERB
ajema-454	612	5	the	the	DET
ajema-454	612	6	levesque	levesque	PROPN
ajema-454	612	7	’s	’s	PART
ajema-454	612	8	conceptual	conceptual	ADJ
ajema-454	612	9	framework	framework	NOUN
ajema-454	612	10	–	–	PUNCT
ajema-454	612	11	a	a	DET
ajema-454	612	12	scoping	scoping	NOUN
ajema-454	612	13	review	review	NOUN
ajema-454	612	14	.	.	PUNCT
ajema-454	613	1	international	international	ADJ
ajema-454	613	2	journal	journal	PROPN
ajema-454	613	3	for	for	ADP
ajema-454	613	4	equity	equity	NOUN
ajema-454	613	5	in	in	ADP
ajema-454	613	6	health	health	NOUN
ajema-454	613	7	,	,	PUNCT
ajema-454	613	8	20(1	20(1	NUM
ajema-454	613	9	)	)	PUNCT
ajema-454	613	10	,	,	PUNCT
ajema-454	613	11	116	116	NUM
ajema-454	613	12	.	.	PUNCT
ajema-454	613	13	57	57	NUM
ajema-454	613	14	.	.	PUNCT
ajema-454	614	1	delgado	delgado	PROPN
ajema-454	614	2	,	,	PUNCT
ajema-454	614	3	e.	e.	PROPN
ajema-454	614	4	j.	j.	PROPN
ajema-454	614	5	,	,	PUNCT
ajema-454	614	6	cabezas	cabezas	PROPN
ajema-454	614	7	,	,	PUNCT
ajema-454	614	8	x.	x.	PROPN
ajema-454	614	9	,	,	PUNCT
ajema-454	614	10	martin	martin	PROPN
ajema-454	614	11	-	-	PUNCT
ajema-454	614	12	barreiro	barreiro	PROPN
ajema-454	614	13	,	,	PUNCT
ajema-454	614	14	c.	c.	PROPN
ajema-454	614	15	,	,	PUNCT
ajema-454	614	16	leiva	leiva	PROPN
ajema-454	614	17	,	,	PUNCT
ajema-454	614	18	v.	v.	PROPN
ajema-454	614	19	,	,	PUNCT
ajema-454	614	20	&	&	CCONJ
ajema-454	614	21	rojas	rojas	PROPN
ajema-454	614	22	,	,	PUNCT
ajema-454	614	23	f.	f.	PROPN
ajema-454	614	24	(	(	PUNCT
ajema-454	614	25	2022	2022	NUM
ajema-454	614	26	)	)	PUNCT
ajema-454	614	27	.	.	PUNCT
ajema-454	615	1	an	an	DET
ajema-454	615	2	equitybased	equitybase	VERB
ajema-454	615	3	optimization	optimization	NOUN
ajema-454	615	4	model	model	NOUN
ajema-454	615	5	to	to	PART
ajema-454	615	6	solve	solve	VERB
ajema-454	615	7	the	the	DET
ajema-454	615	8	location	location	NOUN
ajema-454	615	9	problem	problem	NOUN
ajema-454	615	10	for	for	ADP
ajema-454	615	11	healthcare	healthcare	NOUN
ajema-454	615	12	centers	center	NOUN
ajema-454	615	13	applied	apply	VERB
ajema-454	615	14	to	to	ADP
ajema-454	615	15	hospital	hospital	NOUN
ajema-454	615	16	beds	bed	NOUN
ajema-454	615	17	and	and	CCONJ
ajema-454	615	18	covid-19	covid-19	PROPN
ajema-454	615	19	vaccination	vaccination	NOUN
ajema-454	615	20	.	.	PUNCT
ajema-454	616	1	mathematics	mathematic	NOUN
ajema-454	616	2	,	,	PUNCT
ajema-454	616	3	10(11	10(11	NUM
ajema-454	616	4	)	)	PUNCT
ajema-454	616	5	,	,	PUNCT
ajema-454	616	6	1825	1825	NUM
ajema-454	616	7	.	.	PUNCT
ajema-454	617	1	58	58	NUM
ajema-454	617	2	.	.	PUNCT
ajema-454	618	1	tate	tate	PROPN
ajema-454	618	2	,	,	PUNCT
ajema-454	618	3	t.	t.	PROPN
ajema-454	618	4	,	,	PUNCT
ajema-454	618	5	&	&	CCONJ
ajema-454	618	6	warschauer	warschauer	PROPN
ajema-454	618	7	,	,	PUNCT
ajema-454	618	8	m.	m.	NOUN
ajema-454	618	9	(	(	PUNCT
ajema-454	618	10	2022	2022	NUM
ajema-454	618	11	)	)	PUNCT
ajema-454	618	12	.	.	PUNCT
ajema-454	619	1	equity	equity	NOUN
ajema-454	619	2	in	in	ADP
ajema-454	619	3	online	online	ADJ
ajema-454	619	4	learning	learning	NOUN
ajema-454	619	5	.	.	PUNCT
ajema-454	620	1	educational	educational	ADJ
ajema-454	620	2	psychologist	psychologist	NOUN
ajema-454	620	3	,	,	PUNCT
ajema-454	620	4	57(3	57(3	NUM
ajema-454	620	5	)	)	PUNCT
ajema-454	620	6	,	,	PUNCT
ajema-454	620	7	192	192	NUM
ajema-454	620	8	-	-	SYM
ajema-454	620	9	206	206	NUM
ajema-454	620	10	.	.	PUNCT
ajema-454	621	1	59	59	NUM
ajema-454	621	2	.	.	PUNCT
ajema-454	621	3	kovacs	kovacs	PROPN
ajema-454	621	4	,	,	PUNCT
ajema-454	621	5	e.	e.	PROPN
ajema-454	621	6	,	,	PUNCT
ajema-454	621	7	tandari	tandari	NOUN
ajema-454	621	8	-	-	PUNCT
ajema-454	621	9	kovacs	kovacs	PROPN
ajema-454	621	10	,	,	PUNCT
ajema-454	621	11	m.	m.	NOUN
ajema-454	621	12	,	,	PUNCT
ajema-454	621	13	&	&	CCONJ
ajema-454	621	14	kozak	kozak	PROPN
ajema-454	621	15	,	,	PUNCT
ajema-454	621	16	a.	a.	NOUN
ajema-454	621	17	(	(	PUNCT
ajema-454	621	18	2021	2021	NUM
ajema-454	621	19	)	)	PUNCT
ajema-454	621	20	.	.	PUNCT
ajema-454	622	1	challenges	challenge	NOUN
ajema-454	622	2	in	in	ADP
ajema-454	622	3	health	health	NOUN
ajema-454	622	4	workforce	workforce	NOUN
ajema-454	622	5	planning	planning	NOUN
ajema-454	622	6	:	:	PUNCT
ajema-454	622	7	caring	care	VERB
ajema-454	622	8	for	for	ADP
ajema-454	622	9	a	a	DET
ajema-454	622	10	healthy	healthy	ADJ
ajema-454	622	11	health	health	NOUN
ajema-454	622	12	workforce	workforce	NOUN
ajema-454	622	13	.	.	PUNCT
ajema-454	623	1	in	in	ADP
ajema-454	623	2	innovations	innovation	NOUN
ajema-454	623	3	in	in	ADP
ajema-454	623	4	global	global	ADJ
ajema-454	623	5	mental	mental	ADJ
ajema-454	623	6	health	health	NOUN
ajema-454	623	7	(	(	PUNCT
ajema-454	623	8	pp	pp	ADJ
ajema-454	623	9	.	.	PUNCT
ajema-454	623	10	245	245	NUM
ajema-454	623	11	-	-	SYM
ajema-454	623	12	272	272	NUM
ajema-454	623	13	)	)	PUNCT
ajema-454	623	14	.	.	PUNCT
ajema-454	624	1	cham	cham	PROPN
ajema-454	624	2	:	:	PUNCT
ajema-454	624	3	springer	springer	NOUN
ajema-454	624	4	international	international	ADJ
ajema-454	624	5	publishing	publishing	NOUN
ajema-454	624	6	.	.	PUNCT
ajema-454	625	1	60	60	NUM
ajema-454	625	2	.	.	PUNCT
ajema-454	625	3	fernando	fernando	PROPN
ajema-454	625	4	,	,	PUNCT
ajema-454	625	5	g.	g.	PROPN
ajema-454	625	6	,	,	PUNCT
ajema-454	625	7	durham	durham	PROPN
ajema-454	625	8	,	,	PUNCT
ajema-454	625	9	j.	j.	PROPN
ajema-454	625	10	,	,	PUNCT
ajema-454	625	11	vlack	vlack	PROPN
ajema-454	625	12	,	,	PUNCT
ajema-454	625	13	s.	s.	PROPN
ajema-454	625	14	,	,	PUNCT
ajema-454	625	15	townsend	townsend	PROPN
ajema-454	625	16	,	,	PUNCT
ajema-454	625	17	n.	n.	NOUN
ajema-454	625	18	,	,	PUNCT
ajema-454	625	19	wickramasinghe	wickramasinghe	NOUN
ajema-454	625	20	,	,	PUNCT
ajema-454	625	21	k.	k.	PROPN
ajema-454	625	22	,	,	PUNCT
ajema-454	625	23	&	&	CCONJ
ajema-454	625	24	gouda	gouda	NOUN
ajema-454	625	25	,	,	PUNCT
ajema-454	625	26	h.	h.	PROPN
ajema-454	625	27	(	(	PUNCT
ajema-454	625	28	2022	2022	NUM
ajema-454	625	29	)	)	PUNCT
ajema-454	625	30	.	.	PUNCT
ajema-454	626	1	examining	examine	VERB
ajema-454	626	2	the	the	DET
ajema-454	626	3	evidence	evidence	NOUN
ajema-454	626	4	of	of	ADP
ajema-454	626	5	microfinance	microfinance	NOUN
ajema-454	626	6	on	on	ADP
ajema-454	626	7	non	non	ADJ
ajema-454	626	8	-	-	ADJ
ajema-454	626	9	communicable	communicable	ADJ
ajema-454	626	10	disease	disease	NOUN
ajema-454	626	11	health	health	NOUN
ajema-454	626	12	indicators	indicator	NOUN
ajema-454	626	13	and	and	CCONJ
ajema-454	626	14	outcomes	outcome	NOUN
ajema-454	626	15	:	:	PUNCT
ajema-454	626	16	a	a	DET
ajema-454	626	17	systematic	systematic	ADJ
ajema-454	626	18	literature	literature	NOUN
ajema-454	626	19	review	review	NOUN
ajema-454	626	20	.	.	PUNCT
ajema-454	627	1	global	global	ADJ
ajema-454	627	2	public	public	ADJ
ajema-454	627	3	health	health	NOUN
ajema-454	627	4	,	,	PUNCT
ajema-454	627	5	17(2	17(2	NUM
ajema-454	627	6	)	)	PUNCT
ajema-454	627	7	,	,	PUNCT
ajema-454	627	8	165179	165179	NUM
ajema-454	627	9	.	.	PUNCT
ajema-454	628	1	61	61	NUM
ajema-454	628	2	.	.	PUNCT
ajema-454	628	3	kasemsap	kasemsap	PROPN
ajema-454	628	4	,	,	PUNCT
ajema-454	628	5	k.	k.	PROPN
ajema-454	628	6	(	(	PUNCT
ajema-454	628	7	2021	2021	NUM
ajema-454	628	8	)	)	PUNCT
ajema-454	628	9	.	.	PUNCT
ajema-454	629	1	exploring	explore	VERB
ajema-454	629	2	the	the	DET
ajema-454	629	3	role	role	NOUN
ajema-454	629	4	of	of	ADP
ajema-454	629	5	microfinance	microfinance	NOUN
ajema-454	629	6	in	in	ADP
ajema-454	629	7	emerging	emerge	VERB
ajema-454	629	8	nations	nation	NOUN
ajema-454	629	9	.	.	PUNCT
ajema-454	630	1	in	in	ADP
ajema-454	630	2	research	research	NOUN
ajema-454	630	3	anthology	anthology	NOUN
ajema-454	630	4	on	on	ADP
ajema-454	630	5	personal	personal	ADJ
ajema-454	630	6	finance	finance	NOUN
ajema-454	630	7	and	and	CCONJ
ajema-454	630	8	improving	improve	VERB
ajema-454	630	9	financial	financial	ADJ
ajema-454	630	10	literacy	literacy	NOUN
ajema-454	630	11	(	(	PUNCT
ajema-454	630	12	pp	pp	ADJ
ajema-454	630	13	.	.	PUNCT
ajema-454	631	1	249	249	NUM
ajema-454	631	2	-	-	SYM
ajema-454	631	3	268	268	NUM
ajema-454	631	4	)	)	PUNCT
ajema-454	631	5	.	.	PUNCT
ajema-454	632	1	igi	igi	PROPN
ajema-454	632	2	global	global	ADJ
ajema-454	632	3	scientific	scientific	ADJ
ajema-454	632	4	publishing	publishing	NOUN
ajema-454	632	5	.	.	PUNCT
ajema-454	633	1	62	62	NUM
ajema-454	633	2	.	.	PUNCT
ajema-454	634	1	parray	parray	PROPN
ajema-454	634	2	,	,	PUNCT
ajema-454	634	3	z.	z.	PROPN
ajema-454	634	4	a.	a.	PROPN
ajema-454	634	5	,	,	PUNCT
ajema-454	634	6	rather	rather	ADV
ajema-454	634	7	,	,	PUNCT
ajema-454	634	8	r.	r.	PROPN
ajema-454	634	9	a.	a.	PROPN
ajema-454	634	10	a.	a.	PROPN
ajema-454	634	11	,	,	PUNCT
ajema-454	634	12	bhat	bhat	PROPN
ajema-454	634	13	,	,	PUNCT
ajema-454	634	14	s.	s.	PROPN
ajema-454	634	15	a.	a.	PROPN
ajema-454	634	16	,	,	PUNCT
ajema-454	634	17	&	&	CCONJ
ajema-454	634	18	ahmad	ahmad	PROPN
ajema-454	634	19	,	,	PUNCT
ajema-454	634	20	p.	p.	PROPN
ajema-454	634	21	s.	s.	PROPN
ajema-454	634	22	(	(	PUNCT
ajema-454	634	23	2022	2022	NUM
ajema-454	634	24	)	)	PUNCT
ajema-454	634	25	.	.	PUNCT
ajema-454	635	1	investigating	investigate	VERB
ajema-454	635	2	the	the	DET
ajema-454	635	3	rural	rural	ADJ
ajema-454	635	4	and	and	CCONJ
ajema-454	635	5	entrepreneurial	entrepreneurial	ADJ
ajema-454	635	6	development	development	NOUN
ajema-454	635	7	through	through	ADP
ajema-454	635	8	microfinance	microfinance	NOUN
ajema-454	635	9	.	.	PUNCT
ajema-454	636	1	international	international	ADJ
ajema-454	636	2	research	research	PROPN
ajema-454	636	3	journal	journal	PROPN
ajema-454	636	4	of	of	ADP
ajema-454	636	5	business	business	NOUN
ajema-454	636	6	studies	study	NOUN
ajema-454	636	7	,	,	PUNCT
ajema-454	636	8	15(2	15(2	NUM
ajema-454	636	9	)	)	PUNCT
ajema-454	636	10	,	,	PUNCT
ajema-454	636	11	177	177	NUM
ajema-454	636	12	-	-	SYM
ajema-454	636	13	190	190	NUM
ajema-454	636	14	.	.	PUNCT
ajema-454	637	1	63	63	NUM
ajema-454	637	2	.	.	PUNCT
ajema-454	638	1	ramanadhan	ramanadhan	PROPN
ajema-454	638	2	,	,	PUNCT
ajema-454	638	3	s.	s.	PROPN
ajema-454	638	4	,	,	PUNCT
ajema-454	638	5	werts	wert	NOUN
ajema-454	638	6	,	,	PUNCT
ajema-454	638	7	s.	s.	PROPN
ajema-454	638	8	,	,	PUNCT
ajema-454	638	9	knight	knight	PROPN
ajema-454	638	10	,	,	PUNCT
ajema-454	638	11	c.	c.	PROPN
ajema-454	638	12	,	,	PUNCT
ajema-454	638	13	kelly	kelly	PROPN
ajema-454	638	14	,	,	PUNCT
ajema-454	638	15	s.	s.	PROPN
ajema-454	638	16	,	,	PUNCT
ajema-454	638	17	morgan	morgan	PROPN
ajema-454	638	18	,	,	PUNCT
ajema-454	638	19	j.	j.	PROPN
ajema-454	638	20	,	,	PUNCT
ajema-454	638	21	taylor	taylor	PROPN
ajema-454	638	22	,	,	PUNCT
ajema-454	638	23	l.	l.	PROPN
ajema-454	638	24	,	,	PUNCT
ajema-454	638	25	...	...	PUNCT
ajema-454	638	26	&	&	CCONJ
ajema-454	638	27	aveling	aveling	PROPN
ajema-454	638	28	,	,	PUNCT
ajema-454	638	29	e.	e.	PROPN
ajema-454	638	30	l.	l.	PROPN
ajema-454	638	31	(	(	PUNCT
ajema-454	638	32	2023	2023	NUM
ajema-454	638	33	)	)	PUNCT
ajema-454	638	34	.	.	PUNCT
ajema-454	639	1	the	the	DET
ajema-454	639	2	role	role	NOUN
ajema-454	639	3	of	of	ADP
ajema-454	639	4	small	small	ADJ
ajema-454	639	5	,	,	PUNCT
ajema-454	639	6	locally	locally	ADV
ajema-454	639	7	-	-	PUNCT
ajema-454	639	8	owned	own	VERB
ajema-454	639	9	businesses	business	NOUN
ajema-454	639	10	in	in	ADP
ajema-454	639	11	advancing	advance	VERB
ajema-454	639	12	community	community	NOUN
ajema-454	639	13	health	health	NOUN
ajema-454	639	14	and	and	CCONJ
ajema-454	639	15	health	health	NOUN
ajema-454	639	16	equity	equity	NOUN
ajema-454	639	17	:	:	PUNCT
ajema-454	639	18	a	a	DET
ajema-454	639	19	qualitative	qualitative	ADJ
ajema-454	639	20	exploration	exploration	NOUN
ajema-454	639	21	in	in	ADP
ajema-454	639	22	a	a	DET
ajema-454	639	23	historically	historically	ADV
ajema-454	639	24	black	black	ADJ
ajema-454	639	25	neighborhood	neighborhood	NOUN
ajema-454	639	26	in	in	ADP
ajema-454	639	27	the	the	DET
ajema-454	639	28	usa	usa	PROPN
ajema-454	639	29	.	.	PROPN
ajema-454	639	30	critical	critical	ADJ
ajema-454	639	31	public	public	ADJ
ajema-454	639	32	health	health	NOUN
ajema-454	639	33	,	,	PUNCT
ajema-454	639	34	33(5	33(5	NUM
ajema-454	639	35	)	)	PUNCT
ajema-454	639	36	,	,	PUNCT
ajema-454	639	37	633	633	NUM
ajema-454	639	38	-	-	SYM
ajema-454	639	39	645	645	NUM
ajema-454	639	40	.	.	NOUN
ajema-454	639	41	64	64	NUM
ajema-454	639	42	.	.	PUNCT
ajema-454	640	1	kraus	kraus	PROPN
ajema-454	640	2	,	,	PUNCT
ajema-454	640	3	s.	s.	PROPN
ajema-454	640	4	,	,	PUNCT
ajema-454	640	5	mahto	mahto	PROPN
ajema-454	640	6	,	,	PUNCT
ajema-454	640	7	r.	r.	PROPN
ajema-454	640	8	v.	v.	PROPN
ajema-454	640	9	,	,	PUNCT
ajema-454	640	10	&	&	CCONJ
ajema-454	640	11	walsh	walsh	PROPN
ajema-454	640	12	,	,	PUNCT
ajema-454	640	13	s.	s.	PROPN
ajema-454	640	14	t.	t.	PROPN
ajema-454	640	15	(	(	PUNCT
ajema-454	640	16	2023	2023	NUM
ajema-454	640	17	)	)	PUNCT
ajema-454	640	18	.	.	PUNCT
ajema-454	641	1	the	the	DET
ajema-454	641	2	importance	importance	NOUN
ajema-454	641	3	of	of	ADP
ajema-454	641	4	literature	literature	NOUN
ajema-454	641	5	reviews	review	NOUN
ajema-454	641	6	in	in	ADP
ajema-454	641	7	small	small	ADJ
ajema-454	641	8	business	business	NOUN
ajema-454	641	9	and	and	CCONJ
ajema-454	641	10	entrepreneurship	entrepreneurship	NOUN
ajema-454	641	11	research	research	NOUN
ajema-454	641	12	.	.	PUNCT
ajema-454	642	1	journal	journal	NOUN
ajema-454	642	2	of	of	ADP
ajema-454	642	3	small	small	ADJ
ajema-454	642	4	business	business	NOUN
ajema-454	642	5	management	management	NOUN
ajema-454	642	6	,	,	PUNCT
ajema-454	642	7	61(3	61(3	NUM
ajema-454	642	8	)	)	PUNCT
ajema-454	642	9	,	,	PUNCT
ajema-454	642	10	10951106	10951106	NUM
ajema-454	642	11	.	.	PUNCT
ajema-454	643	1	65	65	NUM
ajema-454	643	2	.	.	PUNCT
ajema-454	643	3	dataset	dataset	PROPN
ajema-454	643	4	link	link	PROPN
ajema-454	643	5	:	:	PUNCT
ajema-454	643	6	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data	NOUN