id	sid	tid	token	lemma	pos
biht-436	1	1	1	1	X
biht-436	1	2	(	(	PUNCT
biht-436	1	3	page	page	NOUN
biht-436	1	4	number	number	NOUN
biht-436	1	5	not	not	PART
biht-436	1	6	for	for	ADP
biht-436	1	7	citation	citation	NOUN
biht-436	1	8	purpose	purpose	NOUN
biht-436	1	9	)	)	PUNCT
biht-436	1	10	blockchain	blockchain	PROPN
biht-436	1	11	in	in	ADP
biht-436	1	12	healthcare	healthcare	PROPN
biht-436	1	13	today	today	NOUN
biht-436	1	14	issn	issn	PROPN
biht-436	1	15	2573	2573	NUM
biht-436	1	16	-	-	SYM
biht-436	1	17	8240	8240	NUM
biht-436	1	18	original	original	ADJ
biht-436	1	19	research	research	NOUN
biht-436	1	20	optimization	optimization	NOUN
biht-436	1	21	of	of	ADP
biht-436	1	22	health	health	NOUN
biht-436	1	23	service	service	NOUN
biht-436	1	24	utilization	utilization	NOUN
biht-436	1	25	among	among	ADP
biht-436	1	26	elderly	elderly	ADJ
biht-436	1	27	people	people	NOUN
biht-436	1	28	with	with	ADP
biht-436	1	29	chronic	chronic	ADJ
biht-436	1	30	diseases	disease	NOUN
biht-436	1	31	in	in	ADP
biht-436	1	32	rural	rural	ADJ
biht-436	1	33	ethnic	ethnic	ADJ
biht-436	1	34	minorities	minority	NOUN
biht-436	1	35	in	in	ADP
biht-436	1	36	northwest	northwest	PROPN
biht-436	1	37	yunnan	yunnan	PROPN
biht-436	1	38	using	use	VERB
biht-436	1	39	graph	graph	NOUN
biht-436	1	40	neural	neural	ADJ
biht-436	1	41	networks	network	NOUN
biht-436	1	42	jing	jing	PROPN
biht-436	1	43	zhang	zhang	PROPN
biht-436	1	44	,	,	PUNCT
biht-436	1	45	md	md	PROPN
biht-436	1	46	and	and	CCONJ
biht-436	1	47	haitao	haitao	PROPN
biht-436	1	48	fan	fan	PROPN
biht-436	1	49	,	,	PUNCT
biht-436	1	50	md	md	PROPN
biht-436	1	51	school	school	PROPN
biht-436	1	52	of	of	ADP
biht-436	1	53	health	health	PROPN
biht-436	1	54	and	and	CCONJ
biht-436	1	55	wellness	wellness	NOUN
biht-436	1	56	,	,	PUNCT
biht-436	1	57	yunnan	yunnan	PROPN
biht-436	1	58	technology	technology	NOUN
biht-436	1	59	and	and	CCONJ
biht-436	1	60	business	business	NOUN
biht-436	1	61	,	,	PUNCT
biht-436	1	62	university	university	NOUN
biht-436	1	63	,	,	PUNCT
biht-436	1	64	kunming	kunming	PROPN
biht-436	1	65	city	city	PROPN
biht-436	1	66	,	,	PUNCT
biht-436	1	67	china	china	PROPN
biht-436	1	68	corresponding	corresponding	PROPN
biht-436	1	69	author	author	NOUN
biht-436	1	70	:	:	PUNCT
biht-436	1	71	jing	jing	PROPN
biht-436	1	72	zhang	zhang	PROPN
biht-436	1	73	,	,	PUNCT
biht-436	1	74	email	email	NOUN
biht-436	1	75	:	:	PUNCT
biht-436	1	76	yngs_1591249@hotmail.com	yngs_1591249@hotmail.com	PROPN
biht-436	1	77	doi	doi	NOUN
biht-436	1	78	:	:	PUNCT
biht-436	1	79	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	1	80	keywords	keyword	NOUN
biht-436	1	81	:	:	PUNCT
biht-436	1	82	ethnic	ethnic	ADJ
biht-436	1	83	minority	minority	NOUN
biht-436	1	84	areas	area	NOUN
biht-436	1	85	,	,	PUNCT
biht-436	1	86	health	health	NOUN
biht-436	1	87	service	service	NOUN
biht-436	1	88	utilization	utilization	NOUN
biht-436	1	89	,	,	PUNCT
biht-436	1	90	multimorbidity	multimorbidity	NOUN
biht-436	1	91	elderly	elderly	ADJ
biht-436	1	92	,	,	PUNCT
biht-436	1	93	service	service	NOUN
biht-436	1	94	path	path	NOUN
biht-436	1	95	optimization	optimization	NOUN
biht-436	1	96	abstract	abstract	ADJ
biht-436	1	97	background	background	NOUN
biht-436	1	98	:	:	PUNCT
biht-436	1	99	the	the	DET
biht-436	1	100	demand	demand	NOUN
biht-436	1	101	for	for	ADP
biht-436	1	102	health	health	NOUN
biht-436	1	103	services	service	NOUN
biht-436	1	104	among	among	ADP
biht-436	1	105	elderly	elderly	ADJ
biht-436	1	106	patients	patient	NOUN
biht-436	1	107	with	with	ADP
biht-436	1	108	chronic	chronic	ADJ
biht-436	1	109	diseases	disease	NOUN
biht-436	1	110	in	in	ADP
biht-436	1	111	rural	rural	ADJ
biht-436	1	112	ethnic	ethnic	ADJ
biht-436	1	113	minority	minority	NOUN
biht-436	1	114	areas	area	NOUN
biht-436	1	115	of	of	ADP
biht-436	1	116	northwest	northwest	PROPN
biht-436	1	117	yunnan	yunnan	PROPN
biht-436	1	118	is	be	AUX
biht-436	1	119	increasing	increase	VERB
biht-436	1	120	.	.	PUNCT
biht-436	2	1	yet	yet	ADV
biht-436	2	2	,	,	PUNCT
biht-436	2	3	service	service	NOUN
biht-436	2	4	utilization	utilization	NOUN
biht-436	2	5	remains	remain	VERB
biht-436	2	6	imbalanced	imbalanced	ADJ
biht-436	2	7	.	.	PUNCT
biht-436	3	1	existing	exist	VERB
biht-436	3	2	studies	study	NOUN
biht-436	3	3	mainly	mainly	ADV
biht-436	3	4	focus	focus	VERB
biht-436	3	5	on	on	ADP
biht-436	3	6	disease	disease	NOUN
biht-436	3	7	combinations	combination	NOUN
biht-436	3	8	,	,	PUNCT
biht-436	3	9	overlooking	overlook	VERB
biht-436	3	10	temporal	temporal	ADJ
biht-436	3	11	and	and	CCONJ
biht-436	3	12	spatial	spatial	ADJ
biht-436	3	13	variations	variation	NOUN
biht-436	3	14	in	in	ADP
biht-436	3	15	medical	medical	ADJ
biht-436	3	16	behavior	behavior	NOUN
biht-436	3	17	.	.	PUNCT
biht-436	4	1	methods	method	NOUN
biht-436	4	2	:	:	PUNCT
biht-436	4	3	this	this	DET
biht-436	4	4	study	study	NOUN
biht-436	4	5	applies	apply	VERB
biht-436	4	6	graph	graph	NOUN
biht-436	4	7	neural	neural	ADJ
biht-436	4	8	networks	network	NOUN
biht-436	4	9	to	to	PART
biht-436	4	10	construct	construct	VERB
biht-436	4	11	a	a	DET
biht-436	4	12	heterogeneous	heterogeneous	ADJ
biht-436	4	13	graph	graph	NOUN
biht-436	4	14	integrating	integrate	VERB
biht-436	4	15	patients	patient	NOUN
biht-436	4	16	,	,	PUNCT
biht-436	4	17	medical	medical	ADJ
biht-436	4	18	institutions	institution	NOUN
biht-436	4	19	,	,	PUNCT
biht-436	4	20	and	and	CCONJ
biht-436	4	21	geographic	geographic	ADJ
biht-436	4	22	units	unit	NOUN
biht-436	4	23	,	,	PUNCT
biht-436	4	24	modeling	model	VERB
biht-436	4	25	dynamic	dynamic	ADJ
biht-436	4	26	service	service	NOUN
biht-436	4	27	paths	path	NOUN
biht-436	4	28	to	to	PART
biht-436	4	29	identify	identify	VERB
biht-436	4	30	high	high	ADJ
biht-436	4	31	-	-	PUNCT
biht-436	4	32	frequency	frequency	NOUN
biht-436	4	33	and	and	CCONJ
biht-436	4	34	potentially	potentially	ADV
biht-436	4	35	lost	lose	VERB
biht-436	4	36	-	-	PUNCT
biht-436	4	37	contact	contact	NOUN
biht-436	4	38	patients	patient	NOUN
biht-436	4	39	.	.	PUNCT
biht-436	5	1	using	use	VERB
biht-436	5	2	a	a	DET
biht-436	5	3	heterogeneous	heterogeneous	ADJ
biht-436	5	4	graph	graph	NOUN
biht-436	5	5	attention	attention	NOUN
biht-436	5	6	network	network	NOUN
biht-436	5	7	for	for	ADP
biht-436	5	8	feature	feature	NOUN
biht-436	5	9	embedding	embed	VERB
biht-436	5	10	and	and	CCONJ
biht-436	5	11	a	a	DET
biht-436	5	12	graph	graph	NOUN
biht-436	5	13	attention	attention	NOUN
biht-436	5	14	network	network	NOUN
biht-436	5	15	classifier	classifier	NOUN
biht-436	5	16	,	,	PUNCT
biht-436	5	17	the	the	DET
biht-436	5	18	model	model	NOUN
biht-436	5	19	captures	capture	VERB
biht-436	5	20	behavioral	behavioral	ADJ
biht-436	5	21	similarity	similarity	NOUN
biht-436	5	22	and	and	CCONJ
biht-436	5	23	service	service	NOUN
biht-436	5	24	path	path	NOUN
biht-436	5	25	patterns	pattern	NOUN
biht-436	5	26	.	.	PUNCT
biht-436	6	1	geographic	geographic	ADJ
biht-436	6	2	and	and	CCONJ
biht-436	6	3	social	social	ADJ
biht-436	6	4	variables	variable	NOUN
biht-436	6	5	such	such	ADJ
biht-436	6	6	as	as	ADP
biht-436	6	7	ethnicity	ethnicity	NOUN
biht-436	6	8	,	,	PUNCT
biht-436	6	9	terrain	terrain	NOUN
biht-436	6	10	,	,	PUNCT
biht-436	6	11	and	and	CCONJ
biht-436	6	12	road	road	NOUN
biht-436	6	13	accessibility	accessibility	NOUN
biht-436	6	14	further	far	ADV
biht-436	6	15	enhance	enhance	VERB
biht-436	6	16	sensitivity	sensitivity	NOUN
biht-436	6	17	to	to	ADP
biht-436	6	18	regional	regional	ADJ
biht-436	6	19	disparities	disparity	NOUN
biht-436	6	20	.	.	PUNCT
biht-436	7	1	based	base	VERB
biht-436	7	2	on	on	ADP
biht-436	7	3	node	node	ADJ
biht-436	7	4	centrality	centrality	NOUN
biht-436	7	5	and	and	CCONJ
biht-436	7	6	path	path	NOUN
biht-436	7	7	distribution	distribution	NOUN
biht-436	7	8	,	,	PUNCT
biht-436	7	9	targeted	target	VERB
biht-436	7	10	service	service	NOUN
biht-436	7	11	optimization	optimization	NOUN
biht-436	7	12	strategies	strategy	NOUN
biht-436	7	13	—	—	PUNCT
biht-436	7	14	such	such	ADJ
biht-436	7	15	as	as	ADP
biht-436	7	16	mobile	mobile	ADJ
biht-436	7	17	medical	medical	ADJ
biht-436	7	18	points	point	NOUN
biht-436	7	19	and	and	CCONJ
biht-436	7	20	cross	cross	ADJ
biht-436	7	21	-	-	ADJ
biht-436	7	22	regional	regional	ADJ
biht-436	7	23	collaboration	collaboration	NOUN
biht-436	7	24	nodes	node	NOUN
biht-436	7	25	—	—	PUNCT
biht-436	7	26	are	be	AUX
biht-436	7	27	proposed	propose	VERB
biht-436	7	28	for	for	ADP
biht-436	7	29	resource	resource	NOUN
biht-436	7	30	allocation	allocation	NOUN
biht-436	7	31	.	.	PUNCT
biht-436	8	1	results	result	NOUN
biht-436	8	2	:	:	PUNCT
biht-436	8	3	experimental	experimental	ADJ
biht-436	8	4	results	result	NOUN
biht-436	8	5	reveal	reveal	VERB
biht-436	8	6	marked	mark	VERB
biht-436	8	7	spatial	spatial	ADJ
biht-436	8	8	and	and	CCONJ
biht-436	8	9	structural	structural	ADJ
biht-436	8	10	disparities	disparity	NOUN
biht-436	8	11	:	:	PUNCT
biht-436	8	12	diqing	diqe	VERB
biht-436	8	13	prefecture	prefecture	NOUN
biht-436	8	14	shows	show	VERB
biht-436	8	15	an	an	DET
biht-436	8	16	accessibility	accessibility	NOUN
biht-436	8	17	index	index	NOUN
biht-436	8	18	of	of	ADP
biht-436	8	19	68	68	NUM
biht-436	8	20	min	min	NOUN
biht-436	8	21	versus	versus	ADP
biht-436	8	22	29	29	NUM
biht-436	8	23	min	min	PROPN
biht-436	8	24	in	in	ADP
biht-436	8	25	dali	dali	PROPN
biht-436	8	26	;	;	PUNCT
biht-436	8	27	multimorbidity	multimorbidity	NOUN
biht-436	8	28	(	(	PUNCT
biht-436	8	29	3	3	NUM
biht-436	8	30	+	+	NOUN
biht-436	8	31	)	)	PUNCT
biht-436	8	32	groups	group	NOUN
biht-436	8	33	have	have	VERB
biht-436	8	34	a	a	DET
biht-436	8	35	68.6	68.6	NUM
biht-436	8	36	%	%	NOUN
biht-436	8	37	matching	matching	NOUN
biht-436	8	38	rate	rate	NOUN
biht-436	8	39	but	but	CCONJ
biht-436	8	40	a	a	DET
biht-436	8	41	1.138	1.138	NUM
biht-436	8	42	utilization	utilization	NOUN
biht-436	8	43	rate	rate	NOUN
biht-436	8	44	,	,	PUNCT
biht-436	8	45	indicating	indicate	VERB
biht-436	8	46	resource	resource	NOUN
biht-436	8	47	imbalance	imbalance	NOUN
biht-436	8	48	;	;	PUNCT
biht-436	8	49	and	and	CCONJ
biht-436	8	50	mountain	mountain	NOUN
biht-436	8	51	unit	unit	NOUN
biht-436	8	52	g18	g18	PROPN
biht-436	8	53	’s	’s	PART
biht-436	8	54	coverage	coverage	NOUN
biht-436	8	55	index	index	NOUN
biht-436	8	56	is	be	AUX
biht-436	8	57	only	only	ADV
biht-436	8	58	0.31	0.31	NUM
biht-436	8	59	.	.	PUNCT
biht-436	9	1	conclusion	conclusion	NOUN
biht-436	9	2	:	:	PUNCT
biht-436	9	3	the	the	DET
biht-436	9	4	proposed	propose	VERB
biht-436	9	5	model	model	NOUN
biht-436	9	6	achieves	achieve	VERB
biht-436	9	7	a	a	DET
biht-436	9	8	macro	macro	NOUN
biht-436	9	9	-	-	NOUN
biht-436	9	10	f1	f1	NOUN
biht-436	9	11	of	of	ADP
biht-436	9	12	0.83	0.83	NUM
biht-436	9	13	,	,	PUNCT
biht-436	9	14	outperforming	outperform	VERB
biht-436	9	15	xgboost	xgboost	X
biht-436	10	1	(	(	PUNCT
biht-436	10	2	0.76	0.76	NUM
biht-436	10	3	)	)	PUNCT
biht-436	10	4	,	,	PUNCT
biht-436	10	5	effectively	effectively	ADV
biht-436	10	6	identifying	identify	VERB
biht-436	10	7	high	high	ADJ
biht-436	10	8	-	-	PUNCT
biht-436	10	9	risk	risk	NOUN
biht-436	10	10	groups	group	NOUN
biht-436	10	11	,	,	PUNCT
biht-436	10	12	locating	locate	VERB
biht-436	10	13	service	service	NOUN
biht-436	10	14	bottlenecks	bottleneck	NOUN
biht-436	10	15	,	,	PUNCT
biht-436	10	16	and	and	CCONJ
biht-436	10	17	supporting	support	VERB
biht-436	10	18	precise	precise	ADJ
biht-436	10	19	health	health	NOUN
biht-436	10	20	resource	resource	NOUN
biht-436	10	21	optimization	optimization	NOUN
biht-436	10	22	.	.	PUNCT
biht-436	11	1	submitted	submit	VERB
biht-436	11	2	:	:	PUNCT
biht-436	11	3	july	july	PROPN
biht-436	11	4	31	31	NUM
biht-436	11	5	,	,	PUNCT
biht-436	11	6	2025	2025	NUM
biht-436	11	7	;	;	PUNCT
biht-436	11	8	accepted	accept	VERB
biht-436	11	9	:	:	PUNCT
biht-436	11	10	november	november	PROPN
biht-436	11	11	4	4	NUM
biht-436	11	12	,	,	PUNCT
biht-436	11	13	2025	2025	NUM
biht-436	11	14	;	;	PUNCT
biht-436	11	15	published	publish	VERB
biht-436	11	16	:	:	PUNCT
biht-436	11	17	december	december	PROPN
biht-436	11	18	15	15	NUM
biht-436	11	19	,	,	PUNCT
biht-436	11	20	2025	2025	NUM
biht-436	11	21	as	as	ADP
biht-436	11	22	the	the	DET
biht-436	11	23	growth	growth	NOUN
biht-436	11	24	of	of	ADP
biht-436	11	25	an	an	DET
biht-436	11	26	aging	age	VERB
biht-436	11	27	population	population	NOUN
biht-436	11	28	intensifies	intensifie	NOUN
biht-436	11	29	,	,	PUNCT
biht-436	11	30	chronic	chronic	ADJ
biht-436	11	31	diseases	disease	NOUN
biht-436	11	32	—	—	PUNCT
biht-436	11	33	especially	especially	ADV
biht-436	11	34	multimorbidity	multimorbidity	NOUN
biht-436	11	35	—	—	PUNCT
biht-436	11	36	have	have	AUX
biht-436	11	37	become	become	VERB
biht-436	11	38	the	the	DET
biht-436	11	39	major	major	ADJ
biht-436	11	40	health	health	NOUN
biht-436	11	41	burden	burden	NOUN
biht-436	11	42	among	among	ADP
biht-436	11	43	the	the	DET
biht-436	11	44	elderly	elderly	ADJ
biht-436	11	45	.	.	PUNCT
biht-436	12	1	according	accord	VERB
biht-436	12	2	to	to	ADP
biht-436	12	3	the	the	DET
biht-436	12	4	report	report	NOUN
biht-436	12	5	on	on	ADP
biht-436	12	6	the	the	DET
biht-436	12	7	nutrition	nutrition	NOUN
biht-436	12	8	and	and	CCONJ
biht-436	12	9	chronic	chronic	ADJ
biht-436	12	10	disease	disease	NOUN
biht-436	12	11	status	status	NOUN
biht-436	12	12	of	of	ADP
biht-436	12	13	chinese	chinese	ADJ
biht-436	12	14	residents	resident	NOUN
biht-436	12	15	(	(	PUNCT
biht-436	12	16	national	national	PROPN
biht-436	12	17	health	health	PROPN
biht-436	12	18	commission	commission	PROPN
biht-436	12	19	,	,	PUNCT
biht-436	12	20	2020	2020	NUM
biht-436	12	21	)	)	PUNCT
biht-436	12	22	,	,	PUNCT
biht-436	12	23	coexisting	coexist	VERB
biht-436	12	24	chronic	chronic	ADJ
biht-436	12	25	diseases	disease	NOUN
biht-436	12	26	not	not	PART
biht-436	12	27	only	only	ADV
biht-436	12	28	increase	increase	VERB
biht-436	12	29	health	health	NOUN
biht-436	12	30	risks	risk	NOUN
biht-436	12	31	but	but	CCONJ
biht-436	12	32	also	also	ADV
biht-436	12	33	place	place	VERB
biht-436	12	34	greater	great	ADJ
biht-436	12	35	pressure	pressure	NOUN
biht-436	12	36	on	on	ADP
biht-436	12	37	the	the	DET
biht-436	12	38	healthcare	healthcare	NOUN
biht-436	12	39	system.1,2	system.1,2	ADJ
biht-436	12	40	patients	patient	NOUN
biht-436	12	41	with	with	ADP
biht-436	12	42	multimorbidity	multimorbidity	NOUN
biht-436	12	43	often	often	ADV
biht-436	12	44	experience	experience	VERB
biht-436	12	45	poor	poor	ADJ
biht-436	12	46	treatment	treatment	NOUN
biht-436	12	47	continuity	continuity	NOUN
biht-436	12	48	and	and	CCONJ
biht-436	12	49	fragmented	fragmented	ADJ
biht-436	12	50	service	service	NOUN
biht-436	12	51	pathways	pathway	NOUN
biht-436	12	52	,	,	PUNCT
biht-436	12	53	challenging	challenge	VERB
biht-436	12	54	the	the	DET
biht-436	12	55	coordination	coordination	NOUN
biht-436	12	56	of	of	ADP
biht-436	12	57	primary	primary	ADJ
biht-436	12	58	care	care	NOUN
biht-436	12	59	.	.	PUNCT
biht-436	13	1	in	in	ADP
biht-436	13	2	rural	rural	ADJ
biht-436	13	3	china	china	PROPN
biht-436	13	4	,	,	PUNCT
biht-436	13	5	where	where	SCONJ
biht-436	13	6	the	the	DET
biht-436	13	7	elderly	elderly	ADJ
biht-436	13	8	population	population	NOUN
biht-436	13	9	is	be	AUX
biht-436	13	10	large	large	ADJ
biht-436	13	11	and	and	CCONJ
biht-436	13	12	rapidly	rapidly	ADV
biht-436	13	13	growing	grow	VERB
biht-436	13	14	,	,	PUNCT
biht-436	13	15	limited	limited	ADJ
biht-436	13	16	resources	resource	NOUN
biht-436	13	17	,	,	PUNCT
biht-436	13	18	inconvenient	inconvenient	ADJ
biht-436	13	19	transportation	transportation	NOUN
biht-436	13	20	,	,	PUNCT
biht-436	13	21	and	and	CCONJ
biht-436	13	22	low	low	ADJ
biht-436	13	23	service	service	NOUN
biht-436	13	24	accessibility	accessibility	NOUN
biht-436	13	25	exacerbate	exacerbate	VERB
biht-436	13	26	service	service	NOUN
biht-436	13	27	mismatches	mismatch	NOUN
biht-436	13	28	and	and	CCONJ
biht-436	13	29	health	health	NOUN
biht-436	13	30	risks.3–6	risks.3–6	PROPN
biht-436	13	31	northwest	northwest	PROPN
biht-436	13	32	yunnan	yunnan	PROPN
biht-436	13	33	(	(	PUNCT
biht-436	13	34	figure	figure	PROPN
biht-436	13	35	1)—comprising	1)—comprising	PROPN
biht-436	13	36	dali	dali	PROPN
biht-436	13	37	,	,	PUNCT
biht-436	13	38	lijiang	lijiang	PROPN
biht-436	13	39	,	,	PUNCT
biht-436	13	40	diqing	diqing	NOUN
biht-436	13	41	,	,	PUNCT
biht-436	13	42	and	and	CCONJ
biht-436	13	43	nujiang	nujiang	PROPN
biht-436	13	44	—	—	PUNCT
biht-436	13	45	features	feature	VERB
biht-436	13	46	complex	complex	ADJ
biht-436	13	47	terrain	terrain	NOUN
biht-436	13	48	,	,	PUNCT
biht-436	13	49	ethnic	ethnic	ADJ
biht-436	13	50	diversity	diversity	NOUN
biht-436	13	51	,	,	PUNCT
biht-436	13	52	and	and	CCONJ
biht-436	13	53	an	an	DET
biht-436	13	54	underdeveloped	underdeveloped	ADJ
biht-436	13	55	healthcare	healthcare	NOUN
biht-436	13	56	system	system	NOUN
biht-436	13	57	,	,	PUNCT
biht-436	13	58	leading	lead	VERB
biht-436	13	59	to	to	ADP
biht-436	13	60	a	a	DET
biht-436	13	61	high	high	ADJ
biht-436	13	62	prevalence	prevalence	NOUN
biht-436	13	63	of	of	ADP
biht-436	13	64	chronic	chronic	ADJ
biht-436	13	65	comorbidity	comorbidity	NOUN
biht-436	13	66	.	.	PUNCT
biht-436	14	1	existing	exist	VERB
biht-436	14	2	studies	study	NOUN
biht-436	14	3	remain	remain	VERB
biht-436	14	4	largely	largely	ADV
biht-436	14	5	static	static	ADJ
biht-436	14	6	and	and	CCONJ
biht-436	14	7	lack	lack	VERB
biht-436	14	8	systematic	systematic	ADJ
biht-436	14	9	modeling	modeling	NOUN
biht-436	14	10	of	of	ADP
biht-436	14	11	service	service	NOUN
biht-436	14	12	paths	path	NOUN
biht-436	14	13	and	and	CCONJ
biht-436	14	14	behavioral	behavioral	ADJ
biht-436	14	15	heterogeneity.7,8	heterogeneity.7,8	PROPN
biht-436	14	16	therefore	therefore	ADV
biht-436	14	17	,	,	PUNCT
biht-436	14	18	new	new	ADJ
biht-436	14	19	approaches	approach	NOUN
biht-436	14	20	integrating	integrate	VERB
biht-436	14	21	behavioral	behavioral	ADJ
biht-436	14	22	pattern	pattern	NOUN
biht-436	14	23	mining	mining	NOUN
biht-436	14	24	and	and	CCONJ
biht-436	14	25	spatial	spatial	ADJ
biht-436	14	26	network	network	NOUN
biht-436	14	27	analysis	analysis	NOUN
biht-436	14	28	are	be	AUX
biht-436	14	29	urgently	urgently	ADV
biht-436	14	30	needed	need	VERB
biht-436	14	31	to	to	PART
biht-436	14	32	identify	identify	VERB
biht-436	14	33	high	high	ADJ
biht-436	14	34	-	-	PUNCT
biht-436	14	35	risk	risk	NOUN
biht-436	14	36	groups	group	NOUN
biht-436	14	37	,	,	PUNCT
biht-436	14	38	locate	locate	ADJ
biht-436	14	39	bottlenecks	bottleneck	NOUN
biht-436	14	40	,	,	PUNCT
biht-436	14	41	and	and	CCONJ
biht-436	14	42	optimize	optimize	VERB
biht-436	14	43	health	health	NOUN
biht-436	14	44	resource	resource	NOUN
biht-436	14	45	allocation	allocation	NOUN
biht-436	14	46	for	for	ADP
biht-436	14	47	improved	improved	ADJ
biht-436	14	48	equity	equity	NOUN
biht-436	14	49	and	and	CCONJ
biht-436	14	50	efficiency	efficiency	NOUN
biht-436	14	51	.	.	PUNCT
biht-436	15	1	with	with	ADP
biht-436	15	2	the	the	DET
biht-436	15	3	development	development	NOUN
biht-436	15	4	of	of	ADP
biht-436	15	5	society	society	NOUN
biht-436	15	6	,	,	PUNCT
biht-436	15	7	research	research	NOUN
biht-436	15	8	on	on	ADP
biht-436	15	9	chronic	chronic	ADJ
biht-436	15	10	disease	disease	NOUN
biht-436	15	11	comorbidity	comorbidity	NOUN
biht-436	15	12	has	have	AUX
biht-436	15	13	increased	increase	VERB
biht-436	15	14	,	,	PUNCT
biht-436	15	15	especially	especially	ADV
biht-436	15	16	in	in	ADP
biht-436	15	17	the	the	DET
biht-436	15	18	areas	area	NOUN
biht-436	15	19	of	of	ADP
biht-436	15	20	epidemiological	epidemiological	ADJ
biht-436	15	21	statistics	statistic	NOUN
biht-436	15	22	,	,	PUNCT
biht-436	15	23	disease	disease	NOUN
biht-436	15	24	combination	combination	NOUN
biht-436	15	25	patterns	pattern	NOUN
biht-436	15	26	,	,	PUNCT
biht-436	15	27	and	and	CCONJ
biht-436	15	28	factors	factor	NOUN
biht-436	15	29	affecting	affect	VERB
biht-436	15	30	medical	medical	ADJ
biht-436	15	31	behavior.9,10	behavior.9,10	NOUN
biht-436	15	32	however	however	ADV
biht-436	15	33	,	,	PUNCT
biht-436	15	34	there	there	PRON
biht-436	15	35	are	be	VERB
biht-436	15	36	two	two	NUM
biht-436	15	37	significant	significant	ADJ
biht-436	15	38	limitations	limitation	NOUN
biht-436	15	39	in	in	ADP
biht-436	15	40	the	the	DET
biht-436	15	41	reported	report	VERB
biht-436	15	42	results	result	NOUN
biht-436	15	43	of	of	ADP
biht-436	15	44	https://orcid.org/0009-0004-7819-3073	https://orcid.org/0009-0004-7819-3073	DET
biht-436	15	45	https://orcid.org/0009-0003-4277-9526	https://orcid.org/0009-0003-4277-9526	NOUN
biht-436	15	46	mailto:yngs_1591249@hotmail.com	mailto:yngs_1591249@hotmail.com	X
biht-436	16	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	16	2	citation	citation	NOUN
biht-436	16	3	:	:	PUNCT
biht-436	17	1	blockchain	blockchain	NOUN
biht-436	17	2	in	in	ADP
biht-436	17	3	healthcare	healthcare	NOUN
biht-436	17	4	today	today	NOUN
biht-436	17	5	2025	2025	NUM
biht-436	17	6	,	,	PUNCT
biht-436	17	7	8	8	NUM
biht-436	17	8	:	:	SYM
biht-436	17	9	436	436	NUM
biht-436	17	10	https://doi.org/10.30953/bhty.v8.4362	https://doi.org/10.30953/bhty.v8.4362	PROPN
biht-436	17	11	(	(	PUNCT
biht-436	17	12	page	page	NOUN
biht-436	17	13	number	number	NOUN
biht-436	17	14	not	not	PART
biht-436	17	15	for	for	ADP
biht-436	17	16	citation	citation	NOUN
biht-436	17	17	purpose	purpose	NOUN
biht-436	17	18	)	)	PUNCT
biht-436	18	1	jing	jing	PROPN
biht-436	18	2	zhang	zhang	PROPN
biht-436	18	3	and	and	CCONJ
biht-436	18	4	haitao	haitao	PROPN
biht-436	18	5	fan	fan	PROPN
biht-436	18	6	research	research	PROPN
biht-436	18	7	.	.	PUNCT
biht-436	19	1	first	first	ADV
biht-436	19	2	,	,	PUNCT
biht-436	19	3	comorbidity	comorbidity	NOUN
biht-436	19	4	analysis	analysis	NOUN
biht-436	19	5	focuses	focus	VERB
biht-436	19	6	on	on	ADP
biht-436	19	7	the	the	DET
biht-436	19	8	types	type	NOUN
biht-436	19	9	of	of	ADP
biht-436	19	10	elderly	elderly	ADJ
biht-436	19	11	diseases	disease	NOUN
biht-436	19	12	themselves	themselves	PRON
biht-436	19	13	and	and	CCONJ
biht-436	19	14	often	often	ADV
biht-436	19	15	uses	use	VERB
biht-436	19	16	co	co	ADJ
biht-436	19	17	-	-	NOUN
biht-436	19	18	occurrence	occurrence	ADJ
biht-436	19	19	frequency	frequency	NOUN
biht-436	19	20	or	or	CCONJ
biht-436	19	21	cluster	cluster	NOUN
biht-436	19	22	analysis	analysis	NOUN
biht-436	19	23	to	to	PART
biht-436	19	24	divide	divide	VERB
biht-436	19	25	comorbidity	comorbidity	NOUN
biht-436	19	26	patterns.11,12	patterns.11,12	NOUN
biht-436	19	27	this	this	PRON
biht-436	19	28	ignores	ignore	VERB
biht-436	19	29	the	the	DET
biht-436	19	30	characteristics	characteristic	NOUN
biht-436	19	31	of	of	ADP
biht-436	19	32	patients	patient	NOUN
biht-436	19	33	’	'	PUNCT
biht-436	19	34	medical	medical	ADJ
biht-436	19	35	behavior	behavior	NOUN
biht-436	19	36	in	in	ADP
biht-436	19	37	the	the	DET
biht-436	19	38	time	time	NOUN
biht-436	19	39	dimension	dimension	NOUN
biht-436	19	40	,	,	PUNCT
biht-436	19	41	such	such	ADJ
biht-436	19	42	as	as	ADP
biht-436	19	43	frequency	frequency	NOUN
biht-436	19	44	of	of	ADP
biht-436	19	45	visits	visit	NOUN
biht-436	19	46	,	,	PUNCT
biht-436	19	47	intervals	interval	NOUN
biht-436	19	48	,	,	PUNCT
biht-436	19	49	referral	referral	ADJ
biht-436	19	50	trajectories	trajectory	NOUN
biht-436	19	51	,	,	PUNCT
biht-436	19	52	and	and	CCONJ
biht-436	19	53	other	other	ADJ
biht-436	19	54	temporal	temporal	ADJ
biht-436	19	55	factors	factor	NOUN
biht-436	19	56	.	.	PUNCT
biht-436	20	1	second	second	ADJ
biht-436	20	2	,	,	PUNCT
biht-436	20	3	there	there	PRON
biht-436	20	4	is	be	VERB
biht-436	20	5	a	a	DET
biht-436	20	6	lack	lack	NOUN
biht-436	20	7	of	of	ADP
biht-436	20	8	systematic	systematic	ADJ
biht-436	20	9	modeling	modeling	NOUN
biht-436	20	10	of	of	ADP
biht-436	20	11	social	social	ADJ
biht-436	20	12	structural	structural	ADJ
biht-436	20	13	variables	variable	NOUN
biht-436	20	14	that	that	PRON
biht-436	20	15	affect	affect	VERB
biht-436	20	16	service	service	NOUN
biht-436	20	17	utilization	utilization	NOUN
biht-436	20	18	.	.	PUNCT
biht-436	21	1	the	the	DET
biht-436	21	2	spatial	spatial	ADJ
biht-436	21	3	interaction	interaction	NOUN
biht-436	21	4	relationship	relationship	NOUN
biht-436	21	5	between	between	ADP
biht-436	21	6	geographical	geographical	ADJ
biht-436	21	7	location	location	NOUN
biht-436	21	8	,	,	PUNCT
biht-436	21	9	traffic	traffic	NOUN
biht-436	21	10	accessibility	accessibility	NOUN
biht-436	21	11	,	,	PUNCT
biht-436	21	12	and	and	CCONJ
biht-436	21	13	medical	medical	ADJ
biht-436	21	14	institution	institution	NOUN
biht-436	21	15	networks	network	NOUN
biht-436	21	16	is	be	AUX
biht-436	21	17	often	often	ADV
biht-436	21	18	simplified.13,14	simplified.13,14	ADV
biht-436	21	19	this	this	PRON
biht-436	21	20	fails	fail	VERB
biht-436	21	21	to	to	PART
biht-436	21	22	explain	explain	VERB
biht-436	21	23	the	the	DET
biht-436	21	24	structural	structural	ADJ
biht-436	21	25	constraints	constraint	NOUN
biht-436	21	26	behind	behind	ADP
biht-436	21	27	service	service	NOUN
biht-436	21	28	accessibility	accessibility	NOUN
biht-436	21	29	.	.	PUNCT
biht-436	22	1	therefore	therefore	ADV
biht-436	22	2	,	,	PUNCT
biht-436	22	3	when	when	SCONJ
biht-436	22	4	dealing	deal	VERB
biht-436	22	5	with	with	ADP
biht-436	22	6	a	a	DET
biht-436	22	7	geographically	geographically	ADV
biht-436	22	8	closed	closed	ADJ
biht-436	22	9	region	region	NOUN
biht-436	22	10	like	like	ADP
biht-436	22	11	northwest	northwest	PROPN
biht-436	22	12	yunnan	yunnan	PROPN
biht-436	22	13	,	,	PUNCT
biht-436	22	14	which	which	PRON
biht-436	22	15	has	have	VERB
biht-436	22	16	significant	significant	ADJ
biht-436	22	17	differences	difference	NOUN
biht-436	22	18	in	in	ADP
biht-436	22	19	ethnicity	ethnicity	NOUN
biht-436	22	20	,	,	PUNCT
biht-436	22	21	traditional	traditional	ADJ
biht-436	22	22	methods	method	NOUN
biht-436	22	23	struggle	struggle	VERB
biht-436	22	24	to	to	PART
biht-436	22	25	fully	fully	ADV
biht-436	22	26	characterize	characterize	VERB
biht-436	22	27	the	the	DET
biht-436	22	28	complex	complex	ADJ
biht-436	22	29	relationship	relationship	NOUN
biht-436	22	30	between	between	ADP
biht-436	22	31	individuals	individual	NOUN
biht-436	22	32	and	and	CCONJ
biht-436	22	33	systems	system	NOUN
biht-436	22	34	.	.	PUNCT
biht-436	23	1	most	most	ADV
biht-436	23	2	related	relate	VERB
biht-436	23	3	studies	study	NOUN
biht-436	23	4	are	be	AUX
biht-436	23	5	based	base	VERB
biht-436	23	6	on	on	ADP
biht-436	23	7	questionnaire	questionnaire	NOUN
biht-436	23	8	surveys	survey	NOUN
biht-436	23	9	or	or	CCONJ
biht-436	23	10	health	health	NOUN
biht-436	23	11	statistics	statistic	NOUN
biht-436	23	12	,	,	PUNCT
biht-436	23	13	using	use	VERB
biht-436	23	14	traditional	traditional	ADJ
biht-436	23	15	methods	method	NOUN
biht-436	23	16	such	such	ADJ
biht-436	23	17	as	as	ADP
biht-436	23	18	statistical	statistical	ADJ
biht-436	23	19	regression	regression	NOUN
biht-436	23	20	models	model	NOUN
biht-436	23	21	,	,	PUNCT
biht-436	23	22	multivariate	multivariate	VERB
biht-436	23	23	analysis	analysis	NOUN
biht-436	23	24	of	of	ADP
biht-436	23	25	variance	variance	NOUN
biht-436	23	26	,	,	PUNCT
biht-436	23	27	and	and	CCONJ
biht-436	23	28	structural	structural	ADJ
biht-436	23	29	equation	equation	NOUN
biht-436	23	30	models	model	NOUN
biht-436	23	31	to	to	PART
biht-436	23	32	analyze	analyze	VERB
biht-436	23	33	comorbidities	comorbiditie	NOUN
biht-436	23	34	and	and	CCONJ
biht-436	23	35	their	their	PRON
biht-436	23	36	relationship	relationship	NOUN
biht-436	23	37	with	with	ADP
biht-436	23	38	health	health	NOUN
biht-436	23	39	service	service	NOUN
biht-436	23	40	utilization.15,16	utilization.15,16	VERB
biht-436	23	41	these	these	DET
biht-436	23	42	studies	study	NOUN
biht-436	23	43	yield	yield	VERB
biht-436	23	44	certain	certain	ADJ
biht-436	23	45	results	result	NOUN
biht-436	23	46	in	in	ADP
biht-436	23	47	identifying	identify	VERB
biht-436	23	48	the	the	DET
biht-436	23	49	factors	factor	NOUN
biht-436	23	50	that	that	PRON
biht-436	23	51	influence	influence	NOUN
biht-436	23	52	service	service	NOUN
biht-436	23	53	utilization	utilization	NOUN
biht-436	23	54	.	.	PUNCT
biht-436	24	1	they	they	PRON
biht-436	24	2	are	be	AUX
biht-436	24	3	insufficient	insufficient	ADJ
biht-436	24	4	in	in	ADP
biht-436	24	5	dealing	deal	VERB
biht-436	24	6	with	with	ADP
biht-436	24	7	complex	complex	ADJ
biht-436	24	8	system	system	NOUN
biht-436	24	9	structures	structure	NOUN
biht-436	24	10	,	,	PUNCT
biht-436	24	11	such	such	ADJ
biht-436	24	12	as	as	ADP
biht-436	24	13	dynamic	dynamic	ADJ
biht-436	24	14	,	,	PUNCT
biht-436	24	15	heterogeneous	heterogeneous	ADJ
biht-436	24	16	,	,	PUNCT
biht-436	24	17	and	and	CCONJ
biht-436	24	18	spatially	spatially	ADV
biht-436	24	19	interactive	interactive	ADJ
biht-436	24	20	ones	one	NOUN
biht-436	24	21	.	.	PUNCT
biht-436	25	1	in	in	ADP
biht-436	25	2	particular	particular	ADJ
biht-436	25	3	,	,	PUNCT
biht-436	25	4	conventional	conventional	ADJ
biht-436	25	5	analysis	analysis	NOUN
biht-436	25	6	methods	method	NOUN
biht-436	25	7	struggle	struggle	VERB
biht-436	25	8	to	to	PART
biht-436	25	9	identify	identify	VERB
biht-436	25	10	potential	potential	ADJ
biht-436	25	11	high	high	ADJ
biht-436	25	12	-	-	PUNCT
biht-436	25	13	risk	risk	NOUN
biht-436	25	14	elderly	elderly	ADJ
biht-436	25	15	populations	population	NOUN
biht-436	25	16	and	and	CCONJ
biht-436	25	17	optimize	optimize	VERB
biht-436	25	18	service	service	NOUN
biht-436	25	19	paths	path	NOUN
biht-436	25	20	,	,	PUNCT
biht-436	25	21	as	as	SCONJ
biht-436	25	22	they	they	PRON
biht-436	25	23	can	can	AUX
biht-436	25	24	not	not	PART
biht-436	25	25	achieve	achieve	VERB
biht-436	25	26	data	data	NOUN
biht-436	25	27	-	-	PUNCT
biht-436	25	28	driven	drive	VERB
biht-436	25	29	intelligent	intelligent	ADJ
biht-436	25	30	reasoning	reasoning	NOUN
biht-436	25	31	and	and	CCONJ
biht-436	25	32	prediction	prediction	NOUN
biht-436	25	33	and	and	CCONJ
biht-436	25	34	fail	fail	VERB
biht-436	25	35	to	to	PART
biht-436	25	36	model	model	VERB
biht-436	25	37	the	the	DET
biht-436	25	38	service	service	NOUN
biht-436	25	39	path	path	NOUN
biht-436	25	40	relationships	relationship	NOUN
biht-436	25	41	between	between	ADP
biht-436	25	42	individuals	individual	NOUN
biht-436	25	43	and	and	CCONJ
biht-436	25	44	institutions	institution	NOUN
biht-436	25	45	at	at	ADP
biht-436	25	46	the	the	DET
biht-436	25	47	graph	graph	NOUN
biht-436	25	48	structure	structure	NOUN
biht-436	25	49	level.17,18	level.17,18	NOUN
biht-436	25	50	at	at	ADP
biht-436	25	51	the	the	DET
biht-436	25	52	same	same	ADJ
biht-436	25	53	time	time	NOUN
biht-436	25	54	,	,	PUNCT
biht-436	25	55	few	few	ADJ
biht-436	25	56	studies	study	NOUN
biht-436	25	57	have	have	AUX
biht-436	25	58	attempted	attempt	VERB
biht-436	25	59	to	to	PART
biht-436	25	60	apply	apply	VERB
biht-436	25	61	artificial	artificial	ADJ
biht-436	25	62	intelligence	intelligence	NOUN
biht-436	25	63	methods	method	NOUN
biht-436	25	64	,	,	PUNCT
biht-436	25	65	especially	especially	ADV
biht-436	25	66	graph	graph	NOUN
biht-436	25	67	learning	learn	VERB
biht-436	25	68	models	model	NOUN
biht-436	25	69	,	,	PUNCT
biht-436	25	70	to	to	PART
biht-436	25	71	address	address	VERB
biht-436	25	72	the	the	DET
biht-436	25	73	path	path	NOUN
biht-436	25	74	dependence	dependence	NOUN
biht-436	25	75	of	of	ADP
biht-436	25	76	individual	individual	ADJ
biht-436	25	77	behavior	behavior	NOUN
biht-436	25	78	,	,	PUNCT
biht-436	25	79	the	the	DET
biht-436	25	80	coupling	coupling	NOUN
biht-436	25	81	relationships	relationship	NOUN
biht-436	25	82	of	of	ADP
biht-436	25	83	multidimensional	multidimensional	ADJ
biht-436	25	84	variables	variable	NOUN
biht-436	25	85	,	,	PUNCT
biht-436	25	86	and	and	CCONJ
biht-436	25	87	the	the	DET
biht-436	25	88	structural	structural	ADJ
biht-436	25	89	characteristics	characteristic	NOUN
biht-436	25	90	of	of	ADP
biht-436	25	91	spatial	spatial	ADJ
biht-436	25	92	service	service	NOUN
biht-436	25	93	networks	network	NOUN
biht-436	25	94	.	.	PUNCT
biht-436	26	1	existing	exist	VERB
biht-436	26	2	studies	study	NOUN
biht-436	26	3	reveal	reveal	VERB
biht-436	26	4	that	that	SCONJ
biht-436	26	5	graph	graph	NOUN
biht-436	26	6	neural	neural	ADJ
biht-436	26	7	networks	network	NOUN
biht-436	26	8	(	(	PUNCT
biht-436	26	9	gnns	gnns	NOUN
biht-436	26	10	)	)	PUNCT
biht-436	26	11	can	can	AUX
biht-436	26	12	effectively	effectively	ADV
biht-436	26	13	process	process	VERB
biht-436	26	14	graph	graph	NOUN
biht-436	26	15	-	-	PUNCT
biht-436	26	16	structured	structure	VERB
biht-436	26	17	data	datum	NOUN
biht-436	26	18	with	with	ADP
biht-436	26	19	the	the	DET
biht-436	26	20	ability	ability	NOUN
biht-436	26	21	to	to	PART
biht-436	26	22	depict	depict	VERB
biht-436	26	23	complex	complex	ADJ
biht-436	26	24	relationships	relationship	NOUN
biht-436	26	25	between	between	ADP
biht-436	26	26	nodes	node	NOUN
biht-436	26	27	,	,	PUNCT
biht-436	26	28	dynamic	dynamic	ADJ
biht-436	26	29	paths	path	NOUN
biht-436	26	30	,	,	PUNCT
biht-436	26	31	and	and	CCONJ
biht-436	26	32	multidimensional	multidimensional	ADJ
biht-436	26	33	feature	feature	NOUN
biht-436	26	34	fusion	fusion	NOUN
biht-436	26	35	.	.	PUNCT
biht-436	27	1	the	the	DET
biht-436	27	2	networks	network	NOUN
biht-436	27	3	demonstrated	demonstrate	VERB
biht-436	27	4	good	good	ADJ
biht-436	27	5	performance	performance	NOUN
biht-436	27	6	in	in	ADP
biht-436	27	7	social	social	ADJ
biht-436	27	8	network	network	NOUN
biht-436	27	9	analysis	analysis	NOUN
biht-436	27	10	,	,	PUNCT
biht-436	27	11	recommendation	recommendation	NOUN
biht-436	27	12	systems	system	NOUN
biht-436	27	13	,	,	PUNCT
biht-436	27	14	traffic	traffic	NOUN
biht-436	27	15	route	route	NOUN
biht-436	27	16	planning	planning	NOUN
biht-436	27	17	,	,	PUNCT
biht-436	27	18	and	and	CCONJ
biht-436	27	19	other	other	ADJ
biht-436	27	20	fields	field	NOUN
biht-436	27	21	.	.	PUNCT
biht-436	28	1	in	in	ADP
biht-436	28	2	the	the	DET
biht-436	28	3	field	field	NOUN
biht-436	28	4	of	of	ADP
biht-436	28	5	health	health	NOUN
biht-436	28	6	services	service	NOUN
biht-436	28	7	,	,	PUNCT
biht-436	28	8	some	some	DET
biht-436	28	9	scholars	scholar	NOUN
biht-436	28	10	have	have	AUX
biht-436	28	11	attempted	attempt	VERB
biht-436	28	12	to	to	PART
biht-436	28	13	utilize	utilize	VERB
biht-436	28	14	gnn	gnn	PROPN
biht-436	28	15	for	for	ADP
biht-436	28	16	electronic	electronic	ADJ
biht-436	28	17	health	health	NOUN
biht-436	28	18	record	record	NOUN
biht-436	28	19	analysis	analysis	NOUN
biht-436	28	20	,	,	PUNCT
biht-436	28	21	disease	disease	NOUN
biht-436	28	22	transmission	transmission	NOUN
biht-436	28	23	path	path	NOUN
biht-436	28	24	modeling	modeling	NOUN
biht-436	28	25	,	,	PUNCT
biht-436	28	26	and	and	CCONJ
biht-436	28	27	drug	drug	NOUN
biht-436	28	28	prediction,19,20	prediction,19,20	NOUN
biht-436	28	29	achieving	achieve	VERB
biht-436	28	30	certain	certain	ADJ
biht-436	28	31	research	research	NOUN
biht-436	28	32	results	result	NOUN
biht-436	28	33	.	.	PUNCT
biht-436	29	1	however	however	ADV
biht-436	29	2	,	,	PUNCT
biht-436	29	3	there	there	PRON
biht-436	29	4	remains	remain	VERB
biht-436	29	5	a	a	DET
biht-436	29	6	lack	lack	NOUN
biht-436	29	7	of	of	ADP
biht-436	29	8	systematic	systematic	ADJ
biht-436	29	9	modeling	modeling	NOUN
biht-436	29	10	frameworks	framework	NOUN
biht-436	29	11	based	base	VERB
biht-436	29	12	on	on	ADP
biht-436	29	13	gnn	gnn	PROPN
biht-436	29	14	in	in	ADP
biht-436	29	15	the	the	DET
biht-436	29	16	identification	identification	NOUN
biht-436	29	17	of	of	ADP
biht-436	29	18	chronic	chronic	ADJ
biht-436	29	19	disease	disease	NOUN
biht-436	29	20	comorbidity	comorbidity	NOUN
biht-436	29	21	service	service	NOUN
biht-436	29	22	pathways	pathway	NOUN
biht-436	29	23	and	and	CCONJ
biht-436	29	24	the	the	DET
biht-436	29	25	optimization	optimization	NOUN
biht-436	29	26	of	of	ADP
biht-436	29	27	service	service	NOUN
biht-436	29	28	accessibility,21,22	accessibility,21,22	ADV
biht-436	29	29	especially	especially	ADV
biht-436	29	30	in	in	ADP
biht-436	29	31	research	research	NOUN
biht-436	29	32	on	on	ADP
biht-436	29	33	the	the	DET
biht-436	29	34	health	health	NOUN
biht-436	29	35	service	service	NOUN
biht-436	29	36	network	network	NOUN
biht-436	29	37	structure	structure	NOUN
biht-436	29	38	for	for	ADP
biht-436	29	39	rural	rural	ADJ
biht-436	29	40	elderly	elderly	ADJ
biht-436	29	41	groups	group	NOUN
biht-436	29	42	in	in	ADP
biht-436	29	43	ethnic	ethnic	ADJ
biht-436	29	44	minority	minority	NOUN
biht-436	29	45	areas	area	NOUN
biht-436	29	46	.	.	PUNCT
biht-436	30	1	this	this	PRON
biht-436	30	2	makes	make	VERB
biht-436	30	3	it	it	PRON
biht-436	30	4	difficult	difficult	ADJ
biht-436	30	5	to	to	PART
biht-436	30	6	accurately	accurately	ADV
biht-436	30	7	identify	identify	VERB
biht-436	30	8	and	and	CCONJ
biht-436	30	9	respond	respond	VERB
biht-436	30	10	to	to	ADP
biht-436	30	11	relevant	relevant	ADJ
biht-436	30	12	policy	policy	NOUN
biht-436	30	13	formulation	formulation	NOUN
biht-436	30	14	and	and	CCONJ
biht-436	30	15	resource	resource	NOUN
biht-436	30	16	allocation	allocation	NOUN
biht-436	30	17	,	,	PUNCT
biht-436	30	18	thereby	thereby	ADV
biht-436	30	19	exacerbating	exacerbate	VERB
biht-436	30	20	service	service	NOUN
biht-436	30	21	disparities	disparity	NOUN
biht-436	30	22	and	and	CCONJ
biht-436	30	23	structural	structural	ADJ
biht-436	30	24	health	health	NOUN
biht-436	30	25	inequalities	inequality	NOUN
biht-436	30	26	.	.	PUNCT
biht-436	31	1	in	in	ADP
biht-436	31	2	recent	recent	ADJ
biht-436	31	3	years	year	NOUN
biht-436	31	4	,	,	PUNCT
biht-436	31	5	gnn	gnn	PROPN
biht-436	31	6	applications	application	NOUN
biht-436	31	7	in	in	ADP
biht-436	31	8	health	health	NOUN
biht-436	31	9	informatics	informatic	NOUN
biht-436	31	10	have	have	AUX
biht-436	31	11	expanded	expand	VERB
biht-436	31	12	,	,	PUNCT
biht-436	31	13	demonstrating	demonstrate	VERB
biht-436	31	14	strong	strong	ADJ
biht-436	31	15	potential	potential	NOUN
biht-436	31	16	in	in	ADP
biht-436	31	17	electronic	electronic	ADJ
biht-436	31	18	health	health	NOUN
biht-436	31	19	record	record	NOUN
biht-436	31	20	modeling	modeling	NOUN
biht-436	31	21	,	,	PUNCT
biht-436	31	22	disease	disease	NOUN
biht-436	31	23	pathway	pathway	NOUN
biht-436	31	24	inference	inference	NOUN
biht-436	31	25	,	,	PUNCT
biht-436	31	26	and	and	CCONJ
biht-436	31	27	drug	drug	NOUN
biht-436	31	28	interaction	interaction	NOUN
biht-436	31	29	prediction	prediction	NOUN
biht-436	31	30	.	.	PUNCT
biht-436	32	1	for	for	ADP
biht-436	32	2	instance	instance	NOUN
biht-436	32	3	,	,	PUNCT
biht-436	32	4	memory	memory	NOUN
biht-436	32	5	-	-	PUNCT
biht-436	32	6	enhanced	enhance	VERB
biht-436	32	7	and	and	CCONJ
biht-436	32	8	transformer	transformer	NOUN
biht-436	32	9	-	-	PUNCT
biht-436	32	10	integrated	integrate	VERB
biht-436	32	11	gnns	gnn	NOUN
biht-436	32	12	have	have	AUX
biht-436	32	13	been	be	AUX
biht-436	32	14	used	use	VERB
biht-436	32	15	for	for	ADP
biht-436	32	16	personalized	personalized	ADJ
biht-436	32	17	medication	medication	NOUN
biht-436	32	18	recommendations	recommendation	NOUN
biht-436	32	19	and	and	CCONJ
biht-436	32	20	heart	heart	NOUN
biht-436	32	21	failure	failure	NOUN
biht-436	32	22	patient	patient	NOUN
biht-436	32	23	stratification	stratification	NOUN
biht-436	32	24	.	.	PUNCT
biht-436	33	1	however	however	ADV
biht-436	33	2	,	,	PUNCT
biht-436	33	3	most	most	ADJ
biht-436	33	4	fig	fig	NOUN
biht-436	33	5	.	.	PUNCT
biht-436	34	1	1	1	X
biht-436	34	2	.	.	X
biht-436	34	3	northwest	northwest	PROPN
biht-436	34	4	yunnan	yunnan	PROPN
biht-436	34	5	—	—	PUNCT
biht-436	34	6	comprising	comprising	NOUN
biht-436	34	7	dali	dali	PROPN
biht-436	34	8	,	,	PUNCT
biht-436	34	9	lijiang	lijiang	PROPN
biht-436	34	10	,	,	PUNCT
biht-436	34	11	diqing	diqing	NOUN
biht-436	34	12	,	,	PUNCT
biht-436	34	13	and	and	CCONJ
biht-436	34	14	nujiang	nujiang	NOUN
biht-436	34	15	.	.	PUNCT
biht-436	35	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	35	2	citation	citation	NOUN
biht-436	35	3	:	:	PUNCT
biht-436	36	1	blockchain	blockchain	NOUN
biht-436	36	2	in	in	ADP
biht-436	36	3	healthcare	healthcare	NOUN
biht-436	36	4	today	today	NOUN
biht-436	36	5	2025	2025	NUM
biht-436	36	6	,	,	PUNCT
biht-436	36	7	8	8	NUM
biht-436	36	8	:	:	SYM
biht-436	36	9	436	436	NUM
biht-436	36	10	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	36	11	3	3	NUM
biht-436	36	12	(	(	PUNCT
biht-436	36	13	page	page	NOUN
biht-436	36	14	number	number	NOUN
biht-436	36	15	not	not	PART
biht-436	36	16	for	for	ADP
biht-436	36	17	citation	citation	NOUN
biht-436	36	18	purpose	purpose	NOUN
biht-436	36	19	)	)	PUNCT
biht-436	36	20	health	health	NOUN
biht-436	36	21	service	service	NOUN
biht-436	36	22	utilization	utilization	NOUN
biht-436	36	23	using	use	VERB
biht-436	36	24	gnn	gnn	PROPN
biht-436	36	25	studies	study	NOUN
biht-436	36	26	focus	focus	VERB
biht-436	36	27	on	on	ADP
biht-436	36	28	clinical	clinical	ADJ
biht-436	36	29	diagnosis	diagnosis	NOUN
biht-436	36	30	or	or	CCONJ
biht-436	36	31	risk	risk	NOUN
biht-436	36	32	prediction	prediction	NOUN
biht-436	36	33	,	,	PUNCT
biht-436	36	34	with	with	ADP
biht-436	36	35	limited	limited	ADJ
biht-436	36	36	exploration	exploration	NOUN
biht-436	36	37	of	of	ADP
biht-436	36	38	primary	primary	ADJ
biht-436	36	39	health	health	NOUN
biht-436	36	40	service	service	NOUN
biht-436	36	41	utilization	utilization	NOUN
biht-436	36	42	in	in	ADP
biht-436	36	43	resource	resource	NOUN
biht-436	36	44	-	-	PUNCT
biht-436	36	45	limited	limited	ADJ
biht-436	36	46	,	,	PUNCT
biht-436	36	47	geographically	geographically	ADV
biht-436	36	48	isolated	isolate	VERB
biht-436	36	49	minority	minority	NOUN
biht-436	36	50	regions	region	NOUN
biht-436	36	51	.	.	PUNCT
biht-436	37	1	this	this	DET
biht-436	37	2	study	study	NOUN
biht-436	37	3	extends	extend	VERB
biht-436	37	4	these	these	DET
biht-436	37	5	methods	method	NOUN
biht-436	37	6	by	by	ADP
biht-436	37	7	integrating	integrate	VERB
biht-436	37	8	patients	patient	NOUN
biht-436	37	9	,	,	PUNCT
biht-436	37	10	institutions	institution	NOUN
biht-436	37	11	,	,	PUNCT
biht-436	37	12	and	and	CCONJ
biht-436	37	13	geographic	geographic	ADJ
biht-436	37	14	units	unit	NOUN
biht-436	37	15	into	into	ADP
biht-436	37	16	a	a	DET
biht-436	37	17	unified	unified	ADJ
biht-436	37	18	heterogeneous	heterogeneous	ADJ
biht-436	37	19	graph	graph	NOUN
biht-436	37	20	,	,	PUNCT
biht-436	37	21	capturing	capture	VERB
biht-436	37	22	both	both	CCONJ
biht-436	37	23	spatial	spatial	ADJ
biht-436	37	24	interactions	interaction	NOUN
biht-436	37	25	and	and	CCONJ
biht-436	37	26	institutional	institutional	ADJ
biht-436	37	27	linkages	linkage	NOUN
biht-436	37	28	,	,	PUNCT
biht-436	37	29	thereby	thereby	ADV
biht-436	37	30	addressing	address	VERB
biht-436	37	31	a	a	DET
biht-436	37	32	key	key	ADJ
biht-436	37	33	gap	gap	NOUN
biht-436	37	34	in	in	ADP
biht-436	37	35	evaluating	evaluate	VERB
biht-436	37	36	healthcare	healthcare	NOUN
biht-436	37	37	accessibility	accessibility	NOUN
biht-436	37	38	and	and	CCONJ
biht-436	37	39	equity	equity	NOUN
biht-436	37	40	.	.	PUNCT
biht-436	38	1	in	in	ADP
biht-436	38	2	this	this	DET
biht-436	38	3	article	article	NOUN
biht-436	38	4	,	,	PUNCT
biht-436	38	5	the	the	DET
biht-436	38	6	authors	author	NOUN
biht-436	38	7	focus	focus	VERB
biht-436	38	8	on	on	ADP
biht-436	38	9	healthcare	healthcare	PROPN
biht-436	38	10	service	service	NOUN
biht-436	38	11	utilization	utilization	NOUN
biht-436	38	12	behavior	behavior	NOUN
biht-436	38	13	among	among	ADP
biht-436	38	14	elderly	elderly	ADJ
biht-436	38	15	people	people	NOUN
biht-436	38	16	with	with	ADP
biht-436	38	17	chronic	chronic	ADJ
biht-436	38	18	diseases	disease	NOUN
biht-436	38	19	from	from	ADP
biht-436	38	20	ethnic	ethnic	ADJ
biht-436	38	21	minorities	minority	NOUN
biht-436	38	22	in	in	ADP
biht-436	38	23	rural	rural	ADJ
biht-436	38	24	areas	area	NOUN
biht-436	38	25	of	of	ADP
biht-436	38	26	northwestern	northwestern	PROPN
biht-436	38	27	yunnan	yunnan	PROPN
biht-436	38	28	province	province	NOUN
biht-436	38	29	and	and	CCONJ
biht-436	38	30	construct	construct	VERB
biht-436	38	31	a	a	DET
biht-436	38	32	modeling	modeling	NOUN
biht-436	38	33	framework	framework	NOUN
biht-436	38	34	based	base	VERB
biht-436	38	35	on	on	ADP
biht-436	38	36	gnn.23	gnn.23	PROPN
biht-436	38	37	this	this	DET
biht-436	38	38	study	study	NOUN
biht-436	38	39	integrates	integrate	VERB
biht-436	38	40	patients	patient	NOUN
biht-436	38	41	,	,	PUNCT
biht-436	38	42	medical	medical	ADJ
biht-436	38	43	institutions	institution	NOUN
biht-436	38	44	,	,	PUNCT
biht-436	38	45	and	and	CCONJ
biht-436	38	46	geographical	geographical	ADJ
biht-436	38	47	units	unit	NOUN
biht-436	38	48	to	to	PART
biht-436	38	49	construct	construct	VERB
biht-436	38	50	a	a	DET
biht-436	38	51	heterogeneous	heterogeneous	ADJ
biht-436	38	52	graph	graph	NOUN
biht-436	38	53	network	network	NOUN
biht-436	38	54	and	and	CCONJ
biht-436	38	55	defines	define	VERB
biht-436	38	56	edge	edge	NOUN
biht-436	38	57	connections	connection	NOUN
biht-436	38	58	based	base	VERB
biht-436	38	59	on	on	ADP
biht-436	38	60	medical	medical	ADJ
biht-436	38	61	behavior	behavior	NOUN
biht-436	38	62	and	and	CCONJ
biht-436	38	63	spatial	spatial	ADJ
biht-436	38	64	proximity	proximity	NOUN
biht-436	38	65	.	.	PUNCT
biht-436	39	1	a	a	DET
biht-436	39	2	heterogeneous	heterogeneous	ADJ
biht-436	39	3	graph	graph	NOUN
biht-436	39	4	attention	attention	NOUN
biht-436	39	5	network	network	NOUN
biht-436	39	6	(	(	PUNCT
biht-436	39	7	han	han	PROPN
biht-436	39	8	)	)	PUNCT
biht-436	39	9	is	be	AUX
biht-436	39	10	used	use	VERB
biht-436	39	11	to	to	PART
biht-436	39	12	extract	extract	VERB
biht-436	39	13	node	node	ADJ
biht-436	39	14	embeddings	embedding	NOUN
biht-436	39	15	to	to	PART
biht-436	39	16	characterize	characterize	VERB
biht-436	39	17	the	the	DET
biht-436	39	18	behavioral	behavioral	ADJ
biht-436	39	19	similarities	similarity	NOUN
biht-436	39	20	and	and	CCONJ
biht-436	39	21	potential	potential	ADJ
biht-436	39	22	path	path	NOUN
biht-436	39	23	preferences	preference	NOUN
biht-436	39	24	among	among	ADP
biht-436	39	25	patients.24,25	patients.24,25	NOUN
biht-436	39	26	subsequently	subsequently	ADV
biht-436	39	27	,	,	PUNCT
biht-436	39	28	a	a	DET
biht-436	39	29	graph	graph	NOUN
biht-436	39	30	attention	attention	NOUN
biht-436	39	31	classifier	classifier	NOUN
biht-436	39	32	is	be	AUX
biht-436	39	33	used	use	VERB
biht-436	39	34	to	to	PART
biht-436	39	35	identify	identify	VERB
biht-436	39	36	service	service	NOUN
biht-436	39	37	utilization	utilization	NOUN
biht-436	39	38	patterns	pattern	NOUN
biht-436	39	39	and	and	CCONJ
biht-436	39	40	classify	classify	VERB
biht-436	39	41	frequent	frequent	ADJ
biht-436	39	42	patients	patient	NOUN
biht-436	39	43	and	and	CCONJ
biht-436	39	44	potential	potential	ADJ
biht-436	39	45	lost	lose	VERB
biht-436	39	46	-	-	PUNCT
biht-436	39	47	to	to	ADP
biht-436	39	48	-	-	PUNCT
biht-436	39	49	follow	follow	VERB
biht-436	39	50	-	-	PUNCT
biht-436	39	51	up	up	NOUN
biht-436	39	52	patients.26	patients.26	PROPN
biht-436	39	53	the	the	DET
biht-436	39	54	model	model	NOUN
biht-436	39	55	further	further	ADJ
biht-436	39	56	integrates	integrate	NOUN
biht-436	39	57	geographical	geographical	ADJ
biht-436	39	58	and	and	CCONJ
biht-436	39	59	social	social	ADJ
biht-436	39	60	variables	variable	NOUN
biht-436	39	61	such	such	ADJ
biht-436	39	62	as	as	ADP
biht-436	39	63	ethnicity	ethnicity	NOUN
biht-436	39	64	,	,	PUNCT
biht-436	39	65	topography	topography	NOUN
biht-436	39	66	,	,	PUNCT
biht-436	39	67	and	and	CCONJ
biht-436	39	68	transportation	transportation	NOUN
biht-436	39	69	to	to	PART
biht-436	39	70	improve	improve	VERB
biht-436	39	71	the	the	DET
biht-436	39	72	responsiveness	responsiveness	NOUN
biht-436	39	73	to	to	ADP
biht-436	39	74	healthcare	healthcare	NOUN
biht-436	39	75	disparities	disparity	NOUN
biht-436	39	76	in	in	ADP
biht-436	39	77	remote	remote	ADJ
biht-436	39	78	areas	area	NOUN
biht-436	39	79	.	.	PUNCT
biht-436	40	1	based	base	VERB
biht-436	40	2	on	on	ADP
biht-436	40	3	the	the	DET
biht-436	40	4	output	output	NOUN
biht-436	40	5	results	result	NOUN
biht-436	40	6	and	and	CCONJ
biht-436	40	7	graph	graph	NOUN
biht-436	40	8	structure	structure	NOUN
biht-436	40	9	indicators	indicator	NOUN
biht-436	40	10	(	(	PUNCT
biht-436	40	11	such	such	ADJ
biht-436	40	12	as	as	ADP
biht-436	40	13	node	node	NOUN
biht-436	40	14	centrality	centrality	NOUN
biht-436	40	15	and	and	CCONJ
biht-436	40	16	path	path	NOUN
biht-436	40	17	connectivity	connectivity	NOUN
biht-436	40	18	)	)	PUNCT
biht-436	40	19	,	,	PUNCT
biht-436	40	20	suggestions	suggestion	NOUN
biht-436	40	21	for	for	ADP
biht-436	40	22	precise	precise	ADJ
biht-436	40	23	allocation	allocation	NOUN
biht-436	40	24	of	of	ADP
biht-436	40	25	regional	regional	ADJ
biht-436	40	26	health	health	NOUN
biht-436	40	27	resources	resource	NOUN
biht-436	40	28	and	and	CCONJ
biht-436	40	29	dynamic	dynamic	ADJ
biht-436	40	30	optimization	optimization	NOUN
biht-436	40	31	of	of	ADP
biht-436	40	32	service	service	NOUN
biht-436	40	33	paths	path	NOUN
biht-436	40	34	are	be	AUX
biht-436	40	35	proposed.27,28	proposed.27,28	NOUN
biht-436	40	36	the	the	DET
biht-436	40	37	results	result	NOUN
biht-436	40	38	reveal	reveal	VERB
biht-436	40	39	significant	significant	ADJ
biht-436	40	40	differences	difference	NOUN
biht-436	40	41	in	in	ADP
biht-436	40	42	the	the	DET
biht-436	40	43	structure	structure	NOUN
biht-436	40	44	and	and	CCONJ
biht-436	40	45	space	space	NOUN
biht-436	40	46	of	of	ADP
biht-436	40	47	medical	medical	ADJ
biht-436	40	48	services	service	NOUN
biht-436	40	49	for	for	ADP
biht-436	40	50	ethnic	ethnic	ADJ
biht-436	40	51	minorities	minority	NOUN
biht-436	40	52	in	in	ADP
biht-436	40	53	northwestern	northwestern	ADJ
biht-436	40	54	yunnan	yunnan	NOUN
biht-436	40	55	.	.	PUNCT
biht-436	41	1	the	the	DET
biht-436	41	2	topographic	topographic	ADJ
biht-436	41	3	coefficient	coefficient	NOUN
biht-436	41	4	of	of	ADP
biht-436	41	5	the	the	DET
biht-436	41	6	mountain	mountain	NOUN
biht-436	41	7	unit	unit	NOUN
biht-436	41	8	g18	g18	PROPN
biht-436	41	9	reached	reach	VERB
biht-436	41	10	1.8	1.8	NUM
biht-436	41	11	,	,	PUNCT
biht-436	41	12	but	but	CCONJ
biht-436	41	13	the	the	DET
biht-436	41	14	coverage	coverage	NOUN
biht-436	41	15	rate	rate	NOUN
biht-436	41	16	was	be	AUX
biht-436	41	17	only	only	ADV
biht-436	41	18	0.31	0.31	NUM
biht-436	41	19	.	.	PUNCT
biht-436	42	1	the	the	DET
biht-436	42	2	matching	matching	NOUN
biht-436	42	3	rate	rate	NOUN
biht-436	42	4	of	of	ADP
biht-436	42	5	multiple	multiple	ADJ
biht-436	42	6	disease	disease	NOUN
biht-436	42	7	combinations	combination	NOUN
biht-436	42	8	was	be	AUX
biht-436	42	9	only	only	ADV
biht-436	42	10	68.6	68.6	NUM
biht-436	42	11	%	%	NOUN
biht-436	42	12	,	,	PUNCT
biht-436	42	13	but	but	CCONJ
biht-436	42	14	the	the	DET
biht-436	42	15	utilization	utilization	NOUN
biht-436	42	16	rate	rate	NOUN
biht-436	42	17	was	be	AUX
biht-436	42	18	as	as	ADV
biht-436	42	19	high	high	ADJ
biht-436	42	20	at	at	ADP
biht-436	42	21	1.138	1.138	NUM
biht-436	42	22	.	.	PUNCT
biht-436	43	1	the	the	DET
biht-436	43	2	accessibility	accessibility	NOUN
biht-436	43	3	index	index	NOUN
biht-436	43	4	of	of	ADP
biht-436	43	5	diqing	diqe	VERB
biht-436	43	6	prefecture	prefecture	NOUN
biht-436	43	7	was	be	AUX
biht-436	43	8	68	68	NUM
biht-436	43	9	min	min	NOUN
biht-436	43	10	,	,	PUNCT
biht-436	43	11	which	which	PRON
biht-436	43	12	was	be	AUX
biht-436	43	13	much	much	ADV
biht-436	43	14	higher	high	ADJ
biht-436	43	15	than	than	ADP
biht-436	43	16	that	that	PRON
biht-436	43	17	of	of	ADP
biht-436	43	18	dali	dali	PROPN
biht-436	43	19	at	at	ADP
biht-436	43	20	29	29	NUM
biht-436	43	21	min	min	NOUN
biht-436	43	22	,	,	PUNCT
biht-436	43	23	reflecting	reflect	VERB
biht-436	43	24	the	the	DET
biht-436	43	25	constraints	constraint	NOUN
biht-436	43	26	of	of	ADP
biht-436	43	27	geographical	geographical	ADJ
biht-436	43	28	and	and	CCONJ
biht-436	43	29	transportation	transportation	NOUN
biht-436	43	30	factors	factor	NOUN
biht-436	43	31	on	on	ADP
biht-436	43	32	medical	medical	ADJ
biht-436	43	33	accessibility	accessibility	NOUN
biht-436	43	34	.	.	PUNCT
biht-436	44	1	in	in	ADP
biht-436	44	2	addition	addition	NOUN
biht-436	44	3	,	,	PUNCT
biht-436	44	4	the	the	DET
biht-436	44	5	findings	finding	NOUN
biht-436	44	6	provide	provide	VERB
biht-436	44	7	technical	technical	ADJ
biht-436	44	8	support	support	NOUN
biht-436	44	9	and	and	CCONJ
biht-436	44	10	a	a	DET
biht-436	44	11	decision	decision	NOUN
biht-436	44	12	-	-	PUNCT
biht-436	44	13	making	making	NOUN
biht-436	44	14	basis	basis	NOUN
biht-436	44	15	for	for	ADP
biht-436	44	16	precision	precision	NOUN
biht-436	44	17	medical	medical	ADJ
biht-436	44	18	intervention	intervention	NOUN
biht-436	44	19	and	and	CCONJ
biht-436	44	20	resource	resource	NOUN
biht-436	44	21	optimization	optimization	NOUN
biht-436	44	22	in	in	ADP
biht-436	44	23	rural	rural	ADJ
biht-436	44	24	and	and	CCONJ
biht-436	44	25	ethnic	ethnic	ADJ
biht-436	44	26	minority	minority	NOUN
biht-436	44	27	areas29	areas29	NOUN
biht-436	44	28	and	and	CCONJ
biht-436	44	29	expanded	expand	VERB
biht-436	44	30	the	the	DET
biht-436	44	31	application	application	NOUN
biht-436	44	32	space	space	NOUN
biht-436	44	33	of	of	ADP
biht-436	44	34	graph	graph	NOUN
biht-436	44	35	learning	learn	VERB
biht-436	44	36	in	in	ADP
biht-436	44	37	the	the	DET
biht-436	44	38	field	field	NOUN
biht-436	44	39	of	of	ADP
biht-436	44	40	public	public	ADJ
biht-436	44	41	health	health	NOUN
biht-436	44	42	.	.	PUNCT
biht-436	45	1	methods	method	NOUN
biht-436	45	2	:	:	PUNCT
biht-436	45	3	health	health	NOUN
biht-436	45	4	service	service	NOUN
biht-436	45	5	optimization	optimization	NOUN
biht-436	45	6	modeling	model	VERB
biht-436	45	7	path	path	NOUN
biht-436	45	8	building	build	VERB
biht-436	45	9	a	a	DET
biht-436	45	10	heterogeneous	heterogeneous	ADJ
biht-436	45	11	health	health	NOUN
biht-436	45	12	service	service	NOUN
biht-436	45	13	utilization	utilization	NOUN
biht-436	45	14	graph	graph	NOUN
biht-436	45	15	network	network	NOUN
biht-436	45	16	definition	definition	NOUN
biht-436	45	17	of	of	ADP
biht-436	45	18	node	node	NOUN
biht-436	45	19	and	and	CCONJ
biht-436	45	20	edge	edge	NOUN
biht-436	45	21	types	type	NOUN
biht-436	45	22	:	:	PUNCT
biht-436	45	23	to	to	PART
biht-436	45	24	model	model	VERB
biht-436	45	25	health	health	NOUN
biht-436	45	26	service	service	NOUN
biht-436	45	27	utilization	utilization	NOUN
biht-436	45	28	among	among	ADP
biht-436	45	29	elderly	elderly	ADJ
biht-436	45	30	patients	patient	NOUN
biht-436	45	31	with	with	ADP
biht-436	45	32	chronic	chronic	ADJ
biht-436	45	33	comorbidities	comorbiditie	NOUN
biht-436	45	34	in	in	ADP
biht-436	45	35	rural	rural	ADJ
biht-436	45	36	ethnic	ethnic	ADJ
biht-436	45	37	regions	region	NOUN
biht-436	45	38	of	of	ADP
biht-436	45	39	northwest	northwest	PROPN
biht-436	45	40	yunnan	yunnan	PROPN
biht-436	45	41	,	,	PUNCT
biht-436	45	42	a	a	DET
biht-436	45	43	heterogeneous	heterogeneous	ADJ
biht-436	45	44	graph	graph	NOUN
biht-436	45	45	network	network	NOUN
biht-436	45	46	was	be	AUX
biht-436	45	47	constructed	construct	VERB
biht-436	45	48	with	with	ADP
biht-436	45	49	multiple	multiple	ADJ
biht-436	45	50	entity	entity	NOUN
biht-436	45	51	types	type	NOUN
biht-436	45	52	and	and	CCONJ
biht-436	45	53	relationships	relationship	NOUN
biht-436	45	54	.	.	PUNCT
biht-436	46	1	nodes	node	NOUN
biht-436	46	2	include	include	VERB
biht-436	46	3	patients	patient	NOUN
biht-436	46	4	(	(	PUNCT
biht-436	46	5	p	p	NOUN
biht-436	46	6	)	)	PUNCT
biht-436	46	7	,	,	PUNCT
biht-436	46	8	medical	medical	ADJ
biht-436	46	9	institutions	institution	NOUN
biht-436	46	10	(	(	PUNCT
biht-436	46	11	h	h	NOUN
biht-436	46	12	)	)	PUNCT
biht-436	46	13	,	,	PUNCT
biht-436	46	14	and	and	CCONJ
biht-436	46	15	geographic	geographic	ADJ
biht-436	46	16	units	unit	NOUN
biht-436	46	17	(	(	PUNCT
biht-436	46	18	g	g	NOUN
biht-436	46	19	)	)	PUNCT
biht-436	46	20	.	.	PUNCT
biht-436	47	1	patient	patient	ADJ
biht-436	47	2	nodes	node	NOUN
biht-436	47	3	represent	represent	VERB
biht-436	47	4	elderly	elderly	ADJ
biht-436	47	5	individuals	individual	NOUN
biht-436	47	6	with	with	ADP
biht-436	47	7	chronic	chronic	ADJ
biht-436	47	8	comorbidities	comorbiditie	NOUN
biht-436	47	9	;	;	PUNCT
biht-436	47	10	institution	institution	NOUN
biht-436	47	11	nodes	node	NOUN
biht-436	47	12	cover	cover	VERB
biht-436	47	13	village	village	NOUN
biht-436	47	14	clinics	clinic	NOUN
biht-436	47	15	,	,	PUNCT
biht-436	47	16	township	township	NOUN
biht-436	47	17	health	health	NOUN
biht-436	47	18	centers	center	NOUN
biht-436	47	19	,	,	PUNCT
biht-436	47	20	and	and	CCONJ
biht-436	47	21	county	county	NOUN
biht-436	47	22	hospitals	hospital	NOUN
biht-436	47	23	;	;	PUNCT
biht-436	47	24	and	and	CCONJ
biht-436	47	25	geographic	geographic	ADJ
biht-436	47	26	units	unit	NOUN
biht-436	47	27	correspond	correspond	VERB
biht-436	47	28	to	to	ADP
biht-436	47	29	township	township	NOUN
biht-436	47	30	divisions	division	NOUN
biht-436	47	31	.	.	PUNCT
biht-436	48	1	each	each	DET
biht-436	48	2	node	node	NOUN
biht-436	48	3	carries	carry	VERB
biht-436	48	4	multidimensional	multidimensional	ADJ
biht-436	48	5	attributes	attribute	NOUN
biht-436	48	6	such	such	ADJ
biht-436	48	7	as	as	ADP
biht-436	48	8	demographics	demographic	NOUN
biht-436	48	9	,	,	PUNCT
biht-436	48	10	health	health	NOUN
biht-436	48	11	status	status	NOUN
biht-436	48	12	,	,	PUNCT
biht-436	48	13	spatial	spatial	ADJ
biht-436	48	14	coordinates	coordinate	NOUN
biht-436	48	15	,	,	PUNCT
biht-436	48	16	and	and	CCONJ
biht-436	48	17	accessibility	accessibility	NOUN
biht-436	48	18	indicators	indicator	NOUN
biht-436	48	19	.	.	PUNCT
biht-436	49	1	edges	edge	NOUN
biht-436	49	2	are	be	AUX
biht-436	49	3	defined	define	VERB
biht-436	49	4	by	by	ADP
biht-436	49	5	inter	inter	ADJ
biht-436	49	6	-	-	ADJ
biht-436	49	7	entity	entity	ADJ
biht-436	49	8	relationships	relationship	NOUN
biht-436	49	9	:	:	PUNCT
biht-436	49	10	patient	patient	ADJ
biht-436	49	11	–	–	PUNCT
biht-436	49	12	institution	institution	NOUN
biht-436	49	13	(	(	PUNCT
biht-436	49	14	p	p	NOUN
biht-436	49	15	–	–	PUNCT
biht-436	49	16	h	h	NOUN
biht-436	49	17	)	)	PUNCT
biht-436	49	18	edges	edge	NOUN
biht-436	49	19	denote	denote	VERB
biht-436	49	20	medical	medical	ADJ
biht-436	49	21	visits	visit	NOUN
biht-436	49	22	,	,	PUNCT
biht-436	49	23	with	with	ADP
biht-436	49	24	weights	weight	NOUN
biht-436	49	25	based	base	VERB
biht-436	49	26	on	on	ADP
biht-436	49	27	normalized	normalize	VERB
biht-436	49	28	visit	visit	NOUN
biht-436	49	29	frequency	frequency	NOUN
biht-436	49	30	;	;	PUNCT
biht-436	49	31	institution	institution	NOUN
biht-436	49	32	–	–	PUNCT
biht-436	49	33	institution	institution	NOUN
biht-436	49	34	(	(	PUNCT
biht-436	49	35	h	h	NOUN
biht-436	49	36	–	–	PUNCT
biht-436	49	37	h	h	NOUN
biht-436	49	38	)	)	PUNCT
biht-436	49	39	edges	edge	NOUN
biht-436	49	40	reflect	reflect	VERB
biht-436	49	41	spatial	spatial	ADJ
biht-436	49	42	distance	distance	NOUN
biht-436	49	43	and	and	CCONJ
biht-436	49	44	referral	referral	ADJ
biht-436	49	45	links	link	NOUN
biht-436	49	46	,	,	PUNCT
biht-436	49	47	weighted	weight	VERB
biht-436	49	48	via	via	ADP
biht-436	49	49	a	a	DET
biht-436	49	50	gaussian	gaussian	ADJ
biht-436	49	51	kernel	kernel	NOUN
biht-436	49	52	;	;	PUNCT
biht-436	49	53	and	and	CCONJ
biht-436	49	54	geographic	geographic	ADJ
biht-436	49	55	unit	unit	NOUN
biht-436	49	56	–	–	PUNCT
biht-436	49	57	unit	unit	NOUN
biht-436	49	58	(	(	PUNCT
biht-436	49	59	g	g	NOUN
biht-436	49	60	–	–	PUNCT
biht-436	49	61	g	g	NOUN
biht-436	49	62	)	)	PUNCT
biht-436	49	63	edges	edge	NOUN
biht-436	49	64	indicate	indicate	VERB
biht-436	49	65	spatial	spatial	ADJ
biht-436	49	66	adjacency	adjacency	NOUN
biht-436	49	67	.	.	PUNCT
biht-436	50	1	additionally	additionally	ADV
biht-436	50	2	,	,	PUNCT
biht-436	50	3	patient	patient	ADJ
biht-436	50	4	–	–	PUNCT
biht-436	50	5	geographic	geographic	ADJ
biht-436	50	6	unit	unit	NOUN
biht-436	50	7	(	(	PUNCT
biht-436	50	8	p	p	X
biht-436	50	9	–	–	PUNCT
biht-436	50	10	g	g	NOUN
biht-436	50	11	)	)	PUNCT
biht-436	50	12	and	and	CCONJ
biht-436	50	13	geographic	geographic	ADJ
biht-436	50	14	unit	unit	NOUN
biht-436	50	15	–	–	PUNCT
biht-436	50	16	institution	institution	NOUN
biht-436	50	17	(	(	PUNCT
biht-436	50	18	g	g	NOUN
biht-436	50	19	–	–	PUNCT
biht-436	50	20	h	h	NOUN
biht-436	50	21	)	)	PUNCT
biht-436	50	22	edges	edge	NOUN
biht-436	50	23	capture	capture	VERB
biht-436	50	24	residential	residential	ADJ
biht-436	50	25	affiliation	affiliation	NOUN
biht-436	50	26	and	and	CCONJ
biht-436	50	27	spatial	spatial	ADJ
biht-436	50	28	service	service	NOUN
biht-436	50	29	linkage	linkage	NOUN
biht-436	50	30	,	,	PUNCT
biht-436	50	31	forming	form	VERB
biht-436	50	32	a	a	DET
biht-436	50	33	comprehensive	comprehensive	ADJ
biht-436	50	34	representation	representation	NOUN
biht-436	50	35	of	of	ADP
biht-436	50	36	the	the	DET
biht-436	50	37	regional	regional	ADJ
biht-436	50	38	health	health	NOUN
biht-436	50	39	service	service	NOUN
biht-436	50	40	network	network	NOUN
biht-436	50	41	.	.	PUNCT
biht-436	51	1	graph	graph	NOUN
biht-436	51	2	structure	structure	NOUN
biht-436	51	3	construction	construction	NOUN
biht-436	51	4	and	and	CCONJ
biht-436	51	5	data	datum	NOUN
biht-436	51	6	mapping	mapping	NOUN
biht-436	51	7	process	process	NOUN
biht-436	51	8	the	the	DET
biht-436	51	9	data	datum	NOUN
biht-436	51	10	sources	source	NOUN
biht-436	51	11	include	include	VERB
biht-436	51	12	three	three	NUM
biht-436	51	13	parts	part	NOUN
biht-436	51	14	:	:	PUNCT
biht-436	51	15	outpatient	outpatient	NOUN
biht-436	51	16	and	and	CCONJ
biht-436	51	17	inpatient	inpatient	NOUN
biht-436	51	18	medical	medical	ADJ
biht-436	51	19	records	record	NOUN
biht-436	51	20	from	from	ADP
biht-436	51	21	the	the	DET
biht-436	51	22	past	past	ADJ
biht-436	51	23	3	3	NUM
biht-436	51	24	years	year	NOUN
biht-436	51	25	(	(	PUNCT
biht-436	51	26	health	health	NOUN
biht-436	51	27	information	information	NOUN
biht-436	51	28	system	system	NOUN
biht-436	51	29	)	)	PUNCT
biht-436	51	30	,	,	PUNCT
biht-436	51	31	spatial	spatial	ADJ
biht-436	51	32	location	location	NOUN
biht-436	51	33	and	and	CCONJ
biht-436	51	34	road	road	NOUN
biht-436	51	35	data	datum	NOUN
biht-436	51	36	(	(	PUNCT
biht-436	51	37	gis	gis	NOUN
biht-436	51	38	)	)	PUNCT
biht-436	51	39	,	,	PUNCT
biht-436	51	40	and	and	CCONJ
biht-436	51	41	administrative	administrative	ADJ
biht-436	51	42	divisions	division	NOUN
biht-436	51	43	and	and	CCONJ
biht-436	51	44	economic	economic	ADJ
biht-436	51	45	indicators	indicator	NOUN
biht-436	51	46	(	(	PUNCT
biht-436	51	47	socioeconomic	socioeconomic	ADJ
biht-436	51	48	database	database	NOUN
biht-436	51	49	)	)	PUNCT
biht-436	51	50	.	.	PUNCT
biht-436	52	1	all	all	DET
biht-436	52	2	data	datum	NOUN
biht-436	52	3	were	be	AUX
biht-436	52	4	standardized	standardize	VERB
biht-436	52	5	,	,	PUNCT
biht-436	52	6	had	have	AUX
biht-436	52	7	missing	miss	VERB
biht-436	52	8	data	datum	NOUN
biht-436	52	9	filled	fill	VERB
biht-436	52	10	in	in	ADP
biht-436	52	11	,	,	PUNCT
biht-436	52	12	and	and	CCONJ
biht-436	52	13	were	be	AUX
biht-436	52	14	linked	link	VERB
biht-436	52	15	by	by	ADP
biht-436	52	16	primary	primary	ADJ
biht-436	52	17	keys	key	NOUN
biht-436	52	18	before	before	ADP
biht-436	52	19	being	be	AUX
biht-436	52	20	uniformly	uniformly	ADV
biht-436	52	21	numbered	number	VERB
biht-436	52	22	.	.	PUNCT
biht-436	53	1	medical	medical	ADJ
biht-436	53	2	record	record	NOUN
biht-436	53	3	data	datum	NOUN
biht-436	53	4	were	be	AUX
biht-436	53	5	aggregated	aggregate	VERB
biht-436	53	6	into	into	ADP
biht-436	53	7	time	time	NOUN
biht-436	53	8	series	series	NOUN
biht-436	53	9	by	by	ADP
biht-436	53	10	patient	patient	NOUN
biht-436	53	11	,	,	PUNCT
biht-436	53	12	and	and	CCONJ
biht-436	53	13	diagnostic	diagnostic	ADJ
biht-436	53	14	codes	code	NOUN
biht-436	53	15	were	be	AUX
biht-436	53	16	retained	retain	VERB
biht-436	53	17	for	for	ADP
biht-436	53	18	label	label	NOUN
biht-436	53	19	generation	generation	NOUN
biht-436	53	20	.	.	PUNCT
biht-436	54	1	after	after	SCONJ
biht-436	54	2	the	the	DET
biht-436	54	3	coordinates	coordinate	NOUN
biht-436	54	4	of	of	ADP
biht-436	54	5	medical	medical	ADJ
biht-436	54	6	institutions	institution	NOUN
biht-436	54	7	and	and	CCONJ
biht-436	54	8	geographic	geographic	ADJ
biht-436	54	9	units	unit	NOUN
biht-436	54	10	were	be	AUX
biht-436	54	11	transformed	transform	VERB
biht-436	54	12	,	,	PUNCT
biht-436	54	13	spatial	spatial	ADJ
biht-436	54	14	distances	distance	NOUN
biht-436	54	15	were	be	AUX
biht-436	54	16	calculated	calculate	VERB
biht-436	54	17	using	use	VERB
biht-436	54	18	spherical	spherical	ADJ
biht-436	54	19	cosine	cosine	NOUN
biht-436	54	20	distance	distance	NOUN
biht-436	54	21	to	to	PART
biht-436	54	22	construct	construct	VERB
biht-436	54	23	spatial	spatial	ADJ
biht-436	54	24	correlation	correlation	NOUN
biht-436	54	25	edges	edge	NOUN
biht-436	54	26	.	.	PUNCT
biht-436	55	1	to	to	PART
biht-436	55	2	avoid	avoid	VERB
biht-436	55	3	the	the	DET
biht-436	55	4	skewed	skewed	ADJ
biht-436	55	5	distribution	distribution	NOUN
biht-436	55	6	of	of	ADP
biht-436	55	7	node	node	NOUN
biht-436	55	8	and	and	CCONJ
biht-436	55	9	edge	edge	NOUN
biht-436	55	10	relationships	relationship	NOUN
biht-436	55	11	in	in	ADP
biht-436	55	12	heterogeneous	heterogeneous	ADJ
biht-436	55	13	networks	network	NOUN
biht-436	55	14	,	,	PUNCT
biht-436	55	15	an	an	DET
biht-436	55	16	edge	edge	NOUN
biht-436	55	17	sampling	sample	VERB
biht-436	55	18	strategy	strategy	NOUN
biht-436	55	19	is	be	AUX
biht-436	55	20	applied	apply	VERB
biht-436	55	21	to	to	PART
biht-436	55	22	regulate	regulate	VERB
biht-436	55	23	the	the	DET
biht-436	55	24	density	density	NOUN
biht-436	55	25	of	of	ADP
biht-436	55	26	extremely	extremely	ADV
biht-436	55	27	high	high	ADJ
biht-436	55	28	-	-	PUNCT
biht-436	55	29	frequency	frequency	NOUN
biht-436	55	30	edges	edge	NOUN
biht-436	55	31	.	.	PUNCT
biht-436	56	1	the	the	DET
biht-436	56	2	specific	specific	ADJ
biht-436	56	3	method	method	NOUN
biht-436	56	4	involves	involve	VERB
biht-436	56	5	performing	perform	VERB
biht-436	56	6	log	log	NOUN
biht-436	56	7	compression	compression	NOUN
biht-436	56	8	on	on	ADP
biht-436	56	9	the	the	DET
biht-436	56	10	patient	patient	NOUN
biht-436	56	11	-	-	PUNCT
biht-436	56	12	institution	institution	NOUN
biht-436	56	13	edge	edge	NOUN
biht-436	56	14	according	accord	VERB
biht-436	56	15	to	to	ADP
biht-436	56	16	the	the	DET
biht-436	56	17	visit	visit	NOUN
biht-436	56	18	frequency	frequency	NOUN
biht-436	56	19	,	,	PUNCT
biht-436	56	20	ensuring	ensure	VERB
biht-436	56	21	that	that	SCONJ
biht-436	56	22	high	high	ADJ
biht-436	56	23	-	-	PUNCT
biht-436	56	24	frequency	frequency	NOUN
biht-436	56	25	medical	medical	ADJ
biht-436	56	26	behavior	behavior	NOUN
biht-436	56	27	does	do	AUX
biht-436	56	28	not	not	PART
biht-436	56	29	dominate	dominate	VERB
biht-436	56	30	the	the	DET
biht-436	56	31	model	model	NOUN
biht-436	56	32	learning	learning	NOUN
biht-436	56	33	.	.	PUNCT
biht-436	57	1	the	the	DET
biht-436	57	2	final	final	ADJ
biht-436	57	3	form	form	NOUN
biht-436	57	4	of	of	ADP
biht-436	57	5	the	the	DET
biht-436	57	6	heterogeneous	heterogeneous	ADJ
biht-436	57	7	graph	graph	NOUN
biht-436	57	8	is	be	AUX
biht-436	57	9	g	g	NOUN
biht-436	57	10	 	 	SPACE
biht-436	57	11	=	=	PUNCT
biht-436	57	12	(	(	PUNCT
biht-436	57	13	v	v	NOUN
biht-436	57	14	,	,	PUNCT
biht-436	57	15	e	e	NOUN
biht-436	57	16	,	,	PUNCT
biht-436	57	17	t_v	t_v	NOUN
biht-436	57	18	,	,	PUNCT
biht-436	57	19	t_e	t_e	NUM
biht-436	57	20	)	)	PUNCT
biht-436	57	21	,	,	PUNCT
biht-436	57	22	where	where	SCONJ
biht-436	57	23	v	v	NOUN
biht-436	57	24	is	be	AUX
biht-436	57	25	the	the	DET
biht-436	57	26	set	set	NOUN
biht-436	57	27	of	of	ADP
biht-436	57	28	all	all	DET
biht-436	57	29	nodes	node	NOUN
biht-436	57	30	,	,	PUNCT
biht-436	57	31	e	e	X
biht-436	57	32	is	be	AUX
biht-436	57	33	the	the	DET
biht-436	57	34	set	set	NOUN
biht-436	57	35	of	of	ADP
biht-436	57	36	edges	edge	NOUN
biht-436	57	37	,	,	PUNCT
biht-436	57	38	and	and	CCONJ
biht-436	57	39	t_v	t_v	PUNCT
biht-436	57	40	and	and	CCONJ
biht-436	57	41	t_e	t_e	PUNCT
biht-436	57	42	represent	represent	VERB
biht-436	57	43	the	the	DET
biht-436	57	44	types	type	NOUN
biht-436	57	45	of	of	ADP
biht-436	57	46	nodes	node	NOUN
biht-436	57	47	and	and	CCONJ
biht-436	57	48	edges	edge	NOUN
biht-436	57	49	,	,	PUNCT
biht-436	57	50	respectively	respectively	ADV
biht-436	57	51	.	.	PUNCT
biht-436	58	1	to	to	PART
biht-436	58	2	further	far	ADV
biht-436	58	3	enhance	enhance	VERB
biht-436	58	4	the	the	DET
biht-436	58	5	network	network	NOUN
biht-436	58	6	’s	’s	PART
biht-436	58	7	semantic	semantic	ADJ
biht-436	58	8	expression	expression	NOUN
biht-436	58	9	ability	ability	NOUN
biht-436	58	10	,	,	PUNCT
biht-436	58	11	independent	independent	ADJ
biht-436	58	12	meta	meta	ADJ
biht-436	58	13	-	-	PUNCT
biht-436	58	14	path	path	NOUN
biht-436	58	15	combinations	combination	NOUN
biht-436	58	16	are	be	AUX
biht-436	58	17	designed	design	VERB
biht-436	58	18	for	for	ADP
biht-436	58	19	different	different	ADJ
biht-436	58	20	edge	edge	NOUN
biht-436	58	21	types	type	NOUN
biht-436	58	22	during	during	ADP
biht-436	58	23	the	the	DET
biht-436	58	24	graph	graph	NOUN
biht-436	58	25	construction	construction	NOUN
biht-436	58	26	process	process	NOUN
biht-436	58	27	,	,	PUNCT
biht-436	58	28	such	such	ADJ
biht-436	58	29	as	as	ADP
biht-436	58	30	p	p	NOUN
biht-436	58	31	-	-	PUNCT
biht-436	58	32	h	h	NOUN
biht-436	58	33	-	-	PUNCT
biht-436	58	34	p	p	NOUN
biht-436	58	35	,	,	PUNCT
biht-436	58	36	p	p	PROPN
biht-436	58	37	-	-	PUNCT
biht-436	58	38	h	h	NOUN
biht-436	58	39	-	-	PUNCT
biht-436	58	40	h	h	NOUN
biht-436	58	41	-	-	PUNCT
biht-436	58	42	p	p	NOUN
biht-436	58	43	,	,	PUNCT
biht-436	58	44	and	and	CCONJ
biht-436	58	45	p	p	X
biht-436	58	46	-	-	PUNCT
biht-436	58	47	g	g	NOUN
biht-436	58	48	-	-	PUNCT
biht-436	58	49	h	h	NOUN
biht-436	58	50	-	-	PUNCT
biht-436	58	51	p.	p.	NOUN
biht-436	58	52	these	these	DET
biht-436	58	53	meta	meta	ADJ
biht-436	58	54	-	-	PUNCT
biht-436	58	55	paths	path	NOUN
biht-436	58	56	are	be	AUX
biht-436	58	57	used	use	VERB
biht-436	58	58	to	to	PART
biht-436	58	59	capture	capture	VERB
biht-436	58	60	crosstype	crosstype	VERB
biht-436	58	61	behavioral	behavioral	ADJ
biht-436	58	62	dependencies	dependency	NOUN
biht-436	58	63	and	and	CCONJ
biht-436	58	64	service	service	NOUN
biht-436	58	65	associations	association	NOUN
biht-436	58	66	in	in	ADP
biht-436	58	67	the	the	DET
biht-436	58	68	subsequent	subsequent	ADJ
biht-436	58	69	heterogeneous	heterogeneous	ADJ
biht-436	58	70	gnn	gnn	PROPN
biht-436	58	71	learning	learn	VERB
biht-436	58	72	process.30,31	process.30,31	NOUN
biht-436	58	73	figure	figure	NOUN
biht-436	58	74	2	2	NUM
biht-436	58	75	illustrates	illustrate	VERB
biht-436	58	76	the	the	DET
biht-436	58	77	heterogeneous	heterogeneous	ADJ
biht-436	58	78	health	health	NOUN
biht-436	58	79	service	service	NOUN
biht-436	58	80	network	network	NOUN
biht-436	58	81	and	and	CCONJ
biht-436	58	82	node	node	NOUN
biht-436	58	83	degree	degree	NOUN
biht-436	58	84	distribution	distribution	NOUN
biht-436	58	85	of	of	ADP
biht-436	58	86	elderly	elderly	ADJ
biht-436	58	87	patients	patient	NOUN
biht-436	58	88	with	with	ADP
biht-436	58	89	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	58	90	citation	citation	NOUN
biht-436	58	91	:	:	PUNCT
biht-436	59	1	blockchain	blockchain	NOUN
biht-436	59	2	in	in	ADP
biht-436	59	3	healthcare	healthcare	NOUN
biht-436	59	4	today	today	NOUN
biht-436	59	5	2025	2025	NUM
biht-436	59	6	,	,	PUNCT
biht-436	59	7	8	8	NUM
biht-436	59	8	:	:	SYM
biht-436	59	9	436	436	NUM
biht-436	59	10	https://doi.org/10.30953/bhty.v8.4364	https://doi.org/10.30953/bhty.v8.4364	NOUN
biht-436	59	11	(	(	PUNCT
biht-436	59	12	page	page	NOUN
biht-436	59	13	number	number	NOUN
biht-436	59	14	not	not	PART
biht-436	59	15	for	for	ADP
biht-436	59	16	citation	citation	NOUN
biht-436	59	17	purpose	purpose	NOUN
biht-436	59	18	)	)	PUNCT
biht-436	60	1	jing	jing	PROPN
biht-436	60	2	zhang	zhang	PROPN
biht-436	60	3	and	and	CCONJ
biht-436	60	4	haitao	haitao	PROPN
biht-436	60	5	fan	fan	PROPN
biht-436	60	6	chronic	chronic	PROPN
biht-436	60	7	comorbidities	comorbiditie	NOUN
biht-436	60	8	in	in	ADP
biht-436	60	9	rural	rural	ADJ
biht-436	60	10	ethnic	ethnic	ADJ
biht-436	60	11	minority	minority	NOUN
biht-436	60	12	areas	area	NOUN
biht-436	60	13	of	of	ADP
biht-436	60	14	northwest	northwest	PROPN
biht-436	60	15	yunnan	yunnan	PROPN
biht-436	60	16	.	.	PUNCT
biht-436	61	1	the	the	DET
biht-436	61	2	left	left	ADJ
biht-436	61	3	panel	panel	NOUN
biht-436	61	4	maps	map	VERB
biht-436	61	5	patients	patient	NOUN
biht-436	61	6	,	,	PUNCT
biht-436	61	7	medical	medical	ADJ
biht-436	61	8	institutions	institution	NOUN
biht-436	61	9	,	,	PUNCT
biht-436	61	10	and	and	CCONJ
biht-436	61	11	geographic	geographic	ADJ
biht-436	61	12	units	unit	NOUN
biht-436	61	13	by	by	ADP
biht-436	61	14	spatial	spatial	ADJ
biht-436	61	15	coordinates	coordinate	NOUN
biht-436	61	16	,	,	PUNCT
biht-436	61	17	showing	show	VERB
biht-436	61	18	medical	medical	ADJ
biht-436	61	19	visit	visit	NOUN
biht-436	61	20	links	link	NOUN
biht-436	61	21	(	(	PUNCT
biht-436	61	22	patient	patient	ADJ
biht-436	61	23	–	–	PUNCT
biht-436	61	24	hospital	hospital	NOUN
biht-436	61	25	)	)	PUNCT
biht-436	61	26	and	and	CCONJ
biht-436	61	27	referral	referral	ADJ
biht-436	61	28	collaborations	collaboration	NOUN
biht-436	61	29	(	(	PUNCT
biht-436	61	30	hospital	hospital	NOUN
biht-436	61	31	–	–	PUNCT
biht-436	61	32	hospital	hospital	NOUN
biht-436	61	33	)	)	PUNCT
biht-436	61	34	.	.	PUNCT
biht-436	62	1	frequent	frequent	ADJ
biht-436	62	2	cross	cross	ADJ
biht-436	62	3	-	-	ADJ
biht-436	62	4	unit	unit	ADJ
biht-436	62	5	visits	visit	NOUN
biht-436	62	6	reveal	reveal	VERB
biht-436	62	7	patient	patient	ADJ
biht-436	62	8	mobility	mobility	NOUN
biht-436	62	9	and	and	CCONJ
biht-436	62	10	a	a	DET
biht-436	62	11	mismatch	mismatch	NOUN
biht-436	62	12	between	between	ADP
biht-436	62	13	service	service	NOUN
biht-436	62	14	supply	supply	NOUN
biht-436	62	15	and	and	CCONJ
biht-436	62	16	demand	demand	NOUN
biht-436	62	17	.	.	PUNCT
biht-436	63	1	the	the	DET
biht-436	63	2	right	right	ADJ
biht-436	63	3	panel	panel	NOUN
biht-436	63	4	shows	show	VERB
biht-436	63	5	node	node	NOUN
biht-436	63	6	degree	degree	NOUN
biht-436	63	7	distribution	distribution	NOUN
biht-436	63	8	,	,	PUNCT
biht-436	63	9	where	where	SCONJ
biht-436	63	10	most	most	ADJ
biht-436	63	11	patients	patient	NOUN
biht-436	63	12	have	have	VERB
biht-436	63	13	degrees	degree	NOUN
biht-436	63	14	of	of	ADP
biht-436	63	15	1–3	1–3	NOUN
biht-436	63	16	,	,	PUNCT
biht-436	63	17	while	while	SCONJ
biht-436	63	18	several	several	ADJ
biht-436	63	19	hospitals	hospital	NOUN
biht-436	63	20	exhibit	exhibit	VERB
biht-436	63	21	high	high	ADJ
biht-436	63	22	degrees	degree	NOUN
biht-436	63	23	,	,	PUNCT
biht-436	63	24	indicating	indicate	VERB
biht-436	63	25	central	central	ADJ
biht-436	63	26	roles	role	NOUN
biht-436	63	27	,	,	PUNCT
biht-436	63	28	resource	resource	NOUN
biht-436	63	29	concentration	concentration	NOUN
biht-436	63	30	,	,	PUNCT
biht-436	63	31	and	and	CCONJ
biht-436	63	32	potential	potential	ADJ
biht-436	63	33	service	service	NOUN
biht-436	63	34	bottlenecks	bottleneck	NOUN
biht-436	63	35	.	.	PUNCT
biht-436	64	1	this	this	DET
biht-436	64	2	structure	structure	NOUN
biht-436	64	3	underpins	underpin	VERB
biht-436	64	4	subsequent	subsequent	ADJ
biht-436	64	5	gnn	gnn	NOUN
biht-436	64	6	-	-	PUNCT
biht-436	64	7	based	base	VERB
biht-436	64	8	analyses	analysis	NOUN
biht-436	64	9	for	for	ADP
biht-436	64	10	identifying	identify	VERB
biht-436	64	11	high	high	ADJ
biht-436	64	12	-	-	PUNCT
biht-436	64	13	risk	risk	NOUN
biht-436	64	14	groups	group	NOUN
biht-436	64	15	and	and	CCONJ
biht-436	64	16	optimizing	optimize	VERB
biht-436	64	17	service	service	NOUN
biht-436	64	18	pathways	pathway	NOUN
biht-436	64	19	.	.	PUNCT
biht-436	65	1	the	the	DET
biht-436	65	2	focus	focus	NOUN
biht-436	65	3	of	of	ADP
biht-436	65	4	this	this	DET
biht-436	65	5	phase	phase	NOUN
biht-436	65	6	is	be	AUX
biht-436	65	7	to	to	PART
biht-436	65	8	address	address	VERB
biht-436	65	9	the	the	DET
biht-436	65	10	challenge	challenge	NOUN
biht-436	65	11	of	of	ADP
biht-436	65	12	representing	represent	VERB
biht-436	65	13	healthcare	healthcare	PROPN
biht-436	65	14	service	service	NOUN
biht-436	65	15	behavior	behavior	NOUN
biht-436	65	16	data	datum	NOUN
biht-436	65	17	in	in	ADP
biht-436	65	18	a	a	DET
biht-436	65	19	multidimensional	multidimensional	ADJ
biht-436	65	20	structure	structure	NOUN
biht-436	65	21	.	.	PUNCT
biht-436	66	1	by	by	ADP
biht-436	66	2	clarifying	clarify	VERB
biht-436	66	3	node	node	ADJ
biht-436	66	4	types	type	NOUN
biht-436	66	5	and	and	CCONJ
biht-436	66	6	the	the	DET
biht-436	66	7	semantic	semantic	ADJ
biht-436	66	8	categories	category	NOUN
biht-436	66	9	of	of	ADP
biht-436	66	10	edges	edge	NOUN
biht-436	66	11	and	and	CCONJ
biht-436	66	12	combining	combine	VERB
biht-436	66	13	multidimensional	multidimensional	ADJ
biht-436	66	14	features	feature	NOUN
biht-436	66	15	such	such	ADJ
biht-436	66	16	as	as	ADP
biht-436	66	17	time	time	NOUN
biht-436	66	18	series	series	NOUN
biht-436	66	19	,	,	PUNCT
biht-436	66	20	spatial	spatial	ADJ
biht-436	66	21	distribution	distribution	NOUN
biht-436	66	22	,	,	PUNCT
biht-436	66	23	and	and	CCONJ
biht-436	66	24	behavioral	behavioral	ADJ
biht-436	66	25	paths	path	NOUN
biht-436	66	26	,	,	PUNCT
biht-436	66	27	the	the	DET
biht-436	66	28	original	original	ADJ
biht-436	66	29	unstructured	unstructured	ADJ
biht-436	66	30	healthcare	healthcare	PROPN
biht-436	66	31	service	service	PROPN
biht-436	66	32	data	datum	NOUN
biht-436	66	33	are	be	AUX
biht-436	66	34	transformed	transform	VERB
biht-436	66	35	into	into	ADP
biht-436	66	36	a	a	DET
biht-436	66	37	graph	graph	NOUN
biht-436	66	38	structure	structure	NOUN
biht-436	66	39	suitable	suitable	ADJ
biht-436	66	40	for	for	ADP
biht-436	66	41	deep	deep	ADJ
biht-436	66	42	learning	learn	VERB
biht-436	66	43	modeling	modeling	NOUN
biht-436	66	44	.	.	PUNCT
biht-436	67	1	embedded	embed	VERB
biht-436	67	2	feature	feature	NOUN
biht-436	67	3	representation	representation	NOUN
biht-436	67	4	learning	learn	VERB
biht-436	67	5	design	design	NOUN
biht-436	67	6	of	of	ADP
biht-436	67	7	heterogeneous	heterogeneous	ADJ
biht-436	67	8	graph	graph	NOUN
biht-436	67	9	attention	attention	NOUN
biht-436	67	10	mechanism	mechanism	NOUN
biht-436	67	11	:	:	PUNCT
biht-436	67	12	after	after	ADP
biht-436	67	13	completing	complete	VERB
biht-436	67	14	the	the	DET
biht-436	67	15	construction	construction	NOUN
biht-436	67	16	of	of	ADP
biht-436	67	17	the	the	DET
biht-436	67	18	heterogeneous	heterogeneous	ADJ
biht-436	67	19	graph	graph	NOUN
biht-436	67	20	structure	structure	NOUN
biht-436	67	21	,	,	PUNCT
biht-436	67	22	it	it	PRON
biht-436	67	23	is	be	AUX
biht-436	67	24	necessary	necessary	ADJ
biht-436	67	25	to	to	PART
biht-436	67	26	learn	learn	VERB
biht-436	67	27	effective	effective	ADJ
biht-436	67	28	feature	feature	NOUN
biht-436	67	29	representations	representation	NOUN
biht-436	67	30	for	for	ADP
biht-436	67	31	various	various	ADJ
biht-436	67	32	nodes	node	NOUN
biht-436	67	33	in	in	ADP
biht-436	67	34	the	the	DET
biht-436	67	35	graph	graph	NOUN
biht-436	67	36	to	to	PART
biht-436	67	37	capture	capture	VERB
biht-436	67	38	the	the	DET
biht-436	67	39	high	high	ADJ
biht-436	67	40	-	-	PUNCT
biht-436	67	41	order	order	NOUN
biht-436	67	42	semantic	semantic	ADJ
biht-436	67	43	correlations	correlation	NOUN
biht-436	67	44	between	between	ADP
biht-436	67	45	patients	patient	NOUN
biht-436	67	46	in	in	ADP
biht-436	67	47	terms	term	NOUN
biht-436	67	48	of	of	ADP
biht-436	67	49	service	service	NOUN
biht-436	67	50	behaviors	behavior	NOUN
biht-436	67	51	,	,	PUNCT
biht-436	67	52	geographical	geographical	ADJ
biht-436	67	53	distribution	distribution	NOUN
biht-436	67	54	,	,	PUNCT
biht-436	67	55	and	and	CCONJ
biht-436	67	56	institutional	institutional	ADJ
biht-436	67	57	access	access	NOUN
biht-436	67	58	paths.32,33	paths.32,33	NOUN
biht-436	67	59	to	to	PART
biht-436	67	60	adapt	adapt	VERB
biht-436	67	61	to	to	ADP
biht-436	67	62	heterogeneous	heterogeneous	ADJ
biht-436	67	63	graphs	graph	NOUN
biht-436	67	64	with	with	ADP
biht-436	67	65	multiple	multiple	ADJ
biht-436	67	66	node	node	ADJ
biht-436	67	67	types	type	NOUN
biht-436	67	68	and	and	CCONJ
biht-436	67	69	diverse	diverse	ADJ
biht-436	67	70	edge	edge	NOUN
biht-436	67	71	structures	structure	NOUN
biht-436	67	72	,	,	PUNCT
biht-436	67	73	this	this	DET
biht-436	67	74	study	study	NOUN
biht-436	67	75	selected	select	VERB
biht-436	67	76	the	the	DET
biht-436	67	77	han	han	NOUN
biht-436	67	78	for	for	ADP
biht-436	67	79	node	node	NOUN
biht-436	67	80	embedding	embed	VERB
biht-436	67	81	calculations	calculation	NOUN
biht-436	67	82	.	.	PUNCT
biht-436	68	1	this	this	DET
biht-436	68	2	method	method	NOUN
biht-436	68	3	can	can	AUX
biht-436	68	4	process	process	VERB
biht-436	68	5	information	information	NOUN
biht-436	68	6	heterogeneity	heterogeneity	NOUN
biht-436	68	7	at	at	ADP
biht-436	68	8	both	both	CCONJ
biht-436	68	9	the	the	DET
biht-436	68	10	meta	meta	ADJ
biht-436	68	11	-	-	PUNCT
biht-436	68	12	path	path	NOUN
biht-436	68	13	level	level	NOUN
biht-436	68	14	and	and	CCONJ
biht-436	68	15	the	the	DET
biht-436	68	16	node	node	ADJ
biht-436	68	17	adjacency	adjacency	NOUN
biht-436	68	18	level	level	NOUN
biht-436	68	19	through	through	ADP
biht-436	68	20	a	a	DET
biht-436	68	21	multi	multi	ADJ
biht-436	68	22	-	-	ADJ
biht-436	68	23	level	level	ADJ
biht-436	68	24	attention	attention	NOUN
biht-436	68	25	mechanism	mechanism	NOUN
biht-436	68	26	,	,	PUNCT
biht-436	68	27	generating	generate	VERB
biht-436	68	28	node	node	ADJ
biht-436	68	29	representations	representation	NOUN
biht-436	68	30	that	that	PRON
biht-436	68	31	are	be	AUX
biht-436	68	32	sensitive	sensitive	ADJ
biht-436	68	33	to	to	ADP
biht-436	68	34	semantic	semantic	ADJ
biht-436	68	35	relationships	relationship	NOUN
biht-436	68	36	.	.	PUNCT
biht-436	69	1	the	the	DET
biht-436	69	2	construction	construction	NOUN
biht-436	69	3	of	of	ADP
biht-436	69	4	the	the	DET
biht-436	69	5	meta	meta	ADJ
biht-436	69	6	-	-	PUNCT
biht-436	69	7	path	path	NOUN
biht-436	69	8	is	be	AUX
biht-436	69	9	based	base	VERB
biht-436	69	10	on	on	ADP
biht-436	69	11	the	the	DET
biht-436	69	12	structure	structure	NOUN
biht-436	69	13	defined	define	VERB
biht-436	69	14	in	in	ADP
biht-436	69	15	the	the	DET
biht-436	69	16	previous	previous	ADJ
biht-436	69	17	paper	paper	NOUN
biht-436	69	18	.	.	PUNCT
biht-436	70	1	the	the	DET
biht-436	70	2	three	three	NUM
biht-436	70	3	types	type	NOUN
biht-436	70	4	of	of	ADP
biht-436	70	5	composite	composite	ADJ
biht-436	70	6	paths	path	NOUN
biht-436	70	7	,	,	PUNCT
biht-436	70	8	p	p	NOUN
biht-436	70	9	-	-	PUNCT
biht-436	70	10	h	h	NOUN
biht-436	70	11	-	-	PUNCT
biht-436	70	12	p	p	NOUN
biht-436	70	13	,	,	PUNCT
biht-436	70	14	p	p	PROPN
biht-436	70	15	-	-	PUNCT
biht-436	70	16	h	h	NOUN
biht-436	70	17	-	-	PUNCT
biht-436	70	18	h	h	NOUN
biht-436	70	19	-	-	PUNCT
biht-436	70	20	p	p	NOUN
biht-436	70	21	,	,	PUNCT
biht-436	70	22	and	and	CCONJ
biht-436	70	23	p	p	X
biht-436	70	24	-	-	PUNCT
biht-436	70	25	g	g	NOUN
biht-436	70	26	-	-	PUNCT
biht-436	70	27	h	h	NOUN
biht-436	70	28	-	-	PUNCT
biht-436	70	29	p	p	NOUN
biht-436	70	30	,	,	PUNCT
biht-436	70	31	are	be	AUX
biht-436	70	32	mainly	mainly	ADV
biht-436	70	33	selected	select	VERB
biht-436	70	34	,	,	PUNCT
biht-436	70	35	corresponding	correspond	VERB
biht-436	70	36	to	to	ADP
biht-436	70	37	the	the	DET
biht-436	70	38	three	three	NUM
biht-436	70	39	types	type	NOUN
biht-436	70	40	of	of	ADP
biht-436	70	41	connections	connection	NOUN
biht-436	70	42	:	:	PUNCT
biht-436	70	43	behavioral	behavioral	ADJ
biht-436	70	44	homogeneity	homogeneity	NOUN
biht-436	70	45	,	,	PUNCT
biht-436	70	46	institutional	institutional	ADJ
biht-436	70	47	shared	share	VERB
biht-436	70	48	access	access	NOUN
biht-436	70	49	,	,	PUNCT
biht-436	70	50	and	and	CCONJ
biht-436	70	51	spatial	spatial	ADJ
biht-436	70	52	similarity	similarity	NOUN
biht-436	70	53	.	.	PUNCT
biht-436	71	1	at	at	ADP
biht-436	71	2	the	the	DET
biht-436	71	3	meta	meta	ADJ
biht-436	71	4	-	-	PUNCT
biht-436	71	5	path	path	NOUN
biht-436	71	6	level	level	NOUN
biht-436	71	7	semantic	semantic	ADJ
biht-436	71	8	fusion	fusion	NOUN
biht-436	71	9	layer	layer	NOUN
biht-436	71	10	,	,	PUNCT
biht-436	71	11	an	an	DET
biht-436	71	12	independent	independent	ADJ
biht-436	71	13	semantic	semantic	ADJ
biht-436	71	14	attention	attention	NOUN
biht-436	71	15	mechanism	mechanism	NOUN
biht-436	71	16	is	be	AUX
biht-436	71	17	applied	apply	VERB
biht-436	71	18	to	to	PART
biht-436	71	19	calculate	calculate	VERB
biht-436	71	20	the	the	DET
biht-436	71	21	importance	importance	NOUN
biht-436	71	22	weight	weight	NOUN
biht-436	71	23	for	for	ADP
biht-436	71	24	each	each	DET
biht-436	71	25	type	type	NOUN
biht-436	71	26	of	of	ADP
biht-436	71	27	meta	meta	ADJ
biht-436	71	28	-	-	PUNCT
biht-436	71	29	path	path	NOUN
biht-436	71	30	.	.	PUNCT
biht-436	72	1	assuming	assume	VERB
biht-436	72	2	that	that	SCONJ
biht-436	72	3	the	the	DET
biht-436	72	4	embedding	embed	VERB
biht-436	72	5	vector	vector	NOUN
biht-436	72	6	of	of	ADP
biht-436	72	7	a	a	DET
biht-436	72	8	node	node	PROPN
biht-436	72	9	vi	vi	NOUN
biht-436	72	10	in	in	ADP
biht-436	72	11	the	the	DET
biht-436	72	12	graph	graph	NOUN
biht-436	72	13	under	under	ADP
biht-436	72	14	the	the	DET
biht-436	72	15	meta	meta	ADJ
biht-436	72	16	-	-	PUNCT
biht-436	72	17	path	path	NOUN
biht-436	72	18	type	type	NOUN
biht-436	72	19	m	m	NOUN
biht-436	72	20	is	be	AUX
biht-436	72	21	,	,	PUNCT
biht-436	72	22	hi	hi	INTJ
biht-436	72	23	m	m	VERB
biht-436	72	24	the	the	DET
biht-436	72	25	semantic	semantic	ADJ
biht-436	72	26	attention	attention	NOUN
biht-436	72	27	coefficient	coefficient	NOUN
biht-436	72	28	is	be	AUX
biht-436	72	29	calculated	calculate	VERB
biht-436	72	30	by	by	ADP
biht-436	72	31	the	the	DET
biht-436	72	32	following	follow	VERB
biht-436	72	33	formula	formula	NOUN
biht-436	72	34	:	:	PUNCT
biht-436	72	35	∑	∑	PUNCT
biht-436	72	36	β	β	X
biht-436	72	37	µ	µ	X
biht-436	72	38	µ	µ	X
biht-436	72	39	(	(	PUNCT
biht-436	72	40	)	)	PUNCT
biht-436	72	41	(	(	PUNCT
biht-436	72	42	)	)	PUNCT
biht-436	72	43	=	=	SYM
biht-436	72	44	⋅	⋅	PROPN
biht-436	72	45	⋅	⋅	PROPN
biht-436	72	46	⋅	⋅	PROPN
biht-436	72	47	⋅	⋅	PROPN
biht-436	72	48	q	q	PROPN
biht-436	72	49	w	w	PROPN
biht-436	72	50	q	q	PUNCT
biht-436	72	51	w	w	PROPN
biht-436	72	52	exp	exp	NOUN
biht-436	72	53	tanh	tanh	NOUN
biht-436	72	54	(	(	PUNCT
biht-436	72	55	)	)	PUNCT
biht-436	72	56	exp	exp	NOUN
biht-436	72	57	tanh	tanh	NOUN
biht-436	72	58	(	(	PUNCT
biht-436	72	59	)	)	PUNCT
biht-436	72	60	m	m	VERB
biht-436	72	61	t	t	NOUN
biht-436	72	62	m	m	VERB
biht-436	72	63	m	m	VERB
biht-436	72	64	m	m	VERB
biht-436	72	65	t	t	NOUN
biht-436	72	66	m	m	VERB
biht-436	72	67	m	m	NOUN
biht-436	72	68	'	'	PUNCT
biht-436	72	69	'	'	PUNCT
biht-436	72	70	'	'	PUNCT
biht-436	72	71	(	(	PUNCT
biht-436	72	72	1	1	X
biht-436	72	73	)	)	PUNCT
biht-436	72	74	where	where	SCONJ
biht-436	72	75	∑µ	∑µ	PROPN
biht-436	72	76	=	=	PUNCT
biht-436	72	77	=	=	PROPN
biht-436	72	78	v	v	ADP
biht-436	72	79	h1	h1	NOUN
biht-436	72	80	m	m	NOUN
biht-436	72	81	i	i	PRON
biht-436	72	82	v	v	VERB
biht-436	72	83	i	i	PRON
biht-436	72	84	m	m	VERB
biht-436	72	85	1	1	NUM
biht-436	72	86	,	,	PUNCT
biht-436	72	87	q	q	PUNCT
biht-436	72	88	is	be	AUX
biht-436	72	89	a	a	DET
biht-436	72	90	trainable	trainable	ADJ
biht-436	72	91	semantic	semantic	ADJ
biht-436	72	92	vector	vector	NOUN
biht-436	72	93	,	,	PUNCT
biht-436	72	94	and	and	CCONJ
biht-436	72	95	wm	wm	PROPN
biht-436	72	96	is	be	AUX
biht-436	72	97	a	a	DET
biht-436	72	98	semantic	semantic	ADJ
biht-436	72	99	-	-	PUNCT
biht-436	72	100	specific	specific	ADJ
biht-436	72	101	transformation	transformation	NOUN
biht-436	72	102	matrix	matrix	NOUN
biht-436	72	103	.	.	PUNCT
biht-436	73	1	this	this	DET
biht-436	73	2	mechanism	mechanism	NOUN
biht-436	73	3	weightedly	weightedly	ADV
biht-436	73	4	aggregates	aggregate	VERB
biht-436	73	5	node	node	NOUN
biht-436	73	6	embeddings	embedding	NOUN
biht-436	73	7	in	in	ADP
biht-436	73	8	different	different	ADJ
biht-436	73	9	semantic	semantic	ADJ
biht-436	73	10	spaces	space	NOUN
biht-436	73	11	under	under	ADP
biht-436	73	12	multiple	multiple	ADJ
biht-436	73	13	meta	meta	ADJ
biht-436	73	14	-	-	PUNCT
biht-436	73	15	paths	path	NOUN
biht-436	73	16	to	to	PART
biht-436	73	17	generate	generate	VERB
biht-436	73	18	the	the	DET
biht-436	73	19	final	final	ADJ
biht-436	73	20	node	node	NOUN
biht-436	73	21	representation	representation	NOUN
biht-436	73	22	for	for	ADP
biht-436	73	23	subsequent	subsequent	ADJ
biht-436	73	24	classification	classification	NOUN
biht-436	73	25	model	model	NOUN
biht-436	73	26	input	input	NOUN
biht-436	73	27	.	.	PUNCT
biht-436	74	1	figure	figure	NOUN
biht-436	74	2	3	3	NUM
biht-436	74	3	shows	show	VERB
biht-436	74	4	the	the	DET
biht-436	74	5	distribution	distribution	NOUN
biht-436	74	6	of	of	ADP
biht-436	74	7	different	different	ADJ
biht-436	74	8	types	type	NOUN
biht-436	74	9	of	of	ADP
biht-436	74	10	nodes	node	NOUN
biht-436	74	11	in	in	ADP
biht-436	74	12	the	the	DET
biht-436	74	13	embedding	embed	VERB
biht-436	74	14	space	space	NOUN
biht-436	74	15	after	after	ADP
biht-436	74	16	t	t	NOUN
biht-436	74	17	-	-	PUNCT
biht-436	74	18	distributed	distribute	VERB
biht-436	74	19	stochastic	stochastic	ADJ
biht-436	74	20	neighbor	neighbor	NOUN
biht-436	74	21	embedding	embed	VERB
biht-436	74	22	(	(	PUNCT
biht-436	74	23	t	t	PROPN
biht-436	74	24	-	-	PUNCT
biht-436	74	25	sne	sne	NOUN
biht-436	74	26	)	)	PUNCT
biht-436	74	27	dimensionality	dimensionality	NOUN
biht-436	74	28	reduction	reduction	NOUN
biht-436	74	29	.	.	PUNCT
biht-436	75	1	the	the	DET
biht-436	75	2	x	x	PROPN
biht-436	75	3	and	and	CCONJ
biht-436	75	4	y	y	PROPN
biht-436	75	5	axes	axis	NOUN
biht-436	75	6	represent	represent	VERB
biht-436	75	7	the	the	DET
biht-436	75	8	principal	principal	ADJ
biht-436	75	9	component	component	NOUN
biht-436	75	10	fig	fig	NOUN
biht-436	75	11	.	.	PUNCT
biht-436	76	1	2	2	X
biht-436	76	2	.	.	X
biht-436	76	3	heterogeneous	heterogeneous	ADJ
biht-436	76	4	health	health	NOUN
biht-436	76	5	service	service	NOUN
biht-436	76	6	network	network	NOUN
biht-436	76	7	structure	structure	NOUN
biht-436	76	8	and	and	CCONJ
biht-436	76	9	node	node	NOUN
biht-436	76	10	degree	degree	NOUN
biht-436	76	11	distribution	distribution	NOUN
biht-436	76	12	characteristics	characteristic	NOUN
biht-436	76	13	.	.	PUNCT
biht-436	77	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	77	2	citation	citation	NOUN
biht-436	77	3	:	:	PUNCT
biht-436	78	1	blockchain	blockchain	NOUN
biht-436	78	2	in	in	ADP
biht-436	78	3	healthcare	healthcare	NOUN
biht-436	78	4	today	today	NOUN
biht-436	78	5	2025	2025	NUM
biht-436	78	6	,	,	PUNCT
biht-436	78	7	8	8	NUM
biht-436	78	8	:	:	SYM
biht-436	78	9	436	436	NUM
biht-436	78	10	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	78	11	5	5	NUM
biht-436	78	12	(	(	PUNCT
biht-436	78	13	page	page	NOUN
biht-436	78	14	number	number	NOUN
biht-436	78	15	not	not	PART
biht-436	78	16	for	for	ADP
biht-436	78	17	citation	citation	NOUN
biht-436	78	18	purpose	purpose	NOUN
biht-436	78	19	)	)	PUNCT
biht-436	78	20	health	health	NOUN
biht-436	78	21	service	service	NOUN
biht-436	78	22	utilization	utilization	NOUN
biht-436	78	23	using	use	VERB
biht-436	78	24	gnn	gnn	NOUN
biht-436	78	25	dimensions	dimension	NOUN
biht-436	78	26	extracted	extract	VERB
biht-436	78	27	by	by	ADP
biht-436	78	28	t	t	PROPN
biht-436	78	29	-	-	PUNCT
biht-436	78	30	sne	sne	NOUN
biht-436	78	31	,	,	PUNCT
biht-436	78	32	used	use	VERB
biht-436	78	33	to	to	PART
biht-436	78	34	preserve	preserve	VERB
biht-436	78	35	local	local	ADJ
biht-436	78	36	structural	structural	ADJ
biht-436	78	37	features	feature	NOUN
biht-436	78	38	.	.	PUNCT
biht-436	79	1	the	the	DET
biht-436	79	2	results	result	NOUN
biht-436	79	3	show	show	VERB
biht-436	79	4	that	that	SCONJ
biht-436	79	5	the	the	DET
biht-436	79	6	three	three	NUM
biht-436	79	7	types	type	NOUN
biht-436	79	8	of	of	ADP
biht-436	79	9	nodes	node	NOUN
biht-436	79	10	exhibit	exhibit	VERB
biht-436	79	11	significant	significant	ADJ
biht-436	79	12	clustering	clustering	NOUN
biht-436	79	13	,	,	PUNCT
biht-436	79	14	indicating	indicate	VERB
biht-436	79	15	that	that	SCONJ
biht-436	79	16	the	the	DET
biht-436	79	17	model	model	NOUN
biht-436	79	18	effectively	effectively	ADV
biht-436	79	19	captures	capture	VERB
biht-436	79	20	structural	structural	ADJ
biht-436	79	21	and	and	CCONJ
biht-436	79	22	semantic	semantic	ADJ
biht-436	79	23	relationships	relationship	NOUN
biht-436	79	24	.	.	PUNCT
biht-436	80	1	among	among	ADP
biht-436	80	2	them	they	PRON
biht-436	80	3	,	,	PUNCT
biht-436	80	4	patient	patient	NOUN
biht-436	80	5	nodes	node	NOUN
biht-436	80	6	show	show	VERB
biht-436	80	7	the	the	DET
biht-436	80	8	most	most	ADV
biht-436	80	9	significant	significant	ADJ
biht-436	80	10	clustering	clustering	NOUN
biht-436	80	11	,	,	PUNCT
biht-436	80	12	while	while	SCONJ
biht-436	80	13	the	the	DET
biht-436	80	14	distribution	distribution	NOUN
biht-436	80	15	of	of	ADP
biht-436	80	16	medical	medical	ADJ
biht-436	80	17	institutions	institution	NOUN
biht-436	80	18	and	and	CCONJ
biht-436	80	19	geographical	geographical	ADJ
biht-436	80	20	units	unit	NOUN
biht-436	80	21	is	be	AUX
biht-436	80	22	more	more	ADV
biht-436	80	23	complex	complex	ADJ
biht-436	80	24	.	.	PUNCT
biht-436	81	1	these	these	DET
biht-436	81	2	results	result	NOUN
biht-436	81	3	validate	validate	VERB
biht-436	81	4	the	the	DET
biht-436	81	5	effectiveness	effectiveness	NOUN
biht-436	81	6	of	of	ADP
biht-436	81	7	heterogeneous	heterogeneous	ADJ
biht-436	81	8	graph	graph	NOUN
biht-436	81	9	models	model	NOUN
biht-436	81	10	in	in	ADP
biht-436	81	11	modeling	model	VERB
biht-436	81	12	relationships	relationship	NOUN
biht-436	81	13	among	among	ADP
biht-436	81	14	multiple	multiple	ADJ
biht-436	81	15	types	type	NOUN
biht-436	81	16	of	of	ADP
biht-436	81	17	nodes	node	NOUN
biht-436	81	18	,	,	PUNCT
biht-436	81	19	providing	provide	VERB
biht-436	81	20	a	a	DET
biht-436	81	21	semantic	semantic	ADJ
biht-436	81	22	foundation	foundation	NOUN
biht-436	81	23	for	for	ADP
biht-436	81	24	subsequent	subsequent	ADJ
biht-436	81	25	path	path	NOUN
biht-436	81	26	modeling	modeling	NOUN
biht-436	81	27	and	and	CCONJ
biht-436	81	28	attention	attention	NOUN
biht-436	81	29	allocation	allocation	NOUN
biht-436	81	30	.	.	PUNCT
biht-436	82	1	node	node	ADJ
biht-436	82	2	feature	feature	NOUN
biht-436	82	3	initialization	initialization	NOUN
biht-436	82	4	and	and	CCONJ
biht-436	82	5	graph	graph	NOUN
biht-436	82	6	convolution	convolution	NOUN
biht-436	82	7	design	design	NOUN
biht-436	82	8	:	:	PUNCT
biht-436	82	9	initial	initial	ADJ
biht-436	82	10	node	node	ADJ
biht-436	82	11	features	feature	NOUN
biht-436	82	12	were	be	AUX
biht-436	82	13	derived	derive	VERB
biht-436	82	14	from	from	ADP
biht-436	82	15	integrated	integrate	VERB
biht-436	82	16	attribute	attribute	NOUN
biht-436	82	17	data	datum	NOUN
biht-436	82	18	.	.	PUNCT
biht-436	83	1	patient	patient	ADJ
biht-436	83	2	nodes	node	NOUN
biht-436	83	3	include	include	VERB
biht-436	83	4	age	age	NOUN
biht-436	83	5	,	,	PUNCT
biht-436	83	6	gender	gender	NOUN
biht-436	83	7	,	,	PUNCT
biht-436	83	8	number	number	NOUN
biht-436	83	9	of	of	ADP
biht-436	83	10	comorbidities	comorbiditie	NOUN
biht-436	83	11	,	,	PUNCT
biht-436	83	12	visit	visit	NOUN
biht-436	83	13	frequency	frequency	NOUN
biht-436	83	14	in	in	ADP
biht-436	83	15	the	the	DET
biht-436	83	16	past	past	ADJ
biht-436	83	17	year	year	NOUN
biht-436	83	18	,	,	PUNCT
biht-436	83	19	and	and	CCONJ
biht-436	83	20	duration	duration	NOUN
biht-436	83	21	of	of	ADP
biht-436	83	22	missed	miss	VERB
biht-436	83	23	visits	visit	NOUN
biht-436	83	24	;	;	PUNCT
biht-436	83	25	medical	medical	ADJ
biht-436	83	26	institution	institution	NOUN
biht-436	83	27	nodes	node	NOUN
biht-436	83	28	include	include	VERB
biht-436	83	29	level	level	NOUN
biht-436	83	30	,	,	PUNCT
biht-436	83	31	service	service	NOUN
biht-436	83	32	radius	radius	NOUN
biht-436	83	33	,	,	PUNCT
biht-436	83	34	bed	bed	NOUN
biht-436	83	35	count	count	NOUN
biht-436	83	36	,	,	PUNCT
biht-436	83	37	and	and	CCONJ
biht-436	83	38	number	number	NOUN
biht-436	83	39	of	of	ADP
biht-436	83	40	doctors34,35	doctors34,35	NOUN
biht-436	83	41	;	;	PUNCT
biht-436	83	42	geographic	geographic	ADJ
biht-436	83	43	unit	unit	NOUN
biht-436	83	44	nodes	node	NOUN
biht-436	83	45	incorporate	incorporate	VERB
biht-436	83	46	road	road	NOUN
biht-436	83	47	accessibility	accessibility	NOUN
biht-436	83	48	,	,	PUNCT
biht-436	83	49	ethnic	ethnic	ADJ
biht-436	83	50	composition	composition	NOUN
biht-436	83	51	,	,	PUNCT
biht-436	83	52	altitude	altitude	NOUN
biht-436	83	53	,	,	PUNCT
biht-436	83	54	and	and	CCONJ
biht-436	83	55	per	per	ADP
biht-436	83	56	capita	capita	NOUN
biht-436	83	57	income	income	NOUN
biht-436	83	58	.	.	PUNCT
biht-436	84	1	all	all	DET
biht-436	84	2	features	feature	NOUN
biht-436	84	3	were	be	AUX
biht-436	84	4	z	z	NOUN
biht-436	84	5	-	-	PUNCT
biht-436	84	6	score	score	NOUN
biht-436	84	7	normalized	normalize	VERB
biht-436	84	8	and	and	CCONJ
biht-436	84	9	projected	project	VERB
biht-436	84	10	to	to	ADP
biht-436	84	11	a	a	DET
biht-436	84	12	unified	unified	ADJ
biht-436	84	13	128	128	NUM
biht-436	84	14	-	-	PUNCT
biht-436	84	15	dimensional	dimensional	ADJ
biht-436	84	16	space	space	NOUN
biht-436	84	17	via	via	ADP
biht-436	84	18	a	a	DET
biht-436	84	19	fully	fully	ADV
biht-436	84	20	connected	connected	ADJ
biht-436	84	21	network	network	NOUN
biht-436	84	22	.	.	PUNCT
biht-436	85	1	during	during	ADP
biht-436	85	2	gnn	gnn	PROPN
biht-436	85	3	computation	computation	NOUN
biht-436	85	4	,	,	PUNCT
biht-436	85	5	the	the	DET
biht-436	85	6	han	han	PROPN
biht-436	85	7	model	model	PROPN
biht-436	85	8	applies	apply	VERB
biht-436	85	9	a	a	DET
biht-436	85	10	structured	structured	ADJ
biht-436	85	11	node	node	ADJ
biht-436	85	12	attention	attention	NOUN
biht-436	85	13	mechanism	mechanism	NOUN
biht-436	85	14	to	to	PART
biht-436	85	15	aggregate	aggregate	VERB
biht-436	85	16	neighborhood	neighborhood	NOUN
biht-436	85	17	information	information	NOUN
biht-436	85	18	,	,	PUNCT
biht-436	85	19	capturing	capture	VERB
biht-436	85	20	fine	fine	ADV
biht-436	85	21	-	-	PUNCT
biht-436	85	22	grained	grain	VERB
biht-436	85	23	interactions	interaction	NOUN
biht-436	85	24	between	between	ADP
biht-436	85	25	individuals	individual	NOUN
biht-436	85	26	and	and	CCONJ
biht-436	85	27	service	service	NOUN
biht-436	85	28	pathways	pathway	NOUN
biht-436	85	29	.	.	PUNCT
biht-436	86	1	for	for	ADP
biht-436	86	2	each	each	DET
biht-436	86	3	layer	layer	NOUN
biht-436	86	4	,	,	PUNCT
biht-436	86	5	the	the	DET
biht-436	86	6	attention	attention	NOUN
biht-436	86	7	weight	weight	NOUN
biht-436	86	8	between	between	ADP
biht-436	86	9	node	node	PROPN
biht-436	86	10	i	i	PROPN
biht-436	86	11	and	and	CCONJ
biht-436	86	12	its	its	PRON
biht-436	86	13	neighbor	neighbor	NOUN
biht-436	86	14	j	j	PROPN
biht-436	86	15	under	under	ADP
biht-436	86	16	meta	meta	ADJ
biht-436	86	17	-	-	PUNCT
biht-436	86	18	path	path	NOUN
biht-436	86	19	m	m	VERB
biht-436	86	20	is	be	AUX
biht-436	86	21	computed	compute	VERB
biht-436	86	22	as	as	SCONJ
biht-436	86	23	follows	follow	VERB
biht-436	86	24	:	:	PUNCT
biht-436	86	25	∑	∑	PUNCT
biht-436	86	26	α	α	PROPN
biht-436	86	27	(	(	PUNCT
biht-436	86	28	)	)	PUNCT
biht-436	86	29	(	(	PUNCT
biht-436	86	30	)	)	PUNCT
biht-436	86	31	=	=	SYM
biht-436	86	32			PROPN
biht-436	86	33			NOUN
biht-436	86	34			NOUN
biht-436	86	35			NUM
biht-436	86	36			NOUN
biht-436	86	37			NOUN
biht-436	86	38			PUNCT
biht-436	86	39			PUNCT
biht-436	87	1			PROPN
biht-436	87	2			VERB
biht-436	87	3			NOUN
biht-436	87	4			NUM
biht-436	87	5			NOUN
biht-436	87	6			NOUN
biht-436	88	1			PROPN
biht-436	88	2	∈	∈	NOUN
biht-436	89	1	a	a	DET
biht-436	89	2	wh	wh	NOUN
biht-436	89	3	wh	wh	VERB
biht-436	89	4	a	a	DET
biht-436	89	5	wh	wh	NOUN
biht-436	89	6	wh	wh	NOUN
biht-436	89	7	exp	exp	NOUN
biht-436	89	8	leakyrelu	leakyrelu	PROPN
biht-436	89	9	exp	exp	NOUN
biht-436	89	10	leakyrelu	leakyrelu	NOUN
biht-436	89	11	ij	ij	INTJ
biht-436	89	12	m	m	PROPN
biht-436	90	1	t	t	NOUN
biht-436	91	1	i	i	PRON
biht-436	91	2	m	m	VERB
biht-436	91	3	j	j	NOUN
biht-436	91	4	m	m	VERB
biht-436	91	5	k	k	PROPN
biht-436	92	1	n	n	NUM
biht-436	92	2	t	t	NOUN
biht-436	93	1	i	i	PRON
biht-436	93	2	m	m	VERB
biht-436	93	3	k	k	NOUN
biht-436	93	4	m	m	VERB
biht-436	93	5	i	i	PRON
biht-436	93	6	m	m	VERB
biht-436	93	7	(	(	PUNCT
biht-436	93	8	2	2	NUM
biht-436	93	9	)	)	PUNCT
biht-436	93	10	where	where	SCONJ
biht-436	93	11	ni	ni	PROPN
biht-436	93	12	m	m	PROPN
biht-436	93	13	represents	represent	VERB
biht-436	93	14	the	the	DET
biht-436	93	15	adjacent	adjacent	ADJ
biht-436	93	16	set	set	NOUN
biht-436	93	17	of	of	ADP
biht-436	93	18	node	node	NOUN
biht-436	93	19	i	i	PRON
biht-436	93	20	under	under	ADP
biht-436	93	21	meta	meta	ADJ
biht-436	93	22	-	-	PUNCT
biht-436	93	23	path	path	NOUN
biht-436	93	24	m	m	NOUN
biht-436	93	25	,	,	PUNCT
biht-436	93	26	and	and	CCONJ
biht-436	93	27	a	a	PRON
biht-436	93	28	and	and	CCONJ
biht-436	93	29	w	w	NOUN
biht-436	93	30	are	be	AUX
biht-436	93	31	trainable	trainable	ADJ
biht-436	93	32	parameters	parameter	NOUN
biht-436	93	33	.	.	PUNCT
biht-436	94	1	the	the	DET
biht-436	94	2	multi	multi	ADJ
biht-436	94	3	-	-	ADJ
biht-436	94	4	head	head	ADJ
biht-436	94	5	attention	attention	NOUN
biht-436	94	6	mechanism	mechanism	NOUN
biht-436	94	7	is	be	AUX
biht-436	94	8	used	use	VERB
biht-436	94	9	to	to	PART
biht-436	94	10	stabilize	stabilize	VERB
biht-436	94	11	the	the	DET
biht-436	94	12	training	training	NOUN
biht-436	94	13	process	process	NOUN
biht-436	94	14	,	,	PUNCT
biht-436	94	15	and	and	CCONJ
biht-436	94	16	the	the	DET
biht-436	94	17	final	final	ADJ
biht-436	94	18	node	node	NOUN
biht-436	94	19	representation	representation	NOUN
biht-436	94	20	is	be	AUX
biht-436	94	21	obtained	obtain	VERB
biht-436	94	22	through	through	ADP
biht-436	94	23	multi	multi	ADJ
biht-436	94	24	-	-	ADJ
biht-436	94	25	head	head	ADJ
biht-436	94	26	aggregation	aggregation	NOUN
biht-436	94	27	.	.	PUNCT
biht-436	95	1	a	a	DET
biht-436	95	2	two	two	NUM
biht-436	95	3	-	-	PUNCT
biht-436	95	4	layer	layer	NOUN
biht-436	95	5	han	han	NOUN
biht-436	95	6	with	with	ADP
biht-436	95	7	64	64	NUM
biht-436	95	8	-	-	PUNCT
biht-436	95	9	dimensional	dimensional	ADJ
biht-436	95	10	outputs	output	NOUN
biht-436	95	11	per	per	ADP
biht-436	95	12	layer	layer	NOUN
biht-436	95	13	is	be	AUX
biht-436	95	14	used	use	VERB
biht-436	95	15	to	to	PART
biht-436	95	16	enhance	enhance	VERB
biht-436	95	17	embedding	embed	VERB
biht-436	95	18	representation	representation	NOUN
biht-436	95	19	and	and	CCONJ
biht-436	95	20	capture	capture	VERB
biht-436	95	21	cross	cross	ADJ
biht-436	95	22	-	-	ADJ
biht-436	95	23	layer	layer	ADJ
biht-436	95	24	dependencies	dependency	NOUN
biht-436	95	25	.	.	PUNCT
biht-436	96	1	the	the	DET
biht-436	96	2	exponential	exponential	ADJ
biht-436	96	3	linear	linear	PROPN
biht-436	96	4	unit	unit	NOUN
biht-436	96	5	(	(	PUNCT
biht-436	96	6	elu	elu	PROPN
biht-436	96	7	)	)	PUNCT
biht-436	96	8	serves	serve	VERB
biht-436	96	9	as	as	ADP
biht-436	96	10	the	the	DET
biht-436	96	11	activation	activation	NOUN
biht-436	96	12	function	function	NOUN
biht-436	96	13	,	,	PUNCT
biht-436	96	14	with	with	ADP
biht-436	96	15	a	a	DET
biht-436	96	16	0.5	0.5	NUM
biht-436	96	17	dropout	dropout	NOUN
biht-436	96	18	rate	rate	NOUN
biht-436	96	19	to	to	PART
biht-436	96	20	prevent	prevent	VERB
biht-436	96	21	overfitting	overfitting	NOUN
biht-436	96	22	.	.	PUNCT
biht-436	97	1	each	each	DET
biht-436	97	2	node	node	NOUN
biht-436	97	3	thus	thus	ADV
biht-436	97	4	obtains	obtain	VERB
biht-436	97	5	an	an	DET
biht-436	97	6	embedding	embed	VERB
biht-436	97	7	vector	vector	NOUN
biht-436	97	8	integrating	integrate	VERB
biht-436	97	9	meta	meta	ADJ
biht-436	97	10	-	-	PUNCT
biht-436	97	11	path	path	NOUN
biht-436	97	12	semantics	semantic	NOUN
biht-436	97	13	and	and	CCONJ
biht-436	97	14	neighborhood	neighborhood	NOUN
biht-436	97	15	interactions	interaction	NOUN
biht-436	97	16	,	,	PUNCT
biht-436	97	17	providing	provide	VERB
biht-436	97	18	a	a	DET
biht-436	97	19	structure	structure	NOUN
biht-436	97	20	-	-	PUNCT
biht-436	97	21	aware	aware	ADJ
biht-436	97	22	input	input	NOUN
biht-436	97	23	for	for	ADP
biht-436	97	24	subsequent	subsequent	ADJ
biht-436	97	25	classification	classification	NOUN
biht-436	97	26	.	.	PUNCT
biht-436	98	1	patient	patient	ADJ
biht-436	98	2	service	service	NOUN
biht-436	98	3	utilization	utilization	NOUN
biht-436	98	4	classification	classification	NOUN
biht-436	98	5	model	model	NOUN
biht-436	98	6	construction	construction	NOUN
biht-436	98	7	this	this	DET
biht-436	98	8	study	study	NOUN
biht-436	98	9	aims	aim	VERB
biht-436	98	10	to	to	PART
biht-436	98	11	implement	implement	VERB
biht-436	98	12	equitable	equitable	ADJ
biht-436	98	13	health	health	NOUN
biht-436	98	14	interventions	intervention	NOUN
biht-436	98	15	in	in	ADP
biht-436	98	16	ethnic	ethnic	ADJ
biht-436	98	17	minority	minority	NOUN
biht-436	98	18	areas	area	NOUN
biht-436	98	19	.	.	PUNCT
biht-436	99	1	it	it	PRON
biht-436	99	2	incorporates	incorporate	VERB
biht-436	99	3	the	the	DET
biht-436	99	4	world	world	PROPN
biht-436	99	5	health	health	PROPN
biht-436	99	6	organization	organization	NOUN
biht-436	99	7	’s	’s	PART
biht-436	99	8	framework	framework	NOUN
biht-436	99	9	of	of	ADP
biht-436	99	10	social	social	ADJ
biht-436	99	11	determinants	determinant	NOUN
biht-436	99	12	of	of	ADP
biht-436	99	13	health	health	NOUN
biht-436	99	14	and	and	CCONJ
biht-436	99	15	identifies	identify	VERB
biht-436	99	16	ethnic	ethnic	ADJ
biht-436	99	17	identity	identity	NOUN
biht-436	99	18	,	,	PUNCT
biht-436	99	19	language	language	NOUN
biht-436	99	20	barriers	barrier	NOUN
biht-436	99	21	,	,	PUNCT
biht-436	99	22	cultural	cultural	ADJ
biht-436	99	23	beliefs	belief	NOUN
biht-436	99	24	,	,	PUNCT
biht-436	99	25	and	and	CCONJ
biht-436	99	26	geographical	geographical	ADJ
biht-436	99	27	marginalization	marginalization	NOUN
biht-436	99	28	as	as	ADP
biht-436	99	29	key	key	ADJ
biht-436	99	30	drivers	driver	NOUN
biht-436	99	31	of	of	ADP
biht-436	99	32	structural	structural	ADJ
biht-436	99	33	inequality	inequality	NOUN
biht-436	99	34	.	.	PUNCT
biht-436	100	1	particularly	particularly	ADV
biht-436	100	2	,	,	PUNCT
biht-436	100	3	in	in	ADP
biht-436	100	4	tibetan	tibetan	ADJ
biht-436	100	5	and	and	CCONJ
biht-436	100	6	lisu	lisu	PROPN
biht-436	100	7	-	-	PUNCT
biht-436	100	8	populated	populate	VERB
biht-436	100	9	areas	area	NOUN
biht-436	100	10	like	like	ADP
biht-436	100	11	diqing	diqe	VERB
biht-436	100	12	and	and	CCONJ
biht-436	100	13	nujiang	nujiang	PROPN
biht-436	100	14	,	,	PUNCT
biht-436	100	15	the	the	DET
biht-436	100	16	disconnect	disconnect	NOUN
biht-436	100	17	between	between	ADP
biht-436	100	18	traditional	traditional	ADJ
biht-436	100	19	healthcare	healthcare	NOUN
biht-436	100	20	preferences	preference	NOUN
biht-436	100	21	and	and	CCONJ
biht-436	100	22	primary	primary	ADJ
biht-436	100	23	healthcare	healthcare	NOUN
biht-436	100	24	services	service	NOUN
biht-436	100	25	often	often	ADV
biht-436	100	26	leads	lead	VERB
biht-436	100	27	to	to	ADP
biht-436	100	28	institutional	institutional	ADJ
biht-436	100	29	loss	loss	NOUN
biht-436	100	30	to	to	PART
biht-436	100	31	follow	follow	VERB
biht-436	100	32	-	-	PUNCT
biht-436	100	33	up	up	NOUN
biht-436	100	34	.	.	PUNCT
biht-436	101	1	therefore	therefore	ADV
biht-436	101	2	,	,	PUNCT
biht-436	101	3	this	this	DET
biht-436	101	4	model	model	NOUN
biht-436	101	5	not	not	PART
biht-436	101	6	only	only	ADV
biht-436	101	7	identifies	identify	VERB
biht-436	101	8	potentially	potentially	ADV
biht-436	101	9	lost	lose	VERB
biht-436	101	10	-	-	PUNCT
biht-436	101	11	to	to	AUX
biht-436	101	12	-	-	PUNCT
biht-436	101	13	follow	follow	VERB
biht-436	101	14	-	-	PUNCT
biht-436	101	15	up	up	ADP
biht-436	101	16	individuals	individual	NOUN
biht-436	101	17	but	but	CCONJ
biht-436	101	18	also	also	ADV
biht-436	101	19	incorporates	incorporate	VERB
biht-436	101	20	variables	variable	NOUN
biht-436	101	21	such	such	ADJ
biht-436	101	22	as	as	ADP
biht-436	101	23	ethnic	ethnic	ADJ
biht-436	101	24	composition	composition	NOUN
biht-436	101	25	and	and	CCONJ
biht-436	101	26	the	the	DET
biht-436	101	27	ethnic	ethnic	ADJ
biht-436	101	28	matching	matching	NOUN
biht-436	101	29	between	between	ADP
biht-436	101	30	village	village	NOUN
biht-436	101	31	doctors	doctor	NOUN
biht-436	101	32	and	and	CCONJ
biht-436	101	33	patients	patient	NOUN
biht-436	101	34	,	,	PUNCT
biht-436	101	35	ensuring	ensure	VERB
biht-436	101	36	that	that	SCONJ
biht-436	101	37	the	the	DET
biht-436	101	38	classification	classification	NOUN
biht-436	101	39	results	result	NOUN
biht-436	101	40	reflect	reflect	VERB
biht-436	101	41	the	the	DET
biht-436	101	42	dimension	dimension	NOUN
biht-436	101	43	of	of	ADP
biht-436	101	44	cultural	cultural	ADJ
biht-436	101	45	accessibility	accessibility	NOUN
biht-436	101	46	.	.	PUNCT
biht-436	102	1	model	model	NOUN
biht-436	102	2	structure	structure	NOUN
biht-436	102	3	and	and	CCONJ
biht-436	102	4	input	input	NOUN
biht-436	102	5	design	design	NOUN
biht-436	102	6	:	:	PUNCT
biht-436	102	7	after	after	ADP
biht-436	102	8	completing	complete	VERB
biht-436	102	9	the	the	DET
biht-436	102	10	graph	graph	NOUN
biht-436	102	11	structure	structure	NOUN
biht-436	102	12	construction	construction	NOUN
biht-436	102	13	and	and	CCONJ
biht-436	102	14	node	node	VERB
biht-436	102	15	embedding	embed	VERB
biht-436	102	16	learning	learning	NOUN
biht-436	102	17	,	,	PUNCT
biht-436	102	18	it	it	PRON
biht-436	102	19	is	be	AUX
biht-436	102	20	necessary	necessary	ADJ
biht-436	102	21	to	to	PART
biht-436	102	22	apply	apply	VERB
biht-436	102	23	a	a	DET
biht-436	102	24	supervised	supervised	ADJ
biht-436	102	25	learning	learning	NOUN
biht-436	102	26	mechanism	mechanism	NOUN
biht-436	102	27	to	to	PART
biht-436	102	28	further	far	ADV
biht-436	102	29	identify	identify	VERB
biht-436	102	30	the	the	DET
biht-436	102	31	differences	difference	NOUN
biht-436	102	32	in	in	ADP
biht-436	102	33	patients	patient	NOUN
biht-436	102	34	’	'	PUNCT
biht-436	102	35	behavioral	behavioral	ADJ
biht-436	102	36	patterns	pattern	NOUN
biht-436	102	37	in	in	ADP
biht-436	102	38	the	the	DET
biht-436	102	39	health	health	NOUN
biht-436	102	40	service	service	NOUN
biht-436	102	41	system	system	NOUN
biht-436	102	42	.	.	PUNCT
biht-436	103	1	based	base	VERB
biht-436	103	2	on	on	ADP
biht-436	103	3	the	the	DET
biht-436	103	4	patient	patient	ADJ
biht-436	103	5	node	node	NOUN
biht-436	103	6	embedding	embed	VERB
biht-436	103	7	vectors	vector	NOUN
biht-436	103	8	output	output	VERB
biht-436	103	9	by	by	ADP
biht-436	103	10	the	the	DET
biht-436	103	11	han	han	PROPN
biht-436	103	12	model	model	NOUN
biht-436	103	13	in	in	ADP
biht-436	103	14	the	the	DET
biht-436	103	15	previous	previous	ADJ
biht-436	103	16	stage	stage	NOUN
biht-436	103	17	,	,	PUNCT
biht-436	103	18	this	this	DET
biht-436	103	19	study	study	NOUN
biht-436	103	20	constructed	construct	VERB
biht-436	103	21	a	a	DET
biht-436	103	22	graph	graph	NOUN
biht-436	103	23	attention	attention	NOUN
biht-436	103	24	network	network	NOUN
biht-436	103	25	(	(	PUNCT
biht-436	103	26	gat	gat	NOUN
biht-436	103	27	)	)	PUNCT
biht-436	103	28	classifier	classifier	NOUN
biht-436	103	29	to	to	PART
biht-436	103	30	complete	complete	VERB
biht-436	103	31	the	the	DET
biht-436	103	32	multi	multi	ADJ
biht-436	103	33	-	-	ADJ
biht-436	103	34	classification	classification	ADJ
biht-436	103	35	recognition	recognition	NOUN
biht-436	103	36	task	task	NOUN
biht-436	103	37	of	of	ADP
biht-436	103	38	three	three	NUM
biht-436	103	39	types	type	NOUN
biht-436	103	40	of	of	ADP
biht-436	103	41	service	service	NOUN
biht-436	103	42	utilization	utilization	NOUN
biht-436	103	43	behaviors	behavior	NOUN
biht-436	103	44	:	:	PUNCT
biht-436	103	45	“	"	PUNCT
biht-436	103	46	frequent	frequent	ADJ
biht-436	103	47	medical	medical	ADJ
biht-436	103	48	visitors	visitor	NOUN
biht-436	103	49	,	,	PUNCT
biht-436	103	50	”	"	PUNCT
biht-436	103	51	“	"	PUNCT
biht-436	103	52	regular	regular	ADJ
biht-436	103	53	medical	medical	ADJ
biht-436	103	54	visitors	visitor	NOUN
biht-436	103	55	,	,	PUNCT
biht-436	103	56	”	"	PUNCT
biht-436	103	57	and	and	CCONJ
biht-436	103	58	“	"	PUNCT
biht-436	103	59	potentially	potentially	ADV
biht-436	103	60	lost	lose	VERB
biht-436	103	61	visits	visit	NOUN
biht-436	103	62	.	.	PUNCT
biht-436	103	63	”	"	PUNCT
biht-436	104	1	the	the	DET
biht-436	104	2	anderson	anderson	PROPN
biht-436	104	3	behavioral	behavioral	PROPN
biht-436	104	4	model	model	NOUN
biht-436	104	5	serves	serve	VERB
biht-436	104	6	as	as	ADP
biht-436	104	7	the	the	DET
biht-436	104	8	theoretical	theoretical	ADJ
biht-436	104	9	basis	basis	NOUN
biht-436	104	10	for	for	ADP
biht-436	104	11	constructing	construct	VERB
biht-436	104	12	service	service	NOUN
biht-436	104	13	utilization	utilization	NOUN
biht-436	104	14	labels	label	NOUN
biht-436	104	15	,	,	PUNCT
biht-436	104	16	explaining	explain	VERB
biht-436	104	17	influencing	influence	VERB
biht-436	104	18	factors	factor	NOUN
biht-436	104	19	across	across	ADP
biht-436	104	20	three	three	NUM
biht-436	104	21	dimensions	dimension	NOUN
biht-436	104	22	:	:	PUNCT
biht-436	104	23	predisposing	predispose	VERB
biht-436	104	24	,	,	PUNCT
biht-436	104	25	enabling	enable	VERB
biht-436	104	26	,	,	PUNCT
biht-436	104	27	and	and	CCONJ
biht-436	104	28	need	need	VERB
biht-436	104	29	factors	factor	NOUN
biht-436	104	30	.	.	PUNCT
biht-436	105	1	sex	sex	NOUN
biht-436	105	2	,	,	PUNCT
biht-436	105	3	age	age	NOUN
biht-436	105	4	,	,	PUNCT
biht-436	105	5	and	and	CCONJ
biht-436	105	6	education	education	NOUN
biht-436	105	7	represent	represent	VERB
biht-436	105	8	predisposing	predispose	VERB
biht-436	105	9	factors	factor	NOUN
biht-436	105	10	;	;	PUNCT
biht-436	105	11	insurance	insurance	NOUN
biht-436	105	12	type	type	NOUN
biht-436	105	13	,	,	PUNCT
biht-436	105	14	income	income	NOUN
biht-436	105	15	,	,	PUNCT
biht-436	105	16	and	and	CCONJ
biht-436	105	17	accessibility	accessibility	NOUN
biht-436	105	18	index	index	NOUN
biht-436	105	19	are	be	AUX
biht-436	105	20	enabling	enable	VERB
biht-436	105	21	factors	factor	NOUN
biht-436	105	22	;	;	PUNCT
biht-436	105	23	and	and	CCONJ
biht-436	105	24	the	the	DET
biht-436	105	25	number	number	NOUN
biht-436	105	26	and	and	CCONJ
biht-436	105	27	severity	severity	NOUN
biht-436	105	28	of	of	ADP
biht-436	105	29	chronic	chronic	ADJ
biht-436	105	30	diseases	disease	NOUN
biht-436	105	31	reflect	reflect	VERB
biht-436	105	32	health	health	NOUN
biht-436	105	33	needs	need	NOUN
biht-436	105	34	.	.	PUNCT
biht-436	106	1	these	these	DET
biht-436	106	2	factors	factor	NOUN
biht-436	106	3	jointly	jointly	ADV
biht-436	106	4	define	define	VERB
biht-436	106	5	label	label	NOUN
biht-436	106	6	logic	logic	NOUN
biht-436	106	7	and	and	CCONJ
biht-436	106	8	feature	feature	NOUN
biht-436	106	9	vectors	vector	NOUN
biht-436	106	10	,	,	PUNCT
biht-436	106	11	guiding	guide	VERB
biht-436	106	12	the	the	DET
biht-436	106	13	classifier	classifier	NOUN
biht-436	106	14	in	in	ADP
biht-436	106	15	distinguishing	distinguish	VERB
biht-436	106	16	“	"	PUNCT
biht-436	106	17	frequent	frequent	ADJ
biht-436	106	18	medical	medical	ADJ
biht-436	106	19	visitors	visitor	NOUN
biht-436	106	20	”	"	PUNCT
biht-436	106	21	from	from	ADP
biht-436	106	22	“	"	PUNCT
biht-436	106	23	potentially	potentially	ADV
biht-436	106	24	lost	lose	VERB
biht-436	106	25	visits	visit	NOUN
biht-436	106	26	.	.	PUNCT
biht-436	106	27	”	"	PUNCT
biht-436	107	1	the	the	DET
biht-436	107	2	model	model	NOUN
biht-436	107	3	input	input	NOUN
biht-436	107	4	is	be	AUX
biht-436	107	5	a	a	DET
biht-436	107	6	patient	patient	ADJ
biht-436	107	7	node	node	NOUN
biht-436	107	8	vector	vector	NOUN
biht-436	107	9	with	with	ADP
biht-436	107	10	an	an	DET
biht-436	107	11	embedding	embed	VERB
biht-436	107	12	dimension	dimension	NOUN
biht-436	107	13	of	of	ADP
biht-436	107	14	128	128	NUM
biht-436	107	15	,	,	PUNCT
biht-436	107	16	and	and	CCONJ
biht-436	107	17	the	the	DET
biht-436	107	18	output	output	NOUN
biht-436	107	19	is	be	AUX
biht-436	107	20	a	a	DET
biht-436	107	21	category	category	NOUN
biht-436	107	22	distribution	distribution	NOUN
biht-436	107	23	vector	vector	NOUN
biht-436	107	24	of	of	ADP
biht-436	107	25	length	length	NOUN
biht-436	107	26	3	3	NUM
biht-436	107	27	,	,	PUNCT
biht-436	107	28	which	which	PRON
biht-436	107	29	is	be	AUX
biht-436	107	30	normalized	normalize	VERB
biht-436	107	31	using	use	VERB
biht-436	107	32	fig	fig	NOUN
biht-436	107	33	.	.	PUNCT
biht-436	108	1	3	3	X
biht-436	108	2	.	.	X
biht-436	108	3	distribution	distribution	NOUN
biht-436	108	4	of	of	ADP
biht-436	108	5	different	different	ADJ
biht-436	108	6	types	type	NOUN
biht-436	108	7	of	of	ADP
biht-436	108	8	nodes	node	NOUN
biht-436	108	9	in	in	ADP
biht-436	108	10	the	the	DET
biht-436	108	11	embedding	embed	VERB
biht-436	108	12	space	space	NOUN
biht-436	108	13	after	after	ADP
biht-436	108	14	t	t	PROPN
biht-436	108	15	-	-	PUNCT
biht-436	108	16	sne	sne	NOUN
biht-436	108	17	dimensionality	dimensionality	NOUN
biht-436	108	18	reduction	reduction	NOUN
biht-436	108	19	.	.	PUNCT
biht-436	109	1	t	t	PROPN
biht-436	109	2	-	-	PUNCT
biht-436	109	3	sne	sne	PROPN
biht-436	109	4	:	:	PUNCT
biht-436	109	5	t	t	NOUN
biht-436	109	6	-	-	PUNCT
biht-436	109	7	distributed	distribute	VERB
biht-436	109	8	stochastic	stochastic	ADJ
biht-436	109	9	neighbor	neighbor	NOUN
biht-436	109	10	embedding	embed	VERB
biht-436	109	11	.	.	PUNCT
biht-436	110	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	110	2	citation	citation	NOUN
biht-436	110	3	:	:	PUNCT
biht-436	111	1	blockchain	blockchain	NOUN
biht-436	111	2	in	in	ADP
biht-436	111	3	healthcare	healthcare	NOUN
biht-436	111	4	today	today	NOUN
biht-436	111	5	2025	2025	NUM
biht-436	111	6	,	,	PUNCT
biht-436	111	7	8	8	NUM
biht-436	111	8	:	:	SYM
biht-436	111	9	436	436	NUM
biht-436	111	10	https://doi.org/10.30953/bhty.v8.4366	https://doi.org/10.30953/bhty.v8.4366	NOUN
biht-436	111	11	(	(	PUNCT
biht-436	111	12	page	page	NOUN
biht-436	111	13	number	number	NOUN
biht-436	111	14	not	not	PART
biht-436	111	15	for	for	ADP
biht-436	111	16	citation	citation	NOUN
biht-436	111	17	purpose	purpose	NOUN
biht-436	111	18	)	)	PUNCT
biht-436	112	1	jing	jing	PROPN
biht-436	112	2	zhang	zhang	PROPN
biht-436	112	3	and	and	CCONJ
biht-436	112	4	haitao	haitao	PROPN
biht-436	112	5	fan	fan	PROPN
biht-436	112	6	the	the	DET
biht-436	112	7	softmax	softmax	NOUN
biht-436	112	8	function	function	NOUN
biht-436	112	9	.	.	PUNCT
biht-436	113	1	in	in	ADP
biht-436	113	2	the	the	DET
biht-436	113	3	gat	gat	NOUN
biht-436	113	4	structure	structure	NOUN
biht-436	113	5	,	,	PUNCT
biht-436	113	6	two	two	NUM
biht-436	113	7	layers	layer	NOUN
biht-436	113	8	of	of	ADP
biht-436	113	9	attention	attention	NOUN
biht-436	113	10	graph	graph	NOUN
biht-436	113	11	convolution	convolution	NOUN
biht-436	113	12	are	be	AUX
biht-436	113	13	set	set	VERB
biht-436	113	14	;	;	PUNCT
biht-436	113	15	each	each	DET
biht-436	113	16	layer	layer	NOUN
biht-436	113	17	uses	use	VERB
biht-436	113	18	eight	eight	NUM
biht-436	113	19	parallel	parallel	ADJ
biht-436	113	20	attention	attention	NOUN
biht-436	113	21	heads	head	NOUN
biht-436	113	22	,	,	PUNCT
biht-436	113	23	and	and	CCONJ
biht-436	113	24	the	the	DET
biht-436	113	25	output	output	NOUN
biht-436	113	26	dimension	dimension	NOUN
biht-436	113	27	of	of	ADP
biht-436	113	28	each	each	DET
biht-436	113	29	head	head	NOUN
biht-436	113	30	is	be	AUX
biht-436	113	31	16	16	NUM
biht-436	113	32	.	.	PUNCT
biht-436	114	1	the	the	DET
biht-436	114	2	elu	elu	PROPN
biht-436	114	3	activation	activation	NOUN
biht-436	114	4	function	function	NOUN
biht-436	114	5	and	and	CCONJ
biht-436	114	6	dropout	dropout	NOUN
biht-436	114	7	(	(	PUNCT
biht-436	114	8	with	with	ADP
biht-436	114	9	a	a	DET
biht-436	114	10	rate	rate	NOUN
biht-436	114	11	set	set	VERB
biht-436	114	12	to	to	ADP
biht-436	114	13	0.5	0.5	NUM
biht-436	114	14	)	)	PUNCT
biht-436	114	15	are	be	AUX
biht-436	114	16	used	use	VERB
biht-436	114	17	after	after	ADP
biht-436	114	18	the	the	DET
biht-436	114	19	first	first	ADJ
biht-436	114	20	layer	layer	NOUN
biht-436	114	21	to	to	PART
biht-436	114	22	prevent	prevent	VERB
biht-436	114	23	overfitting	overfitting	NOUN
biht-436	114	24	.	.	PUNCT
biht-436	115	1	the	the	DET
biht-436	115	2	second	second	ADJ
biht-436	115	3	layer	layer	NOUN
biht-436	115	4	outputs	output	VERB
biht-436	115	5	the	the	DET
biht-436	115	6	classification	classification	NOUN
biht-436	115	7	dimension	dimension	NOUN
biht-436	115	8	,	,	PUNCT
biht-436	115	9	and	and	CCONJ
biht-436	115	10	the	the	DET
biht-436	115	11	fully	fully	ADV
biht-436	115	12	connected	connected	ADJ
biht-436	115	13	layer	layer	NOUN
biht-436	115	14	is	be	AUX
biht-436	115	15	used	use	VERB
biht-436	115	16	for	for	ADP
biht-436	115	17	decision	decision	NOUN
biht-436	115	18	prediction	prediction	NOUN
biht-436	115	19	.	.	PUNCT
biht-436	116	1	the	the	DET
biht-436	116	2	loss	loss	NOUN
biht-436	116	3	function	function	NOUN
biht-436	116	4	in	in	ADP
biht-436	116	5	model	model	NOUN
biht-436	116	6	training	training	NOUN
biht-436	116	7	utilizes	utilize	VERB
biht-436	116	8	category	category	NOUN
biht-436	116	9	-	-	PUNCT
biht-436	116	10	weighted	weight	VERB
biht-436	116	11	cross	cross	NOUN
biht-436	116	12	-	-	NOUN
biht-436	116	13	entropy	entropy	NOUN
biht-436	116	14	to	to	PART
biht-436	116	15	mitigate	mitigate	VERB
biht-436	116	16	the	the	DET
biht-436	116	17	training	training	NOUN
biht-436	116	18	offset	offset	NOUN
biht-436	116	19	resulting	result	VERB
biht-436	116	20	from	from	ADP
biht-436	116	21	the	the	DET
biht-436	116	22	insufficient	insufficient	ADJ
biht-436	116	23	number	number	NOUN
biht-436	116	24	of	of	ADP
biht-436	116	25	samples	sample	NOUN
biht-436	116	26	in	in	ADP
biht-436	116	27	the	the	DET
biht-436	116	28	“	"	PUNCT
biht-436	116	29	potentially	potentially	ADV
biht-436	116	30	lost	lose	VERB
biht-436	116	31	visit	visit	NOUN
biht-436	116	32	”	"	PUNCT
biht-436	116	33	class	class	NOUN
biht-436	116	34	.	.	PUNCT
biht-436	117	1	to	to	PART
biht-436	117	2	further	far	ADV
biht-436	117	3	enhance	enhance	VERB
biht-436	117	4	the	the	DET
biht-436	117	5	classifier	classifier	NOUN
biht-436	117	6	’s	’s	PART
biht-436	117	7	ability	ability	NOUN
biht-436	117	8	to	to	PART
biht-436	117	9	express	express	VERB
biht-436	117	10	the	the	DET
biht-436	117	11	heterogeneity	heterogeneity	NOUN
biht-436	117	12	of	of	ADP
biht-436	117	13	service	service	NOUN
biht-436	117	14	behaviors	behavior	NOUN
biht-436	117	15	in	in	ADP
biht-436	117	16	the	the	DET
biht-436	117	17	graph	graph	NOUN
biht-436	117	18	structure	structure	NOUN
biht-436	117	19	,	,	PUNCT
biht-436	117	20	the	the	DET
biht-436	117	21	adjacency	adjacency	NOUN
biht-436	117	22	weight	weight	NOUN
biht-436	117	23	ijα	ijα	NOUN
biht-436	117	24	in	in	ADP
biht-436	117	25	the	the	DET
biht-436	117	26	gat	gat	NOUN
biht-436	117	27	model	model	NOUN
biht-436	117	28	is	be	AUX
biht-436	117	29	calculated	calculate	VERB
biht-436	117	30	in	in	ADP
biht-436	117	31	the	the	DET
biht-436	117	32	following	follow	VERB
biht-436	117	33	form	form	NOUN
biht-436	117	34	:	:	PUNCT
biht-436	117	35	∑	∑	PUNCT
biht-436	117	36	α	α	PROPN
biht-436	117	37	(	(	PUNCT
biht-436	117	38	)	)	PUNCT
biht-436	117	39	(	(	PUNCT
biht-436	117	40	)	)	PUNCT
biht-436	117	41	(	(	PUNCT
biht-436	117	42	)	)	PUNCT
biht-436	117	43	(	(	PUNCT
biht-436	117	44	)	)	PUNCT
biht-436	118	1	=	=	SYM
biht-436	118	2			NOUN
biht-436	118	3			VERB
biht-436	118	4			NOUN
biht-436	118	5	∈	∈	NOUN
biht-436	118	6	a	a	DET
biht-436	118	7	wh	wh	NOUN
biht-436	118	8	wh	wh	VERB
biht-436	118	9	a	a	DET
biht-436	118	10	wh	wh	NOUN
biht-436	118	11	wh	wh	NOUN
biht-436	118	12	exp	exp	NOUN
biht-436	118	13	leakyrelu	leakyrelu	PROPN
biht-436	118	14	exp	exp	NOUN
biht-436	118	15	leakyrelu	leakyrelu	NOUN
biht-436	118	16	ij	ij	INTJ
biht-436	118	17	t	t	NOUN
biht-436	119	1	i	i	PRON
biht-436	119	2	j	j	PROPN
biht-436	120	1	k	k	PROPN
biht-436	120	2	n	n	VERB
biht-436	120	3	t	t	NOUN
biht-436	121	1	i	i	PRON
biht-436	121	2	k	k	INTJ
biht-436	122	1	i	i	PRON
biht-436	122	2	(	(	PUNCT
biht-436	122	3	3	3	NUM
biht-436	122	4	)	)	PUNCT
biht-436	122	5	where	where	SCONJ
biht-436	122	6	a	a	PRON
biht-436	122	7	is	be	AUX
biht-436	122	8	a	a	DET
biht-436	122	9	learnable	learnable	ADJ
biht-436	122	10	attention	attention	NOUN
biht-436	122	11	weight	weight	NOUN
biht-436	122	12	vector	vector	NOUN
biht-436	122	13	;	;	PUNCT
biht-436	122	14	w	w	NOUN
biht-436	122	15	is	be	AUX
biht-436	122	16	a	a	DET
biht-436	122	17	shared	share	VERB
biht-436	122	18	linear	linear	ADJ
biht-436	122	19	transformation	transformation	NOUN
biht-436	122	20	matrix	matrix	NOUN
biht-436	122	21	;	;	PUNCT
biht-436	122	22	hi	hi	ADV
biht-436	122	23	and	and	CCONJ
biht-436	122	24	hj	hj	PROPN
biht-436	122	25	are	be	AUX
biht-436	122	26	node	node	ADJ
biht-436	122	27	embedding	embed	VERB
biht-436	122	28	representation	representation	NOUN
biht-436	122	29	.	.	PUNCT
biht-436	123	1	this	this	DET
biht-436	123	2	mechanism	mechanism	NOUN
biht-436	123	3	dynamically	dynamically	ADV
biht-436	123	4	adjusts	adjust	VERB
biht-436	123	5	the	the	DET
biht-436	123	6	aggregation	aggregation	NOUN
biht-436	123	7	strength	strength	NOUN
biht-436	123	8	according	accord	VERB
biht-436	123	9	to	to	ADP
biht-436	123	10	the	the	DET
biht-436	123	11	similarity	similarity	NOUN
biht-436	123	12	between	between	ADP
biht-436	123	13	adjacent	adjacent	ADJ
biht-436	123	14	nodes	node	NOUN
biht-436	123	15	,	,	PUNCT
biht-436	123	16	thereby	thereby	ADV
biht-436	123	17	improving	improve	VERB
biht-436	123	18	the	the	DET
biht-436	123	19	model	model	NOUN
biht-436	123	20	’s	’s	PART
biht-436	123	21	ability	ability	NOUN
biht-436	123	22	to	to	PART
biht-436	123	23	identify	identify	VERB
biht-436	123	24	overlapping	overlap	VERB
biht-436	123	25	groups	group	NOUN
biht-436	123	26	of	of	ADP
biht-436	123	27	frequent	frequent	ADJ
biht-436	123	28	medical	medical	ADJ
biht-436	123	29	treatment	treatment	NOUN
biht-436	123	30	paths	path	NOUN
biht-436	123	31	and	and	CCONJ
biht-436	123	32	marginal	marginal	ADJ
biht-436	123	33	behaviors	behavior	NOUN
biht-436	123	34	of	of	ADP
biht-436	123	35	lost	lose	VERB
biht-436	123	36	patients	patient	NOUN
biht-436	123	37	.	.	PUNCT
biht-436	124	1	in	in	ADP
biht-436	124	2	this	this	DET
biht-436	124	3	study	study	NOUN
biht-436	124	4	,	,	PUNCT
biht-436	124	5	the	the	DET
biht-436	124	6	dropout	dropout	NOUN
biht-436	124	7	rate	rate	NOUN
biht-436	124	8	was	be	AUX
biht-436	124	9	set	set	VERB
biht-436	124	10	to	to	ADP
biht-436	124	11	0.5	0.5	NUM
biht-436	124	12	,	,	PUNCT
biht-436	124	13	and	and	CCONJ
biht-436	124	14	the	the	DET
biht-436	124	15	initial	initial	ADJ
biht-436	124	16	learning	learning	NOUN
biht-436	124	17	rate	rate	NOUN
biht-436	124	18	was	be	AUX
biht-436	124	19	set	set	VERB
biht-436	124	20	to	to	ADP
biht-436	124	21	0.001	0.001	NUM
biht-436	124	22	,	,	PUNCT
biht-436	124	23	determined	determine	VERB
biht-436	124	24	based	base	VERB
biht-436	124	25	on	on	ADP
biht-436	124	26	the	the	DET
biht-436	124	27	performance	performance	NOUN
biht-436	124	28	of	of	ADP
biht-436	124	29	a	a	DET
biht-436	124	30	grid	grid	NOUN
biht-436	124	31	search	search	NOUN
biht-436	124	32	on	on	ADP
biht-436	124	33	the	the	DET
biht-436	124	34	validation	validation	NOUN
biht-436	124	35	set	set	NOUN
biht-436	124	36	.	.	PUNCT
biht-436	125	1	specifically	specifically	ADV
biht-436	125	2	,	,	PUNCT
biht-436	125	3	dropout	dropout	NOUN
biht-436	125	4	values	value	NOUN
biht-436	125	5	were	be	AUX
biht-436	125	6	tested	test	VERB
biht-436	125	7	within	within	ADP
biht-436	125	8	the	the	DET
biht-436	125	9	range	range	NOUN
biht-436	125	10	of	of	ADP
biht-436	125	11	{	{	PUNCT
biht-436	125	12	0.3	0.3	NUM
biht-436	125	13	,	,	PUNCT
biht-436	125	14	0.5	0.5	NUM
biht-436	125	15	,	,	PUNCT
biht-436	125	16	0.7	0.7	NUM
biht-436	125	17	}	}	PUNCT
biht-436	125	18	,	,	PUNCT
biht-436	125	19	and	and	CCONJ
biht-436	125	20	it	it	PRON
biht-436	125	21	was	be	AUX
biht-436	125	22	found	find	VERB
biht-436	125	23	that	that	SCONJ
biht-436	125	24	a	a	DET
biht-436	125	25	value	value	NOUN
biht-436	125	26	of	of	ADP
biht-436	125	27	0.5	0.5	NUM
biht-436	125	28	achieved	achieve	VERB
biht-436	125	29	the	the	DET
biht-436	125	30	highest	high	ADJ
biht-436	125	31	recall	recall	NOUN
biht-436	125	32	and	and	CCONJ
biht-436	125	33	most	most	ADV
biht-436	125	34	stable	stable	ADJ
biht-436	125	35	validation	validation	NOUN
biht-436	125	36	loss	loss	NOUN
biht-436	125	37	for	for	ADP
biht-436	125	38	the	the	DET
biht-436	125	39	“	"	PUNCT
biht-436	125	40	potentially	potentially	ADV
biht-436	125	41	lost	lost	ADJ
biht-436	125	42	”	"	PUNCT
biht-436	125	43	category	category	NOUN
biht-436	125	44	.	.	PUNCT
biht-436	126	1	a	a	DET
biht-436	126	2	comparison	comparison	NOUN
biht-436	126	3	of	of	ADP
biht-436	126	4	learning	learn	VERB
biht-436	126	5	rates	rate	NOUN
biht-436	126	6	within	within	ADP
biht-436	126	7	the	the	DET
biht-436	126	8	range	range	NOUN
biht-436	126	9	of	of	ADP
biht-436	126	10	{	{	PUNCT
biht-436	126	11	0.01	0.01	NUM
biht-436	126	12	,	,	PUNCT
biht-436	126	13	0.001	0.001	NUM
biht-436	126	14	,	,	PUNCT
biht-436	126	15	0.0001	0.0001	NUM
biht-436	126	16	}	}	PUNCT
biht-436	126	17	revealed	reveal	VERB
biht-436	126	18	that	that	SCONJ
biht-436	126	19	0.001	0.001	NUM
biht-436	126	20	achieved	achieve	VERB
biht-436	126	21	the	the	DET
biht-436	126	22	best	good	ADJ
biht-436	126	23	balance	balance	NOUN
biht-436	126	24	between	between	ADP
biht-436	126	25	convergence	convergence	NOUN
biht-436	126	26	speed	speed	NOUN
biht-436	126	27	and	and	CCONJ
biht-436	126	28	generalization	generalization	NOUN
biht-436	126	29	ability	ability	NOUN
biht-436	126	30	.	.	PUNCT
biht-436	127	1	label	label	NOUN
biht-436	127	2	definition	definition	NOUN
biht-436	127	3	and	and	CCONJ
biht-436	127	4	supervised	supervise	VERB
biht-436	127	5	training	training	NOUN
biht-436	127	6	mechanism	mechanism	NOUN
biht-436	127	7	:	:	PUNCT
biht-436	127	8	the	the	DET
biht-436	127	9	supervision	supervision	NOUN
biht-436	127	10	signals	signal	NOUN
biht-436	127	11	for	for	ADP
biht-436	127	12	service	service	NOUN
biht-436	127	13	model	model	NOUN
biht-436	127	14	classification	classification	NOUN
biht-436	127	15	are	be	AUX
biht-436	127	16	derived	derive	VERB
biht-436	127	17	from	from	ADP
biht-436	127	18	historical	historical	ADJ
biht-436	127	19	medical	medical	ADJ
biht-436	127	20	behavior	behavior	NOUN
biht-436	127	21	data	datum	NOUN
biht-436	127	22	.	.	PUNCT
biht-436	128	1	patients	patient	NOUN
biht-436	128	2	with	with	ADP
biht-436	128	3	an	an	DET
biht-436	128	4	average	average	ADJ
biht-436	128	5	annual	annual	ADJ
biht-436	128	6	visit	visit	NOUN
biht-436	128	7	frequency	frequency	NOUN
biht-436	128	8	≥	≥	NUM
biht-436	128	9	6	6	NUM
biht-436	128	10	and	and	CCONJ
biht-436	128	11	intervals	interval	NOUN
biht-436	128	12	≤	≤	NOUN
biht-436	128	13	 	 	SPACE
biht-436	128	14	30	30	NUM
biht-436	128	15	days	day	NOUN
biht-436	128	16	are	be	AUX
biht-436	128	17	labeled	label	VERB
biht-436	128	18	as	as	ADP
biht-436	128	19	frequent	frequent	ADJ
biht-436	128	20	visitors	visitor	NOUN
biht-436	128	21	;	;	PUNCT
biht-436	128	22	those	those	PRON
biht-436	128	23	with	with	ADP
biht-436	128	24	regular	regular	ADJ
biht-436	128	25	but	but	CCONJ
biht-436	128	26	below	below	ADP
biht-436	128	27	-	-	PUNCT
biht-436	128	28	average	average	NOUN
biht-436	128	29	annual	annual	ADJ
biht-436	128	30	visits	visit	NOUN
biht-436	128	31	as	as	ADP
biht-436	128	32	regular	regular	ADJ
biht-436	128	33	visitors	visitor	NOUN
biht-436	128	34	;	;	PUNCT
biht-436	128	35	and	and	CCONJ
biht-436	128	36	those	those	PRON
biht-436	128	37	with	with	ADP
biht-436	128	38	no	no	DET
biht-436	128	39	visits	visit	NOUN
biht-436	128	40	or	or	CCONJ
biht-436	128	41	gaps	gap	NOUN
biht-436	128	42	≥	≥	NOUN
biht-436	128	43	12	12	NUM
biht-436	128	44	months	month	NOUN
biht-436	128	45	as	as	SCONJ
biht-436	128	46	potentially	potentially	ADV
biht-436	128	47	lost	lose	VERB
biht-436	128	48	visitors	visitor	NOUN
biht-436	128	49	.	.	PUNCT
biht-436	129	1	this	this	DET
biht-436	129	2	labeling	labeling	NOUN
biht-436	129	3	accounts	account	VERB
biht-436	129	4	for	for	ADP
biht-436	129	5	both	both	PRON
biht-436	129	6	visit	visit	VERB
biht-436	129	7	density	density	NOUN
biht-436	129	8	and	and	CCONJ
biht-436	129	9	long	long	ADJ
biht-436	129	10	-	-	PUNCT
biht-436	129	11	term	term	NOUN
biht-436	129	12	discontinuity	discontinuity	NOUN
biht-436	129	13	to	to	PART
biht-436	129	14	capture	capture	VERB
biht-436	129	15	behavioral	behavioral	ADJ
biht-436	129	16	heterogeneity	heterogeneity	NOUN
biht-436	129	17	.	.	PUNCT
biht-436	130	1	to	to	PART
biht-436	130	2	enhance	enhance	VERB
biht-436	130	3	model	model	NOUN
biht-436	130	4	stability	stability	NOUN
biht-436	130	5	and	and	CCONJ
biht-436	130	6	generalization	generalization	NOUN
biht-436	130	7	,	,	PUNCT
biht-436	130	8	class	class	NOUN
biht-436	130	9	balance	balance	NOUN
biht-436	130	10	is	be	AUX
biht-436	130	11	achieved	achieve	VERB
biht-436	130	12	using	use	VERB
biht-436	130	13	elu	elu	PROPN
biht-436	130	14	oversampling	oversampling	NOUN
biht-436	130	15	,	,	PUNCT
biht-436	130	16	with	with	ADP
biht-436	130	17	an	an	DET
biht-436	130	18	8:2	8:2	NUM
biht-436	130	19	training	training	NOUN
biht-436	130	20	–	–	PUNCT
biht-436	130	21	validation	validation	NOUN
biht-436	130	22	split	split	NOUN
biht-436	130	23	.	.	PUNCT
biht-436	131	1	the	the	DET
biht-436	131	2	model	model	NOUN
biht-436	131	3	is	be	AUX
biht-436	131	4	trained	train	VERB
biht-436	131	5	using	use	VERB
biht-436	131	6	adam	adam	PROPN
biht-436	131	7	(	(	PUNCT
biht-436	131	8	learning	learn	VERB
biht-436	131	9	rate	rate	NOUN
biht-436	132	1	=	=	NOUN
biht-436	132	2	0.001	0.001	NUM
biht-436	132	3	,	,	PUNCT
biht-436	132	4	200	200	NUM
biht-436	132	5	epochs	epoch	NOUN
biht-436	132	6	)	)	PUNCT
biht-436	132	7	with	with	ADP
biht-436	132	8	early	early	ADJ
biht-436	132	9	stopping	stopping	NOUN
biht-436	132	10	after	after	ADP
biht-436	132	11	10	10	NUM
biht-436	132	12	stagnant	stagnant	ADJ
biht-436	132	13	validation	validation	NOUN
biht-436	132	14	losses	loss	NOUN
biht-436	132	15	.	.	PUNCT
biht-436	133	1	performance	performance	NOUN
biht-436	133	2	is	be	AUX
biht-436	133	3	evaluated	evaluate	VERB
biht-436	133	4	by	by	ADP
biht-436	133	5	macro	macro	ADJ
biht-436	133	6	-	-	ADJ
biht-436	133	7	average	average	ADJ
biht-436	133	8	f1	f1	NOUN
biht-436	133	9	and	and	CCONJ
biht-436	133	10	recall	recall	NOUN
biht-436	133	11	to	to	PART
biht-436	133	12	address	address	VERB
biht-436	133	13	class	class	NOUN
biht-436	133	14	imbalance	imbalance	NOUN
biht-436	133	15	and	and	CCONJ
biht-436	133	16	ensure	ensure	VERB
biht-436	133	17	robust	robust	ADJ
biht-436	133	18	multi	multi	ADJ
biht-436	133	19	-	-	ADJ
biht-436	133	20	class	class	ADJ
biht-436	133	21	prediction	prediction	NOUN
biht-436	133	22	.	.	PUNCT
biht-436	134	1	figure	figure	NOUN
biht-436	134	2	4	4	NUM
biht-436	134	3	shows	show	VERB
biht-436	134	4	the	the	DET
biht-436	134	5	patient	patient	ADJ
biht-436	134	6	service	service	NOUN
biht-436	134	7	classification	classification	NOUN
biht-436	134	8	model	model	NOUN
biht-436	134	9	based	base	VERB
biht-436	134	10	on	on	ADP
biht-436	134	11	the	the	DET
biht-436	134	12	gat	gat	NOUN
biht-436	134	13	.	.	PUNCT
biht-436	135	1	integration	integration	NOUN
biht-436	135	2	of	of	ADP
biht-436	135	3	geographic	geographic	ADJ
biht-436	135	4	and	and	CCONJ
biht-436	135	5	socioeconomic	socioeconomic	ADJ
biht-436	135	6	variables	variable	NOUN
biht-436	135	7	health	health	NOUN
biht-436	135	8	geography	geography	NOUN
biht-436	135	9	and	and	CCONJ
biht-436	135	10	spatial	spatial	ADJ
biht-436	135	11	accessibility	accessibility	NOUN
biht-436	135	12	are	be	AUX
biht-436	135	13	not	not	PART
biht-436	135	14	separate	separate	ADJ
biht-436	135	15	concepts	concept	NOUN
biht-436	135	16	in	in	ADP
biht-436	135	17	rural	rural	ADJ
biht-436	135	18	health	health	NOUN
biht-436	135	19	service	service	NOUN
biht-436	135	20	research	research	NOUN
biht-436	135	21	but	but	CCONJ
biht-436	135	22	rather	rather	ADV
biht-436	135	23	mutually	mutually	ADV
biht-436	135	24	supportive	supportive	ADJ
biht-436	135	25	theoretical	theoretical	ADJ
biht-436	135	26	dimensions	dimension	NOUN
biht-436	135	27	.	.	PUNCT
biht-436	136	1	health	health	NOUN
biht-436	136	2	geography	geography	NOUN
biht-436	136	3	emphasizes	emphasize	VERB
biht-436	136	4	the	the	DET
biht-436	136	5	spatially	spatially	ADV
biht-436	136	6	nested	nested	ADJ
biht-436	136	7	relationship	relationship	NOUN
biht-436	136	8	between	between	ADP
biht-436	136	9	disease	disease	NOUN
biht-436	136	10	distribution	distribution	NOUN
biht-436	136	11	,	,	PUNCT
biht-436	136	12	medical	medical	ADJ
biht-436	136	13	services	service	NOUN
biht-436	136	14	,	,	PUNCT
biht-436	136	15	and	and	CCONJ
biht-436	136	16	the	the	DET
biht-436	136	17	social	social	ADJ
biht-436	136	18	environment	environment	NOUN
biht-436	136	19	,	,	PUNCT
biht-436	136	20	while	while	SCONJ
biht-436	136	21	spatial	spatial	ADJ
biht-436	136	22	accessibility	accessibility	NOUN
biht-436	136	23	quantifies	quantify	VERB
biht-436	136	24	the	the	DET
biht-436	136	25	physical	physical	ADJ
biht-436	136	26	and	and	CCONJ
biht-436	136	27	institutional	institutional	ADJ
biht-436	136	28	barriers	barrier	NOUN
biht-436	136	29	to	to	ADP
biht-436	136	30	residents	resident	NOUN
biht-436	136	31	’	'	PUNCT
biht-436	136	32	access	access	NOUN
biht-436	136	33	to	to	ADP
biht-436	136	34	services	service	NOUN
biht-436	136	35	.	.	PUNCT
biht-436	137	1	in	in	ADP
biht-436	137	2	frontier	frontier	NOUN
biht-436	137	3	regions	region	NOUN
biht-436	137	4	like	like	ADP
biht-436	137	5	yunnan	yunnan	NOUN
biht-436	137	6	in	in	ADP
biht-436	137	7	northwest	northwest	PROPN
biht-436	137	8	china	china	PROPN
biht-436	137	9	,	,	PUNCT
biht-436	137	10	with	with	ADP
biht-436	137	11	its	its	PRON
biht-436	137	12	complex	complex	ADJ
biht-436	137	13	terrain	terrain	NOUN
biht-436	137	14	and	and	CCONJ
biht-436	137	15	concentrated	concentrated	ADJ
biht-436	137	16	ethnic	ethnic	ADJ
biht-436	137	17	populations	population	NOUN
biht-436	137	18	,	,	PUNCT
biht-436	137	19	the	the	DET
biht-436	137	20	two	two	NUM
biht-436	137	21	are	be	AUX
biht-436	137	22	highly	highly	ADV
biht-436	137	23	coupled	couple	VERB
biht-436	137	24	:	:	PUNCT
biht-436	137	25	plateau	plateau	NOUN
biht-436	137	26	valleys	valley	VERB
biht-436	137	27	not	not	PART
biht-436	137	28	only	only	ADV
biht-436	137	29	prolong	prolong	VERB
biht-436	137	30	medical	medical	ADJ
biht-436	137	31	care	care	NOUN
biht-436	137	32	but	but	CCONJ
biht-436	137	33	also	also	ADV
biht-436	137	34	reinforce	reinforce	VERB
biht-436	137	35	institutional	institutional	ADJ
biht-436	137	36	exclusion	exclusion	NOUN
biht-436	137	37	by	by	ADP
biht-436	137	38	restricting	restrict	VERB
biht-436	137	39	transportation	transportation	NOUN
biht-436	137	40	networks	network	NOUN
biht-436	137	41	.	.	PUNCT
biht-436	138	1	this	this	DET
biht-436	138	2	study	study	NOUN
biht-436	138	3	co	co	NOUN
biht-436	138	4	-	-	NOUN
biht-436	138	5	encodes	encodes	PRON
biht-436	138	6	road	road	NOUN
biht-436	138	7	grade	grade	NOUN
biht-436	138	8	,	,	PUNCT
biht-436	138	9	elevation	elevation	NOUN
biht-436	138	10	fluctuations	fluctuation	NOUN
biht-436	138	11	,	,	PUNCT
biht-436	138	12	and	and	CCONJ
biht-436	138	13	administrative	administrative	ADJ
biht-436	138	14	boundaries	boundary	NOUN
biht-436	138	15	as	as	ADP
biht-436	138	16	edge	edge	NOUN
biht-436	138	17	weights	weight	NOUN
biht-436	138	18	and	and	CCONJ
biht-436	138	19	node	node	NOUN
biht-436	138	20	attributes	attribute	NOUN
biht-436	138	21	in	in	ADP
biht-436	138	22	a	a	DET
biht-436	138	23	graph	graph	NOUN
biht-436	138	24	structure	structure	NOUN
biht-436	138	25	.	.	PUNCT
biht-436	139	1	based	base	VERB
biht-436	139	2	on	on	ADP
biht-436	139	3	the	the	DET
biht-436	139	4	health	health	NOUN
biht-436	139	5	geography	geography	NOUN
biht-436	139	6	perspective	perspective	NOUN
biht-436	139	7	that	that	SCONJ
biht-436	139	8	“	"	PUNCT
biht-436	139	9	space	space	NOUN
biht-436	139	10	is	be	AUX
biht-436	139	11	social	social	ADJ
biht-436	139	12	structure	structure	NOUN
biht-436	139	13	,	,	PUNCT
biht-436	139	14	”	"	PUNCT
biht-436	139	15	this	this	DET
biht-436	139	16	study	study	NOUN
biht-436	139	17	elevates	elevate	VERB
biht-436	139	18	accessibility	accessibility	NOUN
biht-436	139	19	beyond	beyond	ADP
biht-436	139	20	a	a	DET
biht-436	139	21	mere	mere	ADJ
biht-436	139	22	distance	distance	NOUN
biht-436	139	23	function	function	NOUN
biht-436	139	24	to	to	ADP
biht-436	139	25	a	a	DET
biht-436	139	26	composite	composite	ADJ
biht-436	139	27	indicator	indicator	NOUN
biht-436	139	28	embedded	embed	VERB
biht-436	139	29	with	with	ADP
biht-436	139	30	ethnic	ethnic	ADJ
biht-436	139	31	identity	identity	NOUN
biht-436	139	32	,	,	PUNCT
biht-436	139	33	resource	resource	NOUN
biht-436	139	34	density	density	NOUN
biht-436	139	35	,	,	PUNCT
biht-436	139	36	and	and	CCONJ
biht-436	139	37	topographical	topographical	ADJ
biht-436	139	38	constraints	constraint	NOUN
biht-436	139	39	.	.	PUNCT
biht-436	140	1	spatial	spatial	ADJ
biht-436	140	2	attribute	attribute	NOUN
biht-436	140	3	feature	feature	NOUN
biht-436	140	4	injection	injection	NOUN
biht-436	140	5	mechanism	mechanism	NOUN
biht-436	140	6	to	to	PART
biht-436	140	7	enhance	enhance	VERB
biht-436	140	8	the	the	DET
biht-436	140	9	graph	graph	NOUN
biht-436	140	10	structure	structure	NOUN
biht-436	140	11	’s	’s	PART
biht-436	140	12	ability	ability	NOUN
biht-436	140	13	to	to	PART
biht-436	140	14	represent	represent	VERB
biht-436	140	15	service	service	NOUN
biht-436	140	16	accessibility	accessibility	NOUN
biht-436	140	17	and	and	CCONJ
biht-436	140	18	regional	regional	ADJ
biht-436	140	19	behavioral	behavioral	ADJ
biht-436	140	20	heterogeneity	heterogeneity	NOUN
biht-436	140	21	,	,	PUNCT
biht-436	140	22	this	this	DET
biht-436	140	23	study	study	NOUN
biht-436	140	24	introduces	introduce	VERB
biht-436	140	25	multidimensional	multidimensional	ADJ
biht-436	140	26	geographical	geographical	ADJ
biht-436	140	27	and	and	CCONJ
biht-436	140	28	socioeconomic	socioeconomic	ADJ
biht-436	140	29	variables	variable	NOUN
biht-436	140	30	into	into	ADP
biht-436	140	31	the	the	DET
biht-436	140	32	embedding	embed	VERB
biht-436	140	33	and	and	CCONJ
biht-436	140	34	classification	classification	NOUN
biht-436	140	35	models	model	NOUN
biht-436	140	36	to	to	PART
biht-436	140	37	construct	construct	VERB
biht-436	140	38	an	an	DET
biht-436	140	39	extended	extended	ADJ
biht-436	140	40	heterogeneous	heterogeneous	ADJ
biht-436	140	41	graph	graph	NOUN
biht-436	140	42	.	.	PUNCT
biht-436	141	1	geographical	geographical	ADJ
biht-436	141	2	variables	variable	NOUN
biht-436	141	3	include	include	VERB
biht-436	141	4	road	road	NOUN
biht-436	141	5	accessibility	accessibility	NOUN
biht-436	141	6	(	(	PUNCT
biht-436	141	7	shortest	short	ADJ
biht-436	141	8	travel	travel	NOUN
biht-436	141	9	time	time	NOUN
biht-436	141	10	)	)	PUNCT
biht-436	141	11	,	,	PUNCT
biht-436	141	12	terrain	terrain	NOUN
biht-436	141	13	complexity	complexity	NOUN
biht-436	141	14	,	,	PUNCT
biht-436	141	15	and	and	CCONJ
biht-436	141	16	spatial	spatial	ADJ
biht-436	141	17	marginality	marginality	NOUN
biht-436	141	18	(	(	PUNCT
biht-436	141	19	standardized	standardize	VERB
biht-436	141	20	shortest	short	ADJ
biht-436	141	21	distance	distance	NOUN
biht-436	141	22	to	to	ADP
biht-436	141	23	township	township	NOUN
biht-436	141	24	or	or	CCONJ
biht-436	141	25	county	county	NOUN
biht-436	141	26	hospitals	hospital	NOUN
biht-436	141	27	)	)	PUNCT
biht-436	141	28	;	;	PUNCT
biht-436	141	29	social	social	ADJ
biht-436	141	30	variables	variable	NOUN
biht-436	141	31	cover	cover	VERB
biht-436	141	32	ethnic	ethnic	ADJ
biht-436	141	33	identity	identity	NOUN
biht-436	141	34	,	,	PUNCT
biht-436	141	35	household	household	NOUN
biht-436	141	36	registration	registration	NOUN
biht-436	141	37	level	level	NOUN
biht-436	141	38	(	(	PUNCT
biht-436	141	39	village	village	NOUN
biht-436	141	40	,	,	PUNCT
biht-436	141	41	township	township	NOUN
biht-436	141	42	,	,	PUNCT
biht-436	141	43	county	county	NOUN
biht-436	141	44	)	)	PUNCT
biht-436	141	45	,	,	PUNCT
biht-436	141	46	and	and	CCONJ
biht-436	141	47	regional	regional	ADJ
biht-436	141	48	medical	medical	ADJ
biht-436	141	49	resource	resource	NOUN
biht-436	141	50	density	density	NOUN
biht-436	141	51	(	(	PUNCT
biht-436	141	52	number	number	NOUN
biht-436	141	53	of	of	ADP
biht-436	141	54	beds	bed	NOUN
biht-436	141	55	,	,	PUNCT
biht-436	141	56	number	number	NOUN
biht-436	141	57	of	of	ADP
biht-436	141	58	practicing	practice	VERB
biht-436	141	59	physicians	physician	NOUN
biht-436	141	60	)	)	PUNCT
biht-436	141	61	.	.	PUNCT
biht-436	142	1	variables	variable	NOUN
biht-436	142	2	are	be	AUX
biht-436	142	3	injected	inject	VERB
biht-436	142	4	through	through	ADP
biht-436	142	5	a	a	DET
biht-436	142	6	node	node	NOUN
biht-436	142	7	-	-	PUNCT
biht-436	142	8	level	level	NOUN
biht-436	142	9	attribute	attribute	NOUN
biht-436	142	10	expansion	expansion	NOUN
biht-436	142	11	mechanism	mechanism	NOUN
biht-436	142	12	,	,	PUNCT
biht-436	142	13	performing	perform	VERB
biht-436	142	14	feature	feature	NOUN
biht-436	142	15	concatenation	concatenation	NOUN
biht-436	142	16	at	at	ADP
biht-436	142	17	both	both	CCONJ
biht-436	142	18	patient	patient	ADJ
biht-436	142	19	and	and	CCONJ
biht-436	142	20	geographical	geographical	ADJ
biht-436	142	21	unit	unit	NOUN
biht-436	142	22	nodes	node	NOUN
biht-436	142	23	to	to	PART
biht-436	142	24	improve	improve	VERB
biht-436	142	25	the	the	DET
biht-436	142	26	model	model	NOUN
biht-436	142	27	’s	’s	PART
biht-436	142	28	ability	ability	NOUN
biht-436	142	29	to	to	PART
biht-436	142	30	perceive	perceive	VERB
biht-436	142	31	service	service	NOUN
biht-436	142	32	disparities	disparity	NOUN
biht-436	142	33	in	in	ADP
biht-436	142	34	remote	remote	ADJ
biht-436	142	35	ethnic	ethnic	ADJ
biht-436	142	36	minority	minority	NOUN
biht-436	142	37	areas	area	NOUN
biht-436	142	38	.	.	PUNCT
biht-436	143	1	specifically	specifically	ADV
biht-436	143	2	,	,	PUNCT
biht-436	143	3	for	for	ADP
biht-436	143	4	the	the	DET
biht-436	143	5	patient	patient	NOUN
biht-436	143	6	node	node	NOUN
biht-436	143	7	,	,	PUNCT
biht-436	143	8	its	its	PRON
biht-436	143	9	original	original	ADJ
biht-436	143	10	embedding	embed	VERB
biht-436	143	11	representation	representation	NOUN
biht-436	143	12	vector	vector	NOUN
biht-436	143	13	∈hi	∈hi	NOUN
biht-436	143	14	128	128	NUM
biht-436	143	15	is	be	AUX
biht-436	143	16	expanded	expand	VERB
biht-436	143	17	to	to	ADP
biht-436	143	18	=	=	PUNCT
biht-436	143	19	⊕h	⊕h	NOUN
biht-436	143	20	'	'	PART
biht-436	143	21	h	h	NOUN
biht-436	143	22	fi	fi	NOUN
biht-436	143	23	i	i	PRON
biht-436	144	1	i	i	PRON
biht-436	144	2	,	,	PUNCT
biht-436	144	3	where	where	SCONJ
biht-436	144	4	∈fi	∈fi	NOUN
biht-436	144	5	6	6	NUM
biht-436	144	6	represents	represent	VERB
biht-436	144	7	the	the	DET
biht-436	144	8	six	six	NUM
biht-436	144	9	-	-	PUNCT
biht-436	144	10	dimensional	dimensional	ADJ
biht-436	144	11	auxiliary	auxiliary	ADJ
biht-436	144	12	feature	feature	NOUN
biht-436	144	13	vector	vector	NOUN
biht-436	144	14	of	of	ADP
biht-436	144	15	the	the	DET
biht-436	144	16	geographic	geographic	ADJ
biht-436	144	17	unit	unit	NOUN
biht-436	144	18	corresponding	correspond	VERB
biht-436	144	19	to	to	ADP
biht-436	144	20	the	the	DET
biht-436	144	21	patient	patient	NOUN
biht-436	144	22	,	,	PUNCT
biht-436	144	23	and	and	CCONJ
biht-436	144	24	the	the	DET
biht-436	144	25	final	final	ADJ
biht-436	144	26	node	node	NOUN
biht-436	144	27	representation	representation	NOUN
biht-436	144	28	dimension	dimension	NOUN
biht-436	144	29	is	be	AUX
biht-436	144	30	expanded	expand	VERB
biht-436	144	31	to	to	ADP
biht-436	144	32	134	134	NUM
biht-436	144	33	dimensions	dimension	NOUN
biht-436	144	34	.	.	PUNCT
biht-436	145	1	the	the	DET
biht-436	145	2	auxiliary	auxiliary	ADJ
biht-436	145	3	features	feature	NOUN
biht-436	145	4	are	be	AUX
biht-436	145	5	all	all	PRON
biht-436	145	6	normalized	normalize	VERB
biht-436	145	7	by	by	ADP
biht-436	145	8	min	min	PROPN
biht-436	145	9	-	-	PUNCT
biht-436	145	10	max	max	NOUN
biht-436	145	11	to	to	PART
biht-436	145	12	avoid	avoid	VERB
biht-436	145	13	distribution	distribution	NOUN
biht-436	145	14	bias	bias	NOUN
biht-436	145	15	interfering	interfere	VERB
biht-436	145	16	with	with	ADP
biht-436	145	17	attention	attention	NOUN
biht-436	145	18	-	-	PUNCT
biht-436	145	19	weight	weight	NOUN
biht-436	145	20	learning	learning	NOUN
biht-436	145	21	.	.	PUNCT
biht-436	146	1	to	to	PART
biht-436	146	2	enhance	enhance	VERB
biht-436	146	3	the	the	DET
biht-436	146	4	structural	structural	ADJ
biht-436	146	5	influence	influence	NOUN
biht-436	146	6	of	of	ADP
biht-436	146	7	spatial	spatial	ADJ
biht-436	146	8	variables	variable	NOUN
biht-436	146	9	on	on	ADP
biht-436	146	10	the	the	DET
biht-436	146	11	graph	graph	NOUN
biht-436	146	12	propagation	propagation	NOUN
biht-436	146	13	process	process	NOUN
biht-436	146	14	,	,	PUNCT
biht-436	146	15	a	a	DET
biht-436	146	16	weighted	weight	VERB
biht-436	146	17	adjacency	adjacency	NOUN
biht-436	146	18	adjustment	adjustment	NOUN
biht-436	146	19	mechanism	mechanism	NOUN
biht-436	146	20	is	be	AUX
biht-436	146	21	applied	apply	VERB
biht-436	146	22	in	in	ADP
biht-436	146	23	the	the	DET
biht-436	146	24	definition	definition	NOUN
biht-436	146	25	of	of	ADP
biht-436	146	26	edge	edge	NOUN
biht-436	146	27	connections	connection	NOUN
biht-436	146	28	.	.	PUNCT
biht-436	147	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	147	2	citation	citation	NOUN
biht-436	147	3	:	:	PUNCT
biht-436	147	4	blockchain	blockchain	NOUN
biht-436	147	5	in	in	ADP
biht-436	147	6	healthcare	healthcare	NOUN
biht-436	147	7	today	today	NOUN
biht-436	147	8	2025	2025	NUM
biht-436	147	9	,	,	PUNCT
biht-436	147	10	8	8	NUM
biht-436	147	11	:	:	SYM
biht-436	147	12	436	436	NUM
biht-436	147	13	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	147	14	7	7	NUM
biht-436	147	15	(	(	PUNCT
biht-436	147	16	page	page	NOUN
biht-436	147	17	number	number	NOUN
biht-436	147	18	not	not	PART
biht-436	147	19	for	for	ADP
biht-436	147	20	citation	citation	NOUN
biht-436	147	21	purpose	purpose	NOUN
biht-436	147	22	)	)	PUNCT
biht-436	147	23	health	health	NOUN
biht-436	147	24	service	service	NOUN
biht-436	147	25	utilization	utilization	NOUN
biht-436	147	26	using	use	VERB
biht-436	147	27	gnn	gnn	PROPN
biht-436	147	28	if	if	SCONJ
biht-436	147	29	 	 	SPACE
biht-436	147	30	there	there	PRON
biht-436	147	31	is	be	VERB
biht-436	147	32	a	a	DET
biht-436	147	33	spatial	spatial	ADJ
biht-436	147	34	connection	connection	NOUN
biht-436	147	35	between	between	ADP
biht-436	147	36	patient	patient	PROPN
biht-436	147	37	vi	vi	PROPN
biht-436	147	38	and	and	CCONJ
biht-436	147	39	his	his	PRON
biht-436	147	40	administrative	administrative	ADJ
biht-436	147	41	unit	unit	NOUN
biht-436	147	42	,	,	PUNCT
biht-436	147	43	the	the	DET
biht-436	147	44	edge	edge	NOUN
biht-436	147	45	weight	weight	NOUN
biht-436	147	46	is	be	AUX
biht-436	147	47	given	give	VERB
biht-436	147	48	as	as	ADP
biht-436	147	49	:	:	PUNCT
biht-436	147	50	β	β	X
biht-436	147	51	γ	γ	X
biht-436	147	52	(	(	PUNCT
biht-436	147	53	)	)	PUNCT
biht-436	147	54	(	(	PUNCT
biht-436	147	55	)	)	PUNCT
biht-436	147	56	=	=	SYM
biht-436	147	57	−	−	PROPN
biht-436	147	58	⋅	⋅	X
biht-436	147	59	⋅w	⋅w	NOUN
biht-436	147	60	d	d	NOUN
biht-436	147	61	sexpij	sexpij	VERB
biht-436	147	62	ij	ij	INTJ
biht-436	147	63	j	j	PROPN
biht-436	147	64	(	(	PUNCT
biht-436	147	65	4	4	NUM
biht-436	147	66	)	)	PUNCT
biht-436	147	67	where	where	SCONJ
biht-436	147	68	dij	dij	PROPN
biht-436	147	69	represents	represent	VERB
biht-436	147	70	the	the	DET
biht-436	147	71	spatial	spatial	ADJ
biht-436	147	72	distance	distance	NOUN
biht-436	147	73	;	;	PUNCT
biht-436	147	74	β	β	X
biht-436	147	75	is	be	AUX
biht-436	147	76	the	the	DET
biht-436	147	77	attenuation	attenuation	NOUN
biht-436	147	78	coefficient	coefficient	NOUN
biht-436	147	79	(	(	PUNCT
biht-436	147	80	set	set	VERB
biht-436	147	81	to	to	ADP
biht-436	147	82	0.15	0.15	NUM
biht-436	147	83	)	)	PUNCT
biht-436	147	84	;	;	PUNCT
biht-436	147	85	sj	sj	X
biht-436	147	86	is	be	AUX
biht-436	147	87	the	the	DET
biht-436	147	88	medical	medical	ADJ
biht-436	147	89	resource	resource	NOUN
biht-436	147	90	index	index	NOUN
biht-436	147	91	of	of	ADP
biht-436	147	92	the	the	DET
biht-436	147	93	region	region	NOUN
biht-436	147	94	;	;	PUNCT
biht-436	147	95	and	and	CCONJ
biht-436	147	96	γ	γ	X
biht-436	147	97	is	be	AUX
biht-436	147	98	the	the	DET
biht-436	147	99	normalized	normalized	ADJ
biht-436	147	100	mapping	mapping	NOUN
biht-436	147	101	function	function	NOUN
biht-436	147	102	used	use	VERB
biht-436	147	103	to	to	PART
biht-436	147	104	suppress	suppress	VERB
biht-436	147	105	gradient	gradient	NOUN
biht-436	147	106	instability	instability	NOUN
biht-436	147	107	caused	cause	VERB
biht-436	147	108	by	by	ADP
biht-436	147	109	extreme	extreme	ADJ
biht-436	147	110	resource	resource	NOUN
biht-436	147	111	distribution	distribution	NOUN
biht-436	147	112	.	.	PUNCT
biht-436	148	1	in	in	ADP
biht-436	148	2	this	this	DET
biht-436	148	3	way	way	NOUN
biht-436	148	4	,	,	PUNCT
biht-436	148	5	the	the	DET
biht-436	148	6	model	model	NOUN
biht-436	148	7	not	not	PART
biht-436	148	8	only	only	ADV
biht-436	148	9	relies	rely	VERB
biht-436	148	10	on	on	ADP
biht-436	148	11	the	the	DET
biht-436	148	12	graph	graph	NOUN
biht-436	148	13	structure	structure	NOUN
biht-436	148	14	itself	itself	PRON
biht-436	148	15	during	during	ADP
biht-436	148	16	information	information	NOUN
biht-436	148	17	dissemination	dissemination	NOUN
biht-436	148	18	but	but	CCONJ
biht-436	148	19	also	also	ADV
biht-436	148	20	dynamically	dynamically	ADV
biht-436	148	21	adjusts	adjust	VERB
biht-436	148	22	the	the	DET
biht-436	148	23	dissemination	dissemination	NOUN
biht-436	148	24	intensity	intensity	NOUN
biht-436	148	25	to	to	PART
biht-436	148	26	reflect	reflect	VERB
biht-436	148	27	the	the	DET
biht-436	148	28	impact	impact	NOUN
biht-436	148	29	of	of	ADP
biht-436	148	30	spatial	spatial	ADJ
biht-436	148	31	accessibility	accessibility	NOUN
biht-436	148	32	and	and	CCONJ
biht-436	148	33	uneven	uneven	ADJ
biht-436	148	34	resource	resource	NOUN
biht-436	148	35	distribution	distribution	NOUN
biht-436	148	36	.	.	PUNCT
biht-436	149	1	attribute	attribute	NOUN
biht-436	149	2	-	-	PUNCT
biht-436	149	3	sensitive	sensitive	ADJ
biht-436	149	4	aggregation	aggregation	NOUN
biht-436	149	5	and	and	CCONJ
biht-436	149	6	edge	edge	NOUN
biht-436	149	7	region	region	NOUN
biht-436	149	8	specialization	specialization	NOUN
biht-436	149	9	modeling	modeling	NOUN
biht-436	149	10	considering	consider	VERB
biht-436	149	11	the	the	DET
biht-436	149	12	structural	structural	ADJ
biht-436	149	13	differences	difference	NOUN
biht-436	149	14	and	and	CCONJ
biht-436	149	15	semantic	semantic	ADJ
biht-436	149	16	heterogeneity	heterogeneity	NOUN
biht-436	149	17	between	between	ADP
biht-436	149	18	the	the	DET
biht-436	149	19	applied	apply	VERB
biht-436	149	20	geo	geo	PROPN
biht-436	149	21	-	-	PUNCT
biht-436	149	22	social	social	ADJ
biht-436	149	23	features	feature	NOUN
biht-436	149	24	and	and	CCONJ
biht-436	149	25	the	the	DET
biht-436	149	26	original	original	ADJ
biht-436	149	27	embedded	embed	VERB
biht-436	149	28	features	feature	NOUN
biht-436	149	29	,	,	PUNCT
biht-436	149	30	the	the	DET
biht-436	149	31	classification	classification	NOUN
biht-436	149	32	model	model	NOUN
biht-436	149	33	performs	perform	VERB
biht-436	149	34	channel	channel	NOUN
biht-436	149	35	encoding	encode	VERB
biht-436	149	36	on	on	ADP
biht-436	149	37	the	the	DET
biht-436	149	38	input	input	NOUN
biht-436	149	39	vector	vector	NOUN
biht-436	149	40	and	and	CCONJ
biht-436	149	41	applies	apply	VERB
biht-436	149	42	a	a	DET
biht-436	149	43	dual	dual	ADJ
biht-436	149	44	-	-	PUNCT
biht-436	149	45	channel	channel	NOUN
biht-436	149	46	perception	perception	NOUN
biht-436	149	47	layer	layer	NOUN
biht-436	149	48	.	.	PUNCT
biht-436	150	1	the	the	DET
biht-436	150	2	first	first	ADJ
biht-436	150	3	channel	channel	NOUN
biht-436	150	4	receives	receive	VERB
biht-436	150	5	the	the	DET
biht-436	150	6	structural	structural	ADJ
biht-436	150	7	embedding	embed	VERB
biht-436	150	8	generated	generate	VERB
biht-436	150	9	by	by	ADP
biht-436	150	10	han	han	PROPN
biht-436	150	11	or	or	CCONJ
biht-436	150	12	gat	gat	NOUN
biht-436	150	13	,	,	PUNCT
biht-436	150	14	and	and	CCONJ
biht-436	150	15	the	the	DET
biht-436	150	16	second	second	ADJ
biht-436	150	17	channel	channel	NOUN
biht-436	150	18	specifically	specifically	ADV
biht-436	150	19	processes	process	VERB
biht-436	150	20	the	the	DET
biht-436	150	21	injected	inject	VERB
biht-436	150	22	geo	geo	PROPN
biht-436	150	23	-	-	PUNCT
biht-436	150	24	social	social	ADJ
biht-436	150	25	features	feature	NOUN
biht-436	150	26	.	.	PUNCT
biht-436	151	1	the	the	DET
biht-436	151	2	two	two	NUM
biht-436	151	3	channels	channel	NOUN
biht-436	151	4	are	be	AUX
biht-436	151	5	fused	fuse	VERB
biht-436	151	6	through	through	ADP
biht-436	151	7	the	the	DET
biht-436	151	8	attention	attention	NOUN
biht-436	151	9	-	-	PUNCT
biht-436	151	10	gating	gate	VERB
biht-436	151	11	mechanism	mechanism	NOUN
biht-436	151	12	,	,	PUNCT
biht-436	151	13	and	and	CCONJ
biht-436	151	14	the	the	DET
biht-436	151	15	fusion	fusion	NOUN
biht-436	151	16	weights	weight	NOUN
biht-436	151	17	are	be	AUX
biht-436	151	18	learned	learn	VERB
biht-436	151	19	as	as	SCONJ
biht-436	151	20	follows	follow	VERB
biht-436	151	21	:	:	PUNCT
biht-436	151	22	σ	σ	NOUN
biht-436	151	23	(	(	PUNCT
biht-436	151	24	)	)	PUNCT
biht-436	151	25	=	=	SYM
biht-436	152	1	+	+	PUNCT
biht-436	153	1	+	+	ADJ
biht-436	153	2	g	g	PROPN
biht-436	153	3	w	w	PROPN
biht-436	153	4	h	h	PROPN
biht-436	153	5	w	w	PROPN
biht-436	153	6	f	f	PROPN
biht-436	153	7	bi	bi	PROPN
biht-436	153	8	i	i	PROPN
biht-436	153	9	i1	i1	PROPN
biht-436	153	10	2	2	NUM
biht-436	153	11	(	(	PUNCT
biht-436	153	12	5	5	NUM
biht-436	153	13	)	)	PUNCT
biht-436	153	14	(	(	PUNCT
biht-436	153	15	)	)	PUNCT
biht-436	153	16	=	=	SYM
biht-436	154	1	+	+	NUM
biht-436	154	2	−	−	NOUN
biht-436	154	3	z	z	NOUN
biht-436	154	4	g	g	PROPN
biht-436	154	5	h	h	PROPN
biht-436	154	6	g	g	PROPN
biht-436	154	7	f1i	f1i	PROPN
biht-436	155	1	i	i	PRON
biht-436	156	1	i	i	PRON
biht-436	157	1	i	i	PRON
biht-436	157	2	i	i	PRON
biht-436	157	3	(	(	PUNCT
biht-436	157	4	6	6	NUM
biht-436	157	5	)	)	PUNCT
biht-436	157	6	where	where	SCONJ
biht-436	157	7	w1	w1	NOUN
biht-436	157	8	and	and	CCONJ
biht-436	157	9	w2	w2	NOUN
biht-436	157	10	are	be	AUX
biht-436	157	11	linear	linear	ADJ
biht-436	157	12	transformation	transformation	NOUN
biht-436	157	13	matrices	matrix	NOUN
biht-436	157	14	;	;	PUNCT
biht-436	157	15	⊙	⊙	PROPN
biht-436	157	16	is	be	AUX
biht-436	157	17	the	the	DET
biht-436	157	18	hadamard	hadamard	ADJ
biht-436	157	19	product	product	NOUN
biht-436	157	20	;	;	PUNCT
biht-436	157	21	σ	σ	PROPN
biht-436	157	22	is	be	AUX
biht-436	157	23	the	the	DET
biht-436	157	24	sigmoid	sigmoid	NOUN
biht-436	157	25	function	function	NOUN
biht-436	157	26	;	;	PUNCT
biht-436	157	27	and	and	CCONJ
biht-436	157	28	the	the	DET
biht-436	157	29	final	final	ADJ
biht-436	157	30	output	output	NOUN
biht-436	157	31	fusion	fusion	NOUN
biht-436	157	32	vector	vector	NOUN
biht-436	157	33	z	z	NOUN
biht-436	157	34	is	be	AUX
biht-436	157	35	used	use	VERB
biht-436	157	36	as	as	ADP
biht-436	157	37	input	input	NOUN
biht-436	157	38	for	for	ADP
biht-436	157	39	subsequent	subsequent	ADJ
biht-436	157	40	classification	classification	NOUN
biht-436	157	41	tasks	task	NOUN
biht-436	157	42	.	.	PUNCT
biht-436	158	1	while	while	SCONJ
biht-436	158	2	maintaining	maintain	VERB
biht-436	158	3	the	the	DET
biht-436	158	4	dominant	dominant	ADJ
biht-436	158	5	position	position	NOUN
biht-436	158	6	of	of	ADP
biht-436	158	7	the	the	DET
biht-436	158	8	main	main	ADJ
biht-436	158	9	image	image	NOUN
biht-436	158	10	information	information	NOUN
biht-436	158	11	,	,	PUNCT
biht-436	158	12	this	this	DET
biht-436	158	13	structure	structure	NOUN
biht-436	158	14	gives	give	VERB
biht-436	158	15	adjustable	adjustable	ADJ
biht-436	158	16	weights	weight	NOUN
biht-436	158	17	to	to	ADP
biht-436	158	18	spatial	spatial	ADJ
biht-436	158	19	edge	edge	NOUN
biht-436	158	20	variables	variable	NOUN
biht-436	158	21	through	through	ADP
biht-436	158	22	a	a	DET
biht-436	158	23	gating	gate	VERB
biht-436	158	24	mechanism	mechanism	NOUN
biht-436	158	25	,	,	PUNCT
biht-436	158	26	which	which	PRON
biht-436	158	27	is	be	AUX
biht-436	158	28	suitable	suitable	ADJ
biht-436	158	29	for	for	ADP
biht-436	158	30	identifying	identify	VERB
biht-436	158	31	service	service	NOUN
biht-436	158	32	variables	variable	NOUN
biht-436	158	33	with	with	ADP
biht-436	158	34	significant	significant	ADJ
biht-436	158	35	behavioral	behavioral	ADJ
biht-436	158	36	heterogeneity	heterogeneity	NOUN
biht-436	158	37	in	in	ADP
biht-436	158	38	areas	area	NOUN
biht-436	158	39	such	such	ADJ
biht-436	158	40	as	as	ADP
biht-436	158	41	ethnic	ethnic	ADJ
biht-436	158	42	minority	minority	NOUN
biht-436	158	43	settlements	settlement	NOUN
biht-436	158	44	and	and	CCONJ
biht-436	158	45	complex	complex	ADJ
biht-436	158	46	plateau	plateau	NOUN
biht-436	158	47	terrain	terrain	NOUN
biht-436	158	48	.	.	PUNCT
biht-436	159	1	during	during	ADP
biht-436	159	2	the	the	DET
biht-436	159	3	model	model	NOUN
biht-436	159	4	training	training	NOUN
biht-436	159	5	phase	phase	NOUN
biht-436	159	6	,	,	PUNCT
biht-436	159	7	regional	regional	ADJ
biht-436	159	8	grouping	grouping	ADJ
biht-436	159	9	supervision	supervision	NOUN
biht-436	159	10	indicators	indicator	NOUN
biht-436	159	11	are	be	AUX
biht-436	159	12	set	set	VERB
biht-436	159	13	,	,	PUNCT
biht-436	159	14	and	and	CCONJ
biht-436	159	15	the	the	DET
biht-436	159	16	performance	performance	NOUN
biht-436	159	17	of	of	ADP
biht-436	159	18	each	each	DET
biht-436	159	19	regional	regional	ADJ
biht-436	159	20	model	model	NOUN
biht-436	159	21	is	be	AUX
biht-436	159	22	guided	guide	VERB
biht-436	159	23	by	by	ADP
biht-436	159	24	applying	apply	VERB
biht-436	159	25	geographical	geographical	ADJ
biht-436	159	26	stratification	stratification	NOUN
biht-436	159	27	supervision	supervision	NOUN
biht-436	159	28	loss	loss	NOUN
biht-436	159	29	.	.	PUNCT
biht-436	160	1	specifically	specifically	ADV
biht-436	160	2	,	,	PUNCT
biht-436	160	3	based	base	VERB
biht-436	160	4	on	on	ADP
biht-436	160	5	the	the	DET
biht-436	160	6	original	original	ADJ
biht-436	160	7	cross	cross	ADJ
biht-436	160	8	-	-	ADJ
biht-436	160	9	entropy	entropy	ADJ
biht-436	160	10	loss	loss	NOUN
biht-436	160	11	,	,	PUNCT
biht-436	160	12	a	a	DET
biht-436	160	13	regularization	regularization	NOUN
biht-436	160	14	term	term	NOUN
biht-436	160	15	is	be	AUX
biht-436	160	16	added	add	VERB
biht-436	160	17	to	to	PART
biht-436	160	18	minimize	minimize	VERB
biht-436	160	19	cross	cross	ADJ
biht-436	160	20	-	-	ADJ
biht-436	160	21	regional	regional	ADJ
biht-436	160	22	prediction	prediction	NOUN
biht-436	160	23	errors	error	NOUN
biht-436	160	24	,	,	PUNCT
biht-436	160	25	thereby	thereby	ADV
biht-436	160	26	reducing	reduce	VERB
biht-436	160	27	the	the	DET
biht-436	160	28	prediction	prediction	NOUN
biht-436	160	29	performance	performance	NOUN
biht-436	160	30	gap	gap	NOUN
biht-436	160	31	between	between	ADP
biht-436	160	32	high	high	ADJ
biht-436	160	33	-	-	PUNCT
biht-436	160	34	resource	resource	NOUN
biht-436	160	35	fig	fig	NOUN
biht-436	160	36	.	.	PUNCT
biht-436	161	1	4	4	X
biht-436	161	2	.	.	X
biht-436	161	3	patient	patient	ADJ
biht-436	161	4	service	service	NOUN
biht-436	161	5	classification	classification	NOUN
biht-436	161	6	model	model	NOUN
biht-436	161	7	based	base	VERB
biht-436	161	8	on	on	ADP
biht-436	161	9	gat	gat	NOUN
biht-436	161	10	.	.	PUNCT
biht-436	162	1	gat	gat	NOUN
biht-436	162	2	:	:	PUNCT
biht-436	162	3	graph	graph	NOUN
biht-436	162	4	attention	attention	NOUN
biht-436	162	5	network	network	NOUN
biht-436	162	6	;	;	PUNCT
biht-436	162	7	smot	smot	PROPN
biht-436	162	8	:	:	PUNCT
biht-436	162	9	synthetic	synthetic	ADJ
biht-436	162	10	minority	minority	NOUN
biht-436	162	11	oversampling	oversample	VERB
biht-436	162	12	technique	technique	NOUN
biht-436	162	13	.	.	PUNCT
biht-436	163	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	163	2	citation	citation	NOUN
biht-436	163	3	:	:	PUNCT
biht-436	164	1	blockchain	blockchain	NOUN
biht-436	164	2	in	in	ADP
biht-436	164	3	healthcare	healthcare	NOUN
biht-436	164	4	today	today	NOUN
biht-436	164	5	2025	2025	NUM
biht-436	164	6	,	,	PUNCT
biht-436	164	7	8	8	NUM
biht-436	164	8	:	:	SYM
biht-436	164	9	436	436	NUM
biht-436	164	10	https://doi.org/10.30953/bhty.v8.4368	https://doi.org/10.30953/bhty.v8.4368	NOUN
biht-436	164	11	(	(	PUNCT
biht-436	164	12	page	page	NOUN
biht-436	164	13	number	number	NOUN
biht-436	164	14	not	not	PART
biht-436	164	15	for	for	ADP
biht-436	164	16	citation	citation	NOUN
biht-436	164	17	purpose	purpose	NOUN
biht-436	164	18	)	)	PUNCT
biht-436	165	1	jing	jing	PROPN
biht-436	165	2	zhang	zhang	PROPN
biht-436	165	3	and	and	CCONJ
biht-436	165	4	haitao	haitao	PROPN
biht-436	165	5	fan	fan	PROPN
biht-436	165	6	and	and	CCONJ
biht-436	165	7	low	low	ADJ
biht-436	165	8	-	-	PUNCT
biht-436	165	9	resource	resource	NOUN
biht-436	165	10	areas	area	NOUN
biht-436	165	11	during	during	ADP
biht-436	165	12	the	the	DET
biht-436	165	13	model	model	NOUN
biht-436	165	14	training	training	NOUN
biht-436	165	15	process	process	NOUN
biht-436	165	16	.	.	PUNCT
biht-436	166	1	the	the	DET
biht-436	166	2	following	follow	VERB
biht-436	166	3	regularization	regularization	NOUN
biht-436	166	4	loss	loss	NOUN
biht-436	166	5	function	function	NOUN
biht-436	166	6	implements	implement	VERB
biht-436	166	7	this	this	DET
biht-436	166	8	mechanism	mechanism	NOUN
biht-436	166	9	:	:	PUNCT
biht-436	166	10	∑=	∑=	NOUN
biht-436	166	11	−∈l	−∈l	VERB
biht-436	166	12	f1	f1	PROPN
biht-436	166	13	f1geo	f1geo	PROPN
biht-436	167	1	g	g	PROPN
biht-436	167	2	g	g	PROPN
biht-436	167	3	g	g	PROPN
biht-436	167	4	(	(	PUNCT
biht-436	167	5	7	7	NUM
biht-436	167	6	)	)	PUNCT
biht-436	167	7	where	where	SCONJ
biht-436	167	8	g	g	PROPN
biht-436	167	9	is	be	AUX
biht-436	167	10	the	the	DET
biht-436	167	11	set	set	NOUN
biht-436	167	12	of	of	ADP
biht-436	167	13	all	all	DET
biht-436	167	14	region	region	NOUN
biht-436	167	15	groups	group	NOUN
biht-436	167	16	,	,	PUNCT
biht-436	167	17	f1	f1	NOUN
biht-436	167	18	g	g	PROPN
biht-436	167	19	is	be	AUX
biht-436	167	20	the	the	DET
biht-436	167	21	validation	validation	NOUN
biht-436	167	22	set	set	VERB
biht-436	167	23	f1	f1	NOUN
biht-436	167	24	value	value	NOUN
biht-436	167	25	of	of	ADP
biht-436	167	26	the	the	DET
biht-436	167	27	g	g	NOUN
biht-436	167	28	-	-	PUNCT
biht-436	167	29	th	th	VERB
biht-436	167	30	region	region	NOUN
biht-436	167	31	,	,	PUNCT
biht-436	167	32	and	and	CCONJ
biht-436	167	33	f1	f1	NOUN
biht-436	167	34	is	be	AUX
biht-436	167	35	the	the	DET
biht-436	167	36	mean	mean	ADJ
biht-436	167	37	f1	f1	NOUN
biht-436	167	38	of	of	ADP
biht-436	167	39	all	all	DET
biht-436	167	40	regions	region	NOUN
biht-436	167	41	.	.	PUNCT
biht-436	168	1	the	the	DET
biht-436	168	2	final	final	ADJ
biht-436	168	3	total	total	ADJ
biht-436	168	4	loss	loss	NOUN
biht-436	168	5	function	function	NOUN
biht-436	168	6	is	be	AUX
biht-436	168	7	:	:	PUNCT
biht-436	168	8	λ=	λ=	ADJ
biht-436	168	9	+	+	PUNCT
biht-436	168	10	⋅l	⋅l	NOUN
biht-436	168	11	l	l	NOUN
biht-436	168	12	ltotal	ltotal	PROPN
biht-436	168	13	ce	ce	PROPN
biht-436	168	14	geo	geo	PROPN
biht-436	168	15	(	(	PUNCT
biht-436	168	16	8)	8)	NUM
biht-436	168	17	where	where	SCONJ
biht-436	168	18	λ	λ	PROPN
biht-436	168	19	is	be	AUX
biht-436	168	20	the	the	DET
biht-436	168	21	weight	weight	NOUN
biht-436	168	22	factor	factor	NOUN
biht-436	168	23	,	,	PUNCT
biht-436	168	24	which	which	PRON
biht-436	168	25	is	be	AUX
biht-436	168	26	set	set	VERB
biht-436	168	27	to	to	ADP
biht-436	168	28	0.1	0.1	NUM
biht-436	168	29	.	.	PUNCT
biht-436	169	1	this	this	DET
biht-436	169	2	mechanism	mechanism	NOUN
biht-436	169	3	encourages	encourage	VERB
biht-436	169	4	the	the	DET
biht-436	169	5	model	model	NOUN
biht-436	169	6	to	to	PART
biht-436	169	7	prioritize	prioritize	VERB
biht-436	169	8	regional	regional	ADJ
biht-436	169	9	fairness	fairness	NOUN
biht-436	169	10	while	while	SCONJ
biht-436	169	11	optimizing	optimize	VERB
biht-436	169	12	the	the	DET
biht-436	169	13	overall	overall	ADJ
biht-436	169	14	situation	situation	NOUN
biht-436	169	15	,	,	PUNCT
biht-436	169	16	thereby	thereby	ADV
biht-436	169	17	improving	improve	VERB
biht-436	169	18	prediction	prediction	NOUN
biht-436	169	19	stability	stability	NOUN
biht-436	169	20	and	and	CCONJ
biht-436	169	21	explanatory	explanatory	ADJ
biht-436	169	22	power	power	NOUN
biht-436	169	23	in	in	ADP
biht-436	169	24	areas	area	NOUN
biht-436	169	25	with	with	ADP
biht-436	169	26	severe	severe	ADJ
biht-436	169	27	uneven	uneven	ADJ
biht-436	169	28	medical	medical	ADJ
biht-436	169	29	resources	resource	NOUN
biht-436	169	30	.	.	PUNCT
biht-436	170	1	figure	figure	NOUN
biht-436	170	2	5	5	NUM
biht-436	170	3	illustrates	illustrate	VERB
biht-436	170	4	the	the	DET
biht-436	170	5	distribution	distribution	NOUN
biht-436	170	6	of	of	ADP
biht-436	170	7	three	three	NUM
biht-436	170	8	patient	patient	ADJ
biht-436	170	9	types	type	NOUN
biht-436	170	10	(	(	PUNCT
biht-436	170	11	high	high	ADJ
biht-436	170	12	-	-	PUNCT
biht-436	170	13	frequency	frequency	NOUN
biht-436	170	14	patients	patient	NOUN
biht-436	170	15	,	,	PUNCT
biht-436	170	16	regular	regular	ADJ
biht-436	170	17	patients	patient	NOUN
biht-436	170	18	,	,	PUNCT
biht-436	170	19	and	and	CCONJ
biht-436	170	20	potential	potential	ADJ
biht-436	170	21	lost	lose	VERB
biht-436	170	22	contacts	contact	NOUN
biht-436	170	23	)	)	PUNCT
biht-436	170	24	across	across	ADP
biht-436	170	25	three	three	NUM
biht-436	170	26	geo	geo	PROPN
biht-436	170	27	-	-	PUNCT
biht-436	170	28	social	social	ADJ
biht-436	170	29	characteristics	characteristic	NOUN
biht-436	170	30	:	:	PUNCT
biht-436	170	31	road	road	NOUN
biht-436	170	32	accessibility	accessibility	NOUN
biht-436	170	33	,	,	PUNCT
biht-436	170	34	altitude	altitude	NOUN
biht-436	170	35	,	,	PUNCT
biht-436	170	36	and	and	CCONJ
biht-436	170	37	economic	economic	ADJ
biht-436	170	38	level	level	NOUN
biht-436	170	39	.	.	PUNCT
biht-436	171	1	the	the	DET
biht-436	171	2	x	x	X
biht-436	171	3	-	-	NOUN
biht-436	171	4	axis	axis	NOUN
biht-436	171	5	represents	represent	VERB
biht-436	171	6	the	the	DET
biht-436	171	7	corresponding	corresponding	ADJ
biht-436	171	8	characteristic	characteristic	ADJ
biht-436	171	9	value	value	NOUN
biht-436	171	10	,	,	PUNCT
biht-436	171	11	and	and	CCONJ
biht-436	171	12	the	the	DET
biht-436	171	13	y	y	NOUN
biht-436	171	14	-	-	PUNCT
biht-436	171	15	axis	axis	NOUN
biht-436	171	16	is	be	AUX
biht-436	171	17	the	the	DET
biht-436	171	18	sample	sample	NOUN
biht-436	171	19	frequency	frequency	NOUN
biht-436	171	20	.	.	PUNCT
biht-436	172	1	overall	overall	ADJ
biht-436	172	2	,	,	PUNCT
biht-436	172	3	those	those	PRON
biht-436	172	4	who	who	PRON
biht-436	172	5	frequently	frequently	ADV
biht-436	172	6	seek	seek	VERB
biht-436	172	7	medical	medical	ADJ
biht-436	172	8	treatment	treatment	NOUN
biht-436	172	9	(	(	PUNCT
biht-436	172	10	red	red	PROPN
biht-436	172	11	)	)	PUNCT
biht-436	172	12	have	have	VERB
biht-436	172	13	a	a	DET
biht-436	172	14	higher	high	ADJ
biht-436	172	15	mean	mean	NOUN
biht-436	172	16	road	road	NOUN
biht-436	172	17	accessibility	accessibility	NOUN
biht-436	172	18	,	,	PUNCT
biht-436	172	19	indicating	indicate	VERB
biht-436	172	20	that	that	SCONJ
biht-436	172	21	convenient	convenient	ADJ
biht-436	172	22	transportation	transportation	NOUN
biht-436	172	23	may	may	AUX
biht-436	172	24	promote	promote	VERB
biht-436	172	25	high	high	ADJ
biht-436	172	26	-	-	PUNCT
biht-436	172	27	frequency	frequency	NOUN
biht-436	172	28	medical	medical	ADJ
biht-436	172	29	treatment	treatment	NOUN
biht-436	172	30	behavior	behavior	NOUN
biht-436	172	31	.	.	PUNCT
biht-436	173	1	the	the	DET
biht-436	173	2	road	road	NOUN
biht-436	173	3	feasibility	feasibility	NOUN
biht-436	173	4	of	of	ADP
biht-436	173	5	potential	potential	ADJ
biht-436	173	6	lost	lose	VERB
biht-436	173	7	patients	patient	NOUN
biht-436	173	8	is	be	AUX
biht-436	173	9	relatively	relatively	ADV
biht-436	173	10	dense	dense	ADJ
biht-436	173	11	at	at	ADP
biht-436	173	12	around	around	ADV
biht-436	173	13	0.06	0.06	NUM
biht-436	173	14	,	,	PUNCT
biht-436	173	15	revealing	reveal	VERB
biht-436	173	16	that	that	SCONJ
biht-436	173	17	the	the	DET
biht-436	173	18	disadvantaged	disadvantaged	ADJ
biht-436	173	19	groups	group	NOUN
biht-436	173	20	in	in	ADP
biht-436	173	21	road	road	NOUN
biht-436	173	22	traffic	traffic	NOUN
biht-436	173	23	are	be	AUX
biht-436	173	24	prone	prone	ADJ
biht-436	173	25	to	to	PART
biht-436	173	26	be	be	AUX
biht-436	173	27	out	out	ADP
biht-436	173	28	of	of	ADP
biht-436	173	29	the	the	DET
biht-436	173	30	service	service	NOUN
biht-436	173	31	system	system	NOUN
biht-436	173	32	;	;	PUNCT
biht-436	173	33	the	the	DET
biht-436	173	34	altitudes	altitude	NOUN
biht-436	173	35	of	of	ADP
biht-436	173	36	the	the	DET
biht-436	173	37	three	three	NUM
biht-436	173	38	types	type	NOUN
biht-436	173	39	of	of	ADP
biht-436	173	40	patients	patient	NOUN
biht-436	173	41	are	be	AUX
biht-436	173	42	all	all	ADV
biht-436	173	43	distributed	distribute	VERB
biht-436	173	44	between	between	ADP
biht-436	173	45	2,000	2,000	NUM
biht-436	173	46	and	and	CCONJ
biht-436	173	47	4,000	4,000	NUM
biht-436	173	48	,	,	PUNCT
biht-436	173	49	reflecting	reflect	VERB
biht-436	173	50	that	that	SCONJ
biht-436	173	51	the	the	DET
biht-436	173	52	patients	patient	NOUN
biht-436	173	53	are	be	AUX
biht-436	173	54	at	at	ADP
biht-436	173	55	a	a	DET
biht-436	173	56	higher	high	ADJ
biht-436	173	57	altitude	altitude	NOUN
biht-436	173	58	;	;	PUNCT
biht-436	173	59	in	in	ADP
biht-436	173	60	terms	term	NOUN
biht-436	173	61	of	of	ADP
biht-436	173	62	economic	economic	ADJ
biht-436	173	63	level	level	NOUN
biht-436	173	64	,	,	PUNCT
biht-436	173	65	the	the	DET
biht-436	173	66	economic	economic	ADJ
biht-436	173	67	level	level	NOUN
biht-436	173	68	of	of	ADP
biht-436	173	69	potential	potential	ADJ
biht-436	173	70	lost	lose	VERB
biht-436	173	71	patients	patient	NOUN
biht-436	173	72	is	be	AUX
biht-436	173	73	relatively	relatively	ADV
biht-436	173	74	dense	dense	ADJ
biht-436	173	75	at	at	ADP
biht-436	173	76	around	around	ADV
biht-436	173	77	0.06	0.06	NUM
biht-436	173	78	,	,	PUNCT
biht-436	173	79	which	which	PRON
biht-436	173	80	is	be	AUX
biht-436	173	81	lower	low	ADJ
biht-436	173	82	than	than	ADP
biht-436	173	83	that	that	PRON
biht-436	173	84	of	of	ADP
biht-436	173	85	regular	regular	ADJ
biht-436	173	86	and	and	CCONJ
biht-436	173	87	frequent	frequent	ADJ
biht-436	173	88	medical	medical	ADJ
biht-436	173	89	treatment	treatment	NOUN
biht-436	173	90	seekers	seeker	NOUN
biht-436	173	91	,	,	PUNCT
biht-436	173	92	revealing	reveal	VERB
biht-436	173	93	that	that	SCONJ
biht-436	173	94	economically	economically	ADV
biht-436	173	95	disadvantaged	disadvantaged	ADJ
biht-436	173	96	groups	group	NOUN
biht-436	173	97	are	be	AUX
biht-436	173	98	more	more	ADV
biht-436	173	99	likely	likely	ADJ
biht-436	173	100	to	to	PART
biht-436	173	101	be	be	AUX
biht-436	173	102	out	out	ADP
biht-436	173	103	of	of	ADP
biht-436	173	104	the	the	DET
biht-436	173	105	service	service	NOUN
biht-436	173	106	system	system	NOUN
biht-436	173	107	.	.	PUNCT
biht-436	174	1	service	service	NOUN
biht-436	174	2	path	path	NOUN
biht-436	174	3	optimization	optimization	NOUN
biht-436	174	4	suggestion	suggestion	NOUN
biht-436	174	5	generation	generation	NOUN
biht-436	174	6	after	after	ADP
biht-436	174	7	completing	complete	VERB
biht-436	174	8	the	the	DET
biht-436	174	9	classification	classification	NOUN
biht-436	174	10	of	of	ADP
biht-436	174	11	high	high	ADJ
biht-436	174	12	-	-	PUNCT
biht-436	174	13	frequency	frequency	NOUN
biht-436	174	14	medical	medical	ADJ
biht-436	174	15	patients	patient	NOUN
biht-436	174	16	and	and	CCONJ
biht-436	174	17	potential	potential	ADJ
biht-436	174	18	lost	lose	VERB
biht-436	174	19	follow	follow	NOUN
biht-436	174	20	-	-	PUNCT
biht-436	174	21	up	up	ADP
biht-436	174	22	groups	group	NOUN
biht-436	174	23	,	,	PUNCT
biht-436	174	24	the	the	DET
biht-436	174	25	health	health	NOUN
biht-436	174	26	fig	fig	NOUN
biht-436	174	27	.	.	PUNCT
biht-436	175	1	5	5	X
biht-436	175	2	.	.	X
biht-436	175	3	distribution	distribution	NOUN
biht-436	175	4	of	of	ADP
biht-436	175	5	patients	patient	NOUN
biht-436	175	6	of	of	ADP
biht-436	175	7	different	different	ADJ
biht-436	175	8	categories	category	NOUN
biht-436	175	9	in	in	ADP
biht-436	175	10	three	three	NUM
biht-436	175	11	typical	typical	ADJ
biht-436	175	12	geographical	geographical	ADJ
biht-436	175	13	and	and	CCONJ
biht-436	175	14	social	social	ADJ
biht-436	175	15	characteristics	characteristic	NOUN
biht-436	175	16	.	.	PUNCT
biht-436	176	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	176	2	citation	citation	NOUN
biht-436	176	3	:	:	PUNCT
biht-436	177	1	blockchain	blockchain	NOUN
biht-436	177	2	in	in	ADP
biht-436	177	3	healthcare	healthcare	NOUN
biht-436	177	4	today	today	NOUN
biht-436	177	5	2025	2025	NUM
biht-436	177	6	,	,	PUNCT
biht-436	177	7	8	8	NUM
biht-436	177	8	:	:	SYM
biht-436	177	9	436	436	NUM
biht-436	177	10	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	177	11	9	9	NUM
biht-436	177	12	(	(	PUNCT
biht-436	177	13	page	page	NOUN
biht-436	177	14	number	number	NOUN
biht-436	177	15	not	not	PART
biht-436	177	16	for	for	ADP
biht-436	177	17	citation	citation	NOUN
biht-436	177	18	purpose	purpose	NOUN
biht-436	177	19	)	)	PUNCT
biht-436	177	20	health	health	NOUN
biht-436	177	21	service	service	NOUN
biht-436	177	22	utilization	utilization	NOUN
biht-436	177	23	using	use	VERB
biht-436	177	24	gnn	gnn	PROPN
biht-436	177	25	service	service	NOUN
biht-436	177	26	utilization	utilization	NOUN
biht-436	177	27	graph	graph	NOUN
biht-436	177	28	is	be	AUX
biht-436	177	29	further	far	ADV
biht-436	177	30	structurally	structurally	ADV
biht-436	177	31	analyzed	analyze	VERB
biht-436	177	32	to	to	PART
biht-436	177	33	identify	identify	VERB
biht-436	177	34	nodes	node	NOUN
biht-436	177	35	and	and	CCONJ
biht-436	177	36	paths	path	NOUN
biht-436	177	37	that	that	PRON
biht-436	177	38	play	play	VERB
biht-436	177	39	a	a	DET
biht-436	177	40	key	key	ADJ
biht-436	177	41	intermediary	intermediary	ADJ
biht-436	177	42	role	role	NOUN
biht-436	177	43	or	or	CCONJ
biht-436	177	44	form	form	VERB
biht-436	177	45	structural	structural	ADJ
biht-436	177	46	bottlenecks	bottleneck	NOUN
biht-436	177	47	in	in	ADP
biht-436	177	48	the	the	DET
biht-436	177	49	service	service	NOUN
biht-436	177	50	network	network	NOUN
biht-436	177	51	and	and	CCONJ
biht-436	177	52	then	then	ADV
biht-436	177	53	provide	provide	VERB
biht-436	177	54	structurally	structurally	ADV
biht-436	177	55	reasonable	reasonable	ADJ
biht-436	177	56	resource	resource	NOUN
biht-436	177	57	allocation	allocation	NOUN
biht-436	177	58	suggestions	suggestion	NOUN
biht-436	177	59	.	.	PUNCT
biht-436	178	1	first	first	ADV
biht-436	178	2	,	,	PUNCT
biht-436	178	3	the	the	DET
biht-436	178	4	centrality	centrality	NOUN
biht-436	178	5	index	index	NOUN
biht-436	178	6	of	of	ADP
biht-436	178	7	each	each	DET
biht-436	178	8	type	type	NOUN
biht-436	178	9	of	of	ADP
biht-436	178	10	node	node	NOUN
biht-436	178	11	(	(	PUNCT
biht-436	178	12	patient	patient	ADJ
biht-436	178	13	,	,	PUNCT
biht-436	178	14	medical	medical	ADJ
biht-436	178	15	institution	institution	NOUN
biht-436	178	16	,	,	PUNCT
biht-436	178	17	and	and	CCONJ
biht-436	178	18	geographic	geographic	ADJ
biht-436	178	19	unit	unit	NOUN
biht-436	178	20	)	)	PUNCT
biht-436	178	21	in	in	ADP
biht-436	178	22	the	the	DET
biht-436	178	23	graph	graph	NOUN
biht-436	178	24	is	be	AUX
biht-436	178	25	calculated	calculate	VERB
biht-436	178	26	,	,	PUNCT
biht-436	178	27	including	include	VERB
biht-436	178	28	degree	degree	NOUN
biht-436	178	29	centrality	centrality	NOUN
biht-436	178	30	,	,	PUNCT
biht-436	178	31	eigenvector	eigenvector	NOUN
biht-436	178	32	centrality	centrality	NOUN
biht-436	178	33	,	,	PUNCT
biht-436	178	34	and	and	CCONJ
biht-436	178	35	betweenness	betweenness	NOUN
biht-436	178	36	centrality	centrality	NOUN
biht-436	178	37	.	.	PUNCT
biht-436	179	1	among	among	ADP
biht-436	179	2	them	they	PRON
biht-436	179	3	,	,	PUNCT
biht-436	179	4	betweenness	betweenness	ADJ
biht-436	179	5	centrality	centrality	NOUN
biht-436	179	6	is	be	AUX
biht-436	179	7	used	use	VERB
biht-436	179	8	to	to	PART
biht-436	179	9	measure	measure	VERB
biht-436	179	10	the	the	DET
biht-436	179	11	transit	transit	NOUN
biht-436	179	12	capacity	capacity	NOUN
biht-436	179	13	of	of	ADP
biht-436	179	14	the	the	DET
biht-436	179	15	node	node	NOUN
biht-436	179	16	in	in	ADP
biht-436	179	17	the	the	DET
biht-436	179	18	patient	patient	NOUN
biht-436	179	19	service	service	NOUN
biht-436	179	20	path	path	NOUN
biht-436	179	21	,	,	PUNCT
biht-436	179	22	expressed	express	VERB
biht-436	179	23	as	as	ADP
biht-436	179	24	:	:	PUNCT
biht-436	179	25	∑	∑	PROPN
biht-436	179	26	σ	σ	PROPN
biht-436	179	27	σ	σ	PROPN
biht-436	179	28	(	(	PUNCT
biht-436	179	29	)	)	PUNCT
biht-436	179	30	(	(	PUNCT
biht-436	179	31	)	)	PUNCT
biht-436	179	32	=	=	SYM
biht-436	179	33	≠	≠	PROPN
biht-436	179	34	≠c	≠c	VERB
biht-436	179	35	v	v	ADP
biht-436	179	36	v	v	PROPN
biht-436	179	37	b	b	PROPN
biht-436	179	38	s	s	PROPN
biht-436	179	39	v	v	PROPN
biht-436	179	40	t	t	PROPN
biht-436	179	41	st	st	PROPN
biht-436	179	42	st	st	PROPN
biht-436	179	43	(	(	PUNCT
biht-436	179	44	9	9	NUM
biht-436	179	45	)	)	PUNCT
biht-436	179	46	where	where	SCONJ
biht-436	179	47	σst	σst	NOUN
biht-436	179	48	represents	represent	VERB
biht-436	179	49	the	the	DET
biht-436	179	50	number	number	NOUN
biht-436	179	51	of	of	ADP
biht-436	179	52	shortest	short	ADJ
biht-436	179	53	paths	path	NOUN
biht-436	179	54	from	from	ADP
biht-436	179	55	node	node	NOUN
biht-436	179	56	s	s	NOUN
biht-436	179	57	to	to	PART
biht-436	179	58	node	node	PROPN
biht-436	179	59	t	t	PROPN
biht-436	179	60	and	and	CCONJ
biht-436	179	61	σst	σst	NOUN
biht-436	179	62	(	(	PUNCT
biht-436	179	63	v	v	NOUN
biht-436	179	64	)	)	PUNCT
biht-436	179	65	represents	represent	VERB
biht-436	179	66	the	the	DET
biht-436	179	67	number	number	NOUN
biht-436	179	68	of	of	ADP
biht-436	179	69	paths	path	NOUN
biht-436	179	70	passing	pass	VERB
biht-436	179	71	through	through	ADP
biht-436	179	72	node	node	PROPN
biht-436	179	73	v.	v.	CCONJ
biht-436	179	74	based	base	VERB
biht-436	179	75	on	on	ADP
biht-436	179	76	this	this	PRON
biht-436	179	77	,	,	PUNCT
biht-436	179	78	the	the	DET
biht-436	179	79	top	top	ADJ
biht-436	179	80	10	10	NUM
biht-436	179	81	%	%	NOUN
biht-436	179	82	of	of	ADP
biht-436	179	83	medical	medical	ADJ
biht-436	179	84	institution	institution	NOUN
biht-436	179	85	nodes	node	NOUN
biht-436	179	86	and	and	CCONJ
biht-436	179	87	geographic	geographic	ADJ
biht-436	179	88	unit	unit	NOUN
biht-436	179	89	nodes	node	NOUN
biht-436	179	90	in	in	ADP
biht-436	179	91	terms	term	NOUN
biht-436	179	92	of	of	ADP
biht-436	179	93	centrality	centrality	NOUN
biht-436	179	94	are	be	AUX
biht-436	179	95	extracted	extract	VERB
biht-436	179	96	and	and	CCONJ
biht-436	179	97	marked	mark	VERB
biht-436	179	98	as	as	ADP
biht-436	179	99	“	"	PUNCT
biht-436	179	100	core	core	NOUN
biht-436	179	101	service	service	NOUN
biht-436	179	102	nodes	node	NOUN
biht-436	179	103	.	.	PUNCT
biht-436	179	104	”	"	PUNCT
biht-436	180	1	at	at	ADP
biht-436	180	2	the	the	DET
biht-436	180	3	same	same	ADJ
biht-436	180	4	time	time	NOUN
biht-436	180	5	,	,	PUNCT
biht-436	180	6	the	the	DET
biht-436	180	7	intermediate	intermediate	ADJ
biht-436	180	8	geographic	geographic	ADJ
biht-436	180	9	units	unit	NOUN
biht-436	180	10	along	along	ADP
biht-436	180	11	the	the	DET
biht-436	180	12	path	path	NOUN
biht-436	180	13	between	between	ADP
biht-436	180	14	frequent	frequent	ADJ
biht-436	180	15	medical	medical	ADJ
biht-436	180	16	patients	patient	NOUN
biht-436	180	17	and	and	CCONJ
biht-436	180	18	the	the	DET
biht-436	180	19	core	core	NOUN
biht-436	180	20	service	service	NOUN
biht-436	180	21	nodes	node	NOUN
biht-436	180	22	are	be	AUX
biht-436	180	23	selected	select	VERB
biht-436	180	24	,	,	PUNCT
biht-436	180	25	and	and	CCONJ
biht-436	180	26	their	their	PRON
biht-436	180	27	average	average	ADJ
biht-436	180	28	path	path	NOUN
biht-436	180	29	length	length	NOUN
biht-436	180	30	and	and	CCONJ
biht-436	180	31	betweenness	betweenness	NOUN
biht-436	180	32	centrality	centrality	NOUN
biht-436	180	33	in	in	ADP
biht-436	180	34	the	the	DET
biht-436	180	35	entire	entire	ADJ
biht-436	180	36	graph	graph	NOUN
biht-436	180	37	are	be	AUX
biht-436	180	38	calculated	calculate	VERB
biht-436	180	39	to	to	PART
biht-436	180	40	identify	identify	VERB
biht-436	180	41	the	the	DET
biht-436	180	42	“	"	PUNCT
biht-436	180	43	key	key	ADJ
biht-436	180	44	service	service	NOUN
biht-436	180	45	corridors	corridor	NOUN
biht-436	180	46	”	"	PUNCT
biht-436	180	47	that	that	PRON
biht-436	180	48	form	form	VERB
biht-436	180	49	bottlenecks	bottleneck	NOUN
biht-436	180	50	.	.	PUNCT
biht-436	181	1	at	at	ADP
biht-436	181	2	the	the	DET
biht-436	181	3	edge	edge	NOUN
biht-436	181	4	connection	connection	NOUN
biht-436	181	5	level	level	NOUN
biht-436	181	6	,	,	PUNCT
biht-436	181	7	the	the	DET
biht-436	181	8	edge	edge	NOUN
biht-436	181	9	load	load	NOUN
biht-436	181	10	index	index	NOUN
biht-436	181	11	is	be	AUX
biht-436	181	12	applied	apply	VERB
biht-436	181	13	to	to	PART
biht-436	181	14	measure	measure	VERB
biht-436	181	15	the	the	DET
biht-436	181	16	congestion	congestion	NOUN
biht-436	181	17	degree	degree	NOUN
biht-436	181	18	of	of	ADP
biht-436	181	19	the	the	DET
biht-436	181	20	edge	edge	NOUN
biht-436	181	21	,	,	PUNCT
biht-436	181	22	as	as	SCONJ
biht-436	181	23	shown	show	VERB
biht-436	181	24	in	in	ADP
biht-436	181	25	formula	formula	NOUN
biht-436	181	26	(	(	PUNCT
biht-436	181	27	10	10	NUM
biht-436	181	28	):	):	PUNCT
biht-436	181	29	∑	∑	PROPN
biht-436	181	30	σ	σ	PROPN
biht-436	181	31	σ	σ	PROPN
biht-436	181	32	(	(	PUNCT
biht-436	181	33	)	)	PUNCT
biht-436	181	34	(	(	PUNCT
biht-436	181	35	)	)	PUNCT
biht-436	182	1	=	=	SYM
biht-436	182	2	∈l	∈l	X
biht-436	182	3	e	e	PROPN
biht-436	182	4	e	e	NOUN
biht-436	182	5	i	i	PRON
biht-436	182	6	j	j	PROPN
biht-436	182	7	v	v	INTJ
biht-436	182	8	ij	ij	INTJ
biht-436	182	9	ij	ij	INTJ
biht-436	182	10	,	,	PUNCT
biht-436	182	11	(	(	PUNCT
biht-436	182	12	10	10	NUM
biht-436	182	13	)	)	PUNCT
biht-436	182	14	this	this	DET
biht-436	182	15	indicator	indicator	NOUN
biht-436	182	16	measures	measure	VERB
biht-436	182	17	the	the	DET
biht-436	182	18	importance	importance	NOUN
biht-436	182	19	of	of	ADP
biht-436	182	20	the	the	DET
biht-436	182	21	edge	edge	NOUN
biht-436	182	22	e	e	NOUN
biht-436	182	23	in	in	ADP
biht-436	182	24	the	the	DET
biht-436	182	25	shortest	short	ADJ
biht-436	182	26	path	path	NOUN
biht-436	182	27	to	to	ADP
biht-436	182	28	all	all	DET
biht-436	182	29	nodes	node	NOUN
biht-436	182	30	.	.	PUNCT
biht-436	183	1	the	the	DET
biht-436	183	2	internal	internal	ADJ
biht-436	183	3	edge	edge	NOUN
biht-436	183	4	load	load	NOUN
biht-436	183	5	distribution	distribution	NOUN
biht-436	183	6	is	be	AUX
biht-436	183	7	calculated	calculate	VERB
biht-436	183	8	for	for	ADP
biht-436	183	9	the	the	DET
biht-436	183	10	subgraph	subgraph	NOUN
biht-436	183	11	of	of	ADP
biht-436	183	12	the	the	DET
biht-436	183	13	frequent	frequent	ADJ
biht-436	183	14	medical	medical	ADJ
biht-436	183	15	treatment	treatment	NOUN
biht-436	183	16	group	group	NOUN
biht-436	183	17	and	and	CCONJ
biht-436	183	18	the	the	DET
biht-436	183	19	subgraph	subgraph	NOUN
biht-436	183	20	of	of	ADP
biht-436	183	21	the	the	DET
biht-436	183	22	potential	potential	ADJ
biht-436	183	23	lost	lose	VERB
biht-436	183	24	visit	visit	NOUN
biht-436	183	25	group	group	NOUN
biht-436	183	26	.	.	PUNCT
biht-436	184	1	by	by	ADP
biht-436	184	2	comparing	compare	VERB
biht-436	184	3	their	their	PRON
biht-436	184	4	edge	edge	NOUN
biht-436	184	5	density	density	NOUN
biht-436	184	6	and	and	CCONJ
biht-436	184	7	average	average	ADJ
biht-436	184	8	path	path	NOUN
biht-436	184	9	length	length	NOUN
biht-436	184	10	,	,	PUNCT
biht-436	184	11	it	it	PRON
biht-436	184	12	is	be	AUX
biht-436	184	13	determined	determine	VERB
biht-436	184	14	whether	whether	SCONJ
biht-436	184	15	the	the	DET
biht-436	184	16	service	service	NOUN
biht-436	184	17	connection	connection	NOUN
biht-436	184	18	poses	pose	VERB
biht-436	184	19	a	a	DET
biht-436	184	20	risk	risk	NOUN
biht-436	184	21	of	of	ADP
biht-436	184	22	centralization	centralization	NOUN
biht-436	184	23	or	or	CCONJ
biht-436	184	24	spatial	spatial	ADJ
biht-436	184	25	fracture	fracture	NOUN
biht-436	184	26	.	.	PUNCT
biht-436	185	1	the	the	DET
biht-436	185	2	edges	edge	NOUN
biht-436	185	3	with	with	ADP
biht-436	185	4	excessively	excessively	ADV
biht-436	185	5	high	high	ADJ
biht-436	185	6	load	load	NOUN
biht-436	185	7	and	and	CCONJ
biht-436	185	8	the	the	DET
biht-436	185	9	connections	connection	NOUN
biht-436	185	10	with	with	ADP
biht-436	185	11	path	path	NOUN
biht-436	185	12	spans	span	VERB
biht-436	185	13	greater	great	ADJ
biht-436	185	14	than	than	SCONJ
biht-436	185	15	the	the	DET
biht-436	185	16	average	average	ADJ
biht-436	185	17	value	value	NOUN
biht-436	185	18	are	be	AUX
biht-436	185	19	marked	mark	VERB
biht-436	185	20	to	to	PART
biht-436	185	21	form	form	VERB
biht-436	185	22	a	a	DET
biht-436	185	23	set	set	NOUN
biht-436	185	24	of	of	ADP
biht-436	185	25	“	"	PUNCT
biht-436	185	26	weak	weak	ADJ
biht-436	185	27	service	service	NOUN
biht-436	185	28	connections	connection	NOUN
biht-436	185	29	.	.	PUNCT
biht-436	185	30	”	"	PUNCT
biht-436	185	31	figure	figure	NOUN
biht-436	185	32	6	6	NUM
biht-436	185	33	illustrates	illustrate	VERB
biht-436	185	34	the	the	DET
biht-436	185	35	identification	identification	NOUN
biht-436	185	36	of	of	ADP
biht-436	185	37	key	key	ADJ
biht-436	185	38	institutions	institution	NOUN
biht-436	185	39	and	and	CCONJ
biht-436	185	40	spatial	spatial	ADJ
biht-436	185	41	path	path	NOUN
biht-436	185	42	pressure	pressure	NOUN
biht-436	185	43	analysis	analysis	NOUN
biht-436	185	44	within	within	ADP
biht-436	185	45	the	the	DET
biht-436	185	46	healthcare	healthcare	NOUN
biht-436	185	47	service	service	NOUN
biht-436	185	48	network	network	NOUN
biht-436	185	49	.	.	PUNCT
biht-436	186	1	the	the	DET
biht-436	186	2	radar	radar	NOUN
biht-436	186	3	chart	chart	NOUN
biht-436	186	4	on	on	ADP
biht-436	186	5	the	the	DET
biht-436	186	6	left	left	NOUN
biht-436	186	7	characterizes	characterize	VERB
biht-436	186	8	five	five	NUM
biht-436	186	9	major	major	ADJ
biht-436	186	10	healthcare	healthcare	NOUN
biht-436	186	11	institutions	institution	NOUN
biht-436	186	12	using	use	VERB
biht-436	186	13	degree	degree	NOUN
biht-436	186	14	centrality	centrality	NOUN
biht-436	186	15	,	,	PUNCT
biht-436	186	16	eigenvector	eigenvector	NOUN
biht-436	186	17	centrality	centrality	NOUN
biht-436	186	18	,	,	PUNCT
biht-436	186	19	and	and	CCONJ
biht-436	186	20	betweenness	betweenness	NOUN
biht-436	186	21	centrality	centrality	NOUN
biht-436	186	22	.	.	PUNCT
biht-436	187	1	the	the	DET
biht-436	187	2	results	result	NOUN
biht-436	187	3	show	show	VERB
biht-436	187	4	that	that	SCONJ
biht-436	187	5	hospitals-8	hospitals-8	PRON
biht-436	187	6	and	and	CCONJ
biht-436	187	7	-19	-19	PRON
biht-436	187	8	perform	perform	VERB
biht-436	187	9	exceptionally	exceptionally	ADV
biht-436	187	10	well	well	ADV
biht-436	187	11	across	across	ADP
biht-436	187	12	multiple	multiple	ADJ
biht-436	187	13	dimensions	dimension	NOUN
biht-436	187	14	,	,	PUNCT
biht-436	187	15	exhibiting	exhibit	VERB
biht-436	187	16	high	high	ADJ
biht-436	187	17	connectivity	connectivity	NOUN
biht-436	187	18	and	and	CCONJ
biht-436	187	19	bridging	bridging	NOUN
biht-436	187	20	capabilities	capability	NOUN
biht-436	187	21	.	.	PUNCT
biht-436	188	1	the	the	DET
biht-436	188	2	heatmap	heatmap	NOUN
biht-436	188	3	on	on	ADP
biht-436	188	4	the	the	DET
biht-436	188	5	right	right	NOUN
biht-436	188	6	reflects	reflect	VERB
biht-436	188	7	the	the	DET
biht-436	188	8	edge	edge	NOUN
biht-436	188	9	load	load	NOUN
biht-436	188	10	between	between	ADP
biht-436	188	11	geographical	geographical	ADJ
biht-436	188	12	units	unit	NOUN
biht-436	188	13	;	;	PUNCT
biht-436	188	14	darker	dark	ADJ
biht-436	188	15	colors	color	NOUN
biht-436	188	16	represent	represent	VERB
biht-436	188	17	higher	high	ADJ
biht-436	188	18	service	service	NOUN
biht-436	188	19	traffic	traffic	NOUN
biht-436	188	20	.	.	PUNCT
biht-436	189	1	units	unit	NOUN
biht-436	189	2	6	6	NUM
biht-436	189	3	and	and	CCONJ
biht-436	189	4	9	9	NUM
biht-436	189	5	show	show	VERB
biht-436	189	6	a	a	DET
biht-436	189	7	load	load	NOUN
biht-436	189	8	exceeding	exceed	VERB
biht-436	189	9	0.8	0.8	NUM
biht-436	189	10	,	,	PUNCT
biht-436	189	11	forming	form	VERB
biht-436	189	12	a	a	DET
biht-436	189	13	significant	significant	ADJ
biht-436	189	14	bottleneck	bottleneck	NOUN
biht-436	189	15	.	.	PUNCT
biht-436	190	1	overall	overall	ADV
biht-436	190	2	,	,	PUNCT
biht-436	190	3	some	some	DET
biht-436	190	4	institutions	institution	NOUN
biht-436	190	5	and	and	CCONJ
biht-436	190	6	paths	path	NOUN
biht-436	190	7	experience	experience	VERB
biht-436	190	8	high	high	ADJ
biht-436	190	9	service	service	NOUN
biht-436	190	10	pressure	pressure	NOUN
biht-436	190	11	,	,	PUNCT
biht-436	190	12	providing	provide	VERB
biht-436	190	13	a	a	DET
biht-436	190	14	basis	basis	NOUN
biht-436	190	15	for	for	ADP
biht-436	190	16	regional	regional	ADJ
biht-436	190	17	collaborative	collaborative	ADJ
biht-436	190	18	optimization	optimization	NOUN
biht-436	190	19	and	and	CCONJ
biht-436	190	20	intervention	intervention	NOUN
biht-436	190	21	at	at	ADP
biht-436	190	22	key	key	ADJ
biht-436	190	23	nodes	node	NOUN
biht-436	190	24	.	.	PUNCT
biht-436	191	1	health	health	NOUN
biht-436	191	2	service	service	NOUN
biht-436	191	3	optimization	optimization	NOUN
biht-436	191	4	modeling	model	VERB
biht-436	191	5	path	path	NOUN
biht-436	191	6	the	the	DET
biht-436	191	7	data	datum	NOUN
biht-436	191	8	for	for	ADP
biht-436	191	9	this	this	DET
biht-436	191	10	study	study	NOUN
biht-436	191	11	come	come	VERB
biht-436	191	12	from	from	ADP
biht-436	191	13	a	a	DET
biht-436	191	14	special	special	ADJ
biht-436	191	15	survey	survey	NOUN
biht-436	191	16	on	on	ADP
biht-436	191	17	the	the	DET
biht-436	191	18	utilization	utilization	NOUN
biht-436	191	19	of	of	ADP
biht-436	191	20	health	health	NOUN
biht-436	191	21	services	service	NOUN
biht-436	191	22	by	by	ADP
biht-436	191	23	the	the	DET
biht-436	191	24	rural	rural	ADJ
biht-436	191	25	elderly	elderly	ADJ
biht-436	191	26	conducted	conduct	VERB
biht-436	191	27	in	in	ADP
biht-436	191	28	2023	2023	NUM
biht-436	191	29	in	in	ADP
biht-436	191	30	four	four	NUM
biht-436	191	31	autonomous	autonomous	ADJ
biht-436	191	32	prefectures	prefecture	NOUN
biht-436	191	33	(	(	PUNCT
biht-436	191	34	dali	dali	PROPN
biht-436	191	35	,	,	PUNCT
biht-436	191	36	lijiang	lijiang	PROPN
biht-436	191	37	,	,	PUNCT
biht-436	191	38	diqing	diqing	NOUN
biht-436	191	39	,	,	PUNCT
biht-436	191	40	and	and	CCONJ
biht-436	191	41	nujiang	nujiang	NOUN
biht-436	191	42	)	)	PUNCT
biht-436	191	43	in	in	ADP
biht-436	191	44	northwestern	northwestern	PROPN
biht-436	191	45	yunnan	yunnan	PROPN
biht-436	191	46	province	province	PROPN
biht-436	191	47	.	.	PUNCT
biht-436	192	1	the	the	DET
biht-436	192	2	survey	survey	NOUN
biht-436	192	3	subjects	subject	NOUN
biht-436	192	4	were	be	AUX
biht-436	192	5	rural	rural	ADJ
biht-436	192	6	residents	resident	NOUN
biht-436	192	7	of	of	ADP
biht-436	192	8	ethnic	ethnic	ADJ
biht-436	192	9	minorities	minority	NOUN
biht-436	192	10	aged	age	VERB
biht-436	192	11	<	<	X
biht-436	192	12	60	60	NUM
biht-436	192	13	years	year	NOUN
biht-436	192	14	.	.	PUNCT
biht-436	193	1	the	the	DET
biht-436	193	2	study	study	NOUN
biht-436	193	3	focused	focus	VERB
biht-436	193	4	on	on	ADP
biht-436	193	5	individuals	individual	NOUN
biht-436	193	6	with	with	ADP
biht-436	193	7	two	two	NUM
biht-436	193	8	or	or	CCONJ
biht-436	193	9	more	more	ADJ
biht-436	193	10	chronic	chronic	ADJ
biht-436	193	11	diseases	disease	NOUN
biht-436	193	12	(	(	PUNCT
biht-436	193	13	such	such	ADJ
biht-436	193	14	as	as	ADP
biht-436	193	15	hypertension	hypertension	NOUN
biht-436	193	16	,	,	PUNCT
biht-436	193	17	diabetes	diabetes	NOUN
biht-436	193	18	,	,	PUNCT
biht-436	193	19	coronary	coronary	ADJ
biht-436	193	20	heart	heart	NOUN
biht-436	193	21	disease	disease	NOUN
biht-436	193	22	[	[	X
biht-436	193	23	chd	chd	NOUN
biht-436	193	24	]	]	X
biht-436	193	25	,	,	PUNCT
biht-436	193	26	stroke	stroke	NOUN
biht-436	193	27	,	,	PUNCT
biht-436	193	28	and	and	CCONJ
biht-436	193	29	chronic	chronic	ADJ
biht-436	193	30	obstructive	obstructive	ADJ
biht-436	193	31	pulmonary	pulmonary	ADJ
biht-436	193	32	disease	disease	NOUN
biht-436	194	1	[	[	X
biht-436	194	2	copd	copd	NOUN
biht-436	194	3	]	]	X
biht-436	194	4	)	)	PUNCT
biht-436	194	5	.	.	PUNCT
biht-436	195	1	data	datum	NOUN
biht-436	195	2	collection	collection	NOUN
biht-436	195	3	covered	cover	VERB
biht-436	195	4	demographic	demographic	ADJ
biht-436	195	5	characteristics	characteristic	NOUN
biht-436	195	6	,	,	PUNCT
biht-436	195	7	family	family	NOUN
biht-436	195	8	economic	economic	ADJ
biht-436	195	9	status	status	NOUN
biht-436	195	10	,	,	PUNCT
biht-436	195	11	health	health	NOUN
biht-436	195	12	behaviors	behavior	NOUN
biht-436	195	13	(	(	PUNCT
biht-436	195	14	smoking	smoking	NOUN
biht-436	195	15	,	,	PUNCT
biht-436	195	16	drinking	drinking	NOUN
biht-436	195	17	,	,	PUNCT
biht-436	195	18	exercise	exercise	NOUN
biht-436	195	19	,	,	PUNCT
biht-436	195	20	nutrition	nutrition	NOUN
biht-436	195	21	,	,	PUNCT
biht-436	195	22	sleep	sleep	NOUN
biht-436	195	23	,	,	PUNCT
biht-436	195	24	etc	etc	X
biht-436	195	25	.	.	X
biht-436	195	26	)	)	PUNCT
biht-436	195	27	,	,	PUNCT
biht-436	195	28	and	and	CCONJ
biht-436	195	29	medical	medical	ADJ
biht-436	195	30	service	service	NOUN
biht-436	195	31	utilization	utilization	NOUN
biht-436	195	32	fig	fig	NOUN
biht-436	195	33	.	.	PUNCT
biht-436	196	1	6	6	NUM
biht-436	196	2	.	.	X
biht-436	196	3	analysis	analysis	NOUN
biht-436	196	4	of	of	ADP
biht-436	196	5	key	key	ADJ
biht-436	196	6	institution	institution	NOUN
biht-436	196	7	identification	identification	NOUN
biht-436	196	8	and	and	CCONJ
biht-436	196	9	spatial	spatial	ADJ
biht-436	196	10	path	path	NOUN
biht-436	196	11	pressure	pressure	NOUN
biht-436	196	12	in	in	ADP
biht-436	196	13	optimizing	optimize	VERB
biht-436	196	14	medical	medical	ADJ
biht-436	196	15	service	service	NOUN
biht-436	196	16	network	network	NOUN
biht-436	196	17	.	.	PUNCT
biht-436	197	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	197	2	citation	citation	NOUN
biht-436	197	3	:	:	PUNCT
biht-436	198	1	blockchain	blockchain	NOUN
biht-436	198	2	in	in	ADP
biht-436	198	3	healthcare	healthcare	NOUN
biht-436	198	4	today	today	NOUN
biht-436	198	5	2025	2025	NUM
biht-436	198	6	,	,	PUNCT
biht-436	198	7	8	8	NUM
biht-436	198	8	:	:	SYM
biht-436	198	9	436	436	NUM
biht-436	198	10	https://doi.org/10.30953/bhty.v8.43610	https://doi.org/10.30953/bhty.v8.43610	NOUN
biht-436	198	11	(	(	PUNCT
biht-436	198	12	page	page	NOUN
biht-436	198	13	number	number	NOUN
biht-436	198	14	not	not	PART
biht-436	198	15	for	for	ADP
biht-436	198	16	citation	citation	NOUN
biht-436	198	17	purpose	purpose	NOUN
biht-436	198	18	)	)	PUNCT
biht-436	199	1	jing	jing	PROPN
biht-436	199	2	zhang	zhang	PROPN
biht-436	199	3	and	and	CCONJ
biht-436	199	4	haitao	haitao	PROPN
biht-436	199	5	fan	fan	PROPN
biht-436	199	6	characteristics	characteristics	PROPN
biht-436	199	7	(	(	PUNCT
biht-436	199	8	outpatient	outpatient	NOUN
biht-436	199	9	visits	visit	NOUN
biht-436	199	10	,	,	PUNCT
biht-436	199	11	hospitalizations	hospitalization	NOUN
biht-436	199	12	,	,	PUNCT
biht-436	199	13	frequency	frequency	NOUN
biht-436	199	14	of	of	ADP
biht-436	199	15	visits	visit	NOUN
biht-436	199	16	every	every	DET
biht-436	199	17	2	2	NUM
biht-436	199	18	weeks	week	NOUN
biht-436	199	19	,	,	PUNCT
biht-436	199	20	etc	etc	X
biht-436	199	21	.	.	X
biht-436	199	22	)	)	PUNCT
biht-436	199	23	.	.	PUNCT
biht-436	200	1	spatial	spatial	ADJ
biht-436	200	2	coordinates	coordinate	NOUN
biht-436	200	3	of	of	ADP
biht-436	200	4	patients	patient	NOUN
biht-436	200	5	’	'	PUNCT
biht-436	200	6	residences	residence	NOUN
biht-436	200	7	,	,	PUNCT
biht-436	200	8	administrative	administrative	ADJ
biht-436	200	9	units	unit	NOUN
biht-436	200	10	,	,	PUNCT
biht-436	200	11	and	and	CCONJ
biht-436	200	12	the	the	DET
biht-436	200	13	distribution	distribution	NOUN
biht-436	200	14	of	of	ADP
biht-436	200	15	medical	medical	ADJ
biht-436	200	16	institutions	institution	NOUN
biht-436	200	17	were	be	AUX
biht-436	200	18	also	also	ADV
biht-436	200	19	integrated	integrate	VERB
biht-436	200	20	for	for	ADP
biht-436	200	21	graph	graph	NOUN
biht-436	200	22	structure	structure	NOUN
biht-436	200	23	construction	construction	NOUN
biht-436	200	24	and	and	CCONJ
biht-436	200	25	gnn	gnn	PROPN
biht-436	200	26	model	model	NOUN
biht-436	200	27	training	training	NOUN
biht-436	200	28	.	.	PUNCT
biht-436	201	1	minors	minor	NOUN
biht-436	201	2	,	,	PUNCT
biht-436	201	3	non	non	ADJ
biht-436	201	4	-	-	ADJ
biht-436	201	5	rural	rural	ADJ
biht-436	201	6	residents	resident	NOUN
biht-436	201	7	,	,	PUNCT
biht-436	201	8	individuals	individual	NOUN
biht-436	201	9	with	with	ADP
biht-436	201	10	severe	severe	ADJ
biht-436	201	11	cognitive	cognitive	ADJ
biht-436	201	12	impairment	impairment	NOUN
biht-436	201	13	,	,	PUNCT
biht-436	201	14	and	and	CCONJ
biht-436	201	15	those	those	PRON
biht-436	201	16	who	who	PRON
biht-436	201	17	refused	refuse	VERB
biht-436	201	18	to	to	PART
biht-436	201	19	participate	participate	VERB
biht-436	201	20	in	in	ADP
biht-436	201	21	the	the	DET
biht-436	201	22	survey	survey	NOUN
biht-436	201	23	were	be	AUX
biht-436	201	24	excluded	exclude	VERB
biht-436	201	25	.	.	PUNCT
biht-436	202	1	the	the	DET
biht-436	202	2	sample	sample	NOUN
biht-436	202	3	is	be	AUX
biht-436	202	4	regionally	regionally	ADV
biht-436	202	5	representative	representative	ADJ
biht-436	202	6	but	but	CCONJ
biht-436	202	7	does	do	AUX
biht-436	202	8	not	not	PART
biht-436	202	9	fully	fully	ADV
biht-436	202	10	cover	cover	VERB
biht-436	202	11	the	the	DET
biht-436	202	12	dulongjiang	dulongjiang	PROPN
biht-436	202	13	river	river	PROPN
biht-436	202	14	basin	basin	PROPN
biht-436	202	15	in	in	ADP
biht-436	202	16	nujiang	nujiang	PROPN
biht-436	202	17	.	.	PUNCT
biht-436	203	1	to	to	PART
biht-436	203	2	evaluate	evaluate	VERB
biht-436	203	3	the	the	DET
biht-436	203	4	model	model	NOUN
biht-436	203	5	’s	’s	PART
biht-436	203	6	generalization	generalization	NOUN
biht-436	203	7	ability	ability	NOUN
biht-436	203	8	,	,	PUNCT
biht-436	203	9	stratified	stratify	VERB
biht-436	203	10	5	5	NUM
biht-436	203	11	-	-	ADJ
biht-436	203	12	fold	fold	ADJ
biht-436	203	13	cross	cross	NOUN
biht-436	203	14	-	-	ADJ
biht-436	203	15	validation	validation	NOUN
biht-436	203	16	was	be	AUX
biht-436	203	17	used	use	VERB
biht-436	203	18	,	,	PUNCT
biht-436	203	19	dividing	divide	VERB
biht-436	203	20	the	the	DET
biht-436	203	21	training	training	NOUN
biht-436	203	22	and	and	CCONJ
biht-436	203	23	validation	validation	NOUN
biht-436	203	24	sets	set	NOUN
biht-436	203	25	by	by	ADP
biht-436	203	26	geographical	geographical	ADJ
biht-436	203	27	unit	unit	NOUN
biht-436	203	28	to	to	PART
biht-436	203	29	ensure	ensure	VERB
biht-436	203	30	that	that	SCONJ
biht-436	203	31	data	datum	NOUN
biht-436	203	32	from	from	ADP
biht-436	203	33	the	the	DET
biht-436	203	34	same	same	ADJ
biht-436	203	35	township	township	NOUN
biht-436	203	36	did	do	AUX
biht-436	203	37	not	not	PART
biht-436	203	38	overlap	overlap	VERB
biht-436	203	39	,	,	PUNCT
biht-436	203	40	thus	thus	ADV
biht-436	203	41	simulating	simulate	VERB
biht-436	203	42	cross	cross	ADJ
biht-436	203	43	-	-	ADJ
biht-436	203	44	regional	regional	ADJ
biht-436	203	45	deployment	deployment	NOUN
biht-436	203	46	.	.	PUNCT
biht-436	204	1	the	the	DET
biht-436	204	2	results	result	NOUN
biht-436	204	3	show	show	VERB
biht-436	204	4	that	that	SCONJ
biht-436	204	5	the	the	DET
biht-436	204	6	macroscopic	macroscopic	ADJ
biht-436	204	7	f1	f1	NOUN
biht-436	204	8	standard	standard	ADJ
biht-436	204	9	deviation	deviation	NOUN
biht-436	204	10	is	be	AUX
biht-436	204	11	±0.021	±0.021	NUM
biht-436	204	12	,	,	PUNCT
biht-436	204	13	indicating	indicate	VERB
biht-436	204	14	that	that	SCONJ
biht-436	204	15	the	the	DET
biht-436	204	16	model	model	NOUN
biht-436	204	17	is	be	AUX
biht-436	204	18	stable	stable	ADJ
biht-436	204	19	across	across	ADP
biht-436	204	20	different	different	ADJ
biht-436	204	21	sub	sub	NOUN
biht-436	204	22	-	-	NOUN
biht-436	204	23	regions	region	NOUN
biht-436	204	24	.	.	PUNCT
biht-436	205	1	service	service	NOUN
biht-436	205	2	accessibility	accessibility	NOUN
biht-436	205	3	index	index	NOUN
biht-436	205	4	the	the	DET
biht-436	205	5	service	service	NOUN
biht-436	205	6	accessibility	accessibility	NOUN
biht-436	205	7	index	index	NOUN
biht-436	205	8	is	be	AUX
biht-436	205	9	calculated	calculate	VERB
biht-436	205	10	using	use	VERB
biht-436	205	11	patients	patient	NOUN
biht-436	205	12	’	'	PUNCT
biht-436	205	13	home	home	NOUN
biht-436	205	14	and	and	CCONJ
biht-436	205	15	institution	institution	NOUN
biht-436	205	16	coordinates	coordinate	NOUN
biht-436	205	17	from	from	ADP
biht-436	205	18	medical	medical	ADJ
biht-436	205	19	records	record	NOUN
biht-436	205	20	,	,	PUNCT
biht-436	205	21	corrected	correct	VERB
biht-436	205	22	with	with	ADP
biht-436	205	23	high	high	ADJ
biht-436	205	24	-	-	PUNCT
biht-436	205	25	resolution	resolution	NOUN
biht-436	205	26	geographic	geographic	ADJ
biht-436	205	27	data	datum	NOUN
biht-436	205	28	.	.	PUNCT
biht-436	206	1	based	base	VERB
biht-436	206	2	on	on	ADP
biht-436	206	3	1:50,000	1:50,000	NUM
biht-436	206	4	terrain	terrain	NOUN
biht-436	206	5	and	and	CCONJ
biht-436	206	6	road	road	NOUN
biht-436	206	7	grade	grade	NOUN
biht-436	206	8	maps	map	NOUN
biht-436	206	9	,	,	PUNCT
biht-436	206	10	a	a	DET
biht-436	206	11	weighted	weight	VERB
biht-436	206	12	shortest	short	ADJ
biht-436	206	13	path	path	NOUN
biht-436	206	14	algorithm	algorithm	NOUN
biht-436	206	15	adjusts	adjust	VERB
biht-436	206	16	for	for	ADP
biht-436	206	17	elevation	elevation	NOUN
biht-436	206	18	and	and	CCONJ
biht-436	206	19	road	road	NOUN
biht-436	206	20	accessibility	accessibility	NOUN
biht-436	206	21	while	while	SCONJ
biht-436	206	22	removing	remove	VERB
biht-436	206	23	abnormal	abnormal	ADJ
biht-436	206	24	points	point	NOUN
biht-436	206	25	.	.	PUNCT
biht-436	207	1	average	average	ADJ
biht-436	207	2	travel	travel	NOUN
biht-436	207	3	time	time	NOUN
biht-436	207	4	for	for	ADP
biht-436	207	5	each	each	DET
biht-436	207	6	patient	patient	NOUN
biht-436	207	7	’s	’s	PART
biht-436	207	8	visits	visit	NOUN
biht-436	207	9	over	over	ADP
biht-436	207	10	the	the	DET
biht-436	207	11	past	past	ADJ
biht-436	207	12	year	year	NOUN
biht-436	207	13	is	be	AUX
biht-436	207	14	aggregated	aggregate	VERB
biht-436	207	15	at	at	ADP
biht-436	207	16	the	the	DET
biht-436	207	17	village	village	NOUN
biht-436	207	18	level	level	NOUN
biht-436	207	19	to	to	PART
biht-436	207	20	map	map	VERB
biht-436	207	21	regional	regional	ADJ
biht-436	207	22	accessibility	accessibility	NOUN
biht-436	207	23	.	.	PUNCT
biht-436	208	1	higher	high	ADJ
biht-436	208	2	scores	score	NOUN
biht-436	208	3	indicate	indicate	VERB
biht-436	208	4	greater	great	ADJ
biht-436	208	5	spatial	spatial	ADJ
biht-436	208	6	barriers	barrier	NOUN
biht-436	208	7	,	,	PUNCT
biht-436	208	8	typical	typical	ADJ
biht-436	208	9	in	in	ADP
biht-436	208	10	high	high	ADJ
biht-436	208	11	-	-	PUNCT
biht-436	208	12	altitude	altitude	NOUN
biht-436	208	13	and	and	CCONJ
biht-436	208	14	sparsely	sparsely	ADV
biht-436	208	15	populated	populated	ADJ
biht-436	208	16	areas	area	NOUN
biht-436	208	17	,	,	PUNCT
biht-436	208	18	reflecting	reflect	VERB
biht-436	208	19	uneven	uneven	ADJ
biht-436	208	20	basic	basic	ADJ
biht-436	208	21	service	service	NOUN
biht-436	208	22	distribution	distribution	NOUN
biht-436	208	23	.	.	PUNCT
biht-436	209	1	figure	figure	VERB
biht-436	209	2	7	7	NUM
biht-436	209	3	analyzes	analyze	VERB
biht-436	209	4	the	the	DET
biht-436	209	5	access	access	NOUN
biht-436	209	6	to	to	ADP
biht-436	209	7	medical	medical	ADJ
biht-436	209	8	services	service	NOUN
biht-436	209	9	in	in	ADP
biht-436	209	10	the	the	DET
biht-436	209	11	four	four	NUM
biht-436	209	12	prefectures	prefecture	NOUN
biht-436	209	13	of	of	ADP
biht-436	209	14	northwestern	northwestern	ADJ
biht-436	209	15	yunnan	yunnan	PROPN
biht-436	209	16	(	(	PUNCT
biht-436	209	17	dali	dali	PROPN
biht-436	209	18	,	,	PUNCT
biht-436	209	19	lijiang	lijiang	PROPN
biht-436	209	20	,	,	PUNCT
biht-436	209	21	diqing	diqing	NOUN
biht-436	209	22	,	,	PUNCT
biht-436	209	23	and	and	CCONJ
biht-436	209	24	nujiang	nujiang	PROPN
biht-436	209	25	)	)	PUNCT
biht-436	209	26	from	from	ADP
biht-436	209	27	the	the	DET
biht-436	209	28	perspective	perspective	NOUN
biht-436	209	29	of	of	ADP
biht-436	209	30	spatial	spatial	ADJ
biht-436	209	31	accessibility	accessibility	NOUN
biht-436	209	32	.	.	PUNCT
biht-436	210	1	the	the	DET
biht-436	210	2	x	x	NOUN
biht-436	210	3	-	-	NOUN
biht-436	210	4	axis	axis	NOUN
biht-436	210	5	of	of	ADP
biht-436	210	6	the	the	DET
biht-436	210	7	left	left	ADJ
biht-436	210	8	figure	figure	NOUN
biht-436	210	9	is	be	AUX
biht-436	210	10	the	the	DET
biht-436	210	11	village	village	NOUN
biht-436	210	12	altitude	altitude	NOUN
biht-436	210	13	(	(	PUNCT
biht-436	210	14	meters	meter	NOUN
biht-436	210	15	)	)	PUNCT
biht-436	210	16	,	,	PUNCT
biht-436	210	17	and	and	CCONJ
biht-436	210	18	the	the	DET
biht-436	210	19	y	y	NOUN
biht-436	210	20	-	-	PUNCT
biht-436	210	21	axis	axis	NOUN
biht-436	210	22	is	be	AUX
biht-436	210	23	the	the	DET
biht-436	210	24	accessibility	accessibility	NOUN
biht-436	210	25	index	index	NOUN
biht-436	210	26	(	(	PUNCT
biht-436	210	27	unit	unit	NOUN
biht-436	210	28	:	:	PUNCT
biht-436	210	29	minutes	minute	NOUN
biht-436	210	30	)	)	PUNCT
biht-436	210	31	.	.	PUNCT
biht-436	211	1	in	in	ADP
biht-436	211	2	diqing	diqe	VERB
biht-436	211	3	(	(	PUNCT
biht-436	211	4	approximately	approximately	ADV
biht-436	211	5	3,600	3,600	NUM
biht-436	211	6	±	±	NUM
biht-436	211	7	400	400	NUM
biht-436	211	8	meters	meter	NOUN
biht-436	211	9	above	above	ADP
biht-436	211	10	sea	sea	NOUN
biht-436	211	11	level	level	NOUN
biht-436	211	12	)	)	PUNCT
biht-436	211	13	and	and	CCONJ
biht-436	211	14	nujiang	nujiang	PROPN
biht-436	211	15	(	(	PUNCT
biht-436	211	16	with	with	ADP
biht-436	211	17	an	an	DET
biht-436	211	18	average	average	ADJ
biht-436	211	19	altitude	altitude	NOUN
biht-436	211	20	of	of	ADP
biht-436	211	21	about	about	ADV
biht-436	211	22	2,700	2,700	NUM
biht-436	211	23	meters	meter	NOUN
biht-436	211	24	)	)	PUNCT
biht-436	211	25	,	,	PUNCT
biht-436	211	26	the	the	DET
biht-436	211	27	time	time	NOUN
biht-436	211	28	it	it	PRON
biht-436	211	29	takes	take	VERB
biht-436	211	30	to	to	PART
biht-436	211	31	receive	receive	VERB
biht-436	211	32	medical	medical	ADJ
biht-436	211	33	services	service	NOUN
biht-436	211	34	is	be	AUX
biht-436	211	35	significantly	significantly	ADV
biht-436	211	36	higher	high	ADJ
biht-436	211	37	than	than	ADP
biht-436	211	38	in	in	ADP
biht-436	211	39	low	low	ADJ
biht-436	211	40	-	-	PUNCT
biht-436	211	41	altitude	altitude	NOUN
biht-436	211	42	areas	area	NOUN
biht-436	211	43	,	,	PUNCT
biht-436	211	44	such	such	ADJ
biht-436	211	45	as	as	ADP
biht-436	211	46	dali	dali	PROPN
biht-436	211	47	,	,	PUNCT
biht-436	211	48	indicating	indicate	VERB
biht-436	211	49	that	that	SCONJ
biht-436	211	50	patients	patient	NOUN
biht-436	211	51	in	in	ADP
biht-436	211	52	plateau	plateau	NOUN
biht-436	211	53	areas	area	NOUN
biht-436	211	54	face	face	VERB
biht-436	211	55	more	more	ADV
biht-436	211	56	pronounced	pronounced	ADJ
biht-436	211	57	transportation	transportation	NOUN
biht-436	211	58	obstacles	obstacle	NOUN
biht-436	211	59	.	.	PUNCT
biht-436	212	1	the	the	DET
biht-436	212	2	right	right	ADJ
biht-436	212	3	figure	figure	NOUN
biht-436	212	4	is	be	AUX
biht-436	212	5	a	a	DET
biht-436	212	6	box	box	NOUN
biht-436	212	7	plot	plot	NOUN
biht-436	212	8	of	of	ADP
biht-436	212	9	medical	medical	ADJ
biht-436	212	10	accessibility	accessibility	NOUN
biht-436	212	11	in	in	ADP
biht-436	212	12	each	each	DET
biht-436	212	13	state	state	NOUN
biht-436	212	14	,	,	PUNCT
biht-436	212	15	with	with	ADP
biht-436	212	16	the	the	DET
biht-436	212	17	y	y	NOUN
biht-436	212	18	-	-	PUNCT
biht-436	212	19	axis	axis	NOUN
biht-436	212	20	representing	represent	VERB
biht-436	212	21	access	access	NOUN
biht-436	212	22	time	time	NOUN
biht-436	212	23	.	.	PUNCT
biht-436	213	1	it	it	PRON
biht-436	213	2	can	can	AUX
biht-436	213	3	be	be	AUX
biht-436	213	4	seen	see	VERB
biht-436	213	5	that	that	SCONJ
biht-436	213	6	the	the	DET
biht-436	213	7	average	average	ADJ
biht-436	213	8	accessibility	accessibility	NOUN
biht-436	213	9	index	index	NOUN
biht-436	213	10	of	of	ADP
biht-436	213	11	diqing	diqe	VERB
biht-436	213	12	is	be	AUX
biht-436	213	13	as	as	ADV
biht-436	213	14	high	high	ADJ
biht-436	213	15	as	as	ADP
biht-436	213	16	68	68	NUM
biht-436	213	17	min	min	NOUN
biht-436	213	18	,	,	PUNCT
biht-436	213	19	which	which	PRON
biht-436	213	20	is	be	AUX
biht-436	213	21	much	much	ADV
biht-436	213	22	higher	high	ADJ
biht-436	213	23	than	than	ADP
biht-436	213	24	dali	dali	PROPN
biht-436	213	25	’s	’s	PART
biht-436	213	26	29	29	NUM
biht-436	213	27	min	min	NOUN
biht-436	213	28	,	,	PUNCT
biht-436	213	29	and	and	CCONJ
biht-436	213	30	its	its	PRON
biht-436	213	31	internal	internal	ADJ
biht-436	213	32	differences	difference	NOUN
biht-436	213	33	are	be	AUX
biht-436	213	34	also	also	ADV
biht-436	213	35	greater	great	ADJ
biht-436	213	36	.	.	PUNCT
biht-436	214	1	figure	figure	NOUN
biht-436	214	2	8	8	NUM
biht-436	214	3	quantitatively	quantitatively	ADV
biht-436	214	4	reveals	reveal	VERB
biht-436	214	5	the	the	DET
biht-436	214	6	uneven	uneven	ADJ
biht-436	214	7	impact	impact	NOUN
biht-436	214	8	of	of	ADP
biht-436	214	9	regional	regional	ADJ
biht-436	214	10	geographical	geographical	ADJ
biht-436	214	11	differences	difference	NOUN
biht-436	214	12	on	on	ADP
biht-436	214	13	medical	medical	ADJ
biht-436	214	14	accessibility	accessibility	NOUN
biht-436	214	15	,	,	PUNCT
biht-436	214	16	providing	provide	VERB
biht-436	214	17	intuitive	intuitive	ADJ
biht-436	214	18	evidence	evidence	NOUN
biht-436	214	19	for	for	ADP
biht-436	214	20	understanding	understand	VERB
biht-436	214	21	the	the	DET
biht-436	214	22	problem	problem	NOUN
biht-436	214	23	of	of	ADP
biht-436	214	24	primary	primary	ADJ
biht-436	214	25	medical	medical	ADJ
biht-436	214	26	accessibility	accessibility	NOUN
biht-436	214	27	in	in	ADP
biht-436	214	28	border	border	NOUN
biht-436	214	29	multiethnic	multiethnic	ADJ
biht-436	214	30	areas	area	NOUN
biht-436	214	31	.	.	PUNCT
biht-436	215	1	service	service	NOUN
biht-436	215	2	utilization	utilization	NOUN
biht-436	215	3	intensity	intensity	NOUN
biht-436	215	4	ratio	ratio	NOUN
biht-436	215	5	based	base	VERB
biht-436	215	6	on	on	ADP
biht-436	215	7	individual	individual	ADJ
biht-436	215	8	medical	medical	ADJ
biht-436	215	9	data	datum	NOUN
biht-436	215	10	,	,	PUNCT
biht-436	215	11	the	the	DET
biht-436	215	12	frequency	frequency	NOUN
biht-436	215	13	of	of	ADP
biht-436	215	14	service	service	NOUN
biht-436	215	15	utilization	utilization	NOUN
biht-436	215	16	by	by	ADP
biht-436	215	17	patients	patient	NOUN
biht-436	215	18	in	in	ADP
biht-436	215	19	a	a	DET
biht-436	215	20	given	give	VERB
biht-436	215	21	year	year	NOUN
biht-436	215	22	is	be	AUX
biht-436	215	23	counted	count	VERB
biht-436	215	24	by	by	ADP
biht-436	215	25	the	the	DET
biht-436	215	26	level	level	NOUN
biht-436	215	27	of	of	ADP
biht-436	215	28	medical	medical	ADJ
biht-436	215	29	institution	institution	NOUN
biht-436	215	30	,	,	PUNCT
biht-436	215	31	and	and	CCONJ
biht-436	215	32	health	health	NOUN
biht-436	215	33	needs	need	NOUN
biht-436	215	34	are	be	AUX
biht-436	215	35	quantified	quantify	VERB
biht-436	215	36	in	in	ADP
biht-436	215	37	combination	combination	NOUN
biht-436	215	38	with	with	ADP
biht-436	215	39	the	the	DET
biht-436	215	40	number	number	NOUN
biht-436	215	41	of	of	ADP
biht-436	215	42	illnesses	illness	NOUN
biht-436	215	43	and	and	CCONJ
biht-436	215	44	previous	previous	ADJ
biht-436	215	45	hospitalization	hospitalization	NOUN
biht-436	215	46	records	record	NOUN
biht-436	215	47	.	.	PUNCT
biht-436	216	1	a	a	DET
biht-436	216	2	theoretical	theoretical	ADJ
biht-436	216	3	treatment	treatment	NOUN
biht-436	216	4	interval	interval	NOUN
biht-436	216	5	is	be	AUX
biht-436	216	6	set	set	VERB
biht-436	216	7	for	for	ADP
biht-436	216	8	each	each	DET
biht-436	216	9	type	type	NOUN
biht-436	216	10	of	of	ADP
biht-436	216	11	disease	disease	NOUN
biht-436	216	12	combination	combination	NOUN
biht-436	216	13	(	(	PUNCT
biht-436	216	14	refer	refer	VERB
biht-436	216	15	to	to	ADP
biht-436	216	16	the	the	DET
biht-436	216	17	national	national	ADJ
biht-436	216	18	primary	primary	ADJ
biht-436	216	19	care	care	NOUN
biht-436	216	20	chronic	chronic	PROPN
biht-436	216	21	disease	disease	NOUN
biht-436	216	22	management	management	NOUN
biht-436	216	23	standards	standard	NOUN
biht-436	216	24	)	)	PUNCT
biht-436	216	25	,	,	PUNCT
biht-436	216	26	and	and	CCONJ
biht-436	216	27	the	the	DET
biht-436	216	28	expected	expect	VERB
biht-436	216	29	service	service	NOUN
biht-436	216	30	intensity	intensity	NOUN
biht-436	216	31	is	be	AUX
biht-436	216	32	estimated	estimate	VERB
biht-436	216	33	by	by	ADP
biht-436	216	34	constructing	construct	VERB
biht-436	216	35	a	a	DET
biht-436	216	36	hierarchical	hierarchical	ADJ
biht-436	216	37	linear	linear	NOUN
biht-436	216	38	model	model	NOUN
biht-436	216	39	.	.	PUNCT
biht-436	217	1	the	the	DET
biht-436	217	2	ratio	ratio	NOUN
biht-436	217	3	of	of	ADP
biht-436	217	4	actual	actual	ADJ
biht-436	217	5	service	service	NOUN
biht-436	217	6	intensity	intensity	NOUN
biht-436	217	7	to	to	ADP
biht-436	217	8	the	the	DET
biht-436	217	9	model	model	NOUN
biht-436	217	10	expectation	expectation	NOUN
biht-436	217	11	is	be	AUX
biht-436	217	12	then	then	ADV
biht-436	217	13	calculated	calculate	VERB
biht-436	217	14	as	as	ADP
biht-436	217	15	an	an	DET
biht-436	217	16	indicator	indicator	NOUN
biht-436	217	17	of	of	ADP
biht-436	217	18	the	the	DET
biht-436	217	19	service	service	NOUN
biht-436	217	20	utilization	utilization	NOUN
biht-436	217	21	intensity	intensity	NOUN
biht-436	217	22	ratio	ratio	NOUN
biht-436	217	23	.	.	PUNCT
biht-436	218	1	those	those	PRON
biht-436	218	2	with	with	ADP
biht-436	218	3	fig	fig	NOUN
biht-436	218	4	.	.	PUNCT
biht-436	219	1	7	7	X
biht-436	219	2	.	.	X
biht-436	219	3	spatial	spatial	ADJ
biht-436	219	4	differences	difference	NOUN
biht-436	219	5	in	in	ADP
biht-436	219	6	medical	medical	ADJ
biht-436	219	7	accessibility	accessibility	NOUN
biht-436	219	8	among	among	ADP
biht-436	219	9	50	50	NUM
biht-436	219	10	administrative	administrative	ADJ
biht-436	219	11	villages	village	NOUN
biht-436	219	12	.	.	PUNCT
biht-436	220	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	220	2	citation	citation	NOUN
biht-436	220	3	:	:	PUNCT
biht-436	220	4	blockchain	blockchain	NOUN
biht-436	220	5	in	in	ADP
biht-436	220	6	healthcare	healthcare	NOUN
biht-436	220	7	today	today	NOUN
biht-436	220	8	2025	2025	NUM
biht-436	220	9	,	,	PUNCT
biht-436	220	10	8	8	NUM
biht-436	220	11	:	:	SYM
biht-436	220	12	436	436	NUM
biht-436	220	13	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	220	14	11	11	NUM
biht-436	220	15	(	(	PUNCT
biht-436	220	16	page	page	NOUN
biht-436	220	17	number	number	NOUN
biht-436	220	18	not	not	PART
biht-436	220	19	for	for	ADP
biht-436	220	20	citation	citation	NOUN
biht-436	220	21	purpose	purpose	NOUN
biht-436	220	22	)	)	PUNCT
biht-436	220	23	health	health	NOUN
biht-436	220	24	service	service	NOUN
biht-436	220	25	utilization	utilization	NOUN
biht-436	220	26	using	use	VERB
biht-436	220	27	gnn	gnn	PROPN
biht-436	220	28	significant	significant	ADJ
biht-436	220	29	deviations	deviation	NOUN
biht-436	220	30	in	in	ADP
biht-436	220	31	the	the	DET
biht-436	220	32	ratio	ratio	NOUN
biht-436	220	33	are	be	AUX
biht-436	220	34	identified	identify	VERB
biht-436	220	35	as	as	ADP
biht-436	220	36	potential	potential	ADJ
biht-436	220	37	service	service	NOUN
biht-436	220	38	mismatch	mismatch	NOUN
biht-436	220	39	objects	object	NOUN
biht-436	220	40	,	,	PUNCT
biht-436	220	41	particularly	particularly	ADV
biht-436	220	42	for	for	ADP
biht-436	220	43	individuals	individual	NOUN
biht-436	220	44	with	with	ADP
biht-436	220	45	complex	complex	ADJ
biht-436	220	46	comorbidities	comorbiditie	NOUN
biht-436	220	47	who	who	PRON
biht-436	220	48	receive	receive	VERB
biht-436	220	49	insufficient	insufficient	ADJ
biht-436	220	50	medical	medical	ADJ
biht-436	220	51	treatment	treatment	NOUN
biht-436	220	52	or	or	CCONJ
biht-436	220	53	those	those	PRON
biht-436	220	54	with	with	ADP
biht-436	220	55	mild	mild	ADJ
biht-436	220	56	conditions	condition	NOUN
biht-436	220	57	but	but	CCONJ
biht-436	220	58	frequent	frequent	ADJ
biht-436	220	59	visits	visit	NOUN
biht-436	220	60	to	to	ADP
biht-436	220	61	high	high	ADJ
biht-436	220	62	-	-	PUNCT
biht-436	220	63	level	level	NOUN
biht-436	220	64	hospitals	hospital	NOUN
biht-436	220	65	,	,	PUNCT
biht-436	220	66	providing	provide	VERB
biht-436	220	67	an	an	DET
biht-436	220	68	objective	objective	ADJ
biht-436	220	69	basis	basis	NOUN
biht-436	220	70	for	for	ADP
biht-436	220	71	identifying	identify	VERB
biht-436	220	72	resource	resource	NOUN
biht-436	220	73	utilization	utilization	NOUN
biht-436	220	74	deviations	deviation	NOUN
biht-436	220	75	.	.	PUNCT
biht-436	221	1	figure	figure	NOUN
biht-436	221	2	8	8	NUM
biht-436	221	3	illustrates	illustrate	VERB
biht-436	221	4	the	the	DET
biht-436	221	5	utilization	utilization	NOUN
biht-436	221	6	rates	rate	NOUN
biht-436	221	7	of	of	ADP
biht-436	221	8	different	different	ADJ
biht-436	221	9	chronic	chronic	ADJ
biht-436	221	10	disease	disease	NOUN
biht-436	221	11	combinations	combination	NOUN
biht-436	221	12	and	and	CCONJ
biht-436	221	13	elderly	elderly	ADJ
biht-436	221	14	age	age	NOUN
biht-436	221	15	groups	group	NOUN
biht-436	221	16	in	in	ADP
biht-436	221	17	northwest	northwest	PROPN
biht-436	221	18	yunnan	yunnan	PROPN
biht-436	221	19	,	,	PUNCT
biht-436	221	20	reflecting	reflect	VERB
biht-436	221	21	the	the	DET
biht-436	221	22	service	service	NOUN
biht-436	221	23	matching	matching	NOUN
biht-436	221	24	status	status	NOUN
biht-436	221	25	of	of	ADP
biht-436	221	26	multimorbid	multimorbid	ADJ
biht-436	221	27	older	old	ADJ
biht-436	221	28	adults	adult	NOUN
biht-436	221	29	.	.	PUNCT
biht-436	222	1	overall	overall	ADJ
biht-436	222	2	,	,	PUNCT
biht-436	222	3	most	most	ADJ
biht-436	222	4	combinations	combination	NOUN
biht-436	222	5	show	show	VERB
biht-436	222	6	slightly	slightly	ADV
biht-436	222	7	lower	low	ADJ
biht-436	222	8	-	-	PUNCT
biht-436	222	9	than	than	ADP
biht-436	222	10	-	-	PUNCT
biht-436	222	11	expected	expect	VERB
biht-436	222	12	visit	visit	NOUN
biht-436	222	13	frequencies	frequency	NOUN
biht-436	222	14	,	,	PUNCT
biht-436	222	15	indicating	indicate	VERB
biht-436	222	16	insufficient	insufficient	ADJ
biht-436	222	17	service	service	NOUN
biht-436	222	18	coverage	coverage	NOUN
biht-436	222	19	.	.	PUNCT
biht-436	223	1	the	the	DET
biht-436	223	2	“	"	PUNCT
biht-436	223	3	cataract	cataract	NOUN
biht-436	223	4	+	+	CCONJ
biht-436	223	5	diabetes	diabetes	NOUN
biht-436	223	6	”	"	PUNCT
biht-436	223	7	group	group	NOUN
biht-436	223	8	has	have	VERB
biht-436	223	9	the	the	DET
biht-436	223	10	lowest	low	ADJ
biht-436	223	11	utilization	utilization	NOUN
biht-436	223	12	rate	rate	NOUN
biht-436	223	13	(	(	PUNCT
biht-436	223	14	0.645	0.645	NUM
biht-436	223	15	)	)	PUNCT
biht-436	223	16	,	,	PUNCT
biht-436	223	17	suggesting	suggest	VERB
biht-436	223	18	poor	poor	ADJ
biht-436	223	19	attention	attention	NOUN
biht-436	223	20	to	to	ADP
biht-436	223	21	vision	vision	NOUN
biht-436	223	22	-	-	PUNCT
biht-436	223	23	related	relate	VERB
biht-436	223	24	complications	complication	NOUN
biht-436	223	25	.	.	PUNCT
biht-436	224	1	in	in	ADP
biht-436	224	2	contrast	contrast	NOUN
biht-436	224	3	,	,	PUNCT
biht-436	224	4	the	the	DET
biht-436	224	5	“	"	PUNCT
biht-436	224	6	multimorbidity	multimorbidity	NOUN
biht-436	224	7	(	(	PUNCT
biht-436	224	8	>	>	NOUN
biht-436	224	9	3	3	NUM
biht-436	224	10	+	+	NOUN
biht-436	224	11	)	)	PUNCT
biht-436	224	12	”	"	PUNCT
biht-436	224	13	group	group	NOUN
biht-436	224	14	shows	show	VERB
biht-436	224	15	a	a	DET
biht-436	224	16	high	high	ADJ
biht-436	224	17	rate	rate	NOUN
biht-436	224	18	(	(	PUNCT
biht-436	224	19	1.138	1.138	NUM
biht-436	224	20	)	)	PUNCT
biht-436	224	21	,	,	PUNCT
biht-436	224	22	reflecting	reflect	VERB
biht-436	224	23	adequate	adequate	ADJ
biht-436	224	24	service	service	NOUN
biht-436	224	25	matching	matching	NOUN
biht-436	224	26	and	and	CCONJ
biht-436	224	27	a	a	DET
biht-436	224	28	resource	resource	NOUN
biht-436	224	29	bias	bias	NOUN
biht-436	224	30	toward	toward	ADP
biht-436	224	31	severe	severe	ADJ
biht-436	224	32	cases	case	NOUN
biht-436	224	33	.	.	PUNCT
biht-436	225	1	the	the	DET
biht-436	225	2	“	"	PUNCT
biht-436	225	3	copd	copd	PROPN
biht-436	225	4	+	+	CCONJ
biht-436	225	5	chd	chd	NOUN
biht-436	225	6	”	"	PUNCT
biht-436	225	7	combination	combination	NOUN
biht-436	225	8	(	(	PUNCT
biht-436	225	9	1.152	1.152	NUM
biht-436	225	10	)	)	PUNCT
biht-436	225	11	indicates	indicate	VERB
biht-436	225	12	mild	mild	ADJ
biht-436	225	13	overuse	overuse	NOUN
biht-436	225	14	,	,	PUNCT
biht-436	225	15	likely	likely	ADJ
biht-436	225	16	due	due	ADP
biht-436	225	17	to	to	ADP
biht-436	225	18	overlapping	overlap	VERB
biht-436	225	19	respiratory	respiratory	ADJ
biht-436	225	20	–	–	PUNCT
biht-436	225	21	cardiovascular	cardiovascular	ADJ
biht-436	225	22	symptoms	symptom	NOUN
biht-436	225	23	.	.	PUNCT
biht-436	226	1	by	by	ADP
biht-436	226	2	age	age	NOUN
biht-436	226	3	,	,	PUNCT
biht-436	226	4	utilization	utilization	NOUN
biht-436	226	5	rises	rise	VERB
biht-436	226	6	to	to	ADP
biht-436	226	7	a	a	DET
biht-436	226	8	peak	peak	NOUN
biht-436	226	9	of	of	ADP
biht-436	226	10	1.22	1.22	NUM
biht-436	226	11	among	among	ADP
biht-436	226	12	those	those	DET
biht-436	226	13	aged	aged	ADJ
biht-436	226	14	76	76	NUM
biht-436	226	15	to	to	PART
biht-436	226	16	80	80	NUM
biht-436	226	17	years	year	NOUN
biht-436	226	18	but	but	CCONJ
biht-436	226	19	declines	decline	NOUN
biht-436	226	20	to	to	ADP
biht-436	226	21	0.68	0.68	NUM
biht-436	226	22	in	in	ADP
biht-436	226	23	those	those	DET
biht-436	226	24	>	>	SYM
biht-436	226	25	86	86	NUM
biht-436	226	26	years	year	NOUN
biht-436	226	27	,	,	PUNCT
biht-436	226	28	implying	imply	VERB
biht-436	226	29	reduced	reduced	ADJ
biht-436	226	30	access	access	NOUN
biht-436	226	31	due	due	ADP
biht-436	226	32	to	to	ADP
biht-436	226	33	mobility	mobility	NOUN
biht-436	226	34	and	and	CCONJ
biht-436	226	35	care	care	NOUN
biht-436	226	36	constraints	constraint	NOUN
biht-436	226	37	.	.	PUNCT
biht-436	227	1	these	these	DET
biht-436	227	2	findings	finding	NOUN
biht-436	227	3	highlight	highlight	VERB
biht-436	227	4	structural	structural	ADJ
biht-436	227	5	imbalances	imbalance	NOUN
biht-436	227	6	in	in	ADP
biht-436	227	7	regional	regional	ADJ
biht-436	227	8	resource	resource	NOUN
biht-436	227	9	allocation	allocation	NOUN
biht-436	227	10	and	and	CCONJ
biht-436	227	11	the	the	DET
biht-436	227	12	need	need	NOUN
biht-436	227	13	for	for	ADP
biht-436	227	14	ageand	ageand	NOUN
biht-436	227	15	disease	disease	NOUN
biht-436	227	16	-	-	PUNCT
biht-436	227	17	specific	specific	ADJ
biht-436	227	18	service	service	NOUN
biht-436	227	19	optimization	optimization	NOUN
biht-436	227	20	.	.	PUNCT
biht-436	228	1	service	service	NOUN
biht-436	228	2	path	path	NOUN
biht-436	228	3	rationality	rationality	NOUN
biht-436	228	4	score	score	NOUN
biht-436	228	5	each	each	DET
biht-436	228	6	patient	patient	NOUN
biht-436	228	7	’s	’s	PART
biht-436	228	8	continuous	continuous	ADJ
biht-436	228	9	medical	medical	ADJ
biht-436	228	10	records	record	NOUN
biht-436	228	11	are	be	AUX
biht-436	228	12	mapped	map	VERB
biht-436	228	13	to	to	ADP
biht-436	228	14	a	a	DET
biht-436	228	15	heterogeneous	heterogeneous	ADJ
biht-436	228	16	graph	graph	NOUN
biht-436	228	17	,	,	PUNCT
biht-436	228	18	and	and	CCONJ
biht-436	228	19	the	the	DET
biht-436	228	20	service	service	NOUN
biht-436	228	21	path	path	NOUN
biht-436	228	22	is	be	AUX
biht-436	228	23	extracted	extract	VERB
biht-436	228	24	.	.	PUNCT
biht-436	229	1	the	the	DET
biht-436	229	2	average	average	ADJ
biht-436	229	3	number	number	NOUN
biht-436	229	4	of	of	ADP
biht-436	229	5	hops	hop	NOUN
biht-436	229	6	,	,	PUNCT
biht-436	229	7	the	the	DET
biht-436	229	8	shortest	short	ADJ
biht-436	229	9	path	path	NOUN
biht-436	229	10	deviation	deviation	NOUN
biht-436	229	11	,	,	PUNCT
biht-436	229	12	and	and	CCONJ
biht-436	229	13	the	the	DET
biht-436	229	14	frequency	frequency	NOUN
biht-436	229	15	of	of	ADP
biht-436	229	16	cross	cross	ADJ
biht-436	229	17	-	-	ADJ
biht-436	229	18	administrative	administrative	ADJ
biht-436	229	19	-	-	PUNCT
biht-436	229	20	level	level	NOUN
biht-436	229	21	medical	medical	ADJ
biht-436	229	22	treatment	treatment	NOUN
biht-436	229	23	are	be	AUX
biht-436	229	24	calculated	calculate	VERB
biht-436	229	25	.	.	PUNCT
biht-436	230	1	the	the	DET
biht-436	230	2	spatial	spatial	ADJ
biht-436	230	3	adjacency	adjacency	NOUN
biht-436	230	4	matrix	matrix	NOUN
biht-436	230	5	and	and	CCONJ
biht-436	230	6	service	service	NOUN
biht-436	230	7	level	level	NOUN
biht-436	230	8	mapping	mapping	NOUN
biht-436	230	9	table	table	NOUN
biht-436	230	10	between	between	ADP
biht-436	230	11	medical	medical	ADJ
biht-436	230	12	institutions	institution	NOUN
biht-436	230	13	are	be	AUX
biht-436	230	14	used	use	VERB
biht-436	230	15	to	to	PART
biht-436	230	16	evaluate	evaluate	VERB
biht-436	230	17	the	the	DET
biht-436	230	18	structural	structural	ADJ
biht-436	230	19	optimization	optimization	NOUN
biht-436	230	20	of	of	ADP
biht-436	230	21	all	all	DET
biht-436	230	22	service	service	NOUN
biht-436	230	23	paths	path	NOUN
biht-436	230	24	.	.	PUNCT
biht-436	231	1	if	if	SCONJ
biht-436	231	2	the	the	DET
biht-436	231	3	path	path	NOUN
biht-436	231	4	repeatedly	repeatedly	ADV
biht-436	231	5	crosses	cross	VERB
biht-436	231	6	county	county	NOUN
biht-436	231	7	lines	line	NOUN
biht-436	231	8	,	,	PUNCT
biht-436	231	9	unnecessary	unnecessary	ADJ
biht-436	231	10	level	level	NOUN
biht-436	231	11	upgrades	upgrade	NOUN
biht-436	231	12	and	and	CCONJ
biht-436	231	13	frequent	frequent	ADJ
biht-436	231	14	changes	change	NOUN
biht-436	231	15	of	of	ADP
biht-436	231	16	institutions	institution	NOUN
biht-436	231	17	occur	occur	VERB
biht-436	231	18	,	,	PUNCT
biht-436	231	19	and	and	CCONJ
biht-436	231	20	the	the	DET
biht-436	231	21	rationality	rationality	NOUN
biht-436	231	22	score	score	NOUN
biht-436	231	23	is	be	AUX
biht-436	231	24	reduced	reduce	VERB
biht-436	231	25	.	.	PUNCT
biht-436	232	1	this	this	DET
biht-436	232	2	method	method	NOUN
biht-436	232	3	helps	help	VERB
biht-436	232	4	to	to	PART
biht-436	232	5	identify	identify	VERB
biht-436	232	6	irrational	irrational	ADJ
biht-436	232	7	medical	medical	ADJ
biht-436	232	8	behavior	behavior	NOUN
biht-436	232	9	caused	cause	VERB
biht-436	232	10	by	by	ADP
biht-436	232	11	poor	poor	ADJ
biht-436	232	12	referral	referral	NOUN
biht-436	232	13	processes	process	NOUN
biht-436	232	14	,	,	PUNCT
biht-436	232	15	information	information	NOUN
biht-436	232	16	islands	island	NOUN
biht-436	232	17	,	,	PUNCT
biht-436	232	18	or	or	CCONJ
biht-436	232	19	medical	medical	ADJ
biht-436	232	20	preferences	preference	NOUN
biht-436	232	21	.	.	PUNCT
biht-436	233	1	it	it	PRON
biht-436	233	2	is	be	AUX
biht-436	233	3	particularly	particularly	ADV
biht-436	233	4	important	important	ADJ
biht-436	233	5	to	to	PART
biht-436	233	6	evaluate	evaluate	VERB
biht-436	233	7	the	the	DET
biht-436	233	8	rationality	rationality	NOUN
biht-436	233	9	of	of	ADP
biht-436	233	10	the	the	DET
biht-436	233	11	path	path	NOUN
biht-436	233	12	,	,	PUNCT
biht-436	233	13	especially	especially	ADV
biht-436	233	14	in	in	ADP
biht-436	233	15	the	the	DET
biht-436	233	16	context	context	NOUN
biht-436	233	17	of	of	ADP
biht-436	233	18	high	high	ADJ
biht-436	233	19	costs	cost	NOUN
biht-436	233	20	of	of	ADP
biht-436	233	21	cross	cross	ADJ
biht-436	233	22	-	-	ADJ
biht-436	233	23	regional	regional	ADJ
biht-436	233	24	medical	medical	ADJ
biht-436	233	25	treatment	treatment	NOUN
biht-436	233	26	in	in	ADP
biht-436	233	27	plateau	plateau	NOUN
biht-436	233	28	areas	area	NOUN
biht-436	233	29	.	.	PUNCT
biht-436	234	1	table	table	NOUN
biht-436	234	2	1	1	NUM
biht-436	234	3	shows	show	VERB
biht-436	234	4	the	the	DET
biht-436	234	5	rationality	rationality	NOUN
biht-436	234	6	evaluation	evaluation	NOUN
biht-436	234	7	results	result	NOUN
biht-436	234	8	of	of	ADP
biht-436	234	9	typical	typical	ADJ
biht-436	234	10	medical	medical	ADJ
biht-436	234	11	treatment	treatment	NOUN
biht-436	234	12	paths	path	NOUN
biht-436	234	13	.	.	PUNCT
biht-436	235	1	combined	combine	VERB
biht-436	235	2	with	with	ADP
biht-436	235	3	the	the	DET
biht-436	235	4	average	average	ADJ
biht-436	235	5	number	number	NOUN
biht-436	235	6	of	of	ADP
biht-436	235	7	hops	hop	NOUN
biht-436	235	8	,	,	PUNCT
biht-436	235	9	path	path	NOUN
biht-436	235	10	deviation	deviation	NOUN
biht-436	235	11	,	,	PUNCT
biht-436	235	12	frequency	frequency	NOUN
biht-436	235	13	of	of	ADP
biht-436	235	14	cross	cross	ADJ
biht-436	235	15	-	-	ADJ
biht-436	235	16	county	county	ADJ
biht-436	235	17	medical	medical	ADJ
biht-436	235	18	treatment	treatment	NOUN
biht-436	235	19	,	,	PUNCT
biht-436	235	20	unnecessary	unnecessary	ADJ
biht-436	235	21	level	level	NOUN
biht-436	235	22	upgrade	upgrade	NOUN
biht-436	235	23	,	,	PUNCT
biht-436	235	24	and	and	CCONJ
biht-436	235	25	other	other	ADJ
biht-436	235	26	indicators	indicator	NOUN
biht-436	235	27	,	,	PUNCT
biht-436	235	28	the	the	DET
biht-436	235	29	rationality	rationality	NOUN
biht-436	235	30	score	score	NOUN
biht-436	235	31	is	be	AUX
biht-436	235	32	calculated	calculate	VERB
biht-436	235	33	and	and	CCONJ
biht-436	235	34	evaluated	evaluate	VERB
biht-436	235	35	.	.	PUNCT
biht-436	236	1	it	it	PRON
biht-436	236	2	can	can	AUX
biht-436	236	3	be	be	AUX
biht-436	236	4	seen	see	VERB
biht-436	236	5	that	that	SCONJ
biht-436	236	6	the	the	DET
biht-436	236	7	medical	medical	ADJ
biht-436	236	8	treatment	treatment	NOUN
biht-436	236	9	path	path	NOUN
biht-436	236	10	with	with	ADP
biht-436	236	11	path	path	NOUN
biht-436	236	12	i	i	PROPN
biht-436	236	13	d	d	PROPN
biht-436	236	14	p015	p015	PROPN
biht-436	236	15	performs	perform	VERB
biht-436	236	16	best	good	ADJ
biht-436	236	17	,	,	PUNCT
biht-436	236	18	with	with	ADP
biht-436	236	19	an	an	DET
biht-436	236	20	average	average	ADJ
biht-436	236	21	number	number	NOUN
biht-436	236	22	of	of	ADP
biht-436	236	23	hops	hop	NOUN
biht-436	236	24	of	of	ADP
biht-436	236	25	only	only	ADV
biht-436	236	26	1.2	1.2	NUM
biht-436	236	27	,	,	PUNCT
biht-436	236	28	a	a	DET
biht-436	236	29	shortest	short	ADJ
biht-436	236	30	path	path	NOUN
biht-436	236	31	deviation	deviation	NOUN
biht-436	236	32	of	of	ADP
biht-436	236	33	8.7	8.7	NUM
biht-436	236	34	%	%	NOUN
biht-436	236	35	,	,	PUNCT
biht-436	236	36	no	no	DET
biht-436	236	37	cross	cross	ADJ
biht-436	236	38	-	-	ADJ
biht-436	236	39	county	county	ADJ
biht-436	236	40	medical	medical	ADJ
biht-436	236	41	treatment	treatment	NOUN
biht-436	236	42	,	,	PUNCT
biht-436	236	43	and	and	CCONJ
biht-436	236	44	no	no	DET
biht-436	236	45	unnecessary	unnecessary	ADJ
biht-436	236	46	level	level	NOUN
biht-436	236	47	upgrade	upgrade	NOUN
biht-436	236	48	,	,	PUNCT
biht-436	236	49	resulting	result	VERB
biht-436	236	50	in	in	ADP
biht-436	236	51	a	a	DET
biht-436	236	52	rationality	rationality	NOUN
biht-436	236	53	score	score	NOUN
biht-436	236	54	of	of	ADP
biht-436	236	55	92.3	92.3	NUM
biht-436	236	56	,	,	PUNCT
biht-436	236	57	which	which	PRON
biht-436	236	58	is	be	AUX
biht-436	236	59	evaluated	evaluate	VERB
biht-436	236	60	as	as	ADP
biht-436	236	61	“	"	PUNCT
biht-436	236	62	excellent	excellent	ADJ
biht-436	236	63	.	.	PUNCT
biht-436	236	64	”	"	PUNCT
biht-436	237	1	in	in	ADP
biht-436	237	2	contrast	contrast	NOUN
biht-436	237	3	,	,	PUNCT
biht-436	237	4	the	the	DET
biht-436	237	5	p042	p042	PROPN
biht-436	237	6	path	path	NOUN
biht-436	237	7	has	have	VERB
biht-436	237	8	significant	significant	ADJ
biht-436	237	9	problems	problem	NOUN
biht-436	237	10	,	,	PUNCT
biht-436	237	11	with	with	ADP
biht-436	237	12	an	an	DET
biht-436	237	13	average	average	ADJ
biht-436	237	14	number	number	NOUN
biht-436	237	15	of	of	ADP
biht-436	237	16	hops	hop	NOUN
biht-436	237	17	of	of	ADP
biht-436	237	18	4.1	4.1	NUM
biht-436	237	19	,	,	PUNCT
biht-436	237	20	a	a	DET
biht-436	237	21	deviation	deviation	NOUN
biht-436	237	22	of	of	ADP
biht-436	237	23	72.5	72.5	NUM
biht-436	237	24	%	%	NOUN
biht-436	237	25	from	from	ADP
biht-436	237	26	the	the	DET
biht-436	237	27	shortest	short	ADJ
biht-436	237	28	path	path	NOUN
biht-436	237	29	,	,	PUNCT
biht-436	237	30	six	six	NUM
biht-436	237	31	cross	cross	ADJ
biht-436	237	32	-	-	ADJ
biht-436	237	33	county	county	ADJ
biht-436	237	34	medical	medical	ADJ
biht-436	237	35	treatments	treatment	NOUN
biht-436	237	36	,	,	PUNCT
biht-436	237	37	three	three	NUM
biht-436	237	38	unnecessary	unnecessary	ADJ
biht-436	237	39	level	level	NOUN
biht-436	237	40	upgrades	upgrade	NOUN
biht-436	237	41	,	,	PUNCT
biht-436	237	42	and	and	CCONJ
biht-436	237	43	a	a	DET
biht-436	237	44	rationality	rationality	NOUN
biht-436	237	45	score	score	NOUN
biht-436	237	46	of	of	ADP
biht-436	237	47	only	only	ADV
biht-436	237	48	41.2	41.2	NUM
biht-436	237	49	,	,	PUNCT
biht-436	237	50	which	which	PRON
biht-436	237	51	is	be	AUX
biht-436	237	52	a	a	DET
biht-436	237	53	“	"	PUNCT
biht-436	237	54	high	high	ADJ
biht-436	237	55	-	-	PUNCT
biht-436	237	56	risk	risk	NOUN
biht-436	237	57	”	"	PUNCT
biht-436	237	58	path	path	NOUN
biht-436	237	59	,	,	PUNCT
biht-436	237	60	indicating	indicate	VERB
biht-436	237	61	that	that	SCONJ
biht-436	237	62	its	its	PRON
biht-436	237	63	path	path	NOUN
biht-436	237	64	planning	planning	NOUN
biht-436	237	65	is	be	AUX
biht-436	237	66	seriously	seriously	ADV
biht-436	237	67	unreasonable	unreasonable	ADJ
biht-436	237	68	;	;	PUNCT
biht-436	237	69	p102	p102	PROPN
biht-436	237	70	performs	perform	VERB
biht-436	237	71	above	above	ADP
biht-436	237	72	average	average	ADJ
biht-436	237	73	,	,	PUNCT
biht-436	237	74	with	with	ADP
biht-436	237	75	a	a	DET
biht-436	237	76	rationality	rationality	NOUN
biht-436	237	77	score	score	NOUN
biht-436	237	78	of	of	ADP
biht-436	237	79	78.9	78.9	NUM
biht-436	237	80	,	,	PUNCT
biht-436	237	81	which	which	PRON
biht-436	237	82	is	be	AUX
biht-436	237	83	“	"	PUNCT
biht-436	237	84	good	good	ADJ
biht-436	237	85	,	,	PUNCT
biht-436	237	86	”	"	PUNCT
biht-436	237	87	and	and	CCONJ
biht-436	237	88	there	there	PRON
biht-436	237	89	are	be	VERB
biht-436	237	90	significant	significant	ADJ
biht-436	237	91	differences	difference	NOUN
biht-436	237	92	in	in	ADP
biht-436	237	93	service	service	NOUN
biht-436	237	94	accessibility	accessibility	NOUN
biht-436	237	95	and	and	CCONJ
biht-436	237	96	rationality	rationality	NOUN
biht-436	237	97	between	between	ADP
biht-436	237	98	different	different	ADJ
biht-436	237	99	paths	path	NOUN
biht-436	237	100	.	.	PUNCT
biht-436	238	1	service	service	NOUN
biht-436	238	2	frequency	frequency	NOUN
biht-436	238	3	and	and	CCONJ
biht-436	238	4	health	health	NOUN
biht-436	238	5	needs	need	VERB
biht-436	238	6	matching	matching	NOUN
biht-436	238	7	rate	rate	NOUN
biht-436	238	8	for	for	ADP
biht-436	238	9	elderly	elderly	ADJ
biht-436	238	10	people	people	NOUN
biht-436	238	11	with	with	ADP
biht-436	238	12	two	two	NUM
biht-436	238	13	or	or	CCONJ
biht-436	238	14	more	more	ADJ
biht-436	238	15	chronic	chronic	ADJ
biht-436	238	16	diseases	disease	NOUN
biht-436	238	17	,	,	PUNCT
biht-436	238	18	a	a	DET
biht-436	238	19	disease	disease	NOUN
biht-436	238	20	combination	combination	NOUN
biht-436	238	21	-	-	PUNCT
biht-436	238	22	service	service	NOUN
biht-436	238	23	frequency	frequency	NOUN
biht-436	238	24	mapping	mapping	NOUN
biht-436	238	25	model	model	NOUN
biht-436	238	26	fig	fig	NOUN
biht-436	238	27	.	.	PUNCT
biht-436	239	1	8	8	X
biht-436	239	2	.	.	PUNCT
biht-436	240	1	performance	performance	NOUN
biht-436	240	2	of	of	ADP
biht-436	240	3	service	service	NOUN
biht-436	240	4	utilization	utilization	NOUN
biht-436	240	5	intensity	intensity	NOUN
biht-436	240	6	ratio	ratio	NOUN
biht-436	240	7	in	in	ADP
biht-436	240	8	different	different	ADJ
biht-436	240	9	disease	disease	NOUN
biht-436	240	10	combinations	combination	NOUN
biht-436	240	11	and	and	CCONJ
biht-436	240	12	age	age	NOUN
biht-436	240	13	groups	group	NOUN
biht-436	240	14	.	.	PUNCT
biht-436	241	1	chd	chd	NOUN
biht-436	241	2	:	:	PUNCT
biht-436	241	3	congested	congested	ADJ
biht-436	241	4	heart	heart	NOUN
biht-436	241	5	disease	disease	NOUN
biht-436	241	6	;	;	PUNCT
biht-436	241	7	ckd	ckd	PROPN
biht-436	241	8	:	:	PUNCT
biht-436	241	9	chronic	chronic	ADJ
biht-436	241	10	kidney	kidney	NOUN
biht-436	241	11	disease	disease	NOUN
biht-436	241	12	;	;	PUNCT
biht-436	241	13	 	 	SPACE
biht-436	241	14	copd	copd	NOUN
biht-436	241	15	:	:	PUNCT
biht-436	241	16	chronic	chronic	ADJ
biht-436	241	17	obstructive	obstructive	ADJ
biht-436	241	18	pulmonary	pulmonary	ADJ
biht-436	241	19	disease	disease	NOUN
biht-436	241	20	.	.	PUNCT
biht-436	242	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	242	2	citation	citation	NOUN
biht-436	242	3	:	:	PUNCT
biht-436	243	1	blockchain	blockchain	NOUN
biht-436	243	2	in	in	ADP
biht-436	243	3	healthcare	healthcare	NOUN
biht-436	243	4	today	today	NOUN
biht-436	243	5	2025	2025	NUM
biht-436	243	6	,	,	PUNCT
biht-436	243	7	8	8	NUM
biht-436	243	8	:	:	SYM
biht-436	243	9	436	436	NUM
biht-436	243	10	https://doi.org/10.30953/bhty.v8.43612	https://doi.org/10.30953/bhty.v8.43612	NOUN
biht-436	243	11	(	(	PUNCT
biht-436	243	12	page	page	NOUN
biht-436	243	13	number	number	NOUN
biht-436	243	14	not	not	PART
biht-436	243	15	for	for	ADP
biht-436	243	16	citation	citation	NOUN
biht-436	243	17	purpose	purpose	NOUN
biht-436	243	18	)	)	PUNCT
biht-436	244	1	jing	jing	PROPN
biht-436	244	2	zhang	zhang	PROPN
biht-436	244	3	and	and	CCONJ
biht-436	244	4	haitao	haitao	PROPN
biht-436	244	5	fan	fan	PROPN
biht-436	244	6	is	be	AUX
biht-436	244	7	constructed	construct	VERB
biht-436	244	8	.	.	PUNCT
biht-436	245	1	the	the	DET
biht-436	245	2	model	model	NOUN
biht-436	245	3	input	input	NOUN
biht-436	245	4	includes	include	VERB
biht-436	245	5	the	the	DET
biht-436	245	6	number	number	NOUN
biht-436	245	7	of	of	ADP
biht-436	245	8	comorbidities	comorbiditie	NOUN
biht-436	245	9	,	,	PUNCT
biht-436	245	10	core	core	NOUN
biht-436	245	11	disease	disease	NOUN
biht-436	245	12	combinations	combination	NOUN
biht-436	245	13	(	(	PUNCT
biht-436	245	14	such	such	ADJ
biht-436	245	15	as	as	ADP
biht-436	245	16	diabetes	diabetes	NOUN
biht-436	245	17	and	and	CCONJ
biht-436	245	18	hypertension	hypertension	NOUN
biht-436	245	19	,	,	PUNCT
biht-436	245	20	copd	copd	PROPN
biht-436	245	21	and	and	CCONJ
biht-436	245	22	chd	chd	PROPN
biht-436	245	23	,	,	PUNCT
biht-436	245	24	etc	etc	X
biht-436	245	25	.	.	X
biht-436	245	26	)	)	PUNCT
biht-436	245	27	,	,	PUNCT
biht-436	245	28	disease	disease	NOUN
biht-436	245	29	duration	duration	NOUN
biht-436	245	30	,	,	PUNCT
biht-436	245	31	and	and	CCONJ
biht-436	245	32	previous	previous	ADJ
biht-436	245	33	hospitalizations	hospitalization	NOUN
biht-436	245	34	and	and	CCONJ
biht-436	245	35	outputs	output	NOUN
biht-436	245	36	the	the	DET
biht-436	245	37	expected	expect	VERB
biht-436	245	38	range	range	NOUN
biht-436	245	39	of	of	ADP
biht-436	245	40	individual	individual	ADJ
biht-436	245	41	annual	annual	ADJ
biht-436	245	42	service	service	NOUN
biht-436	245	43	frequencies	frequency	NOUN
biht-436	245	44	.	.	PUNCT
biht-436	246	1	the	the	DET
biht-436	246	2	actual	actual	ADJ
biht-436	246	3	number	number	NOUN
biht-436	246	4	of	of	ADP
biht-436	246	5	visits	visit	NOUN
biht-436	246	6	is	be	AUX
biht-436	246	7	compared	compare	VERB
biht-436	246	8	with	with	ADP
biht-436	246	9	this	this	DET
biht-436	246	10	interval	interval	NOUN
biht-436	246	11	,	,	PUNCT
biht-436	246	12	and	and	CCONJ
biht-436	246	13	those	those	PRON
biht-436	246	14	with	with	ADP
biht-436	246	15	a	a	DET
biht-436	246	16	higher	high	ADJ
biht-436	246	17	number	number	NOUN
biht-436	246	18	are	be	AUX
biht-436	246	19	classified	classify	VERB
biht-436	246	20	as	as	ADP
biht-436	246	21	having	have	VERB
biht-436	246	22	“	"	PUNCT
biht-436	246	23	over	over	ADP
biht-436	246	24	-	-	PUNCT
biht-436	246	25	dependence	dependence	NOUN
biht-436	246	26	.	.	PUNCT
biht-436	246	27	”	"	PUNCT
biht-436	247	1	in	in	ADP
biht-436	247	2	comparison	comparison	NOUN
biht-436	247	3	,	,	PUNCT
biht-436	247	4	those	those	PRON
biht-436	247	5	with	with	ADP
biht-436	247	6	a	a	DET
biht-436	247	7	lower	low	ADJ
biht-436	247	8	number	number	NOUN
biht-436	247	9	are	be	AUX
biht-436	247	10	considered	consider	VERB
biht-436	247	11	to	to	PART
biht-436	247	12	have	have	VERB
biht-436	247	13	a	a	DET
biht-436	247	14	“	"	PUNCT
biht-436	247	15	potential	potential	ADJ
biht-436	247	16	loss	loss	NOUN
biht-436	247	17	to	to	PART
biht-436	247	18	follow	follow	VERB
biht-436	247	19	-	-	PUNCT
biht-436	247	20	up	up	NOUN
biht-436	247	21	.	.	PUNCT
biht-436	247	22	”	"	PUNCT
biht-436	248	1	this	this	DET
biht-436	248	2	indicator	indicator	NOUN
biht-436	248	3	is	be	AUX
biht-436	248	4	further	far	ADV
biht-436	248	5	adjusted	adjust	VERB
biht-436	248	6	based	base	VERB
biht-436	248	7	on	on	ADP
biht-436	248	8	the	the	DET
biht-436	248	9	individual	individual	NOUN
biht-436	248	10	’s	’s	PART
biht-436	248	11	demographic	demographic	ADJ
biht-436	248	12	and	and	CCONJ
biht-436	248	13	social	social	ADJ
biht-436	248	14	attributes	attribute	NOUN
biht-436	248	15	to	to	PART
biht-436	248	16	enhance	enhance	VERB
biht-436	248	17	the	the	DET
biht-436	248	18	sensitivity	sensitivity	NOUN
biht-436	248	19	of	of	ADP
biht-436	248	20	assessing	assess	VERB
biht-436	248	21	matching	matching	NOUN
biht-436	248	22	service	service	NOUN
biht-436	248	23	utilization	utilization	NOUN
biht-436	248	24	with	with	ADP
biht-436	248	25	health	health	NOUN
biht-436	248	26	status	status	NOUN
biht-436	248	27	and	and	CCONJ
biht-436	248	28	guide	guide	VERB
biht-436	248	29	targeted	target	VERB
biht-436	248	30	health	health	NOUN
biht-436	248	31	interventions	intervention	NOUN
biht-436	248	32	.	.	PUNCT
biht-436	249	1	table	table	NOUN
biht-436	249	2	2	2	NUM
biht-436	249	3	presents	present	VERB
biht-436	249	4	the	the	DET
biht-436	249	5	matching	matching	NOUN
biht-436	249	6	of	of	ADP
biht-436	249	7	different	different	ADJ
biht-436	249	8	chronic	chronic	ADJ
biht-436	249	9	disease	disease	NOUN
biht-436	249	10	combinations	combination	NOUN
biht-436	249	11	in	in	ADP
biht-436	249	12	terms	term	NOUN
biht-436	249	13	of	of	ADP
biht-436	249	14	medical	medical	ADJ
biht-436	249	15	service	service	NOUN
biht-436	249	16	utilization	utilization	NOUN
biht-436	249	17	,	,	PUNCT
biht-436	249	18	measuring	measure	VERB
biht-436	249	19	the	the	DET
biht-436	249	20	rationality	rationality	NOUN
biht-436	249	21	of	of	ADP
biht-436	249	22	services	service	NOUN
biht-436	249	23	through	through	ADP
biht-436	249	24	indicators	indicator	NOUN
biht-436	249	25	such	such	ADJ
biht-436	249	26	as	as	ADP
biht-436	249	27	the	the	DET
biht-436	249	28	number	number	NOUN
biht-436	249	29	of	of	ADP
biht-436	249	30	patients	patient	NOUN
biht-436	249	31	,	,	PUNCT
biht-436	249	32	expected	expect	VERB
biht-436	249	33	frequency	frequency	NOUN
biht-436	249	34	of	of	ADP
biht-436	249	35	visits	visit	NOUN
biht-436	249	36	,	,	PUNCT
biht-436	249	37	actual	actual	ADJ
biht-436	249	38	matching	matching	NOUN
biht-436	249	39	rate	rate	NOUN
biht-436	249	40	,	,	PUNCT
biht-436	249	41	and	and	CCONJ
biht-436	249	42	utilization	utilization	NOUN
biht-436	249	43	intensity	intensity	NOUN
biht-436	249	44	classification	classification	NOUN
biht-436	249	45	ratio	ratio	NOUN
biht-436	249	46	.	.	PUNCT
biht-436	250	1	overall	overall	ADV
biht-436	250	2	,	,	PUNCT
biht-436	250	3	the	the	DET
biht-436	250	4	service	service	NOUN
biht-436	250	5	matching	matching	NOUN
biht-436	250	6	rate	rate	NOUN
biht-436	250	7	of	of	ADP
biht-436	250	8	most	most	ADJ
biht-436	250	9	disease	disease	NOUN
biht-436	250	10	combinations	combination	NOUN
biht-436	250	11	remains	remain	VERB
biht-436	250	12	at	at	ADP
biht-436	250	13	a	a	DET
biht-436	250	14	high	high	ADJ
biht-436	250	15	level	level	NOUN
biht-436	250	16	.	.	PUNCT
biht-436	251	1	for	for	ADP
biht-436	251	2	example	example	NOUN
biht-436	251	3	,	,	PUNCT
biht-436	251	4	the	the	DET
biht-436	251	5	matching	matching	NOUN
biht-436	251	6	rate	rate	NOUN
biht-436	251	7	of	of	ADP
biht-436	251	8	the	the	DET
biht-436	251	9	combination	combination	NOUN
biht-436	251	10	of	of	ADP
biht-436	251	11	“	"	PUNCT
biht-436	251	12	hypertension	hypertension	NOUN
biht-436	251	13	+	+	CCONJ
biht-436	251	14	hyperlipidemia	hyperlipidemia	NOUN
biht-436	251	15	”	"	PUNCT
biht-436	251	16	reaches	reach	VERB
biht-436	251	17	88.2	88.2	NUM
biht-436	251	18	%	%	NOUN
biht-436	251	19	,	,	PUNCT
biht-436	251	20	indicating	indicate	VERB
biht-436	251	21	that	that	SCONJ
biht-436	251	22	the	the	DET
biht-436	251	23	frequency	frequency	NOUN
biht-436	251	24	of	of	ADP
biht-436	251	25	visits	visit	NOUN
biht-436	251	26	for	for	ADP
biht-436	251	27	most	most	ADJ
biht-436	251	28	patients	patient	NOUN
biht-436	251	29	falls	fall	VERB
biht-436	251	30	within	within	ADP
biht-436	251	31	a	a	DET
biht-436	251	32	reasonable	reasonable	ADJ
biht-436	251	33	range	range	NOUN
biht-436	251	34	[	[	X
biht-436	251	35	4.8	4.8	NUM
biht-436	251	36	,	,	PUNCT
biht-436	251	37	6.0	6.0	NUM
biht-436	251	38	]	]	PUNCT
biht-436	251	39	,	,	PUNCT
biht-436	251	40	and	and	CCONJ
biht-436	251	41	80	80	NUM
biht-436	251	42	%	%	NOUN
biht-436	251	43	of	of	ADP
biht-436	251	44	the	the	DET
biht-436	251	45	patients	patient	NOUN
biht-436	251	46	in	in	ADP
biht-436	251	47	this	this	DET
biht-436	251	48	classification	classification	NOUN
biht-436	251	49	ratio	ratio	NOUN
biht-436	251	50	are	be	AUX
biht-436	251	51	classified	classify	VERB
biht-436	251	52	as	as	ADP
biht-436	251	53	having	have	VERB
biht-436	251	54	“	"	PUNCT
biht-436	251	55	normal	normal	ADJ
biht-436	251	56	”	"	PUNCT
biht-436	251	57	utilization	utilization	NOUN
biht-436	251	58	levels	level	NOUN
biht-436	251	59	.	.	PUNCT
biht-436	252	1	in	in	ADP
biht-436	252	2	contrast	contrast	NOUN
biht-436	252	3	,	,	PUNCT
biht-436	252	4	the	the	DET
biht-436	252	5	matching	matching	NOUN
biht-436	252	6	rate	rate	NOUN
biht-436	252	7	of	of	ADP
biht-436	252	8	the	the	DET
biht-436	252	9	“	"	PUNCT
biht-436	252	10	multi	multi	ADJ
biht-436	252	11	-	-	ADJ
biht-436	252	12	disease	disease	ADJ
biht-436	252	13	combination	combination	NOUN
biht-436	252	14	(	(	PUNCT
biht-436	252	15	3	3	NUM
biht-436	252	16	+	+	NOUN
biht-436	252	17	)	)	PUNCT
biht-436	252	18	”	"	PUNCT
biht-436	252	19	is	be	AUX
biht-436	252	20	only	only	ADV
biht-436	252	21	68.6	68.6	NUM
biht-436	252	22	%	%	NOUN
biht-436	252	23	,	,	PUNCT
biht-436	252	24	the	the	DET
biht-436	252	25	lowest	low	ADJ
biht-436	252	26	value	value	NOUN
biht-436	252	27	,	,	PUNCT
biht-436	252	28	and	and	CCONJ
biht-436	252	29	the	the	DET
biht-436	252	30	over	over	ADP
biht-436	252	31	-	-	PUNCT
biht-436	252	32	dependence	dependence	NOUN
biht-436	252	33	rate	rate	NOUN
biht-436	252	34	is	be	AUX
biht-436	252	35	as	as	ADV
biht-436	252	36	high	high	ADJ
biht-436	252	37	as	as	ADP
biht-436	252	38	46	46	NUM
biht-436	252	39	%	%	NOUN
biht-436	252	40	,	,	PUNCT
biht-436	252	41	highlighting	highlight	VERB
biht-436	252	42	the	the	DET
biht-436	252	43	significant	significant	ADJ
biht-436	252	44	lack	lack	NOUN
biht-436	252	45	of	of	ADP
biht-436	252	46	service	service	NOUN
biht-436	252	47	access	access	NOUN
biht-436	252	48	for	for	ADP
biht-436	252	49	patients	patient	NOUN
biht-436	252	50	with	with	ADP
biht-436	252	51	multiple	multiple	ADJ
biht-436	252	52	chronic	chronic	ADJ
biht-436	252	53	diseases	disease	NOUN
biht-436	252	54	,	,	PUNCT
biht-436	252	55	which	which	PRON
biht-436	252	56	may	may	AUX
biht-436	252	57	be	be	AUX
biht-436	252	58	affected	affect	VERB
biht-436	252	59	by	by	ADP
biht-436	252	60	functional	functional	ADJ
biht-436	252	61	impairment	impairment	NOUN
biht-436	252	62	,	,	PUNCT
biht-436	252	63	transportation	transportation	NOUN
biht-436	252	64	accessibility	accessibility	NOUN
biht-436	252	65	,	,	PUNCT
biht-436	252	66	or	or	CCONJ
biht-436	252	67	lack	lack	NOUN
biht-436	252	68	of	of	ADP
biht-436	252	69	service	service	NOUN
biht-436	252	70	continuity	continuity	NOUN
biht-436	252	71	.	.	PUNCT
biht-436	253	1	in	in	ADP
biht-436	253	2	addition	addition	NOUN
biht-436	253	3	,	,	PUNCT
biht-436	253	4	the	the	DET
biht-436	253	5	matching	matching	NOUN
biht-436	253	6	rate	rate	NOUN
biht-436	253	7	for	for	ADP
biht-436	253	8	the	the	DET
biht-436	253	9	“	"	PUNCT
biht-436	253	10	chronic	chronic	ADJ
biht-436	253	11	kidney	kidney	NOUN
biht-436	253	12	disease	disease	NOUN
biht-436	253	13	+	+	CCONJ
biht-436	253	14	diabetes	diabetes	NOUN
biht-436	253	15	”	"	PUNCT
biht-436	253	16	combination	combination	NOUN
biht-436	253	17	is	be	AUX
biht-436	253	18	also	also	ADV
biht-436	253	19	low	low	ADJ
biht-436	253	20	,	,	PUNCT
biht-436	253	21	at	at	ADP
biht-436	253	22	only	only	ADV
biht-436	253	23	72.4	72.4	NUM
biht-436	253	24	%	%	NOUN
biht-436	253	25	,	,	PUNCT
biht-436	253	26	and	and	CCONJ
biht-436	253	27	the	the	DET
biht-436	253	28	proportion	proportion	NOUN
biht-436	253	29	of	of	ADP
biht-436	253	30	over	over	ADP
biht-436	253	31	-	-	PUNCT
biht-436	253	32	dependence	dependence	NOUN
biht-436	253	33	is	be	AUX
biht-436	253	34	as	as	ADV
biht-436	253	35	high	high	ADJ
biht-436	253	36	as	as	ADP
biht-436	253	37	42	42	NUM
biht-436	253	38	%	%	NOUN
biht-436	253	39	,	,	PUNCT
biht-436	253	40	suggesting	suggest	VERB
biht-436	253	41	that	that	SCONJ
biht-436	253	42	active	active	ADJ
biht-436	253	43	management	management	NOUN
biht-436	253	44	and	and	CCONJ
biht-436	253	45	service	service	NOUN
biht-436	253	46	resource	resource	NOUN
biht-436	253	47	allocation	allocation	NOUN
biht-436	253	48	should	should	AUX
biht-436	253	49	be	be	AUX
biht-436	253	50	strengthened	strengthen	VERB
biht-436	253	51	in	in	ADP
biht-436	253	52	these	these	DET
biht-436	253	53	high	high	ADJ
biht-436	253	54	-	-	PUNCT
biht-436	253	55	risk	risk	NOUN
biht-436	253	56	groups	group	NOUN
biht-436	253	57	.	.	PUNCT
biht-436	254	1	therefore	therefore	ADV
biht-436	254	2	,	,	PUNCT
biht-436	254	3	the	the	DET
biht-436	254	4	data	datum	NOUN
biht-436	254	5	in	in	ADP
biht-436	254	6	table	table	NOUN
biht-436	254	7	2	2	NUM
biht-436	254	8	reveal	reveal	VERB
biht-436	254	9	significant	significant	ADJ
biht-436	254	10	differences	difference	NOUN
biht-436	254	11	in	in	ADP
biht-436	254	12	the	the	DET
biht-436	254	13	rationality	rationality	NOUN
biht-436	254	14	of	of	ADP
biht-436	254	15	service	service	NOUN
biht-436	254	16	utilization	utilization	NOUN
biht-436	254	17	among	among	ADP
biht-436	254	18	different	different	ADJ
biht-436	254	19	disease	disease	NOUN
biht-436	254	20	groups	group	NOUN
biht-436	254	21	,	,	PUNCT
biht-436	254	22	providing	provide	VERB
biht-436	254	23	an	an	DET
biht-436	254	24	empirical	empirical	ADJ
biht-436	254	25	basis	basis	NOUN
biht-436	254	26	for	for	ADP
biht-436	254	27	the	the	DET
biht-436	254	28	formulation	formulation	NOUN
biht-436	254	29	of	of	ADP
biht-436	254	30	personalized	personalized	ADJ
biht-436	254	31	intervention	intervention	NOUN
biht-436	254	32	strategies	strategy	NOUN
biht-436	254	33	.	.	PUNCT
biht-436	255	1	adequacy	adequacy	NOUN
biht-436	255	2	of	of	ADP
biht-436	255	3	spatial	spatial	ADJ
biht-436	255	4	resource	resource	NOUN
biht-436	255	5	coverage	coverage	NOUN
biht-436	255	6	this	this	DET
biht-436	255	7	indicator	indicator	NOUN
biht-436	255	8	quantifies	quantify	VERB
biht-436	255	9	the	the	DET
biht-436	255	10	spatial	spatial	ADJ
biht-436	255	11	accessibility	accessibility	NOUN
biht-436	255	12	of	of	ADP
biht-436	255	13	medical	medical	ADJ
biht-436	255	14	resources	resource	NOUN
biht-436	255	15	within	within	ADP
biht-436	255	16	a	a	DET
biht-436	255	17	specific	specific	ADJ
biht-436	255	18	geographical	geographical	ADJ
biht-436	255	19	unit	unit	NOUN
biht-436	255	20	through	through	ADP
biht-436	255	21	buffer	buffer	NOUN
biht-436	255	22	zone	zone	NOUN
biht-436	255	23	analysis	analysis	NOUN
biht-436	255	24	.	.	PUNCT
biht-436	256	1	with	with	ADP
biht-436	256	2	each	each	DET
biht-436	256	3	household	household	NOUN
biht-436	256	4	as	as	ADP
biht-436	256	5	the	the	DET
biht-436	256	6	center	center	NOUN
biht-436	256	7	,	,	PUNCT
biht-436	256	8	three	three	NUM
biht-436	256	9	equidistant	equidistant	ADJ
biht-436	256	10	buffer	buffer	NOUN
biht-436	256	11	zones	zone	NOUN
biht-436	256	12	of	of	ADP
biht-436	256	13	5	5	NUM
biht-436	256	14	km	km	NOUN
biht-436	256	15	,	,	PUNCT
biht-436	256	16	10	10	NUM
biht-436	256	17	km	km	NOUN
biht-436	256	18	,	,	PUNCT
biht-436	256	19	and	and	CCONJ
biht-436	256	20	15	15	NUM
biht-436	256	21	km	km	NOUN
biht-436	256	22	are	be	AUX
biht-436	256	23	established	establish	VERB
biht-436	256	24	to	to	PART
biht-436	256	25	count	count	VERB
biht-436	256	26	the	the	DET
biht-436	256	27	number	number	NOUN
biht-436	256	28	of	of	ADP
biht-436	256	29	medical	medical	ADJ
biht-436	256	30	institutions	institution	NOUN
biht-436	256	31	and	and	CCONJ
biht-436	256	32	their	their	PRON
biht-436	256	33	service	service	NOUN
biht-436	256	34	capacities	capacity	NOUN
biht-436	256	35	(	(	PUNCT
biht-436	256	36	number	number	NOUN
biht-436	256	37	of	of	ADP
biht-436	256	38	beds	bed	NOUN
biht-436	256	39	,	,	PUNCT
biht-436	256	40	staff	staff	NOUN
biht-436	256	41	size	size	NOUN
biht-436	256	42	,	,	PUNCT
biht-436	256	43	annual	annual	ADJ
biht-436	256	44	outpatient	outpatient	NOUN
biht-436	256	45	volume	volume	NOUN
biht-436	256	46	,	,	PUNCT
biht-436	256	47	etc	etc	X
biht-436	256	48	.	.	X
biht-436	256	49	)	)	PUNCT
biht-436	256	50	.	.	PUNCT
biht-436	257	1	the	the	DET
biht-436	257	2	slope	slope	NOUN
biht-436	257	3	and	and	CCONJ
biht-436	257	4	road	road	NOUN
biht-436	257	5	table	table	NOUN
biht-436	257	6	2	2	NUM
biht-436	257	7	.	.	PUNCT
biht-436	257	8	matching	matching	NOUN
biht-436	257	9	of	of	ADP
biht-436	257	10	different	different	ADJ
biht-436	257	11	chronic	chronic	ADJ
biht-436	257	12	disease	disease	NOUN
biht-436	257	13	combinations	combination	NOUN
biht-436	257	14	in	in	ADP
biht-436	257	15	terms	term	NOUN
biht-436	257	16	of	of	ADP
biht-436	257	17	medical	medical	ADJ
biht-436	257	18	service	service	NOUN
biht-436	257	19	utilization	utilization	NOUN
biht-436	257	20	disease	disease	NOUN
biht-436	257	21	combination	combination	NOUN
biht-436	257	22	number	number	NOUN
biht-436	257	23	of	of	ADP
biht-436	257	24	patients	patient	NOUN
biht-436	257	25	expected	expect	VERB
biht-436	257	26	range	range	NOUN
biht-436	257	27	[	[	X
biht-436	257	28	l	l	NOUN
biht-436	257	29	,	,	PUNCT
biht-436	257	30	u	u	NOUN
biht-436	257	31	]	]	X
biht-436	257	32	matching	matching	NOUN
biht-436	257	33	rate	rate	NOUN
biht-436	257	34	(	(	PUNCT
biht-436	257	35	%	%	INTJ
biht-436	257	36	)	)	PUNCT
biht-436	257	37	classification	classification	NOUN
biht-436	257	38	proportion	proportion	NOUN
biht-436	257	39	(	(	PUNCT
biht-436	257	40	%	%	NOUN
biht-436	257	41	)	)	PUNCT
biht-436	257	42	*	*	PUNCT
biht-436	257	43	hypertension	hypertension	NOUN
biht-436	257	44	+	+	CCONJ
biht-436	257	45	diabetes	diabetes	NOUN
biht-436	257	46	142	142	NUM
biht-436	258	1	[	[	SYM
biht-436	258	2	5.5	5.5	NUM
biht-436	258	3	,	,	PUNCT
biht-436	258	4	7.2	7.2	NUM
biht-436	258	5	]	]	SYM
biht-436	258	6	85.9	85.9	NUM
biht-436	258	7	20	20	NUM
biht-436	258	8	/	/	SYM
biht-436	258	9	75	75	NUM
biht-436	258	10	/	/	SYM
biht-436	258	11	5	5	NUM
biht-436	258	12	chd	chd	NOUN
biht-436	258	13	+	+	CCONJ
biht-436	258	14	stroke	stroke	NOUN
biht-436	258	15	87	87	NUM
biht-436	259	1	[	[	X
biht-436	259	2	7.0	7.0	NUM
biht-436	259	3	,	,	PUNCT
biht-436	259	4	9.0	9.0	NUM
biht-436	259	5	]	]	SYM
biht-436	259	6	78.2	78.2	NUM
biht-436	259	7	35	35	NUM
biht-436	259	8	/	/	SYM
biht-436	259	9	58	58	NUM
biht-436	259	10	/	/	SYM
biht-436	259	11	7	7	NUM
biht-436	259	12	copd	copd	NOUN
biht-436	259	13	+	+	CCONJ
biht-436	259	14	asthma	asthma	NOUN
biht-436	259	15	63	63	NUM
biht-436	260	1	[	[	X
biht-436	260	2	6.5	6.5	NUM
biht-436	260	3	,	,	PUNCT
biht-436	260	4	8.0	8.0	NUM
biht-436	260	5	]	]	PUNCT
biht-436	260	6	82.5	82.5	NUM
biht-436	260	7	25	25	NUM
biht-436	260	8	/	/	SYM
biht-436	260	9	68	68	NUM
biht-436	260	10	/	/	SYM
biht-436	260	11	7	7	NUM
biht-436	260	12	ckd	ckd	NOUN
biht-436	260	13	+	+	NOUN
biht-436	260	14	diabetes	diabetes	NOUN
biht-436	260	15	58	58	NUM
biht-436	261	1	[	[	X
biht-436	261	2	8.0	8.0	NUM
biht-436	261	3	,	,	PUNCT
biht-436	261	4	10.5	10.5	NUM
biht-436	261	5	]	]	PUNCT
biht-436	261	6	72.4	72.4	NUM
biht-436	261	7	42	42	NUM
biht-436	261	8	/	/	SYM
biht-436	261	9	50	50	NUM
biht-436	261	10	/	/	SYM
biht-436	261	11	8	8	NUM
biht-436	261	12	hypertension	hypertension	NOUN
biht-436	261	13	+	+	NOUN
biht-436	261	14	hyperlipidemia	hyperlipidemia	NOUN
biht-436	261	15	127	127	NUM
biht-436	262	1	[	[	X
biht-436	262	2	4.8	4.8	NUM
biht-436	262	3	,	,	PUNCT
biht-436	262	4	6.0	6.0	NUM
biht-436	262	5	]	]	SYM
biht-436	262	6	88.2	88.2	NUM
biht-436	262	7	15	15	NUM
biht-436	262	8	/	/	SYM
biht-436	262	9	80	80	NUM
biht-436	262	10	/	/	SYM
biht-436	262	11	5	5	NUM
biht-436	262	12	peptic	peptic	ADJ
biht-436	262	13	ulcer	ulcer	NOUN
biht-436	262	14	+	+	CCONJ
biht-436	262	15	diabetes	diabetes	NOUN
biht-436	262	16	49	49	NUM
biht-436	263	1	[	[	SYM
biht-436	263	2	5.2	5.2	NUM
biht-436	263	3	,	,	PUNCT
biht-436	263	4	7.0	7.0	NUM
biht-436	263	5	]	]	SYM
biht-436	263	6	83.7	83.7	NUM
biht-436	263	7	22	22	NUM
biht-436	263	8	/	/	SYM
biht-436	263	9	72	72	NUM
biht-436	263	10	/	/	SYM
biht-436	263	11	6	6	NUM
biht-436	263	12	cataract	cataract	NOUN
biht-436	263	13	+	+	CCONJ
biht-436	263	14	diabetes	diabetes	NOUN
biht-436	263	15	92	92	NUM
biht-436	264	1	[	[	SYM
biht-436	264	2	3.5	3.5	NUM
biht-436	264	3	,	,	PUNCT
biht-436	264	4	4.8	4.8	NUM
biht-436	264	5	]	]	PUNCT
biht-436	264	6	79.3	79.3	NUM
biht-436	264	7	12	12	NUM
biht-436	264	8	/	/	SYM
biht-436	264	9	65	65	NUM
biht-436	264	10	/	/	SYM
biht-436	264	11	23	23	NUM
biht-436	264	12	copd	copd	NOUN
biht-436	264	13	+	+	CCONJ
biht-436	264	14	chd	chd	NOUN
biht-436	264	15	54	54	NUM
biht-436	265	1	[	[	X
biht-436	265	2	7.5	7.5	NUM
biht-436	265	3	,	,	PUNCT
biht-436	265	4	9.5	9.5	NUM
biht-436	265	5	]	]	PUNCT
biht-436	265	6	75.9	75.9	NUM
biht-436	265	7	38	38	NUM
biht-436	265	8	/	/	SYM
biht-436	265	9	55	55	NUM
biht-436	265	10	/	/	SYM
biht-436	265	11	7	7	NUM
biht-436	265	12	stroke	stroke	NOUN
biht-436	265	13	+	+	CCONJ
biht-436	265	14	hypertension	hypertension	NOUN
biht-436	265	15	103	103	NUM
biht-436	266	1	[	[	X
biht-436	266	2	6.5	6.5	NUM
biht-436	266	3	,	,	PUNCT
biht-436	266	4	8.8	8.8	NUM
biht-436	266	5	]	]	SYM
biht-436	266	6	76.7	76.7	NUM
biht-436	266	7	33	33	NUM
biht-436	266	8	/	/	SYM
biht-436	266	9	60	60	NUM
biht-436	266	10	/	/	SYM
biht-436	266	11	7	7	NUM
biht-436	266	12	multimorbidity	multimorbidity	NOUN
biht-436	266	13	(	(	PUNCT
biht-436	266	14	3	3	NUM
biht-436	266	15	+	+	NOUN
biht-436	266	16	)	)	PUNCT
biht-436	266	17	118	118	NUM
biht-436	267	1	[	[	X
biht-436	267	2	9.0	9.0	NUM
biht-436	267	3	,	,	PUNCT
biht-436	267	4	11.5	11.5	NUM
biht-436	267	5	]	]	PUNCT
biht-436	267	6	68.6	68.6	NUM
biht-436	267	7	46	46	NUM
biht-436	267	8	/	/	SYM
biht-436	267	9	48	48	NUM
biht-436	267	10	/	/	SYM
biht-436	267	11	6	6	NUM
biht-436	267	12	*	*	PUNCT
biht-436	267	13	indicates	indicate	VERB
biht-436	267	14	that	that	SCONJ
biht-436	267	15	the	the	DET
biht-436	267	16	data	datum	NOUN
biht-436	267	17	has	have	VERB
biht-436	267	18	statistical	statistical	ADJ
biht-436	267	19	significance	significance	NOUN
biht-436	267	20	.	.	PUNCT
biht-436	268	1	chd	chd	NOUN
biht-436	268	2	:	:	PUNCT
biht-436	268	3	chronic	chronic	ADJ
biht-436	268	4	heart	heart	NOUN
biht-436	268	5	disease	disease	NOUN
biht-436	268	6	;	;	PUNCT
biht-436	268	7	copd	copd	NOUN
biht-436	268	8	:	:	PUNCT
biht-436	268	9	chronic	chronic	ADJ
biht-436	268	10	obstructive	obstructive	ADJ
biht-436	268	11	pulmonary	pulmonary	ADJ
biht-436	268	12	disease	disease	NOUN
biht-436	268	13	;	;	PUNCT
biht-436	268	14	ckd	ckd	NOUN
biht-436	268	15	:	:	PUNCT
biht-436	268	16	chronic	chronic	ADJ
biht-436	268	17	kidney	kidney	NOUN
biht-436	268	18	disease	disease	NOUN
biht-436	268	19	.	.	PUNCT
biht-436	269	1	table	table	NOUN
biht-436	269	2	1	1	NUM
biht-436	269	3	.	.	PUNCT
biht-436	269	4	rationality	rationality	NOUN
biht-436	269	5	evaluation	evaluation	NOUN
biht-436	269	6	results	result	NOUN
biht-436	269	7	of	of	ADP
biht-436	269	8	typical	typical	ADJ
biht-436	269	9	medical	medical	ADJ
biht-436	269	10	treatment	treatment	NOUN
biht-436	269	11	pathways	pathway	NOUN
biht-436	269	12	pathway	pathway	NOUN
biht-436	269	13	i	i	PROPN
biht-436	269	14	d	d	PROPN
biht-436	269	15	avg	avg	PROPN
biht-436	269	16	.	.	PROPN
biht-436	269	17	steps	steps	PROPN
biht-436	269	18	shortest	short	ADJ
biht-436	269	19	path	path	NOUN
biht-436	269	20	deviation	deviation	NOUN
biht-436	269	21	(	(	PUNCT
biht-436	269	22	%	%	INTJ
biht-436	269	23	)	)	PUNCT
biht-436	269	24	cross	cross	ADJ
biht-436	269	25	-	-	ADJ
biht-436	269	26	county	county	NOUN
biht-436	269	27	visits	visit	NOUN
biht-436	269	28	unnecessary	unnecessary	ADJ
biht-436	269	29	level	level	NOUN
biht-436	269	30	 	 	SPACE
biht-436	269	31	escalations	escalation	NOUN
biht-436	269	32	rationality	rationality	NOUN
biht-436	269	33	score	score	NOUN
biht-436	269	34	*	*	NOUN
biht-436	269	35	evaluation	evaluation	NOUN
biht-436	269	36	result	result	NOUN
biht-436	269	37	p001	p001	PROPN
biht-436	269	38	2.8	2.8	NUM
biht-436	269	39	34.2	34.2	NUM
biht-436	269	40	3	3	NUM
biht-436	269	41	1	1	NUM
biht-436	269	42	68.5	68.5	NUM
biht-436	269	43	moderate	moderate	ADJ
biht-436	269	44	p015	p015	PROPN
biht-436	269	45	1.2	1.2	NUM
biht-436	269	46	8.7	8.7	NUM
biht-436	269	47	0	0	NUM
biht-436	269	48	0	0	NUM
biht-436	269	49	92.3	92.3	NUM
biht-436	269	50	excellent	excellent	ADJ
biht-436	269	51	p042	p042	PROPN
biht-436	269	52	4.1	4.1	NUM
biht-436	269	53	72.5	72.5	NUM
biht-436	269	54	6	6	NUM
biht-436	269	55	3	3	NUM
biht-436	269	56	41.2	41.2	NUM
biht-436	269	57	high	high	ADJ
biht-436	269	58	risk	risk	NOUN
biht-436	269	59	p087	p087	PROPN
biht-436	269	60	3.3	3.3	NUM
biht-436	269	61	48.6	48.6	NUM
biht-436	269	62	4	4	NUM
biht-436	269	63	2	2	NUM
biht-436	269	64	56.8	56.8	NUM
biht-436	269	65	low	low	ADJ
biht-436	269	66	p102	p102	PROPN
biht-436	269	67	2.1	2.1	NUM
biht-436	269	68	22.3	22.3	NUM
biht-436	269	69	1	1	NUM
biht-436	269	70	1	1	NUM
biht-436	269	71	78.9	78.9	NUM
biht-436	269	72	good	good	NOUN
biht-436	269	73	*	*	PUNCT
biht-436	269	74	data	datum	NOUN
biht-436	269	75	are	be	AUX
biht-436	269	76	significant	significant	ADJ
biht-436	269	77	.	.	PUNCT
biht-436	270	1	i	i	PRON
biht-436	270	2	d	d	NOUN
biht-436	270	3	:	:	PUNCT
biht-436	270	4	identification	identification	NOUN
biht-436	270	5	.	.	PUNCT
biht-436	271	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	271	2	citation	citation	NOUN
biht-436	271	3	:	:	PUNCT
biht-436	272	1	blockchain	blockchain	NOUN
biht-436	272	2	in	in	ADP
biht-436	272	3	healthcare	healthcare	NOUN
biht-436	272	4	today	today	NOUN
biht-436	272	5	2025	2025	NUM
biht-436	272	6	,	,	PUNCT
biht-436	272	7	8	8	NUM
biht-436	272	8	:	:	SYM
biht-436	272	9	436	436	NUM
biht-436	272	10	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	272	11	13	13	NUM
biht-436	272	12	(	(	PUNCT
biht-436	272	13	page	page	NOUN
biht-436	272	14	number	number	NOUN
biht-436	272	15	not	not	PART
biht-436	272	16	for	for	ADP
biht-436	272	17	citation	citation	NOUN
biht-436	272	18	purpose	purpose	NOUN
biht-436	272	19	)	)	PUNCT
biht-436	272	20	health	health	NOUN
biht-436	272	21	service	service	NOUN
biht-436	272	22	utilization	utilization	NOUN
biht-436	272	23	using	use	VERB
biht-436	272	24	gnn	gnn	PROPN
biht-436	272	25	grade	grade	NOUN
biht-436	272	26	correction	correction	NOUN
biht-436	272	27	factors	factor	NOUN
biht-436	272	28	are	be	AUX
biht-436	272	29	applied	apply	VERB
biht-436	272	30	to	to	ADP
biht-436	272	31	the	the	DET
biht-436	272	32	mountain	mountain	NOUN
biht-436	272	33	samples	sample	NOUN
biht-436	272	34	for	for	ADP
biht-436	272	35	weighted	weight	VERB
biht-436	272	36	adjustment	adjustment	NOUN
biht-436	272	37	.	.	PUNCT
biht-436	273	1	finally	finally	ADV
biht-436	273	2	,	,	PUNCT
biht-436	273	3	a	a	DET
biht-436	273	4	per	per	ADP
biht-436	273	5	-	-	PUNCT
biht-436	273	6	population	population	NOUN
biht-436	273	7	medical	medical	ADJ
biht-436	273	8	resource	resource	NOUN
biht-436	273	9	coverage	coverage	NOUN
biht-436	273	10	index	index	NOUN
biht-436	273	11	is	be	AUX
biht-436	273	12	formed	form	VERB
biht-436	273	13	.	.	PUNCT
biht-436	274	1	if	if	SCONJ
biht-436	274	2	areas	area	NOUN
biht-436	274	3	with	with	ADP
biht-436	274	4	low	low	ADJ
biht-436	274	5	resource	resource	NOUN
biht-436	274	6	coverage	coverage	NOUN
biht-436	274	7	overlap	overlap	NOUN
biht-436	274	8	with	with	ADP
biht-436	274	9	groups	group	NOUN
biht-436	274	10	with	with	ADP
biht-436	274	11	high	high	ADJ
biht-436	274	12	service	service	NOUN
biht-436	274	13	demand	demand	NOUN
biht-436	274	14	or	or	CCONJ
biht-436	274	15	high	high	ADJ
biht-436	274	16	terrain	terrain	NOUN
biht-436	274	17	obstacles	obstacle	NOUN
biht-436	274	18	,	,	PUNCT
biht-436	274	19	they	they	PRON
biht-436	274	20	are	be	AUX
biht-436	274	21	identified	identify	VERB
biht-436	274	22	as	as	ADP
biht-436	274	23	“	"	PUNCT
biht-436	274	24	high	high	ADJ
biht-436	274	25	-	-	PUNCT
biht-436	274	26	risk	risk	NOUN
biht-436	274	27	medical	medical	ADJ
biht-436	274	28	areas	area	NOUN
biht-436	274	29	.	.	PUNCT
biht-436	274	30	”	"	PUNCT
biht-436	275	1	providing	provide	VERB
biht-436	275	2	spatial	spatial	ADJ
biht-436	275	3	decision	decision	NOUN
biht-436	275	4	support	support	NOUN
biht-436	275	5	for	for	ADP
biht-436	275	6	the	the	DET
biht-436	275	7	construction	construction	NOUN
biht-436	275	8	of	of	ADP
biht-436	275	9	new	new	ADJ
biht-436	275	10	medical	medical	ADJ
biht-436	275	11	sites	site	NOUN
biht-436	275	12	or	or	CCONJ
biht-436	275	13	the	the	DET
biht-436	275	14	implementation	implementation	NOUN
biht-436	275	15	of	of	ADP
biht-436	275	16	mobile	mobile	ADJ
biht-436	275	17	service	service	NOUN
biht-436	275	18	vehicles	vehicle	NOUN
biht-436	275	19	.	.	PUNCT
biht-436	276	1	table	table	NOUN
biht-436	276	2	3	3	NUM
biht-436	276	3	presents	present	VERB
biht-436	276	4	the	the	DET
biht-436	276	5	coverage	coverage	NOUN
biht-436	276	6	of	of	ADP
biht-436	276	7	medical	medical	ADJ
biht-436	276	8	resources	resource	NOUN
biht-436	276	9	across	across	ADP
biht-436	276	10	different	different	ADJ
biht-436	276	11	geographical	geographical	ADJ
biht-436	276	12	units	unit	NOUN
biht-436	276	13	and	and	CCONJ
biht-436	276	14	assesses	assess	VERB
biht-436	276	15	their	their	PRON
biht-436	276	16	risk	risk	NOUN
biht-436	276	17	levels	level	NOUN
biht-436	276	18	by	by	ADP
biht-436	276	19	combining	combine	VERB
biht-436	276	20	population	population	NOUN
biht-436	276	21	density	density	NOUN
biht-436	276	22	,	,	PUNCT
biht-436	276	23	coverage	coverage	NOUN
biht-436	276	24	index	index	NOUN
biht-436	276	25	,	,	PUNCT
biht-436	276	26	and	and	CCONJ
biht-436	276	27	terrain	terrain	NOUN
biht-436	276	28	correction	correction	NOUN
biht-436	276	29	coefficient	coefficient	NOUN
biht-436	276	30	.	.	PUNCT
biht-436	277	1	for	for	ADP
biht-436	277	2	example	example	NOUN
biht-436	277	3	,	,	PUNCT
biht-436	277	4	g07	g07	PROPN
biht-436	277	5	has	have	VERB
biht-436	277	6	a	a	DET
biht-436	277	7	high	high	ADJ
biht-436	277	8	population	population	NOUN
biht-436	277	9	density	density	NOUN
biht-436	277	10	(	(	PUNCT
biht-436	277	11	86.2	86.2	NUM
biht-436	277	12	people	people	NOUN
biht-436	277	13	/	/	SYM
biht-436	277	14	km²	km²	PROPN
biht-436	277	15	)	)	PUNCT
biht-436	277	16	,	,	PUNCT
biht-436	277	17	a	a	DET
biht-436	277	18	5	5	NUM
biht-436	277	19	km	km	NOUN
biht-436	277	20	coverage	coverage	NOUN
biht-436	277	21	index	index	NOUN
biht-436	277	22	of	of	ADP
biht-436	277	23	0.92	0.92	NUM
biht-436	277	24	,	,	PUNCT
biht-436	277	25	and	and	CCONJ
biht-436	277	26	a	a	DET
biht-436	277	27	small	small	ADJ
biht-436	277	28	terrain	terrain	NOUN
biht-436	277	29	impact	impact	NOUN
biht-436	277	30	(	(	PUNCT
biht-436	277	31	coefficient	coefficient	NOUN
biht-436	277	32	1.0	1.0	NUM
biht-436	277	33	)	)	PUNCT
biht-436	277	34	and	and	CCONJ
biht-436	277	35	is	be	AUX
biht-436	277	36	therefore	therefore	ADV
biht-436	277	37	rated	rate	VERB
biht-436	277	38	as	as	ADP
biht-436	277	39	low	low	ADJ
biht-436	277	40	risk	risk	NOUN
biht-436	277	41	.	.	PUNCT
biht-436	278	1	in	in	ADP
biht-436	278	2	contrast	contrast	NOUN
biht-436	278	3	,	,	PUNCT
biht-436	278	4	g18	g18	PROPN
biht-436	278	5	and	and	CCONJ
biht-436	278	6	g29	g29	PROPN
biht-436	278	7	have	have	VERB
biht-436	278	8	low	low	ADJ
biht-436	278	9	population	population	NOUN
biht-436	278	10	densities	density	NOUN
biht-436	278	11	(	(	PUNCT
biht-436	278	12	28.7	28.7	NUM
biht-436	278	13	and	and	CCONJ
biht-436	278	14	38.9	38.9	NUM
biht-436	278	15	,	,	PUNCT
biht-436	278	16	respectively	respectively	ADV
biht-436	278	17	)	)	PUNCT
biht-436	278	18	,	,	PUNCT
biht-436	278	19	5	5	NUM
biht-436	278	20	km	km	NOUN
biht-436	278	21	coverage	coverage	NOUN
biht-436	278	22	indexes	index	NOUN
biht-436	278	23	of	of	ADP
biht-436	278	24	only	only	ADV
biht-436	278	25	0.31	0.31	NUM
biht-436	278	26	and	and	CCONJ
biht-436	278	27	0.42	0.42	NUM
biht-436	278	28	,	,	PUNCT
biht-436	278	29	respectively	respectively	ADV
biht-436	278	30	,	,	PUNCT
biht-436	278	31	and	and	CCONJ
biht-436	278	32	complex	complex	ADJ
biht-436	278	33	terrain	terrain	NOUN
biht-436	278	34	(	(	PUNCT
biht-436	278	35	coefficients	coefficient	NOUN
biht-436	278	36	as	as	ADV
biht-436	278	37	high	high	ADJ
biht-436	278	38	as	as	ADP
biht-436	278	39	1.8	1.8	NUM
biht-436	278	40	and	and	CCONJ
biht-436	278	41	2.1	2.1	NUM
biht-436	278	42	,	,	PUNCT
biht-436	278	43	respectively	respectively	ADV
biht-436	278	44	)	)	PUNCT
biht-436	278	45	,	,	PUNCT
biht-436	278	46	both	both	PRON
biht-436	278	47	of	of	ADP
biht-436	278	48	which	which	PRON
biht-436	278	49	are	be	AUX
biht-436	278	50	considered	consider	VERB
biht-436	278	51	high	high	ADJ
biht-436	278	52	-	-	PUNCT
biht-436	278	53	risk	risk	NOUN
biht-436	278	54	areas	area	NOUN
biht-436	278	55	.	.	PUNCT
biht-436	279	1	overall	overall	ADV
biht-436	279	2	,	,	PUNCT
biht-436	279	3	it	it	PRON
biht-436	279	4	reflects	reflect	VERB
biht-436	279	5	that	that	SCONJ
biht-436	279	6	resource	resource	NOUN
biht-436	279	7	coverage	coverage	NOUN
biht-436	279	8	in	in	ADP
biht-436	279	9	mountainous	mountainous	ADJ
biht-436	279	10	or	or	CCONJ
biht-436	279	11	remote	remote	ADJ
biht-436	279	12	areas	area	NOUN
biht-436	279	13	is	be	AUX
biht-436	279	14	insufficient	insufficient	ADJ
biht-436	279	15	and	and	CCONJ
biht-436	279	16	needs	need	VERB
biht-436	279	17	to	to	PART
biht-436	279	18	be	be	AUX
biht-436	279	19	optimized	optimize	VERB
biht-436	279	20	.	.	PUNCT
biht-436	280	1	performance	performance	NOUN
biht-436	280	2	comparison	comparison	NOUN
biht-436	280	3	with	with	ADP
biht-436	280	4	traditional	traditional	ADJ
biht-436	280	5	models	model	NOUN
biht-436	280	6	to	to	PART
biht-436	280	7	systematically	systematically	ADV
biht-436	280	8	evaluate	evaluate	VERB
biht-436	280	9	the	the	DET
biht-436	280	10	effectiveness	effectiveness	NOUN
biht-436	280	11	of	of	ADP
biht-436	280	12	the	the	DET
biht-436	280	13	proposed	propose	VERB
biht-436	280	14	hierarchical	hierarchical	ADJ
biht-436	280	15	attention	attention	NOUN
biht-436	280	16	network	network	NOUN
biht-436	280	17	-	-	PUNCT
biht-436	280	18	graph	graph	NOUN
biht-436	280	19	attention	attention	NOUN
biht-436	280	20	network	network	NOUN
biht-436	280	21	(	(	PUNCT
biht-436	280	22	han	han	NOUN
biht-436	280	23	-	-	PUNCT
biht-436	280	24	gat	gat	NOUN
biht-436	280	25	)	)	PUNCT
biht-436	280	26	heterogeneous	heterogeneous	ADJ
biht-436	280	27	gnn	gnn	NOUN
biht-436	280	28	model	model	NOUN
biht-436	280	29	in	in	ADP
biht-436	280	30	classifying	classify	VERB
biht-436	280	31	the	the	DET
biht-436	280	32	service	service	NOUN
biht-436	280	33	utilization	utilization	NOUN
biht-436	280	34	of	of	ADP
biht-436	280	35	elderly	elderly	ADJ
biht-436	280	36	populations	population	NOUN
biht-436	280	37	with	with	ADP
biht-436	280	38	chronic	chronic	ADJ
biht-436	280	39	disease	disease	NOUN
biht-436	280	40	comorbidities	comorbiditie	NOUN
biht-436	280	41	in	in	ADP
biht-436	280	42	rural	rural	ADJ
biht-436	280	43	northwest	northwest	PROPN
biht-436	280	44	yunnan	yunnan	PROPN
biht-436	280	45	,	,	PUNCT
biht-436	280	46	this	this	DET
biht-436	280	47	paper	paper	NOUN
biht-436	280	48	selected	select	VERB
biht-436	280	49	five	five	NUM
biht-436	280	50	traditional	traditional	ADJ
biht-436	280	51	models	model	NOUN
biht-436	280	52	as	as	ADP
biht-436	280	53	baselines	baseline	NOUN
biht-436	280	54	for	for	ADP
biht-436	280	55	comparative	comparative	ADJ
biht-436	280	56	experiments	experiment	NOUN
biht-436	280	57	.	.	PUNCT
biht-436	281	1	these	these	DET
biht-436	281	2	models	model	NOUN
biht-436	281	3	include	include	VERB
biht-436	281	4	logistic	logistic	ADJ
biht-436	281	5	regression	regression	NOUN
biht-436	281	6	(	(	PUNCT
biht-436	281	7	lr	lr	NOUN
biht-436	281	8	)	)	PUNCT
biht-436	281	9	,	,	PUNCT
biht-436	281	10	random	random	ADJ
biht-436	281	11	forest	forest	NOUN
biht-436	281	12	(	(	PUNCT
biht-436	281	13	rf	rf	NOUN
biht-436	281	14	)	)	PUNCT
biht-436	281	15	,	,	PUNCT
biht-436	281	16	xgboost	xgboost	PRON
biht-436	281	17	,	,	PUNCT
biht-436	281	18	k	k	ADJ
biht-436	281	19	-	-	PUNCT
biht-436	281	20	means	mean	VERB
biht-436	281	21	clustering	clustering	NOUN
biht-436	281	22	,	,	PUNCT
biht-436	281	23	and	and	CCONJ
biht-436	281	24	multilayer	multilayer	ADJ
biht-436	281	25	perceptron	perceptron	PROPN
biht-436	281	26	(	(	PUNCT
biht-436	281	27	mlp	mlp	PROPN
biht-436	281	28	)	)	PUNCT
biht-436	281	29	,	,	PUNCT
biht-436	281	30	covering	cover	VERB
biht-436	281	31	the	the	DET
biht-436	281	32	mainstream	mainstream	NOUN
biht-436	281	33	paradigms	paradigm	NOUN
biht-436	281	34	of	of	ADP
biht-436	281	35	statistical	statistical	ADJ
biht-436	281	36	learning	learning	NOUN
biht-436	281	37	,	,	PUNCT
biht-436	281	38	ensemble	ensemble	ADJ
biht-436	281	39	methods	method	NOUN
biht-436	281	40	,	,	PUNCT
biht-436	281	41	and	and	CCONJ
biht-436	281	42	unsupervised	unsupervised	ADJ
biht-436	281	43	techniques	technique	NOUN
biht-436	281	44	.	.	PUNCT
biht-436	282	1	the	the	DET
biht-436	282	2	data	datum	NOUN
biht-436	282	3	in	in	ADP
biht-436	282	4	table	table	NOUN
biht-436	282	5	4	4	NUM
biht-436	282	6	reveal	reveal	VERB
biht-436	282	7	the	the	DET
biht-436	282	8	significant	significant	ADJ
biht-436	282	9	performance	performance	NOUN
biht-436	282	10	advantages	advantage	NOUN
biht-436	282	11	of	of	ADP
biht-436	282	12	the	the	DET
biht-436	282	13	han	han	NOUN
biht-436	282	14	-	-	PUNCT
biht-436	282	15	gat	gat	NOUN
biht-436	282	16	model	model	NOUN
biht-436	282	17	.	.	PUNCT
biht-436	283	1	first	first	ADV
biht-436	283	2	,	,	PUNCT
biht-436	283	3	in	in	ADP
biht-436	283	4	terms	term	NOUN
biht-436	283	5	of	of	ADP
biht-436	283	6	overall	overall	ADJ
biht-436	283	7	accuracy	accuracy	NOUN
biht-436	283	8	,	,	PUNCT
biht-436	283	9	han	han	NOUN
biht-436	283	10	-	-	PUNCT
biht-436	283	11	gat	gat	PROPN
biht-436	283	12	achieves	achieve	VERB
biht-436	283	13	a	a	DET
biht-436	283	14	macro	macro	ADJ
biht-436	283	15	-	-	NOUN
biht-436	283	16	f1	f1	ADJ
biht-436	283	17	score	score	NOUN
biht-436	283	18	of	of	ADP
biht-436	283	19	0.83	0.83	NUM
biht-436	283	20	,	,	PUNCT
biht-436	283	21	which	which	PRON
biht-436	283	22	is	be	AUX
biht-436	283	23	higher	high	ADJ
biht-436	283	24	than	than	ADP
biht-436	283	25	that	that	PRON
biht-436	283	26	of	of	ADP
biht-436	283	27	the	the	DET
biht-436	283	28	traditional	traditional	ADJ
biht-436	283	29	model	model	NOUN
biht-436	283	30	,	,	PUNCT
biht-436	283	31	xgboost	xgboost	X
biht-436	283	32	(	(	PUNCT
biht-436	283	33	0.76	0.76	NUM
biht-436	283	34	)	)	PUNCT
biht-436	283	35	.	.	PUNCT
biht-436	284	1	this	this	PRON
biht-436	284	2	is	be	AUX
biht-436	284	3	because	because	SCONJ
biht-436	284	4	its	its	PRON
biht-436	284	5	graph	graph	NOUN
biht-436	284	6	structure	structure	NOUN
biht-436	284	7	embedding	embed	VERB
biht-436	284	8	mechanism	mechanism	NOUN
biht-436	284	9	dynamically	dynamically	ADV
biht-436	284	10	captures	capture	VERB
biht-436	284	11	patient	patient	ADJ
biht-436	284	12	-	-	PUNCT
biht-436	284	13	institution	institution	NOUN
biht-436	284	14	interactions	interaction	NOUN
biht-436	284	15	(	(	PUNCT
biht-436	284	16	such	such	ADJ
biht-436	284	17	as	as	ADP
biht-436	284	18	referral	referral	ADJ
biht-436	284	19	paths	path	NOUN
biht-436	284	20	)	)	PUNCT
biht-436	284	21	,	,	PUNCT
biht-436	284	22	breaking	break	VERB
biht-436	284	23	through	through	ADP
biht-436	284	24	the	the	DET
biht-436	284	25	traditional	traditional	ADJ
biht-436	284	26	method	method	NOUN
biht-436	284	27	’s	’s	PART
biht-436	284	28	reliance	reliance	NOUN
biht-436	284	29	on	on	ADP
biht-436	284	30	static	static	ADJ
biht-436	284	31	attributes	attribute	NOUN
biht-436	284	32	.	.	PUNCT
biht-436	285	1	although	although	SCONJ
biht-436	285	2	xgboost	xgboost	ADV
biht-436	285	3	performs	perform	VERB
biht-436	285	4	better	well	ADV
biht-436	285	5	in	in	ADP
biht-436	285	6	f1	f1	NOUN
biht-436	285	7	for	for	ADP
biht-436	285	8	frequent	frequent	ADJ
biht-436	285	9	medical	medical	ADJ
biht-436	285	10	visitors	visitor	NOUN
biht-436	285	11	(	(	PUNCT
biht-436	285	12	0.79	0.79	NUM
biht-436	285	13	)	)	PUNCT
biht-436	285	14	,	,	PUNCT
biht-436	285	15	han	han	NOUN
biht-436	285	16	-	-	PUNCT
biht-436	285	17	gat	gat	NOUN
biht-436	285	18	further	far	ADV
biht-436	285	19	improves	improve	VERB
biht-436	285	20	to	to	ADP
biht-436	285	21	0.85	0.85	NUM
biht-436	285	22	,	,	PUNCT
biht-436	285	23	indicating	indicate	VERB
biht-436	285	24	that	that	SCONJ
biht-436	285	25	it	it	PRON
biht-436	285	26	is	be	AUX
biht-436	285	27	more	more	ADV
biht-436	285	28	sensitive	sensitive	ADJ
biht-436	285	29	to	to	ADP
biht-436	285	30	high	high	ADJ
biht-436	285	31	-	-	PUNCT
biht-436	285	32	frequency	frequency	NOUN
biht-436	285	33	behavior	behavior	NOUN
biht-436	285	34	patterns	pattern	NOUN
biht-436	285	35	.	.	PUNCT
biht-436	286	1	second	second	ADJ
biht-436	286	2	,	,	PUNCT
biht-436	286	3	in	in	ADP
biht-436	286	4	terms	term	NOUN
biht-436	286	5	of	of	ADP
biht-436	286	6	marginal	marginal	ADJ
biht-436	286	7	group	group	NOUN
biht-436	286	8	identification	identification	NOUN
biht-436	286	9	,	,	PUNCT
biht-436	286	10	the	the	DET
biht-436	286	11	recall	recall	NOUN
biht-436	286	12	rate	rate	NOUN
biht-436	286	13	of	of	ADP
biht-436	286	14	potential	potential	ADJ
biht-436	286	15	lost	lose	VERB
biht-436	286	16	contacts	contact	NOUN
biht-436	286	17	of	of	ADP
biht-436	286	18	han	han	NOUN
biht-436	286	19	-	-	PUNCT
biht-436	286	20	gat	gat	NOUN
biht-436	286	21	is	be	AUX
biht-436	286	22	0.89	0.89	NUM
biht-436	286	23	,	,	PUNCT
biht-436	286	24	much	much	ADV
biht-436	286	25	higher	high	ADJ
biht-436	286	26	than	than	ADP
biht-436	286	27	lr	lr	X
biht-436	286	28	(	(	PUNCT
biht-436	286	29	0.58	0.58	NUM
biht-436	286	30	)	)	PUNCT
biht-436	286	31	and	and	CCONJ
biht-436	286	32	mlp	mlp	PROPN
biht-436	286	33	(	(	PUNCT
biht-436	286	34	0.61	0.61	NUM
biht-436	286	35	)	)	PUNCT
biht-436	286	36	,	,	PUNCT
biht-436	286	37	proving	prove	VERB
biht-436	286	38	that	that	SCONJ
biht-436	286	39	the	the	DET
biht-436	286	40	model	model	NOUN
biht-436	286	41	effectively	effectively	ADV
biht-436	286	42	integrated	integrate	VERB
biht-436	286	43	geographic	geographic	ADJ
biht-436	286	44	social	social	ADJ
biht-436	286	45	variables	variable	NOUN
biht-436	286	46	and	and	CCONJ
biht-436	286	47	solved	solve	VERB
biht-436	286	48	the	the	DET
biht-436	286	49	blind	blind	ADJ
biht-436	286	50	spot	spot	NOUN
biht-436	286	51	caused	cause	VERB
biht-436	286	52	by	by	ADP
biht-436	286	53	ignoring	ignore	VERB
biht-436	286	54	temporal	temporal	ADJ
biht-436	286	55	behavior	behavior	NOUN
biht-436	286	56	of	of	ADP
biht-436	286	57	k	k	X
biht-436	286	58	-	-	PUNCT
biht-436	286	59	means	means	PROPN
biht-436	286	60	(	(	PUNCT
biht-436	286	61	recall	recall	NOUN
biht-436	286	62	rate	rate	NOUN
biht-436	286	63	is	be	AUX
biht-436	286	64	only	only	ADV
biht-436	286	65	0.52	0.52	NUM
biht-436	286	66	)	)	PUNCT
biht-436	286	67	.	.	PUNCT
biht-436	287	1	in	in	ADP
biht-436	287	2	summary	summary	NOUN
biht-436	287	3	,	,	PUNCT
biht-436	287	4	data	data	NOUN
biht-436	287	5	-	-	PUNCT
biht-436	287	6	driven	drive	VERB
biht-436	287	7	hangat	hangat	NOUN
biht-436	287	8	accurately	accurately	ADV
biht-436	287	9	locates	locate	VERB
biht-436	287	10	high	high	ADJ
biht-436	287	11	-	-	PUNCT
biht-436	287	12	risk	risk	NOUN
biht-436	287	13	areas	area	NOUN
biht-436	287	14	in	in	ADP
biht-436	287	15	resource	resource	NOUN
biht-436	287	16	optimization	optimization	NOUN
biht-436	287	17	and	and	CCONJ
biht-436	287	18	promotes	promote	VERB
biht-436	287	19	intervention	intervention	NOUN
biht-436	287	20	measures	measure	NOUN
biht-436	287	21	such	such	ADJ
biht-436	287	22	as	as	ADP
biht-436	287	23	the	the	DET
biht-436	287	24	establishment	establishment	NOUN
biht-436	287	25	of	of	ADP
biht-436	287	26	mobile	mobile	ADJ
biht-436	287	27	medical	medical	ADJ
biht-436	287	28	points	point	NOUN
biht-436	287	29	.	.	PUNCT
biht-436	288	1	conclusion	conclusion	NOUN
biht-436	288	2	based	base	VERB
biht-436	288	3	on	on	ADP
biht-436	288	4	the	the	DET
biht-436	288	5	health	health	NOUN
biht-436	288	6	service	service	NOUN
biht-436	288	7	utilization	utilization	NOUN
biht-436	288	8	of	of	ADP
biht-436	288	9	elderly	elderly	ADJ
biht-436	288	10	patients	patient	NOUN
biht-436	288	11	with	with	ADP
biht-436	288	12	chronic	chronic	ADJ
biht-436	288	13	diseases	disease	NOUN
biht-436	288	14	in	in	ADP
biht-436	288	15	rural	rural	ADJ
biht-436	288	16	ethnic	ethnic	ADJ
biht-436	288	17	areas	area	NOUN
biht-436	288	18	of	of	ADP
biht-436	288	19	northwest	northwest	PROPN
biht-436	288	20	yunnan	yunnan	PROPN
biht-436	288	21	,	,	PUNCT
biht-436	288	22	this	this	DET
biht-436	288	23	study	study	NOUN
biht-436	288	24	constructs	construct	VERB
biht-436	288	25	a	a	DET
biht-436	288	26	heterogeneous	heterogeneous	ADJ
biht-436	288	27	graph	graph	NOUN
biht-436	288	28	integrating	integrate	VERB
biht-436	288	29	patients	patient	NOUN
biht-436	288	30	,	,	PUNCT
biht-436	288	31	medical	medical	ADJ
biht-436	288	32	institutions	institution	NOUN
biht-436	288	33	,	,	PUNCT
biht-436	288	34	table	table	NOUN
biht-436	288	35	3	3	NUM
biht-436	288	36	.	.	PUNCT
biht-436	288	37	medical	medical	ADJ
biht-436	288	38	resource	resource	NOUN
biht-436	288	39	coverage	coverage	NOUN
biht-436	288	40	in	in	ADP
biht-436	288	41	different	different	ADJ
biht-436	288	42	geographical	geographical	ADJ
biht-436	288	43	units	unit	NOUN
biht-436	288	44	geographic	geographic	ADJ
biht-436	288	45	unit	unit	NOUN
biht-436	288	46	population	population	NOUN
biht-436	288	47	density	density	NOUN
biht-436	288	48	(	(	PUNCT
biht-436	288	49	people	people	PROPN
biht-436	288	50	/	/	SYM
biht-436	288	51	km²	km²	NOUN
biht-436	288	52	)	)	PUNCT
biht-436	288	53	5	5	NUM
biht-436	288	54	km	km	NOUN
biht-436	288	55	coverage	coverage	NOUN
biht-436	288	56	index	index	NOUN
biht-436	288	57	10	10	NUM
biht-436	288	58	km	km	NOUN
biht-436	288	59	coverage	coverage	NOUN
biht-436	288	60	index	index	NOUN
biht-436	288	61	15	15	NUM
biht-436	288	62	km	km	NOUN
biht-436	288	63	coverage	coverage	NOUN
biht-436	288	64	index	index	NOUN
biht-436	288	65	terrain	terrain	NOUN
biht-436	288	66	adjustment	adjustment	NOUN
biht-436	288	67	factor	factor	NOUN
biht-436	288	68	risk	risk	NOUN
biht-436	288	69	level	level	NOUN
biht-436	288	70	g07	g07	NOUN
biht-436	288	71	86.2	86.2	NUM
biht-436	288	72	0.92	0.92	NUM
biht-436	288	73	0.97	0.97	NUM
biht-436	288	74	0.99	0.99	NUM
biht-436	288	75	1	1	NUM
biht-436	288	76	low	low	ADJ
biht-436	288	77	risk	risk	NOUN
biht-436	288	78	g12	g12	NOUN
biht-436	288	79	45.3	45.3	NUM
biht-436	288	80	0.68	0.68	NUM
biht-436	288	81	0.82	0.82	NUM
biht-436	288	82	0.91	0.91	NUM
biht-436	288	83	1.2	1.2	NUM
biht-436	288	84	medium	medium	ADJ
biht-436	288	85	risk	risk	NOUN
biht-436	288	86	g18	g18	NOUN
biht-436	288	87	28.7	28.7	NUM
biht-436	288	88	0.31	0.31	NUM
biht-436	288	89	0.47	0.47	NUM
biht-436	288	90	0.63	0.63	NUM
biht-436	288	91	1.8	1.8	NUM
biht-436	288	92	high	high	ADJ
biht-436	288	93	risk	risk	NOUN
biht-436	288	94	g23	g23	NOUN
biht-436	288	95	62.1	62.1	NUM
biht-436	288	96	0.58	0.58	NUM
biht-436	288	97	0.76	0.76	NUM
biht-436	288	98	0.85	0.85	NUM
biht-436	288	99	1.5	1.5	NUM
biht-436	288	100	high	high	ADJ
biht-436	288	101	risk	risk	NOUN
biht-436	288	102	g29	g29	VERB
biht-436	288	103	38.9	38.9	NUM
biht-436	288	104	0.42	0.42	NUM
biht-436	288	105	0.61	0.61	NUM
biht-436	288	106	0.78	0.78	NUM
biht-436	288	107	2.1	2.1	NUM
biht-436	288	108	high	high	ADJ
biht-436	288	109	risk	risk	NOUN
biht-436	288	110	table	table	NOUN
biht-436	288	111	4	4	NUM
biht-436	288	112	.	.	PUNCT
biht-436	289	1	performance	performance	NOUN
biht-436	289	2	comparison	comparison	NOUN
biht-436	289	3	of	of	ADP
biht-436	289	4	each	each	DET
biht-436	289	5	model	model	NOUN
biht-436	289	6	model	model	NOUN
biht-436	289	7	macro	macro	PROPN
biht-436	289	8	-	-	ADJ
biht-436	289	9	f1	f1	ADJ
biht-436	289	10	frequent	frequent	ADJ
biht-436	289	11	user	user	NOUN
biht-436	289	12	f1	f1	PROPN
biht-436	289	13	regular	regular	ADJ
biht-436	289	14	user	user	NOUN
biht-436	289	15	f1	f1	PROPN
biht-436	289	16	recall	recall	NOUN
biht-436	289	17	of	of	ADP
biht-436	289	18	potential	potential	ADJ
biht-436	289	19	lost	lose	VERB
biht-436	289	20	contact	contact	NOUN
biht-436	289	21	logistic	logistic	ADJ
biht-436	289	22	regression	regression	NOUN
biht-436	290	1	0.65	0.65	NUM
biht-436	290	2	0.71	0.71	NUM
biht-436	290	3	0.68	0.68	NUM
biht-436	290	4	0.58	0.58	NUM
biht-436	290	5	random	random	ADJ
biht-436	290	6	forest	forest	NOUN
biht-436	290	7	0.72	0.72	NUM
biht-436	290	8	0.75	0.75	NUM
biht-436	290	9	0.74	0.74	NUM
biht-436	290	10	0.63	0.63	NUM
biht-436	290	11	xgboost	xgboost	NOUN
biht-436	290	12	0.76	0.76	NUM
biht-436	290	13	0.79	0.79	NUM
biht-436	290	14	0.77	0.77	NUM
biht-436	290	15	0.67	0.67	NUM
biht-436	290	16	k	k	X
biht-436	290	17	-	-	PUNCT
biht-436	290	18	means	means	NOUN
biht-436	290	19	clustering	cluster	VERB
biht-436	290	20	0.61	0.61	NUM
biht-436	290	21	0.68	0.68	NUM
biht-436	290	22	0.64	0.64	NUM
biht-436	290	23	0.52	0.52	NUM
biht-436	290	24	mlp	mlp	NOUN
biht-436	290	25	0.74	0.74	NUM
biht-436	290	26	0.78	0.78	NUM
biht-436	290	27	0.76	0.76	NUM
biht-436	290	28	0.61	0.61	NUM
biht-436	290	29	han	han	NOUN
biht-436	290	30	-	-	PUNCT
biht-436	290	31	gat	gat	NOUN
biht-436	290	32	(	(	PUNCT
biht-436	290	33	ours	ours	ADJ
biht-436	290	34	)	)	PUNCT
biht-436	290	35	0.83	0.83	NUM
biht-436	290	36	0.85	0.85	NUM
biht-436	290	37	0.82	0.82	NUM
biht-436	290	38	0.89	0.89	NUM
biht-436	290	39	han	han	NOUN
biht-436	290	40	-	-	PUNCT
biht-436	290	41	gat	gat	NOUN
biht-436	290	42	:	:	PUNCT
biht-436	290	43	hierarchical	hierarchical	ADJ
biht-436	290	44	attention	attention	NOUN
biht-436	290	45	network	network	NOUN
biht-436	290	46	-	-	PUNCT
biht-436	290	47	graph	graph	NOUN
biht-436	290	48	attention	attention	NOUN
biht-436	290	49	network	network	NOUN
biht-436	290	50	;	;	PUNCT
biht-436	290	51	mlp	mlp	NOUN
biht-436	290	52	:	:	PUNCT
biht-436	290	53	multilayer	multilayer	PROPN
biht-436	290	54	perceptron	perceptron	PROPN
biht-436	290	55	;	;	PUNCT
biht-436	290	56	xgboost	xgboost	ADV
biht-436	290	57	:	:	PUNCT
biht-436	291	1	extreme	extreme	ADJ
biht-436	291	2	gradient	gradient	NOUN
biht-436	291	3	boosting	boosting	NOUN
biht-436	291	4	.	.	PUNCT
biht-436	292	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	ADJ
biht-436	292	2	citation	citation	NOUN
biht-436	292	3	:	:	PUNCT
biht-436	293	1	blockchain	blockchain	NOUN
biht-436	293	2	in	in	ADP
biht-436	293	3	healthcare	healthcare	NOUN
biht-436	293	4	today	today	NOUN
biht-436	293	5	2025	2025	NUM
biht-436	293	6	,	,	PUNCT
biht-436	293	7	8	8	NUM
biht-436	293	8	:	:	SYM
biht-436	293	9	436	436	NUM
biht-436	293	10	https://doi.org/10.30953/bhty.v8.43614	https://doi.org/10.30953/bhty.v8.43614	NOUN
biht-436	293	11	(	(	PUNCT
biht-436	293	12	page	page	NOUN
biht-436	293	13	number	number	NOUN
biht-436	293	14	not	not	PART
biht-436	293	15	for	for	ADP
biht-436	293	16	citation	citation	NOUN
biht-436	293	17	purpose	purpose	NOUN
biht-436	293	18	)	)	PUNCT
biht-436	294	1	jing	jing	PROPN
biht-436	294	2	zhang	zhang	PROPN
biht-436	294	3	and	and	CCONJ
biht-436	294	4	haitao	haitao	PROPN
biht-436	294	5	fan	fan	PROPN
biht-436	294	6	and	and	CCONJ
biht-436	294	7	geographic	geographic	ADJ
biht-436	294	8	units	unit	NOUN
biht-436	294	9	.	.	PUNCT
biht-436	295	1	using	use	VERB
biht-436	295	2	a	a	DET
biht-436	295	3	gnn	gnn	NOUN
biht-436	295	4	,	,	PUNCT
biht-436	295	5	it	it	PRON
biht-436	295	6	models	model	VERB
biht-436	295	7	medical	medical	ADJ
biht-436	295	8	behavior	behavior	NOUN
biht-436	295	9	paths	path	NOUN
biht-436	295	10	,	,	PUNCT
biht-436	295	11	identifies	identify	VERB
biht-436	295	12	frequent	frequent	ADJ
biht-436	295	13	visitors	visitor	NOUN
biht-436	295	14	and	and	CCONJ
biht-436	295	15	potentially	potentially	ADV
biht-436	295	16	lost	lose	VERB
biht-436	295	17	visits	visit	NOUN
biht-436	295	18	,	,	PUNCT
biht-436	295	19	and	and	CCONJ
biht-436	295	20	proposes	propose	VERB
biht-436	295	21	service	service	NOUN
biht-436	295	22	optimization	optimization	NOUN
biht-436	295	23	strategies	strategy	NOUN
biht-436	295	24	based	base	VERB
biht-436	295	25	on	on	ADP
biht-436	295	26	node	node	ADJ
biht-436	295	27	centrality	centrality	NOUN
biht-436	295	28	and	and	CCONJ
biht-436	295	29	path	path	NOUN
biht-436	295	30	rationality	rationality	NOUN
biht-436	295	31	.	.	PUNCT
biht-436	296	1	results	result	NOUN
biht-436	296	2	show	show	VERB
biht-436	296	3	that	that	SCONJ
biht-436	296	4	the	the	DET
biht-436	296	5	gnn	gnn	PROPN
biht-436	296	6	effectively	effectively	ADV
biht-436	296	7	captures	capture	VERB
biht-436	296	8	behavioral	behavioral	ADJ
biht-436	296	9	structures	structure	NOUN
biht-436	296	10	and	and	CCONJ
biht-436	296	11	path	path	NOUN
biht-436	296	12	heterogeneity	heterogeneity	NOUN
biht-436	296	13	,	,	PUNCT
biht-436	296	14	detects	detect	NOUN
biht-436	296	15	service	service	NOUN
biht-436	296	16	mismatches	mismatch	NOUN
biht-436	296	17	,	,	PUNCT
biht-436	296	18	and	and	CCONJ
biht-436	296	19	enhances	enhance	VERB
biht-436	296	20	targeted	target	VERB
biht-436	296	21	resource	resource	NOUN
biht-436	296	22	allocation	allocation	NOUN
biht-436	296	23	.	.	PUNCT
biht-436	297	1	by	by	ADP
biht-436	297	2	integrating	integrate	VERB
biht-436	297	3	spatial	spatial	ADJ
biht-436	297	4	,	,	PUNCT
biht-436	297	5	ethnic	ethnic	ADJ
biht-436	297	6	,	,	PUNCT
biht-436	297	7	and	and	CCONJ
biht-436	297	8	health	health	NOUN
biht-436	297	9	factors	factor	NOUN
biht-436	297	10	,	,	PUNCT
biht-436	297	11	the	the	DET
biht-436	297	12	model	model	NOUN
biht-436	297	13	demonstrates	demonstrate	VERB
biht-436	297	14	strong	strong	ADJ
biht-436	297	15	adaptability	adaptability	NOUN
biht-436	297	16	in	in	ADP
biht-436	297	17	complex	complex	ADJ
biht-436	297	18	contexts	contexts	NOUN
biht-436	297	19	.	.	PUNCT
biht-436	298	1	limitations	limitation	NOUN
biht-436	298	2	include	include	VERB
biht-436	298	3	a	a	DET
biht-436	298	4	restricted	restricted	ADJ
biht-436	298	5	data	data	NOUN
biht-436	298	6	scope	scope	NOUN
biht-436	298	7	and	and	CCONJ
biht-436	298	8	partial	partial	ADJ
biht-436	298	9	reliance	reliance	NOUN
biht-436	298	10	on	on	ADP
biht-436	298	11	retrospective	retrospective	ADJ
biht-436	298	12	self	self	NOUN
biht-436	298	13	-	-	PUNCT
biht-436	298	14	reports	report	NOUN
biht-436	298	15	.	.	PUNCT
biht-436	299	1	future	future	ADJ
biht-436	299	2	work	work	NOUN
biht-436	299	3	will	will	AUX
biht-436	299	4	expand	expand	VERB
biht-436	299	5	sampling	sampling	NOUN
biht-436	299	6	,	,	PUNCT
biht-436	299	7	incorporate	incorporate	VERB
biht-436	299	8	real	real	ADJ
biht-436	299	9	-	-	PUNCT
biht-436	299	10	time	time	NOUN
biht-436	299	11	multi	multi	ADJ
biht-436	299	12	-	-	ADJ
biht-436	299	13	source	source	ADJ
biht-436	299	14	data	datum	NOUN
biht-436	299	15	,	,	PUNCT
biht-436	299	16	and	and	CCONJ
biht-436	299	17	improve	improve	VERB
biht-436	299	18	model	model	NOUN
biht-436	299	19	generalization	generalization	NOUN
biht-436	299	20	to	to	PART
biht-436	299	21	better	well	ADV
biht-436	299	22	support	support	VERB
biht-436	299	23	precise	precise	ADJ
biht-436	299	24	health	health	NOUN
biht-436	299	25	service	service	NOUN
biht-436	299	26	optimization	optimization	NOUN
biht-436	299	27	in	in	ADP
biht-436	299	28	underdeveloped	underdeveloped	ADJ
biht-436	299	29	regions	region	NOUN
biht-436	299	30	.	.	PUNCT
biht-436	300	1	funding	funding	NOUN
biht-436	300	2	project	project	NOUN
biht-436	300	3	of	of	ADP
biht-436	300	4	scientific	scientific	ADJ
biht-436	300	5	research	research	NOUN
biht-436	300	6	fund	fund	NOUN
biht-436	300	7	of	of	ADP
biht-436	300	8	yunnan	yunnan	PROPN
biht-436	300	9	provincial	provincial	ADJ
biht-436	300	10	department	department	NOUN
biht-436	300	11	of	of	ADP
biht-436	300	12	education	education	PROPN
biht-436	300	13	(	(	PUNCT
biht-436	300	14	2025j1328	2025j1328	NOUN
biht-436	300	15	)	)	PUNCT
biht-436	300	16	.	.	PUNCT
biht-436	301	1	contributors	contributor	NOUN
biht-436	301	2	jing	jing	PROPN
biht-436	302	1	zhang	zhang	PROPN
biht-436	302	2	conceptualized	conceptualize	VERB
biht-436	302	3	this	this	DET
biht-436	302	4	work	work	NOUN
biht-436	302	5	.	.	PUNCT
biht-436	303	1	haitao	haitao	PROPN
biht-436	303	2	fan	fan	PROPN
biht-436	303	3	wrote	write	VERB
biht-436	303	4	the	the	DET
biht-436	303	5	manuscript	manuscript	NOUN
biht-436	303	6	.	.	PUNCT
biht-436	304	1	jing	jing	PROPN
biht-436	304	2	zhang	zhang	PROPN
biht-436	304	3	and	and	CCONJ
biht-436	304	4	haitao	haitao	PROPN
biht-436	304	5	fan	fan	PROPN
biht-436	304	6	conducted	conduct	VERB
biht-436	304	7	the	the	DET
biht-436	304	8	review	review	NOUN
biht-436	304	9	of	of	ADP
biht-436	304	10	the	the	DET
biht-436	304	11	first	first	ADJ
biht-436	304	12	draft	draft	NOUN
biht-436	304	13	and	and	CCONJ
biht-436	304	14	response	response	NOUN
biht-436	304	15	to	to	PART
biht-436	304	16	reviewer	reviewer	VERB
biht-436	304	17	comments	comment	NOUN
biht-436	304	18	.	.	PUNCT
biht-436	305	1	conflicts	conflict	NOUN
biht-436	305	2	of	of	ADP
biht-436	305	3	interest	interest	NOUN
biht-436	305	4	the	the	DET
biht-436	305	5	authors	author	NOUN
biht-436	305	6	declare	declare	VERB
biht-436	305	7	that	that	SCONJ
biht-436	305	8	they	they	PRON
biht-436	305	9	have	have	VERB
biht-436	305	10	no	no	DET
biht-436	305	11	financial	financial	ADJ
biht-436	305	12	conflicts	conflict	NOUN
biht-436	305	13	of	of	ADP
biht-436	305	14	interest	interest	NOUN
biht-436	305	15	.	.	PUNCT
biht-436	306	1	data	datum	NOUN
biht-436	306	2	availability	availability	NOUN
biht-436	306	3	statement	statement	NOUN
biht-436	306	4	(	(	PUNCT
biht-436	306	5	das	das	PROPN
biht-436	306	6	)	)	PUNCT
biht-436	306	7	,	,	PUNCT
biht-436	306	8	data	datum	NOUN
biht-436	306	9	sharing	sharing	NOUN
biht-436	306	10	,	,	PUNCT
biht-436	306	11	reproducibility	reproducibility	NOUN
biht-436	306	12	,	,	PUNCT
biht-436	306	13	and	and	CCONJ
biht-436	306	14	data	datum	NOUN
biht-436	306	15	repositories	repository	NOUN
biht-436	306	16	the	the	DET
biht-436	306	17	data	datum	NOUN
biht-436	306	18	that	that	PRON
biht-436	306	19	support	support	VERB
biht-436	306	20	the	the	DET
biht-436	306	21	findings	finding	NOUN
biht-436	306	22	of	of	ADP
biht-436	306	23	this	this	DET
biht-436	306	24	study	study	NOUN
biht-436	306	25	are	be	AUX
biht-436	306	26	available	available	ADJ
biht-436	306	27	from	from	ADP
biht-436	306	28	the	the	DET
biht-436	306	29	corresponding	corresponding	ADJ
biht-436	306	30	author	author	NOUN
biht-436	306	31	upon	upon	SCONJ
biht-436	306	32	reasonable	reasonable	ADJ
biht-436	306	33	request	request	NOUN
biht-436	306	34	.	.	PUNCT
biht-436	307	1	application	application	NOUN
biht-436	307	2	of	of	ADP
biht-436	307	3	ai	ai	ADJ
biht-436	307	4	-	-	PUNCT
biht-436	307	5	generated	generate	VERB
biht-436	307	6	text	text	NOUN
biht-436	307	7	or	or	CCONJ
biht-436	307	8	related	related	ADJ
biht-436	307	9	technology	technology	NOUN
biht-436	307	10	none	none	NOUN
biht-436	307	11	.	.	PUNCT
biht-436	308	1	references	reference	NOUN
biht-436	308	2	1	1	NUM
biht-436	308	3	.	.	PUNCT
biht-436	308	4	quiñones	quiñones	PROPN
biht-436	308	5	ar	ar	PROPN
biht-436	308	6	,	,	PUNCT
biht-436	308	7	hwang	hwang	PROPN
biht-436	308	8	j	j	PROPN
biht-436	308	9	,	,	PUNCT
biht-436	308	10	heintzman	heintzman	PROPN
biht-436	308	11	j	j	PROPN
biht-436	308	12	,	,	PUNCT
biht-436	308	13	huguet	huguet	NOUN
biht-436	308	14	n	n	CCONJ
biht-436	308	15	,	,	PUNCT
biht-436	308	16	lucas	lucas	PROPN
biht-436	308	17	ja	ja	PROPN
biht-436	308	18	,	,	PUNCT
biht-436	308	19	schmidt	schmidt	PROPN
biht-436	308	20	td	td	PROPN
biht-436	308	21	,	,	PUNCT
biht-436	308	22	et	et	PROPN
biht-436	308	23	al	al	PROPN
biht-436	308	24	.	.	PUNCT
biht-436	309	1	trajectories	trajectory	NOUN
biht-436	309	2	of	of	ADP
biht-436	309	3	chronic	chronic	ADJ
biht-436	309	4	disease	disease	NOUN
biht-436	309	5	and	and	CCONJ
biht-436	309	6	multimorbidity	multimorbidity	NOUN
biht-436	309	7	among	among	ADP
biht-436	309	8	middle	middle	NOUN
biht-436	309	9	-	-	PUNCT
biht-436	309	10	aged	aged	ADJ
biht-436	309	11	and	and	CCONJ
biht-436	309	12	older	old	ADJ
biht-436	309	13	patients	patient	NOUN
biht-436	309	14	at	at	ADP
biht-436	309	15	community	community	NOUN
biht-436	309	16	health	health	NOUN
biht-436	309	17	centers	center	NOUN
biht-436	309	18	.	.	PUNCT
biht-436	310	1	jama	jama	PROPN
biht-436	310	2	netw	netw	PROPN
biht-436	310	3	open	open	ADJ
biht-436	310	4	.	.	PUNCT
biht-436	311	1	2023;6(4):e237497	2023;6(4):e237497	X
biht-436	311	2	.	.	PUNCT
biht-436	312	1	https://	https://	PROPN
biht-436	312	2	doi.org/10.1001/jamanetworkopen.2023.7497	doi.org/10.1001/jamanetworkopen.2023.7497	PROPN
biht-436	312	3	2	2	NUM
biht-436	312	4	.	.	PUNCT
biht-436	313	1	caraballo	caraballo	PROPN
biht-436	313	2	c	c	PROPN
biht-436	313	3	,	,	PUNCT
biht-436	313	4	herrin	herrin	PROPN
biht-436	313	5	j	j	PROPN
biht-436	313	6	,	,	PUNCT
biht-436	313	7	mahajan	mahajan	PROPN
biht-436	313	8	s	s	PROPN
biht-436	313	9	,	,	PUNCT
biht-436	313	10	massey	massey	PROPN
biht-436	313	11	d	d	PROPN
biht-436	313	12	,	,	PUNCT
biht-436	313	13	lu	lu	PROPN
biht-436	313	14	y	y	PROPN
biht-436	313	15	,	,	PUNCT
biht-436	313	16	ndumele	ndumele	PROPN
biht-436	313	17	cd	cd	PROPN
biht-436	313	18	,	,	PUNCT
biht-436	313	19	et	et	PROPN
biht-436	313	20	al	al	PROPN
biht-436	313	21	.	.	PUNCT
biht-436	314	1	temporal	temporal	ADJ
biht-436	314	2	trends	trend	NOUN
biht-436	314	3	in	in	ADP
biht-436	314	4	racial	racial	ADJ
biht-436	314	5	and	and	CCONJ
biht-436	314	6	ethnic	ethnic	ADJ
biht-436	314	7	disparities	disparity	NOUN
biht-436	314	8	in	in	ADP
biht-436	314	9	multimorbidity	multimorbidity	NOUN
biht-436	314	10	prevalence	prevalence	NOUN
biht-436	314	11	in	in	ADP
biht-436	314	12	the	the	DET
biht-436	314	13	united	united	PROPN
biht-436	314	14	states	states	PROPN
biht-436	314	15	,	,	PUNCT
biht-436	314	16	1999–2018	1999–2018	NUM
biht-436	314	17	.	.	PUNCT
biht-436	315	1	am	be	AUX
biht-436	315	2	j	j	PROPN
biht-436	315	3	med	med	ADJ
biht-436	315	4	.	.	PUNCT
biht-436	316	1	2022;135(9):1083–92.e14	2022;135(9):1083–92.e14	X
biht-436	316	2	.	.	PUNCT
biht-436	317	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
biht-436	317	2	.	.	PUNCT
biht-436	318	1	amjmed.2022.04.010	amjmed.2022.04.010	NOUN
biht-436	319	1	3	3	X
biht-436	319	2	.	.	X
biht-436	319	3	lin	lin	PROPN
biht-436	319	4	s	s	PROPN
biht-436	319	5	,	,	PUNCT
biht-436	319	6	fang	fang	PROPN
biht-436	319	7	l.	l.	PROPN
biht-436	319	8	chronic	chronic	PROPN
biht-436	319	9	care	care	VERB
biht-436	319	10	for	for	ADP
biht-436	319	11	all	all	PRON
biht-436	319	12	?	?	PUNCT
biht-436	320	1	the	the	DET
biht-436	320	2	intersecting	intersecting	ADJ
biht-436	320	3	roles	role	NOUN
biht-436	320	4	of	of	ADP
biht-436	320	5	race	race	NOUN
biht-436	320	6	and	and	CCONJ
biht-436	320	7	immigration	immigration	NOUN
biht-436	320	8	in	in	ADP
biht-436	320	9	shaping	shape	VERB
biht-436	320	10	multimorbidity	multimorbidity	NOUN
biht-436	320	11	,	,	PUNCT
biht-436	320	12	primary	primary	ADJ
biht-436	320	13	care	care	NOUN
biht-436	320	14	coordination	coordination	NOUN
biht-436	320	15	,	,	PUNCT
biht-436	320	16	and	and	CCONJ
biht-436	320	17	unmet	unmet	NOUN
biht-436	320	18	health	health	NOUN
biht-436	320	19	care	care	NOUN
biht-436	320	20	needs	need	VERB
biht-436	320	21	among	among	ADP
biht-436	320	22	older	old	ADJ
biht-436	320	23	canadians	canadian	NOUN
biht-436	320	24	.	.	PUNCT
biht-436	321	1	j	j	PROPN
biht-436	321	2	gerontol	gerontol	PROPN
biht-436	321	3	series	series	PROPN
biht-436	321	4	b.	b.	PROPN
biht-436	321	5	2023;78(2):302–18	2023;78(2):302–18	NUM
biht-436	321	6	.	.	PUNCT
biht-436	321	7	https://doi.org/10.1093/	https://doi.org/10.1093/	PROPN
biht-436	321	8	geronb	geronb	NOUN
biht-436	321	9	/	/	SYM
biht-436	321	10	gbac125	gbac125	PROPN
biht-436	321	11	4	4	X
biht-436	321	12	.	.	PUNCT
biht-436	322	1	gao	gao	PROPN
biht-436	322	2	q	q	PROPN
biht-436	322	3	,	,	PUNCT
biht-436	322	4	prina	prina	PROPN
biht-436	322	5	am	be	AUX
biht-436	322	6	,	,	PUNCT
biht-436	322	7	ma	ma	PROPN
biht-436	322	8	y	y	PROPN
biht-436	322	9	,	,	PUNCT
biht-436	322	10	aceituno	aceituno	PROPN
biht-436	322	11	d	d	PROPN
biht-436	322	12	,	,	PUNCT
biht-436	322	13	mayston	mayston	PROPN
biht-436	322	14	r.	r.	PROPN
biht-436	322	15	inequalities	inequalities	PROPN
biht-436	322	16	in	in	ADP
biht-436	322	17	older	old	ADJ
biht-436	322	18	age	age	NOUN
biht-436	322	19	and	and	CCONJ
biht-436	322	20	primary	primary	ADJ
biht-436	322	21	health	health	NOUN
biht-436	322	22	care	care	NOUN
biht-436	322	23	utilization	utilization	NOUN
biht-436	322	24	in	in	ADP
biht-436	322	25	low	low	ADJ
biht-436	322	26	-	-	PUNCT
biht-436	322	27	and	and	CCONJ
biht-436	322	28	middle	middle	ADJ
biht-436	322	29	-	-	PUNCT
biht-436	322	30	income	income	NOUN
biht-436	322	31	countries	country	NOUN
biht-436	322	32	:	:	PUNCT
biht-436	322	33	a	a	DET
biht-436	322	34	systematic	systematic	ADJ
biht-436	322	35	review	review	NOUN
biht-436	322	36	.	.	PUNCT
biht-436	323	1	int	int	PROPN
biht-436	323	2	j	j	PROPN
biht-436	323	3	health	health	PROPN
biht-436	323	4	serv	serv	PROPN
biht-436	323	5	.	.	PUNCT
biht-436	323	6	2022;52(1):99–114	2022;52(1):99–114	NUM
biht-436	323	7	.	.	PUNCT
biht-436	324	1	https://doi.org/10.1177/00207314211041234	https://doi.org/10.1177/00207314211041234	ADJ
biht-436	324	2	5	5	NUM
biht-436	324	3	.	.	PUNCT
biht-436	324	4	ronaldson	ronaldson	VERB
biht-436	324	5	a	a	DET
biht-436	324	6	,	,	PUNCT
biht-436	324	7	de	de	X
biht-436	324	8	la	la	PROPN
biht-436	324	9	torre	torre	PROPN
biht-436	324	10	ja	ja	PROPN
biht-436	324	11	,	,	PUNCT
biht-436	324	12	broadbent	broadbent	PROPN
biht-436	324	13	m	m	PROPN
biht-436	324	14	,	,	PUNCT
biht-436	324	15	ashworth	ashworth	PROPN
biht-436	324	16	m	m	PROPN
biht-436	324	17	,	,	PUNCT
biht-436	324	18	armstrong	armstrong	PROPN
biht-436	324	19	d	d	PROPN
biht-436	324	20	,	,	PUNCT
biht-436	324	21	bakolis	bakolis	PROPN
biht-436	324	22	i	i	PRON
biht-436	324	23	,	,	PUNCT
biht-436	324	24	et	et	PROPN
biht-436	324	25	al	al	PROPN
biht-436	324	26	.	.	PUNCT
biht-436	325	1	ethnic	ethnic	ADJ
biht-436	325	2	differences	difference	NOUN
biht-436	325	3	in	in	ADP
biht-436	325	4	physical	physical	ADJ
biht-436	325	5	and	and	CCONJ
biht-436	325	6	mental	mental	ADJ
biht-436	325	7	multimorbidity	multimorbidity	NOUN
biht-436	325	8	in	in	ADP
biht-436	325	9	working	work	VERB
biht-436	325	10	age	age	NOUN
biht-436	325	11	adults	adult	NOUN
biht-436	325	12	with	with	ADP
biht-436	325	13	a	a	DET
biht-436	325	14	history	history	NOUN
biht-436	325	15	of	of	ADP
biht-436	325	16	depression	depression	NOUN
biht-436	325	17	and/or	and/or	CCONJ
biht-436	325	18	anxiety	anxiety	NOUN
biht-436	325	19	.	.	PUNCT
biht-436	326	1	psychol	psychol	PROPN
biht-436	326	2	med	med	PROPN
biht-436	326	3	.	.	PUNCT
biht-436	327	1	2023;53(13):6212–22	2023;53(13):6212–22	NUM
biht-436	327	2	.	.	PUNCT
biht-436	328	1	https://doi.org/10.1017/s0033291722003488	https://doi.org/10.1017/s0033291722003488	PROPN
biht-436	328	2	6	6	NUM
biht-436	328	3	.	.	PUNCT
biht-436	329	1	watkinson	watkinson	PROPN
biht-436	329	2	re	re	PROPN
biht-436	329	3	,	,	PUNCT
biht-436	329	4	sutton	sutton	PROPN
biht-436	329	5	m	m	PROPN
biht-436	329	6	,	,	PUNCT
biht-436	329	7	turner	turner	PROPN
biht-436	329	8	aj	aj	PROPN
biht-436	329	9	.	.	PROPN
biht-436	329	10	ethnic	ethnic	ADJ
biht-436	329	11	inequalities	inequality	NOUN
biht-436	329	12	in	in	ADP
biht-436	329	13	health	health	NOUN
biht-436	329	14	-	-	PUNCT
biht-436	329	15	related	relate	VERB
biht-436	329	16	quality	quality	NOUN
biht-436	329	17	of	of	ADP
biht-436	329	18	life	life	NOUN
biht-436	329	19	among	among	ADP
biht-436	329	20	older	old	ADJ
biht-436	329	21	adults	adult	NOUN
biht-436	329	22	in	in	ADP
biht-436	329	23	england	england	PROPN
biht-436	329	24	:	:	PUNCT
biht-436	329	25	secondary	secondary	ADJ
biht-436	329	26	analysis	analysis	NOUN
biht-436	329	27	of	of	ADP
biht-436	329	28	a	a	DET
biht-436	329	29	national	national	ADJ
biht-436	329	30	cross	cross	ADJ
biht-436	329	31	-	-	ADJ
biht-436	329	32	sectional	sectional	ADJ
biht-436	329	33	survey	survey	NOUN
biht-436	329	34	.	.	PUNCT
biht-436	330	1	lancet	lancet	VERB
biht-436	330	2	public	public	ADJ
biht-436	330	3	health	health	NOUN
biht-436	330	4	.	.	PUNCT
biht-436	331	1	2021;6(3):e145–54	2021;6(3):e145–54	NUM
biht-436	331	2	.	.	X
biht-436	332	1	https://doi.org/10.1016/	https://doi.org/10.1016/	PROPN
biht-436	332	2	s2468	s2468	PROPN
biht-436	332	3	-	-	PUNCT
biht-436	332	4	2667(20)30287	2667(20)30287	NUM
biht-436	332	5	-	-	SYM
biht-436	332	6	5	5	NUM
biht-436	332	7	7	7	NUM
biht-436	332	8	.	.	PUNCT
biht-436	333	1	mols	mols	PROPN
biht-436	333	2	re	re	PROPN
biht-436	333	3	,	,	PUNCT
biht-436	333	4	bakos	bakos	PROPN
biht-436	333	5	i	i	PRON
biht-436	333	6	,	,	PUNCT
biht-436	333	7	christensen	christensen	PROPN
biht-436	333	8	b	b	PROPN
biht-436	333	9	,	,	PUNCT
biht-436	333	10	horváth	horváth	PROPN
biht-436	333	11	-	-	PUNCT
biht-436	333	12	puhó	puhó	PROPN
biht-436	333	13	e	e	NOUN
biht-436	333	14	,	,	PUNCT
biht-436	333	15	løgstrup	løgstrup	NOUN
biht-436	333	16	bb	bb	PROPN
biht-436	333	17	,	,	PUNCT
biht-436	333	18	eiskjær	eiskjær	VERB
biht-436	333	19	h.	h.	PROPN
biht-436	333	20	influence	influence	PROPN
biht-436	333	21	of	of	ADP
biht-436	333	22	multimorbidity	multimorbidity	NOUN
biht-436	333	23	and	and	CCONJ
biht-436	333	24	socioeconomic	socioeconomic	ADJ
biht-436	333	25	factors	factor	NOUN
biht-436	333	26	on	on	ADP
biht-436	333	27	long	long	ADJ
biht-436	333	28	-	-	PUNCT
biht-436	333	29	term	term	NOUN
biht-436	333	30	cross	cross	ADJ
biht-436	333	31	-	-	ADJ
biht-436	333	32	sectional	sectional	ADJ
biht-436	333	33	health	health	NOUN
biht-436	333	34	care	care	NOUN
biht-436	333	35	service	service	NOUN
biht-436	333	36	utilization	utilization	NOUN
biht-436	333	37	in	in	ADP
biht-436	333	38	heart	heart	NOUN
biht-436	333	39	transplant	transplant	NOUN
biht-436	333	40	recipients	recipient	NOUN
biht-436	333	41	:	:	PUNCT
biht-436	333	42	a	a	DET
biht-436	333	43	danish	danish	ADJ
biht-436	333	44	cohort	cohort	NOUN
biht-436	333	45	study	study	NOUN
biht-436	333	46	.	.	PUNCT
biht-436	334	1	j	j	PROPN
biht-436	334	2	heart	heart	NOUN
biht-436	334	3	lung	lung	NOUN
biht-436	334	4	transpl	transpl	NOUN
biht-436	334	5	.	.	PUNCT
biht-436	335	1	2022;41(4):527–37	2022;41(4):527–37	NUM
biht-436	335	2	.	.	PUNCT
biht-436	336	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
biht-436	336	2	.	.	PUNCT
biht-436	337	1	healun.2022.01.006	healun.2022.01.006	PRON
biht-436	337	2	8	8	NUM
biht-436	337	3	.	.	PUNCT
biht-436	338	1	quiñones	quiñones	PROPN
biht-436	338	2	ar	ar	PROPN
biht-436	338	3	,	,	PUNCT
biht-436	338	4	valenzuela	valenzuela	PROPN
biht-436	338	5	sh	sh	PROPN
biht-436	338	6	,	,	PUNCT
biht-436	338	7	huguet	huguet	NOUN
biht-436	338	8	n	n	CCONJ
biht-436	338	9	,	,	PUNCT
biht-436	338	10	huguet	huguet	NOUN
biht-436	338	11	n	n	CCONJ
biht-436	338	12	,	,	PUNCT
biht-436	338	13	ukhanova	ukhanova	PROPN
biht-436	338	14	m	m	PROPN
biht-436	338	15	,	,	PUNCT
biht-436	338	16	marino	marino	PROPN
biht-436	338	17	m	m	PROPN
biht-436	338	18	,	,	PUNCT
biht-436	338	19	et	et	PROPN
biht-436	338	20	al	al	PROPN
biht-436	338	21	.	.	PROPN
biht-436	338	22	prevalent	prevalent	PROPN
biht-436	338	23	multimorbidity	multimorbidity	NOUN
biht-436	338	24	combinations	combination	NOUN
biht-436	338	25	among	among	ADP
biht-436	338	26	middle	middle	NOUN
biht-436	338	27	-	-	PUNCT
biht-436	338	28	aged	aged	ADJ
biht-436	338	29	and	and	CCONJ
biht-436	338	30	older	old	ADJ
biht-436	338	31	adults	adult	NOUN
biht-436	338	32	seen	see	VERB
biht-436	338	33	in	in	ADP
biht-436	338	34	community	community	NOUN
biht-436	338	35	health	health	NOUN
biht-436	338	36	centers	center	NOUN
biht-436	338	37	.	.	PUNCT
biht-436	339	1	j	j	PROPN
biht-436	339	2	gen	gen	PROPN
biht-436	339	3	intern	intern	NOUN
biht-436	339	4	med	me	VERB
biht-436	339	5	.	.	PUNCT
biht-436	340	1	2022;37(14	2022;37(14	NUM
biht-436	340	2	):	):	PUNCT
biht-436	341	1	3545–53	3545–53	NOUN
biht-436	341	2	.	.	PUNCT
biht-436	342	1	https://doi.org/10.1007/s11606-021-07198-2	https://doi.org/10.1007/s11606-021-07198-2	NUM
biht-436	342	2	9	9	NUM
biht-436	342	3	.	.	PUNCT
biht-436	342	4	suls	suls	PROPN
biht-436	342	5	j	j	PROPN
biht-436	342	6	,	,	PUNCT
biht-436	342	7	bayliss	bayliss	PROPN
biht-436	342	8	ea	ea	PROPN
biht-436	342	9	,	,	PUNCT
biht-436	342	10	berry	berry	PROPN
biht-436	342	11	j	j	PROPN
biht-436	342	12	,	,	PUNCT
biht-436	342	13	bierman	bierman	NOUN
biht-436	342	14	as	as	ADP
biht-436	342	15	,	,	PUNCT
biht-436	342	16	chrischilles	chrischille	NOUN
biht-436	342	17	ea	ea	PROPN
biht-436	342	18	,	,	PUNCT
biht-436	342	19	farhat	farhat	PROPN
biht-436	342	20	 	 	SPACE
biht-436	342	21	t	t	PROPN
biht-436	342	22	,	,	PUNCT
biht-436	342	23	et	et	PROPN
biht-436	342	24	al	al	PROPN
biht-436	342	25	.	.	PROPN
biht-436	342	26	measuring	measure	VERB
biht-436	342	27	multimorbidity	multimorbidity	NOUN
biht-436	342	28	:	:	PUNCT
biht-436	342	29	selecting	select	VERB
biht-436	342	30	the	the	DET
biht-436	342	31	right	right	ADJ
biht-436	342	32	instrument	instrument	NOUN
biht-436	342	33	for	for	ADP
biht-436	342	34	the	the	DET
biht-436	342	35	purpose	purpose	NOUN
biht-436	342	36	and	and	CCONJ
biht-436	342	37	the	the	DET
biht-436	342	38	data	datum	NOUN
biht-436	342	39	source	source	NOUN
biht-436	342	40	.	.	PUNCT
biht-436	343	1	med	med	ADJ
biht-436	343	2	care	care	NOUN
biht-436	343	3	.	.	PUNCT
biht-436	344	1	2021;59(8):743	2021;59(8):743	NUM
biht-436	344	2	–	–	PUNCT
biht-436	344	3	56	56	NUM
biht-436	344	4	.	.	PUNCT
biht-436	345	1	https://doi.org/10.1097/mlr.0000000000001566	https://doi.org/10.1097/mlr.0000000000001566	PROPN
biht-436	345	2	10	10	NUM
biht-436	345	3	.	.	PUNCT
biht-436	346	1	sheng	sheng	PROPN
biht-436	346	2	jq	jq	PROPN
biht-436	346	3	,	,	PUNCT
biht-436	346	4	xu	xu	PROPN
biht-436	347	1	d	d	PROPN
biht-436	347	2	,	,	PUNCT
biht-436	347	3	hu	hu	PROPN
biht-436	347	4	pjh	pjh	PROPN
biht-436	347	5	,	,	PUNCT
biht-436	347	6	li	li	PROPN
biht-436	347	7	l	l	PROPN
biht-436	347	8	,	,	PUNCT
biht-436	347	9	huang	huang	PROPN
biht-436	347	10	ts	ts	PROPN
biht-436	347	11	.	.	PUNCT
biht-436	348	1	mining	mining	NOUN
biht-436	348	2	multimorbidity	multimorbidity	NOUN
biht-436	348	3	trajectories	trajectory	NOUN
biht-436	348	4	and	and	CCONJ
biht-436	348	5	co	co	ADJ
biht-436	348	6	-	-	NOUN
biht-436	348	7	medication	medication	NOUN
biht-436	348	8	effects	effect	NOUN
biht-436	348	9	from	from	ADP
biht-436	348	10	patient	patient	ADJ
biht-436	348	11	data	datum	NOUN
biht-436	348	12	to	to	PART
biht-436	348	13	predict	predict	VERB
biht-436	348	14	post	post	ADJ
biht-436	348	15	–	–	PUNCT
biht-436	348	16	hip	hip	ADJ
biht-436	348	17	fracture	fracture	NOUN
biht-436	348	18	outcomes	outcome	NOUN
biht-436	348	19	.	.	PUNCT
biht-436	349	1	acm	acm	PROPN
biht-436	349	2	trans	trans	PROPN
biht-436	349	3	manag	manag	PROPN
biht-436	349	4	inf	inf	PROPN
biht-436	349	5	syst	syst	NOUN
biht-436	349	6	.	.	PUNCT
biht-436	350	1	2024;15(2):1–24	2024;15(2):1–24	X
biht-436	350	2	.	.	PUNCT
biht-436	351	1	https://doi.org/10.1145/3665250	https://doi.org/10.1145/3665250	NOUN
biht-436	351	2	11	11	NUM
biht-436	351	3	.	.	PUNCT
biht-436	352	1	woodman	woodman	PROPN
biht-436	352	2	rj	rj	PROPN
biht-436	352	3	,	,	PUNCT
biht-436	352	4	mangoni	mangoni	PROPN
biht-436	352	5	aa	aa	PROPN
biht-436	352	6	.	.	PUNCT
biht-436	353	1	a	a	DET
biht-436	353	2	comprehensive	comprehensive	ADJ
biht-436	353	3	review	review	NOUN
biht-436	353	4	of	of	ADP
biht-436	353	5	machine	machine	NOUN
biht-436	353	6	learning	learn	VERB
biht-436	353	7	algorithms	algorithm	NOUN
biht-436	353	8	and	and	CCONJ
biht-436	353	9	their	their	PRON
biht-436	353	10	application	application	NOUN
biht-436	353	11	in	in	ADP
biht-436	353	12	geriatric	geriatric	ADJ
biht-436	353	13	medicine	medicine	NOUN
biht-436	353	14	:	:	PUNCT
biht-436	353	15	present	present	ADJ
biht-436	353	16	and	and	CCONJ
biht-436	353	17	future	future	ADJ
biht-436	353	18	.	.	PUNCT
biht-436	354	1	aging	age	VERB
biht-436	354	2	clin	clin	PROPN
biht-436	354	3	exp	exp	NOUN
biht-436	354	4	res	re	NOUN
biht-436	354	5	.	.	PUNCT
biht-436	355	1	2023;35(11):2363–97	2023;35(11):2363–97	NUM
biht-436	355	2	.	.	PUNCT
biht-436	355	3	https://doi.org/10.1007/s40520-023-02552-2	https://doi.org/10.1007/s40520-023-02552-2	NUM
biht-436	355	4	12	12	NUM
biht-436	355	5	.	.	PUNCT
biht-436	356	1	chowdhury	chowdhury	PROPN
biht-436	356	2	s	s	PROPN
biht-436	356	3	,	,	PUNCT
biht-436	356	4	chen	chen	PROPN
biht-436	356	5	y	y	PROPN
biht-436	356	6	,	,	PUNCT
biht-436	356	7	li	li	PROPN
biht-436	356	8	p	p	PROPN
biht-436	356	9	,	,	PUNCT
biht-436	356	10	rajaganapathy	rajaganapathy	ADJ
biht-436	356	11	s	s	NOUN
biht-436	356	12	,	,	PUNCT
biht-436	356	13	wen	wen	PROPN
biht-436	356	14	a	a	PROPN
biht-436	356	15	,	,	PUNCT
biht-436	356	16	ma	ma	PROPN
biht-436	356	17	 	 	SPACE
biht-436	356	18	x	x	PROPN
biht-436	356	19	,	,	PUNCT
biht-436	356	20	 	 	SPACE
biht-436	356	21	et	et	PROPN
biht-436	356	22	al	al	PROPN
biht-436	356	23	.	.	PUNCT
biht-436	357	1	stratifying	stratify	VERB
biht-436	357	2	heart	heart	NOUN
biht-436	357	3	failure	failure	NOUN
biht-436	357	4	patients	patient	NOUN
biht-436	357	5	with	with	ADP
biht-436	357	6	graph	graph	NOUN
biht-436	357	7	neural	neural	ADJ
biht-436	357	8	network	network	NOUN
biht-436	357	9	and	and	CCONJ
biht-436	357	10	transformer	transformer	NOUN
biht-436	357	11	using	use	VERB
biht-436	357	12	electronic	electronic	ADJ
biht-436	357	13	health	health	NOUN
biht-436	357	14	records	record	NOUN
biht-436	357	15	to	to	PART
biht-436	357	16	optimize	optimize	VERB
biht-436	357	17	drug	drug	NOUN
biht-436	357	18	response	response	NOUN
biht-436	357	19	prediction	prediction	NOUN
biht-436	357	20	.	.	PUNCT
biht-436	358	1	j	j	PROPN
biht-436	358	2	am	be	AUX
biht-436	358	3	med	med	PROPN
biht-436	358	4	inf	inf	PROPN
biht-436	358	5	assoc	assoc	NOUN
biht-436	358	6	.	.	PUNCT
biht-436	359	1	2024;31(8):1671–81	2024;31(8):1671–81	PROPN
biht-436	359	2	.	.	PUNCT
biht-436	360	1	https://doi.org/10.1093/jamia/ocae137	https://doi.org/10.1093/jamia/ocae137	NOUN
biht-436	360	2	13	13	NUM
biht-436	360	3	.	.	PUNCT
biht-436	361	1	amini	amini	PROPN
biht-436	361	2	m	m	PROPN
biht-436	361	3	,	,	PUNCT
biht-436	361	4	bagheri	bagheri	PROPN
biht-436	361	5	a	a	PROPN
biht-436	361	6	,	,	PUNCT
biht-436	361	7	paulus	paulus	PROPN
biht-436	361	8	mp	mp	PROPN
biht-436	361	9	,	,	PUNCT
biht-436	361	10	delen	delen	PROPN
biht-436	361	11	d.	d.	PROPN
biht-436	361	12	multimorbidity	multimorbidity	PROPN
biht-436	361	13	in	in	ADP
biht-436	361	14	neurodegenerative	neurodegenerative	ADJ
biht-436	361	15	diseases	disease	NOUN
biht-436	361	16	:	:	PUNCT
biht-436	361	17	a	a	DET
biht-436	361	18	network	network	NOUN
biht-436	361	19	analysis	analysis	NOUN
biht-436	361	20	.	.	PUNCT
biht-436	362	1	inform	inform	VERB
biht-436	362	2	health	health	NOUN
biht-436	362	3	soc	soc	PROPN
biht-436	362	4	care	care	NOUN
biht-436	362	5	.	.	PUNCT
biht-436	363	1	2024;49(3–4):212–26	2024;49(3–4):212–26	ADJ
biht-436	363	2	.	.	PUNCT
biht-436	364	1	https://doi.org/10.1080/1753815	https://doi.org/10.1080/1753815	X
biht-436	365	1	7.2024.2405869	7.2024.2405869	NUM
biht-436	365	2	14	14	NUM
biht-436	365	3	.	.	PUNCT
biht-436	366	1	lu	lu	PROPN
biht-436	366	2	h	h	PROPN
biht-436	366	3	,	,	PUNCT
biht-436	366	4	uddin	uddin	PROPN
biht-436	366	5	s	s	PROPN
biht-436	366	6	,	,	PUNCT
biht-436	366	7	hajati	hajati	PROPN
biht-436	366	8	f	f	PROPN
biht-436	366	9	,	,	PUNCT
biht-436	366	10	moni	moni	PROPN
biht-436	366	11	ma	ma	PROPN
biht-436	366	12	,	,	PUNCT
biht-436	366	13	khushi	khushi	PROPN
biht-436	366	14	m.	m.	PROPN
biht-436	366	15	a	a	DET
biht-436	366	16	patient	patient	ADJ
biht-436	366	17	network	network	NOUN
biht-436	366	18	-	-	PUNCT
biht-436	366	19	based	base	VERB
biht-436	366	20	machine	machine	NOUN
biht-436	366	21	learning	learning	NOUN
biht-436	366	22	model	model	NOUN
biht-436	366	23	for	for	ADP
biht-436	366	24	disease	disease	NOUN
biht-436	366	25	prediction	prediction	NOUN
biht-436	366	26	:	:	PUNCT
biht-436	366	27	the	the	DET
biht-436	366	28	case	case	NOUN
biht-436	366	29	of	of	ADP
biht-436	366	30	type	type	NOUN
biht-436	366	31	2	2	NUM
biht-436	366	32	diabetes	diabetes	NOUN
biht-436	366	33	mellitus	mellitus	NOUN
biht-436	366	34	.	.	PUNCT
biht-436	367	1	appl	appl	PROPN
biht-436	367	2	intell	intell	PROPN
biht-436	367	3	.	.	PUNCT
biht-436	368	1	2022;52(3):2411–22	2022;52(3):2411–22	NOUN
biht-436	368	2	.	.	PUNCT
biht-436	369	1	https://doi.org/10.1007/s10489-021-02533-w	https://doi.org/10.1007/s10489-021-02533-w	NOUN
biht-436	369	2	15	15	NUM
biht-436	369	3	.	.	PUNCT
biht-436	370	1	yew	yew	PROPN
biht-436	370	2	py	py	PROPN
biht-436	370	3	,	,	PUNCT
biht-436	370	4	devera	devera	ADJ
biht-436	370	5	r	r	NOUN
biht-436	370	6	,	,	PUNCT
biht-436	370	7	liang	liang	PROPN
biht-436	370	8	y	y	PROPN
biht-436	370	9	,	,	PUNCT
biht-436	370	10	el	el	PROPN
biht-436	370	11	khalifa	khalifa	PROPN
biht-436	370	12	ra	ra	PROPN
biht-436	370	13	,	,	PUNCT
biht-436	370	14	sun	sun	PROPN
biht-436	370	15	j	j	PROPN
biht-436	370	16	,	,	PUNCT
biht-436	370	17	chi	chi	PROPN
biht-436	370	18	n	n	CCONJ
biht-436	370	19	,	,	PUNCT
biht-436	370	20	et	et	PROPN
biht-436	370	21	al	al	PROPN
biht-436	370	22	.	.	PUNCT
biht-436	371	1	unraveling	unravel	VERB
biht-436	371	2	the	the	DET
biht-436	371	3	multiple	multiple	ADJ
biht-436	371	4	chronic	chronic	ADJ
biht-436	371	5	conditions	condition	NOUN
biht-436	371	6	patterns	pattern	NOUN
biht-436	371	7	among	among	ADP
biht-436	371	8	people	people	NOUN
biht-436	371	9	with	with	ADP
biht-436	371	10	alzheimer	alzheimer	PROPN
biht-436	371	11	’s	’s	PART
biht-436	371	12	disease	disease	NOUN
biht-436	371	13	and	and	CCONJ
biht-436	371	14	related	related	ADJ
biht-436	371	15	dementia	dementia	NOUN
biht-436	371	16	:	:	PUNCT
biht-436	371	17	a	a	DET
biht-436	371	18	machine	machine	NOUN
biht-436	371	19	learning	learn	VERB
biht-436	371	20	approach	approach	NOUN
biht-436	371	21	to	to	PART
biht-436	371	22	incorporate	incorporate	VERB
biht-436	371	23	synergistic	synergistic	ADJ
biht-436	371	24	interactions	interaction	NOUN
biht-436	371	25	.	.	PUNCT
biht-436	372	1	alzheimers	alzheimers	PROPN
biht-436	372	2	dement	dement	PROPN
biht-436	372	3	.	.	PUNCT
biht-436	373	1	2024;20(7):4818–27	2024;20(7):4818–27	PROPN
biht-436	373	2	.	.	PUNCT
biht-436	374	1	https://doi.org/10.1002/	https://doi.org/10.1002/	PRON
biht-436	374	2	alz.13923	alz.13923	SYM
biht-436	374	3	16	16	NUM
biht-436	374	4	.	.	PUNCT
biht-436	375	1	walsh	walsh	PROPN
biht-436	375	2	b	b	PROPN
biht-436	375	3	,	,	PUNCT
biht-436	375	4	fogg	fogg	PROPN
biht-436	375	5	c	c	PROPN
biht-436	375	6	,	,	PUNCT
biht-436	375	7	england	england	PROPN
biht-436	375	8	t	t	PROPN
biht-436	375	9	,	,	PUNCT
biht-436	375	10	brailsford	brailsford	PROPN
biht-436	375	11	s	s	PROPN
biht-436	375	12	,	,	PUNCT
biht-436	375	13	roderick	roderick	PROPN
biht-436	375	14	p	p	PROPN
biht-436	375	15	,	,	PUNCT
biht-436	375	16	harris	harris	PROPN
biht-436	375	17	s	s	PROPN
biht-436	375	18	,	,	PUNCT
biht-436	375	19	et	et	PROPN
biht-436	375	20	al	al	PROPN
biht-436	375	21	.	.	PROPN
biht-436	375	22	impact	impact	NOUN
biht-436	375	23	of	of	ADP
biht-436	375	24	frailty	frailty	NOUN
biht-436	375	25	in	in	ADP
biht-436	375	26	older	old	ADJ
biht-436	375	27	people	people	NOUN
biht-436	375	28	on	on	ADP
biht-436	375	29	health	health	NOUN
biht-436	375	30	care	care	NOUN
biht-436	375	31	demand	demand	NOUN
biht-436	375	32	:	:	PUNCT
biht-436	375	33	simulation	simulation	NOUN
biht-436	375	34	modelling	modelling	NOUN
biht-436	375	35	of	of	ADP
biht-436	375	36	population	population	NOUN
biht-436	375	37	dynamics	dynamic	NOUN
biht-436	375	38	to	to	PART
biht-436	375	39	inform	inform	VERB
biht-436	375	40	service	service	NOUN
biht-436	375	41	planning	planning	NOUN
biht-436	375	42	.	.	PUNCT
biht-436	376	1	health	health	NOUN
biht-436	376	2	soc	soc	PROPN
biht-436	376	3	care	care	VERB
biht-436	376	4	deliv	deliv	VERB
biht-436	376	5	res	re	NOUN
biht-436	376	6	.	.	PUNCT
biht-436	377	1	2024;12(44):1–140	2024;12(44):1–140	VERB
biht-436	377	2	.	.	PUNCT
biht-436	378	1	https://	https://	PROPN
biht-436	378	2	doi.org/10.3310/lkjf3976	doi.org/10.3310/lkjf3976	VERB
biht-436	378	3	17	17	NUM
biht-436	378	4	.	.	PUNCT
biht-436	379	1	argentieri	argentieri	PROPN
biht-436	379	2	ma	ma	PROPN
biht-436	379	3	,	,	PUNCT
biht-436	379	4	xiao	xiao	PROPN
biht-436	379	5	s	s	PROPN
biht-436	379	6	,	,	PUNCT
biht-436	379	7	bennett	bennett	PROPN
biht-436	379	8	d	d	PROPN
biht-436	379	9	,	,	PUNCT
biht-436	379	10	winchester	winchester	PROPN
biht-436	379	11	l	l	PROPN
biht-436	379	12	,	,	PUNCT
biht-436	379	13	nevado	nevado	NOUN
biht-436	379	14	-	-	PUNCT
biht-436	379	15	holgado	holgado	NOUN
biht-436	379	16	aj	aj	PROPN
biht-436	379	17	,	,	PUNCT
biht-436	379	18	ghose	ghose	PROPN
biht-436	379	19	u	u	PROPN
biht-436	379	20	,	,	PUNCT
biht-436	379	21	et	et	PROPN
biht-436	379	22	al	al	PROPN
biht-436	379	23	.	.	PROPN
biht-436	380	1	proteomic	proteomic	ADJ
biht-436	380	2	aging	age	VERB
biht-436	380	3	clock	clock	NOUN
biht-436	380	4	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	PROPN
biht-436	380	5	https://doi.org/10.1001/jamanetworkopen.2023.7497	https://doi.org/10.1001/jamanetworkopen.2023.7497	PROPN
biht-436	380	6	https://doi.org/10.1001/jamanetworkopen.2023.7497	https://doi.org/10.1001/jamanetworkopen.2023.7497	PROPN
biht-436	380	7	https://doi.org/10.1016/j.amjmed.2022.04.010	https://doi.org/10.1016/j.amjmed.2022.04.010	PROPN
biht-436	380	8	https://doi.org/10.1016/j.amjmed.2022.04.010	https://doi.org/10.1016/j.amjmed.2022.04.010	PROPN
biht-436	380	9	https://doi.org/10.1093/geronb/gbac125	https://doi.org/10.1093/geronb/gbac125	PUNCT
biht-436	380	10	https://doi.org/10.1093/geronb/gbac125	https://doi.org/10.1093/geronb/gbac125	PUNCT
biht-436	381	1	https://doi.org/10.1177/00207314211041234	https://doi.org/10.1177/00207314211041234	X
biht-436	381	2	https://doi.org/10.1017/s0033291722003488	https://doi.org/10.1017/s0033291722003488	NUM
biht-436	381	3	https://doi.org/10.1016/s2468-2667(20)30287-5	https://doi.org/10.1016/s2468-2667(20)30287-5	NOUN
biht-436	381	4	https://doi.org/10.1016/s2468-2667(20)30287-5	https://doi.org/10.1016/s2468-2667(20)30287-5	NOUN
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biht-436	381	10	https://doi.org/10.1007/s40520-023-02552-2	https://doi.org/10.1007/s40520-023-02552-2	NOUN
biht-436	381	11	https://doi.org/10.1093/jamia/ocae137	https://doi.org/10.1093/jamia/ocae137	NOUN
biht-436	382	1	https://doi.org/10.1080/17538157.2024.2405869	https://doi.org/10.1080/17538157.2024.2405869	NOUN
biht-436	382	2	https://doi.org/10.1080/17538157.2024.2405869	https://doi.org/10.1080/17538157.2024.2405869	PROPN
biht-436	383	1	https://doi.org/10.1007/s10489-021-02533-w	https://doi.org/10.1007/s10489-021-02533-w	PROPN
biht-436	383	2	https://doi.org/10.1002/alz.13923	https://doi.org/10.1002/alz.13923	PROPN
biht-436	383	3	https://doi.org/10.1002/alz.13923	https://doi.org/10.1002/alz.13923	PROPN
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biht-436	383	5	https://doi.org/10.3310/lkjf3976	https://doi.org/10.3310/lkjf3976	NOUN
biht-436	383	6	citation	citation	NOUN
biht-436	383	7	:	:	PUNCT
biht-436	384	1	blockchain	blockchain	NOUN
biht-436	384	2	in	in	ADP
biht-436	384	3	healthcare	healthcare	NOUN
biht-436	384	4	today	today	NOUN
biht-436	384	5	2025	2025	NUM
biht-436	384	6	,	,	PUNCT
biht-436	384	7	8	8	NUM
biht-436	384	8	:	:	SYM
biht-436	384	9	436	436	NUM
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biht-436	384	11	15	15	NUM
biht-436	384	12	(	(	PUNCT
biht-436	384	13	page	page	NOUN
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biht-436	384	15	not	not	PART
biht-436	384	16	for	for	ADP
biht-436	384	17	citation	citation	NOUN
biht-436	384	18	purpose	purpose	NOUN
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biht-436	384	20	health	health	NOUN
biht-436	384	21	service	service	NOUN
biht-436	384	22	utilization	utilization	NOUN
biht-436	384	23	using	use	VERB
biht-436	384	24	gnn	gnn	PROPN
biht-436	384	25	predicts	predict	NOUN
biht-436	384	26	mortality	mortality	NOUN
biht-436	384	27	and	and	CCONJ
biht-436	384	28	risk	risk	NOUN
biht-436	384	29	of	of	ADP
biht-436	384	30	common	common	ADJ
biht-436	384	31	age	age	NOUN
biht-436	384	32	-	-	PUNCT
biht-436	384	33	related	relate	VERB
biht-436	384	34	diseases	disease	NOUN
biht-436	384	35	in	in	ADP
biht-436	384	36	diverse	diverse	ADJ
biht-436	384	37	populations	population	NOUN
biht-436	384	38	.	.	PUNCT
biht-436	385	1	nat	nat	PROPN
biht-436	385	2	med	med	PROPN
biht-436	385	3	.	.	PROPN
biht-436	385	4	2024;30(9):2450–60	2024;30(9):2450–60	NOUN
biht-436	385	5	.	.	PUNCT
biht-436	386	1	https://doi	https://doi	PROPN
biht-436	386	2	.	.	PUNCT
biht-436	386	3	org/10.1038	org/10.1038	PROPN
biht-436	386	4	/	/	SYM
biht-436	386	5	s41591	s41591	NOUN
biht-436	386	6	-	-	PUNCT
biht-436	386	7	024	024	NUM
biht-436	386	8	-	-	PUNCT
biht-436	386	9	03164	03164	NUM
biht-436	386	10	-	-	SYM
biht-436	386	11	7	7	NUM
biht-436	386	12	18	18	NUM
biht-436	386	13	.	.	PUNCT
biht-436	386	14	sayed	sayed	PROPN
biht-436	386	15	n	n	PROPN
biht-436	386	16	,	,	PUNCT
biht-436	386	17	huang	huang	PROPN
biht-436	386	18	y	y	PROPN
biht-436	386	19	,	,	PUNCT
biht-436	386	20	nguyen	nguyen	PROPN
biht-436	386	21	k	k	PROPN
biht-436	386	22	,	,	PUNCT
biht-436	386	23	krejciova	krejciova	PROPN
biht-436	386	24	-	-	PUNCT
biht-436	386	25	rajaniemi	rajaniemi	PROPN
biht-436	386	26	z	z	PROPN
biht-436	386	27	,	,	PUNCT
biht-436	386	28	grawe	grawe	PROPN
biht-436	386	29	ap	ap	PROPN
biht-436	386	30	,	,	PUNCT
biht-436	386	31	gao	gao	PROPN
biht-436	386	32	t	t	PROPN
biht-436	386	33	,	,	PUNCT
biht-436	386	34	et	et	PROPN
biht-436	386	35	al	al	PROPN
biht-436	386	36	.	.	PUNCT
biht-436	387	1	an	an	DET
biht-436	387	2	inflammatory	inflammatory	ADJ
biht-436	387	3	aging	age	VERB
biht-436	387	4	clock	clock	NOUN
biht-436	387	5	(	(	PUNCT
biht-436	387	6	iage	iage	NOUN
biht-436	387	7	)	)	PUNCT
biht-436	387	8	based	base	VERB
biht-436	387	9	on	on	ADP
biht-436	387	10	deep	deep	ADJ
biht-436	387	11	learning	learning	NOUN
biht-436	387	12	tracks	track	VERB
biht-436	387	13	multimorbidity	multimorbidity	NOUN
biht-436	387	14	,	,	PUNCT
biht-436	387	15	immunosenescence	immunosenescence	NOUN
biht-436	387	16	,	,	PUNCT
biht-436	387	17	frailty	frailty	NOUN
biht-436	387	18	and	and	CCONJ
biht-436	387	19	cardiovascular	cardiovascular	ADJ
biht-436	387	20	aging	aging	NOUN
biht-436	387	21	.	.	PUNCT
biht-436	388	1	nat	nat	NOUN
biht-436	388	2	aging	aging	NOUN
biht-436	388	3	.	.	PUNCT
biht-436	389	1	2021;1(7):598–615	2021;1(7):598–615	X
biht-436	389	2	.	.	PUNCT
biht-436	390	1	https://doi.org/10.1038/s43587-021-00082-y	https://doi.org/10.1038/s43587-021-00082-y	PROPN
biht-436	390	2	19	19	NUM
biht-436	390	3	.	.	PUNCT
biht-436	390	4	phan	phan	PROPN
biht-436	390	5	nmt	nmt	PROPN
biht-436	390	6	,	,	PUNCT
biht-436	390	7	chen	chen	PROPN
biht-436	390	8	l	l	PROPN
biht-436	390	9	,	,	PUNCT
biht-436	390	10	chen	chen	PROPN
biht-436	390	11	ch	ch	PROPN
biht-436	390	12	,	,	PUNCT
biht-436	390	13	peng	peng	PROPN
biht-436	390	14	wh	wh	PROPN
biht-436	390	15	.	.	PUNCT
biht-436	390	16	fastrx	fastrx	PROPN
biht-436	390	17	:	:	PUNCT
biht-436	390	18	exploring	explore	VERB
biht-436	390	19	fastformer	fastformer	ADJ
biht-436	390	20	and	and	CCONJ
biht-436	390	21	memory	memory	NOUN
biht-436	390	22	-	-	PUNCT
biht-436	390	23	augmented	augment	VERB
biht-436	390	24	graph	graph	NOUN
biht-436	390	25	neural	neural	ADJ
biht-436	390	26	networks	network	NOUN
biht-436	390	27	for	for	ADP
biht-436	390	28	personalized	personalized	ADJ
biht-436	390	29	medication	medication	NOUN
biht-436	390	30	recommendations	recommendation	NOUN
biht-436	390	31	.	.	PUNCT
biht-436	391	1	acm	acm	PROPN
biht-436	391	2	trans	trans	PROPN
biht-436	391	3	intell	intell	PROPN
biht-436	391	4	syst	syst	PROPN
biht-436	391	5	technol	technol	NOUN
biht-436	391	6	.	.	PUNCT
biht-436	392	1	2024;15(6):1–21	2024;15(6):1–21	X
biht-436	392	2	.	.	PUNCT
biht-436	393	1	https://doi.org/10.1145/3696111	https://doi.org/10.1145/3696111	PROPN
biht-436	393	2	20	20	NUM
biht-436	393	3	.	.	PUNCT
biht-436	394	1	hernández	hernández	PROPN
biht-436	394	2	-	-	PUNCT
biht-436	394	3	arango	arango	PROPN
biht-436	394	4	a	a	PROPN
biht-436	394	5	,	,	PUNCT
biht-436	394	6	arias	arias	PROPN
biht-436	394	7	mi	mi	PROPN
biht-436	394	8	,	,	PUNCT
biht-436	394	9	pérez	pérez	NOUN
biht-436	394	10	v	v	NOUN
biht-436	394	11	,	,	PUNCT
biht-436	394	12	chavarría	chavarría	PROPN
biht-436	394	13	ld	ld	PROPN
biht-436	394	14	,	,	PUNCT
biht-436	394	15	jaimes	jaimes	PROPN
biht-436	394	16	f.	f.	PROPN
biht-436	394	17	prediction	prediction	NOUN
biht-436	394	18	of	of	ADP
biht-436	394	19	the	the	DET
biht-436	394	20	risk	risk	NOUN
biht-436	394	21	of	of	ADP
biht-436	394	22	adverse	adverse	ADJ
biht-436	394	23	clinical	clinical	ADJ
biht-436	394	24	outcomes	outcome	NOUN
biht-436	394	25	with	with	ADP
biht-436	394	26	machine	machine	NOUN
biht-436	394	27	learning	learn	VERB
biht-436	394	28	techniques	technique	NOUN
biht-436	394	29	in	in	ADP
biht-436	394	30	patients	patient	NOUN
biht-436	394	31	with	with	ADP
biht-436	394	32	noncommunicable	noncommunicable	ADJ
biht-436	394	33	diseases	disease	NOUN
biht-436	394	34	.	.	PUNCT
biht-436	395	1	j	j	PROPN
biht-436	395	2	med	med	PROPN
biht-436	395	3	syst	syst	PROPN
biht-436	395	4	.	.	PUNCT
biht-436	396	1	2025;49(1):1–13	2025;49(1):1–13	VERB
biht-436	396	2	.	.	PUNCT
biht-436	397	1	https://doi	https://doi	NOUN
biht-436	397	2	.	.	PUNCT
biht-436	397	3	org/10.1007	org/10.1007	PROPN
biht-436	397	4	/	/	SYM
biht-436	397	5	s10916	s10916	PROPN
biht-436	397	6	-	-	PUNCT
biht-436	397	7	025	025	NUM
biht-436	397	8	-	-	PUNCT
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biht-436	397	10	-	-	PUNCT
biht-436	397	11	z	z	NOUN
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biht-436	397	13	.	.	PUNCT
biht-436	397	14	jørgensen	jørgensen	PROPN
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biht-436	397	16	,	,	PUNCT
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biht-436	397	18	ad	ad	NOUN
biht-436	397	19	,	,	PUNCT
biht-436	397	20	placido	placido	PROPN
biht-436	397	21	d	d	PROPN
biht-436	397	22	,	,	PUNCT
biht-436	397	23	hjaltelin	hjaltelin	PROPN
biht-436	397	24	jx	jx	PROPN
biht-436	397	25	,	,	PUNCT
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biht-436	397	31	healthcare	healthcare	PROPN
biht-436	397	32	data	datum	NOUN
biht-436	397	33	:	:	PUNCT
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biht-436	397	35	,	,	PUNCT
biht-436	397	36	key	key	ADJ
biht-436	397	37	results	result	NOUN
biht-436	397	38	,	,	PUNCT
biht-436	397	39	and	and	CCONJ
biht-436	397	40	future	future	ADJ
biht-436	397	41	perspectives	perspective	NOUN
biht-436	397	42	.	.	PUNCT
biht-436	398	1	annu	annu	PROPN
biht-436	398	2	rev	rev	AUX
biht-436	398	3	biomed	biome	VERB
biht-436	398	4	data	data	PROPN
biht-436	398	5	sci	sci	PROPN
biht-436	398	6	.	.	PUNCT
biht-436	399	1	2024;7(1):251–76	2024;7(1):251–76	NUM
biht-436	399	2	.	.	PUNCT
biht-436	400	1	https://doi.org/10.1146/annurev-biodatasci-110123-041001	https://doi.org/10.1146/annurev-biodatasci-110123-041001	PROPN
biht-436	400	2	22	22	NUM
biht-436	400	3	.	.	PUNCT
biht-436	401	1	anghel	anghel	PROPN
biht-436	401	2	i	i	PRON
biht-436	401	3	,	,	PUNCT
biht-436	401	4	cioara	cioara	PROPN
biht-436	401	5	t	t	PROPN
biht-436	401	6	,	,	PUNCT
biht-436	401	7	bevilacqua	bevilacqua	NOUN
biht-436	401	8	r	r	NOUN
biht-436	401	9	,	,	PUNCT
biht-436	401	10	barbarossa	barbarossa	PROPN
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biht-436	401	12	,	,	PUNCT
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biht-436	401	14	t	t	PROPN
biht-436	401	15	,	,	PUNCT
biht-436	401	16	hellman	hellman	PROPN
biht-436	401	17	r	r	PROPN
biht-436	401	18	,	,	PUNCT
biht-436	401	19	et	et	PROPN
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biht-436	401	21	.	.	PUNCT
biht-436	402	1	new	new	ADJ
biht-436	402	2	care	care	NOUN
biht-436	402	3	pathways	pathway	NOUN
biht-436	402	4	for	for	ADP
biht-436	402	5	supporting	support	VERB
biht-436	402	6	transitional	transitional	ADJ
biht-436	402	7	care	care	NOUN
biht-436	402	8	from	from	ADP
biht-436	402	9	hospitals	hospital	NOUN
biht-436	402	10	to	to	ADP
biht-436	402	11	home	home	NOUN
biht-436	402	12	using	use	VERB
biht-436	402	13	ai	ai	NOUN
biht-436	402	14	and	and	CCONJ
biht-436	402	15	personalized	personalize	VERB
biht-436	402	16	digital	digital	ADJ
biht-436	402	17	assistance	assistance	NOUN
biht-436	402	18	.	.	PUNCT
biht-436	403	1	sci	sci	PROPN
biht-436	403	2	rep	rep	PROPN
biht-436	403	3	.	.	PROPN
biht-436	403	4	2025;15(1):1–12	2025;15(1):1–12	NUM
biht-436	403	5	.	.	PUNCT
biht-436	404	1	https://doi.org/10.1038/	https://doi.org/10.1038/	PROPN
biht-436	404	2	s41598	s41598	PROPN
biht-436	404	3	-	-	PUNCT
biht-436	404	4	025	025	NUM
biht-436	404	5	-	-	PUNCT
biht-436	404	6	03332	03332	NUM
biht-436	404	7	-	-	PUNCT
biht-436	404	8	w	w	NOUN
biht-436	404	9	23	23	NUM
biht-436	404	10	.	.	PUNCT
biht-436	405	1	zhang	zhang	PROPN
biht-436	405	2	s	s	PROPN
biht-436	405	3	,	,	PUNCT
biht-436	405	4	strayer	strayer	PROPN
biht-436	405	5	n	n	CCONJ
biht-436	405	6	,	,	PUNCT
biht-436	405	7	vessels	vessels	PROPN
biht-436	405	8	t	t	PROPN
biht-436	405	9	,	,	PUNCT
biht-436	405	10	choi	choi	PROPN
biht-436	405	11	k	k	PROPN
biht-436	405	12	,	,	PUNCT
biht-436	405	13	wang	wang	PROPN
biht-436	405	14	gw	gw	PROPN
biht-436	405	15	,	,	PUNCT
biht-436	405	16	li	li	PROPN
biht-436	405	17	y	y	PROPN
biht-436	405	18	,	,	PUNCT
biht-436	405	19	et	et	PROPN
biht-436	405	20	al	al	PROPN
biht-436	405	21	.	.	PROPN
biht-436	405	22	phemime	phemime	PROPN
biht-436	405	23	:	:	PUNCT
biht-436	405	24	an	an	DET
biht-436	405	25	interactive	interactive	ADJ
biht-436	405	26	web	web	NOUN
biht-436	405	27	app	app	NOUN
biht-436	405	28	and	and	CCONJ
biht-436	405	29	knowledge	knowledge	NOUN
biht-436	405	30	base	base	NOUN
biht-436	405	31	for	for	ADP
biht-436	405	32	phenome	phenome	NOUN
biht-436	405	33	-	-	PUNCT
biht-436	405	34	wide	wide	ADJ
biht-436	405	35	,	,	PUNCT
biht-436	405	36	multi	multi	ADJ
biht-436	405	37	-	-	ADJ
biht-436	405	38	institutional	institutional	ADJ
biht-436	405	39	multimorbidity	multimorbidity	NOUN
biht-436	405	40	analysis	analysis	NOUN
biht-436	405	41	.	.	PUNCT
biht-436	406	1	j	j	PROPN
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biht-436	406	3	med	me	VERB
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biht-436	406	5	assoc	assoc	NOUN
biht-436	406	6	.	.	PUNCT
biht-436	407	1	2024;31(11):2440–6	2024;31(11):2440–6	NOUN
biht-436	407	2	.	.	PUNCT
biht-436	408	1	https://doi.org/10.1093/	https://doi.org/10.1093/	PROPN
biht-436	408	2	jamia	jamia	PROPN
biht-436	408	3	/	/	SYM
biht-436	408	4	ocae182	ocae182	PROPN
biht-436	408	5	24	24	NUM
biht-436	408	6	.	.	PUNCT
biht-436	409	1	gill	gill	PROPN
biht-436	409	2	sk	sk	ADP
biht-436	409	3	,	,	PUNCT
biht-436	409	4	karwath	karwath	NOUN
biht-436	409	5	a	a	PRON
biht-436	409	6	,	,	PUNCT
biht-436	409	7	uh	uh	INTJ
biht-436	409	8	hw	hw	INTJ
biht-436	409	9	,	,	PUNCT
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biht-436	409	11	vr	vr	PROPN
biht-436	409	12	,	,	PUNCT
biht-436	409	13	gu	gu	NOUN
biht-436	409	14	z	z	PROPN
biht-436	409	15	,	,	PUNCT
biht-436	409	16	barsky	barsky	ADJ
biht-436	409	17	a	a	PRON
biht-436	409	18	,	,	PUNCT
biht-436	409	19	et	et	PROPN
biht-436	409	20	al	al	PROPN
biht-436	409	21	.	.	PUNCT
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biht-436	409	26	clinical	clinical	ADJ
biht-436	409	27	value	value	NOUN
biht-436	409	28	across	across	ADP
biht-436	409	29	the	the	DET
biht-436	409	30	spectrum	spectrum	NOUN
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biht-436	409	34	.	.	PUNCT
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biht-436	410	4	2023;44(9):713–25	2023;44(9):713–25	PROPN
biht-436	410	5	.	.	PUNCT
biht-436	410	6	https://doi.org/10.1093/eurheartj/ehac758	https://doi.org/10.1093/eurheartj/ehac758	PROPN
biht-436	410	7	25	25	NUM
biht-436	410	8	.	.	PUNCT
biht-436	411	1	demiray	demiray	PROPN
biht-436	411	2	o	o	PROPN
biht-436	411	3	,	,	PUNCT
biht-436	411	4	gunes	gun	VERB
biht-436	411	5	ed	ed	NOUN
biht-436	411	6	,	,	PUNCT
biht-436	411	7	kulak	kulak	PROPN
biht-436	411	8	e	e	PROPN
biht-436	411	9	,	,	PUNCT
biht-436	411	10	dogan	dogan	PROPN
biht-436	411	11	e	e	PROPN
biht-436	411	12	,	,	PUNCT
biht-436	411	13	karaketir	karaketir	VERB
biht-436	411	14	sg	sg	PROPN
biht-436	411	15	,	,	PUNCT
biht-436	411	16	cifcili	cifcili	PROPN
biht-436	411	17	s	s	PROPN
biht-436	411	18	,	,	PUNCT
biht-436	411	19	et	et	PROPN
biht-436	411	20	al	al	PROPN
biht-436	411	21	.	.	PUNCT
biht-436	412	1	classification	classification	NOUN
biht-436	412	2	of	of	ADP
biht-436	412	3	patients	patient	NOUN
biht-436	412	4	with	with	ADP
biht-436	412	5	chronic	chronic	ADJ
biht-436	412	6	disease	disease	NOUN
biht-436	412	7	by	by	ADP
biht-436	412	8	activation	activation	NOUN
biht-436	412	9	level	level	NOUN
biht-436	412	10	using	use	VERB
biht-436	412	11	machine	machine	NOUN
biht-436	412	12	learning	learning	NOUN
biht-436	412	13	methods	method	NOUN
biht-436	412	14	.	.	PUNCT
biht-436	413	1	health	health	NOUN
biht-436	413	2	care	care	PROPN
biht-436	413	3	manag	manag	PROPN
biht-436	413	4	sci	sci	PROPN
biht-436	413	5	.	.	PUNCT
biht-436	414	1	2023;26(4):626–50	2023;26(4):626–50	NUM
biht-436	414	2	.	.	PUNCT
biht-436	415	1	https://doi.org/10.1007/	https://doi.org/10.1007/	PROPN
biht-436	415	2	s10729	s10729	PROPN
biht-436	415	3	-	-	PUNCT
biht-436	415	4	023	023	NUM
biht-436	415	5	-	-	PUNCT
biht-436	415	6	09653	09653	NUM
biht-436	415	7	-	-	SYM
biht-436	415	8	4	4	NUM
biht-436	415	9	26	26	NUM
biht-436	415	10	.	.	PUNCT
biht-436	416	1	damluji	damluji	PROPN
biht-436	416	2	aa	aa	PROPN
biht-436	416	3	,	,	PUNCT
biht-436	416	4	nanna	nanna	VERB
biht-436	416	5	mg	mg	PROPN
biht-436	416	6	,	,	PUNCT
biht-436	416	7	rymer	rymer	PROPN
biht-436	416	8	j	j	PROPN
biht-436	416	9	,	,	PUNCT
biht-436	416	10	kochar	kochar	PROPN
biht-436	416	11	a	a	X
biht-436	416	12	,	,	PUNCT
biht-436	416	13	lowenstern	lowenstern	PROPN
biht-436	416	14	a	a	NOUN
biht-436	416	15	,	,	PUNCT
biht-436	416	16	baron	baron	NOUN
biht-436	416	17	sj	sj	PROPN
biht-436	416	18	,	,	PUNCT
biht-436	416	19	et	et	PROPN
biht-436	416	20	al	al	PROPN
biht-436	416	21	.	.	PUNCT
biht-436	417	1	chronological	chronological	ADJ
biht-436	417	2	vs	vs	ADP
biht-436	417	3	biological	biological	ADJ
biht-436	417	4	age	age	NOUN
biht-436	417	5	in	in	ADP
biht-436	417	6	interventional	interventional	ADJ
biht-436	417	7	cardiology	cardiology	NOUN
biht-436	417	8	:	:	PUNCT
biht-436	417	9	a	a	DET
biht-436	417	10	comprehensive	comprehensive	ADJ
biht-436	417	11	approach	approach	NOUN
biht-436	417	12	to	to	PART
biht-436	417	13	care	care	VERB
biht-436	417	14	for	for	ADP
biht-436	417	15	older	old	ADJ
biht-436	417	16	adults	adult	NOUN
biht-436	417	17	:	:	PUNCT
biht-436	417	18	jacc	jacc	PROPN
biht-436	417	19	family	family	NOUN
biht-436	417	20	series	series	PROPN
biht-436	417	21	.	.	PUNCT
biht-436	418	1	jacc	jacc	PROPN
biht-436	418	2	cardiovasc	cardiovasc	PROPN
biht-436	418	3	interv	interv	VERB
biht-436	418	4	.	.	PUNCT
biht-436	419	1	2024;17(8):961–78	2024;17(8):961–78	X
biht-436	419	2	.	.	PUNCT
biht-436	420	1	https://doi.org/10.1016/j.jcin.2024.01.284	https://doi.org/10.1016/j.jcin.2024.01.284	PROPN
biht-436	420	2	27	27	NUM
biht-436	420	3	.	.	PUNCT
biht-436	421	1	sultana	sultana	PROPN
biht-436	421	2	n	n	CCONJ
biht-436	421	3	,	,	PUNCT
biht-436	421	4	saimon	saimon	ADJ
biht-436	421	5	si	si	PROPN
biht-436	421	6	,	,	PUNCT
biht-436	421	7	islam	islam	PROPN
biht-436	421	8	i	i	PROPN
biht-436	421	9	,	,	PUNCT
biht-436	421	10	abir	abir	PROPN
biht-436	421	11	si	si	PROPN
biht-436	421	12	,	,	PUNCT
biht-436	421	13	hossain	hossain	PROPN
biht-436	421	14	ms	ms	PROPN
biht-436	421	15	,	,	PUNCT
biht-436	421	16	ai	ai	VERB
biht-436	421	17	shiam	shiam	PROPN
biht-436	421	18	sa	sa	PROPN
biht-436	421	19	,	,	PUNCT
biht-436	421	20	et	et	PROPN
biht-436	421	21	al	al	PROPN
biht-436	421	22	.	.	PUNCT
biht-436	421	23	artificial	artificial	ADJ
biht-436	421	24	intelligence	intelligence	NOUN
biht-436	421	25	in	in	ADP
biht-436	421	26	multi	multi	ADJ
biht-436	421	27	-	-	ADJ
biht-436	421	28	disease	disease	ADJ
biht-436	421	29	medical	medical	ADJ
biht-436	421	30	diagnostics	diagnostic	NOUN
biht-436	421	31	:	:	PUNCT
biht-436	421	32	an	an	DET
biht-436	421	33	integrative	integrative	ADJ
biht-436	421	34	approach	approach	NOUN
biht-436	421	35	.	.	PUNCT
biht-436	422	1	j	j	PROPN
biht-436	422	2	computer	computer	NOUN
biht-436	422	3	sci	sci	PROPN
biht-436	422	4	technol	technol	NOUN
biht-436	422	5	stud	stud	NOUN
biht-436	422	6	.	.	PUNCT
biht-436	423	1	2025;7(1):157–75	2025;7(1):157–75	NUM
biht-436	423	2	.	.	PUNCT
biht-436	424	1	https://doi.org/10.32996/jcsts.2025.7.1.12	https://doi.org/10.32996/jcsts.2025.7.1.12	NOUN
biht-436	424	2	28	28	NUM
biht-436	424	3	.	.	PUNCT
biht-436	425	1	wang	wang	PROPN
biht-436	425	2	jh	jh	PROPN
biht-436	425	3	,	,	PUNCT
biht-436	425	4	soo	soo	PROPN
biht-436	425	5	goh	goh	PROPN
biht-436	425	6	jo	jo	PROPN
biht-436	425	7	,	,	PUNCT
biht-436	425	8	chang	chang	PROPN
biht-436	425	9	yl	yl	PROPN
biht-436	425	10	,	,	PUNCT
biht-436	425	11	chen	chen	PROPN
biht-436	425	12	sc	sc	PROPN
biht-436	425	13	,	,	PUNCT
biht-436	425	14	li	li	PROPN
biht-436	425	15	yy	yy	PROPN
biht-436	425	16	,	,	PUNCT
biht-436	425	17	yu	yu	PROPN
biht-436	425	18	yp	yp	PROPN
biht-436	425	19	,	,	PUNCT
biht-436	425	20	et	et	PROPN
biht-436	425	21	 	 	SPACE
biht-436	425	22	al	al	PROPN
biht-436	425	23	.	.	PROPN
biht-436	425	24	multimorbidity	multimorbidity	NOUN
biht-436	425	25	and	and	CCONJ
biht-436	425	26	regional	regional	ADJ
biht-436	425	27	volumes	volume	NOUN
biht-436	425	28	of	of	ADP
biht-436	425	29	the	the	DET
biht-436	425	30	default	default	NOUN
biht-436	425	31	mode	mode	NOUN
biht-436	425	32	network	network	NOUN
biht-436	425	33	in	in	ADP
biht-436	425	34	brain	brain	NOUN
biht-436	425	35	aging	aging	NOUN
biht-436	425	36	.	.	PUNCT
biht-436	426	1	gerontology	gerontology	NOUN
biht-436	426	2	.	.	PUNCT
biht-436	427	1	2022;68(5):488–97	2022;68(5):488–97	NUM
biht-436	427	2	.	.	PUNCT
biht-436	428	1	https://	https://	PROPN
biht-436	428	2	doi.org/10.1159/000517285	doi.org/10.1159/000517285	PROPN
biht-436	428	3	29	29	NUM
biht-436	428	4	.	.	PUNCT
biht-436	429	1	yao	yao	PROPN
biht-436	430	1	z	z	PROPN
biht-436	430	2	,	,	PUNCT
biht-436	430	3	liu	liu	PROPN
biht-436	430	4	b	b	PROPN
biht-436	430	5	,	,	PUNCT
biht-436	430	6	wang	wang	PROPN
biht-436	430	7	f	f	AUX
biht-436	430	8	,	,	PUNCT
biht-436	430	9	sow	sow	VERB
biht-436	430	10	d	d	PROPN
biht-436	430	11	,	,	PUNCT
biht-436	430	12	li	li	PROPN
biht-436	430	13	y.	y.	PROPN
biht-436	430	14	ontology	ontology	PROPN
biht-436	430	15	-	-	PUNCT
biht-436	430	16	aware	aware	ADJ
biht-436	430	17	prescription	prescription	NOUN
biht-436	430	18	recommendation	recommendation	NOUN
biht-436	430	19	in	in	ADP
biht-436	430	20	treatment	treatment	NOUN
biht-436	430	21	pathways	pathway	NOUN
biht-436	430	22	using	use	VERB
biht-436	430	23	multi	multi	ADJ
biht-436	430	24	-	-	ADJ
biht-436	430	25	evidence	evidence	ADJ
biht-436	430	26	healthcare	healthcare	PROPN
biht-436	430	27	data	data	PROPN
biht-436	430	28	.	.	PUNCT
biht-436	431	1	acm	acm	PROPN
biht-436	431	2	trans	trans	PROPN
biht-436	431	3	inf	inf	PROPN
biht-436	431	4	syst	syst	PROPN
biht-436	431	5	.	.	PUNCT
biht-436	432	1	2023;41(4):1–29	2023;41(4):1–29	NUM
biht-436	432	2	.	.	PUNCT
biht-436	433	1	30	30	NUM
biht-436	433	2	.	.	PUNCT
biht-436	434	1	zheng	zheng	PROPN
biht-436	434	2	y	y	PROPN
biht-436	434	3	,	,	PUNCT
biht-436	434	4	zhang	zhang	PROPN
biht-436	434	5	t	t	PROPN
biht-436	434	6	,	,	PUNCT
biht-436	434	7	yang	yang	PROPN
biht-436	434	8	s	s	PROPN
biht-436	434	9	,	,	PUNCT
biht-436	434	10	wang	wang	PROPN
biht-436	434	11	f	f	PROPN
biht-436	434	12	,	,	PUNCT
biht-436	434	13	zhang	zhang	PROPN
biht-436	434	14	l	l	PROPN
biht-436	434	15	,	,	PUNCT
biht-436	434	16	liu	liu	PROPN
biht-436	434	17	y.	y.	PROPN
biht-436	434	18	using	use	VERB
biht-436	434	19	machine	machine	NOUN
biht-436	434	20	learning	learn	VERB
biht-436	434	21	to	to	PART
biht-436	434	22	predict	predict	VERB
biht-436	434	23	the	the	DET
biht-436	434	24	probability	probability	NOUN
biht-436	434	25	of	of	ADP
biht-436	434	26	incident	incident	NOUN
biht-436	434	27	2	2	NUM
biht-436	434	28	-	-	PUNCT
biht-436	434	29	year	year	NOUN
biht-436	434	30	depression	depression	NOUN
biht-436	434	31	in	in	ADP
biht-436	434	32	older	old	ADJ
biht-436	434	33	adults	adult	NOUN
biht-436	434	34	with	with	ADP
biht-436	434	35	chronic	chronic	ADJ
biht-436	434	36	diseases	disease	NOUN
biht-436	434	37	:	:	PUNCT
biht-436	434	38	a	a	DET
biht-436	434	39	retrospective	retrospective	ADJ
biht-436	434	40	cohort	cohort	NOUN
biht-436	434	41	study	study	NOUN
biht-436	434	42	.	.	PUNCT
biht-436	435	1	bmc	bmc	PROPN
biht-436	435	2	psychiatry	psychiatry	NOUN
biht-436	435	3	.	.	PUNCT
biht-436	436	1	2024;24(1):1–11	2024;24(1):1–11	NUM
biht-436	436	2	.	.	PUNCT
biht-436	437	1	https://doi	https://doi	NOUN
biht-436	437	2	.	.	PUNCT
biht-436	437	3	org/10.1186	org/10.1186	PROPN
biht-436	437	4	/	/	SYM
biht-436	437	5	s12888	s12888	NOUN
biht-436	437	6	-	-	PUNCT
biht-436	437	7	024	024	NUM
biht-436	437	8	-	-	PUNCT
biht-436	437	9	06299	06299	NUM
biht-436	437	10	-	-	SYM
biht-436	437	11	6	6	NUM
biht-436	437	12	31	31	NUM
biht-436	437	13	.	.	PUNCT
biht-436	438	1	omuya	omuya	PROPN
biht-436	438	2	h	h	PROPN
biht-436	438	3	,	,	PUNCT
biht-436	438	4	nickel	nickel	NOUN
biht-436	438	5	c	c	NOUN
biht-436	438	6	,	,	PUNCT
biht-436	438	7	wilson	wilson	PROPN
biht-436	438	8	p	p	PROPN
biht-436	438	9	,	,	PUNCT
biht-436	438	10	chewning	chewning	PROPN
biht-436	438	11	b.	b.	PROPN
biht-436	439	1	a	a	DET
biht-436	439	2	systematic	systematic	ADJ
biht-436	439	3	review	review	NOUN
biht-436	439	4	of	of	ADP
biht-436	439	5	randomised	randomise	VERB
biht-436	439	6	-	-	PUNCT
biht-436	439	7	controlled	control	VERB
biht-436	439	8	trials	trial	NOUN
biht-436	439	9	on	on	ADP
biht-436	439	10	deprescribing	deprescribe	VERB
biht-436	439	11	outcomes	outcome	NOUN
biht-436	439	12	in	in	ADP
biht-436	439	13	older	old	ADJ
biht-436	439	14	adults	adult	NOUN
biht-436	439	15	with	with	ADP
biht-436	439	16	polypharmacy	polypharmacy	NOUN
biht-436	439	17	.	.	PUNCT
biht-436	440	1	int	int	PROPN
biht-436	440	2	j	j	PROPN
biht-436	440	3	pharm	pharm	PROPN
biht-436	440	4	pract	pract	PROPN
biht-436	440	5	.	.	PUNCT
biht-436	441	1	2023;31(4	2023;31(4	NUM
biht-436	441	2	):	):	PUNCT
biht-436	441	3	349–68	349–68	NOUN
biht-436	441	4	.	.	PUNCT
biht-436	441	5	https://doi.org/10.1093/ijpp/riad025	https://doi.org/10.1093/ijpp/riad025	ADV
biht-436	441	6	32	32	NUM
biht-436	441	7	.	.	PUNCT
biht-436	441	8	bressler	bressler	PROPN
biht-436	441	9	t	t	PROPN
biht-436	441	10	,	,	PUNCT
biht-436	441	11	song	song	PROPN
biht-436	441	12	j	j	PROPN
biht-436	441	13	,	,	PUNCT
biht-436	441	14	kamalumpundi	kamalumpundi	NOUN
biht-436	441	15	v	v	NOUN
biht-436	441	16	,	,	PUNCT
biht-436	441	17	chae	chae	PROPN
biht-436	441	18	s	s	PROPN
biht-436	441	19	,	,	PUNCT
biht-436	441	20	song	song	ADJ
biht-436	441	21	h	h	NOUN
biht-436	441	22	,	,	PUNCT
biht-436	441	23	tark	tark	PROPN
biht-436	441	24	a.	a.	NOUN
biht-436	441	25	leveraging	leverage	VERB
biht-436	441	26	artificial	artificial	ADJ
biht-436	441	27	intelligence	intelligence	NOUN
biht-436	441	28	/	/	SYM
biht-436	441	29	machine	machine	NOUN
biht-436	441	30	learning	learning	NOUN
biht-436	441	31	models	model	NOUN
biht-436	441	32	to	to	PART
biht-436	441	33	identify	identify	VERB
biht-436	441	34	potential	potential	ADJ
biht-436	441	35	palliative	palliative	ADJ
biht-436	441	36	care	care	NOUN
biht-436	441	37	beneficiaries	beneficiary	NOUN
biht-436	441	38	:	:	PUNCT
biht-436	441	39	a	a	DET
biht-436	441	40	systematic	systematic	ADJ
biht-436	441	41	review	review	NOUN
biht-436	441	42	.	.	PUNCT
biht-436	442	1	j	j	PROPN
biht-436	442	2	gerontol	gerontol	PROPN
biht-436	442	3	nurs	nur	VERB
biht-436	442	4	.	.	PUNCT
biht-436	443	1	2025;51(1):7–14	2025;51(1):7–14	NUM
biht-436	443	2	.	.	PUNCT
biht-436	444	1	https://doi	https://doi	X
biht-436	444	2	.	.	PUNCT
biht-436	445	1	org/10.3928/00989134	org/10.3928/00989134	PROPN
biht-436	445	2	-	-	PUNCT
biht-436	445	3	20241210	20241210	NUM
biht-436	445	4	-	-	SYM
biht-436	445	5	01	01	NUM
biht-436	445	6	33	33	NUM
biht-436	445	7	.	.	PUNCT
biht-436	446	1	van	van	PROPN
biht-436	446	2	heerden	heerden	PROPN
biht-436	446	3	pv	pv	INTJ
biht-436	446	4	,	,	PUNCT
biht-436	446	5	beil	beil	NOUN
biht-436	446	6	m	m	PROPN
biht-436	446	7	,	,	PUNCT
biht-436	446	8	guidet	guidet	NOUN
biht-436	446	9	b	b	PROPN
biht-436	446	10	,	,	PUNCT
biht-436	446	11	sviri	sviri	PROPN
biht-436	446	12	s	s	PROPN
biht-436	446	13	,	,	PUNCT
biht-436	446	14	jung	jung	PROPN
biht-436	446	15	c	c	PROPN
biht-436	446	16	,	,	PUNCT
biht-436	446	17	de	de	X
biht-436	446	18	lange	lange	PROPN
biht-436	446	19	d	d	PROPN
biht-436	446	20	,	,	PUNCT
biht-436	446	21	et	et	PROPN
biht-436	446	22	al	al	PROPN
biht-436	446	23	.	.	PUNCT
biht-436	447	1	a	a	DET
biht-436	447	2	new	new	ADJ
biht-436	447	3	multi	multi	ADJ
biht-436	447	4	-	-	ADJ
biht-436	447	5	national	national	ADJ
biht-436	447	6	network	network	NOUN
biht-436	447	7	studying	study	VERB
biht-436	447	8	very	very	ADV
biht-436	447	9	old	old	ADJ
biht-436	447	10	intensive	intensive	ADJ
biht-436	447	11	care	care	NOUN
biht-436	447	12	patients	patient	NOUN
biht-436	447	13	(	(	PUNCT
biht-436	447	14	vips	vip	NOUN
biht-436	447	15	)	)	PUNCT
biht-436	447	16	.	.	PUNCT
biht-436	448	1	anaesthesiol	anaesthesiol	PROPN
biht-436	448	2	intensive	intensive	ADJ
biht-436	448	3	ther	ther	ADV
biht-436	448	4	.	.	PUNCT
biht-436	449	1	2021;53(4):290–5	2021;53(4):290–5	NUM
biht-436	449	2	.	.	PUNCT
biht-436	450	1	https://doi.org/10.5114/ait.2021.108084	https://doi.org/10.5114/ait.2021.108084	VERB
biht-436	450	2	34	34	NUM
biht-436	450	3	.	.	PUNCT
biht-436	451	1	karatas	karatas	PROPN
biht-436	451	2	m	m	PROPN
biht-436	451	3	,	,	PUNCT
biht-436	451	4	zare	zare	PROPN
biht-436	451	5	z	z	PROPN
biht-436	451	6	,	,	PUNCT
biht-436	451	7	zheng	zheng	PROPN
biht-436	451	8	yj	yj	PROPN
biht-436	451	9	.	.	PROPN
biht-436	452	1	transforming	transform	VERB
biht-436	452	2	preventive	preventive	ADJ
biht-436	452	3	healthcare	healthcare	NOUN
biht-436	452	4	with	with	ADP
biht-436	452	5	machine	machine	NOUN
biht-436	452	6	learning	learning	NOUN
biht-436	452	7	technologies	technology	NOUN
biht-436	452	8	.	.	PUNCT
biht-436	453	1	j	j	PROPN
biht-436	453	2	oper	oper	PROPN
biht-436	453	3	intell	intell	PROPN
biht-436	453	4	.	.	PUNCT
biht-436	454	1	2025;3(1	2025;3(1	NUM
biht-436	454	2	):	):	PUNCT
biht-436	454	3	109–25	109–25	NUM
biht-436	454	4	.	.	PUNCT
biht-436	455	1	https://doi.org/10.31181/jopi31202538	https://doi.org/10.31181/jopi31202538	NOUN
biht-436	455	2	35	35	NUM
biht-436	455	3	.	.	PUNCT
biht-436	456	1	tenepalli	tenepalli	PROPN
biht-436	456	2	d	d	PROPN
biht-436	456	3	,	,	PUNCT
biht-436	456	4	navamani	navamani	PROPN
biht-436	456	5	tm	tm	PROPN
biht-436	456	6	.	.	PROPN
biht-436	457	1	a	a	DET
biht-436	457	2	systematic	systematic	ADJ
biht-436	457	3	review	review	NOUN
biht-436	457	4	on	on	ADP
biht-436	457	5	iot	iot	NOUN
biht-436	457	6	and	and	CCONJ
biht-436	457	7	machine	machine	NOUN
biht-436	457	8	learning	learn	VERB
biht-436	457	9	algorithms	algorithm	NOUN
biht-436	457	10	in	in	ADP
biht-436	457	11	e	e	NOUN
biht-436	457	12	-	-	NOUN
biht-436	457	13	healthcare	healthcare	NOUN
biht-436	457	14	.	.	PUNCT
biht-436	458	1	int	int	PROPN
biht-436	458	2	j	j	PROPN
biht-436	458	3	comput	comput	PROPN
biht-436	458	4	digit	digit	NOUN
biht-436	458	5	syst	syst	NOUN
biht-436	458	6	.	.	PUNCT
biht-436	459	1	2024;16(1):279–94	2024;16(1):279–94	NUM
biht-436	459	2	.	.	PUNCT
biht-436	460	1	https://doi.org/10.12785/ijcds/160122	https://doi.org/10.12785/ijcds/160122	PROPN
biht-436	460	2	copyright	copyright	PROPN
biht-436	460	3	ownership	ownership	NOUN
biht-436	460	4	:	:	PUNCT
biht-436	460	5	this	this	PRON
biht-436	460	6	is	be	AUX
biht-436	460	7	an	an	DET
biht-436	460	8	open	open	ADJ
biht-436	460	9	-	-	PUNCT
biht-436	460	10	access	access	NOUN
biht-436	460	11	article	article	NOUN
biht-436	460	12	distributed	distribute	VERB
biht-436	460	13	in	in	ADP
biht-436	460	14	accordance	accordance	NOUN
biht-436	460	15	with	with	ADP
biht-436	460	16	the	the	DET
biht-436	460	17	creative	creative	ADJ
biht-436	460	18	commons	common	NOUN
biht-436	460	19	attribution	attribution	NOUN
biht-436	460	20	non	non	ADJ
biht-436	460	21	-	-	ADJ
biht-436	460	22	commercial	commercial	ADJ
biht-436	460	23	(	(	PUNCT
biht-436	460	24	cc	cc	NOUN
biht-436	460	25	by	by	ADP
biht-436	460	26	-	-	PUNCT
biht-436	460	27	nc	nc	PROPN
biht-436	460	28	4.0	4.0	NUM
biht-436	460	29	)	)	PUNCT
biht-436	460	30	license	license	NOUN
biht-436	460	31	,	,	PUNCT
biht-436	460	32	which	which	PRON
biht-436	460	33	permits	permit	VERB
biht-436	460	34	others	other	NOUN
biht-436	460	35	to	to	PART
biht-436	460	36	distribute	distribute	VERB
biht-436	460	37	,	,	PUNCT
biht-436	460	38	adapt	adapt	VERB
biht-436	460	39	,	,	PUNCT
biht-436	460	40	enhance	enhance	VERB
biht-436	460	41	this	this	DET
biht-436	460	42	work	work	NOUN
biht-436	460	43	non	non	ADJ
biht-436	460	44	-	-	ADJ
biht-436	460	45	commercially	commercially	ADV
biht-436	460	46	,	,	PUNCT
biht-436	460	47	and	and	CCONJ
biht-436	460	48	license	license	VERB
biht-436	460	49	their	their	PRON
biht-436	460	50	derivative	derivative	ADJ
biht-436	460	51	works	work	NOUN
biht-436	460	52	on	on	ADP
biht-436	460	53	different	different	ADJ
biht-436	460	54	terms	term	NOUN
biht-436	460	55	,	,	PUNCT
biht-436	460	56	provided	provide	VERB
biht-436	460	57	the	the	DET
biht-436	460	58	original	original	ADJ
biht-436	460	59	work	work	NOUN
biht-436	460	60	is	be	AUX
biht-436	460	61	properly	properly	ADV
biht-436	460	62	cited	cite	VERB
biht-436	460	63	and	and	CCONJ
biht-436	460	64	the	the	DET
biht-436	460	65	use	use	NOUN
biht-436	460	66	is	be	AUX
biht-436	460	67	non	non	ADJ
biht-436	460	68	-	-	ADJ
biht-436	460	69	commercial	commercial	ADJ
biht-436	460	70	.	.	PUNCT
biht-436	461	1	see	see	VERB
biht-436	461	2	http://creativecommons.org/licenses/by-nc/4.0	http://creativecommons.org/licenses/by-nc/4.0	PROPN
biht-436	461	3	.	.	PUNCT
biht-436	462	1	the	the	DET
biht-436	462	2	authors	author	NOUN
biht-436	462	3	of	of	ADP
biht-436	462	4	this	this	DET
biht-436	462	5	article	article	NOUN
biht-436	462	6	own	own	VERB
biht-436	462	7	the	the	DET
biht-436	462	8	copyright	copyright	NOUN
biht-436	462	9	.	.	PUNCT
biht-436	463	1	https://doi.org/10.30953/bhty.v8.436	https://doi.org/10.30953/bhty.v8.436	NOUN
biht-436	463	2	https://doi.org/10.1038/s41591-024-03164-7	https://doi.org/10.1038/s41591-024-03164-7	NUM
biht-436	463	3	https://doi.org/10.1038/s41591-024-03164-7	https://doi.org/10.1038/s41591-024-03164-7	NUM
biht-436	464	1	https://doi.org/10.1038/s43587-021-00082-y	https://doi.org/10.1038/s43587-021-00082-y	PROPN
biht-436	464	2	https://doi.org/10.1145/3696111	https://doi.org/10.1145/3696111	PROPN
biht-436	465	1	https://doi.org/10.1007/s10916-025-02140-z	https://doi.org/10.1007/s10916-025-02140-z	PROPN
biht-436	465	2	https://doi.org/10.1007/s10916-025-02140-z	https://doi.org/10.1007/s10916-025-02140-z	PROPN
biht-436	465	3	https://doi.org/10.1146/annurev-biodatasci-110123-041001	https://doi.org/10.1146/annurev-biodatasci-110123-041001	PROPN
biht-436	466	1	https://doi.org/10.1038/s41598-025-03332-w	https://doi.org/10.1038/s41598-025-03332-w	PROPN
biht-436	466	2	https://doi.org/10.1038/s41598-025-03332-w	https://doi.org/10.1038/s41598-025-03332-w	PROPN
biht-436	466	3	https://doi.org/10.1093/jamia/ocae182	https://doi.org/10.1093/jamia/ocae182	PROPN
biht-436	466	4	https://doi.org/10.1093/jamia/ocae182	https://doi.org/10.1093/jamia/ocae182	PROPN
biht-436	466	5	https://doi.org/10.1093/eurheartj/ehac758	https://doi.org/10.1093/eurheartj/ehac758	PROPN
biht-436	466	6	https://doi.org/10.1007/s10729-023-09653-4	https://doi.org/10.1007/s10729-023-09653-4	PROPN
biht-436	466	7	https://doi.org/10.1007/s10729-023-09653-4	https://doi.org/10.1007/s10729-023-09653-4	NUM
biht-436	466	8	https://doi.org/10.1016/j.jcin.2024.01.284	https://doi.org/10.1016/j.jcin.2024.01.284	PROPN
biht-436	466	9	https://doi.org/10.32996/jcsts.2025.7.1.12	https://doi.org/10.32996/jcsts.2025.7.1.12	PROPN
biht-436	466	10	https://doi.org/10.1159/000517285	https://doi.org/10.1159/000517285	PROPN
biht-436	466	11	https://doi.org/10.1159/000517285	https://doi.org/10.1159/000517285	NOUN
biht-436	466	12	https://doi.org/10.1186/s12888-024-06299-6	https://doi.org/10.1186/s12888-024-06299-6	NUM
biht-436	466	13	https://doi.org/10.1186/s12888-024-06299-6	https://doi.org/10.1186/s12888-024-06299-6	NUM
biht-436	466	14	https://doi.org/10.1093/ijpp/riad025	https://doi.org/10.1093/ijpp/riad025	ADV
biht-436	466	15	https://doi.org/10.3928/00989134-20241210-01	https://doi.org/10.3928/00989134-20241210-01	NUM
biht-436	466	16	https://doi.org/10.3928/00989134-20241210-01	https://doi.org/10.3928/00989134-20241210-01	NUM
biht-436	466	17	https://doi.org/10.5114/ait.2021.108084	https://doi.org/10.5114/ait.2021.108084	NOUN
biht-436	466	18	https://doi.org/10.31181/jopi31202538	https://doi.org/10.31181/jopi31202538	NOUN
biht-436	466	19	https://doi.org/10.12785/ijcds/160122	https://doi.org/10.12785/ijcds/160122	X
biht-436	467	1	http://creativecommons.org/licenses/by-nc/4.0	http://creativecommons.org/licenses/by-nc/4.0	X
biht-436	467	2	http://creativecommons.org/licenses/by-nc/4.0	http://creativecommons.org/licenses/by-nc/4.0	X