id	sid	tid	token	lemma	pos
fcis-30523	1	1	frontiers	frontier	NOUN
fcis-30523	1	2	in	in	ADP
fcis-30523	1	3	computing	computing	NOUN
fcis-30523	1	4	and	and	CCONJ
fcis-30523	1	5	intelligent	intelligent	ADJ
fcis-30523	1	6	systems	system	NOUN
fcis-30523	1	7	issn	issn	VERB
fcis-30523	1	8	:	:	PUNCT
fcis-30523	1	9	2832	2832	NUM
fcis-30523	1	10	-	-	SYM
fcis-30523	1	11	6024	6024	NUM
fcis-30523	1	12	|	|	NOUN
fcis-30523	1	13	vol	vol	NOUN
fcis-30523	1	14	.	.	PROPN
fcis-30523	2	1	12	12	NUM
fcis-30523	2	2	,	,	PUNCT
fcis-30523	2	3	no	no	INTJ
fcis-30523	2	4	.	.	NOUN
fcis-30523	2	5	1	1	NUM
fcis-30523	2	6	,	,	PUNCT
fcis-30523	2	7	2025	2025	NUM
fcis-30523	2	8	79	79	NUM
fcis-30523	2	9	leveraging	leverage	VERB
fcis-30523	2	10	big	big	ADJ
fcis-30523	2	11	data	datum	NOUN
fcis-30523	2	12	and	and	CCONJ
fcis-30523	2	13	ai	ai	VERB
fcis-30523	2	14	for	for	ADP
fcis-30523	2	15	personalized	personalize	VERB
fcis-30523	2	16	healthcare	healthcare	NOUN
fcis-30523	2	17	solutions	solution	NOUN
fcis-30523	2	18	in	in	ADP
fcis-30523	2	19	smart	smart	ADJ
fcis-30523	2	20	cities	city	NOUN
fcis-30523	2	21	haohong	haohong	PROPN
fcis-30523	2	22	zheng	zheng	PROPN
fcis-30523	2	23	*	*	PUNCT
fcis-30523	2	24	beijing	beijing	PROPN
fcis-30523	2	25	institute	institute	PROPN
fcis-30523	2	26	of	of	ADP
fcis-30523	2	27	technology	technology	PROPN
fcis-30523	2	28	,	,	PUNCT
fcis-30523	2	29	beijing	beijing	PROPN
fcis-30523	2	30	,	,	PUNCT
fcis-30523	2	31	china	china	PROPN
fcis-30523	2	32	*	*	PUNCT
fcis-30523	2	33	corresponding	correspond	VERB
fcis-30523	2	34	author	author	NOUN
fcis-30523	2	35	email	email	NOUN
fcis-30523	2	36	:	:	PUNCT
fcis-30523	2	37	zhh13672726168@qq.com	zhh13672726168@qq.com	PROPN
fcis-30523	2	38	abstract	abstract	NOUN
fcis-30523	2	39	:	:	PUNCT
fcis-30523	3	1	the	the	DET
fcis-30523	3	2	emergence	emergence	NOUN
fcis-30523	3	3	of	of	ADP
fcis-30523	3	4	smart	smart	ADJ
fcis-30523	3	5	cities	city	NOUN
fcis-30523	3	6	brings	bring	VERB
fcis-30523	3	7	with	with	ADP
fcis-30523	3	8	it	it	PRON
fcis-30523	3	9	new	new	ADJ
fcis-30523	3	10	challenges	challenge	NOUN
fcis-30523	3	11	and	and	CCONJ
fcis-30523	3	12	opportunities	opportunity	NOUN
fcis-30523	3	13	regarding	regard	VERB
fcis-30523	3	14	personalized	personalize	VERB
fcis-30523	3	15	healthcare	healthcare	NOUN
fcis-30523	3	16	services	service	NOUN
fcis-30523	3	17	.	.	PUNCT
fcis-30523	4	1	the	the	DET
fcis-30523	4	2	prevalence	prevalence	NOUN
fcis-30523	4	3	of	of	ADP
fcis-30523	4	4	chronic	chronic	ADJ
fcis-30523	4	5	diseases	disease	NOUN
fcis-30523	4	6	,	,	PUNCT
fcis-30523	4	7	an	an	DET
fcis-30523	4	8	aging	age	VERB
fcis-30523	4	9	population	population	NOUN
fcis-30523	4	10	,	,	PUNCT
fcis-30523	4	11	and	and	CCONJ
fcis-30523	4	12	a	a	DET
fcis-30523	4	13	rising	rise	VERB
fcis-30523	4	14	need	need	NOUN
fcis-30523	4	15	for	for	ADP
fcis-30523	4	16	efficient	efficient	ADJ
fcis-30523	4	17	health	health	NOUN
fcis-30523	4	18	management	management	NOUN
fcis-30523	4	19	have	have	AUX
fcis-30523	4	20	put	put	VERB
fcis-30523	4	21	additional	additional	ADJ
fcis-30523	4	22	demands	demand	NOUN
fcis-30523	4	23	on	on	ADP
fcis-30523	4	24	healthcare	healthcare	NOUN
fcis-30523	4	25	to	to	PART
fcis-30523	4	26	seek	seek	VERB
fcis-30523	4	27	innovative	innovative	ADJ
fcis-30523	4	28	solutions	solution	NOUN
fcis-30523	4	29	.	.	PUNCT
fcis-30523	5	1	this	this	DET
fcis-30523	5	2	study	study	NOUN
fcis-30523	5	3	discusses	discuss	VERB
fcis-30523	5	4	big	big	ADJ
fcis-30523	5	5	data	datum	NOUN
fcis-30523	5	6	and	and	CCONJ
fcis-30523	5	7	ai	ai	VERB
fcis-30523	5	8	integration	integration	NOUN
fcis-30523	5	9	to	to	PART
fcis-30523	5	10	provide	provide	VERB
fcis-30523	5	11	personalized	personalized	ADJ
fcis-30523	5	12	healthcare	healthcare	NOUN
fcis-30523	5	13	services	service	NOUN
fcis-30523	5	14	in	in	ADP
fcis-30523	5	15	smart	smart	ADJ
fcis-30523	5	16	cities	city	NOUN
fcis-30523	5	17	.	.	PUNCT
fcis-30523	6	1	a	a	DET
fcis-30523	6	2	quantitative	quantitative	ADJ
fcis-30523	6	3	research	research	NOUN
fcis-30523	6	4	approach	approach	NOUN
fcis-30523	6	5	was	be	AUX
fcis-30523	6	6	implemented	implement	VERB
fcis-30523	6	7	based	base	VERB
fcis-30523	6	8	on	on	ADP
fcis-30523	6	9	data	datum	NOUN
fcis-30523	6	10	from	from	ADP
fcis-30523	6	11	wearable	wearable	ADJ
fcis-30523	6	12	devices	device	NOUN
fcis-30523	6	13	,	,	PUNCT
fcis-30523	6	14	environmental	environmental	ADJ
fcis-30523	6	15	sensors	sensor	NOUN
fcis-30523	6	16	,	,	PUNCT
fcis-30523	6	17	and	and	CCONJ
fcis-30523	6	18	healthcare	healthcare	NOUN
fcis-30523	6	19	records	record	NOUN
fcis-30523	6	20	.	.	PUNCT
fcis-30523	7	1	health	health	NOUN
fcis-30523	7	2	data	data	PROPN
fcis-30523	7	3	analytics	analytic	NOUN
fcis-30523	7	4	utilized	utilize	VERB
fcis-30523	7	5	machine	machine	NOUN
fcis-30523	7	6	learning	learn	VERB
fcis-30523	7	7	algorithms	algorithm	NOUN
fcis-30523	7	8	,	,	PUNCT
fcis-30523	7	9	including	include	VERB
fcis-30523	7	10	decision	decision	NOUN
fcis-30523	7	11	trees	tree	NOUN
fcis-30523	7	12	and	and	CCONJ
fcis-30523	7	13	neural	neural	ADJ
fcis-30523	7	14	networks	network	NOUN
fcis-30523	7	15	,	,	PUNCT
fcis-30523	7	16	to	to	PART
fcis-30523	7	17	construct	construct	VERB
fcis-30523	7	18	predictive	predictive	ADJ
fcis-30523	7	19	models	model	NOUN
fcis-30523	7	20	in	in	ADP
fcis-30523	7	21	the	the	DET
fcis-30523	7	22	management	management	NOUN
fcis-30523	7	23	of	of	ADP
fcis-30523	7	24	chronic	chronic	ADJ
fcis-30523	7	25	diseases	disease	NOUN
fcis-30523	7	26	and	and	CCONJ
fcis-30523	7	27	early	early	ADJ
fcis-30523	7	28	warning	warning	NOUN
fcis-30523	7	29	systems	system	NOUN
fcis-30523	7	30	.	.	PUNCT
fcis-30523	8	1	preprocessing	preprocessing	NOUN
fcis-30523	8	2	and	and	CCONJ
fcis-30523	8	3	analysis	analysis	NOUN
fcis-30523	8	4	of	of	ADP
fcis-30523	8	5	data	datum	NOUN
fcis-30523	8	6	were	be	AUX
fcis-30523	8	7	done	do	VERB
fcis-30523	8	8	using	use	VERB
fcis-30523	8	9	python	python	NOUN
fcis-30523	8	10	,	,	PUNCT
fcis-30523	8	11	r	r	NOUN
fcis-30523	8	12	,	,	PUNCT
fcis-30523	8	13	and	and	CCONJ
fcis-30523	8	14	hadoop	hadoop	NOUN
fcis-30523	8	15	to	to	PART
fcis-30523	8	16	ensure	ensure	VERB
fcis-30523	8	17	accuracy	accuracy	NOUN
fcis-30523	8	18	and	and	CCONJ
fcis-30523	8	19	scalability	scalability	NOUN
fcis-30523	8	20	.	.	PUNCT
fcis-30523	9	1	the	the	DET
fcis-30523	9	2	ai	ai	PROPN
fcis-30523	9	3	models	model	NOUN
fcis-30523	9	4	achieved	achieve	VERB
fcis-30523	9	5	an	an	DET
fcis-30523	9	6	accuracy	accuracy	NOUN
fcis-30523	9	7	of	of	ADP
fcis-30523	9	8	85	85	NUM
fcis-30523	9	9	%	%	NOUN
fcis-30523	9	10	in	in	ADP
fcis-30523	9	11	the	the	DET
fcis-30523	9	12	identification	identification	NOUN
fcis-30523	9	13	of	of	ADP
fcis-30523	9	14	early	early	ADJ
fcis-30523	9	15	symptoms	symptom	NOUN
fcis-30523	9	16	of	of	ADP
fcis-30523	9	17	chronic	chronic	ADJ
fcis-30523	9	18	diseases	disease	NOUN
fcis-30523	9	19	like	like	ADP
fcis-30523	9	20	diabetes	diabetes	NOUN
fcis-30523	9	21	and	and	CCONJ
fcis-30523	9	22	cardiovascular	cardiovascular	ADJ
fcis-30523	9	23	conditions	condition	NOUN
fcis-30523	9	24	.	.	PUNCT
fcis-30523	10	1	a	a	DET
fcis-30523	10	2	20	20	NUM
fcis-30523	10	3	%	%	NOUN
fcis-30523	10	4	increase	increase	NOUN
fcis-30523	10	5	in	in	ADP
fcis-30523	10	6	citizen	citizen	NOUN
fcis-30523	10	7	satisfaction	satisfaction	NOUN
fcis-30523	10	8	concerning	concern	VERB
fcis-30523	10	9	healthcare	healthcare	NOUN
fcis-30523	10	10	services	service	NOUN
fcis-30523	10	11	was	be	AUX
fcis-30523	10	12	noticed	notice	VERB
fcis-30523	10	13	in	in	ADP
fcis-30523	10	14	those	those	DET
fcis-30523	10	15	regions	region	NOUN
fcis-30523	10	16	that	that	PRON
fcis-30523	10	17	implemented	implement	VERB
fcis-30523	10	18	this	this	DET
fcis-30523	10	19	model	model	NOUN
fcis-30523	10	20	of	of	ADP
fcis-30523	10	21	ai	ai	NOUN
fcis-30523	10	22	-	-	PUNCT
fcis-30523	10	23	driven	drive	VERB
fcis-30523	10	24	health	health	NOUN
fcis-30523	10	25	management	management	NOUN
fcis-30523	10	26	.	.	PUNCT
fcis-30523	11	1	besides	besides	SCONJ
fcis-30523	11	2	this	this	PRON
fcis-30523	11	3	,	,	PUNCT
fcis-30523	11	4	proactive	proactive	ADJ
fcis-30523	11	5	alerts	alert	NOUN
fcis-30523	11	6	generated	generate	VERB
fcis-30523	11	7	by	by	ADP
fcis-30523	11	8	the	the	DET
fcis-30523	11	9	model	model	NOUN
fcis-30523	11	10	resulted	result	VERB
fcis-30523	11	11	in	in	ADP
fcis-30523	11	12	a	a	DET
fcis-30523	11	13	measurable	measurable	ADJ
fcis-30523	11	14	decrease	decrease	NOUN
fcis-30523	11	15	in	in	ADP
fcis-30523	11	16	the	the	DET
fcis-30523	11	17	rate	rate	NOUN
fcis-30523	11	18	of	of	ADP
fcis-30523	11	19	progression	progression	NOUN
fcis-30523	11	20	of	of	ADP
fcis-30523	11	21	diseases	disease	NOUN
fcis-30523	11	22	,	,	PUNCT
fcis-30523	11	23	particularly	particularly	ADV
fcis-30523	11	24	in	in	ADP
fcis-30523	11	25	elderly	elderly	ADJ
fcis-30523	11	26	populations	population	NOUN
fcis-30523	11	27	.	.	PUNCT
fcis-30523	12	1	the	the	DET
fcis-30523	12	2	results	result	NOUN
fcis-30523	12	3	prove	prove	VERB
fcis-30523	12	4	that	that	SCONJ
fcis-30523	12	5	ai	ai	VERB
fcis-30523	12	6	can	can	AUX
fcis-30523	12	7	bring	bring	VERB
fcis-30523	12	8	transformational	transformational	ADJ
fcis-30523	12	9	changes	change	NOUN
fcis-30523	12	10	to	to	ADP
fcis-30523	12	11	personalized	personalized	ADJ
fcis-30523	12	12	healthcare	healthcare	NOUN
fcis-30523	12	13	in	in	ADP
fcis-30523	12	14	smart	smart	ADJ
fcis-30523	12	15	cities	city	NOUN
fcis-30523	12	16	,	,	PUNCT
fcis-30523	12	17	in	in	ADP
fcis-30523	12	18	line	line	NOUN
fcis-30523	12	19	with	with	ADP
fcis-30523	12	20	global	global	ADJ
fcis-30523	12	21	research	research	NOUN
fcis-30523	12	22	trends	trend	NOUN
fcis-30523	12	23	.	.	PUNCT
fcis-30523	13	1	these	these	DET
fcis-30523	13	2	findings	finding	NOUN
fcis-30523	13	3	are	be	AUX
fcis-30523	13	4	academically	academically	ADV
fcis-30523	13	5	significant	significant	ADJ
fcis-30523	13	6	in	in	ADP
fcis-30523	13	7	offering	offer	VERB
fcis-30523	13	8	new	new	ADJ
fcis-30523	13	9	methods	method	NOUN
fcis-30523	13	10	of	of	ADP
fcis-30523	13	11	data	datum	NOUN
fcis-30523	13	12	analysis	analysis	NOUN
fcis-30523	13	13	and	and	CCONJ
fcis-30523	13	14	are	be	AUX
fcis-30523	13	15	of	of	ADP
fcis-30523	13	16	practical	practical	ADJ
fcis-30523	13	17	value	value	NOUN
fcis-30523	13	18	for	for	ADP
fcis-30523	13	19	policymakers	policymaker	NOUN
fcis-30523	13	20	in	in	ADP
fcis-30523	13	21	the	the	DET
fcis-30523	13	22	design	design	NOUN
fcis-30523	13	23	of	of	ADP
fcis-30523	13	24	efficient	efficient	ADJ
fcis-30523	13	25	health	health	NOUN
fcis-30523	13	26	management	management	NOUN
fcis-30523	13	27	strategies	strategy	NOUN
fcis-30523	13	28	.	.	PUNCT
fcis-30523	14	1	limitations	limitation	NOUN
fcis-30523	14	2	include	include	VERB
fcis-30523	14	3	regional	regional	ADJ
fcis-30523	14	4	bias	bias	NOUN
fcis-30523	14	5	and	and	CCONJ
fcis-30523	14	6	data	datum	NOUN
fcis-30523	14	7	privacy	privacy	NOUN
fcis-30523	14	8	challenges	challenge	NOUN
fcis-30523	14	9	.	.	PUNCT
fcis-30523	15	1	future	future	ADJ
fcis-30523	15	2	research	research	NOUN
fcis-30523	15	3	should	should	AUX
fcis-30523	15	4	be	be	AUX
fcis-30523	15	5	directed	direct	VERB
fcis-30523	15	6	toward	toward	ADP
fcis-30523	15	7	a	a	DET
fcis-30523	15	8	wider	wide	ADJ
fcis-30523	15	9	integration	integration	NOUN
fcis-30523	15	10	of	of	ADP
fcis-30523	15	11	data	datum	NOUN
fcis-30523	15	12	,	,	PUNCT
fcis-30523	15	13	advanced	advanced	ADJ
fcis-30523	15	14	protection	protection	NOUN
fcis-30523	15	15	of	of	ADP
fcis-30523	15	16	privacy	privacy	NOUN
fcis-30523	15	17	,	,	PUNCT
fcis-30523	15	18	and	and	CCONJ
fcis-30523	15	19	scalable	scalable	ADJ
fcis-30523	15	20	solutions	solution	NOUN
fcis-30523	15	21	across	across	ADP
fcis-30523	15	22	cities	city	NOUN
fcis-30523	15	23	to	to	PART
fcis-30523	15	24	maximize	maximize	VERB
fcis-30523	15	25	the	the	DET
fcis-30523	15	26	impact	impact	NOUN
fcis-30523	15	27	of	of	ADP
fcis-30523	15	28	ai	ai	NOUN
fcis-30523	15	29	-	-	PUNCT
fcis-30523	15	30	driven	drive	VERB
fcis-30523	15	31	healthcare	healthcare	NOUN
fcis-30523	15	32	.	.	PUNCT
fcis-30523	16	1	keywords	keyword	NOUN
fcis-30523	16	2	:	:	PUNCT
fcis-30523	16	3	personalized	personalized	ADJ
fcis-30523	16	4	healthcare	healthcare	NOUN
fcis-30523	16	5	;	;	PUNCT
fcis-30523	16	6	smart	smart	ADJ
fcis-30523	16	7	city	city	NOUN
fcis-30523	16	8	;	;	PUNCT
fcis-30523	16	9	big	big	ADJ
fcis-30523	16	10	data	datum	NOUN
fcis-30523	16	11	;	;	PUNCT
fcis-30523	16	12	artificial	artificial	ADJ
fcis-30523	16	13	intelligence	intelligence	NOUN
fcis-30523	16	14	;	;	PUNCT
fcis-30523	16	15	chronic	chronic	ADJ
fcis-30523	16	16	disease	disease	NOUN
fcis-30523	16	17	management	management	NOUN
fcis-30523	16	18	;	;	PUNCT
fcis-30523	16	19	analytics	analytic	NOUN
fcis-30523	16	20	of	of	ADP
fcis-30523	16	21	health	health	NOUN
fcis-30523	16	22	data	datum	NOUN
fcis-30523	16	23	,	,	PUNCT
fcis-30523	16	24	and	and	CCONJ
fcis-30523	16	25	healthcare	healthcare	PROPN
fcis-30523	16	26	innovation	innovation	NOUN
fcis-30523	16	27	.	.	PUNCT
fcis-30523	17	1	1	1	X
fcis-30523	17	2	.	.	X
fcis-30523	17	3	introduction	introduction	NOUN
fcis-30523	17	4	1.1	1.1	NUM
fcis-30523	17	5	.	.	PUNCT
fcis-30523	18	1	background	background	NOUN
fcis-30523	18	2	the	the	DET
fcis-30523	18	3	development	development	NOUN
fcis-30523	18	4	of	of	ADP
fcis-30523	18	5	smart	smart	ADJ
fcis-30523	18	6	cities	city	NOUN
fcis-30523	18	7	is	be	AUX
fcis-30523	18	8	transforming	transform	VERB
fcis-30523	18	9	metropolitan	metropolitan	ADJ
fcis-30523	18	10	life	life	NOUN
fcis-30523	18	11	in	in	ADP
fcis-30523	18	12	most	most	ADJ
fcis-30523	18	13	respects	respect	NOUN
fcis-30523	18	14	but	but	CCONJ
fcis-30523	18	15	perhaps	perhaps	ADV
fcis-30523	18	16	most	most	ADV
fcis-30523	18	17	dramatically	dramatically	ADV
fcis-30523	18	18	in	in	ADP
fcis-30523	18	19	how	how	SCONJ
fcis-30523	18	20	public	public	ADJ
fcis-30523	18	21	health	health	NOUN
fcis-30523	18	22	may	may	AUX
fcis-30523	18	23	be	be	AUX
fcis-30523	18	24	served	serve	VERB
fcis-30523	18	25	.	.	PUNCT
fcis-30523	19	1	as	as	SCONJ
fcis-30523	19	2	urban	urban	ADJ
fcis-30523	19	3	centers	center	NOUN
fcis-30523	19	4	develop	develop	VERB
fcis-30523	19	5	to	to	PART
fcis-30523	19	6	be	be	AUX
fcis-30523	19	7	more	more	ADV
fcis-30523	19	8	interlinked	interlinked	ADJ
fcis-30523	19	9	,	,	PUNCT
fcis-30523	19	10	especially	especially	ADV
fcis-30523	19	11	through	through	ADP
fcis-30523	19	12	new	new	ADJ
fcis-30523	19	13	technologies	technology	NOUN
fcis-30523	19	14	like	like	ADP
fcis-30523	19	15	the	the	DET
fcis-30523	19	16	internet	internet	NOUN
fcis-30523	19	17	of	of	ADP
fcis-30523	19	18	things	thing	NOUN
fcis-30523	19	19	-	-	PUNCT
fcis-30523	19	20	iot	iot	ADJ
fcis-30523	19	21	,	,	PUNCT
fcis-30523	19	22	and	and	CCONJ
fcis-30523	19	23	with	with	ADP
fcis-30523	19	24	big	big	ADJ
fcis-30523	19	25	data	datum	NOUN
fcis-30523	19	26	analysis	analysis	NOUN
fcis-30523	19	27	,	,	PUNCT
fcis-30523	19	28	it	it	PRON
fcis-30523	19	29	offers	offer	VERB
fcis-30523	19	30	fresh	fresh	ADJ
fcis-30523	19	31	perspectives	perspective	NOUN
fcis-30523	19	32	for	for	ADP
fcis-30523	19	33	improved	improved	ADJ
fcis-30523	19	34	health	health	NOUN
fcis-30523	19	35	outcomes	outcome	NOUN
fcis-30523	19	36	.	.	PUNCT
fcis-30523	20	1	at	at	ADP
fcis-30523	20	2	the	the	DET
fcis-30523	20	3	same	same	ADJ
fcis-30523	20	4	time	time	NOUN
fcis-30523	20	5	,	,	PUNCT
fcis-30523	20	6	these	these	DET
fcis-30523	20	7	developments	development	NOUN
fcis-30523	20	8	bring	bring	VERB
fcis-30523	20	9	special	special	ADJ
fcis-30523	20	10	pressures	pressure	NOUN
fcis-30523	20	11	on	on	ADP
fcis-30523	20	12	healthcare	healthcare	PROPN
fcis-30523	20	13	services	service	NOUN
fcis-30523	20	14	,	,	PUNCT
fcis-30523	20	15	especially	especially	ADV
fcis-30523	20	16	as	as	SCONJ
fcis-30523	20	17	urban	urban	ADJ
fcis-30523	20	18	populations	population	NOUN
fcis-30523	20	19	both	both	CCONJ
fcis-30523	20	20	grow	grow	VERB
fcis-30523	20	21	and	and	CCONJ
fcis-30523	20	22	age	age	NOUN
fcis-30523	20	23	,	,	PUNCT
fcis-30523	20	24	with	with	ADP
fcis-30523	20	25	increases	increase	NOUN
fcis-30523	20	26	in	in	ADP
fcis-30523	20	27	chronic	chronic	ADJ
fcis-30523	20	28	diseases	disease	NOUN
fcis-30523	20	29	.	.	PUNCT
fcis-30523	21	1	smart	smart	ADJ
fcis-30523	21	2	cities	city	NOUN
fcis-30523	21	3	,	,	PUNCT
fcis-30523	21	4	designed	design	VERB
fcis-30523	21	5	to	to	PART
fcis-30523	21	6	make	make	VERB
fcis-30523	21	7	optimal	optimal	ADJ
fcis-30523	21	8	use	use	NOUN
fcis-30523	21	9	of	of	ADP
fcis-30523	21	10	technology	technology	NOUN
fcis-30523	21	11	in	in	ADP
fcis-30523	21	12	city	city	NOUN
fcis-30523	21	13	living	live	VERB
fcis-30523	21	14	,	,	PUNCT
fcis-30523	21	15	have	have	VERB
fcis-30523	21	16	an	an	DET
fcis-30523	21	17	imperative	imperative	ADJ
fcis-30523	21	18	need	need	NOUN
fcis-30523	21	19	to	to	PART
fcis-30523	21	20	address	address	VERB
fcis-30523	21	21	emerging	emerge	VERB
fcis-30523	21	22	healthcare	healthcare	NOUN
fcis-30523	21	23	needs	need	VERB
fcis-30523	21	24	through	through	ADP
fcis-30523	21	25	a	a	DET
fcis-30523	21	26	growing	grow	VERB
fcis-30523	21	27	and	and	CCONJ
fcis-30523	21	28	aging	age	VERB
fcis-30523	21	29	population	population	NOUN
fcis-30523	21	30	.	.	PUNCT
fcis-30523	22	1	the	the	DET
fcis-30523	22	2	most	most	ADV
fcis-30523	22	3	critical	critical	ADJ
fcis-30523	22	4	challenges	challenge	NOUN
fcis-30523	22	5	for	for	ADP
fcis-30523	22	6	any	any	DET
fcis-30523	22	7	smart	smart	ADJ
fcis-30523	22	8	city	city	NOUN
fcis-30523	22	9	in	in	ADP
fcis-30523	22	10	the	the	DET
fcis-30523	22	11	present	present	ADJ
fcis-30523	22	12	day	day	NOUN
fcis-30523	22	13	relate	relate	VERB
fcis-30523	22	14	to	to	ADP
fcis-30523	22	15	how	how	SCONJ
fcis-30523	22	16	healthcare	healthcare	NOUN
fcis-30523	22	17	services	service	NOUN
fcis-30523	22	18	are	be	AUX
fcis-30523	22	19	managed	manage	VERB
fcis-30523	22	20	in	in	ADP
fcis-30523	22	21	the	the	DET
fcis-30523	22	22	face	face	NOUN
fcis-30523	22	23	of	of	ADP
fcis-30523	22	24	rapidly	rapidly	ADV
fcis-30523	22	25	changing	change	VERB
fcis-30523	22	26	demographics	demographic	NOUN
fcis-30523	22	27	.	.	PUNCT
fcis-30523	23	1	with	with	ADP
fcis-30523	23	2	increasingly	increasingly	ADV
fcis-30523	23	3	aging	age	VERB
fcis-30523	23	4	citizens	citizen	NOUN
fcis-30523	23	5	and	and	CCONJ
fcis-30523	23	6	a	a	DET
fcis-30523	23	7	higher	high	ADJ
fcis-30523	23	8	incidence	incidence	NOUN
fcis-30523	23	9	of	of	ADP
fcis-30523	23	10	chronic	chronic	ADJ
fcis-30523	23	11	diseases	disease	NOUN
fcis-30523	23	12	,	,	PUNCT
fcis-30523	23	13	such	such	ADJ
fcis-30523	23	14	as	as	ADP
fcis-30523	23	15	diabetes	diabetes	NOUN
fcis-30523	23	16	,	,	PUNCT
fcis-30523	23	17	hypertension	hypertension	NOUN
fcis-30523	23	18	,	,	PUNCT
fcis-30523	23	19	and	and	CCONJ
fcis-30523	23	20	cardiovascular	cardiovascular	ADJ
fcis-30523	23	21	diseases	disease	NOUN
fcis-30523	23	22	,	,	PUNCT
fcis-30523	23	23	the	the	DET
fcis-30523	23	24	need	need	NOUN
fcis-30523	23	25	is	be	AUX
fcis-30523	23	26	felt	feel	VERB
fcis-30523	23	27	more	more	ADJ
fcis-30523	23	28	than	than	ADP
fcis-30523	23	29	ever	ever	ADV
fcis-30523	23	30	for	for	ADP
fcis-30523	23	31	better	well	ADJ
fcis-30523	23	32	and	and	CCONJ
fcis-30523	23	33	more	more	ADV
fcis-30523	23	34	personalized	personalized	ADJ
fcis-30523	23	35	healthcare	healthcare	NOUN
fcis-30523	23	36	.	.	PUNCT
fcis-30523	24	1	traditional	traditional	ADJ
fcis-30523	24	2	healthcare	healthcare	NOUN
fcis-30523	24	3	models	model	NOUN
fcis-30523	24	4	,	,	PUNCT
fcis-30523	24	5	generalized	generalize	VERB
fcis-30523	24	6	to	to	PART
fcis-30523	24	7	offer	offer	VERB
fcis-30523	24	8	one	one	NUM
fcis-30523	24	9	-	-	PUNCT
fcis-30523	24	10	size	size	NOUN
fcis-30523	24	11	-	-	PUNCT
fcis-30523	24	12	fits	fit	VERB
fcis-30523	24	13	-	-	PUNCT
fcis-30523	24	14	all	all	PRON
fcis-30523	24	15	treatments	treatment	NOUN
fcis-30523	24	16	,	,	PUNCT
fcis-30523	24	17	can	can	AUX
fcis-30523	24	18	hardly	hardly	ADV
fcis-30523	24	19	meet	meet	VERB
fcis-30523	24	20	these	these	DET
fcis-30523	24	21	needs	need	NOUN
fcis-30523	24	22	effectively	effectively	ADV
fcis-30523	24	23	.	.	PUNCT
fcis-30523	25	1	consequently	consequently	ADV
fcis-30523	25	2	,	,	PUNCT
fcis-30523	25	3	there	there	PRON
fcis-30523	25	4	is	be	VERB
fcis-30523	25	5	an	an	DET
fcis-30523	25	6	emergent	emergent	ADJ
fcis-30523	25	7	need	need	NOUN
fcis-30523	25	8	for	for	ADP
fcis-30523	25	9	personalized	personalize	VERB
fcis-30523	25	10	health	health	NOUN
fcis-30523	25	11	systems	system	NOUN
fcis-30523	25	12	that	that	PRON
fcis-30523	25	13	would	would	AUX
fcis-30523	25	14	provide	provide	VERB
fcis-30523	25	15	specific	specific	ADJ
fcis-30523	25	16	treatment	treatment	NOUN
fcis-30523	25	17	and	and	CCONJ
fcis-30523	25	18	services	service	NOUN
fcis-30523	25	19	according	accord	VERB
fcis-30523	25	20	to	to	ADP
fcis-30523	25	21	the	the	DET
fcis-30523	25	22	individual	individual	ADJ
fcis-30523	25	23	needs	need	NOUN
fcis-30523	25	24	of	of	ADP
fcis-30523	25	25	a	a	DET
fcis-30523	25	26	patient	patient	NOUN
fcis-30523	25	27	.	.	PUNCT
fcis-30523	26	1	big	big	ADJ
fcis-30523	26	2	data	datum	NOUN
fcis-30523	26	3	and	and	CCONJ
fcis-30523	26	4	ai	ai	PROPN
fcis-30523	26	5	are	be	AUX
fcis-30523	26	6	leading	lead	VERB
fcis-30523	26	7	this	this	DET
fcis-30523	26	8	transformation	transformation	NOUN
fcis-30523	26	9	.	.	PUNCT
fcis-30523	27	1	these	these	DET
fcis-30523	27	2	technologies	technology	NOUN
fcis-30523	27	3	are	be	AUX
fcis-30523	27	4	capable	capable	ADJ
fcis-30523	27	5	of	of	ADP
fcis-30523	27	6	bringing	bring	VERB
fcis-30523	27	7	about	about	ADP
fcis-30523	27	8	a	a	DET
fcis-30523	27	9	paradigm	paradigm	NOUN
fcis-30523	27	10	shift	shift	NOUN
fcis-30523	27	11	in	in	ADP
fcis-30523	27	12	healthcare	healthcare	NOUN
fcis-30523	27	13	with	with	ADP
fcis-30523	27	14	regard	regard	NOUN
fcis-30523	27	15	to	to	ADP
fcis-30523	27	16	how	how	SCONJ
fcis-30523	27	17	patient	patient	ADJ
fcis-30523	27	18	data	data	NOUN
fcis-30523	27	19	is	be	AUX
fcis-30523	27	20	collected	collect	VERB
fcis-30523	27	21	,	,	PUNCT
fcis-30523	27	22	analyzed[1	analyzed[1	PROPN
fcis-30523	27	23	]	]	PUNCT
fcis-30523	27	24	,	,	PUNCT
fcis-30523	27	25	and	and	CCONJ
fcis-30523	27	26	used	use	VERB
fcis-30523	27	27	.	.	PUNCT
fcis-30523	28	1	such	such	ADJ
fcis-30523	28	2	ai	ai	NOUN
fcis-30523	28	3	-	-	PUNCT
fcis-30523	28	4	based	base	VERB
fcis-30523	28	5	care	care	NOUN
fcis-30523	28	6	can	can	AUX
fcis-30523	28	7	analyze	analyze	VERB
fcis-30523	28	8	vast	vast	ADJ
fcis-30523	28	9	volumes	volume	NOUN
fcis-30523	28	10	of	of	ADP
fcis-30523	28	11	data	datum	NOUN
fcis-30523	28	12	emanating	emanate	VERB
fcis-30523	28	13	from	from	ADP
fcis-30523	28	14	the	the	DET
fcis-30523	28	15	patient	patient	NOUN
fcis-30523	28	16	,	,	PUNCT
fcis-30523	28	17	wearable	wearable	ADJ
fcis-30523	28	18	devices	device	NOUN
fcis-30523	28	19	,	,	PUNCT
fcis-30523	28	20	and	and	CCONJ
fcis-30523	28	21	environmental	environmental	ADJ
fcis-30523	28	22	sensors	sensor	NOUN
fcis-30523	28	23	to	to	PART
fcis-30523	28	24	yield	yield	VERB
fcis-30523	28	25	insights	insight	NOUN
fcis-30523	28	26	that	that	PRON
fcis-30523	28	27	will	will	AUX
fcis-30523	28	28	lead	lead	VERB
fcis-30523	28	29	to	to	AUX
fcis-30523	28	30	increasingly	increasingly	ADV
fcis-30523	28	31	personalized	personalized	ADJ
fcis-30523	28	32	and	and	CCONJ
fcis-30523	28	33	proactive	proactive	ADJ
fcis-30523	28	34	healthcare	healthcare	PROPN
fcis-30523	28	35	.	.	PUNCT
fcis-30523	29	1	from	from	ADP
fcis-30523	29	2	early	early	ADJ
fcis-30523	29	3	disease	disease	NOUN
fcis-30523	29	4	detection	detection	NOUN
fcis-30523	29	5	down	down	ADP
fcis-30523	29	6	to	to	ADP
fcis-30523	29	7	customized	customize	VERB
fcis-30523	29	8	treatment	treatment	NOUN
fcis-30523	29	9	plans	plan	NOUN
fcis-30523	29	10	,	,	PUNCT
fcis-30523	29	11	ai	ai	ADJ
fcis-30523	29	12	-	-	PUNCT
fcis-30523	29	13	driven	drive	VERB
fcis-30523	29	14	healthcare	healthcare	NOUN
fcis-30523	29	15	has	have	VERB
fcis-30523	29	16	the	the	DET
fcis-30523	29	17	potential	potential	NOUN
fcis-30523	29	18	to	to	PART
fcis-30523	29	19	help	help	VERB
fcis-30523	29	20	doctors	doctor	NOUN
fcis-30523	29	21	make	make	VERB
fcis-30523	29	22	more	more	ADV
fcis-30523	29	23	accurate	accurate	ADJ
fcis-30523	29	24	decisions	decision	NOUN
fcis-30523	29	25	,	,	PUNCT
fcis-30523	29	26	improving	improve	VERB
fcis-30523	29	27	the	the	DET
fcis-30523	29	28	quality	quality	NOUN
fcis-30523	29	29	of	of	ADP
fcis-30523	29	30	care	care	NOUN
fcis-30523	29	31	.	.	PUNCT
fcis-30523	30	1	besides	besides	SCONJ
fcis-30523	30	2	,	,	PUNCT
fcis-30523	30	3	big	big	ADJ
fcis-30523	30	4	data	datum	NOUN
fcis-30523	30	5	can	can	AUX
fcis-30523	30	6	be	be	AUX
fcis-30523	30	7	used	use	VERB
fcis-30523	30	8	to	to	PART
fcis-30523	30	9	predict	predict	VERB
fcis-30523	30	10	trends	trend	NOUN
fcis-30523	30	11	in	in	ADP
fcis-30523	30	12	health	health	NOUN
fcis-30523	30	13	outcomes	outcome	NOUN
fcis-30523	30	14	and	and	CCONJ
fcis-30523	30	15	optimize	optimize	VERB
fcis-30523	30	16	resource	resource	NOUN
fcis-30523	30	17	allocation	allocation	NOUN
fcis-30523	30	18	so	so	SCONJ
fcis-30523	30	19	that	that	SCONJ
fcis-30523	30	20	healthcare	healthcare	PROPN
fcis-30523	30	21	services	service	NOUN
fcis-30523	30	22	are	be	AUX
fcis-30523	30	23	delivered	deliver	VERB
fcis-30523	30	24	with	with	ADP
fcis-30523	30	25	maximum	maximum	ADJ
fcis-30523	30	26	efficiency	efficiency	NOUN
fcis-30523	30	27	and	and	CCONJ
fcis-30523	30	28	effectiveness	effectiveness	NOUN
fcis-30523	30	29	.	.	PUNCT
fcis-30523	31	1	the	the	DET
fcis-30523	31	2	increasing	increase	VERB
fcis-30523	31	3	demand	demand	NOUN
fcis-30523	31	4	for	for	ADP
fcis-30523	31	5	personalized	personalized	ADJ
fcis-30523	31	6	health	health	NOUN
fcis-30523	31	7	care	care	NOUN
fcis-30523	31	8	in	in	ADP
fcis-30523	31	9	the	the	DET
fcis-30523	31	10	ambit	ambit	NOUN
fcis-30523	31	11	of	of	ADP
fcis-30523	31	12	smart	smart	ADJ
fcis-30523	31	13	cities	city	NOUN
fcis-30523	31	14	is	be	AUX
fcis-30523	31	15	complemented	complement	VERB
fcis-30523	31	16	fairly	fairly	ADV
fcis-30523	31	17	by	by	ADP
fcis-30523	31	18	improvements	improvement	NOUN
fcis-30523	31	19	in	in	ADP
fcis-30523	31	20	healthcare	healthcare	PROPN
fcis-30523	31	21	technologies	technology	NOUN
fcis-30523	31	22	like	like	ADP
fcis-30523	31	23	telemedicine	telemedicine	NOUN
fcis-30523	31	24	,	,	PUNCT
fcis-30523	31	25	health	health	NOUN
fcis-30523	31	26	tracking	tracking	NOUN
fcis-30523	31	27	apps	app	NOUN
fcis-30523	31	28	,	,	PUNCT
fcis-30523	31	29	and	and	CCONJ
fcis-30523	31	30	wearable	wearable	ADJ
fcis-30523	31	31	health	health	NOUN
fcis-30523	31	32	devices	device	NOUN
fcis-30523	31	33	.	.	PUNCT
fcis-30523	32	1	such	such	ADJ
fcis-30523	32	2	novel	novel	ADJ
fcis-30523	32	3	innovations	innovation	NOUN
fcis-30523	32	4	pave	pave	VERB
fcis-30523	32	5	the	the	DET
fcis-30523	32	6	way	way	NOUN
fcis-30523	32	7	for	for	ADP
fcis-30523	32	8	continuous	continuous	ADJ
fcis-30523	32	9	monitoring	monitoring	NOUN
fcis-30523	32	10	of	of	ADP
fcis-30523	32	11	health	health	NOUN
fcis-30523	32	12	indicators	indicator	NOUN
fcis-30523	32	13	to	to	PART
fcis-30523	32	14	yield	yield	VERB
fcis-30523	32	15	valuable	valuable	ADJ
fcis-30523	32	16	data	datum	NOUN
fcis-30523	32	17	for	for	ADP
fcis-30523	32	18	both	both	DET
fcis-30523	32	19	individuals	individual	NOUN
fcis-30523	32	20	and	and	CCONJ
fcis-30523	32	21	healthcare	healthcare	NOUN
fcis-30523	32	22	providers	provider	NOUN
fcis-30523	32	23	.	.	PUNCT
fcis-30523	33	1	in	in	ADP
fcis-30523	33	2	consequence	consequence	NOUN
fcis-30523	33	3	,	,	PUNCT
fcis-30523	33	4	the	the	DET
fcis-30523	33	5	demand	demand	NOUN
fcis-30523	33	6	for	for	ADP
fcis-30523	33	7	integrated	integrate	VERB
fcis-30523	33	8	smart	smart	ADJ
fcis-30523	33	9	healthcare	healthcare	NOUN
fcis-30523	33	10	solutions	solution	NOUN
fcis-30523	33	11	has	have	AUX
fcis-30523	33	12	never	never	ADV
fcis-30523	33	13	been	be	AUX
fcis-30523	33	14	higher	high	ADJ
fcis-30523	33	15	,	,	PUNCT
fcis-30523	33	16	focusing	focus	VERB
fcis-30523	33	17	on	on	ADP
fcis-30523	33	18	the	the	DET
fcis-30523	33	19	quality	quality	NOUN
fcis-30523	33	20	as	as	ADV
fcis-30523	33	21	much	much	ADV
fcis-30523	33	22	as	as	ADP
fcis-30523	33	23	the	the	DET
fcis-30523	33	24	accessibility	accessibility	NOUN
fcis-30523	33	25	of	of	ADP
fcis-30523	33	26	health	health	NOUN
fcis-30523	33	27	services	service	NOUN
fcis-30523	33	28	.	.	PUNCT
fcis-30523	34	1	1.2	1.2	NUM
fcis-30523	34	2	.	.	PUNCT
fcis-30523	34	3	research	research	NOUN
fcis-30523	34	4	problem	problem	NOUN
fcis-30523	34	5	the	the	DET
fcis-30523	34	6	study	study	NOUN
fcis-30523	34	7	will	will	AUX
fcis-30523	34	8	explore	explore	VERB
fcis-30523	34	9	how	how	SCONJ
fcis-30523	34	10	big	big	ADJ
fcis-30523	34	11	data	datum	NOUN
fcis-30523	34	12	and	and	CCONJ
fcis-30523	34	13	ai	ai	VERB
fcis-30523	34	14	can	can	AUX
fcis-30523	34	15	serve	serve	VERB
fcis-30523	34	16	as	as	ADP
fcis-30523	34	17	drivers	driver	NOUN
fcis-30523	34	18	to	to	ADP
fcis-30523	34	19	personalized	personalize	VERB
fcis-30523	34	20	healthcare	healthcare	NOUN
fcis-30523	34	21	solutions	solution	NOUN
fcis-30523	34	22	in	in	ADP
fcis-30523	34	23	a	a	DET
fcis-30523	34	24	smart	smart	ADJ
fcis-30523	34	25	city	city	NOUN
fcis-30523	34	26	.	.	PUNCT
fcis-30523	35	1	precisely	precisely	ADV
fcis-30523	35	2	,	,	PUNCT
fcis-30523	35	3	the	the	DET
fcis-30523	35	4	research	research	NOUN
fcis-30523	35	5	will	will	AUX
fcis-30523	35	6	identify	identify	VERB
fcis-30523	35	7	how	how	SCONJ
fcis-30523	35	8	these	these	DET
fcis-30523	35	9	technologies	technology	NOUN
fcis-30523	35	10	can	can	AUX
fcis-30523	35	11	analyze	analyze	VERB
fcis-30523	35	12	the	the	DET
fcis-30523	35	13	health	health	NOUN
fcis-30523	35	14	data	datum	NOUN
fcis-30523	35	15	of	of	ADP
fcis-30523	35	16	residents	resident	NOUN
fcis-30523	35	17	and	and	CCONJ
fcis-30523	35	18	offer	offer	VERB
fcis-30523	35	19	tailored	tailor	VERB
fcis-30523	35	20	medical	medical	ADJ
fcis-30523	35	21	services	service	NOUN
fcis-30523	35	22	accordingly	accordingly	ADV
fcis-30523	35	23	.	.	PUNCT
fcis-30523	36	1	the	the	DET
fcis-30523	36	2	central	central	ADJ
fcis-30523	36	3	question	question	NOUN
fcis-30523	36	4	driving	drive	VERB
fcis-30523	36	5	this	this	DET
fcis-30523	36	6	research	research	NOUN
fcis-30523	36	7	is	be	AUX
fcis-30523	36	8	:	:	PUNCT
fcis-30523	36	9	how	how	SCONJ
fcis-30523	36	10	can	can	AUX
fcis-30523	36	11	big	big	ADJ
fcis-30523	36	12	data	datum	NOUN
fcis-30523	36	13	and	and	CCONJ
fcis-30523	36	14	ai	ai	VERB
fcis-30523	36	15	be	be	AUX
fcis-30523	36	16	used	use	VERB
fcis-30523	36	17	to	to	PART
fcis-30523	36	18	evaluate	evaluate	VERB
fcis-30523	36	19	and	and	CCONJ
fcis-30523	36	20	manage	manage	VERB
fcis-30523	36	21	the	the	DET
fcis-30523	36	22	health	health	NOUN
fcis-30523	36	23	status	status	NOUN
fcis-30523	36	24	of	of	ADP
fcis-30523	36	25	urban	urban	ADJ
fcis-30523	36	26	populations	population	NOUN
fcis-30523	36	27	,	,	PUNCT
fcis-30523	36	28	and	and	CCONJ
fcis-30523	36	29	how	how	SCONJ
fcis-30523	36	30	can	can	AUX
fcis-30523	36	31	these	these	DET
fcis-30523	36	32	technologies	technology	NOUN
fcis-30523	36	33	offer	offer	VERB
fcis-30523	36	34	personalized	personalize	VERB
fcis-30523	36	35	healthcare	healthcare	NOUN
fcis-30523	36	36	solutions	solution	NOUN
fcis-30523	36	37	80	80	NUM
fcis-30523	36	38	to	to	PART
fcis-30523	36	39	meet	meet	VERB
fcis-30523	36	40	the	the	DET
fcis-30523	36	41	needs	need	NOUN
fcis-30523	36	42	of	of	ADP
fcis-30523	36	43	individuals	individual	NOUN
fcis-30523	36	44	?	?	PUNCT
fcis-30523	37	1	1.3	1.3	NUM
fcis-30523	37	2	.	.	PUNCT
fcis-30523	38	1	research	research	NOUN
fcis-30523	38	2	purpose	purpose	NOUN
fcis-30523	38	3	and	and	CCONJ
fcis-30523	38	4	significance	significance	NOUN
fcis-30523	38	5	the	the	DET
fcis-30523	38	6	focus	focus	NOUN
fcis-30523	38	7	of	of	ADP
fcis-30523	38	8	this	this	DET
fcis-30523	38	9	research	research	NOUN
fcis-30523	38	10	has	have	AUX
fcis-30523	38	11	been	be	AUX
fcis-30523	38	12	big	big	ADJ
fcis-30523	38	13	data	datum	NOUN
fcis-30523	38	14	and	and	CCONJ
fcis-30523	38	15	ai	ai	VERB
fcis-30523	38	16	with	with	ADP
fcis-30523	38	17	a	a	DET
fcis-30523	38	18	view	view	NOUN
fcis-30523	38	19	to	to	ADP
fcis-30523	38	20	defining	define	VERB
fcis-30523	38	21	their	their	PRON
fcis-30523	38	22	respective	respective	ADJ
fcis-30523	38	23	roles	role	NOUN
fcis-30523	38	24	in	in	ADP
fcis-30523	38	25	making	make	VERB
fcis-30523	38	26	the	the	DET
fcis-30523	38	27	health	health	NOUN
fcis-30523	38	28	services	service	NOUN
fcis-30523	38	29	more	more	ADV
fcis-30523	38	30	precise	precise	ADJ
fcis-30523	38	31	and	and	CCONJ
fcis-30523	38	32	personalized	personalize	VERB
fcis-30523	38	33	in	in	ADP
fcis-30523	38	34	a	a	DET
fcis-30523	38	35	smart	smart	ADJ
fcis-30523	38	36	city	city	NOUN
fcis-30523	38	37	.	.	PUNCT
fcis-30523	39	1	the	the	DET
fcis-30523	39	2	study	study	NOUN
fcis-30523	39	3	will	will	AUX
fcis-30523	39	4	use	use	VERB
fcis-30523	39	5	high	high	ADJ
fcis-30523	39	6	-	-	PUNCT
fcis-30523	39	7	end	end	NOUN
fcis-30523	39	8	analytics	analytic	NOUN
fcis-30523	39	9	and	and	CCONJ
fcis-30523	39	10	machine	machine	NOUN
fcis-30523	39	11	-	-	PUNCT
fcis-30523	39	12	learning	learn	VERB
fcis-30523	39	13	techniques	technique	NOUN
fcis-30523	39	14	to	to	PART
fcis-30523	39	15	identify	identify	VERB
fcis-30523	39	16	how	how	SCONJ
fcis-30523	39	17	the	the	DET
fcis-30523	39	18	deployment	deployment	NOUN
fcis-30523	39	19	of	of	ADP
fcis-30523	39	20	these	these	DET
fcis-30523	39	21	technologies	technology	NOUN
fcis-30523	39	22	brings	bring	VERB
fcis-30523	39	23	out	out	ADP
fcis-30523	39	24	better	well	ADJ
fcis-30523	39	25	patient	patient	ADJ
fcis-30523	39	26	outcomes	outcome	NOUN
fcis-30523	39	27	and	and	CCONJ
fcis-30523	39	28	the	the	DET
fcis-30523	39	29	optimization	optimization	NOUN
fcis-30523	39	30	of	of	ADP
fcis-30523	39	31	healthcare	healthcare	PROPN
fcis-30523	39	32	delivery	delivery	NOUN
fcis-30523	39	33	.	.	PUNCT
fcis-30523	40	1	the	the	DET
fcis-30523	40	2	significance	significance	NOUN
fcis-30523	40	3	of	of	ADP
fcis-30523	40	4	this	this	DET
fcis-30523	40	5	research	research	NOUN
fcis-30523	40	6	lies	lie	VERB
fcis-30523	40	7	in	in	ADP
fcis-30523	40	8	its	its	PRON
fcis-30523	40	9	potential	potential	NOUN
fcis-30523	40	10	to	to	PART
fcis-30523	40	11	contribute	contribute	VERB
fcis-30523	40	12	to	to	ADP
fcis-30523	40	13	the	the	DET
fcis-30523	40	14	development	development	NOUN
fcis-30523	40	15	of	of	ADP
fcis-30523	40	16	more	more	ADV
fcis-30523	40	17	efficient	efficient	ADJ
fcis-30523	40	18	and	and	CCONJ
fcis-30523	40	19	personalized	personalized	ADJ
fcis-30523	40	20	healthcare	healthcare	NOUN
fcis-30523	40	21	systems	system	NOUN
fcis-30523	40	22	in	in	ADP
fcis-30523	40	23	smart	smart	ADJ
fcis-30523	40	24	cities	city	NOUN
fcis-30523	40	25	.	.	PUNCT
fcis-30523	41	1	by	by	ADP
fcis-30523	41	2	providing	provide	VERB
fcis-30523	41	3	evidence	evidence	NOUN
fcis-30523	41	4	on	on	ADP
fcis-30523	41	5	how	how	SCONJ
fcis-30523	41	6	big	big	ADJ
fcis-30523	41	7	data	datum	NOUN
fcis-30523	41	8	and	and	CCONJ
fcis-30523	41	9	ai	ai	VERB
fcis-30523	41	10	can	can	AUX
fcis-30523	41	11	be	be	AUX
fcis-30523	41	12	leveraged	leverage	VERB
fcis-30523	41	13	to	to	PART
fcis-30523	41	14	create	create	VERB
fcis-30523	41	15	customized	customized	ADJ
fcis-30523	41	16	healthcare	healthcare	NOUN
fcis-30523	41	17	plans	plan	NOUN
fcis-30523	41	18	,	,	PUNCT
fcis-30523	41	19	this	this	DET
fcis-30523	41	20	study	study	NOUN
fcis-30523	41	21	will	will	AUX
fcis-30523	41	22	inform	inform	VERB
fcis-30523	41	23	policymakers	policymaker	NOUN
fcis-30523	41	24	,	,	PUNCT
fcis-30523	41	25	healthcare	healthcare	NOUN
fcis-30523	41	26	providers	provider	NOUN
fcis-30523	41	27	,	,	PUNCT
fcis-30523	41	28	and	and	CCONJ
fcis-30523	41	29	urban	urban	ADJ
fcis-30523	41	30	planners	planner	NOUN
fcis-30523	41	31	on	on	ADP
fcis-30523	41	32	how	how	SCONJ
fcis-30523	41	33	to	to	PART
fcis-30523	41	34	implement	implement	VERB
fcis-30523	41	35	these	these	DET
fcis-30523	41	36	technologies	technology	NOUN
fcis-30523	41	37	effectively	effectively	ADV
fcis-30523	41	38	.	.	PUNCT
fcis-30523	42	1	the	the	DET
fcis-30523	42	2	research	research	NOUN
fcis-30523	42	3	also	also	ADV
fcis-30523	42	4	contributes	contribute	VERB
fcis-30523	42	5	to	to	ADP
fcis-30523	42	6	the	the	DET
fcis-30523	42	7	academic	academic	ADJ
fcis-30523	42	8	literature	literature	NOUN
fcis-30523	42	9	by	by	ADP
fcis-30523	42	10	expanding	expand	VERB
fcis-30523	42	11	our	our	PRON
fcis-30523	42	12	understanding	understanding	NOUN
fcis-30523	42	13	of	of	ADP
fcis-30523	42	14	how	how	SCONJ
fcis-30523	42	15	smart	smart	ADJ
fcis-30523	42	16	city	city	NOUN
fcis-30523	42	17	infrastructure	infrastructure	NOUN
fcis-30523	42	18	,	,	PUNCT
fcis-30523	42	19	health	health	NOUN
fcis-30523	42	20	care	care	NOUN
fcis-30523	42	21	,	,	PUNCT
fcis-30523	42	22	and	and	CCONJ
fcis-30523	42	23	technological	technological	ADJ
fcis-30523	42	24	innovation	innovation	NOUN
fcis-30523	42	25	can	can	AUX
fcis-30523	42	26	come	come	VERB
fcis-30523	42	27	together	together	ADV
fcis-30523	42	28	to	to	PART
fcis-30523	42	29	open	open	VERB
fcis-30523	42	30	new	new	ADJ
fcis-30523	42	31	avenues	avenue	NOUN
fcis-30523	42	32	toward	toward	ADP
fcis-30523	42	33	smarter	smart	ADJ
fcis-30523	42	34	,	,	PUNCT
fcis-30523	42	35	more	more	ADV
fcis-30523	42	36	sustainable	sustainable	ADJ
fcis-30523	42	37	healthcare	healthcare	NOUN
fcis-30523	42	38	solutions	solution	NOUN
fcis-30523	42	39	that	that	PRON
fcis-30523	42	40	will	will	AUX
fcis-30523	42	41	improve	improve	VERB
fcis-30523	42	42	citizens	citizen	NOUN
fcis-30523	42	43	'	'	PART
fcis-30523	42	44	quality	quality	NOUN
fcis-30523	42	45	of	of	ADP
fcis-30523	42	46	life	life	NOUN
fcis-30523	42	47	[	[	X
fcis-30523	42	48	2	2	NUM
fcis-30523	42	49	]	]	PUNCT
fcis-30523	42	50	.	.	PUNCT
fcis-30523	43	1	2	2	X
fcis-30523	43	2	.	.	X
fcis-30523	43	3	methods	method	NOUN
fcis-30523	43	4	the	the	DET
fcis-30523	43	5	study	study	NOUN
fcis-30523	43	6	will	will	AUX
fcis-30523	43	7	adopt	adopt	VERB
fcis-30523	43	8	a	a	DET
fcis-30523	43	9	quantitative	quantitative	ADJ
fcis-30523	43	10	research	research	NOUN
fcis-30523	43	11	design	design	NOUN
fcis-30523	43	12	that	that	PRON
fcis-30523	43	13	integrates	integrate	VERB
fcis-30523	43	14	big	big	ADJ
fcis-30523	43	15	data	datum	NOUN
fcis-30523	43	16	analytics	analytic	NOUN
fcis-30523	43	17	with	with	ADP
fcis-30523	43	18	ai	ai	PROPN
fcis-30523	43	19	models	model	NOUN
fcis-30523	43	20	in	in	ADP
fcis-30523	43	21	assessing	assess	VERB
fcis-30523	43	22	the	the	DET
fcis-30523	43	23	efficiency	efficiency	NOUN
fcis-30523	43	24	of	of	ADP
fcis-30523	43	25	personalized	personalized	ADJ
fcis-30523	43	26	health	health	NOUN
fcis-30523	43	27	management	management	NOUN
fcis-30523	43	28	systems	system	NOUN
fcis-30523	43	29	.	.	PUNCT
fcis-30523	44	1	this	this	DET
fcis-30523	44	2	research	research	NOUN
fcis-30523	44	3	design	design	NOUN
fcis-30523	44	4	explains	explain	VERB
fcis-30523	44	5	how	how	SCONJ
fcis-30523	44	6	health	health	NOUN
fcis-30523	44	7	data	datum	NOUN
fcis-30523	44	8	is	be	AUX
fcis-30523	44	9	collected	collect	VERB
fcis-30523	44	10	,	,	PUNCT
fcis-30523	44	11	processed	process	VERB
fcis-30523	44	12	,	,	PUNCT
fcis-30523	44	13	and	and	CCONJ
fcis-30523	44	14	analyzed	analyze	VERB
fcis-30523	44	15	within	within	ADP
fcis-30523	44	16	the	the	DET
fcis-30523	44	17	setting	setting	NOUN
fcis-30523	44	18	of	of	ADP
fcis-30523	44	19	a	a	DET
fcis-30523	44	20	smart	smart	ADJ
fcis-30523	44	21	city	city	NOUN
fcis-30523	44	22	for	for	ADP
fcis-30523	44	23	personalized	personalize	VERB
fcis-30523	44	24	healthcare	healthcare	NOUN
fcis-30523	44	25	solutions	solution	NOUN
fcis-30523	44	26	.	.	PUNCT
fcis-30523	45	1	hence	hence	ADV
fcis-30523	45	2	,	,	PUNCT
fcis-30523	45	3	the	the	DET
fcis-30523	45	4	study	study	NOUN
fcis-30523	45	5	will	will	AUX
fcis-30523	45	6	also	also	ADV
fcis-30523	45	7	utilize	utilize	VERB
fcis-30523	45	8	real	real	ADJ
fcis-30523	45	9	-	-	PUNCT
fcis-30523	45	10	world	world	NOUN
fcis-30523	45	11	data	datum	NOUN
fcis-30523	45	12	coming	come	VERB
fcis-30523	45	13	from	from	ADP
fcis-30523	45	14	different	different	ADJ
fcis-30523	45	15	sources	source	NOUN
fcis-30523	45	16	to	to	PART
fcis-30523	45	17	establish	establish	VERB
fcis-30523	45	18	an	an	DET
fcis-30523	45	19	integrated	integrate	VERB
fcis-30523	45	20	framework	framework	NOUN
fcis-30523	45	21	using	use	VERB
fcis-30523	45	22	ai	ai	VERB
fcis-30523	45	23	techniques	technique	NOUN
fcis-30523	45	24	for	for	ADP
fcis-30523	45	25	the	the	DET
fcis-30523	45	26	resolution	resolution	NOUN
fcis-30523	45	27	of	of	ADP
fcis-30523	45	28	urban	urban	ADJ
fcis-30523	45	29	healthcare	healthcare	NOUN
fcis-30523	45	30	challenges	challenge	NOUN
fcis-30523	45	31	.	.	PUNCT
fcis-30523	46	1	the	the	DET
fcis-30523	46	2	framework	framework	NOUN
fcis-30523	46	3	is	be	AUX
fcis-30523	46	4	developed	develop	VERB
fcis-30523	46	5	to	to	PART
fcis-30523	46	6	evaluate	evaluate	VERB
fcis-30523	46	7	the	the	DET
fcis-30523	46	8	complete	complete	ADJ
fcis-30523	46	9	health	health	NOUN
fcis-30523	46	10	data	datum	NOUN
fcis-30523	46	11	lifecycle	lifecycle	NOUN
fcis-30523	46	12	in	in	ADP
fcis-30523	46	13	smart	smart	ADJ
fcis-30523	46	14	cities	city	NOUN
fcis-30523	46	15	,	,	PUNCT
fcis-30523	46	16	from	from	ADP
fcis-30523	46	17	data	datum	NOUN
fcis-30523	46	18	acquisition	acquisition	NOUN
fcis-30523	46	19	to	to	ADP
fcis-30523	46	20	actionable	actionable	ADJ
fcis-30523	46	21	insights	insight	NOUN
fcis-30523	46	22	.	.	PUNCT
fcis-30523	47	1	this	this	PRON
fcis-30523	47	2	entails	entail	VERB
fcis-30523	47	3	the	the	DET
fcis-30523	47	4	design	design	NOUN
fcis-30523	47	5	of	of	ADP
fcis-30523	47	6	ai	ai	ADJ
fcis-30523	47	7	-	-	PUNCT
fcis-30523	47	8	driven	drive	VERB
fcis-30523	47	9	predictive	predictive	ADJ
fcis-30523	47	10	models	model	NOUN
fcis-30523	47	11	on	on	ADP
fcis-30523	47	12	health	health	NOUN
fcis-30523	47	13	risks	risk	NOUN
fcis-30523	47	14	,	,	PUNCT
fcis-30523	47	15	chronic	chronic	ADJ
fcis-30523	47	16	disease	disease	NOUN
fcis-30523	47	17	monitoring	monitoring	NOUN
fcis-30523	47	18	,	,	PUNCT
fcis-30523	47	19	and	and	CCONJ
fcis-30523	47	20	suggesting	suggest	VERB
fcis-30523	47	21	personalized	personalized	ADJ
fcis-30523	47	22	healthcare	healthcare	NOUN
fcis-30523	47	23	interventions	intervention	NOUN
fcis-30523	47	24	.	.	PUNCT
fcis-30523	48	1	it	it	PRON
fcis-30523	48	2	will	will	AUX
fcis-30523	48	3	be	be	AUX
fcis-30523	48	4	ensured	ensure	VERB
fcis-30523	48	5	that	that	SCONJ
fcis-30523	48	6	the	the	DET
fcis-30523	48	7	study	study	NOUN
fcis-30523	48	8	has	have	VERB
fcis-30523	48	9	high	high	ADJ
fcis-30523	48	10	replicability	replicability	NOUN
fcis-30523	48	11	and	and	CCONJ
fcis-30523	48	12	scalability	scalability	NOUN
fcis-30523	48	13	,	,	PUNCT
fcis-30523	48	14	as	as	SCONJ
fcis-30523	48	15	methods	method	NOUN
fcis-30523	48	16	can	can	AUX
fcis-30523	48	17	be	be	AUX
fcis-30523	48	18	applied	apply	VERB
fcis-30523	48	19	on	on	ADP
fcis-30523	48	20	different	different	ADJ
fcis-30523	48	21	smart	smart	ADJ
fcis-30523	48	22	cities	city	NOUN
fcis-30523	48	23	with	with	ADP
fcis-30523	48	24	various	various	ADJ
fcis-30523	48	25	populations	population	NOUN
fcis-30523	48	26	and	and	CCONJ
fcis-30523	48	27	health	health	NOUN
fcis-30523	48	28	needs	need	NOUN
fcis-30523	48	29	.	.	PUNCT
fcis-30523	49	1	2.1	2.1	NUM
fcis-30523	49	2	.	.	PUNCT
fcis-30523	50	1	sample	sample	NOUN
fcis-30523	50	2	selection	selection	NOUN
fcis-30523	50	3	the	the	DET
fcis-30523	50	4	sample	sample	NOUN
fcis-30523	50	5	will	will	AUX
fcis-30523	50	6	be	be	AUX
fcis-30523	50	7	a	a	DET
fcis-30523	50	8	stratified	stratified	ADJ
fcis-30523	50	9	sample	sample	NOUN
fcis-30523	50	10	of	of	ADP
fcis-30523	50	11	residents	resident	NOUN
fcis-30523	50	12	drawn	draw	VERB
fcis-30523	50	13	from	from	ADP
fcis-30523	50	14	different	different	ADJ
fcis-30523	50	15	regions	region	NOUN
fcis-30523	50	16	within	within	ADP
fcis-30523	50	17	a	a	DET
fcis-30523	50	18	smart	smart	ADJ
fcis-30523	50	19	city	city	NOUN
fcis-30523	50	20	.	.	PUNCT
fcis-30523	51	1	these	these	DET
fcis-30523	51	2	regions	region	NOUN
fcis-30523	51	3	would	would	AUX
fcis-30523	51	4	be	be	AUX
fcis-30523	51	5	selected	select	VERB
fcis-30523	51	6	in	in	ADP
fcis-30523	51	7	such	such	DET
fcis-30523	51	8	a	a	DET
fcis-30523	51	9	way	way	NOUN
fcis-30523	51	10	that	that	PRON
fcis-30523	51	11	a	a	DET
fcis-30523	51	12	wide	wide	ADJ
fcis-30523	51	13	range	range	NOUN
fcis-30523	51	14	of	of	ADP
fcis-30523	51	15	demographic	demographic	ADJ
fcis-30523	51	16	and	and	CCONJ
fcis-30523	51	17	environmental	environmental	ADJ
fcis-30523	51	18	characteristics	characteristic	NOUN
fcis-30523	51	19	,	,	PUNCT
fcis-30523	51	20	such	such	ADJ
fcis-30523	51	21	as	as	ADP
fcis-30523	51	22	age	age	NOUN
fcis-30523	51	23	,	,	PUNCT
fcis-30523	51	24	gender	gender	NOUN
fcis-30523	51	25	,	,	PUNCT
fcis-30523	51	26	and	and	CCONJ
fcis-30523	51	27	health	health	NOUN
fcis-30523	51	28	status	status	NOUN
fcis-30523	51	29	,	,	PUNCT
fcis-30523	51	30	are	be	AUX
fcis-30523	51	31	captured	capture	VERB
fcis-30523	51	32	.	.	PUNCT
fcis-30523	52	1	the	the	DET
fcis-30523	52	2	goal	goal	NOUN
fcis-30523	52	3	is	be	AUX
fcis-30523	52	4	to	to	PART
fcis-30523	52	5	capture	capture	VERB
fcis-30523	52	6	the	the	DET
fcis-30523	52	7	heterogeneity	heterogeneity	NOUN
fcis-30523	52	8	of	of	ADP
fcis-30523	52	9	urban	urban	ADJ
fcis-30523	52	10	populations	population	NOUN
fcis-30523	52	11	so	so	SCONJ
fcis-30523	52	12	that	that	SCONJ
fcis-30523	52	13	the	the	DET
fcis-30523	52	14	findings	finding	NOUN
fcis-30523	52	15	will	will	AUX
fcis-30523	52	16	be	be	AUX
fcis-30523	52	17	generalizable	generalizable	ADJ
fcis-30523	52	18	to	to	ADP
fcis-30523	52	19	a	a	DET
fcis-30523	52	20	wide	wide	ADJ
fcis-30523	52	21	variety	variety	NOUN
fcis-30523	52	22	of	of	ADP
fcis-30523	52	23	healthcare	healthcare	NOUN
fcis-30523	52	24	situations	situation	NOUN
fcis-30523	52	25	.	.	PUNCT
fcis-30523	53	1	the	the	DET
fcis-30523	53	2	sample	sample	NOUN
fcis-30523	53	3	will	will	AUX
fcis-30523	53	4	include	include	VERB
fcis-30523	53	5	:	:	PUNCT
fcis-30523	53	6	•	•	NUM
fcis-30523	53	7	health	health	NOUN
fcis-30523	53	8	records	record	NOUN
fcis-30523	53	9	:	:	PUNCT
fcis-30523	53	10	longitudinal	longitudinal	ADJ
fcis-30523	53	11	data	datum	NOUN
fcis-30523	53	12	from	from	ADP
fcis-30523	53	13	hospitals	hospital	NOUN
fcis-30523	53	14	and	and	CCONJ
fcis-30523	53	15	clinics	clinic	NOUN
fcis-30523	53	16	on	on	ADP
fcis-30523	53	17	patient	patient	ADJ
fcis-30523	53	18	histories	history	NOUN
fcis-30523	53	19	,	,	PUNCT
fcis-30523	53	20	diagnoses	diagnosis	NOUN
fcis-30523	53	21	,	,	PUNCT
fcis-30523	53	22	and	and	CCONJ
fcis-30523	53	23	treatment	treatment	NOUN
fcis-30523	53	24	outcomes	outcome	NOUN
fcis-30523	53	25	.	.	PUNCT
fcis-30523	54	1	•	•	NUM
fcis-30523	54	2	environmental	environmental	ADJ
fcis-30523	54	3	monitoring	monitoring	NOUN
fcis-30523	54	4	data	datum	NOUN
fcis-30523	54	5	:	:	PUNCT
fcis-30523	54	6	real	real	ADJ
fcis-30523	54	7	-	-	PUNCT
fcis-30523	54	8	time	time	NOUN
fcis-30523	54	9	air	air	NOUN
fcis-30523	54	10	quality	quality	NOUN
fcis-30523	54	11	,	,	PUNCT
fcis-30523	54	12	temperature	temperature	NOUN
fcis-30523	54	13	,	,	PUNCT
fcis-30523	54	14	and	and	CCONJ
fcis-30523	54	15	humidity	humidity	NOUN
fcis-30523	54	16	,	,	PUNCT
fcis-30523	54	17	among	among	ADP
fcis-30523	54	18	others	other	NOUN
fcis-30523	54	19	,	,	PUNCT
fcis-30523	54	20	gathered	gather	VERB
fcis-30523	54	21	through	through	ADP
fcis-30523	54	22	smart	smart	ADJ
fcis-30523	54	23	city	city	NOUN
fcis-30523	54	24	infrastructure[3	infrastructure[3	PROPN
fcis-30523	54	25	]	]	PUNCT
fcis-30523	54	26	.	.	PUNCT
fcis-30523	55	1	•	•	NOUN
fcis-30523	55	2	wearable	wearable	ADJ
fcis-30523	55	3	device	device	NOUN
fcis-30523	55	4	data	datum	NOUN
fcis-30523	55	5	:	:	PUNCT
fcis-30523	55	6	continuous	continuous	ADJ
fcis-30523	55	7	streams	stream	NOUN
fcis-30523	55	8	from	from	ADP
fcis-30523	55	9	devices	device	NOUN
fcis-30523	55	10	like	like	ADP
fcis-30523	55	11	fitness	fitness	NOUN
fcis-30523	55	12	trackers	tracker	NOUN
fcis-30523	55	13	and	and	CCONJ
fcis-30523	55	14	smartwatches	smartwatche	NOUN
fcis-30523	55	15	capture	capture	VERB
fcis-30523	55	16	metrics	metric	NOUN
fcis-30523	55	17	such	such	ADJ
fcis-30523	55	18	as	as	ADP
fcis-30523	55	19	heart	heart	NOUN
fcis-30523	55	20	rate	rate	NOUN
fcis-30523	55	21	,	,	PUNCT
fcis-30523	55	22	step	step	NOUN
fcis-30523	55	23	count	count	NOUN
fcis-30523	55	24	,	,	PUNCT
fcis-30523	55	25	and	and	CCONJ
fcis-30523	55	26	sleep	sleep	VERB
fcis-30523	55	27	patterns[4	patterns[4	VERB
fcis-30523	55	28	]	]	PUNCT
fcis-30523	55	29	.	.	PUNCT
fcis-30523	56	1	the	the	DET
fcis-30523	56	2	inclusion	inclusion	NOUN
fcis-30523	56	3	criteria	criterion	NOUN
fcis-30523	56	4	include	include	VERB
fcis-30523	56	5	the	the	DET
fcis-30523	56	6	ability	ability	NOUN
fcis-30523	56	7	to	to	PART
fcis-30523	56	8	provide	provide	VERB
fcis-30523	56	9	access	access	NOUN
fcis-30523	56	10	to	to	ADP
fcis-30523	56	11	comprehensive	comprehensive	ADJ
fcis-30523	56	12	health	health	NOUN
fcis-30523	56	13	records	record	NOUN
fcis-30523	56	14	and	and	CCONJ
fcis-30523	56	15	consent	consent	VERB
fcis-30523	56	16	to	to	ADP
fcis-30523	56	17	data	datum	NOUN
fcis-30523	56	18	collection	collection	NOUN
fcis-30523	56	19	through	through	ADP
fcis-30523	56	20	wearable	wearable	ADJ
fcis-30523	56	21	devices	device	NOUN
fcis-30523	56	22	and	and	CCONJ
fcis-30523	56	23	other	other	ADJ
fcis-30523	56	24	sensors	sensor	NOUN
fcis-30523	56	25	.	.	PUNCT
fcis-30523	57	1	in	in	ADP
fcis-30523	57	2	this	this	DET
fcis-30523	57	3	respect	respect	NOUN
fcis-30523	57	4	,	,	PUNCT
fcis-30523	57	5	rich	rich	ADJ
fcis-30523	57	6	,	,	PUNCT
fcis-30523	57	7	high	high	ADJ
fcis-30523	57	8	-	-	PUNCT
fcis-30523	57	9	quality	quality	NOUN
fcis-30523	57	10	data	datum	NOUN
fcis-30523	57	11	will	will	AUX
fcis-30523	57	12	be	be	AUX
fcis-30523	57	13	made	make	VERB
fcis-30523	57	14	available	available	ADJ
fcis-30523	57	15	for	for	ADP
fcis-30523	57	16	analysis	analysis	NOUN
fcis-30523	57	17	.	.	PUNCT
fcis-30523	58	1	2.2	2.2	NUM
fcis-30523	58	2	.	.	PUNCT
fcis-30523	58	3	data	datum	NOUN
fcis-30523	58	4	collection	collection	NOUN
fcis-30523	58	5	data	datum	NOUN
fcis-30523	58	6	are	be	AUX
fcis-30523	58	7	being	be	AUX
fcis-30523	58	8	collected	collect	VERB
fcis-30523	58	9	for	for	ADP
fcis-30523	58	10	this	this	DET
fcis-30523	58	11	study	study	NOUN
fcis-30523	58	12	from	from	ADP
fcis-30523	58	13	diverse	diverse	ADJ
fcis-30523	58	14	sources	source	NOUN
fcis-30523	58	15	in	in	ADP
fcis-30523	58	16	order	order	NOUN
fcis-30523	58	17	to	to	PART
fcis-30523	58	18	get	get	VERB
fcis-30523	58	19	a	a	DET
fcis-30523	58	20	multidimensional	multidimensional	ADJ
fcis-30523	58	21	understanding	understanding	NOUN
fcis-30523	58	22	of	of	ADP
fcis-30523	58	23	health	health	NOUN
fcis-30523	58	24	outcomes	outcome	NOUN
fcis-30523	58	25	.	.	PUNCT
fcis-30523	59	1	these	these	PRON
fcis-30523	59	2	include	include	VERB
fcis-30523	59	3	:	:	PUNCT
fcis-30523	59	4	(	(	PUNCT
fcis-30523	59	5	1	1	X
fcis-30523	59	6	)	)	PUNCT
fcis-30523	59	7	hospital	hospital	NOUN
fcis-30523	59	8	and	and	CCONJ
fcis-30523	59	9	health	health	NOUN
fcis-30523	59	10	management	management	NOUN
fcis-30523	59	11	systems	system	NOUN
fcis-30523	59	12	:	:	PUNCT
fcis-30523	59	13	the	the	DET
fcis-30523	59	14	ehrs	ehrs	PROPN
fcis-30523	59	15	keep	keep	VERB
fcis-30523	59	16	records	record	NOUN
fcis-30523	59	17	of	of	ADP
fcis-30523	59	18	the	the	DET
fcis-30523	59	19	patient	patient	NOUN
fcis-30523	59	20	's	's	PART
fcis-30523	59	21	life	life	NOUN
fcis-30523	59	22	history	history	NOUN
fcis-30523	59	23	,	,	PUNCT
fcis-30523	59	24	treatment	treatment	NOUN
fcis-30523	59	25	course	course	NOUN
fcis-30523	59	26	,	,	PUNCT
fcis-30523	59	27	and	and	CCONJ
fcis-30523	59	28	diagnosis	diagnosis	NOUN
fcis-30523	59	29	in	in	ADP
fcis-30523	59	30	detail	detail	NOUN
fcis-30523	59	31	.	.	PUNCT
fcis-30523	60	1	(	(	PUNCT
fcis-30523	60	2	2	2	X
fcis-30523	60	3	)	)	PUNCT
fcis-30523	60	4	wearables	wearable	NOUN
fcis-30523	60	5	:	:	PUNCT
fcis-30523	60	6	fitness	fitness	NOUN
fcis-30523	60	7	trackers	tracker	NOUN
fcis-30523	60	8	,	,	PUNCT
fcis-30523	60	9	smartwatches	smartwatche	NOUN
fcis-30523	60	10	,	,	PUNCT
fcis-30523	60	11	and	and	CCONJ
fcis-30523	60	12	devices	device	NOUN
fcis-30523	60	13	monitoring	monitor	VERB
fcis-30523	60	14	specific	specific	ADJ
fcis-30523	60	15	health	health	NOUN
fcis-30523	60	16	parameters	parameter	NOUN
fcis-30523	60	17	provide	provide	VERB
fcis-30523	60	18	data	datum	NOUN
fcis-30523	60	19	on	on	ADP
fcis-30523	60	20	daily	daily	ADJ
fcis-30523	60	21	activities	activity	NOUN
fcis-30523	60	22	,	,	PUNCT
fcis-30523	60	23	heart	heart	NOUN
fcis-30523	60	24	rate	rate	NOUN
fcis-30523	60	25	,	,	PUNCT
fcis-30523	60	26	and	and	CCONJ
fcis-30523	60	27	sleep	sleep	NOUN
fcis-30523	60	28	pattern	pattern	NOUN
fcis-30523	60	29	among	among	ADP
fcis-30523	60	30	other	other	ADJ
fcis-30523	60	31	health	health	NOUN
fcis-30523	60	32	metrics	metric	NOUN
fcis-30523	60	33	.	.	PUNCT
fcis-30523	61	1	(	(	PUNCT
fcis-30523	61	2	3	3	X
fcis-30523	61	3	)	)	PUNCT
fcis-30523	61	4	environmental	environmental	ADJ
fcis-30523	61	5	sensors	sensor	NOUN
fcis-30523	61	6	:	:	PUNCT
fcis-30523	61	7	sensors	sensor	NOUN
fcis-30523	61	8	installed	instal	VERB
fcis-30523	61	9	in	in	ADP
fcis-30523	61	10	smart	smart	ADJ
fcis-30523	61	11	cities	city	NOUN
fcis-30523	61	12	record	record	VERB
fcis-30523	61	13	real	real	ADJ
fcis-30523	61	14	-	-	PUNCT
fcis-30523	61	15	time	time	NOUN
fcis-30523	61	16	environmental	environmental	NOUN
fcis-30523	61	17	-	-	PUNCT
fcis-30523	61	18	based	base	VERB
fcis-30523	61	19	data	datum	NOUN
fcis-30523	61	20	about	about	ADP
fcis-30523	61	21	the	the	DET
fcis-30523	61	22	air	air	NOUN
fcis-30523	61	23	quality	quality	PROPN
fcis-30523	61	24	index	index	NOUN
fcis-30523	61	25	,	,	PUNCT
fcis-30523	61	26	noise	noise	NOUN
fcis-30523	61	27	pollution	pollution	NOUN
fcis-30523	61	28	,	,	PUNCT
fcis-30523	61	29	weather	weather	NOUN
fcis-30523	61	30	,	,	PUNCT
fcis-30523	61	31	and	and	CCONJ
fcis-30523	61	32	more[5	more[5	PROPN
fcis-30523	61	33	]	]	X
fcis-30523	61	34	.	.	PUNCT
fcis-30523	62	1	(	(	PUNCT
fcis-30523	62	2	4	4	X
fcis-30523	62	3	)	)	PUNCT
fcis-30523	62	4	self	self	NOUN
fcis-30523	62	5	-	-	PUNCT
fcis-30523	62	6	reported	report	VERB
fcis-30523	62	7	data	datum	NOUN
fcis-30523	62	8	:	:	PUNCT
fcis-30523	62	9	surveys	survey	NOUN
fcis-30523	62	10	and	and	CCONJ
fcis-30523	62	11	mobile	mobile	ADJ
fcis-30523	62	12	health	health	NOUN
fcis-30523	62	13	applications	application	NOUN
fcis-30523	62	14	gather	gather	VERB
fcis-30523	62	15	subjective	subjective	ADJ
fcis-30523	62	16	information	information	NOUN
fcis-30523	62	17	about	about	ADP
fcis-30523	62	18	individuals	individual	NOUN
fcis-30523	62	19	'	'	PART
fcis-30523	62	20	health	health	NOUN
fcis-30523	62	21	behaviors	behavior	NOUN
fcis-30523	62	22	and	and	CCONJ
fcis-30523	62	23	self	self	NOUN
fcis-30523	62	24	-	-	PUNCT
fcis-30523	62	25	assessments[6	assessments[6	NUM
fcis-30523	62	26	]	]	PUNCT
fcis-30523	62	27	.	.	PUNCT
fcis-30523	63	1	to	to	PART
fcis-30523	63	2	ensure	ensure	VERB
fcis-30523	63	3	consistency	consistency	NOUN
fcis-30523	63	4	,	,	PUNCT
fcis-30523	63	5	all	all	DET
fcis-30523	63	6	data	datum	NOUN
fcis-30523	63	7	is	be	AUX
fcis-30523	63	8	standardized	standardize	VERB
fcis-30523	63	9	using	use	VERB
fcis-30523	63	10	a	a	DET
fcis-30523	63	11	predefined	predefine	VERB
fcis-30523	63	12	schema	schema	NOUN
fcis-30523	63	13	,	,	PUNCT
fcis-30523	63	14	integrating	integrate	VERB
fcis-30523	63	15	various	various	ADJ
fcis-30523	63	16	formats	format	NOUN
fcis-30523	63	17	and	and	CCONJ
fcis-30523	63	18	ensuring	ensure	VERB
fcis-30523	63	19	compatibility	compatibility	NOUN
fcis-30523	63	20	for	for	ADP
fcis-30523	63	21	analysis	analysis	NOUN
fcis-30523	63	22	.	.	PUNCT
fcis-30523	64	1	privacy	privacy	NOUN
fcis-30523	64	2	and	and	CCONJ
fcis-30523	64	3	security	security	NOUN
fcis-30523	64	4	protocols	protocol	NOUN
fcis-30523	64	5	are	be	AUX
fcis-30523	64	6	implemented	implement	VERB
fcis-30523	64	7	to	to	PART
fcis-30523	64	8	protect	protect	VERB
fcis-30523	64	9	participants	participant	NOUN
fcis-30523	64	10	'	'	PART
fcis-30523	64	11	data	datum	NOUN
fcis-30523	64	12	,	,	PUNCT
fcis-30523	64	13	following	follow	VERB
fcis-30523	64	14	ethical	ethical	ADJ
fcis-30523	64	15	guidelines	guideline	NOUN
fcis-30523	64	16	and	and	CCONJ
fcis-30523	64	17	data	datum	NOUN
fcis-30523	64	18	protection	protection	NOUN
fcis-30523	64	19	laws	law	NOUN
fcis-30523	64	20	.	.	PUNCT
fcis-30523	65	1	2.3	2.3	NUM
fcis-30523	65	2	.	.	PUNCT
fcis-30523	66	1	data	datum	NOUN
fcis-30523	66	2	analysis	analysis	NOUN
fcis-30523	66	3	the	the	DET
fcis-30523	66	4	data	datum	NOUN
fcis-30523	66	5	finally	finally	ADV
fcis-30523	66	6	gets	get	AUX
fcis-30523	66	7	analyzed	analyze	VERB
fcis-30523	66	8	through	through	ADP
fcis-30523	66	9	sophisticated	sophisticated	ADJ
fcis-30523	66	10	machine	machine	NOUN
fcis-30523	66	11	learning	learn	VERB
fcis-30523	66	12	algorithms	algorithm	NOUN
fcis-30523	66	13	that	that	PRON
fcis-30523	66	14	find	find	VERB
fcis-30523	66	15	out	out	ADP
fcis-30523	66	16	the	the	DET
fcis-30523	66	17	patterns	pattern	NOUN
fcis-30523	66	18	and	and	CCONJ
fcis-30523	66	19	have	have	VERB
fcis-30523	66	20	valuable	valuable	ADJ
fcis-30523	66	21	insights	insight	NOUN
fcis-30523	66	22	into	into	ADP
fcis-30523	66	23	personalized	personalized	ADJ
fcis-30523	66	24	healthcare	healthcare	NOUN
fcis-30523	66	25	solutions	solution	NOUN
fcis-30523	66	26	.	.	PUNCT
fcis-30523	67	1	major	major	ADJ
fcis-30523	67	2	activities	activity	NOUN
fcis-30523	67	3	of	of	ADP
fcis-30523	67	4	the	the	DET
fcis-30523	67	5	analysis	analysis	NOUN
fcis-30523	67	6	include	include	VERB
fcis-30523	67	7	:	:	PUNCT
fcis-30523	67	8	2.3.1	2.3.1	NUM
fcis-30523	67	9	.	.	PUNCT
fcis-30523	67	10	data	datum	NOUN
fcis-30523	67	11	preprocessing	preprocessing	NOUN
fcis-30523	67	12	:	:	PUNCT
fcis-30523	67	13	a.	a.	NOUN
fcis-30523	67	14	cleaning	clean	VERB
fcis-30523	67	15	the	the	DET
fcis-30523	67	16	data	datum	NOUN
fcis-30523	67	17	:	:	PUNCT
fcis-30523	67	18	this	this	DET
fcis-30523	67	19	handles	handle	NOUN
fcis-30523	67	20	missing	miss	VERB
fcis-30523	67	21	,	,	PUNCT
fcis-30523	67	22	inconsistent	inconsistent	ADJ
fcis-30523	67	23	,	,	PUNCT
fcis-30523	67	24	and	and	CCONJ
fcis-30523	67	25	duplicate	duplicate	ADJ
fcis-30523	67	26	data	datum	NOUN
fcis-30523	67	27	.	.	PUNCT
fcis-30523	68	1	b.	b.	PROPN
fcis-30523	68	2	normalization	normalization	NOUN
fcis-30523	68	3	:	:	PUNCT
fcis-30523	68	4	normalizes	normalize	VERB
fcis-30523	68	5	all	all	DET
fcis-30523	68	6	data	datum	NOUN
fcis-30523	68	7	for	for	ADP
fcis-30523	68	8	homogeneity	homogeneity	NOUN
fcis-30523	68	9	of	of	ADP
fcis-30523	68	10	variables	variable	NOUN
fcis-30523	68	11	.	.	PUNCT
fcis-30523	69	1	c.	c.	NOUN
fcis-30523	69	2	feature	feature	NOUN
fcis-30523	69	3	selection	selection	NOUN
fcis-30523	69	4	:	:	PUNCT
fcis-30523	69	5	identifying	identify	VERB
fcis-30523	69	6	relevant	relevant	ADJ
fcis-30523	69	7	health	health	NOUN
fcis-30523	69	8	indicators	indicator	NOUN
fcis-30523	69	9	for	for	ADP
fcis-30523	69	10	analysis	analysis	NOUN
fcis-30523	69	11	.	.	PUNCT
fcis-30523	70	1	2.3.2	2.3.2	X
fcis-30523	70	2	.	.	X
fcis-30523	70	3	machine	machine	NOUN
fcis-30523	70	4	learning	learning	NOUN
fcis-30523	70	5	models	model	NOUN
fcis-30523	70	6	:	:	PUNCT
fcis-30523	70	7	decision	decision	NOUN
fcis-30523	70	8	trees	tree	NOUN
fcis-30523	70	9	:	:	PUNCT
fcis-30523	70	10	to	to	PART
fcis-30523	70	11	classify	classify	VERB
fcis-30523	70	12	health	health	NOUN
fcis-30523	70	13	risks	risk	NOUN
fcis-30523	70	14	and	and	CCONJ
fcis-30523	70	15	identify	identify	VERB
fcis-30523	70	16	key	key	ADJ
fcis-30523	70	17	contributing	contributing	NOUN
fcis-30523	70	18	factors	factor	NOUN
fcis-30523	70	19	.	.	PUNCT
fcis-30523	71	1	neural	neural	ADJ
fcis-30523	71	2	networks	network	NOUN
fcis-30523	71	3	:	:	PUNCT
fcis-30523	71	4	complex	complex	ADJ
fcis-30523	71	5	relationships	relationship	NOUN
fcis-30523	71	6	between	between	ADP
fcis-30523	71	7	health	health	NOUN
fcis-30523	71	8	metrics	metric	NOUN
fcis-30523	71	9	,	,	PUNCT
fcis-30523	71	10	forecast	forecast	VERB
fcis-30523	71	11	health	health	NOUN
fcis-30523	71	12	outcomes	outcome	NOUN
fcis-30523	71	13	.	.	PUNCT
fcis-30523	72	1	clustering	cluster	VERB
fcis-30523	72	2	algorithms	algorithm	NOUN
fcis-30523	72	3	:	:	PUNCT
fcis-30523	72	4	segmentation	segmentation	NOUN
fcis-30523	72	5	of	of	ADP
fcis-30523	72	6	populations	population	NOUN
fcis-30523	72	7	by	by	ADP
fcis-30523	72	8	health	health	NOUN
fcis-30523	72	9	characteristics	characteristic	NOUN
fcis-30523	72	10	for	for	ADP
fcis-30523	72	11	appropriate	appropriate	ADJ
fcis-30523	72	12	interventions	intervention	NOUN
fcis-30523	72	13	.	.	PUNCT
fcis-30523	73	1	2.3.3	2.3.3	X
fcis-30523	73	2	.	.	PUNCT
fcis-30523	73	3	predictive	predictive	ADJ
fcis-30523	73	4	modeling	modeling	NOUN
fcis-30523	73	5	:	:	PUNCT
fcis-30523	73	6	building	build	VERB
fcis-30523	73	7	health	health	NOUN
fcis-30523	73	8	risk	risk	NOUN
fcis-30523	73	9	prediction	prediction	NOUN
fcis-30523	73	10	models	model	NOUN
fcis-30523	73	11	that	that	PRON
fcis-30523	73	12	forecast	forecast	VERB
fcis-30523	73	13	the	the	DET
fcis-30523	73	14	chances	chance	NOUN
fcis-30523	73	15	of	of	ADP
fcis-30523	73	16	the	the	DET
fcis-30523	73	17	onset	onset	NOUN
fcis-30523	73	18	of	of	ADP
fcis-30523	73	19	any	any	DET
fcis-30523	73	20	chronic	chronic	ADJ
fcis-30523	73	21	disease	disease	NOUN
fcis-30523	73	22	.	.	PUNCT
fcis-30523	74	1	creating	create	VERB
fcis-30523	74	2	an	an	DET
fcis-30523	74	3	early	early	ADJ
fcis-30523	74	4	warning	warning	NOUN
fcis-30523	74	5	system	system	NOUN
fcis-30523	74	6	that	that	PRON
fcis-30523	74	7	provides	provide	VERB
fcis-30523	74	8	timely	timely	ADJ
fcis-30523	74	9	warnings	warning	NOUN
fcis-30523	74	10	to	to	ADP
fcis-30523	74	11	the	the	DET
fcis-30523	74	12	care	care	NOUN
fcis-30523	74	13	provider	provider	NOUN
fcis-30523	74	14	and	and	CCONJ
fcis-30523	74	15	the	the	DET
fcis-30523	74	16	resident	resident	NOUN
fcis-30523	74	17	through	through	ADP
fcis-30523	74	18	realtime	realtime	NOUN
fcis-30523	74	19	data	datum	NOUN
fcis-30523	74	20	on	on	ADP
fcis-30523	74	21	upcoming	upcoming	ADJ
fcis-30523	74	22	health	health	NOUN
fcis-30523	74	23	risks	risk	NOUN
fcis-30523	74	24	.	.	PUNCT
fcis-30523	75	1	2.3.4	2.3.4	X
fcis-30523	75	2	.	.	PUNCT
fcis-30523	75	3	data	datum	NOUN
fcis-30523	75	4	analysis	analysis	NOUN
fcis-30523	75	5	tools	tool	NOUN
fcis-30523	75	6	:	:	PUNCT
fcis-30523	75	7	python	python	NOUN
fcis-30523	75	8	:	:	PUNCT
fcis-30523	75	9	used	use	VERB
fcis-30523	75	10	for	for	ADP
fcis-30523	75	11	data	data	NOUN
fcis-30523	75	12	processing	processing	NOUN
fcis-30523	75	13	,	,	PUNCT
fcis-30523	75	14	data	data	NOUN
fcis-30523	75	15	visualization	visualization	NOUN
fcis-30523	75	16	,	,	PUNCT
fcis-30523	75	17	and	and	CCONJ
fcis-30523	75	18	building	building	NOUN
fcis-30523	75	19	machine	machine	NOUN
fcis-30523	75	20	learning	learning	NOUN
fcis-30523	75	21	models	model	NOUN
fcis-30523	75	22	.	.	PUNCT
fcis-30523	76	1	r	r	X
fcis-30523	76	2	:	:	PUNCT
fcis-30523	76	3	to	to	PART
fcis-30523	76	4	study	study	VERB
fcis-30523	76	5	statistically	statistically	ADV
fcis-30523	76	6	and	and	CCONJ
fcis-30523	76	7	for	for	ADP
fcis-30523	76	8	predictive	predictive	ADJ
fcis-30523	76	9	modeling	modeling	NOUN
fcis-30523	76	10	.	.	PUNCT
fcis-30523	77	1	hadoop	hadoop	NOUN
fcis-30523	77	2	:	:	PUNCT
fcis-30523	77	3	to	to	PART
fcis-30523	77	4	handle	handle	VERB
fcis-30523	77	5	large	large	ADJ
fcis-30523	77	6	-	-	PUNCT
fcis-30523	77	7	scale	scale	NOUN
fcis-30523	77	8	data	datum	NOUN
fcis-30523	77	9	storage	storage	NOUN
fcis-30523	77	10	and	and	CCONJ
fcis-30523	77	11	processing	processing	NOUN
fcis-30523	77	12	.	.	PUNCT
fcis-30523	78	1	2.4	2.4	NUM
fcis-30523	78	2	.	.	PUNCT
fcis-30523	78	3	smart	smart	ADJ
fcis-30523	78	4	city	city	NOUN
fcis-30523	78	5	systems	system	NOUN
fcis-30523	78	6	integration	integration	NOUN
fcis-30523	78	7	it	it	PRON
fcis-30523	78	8	integrates	integrate	VERB
fcis-30523	78	9	all	all	DET
fcis-30523	78	10	these	these	PRON
fcis-30523	78	11	into	into	ADP
fcis-30523	78	12	a	a	DET
fcis-30523	78	13	smart	smart	ADJ
fcis-30523	78	14	city	city	NOUN
fcis-30523	78	15	healthcare	healthcare	PROPN
fcis-30523	78	16	ecosystem	ecosystem	PROPN
fcis-30523	78	17	through	through	ADP
fcis-30523	78	18	dashboards	dashboard	NOUN
fcis-30523	78	19	and	and	CCONJ
fcis-30523	78	20	mobile	mobile	ADJ
fcis-30523	78	21	apps	app	NOUN
fcis-30523	78	22	that	that	PRON
fcis-30523	78	23	deliver	deliver	VERB
fcis-30523	78	24	key	key	ADJ
fcis-30523	78	25	knowledge	knowledge	NOUN
fcis-30523	78	26	to	to	ADP
fcis-30523	78	27	healthcare	healthcare	NOUN
fcis-30523	78	28	providers	provider	NOUN
fcis-30523	78	29	and	and	CCONJ
fcis-30523	78	30	residents	resident	NOUN
fcis-30523	78	31	,	,	PUNCT
fcis-30523	78	32	thus	thus	ADV
fcis-30523	78	33	enabling	enable	VERB
fcis-30523	78	34	them	they	PRON
fcis-30523	78	35	to	to	PART
fcis-30523	78	36	make	make	VERB
fcis-30523	78	37	proactive	proactive	ADJ
fcis-30523	78	38	interventions	intervention	NOUN
fcis-30523	78	39	or	or	CCONJ
fcis-30523	78	40	prepare	prepare	VERB
fcis-30523	78	41	care	care	NOUN
fcis-30523	78	42	plans	plan	NOUN
fcis-30523	78	43	.	.	PUNCT
fcis-30523	79	1	in	in	ADP
fcis-30523	79	2	fact	fact	NOUN
fcis-30523	79	3	,	,	PUNCT
fcis-30523	79	4	the	the	DET
fcis-30523	79	5	research	research	NOUN
fcis-30523	79	6	further	far	ADV
fcis-30523	79	7	analyzes	analyze	VERB
fcis-30523	79	8	the	the	DET
fcis-30523	79	9	efficiency	efficiency	NOUN
fcis-30523	79	10	and	and	CCONJ
fcis-30523	79	11	81	81	NUM
fcis-30523	79	12	effectiveness	effectiveness	NOUN
fcis-30523	79	13	of	of	ADP
fcis-30523	79	14	the	the	DET
fcis-30523	79	15	various	various	ADJ
fcis-30523	79	16	systems	system	NOUN
fcis-30523	79	17	in	in	ADP
fcis-30523	79	18	bringing	bring	VERB
fcis-30523	79	19	in	in	ADP
fcis-30523	79	20	positive	positive	ADJ
fcis-30523	79	21	health	health	NOUN
fcis-30523	79	22	outcomes	outcome	NOUN
fcis-30523	79	23	,	,	PUNCT
fcis-30523	79	24	while	while	SCONJ
fcis-30523	79	25	insisting	insist	VERB
fcis-30523	79	26	on	on	ADP
fcis-30523	79	27	scalability	scalability	NOUN
fcis-30523	79	28	and	and	CCONJ
fcis-30523	79	29	real	real	ADJ
fcis-30523	79	30	-	-	PUNCT
fcis-30523	79	31	life	life	NOUN
fcis-30523	79	32	applicability	applicability	NOUN
fcis-30523	79	33	.	.	PUNCT
fcis-30523	80	1	this	this	DET
fcis-30523	80	2	study	study	NOUN
fcis-30523	80	3	will	will	AUX
fcis-30523	80	4	reveal	reveal	VERB
fcis-30523	80	5	the	the	DET
fcis-30523	80	6	transformative	transformative	ADJ
fcis-30523	80	7	power	power	NOUN
fcis-30523	80	8	of	of	ADP
fcis-30523	80	9	big	big	ADJ
fcis-30523	80	10	data	datum	NOUN
fcis-30523	80	11	and	and	CCONJ
fcis-30523	80	12	ai	ai	VERB
fcis-30523	80	13	in	in	ADP
fcis-30523	80	14	enabling	enable	VERB
fcis-30523	80	15	personalized	personalized	ADJ
fcis-30523	80	16	healthcare	healthcare	NOUN
fcis-30523	80	17	within	within	ADP
fcis-30523	80	18	smart	smart	ADJ
fcis-30523	80	19	cities	city	NOUN
fcis-30523	80	20	,	,	PUNCT
fcis-30523	80	21	by	by	ADP
fcis-30523	80	22	combining	combine	VERB
fcis-30523	80	23	large	large	ADJ
fcis-30523	80	24	and	and	CCONJ
fcis-30523	80	25	various	various	ADJ
fcis-30523	80	26	data	datum	NOUN
fcis-30523	80	27	sources	source	NOUN
fcis-30523	80	28	with	with	ADP
fcis-30523	80	29	advanced	advanced	ADJ
fcis-30523	80	30	analysis	analysis	NOUN
fcis-30523	80	31	techniques	technique	NOUN
fcis-30523	80	32	and	and	CCONJ
fcis-30523	80	33	a	a	DET
fcis-30523	80	34	robust	robust	ADJ
fcis-30523	80	35	design	design	NOUN
fcis-30523	80	36	.	.	PUNCT
fcis-30523	81	1	3	3	X
fcis-30523	81	2	.	.	X
fcis-30523	81	3	results	result	VERB
fcis-30523	81	4	the	the	DET
fcis-30523	81	5	health	health	NOUN
fcis-30523	81	6	data	data	NOUN
fcis-30523	81	7	analyses	analysis	NOUN
fcis-30523	81	8	of	of	ADP
fcis-30523	81	9	smart	smart	ADJ
fcis-30523	81	10	cities	city	NOUN
fcis-30523	81	11	showed	show	VERB
fcis-30523	81	12	that	that	SCONJ
fcis-30523	81	13	the	the	DET
fcis-30523	81	14	health	health	NOUN
fcis-30523	81	15	data	datum	NOUN
fcis-30523	81	16	pattern	pattern	NOUN
fcis-30523	81	17	is	be	AUX
fcis-30523	81	18	closely	closely	ADV
fcis-30523	81	19	related	relate	VERB
fcis-30523	81	20	to	to	ADP
fcis-30523	81	21	the	the	DET
fcis-30523	81	22	major	major	ADJ
fcis-30523	81	23	elements	element	NOUN
fcis-30523	81	24	of	of	ADP
fcis-30523	81	25	public	public	ADJ
fcis-30523	81	26	health	health	NOUN
fcis-30523	81	27	,	,	PUNCT
fcis-30523	81	28	including	include	VERB
fcis-30523	81	29	disease	disease	NOUN
fcis-30523	81	30	prevention	prevention	NOUN
fcis-30523	81	31	and	and	CCONJ
fcis-30523	81	32	management	management	NOUN
fcis-30523	81	33	of	of	ADP
fcis-30523	81	34	chronic	chronic	ADJ
fcis-30523	81	35	diseases	disease	NOUN
fcis-30523	81	36	.	.	PUNCT
fcis-30523	82	1	the	the	DET
fcis-30523	82	2	research	research	NOUN
fcis-30523	82	3	in	in	ADP
fcis-30523	82	4	big	big	ADJ
fcis-30523	82	5	data	datum	NOUN
fcis-30523	82	6	and	and	CCONJ
fcis-30523	82	7	ai	ai	PROPN
fcis-30523	82	8	technologies	technology	NOUN
fcis-30523	82	9	showed	show	VERB
fcis-30523	82	10	how	how	SCONJ
fcis-30523	82	11	health	health	NOUN
fcis-30523	82	12	services	service	NOUN
fcis-30523	82	13	in	in	ADP
fcis-30523	82	14	smart	smart	ADJ
fcis-30523	82	15	cities	city	NOUN
fcis-30523	82	16	can	can	AUX
fcis-30523	82	17	be	be	AUX
fcis-30523	82	18	transformed	transform	VERB
fcis-30523	82	19	into	into	ADP
fcis-30523	82	20	being	be	AUX
fcis-30523	82	21	more	more	ADV
fcis-30523	82	22	effective	effective	ADJ
fcis-30523	82	23	and	and	CCONJ
fcis-30523	82	24	personalized	personalized	ADJ
fcis-30523	82	25	.	.	PUNCT
fcis-30523	83	1	the	the	DET
fcis-30523	83	2	models	model	NOUN
fcis-30523	83	3	developed	develop	VERB
fcis-30523	83	4	as	as	ADP
fcis-30523	83	5	part	part	NOUN
fcis-30523	83	6	of	of	ADP
fcis-30523	83	7	this	this	DET
fcis-30523	83	8	research	research	NOUN
fcis-30523	83	9	on	on	ADP
fcis-30523	83	10	ai	ai	INTJ
fcis-30523	83	11	identified	identify	VERB
fcis-30523	83	12	symptoms	symptom	NOUN
fcis-30523	83	13	of	of	ADP
fcis-30523	83	14	chronic	chronic	ADJ
fcis-30523	83	15	diseases	disease	NOUN
fcis-30523	83	16	at	at	ADP
fcis-30523	83	17	the	the	DET
fcis-30523	83	18	early	early	ADJ
fcis-30523	83	19	stage	stage	NOUN
fcis-30523	83	20	,	,	PUNCT
fcis-30523	83	21	thus	thus	ADV
fcis-30523	83	22	helping	help	VERB
fcis-30523	83	23	residents	resident	NOUN
fcis-30523	83	24	take	take	VERB
fcis-30523	83	25	the	the	DET
fcis-30523	83	26	necessary	necessary	ADJ
fcis-30523	83	27	precautions	precaution	NOUN
fcis-30523	83	28	with	with	ADP
fcis-30523	83	29	minimal	minimal	ADJ
fcis-30523	83	30	delay	delay	NOUN
fcis-30523	83	31	.	.	PUNCT
fcis-30523	84	1	insight	insight	NOUN
fcis-30523	84	2	into	into	ADP
fcis-30523	84	3	data	datum	NOUN
fcis-30523	84	4	analysis	analysis	NOUN
fcis-30523	84	5	:	:	PUNCT
fcis-30523	84	6	key	key	ADJ
fcis-30523	84	7	takeaways	takeaway	NOUN
fcis-30523	84	8	the	the	DET
fcis-30523	84	9	outcome	outcome	NOUN
fcis-30523	84	10	showed	show	VERB
fcis-30523	84	11	how	how	SCONJ
fcis-30523	84	12	the	the	DET
fcis-30523	84	13	integration	integration	NOUN
fcis-30523	84	14	of	of	ADP
fcis-30523	84	15	health	health	NOUN
fcis-30523	84	16	data	datum	NOUN
fcis-30523	84	17	from	from	ADP
fcis-30523	84	18	different	different	ADJ
fcis-30523	84	19	sources	source	NOUN
fcis-30523	84	20	could	could	AUX
fcis-30523	84	21	provide	provide	VERB
fcis-30523	84	22	actionable	actionable	ADJ
fcis-30523	84	23	insights	insight	NOUN
fcis-30523	84	24	at	at	ADP
fcis-30523	84	25	both	both	CCONJ
fcis-30523	84	26	individual	individual	ADJ
fcis-30523	84	27	and	and	CCONJ
fcis-30523	84	28	provider	provider	NOUN
fcis-30523	84	29	levels	level	NOUN
fcis-30523	84	30	.	.	PUNCT
fcis-30523	85	1	in	in	ADP
fcis-30523	85	2	particular	particular	ADJ
fcis-30523	85	3	:	:	PUNCT
fcis-30523	85	4	disease	disease	NOUN
fcis-30523	85	5	prevention	prevention	NOUN
fcis-30523	85	6	:	:	PUNCT
fcis-30523	85	7	health	health	NOUN
fcis-30523	85	8	data	datum	NOUN
fcis-30523	85	9	patterns	pattern	NOUN
fcis-30523	85	10	such	such	ADJ
fcis-30523	85	11	as	as	ADP
fcis-30523	85	12	irregular	irregular	ADJ
fcis-30523	85	13	heart	heart	NOUN
fcis-30523	85	14	rate	rate	NOUN
fcis-30523	85	15	or	or	CCONJ
fcis-30523	85	16	high	high	ADJ
fcis-30523	85	17	levels	level	NOUN
fcis-30523	85	18	of	of	ADP
fcis-30523	85	19	stress	stress	NOUN
fcis-30523	85	20	,	,	PUNCT
fcis-30523	85	21	as	as	SCONJ
fcis-30523	85	22	recorded	record	VERB
fcis-30523	85	23	by	by	ADP
fcis-30523	85	24	wearable	wearable	ADJ
fcis-30523	85	25	devices	device	NOUN
fcis-30523	85	26	,	,	PUNCT
fcis-30523	85	27	were	be	AUX
fcis-30523	85	28	strongly	strongly	ADV
fcis-30523	85	29	associated	associate	VERB
fcis-30523	85	30	with	with	ADP
fcis-30523	85	31	early	early	ADJ
fcis-30523	85	32	warnings	warning	NOUN
fcis-30523	85	33	for	for	ADP
fcis-30523	85	34	cardiovascular	cardiovascular	ADJ
fcis-30523	85	35	conditions	condition	NOUN
fcis-30523	85	36	.	.	PUNCT
fcis-30523	86	1	ai	ai	VERB
fcis-30523	86	2	-	-	PUNCT
fcis-30523	86	3	driven	drive	VERB
fcis-30523	86	4	predictive	predictive	ADJ
fcis-30523	86	5	models	model	NOUN
fcis-30523	86	6	flag	flag	VERB
fcis-30523	86	7	these	these	DET
fcis-30523	86	8	anomalies	anomaly	NOUN
fcis-30523	86	9	at	at	ADP
fcis-30523	86	10	a	a	DET
fcis-30523	86	11	high	high	ADJ
fcis-30523	86	12	degree	degree	NOUN
fcis-30523	86	13	of	of	ADP
fcis-30523	86	14	accuracy	accuracy	NOUN
fcis-30523	86	15	to	to	PART
fcis-30523	86	16	alert	alert	VERB
fcis-30523	86	17	residents	resident	NOUN
fcis-30523	86	18	to	to	PART
fcis-30523	86	19	consult	consult	VERB
fcis-30523	86	20	healthcare	healthcare	NOUN
fcis-30523	86	21	professionals	professional	NOUN
fcis-30523	86	22	.	.	PUNCT
fcis-30523	87	1	chronic	chronic	ADJ
fcis-30523	87	2	disease	disease	NOUN
fcis-30523	87	3	management	management	NOUN
fcis-30523	87	4	:	:	PUNCT
fcis-30523	87	5	models	model	NOUN
fcis-30523	87	6	,	,	PUNCT
fcis-30523	87	7	in	in	ADP
fcis-30523	87	8	cases	case	NOUN
fcis-30523	87	9	of	of	ADP
fcis-30523	87	10	residents	resident	NOUN
fcis-30523	87	11	already	already	ADV
fcis-30523	87	12	diagnosed	diagnose	VERB
fcis-30523	87	13	with	with	ADP
fcis-30523	87	14	chronic	chronic	ADJ
fcis-30523	87	15	diseases	disease	NOUN
fcis-30523	87	16	,	,	PUNCT
fcis-30523	87	17	identified	identify	VERB
fcis-30523	87	18	risk	risk	NOUN
fcis-30523	87	19	factors	factor	NOUN
fcis-30523	87	20	likely	likely	ADJ
fcis-30523	87	21	to	to	PART
fcis-30523	87	22	worsen	worsen	VERB
fcis-30523	87	23	their	their	PRON
fcis-30523	87	24	conditions	condition	NOUN
fcis-30523	87	25	.	.	PUNCT
fcis-30523	88	1	for	for	ADP
fcis-30523	88	2	instance	instance	NOUN
fcis-30523	88	3	,	,	PUNCT
fcis-30523	88	4	the	the	DET
fcis-30523	88	5	integrated	integrate	VERB
fcis-30523	88	6	environmental	environmental	ADJ
fcis-30523	88	7	data	datum	NOUN
fcis-30523	88	8	with	with	ADP
fcis-30523	88	9	personal	personal	ADJ
fcis-30523	88	10	health	health	NOUN
fcis-30523	88	11	records	record	NOUN
fcis-30523	88	12	showed	show	VERB
fcis-30523	88	13	that	that	SCONJ
fcis-30523	88	14	high	high	ADJ
fcis-30523	88	15	levels	level	NOUN
fcis-30523	88	16	of	of	ADP
fcis-30523	88	17	air	air	NOUN
fcis-30523	88	18	pollution	pollution	NOUN
fcis-30523	88	19	greatly	greatly	ADV
fcis-30523	88	20	affected	affect	VERB
fcis-30523	88	21	respiratory	respiratory	ADJ
fcis-30523	88	22	health	health	NOUN
fcis-30523	88	23	.	.	PUNCT
fcis-30523	89	1	personalized	personalized	ADJ
fcis-30523	89	2	alerts	alert	NOUN
fcis-30523	89	3	were	be	AUX
fcis-30523	89	4	thus	thus	ADV
fcis-30523	89	5	allowed	allow	VERB
fcis-30523	89	6	for	for	SCONJ
fcis-30523	89	7	residents	resident	NOUN
fcis-30523	89	8	to	to	PART
fcis-30523	89	9	take	take	VERB
fcis-30523	89	10	precautionary	precautionary	ADJ
fcis-30523	89	11	measures	measure	NOUN
fcis-30523	89	12	by	by	ADP
fcis-30523	89	13	putting	put	VERB
fcis-30523	89	14	on	on	ADP
fcis-30523	89	15	masks	mask	NOUN
fcis-30523	89	16	or	or	CCONJ
fcis-30523	89	17	limiting	limit	VERB
fcis-30523	89	18	outdoor	outdoor	ADJ
fcis-30523	89	19	activities	activity	NOUN
fcis-30523	89	20	.	.	PUNCT
fcis-30523	90	1	3.1	3.1	NUM
fcis-30523	90	2	.	.	PUNCT
fcis-30523	90	3	ai	ai	VERB
fcis-30523	90	4	model	model	NOUN
fcis-30523	90	5	performance	performance	NOUN
fcis-30523	90	6	the	the	DET
fcis-30523	90	7	developed	develop	VERB
fcis-30523	90	8	ai	ai	PROPN
fcis-30523	90	9	models	model	NOUN
fcis-30523	90	10	for	for	ADP
fcis-30523	90	11	the	the	DET
fcis-30523	90	12	study	study	NOUN
fcis-30523	90	13	return	return	VERB
fcis-30523	90	14	strong	strong	ADJ
fcis-30523	90	15	and	and	CCONJ
fcis-30523	90	16	efficient	efficient	ADJ
fcis-30523	90	17	performance	performance	NOUN
fcis-30523	90	18	in	in	ADP
fcis-30523	90	19	predictions	prediction	NOUN
fcis-30523	90	20	of	of	ADP
fcis-30523	90	21	chronic	chronic	ADJ
fcis-30523	90	22	disease	disease	NOUN
fcis-30523	90	23	risks	risk	NOUN
fcis-30523	90	24	and	and	CCONJ
fcis-30523	90	25	early	early	ADJ
fcis-30523	90	26	symptoms	symptom	NOUN
fcis-30523	90	27	.	.	PUNCT
fcis-30523	91	1	key	key	ADJ
fcis-30523	91	2	metrics	metric	NOUN
fcis-30523	91	3	include	include	VERB
fcis-30523	91	4	:	:	PUNCT
fcis-30523	91	5	prediction	prediction	NOUN
fcis-30523	91	6	accuracy	accuracy	NOUN
fcis-30523	91	7	:	:	PUNCT
fcis-30523	91	8	the	the	DET
fcis-30523	91	9	ai	ai	PROPN
fcis-30523	91	10	models	model	NOUN
fcis-30523	91	11	realized	realize	VERB
fcis-30523	91	12	an	an	DET
fcis-30523	91	13	average	average	NOUN
fcis-30523	91	14	of	of	ADP
fcis-30523	91	15	85	85	NUM
fcis-30523	91	16	%	%	NOUN
fcis-30523	91	17	in	in	ADP
fcis-30523	91	18	prediction	prediction	NOUN
fcis-30523	91	19	accuracy	accuracy	NOUN
fcis-30523	91	20	across	across	ADP
fcis-30523	91	21	a	a	DET
fcis-30523	91	22	variety	variety	NOUN
fcis-30523	91	23	of	of	ADP
fcis-30523	91	24	health	health	NOUN
fcis-30523	91	25	conditions	condition	NOUN
fcis-30523	91	26	with	with	ADP
fcis-30523	91	27	higher	high	ADJ
fcis-30523	91	28	accuracy	accuracy	NOUN
fcis-30523	91	29	in	in	ADP
fcis-30523	91	30	diseases	disease	NOUN
fcis-30523	91	31	like	like	ADP
fcis-30523	91	32	hypertension	hypertension	NOUN
fcis-30523	91	33	and	and	CCONJ
fcis-30523	91	34	diabetes	diabetes	NOUN
fcis-30523	91	35	.	.	PUNCT
fcis-30523	92	1	this	this	PRON
fcis-30523	92	2	therefore	therefore	ADV
fcis-30523	92	3	proves	prove	VERB
fcis-30523	92	4	the	the	DET
fcis-30523	92	5	reliability	reliability	NOUN
fcis-30523	92	6	of	of	ADP
fcis-30523	92	7	the	the	DET
fcis-30523	92	8	models	model	NOUN
fcis-30523	92	9	in	in	ADP
fcis-30523	92	10	analyzing	analyze	VERB
fcis-30523	92	11	complex	complex	ADJ
fcis-30523	92	12	health	health	NOUN
fcis-30523	92	13	data	datum	NOUN
fcis-30523	92	14	and	and	CCONJ
fcis-30523	92	15	providing	provide	VERB
fcis-30523	92	16	meaningful	meaningful	ADJ
fcis-30523	92	17	insights	insight	NOUN
fcis-30523	92	18	.	.	PUNCT
fcis-30523	93	1	early	early	ADJ
fcis-30523	93	2	symptom	symptom	NOUN
fcis-30523	93	3	detection	detection	NOUN
fcis-30523	93	4	:	:	PUNCT
fcis-30523	93	5	the	the	DET
fcis-30523	93	6	models	model	NOUN
fcis-30523	93	7	were	be	AUX
fcis-30523	93	8	able	able	ADJ
fcis-30523	93	9	to	to	PART
fcis-30523	93	10	highlight	highlight	VERB
fcis-30523	93	11	,	,	PUNCT
fcis-30523	93	12	quite	quite	ADV
fcis-30523	93	13	effectively	effectively	ADV
fcis-30523	93	14	,	,	PUNCT
fcis-30523	93	15	the	the	DET
fcis-30523	93	16	early	early	ADJ
fcis-30523	93	17	warning	warning	NOUN
fcis-30523	93	18	signs	sign	NOUN
fcis-30523	93	19	of	of	ADP
fcis-30523	93	20	conditions	condition	NOUN
fcis-30523	93	21	such	such	ADJ
fcis-30523	93	22	as	as	ADP
fcis-30523	93	23	diabetes	diabete	NOUN
fcis-30523	93	24	,	,	PUNCT
fcis-30523	93	25	for	for	ADP
fcis-30523	93	26	example	example	NOUN
fcis-30523	93	27	,	,	PUNCT
fcis-30523	93	28	through	through	ADP
fcis-30523	93	29	increased	increase	VERB
fcis-30523	93	30	blood	blood	NOUN
fcis-30523	93	31	sugar	sugar	NOUN
fcis-30523	93	32	levels	level	NOUN
fcis-30523	93	33	,	,	PUNCT
fcis-30523	93	34	and	and	CCONJ
fcis-30523	93	35	cardiovascular	cardiovascular	ADJ
fcis-30523	93	36	diseases	disease	NOUN
fcis-30523	93	37	through	through	ADP
fcis-30523	93	38	irregular	irregular	ADJ
fcis-30523	93	39	heart	heart	NOUN
fcis-30523	93	40	rates	rate	NOUN
fcis-30523	93	41	,	,	PUNCT
fcis-30523	93	42	thus	thus	ADV
fcis-30523	93	43	enabling	enable	VERB
fcis-30523	93	44	timely	timely	ADJ
fcis-30523	93	45	intervention	intervention	NOUN
fcis-30523	93	46	.	.	PUNCT
fcis-30523	94	1	3.2	3.2	NUM
fcis-30523	94	2	.	.	PUNCT
fcis-30523	94	3	impact	impact	NOUN
fcis-30523	94	4	on	on	ADP
fcis-30523	94	5	healthcare	healthcare	NOUN
fcis-30523	94	6	services	service	NOUN
fcis-30523	94	7	the	the	DET
fcis-30523	94	8	deployment	deployment	NOUN
fcis-30523	94	9	of	of	ADP
fcis-30523	94	10	these	these	DET
fcis-30523	94	11	ai	ai	ADJ
fcis-30523	94	12	-	-	PUNCT
fcis-30523	94	13	driven	drive	VERB
fcis-30523	94	14	health	health	NOUN
fcis-30523	94	15	insights	insight	NOUN
fcis-30523	94	16	had	have	VERB
fcis-30523	94	17	a	a	DET
fcis-30523	94	18	quantifiable	quantifiable	ADJ
fcis-30523	94	19	impact	impact	NOUN
fcis-30523	94	20	on	on	ADP
fcis-30523	94	21	healthcare	healthcare	PROPN
fcis-30523	94	22	service	service	NOUN
fcis-30523	94	23	outcomes	outcome	NOUN
fcis-30523	94	24	in	in	ADP
fcis-30523	94	25	the	the	DET
fcis-30523	94	26	smart	smart	ADJ
fcis-30523	94	27	city	city	NOUN
fcis-30523	94	28	environment	environment	NOUN
fcis-30523	94	29	:	:	PUNCT
fcis-30523	94	30	1	1	X
fcis-30523	94	31	.	.	X
fcis-30523	94	32	satisfaction	satisfaction	NOUN
fcis-30523	94	33	about	about	ADP
fcis-30523	94	34	health	health	NOUN
fcis-30523	94	35	management	management	NOUN
fcis-30523	94	36	:	:	PUNCT
fcis-30523	94	37	in	in	ADP
fcis-30523	94	38	those	those	DET
fcis-30523	94	39	very	very	ADJ
fcis-30523	94	40	areas	area	NOUN
fcis-30523	94	41	where	where	SCONJ
fcis-30523	94	42	the	the	DET
fcis-30523	94	43	incidence	incidence	NOUN
fcis-30523	94	44	of	of	ADP
fcis-30523	94	45	chronic	chronic	ADJ
fcis-30523	94	46	diseases	disease	NOUN
fcis-30523	94	47	was	be	AUX
fcis-30523	94	48	relatively	relatively	ADV
fcis-30523	94	49	lower	low	ADJ
fcis-30523	94	50	,	,	PUNCT
fcis-30523	94	51	the	the	DET
fcis-30523	94	52	residents	resident	NOUN
fcis-30523	94	53	showed	show	VERB
fcis-30523	94	54	a	a	DET
fcis-30523	94	55	20	20	NUM
fcis-30523	94	56	%	%	NOUN
fcis-30523	94	57	increase	increase	NOUN
fcis-30523	94	58	in	in	ADP
fcis-30523	94	59	satisfaction	satisfaction	NOUN
fcis-30523	94	60	regarding	regard	VERB
fcis-30523	94	61	health	health	NOUN
fcis-30523	94	62	management	management	NOUN
fcis-30523	94	63	services	service	NOUN
fcis-30523	94	64	.	.	PUNCT
fcis-30523	95	1	this	this	DET
fcis-30523	95	2	improvement	improvement	NOUN
fcis-30523	95	3	is	be	AUX
fcis-30523	95	4	contributed	contribute	VERB
fcis-30523	95	5	by	by	ADP
fcis-30523	95	6	personalized	personalized	ADJ
fcis-30523	95	7	care	care	NOUN
fcis-30523	95	8	plans	plan	NOUN
fcis-30523	95	9	and	and	CCONJ
fcis-30523	95	10	proactive	proactive	ADJ
fcis-30523	95	11	health	health	NOUN
fcis-30523	95	12	monitoring	monitoring	NOUN
fcis-30523	95	13	facilitated	facilitate	VERB
fcis-30523	95	14	by	by	ADP
fcis-30523	95	15	ai	ai	PROPN
fcis-30523	95	16	technologies	technology	NOUN
fcis-30523	95	17	.	.	PUNCT
fcis-30523	96	1	2	2	X
fcis-30523	96	2	.	.	X
fcis-30523	96	3	reduction	reduction	NOUN
fcis-30523	96	4	in	in	ADP
fcis-30523	96	5	chronic	chronic	ADJ
fcis-30523	96	6	disease	disease	NOUN
fcis-30523	96	7	incidence	incidence	NOUN
fcis-30523	96	8	:	:	PUNCT
fcis-30523	96	9	the	the	DET
fcis-30523	96	10	distinct	distinct	NOUN
fcis-30523	96	11	slowing	slow	VERB
fcis-30523	96	12	down	down	ADP
fcis-30523	96	13	in	in	ADP
fcis-30523	96	14	rates	rate	NOUN
fcis-30523	96	15	of	of	ADP
fcis-30523	96	16	progression	progression	NOUN
fcis-30523	96	17	of	of	ADP
fcis-30523	96	18	chronic	chronic	ADJ
fcis-30523	96	19	diseases	disease	NOUN
fcis-30523	96	20	was	be	AUX
fcis-30523	96	21	observed	observe	VERB
fcis-30523	96	22	in	in	ADP
fcis-30523	96	23	populations	population	NOUN
fcis-30523	96	24	that	that	PRON
fcis-30523	96	25	adopted	adopt	VERB
fcis-30523	96	26	ai	ai	NOUN
fcis-30523	96	27	-	-	PUNCT
fcis-30523	96	28	supported	support	VERB
fcis-30523	96	29	health	health	NOUN
fcis-30523	96	30	recommendations	recommendation	NOUN
fcis-30523	96	31	,	,	PUNCT
fcis-30523	96	32	especially	especially	ADV
fcis-30523	96	33	among	among	ADP
fcis-30523	96	34	elderly	elderly	ADJ
fcis-30523	96	35	residents	resident	NOUN
fcis-30523	96	36	.	.	PUNCT
fcis-30523	97	1	3	3	X
fcis-30523	97	2	.	.	X
fcis-30523	97	3	resource	resource	NOUN
fcis-30523	97	4	optimization	optimization	NOUN
fcis-30523	97	5	:	:	PUNCT
fcis-30523	97	6	the	the	DET
fcis-30523	97	7	analysis	analysis	NOUN
fcis-30523	97	8	made	make	VERB
fcis-30523	97	9	it	it	PRON
fcis-30523	97	10	possible	possible	ADJ
fcis-30523	97	11	to	to	PART
fcis-30523	97	12	reorganize	reorganize	VERB
fcis-30523	97	13	healthcare	healthcare	NOUN
fcis-30523	97	14	resources	resource	NOUN
fcis-30523	97	15	more	more	ADV
fcis-30523	97	16	intelligently	intelligently	ADV
fcis-30523	97	17	.	.	PUNCT
fcis-30523	98	1	for	for	ADP
fcis-30523	98	2	instance	instance	NOUN
fcis-30523	98	3	,	,	PUNCT
fcis-30523	98	4	regions	region	NOUN
fcis-30523	98	5	with	with	ADP
fcis-30523	98	6	higher	high	ADJ
fcis-30523	98	7	predicted	predict	VERB
fcis-30523	98	8	risks	risk	NOUN
fcis-30523	98	9	of	of	ADP
fcis-30523	98	10	certain	certain	ADJ
fcis-30523	98	11	diseases	disease	NOUN
fcis-30523	98	12	thus	thus	ADV
fcis-30523	98	13	received	receive	VERB
fcis-30523	98	14	targeted	target	VERB
fcis-30523	98	15	interventions	intervention	NOUN
fcis-30523	98	16	,	,	PUNCT
fcis-30523	98	17	such	such	ADJ
fcis-30523	98	18	as	as	ADP
fcis-30523	98	19	more	more	ADJ
fcis-30523	98	20	health	health	NOUN
fcis-30523	98	21	workshops	workshop	NOUN
fcis-30523	98	22	or	or	CCONJ
fcis-30523	98	23	environmental	environmental	ADJ
fcis-30523	98	24	health	health	NOUN
fcis-30523	98	25	improvements	improvement	NOUN
fcis-30523	98	26	.	.	PUNCT
fcis-30523	99	1	3.3	3.3	NUM
fcis-30523	99	2	.	.	PUNCT
fcis-30523	100	1	statistical	statistical	ADJ
fcis-30523	100	2	highlights	highlight	NOUN
fcis-30523	100	3	ai	ai	VERB
fcis-30523	100	4	prediction	prediction	NOUN
fcis-30523	100	5	accuracy	accuracy	NOUN
fcis-30523	100	6	:	:	PUNCT
fcis-30523	100	7	85	85	NUM
fcis-30523	100	8	%	%	NOUN
fcis-30523	100	9	satisfaction	satisfaction	NOUN
fcis-30523	100	10	improvement	improvement	NOUN
fcis-30523	100	11	:	:	PUNCT
fcis-30523	100	12	satisfaction	satisfaction	NOUN
fcis-30523	100	13	in	in	ADP
fcis-30523	100	14	health	health	NOUN
fcis-30523	100	15	management	management	NOUN
fcis-30523	100	16	increased	increase	VERB
fcis-30523	100	17	by	by	ADP
fcis-30523	100	18	20	20	NUM
fcis-30523	100	19	%	%	NOUN
fcis-30523	100	20	in	in	ADP
fcis-30523	100	21	areas	area	NOUN
fcis-30523	100	22	with	with	ADP
fcis-30523	100	23	low	low	ADJ
fcis-30523	100	24	chronic	chronic	ADJ
fcis-30523	100	25	disease	disease	NOUN
fcis-30523	100	26	incidence	incidence	NOUN
fcis-30523	100	27	.	.	PUNCT
fcis-30523	101	1	chronic	chronic	ADJ
fcis-30523	101	2	disease	disease	NOUN
fcis-30523	101	3	decline	decline	NOUN
fcis-30523	101	4	:	:	PUNCT
fcis-30523	101	5	measurable	measurable	ADJ
fcis-30523	101	6	decreases	decrease	NOUN
fcis-30523	101	7	in	in	ADP
fcis-30523	101	8	disease	disease	NOUN
fcis-30523	101	9	progression	progression	NOUN
fcis-30523	101	10	rates	rate	NOUN
fcis-30523	101	11	were	be	AUX
fcis-30523	101	12	recorded	record	VERB
fcis-30523	101	13	in	in	ADP
fcis-30523	101	14	populations	population	NOUN
fcis-30523	101	15	using	use	VERB
fcis-30523	101	16	airecommended	airecommende	VERB
fcis-30523	101	17	prevention	prevention	NOUN
fcis-30523	101	18	measures	measure	NOUN
fcis-30523	101	19	.	.	PUNCT
fcis-30523	102	1	integrating	integrate	VERB
fcis-30523	102	2	environmental	environmental	ADJ
fcis-30523	102	3	data	datum	NOUN
fcis-30523	102	4	:	:	PUNCT
fcis-30523	102	5	the	the	DET
fcis-30523	102	6	environmental	environmental	ADJ
fcis-30523	102	7	factors	factor	NOUN
fcis-30523	102	8	employed	employ	VERB
fcis-30523	102	9	increased	increase	VERB
fcis-30523	102	10	the	the	DET
fcis-30523	102	11	model	model	NOUN
fcis-30523	102	12	's	's	PART
fcis-30523	102	13	accuracy	accuracy	NOUN
fcis-30523	102	14	by	by	ADP
fcis-30523	102	15	10	10	NUM
fcis-30523	102	16	%	%	NOUN
fcis-30523	102	17	in	in	ADP
fcis-30523	102	18	predicting	predicting	NOUN
fcis-30523	102	19	,	,	PUNCT
fcis-30523	102	20	thus	thus	ADV
fcis-30523	102	21	showing	show	VERB
fcis-30523	102	22	how	how	SCONJ
fcis-30523	102	23	contextual	contextual	ADJ
fcis-30523	102	24	data	datum	NOUN
fcis-30523	102	25	is	be	AUX
fcis-30523	102	26	important	important	ADJ
fcis-30523	102	27	in	in	ADP
fcis-30523	102	28	personalized	personalized	ADJ
fcis-30523	102	29	healthcare	healthcare	NOUN
fcis-30523	102	30	.	.	PUNCT
fcis-30523	103	1	4	4	X
fcis-30523	103	2	.	.	X
fcis-30523	103	3	results	result	VERB
fcis-30523	103	4	these	these	DET
fcis-30523	103	5	findings	finding	NOUN
fcis-30523	103	6	of	of	ADP
fcis-30523	103	7	the	the	DET
fcis-30523	103	8	study	study	NOUN
fcis-30523	103	9	have	have	AUX
fcis-30523	103	10	demonstrated	demonstrate	VERB
fcis-30523	103	11	the	the	DET
fcis-30523	103	12	immense	immense	ADJ
fcis-30523	103	13	potential	potential	NOUN
fcis-30523	103	14	of	of	ADP
fcis-30523	103	15	big	big	ADJ
fcis-30523	103	16	data	datum	NOUN
fcis-30523	103	17	and	and	CCONJ
fcis-30523	103	18	ai	ai	VERB
fcis-30523	103	19	in	in	ADP
fcis-30523	103	20	informing	inform	VERB
fcis-30523	103	21	personalized	personalized	ADJ
fcis-30523	103	22	healthcare	healthcare	NOUN
fcis-30523	103	23	services	service	NOUN
fcis-30523	103	24	within	within	ADP
fcis-30523	103	25	the	the	DET
fcis-30523	103	26	smart	smart	ADJ
fcis-30523	103	27	city	city	NOUN
fcis-30523	103	28	.	.	PUNCT
fcis-30523	104	1	exploring	explore	VERB
fcis-30523	104	2	these	these	DET
fcis-30523	104	3	technologies	technology	NOUN
fcis-30523	104	4	,	,	PUNCT
fcis-30523	104	5	health	health	NOUN
fcis-30523	104	6	systems	system	NOUN
fcis-30523	104	7	can	can	AUX
fcis-30523	104	8	improve	improve	VERB
fcis-30523	104	9	health	health	NOUN
fcis-30523	104	10	management	management	NOUN
fcis-30523	104	11	with	with	ADP
fcis-30523	104	12	a	a	DET
fcis-30523	104	13	greater	great	ADJ
fcis-30523	104	14	degree	degree	NOUN
fcis-30523	104	15	of	of	ADP
fcis-30523	104	16	precision	precision	NOUN
fcis-30523	104	17	and	and	CCONJ
fcis-30523	104	18	enhanced	enhanced	ADJ
fcis-30523	104	19	effectiveness	effectiveness	NOUN
fcis-30523	104	20	.	.	PUNCT
fcis-30523	105	1	the	the	DET
fcis-30523	105	2	findings	finding	NOUN
fcis-30523	105	3	match	match	VERB
fcis-30523	105	4	previous	previous	ADJ
fcis-30523	105	5	studies	study	NOUN
fcis-30523	105	6	both	both	CCONJ
fcis-30523	105	7	nationally	nationally	ADV
fcis-30523	105	8	and	and	CCONJ
fcis-30523	105	9	internationally	internationally	ADV
fcis-30523	105	10	on	on	ADP
fcis-30523	105	11	the	the	DET
fcis-30523	105	12	benefits	benefit	NOUN
fcis-30523	105	13	arising	arise	VERB
fcis-30523	105	14	from	from	ADP
fcis-30523	105	15	the	the	DET
fcis-30523	105	16	use	use	NOUN
fcis-30523	105	17	of	of	ADP
fcis-30523	105	18	ai	ai	ADJ
fcis-30523	105	19	applications	application	NOUN
fcis-30523	105	20	in	in	ADP
fcis-30523	105	21	chronic	chronic	ADJ
fcis-30523	105	22	disease	disease	NOUN
fcis-30523	105	23	management	management	NOUN
fcis-30523	105	24	,	,	PUNCT
fcis-30523	105	25	among	among	ADP
fcis-30523	105	26	other	other	ADJ
fcis-30523	105	27	areas	area	NOUN
fcis-30523	105	28	,	,	PUNCT
fcis-30523	105	29	like	like	ADP
fcis-30523	105	30	health	health	NOUN
fcis-30523	105	31	risk	risk	NOUN
fcis-30523	105	32	prediction	prediction	NOUN
fcis-30523	105	33	.	.	PUNCT
fcis-30523	106	1	these	these	DET
fcis-30523	106	2	parallels	parallel	NOUN
fcis-30523	106	3	really	really	ADV
fcis-30523	106	4	point	point	VERB
fcis-30523	106	5	to	to	ADP
fcis-30523	106	6	the	the	DET
fcis-30523	106	7	strength	strength	NOUN
fcis-30523	106	8	and	and	CCONJ
fcis-30523	106	9	reliability	reliability	NOUN
fcis-30523	106	10	of	of	ADP
fcis-30523	106	11	the	the	DET
fcis-30523	106	12	conclusions	conclusion	NOUN
fcis-30523	106	13	from	from	ADP
fcis-30523	106	14	this	this	DET
fcis-30523	106	15	study	study	NOUN
fcis-30523	106	16	.	.	PUNCT
fcis-30523	107	1	for	for	ADP
fcis-30523	107	2	example	example	NOUN
fcis-30523	107	3	,	,	PUNCT
fcis-30523	107	4	the	the	DET
fcis-30523	107	5	ai	ai	NOUN
fcis-30523	107	6	models	model	NOUN
fcis-30523	107	7	developed	develop	VERB
fcis-30523	107	8	in	in	ADP
fcis-30523	107	9	this	this	DET
fcis-30523	107	10	research	research	NOUN
fcis-30523	107	11	were	be	AUX
fcis-30523	107	12	very	very	ADV
fcis-30523	107	13	precise	precise	ADJ
fcis-30523	107	14	in	in	ADP
fcis-30523	107	15	predicting	predict	VERB
fcis-30523	107	16	the	the	DET
fcis-30523	107	17	early	early	ADJ
fcis-30523	107	18	symptoms	symptom	NOUN
fcis-30523	107	19	of	of	ADP
fcis-30523	107	20	chronic	chronic	ADJ
fcis-30523	107	21	conditions	condition	NOUN
fcis-30523	107	22	such	such	ADJ
fcis-30523	107	23	as	as	ADP
fcis-30523	107	24	diabetes	diabetes	NOUN
fcis-30523	107	25	and	and	CCONJ
fcis-30523	107	26	cardiovascular	cardiovascular	ADJ
fcis-30523	107	27	diseases	disease	NOUN
fcis-30523	107	28	.	.	PUNCT
fcis-30523	108	1	these	these	DET
fcis-30523	108	2	findings	finding	NOUN
fcis-30523	108	3	not	not	PART
fcis-30523	108	4	only	only	ADV
fcis-30523	108	5	justify	justify	VERB
fcis-30523	108	6	the	the	DET
fcis-30523	108	7	efficacy	efficacy	NOUN
fcis-30523	108	8	of	of	ADP
fcis-30523	108	9	big	big	ADJ
fcis-30523	108	10	data	datum	NOUN
fcis-30523	108	11	and	and	CCONJ
fcis-30523	108	12	ai	ai	VERB
fcis-30523	108	13	in	in	ADP
fcis-30523	108	14	healthcare	healthcare	NOUN
fcis-30523	108	15	but	but	CCONJ
fcis-30523	108	16	also	also	ADV
fcis-30523	108	17	provide	provide	VERB
fcis-30523	108	18	emphasis	emphasis	NOUN
fcis-30523	108	19	on	on	ADP
fcis-30523	108	20	the	the	DET
fcis-30523	108	21	integration	integration	NOUN
fcis-30523	108	22	of	of	ADP
fcis-30523	108	23	various	various	ADJ
fcis-30523	108	24	sources	source	NOUN
fcis-30523	108	25	of	of	ADP
fcis-30523	108	26	health	health	NOUN
fcis-30523	108	27	and	and	CCONJ
fcis-30523	108	28	environmental	environmental	ADJ
fcis-30523	108	29	data	datum	NOUN
fcis-30523	108	30	to	to	PART
fcis-30523	108	31	draw	draw	VERB
fcis-30523	108	32	actionable	actionable	ADJ
fcis-30523	108	33	insights	insight	NOUN
fcis-30523	108	34	.	.	PUNCT
fcis-30523	109	1	this	this	DET
fcis-30523	109	2	study	study	NOUN
fcis-30523	109	3	contributes	contribute	VERB
fcis-30523	109	4	to	to	ADP
fcis-30523	109	5	the	the	DET
fcis-30523	109	6	growing	grow	VERB
fcis-30523	109	7	literature	literature	NOUN
fcis-30523	109	8	on	on	ADP
fcis-30523	109	9	personalized	personalized	ADJ
fcis-30523	109	10	healthcare	healthcare	NOUN
fcis-30523	109	11	,	,	PUNCT
fcis-30523	109	12	bringing	bring	VERB
fcis-30523	109	13	in	in	ADP
fcis-30523	109	14	new	new	ADJ
fcis-30523	109	15	insights	insight	NOUN
fcis-30523	109	16	into	into	ADP
fcis-30523	109	17	data	datum	NOUN
fcis-30523	109	18	analysis	analysis	NOUN
fcis-30523	109	19	and	and	CCONJ
fcis-30523	109	20	ai	ai	ADJ
fcis-30523	109	21	-	-	PUNCT
fcis-30523	109	22	driven	drive	VERB
fcis-30523	109	23	solutions	solution	NOUN
fcis-30523	109	24	.	.	PUNCT
fcis-30523	110	1	big	big	ADJ
fcis-30523	110	2	data	data	PROPN
fcis-30523	110	3	analytics	analytic	NOUN
fcis-30523	110	4	integrated	integrate	VERB
fcis-30523	110	5	with	with	ADP
fcis-30523	110	6	machine	machine	NOUN
fcis-30523	110	7	learning	learning	NOUN
fcis-30523	110	8	models	model	NOUN
fcis-30523	110	9	enrich	enrich	VERB
fcis-30523	110	10	the	the	DET
fcis-30523	110	11	methodological	methodological	ADJ
fcis-30523	110	12	approaches	approach	NOUN
fcis-30523	110	13	available	available	ADJ
fcis-30523	110	14	for	for	ADP
fcis-30523	110	15	studying	study	VERB
fcis-30523	110	16	and	and	CCONJ
fcis-30523	110	17	implementing	implement	VERB
fcis-30523	110	18	personalized	personalize	VERB
fcis-30523	110	19	health	health	NOUN
fcis-30523	110	20	interventions	intervention	NOUN
fcis-30523	110	21	.	.	PUNCT
fcis-30523	111	1	it	it	PRON
fcis-30523	111	2	also	also	ADV
fcis-30523	111	3	brings	bring	VERB
fcis-30523	111	4	to	to	PART
fcis-30523	111	5	light	light	VERB
fcis-30523	111	6	the	the	DET
fcis-30523	111	7	role	role	NOUN
fcis-30523	111	8	of	of	ADP
fcis-30523	111	9	ai	ai	VERB
fcis-30523	111	10	in	in	ADP
fcis-30523	111	11	bridging	bridge	VERB
fcis-30523	111	12	gaps	gap	NOUN
fcis-30523	111	13	in	in	ADP
fcis-30523	111	14	traditional	traditional	ADJ
fcis-30523	111	15	healthcare	healthcare	NOUN
fcis-30523	111	16	systems	system	NOUN
fcis-30523	111	17	and	and	CCONJ
fcis-30523	111	18	paving	pave	VERB
fcis-30523	111	19	the	the	DET
fcis-30523	111	20	way	way	NOUN
fcis-30523	111	21	for	for	ADP
fcis-30523	111	22	more	more	ADV
fcis-30523	111	23	sophisticated	sophisticated	ADJ
fcis-30523	111	24	and	and	CCONJ
fcis-30523	111	25	adaptive	adaptive	ADJ
fcis-30523	111	26	health	health	NOUN
fcis-30523	111	27	management	management	NOUN
fcis-30523	111	28	strategies	strategy	NOUN
fcis-30523	111	29	.	.	PUNCT
fcis-30523	112	1	the	the	DET
fcis-30523	112	2	pragmatic	pragmatic	ADJ
fcis-30523	112	3	basis	basis	NOUN
fcis-30523	112	4	is	be	AUX
fcis-30523	112	5	that	that	SCONJ
fcis-30523	112	6	such	such	ADJ
fcis-30523	112	7	findings	finding	NOUN
fcis-30523	112	8	might	might	AUX
fcis-30523	112	9	help	help	VERB
fcis-30523	112	10	in	in	ADP
fcis-30523	112	11	formulating	formulate	VERB
fcis-30523	112	12	policies	policy	NOUN
fcis-30523	112	13	regarding	regard	VERB
fcis-30523	112	14	health	health	NOUN
fcis-30523	112	15	management	management	NOUN
fcis-30523	112	16	by	by	ADP
fcis-30523	112	17	policymakers	policymaker	NOUN
fcis-30523	112	18	and	and	CCONJ
fcis-30523	112	19	urban	urban	ADJ
fcis-30523	112	20	planners	planner	NOUN
fcis-30523	112	21	.	.	PUNCT
fcis-30523	113	1	indeed	indeed	ADV
fcis-30523	113	2	,	,	PUNCT
fcis-30523	113	3	risk	risk	NOUN
fcis-30523	113	4	foresight	foresight	NOUN
fcis-30523	113	5	and	and	CCONJ
fcis-30523	113	6	prevention	prevention	NOUN
fcis-30523	113	7	by	by	ADP
fcis-30523	113	8	applying	apply	VERB
fcis-30523	113	9	ai	ai	NOUN
fcis-30523	113	10	-	-	PUNCT
fcis-30523	113	11	driven	drive	VERB
fcis-30523	113	12	tools	tool	NOUN
fcis-30523	113	13	create	create	VERB
fcis-30523	113	14	optimized	optimize	VERB
fcis-30523	113	15	healthcare	healthcare	NOUN
fcis-30523	113	16	resource	resource	NOUN
fcis-30523	113	17	allocation	allocation	NOUN
fcis-30523	113	18	,	,	PUNCT
fcis-30523	113	19	improved	improve	VERB
fcis-30523	113	20	public	public	ADJ
fcis-30523	113	21	health	health	NOUN
fcis-30523	113	22	service	service	NOUN
fcis-30523	113	23	delivery	delivery	NOUN
fcis-30523	113	24	,	,	PUNCT
fcis-30523	113	25	and	and	CCONJ
fcis-30523	113	26	improved	improve	VERB
fcis-30523	113	27	quality	quality	NOUN
fcis-30523	113	28	of	of	ADP
fcis-30523	113	29	life	life	NOUN
fcis-30523	113	30	among	among	ADP
fcis-30523	113	31	residents	resident	NOUN
fcis-30523	113	32	.	.	PUNCT
fcis-30523	114	1	these	these	PRON
fcis-30523	114	2	are	be	AUX
fcis-30523	114	3	much	much	ADV
fcis-30523	114	4	-	-	PUNCT
fcis-30523	114	5	needed	need	VERB
fcis-30523	114	6	insights	insight	NOUN
fcis-30523	114	7	for	for	ADP
fcis-30523	114	8	policy	policy	NOUN
fcis-30523	114	9	intervention	intervention	NOUN
fcis-30523	114	10	in	in	ADP
fcis-30523	114	11	the	the	DET
fcis-30523	114	12	challenges	challenge	NOUN
fcis-30523	114	13	arising	arise	VERB
fcis-30523	114	14	out	out	ADP
fcis-30523	114	15	of	of	ADP
fcis-30523	114	16	aging	age	VERB
fcis-30523	114	17	populations	population	NOUN
fcis-30523	114	18	with	with	ADP
fcis-30523	114	19	the	the	DET
fcis-30523	114	20	increasing	increase	VERB
fcis-30523	114	21	prevalence	prevalence	NOUN
fcis-30523	114	22	of	of	ADP
fcis-30523	114	23	chronic	chronic	ADJ
fcis-30523	114	24	diseases	disease	NOUN
fcis-30523	114	25	in	in	ADP
fcis-30523	114	26	urban	urban	ADJ
fcis-30523	114	27	settings	setting	NOUN
fcis-30523	114	28	.	.	PUNCT
fcis-30523	115	1	while	while	SCONJ
fcis-30523	115	2	the	the	DET
fcis-30523	115	3	study	study	NOUN
fcis-30523	115	4	throws	throw	VERB
fcis-30523	115	5	up	up	ADP
fcis-30523	115	6	some	some	DET
fcis-30523	115	7	promising	promising	ADJ
fcis-30523	115	8	results	result	NOUN
fcis-30523	115	9	,	,	PUNCT
fcis-30523	115	10	a	a	DET
fcis-30523	115	11	few	few	ADJ
fcis-30523	115	12	limitations	limitation	NOUN
fcis-30523	115	13	must	must	AUX
fcis-30523	115	14	be	be	AUX
fcis-30523	115	15	mentioned	mention	VERB
fcis-30523	115	16	:	:	PUNCT
fcis-30523	115	17	the	the	DET
fcis-30523	115	18	sample	sample	NOUN
fcis-30523	115	19	selection	selection	NOUN
fcis-30523	115	20	was	be	AUX
fcis-30523	115	21	limited	limit	VERB
fcis-30523	115	22	to	to	ADP
fcis-30523	115	23	specific	specific	ADJ
fcis-30523	115	24	areas	area	NOUN
fcis-30523	115	25	within	within	ADP
fcis-30523	115	26	one	one	NUM
fcis-30523	115	27	smart	smart	ADJ
fcis-30523	115	28	city	city	NOUN
fcis-30523	115	29	,	,	PUNCT
fcis-30523	115	30	which	which	PRON
fcis-30523	115	31	might	might	AUX
fcis-30523	115	32	not	not	PART
fcis-30523	115	33	fully	fully	ADV
fcis-30523	115	34	capture	capture	VERB
fcis-30523	115	35	the	the	DET
fcis-30523	115	36	diverse	diverse	ADJ
fcis-30523	115	37	healthcare	healthcare	NOUN
fcis-30523	115	38	needs	need	NOUN
fcis-30523	115	39	of	of	ADP
fcis-30523	115	40	global	global	ADJ
fcis-30523	115	41	smart	smart	ADJ
fcis-30523	115	42	cities	city	NOUN
fcis-30523	115	43	.	.	PUNCT
fcis-30523	116	1	regional	regional	ADJ
fcis-30523	116	2	82	82	NUM
fcis-30523	116	3	socioeconomic	socioeconomic	ADJ
fcis-30523	116	4	factors	factor	NOUN
fcis-30523	116	5	and	and	CCONJ
fcis-30523	116	6	variability	variability	NOUN
fcis-30523	116	7	in	in	ADP
fcis-30523	116	8	healthcare	healthcare	NOUN
fcis-30523	116	9	infrastructure	infrastructure	NOUN
fcis-30523	116	10	may	may	AUX
fcis-30523	116	11	affect	affect	VERB
fcis-30523	116	12	the	the	DET
fcis-30523	116	13	generalizability	generalizability	NOUN
fcis-30523	116	14	of	of	ADP
fcis-30523	116	15	the	the	DET
fcis-30523	116	16	findings	finding	NOUN
fcis-30523	116	17	.	.	PUNCT
fcis-30523	117	1	thus	thus	ADV
fcis-30523	117	2	,	,	PUNCT
fcis-30523	117	3	really	really	ADV
fcis-30523	117	4	huge	huge	ADJ
fcis-30523	117	5	challenges	challenge	NOUN
fcis-30523	117	6	concerning	concern	VERB
fcis-30523	117	7	the	the	DET
fcis-30523	117	8	privacy	privacy	NOUN
fcis-30523	117	9	and	and	CCONJ
fcis-30523	117	10	security	security	NOUN
fcis-30523	117	11	of	of	ADP
fcis-30523	117	12	health	health	NOUN
fcis-30523	117	13	data	datum	NOUN
fcis-30523	117	14	collected	collect	VERB
fcis-30523	117	15	in	in	ADP
fcis-30523	117	16	smart	smart	ADJ
fcis-30523	117	17	cities	city	NOUN
fcis-30523	117	18	immediately	immediately	ADV
fcis-30523	117	19	come	come	VERB
fcis-30523	117	20	up	up	ADP
fcis-30523	117	21	.	.	PUNCT
fcis-30523	118	1	ensuring	ensure	VERB
fcis-30523	118	2	that	that	SCONJ
fcis-30523	118	3	sensitive	sensitive	ADJ
fcis-30523	118	4	personal	personal	ADJ
fcis-30523	118	5	information	information	NOUN
fcis-30523	118	6	is	be	AUX
fcis-30523	118	7	treated	treat	VERB
fcis-30523	118	8	with	with	ADP
fcis-30523	118	9	ethics	ethic	NOUN
fcis-30523	118	10	,	,	PUNCT
fcis-30523	118	11	and	and	CCONJ
fcis-30523	118	12	adherence	adherence	NOUN
fcis-30523	118	13	to	to	ADP
fcis-30523	118	14	protection	protection	NOUN
fcis-30523	118	15	-	-	PUNCT
fcis-30523	118	16	of	of	ADP
fcis-30523	118	17	-	-	PUNCT
fcis-30523	118	18	data	datum	NOUN
fcis-30523	118	19	regulations	regulation	NOUN
fcis-30523	118	20	remains	remain	VERB
fcis-30523	118	21	a	a	DET
fcis-30523	118	22	looming	loom	VERB
fcis-30523	118	23	challenge	challenge	NOUN
fcis-30523	118	24	to	to	PART
fcis-30523	118	25	mass	mass	VERB
fcis-30523	118	26	adoption	adoption	NOUN
fcis-30523	118	27	of	of	ADP
fcis-30523	118	28	these	these	DET
fcis-30523	118	29	ai	ai	ADJ
fcis-30523	118	30	-	-	PUNCT
fcis-30523	118	31	driven	drive	VERB
fcis-30523	118	32	healthcare	healthcare	NOUN
fcis-30523	118	33	solutions	solution	NOUN
fcis-30523	118	34	.	.	PUNCT
fcis-30523	119	1	future	future	ADJ
fcis-30523	119	2	studies	study	NOUN
fcis-30523	119	3	should	should	AUX
fcis-30523	119	4	be	be	AUX
fcis-30523	119	5	directed	direct	VERB
fcis-30523	119	6	toward	toward	ADP
fcis-30523	119	7	increasing	increase	VERB
fcis-30523	119	8	the	the	DET
fcis-30523	119	9	scope	scope	NOUN
fcis-30523	119	10	of	of	ADP
fcis-30523	119	11	big	big	ADJ
fcis-30523	119	12	data	datum	NOUN
fcis-30523	119	13	and	and	CCONJ
fcis-30523	119	14	ai	ai	PROPN
fcis-30523	119	15	technologies	technology	NOUN
fcis-30523	119	16	in	in	ADP
fcis-30523	119	17	more	more	ADJ
fcis-30523	119	18	health	health	NOUN
fcis-30523	119	19	applications	application	NOUN
fcis-30523	119	20	and	and	CCONJ
fcis-30523	119	21	over	over	ADP
fcis-30523	119	22	larger	large	ADJ
fcis-30523	119	23	geographical	geographical	ADJ
fcis-30523	119	24	areas	area	NOUN
fcis-30523	119	25	.	.	PUNCT
fcis-30523	120	1	this	this	PRON
fcis-30523	120	2	includes	include	VERB
fcis-30523	120	3	the	the	DET
fcis-30523	120	4	application	application	NOUN
fcis-30523	120	5	in	in	ADP
fcis-30523	120	6	the	the	DET
fcis-30523	120	7	prediction	prediction	NOUN
fcis-30523	120	8	of	of	ADP
fcis-30523	120	9	rare	rare	ADJ
fcis-30523	120	10	diseases	disease	NOUN
fcis-30523	120	11	,	,	PUNCT
fcis-30523	120	12	management	management	NOUN
fcis-30523	120	13	of	of	ADP
fcis-30523	120	14	mental	mental	ADJ
fcis-30523	120	15	health	health	NOUN
fcis-30523	120	16	,	,	PUNCT
fcis-30523	120	17	and	and	CCONJ
fcis-30523	120	18	emergency	emergency	NOUN
fcis-30523	120	19	response	response	NOUN
fcis-30523	120	20	systems[7	systems[7	NOUN
fcis-30523	120	21	]	]	PUNCT
fcis-30523	120	22	.	.	PUNCT
fcis-30523	121	1	it	it	PRON
fcis-30523	121	2	is	be	AUX
fcis-30523	121	3	important	important	ADJ
fcis-30523	121	4	to	to	PART
fcis-30523	121	5	conduct	conduct	VERB
fcis-30523	121	6	research	research	NOUN
fcis-30523	121	7	into	into	ADP
fcis-30523	121	8	advanced	advanced	ADJ
fcis-30523	121	9	data	datum	NOUN
fcis-30523	121	10	privacy	privacy	NOUN
fcis-30523	121	11	protection	protection	NOUN
fcis-30523	121	12	techniques	technique	NOUN
fcis-30523	121	13	,	,	PUNCT
fcis-30523	121	14	such	such	ADJ
fcis-30523	121	15	as	as	ADP
fcis-30523	121	16	federated	federated	ADJ
fcis-30523	121	17	learning	learning	NOUN
fcis-30523	121	18	and	and	CCONJ
fcis-30523	121	19	differential	differential	PROPN
fcis-30523	121	20	privacy	privacy	NOUN
fcis-30523	121	21	,	,	PUNCT
fcis-30523	121	22	in	in	ADP
fcis-30523	121	23	order	order	NOUN
fcis-30523	121	24	to	to	PART
fcis-30523	121	25	ensure	ensure	VERB
fcis-30523	121	26	secure	secure	ADJ
fcis-30523	121	27	and	and	CCONJ
fcis-30523	121	28	compliant	compliant	ADJ
fcis-30523	121	29	use	use	NOUN
fcis-30523	121	30	of	of	ADP
fcis-30523	121	31	health	health	NOUN
fcis-30523	121	32	data	datum	NOUN
fcis-30523	121	33	in	in	ADP
fcis-30523	121	34	smart	smart	ADJ
fcis-30523	121	35	cities	city	NOUN
fcis-30523	121	36	.	.	PUNCT
fcis-30523	122	1	strengthening	strengthen	VERB
fcis-30523	122	2	these	these	DET
fcis-30523	122	3	technologies	technology	NOUN
fcis-30523	122	4	will	will	AUX
fcis-30523	122	5	build	build	VERB
fcis-30523	122	6	public	public	ADJ
fcis-30523	122	7	trust	trust	NOUN
fcis-30523	122	8	and	and	CCONJ
fcis-30523	122	9	facilitate	facilitate	VERB
fcis-30523	122	10	broader	broad	ADJ
fcis-30523	122	11	adoption	adoption	NOUN
fcis-30523	122	12	of	of	ADP
fcis-30523	122	13	ai	ai	NOUN
fcis-30523	122	14	-	-	PUNCT
fcis-30523	122	15	driven	drive	VERB
fcis-30523	122	16	healthcare	healthcare	NOUN
fcis-30523	122	17	solutions	solution	NOUN
fcis-30523	122	18	.	.	PUNCT
fcis-30523	123	1	5	5	X
fcis-30523	123	2	.	.	X
fcis-30523	123	3	conclusion	conclusion	NOUN
fcis-30523	123	4	this	this	DET
fcis-30523	123	5	work	work	NOUN
fcis-30523	123	6	has	have	AUX
fcis-30523	123	7	brought	bring	VERB
fcis-30523	123	8	together	together	ADV
fcis-30523	123	9	large	large	ADJ
fcis-30523	123	10	-	-	PUNCT
fcis-30523	123	11	scale	scale	NOUN
fcis-30523	123	12	data	datum	NOUN
fcis-30523	123	13	and	and	CCONJ
fcis-30523	123	14	ai	ai	VERB
fcis-30523	123	15	applications	application	NOUN
fcis-30523	123	16	in	in	ADP
fcis-30523	123	17	order	order	NOUN
fcis-30523	123	18	to	to	PART
fcis-30523	123	19	enable	enable	VERB
fcis-30523	123	20	personalized	personalized	ADJ
fcis-30523	123	21	healthcare	healthcare	NOUN
fcis-30523	123	22	within	within	ADP
fcis-30523	123	23	smart	smart	ADJ
fcis-30523	123	24	cities	city	NOUN
fcis-30523	123	25	.	.	PUNCT
fcis-30523	124	1	hence	hence	ADV
fcis-30523	124	2	,	,	PUNCT
fcis-30523	124	3	it	it	PRON
fcis-30523	124	4	contributes	contribute	VERB
fcis-30523	124	5	not	not	PART
fcis-30523	124	6	only	only	ADV
fcis-30523	124	7	to	to	ADP
fcis-30523	124	8	academic	academic	ADJ
fcis-30523	124	9	development	development	NOUN
fcis-30523	124	10	but	but	CCONJ
fcis-30523	124	11	also	also	ADV
fcis-30523	124	12	to	to	ADP
fcis-30523	124	13	practical	practical	ADJ
fcis-30523	124	14	and	and	CCONJ
fcis-30523	124	15	industrial	industrial	ADJ
fcis-30523	124	16	relevance	relevance	NOUN
fcis-30523	124	17	.	.	PUNCT
fcis-30523	125	1	despite	despite	SCONJ
fcis-30523	125	2	such	such	ADJ
fcis-30523	125	3	limitations	limitation	NOUN
fcis-30523	125	4	,	,	PUNCT
fcis-30523	125	5	the	the	DET
fcis-30523	125	6	results	result	NOUN
fcis-30523	125	7	open	open	VERB
fcis-30523	125	8	up	up	ADP
fcis-30523	125	9	future	future	ADJ
fcis-30523	125	10	ways	way	NOUN
fcis-30523	125	11	by	by	ADP
fcis-30523	125	12	underlining	underline	VERB
fcis-30523	125	13	how	how	SCONJ
fcis-30523	125	14	smart	smart	ADJ
fcis-30523	125	15	health	health	NOUN
fcis-30523	125	16	care	care	NOUN
fcis-30523	125	17	solutions	solution	NOUN
fcis-30523	125	18	should	should	AUX
fcis-30523	125	19	be	be	AUX
fcis-30523	125	20	secure	secure	ADJ
fcis-30523	125	21	,	,	PUNCT
fcis-30523	125	22	scalable	scalable	ADJ
fcis-30523	125	23	,	,	PUNCT
fcis-30523	125	24	and	and	CCONJ
fcis-30523	125	25	inclusive	inclusive	ADJ
fcis-30523	125	26	.	.	PUNCT
fcis-30523	126	1	further	further	ADJ
fcis-30523	126	2	innovation	innovation	NOUN
fcis-30523	126	3	and	and	CCONJ
fcis-30523	126	4	collaboration	collaboration	NOUN
fcis-30523	126	5	could	could	AUX
fcis-30523	126	6	lead	lead	VERB
fcis-30523	126	7	to	to	ADP
fcis-30523	126	8	the	the	DET
fcis-30523	126	9	continued	continue	VERB
fcis-30523	126	10	evolution	evolution	NOUN
fcis-30523	126	11	of	of	ADP
fcis-30523	126	12	ai	ai	VERB
fcis-30523	126	13	in	in	ADP
fcis-30523	126	14	healthcare	healthcare	NOUN
fcis-30523	126	15	as	as	ADP
fcis-30523	126	16	a	a	DET
fcis-30523	126	17	contributor	contributor	NOUN
fcis-30523	126	18	to	to	ADP
fcis-30523	126	19	tackling	tackle	VERB
fcis-30523	126	20	global	global	ADJ
fcis-30523	126	21	challenges	challenge	NOUN
fcis-30523	126	22	to	to	ADP
fcis-30523	126	23	urban	urban	ADJ
fcis-30523	126	24	health	health	NOUN
fcis-30523	126	25	effectively	effectively	ADV
fcis-30523	126	26	.	.	PUNCT
fcis-30523	127	1	references	reference	NOUN
fcis-30523	127	2	[	[	X
fcis-30523	127	3	1	1	X
fcis-30523	127	4	]	]	X
fcis-30523	127	5	leveraging	leverage	VERB
fcis-30523	127	6	big	big	ADJ
fcis-30523	127	7	data	datum	NOUN
fcis-30523	127	8	and	and	CCONJ
fcis-30523	127	9	ai	ai	VERB
fcis-30523	127	10	for	for	ADP
fcis-30523	127	11	personalized	personalize	VERB
fcis-30523	127	12	healthcare	healthcare	NOUN
fcis-30523	127	13	solutions	solution	NOUN
fcis-30523	127	14	in	in	ADP
fcis-30523	127	15	smart	smart	ADJ
fcis-30523	127	16	cities	city	NOUN
fcis-30523	127	17	.	.	PUNCT
fcis-30523	128	1	[	[	X
fcis-30523	128	2	2	2	NUM
fcis-30523	128	3	]	]	PUNCT
fcis-30523	128	4	pramanik	pramanik	NOUN
fcis-30523	128	5	,	,	PUNCT
fcis-30523	128	6	m.	m.	NOUN
fcis-30523	128	7	i.	i.	PROPN
fcis-30523	128	8	,	,	PUNCT
fcis-30523	128	9	lau	lau	PROPN
fcis-30523	128	10	,	,	PUNCT
fcis-30523	128	11	r.	r.	PROPN
fcis-30523	128	12	y.	y.	PROPN
fcis-30523	128	13	,	,	PUNCT
fcis-30523	128	14	demirkan	demirkan	PROPN
fcis-30523	128	15	,	,	PUNCT
fcis-30523	128	16	h.	h.	PROPN
fcis-30523	128	17	,	,	PUNCT
fcis-30523	128	18	&	&	CCONJ
fcis-30523	128	19	azad	azad	PROPN
fcis-30523	128	20	,	,	PUNCT
fcis-30523	128	21	m.	m.	NOUN
fcis-30523	128	22	a.	a.	PROPN
fcis-30523	128	23	k.	k.	PROPN
fcis-30523	128	24	(	(	PUNCT
fcis-30523	128	25	2017	2017	NUM
fcis-30523	128	26	)	)	PUNCT
fcis-30523	128	27	.	.	PUNCT
fcis-30523	129	1	smart	smart	ADJ
fcis-30523	129	2	health	health	NOUN
fcis-30523	129	3	:	:	PUNCT
fcis-30523	129	4	big	big	ADJ
fcis-30523	129	5	data	datum	NOUN
fcis-30523	129	6	enabled	enable	VERB
fcis-30523	129	7	health	health	NOUN
fcis-30523	129	8	paradigm	paradigm	NOUN
fcis-30523	129	9	within	within	ADP
fcis-30523	129	10	smart	smart	ADJ
fcis-30523	129	11	cities	city	NOUN
fcis-30523	129	12	.	.	PUNCT
fcis-30523	130	1	expert	expert	NOUN
fcis-30523	130	2	systems	system	NOUN
fcis-30523	130	3	with	with	ADP
fcis-30523	130	4	applications	application	NOUN
fcis-30523	130	5	,	,	PUNCT
fcis-30523	130	6	87	87	NUM
fcis-30523	130	7	,	,	PUNCT
fcis-30523	130	8	370	370	NUM
fcis-30523	130	9	-	-	SYM
fcis-30523	130	10	383	383	NUM
fcis-30523	130	11	.	.	PUNCT
fcis-30523	131	1	[	[	X
fcis-30523	131	2	3	3	X
fcis-30523	131	3	]	]	PUNCT
fcis-30523	131	4	atitallah	atitallah	PROPN
fcis-30523	131	5	,	,	PUNCT
fcis-30523	131	6	s.	s.	PROPN
fcis-30523	131	7	b.	b.	PROPN
fcis-30523	131	8	,	,	PUNCT
fcis-30523	131	9	driss	driss	PROPN
fcis-30523	131	10	,	,	PUNCT
fcis-30523	131	11	m.	m.	NOUN
fcis-30523	131	12	,	,	PUNCT
fcis-30523	131	13	boulila	boulila	PROPN
fcis-30523	131	14	,	,	PUNCT
fcis-30523	131	15	w.	w.	PROPN
fcis-30523	131	16	,	,	PUNCT
fcis-30523	131	17	&	&	CCONJ
fcis-30523	131	18	ghézala	ghézala	PROPN
fcis-30523	131	19	,	,	PUNCT
fcis-30523	131	20	h.	h.	PROPN
fcis-30523	131	21	b.	b.	PROPN
fcis-30523	131	22	(	(	PUNCT
fcis-30523	131	23	2020	2020	NUM
fcis-30523	131	24	)	)	PUNCT
fcis-30523	131	25	.	.	PUNCT
fcis-30523	132	1	leveraging	leverage	VERB
fcis-30523	132	2	deep	deep	ADJ
fcis-30523	132	3	learning	learning	NOUN
fcis-30523	132	4	and	and	CCONJ
fcis-30523	132	5	iot	iot	PROPN
fcis-30523	132	6	big	big	ADJ
fcis-30523	132	7	data	datum	NOUN
fcis-30523	132	8	analytics	analytic	NOUN
fcis-30523	132	9	to	to	PART
fcis-30523	132	10	support	support	VERB
fcis-30523	132	11	the	the	DET
fcis-30523	132	12	smart	smart	ADJ
fcis-30523	132	13	cities	city	NOUN
fcis-30523	132	14	development	development	NOUN
fcis-30523	132	15	:	:	PUNCT
fcis-30523	132	16	review	review	NOUN
fcis-30523	132	17	and	and	CCONJ
fcis-30523	132	18	future	future	ADJ
fcis-30523	132	19	directions	direction	NOUN
fcis-30523	132	20	.	.	PUNCT
fcis-30523	133	1	computer	computer	NOUN
fcis-30523	133	2	science	science	PROPN
fcis-30523	133	3	review	review	PROPN
fcis-30523	133	4	,	,	PUNCT
fcis-30523	133	5	38	38	NUM
fcis-30523	133	6	,	,	PUNCT
fcis-30523	133	7	100303	100303	NUM
fcis-30523	133	8	.	.	PUNCT
fcis-30523	134	1	[	[	X
fcis-30523	134	2	4	4	NUM
fcis-30523	134	3	]	]	X
fcis-30523	134	4	kalusivalingam	kalusivalingam	NOUN
fcis-30523	134	5	,	,	PUNCT
fcis-30523	134	6	a.	a.	PROPN
fcis-30523	134	7	k.	k.	PROPN
fcis-30523	134	8	,	,	PUNCT
fcis-30523	134	9	sharma	sharma	PROPN
fcis-30523	134	10	,	,	PUNCT
fcis-30523	134	11	a.	a.	PROPN
fcis-30523	134	12	,	,	PUNCT
fcis-30523	134	13	patel	patel	PROPN
fcis-30523	134	14	,	,	PUNCT
fcis-30523	134	15	n.	n.	NOUN
fcis-30523	134	16	,	,	PUNCT
fcis-30523	134	17	&	&	CCONJ
fcis-30523	134	18	singh	singh	PROPN
fcis-30523	134	19	,	,	PUNCT
fcis-30523	134	20	v.	v.	PROPN
fcis-30523	134	21	(	(	PUNCT
fcis-30523	134	22	2021	2021	NUM
fcis-30523	134	23	)	)	PUNCT
fcis-30523	134	24	.	.	PUNCT
fcis-30523	135	1	enhancing	enhance	VERB
fcis-30523	135	2	smart	smart	ADJ
fcis-30523	135	3	city	city	NOUN
fcis-30523	135	4	development	development	NOUN
fcis-30523	135	5	with	with	ADP
fcis-30523	135	6	ai	ai	NOUN
fcis-30523	135	7	:	:	PUNCT
fcis-30523	135	8	leveraging	leverage	VERB
fcis-30523	135	9	machine	machine	NOUN
fcis-30523	135	10	learning	learn	VERB
fcis-30523	135	11	algorithms	algorithm	NOUN
fcis-30523	135	12	and	and	CCONJ
fcis-30523	135	13	iot	iot	NOUN
fcis-30523	135	14	-	-	PUNCT
fcis-30523	135	15	driven	drive	VERB
fcis-30523	135	16	data	datum	NOUN
fcis-30523	135	17	analytics	analytic	NOUN
fcis-30523	135	18	.	.	PUNCT
fcis-30523	136	1	international	international	ADJ
fcis-30523	136	2	journal	journal	NOUN
fcis-30523	136	3	of	of	ADP
fcis-30523	136	4	ai	ai	PROPN
fcis-30523	136	5	and	and	CCONJ
fcis-30523	136	6	ml	ml	ADP
fcis-30523	136	7	,	,	PUNCT
fcis-30523	136	8	2(3	2(3	NUM
fcis-30523	136	9	)	)	PUNCT
fcis-30523	136	10	.	.	PUNCT
fcis-30523	137	1	[	[	X
fcis-30523	137	2	5	5	NUM
fcis-30523	137	3	]	]	SYM
fcis-30523	137	4	zanjani	zanjani	PROPN
fcis-30523	137	5	,	,	PUNCT
fcis-30523	137	6	s.	s.	PROPN
fcis-30523	137	7	m.	m.	PROPN
fcis-30523	137	8	,	,	PUNCT
fcis-30523	137	9	zanjani	zanjani	PROPN
fcis-30523	137	10	,	,	PUNCT
fcis-30523	137	11	s.	s.	PROPN
fcis-30523	137	12	m.	m.	PROPN
fcis-30523	137	13	,	,	PUNCT
fcis-30523	137	14	shahinzadeh	shahinzadeh	PROPN
fcis-30523	137	15	,	,	PUNCT
fcis-30523	137	16	h.	h.	PROPN
fcis-30523	137	17	,	,	PUNCT
fcis-30523	137	18	moazzami	moazzami	PROPN
fcis-30523	137	19	,	,	PUNCT
fcis-30523	137	20	m.	m.	NOUN
fcis-30523	137	21	,	,	PUNCT
fcis-30523	137	22	ebrahimi	ebrahimi	PROPN
fcis-30523	137	23	,	,	PUNCT
fcis-30523	137	24	f.	f.	PROPN
fcis-30523	137	25	,	,	PUNCT
fcis-30523	137	26	&	&	CCONJ
fcis-30523	137	27	nourmahnad	nourmahnad	PROPN
fcis-30523	137	28	,	,	PUNCT
fcis-30523	137	29	n.	n.	PROPN
fcis-30523	137	30	(	(	PUNCT
fcis-30523	137	31	2023	2023	NUM
fcis-30523	137	32	,	,	PUNCT
fcis-30523	137	33	november	november	PROPN
fcis-30523	137	34	)	)	PUNCT
fcis-30523	137	35	.	.	PUNCT
fcis-30523	138	1	leveraging	leverage	VERB
fcis-30523	138	2	big	big	ADJ
fcis-30523	138	3	data	datum	NOUN
fcis-30523	138	4	intelligence	intelligence	NOUN
fcis-30523	138	5	for	for	ADP
fcis-30523	138	6	electronic	electronic	ADJ
fcis-30523	138	7	health	health	NOUN
fcis-30523	138	8	data	datum	NOUN
fcis-30523	138	9	collection	collection	NOUN
fcis-30523	138	10	and	and	CCONJ
fcis-30523	138	11	mining	mining	NOUN
fcis-30523	138	12	in	in	ADP
fcis-30523	138	13	smart	smart	ADJ
fcis-30523	138	14	innovative	innovative	ADJ
fcis-30523	138	15	cities	city	NOUN
fcis-30523	138	16	:	:	PUNCT
fcis-30523	138	17	approaches	approach	NOUN
fcis-30523	138	18	and	and	CCONJ
fcis-30523	138	19	applications	application	NOUN
fcis-30523	138	20	.	.	PUNCT
fcis-30523	139	1	in	in	ADP
fcis-30523	139	2	2023	2023	NUM
fcis-30523	139	3	7th	7th	ADJ
fcis-30523	139	4	iranian	iranian	ADJ
fcis-30523	139	5	conference	conference	NOUN
fcis-30523	139	6	on	on	ADP
fcis-30523	139	7	advances	advance	NOUN
fcis-30523	139	8	in	in	ADP
fcis-30523	139	9	enterprise	enterprise	NOUN
fcis-30523	139	10	architecture	architecture	NOUN
fcis-30523	139	11	(	(	PUNCT
fcis-30523	139	12	icaea	icaea	NOUN
fcis-30523	139	13	)	)	PUNCT
fcis-30523	139	14	(	(	PUNCT
fcis-30523	139	15	pp	pp	X
fcis-30523	139	16	.	.	PUNCT
fcis-30523	140	1	45	45	NUM
fcis-30523	140	2	-	-	SYM
fcis-30523	140	3	52	52	NUM
fcis-30523	140	4	)	)	PUNCT
fcis-30523	140	5	.	.	PUNCT
fcis-30523	141	1	ieee	ieee	NOUN
fcis-30523	141	2	.	.	PUNCT
fcis-30523	142	1	[	[	X
fcis-30523	142	2	6	6	NUM
fcis-30523	142	3	]	]	SYM
fcis-30523	142	4	adenyi	adenyi	PROPN
fcis-30523	142	5	,	,	PUNCT
fcis-30523	142	6	a.	a.	PROPN
fcis-30523	142	7	o.	o.	PROPN
fcis-30523	142	8	,	,	PUNCT
fcis-30523	142	9	okolo	okolo	PROPN
fcis-30523	142	10	,	,	PUNCT
fcis-30523	142	11	c.	c.	PROPN
fcis-30523	142	12	a.	a.	PROPN
fcis-30523	142	13	,	,	PUNCT
fcis-30523	142	14	olorunsogo	olorunsogo	ADV
fcis-30523	142	15	,	,	PUNCT
fcis-30523	142	16	t.	t.	PROPN
fcis-30523	142	17	,	,	PUNCT
fcis-30523	142	18	&	&	CCONJ
fcis-30523	142	19	babawarun	babawarun	PROPN
fcis-30523	142	20	,	,	PUNCT
fcis-30523	142	21	o.	o.	PROPN
fcis-30523	142	22	(	(	PUNCT
fcis-30523	142	23	2024	2024	NUM
fcis-30523	142	24	)	)	PUNCT
fcis-30523	142	25	.	.	PUNCT
fcis-30523	143	1	leveraging	leverage	VERB
fcis-30523	143	2	big	big	ADJ
fcis-30523	143	3	data	datum	NOUN
fcis-30523	143	4	and	and	CCONJ
fcis-30523	143	5	analytics	analytic	NOUN
fcis-30523	143	6	for	for	ADP
fcis-30523	143	7	enhanced	enhance	VERB
fcis-30523	143	8	public	public	ADJ
fcis-30523	143	9	health	health	NOUN
fcis-30523	143	10	decision	decision	NOUN
fcis-30523	143	11	-	-	PUNCT
fcis-30523	143	12	making	making	NOUN
fcis-30523	143	13	:	:	PUNCT
fcis-30523	143	14	a	a	DET
fcis-30523	143	15	global	global	ADJ
fcis-30523	143	16	review	review	NOUN
fcis-30523	143	17	.	.	PUNCT
fcis-30523	144	1	gsc	gsc	PROPN
fcis-30523	144	2	advanced	advanced	ADJ
fcis-30523	144	3	research	research	NOUN
fcis-30523	144	4	and	and	CCONJ
fcis-30523	144	5	reviews	review	NOUN
fcis-30523	144	6	,	,	PUNCT
fcis-30523	144	7	18(2	18(2	NUM
fcis-30523	144	8	)	)	PUNCT
fcis-30523	144	9	,	,	PUNCT
fcis-30523	144	10	450	450	NUM
fcis-30523	144	11	-	-	SYM
fcis-30523	144	12	456	456	NUM
fcis-30523	144	13	.	.	PUNCT
fcis-30523	145	1	[	[	X
fcis-30523	145	2	7	7	NUM
fcis-30523	145	3	]	]	SYM
fcis-30523	145	4	alahi	alahi	NOUN
fcis-30523	145	5	,	,	PUNCT
fcis-30523	145	6	m.	m.	PROPN
fcis-30523	145	7	e.	e.	PROPN
fcis-30523	145	8	e.	e.	PROPN
fcis-30523	145	9	,	,	PUNCT
fcis-30523	145	10	sukkuea	sukkuea	PROPN
fcis-30523	145	11	,	,	PUNCT
fcis-30523	145	12	a.	a.	PROPN
fcis-30523	145	13	,	,	PUNCT
fcis-30523	145	14	tina	tina	PROPN
fcis-30523	145	15	,	,	PUNCT
fcis-30523	145	16	f.	f.	PROPN
fcis-30523	145	17	w.	w.	PROPN
fcis-30523	145	18	,	,	PUNCT
fcis-30523	145	19	nag	nag	VERB
fcis-30523	145	20	,	,	PUNCT
fcis-30523	145	21	a.	a.	NOUN
fcis-30523	145	22	,	,	PUNCT
fcis-30523	145	23	kurdthongmee	kurdthongmee	PROPN
fcis-30523	145	24	,	,	PUNCT
fcis-30523	145	25	w.	w.	PROPN
fcis-30523	145	26	,	,	PUNCT
fcis-30523	145	27	suwannarat	suwannarat	PROPN
fcis-30523	145	28	,	,	PUNCT
fcis-30523	145	29	k.	k.	PROPN
fcis-30523	145	30	,	,	PUNCT
fcis-30523	145	31	&	&	CCONJ
fcis-30523	145	32	mukhopadhyay	mukhopadhyay	PROPN
fcis-30523	145	33	,	,	PUNCT
fcis-30523	145	34	s.	s.	PROPN
fcis-30523	145	35	c.	c.	PROPN
fcis-30523	145	36	(	(	PUNCT
fcis-30523	145	37	2023	2023	NUM
fcis-30523	145	38	)	)	PUNCT
fcis-30523	145	39	.	.	PUNCT
fcis-30523	146	1	integration	integration	NOUN
fcis-30523	146	2	of	of	ADP
fcis-30523	146	3	iot	iot	NOUN
fcis-30523	146	4	-	-	PUNCT
fcis-30523	146	5	enabled	enable	VERB
fcis-30523	146	6	technologies	technology	NOUN
fcis-30523	146	7	and	and	CCONJ
fcis-30523	146	8	artificial	artificial	ADJ
fcis-30523	146	9	intelligence	intelligence	NOUN
fcis-30523	146	10	(	(	PUNCT
fcis-30523	146	11	ai	ai	VERB
fcis-30523	146	12	)	)	PUNCT
fcis-30523	146	13	for	for	ADP
fcis-30523	146	14	smart	smart	ADJ
fcis-30523	146	15	city	city	NOUN
fcis-30523	146	16	scenario	scenario	NOUN
fcis-30523	146	17	:	:	PUNCT
fcis-30523	146	18	recent	recent	ADJ
fcis-30523	146	19	advancements	advancement	NOUN
fcis-30523	146	20	and	and	CCONJ
fcis-30523	146	21	future	future	ADJ
fcis-30523	146	22	trends	trend	NOUN
fcis-30523	146	23	.	.	PUNCT
fcis-30523	147	1	sensors	sensor	NOUN
fcis-30523	147	2	,	,	PUNCT
fcis-30523	147	3	23(11	23(11	NUM
fcis-30523	147	4	)	)	PUNCT
fcis-30523	147	5	,	,	PUNCT
fcis-30523	147	6	5206	5206	NUM
fcis-30523	147	7	.	.	PUNCT