id	sid	tid	token	lemma	pos
easat-5088	1	1	edelweiss	edelweiss	PROPN
easat-5088	1	2	applied	apply	VERB
easat-5088	1	3	science	science	NOUN
easat-5088	1	4	and	and	CCONJ
easat-5088	1	5	technology	technology	NOUN
easat-5088	1	6	issn	issn	PROPN
easat-5088	1	7	:	:	PUNCT
easat-5088	1	8	2576	2576	NUM
easat-5088	1	9	-	-	SYM
easat-5088	1	10	8484	8484	NUM
easat-5088	1	11	vol	vol	NOUN
easat-5088	1	12	.	.	PROPN
easat-5088	2	1	9	9	NUM
easat-5088	2	2	,	,	PUNCT
easat-5088	2	3	no	no	INTJ
easat-5088	2	4	.	.	NOUN
easat-5088	2	5	2	2	NUM
easat-5088	2	6	,	,	PUNCT
easat-5088	2	7	2353	2353	NUM
easat-5088	2	8	-	-	SYM
easat-5088	2	9	2365	2365	NUM
easat-5088	2	10	2025	2025	NUM
easat-5088	2	11	publisher	publisher	NOUN
easat-5088	2	12	:	:	PUNCT
easat-5088	2	13	learning	learn	VERB
easat-5088	2	14	gate	gate	NOUN
easat-5088	2	15	doi	doi	PROPN
easat-5088	2	16	:	:	PUNCT
easat-5088	2	17	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	2	18	©	©	ADP
easat-5088	2	19	2025	2025	NUM
easat-5088	2	20	by	by	ADP
easat-5088	2	21	the	the	DET
easat-5088	2	22	author	author	NOUN
easat-5088	2	23	;	;	PUNCT
easat-5088	2	24	licensee	licensee	PROPN
easat-5088	2	25	learning	learning	NOUN
easat-5088	2	26	gate	gate	NOUN
easat-5088	3	1	©	©	PROPN
easat-5088	3	2	2025	2025	NUM
easat-5088	3	3	by	by	ADP
easat-5088	3	4	the	the	DET
easat-5088	3	5	author	author	NOUN
easat-5088	3	6	;	;	PUNCT
easat-5088	3	7	licensee	licensee	PROPN
easat-5088	3	8	learning	learning	NOUN
easat-5088	3	9	gate	gate	NOUN
easat-5088	3	10	history	history	NOUN
easat-5088	3	11	:	:	PUNCT
easat-5088	3	12	received	receive	VERB
easat-5088	3	13	:	:	PUNCT
easat-5088	3	14	23	23	NUM
easat-5088	3	15	december	december	PROPN
easat-5088	3	16	2024	2024	NUM
easat-5088	3	17	;	;	PUNCT
easat-5088	3	18	revised	revise	VERB
easat-5088	3	19	:	:	PUNCT
easat-5088	3	20	3	3	NUM
easat-5088	3	21	february	february	NOUN
easat-5088	3	22	2025	2025	NUM
easat-5088	3	23	;	;	PUNCT
easat-5088	3	24	accepted	accept	VERB
easat-5088	3	25	:	:	PUNCT
easat-5088	3	26	12	12	NUM
easat-5088	3	27	february	february	NOUN
easat-5088	3	28	2025	2025	NUM
easat-5088	3	29	;	;	PUNCT
easat-5088	3	30	published	publish	VERB
easat-5088	3	31	:	:	PUNCT
easat-5088	4	1	28	28	NUM
easat-5088	4	2	february	february	NOUN
easat-5088	4	3	2025	2025	NUM
easat-5088	4	4	*	*	PUNCT
easat-5088	4	5	correspondence	correspondence	NOUN
easat-5088	4	6	:	:	PUNCT
easat-5088	4	7	aseri.mahendra@gmail.com	aseri.mahendra@gmail.com	X
easat-5088	4	8	the	the	DET
easat-5088	4	9	role	role	NOUN
easat-5088	4	10	of	of	ADP
easat-5088	4	11	artificial	artificial	ADJ
easat-5088	4	12	intelligence	intelligence	NOUN
easat-5088	4	13	and	and	CCONJ
easat-5088	4	14	machine	machine	NOUN
easat-5088	4	15	learning	learn	VERB
easat-5088	4	16	in	in	ADP
easat-5088	4	17	asthma	asthma	NOUN
easat-5088	4	18	and	and	CCONJ
easat-5088	4	19	chronic	chronic	ADJ
easat-5088	4	20	obstructive	obstructive	ADJ
easat-5088	4	21	pulmonary	pulmonary	ADJ
easat-5088	4	22	disease	disease	NOUN
easat-5088	4	23	management	management	NOUN
easat-5088	4	24	mahendra	mahendra	PROPN
easat-5088	4	25	aseri1	aseri1	PROPN
easat-5088	4	26	*	*	PUNCT
easat-5088	4	27	1executive	1executive	NUM
easat-5088	4	28	vice	vice	NOUN
easat-5088	4	29	president	president	NOUN
easat-5088	4	30	,	,	PUNCT
easat-5088	4	31	strategy	strategy	NOUN
easat-5088	4	32	and	and	CCONJ
easat-5088	4	33	operations	operation	NOUN
easat-5088	4	34	,	,	PUNCT
easat-5088	4	35	kpc	kpc	PROPN
easat-5088	4	36	global	global	PROPN
easat-5088	4	37	management	management	PROPN
easat-5088	4	38	,	,	PUNCT
easat-5088	4	39	llc	llc	PROPN
easat-5088	4	40	,	,	PUNCT
easat-5088	4	41	california	california	PROPN
easat-5088	4	42	,	,	PUNCT
easat-5088	4	43	usa	usa	PROPN
easat-5088	4	44	;	;	PUNCT
easat-5088	4	45	aseri.mahendra@gmail.com	aseri.mahendra@gmail.com	X
easat-5088	4	46	(	(	PUNCT
easat-5088	4	47	m.a	m.a	PROPN
easat-5088	4	48	.	.	PROPN
easat-5088	4	49	)	)	PUNCT
easat-5088	4	50	.	.	PUNCT
easat-5088	5	1	abstract	abstract	ADV
easat-5088	5	2	:	:	PUNCT
easat-5088	5	3	the	the	DET
easat-5088	5	4	purpose	purpose	NOUN
easat-5088	5	5	of	of	ADP
easat-5088	5	6	this	this	DET
easat-5088	5	7	review	review	NOUN
easat-5088	5	8	is	be	AUX
easat-5088	5	9	to	to	PART
easat-5088	5	10	establish	establish	VERB
easat-5088	5	11	the	the	DET
easat-5088	5	12	role	role	NOUN
easat-5088	5	13	that	that	PRON
easat-5088	5	14	ai	ai	VERB
easat-5088	5	15	and	and	CCONJ
easat-5088	5	16	ml	ml	PART
easat-5088	5	17	play	play	VERB
easat-5088	5	18	in	in	ADP
easat-5088	5	19	managing	manage	VERB
easat-5088	5	20	asthma	asthma	NOUN
easat-5088	5	21	and	and	CCONJ
easat-5088	5	22	chronic	chronic	ADJ
easat-5088	5	23	obstructive	obstructive	ADJ
easat-5088	5	24	pulmonary	pulmonary	ADJ
easat-5088	5	25	disease	disease	NOUN
easat-5088	5	26	(	(	PUNCT
easat-5088	5	27	copd	copd	PROPN
easat-5088	5	28	)	)	PUNCT
easat-5088	5	29	,	,	PUNCT
easat-5088	5	30	with	with	ADP
easat-5088	5	31	particular	particular	ADJ
easat-5088	5	32	emphasis	emphasis	NOUN
easat-5088	5	33	on	on	ADP
easat-5088	5	34	disease	disease	NOUN
easat-5088	5	35	management	management	NOUN
easat-5088	5	36	across	across	ADP
easat-5088	5	37	various	various	ADJ
easat-5088	5	38	stages	stage	NOUN
easat-5088	5	39	,	,	PUNCT
easat-5088	5	40	diagnosis	diagnosis	NOUN
easat-5088	5	41	,	,	PUNCT
easat-5088	5	42	and	and	CCONJ
easat-5088	5	43	treatment	treatment	NOUN
easat-5088	5	44	personalization	personalization	NOUN
easat-5088	5	45	through	through	ADP
easat-5088	5	46	monitoring	monitoring	NOUN
easat-5088	5	47	.	.	PUNCT
easat-5088	6	1	data	datum	NOUN
easat-5088	6	2	extraction	extraction	NOUN
easat-5088	6	3	was	be	AUX
easat-5088	6	4	performed	perform	VERB
easat-5088	6	5	from	from	ADP
easat-5088	6	6	articles	article	NOUN
easat-5088	6	7	published	publish	VERB
easat-5088	6	8	between	between	ADP
easat-5088	6	9	december	december	PROPN
easat-5088	6	10	2018	2018	NUM
easat-5088	6	11	and	and	CCONJ
easat-5088	6	12	october	october	PROPN
easat-5088	6	13	2024	2024	NUM
easat-5088	6	14	,	,	PUNCT
easat-5088	6	15	accessed	access	VERB
easat-5088	6	16	using	use	VERB
easat-5088	6	17	scopus	scopus	NOUN
easat-5088	6	18	,	,	PUNCT
easat-5088	6	19	pubmed	pubmed	PROPN
easat-5088	6	20	,	,	PUNCT
easat-5088	6	21	and	and	CCONJ
easat-5088	6	22	google	google	PROPN
easat-5088	6	23	scholar	scholar	NOUN
easat-5088	6	24	databases	database	NOUN
easat-5088	6	25	.	.	PUNCT
easat-5088	7	1	articles	article	NOUN
easat-5088	7	2	focusing	focus	VERB
easat-5088	7	3	on	on	ADP
easat-5088	7	4	the	the	DET
easat-5088	7	5	use	use	NOUN
easat-5088	7	6	of	of	ADP
easat-5088	7	7	ai	ai	NOUN
easat-5088	7	8	/	/	SYM
easat-5088	7	9	ml	ml	NOUN
easat-5088	7	10	in	in	ADP
easat-5088	7	11	the	the	DET
easat-5088	7	12	management	management	NOUN
easat-5088	7	13	of	of	ADP
easat-5088	7	14	respiratory	respiratory	ADJ
easat-5088	7	15	diseases	disease	NOUN
easat-5088	7	16	in	in	ADP
easat-5088	7	17	clinical	clinical	ADJ
easat-5088	7	18	settings	setting	NOUN
easat-5088	7	19	and	and	CCONJ
easat-5088	7	20	real	real	ADJ
easat-5088	7	21	-	-	PUNCT
easat-5088	7	22	life	life	NOUN
easat-5088	7	23	contexts	context	NOUN
easat-5088	7	24	were	be	AUX
easat-5088	7	25	included	include	VERB
easat-5088	7	26	in	in	ADP
easat-5088	7	27	this	this	DET
easat-5088	7	28	study	study	NOUN
easat-5088	7	29	.	.	PUNCT
easat-5088	8	1	theoretical	theoretical	ADJ
easat-5088	8	2	models	model	NOUN
easat-5088	8	3	or	or	CCONJ
easat-5088	8	4	reviews	review	NOUN
easat-5088	8	5	of	of	ADP
easat-5088	8	6	non	non	ADJ
easat-5088	8	7	-	-	ADJ
easat-5088	8	8	respiratory	respiratory	ADJ
easat-5088	8	9	applications	application	NOUN
easat-5088	8	10	of	of	ADP
easat-5088	8	11	ai	ai	NOUN
easat-5088	8	12	/	/	SYM
easat-5088	8	13	ml	ml	PROPN
easat-5088	8	14	were	be	AUX
easat-5088	8	15	excluded	exclude	VERB
easat-5088	8	16	.	.	PUNCT
easat-5088	9	1	ai	ai	VERB
easat-5088	9	2	and	and	CCONJ
easat-5088	9	3	mlbased	mlbased	ADJ
easat-5088	9	4	technology	technology	NOUN
easat-5088	9	5	advancements	advancement	NOUN
easat-5088	9	6	provide	provide	VERB
easat-5088	9	7	the	the	DET
easat-5088	9	8	possibility	possibility	NOUN
easat-5088	9	9	to	to	PART
easat-5088	9	10	extend	extend	VERB
easat-5088	9	11	asthma	asthma	NOUN
easat-5088	9	12	and	and	CCONJ
easat-5088	9	13	copd	copd	PROPN
easat-5088	9	14	management	management	NOUN
easat-5088	9	15	with	with	ADP
easat-5088	9	16	many	many	ADJ
easat-5088	9	17	improvements	improvement	NOUN
easat-5088	9	18	.	.	PUNCT
easat-5088	10	1	such	such	ADJ
easat-5088	10	2	technologies	technology	NOUN
easat-5088	10	3	can	can	AUX
easat-5088	10	4	enable	enable	VERB
easat-5088	10	5	early	early	ADJ
easat-5088	10	6	and	and	CCONJ
easat-5088	10	7	accurate	accurate	ADJ
easat-5088	10	8	detection	detection	NOUN
easat-5088	10	9	by	by	ADP
easat-5088	10	10	using	use	VERB
easat-5088	10	11	advanced	advanced	ADJ
easat-5088	10	12	imaging	imaging	NOUN
easat-5088	10	13	and	and	CCONJ
easat-5088	10	14	data	datum	NOUN
easat-5088	10	15	analysis	analysis	NOUN
easat-5088	10	16	techniques	technique	NOUN
easat-5088	10	17	.	.	PUNCT
easat-5088	11	1	ai	ai	VERB
easat-5088	11	2	-	-	PUNCT
easat-5088	11	3	driven	drive	VERB
easat-5088	11	4	models	model	NOUN
easat-5088	11	5	,	,	PUNCT
easat-5088	11	6	such	such	ADJ
easat-5088	11	7	as	as	ADP
easat-5088	11	8	mlmp	mlmp	NOUN
easat-5088	11	9	-	-	PUNCT
easat-5088	11	10	copd	copd	NOUN
easat-5088	11	11	,	,	PUNCT
easat-5088	11	12	far	far	ADV
easat-5088	11	13	outweigh	outweigh	VERB
easat-5088	11	14	the	the	DET
easat-5088	11	15	usual	usual	ADJ
easat-5088	11	16	approaches	approach	NOUN
easat-5088	11	17	made	make	VERB
easat-5088	11	18	for	for	ADP
easat-5088	11	19	predicting	predict	VERB
easat-5088	11	20	death	death	NOUN
easat-5088	11	21	and	and	CCONJ
easat-5088	11	22	exacerbations	exacerbation	NOUN
easat-5088	11	23	.	.	PUNCT
easat-5088	12	1	big	big	ADJ
easat-5088	12	2	data	datum	NOUN
easat-5088	12	3	analytics	analytic	NOUN
easat-5088	12	4	and	and	CCONJ
easat-5088	12	5	telemedicine	telemedicine	NOUN
easat-5088	12	6	help	help	NOUN
easat-5088	12	7	in	in	ADP
easat-5088	12	8	the	the	DET
easat-5088	12	9	integration	integration	NOUN
easat-5088	12	10	of	of	ADP
easat-5088	12	11	diverse	diverse	ADJ
easat-5088	12	12	data	datum	NOUN
easat-5088	12	13	sources	source	NOUN
easat-5088	12	14	.	.	PUNCT
easat-5088	13	1	ai	ai	VERB
easat-5088	13	2	and	and	CCONJ
easat-5088	13	3	ml	ml	PART
easat-5088	13	4	have	have	VERB
easat-5088	13	5	an	an	DET
easat-5088	13	6	entirely	entirely	ADV
easat-5088	13	7	new	new	ADJ
easat-5088	13	8	dimension	dimension	NOUN
easat-5088	13	9	and	and	CCONJ
easat-5088	13	10	could	could	AUX
easat-5088	13	11	perform	perform	VERB
easat-5088	13	12	more	more	ADV
easat-5088	13	13	effectively	effectively	ADV
easat-5088	13	14	for	for	ADP
easat-5088	13	15	the	the	DET
easat-5088	13	16	management	management	NOUN
easat-5088	13	17	of	of	ADP
easat-5088	13	18	both	both	DET
easat-5088	13	19	asthma	asthma	NOUN
easat-5088	13	20	and	and	CCONJ
easat-5088	13	21	copd	copd	NOUN
easat-5088	13	22	.	.	PUNCT
easat-5088	14	1	practical	practical	ADJ
easat-5088	14	2	implications	implication	NOUN
easat-5088	14	3	include	include	VERB
easat-5088	14	4	integrating	integrate	VERB
easat-5088	14	5	ai	ai	ADJ
easat-5088	14	6	-	-	PUNCT
easat-5088	14	7	driven	drive	VERB
easat-5088	14	8	tools	tool	NOUN
easat-5088	14	9	in	in	ADP
easat-5088	14	10	clinical	clinical	ADJ
easat-5088	14	11	settings	setting	NOUN
easat-5088	14	12	to	to	PART
easat-5088	14	13	improve	improve	VERB
easat-5088	14	14	diagnostic	diagnostic	ADJ
easat-5088	14	15	accuracy	accuracy	NOUN
easat-5088	14	16	,	,	PUNCT
easat-5088	14	17	enhance	enhance	VERB
easat-5088	14	18	treatment	treatment	NOUN
easat-5088	14	19	,	,	PUNCT
easat-5088	14	20	and	and	CCONJ
easat-5088	14	21	assist	assist	VERB
easat-5088	14	22	in	in	ADP
easat-5088	14	23	remote	remote	ADJ
easat-5088	14	24	patient	patient	ADJ
easat-5088	14	25	monitoring	monitoring	NOUN
easat-5088	14	26	.	.	PUNCT
easat-5088	15	1	keywords	keyword	NOUN
easat-5088	15	2	:	:	PUNCT
easat-5088	15	3	artificial	artificial	ADJ
easat-5088	15	4	intelligence	intelligence	NOUN
easat-5088	15	5	,	,	PUNCT
easat-5088	15	6	machine	machine	NOUN
easat-5088	15	7	learning	learning	NOUN
easat-5088	15	8	,	,	PUNCT
easat-5088	15	9	asthma	asthma	NOUN
easat-5088	15	10	,	,	PUNCT
easat-5088	15	11	chronic	chronic	ADJ
easat-5088	15	12	obstructive	obstructive	ADJ
easat-5088	15	13	lung	lung	NOUN
easat-5088	15	14	disease	disease	NOUN
easat-5088	15	15	,	,	PUNCT
easat-5088	15	16	management	management	NOUN
easat-5088	15	17	.	.	PUNCT
easat-5088	16	1	1	1	X
easat-5088	16	2	.	.	X
easat-5088	16	3	introduction	introduction	NOUN
easat-5088	16	4	1.1	1.1	NUM
easat-5088	16	5	.	.	PUNCT
easat-5088	17	1	background	background	NOUN
easat-5088	17	2	of	of	ADP
easat-5088	17	3	asthma	asthma	NOUN
easat-5088	17	4	and	and	CCONJ
easat-5088	17	5	copd	copd	NOUN
easat-5088	17	6	respiratory	respiratory	ADJ
easat-5088	17	7	diseases	disease	NOUN
easat-5088	17	8	(	(	PUNCT
easat-5088	17	9	rd	rd	NOUN
easat-5088	17	10	)	)	PUNCT
easat-5088	17	11	are	be	AUX
easat-5088	17	12	among	among	ADP
easat-5088	17	13	the	the	DET
easat-5088	17	14	most	most	ADV
easat-5088	17	15	common	common	ADJ
easat-5088	17	16	diseases	disease	NOUN
easat-5088	17	17	in	in	ADP
easat-5088	17	18	the	the	DET
easat-5088	17	19	world	world	NOUN
easat-5088	17	20	,	,	PUNCT
easat-5088	17	21	with	with	ADP
easat-5088	17	22	high	high	ADJ
easat-5088	17	23	morbidity	morbidity	NOUN
easat-5088	17	24	in	in	ADP
easat-5088	17	25	both	both	CCONJ
easat-5088	17	26	acute	acute	ADJ
easat-5088	17	27	and	and	CCONJ
easat-5088	17	28	chronic	chronic	ADJ
easat-5088	17	29	forms	form	NOUN
easat-5088	17	30	.	.	PUNCT
easat-5088	18	1	the	the	DET
easat-5088	18	2	cases	case	NOUN
easat-5088	18	3	are	be	AUX
easat-5088	18	4	increasing	increase	VERB
easat-5088	18	5	globally	globally	ADV
easat-5088	18	6	due	due	ADJ
easat-5088	18	7	to	to	ADP
easat-5088	18	8	sharply	sharply	ADV
easat-5088	18	9	increased	increase	VERB
easat-5088	18	10	air	air	NOUN
easat-5088	18	11	pollution	pollution	NOUN
easat-5088	18	12	levels	level	NOUN
easat-5088	18	13	,	,	PUNCT
easat-5088	18	14	altered	altered	ADJ
easat-5088	18	15	and	and	CCONJ
easat-5088	18	16	sedentary	sedentary	ADJ
easat-5088	18	17	lifestyles	lifestyle	NOUN
easat-5088	18	18	,	,	PUNCT
easat-5088	18	19	unhealthy	unhealthy	ADJ
easat-5088	18	20	dietary	dietary	ADJ
easat-5088	18	21	habits	habit	NOUN
easat-5088	18	22	,	,	PUNCT
easat-5088	18	23	and	and	CCONJ
easat-5088	18	24	repeated	repeat	VERB
easat-5088	18	25	outbreaks	outbreak	NOUN
easat-5088	18	26	of	of	ADP
easat-5088	18	27	microbial	microbial	ADJ
easat-5088	18	28	infections	infection	NOUN
easat-5088	18	29	[	[	X
easat-5088	18	30	1	1	NUM
easat-5088	18	31	]	]	PUNCT
easat-5088	18	32	.	.	PUNCT
easat-5088	19	1	chronic	chronic	PROPN
easat-5088	19	2	rd	rd	PROPN
easat-5088	19	3	(	(	PUNCT
easat-5088	19	4	crd	crd	PROPN
easat-5088	19	5	)	)	PUNCT
easat-5088	19	6	is	be	AUX
easat-5088	19	7	a	a	DET
easat-5088	19	8	set	set	NOUN
easat-5088	19	9	of	of	ADP
easat-5088	19	10	diseases	disease	NOUN
easat-5088	19	11	involving	involve	VERB
easat-5088	19	12	acute	acute	ADJ
easat-5088	19	13	/	/	SYM
easat-5088	19	14	chronic	chronic	ADJ
easat-5088	19	15	respiratory	respiratory	ADJ
easat-5088	19	16	infections	infection	NOUN
easat-5088	19	17	,	,	PUNCT
easat-5088	19	18	asthma	asthma	NOUN
easat-5088	19	19	,	,	PUNCT
easat-5088	19	20	chronic	chronic	ADJ
easat-5088	19	21	obstructive	obstructive	ADJ
easat-5088	19	22	pulmonary	pulmonary	ADJ
easat-5088	19	23	disease	disease	NOUN
easat-5088	19	24	,	,	PUNCT
easat-5088	19	25	lung	lung	NOUN
easat-5088	19	26	cancer	cancer	NOUN
easat-5088	19	27	,	,	PUNCT
easat-5088	19	28	cystic	cystic	ADJ
easat-5088	19	29	fibrosis	fibrosis	NOUN
easat-5088	19	30	,	,	PUNCT
easat-5088	19	31	and	and	CCONJ
easat-5088	19	32	tuberculosis	tuberculosis	NOUN
easat-5088	19	33	.	.	PUNCT
easat-5088	20	1	thus	thus	ADV
easat-5088	20	2	,	,	PUNCT
easat-5088	20	3	it	it	PRON
easat-5088	20	4	is	be	AUX
easat-5088	20	5	necessary	necessary	ADJ
easat-5088	20	6	to	to	PART
easat-5088	20	7	evolve	evolve	VERB
easat-5088	20	8	an	an	DET
easat-5088	20	9	effective	effective	ADJ
easat-5088	20	10	diagnostic	diagnostic	ADJ
easat-5088	20	11	method	method	NOUN
easat-5088	20	12	that	that	PRON
easat-5088	20	13	can	can	AUX
easat-5088	20	14	diagnose	diagnose	VERB
easat-5088	20	15	and	and	CCONJ
easat-5088	20	16	differentiate	differentiate	VERB
easat-5088	20	17	at	at	ADP
easat-5088	20	18	an	an	DET
easat-5088	20	19	early	early	ADJ
easat-5088	20	20	stage	stage	NOUN
easat-5088	20	21	[	[	X
easat-5088	20	22	2	2	NUM
easat-5088	20	23	]	]	PUNCT
easat-5088	20	24	.	.	PUNCT
easat-5088	21	1	rd	rd	PROPN
easat-5088	21	2	are	be	AUX
easat-5088	21	3	classified	classify	VERB
easat-5088	21	4	as	as	ADP
easat-5088	21	5	acute	acute	ADJ
easat-5088	21	6	and	and	CCONJ
easat-5088	21	7	chronic	chronic	ADJ
easat-5088	21	8	conditions	condition	NOUN
easat-5088	21	9	in	in	ADP
easat-5088	21	10	that	that	DET
easat-5088	21	11	crd	crd	PROPN
easat-5088	21	12	is	be	AUX
easat-5088	21	13	the	the	DET
easat-5088	21	14	common	common	ADJ
easat-5088	21	15	non	non	ADJ
easat-5088	21	16	-	-	ADJ
easat-5088	21	17	communicable	communicable	ADJ
easat-5088	21	18	disease	disease	NOUN
easat-5088	21	19	with	with	ADP
easat-5088	21	20	asthma	asthma	NOUN
easat-5088	21	21	and	and	CCONJ
easat-5088	21	22	copd	copd	PROPN
easat-5088	21	23	being	be	AUX
easat-5088	21	24	spread	spread	VERB
easat-5088	21	25	globally	globally	ADV
easat-5088	21	26	.	.	PUNCT
easat-5088	22	1	copd	copd	PROPN
easat-5088	22	2	is	be	AUX
easat-5088	22	3	the	the	DET
easat-5088	22	4	leading	lead	VERB
easat-5088	22	5	cause	cause	NOUN
easat-5088	22	6	of	of	ADP
easat-5088	22	7	disability	disability	NOUN
easat-5088	22	8	and	and	CCONJ
easat-5088	22	9	mortality	mortality	NOUN
easat-5088	22	10	,	,	PUNCT
easat-5088	22	11	with	with	ADP
easat-5088	22	12	rates	rate	NOUN
easat-5088	22	13	of	of	ADP
easat-5088	22	14	prevalence	prevalence	NOUN
easat-5088	22	15	ranging	range	VERB
easat-5088	22	16	from	from	ADP
easat-5088	22	17	3.7	3.7	NUM
easat-5088	22	18	%	%	NOUN
easat-5088	22	19	to	to	PART
easat-5088	22	20	37	37	NUM
easat-5088	22	21	%	%	NOUN
easat-5088	22	22	globally	globally	ADV
easat-5088	22	23	.	.	PUNCT
easat-5088	23	1	this	this	PRON
easat-5088	23	2	depends	depend	VERB
easat-5088	23	3	on	on	ADP
easat-5088	23	4	regions	region	NOUN
easat-5088	23	5	[	[	X
easat-5088	23	6	3	3	NUM
easat-5088	23	7	,	,	PUNCT
easat-5088	23	8	4	4	NUM
easat-5088	23	9	]	]	PUNCT
easat-5088	23	10	.	.	PUNCT
easat-5088	24	1	factors	factor	NOUN
easat-5088	24	2	like	like	ADP
easat-5088	24	3	smoking	smoking	NOUN
easat-5088	24	4	rates	rate	NOUN
easat-5088	24	5	,	,	PUNCT
easat-5088	24	6	occupational	occupational	ADJ
easat-5088	24	7	exposure	exposure	NOUN
easat-5088	24	8	and	and	CCONJ
easat-5088	24	9	environmental	environmental	ADJ
easat-5088	24	10	pollution	pollution	NOUN
easat-5088	24	11	influenced	influence	VERB
easat-5088	24	12	this	this	DET
easat-5088	24	13	variation	variation	NOUN
easat-5088	24	14	.	.	PUNCT
easat-5088	25	1	asthma	asthma	PROPN
easat-5088	25	2	also	also	ADV
easat-5088	25	3	affects	affect	VERB
easat-5088	25	4	millions	million	NOUN
easat-5088	25	5	of	of	ADP
easat-5088	25	6	people	people	NOUN
easat-5088	25	7	,	,	PUNCT
easat-5088	25	8	and	and	CCONJ
easat-5088	25	9	its	its	PRON
easat-5088	25	10	prevalence	prevalence	NOUN
easat-5088	25	11	differs	differ	VERB
easat-5088	25	12	across	across	ADP
easat-5088	25	13	geographical	geographical	ADJ
easat-5088	25	14	regions	region	NOUN
easat-5088	25	15	.	.	PUNCT
easat-5088	26	1	asthma	asthma	PROPN
easat-5088	26	2	is	be	AUX
easat-5088	26	3	a	a	DET
easat-5088	26	4	chronic	chronic	ADJ
easat-5088	26	5	inflammatory	inflammatory	ADJ
easat-5088	26	6	condition	condition	NOUN
easat-5088	26	7	in	in	ADP
easat-5088	26	8	the	the	DET
easat-5088	26	9	airways	airway	NOUN
easat-5088	26	10	characterized	characterize	VERB
easat-5088	26	11	by	by	ADP
easat-5088	26	12	recurrent	recurrent	ADJ
easat-5088	26	13	wheezing	wheezing	NOUN
easat-5088	26	14	,	,	PUNCT
easat-5088	26	15	breathlessness	breathlessness	NOUN
easat-5088	26	16	,	,	PUNCT
easat-5088	26	17	chest	chest	NOUN
easat-5088	26	18	tightness	tightness	NOUN
easat-5088	26	19	,	,	PUNCT
easat-5088	26	20	and	and	CCONJ
easat-5088	26	21	coughing	cough	VERB
easat-5088	26	22	.	.	PUNCT
easat-5088	27	1	these	these	DET
easat-5088	27	2	symptoms	symptom	NOUN
easat-5088	27	3	are	be	AUX
easat-5088	27	4	mainly	mainly	ADV
easat-5088	27	5	triggered	trigger	VERB
easat-5088	27	6	by	by	ADP
easat-5088	27	7	allergens	allergen	NOUN
easat-5088	27	8	,	,	PUNCT
easat-5088	27	9	air	air	NOUN
easat-5088	27	10	pollution	pollution	NOUN
easat-5088	27	11	,	,	PUNCT
easat-5088	27	12	or	or	CCONJ
easat-5088	27	13	respiratory	respiratory	ADJ
easat-5088	27	14	infections	infection	NOUN
easat-5088	27	15	[	[	X
easat-5088	27	16	5	5	NUM
easat-5088	27	17	]	]	PUNCT
easat-5088	27	18	.	.	PUNCT
easat-5088	28	1	copd	copd	PROPN
easat-5088	28	2	,	,	PUNCT
easat-5088	28	3	which	which	PRON
easat-5088	28	4	includes	include	VERB
easat-5088	28	5	chronic	chronic	ADJ
easat-5088	28	6	bronchitis	bronchitis	NOUN
easat-5088	28	7	and	and	CCONJ
easat-5088	28	8	emphysema	emphysema	ADJ
easat-5088	28	9	,	,	PUNCT
easat-5088	28	10	is	be	AUX
easat-5088	28	11	a	a	DET
easat-5088	28	12	progressive	progressive	ADJ
easat-5088	28	13	disease	disease	NOUN
easat-5088	28	14	.	.	PUNCT
easat-5088	29	1	this	this	PRON
easat-5088	29	2	leads	lead	VERB
easat-5088	29	3	to	to	ADP
easat-5088	29	4	irreversible	irreversible	ADJ
easat-5088	29	5	limitations	limitation	NOUN
easat-5088	29	6	in	in	ADP
easat-5088	29	7	airflow	airflow	NOUN
easat-5088	29	8	.	.	PUNCT
easat-5088	30	1	the	the	DET
easat-5088	30	2	primary	primary	ADJ
easat-5088	30	3	causes	cause	NOUN
easat-5088	30	4	of	of	ADP
easat-5088	30	5	copd	copd	PROPN
easat-5088	30	6	are	be	AUX
easat-5088	30	7	smoking	smoke	VERB
easat-5088	30	8	and	and	CCONJ
easat-5088	30	9	more	more	ADV
easat-5088	30	10	prolonged	prolonged	ADJ
easat-5088	30	11	exposure	exposure	NOUN
easat-5088	30	12	to	to	ADP
easat-5088	30	13	pollutants	pollutant	NOUN
easat-5088	30	14	[	[	X
easat-5088	30	15	6	6	NUM
easat-5088	30	16	]	]	PUNCT
easat-5088	30	17	.	.	PUNCT
easat-5088	31	1	mailto:aseri.mahendra@gmail.com	mailto:aseri.mahendra@gmail.com	X
easat-5088	31	2	2354	2354	NUM
easat-5088	31	3	edelweiss	edelweiss	PROPN
easat-5088	31	4	applied	apply	VERB
easat-5088	31	5	science	science	NOUN
easat-5088	31	6	and	and	CCONJ
easat-5088	31	7	technology	technology	NOUN
easat-5088	31	8	issn	issn	PROPN
easat-5088	31	9	:	:	PUNCT
easat-5088	31	10	2576	2576	NUM
easat-5088	31	11	-	-	SYM
easat-5088	31	12	8484	8484	NUM
easat-5088	31	13	vol	vol	NOUN
easat-5088	31	14	.	.	PROPN
easat-5088	32	1	9	9	NUM
easat-5088	32	2	,	,	PUNCT
easat-5088	32	3	no	no	INTJ
easat-5088	32	4	.	.	NOUN
easat-5088	32	5	2	2	NUM
easat-5088	32	6	:	:	PUNCT
easat-5088	32	7	2353	2353	NUM
easat-5088	32	8	-	-	SYM
easat-5088	32	9	2365	2365	NUM
easat-5088	32	10	,	,	PUNCT
easat-5088	32	11	2025	2025	NUM
easat-5088	32	12	doi	doi	NOUN
easat-5088	32	13	:	:	PUNCT
easat-5088	32	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	32	15	©	©	ADP
easat-5088	32	16	2025	2025	NUM
easat-5088	32	17	by	by	ADP
easat-5088	32	18	the	the	DET
easat-5088	32	19	author	author	NOUN
easat-5088	32	20	;	;	PUNCT
easat-5088	32	21	licensee	licensee	PROPN
easat-5088	32	22	learning	learn	VERB
easat-5088	32	23	gate	gate	PROPN
easat-5088	32	24	chronic	chronic	ADJ
easat-5088	32	25	obstructive	obstructive	ADJ
easat-5088	32	26	pulmonary	pulmonary	ADJ
easat-5088	32	27	disease	disease	NOUN
easat-5088	32	28	(	(	PUNCT
easat-5088	32	29	copd	copd	PROPN
easat-5088	32	30	)	)	PUNCT
easat-5088	32	31	is	be	AUX
easat-5088	32	32	a	a	DET
easat-5088	32	33	progressive	progressive	ADJ
easat-5088	32	34	,	,	PUNCT
easat-5088	32	35	preventable	preventable	ADJ
easat-5088	32	36	,	,	PUNCT
easat-5088	32	37	and	and	CCONJ
easat-5088	32	38	treatable	treatable	ADJ
easat-5088	32	39	form	form	NOUN
easat-5088	32	40	of	of	ADP
easat-5088	32	41	chronic	chronic	ADJ
easat-5088	32	42	respiratory	respiratory	ADJ
easat-5088	32	43	disorder	disorder	NOUN
easat-5088	32	44	which	which	PRON
easat-5088	32	45	usually	usually	ADV
easat-5088	32	46	arises	arise	VERB
easat-5088	32	47	in	in	ADP
easat-5088	32	48	susceptible	susceptible	ADJ
easat-5088	32	49	patients	patient	NOUN
easat-5088	32	50	.	.	PUNCT
easat-5088	33	1	copd	copd	NOUN
easat-5088	33	2	and	and	CCONJ
easat-5088	33	3	asthma	asthma	NOUN
easat-5088	33	4	occur	occur	VERB
easat-5088	33	5	irrespective	irrespective	ADV
easat-5088	33	6	of	of	ADP
easat-5088	33	7	age	age	NOUN
easat-5088	33	8	,	,	PUNCT
easat-5088	33	9	race	race	NOUN
easat-5088	33	10	,	,	PUNCT
easat-5088	33	11	and	and	CCONJ
easat-5088	33	12	sex	sex	NOUN
easat-5088	33	13	worldwide	worldwide	ADV
easat-5088	34	1	[	[	X
easat-5088	34	2	7	7	NUM
easat-5088	34	3	]	]	PUNCT
easat-5088	34	4	.	.	PUNCT
easat-5088	35	1	the	the	DET
easat-5088	35	2	most	most	ADV
easat-5088	35	3	important	important	ADJ
easat-5088	35	4	environmental	environmental	ADJ
easat-5088	35	5	exposures	exposure	NOUN
easat-5088	35	6	responsible	responsible	ADJ
easat-5088	35	7	for	for	ADP
easat-5088	35	8	the	the	DET
easat-5088	35	9	disease	disease	NOUN
easat-5088	35	10	in	in	ADP
easat-5088	35	11	any	any	DET
easat-5088	35	12	given	give	VERB
easat-5088	35	13	patient	patient	NOUN
easat-5088	35	14	are	be	AUX
easat-5088	35	15	tobacco	tobacco	NOUN
easat-5088	35	16	smoking	smoking	NOUN
easat-5088	35	17	and	and	CCONJ
easat-5088	35	18	air	air	NOUN
easat-5088	35	19	pollution	pollution	NOUN
easat-5088	35	20	,	,	PUNCT
easat-5088	35	21	but	but	CCONJ
easat-5088	35	22	many	many	ADJ
easat-5088	35	23	other	other	ADJ
easat-5088	35	24	agents	agent	NOUN
easat-5088	35	25	make	make	VERB
easat-5088	35	26	important	important	ADJ
easat-5088	35	27	contributions	contribution	NOUN
easat-5088	35	28	[	[	X
easat-5088	35	29	8	8	NUM
easat-5088	35	30	]	]	PUNCT
easat-5088	35	31	.	.	PUNCT
easat-5088	36	1	patients	patient	NOUN
easat-5088	36	2	with	with	ADP
easat-5088	36	3	chronic	chronic	ADJ
easat-5088	36	4	airway	airway	NOUN
easat-5088	36	5	diseases	disease	NOUN
easat-5088	36	6	are	be	AUX
easat-5088	36	7	also	also	ADV
easat-5088	36	8	exposed	expose	VERB
easat-5088	36	9	to	to	ADP
easat-5088	36	10	exacerbation	exacerbation	NOUN
easat-5088	36	11	,	,	PUNCT
easat-5088	36	12	meaning	mean	VERB
easat-5088	36	13	they	they	PRON
easat-5088	36	14	are	be	AUX
easat-5088	36	15	very	very	ADV
easat-5088	36	16	prone	prone	ADJ
easat-5088	36	17	to	to	ADP
easat-5088	36	18	being	be	AUX
easat-5088	36	19	hospitalized	hospitalize	VERB
easat-5088	36	20	and	and	CCONJ
easat-5088	36	21	even	even	ADV
easat-5088	36	22	being	be	AUX
easat-5088	36	23	killed	kill	VERB
easat-5088	36	24	;	;	PUNCT
easat-5088	36	25	it	it	PRON
easat-5088	36	26	primarily	primarily	ADV
easat-5088	36	27	affects	affect	VERB
easat-5088	36	28	their	their	PRON
easat-5088	36	29	quality	quality	NOUN
easat-5088	36	30	of	of	ADP
easat-5088	36	31	life	life	NOUN
easat-5088	36	32	.	.	PUNCT
easat-5088	37	1	copd	copd	PROPN
easat-5088	37	2	burden	burden	NOUN
easat-5088	37	3	is	be	AUX
easat-5088	37	4	extended	extend	VERB
easat-5088	37	5	beyond	beyond	ADP
easat-5088	37	6	the	the	DET
easat-5088	37	7	individual	individual	ADJ
easat-5088	37	8	patients	patient	NOUN
easat-5088	37	9	as	as	SCONJ
easat-5088	37	10	they	they	PRON
easat-5088	37	11	affect	affect	VERB
easat-5088	37	12	their	their	PRON
easat-5088	37	13	families	family	NOUN
easat-5088	37	14	,	,	PUNCT
easat-5088	37	15	caregivers	caregiver	NOUN
easat-5088	37	16	and	and	CCONJ
easat-5088	37	17	health	health	NOUN
easat-5088	37	18	care	care	NOUN
easat-5088	37	19	systems	system	NOUN
easat-5088	37	20	because	because	SCONJ
easat-5088	37	21	of	of	ADP
easat-5088	37	22	increased	increase	VERB
easat-5088	37	23	medical	medical	ADJ
easat-5088	37	24	expenses	expense	NOUN
easat-5088	37	25	.	.	PUNCT
easat-5088	38	1	early	early	ADJ
easat-5088	38	2	-	-	PUNCT
easat-5088	38	3	life	life	NOUN
easat-5088	38	4	events	event	NOUN
easat-5088	38	5	,	,	PUNCT
easat-5088	38	6	including	include	VERB
easat-5088	38	7	those	those	DET
easat-5088	38	8	damaging	damaging	ADJ
easat-5088	38	9	lung	lung	NOUN
easat-5088	38	10	development	development	NOUN
easat-5088	38	11	,	,	PUNCT
easat-5088	38	12	contribute	contribute	VERB
easat-5088	38	13	to	to	ADP
easat-5088	38	14	susceptibility	susceptibility	NOUN
easat-5088	38	15	to	to	ADP
easat-5088	38	16	copd	copd	NOUN
easat-5088	38	17	and	and	CCONJ
easat-5088	38	18	pathogenesis	pathogenesis	NOUN
easat-5088	38	19	[	[	X
easat-5088	38	20	9	9	NUM
easat-5088	38	21	]	]	PUNCT
easat-5088	38	22	.	.	PUNCT
easat-5088	39	1	this	this	DET
easat-5088	39	2	disorder	disorder	NOUN
easat-5088	39	3	affects	affect	VERB
easat-5088	39	4	around	around	ADV
easat-5088	39	5	328	328	NUM
easat-5088	39	6	million	million	NUM
easat-5088	39	7	people	people	NOUN
easat-5088	39	8	in	in	ADP
easat-5088	39	9	the	the	DET
easat-5088	39	10	whole	whole	ADJ
easat-5088	39	11	world	world	NOUN
easat-5088	39	12	and	and	CCONJ
easat-5088	39	13	is	be	AUX
easat-5088	39	14	considered	consider	VERB
easat-5088	39	15	among	among	ADP
easat-5088	39	16	the	the	DET
easat-5088	39	17	second	second	ADJ
easat-5088	39	18	most	most	ADV
easat-5088	39	19	common	common	ADJ
easat-5088	39	20	cause	cause	NOUN
easat-5088	39	21	of	of	ADP
easat-5088	39	22	hospital	hospital	NOUN
easat-5088	39	23	admission	admission	NOUN
easat-5088	39	24	through	through	ADP
easat-5088	39	25	emergency	emergency	NOUN
easat-5088	39	26	.	.	PUNCT
easat-5088	40	1	it	it	PRON
easat-5088	40	2	is	be	AUX
easat-5088	40	3	estimated	estimate	VERB
easat-5088	40	4	that	that	SCONJ
easat-5088	40	5	copd	copd	PROPN
easat-5088	40	6	is	be	AUX
easat-5088	40	7	going	go	VERB
easat-5088	40	8	to	to	PART
easat-5088	40	9	be	be	AUX
easat-5088	40	10	one	one	NUM
easat-5088	40	11	of	of	ADP
easat-5088	40	12	the	the	DET
easat-5088	40	13	leading	lead	VERB
easat-5088	40	14	causes	cause	NOUN
easat-5088	40	15	of	of	ADP
easat-5088	40	16	death	death	NOUN
easat-5088	40	17	globally	globally	ADV
easat-5088	40	18	by	by	ADP
easat-5088	40	19	2030	2030	NUM
easat-5088	41	1	[	[	X
easat-5088	41	2	10	10	NUM
easat-5088	41	3	]	]	PUNCT
easat-5088	41	4	.	.	PUNCT
easat-5088	42	1	the	the	DET
easat-5088	42	2	global	global	ADJ
easat-5088	42	3	burden	burden	NOUN
easat-5088	42	4	of	of	ADP
easat-5088	42	5	asthma	asthma	NOUN
easat-5088	42	6	and	and	CCONJ
easat-5088	42	7	copd	copd	PROPN
easat-5088	42	8	was	be	AUX
easat-5088	42	9	increasing	increase	VERB
easat-5088	42	10	because	because	SCONJ
easat-5088	42	11	of	of	ADP
easat-5088	42	12	environmental	environmental	ADJ
easat-5088	42	13	and	and	CCONJ
easat-5088	42	14	lifestyle	lifestyle	NOUN
easat-5088	42	15	factors	factor	NOUN
easat-5088	42	16	.	.	PUNCT
easat-5088	43	1	air	air	NOUN
easat-5088	43	2	pollution	pollution	NOUN
easat-5088	43	3	,	,	PUNCT
easat-5088	43	4	from	from	ADP
easat-5088	43	5	delicate	delicate	ADJ
easat-5088	43	6	particulate	particulate	NOUN
easat-5088	43	7	matter	matter	NOUN
easat-5088	43	8	such	such	ADJ
easat-5088	43	9	as	as	ADP
easat-5088	43	10	pm	pm	NOUN
easat-5088	43	11	2.5	2.5	NUM
easat-5088	43	12	and	and	CCONJ
easat-5088	43	13	pm10	pm10	PROPN
easat-5088	43	14	,	,	PUNCT
easat-5088	43	15	was	be	AUX
easat-5088	43	16	related	relate	VERB
easat-5088	43	17	to	to	ADP
easat-5088	43	18	the	the	DET
easat-5088	43	19	increased	increase	VERB
easat-5088	43	20	asthma	asthma	NOUN
easat-5088	43	21	risk	risk	NOUN
easat-5088	43	22	and	and	CCONJ
easat-5088	43	23	copd	copd	NOUN
easat-5088	43	24	-	-	PUNCT
easat-5088	43	25	related	relate	VERB
easat-5088	43	26	hospital	hospital	NOUN
easat-5088	43	27	admissions	admission	NOUN
easat-5088	43	28	[	[	X
easat-5088	43	29	11	11	NUM
easat-5088	43	30	]	]	PUNCT
easat-5088	43	31	.	.	PUNCT
easat-5088	44	1	urban	urban	ADJ
easat-5088	44	2	regions	region	NOUN
easat-5088	44	3	with	with	ADP
easat-5088	44	4	high	high	ADJ
easat-5088	44	5	levels	level	NOUN
easat-5088	44	6	of	of	ADP
easat-5088	44	7	vehicular	vehicular	ADJ
easat-5088	44	8	emission	emission	NOUN
easat-5088	44	9	and	and	CCONJ
easat-5088	44	10	industrial	industrial	ADJ
easat-5088	44	11	pollutants	pollutant	NOUN
easat-5088	44	12	have	have	AUX
easat-5088	44	13	reported	report	VERB
easat-5088	44	14	a	a	DET
easat-5088	44	15	high	high	ADJ
easat-5088	44	16	prevalence	prevalence	NOUN
easat-5088	44	17	of	of	ADP
easat-5088	44	18	respiratory	respiratory	ADJ
easat-5088	44	19	conditions	condition	NOUN
easat-5088	44	20	.	.	PUNCT
easat-5088	45	1	rapid	rapid	ADJ
easat-5088	45	2	urbanization	urbanization	NOUN
easat-5088	45	3	leads	lead	VERB
easat-5088	45	4	to	to	ADP
easat-5088	45	5	sedentary	sedentary	ADJ
easat-5088	45	6	lifestyles	lifestyle	NOUN
easat-5088	45	7	that	that	PRON
easat-5088	45	8	limit	limit	VERB
easat-5088	45	9	the	the	DET
easat-5088	45	10	physical	physical	ADJ
easat-5088	45	11	activity	activity	NOUN
easat-5088	45	12	needed	need	VERB
easat-5088	45	13	for	for	ADP
easat-5088	45	14	the	the	DET
easat-5088	45	15	function	function	NOUN
easat-5088	45	16	of	of	ADP
easat-5088	45	17	the	the	DET
easat-5088	45	18	lungs	lung	NOUN
easat-5088	45	19	[	[	X
easat-5088	45	20	12	12	NUM
easat-5088	45	21	]	]	PUNCT
easat-5088	45	22	.	.	PUNCT
easat-5088	46	1	frequent	frequent	ADJ
easat-5088	46	2	respiratory	respiratory	ADJ
easat-5088	46	3	infections	infection	NOUN
easat-5088	46	4	are	be	AUX
easat-5088	46	5	caused	cause	VERB
easat-5088	46	6	by	by	ADP
easat-5088	46	7	environmental	environmental	ADJ
easat-5088	46	8	pollution	pollution	NOUN
easat-5088	46	9	that	that	PRON
easat-5088	46	10	leads	lead	VERB
easat-5088	46	11	to	to	ADP
easat-5088	46	12	increasing	increase	VERB
easat-5088	46	13	asthma	asthma	NOUN
easat-5088	46	14	and	and	CCONJ
easat-5088	46	15	copd	copd	PROPN
easat-5088	46	16	prevalence	prevalence	NOUN
easat-5088	46	17	[	[	X
easat-5088	46	18	13	13	NUM
easat-5088	46	19	]	]	PUNCT
easat-5088	46	20	.	.	PUNCT
easat-5088	47	1	the	the	DET
easat-5088	47	2	decline	decline	NOUN
easat-5088	47	3	in	in	ADP
easat-5088	47	4	the	the	DET
easat-5088	47	5	prevalence	prevalence	NOUN
easat-5088	47	6	and	and	CCONJ
easat-5088	47	7	mortality	mortality	NOUN
easat-5088	47	8	of	of	ADP
easat-5088	47	9	agestandardized	agestandardize	VERB
easat-5088	47	10	asthma	asthma	NOUN
easat-5088	47	11	remains	remain	VERB
easat-5088	47	12	significant	significant	ADJ
easat-5088	47	13	and	and	CCONJ
easat-5088	47	14	needs	need	VERB
easat-5088	47	15	continuous	continuous	ADJ
easat-5088	47	16	public	public	ADJ
easat-5088	47	17	health	health	NOUN
easat-5088	47	18	interventions	intervention	NOUN
easat-5088	47	19	(	(	PUNCT
easat-5088	47	20	14	14	NUM
easat-5088	47	21	)	)	PUNCT
easat-5088	47	22	.	.	PUNCT
easat-5088	48	1	asthma	asthma	PROPN
easat-5088	48	2	and	and	CCONJ
easat-5088	48	3	copd	copd	PROPN
easat-5088	48	4	have	have	VERB
easat-5088	48	5	some	some	DET
easat-5088	48	6	similar	similar	ADJ
easat-5088	48	7	clinical	clinical	ADJ
easat-5088	48	8	symptoms	symptom	NOUN
easat-5088	48	9	,	,	PUNCT
easat-5088	48	10	making	make	VERB
easat-5088	48	11	it	it	PRON
easat-5088	48	12	challenging	challenging	ADJ
easat-5088	48	13	to	to	PART
easat-5088	48	14	make	make	VERB
easat-5088	48	15	accurate	accurate	ADJ
easat-5088	48	16	diagnosis	diagnosis	NOUN
easat-5088	48	17	.	.	PUNCT
easat-5088	49	1	the	the	DET
easat-5088	49	2	variability	variability	NOUN
easat-5088	49	3	in	in	ADP
easat-5088	49	4	disease	disease	NOUN
easat-5088	49	5	progression	progression	NOUN
easat-5088	49	6	makes	make	VERB
easat-5088	49	7	it	it	PRON
easat-5088	49	8	more	more	ADV
easat-5088	49	9	challenging	challenging	ADJ
easat-5088	49	10	[	[	X
easat-5088	49	11	13	13	NUM
easat-5088	49	12	]	]	PUNCT
easat-5088	49	13	.	.	PUNCT
easat-5088	50	1	conventional	conventional	ADJ
easat-5088	50	2	diagnostic	diagnostic	ADJ
easat-5088	50	3	approaches	approach	NOUN
easat-5088	50	4	like	like	ADP
easat-5088	50	5	spirometry	spirometry	NOUN
easat-5088	50	6	,	,	PUNCT
easat-5088	50	7	imaging	imaging	NOUN
easat-5088	50	8	and	and	CCONJ
easat-5088	50	9	clinical	clinical	ADJ
easat-5088	50	10	history	history	NOUN
easat-5088	50	11	may	may	AUX
easat-5088	50	12	not	not	PART
easat-5088	50	13	always	always	ADV
easat-5088	50	14	be	be	AUX
easat-5088	50	15	sufficient	sufficient	ADJ
easat-5088	50	16	.	.	PUNCT
easat-5088	51	1	high	high	ADJ
easat-5088	51	2	variability	variability	NOUN
easat-5088	51	3	in	in	ADP
easat-5088	51	4	interobservers	interobserver	NOUN
easat-5088	51	5	has	have	VERB
easat-5088	51	6	limited	limit	VERB
easat-5088	51	7	accessibility	accessibility	NOUN
easat-5088	51	8	,	,	PUNCT
easat-5088	51	9	and	and	CCONJ
easat-5088	51	10	late	late	ADJ
easat-5088	51	11	-	-	PUNCT
easat-5088	51	12	stage	stage	NOUN
easat-5088	51	13	diagnosis	diagnosis	NOUN
easat-5088	51	14	leads	lead	VERB
easat-5088	51	15	to	to	ADP
easat-5088	51	16	the	the	DET
easat-5088	51	17	suboptimal	suboptimal	ADJ
easat-5088	51	18	disease	disease	NOUN
easat-5088	51	19	management	management	NOUN
easat-5088	52	1	[	[	X
easat-5088	52	2	14	14	NUM
easat-5088	52	3	]	]	PUNCT
easat-5088	52	4	.	.	PUNCT
easat-5088	53	1	so	so	ADV
easat-5088	53	2	,	,	PUNCT
easat-5088	53	3	there	there	PRON
easat-5088	53	4	is	be	VERB
easat-5088	53	5	a	a	DET
easat-5088	53	6	need	need	NOUN
easat-5088	53	7	for	for	ADP
easat-5088	53	8	improved	improve	VERB
easat-5088	53	9	diagnostic	diagnostic	ADJ
easat-5088	53	10	strategies	strategy	NOUN
easat-5088	53	11	essential	essential	ADJ
easat-5088	53	12	to	to	ADP
easat-5088	53	13	improving	improve	VERB
easat-5088	53	14	early	early	ADJ
easat-5088	53	15	detection	detection	NOUN
easat-5088	53	16	and	and	CCONJ
easat-5088	53	17	treatment	treatment	NOUN
easat-5088	53	18	effectiveness	effectiveness	NOUN
easat-5088	53	19	.	.	PUNCT
easat-5088	54	1	integrating	integrate	VERB
easat-5088	54	2	artificial	artificial	ADJ
easat-5088	54	3	intelligence	intelligence	NOUN
easat-5088	54	4	(	(	PUNCT
easat-5088	54	5	ai	ai	NOUN
easat-5088	54	6	)	)	PUNCT
easat-5088	54	7	and	and	CCONJ
easat-5088	54	8	machine	machine	NOUN
easat-5088	54	9	learning	learning	NOUN
easat-5088	54	10	(	(	PUNCT
easat-5088	54	11	ml	ml	NOUN
easat-5088	54	12	)	)	PUNCT
easat-5088	54	13	in	in	ADP
easat-5088	54	14	respiratory	respiratory	ADJ
easat-5088	54	15	medicine	medicine	NOUN
easat-5088	54	16	improves	improve	VERB
easat-5088	54	17	the	the	DET
easat-5088	54	18	diagnostics	diagnostic	NOUN
easat-5088	54	19	and	and	CCONJ
easat-5088	54	20	patient	patient	ADJ
easat-5088	54	21	management	management	NOUN
easat-5088	54	22	.	.	PUNCT
easat-5088	55	1	these	these	DET
easat-5088	55	2	technologies	technology	NOUN
easat-5088	55	3	help	help	VERB
easat-5088	55	4	in	in	ADP
easat-5088	55	5	the	the	DET
easat-5088	55	6	automated	automate	VERB
easat-5088	55	7	recognition	recognition	NOUN
easat-5088	55	8	of	of	ADP
easat-5088	55	9	patterns	pattern	NOUN
easat-5088	55	10	,	,	PUNCT
easat-5088	55	11	predictive	predictive	ADJ
easat-5088	55	12	modelling	modelling	NOUN
easat-5088	55	13	and	and	CCONJ
easat-5088	55	14	real	real	ADJ
easat-5088	55	15	-	-	PUNCT
easat-5088	55	16	time	time	NOUN
easat-5088	55	17	monitoring	monitoring	NOUN
easat-5088	55	18	that	that	PRON
easat-5088	55	19	helps	helps	AUX
easat-5088	55	20	address	address	VERB
easat-5088	55	21	traditional	traditional	ADJ
easat-5088	55	22	methods	method	NOUN
easat-5088	55	23	'	'	PART
easat-5088	55	24	limitations	limitation	NOUN
easat-5088	55	25	.	.	PUNCT
easat-5088	56	1	ai	ai	VERB
easat-5088	56	2	-	-	PUNCT
easat-5088	56	3	driven	drive	VERB
easat-5088	56	4	automated	automate	VERB
easat-5088	56	5	pattern	pattern	NOUN
easat-5088	56	6	recognition	recognition	NOUN
easat-5088	56	7	in	in	ADP
easat-5088	56	8	medical	medical	ADJ
easat-5088	56	9	imaging	imaging	NOUN
easat-5088	56	10	with	with	ADP
easat-5088	56	11	convolutional	convolutional	ADJ
easat-5088	56	12	neural	neural	ADJ
easat-5088	56	13	networks	network	NOUN
easat-5088	56	14	(	(	PUNCT
easat-5088	56	15	cnns	cnns	PROPN
easat-5088	56	16	)	)	PUNCT
easat-5088	56	17	improves	improve	VERB
easat-5088	56	18	the	the	DET
easat-5088	56	19	accuracy	accuracy	NOUN
easat-5088	56	20	of	of	ADP
easat-5088	56	21	accurately	accurately	ADV
easat-5088	56	22	diagnosing	diagnose	VERB
easat-5088	56	23	lung	lung	NOUN
easat-5088	56	24	diseases	disease	NOUN
easat-5088	56	25	like	like	ADP
easat-5088	56	26	pneumonia	pneumonia	NOUN
easat-5088	56	27	and	and	CCONJ
easat-5088	56	28	lung	lung	NOUN
easat-5088	56	29	cancer	cancer	NOUN
easat-5088	56	30	[	[	X
easat-5088	56	31	15	15	NUM
easat-5088	56	32	]	]	PUNCT
easat-5088	56	33	.	.	PUNCT
easat-5088	57	1	predictive	predictive	ADJ
easat-5088	57	2	modeling	modeling	NOUN
easat-5088	57	3	using	use	VERB
easat-5088	57	4	electronic	electronic	ADJ
easat-5088	57	5	health	health	NOUN
easat-5088	57	6	records	record	NOUN
easat-5088	57	7	(	(	PUNCT
easat-5088	57	8	ehrs	ehrs	PRON
easat-5088	57	9	)	)	PUNCT
easat-5088	57	10	helps	help	VERB
easat-5088	57	11	refine	refine	VERB
easat-5088	57	12	diagnostic	diagnostic	ADJ
easat-5088	57	13	precision	precision	NOUN
easat-5088	57	14	.	.	PUNCT
easat-5088	58	1	for	for	ADP
easat-5088	58	2	example	example	NOUN
easat-5088	58	3	,	,	PUNCT
easat-5088	58	4	lungdiag	lungdiag	PROPN
easat-5088	58	5	,	,	PUNCT
easat-5088	58	6	an	an	DET
easat-5088	58	7	ai	ai	NOUN
easat-5088	58	8	system	system	NOUN
easat-5088	58	9	that	that	PRON
easat-5088	58	10	uses	use	VERB
easat-5088	58	11	natural	natural	ADJ
easat-5088	58	12	language	language	NOUN
easat-5088	58	13	processing	processing	NOUN
easat-5088	58	14	,	,	PUNCT
easat-5088	58	15	gets	get	VERB
easat-5088	58	16	an	an	DET
easat-5088	58	17	f1	f1	ADJ
easat-5088	58	18	score	score	NOUN
easat-5088	58	19	of	of	ADP
easat-5088	58	20	0.711	0.711	NUM
easat-5088	58	21	in	in	ADP
easat-5088	58	22	the	the	DET
easat-5088	58	23	disease	disease	NOUN
easat-5088	58	24	classification	classification	NOUN
easat-5088	58	25	[	[	X
easat-5088	58	26	16	16	NUM
easat-5088	58	27	]	]	PUNCT
easat-5088	58	28	.	.	PUNCT
easat-5088	59	1	also	also	ADV
easat-5088	59	2	,	,	PUNCT
easat-5088	59	3	the	the	DET
easat-5088	59	4	wearable	wearable	ADJ
easat-5088	59	5	devices	device	NOUN
easat-5088	59	6	combined	combine	VERB
easat-5088	59	7	with	with	ADP
easat-5088	59	8	ml	ml	NOUN
easat-5088	59	9	frameworks	framework	NOUN
easat-5088	59	10	help	help	VERB
easat-5088	59	11	in	in	ADP
easat-5088	59	12	real	real	ADJ
easat-5088	59	13	-	-	PUNCT
easat-5088	59	14	time	time	NOUN
easat-5088	59	15	monitoring	monitoring	NOUN
easat-5088	59	16	of	of	ADP
easat-5088	59	17	respiratory	respiratory	ADJ
easat-5088	59	18	conditions	condition	NOUN
easat-5088	59	19	like	like	ADP
easat-5088	59	20	copd	copd	NOUN
easat-5088	59	21	.	.	PUNCT
easat-5088	60	1	this	this	PRON
easat-5088	60	2	is	be	AUX
easat-5088	60	3	predicted	predict	VERB
easat-5088	60	4	based	base	VERB
easat-5088	60	5	on	on	ADP
easat-5088	60	6	environmental	environmental	ADJ
easat-5088	60	7	and	and	CCONJ
easat-5088	60	8	physiological	physiological	ADJ
easat-5088	60	9	data	datum	NOUN
easat-5088	60	10	[	[	X
easat-5088	60	11	17	17	NUM
easat-5088	60	12	]	]	PUNCT
easat-5088	60	13	.	.	PUNCT
easat-5088	61	1	the	the	DET
easat-5088	61	2	main	main	ADJ
easat-5088	61	3	advantages	advantage	NOUN
easat-5088	61	4	include	include	VERB
easat-5088	61	5	fast	fast	ADJ
easat-5088	61	6	and	and	CCONJ
easat-5088	61	7	accurate	accurate	ADJ
easat-5088	61	8	diagnosis	diagnosis	NOUN
easat-5088	61	9	,	,	PUNCT
easat-5088	61	10	thus	thus	ADV
easat-5088	61	11	reducing	reduce	VERB
easat-5088	61	12	any	any	DET
easat-5088	61	13	delays	delay	NOUN
easat-5088	61	14	in	in	ADP
easat-5088	61	15	diagnostics	diagnostic	NOUN
easat-5088	61	16	[	[	X
easat-5088	61	17	15	15	NUM
easat-5088	61	18	]	]	PUNCT
easat-5088	61	19	.	.	PUNCT
easat-5088	62	1	personalized	personalized	ADJ
easat-5088	62	2	treatment	treatment	NOUN
easat-5088	62	3	plans	plan	NOUN
easat-5088	62	4	improve	improve	VERB
easat-5088	62	5	the	the	DET
easat-5088	62	6	outcomes	outcome	NOUN
easat-5088	62	7	of	of	ADP
easat-5088	62	8	patients	patient	NOUN
easat-5088	62	9	through	through	ADP
easat-5088	62	10	personalized	personalized	ADJ
easat-5088	62	11	therapies	therapy	NOUN
easat-5088	62	12	[	[	X
easat-5088	62	13	18	18	NUM
easat-5088	62	14	]	]	PUNCT
easat-5088	62	15	.	.	PUNCT
easat-5088	63	1	additionally	additionally	ADV
easat-5088	63	2	,	,	PUNCT
easat-5088	63	3	automation	automation	NOUN
easat-5088	63	4	helps	help	VERB
easat-5088	63	5	reduce	reduce	VERB
easat-5088	63	6	healthcare	healthcare	PROPN
easat-5088	63	7	professionals	professional	NOUN
easat-5088	63	8	'	'	PART
easat-5088	63	9	burden	burden	NOUN
easat-5088	63	10	[	[	X
easat-5088	63	11	19	19	NUM
easat-5088	63	12	]	]	PUNCT
easat-5088	63	13	.	.	PUNCT
easat-5088	64	1	however	however	ADV
easat-5088	64	2	,	,	PUNCT
easat-5088	64	3	limitations	limitation	NOUN
easat-5088	64	4	such	such	ADJ
easat-5088	64	5	as	as	ADP
easat-5088	64	6	the	the	DET
easat-5088	64	7	quality	quality	NOUN
easat-5088	64	8	of	of	ADP
easat-5088	64	9	data	datum	NOUN
easat-5088	64	10	and	and	CCONJ
easat-5088	64	11	clinical	clinical	ADJ
easat-5088	64	12	integration	integration	NOUN
easat-5088	64	13	must	must	AUX
easat-5088	64	14	be	be	AUX
easat-5088	64	15	addressed	address	VERB
easat-5088	64	16	[	[	X
easat-5088	64	17	15	15	NUM
easat-5088	64	18	,	,	PUNCT
easat-5088	64	19	16	16	NUM
easat-5088	64	20	]	]	PUNCT
easat-5088	64	21	.	.	PUNCT
easat-5088	65	1	artificial	artificial	ADJ
easat-5088	65	2	intelligence	intelligence	NOUN
easat-5088	65	3	(	(	PUNCT
easat-5088	65	4	ai	ai	NOUN
easat-5088	65	5	)	)	PUNCT
easat-5088	65	6	and	and	CCONJ
easat-5088	65	7	machine	machine	NOUN
easat-5088	65	8	learning	learning	NOUN
easat-5088	65	9	(	(	PUNCT
easat-5088	65	10	ml)have	ml)have	ADV
easat-5088	65	11	emerged	emerge	VERB
easat-5088	65	12	as	as	ADP
easat-5088	65	13	a	a	DET
easat-5088	65	14	technological	technological	ADJ
easat-5088	65	15	solution	solution	NOUN
easat-5088	65	16	for	for	ADP
easat-5088	65	17	managing	manage	VERB
easat-5088	65	18	chronic	chronic	ADJ
easat-5088	65	19	respiratory	respiratory	ADJ
easat-5088	65	20	diseases	disease	NOUN
easat-5088	65	21	in	in	ADP
easat-5088	65	22	recent	recent	ADJ
easat-5088	65	23	years	year	NOUN
easat-5088	65	24	.	.	PUNCT
easat-5088	66	1	traditional	traditional	ADJ
easat-5088	66	2	tools	tool	NOUN
easat-5088	66	3	make	make	VERB
easat-5088	66	4	capturing	capturing	NOUN
easat-5088	66	5	,	,	PUNCT
easat-5088	66	6	managing	managing	NOUN
easat-5088	66	7	,	,	PUNCT
easat-5088	66	8	and	and	CCONJ
easat-5088	66	9	processing	process	VERB
easat-5088	66	10	medical	medical	ADJ
easat-5088	66	11	data	datum	NOUN
easat-5088	66	12	in	in	ADP
easat-5088	66	13	time	time	NOUN
easat-5088	66	14	difficult	difficult	ADJ
easat-5088	66	15	because	because	SCONJ
easat-5088	66	16	these	these	DET
easat-5088	66	17	datasets	dataset	NOUN
easat-5088	66	18	are	be	AUX
easat-5088	66	19	complex	complex	ADJ
easat-5088	66	20	,	,	PUNCT
easat-5088	66	21	primarily	primarily	ADV
easat-5088	66	22	updated	update	VERB
easat-5088	66	23	,	,	PUNCT
easat-5088	66	24	and	and	CCONJ
easat-5088	66	25	available	available	ADJ
easat-5088	66	26	in	in	ADP
easat-5088	66	27	diverse	diverse	ADJ
easat-5088	66	28	formats	format	NOUN
easat-5088	66	29	[	[	X
easat-5088	66	30	7	7	NUM
easat-5088	66	31	]	]	PUNCT
easat-5088	66	32	.	.	PUNCT
easat-5088	67	1	instead	instead	ADV
easat-5088	67	2	,	,	PUNCT
easat-5088	67	3	imaging	imaging	NOUN
easat-5088	67	4	,	,	PUNCT
easat-5088	67	5	genomic	genomic	NOUN
easat-5088	67	6	,	,	PUNCT
easat-5088	67	7	proteomic	proteomic	NOUN
easat-5088	67	8	,	,	PUNCT
easat-5088	67	9	and	and	CCONJ
easat-5088	67	10	ehrs	ehrs	PROPN
easat-5088	67	11	(	(	PUNCT
easat-5088	67	12	electronic	electronic	ADJ
easat-5088	67	13	health	health	NOUN
easat-5088	67	14	record	record	NOUN
easat-5088	67	15	)	)	PUNCT
easat-5088	67	16	data	datum	NOUN
easat-5088	67	17	can	can	AUX
easat-5088	67	18	be	be	AUX
easat-5088	67	19	mined	mine	VERB
easat-5088	67	20	with	with	ADP
easat-5088	67	21	the	the	DET
easat-5088	67	22	help	help	NOUN
easat-5088	67	23	of	of	ADP
easat-5088	67	24	ai	ai	VERB
easat-5088	67	25	/	/	SYM
easat-5088	67	26	ml	ml	NOUN
easat-5088	67	27	to	to	PART
easat-5088	67	28	discover	discover	VERB
easat-5088	67	29	new	new	ADJ
easat-5088	67	30	knowledge	knowledge	NOUN
easat-5088	67	31	[	[	X
easat-5088	67	32	8	8	NUM
easat-5088	67	33	]	]	PUNCT
easat-5088	67	34	.	.	PUNCT
easat-5088	68	1	this	this	DET
easat-5088	68	2	development	development	NOUN
easat-5088	68	3	has	have	AUX
easat-5088	68	4	caused	cause	VERB
easat-5088	68	5	rapid	rapid	ADJ
easat-5088	68	6	changes	change	NOUN
easat-5088	68	7	in	in	ADP
easat-5088	68	8	the	the	DET
easat-5088	68	9	use	use	NOUN
easat-5088	68	10	of	of	ADP
easat-5088	68	11	ai	ai	NOUN
easat-5088	68	12	/	/	SYM
easat-5088	68	13	ml	ml	NOUN
easat-5088	68	14	in	in	ADP
easat-5088	68	15	medicine	medicine	NOUN
easat-5088	68	16	,	,	PUNCT
easat-5088	68	17	especially	especially	ADV
easat-5088	68	18	in	in	ADP
easat-5088	68	19	medical	medical	ADJ
easat-5088	68	20	imaging	imaging	NOUN
easat-5088	68	21	,	,	PUNCT
easat-5088	68	22	where	where	SCONJ
easat-5088	68	23	techniques	technique	NOUN
easat-5088	68	24	are	be	AUX
easat-5088	68	25	used	use	VERB
easat-5088	68	26	not	not	PART
easat-5088	68	27	only	only	ADV
easat-5088	68	28	for	for	ADP
easat-5088	68	29	fast	fast	ADJ
easat-5088	68	30	screening	screening	NOUN
easat-5088	68	31	of	of	ADP
easat-5088	68	32	diseases	disease	NOUN
easat-5088	68	33	but	but	CCONJ
easat-5088	68	34	also	also	ADV
easat-5088	68	35	to	to	PART
easat-5088	68	36	improve	improve	VERB
easat-5088	68	37	diagnosis	diagnosis	NOUN
easat-5088	68	38	accuracy	accuracy	NOUN
easat-5088	68	39	and	and	CCONJ
easat-5088	68	40	working	working	NOUN
easat-5088	68	41	efficiency	efficiency	NOUN
easat-5088	69	1	[	[	X
easat-5088	69	2	9	9	NUM
easat-5088	69	3	]	]	PUNCT
easat-5088	69	4	.	.	PUNCT
easat-5088	70	1	wearable	wearable	ADJ
easat-5088	70	2	devices	device	NOUN
easat-5088	70	3	use	use	VERB
easat-5088	70	4	ai	ai	AUX
easat-5088	70	5	/	/	SYM
easat-5088	70	6	ml	ml	NOUN
easat-5088	70	7	to	to	PART
easat-5088	70	8	check	check	VERB
easat-5088	70	9	respiratory	respiratory	ADJ
easat-5088	70	10	parameters	parameter	NOUN
easat-5088	70	11	in	in	ADP
easat-5088	70	12	real	real	ADJ
easat-5088	70	13	time	time	NOUN
easat-5088	70	14	.	.	PUNCT
easat-5088	71	1	this	this	PRON
easat-5088	71	2	enables	enable	VERB
easat-5088	71	3	timely	timely	ADJ
easat-5088	71	4	medical	medical	ADJ
easat-5088	71	5	intervention	intervention	NOUN
easat-5088	71	6	and	and	CCONJ
easat-5088	71	7	self	self	NOUN
easat-5088	71	8	-	-	PUNCT
easat-5088	71	9	management	management	NOUN
easat-5088	71	10	of	of	ADP
easat-5088	71	11	respiratory	respiratory	ADJ
easat-5088	71	12	conditions	condition	NOUN
easat-5088	71	13	.	.	PUNCT
easat-5088	72	1	ai	ai	VERB
easat-5088	72	2	-	-	PUNCT
easat-5088	72	3	based	base	VERB
easat-5088	72	4	predictive	predictive	ADJ
easat-5088	72	5	models	model	NOUN
easat-5088	72	6	can	can	AUX
easat-5088	72	7	forecast	forecast	VERB
easat-5088	72	8	disease	disease	NOUN
easat-5088	72	9	progression	progression	NOUN
easat-5088	72	10	.	.	PUNCT
easat-5088	73	1	they	they	PRON
easat-5088	73	2	enable	enable	VERB
easat-5088	73	3	earlier	early	ADJ
easat-5088	73	4	intervention	intervention	NOUN
easat-5088	73	5	,	,	PUNCT
easat-5088	73	6	personalized	personalized	ADJ
easat-5088	73	7	treatments	treatment	NOUN
easat-5088	73	8	,	,	PUNCT
easat-5088	73	9	and	and	CCONJ
easat-5088	73	10	2355	2355	NUM
easat-5088	73	11	edelweiss	edelweiss	PROPN
easat-5088	73	12	applied	apply	VERB
easat-5088	73	13	science	science	NOUN
easat-5088	73	14	and	and	CCONJ
easat-5088	73	15	technology	technology	NOUN
easat-5088	73	16	issn	issn	PROPN
easat-5088	73	17	:	:	PUNCT
easat-5088	73	18	2576	2576	NUM
easat-5088	73	19	-	-	SYM
easat-5088	73	20	8484	8484	NUM
easat-5088	73	21	vol	vol	NOUN
easat-5088	73	22	.	.	PROPN
easat-5088	74	1	9	9	NUM
easat-5088	74	2	,	,	PUNCT
easat-5088	74	3	no	no	INTJ
easat-5088	74	4	.	.	NOUN
easat-5088	74	5	2	2	NUM
easat-5088	74	6	:	:	PUNCT
easat-5088	74	7	2353	2353	NUM
easat-5088	74	8	-	-	SYM
easat-5088	74	9	2365	2365	NUM
easat-5088	74	10	,	,	PUNCT
easat-5088	74	11	2025	2025	NUM
easat-5088	74	12	doi	doi	NOUN
easat-5088	74	13	:	:	PUNCT
easat-5088	74	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	74	15	©	©	ADP
easat-5088	74	16	2025	2025	NUM
easat-5088	74	17	by	by	ADP
easat-5088	74	18	the	the	DET
easat-5088	74	19	author	author	NOUN
easat-5088	74	20	;	;	PUNCT
easat-5088	74	21	licensee	licensee	PROPN
easat-5088	74	22	learning	learning	NOUN
easat-5088	74	23	gate	gate	VERB
easat-5088	74	24	lower	low	ADJ
easat-5088	74	25	healthcare	healthcare	NOUN
easat-5088	74	26	costs	cost	NOUN
easat-5088	74	27	.	.	PUNCT
easat-5088	75	1	ai	ai	VERB
easat-5088	75	2	/	/	SYM
easat-5088	75	3	ml	ml	PROPN
easat-5088	75	4	could	could	AUX
easat-5088	75	5	help	help	VERB
easat-5088	75	6	manage	manage	VERB
easat-5088	75	7	respiratory	respiratory	ADJ
easat-5088	75	8	diseases	disease	NOUN
easat-5088	75	9	.	.	PUNCT
easat-5088	76	1	however	however	ADV
easat-5088	76	2	,	,	PUNCT
easat-5088	76	3	there	there	PRON
easat-5088	76	4	are	be	VERB
easat-5088	76	5	challenges	challenge	NOUN
easat-5088	76	6	.	.	PUNCT
easat-5088	77	1	they	they	PRON
easat-5088	77	2	include	include	VERB
easat-5088	77	3	data	datum	NOUN
easat-5088	77	4	privacy	privacy	NOUN
easat-5088	77	5	,	,	PUNCT
easat-5088	77	6	algorithm	algorithm	NOUN
easat-5088	77	7	bias	bias	NOUN
easat-5088	77	8	,	,	PUNCT
easat-5088	77	9	and	and	CCONJ
easat-5088	77	10	the	the	DET
easat-5088	77	11	need	need	NOUN
easat-5088	77	12	for	for	ADP
easat-5088	77	13	regulation	regulation	NOUN
easat-5088	77	14	.	.	PUNCT
easat-5088	78	1	this	this	DET
easat-5088	78	2	review	review	NOUN
easat-5088	78	3	discusses	discuss	VERB
easat-5088	78	4	the	the	DET
easat-5088	78	5	use	use	NOUN
easat-5088	78	6	of	of	ADP
easat-5088	78	7	ai	ai	NOUN
easat-5088	78	8	and	and	CCONJ
easat-5088	78	9	ml	ml	ADP
easat-5088	78	10	applications	application	NOUN
easat-5088	78	11	in	in	ADP
easat-5088	78	12	asthma	asthma	NOUN
easat-5088	78	13	and	and	CCONJ
easat-5088	78	14	copd	copd	PROPN
easat-5088	78	15	management	management	NOUN
easat-5088	78	16	,	,	PUNCT
easat-5088	78	17	which	which	PRON
easat-5088	78	18	delves	delve	VERB
easat-5088	78	19	into	into	ADP
easat-5088	78	20	their	their	PRON
easat-5088	78	21	roles	role	NOUN
easat-5088	78	22	from	from	ADP
easat-5088	78	23	diagnosis	diagnosis	NOUN
easat-5088	78	24	to	to	ADP
easat-5088	78	25	disease	disease	NOUN
easat-5088	78	26	phenotyping	phenotype	VERB
easat-5088	78	27	,	,	PUNCT
easat-5088	78	28	treatment	treatment	NOUN
easat-5088	78	29	personalization	personalization	NOUN
easat-5088	78	30	,	,	PUNCT
easat-5088	78	31	and	and	CCONJ
easat-5088	78	32	monitoring	monitoring	NOUN
easat-5088	78	33	.	.	PUNCT
easat-5088	79	1	this	this	DET
easat-5088	79	2	literature	literature	NOUN
easat-5088	79	3	review	review	NOUN
easat-5088	79	4	focuses	focus	VERB
easat-5088	79	5	on	on	ADP
easat-5088	79	6	the	the	DET
easat-5088	79	7	benefits	benefit	NOUN
easat-5088	79	8	,	,	PUNCT
easat-5088	79	9	challenges	challenge	NOUN
easat-5088	79	10	,	,	PUNCT
easat-5088	79	11	and	and	CCONJ
easat-5088	79	12	future	future	ADJ
easat-5088	79	13	directions	direction	NOUN
easat-5088	79	14	of	of	ADP
easat-5088	79	15	ai	ai	NOUN
easat-5088	79	16	-	-	PUNCT
easat-5088	79	17	driven	drive	VERB
easat-5088	79	18	approaches	approach	NOUN
easat-5088	79	19	and	and	CCONJ
easat-5088	79	20	how	how	SCONJ
easat-5088	79	21	they	they	PRON
easat-5088	79	22	may	may	AUX
easat-5088	79	23	reshape	reshape	VERB
easat-5088	79	24	respiratory	respiratory	ADJ
easat-5088	79	25	disease	disease	NOUN
easat-5088	79	26	management	management	NOUN
easat-5088	79	27	and	and	CCONJ
easat-5088	79	28	improve	improve	VERB
easat-5088	79	29	patient	patient	ADJ
easat-5088	79	30	outcomes	outcome	NOUN
easat-5088	79	31	.	.	PUNCT
easat-5088	80	1	1.2	1.2	NUM
easat-5088	80	2	.	.	X
easat-5088	80	3	objective	objective	VERB
easat-5088	80	4	the	the	DET
easat-5088	80	5	purpose	purpose	NOUN
easat-5088	80	6	of	of	ADP
easat-5088	80	7	this	this	DET
easat-5088	80	8	literature	literature	NOUN
easat-5088	80	9	review	review	NOUN
easat-5088	80	10	paper	paper	NOUN
easat-5088	80	11	is	be	AUX
easat-5088	80	12	to	to	PART
easat-5088	80	13	explore	explore	VERB
easat-5088	80	14	the	the	DET
easat-5088	80	15	analytical	analytical	ADJ
easat-5088	80	16	use	use	NOUN
easat-5088	80	17	of	of	ADP
easat-5088	80	18	artificial	artificial	ADJ
easat-5088	80	19	intelligence	intelligence	NOUN
easat-5088	80	20	(	(	PUNCT
easat-5088	80	21	ai	ai	NOUN
easat-5088	80	22	)	)	PUNCT
easat-5088	80	23	and	and	CCONJ
easat-5088	80	24	machine	machine	NOUN
easat-5088	80	25	learning	learning	NOUN
easat-5088	80	26	(	(	PUNCT
easat-5088	80	27	ml	ml	NOUN
easat-5088	80	28	)	)	PUNCT
easat-5088	80	29	technologies	technology	NOUN
easat-5088	80	30	in	in	ADP
easat-5088	80	31	the	the	DET
easat-5088	80	32	management	management	NOUN
easat-5088	80	33	of	of	ADP
easat-5088	80	34	asthma	asthma	NOUN
easat-5088	80	35	and	and	CCONJ
easat-5088	80	36	chronic	chronic	ADJ
easat-5088	80	37	obstructive	obstructive	ADJ
easat-5088	80	38	pulmonary	pulmonary	ADJ
easat-5088	80	39	disease	disease	NOUN
easat-5088	80	40	(	(	PUNCT
easat-5088	80	41	copd	copd	PROPN
easat-5088	80	42	)	)	PUNCT
easat-5088	80	43	.	.	PUNCT
easat-5088	81	1	the	the	DET
easat-5088	81	2	objectives	objective	NOUN
easat-5088	81	3	of	of	ADP
easat-5088	81	4	this	this	DET
easat-5088	81	5	paper	paper	NOUN
easat-5088	81	6	are	be	AUX
easat-5088	81	7	threefold	threefold	ADV
easat-5088	81	8	:	:	PUNCT
easat-5088	81	9	first	first	ADV
easat-5088	81	10	,	,	PUNCT
easat-5088	81	11	to	to	PART
easat-5088	81	12	explore	explore	VERB
easat-5088	81	13	how	how	SCONJ
easat-5088	81	14	ai	ai	VERB
easat-5088	81	15	and	and	CCONJ
easat-5088	81	16	ml	ml	AUX
easat-5088	81	17	are	be	AUX
easat-5088	81	18	applied	apply	VERB
easat-5088	81	19	at	at	ADP
easat-5088	81	20	various	various	ADJ
easat-5088	81	21	stages	stage	NOUN
easat-5088	81	22	in	in	ADP
easat-5088	81	23	managing	manage	VERB
easat-5088	81	24	disease	disease	NOUN
easat-5088	81	25	-	-	PUNCT
easat-5088	81	26	from	from	ADP
easat-5088	81	27	diagnosis	diagnosis	NOUN
easat-5088	81	28	through	through	ADP
easat-5088	81	29	identification	identification	NOUN
easat-5088	81	30	of	of	ADP
easat-5088	81	31	cancer	cancer	NOUN
easat-5088	81	32	phenotype	phenotype	NOUN
easat-5088	81	33	to	to	ADP
easat-5088	81	34	treatment	treatment	NOUN
easat-5088	81	35	personalization	personalization	NOUN
easat-5088	81	36	and	and	CCONJ
easat-5088	81	37	monitoring	monitoring	NOUN
easat-5088	81	38	;	;	PUNCT
easat-5088	81	39	second	second	ADJ
easat-5088	81	40	,	,	PUNCT
easat-5088	81	41	to	to	PART
easat-5088	81	42	evaluate	evaluate	VERB
easat-5088	81	43	the	the	DET
easat-5088	81	44	potential	potential	ADJ
easat-5088	81	45	benefits	benefit	NOUN
easat-5088	81	46	of	of	ADP
easat-5088	81	47	aibased	aibased	ADJ
easat-5088	81	48	methods	method	NOUN
easat-5088	81	49	in	in	ADP
easat-5088	81	50	improving	improve	VERB
easat-5088	81	51	patient	patient	ADJ
easat-5088	81	52	outcomes	outcome	NOUN
easat-5088	81	53	and	and	CCONJ
easat-5088	81	54	healthcare	healthcare	NOUN
easat-5088	81	55	efficiency	efficiency	NOUN
easat-5088	81	56	;	;	PUNCT
easat-5088	81	57	and	and	CCONJ
easat-5088	81	58	third	third	ADV
easat-5088	81	59	,	,	PUNCT
easat-5088	81	60	to	to	PART
easat-5088	81	61	identify	identify	VERB
easat-5088	81	62	the	the	DET
easat-5088	81	63	challenges	challenge	NOUN
easat-5088	81	64	and	and	CCONJ
easat-5088	81	65	limitations	limitation	NOUN
easat-5088	81	66	of	of	ADP
easat-5088	81	67	ai	ai	NOUN
easat-5088	81	68	and	and	CCONJ
easat-5088	81	69	ml	ml	NOUN
easat-5088	81	70	applications	application	NOUN
easat-5088	81	71	to	to	ADP
easat-5088	81	72	management	management	NOUN
easat-5088	81	73	of	of	ADP
easat-5088	81	74	respiratory	respiratory	ADJ
easat-5088	81	75	diseases	disease	NOUN
easat-5088	81	76	.	.	PUNCT
easat-5088	82	1	conclusions	conclusion	NOUN
easat-5088	82	2	achieved	achieve	VERB
easat-5088	82	3	will	will	AUX
easat-5088	82	4	guide	guide	VERB
easat-5088	82	5	further	further	ADJ
easat-5088	82	6	research	research	NOUN
easat-5088	82	7	and	and	CCONJ
easat-5088	82	8	development	development	NOUN
easat-5088	82	9	,	,	PUNCT
easat-5088	82	10	culminating	culminate	VERB
easat-5088	82	11	in	in	ADP
easat-5088	82	12	the	the	DET
easat-5088	82	13	effective	effective	ADJ
easat-5088	82	14	management	management	NOUN
easat-5088	82	15	of	of	ADP
easat-5088	82	16	chronic	chronic	ADJ
easat-5088	82	17	respiratory	respiratory	ADJ
easat-5088	82	18	diseases	disease	NOUN
easat-5088	82	19	.	.	PUNCT
easat-5088	83	1	2	2	X
easat-5088	83	2	.	.	X
easat-5088	83	3	methodology	methodology	NOUN
easat-5088	83	4	2.1	2.1	NUM
easat-5088	83	5	.	.	PUNCT
easat-5088	84	1	search	search	NOUN
easat-5088	84	2	strategy	strategy	NOUN
easat-5088	84	3	the	the	DET
easat-5088	84	4	search	search	NOUN
easat-5088	84	5	methodology	methodology	NOUN
easat-5088	84	6	used	use	VERB
easat-5088	84	7	in	in	ADP
easat-5088	84	8	this	this	DET
easat-5088	84	9	literature	literature	NOUN
easat-5088	84	10	review	review	NOUN
easat-5088	84	11	sourced	source	VERB
easat-5088	84	12	information	information	NOUN
easat-5088	84	13	from	from	ADP
easat-5088	84	14	databases	database	NOUN
easat-5088	84	15	available	available	ADJ
easat-5088	84	16	on	on	ADP
easat-5088	84	17	google	google	PROPN
easat-5088	84	18	scholar	scholar	NOUN
easat-5088	84	19	,	,	PUNCT
easat-5088	84	20	scopus	scopus	PROPN
easat-5088	84	21	and	and	CCONJ
easat-5088	84	22	pubmed	pubmed	PROPN
easat-5088	84	23	which	which	PRON
easat-5088	84	24	published	publish	VERB
easat-5088	84	25	articles	article	NOUN
easat-5088	84	26	from	from	ADP
easat-5088	84	27	december	december	PROPN
easat-5088	84	28	2018	2018	NUM
easat-5088	84	29	to	to	ADP
easat-5088	84	30	october	october	PROPN
easat-5088	84	31	2024.the	2024.the	DET
easat-5088	84	32	literature	literature	NOUN
easat-5088	84	33	focused	focus	VERB
easat-5088	84	34	on	on	ADP
easat-5088	84	35	keywords	keyword	NOUN
easat-5088	84	36	such	such	ADJ
easat-5088	84	37	as	as	ADP
easat-5088	84	38	"	"	PUNCT
easat-5088	84	39	predictive	predictive	ADJ
easat-5088	84	40	modelling	modelling	NOUN
easat-5088	84	41	"	"	PUNCT
easat-5088	84	42	,	,	PUNCT
easat-5088	84	43	"	"	PUNCT
easat-5088	84	44	ai	ai	VERB
easat-5088	84	45	in	in	ADP
easat-5088	84	46	asthma	asthma	NOUN
easat-5088	84	47	management	management	NOUN
easat-5088	84	48	,	,	PUNCT
easat-5088	84	49	"	"	PUNCT
easat-5088	84	50	machine	machine	NOUN
easat-5088	84	51	learning	learning	NOUN
easat-5088	84	52	in	in	ADP
easat-5088	84	53	copd	copd	NOUN
easat-5088	84	54	"	"	PUNCT
easat-5088	84	55	,	,	PUNCT
easat-5088	84	56	"	"	PUNCT
easat-5088	84	57	remote	remote	ADJ
easat-5088	84	58	monitoring	monitoring	NOUN
easat-5088	84	59	in	in	ADP
easat-5088	84	60	chronic	chronic	ADJ
easat-5088	84	61	respiratory	respiratory	ADJ
easat-5088	84	62	diseases	disease	NOUN
easat-5088	84	63	“	"	PUNCT
easat-5088	84	64	and	and	CCONJ
easat-5088	84	65	"	"	PUNCT
easat-5088	84	66	personalized	personalized	ADJ
easat-5088	84	67	treatment	treatment	NOUN
easat-5088	84	68	for	for	ADP
easat-5088	84	69	respiratory	respiratory	ADJ
easat-5088	84	70	diseases	disease	NOUN
easat-5088	84	71	,	,	PUNCT
easat-5088	84	72	”	"	PUNCT
easat-5088	84	73	.	.	PUNCT
easat-5088	85	1	the	the	DET
easat-5088	85	2	time	time	NOUN
easat-5088	85	3	frame	frame	NOUN
easat-5088	85	4	from	from	ADP
easat-5088	85	5	december	december	PROPN
easat-5088	85	6	2018	2018	NUM
easat-5088	85	7	and	and	CCONJ
easat-5088	85	8	october	october	PROPN
easat-5088	85	9	2024	2024	NUM
easat-5088	85	10	was	be	AUX
easat-5088	85	11	selected	select	VERB
easat-5088	85	12	for	for	ADP
easat-5088	85	13	obtaining	obtain	VERB
easat-5088	85	14	most	most	ADJ
easat-5088	85	15	recent	recent	ADJ
easat-5088	85	16	advancements	advancement	NOUN
easat-5088	85	17	and	and	CCONJ
easat-5088	85	18	developments	development	NOUN
easat-5088	85	19	in	in	ADP
easat-5088	85	20	ai	ai	NOUN
easat-5088	85	21	/	/	SYM
easat-5088	85	22	ml	ml	NOUN
easat-5088	85	23	applications	application	NOUN
easat-5088	85	24	in	in	ADP
easat-5088	85	25	respiratory	respiratory	ADJ
easat-5088	85	26	care	care	NOUN
easat-5088	85	27	.	.	PUNCT
easat-5088	86	1	as	as	SCONJ
easat-5088	86	2	this	this	DET
easat-5088	86	3	period	period	NOUN
easat-5088	86	4	shows	show	VERB
easat-5088	86	5	some	some	DET
easat-5088	86	6	significant	significant	ADJ
easat-5088	86	7	technological	technological	ADJ
easat-5088	86	8	advances	advance	NOUN
easat-5088	86	9	that	that	PRON
easat-5088	86	10	are	be	AUX
easat-5088	86	11	essential	essential	ADJ
easat-5088	86	12	for	for	ADP
easat-5088	86	13	understanding	understand	VERB
easat-5088	86	14	asthma	asthma	NOUN
easat-5088	86	15	and	and	CCONJ
easat-5088	86	16	copd	copd	PROPN
easat-5088	86	17	management	management	NOUN
easat-5088	86	18	.	.	PUNCT
easat-5088	87	1	2.2	2.2	NUM
easat-5088	87	2	.	.	PUNCT
easat-5088	88	1	inclusion	inclusion	NOUN
easat-5088	88	2	and	and	CCONJ
easat-5088	88	3	exclusion	exclusion	NOUN
easat-5088	88	4	criteria	criterion	NOUN
easat-5088	88	5	the	the	DET
easat-5088	88	6	inclusion	inclusion	NOUN
easat-5088	88	7	criteria	criterion	NOUN
easat-5088	88	8	were	be	AUX
easat-5088	88	9	based	base	VERB
easat-5088	88	10	on	on	ADP
easat-5088	88	11	relevance	relevance	NOUN
easat-5088	88	12	to	to	ADP
easat-5088	88	13	key	key	ADJ
easat-5088	88	14	aspects	aspect	NOUN
easat-5088	88	15	of	of	ADP
easat-5088	88	16	respiratory	respiratory	ADJ
easat-5088	88	17	disease	disease	NOUN
easat-5088	88	18	management	management	NOUN
easat-5088	88	19	:	:	PUNCT
easat-5088	88	20	diagnosis	diagnosis	NOUN
easat-5088	88	21	,	,	PUNCT
easat-5088	88	22	monitoring	monitoring	NOUN
easat-5088	88	23	,	,	PUNCT
easat-5088	88	24	exacerbation	exacerbation	NOUN
easat-5088	88	25	prediction	prediction	NOUN
easat-5088	88	26	,	,	PUNCT
easat-5088	88	27	phenotyping	phenotyping	NOUN
easat-5088	88	28	and	and	CCONJ
easat-5088	88	29	treatment	treatment	NOUN
easat-5088	88	30	personalization	personalization	NOUN
easat-5088	88	31	.	.	PUNCT
easat-5088	89	1	“	"	PUNCT
easat-5088	89	2	articles	article	NOUN
easat-5088	89	3	focused	focus	VERB
easat-5088	89	4	on	on	ADP
easat-5088	89	5	experimental	experimental	ADJ
easat-5088	89	6	uses	use	NOUN
easat-5088	89	7	of	of	ADP
easat-5088	89	8	ai	ai	NOUN
easat-5088	89	9	/	/	SYM
easat-5088	89	10	ml	ml	X
easat-5088	89	11	in	in	ADP
easat-5088	89	12	clinic	clinic	NOUN
easat-5088	89	13	and	and	CCONJ
easat-5088	89	14	real	real	ADJ
easat-5088	89	15	-	-	PUNCT
easat-5088	89	16	life	life	NOUN
easat-5088	89	17	contexts	context	NOUN
easat-5088	89	18	were	be	AUX
easat-5088	89	19	preferred	prefer	VERB
easat-5088	89	20	,	,	PUNCT
easat-5088	89	21	with	with	ADP
easat-5088	89	22	review	review	NOUN
easat-5088	89	23	articles	article	NOUN
easat-5088	89	24	which	which	PRON
easat-5088	89	25	provided	provide	VERB
easat-5088	89	26	comprehensive	comprehensive	ADJ
easat-5088	89	27	insights	insight	NOUN
easat-5088	89	28	into	into	ADP
easat-5088	89	29	the	the	DET
easat-5088	89	30	impact	impact	NOUN
easat-5088	89	31	of	of	ADP
easat-5088	89	32	ai	ai	VERB
easat-5088	89	33	in	in	ADP
easat-5088	89	34	chronic	chronic	ADJ
easat-5088	89	35	respiratory	respiratory	ADJ
easat-5088	89	36	care	care	NOUN
easat-5088	89	37	.	.	PUNCT
easat-5088	90	1	theoretical	theoretical	ADJ
easat-5088	90	2	models	model	NOUN
easat-5088	90	3	strictly	strictly	ADV
easat-5088	90	4	or	or	CCONJ
easat-5088	90	5	reviews	review	NOUN
easat-5088	90	6	of	of	ADP
easat-5088	90	7	non	non	ADJ
easat-5088	90	8	-	-	ADJ
easat-5088	90	9	respiratory	respiratory	ADJ
easat-5088	90	10	applications	application	NOUN
easat-5088	90	11	of	of	ADP
easat-5088	90	12	ai	ai	NOUN
easat-5088	90	13	/	/	SYM
easat-5088	90	14	ml	ml	PROPN
easat-5088	90	15	were	be	AUX
easat-5088	90	16	excluded	exclude	VERB
easat-5088	90	17	from	from	ADP
easat-5088	90	18	literature	literature	NOUN
easat-5088	90	19	.	.	PUNCT
easat-5088	91	1	thus	thus	ADV
easat-5088	91	2	,	,	PUNCT
easat-5088	91	3	it	it	PRON
easat-5088	91	4	enabled	enable	VERB
easat-5088	91	5	a	a	DET
easat-5088	91	6	structured	structured	ADJ
easat-5088	91	7	relevant	relevant	ADJ
easat-5088	91	8	synthesis	synthesis	NOUN
easat-5088	91	9	of	of	ADP
easat-5088	91	10	existing	exist	VERB
easat-5088	91	11	knowledge	knowledge	NOUN
easat-5088	91	12	that	that	PRON
easat-5088	91	13	brought	bring	VERB
easat-5088	91	14	forth	forth	ADP
easat-5088	91	15	both	both	CCONJ
easat-5088	91	16	potential	potential	ADJ
easat-5088	91	17	and	and	CCONJ
easat-5088	91	18	challenges	challenge	NOUN
easat-5088	91	19	in	in	ADP
easat-5088	91	20	asthma	asthma	NOUN
easat-5088	91	21	and	and	CCONJ
easat-5088	91	22	copd	copd	PROPN
easat-5088	91	23	management	management	PROPN
easat-5088	91	24	through	through	ADP
easat-5088	91	25	ai	ai	PROPN
easat-5088	91	26	/	/	SYM
easat-5088	91	27	ml	ml	NOUN
easat-5088	91	28	.	.	NOUN
easat-5088	92	1	3	3	X
easat-5088	92	2	.	.	X
easat-5088	92	3	overview	overview	NOUN
easat-5088	92	4	of	of	ADP
easat-5088	92	5	artificial	artificial	ADJ
easat-5088	92	6	intelligence	intelligence	NOUN
easat-5088	92	7	and	and	CCONJ
easat-5088	92	8	machine	machine	NOUN
easat-5088	92	9	learning	learning	NOUN
easat-5088	92	10	in	in	ADP
easat-5088	92	11	healthcare	healthcare	PROPN
easat-5088	92	12	artificial	artificial	ADJ
easat-5088	92	13	intelligence	intelligence	NOUN
easat-5088	92	14	(	(	PUNCT
easat-5088	92	15	ai)is	ai)is	DET
easat-5088	92	16	the	the	DET
easat-5088	92	17	technology	technology	NOUN
easat-5088	92	18	that	that	PRON
easat-5088	92	19	presents	present	VERB
easat-5088	92	20	human	human	ADJ
easat-5088	92	21	intelligence	intelligence	NOUN
easat-5088	92	22	through	through	ADP
easat-5088	92	23	computer	computer	NOUN
easat-5088	92	24	programs	program	NOUN
easat-5088	92	25	.	.	PUNCT
easat-5088	93	1	whereas	whereas	SCONJ
easat-5088	93	2	machine	machine	NOUN
easat-5088	93	3	learning	learning	NOUN
easat-5088	93	4	(	(	PUNCT
easat-5088	93	5	ml	ml	NOUN
easat-5088	93	6	)	)	PUNCT
easat-5088	93	7	is	be	AUX
easat-5088	93	8	the	the	DET
easat-5088	93	9	study	study	NOUN
easat-5088	93	10	of	of	ADP
easat-5088	93	11	ai	ai	PROPN
easat-5088	93	12	technology	technology	NOUN
easat-5088	93	13	built	build	VERB
easat-5088	93	14	on	on	ADP
easat-5088	93	15	statistics	statistic	NOUN
easat-5088	93	16	for	for	ADP
easat-5088	93	17	learning	learn	VERB
easat-5088	93	18	from	from	ADP
easat-5088	93	19	experience	experience	NOUN
easat-5088	93	20	and	and	CCONJ
easat-5088	93	21	developing	develop	VERB
easat-5088	93	22	problem	problem	NOUN
easat-5088	93	23	-	-	PUNCT
easat-5088	93	24	solving	solve	VERB
easat-5088	93	25	skills	skill	NOUN
easat-5088	93	26	.	.	PUNCT
easat-5088	94	1	precisely	precisely	ADV
easat-5088	94	2	,	,	PUNCT
easat-5088	94	3	ml	ml	AUX
easat-5088	94	4	utilizes	utilize	VERB
easat-5088	94	5	complex	complex	ADJ
easat-5088	94	6	algorithms	algorithm	NOUN
easat-5088	94	7	to	to	PART
easat-5088	94	8	analyze	analyze	VERB
easat-5088	94	9	huge	huge	ADJ
easat-5088	94	10	amounts	amount	NOUN
easat-5088	94	11	of	of	ADP
easat-5088	94	12	data	datum	NOUN
easat-5088	94	13	,	,	PUNCT
easat-5088	94	14	identify	identify	VERB
easat-5088	94	15	patterns	pattern	NOUN
easat-5088	94	16	,	,	PUNCT
easat-5088	94	17	make	make	VERB
easat-5088	94	18	predictions	prediction	NOUN
easat-5088	94	19	independent	independent	ADJ
easat-5088	94	20	of	of	ADP
easat-5088	94	21	specific	specific	ADJ
easat-5088	94	22	codes	code	NOUN
easat-5088	94	23	,	,	PUNCT
easat-5088	94	24	and	and	CCONJ
easat-5088	94	25	improve	improve	VERB
easat-5088	94	26	with	with	ADP
easat-5088	94	27	sample	sample	NOUN
easat-5088	94	28	size	size	NOUN
easat-5088	94	29	to	to	PART
easat-5088	94	30	enhance	enhance	VERB
easat-5088	94	31	learning	learn	VERB
easat-5088	94	32	[	[	PUNCT
easat-5088	94	33	20	20	NUM
easat-5088	94	34	]	]	PUNCT
easat-5088	94	35	.	.	PUNCT
easat-5088	95	1	unlike	unlike	ADP
easat-5088	95	2	traditional	traditional	ADJ
easat-5088	95	3	rule	rule	NOUN
easat-5088	95	4	-	-	PUNCT
easat-5088	95	5	based	base	VERB
easat-5088	95	6	ai	ai	NOUN
easat-5088	95	7	,	,	PUNCT
easat-5088	95	8	ml	ml	ADP
easat-5088	95	9	systems	system	NOUN
easat-5088	95	10	can	can	AUX
easat-5088	95	11	evolve	evolve	VERB
easat-5088	95	12	.	.	PUNCT
easat-5088	96	1	they	they	PRON
easat-5088	96	2	can	can	AUX
easat-5088	96	3	adapt	adapt	VERB
easat-5088	96	4	and	and	CCONJ
easat-5088	96	5	improve	improve	VERB
easat-5088	96	6	as	as	SCONJ
easat-5088	96	7	they	they	PRON
easat-5088	96	8	process	process	VERB
easat-5088	96	9	more	more	ADJ
easat-5088	96	10	data	datum	NOUN
easat-5088	96	11	.	.	PUNCT
easat-5088	97	1	they	they	PRON
easat-5088	97	2	are	be	AUX
easat-5088	97	3	especially	especially	ADV
easat-5088	97	4	valuable	valuable	ADJ
easat-5088	97	5	in	in	ADP
easat-5088	97	6	medical	medical	ADJ
easat-5088	97	7	research	research	NOUN
easat-5088	97	8	and	and	CCONJ
easat-5088	97	9	healthcare	healthcare	NOUN
easat-5088	97	10	systems	system	NOUN
easat-5088	97	11	where	where	SCONJ
easat-5088	97	12	;	;	PUNCT
easat-5088	97	13	new	new	ADJ
easat-5088	97	14	medical	medical	ADJ
easat-5088	97	15	data	datum	NOUN
easat-5088	97	16	is	be	AUX
easat-5088	97	17	always	always	ADV
easat-5088	97	18	being	be	AUX
easat-5088	97	19	generated	generate	VERB
easat-5088	97	20	.	.	PUNCT
easat-5088	98	1	some	some	DET
easat-5088	98	2	general	general	ADJ
easat-5088	98	3	machine	machine	NOUN
easat-5088	98	4	learning	learn	VERB
easat-5088	98	5	advancements	advancement	NOUN
easat-5088	98	6	are	be	AUX
easat-5088	98	7	constantly	constantly	ADV
easat-5088	98	8	getting	getting	AUX
easat-5088	98	9	developed	develop	VERB
easat-5088	98	10	for	for	ADP
easat-5088	98	11	years	year	NOUN
easat-5088	98	12	in	in	ADP
easat-5088	98	13	the	the	DET
easat-5088	98	14	healthcare	healthcare	NOUN
easat-5088	98	15	domain	domain	NOUN
easat-5088	98	16	.	.	PUNCT
easat-5088	99	1	ai	ai	VERB
easat-5088	99	2	-	-	PUNCT
easat-5088	99	3	based	base	VERB
easat-5088	99	4	application	application	NOUN
easat-5088	99	5	may	may	AUX
easat-5088	99	6	help	help	VERB
easat-5088	99	7	in	in	ADP
easat-5088	99	8	case	case	NOUN
easat-5088	99	9	triage	triage	NOUN
easat-5088	99	10	and	and	CCONJ
easat-5088	99	11	diagnosis	diagnosis	NOUN
easat-5088	99	12	improve	improve	VERB
easat-5088	99	13	on	on	ADP
easat-5088	99	14	image	image	NOUN
easat-5088	99	15	scanning	scanning	NOUN
easat-5088	99	16	and	and	CCONJ
easat-5088	99	17	segmentation	segmentation	NOUN
easat-5088	99	18	,	,	PUNCT
easat-5088	99	19	assist	assist	VERB
easat-5088	99	20	on	on	ADP
easat-5088	99	21	decision	decision	NOUN
easat-5088	99	22	-	-	PUNCT
easat-5088	99	23	making	make	VERB
easat-5088	99	24	process	process	NOUN
easat-5088	99	25	,	,	PUNCT
easat-5088	99	26	predict	predict	VERB
easat-5088	99	27	risk	risk	NOUN
easat-5088	99	28	of	of	ADP
easat-5088	99	29	any	any	DET
easat-5088	99	30	disease	disease	NOUN
easat-5088	99	31	and	and	CCONJ
easat-5088	99	32	even	even	ADV
easat-5088	99	33	2356	2356	NUM
easat-5088	99	34	edelweiss	edelweiss	PROPN
easat-5088	99	35	applied	apply	VERB
easat-5088	99	36	science	science	NOUN
easat-5088	99	37	and	and	CCONJ
easat-5088	99	38	technology	technology	NOUN
easat-5088	99	39	issn	issn	PROPN
easat-5088	99	40	:	:	PUNCT
easat-5088	99	41	2576	2576	NUM
easat-5088	99	42	-	-	SYM
easat-5088	99	43	8484	8484	NUM
easat-5088	99	44	vol	vol	NOUN
easat-5088	99	45	.	.	PROPN
easat-5088	100	1	9	9	NUM
easat-5088	100	2	,	,	PUNCT
easat-5088	100	3	no	no	INTJ
easat-5088	100	4	.	.	NOUN
easat-5088	100	5	2	2	NUM
easat-5088	100	6	:	:	PUNCT
easat-5088	100	7	2353	2353	NUM
easat-5088	100	8	-	-	SYM
easat-5088	100	9	2365	2365	NUM
easat-5088	100	10	,	,	PUNCT
easat-5088	100	11	2025	2025	NUM
easat-5088	100	12	doi	doi	NOUN
easat-5088	100	13	:	:	PUNCT
easat-5088	100	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	100	15	©	©	ADP
easat-5088	100	16	2025	2025	NUM
easat-5088	100	17	by	by	ADP
easat-5088	100	18	the	the	DET
easat-5088	100	19	author	author	NOUN
easat-5088	100	20	;	;	PUNCT
easat-5088	100	21	licensee	licensee	PROPN
easat-5088	100	22	learning	learning	NOUN
easat-5088	100	23	gate	gate	NOUN
easat-5088	100	24	neuroimaging	neuroimage	VERB
easat-5088	101	1	[	[	X
easat-5088	101	2	21	21	NUM
easat-5088	101	3	]	]	PUNCT
easat-5088	101	4	.	.	PUNCT
easat-5088	102	1	ai	ai	VERB
easat-5088	102	2	image	image	NOUN
easat-5088	102	3	recognition	recognition	NOUN
easat-5088	102	4	systems	system	NOUN
easat-5088	102	5	have	have	AUX
easat-5088	102	6	made	make	VERB
easat-5088	102	7	significant	significant	ADJ
easat-5088	102	8	advancements	advancement	NOUN
easat-5088	102	9	in	in	ADP
easat-5088	102	10	the	the	DET
easat-5088	102	11	detection	detection	NOUN
easat-5088	102	12	of	of	ADP
easat-5088	102	13	lung	lung	NOUN
easat-5088	102	14	nodules	nodule	NOUN
easat-5088	102	15	.	.	PUNCT
easat-5088	103	1	they	they	PRON
easat-5088	103	2	help	help	VERB
easat-5088	103	3	radiologists	radiologist	NOUN
easat-5088	103	4	find	find	VERB
easat-5088	103	5	early	early	ADJ
easat-5088	103	6	-	-	PUNCT
easat-5088	103	7	stage	stage	NOUN
easat-5088	103	8	lung	lung	NOUN
easat-5088	103	9	cancer	cancer	NOUN
easat-5088	103	10	.	.	PUNCT
easat-5088	104	1	ai	ai	AUX
easat-5088	104	2	-	-	PUNCT
easat-5088	104	3	powered	power	VERB
easat-5088	104	4	nlp	nlp	NOUN
easat-5088	104	5	systems	system	NOUN
easat-5088	104	6	analyze	analyze	VERB
easat-5088	104	7	clinical	clinical	ADJ
easat-5088	104	8	notes	note	NOUN
easat-5088	104	9	and	and	CCONJ
easat-5088	104	10	unstructured	unstructured	ADJ
easat-5088	104	11	ehr	ehr	NOUN
easat-5088	104	12	data	datum	NOUN
easat-5088	104	13	.	.	PUNCT
easat-5088	105	1	they	they	PRON
easat-5088	105	2	enable	enable	VERB
easat-5088	105	3	better	well	ADJ
easat-5088	105	4	patient	patient	ADJ
easat-5088	105	5	stratification	stratification	NOUN
easat-5088	105	6	and	and	CCONJ
easat-5088	105	7	disease	disease	NOUN
easat-5088	105	8	prediction	prediction	NOUN
easat-5088	105	9	.	.	PUNCT
easat-5088	106	1	this	this	PRON
easat-5088	106	2	transforms	transform	VERB
easat-5088	106	3	patient	patient	ADJ
easat-5088	106	4	care	care	NOUN
easat-5088	106	5	and	and	CCONJ
easat-5088	106	6	optimizes	optimize	VERB
easat-5088	106	7	monitoring	monitoring	NOUN
easat-5088	106	8	for	for	ADP
easat-5088	106	9	better	well	ADJ
easat-5088	106	10	care	care	NOUN
easat-5088	106	11	of	of	ADP
easat-5088	106	12	the	the	DET
easat-5088	106	13	patients	patient	NOUN
easat-5088	106	14	.	.	PUNCT
easat-5088	107	1	ai	ai	VERB
easat-5088	107	2	and	and	CCONJ
easat-5088	107	3	ml	ml	AUX
easat-5088	107	4	algorithms	algorithm	NOUN
easat-5088	107	5	support	support	VERB
easat-5088	107	6	clinicians	clinician	NOUN
easat-5088	107	7	in	in	ADP
easat-5088	107	8	the	the	DET
easat-5088	107	9	identification	identification	NOUN
easat-5088	107	10	of	of	ADP
easat-5088	107	11	the	the	DET
easat-5088	107	12	disease	disease	NOUN
easat-5088	107	13	much	much	ADV
easat-5088	107	14	earlier	early	ADV
easat-5088	107	15	and	and	CCONJ
easat-5088	107	16	more	more	ADV
easat-5088	107	17	accurately	accurately	ADV
easat-5088	107	18	with	with	ADP
easat-5088	107	19	the	the	DET
easat-5088	107	20	huge	huge	ADJ
easat-5088	107	21	analysis	analysis	NOUN
easat-5088	107	22	of	of	ADP
easat-5088	107	23	data	datum	NOUN
easat-5088	107	24	in	in	ADP
easat-5088	107	25	electronic	electronic	ADJ
easat-5088	107	26	health	health	NOUN
easat-5088	107	27	records	record	NOUN
easat-5088	107	28	,	,	PUNCT
easat-5088	107	29	imaging	imaging	NOUN
easat-5088	107	30	,	,	PUNCT
easat-5088	107	31	and	and	CCONJ
easat-5088	107	32	data	datum	NOUN
easat-5088	107	33	from	from	ADP
easat-5088	107	34	wearable	wearable	ADJ
easat-5088	107	35	devices	device	NOUN
easat-5088	108	1	[	[	X
easat-5088	108	2	22	22	NUM
easat-5088	108	3	]	]	PUNCT
easat-5088	108	4	.	.	PUNCT
easat-5088	109	1	ai	ai	VERB
easat-5088	109	2	in	in	ADP
easat-5088	109	3	wearable	wearable	ADJ
easat-5088	109	4	devices	device	NOUN
easat-5088	109	5	has	have	AUX
easat-5088	109	6	transformed	transform	VERB
easat-5088	109	7	patient	patient	ADJ
easat-5088	109	8	-	-	PUNCT
easat-5088	109	9	centric	centric	ADJ
easat-5088	109	10	healthcare	healthcare	NOUN
easat-5088	109	11	.	.	PUNCT
easat-5088	110	1	wearables	wearable	NOUN
easat-5088	110	2	with	with	ADP
easat-5088	110	3	ai	ai	NOUN
easat-5088	110	4	can	can	AUX
easat-5088	110	5	monitor	monitor	VERB
easat-5088	110	6	vital	vital	ADJ
easat-5088	110	7	signs	sign	NOUN
easat-5088	110	8	and	and	CCONJ
easat-5088	110	9	alert	alert	VERB
easat-5088	110	10	users	user	NOUN
easat-5088	110	11	to	to	ADP
easat-5088	110	12	health	health	NOUN
easat-5088	110	13	issues	issue	NOUN
easat-5088	110	14	before	before	SCONJ
easat-5088	110	15	they	they	PRON
easat-5088	110	16	become	become	VERB
easat-5088	110	17	critical	critical	ADJ
easat-5088	110	18	.	.	PUNCT
easat-5088	111	1	a	a	DET
easat-5088	111	2	study	study	NOUN
easat-5088	111	3	by	by	ADP
easat-5088	111	4	moll	moll	PROPN
easat-5088	111	5	,	,	PUNCT
easat-5088	111	6	et	et	PROPN
easat-5088	111	7	.	.	PUNCT
easat-5088	112	1	al	al	PROPN
easat-5088	112	2	,	,	PUNCT
easat-5088	112	3	brought	bring	VERB
easat-5088	112	4	up	up	ADP
easat-5088	112	5	a	a	DET
easat-5088	112	6	mortality	mortality	NOUN
easat-5088	112	7	prediction	prediction	NOUN
easat-5088	112	8	model	model	NOUN
easat-5088	112	9	by	by	ADP
easat-5088	112	10	machine	machine	NOUN
easat-5088	112	11	learning	learning	NOUN
easat-5088	112	12	,	,	PUNCT
easat-5088	112	13	mlmpcopd	mlmpcopd	NOUN
easat-5088	112	14	for	for	ADP
easat-5088	112	15	patients	patient	NOUN
easat-5088	112	16	with	with	ADP
easat-5088	112	17	chronic	chronic	ADJ
easat-5088	112	18	obstructive	obstructive	ADJ
easat-5088	112	19	pulmonary	pulmonary	ADJ
easat-5088	112	20	disease	disease	NOUN
easat-5088	112	21	(	(	PUNCT
easat-5088	112	22	copd	copd	PROPN
easat-5088	112	23	)	)	PUNCT
easat-5088	112	24	.	.	PUNCT
easat-5088	113	1	the	the	DET
easat-5088	113	2	model	model	NOUN
easat-5088	113	3	is	be	AUX
easat-5088	113	4	based	base	VERB
easat-5088	113	5	on	on	ADP
easat-5088	113	6	clinical	clinical	ADJ
easat-5088	113	7	,	,	PUNCT
easat-5088	113	8	spirometric	spirometric	ADJ
easat-5088	113	9	,	,	PUNCT
easat-5088	113	10	and	and	CCONJ
easat-5088	113	11	imaging	imaging	NOUN
easat-5088	113	12	features	feature	NOUN
easat-5088	113	13	,	,	PUNCT
easat-5088	113	14	outperforms	outperform	VERB
easat-5088	113	15	existing	exist	VERB
easat-5088	113	16	indexes	index	NOUN
easat-5088	113	17	(	(	PUNCT
easat-5088	113	18	bode	bode	ADJ
easat-5088	113	19	,	,	PUNCT
easat-5088	113	20	bode	bode	ADJ
easat-5088	113	21	modifications	modification	NOUN
easat-5088	113	22	,	,	PUNCT
easat-5088	113	23	and	and	CCONJ
easat-5088	113	24	ado	ado	INTJ
easat-5088	113	25	)	)	PUNCT
easat-5088	113	26	for	for	ADP
easat-5088	113	27	predicting	predict	VERB
easat-5088	113	28	cause	cause	SCONJ
easat-5088	113	29	mortality	mortality	NOUN
easat-5088	113	30	across	across	ADP
easat-5088	113	31	two	two	NUM
easat-5088	113	32	cohorts	cohort	NOUN
easat-5088	113	33	with	with	ADP
easat-5088	113	34	copd	copd	NOUN
easat-5088	113	35	.	.	PUNCT
easat-5088	114	1	some	some	PRON
easat-5088	114	2	of	of	ADP
easat-5088	114	3	the	the	DET
easat-5088	114	4	major	major	ADJ
easat-5088	114	5	predictors	predictor	NOUN
easat-5088	114	6	include	include	VERB
easat-5088	114	7	the	the	DET
easat-5088	114	8	6	6	NUM
easat-5088	114	9	-	-	PUNCT
easat-5088	114	10	minute	minute	NOUN
easat-5088	114	11	walk	walk	NOUN
easat-5088	114	12	distance	distance	NOUN
easat-5088	114	13	,	,	PUNCT
easat-5088	114	14	forced	force	VERB
easat-5088	114	15	expiratory	expiratory	NOUN
easat-5088	114	16	volume	volume	NOUN
easat-5088	114	17	in	in	ADP
easat-5088	114	18	one	one	NUM
easat-5088	114	19	second	second	ADJ
easat-5088	114	20	(	(	PUNCT
easat-5088	114	21	fev1	fev1	PROPN
easat-5088	114	22	%	%	NOUN
easat-5088	114	23	)	)	PUNCT
easat-5088	114	24	predicted	predict	VERB
easat-5088	114	25	,	,	PUNCT
easat-5088	114	26	age	age	NOUN
easat-5088	114	27	,	,	PUNCT
easat-5088	114	28	pulmonary	pulmonary	ADJ
easat-5088	114	29	artery	artery	NOUN
easat-5088	114	30	-	-	PUNCT
easat-5088	114	31	to	to	ADP
easat-5088	114	32	-	-	PUNCT
easat-5088	114	33	aorta	aorta	NOUN
easat-5088	114	34	ratio	ratio	NOUN
easat-5088	114	35	from	from	ADP
easat-5088	114	36	imaging	imaging	NOUN
easat-5088	114	37	.	.	PUNCT
easat-5088	115	1	the	the	DET
easat-5088	115	2	study	study	NOUN
easat-5088	115	3	invokes	invoke	VERB
easat-5088	115	4	the	the	DET
easat-5088	115	5	promise	promise	NOUN
easat-5088	115	6	of	of	ADP
easat-5088	115	7	machine	machine	NOUN
easat-5088	115	8	learning	learn	VERB
easat-5088	115	9	to	to	PART
easat-5088	115	10	enhance	enhance	VERB
easat-5088	115	11	mortality	mortality	NOUN
easat-5088	115	12	prediction	prediction	NOUN
easat-5088	115	13	for	for	ADP
easat-5088	115	14	copd	copd	NOUN
easat-5088	115	15	patients	patient	NOUN
easat-5088	115	16	,	,	PUNCT
easat-5088	115	17	develop	develop	VERB
easat-5088	115	18	an	an	DET
easat-5088	115	19	online	online	ADJ
easat-5088	115	20	tool	tool	NOUN
easat-5088	115	21	that	that	PRON
easat-5088	115	22	displays	display	VERB
easat-5088	115	23	the	the	DET
easat-5088	115	24	features	feature	NOUN
easat-5088	115	25	and	and	CCONJ
easat-5088	115	26	predictions	prediction	NOUN
easat-5088	115	27	of	of	ADP
easat-5088	115	28	the	the	DET
easat-5088	115	29	model	model	NOUN
easat-5088	115	30	[	[	X
easat-5088	115	31	23	23	NUM
easat-5088	115	32	]	]	PUNCT
easat-5088	115	33	.	.	PUNCT
easat-5088	116	1	the	the	DET
easat-5088	116	2	online	online	ADJ
easat-5088	116	3	tool	tool	NOUN
easat-5088	116	4	not	not	PART
easat-5088	116	5	only	only	ADV
easat-5088	116	6	helps	help	VERB
easat-5088	116	7	clinicians	clinician	NOUN
easat-5088	116	8	but	but	CCONJ
easat-5088	116	9	also	also	ADV
easat-5088	116	10	shows	show	VERB
easat-5088	116	11	them	they	PRON
easat-5088	116	12	the	the	DET
easat-5088	116	13	factors	factor	NOUN
easat-5088	116	14	that	that	PRON
easat-5088	116	15	drive	drive	VERB
easat-5088	116	16	mortality	mortality	NOUN
easat-5088	116	17	risk	risk	NOUN
easat-5088	116	18	which	which	PRON
easat-5088	116	19	supports	support	VERB
easat-5088	116	20	shared	shared	ADJ
easat-5088	116	21	decision	decision	NOUN
easat-5088	116	22	-	-	PUNCT
easat-5088	116	23	making	making	NOUN
easat-5088	116	24	with	with	ADP
easat-5088	116	25	patients	patient	NOUN
easat-5088	116	26	.	.	PUNCT
easat-5088	117	1	the	the	DET
easat-5088	117	2	most	most	ADV
easat-5088	117	3	recent	recent	ADJ
easat-5088	117	4	advances	advance	NOUN
easat-5088	117	5	in	in	ADP
easat-5088	117	6	ai	ai	PROPN
easat-5088	117	7	and	and	CCONJ
easat-5088	117	8	ml	ml	AUX
easat-5088	117	9	have	have	AUX
easat-5088	117	10	shifted	shift	VERB
easat-5088	117	11	the	the	DET
easat-5088	117	12	frontier	frontier	NOUN
easat-5088	117	13	in	in	ADP
easat-5088	117	14	chronic	chronic	ADJ
easat-5088	117	15	diseases	disease	NOUN
easat-5088	117	16	management	management	NOUN
easat-5088	117	17	,	,	PUNCT
easat-5088	117	18	especially	especially	ADV
easat-5088	117	19	regarding	regard	VERB
easat-5088	117	20	diabetes	diabetes	NOUN
easat-5088	117	21	,	,	PUNCT
easat-5088	117	22	cardiovascular	cardiovascular	ADJ
easat-5088	117	23	disease	disease	NOUN
easat-5088	117	24	,	,	PUNCT
easat-5088	117	25	and	and	CCONJ
easat-5088	117	26	respiratory	respiratory	ADJ
easat-5088	117	27	disorders	disorder	NOUN
easat-5088	117	28	.	.	PUNCT
easat-5088	118	1	these	these	DET
easat-5088	118	2	technologies	technology	NOUN
easat-5088	118	3	form	form	VERB
easat-5088	118	4	the	the	DET
easat-5088	118	5	most	most	ADV
easat-5088	118	6	crucial	crucial	ADJ
easat-5088	118	7	basis	basis	NOUN
easat-5088	118	8	on	on	ADP
easat-5088	118	9	which	which	DET
easat-5088	118	10	strategies	strategy	NOUN
easat-5088	118	11	for	for	ADP
easat-5088	118	12	personalized	personalized	ADJ
easat-5088	118	13	management	management	NOUN
easat-5088	118	14	of	of	ADP
easat-5088	118	15	particular	particular	ADJ
easat-5088	118	16	patient	patient	NOUN
easat-5088	118	17	characteristics	characteristic	NOUN
easat-5088	118	18	are	be	AUX
easat-5088	118	19	developed	develop	VERB
easat-5088	118	20	such	such	ADJ
easat-5088	118	21	as	as	ADP
easat-5088	118	22	genetic	genetic	ADJ
easat-5088	118	23	,	,	PUNCT
easat-5088	118	24	lifestyle	lifestyle	NOUN
easat-5088	118	25	,	,	PUNCT
easat-5088	118	26	and	and	CCONJ
easat-5088	118	27	clinical	clinical	ADJ
easat-5088	118	28	history	history	NOUN
easat-5088	118	29	[	[	X
easat-5088	118	30	24	24	NUM
easat-5088	118	31	]	]	PUNCT
easat-5088	118	32	.	.	PUNCT
easat-5088	119	1	personalized	personalize	VERB
easat-5088	119	2	medicine	medicine	NOUN
easat-5088	119	3	leverages	leverage	NOUN
easat-5088	119	4	ai	ai	VERB
easat-5088	119	5	/	/	SYM
easat-5088	119	6	ml	ml	NOUN
easat-5088	119	7	to	to	PART
easat-5088	119	8	customize	customize	VERB
easat-5088	119	9	treatment	treatment	NOUN
easat-5088	119	10	regimens	regimen	NOUN
easat-5088	119	11	for	for	ADP
easat-5088	119	12	individual	individual	ADJ
easat-5088	119	13	patients	patient	NOUN
easat-5088	119	14	.	.	PUNCT
easat-5088	120	1	this	this	DET
easat-5088	120	2	approach	approach	NOUN
easat-5088	120	3	considers	consider	VERB
easat-5088	120	4	genetics	genetic	NOUN
easat-5088	120	5	,	,	PUNCT
easat-5088	120	6	comorbidities	comorbiditie	NOUN
easat-5088	120	7	,	,	PUNCT
easat-5088	120	8	and	and	CCONJ
easat-5088	120	9	behaviors	behavior	NOUN
easat-5088	120	10	.	.	PUNCT
easat-5088	121	1	it	it	PRON
easat-5088	121	2	creates	create	VERB
easat-5088	121	3	more	more	ADV
easat-5088	121	4	precise	precise	ADJ
easat-5088	121	5	,	,	PUNCT
easat-5088	121	6	patient	patient	NOUN
easat-5088	121	7	-	-	PUNCT
easat-5088	121	8	specific	specific	ADJ
easat-5088	121	9	treatment	treatment	NOUN
easat-5088	121	10	plans	plan	NOUN
easat-5088	121	11	.	.	PUNCT
easat-5088	122	1	in	in	ADP
easat-5088	122	2	diseases	disease	NOUN
easat-5088	122	3	like	like	ADP
easat-5088	122	4	copd	copd	NOUN
easat-5088	122	5	,	,	PUNCT
easat-5088	122	6	ai	ai	VERB
easat-5088	122	7	models	model	NOUN
easat-5088	122	8	predict	predict	VERB
easat-5088	122	9	patients	patient	NOUN
easat-5088	122	10	'	'	PART
easat-5088	122	11	responses	response	NOUN
easat-5088	122	12	to	to	ADP
easat-5088	122	13	bronchodilators	bronchodilator	NOUN
easat-5088	122	14	.	.	PUNCT
easat-5088	123	1	this	this	PRON
easat-5088	123	2	helps	help	VERB
easat-5088	123	3	tailor	tailor	VERB
easat-5088	123	4	their	their	PRON
easat-5088	123	5	treatment	treatment	NOUN
easat-5088	123	6	plans.ai	plans.ai	NOUN
easat-5088	123	7	and	and	CCONJ
easat-5088	123	8	ml	ml	NOUN
easat-5088	123	9	-	-	PUNCT
easat-5088	123	10	based	base	VERB
easat-5088	123	11	approaches	approach	NOUN
easat-5088	123	12	are	be	AUX
easat-5088	123	13	thereby	thereby	ADV
easat-5088	123	14	introducing	introduce	VERB
easat-5088	123	15	innovative	innovative	ADJ
easat-5088	123	16	monitoring	monitoring	NOUN
easat-5088	123	17	and	and	CCONJ
easat-5088	123	18	intervention	intervention	NOUN
easat-5088	123	19	approaches	approach	NOUN
easat-5088	123	20	in	in	ADP
easat-5088	123	21	chronic	chronic	ADJ
easat-5088	123	22	respiratory	respiratory	ADJ
easat-5088	123	23	disorders	disorder	NOUN
easat-5088	123	24	like	like	ADP
easat-5088	123	25	asthma	asthma	NOUN
easat-5088	123	26	and	and	CCONJ
easat-5088	123	27	copd	copd	PROPN
easat-5088	123	28	.	.	PUNCT
easat-5088	124	1	with	with	ADP
easat-5088	124	2	the	the	DET
easat-5088	124	3	most	most	ADV
easat-5088	124	4	recent	recent	ADJ
easat-5088	124	5	development	development	NOUN
easat-5088	124	6	of	of	ADP
easat-5088	124	7	machine	machine	NOUN
easat-5088	124	8	learning	learning	NOUN
easat-5088	124	9	models	model	NOUN
easat-5088	124	10	,	,	PUNCT
easat-5088	124	11	it	it	PRON
easat-5088	124	12	can	can	AUX
easat-5088	124	13	now	now	ADV
easat-5088	124	14	recognize	recognize	VERB
easat-5088	124	15	patterns	pattern	NOUN
easat-5088	124	16	that	that	PRON
easat-5088	124	17	predict	predict	VERB
easat-5088	124	18	exacerbations	exacerbation	NOUN
easat-5088	124	19	,	,	PUNCT
easat-5088	124	20	and	and	CCONJ
easat-5088	124	21	patients	patient	NOUN
easat-5088	124	22	can	can	AUX
easat-5088	124	23	get	get	VERB
easat-5088	124	24	better	well	ADJ
easat-5088	124	25	and	and	CCONJ
easat-5088	124	26	prepare	prepare	VERB
easat-5088	124	27	with	with	ADP
easat-5088	124	28	health	health	NOUN
easat-5088	124	29	care	care	NOUN
easat-5088	124	30	providers	provider	NOUN
easat-5088	124	31	in	in	ADP
easat-5088	124	32	advance	advance	NOUN
easat-5088	124	33	.	.	PUNCT
easat-5088	125	1	predictive	predictive	ADJ
easat-5088	125	2	algorithms	algorithm	NOUN
easat-5088	125	3	can	can	AUX
easat-5088	125	4	analyze	analyze	VERB
easat-5088	125	5	environmental	environmental	ADJ
easat-5088	125	6	factors	factor	NOUN
easat-5088	125	7	.	.	PUNCT
easat-5088	126	1	these	these	PRON
easat-5088	126	2	include	include	VERB
easat-5088	126	3	air	air	NOUN
easat-5088	126	4	quality	quality	NOUN
easat-5088	126	5	,	,	PUNCT
easat-5088	126	6	pollen	pollen	NOUN
easat-5088	126	7	counts	count	NOUN
easat-5088	126	8	,	,	PUNCT
easat-5088	126	9	and	and	CCONJ
easat-5088	126	10	weather	weather	NOUN
easat-5088	126	11	changes	change	NOUN
easat-5088	126	12	.	.	PUNCT
easat-5088	127	1	they	they	PRON
easat-5088	127	2	are	be	AUX
easat-5088	127	3	known	know	VERB
easat-5088	127	4	triggers	trigger	NOUN
easat-5088	127	5	for	for	ADP
easat-5088	127	6	asthma	asthma	NOUN
easat-5088	127	7	and	and	CCONJ
easat-5088	127	8	copd	copd	PROPN
easat-5088	127	9	.	.	PUNCT
easat-5088	128	1	ai	ai	VERB
easat-5088	128	2	-	-	PUNCT
easat-5088	128	3	powered	powered	ADJ
easat-5088	128	4	mhealth	mhealth	NOUN
easat-5088	128	5	(	(	PUNCT
easat-5088	128	6	mobile	mobile	ADJ
easat-5088	128	7	health	health	NOUN
easat-5088	128	8	)	)	PUNCT
easat-5088	128	9	apps	app	NOUN
easat-5088	128	10	alert	alert	ADJ
easat-5088	128	11	patients	patient	NOUN
easat-5088	128	12	in	in	ADP
easat-5088	128	13	realtime	realtime	NOUN
easat-5088	128	14	.	.	PUNCT
easat-5088	129	1	they	they	PRON
easat-5088	129	2	encourage	encourage	VERB
easat-5088	129	3	patients	patient	NOUN
easat-5088	129	4	to	to	PART
easat-5088	129	5	adjust	adjust	VERB
easat-5088	129	6	their	their	PRON
easat-5088	129	7	meds	med	NOUN
easat-5088	129	8	or	or	CCONJ
easat-5088	129	9	seek	seek	VERB
easat-5088	129	10	care	care	NOUN
easat-5088	129	11	.	.	PUNCT
easat-5088	130	1	the	the	DET
easat-5088	130	2	ability	ability	NOUN
easat-5088	130	3	of	of	ADP
easat-5088	130	4	ai	ai	VERB
easat-5088	130	5	to	to	PART
easat-5088	130	6	support	support	VERB
easat-5088	130	7	wearable	wearable	ADJ
easat-5088	130	8	devices	device	NOUN
easat-5088	130	9	and	and	CCONJ
easat-5088	130	10	mobile	mobile	ADJ
easat-5088	130	11	health	health	NOUN
easat-5088	130	12	applications	application	NOUN
easat-5088	130	13	helps	help	VERB
easat-5088	130	14	in	in	ADP
easat-5088	130	15	continuously	continuously	ADV
easat-5088	130	16	tracking	track	VERB
easat-5088	130	17	the	the	DET
easat-5088	130	18	symptoms	symptom	NOUN
easat-5088	130	19	,	,	PUNCT
easat-5088	130	20	offering	offer	VERB
easat-5088	130	21	tailored	tailor	VERB
easat-5088	130	22	feedback	feedback	NOUN
easat-5088	130	23	so	so	SCONJ
easat-5088	130	24	that	that	SCONJ
easat-5088	130	25	the	the	DET
easat-5088	130	26	patient	patient	NOUN
easat-5088	130	27	may	may	AUX
easat-5088	130	28	take	take	VERB
easat-5088	130	29	better	well	ADJ
easat-5088	130	30	hold	hold	NOUN
easat-5088	130	31	of	of	ADP
easat-5088	130	32	his	his	PRON
easat-5088	130	33	or	or	CCONJ
easat-5088	130	34	her	her	PRON
easat-5088	130	35	condition	condition	NOUN
easat-5088	130	36	[	[	X
easat-5088	130	37	25	25	NUM
easat-5088	130	38	]	]	PUNCT
easat-5088	130	39	.	.	PUNCT
easat-5088	131	1	tracking	track	VERB
easat-5088	131	2	symptoms	symptom	NOUN
easat-5088	131	3	has	have	AUX
easat-5088	131	4	been	be	AUX
easat-5088	131	5	linked	link	VERB
easat-5088	131	6	to	to	ADP
easat-5088	131	7	better	well	ADJ
easat-5088	131	8	medication	medication	NOUN
easat-5088	131	9	adherence	adherence	NOUN
easat-5088	131	10	and	and	CCONJ
easat-5088	131	11	health	health	NOUN
easat-5088	131	12	outcomes	outcome	NOUN
easat-5088	131	13	for	for	ADP
easat-5088	131	14	patients	patient	NOUN
easat-5088	131	15	with	with	ADP
easat-5088	131	16	chronic	chronic	ADJ
easat-5088	131	17	respiratory	respiratory	ADJ
easat-5088	131	18	disorders	disorder	NOUN
easat-5088	131	19	.	.	PUNCT
easat-5088	132	1	3.1	3.1	NUM
easat-5088	132	2	.	.	PUNCT
easat-5088	132	3	advantages	advantage	NOUN
easat-5088	132	4	of	of	ADP
easat-5088	132	5	machine	machine	NOUN
easat-5088	132	6	learning	learn	VERB
easat-5088	132	7	over	over	ADP
easat-5088	132	8	traditional	traditional	ADJ
easat-5088	132	9	models	model	NOUN
easat-5088	132	10	in	in	ADP
easat-5088	132	11	healthcare	healthcare	PROPN
easat-5088	132	12	traditional	traditional	ADJ
easat-5088	132	13	models	model	NOUN
easat-5088	132	14	would	would	AUX
easat-5088	132	15	depend	depend	VERB
easat-5088	132	16	on	on	ADP
easat-5088	132	17	elaborate	elaborate	ADJ
easat-5088	132	18	preprocessing	preprocessing	NOUN
easat-5088	132	19	of	of	ADP
easat-5088	132	20	data	datum	NOUN
easat-5088	132	21	and	and	CCONJ
easat-5088	132	22	assumptions	assumption	NOUN
easat-5088	132	23	about	about	ADP
easat-5088	132	24	linearity	linearity	NOUN
easat-5088	132	25	and	and	CCONJ
easat-5088	132	26	independence	independence	NOUN
easat-5088	132	27	among	among	ADP
easat-5088	132	28	different	different	ADJ
easat-5088	132	29	variables	variable	NOUN
easat-5088	132	30	,	,	PUNCT
easat-5088	132	31	whereas	whereas	SCONJ
easat-5088	132	32	ml	ml	PRON
easat-5088	132	33	can	can	AUX
easat-5088	132	34	efficiently	efficiently	ADV
easat-5088	132	35	analyze	analyze	VERB
easat-5088	132	36	large	large	ADJ
easat-5088	132	37	,	,	PUNCT
easat-5088	132	38	diverse	diverse	ADJ
easat-5088	132	39	datasets	dataset	NOUN
easat-5088	132	40	and	and	CCONJ
easat-5088	132	41	can	can	AUX
easat-5088	132	42	uncover	uncover	VERB
easat-5088	132	43	intricate	intricate	ADJ
easat-5088	132	44	patterns	pattern	NOUN
easat-5088	132	45	even	even	ADV
easat-5088	132	46	in	in	ADP
easat-5088	132	47	noisy	noisy	ADJ
easat-5088	132	48	or	or	CCONJ
easat-5088	132	49	incomplete	incomplete	ADJ
easat-5088	132	50	data	datum	NOUN
easat-5088	132	51	.	.	PUNCT
easat-5088	133	1	this	this	PRON
easat-5088	133	2	lets	let	VERB
easat-5088	133	3	ml	ml	PART
easat-5088	133	4	models	model	NOUN
easat-5088	133	5	analyze	analyze	VERB
easat-5088	133	6	unstructured	unstructured	ADJ
easat-5088	133	7	data	datum	NOUN
easat-5088	133	8	,	,	PUNCT
easat-5088	133	9	like	like	ADP
easat-5088	133	10	physician	physician	NOUN
easat-5088	133	11	notes	note	NOUN
easat-5088	133	12	,	,	PUNCT
easat-5088	133	13	imaging	imaging	NOUN
easat-5088	133	14	files	file	NOUN
easat-5088	133	15	,	,	PUNCT
easat-5088	133	16	and	and	CCONJ
easat-5088	133	17	patient	patient	NOUN
easat-5088	133	18	-	-	PUNCT
easat-5088	133	19	reported	report	VERB
easat-5088	133	20	outcomes	outcome	NOUN
easat-5088	133	21	.	.	PUNCT
easat-5088	134	1	traditional	traditional	ADJ
easat-5088	134	2	statistical	statistical	ADJ
easat-5088	134	3	models	model	NOUN
easat-5088	134	4	often	often	ADV
easat-5088	134	5	exclude	exclude	VERB
easat-5088	134	6	this	this	DET
easat-5088	134	7	data	datum	NOUN
easat-5088	134	8	.	.	PUNCT
easat-5088	135	1	as	as	ADP
easat-5088	135	2	a	a	DET
easat-5088	135	3	result	result	NOUN
easat-5088	135	4	,	,	PUNCT
easat-5088	135	5	ai	ai	VERB
easat-5088	135	6	models	model	NOUN
easat-5088	135	7	are	be	AUX
easat-5088	135	8	more	more	ADV
easat-5088	135	9	adaptable	adaptable	ADJ
easat-5088	135	10	and	and	CCONJ
easat-5088	135	11	robust	robust	ADJ
easat-5088	135	12	in	in	ADP
easat-5088	135	13	the	the	DET
easat-5088	135	14	face	face	NOUN
easat-5088	135	15	of	of	ADP
easat-5088	135	16	real	real	ADJ
easat-5088	135	17	-	-	PUNCT
easat-5088	135	18	world	world	NOUN
easat-5088	135	19	medical	medical	ADJ
easat-5088	135	20	complexity	complexity	NOUN
easat-5088	135	21	.	.	PUNCT
easat-5088	136	1	this	this	DET
easat-5088	136	2	capability	capability	NOUN
easat-5088	136	3	subsequently	subsequently	ADV
easat-5088	136	4	leads	lead	VERB
easat-5088	136	5	to	to	ADP
easat-5088	136	6	better	well	ADJ
easat-5088	136	7	risk	risk	NOUN
easat-5088	136	8	prediction	prediction	NOUN
easat-5088	136	9	and	and	CCONJ
easat-5088	136	10	facilitates	facilitate	VERB
easat-5088	136	11	the	the	DET
easat-5088	136	12	integration	integration	NOUN
easat-5088	136	13	of	of	ADP
easat-5088	136	14	diverse	diverse	ADJ
easat-5088	136	15	types	type	NOUN
easat-5088	136	16	of	of	ADP
easat-5088	136	17	data	datum	NOUN
easat-5088	136	18	-	-	PUNCT
easat-5088	136	19	cases	case	NOUN
easat-5088	136	20	,	,	PUNCT
easat-5088	136	21	clinical	clinical	ADJ
easat-5088	136	22	,	,	PUNCT
easat-5088	136	23	physiological	physiological	ADJ
easat-5088	136	24	,	,	PUNCT
easat-5088	136	25	imaging	imaging	NOUN
easat-5088	136	26	,	,	PUNCT
easat-5088	136	27	and	and	CCONJ
easat-5088	136	28	demographic	demographic	ADJ
easat-5088	136	29	-	-	PUNCT
easat-5088	136	30	towards	towards	ADP
easat-5088	136	31	a	a	DET
easat-5088	136	32	holistic	holistic	ADJ
easat-5088	136	33	approach	approach	NOUN
easat-5088	136	34	to	to	ADP
easat-5088	136	35	disease	disease	NOUN
easat-5088	136	36	assessment	assessment	NOUN
easat-5088	136	37	[	[	X
easat-5088	136	38	26	26	NUM
easat-5088	136	39	-	-	SYM
easat-5088	136	40	28	28	NUM
easat-5088	136	41	]	]	PUNCT
easat-5088	136	42	.	.	PUNCT
easat-5088	137	1	federated	federated	ADJ
easat-5088	137	2	learning	learning	NOUN
easat-5088	137	3	lets	let	VERB
easat-5088	137	4	ai	ai	VERB
easat-5088	137	5	systems	system	NOUN
easat-5088	137	6	train	train	NOUN
easat-5088	137	7	models	model	NOUN
easat-5088	137	8	across	across	ADP
easat-5088	137	9	multiple	multiple	ADJ
easat-5088	137	10	healthcare	healthcare	NOUN
easat-5088	137	11	institutions	institution	NOUN
easat-5088	137	12	.	.	PUNCT
easat-5088	138	1	it	it	PRON
easat-5088	138	2	does	do	VERB
easat-5088	138	3	this	this	PRON
easat-5088	138	4	without	without	ADP
easat-5088	138	5	sharing	share	VERB
easat-5088	138	6	sensitive	sensitive	ADJ
easat-5088	138	7	patient	patient	ADJ
easat-5088	138	8	data	datum	NOUN
easat-5088	138	9	.	.	PUNCT
easat-5088	139	1	this	this	PRON
easat-5088	139	2	ensures	ensure	VERB
easat-5088	139	3	privacy	privacy	NOUN
easat-5088	139	4	while	while	SCONJ
easat-5088	139	5	improving	improve	VERB
easat-5088	139	6	model	model	NOUN
easat-5088	139	7	performance	performance	NOUN
easat-5088	139	8	.	.	PUNCT
easat-5088	140	1	this	this	DET
easat-5088	140	2	approach	approach	NOUN
easat-5088	140	3	is	be	AUX
easat-5088	140	4	becoming	become	VERB
easat-5088	140	5	essential	essential	ADJ
easat-5088	140	6	in	in	ADP
easat-5088	140	7	multi	multi	ADJ
easat-5088	140	8	-	-	ADJ
easat-5088	140	9	centre	centre	ADJ
easat-5088	140	10	clinical	clinical	ADJ
easat-5088	140	11	studies	study	NOUN
easat-5088	140	12	and	and	CCONJ
easat-5088	140	13	healthcare	healthcare	NOUN
easat-5088	140	14	collaborations	collaboration	NOUN
easat-5088	140	15	.	.	PUNCT
easat-5088	141	1	therefore	therefore	ADV
easat-5088	141	2	,	,	PUNCT
easat-5088	141	3	ml	ml	AUX
easat-5088	141	4	promotes	promote	VERB
easat-5088	141	5	the	the	DET
easat-5088	141	6	development	development	NOUN
easat-5088	141	7	of	of	ADP
easat-5088	141	8	personalized	personalized	ADJ
easat-5088	141	9	screening	screening	NOUN
easat-5088	141	10	,	,	PUNCT
easat-5088	141	11	diagnostics	diagnostic	NOUN
easat-5088	141	12	,	,	PUNCT
easat-5088	141	13	and	and	CCONJ
easat-5088	141	14	interventions	intervention	NOUN
easat-5088	141	15	that	that	PRON
easat-5088	141	16	could	could	AUX
easat-5088	141	17	improve	improve	VERB
easat-5088	141	18	medical	medical	ADJ
easat-5088	141	19	decision	decision	NOUN
easat-5088	141	20	-	-	PUNCT
easat-5088	141	21	making	making	NOUN
easat-5088	141	22	and	and	CCONJ
easat-5088	141	23	catalyse	catalyse	VERB
easat-5088	141	24	the	the	DET
easat-5088	141	25	innovation	innovation	NOUN
easat-5088	141	26	in	in	ADP
easat-5088	141	27	healthcare	healthcare	PROPN
easat-5088	141	28	.	.	PUNCT
easat-5088	142	1	for	for	ADP
easat-5088	142	2	example	example	NOUN
easat-5088	142	3	,	,	PUNCT
easat-5088	142	4	stroke	stroke	NOUN
easat-5088	142	5	and	and	CCONJ
easat-5088	142	6	heart	heart	NOUN
easat-5088	142	7	disease	disease	NOUN
easat-5088	142	8	risks	risk	VERB
easat-5088	142	9	2357	2357	NUM
easat-5088	142	10	edelweiss	edelweiss	PROPN
easat-5088	142	11	applied	apply	VERB
easat-5088	142	12	science	science	NOUN
easat-5088	142	13	and	and	CCONJ
easat-5088	142	14	technology	technology	NOUN
easat-5088	142	15	issn	issn	PROPN
easat-5088	142	16	:	:	PUNCT
easat-5088	142	17	2576	2576	NUM
easat-5088	142	18	-	-	SYM
easat-5088	142	19	8484	8484	NUM
easat-5088	142	20	vol	vol	NOUN
easat-5088	142	21	.	.	PROPN
easat-5088	143	1	9	9	NUM
easat-5088	143	2	,	,	PUNCT
easat-5088	143	3	no	no	INTJ
easat-5088	143	4	.	.	NOUN
easat-5088	143	5	2	2	NUM
easat-5088	143	6	:	:	PUNCT
easat-5088	143	7	2353	2353	NUM
easat-5088	143	8	-	-	SYM
easat-5088	143	9	2365	2365	NUM
easat-5088	143	10	,	,	PUNCT
easat-5088	143	11	2025	2025	NUM
easat-5088	143	12	doi	doi	NOUN
easat-5088	143	13	:	:	PUNCT
easat-5088	143	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	143	15	©	©	ADP
easat-5088	143	16	2025	2025	NUM
easat-5088	143	17	by	by	ADP
easat-5088	143	18	the	the	DET
easat-5088	143	19	author	author	NOUN
easat-5088	143	20	;	;	PUNCT
easat-5088	143	21	licensee	licensee	PROPN
easat-5088	143	22	learning	learning	NOUN
easat-5088	143	23	gate	gate	NOUN
easat-5088	143	24	can	can	AUX
easat-5088	143	25	be	be	AUX
easat-5088	143	26	assessed	assess	VERB
easat-5088	143	27	now	now	ADV
easat-5088	143	28	a	a	DET
easat-5088	143	29	days	day	NOUN
easat-5088	143	30	which	which	PRON
easat-5088	143	31	enables	enable	VERB
easat-5088	143	32	targeted	target	VERB
easat-5088	143	33	early	early	ADJ
easat-5088	143	34	interventions	intervention	NOUN
easat-5088	143	35	.	.	PUNCT
easat-5088	144	1	this	this	PRON
easat-5088	144	2	in	in	ADP
easat-5088	144	3	turn	turn	NOUN
easat-5088	144	4	may	may	AUX
easat-5088	144	5	reduce	reduce	VERB
easat-5088	144	6	hospitalizations	hospitalization	NOUN
easat-5088	144	7	and	and	CCONJ
easat-5088	144	8	improve	improve	VERB
easat-5088	144	9	survival	survival	NOUN
easat-5088	144	10	rates	rate	NOUN
easat-5088	144	11	.	.	PUNCT
easat-5088	145	1	machine	machine	NOUN
easat-5088	145	2	learning	learn	VERB
easat-5088	145	3	applications	application	NOUN
easat-5088	145	4	are	be	AUX
easat-5088	145	5	informed	inform	VERB
easat-5088	145	6	medical	medical	ADJ
easat-5088	145	7	decision	decision	NOUN
easat-5088	145	8	-	-	PUNCT
easat-5088	145	9	making	making	NOUN
easat-5088	145	10	,	,	PUNCT
easat-5088	145	11	diagnosis	diagnosis	NOUN
easat-5088	145	12	,	,	PUNCT
easat-5088	145	13	treatment	treatment	NOUN
easat-5088	145	14	planning	planning	NOUN
easat-5088	145	15	,	,	PUNCT
easat-5088	145	16	and	and	CCONJ
easat-5088	145	17	promising	promise	VERB
easat-5088	145	18	results	result	NOUN
easat-5088	145	19	in	in	ADP
easat-5088	145	20	screening	screen	VERB
easat-5088	145	21	early	early	ADJ
easat-5088	145	22	chronic	chronic	ADJ
easat-5088	145	23	obstructive	obstructive	ADJ
easat-5088	145	24	pulmonary	pulmonary	ADJ
easat-5088	145	25	disease	disease	NOUN
easat-5088	145	26	(	(	PUNCT
easat-5088	145	27	copd	copd	PROPN
easat-5088	145	28	)	)	PUNCT
easat-5088	145	29	.	.	PUNCT
easat-5088	146	1	a	a	DET
easat-5088	146	2	major	major	ADJ
easat-5088	146	3	advance	advance	NOUN
easat-5088	146	4	in	in	ADP
easat-5088	146	5	ai	ai	NOUN
easat-5088	146	6	is	be	AUX
easat-5088	146	7	the	the	DET
easat-5088	146	8	creation	creation	NOUN
easat-5088	146	9	of	of	ADP
easat-5088	146	10	cad	cad	PROPN
easat-5088	146	11	systems	system	NOUN
easat-5088	146	12	for	for	ADP
easat-5088	146	13	radiology	radiology	NOUN
easat-5088	146	14	.	.	PUNCT
easat-5088	147	1	these	these	DET
easat-5088	147	2	systems	system	NOUN
easat-5088	147	3	analyze	analyze	VERB
easat-5088	147	4	chest	chest	NOUN
easat-5088	147	5	x	x	NOUN
easat-5088	147	6	-	-	NOUN
easat-5088	147	7	rays	ray	NOUN
easat-5088	147	8	and	and	CCONJ
easat-5088	147	9	ct	ct	NUM
easat-5088	147	10	scans	scan	NOUN
easat-5088	147	11	.	.	PUNCT
easat-5088	148	1	they	they	PRON
easat-5088	148	2	find	find	VERB
easat-5088	148	3	anomalies	anomaly	NOUN
easat-5088	148	4	that	that	PRON
easat-5088	148	5	may	may	AUX
easat-5088	148	6	indicate	indicate	VERB
easat-5088	148	7	copd	copd	NOUN
easat-5088	148	8	,	,	PUNCT
easat-5088	148	9	lung	lung	NOUN
easat-5088	148	10	cancer	cancer	NOUN
easat-5088	148	11	,	,	PUNCT
easat-5088	148	12	or	or	CCONJ
easat-5088	148	13	pneumonia	pneumonia	NOUN
easat-5088	148	14	.	.	PUNCT
easat-5088	149	1	radiologists	radiologist	NOUN
easat-5088	149	2	use	use	VERB
easat-5088	149	3	these	these	DET
easat-5088	149	4	insights	insight	NOUN
easat-5088	149	5	to	to	PART
easat-5088	149	6	prioritize	prioritize	VERB
easat-5088	149	7	cases	case	NOUN
easat-5088	149	8	and	and	CCONJ
easat-5088	149	9	expedite	expedite	VERB
easat-5088	149	10	the	the	DET
easat-5088	149	11	diagnosis	diagnosis	NOUN
easat-5088	149	12	process	process	NOUN
easat-5088	149	13	.	.	PUNCT
easat-5088	150	1	ml	ml	VERB
easat-5088	150	2	-	-	PUNCT
easat-5088	150	3	based	base	VERB
easat-5088	150	4	tools	tool	NOUN
easat-5088	150	5	deliver	deliver	VERB
easat-5088	150	6	personalized	personalized	ADJ
easat-5088	150	7	diagnostics	diagnostic	NOUN
easat-5088	150	8	that	that	PRON
easat-5088	150	9	can	can	AUX
easat-5088	150	10	deliver	deliver	VERB
easat-5088	150	11	personalized	personalized	ADJ
easat-5088	150	12	diagnostics	diagnostic	NOUN
easat-5088	150	13	which	which	PRON
easat-5088	150	14	can	can	AUX
easat-5088	150	15	maximise	maximise	VERB
easat-5088	150	16	the	the	DET
easat-5088	150	17	patient	patient	NOUN
easat-5088	150	18	's	's	PART
easat-5088	150	19	outcomes	outcome	NOUN
easat-5088	150	20	and	and	CCONJ
easat-5088	150	21	quality	quality	NOUN
easat-5088	150	22	of	of	ADP
easat-5088	150	23	life	life	NOUN
easat-5088	150	24	[	[	X
easat-5088	150	25	29	29	NUM
easat-5088	150	26	,	,	PUNCT
easat-5088	150	27	30	30	NUM
easat-5088	150	28	]	]	PUNCT
easat-5088	150	29	.	.	PUNCT
easat-5088	151	1	also	also	ADV
easat-5088	151	2	,	,	PUNCT
easat-5088	151	3	ai	ai	AUX
easat-5088	151	4	-	-	PUNCT
easat-5088	151	5	driven	drive	VERB
easat-5088	151	6	"	"	PUNCT
easat-5088	151	7	digital	digital	ADJ
easat-5088	151	8	twins	twin	NOUN
easat-5088	151	9	"	"	PUNCT
easat-5088	151	10	of	of	ADP
easat-5088	151	11	patients	patient	NOUN
easat-5088	151	12	are	be	AUX
easat-5088	151	13	being	be	AUX
easat-5088	151	14	explored	explore	VERB
easat-5088	151	15	.	.	PUNCT
easat-5088	152	1	they	they	PRON
easat-5088	152	2	create	create	VERB
easat-5088	152	3	a	a	DET
easat-5088	152	4	virtual	virtual	ADJ
easat-5088	152	5	patient	patient	ADJ
easat-5088	152	6	replica	replica	NOUN
easat-5088	152	7	to	to	PART
easat-5088	152	8	simulate	simulate	VERB
easat-5088	152	9	disease	disease	NOUN
easat-5088	152	10	progression	progression	NOUN
easat-5088	152	11	and	and	CCONJ
easat-5088	152	12	treatment	treatment	NOUN
easat-5088	152	13	response	response	NOUN
easat-5088	152	14	.	.	PUNCT
easat-5088	153	1	this	this	PRON
easat-5088	153	2	lets	let	VERB
easat-5088	153	3	clinicians	clinician	NOUN
easat-5088	153	4	test	test	VERB
easat-5088	153	5	multiple	multiple	ADJ
easat-5088	153	6	treatment	treatment	NOUN
easat-5088	153	7	strategies	strategy	NOUN
easat-5088	153	8	in	in	ADP
easat-5088	153	9	silico	silico	NOUN
easat-5088	153	10	.	.	PUNCT
easat-5088	154	1	they	they	PRON
easat-5088	154	2	can	can	AUX
easat-5088	154	3	do	do	VERB
easat-5088	154	4	this	this	PRON
easat-5088	154	5	before	before	ADP
easat-5088	154	6	applying	apply	VERB
easat-5088	154	7	them	they	PRON
easat-5088	154	8	to	to	ADP
easat-5088	154	9	the	the	DET
easat-5088	154	10	real	real	ADJ
easat-5088	154	11	patient	patient	NOUN
easat-5088	154	12	.	.	PUNCT
easat-5088	155	1	thus	thus	ADV
easat-5088	155	2	,	,	PUNCT
easat-5088	155	3	it	it	PRON
easat-5088	155	4	personalizes	personalize	VERB
easat-5088	155	5	healthcare	healthcare	NOUN
easat-5088	155	6	at	at	ADP
easat-5088	155	7	an	an	DET
easat-5088	155	8	unprecedented	unprecedented	ADJ
easat-5088	155	9	level	level	NOUN
easat-5088	155	10	.	.	PUNCT
easat-5088	156	1	figure	figure	NOUN
easat-5088	156	2	1	1	NUM
easat-5088	156	3	shows	show	VERB
easat-5088	156	4	the	the	DET
easat-5088	156	5	workflow	workflow	NOUN
easat-5088	156	6	of	of	ADP
easat-5088	156	7	ai	ai	NOUN
easat-5088	156	8	-	-	PUNCT
easat-5088	156	9	ml	ml	NOUN
easat-5088	156	10	integration	integration	NOUN
easat-5088	156	11	in	in	ADP
easat-5088	156	12	asthma	asthma	NOUN
easat-5088	156	13	and	and	CCONJ
easat-5088	156	14	copd	copd	PROPN
easat-5088	156	15	management	management	NOUN
easat-5088	156	16	.	.	PUNCT
easat-5088	157	1	figure	figure	NOUN
easat-5088	157	2	1	1	NUM
easat-5088	157	3	.	.	PUNCT
easat-5088	157	4	workflow	workflow	NOUN
easat-5088	157	5	for	for	ADP
easat-5088	157	6	ai	ai	NOUN
easat-5088	157	7	-	-	PUNCT
easat-5088	157	8	ml	ml	NOUN
easat-5088	157	9	integration	integration	NOUN
easat-5088	157	10	in	in	ADP
easat-5088	157	11	asthma	asthma	NOUN
easat-5088	157	12	and	and	CCONJ
easat-5088	157	13	copd	copd	PROPN
easat-5088	157	14	management	management	NOUN
easat-5088	157	15	.	.	PUNCT
easat-5088	158	1	4	4	X
easat-5088	158	2	.	.	X
easat-5088	158	3	applications	application	NOUN
easat-5088	158	4	of	of	ADP
easat-5088	158	5	ai	ai	PROPN
easat-5088	158	6	and	and	CCONJ
easat-5088	158	7	ml	ml	PROPN
easat-5088	158	8	(	(	PUNCT
easat-5088	158	9	artificial	artificial	ADJ
easat-5088	158	10	intelligence	intelligence	NOUN
easat-5088	158	11	and	and	CCONJ
easat-5088	158	12	machine	machine	NOUN
easat-5088	158	13	learning	learning	NOUN
easat-5088	158	14	)	)	PUNCT
easat-5088	158	15	in	in	ADP
easat-5088	158	16	copd	copd	PROPN
easat-5088	158	17	and	and	CCONJ
easat-5088	158	18	asthma	asthma	PROPN
easat-5088	158	19	management	management	PROPN
easat-5088	158	20	artificial	artificial	ADJ
easat-5088	158	21	intelligence	intelligence	NOUN
easat-5088	158	22	(	(	PUNCT
easat-5088	158	23	ai	ai	NOUN
easat-5088	158	24	)	)	PUNCT
easat-5088	158	25	and	and	CCONJ
easat-5088	158	26	machine	machine	NOUN
easat-5088	158	27	learning	learning	NOUN
easat-5088	158	28	(	(	PUNCT
easat-5088	158	29	ml	ml	VERB
easat-5088	158	30	)	)	PUNCT
easat-5088	158	31	revolutionise	revolutionise	VERB
easat-5088	158	32	the	the	DET
easat-5088	158	33	pathology	pathology	NOUN
easat-5088	158	34	of	of	ADP
easat-5088	158	35	asthma	asthma	NOUN
easat-5088	158	36	and	and	CCONJ
easat-5088	158	37	chronic	chronic	ADJ
easat-5088	158	38	obstructive	obstructive	ADJ
easat-5088	158	39	pulmonary	pulmonary	ADJ
easat-5088	158	40	disease	disease	NOUN
easat-5088	158	41	(	(	PUNCT
easat-5088	158	42	copd	copd	PROPN
easat-5088	158	43	)	)	PUNCT
easat-5088	158	44	through	through	ADP
easat-5088	158	45	numerous	numerous	ADJ
easat-5088	158	46	folds	fold	NOUN
easat-5088	158	47	in	in	ADP
easat-5088	158	48	the	the	DET
easat-5088	158	49	management	management	NOUN
easat-5088	158	50	of	of	ADP
easat-5088	158	51	care	care	NOUN
easat-5088	158	52	,	,	PUNCT
easat-5088	158	53	starting	start	VERB
easat-5088	158	54	with	with	ADP
easat-5088	158	55	diagnostics	diagnostic	NOUN
easat-5088	158	56	,	,	PUNCT
easat-5088	158	57	to	to	PART
easat-5088	158	58	disease	disease	NOUN
easat-5088	158	59	monitoring	monitoring	NOUN
easat-5088	158	60	,	,	PUNCT
easat-5088	158	61	towards	towards	ADP
easat-5088	158	62	tailored	tailor	VERB
easat-5088	158	63	treatment	treatment	NOUN
easat-5088	158	64	.	.	PUNCT
easat-5088	159	1	the	the	DET
easat-5088	159	2	technologies	technology	NOUN
easat-5088	159	3	are	be	AUX
easat-5088	159	4	more	more	ADV
easat-5088	159	5	precise	precise	ADJ
easat-5088	159	6	and	and	CCONJ
easat-5088	159	7	data	datum	NOUN
easat-5088	159	8	-	-	PUNCT
easat-5088	159	9	based	base	VERB
easat-5088	159	10	for	for	ADP
easat-5088	159	11	the	the	DET
easat-5088	159	12	health	health	NOUN
easat-5088	159	13	care	care	NOUN
easat-5088	159	14	provider	provider	NOUN
easat-5088	159	15	to	to	PART
easat-5088	159	16	intervene	intervene	VERB
easat-5088	159	17	better	well	ADV
easat-5088	159	18	at	at	ADP
easat-5088	159	19	the	the	DET
easat-5088	159	20	right	right	ADJ
easat-5088	159	21	time	time	NOUN
easat-5088	159	22	.	.	PUNCT
easat-5088	160	1	table	table	NOUN
easat-5088	160	2	1	1	NUM
easat-5088	160	3	shows	show	VERB
easat-5088	160	4	the	the	DET
easat-5088	160	5	key	key	ADJ
easat-5088	160	6	applications	application	NOUN
easat-5088	160	7	of	of	ADP
easat-5088	160	8	ai	ai	NOUN
easat-5088	160	9	and	and	CCONJ
easat-5088	160	10	ml	ml	VERB
easat-5088	160	11	in	in	ADP
easat-5088	160	12	copd	copd	PROPN
easat-5088	160	13	and	and	CCONJ
easat-5088	160	14	asthma	asthma	PROPN
easat-5088	160	15	management	management	NOUN
easat-5088	160	16	.	.	PUNCT
easat-5088	161	1	2358	2358	NUM
easat-5088	161	2	edelweiss	edelweiss	PROPN
easat-5088	161	3	applied	apply	VERB
easat-5088	161	4	science	science	NOUN
easat-5088	161	5	and	and	CCONJ
easat-5088	161	6	technology	technology	NOUN
easat-5088	161	7	issn	issn	PROPN
easat-5088	161	8	:	:	PUNCT
easat-5088	161	9	2576	2576	NUM
easat-5088	161	10	-	-	SYM
easat-5088	161	11	8484	8484	NUM
easat-5088	161	12	vol	vol	NOUN
easat-5088	161	13	.	.	PROPN
easat-5088	162	1	9	9	NUM
easat-5088	162	2	,	,	PUNCT
easat-5088	162	3	no	no	INTJ
easat-5088	162	4	.	.	NOUN
easat-5088	162	5	2	2	NUM
easat-5088	162	6	:	:	PUNCT
easat-5088	162	7	2353	2353	NUM
easat-5088	162	8	-	-	SYM
easat-5088	162	9	2365	2365	NUM
easat-5088	162	10	,	,	PUNCT
easat-5088	162	11	2025	2025	NUM
easat-5088	162	12	doi	doi	NOUN
easat-5088	162	13	:	:	PUNCT
easat-5088	162	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	162	15	©	©	ADP
easat-5088	162	16	2025	2025	NUM
easat-5088	162	17	by	by	ADP
easat-5088	162	18	the	the	DET
easat-5088	162	19	author	author	NOUN
easat-5088	162	20	;	;	PUNCT
easat-5088	162	21	licensee	licensee	PROPN
easat-5088	162	22	learning	learn	VERB
easat-5088	162	23	gate	gate	NOUN
easat-5088	162	24	table	table	NOUN
easat-5088	162	25	1	1	NUM
easat-5088	162	26	.	.	PUNCT
easat-5088	163	1	applications	application	NOUN
easat-5088	163	2	of	of	ADP
easat-5088	163	3	ai	ai	PROPN
easat-5088	163	4	and	and	CCONJ
easat-5088	163	5	ml	ml	VERB
easat-5088	163	6	in	in	ADP
easat-5088	163	7	copd	copd	PROPN
easat-5088	163	8	and	and	CCONJ
easat-5088	163	9	asthma	asthma	PROPN
easat-5088	163	10	management	management	NOUN
easat-5088	163	11	application	application	NOUN
easat-5088	163	12	area	area	NOUN
easat-5088	163	13	technology	technology	NOUN
easat-5088	163	14	used	use	VERB
easat-5088	163	15	key	key	ADJ
easat-5088	163	16	functions	function	NOUN
easat-5088	163	17	electronic	electronic	ADJ
easat-5088	163	18	health	health	NOUN
easat-5088	163	19	records	record	NOUN
easat-5088	163	20	(	(	PUNCT
easat-5088	163	21	ehrs	ehrs	INTJ
easat-5088	163	22	)	)	PUNCT
easat-5088	163	23	natural	natural	ADJ
easat-5088	163	24	language	language	NOUN
easat-5088	163	25	processing	processing	NOUN
easat-5088	163	26	(	(	PUNCT
easat-5088	163	27	nlp	nlp	NOUN
easat-5088	163	28	)	)	PUNCT
easat-5088	163	29	extracts	extract	VERB
easat-5088	163	30	clinical	clinical	ADJ
easat-5088	163	31	information	information	NOUN
easat-5088	163	32	from	from	ADP
easat-5088	163	33	ehrs	ehrs	PROPN
easat-5088	163	34	,	,	PUNCT
easat-5088	163	35	identifies	identify	VERB
easat-5088	163	36	condition	condition	NOUN
easat-5088	163	37	patterns	pattern	NOUN
easat-5088	163	38	,	,	PUNCT
easat-5088	163	39	and	and	CCONJ
easat-5088	163	40	informs	inform	VERB
easat-5088	163	41	research	research	NOUN
easat-5088	163	42	on	on	ADP
easat-5088	163	43	disease	disease	NOUN
easat-5088	163	44	causes	cause	NOUN
easat-5088	163	45	.	.	PUNCT
easat-5088	164	1	digital	digital	ADJ
easat-5088	164	2	health	health	NOUN
easat-5088	164	3	tools	tool	NOUN
easat-5088	164	4	wearable	wearable	ADJ
easat-5088	164	5	devices	device	NOUN
easat-5088	164	6	,	,	PUNCT
easat-5088	164	7	health	health	NOUN
easat-5088	164	8	apps	app	NOUN
easat-5088	164	9	,	,	PUNCT
easat-5088	164	10	smart	smart	ADJ
easat-5088	164	11	inhalers	inhaler	NOUN
easat-5088	164	12	tracks	track	NOUN
easat-5088	164	13	inhaler	inhaler	NOUN
easat-5088	164	14	use	use	NOUN
easat-5088	164	15	,	,	PUNCT
easat-5088	164	16	symptoms	symptom	NOUN
easat-5088	164	17	,	,	PUNCT
easat-5088	164	18	and	and	CCONJ
easat-5088	164	19	trigger	trigger	NOUN
easat-5088	164	20	patterns	pattern	NOUN
easat-5088	164	21	;	;	PUNCT
easat-5088	164	22	enables	enable	VERB
easat-5088	164	23	telehealth	telehealth	ADJ
easat-5088	164	24	communication	communication	NOUN
easat-5088	164	25	.	.	PUNCT
easat-5088	165	1	big	big	ADJ
easat-5088	165	2	data	data	PROPN
easat-5088	165	3	analytics	analytic	NOUN
easat-5088	165	4	machine	machine	NOUN
easat-5088	165	5	learning	learning	NOUN
easat-5088	165	6	,	,	PUNCT
easat-5088	165	7	omics	omics	PROPN
easat-5088	165	8	data	datum	NOUN
easat-5088	165	9	integration	integration	NOUN
easat-5088	165	10	identifies	identify	VERB
easat-5088	165	11	disease	disease	NOUN
easat-5088	165	12	biomarkers	biomarker	NOUN
easat-5088	165	13	,	,	PUNCT
easat-5088	165	14	phenotypes	phenotype	NOUN
easat-5088	165	15	,	,	PUNCT
easat-5088	165	16	and	and	CCONJ
easat-5088	165	17	personalized	personalized	ADJ
easat-5088	165	18	treatment	treatment	NOUN
easat-5088	165	19	strategies	strategy	NOUN
easat-5088	165	20	.	.	PUNCT
easat-5088	166	1	telemedicine	telemedicine	NOUN
easat-5088	166	2	video	video	NOUN
easat-5088	166	3	consultations	consultation	NOUN
easat-5088	166	4	,	,	PUNCT
easat-5088	166	5	remote	remote	ADJ
easat-5088	166	6	monitoring	monitoring	NOUN
easat-5088	166	7	provides	provide	VERB
easat-5088	166	8	real	real	ADJ
easat-5088	166	9	-	-	PUNCT
easat-5088	166	10	time	time	NOUN
easat-5088	166	11	access	access	NOUN
easat-5088	166	12	to	to	ADP
easat-5088	166	13	specialists	specialist	NOUN
easat-5088	166	14	,	,	PUNCT
easat-5088	166	15	supports	support	VERB
easat-5088	166	16	remote	remote	ADJ
easat-5088	166	17	diagnosis	diagnosis	NOUN
easat-5088	166	18	,	,	PUNCT
easat-5088	166	19	and	and	CCONJ
easat-5088	166	20	facilitates	facilitate	VERB
easat-5088	166	21	patient	patient	ADJ
easat-5088	166	22	-	-	PUNCT
easat-5088	166	23	clinician	clinician	NOUN
easat-5088	166	24	interactions	interaction	NOUN
easat-5088	166	25	.	.	PUNCT
easat-5088	167	1	predictive	predictive	ADJ
easat-5088	167	2	algorithms	algorithm	NOUN
easat-5088	167	3	for	for	ADP
easat-5088	167	4	copd	copd	NOUN
easat-5088	167	5	exacerbations	exacerbation	NOUN
easat-5088	167	6	ml	ml	ADP
easat-5088	167	7	algorithms	algorithm	NOUN
easat-5088	167	8	,	,	PUNCT
easat-5088	167	9	sensor	sensor	NOUN
easat-5088	167	10	devices	device	NOUN
easat-5088	167	11	,	,	PUNCT
easat-5088	167	12	mobile	mobile	ADJ
easat-5088	167	13	apps	app	NOUN
easat-5088	167	14	predicts	predict	VERB
easat-5088	167	15	exacerbations	exacerbation	NOUN
easat-5088	167	16	,	,	PUNCT
easat-5088	167	17	identifies	identify	VERB
easat-5088	167	18	risk	risk	NOUN
easat-5088	167	19	factors	factor	NOUN
easat-5088	167	20	,	,	PUNCT
easat-5088	167	21	and	and	CCONJ
easat-5088	167	22	forecasts	forecast	VERB
easat-5088	167	23	disease	disease	NOUN
easat-5088	167	24	progression	progression	NOUN
easat-5088	167	25	.	.	PUNCT
easat-5088	168	1	early	early	ADJ
easat-5088	168	2	copd	copd	PROPN
easat-5088	168	3	diagnosis	diagnosis	NOUN
easat-5088	168	4	deep	deep	ADJ
easat-5088	168	5	learning	learning	NOUN
easat-5088	168	6	,	,	PUNCT
easat-5088	168	7	image	image	NOUN
easat-5088	168	8	analysis	analysis	NOUN
easat-5088	168	9	(	(	PUNCT
easat-5088	168	10	ct	ct	NOUN
easat-5088	168	11	,	,	PUNCT
easat-5088	168	12	x	x	NOUN
easat-5088	168	13	-	-	NOUN
easat-5088	168	14	rays	ray	NOUN
easat-5088	168	15	)	)	PUNCT
easat-5088	168	16	identifies	identify	VERB
easat-5088	168	17	structural	structural	ADJ
easat-5088	168	18	lung	lung	NOUN
easat-5088	168	19	changes	change	NOUN
easat-5088	168	20	from	from	ADP
easat-5088	168	21	imaging	image	VERB
easat-5088	168	22	for	for	ADP
easat-5088	168	23	early	early	ADJ
easat-5088	168	24	diagnosis	diagnosis	NOUN
easat-5088	168	25	of	of	ADP
easat-5088	168	26	copd	copd	NOUN
easat-5088	168	27	.	.	PUNCT
easat-5088	169	1	pulmonary	pulmonary	ADJ
easat-5088	169	2	function	function	NOUN
easat-5088	169	3	test	test	NOUN
easat-5088	169	4	(	(	PUNCT
easat-5088	169	5	pft	pft	PROPN
easat-5088	169	6	)	)	PUNCT
easat-5088	169	7	interpretation	interpretation	NOUN
easat-5088	169	8	ai	ai	NOUN
easat-5088	169	9	-	-	PUNCT
easat-5088	169	10	based	base	VERB
easat-5088	169	11	pft	pft	PROPN
easat-5088	169	12	analysis	analysis	NOUN
easat-5088	169	13	software	software	NOUN
easat-5088	169	14	improves	improve	VERB
easat-5088	169	15	pft	pft	PROPN
easat-5088	169	16	result	result	NOUN
easat-5088	169	17	interpretation	interpretation	NOUN
easat-5088	169	18	,	,	PUNCT
easat-5088	169	19	provides	provide	VERB
easat-5088	169	20	accurate	accurate	ADJ
easat-5088	169	21	diagnostic	diagnostic	ADJ
easat-5088	169	22	support	support	NOUN
easat-5088	169	23	.	.	PUNCT
easat-5088	170	1	4.1	4.1	NUM
easat-5088	170	2	.	.	PUNCT
easat-5088	170	3	electronic	electronic	ADJ
easat-5088	170	4	health	health	NOUN
easat-5088	170	5	records	record	NOUN
easat-5088	170	6	electronic	electronic	ADJ
easat-5088	170	7	health	health	NOUN
easat-5088	170	8	records	record	NOUN
easat-5088	170	9	have	have	AUX
easat-5088	170	10	been	be	AUX
easat-5088	170	11	widely	widely	ADV
easat-5088	170	12	deployed	deploy	VERB
easat-5088	170	13	in	in	ADP
easat-5088	170	14	health	health	NOUN
easat-5088	170	15	care	care	NOUN
easat-5088	170	16	,	,	PUNCT
easat-5088	170	17	thus	thus	ADV
easat-5088	170	18	generating	generate	VERB
easat-5088	170	19	massive	massive	ADJ
easat-5088	170	20	amounts	amount	NOUN
easat-5088	170	21	of	of	ADP
easat-5088	170	22	real	real	ADJ
easat-5088	170	23	-	-	PUNCT
easat-5088	170	24	world	world	NOUN
easat-5088	170	25	data	datum	NOUN
easat-5088	170	26	.	.	PUNCT
easat-5088	171	1	techniques	technique	NOUN
easat-5088	171	2	of	of	ADP
easat-5088	171	3	natural	natural	ADJ
easat-5088	171	4	language	language	NOUN
easat-5088	171	5	processing	processing	NOUN
easat-5088	171	6	represent	represent	VERB
easat-5088	171	7	an	an	DET
easat-5088	171	8	ai	ai	NOUN
easat-5088	171	9	approach	approach	NOUN
easat-5088	171	10	to	to	PART
easat-5088	171	11	extract	extract	VERB
easat-5088	171	12	information	information	NOUN
easat-5088	171	13	from	from	ADP
easat-5088	171	14	clinical	clinical	ADJ
easat-5088	171	15	narratives	narrative	NOUN
easat-5088	171	16	in	in	ADP
easat-5088	171	17	electronic	electronic	ADJ
easat-5088	171	18	health	health	NOUN
easat-5088	171	19	records	record	NOUN
easat-5088	171	20	.	.	PUNCT
easat-5088	172	1	in	in	ADP
easat-5088	172	2	addition	addition	NOUN
easat-5088	172	3	,	,	PUNCT
easat-5088	172	4	health	health	NOUN
easat-5088	172	5	records	record	NOUN
easat-5088	172	6	offer	offer	VERB
easat-5088	172	7	the	the	DET
easat-5088	172	8	ability	ability	NOUN
easat-5088	172	9	to	to	PART
easat-5088	172	10	mine	mine	VERB
easat-5088	172	11	for	for	ADP
easat-5088	172	12	temporal	temporal	ADJ
easat-5088	172	13	condition	condition	NOUN
easat-5088	172	14	patterns	pattern	NOUN
easat-5088	172	15	that	that	PRON
easat-5088	172	16	potentially	potentially	ADV
easat-5088	172	17	may	may	AUX
easat-5088	172	18	reveal	reveal	VERB
easat-5088	172	19	previous	previous	ADJ
easat-5088	172	20	unknown	unknown	ADJ
easat-5088	172	21	associations	association	NOUN
easat-5088	172	22	between	between	ADP
easat-5088	172	23	diagnoses	diagnosis	NOUN
easat-5088	172	24	and	and	CCONJ
easat-5088	172	25	inform	inform	VERB
easat-5088	172	26	research	research	NOUN
easat-5088	172	27	into	into	ADP
easat-5088	172	28	those	those	DET
easat-5088	172	29	potential	potential	ADJ
easat-5088	172	30	causes	cause	NOUN
easat-5088	172	31	for	for	ADP
easat-5088	172	32	the	the	DET
easat-5088	172	33	future	future	NOUN
easat-5088	172	34	[	[	X
easat-5088	172	35	31	31	NUM
easat-5088	172	36	,	,	PUNCT
easat-5088	172	37	32	32	NUM
easat-5088	172	38	]	]	PUNCT
easat-5088	172	39	.	.	PUNCT
easat-5088	173	1	ai	ai	PROPN
easat-5088	173	2	models	model	NOUN
easat-5088	173	3	,	,	PUNCT
easat-5088	173	4	trained	train	VERB
easat-5088	173	5	on	on	ADP
easat-5088	173	6	vast	vast	ADJ
easat-5088	173	7	patient	patient	ADJ
easat-5088	173	8	health	health	NOUN
easat-5088	173	9	records	record	NOUN
easat-5088	173	10	,	,	PUNCT
easat-5088	173	11	can	can	AUX
easat-5088	173	12	find	find	VERB
easat-5088	173	13	early	early	ADJ
easat-5088	173	14	signs	sign	NOUN
easat-5088	173	15	of	of	ADP
easat-5088	173	16	copd	copd	NOUN
easat-5088	173	17	and	and	CCONJ
easat-5088	173	18	asthma	asthma	NOUN
easat-5088	173	19	.	.	PUNCT
easat-5088	174	1	traditional	traditional	ADJ
easat-5088	174	2	clinical	clinical	ADJ
easat-5088	174	3	methods	method	NOUN
easat-5088	174	4	may	may	AUX
easat-5088	174	5	miss	miss	VERB
easat-5088	174	6	these	these	DET
easat-5088	174	7	signs	sign	NOUN
easat-5088	174	8	.	.	PUNCT
easat-5088	175	1	this	this	PRON
easat-5088	175	2	can	can	AUX
easat-5088	175	3	lead	lead	VERB
easat-5088	175	4	to	to	ADP
easat-5088	175	5	earlier	early	ADV
easat-5088	175	6	and	and	CCONJ
easat-5088	175	7	better	well	ADJ
easat-5088	175	8	interventions	intervention	NOUN
easat-5088	175	9	.	.	PUNCT
easat-5088	176	1	applications	application	NOUN
easat-5088	176	2	of	of	ADP
easat-5088	176	3	these	these	DET
easat-5088	176	4	technologies	technology	NOUN
easat-5088	176	5	to	to	ADP
easat-5088	176	6	the	the	DET
easat-5088	176	7	practice	practice	NOUN
easat-5088	176	8	of	of	ADP
easat-5088	176	9	allergy	allergy	NOUN
easat-5088	176	10	remain	remain	VERB
easat-5088	176	11	in	in	ADP
easat-5088	176	12	early	early	ADJ
easat-5088	176	13	developmental	developmental	ADJ
easat-5088	176	14	stages	stage	NOUN
easat-5088	176	15	.	.	PUNCT
easat-5088	177	1	electronic	electronic	ADJ
easat-5088	177	2	health	health	NOUN
easat-5088	177	3	record	record	NOUN
easat-5088	177	4	mining	mining	NOUN
easat-5088	177	5	from	from	ADP
easat-5088	177	6	some	some	DET
easat-5088	177	7	studies	study	NOUN
easat-5088	177	8	has	have	AUX
easat-5088	177	9	reported	report	VERB
easat-5088	177	10	prevalence	prevalence	NOUN
easat-5088	177	11	of	of	ADP
easat-5088	177	12	food	food	NOUN
easat-5088	177	13	allergy	allergy	NOUN
easat-5088	177	14	or	or	CCONJ
easat-5088	177	15	drug	drug	NOUN
easat-5088	177	16	allergy	allergy	NOUN
easat-5088	177	17	.	.	PUNCT
easat-5088	178	1	an	an	DET
easat-5088	178	2	algorithm	algorithm	NOUN
easat-5088	178	3	based	base	VERB
easat-5088	178	4	on	on	ADP
easat-5088	178	5	natural	natural	ADJ
easat-5088	178	6	language	language	NOUN
easat-5088	178	7	processing	processing	NOUN
easat-5088	178	8	was	be	AUX
easat-5088	178	9	capable	capable	ADJ
easat-5088	178	10	of	of	ADP
easat-5088	178	11	classifying	classify	VERB
easat-5088	178	12	asthma	asthma	NOUN
easat-5088	178	13	from	from	ADP
easat-5088	178	14	such	such	ADJ
easat-5088	178	15	records	record	NOUN
easat-5088	178	16	[	[	X
easat-5088	178	17	33	33	NUM
easat-5088	178	18	,	,	PUNCT
easat-5088	178	19	34	34	NUM
easat-5088	178	20	]	]	PUNCT
easat-5088	178	21	.	.	PUNCT
easat-5088	179	1	4.2	4.2	NUM
easat-5088	179	2	.	.	PUNCT
easat-5088	180	1	digital	digital	ADJ
easat-5088	180	2	health	health	NOUN
easat-5088	180	3	tools	tool	NOUN
easat-5088	180	4	in	in	ADP
easat-5088	180	5	asthma	asthma	NOUN
easat-5088	180	6	and	and	CCONJ
easat-5088	180	7	allergy	allergy	NOUN
easat-5088	180	8	management	management	NOUN
easat-5088	180	9	potential	potential	ADJ
easat-5088	180	10	applications	application	NOUN
easat-5088	180	11	of	of	ADP
easat-5088	180	12	wearable	wearable	ADJ
easat-5088	180	13	devices	device	NOUN
easat-5088	180	14	and	and	CCONJ
easat-5088	180	15	personal	personal	ADJ
easat-5088	180	16	monitoring	monitoring	NOUN
easat-5088	180	17	tools	tool	NOUN
easat-5088	180	18	include	include	VERB
easat-5088	180	19	asthma	asthma	NOUN
easat-5088	180	20	and	and	CCONJ
easat-5088	180	21	allergies	allergy	NOUN
easat-5088	180	22	.	.	PUNCT
easat-5088	181	1	asthma	asthma	NOUN
easat-5088	181	2	apps	app	NOUN
easat-5088	181	3	can	can	AUX
easat-5088	181	4	collect	collect	VERB
easat-5088	181	5	longitudinal	longitudinal	ADJ
easat-5088	181	6	data	datum	NOUN
easat-5088	181	7	regarding	regard	VERB
easat-5088	181	8	symptoms	symptom	NOUN
easat-5088	181	9	and	and	CCONJ
easat-5088	181	10	inhaler	inhaler	NOUN
easat-5088	181	11	use	use	NOUN
easat-5088	181	12	to	to	PART
easat-5088	181	13	help	help	VERB
easat-5088	181	14	caregivers	caregiver	NOUN
easat-5088	181	15	track	track	VERB
easat-5088	181	16	changes	change	NOUN
easat-5088	181	17	over	over	ADP
easat-5088	181	18	time	time	NOUN
easat-5088	181	19	.	.	PUNCT
easat-5088	182	1	it	it	PRON
easat-5088	182	2	would	would	AUX
easat-5088	182	3	allow	allow	VERB
easat-5088	182	4	integrating	integrate	VERB
easat-5088	182	5	external	external	ADJ
easat-5088	182	6	data	datum	NOUN
easat-5088	182	7	for	for	ADP
easat-5088	182	8	example	example	NOUN
easat-5088	182	9	,	,	PUNCT
easat-5088	182	10	weather	weather	NOUN
easat-5088	182	11	,	,	PUNCT
easat-5088	182	12	air	air	NOUN
easat-5088	182	13	quality	quality	NOUN
easat-5088	182	14	and	and	CCONJ
easat-5088	182	15	levels	level	NOUN
easat-5088	182	16	of	of	ADP
easat-5088	182	17	various	various	ADJ
easat-5088	182	18	allergens	allergen	NOUN
easat-5088	182	19	,	,	PUNCT
easat-5088	182	20	that	that	PRON
easat-5088	182	21	would	would	AUX
easat-5088	182	22	provide	provide	VERB
easat-5088	182	23	a	a	DET
easat-5088	182	24	broader	broad	ADJ
easat-5088	182	25	view	view	NOUN
easat-5088	182	26	about	about	ADP
easat-5088	182	27	symptom	symptom	NOUN
easat-5088	182	28	and/or	and/or	CCONJ
easat-5088	182	29	trigger	trigger	NOUN
easat-5088	182	30	patterns	pattern	NOUN
easat-5088	182	31	to	to	ADP
easat-5088	182	32	the	the	DET
easat-5088	182	33	patients	patient	NOUN
easat-5088	182	34	and	and	CCONJ
easat-5088	182	35	their	their	PRON
easat-5088	182	36	caregivers	caregiver	NOUN
easat-5088	182	37	.	.	PUNCT
easat-5088	183	1	this	this	DET
easat-5088	183	2	information	information	NOUN
easat-5088	183	3	can	can	AUX
easat-5088	183	4	be	be	AUX
easat-5088	183	5	communicated	communicate	VERB
easat-5088	183	6	with	with	ADP
easat-5088	183	7	clinicians	clinician	NOUN
easat-5088	183	8	through	through	ADP
easat-5088	183	9	visits	visit	NOUN
easat-5088	183	10	at	at	ADP
easat-5088	183	11	the	the	DET
easat-5088	183	12	clinic	clinic	NOUN
easat-5088	183	13	or	or	CCONJ
easat-5088	183	14	telemedicine	telemedicine	NOUN
easat-5088	183	15	[	[	X
easat-5088	183	16	35	35	NUM
easat-5088	183	17	]	]	PUNCT
easat-5088	183	18	.	.	PUNCT
easat-5088	184	1	moreover	moreover	ADV
easat-5088	184	2	,	,	PUNCT
easat-5088	184	3	wearable	wearable	ADJ
easat-5088	184	4	devices	device	NOUN
easat-5088	184	5	now	now	ADV
easat-5088	184	6	have	have	AUX
easat-5088	184	7	advanced	advance	VERB
easat-5088	184	8	ai	ai	NOUN
easat-5088	184	9	.	.	PUNCT
easat-5088	185	1	they	they	PRON
easat-5088	185	2	can	can	AUX
easat-5088	185	3	predict	predict	VERB
easat-5088	185	4	asthma	asthma	NOUN
easat-5088	185	5	attacks	attack	NOUN
easat-5088	185	6	by	by	ADP
easat-5088	185	7	monitoring	monitor	VERB
easat-5088	185	8	real	real	ADJ
easat-5088	185	9	-	-	PUNCT
easat-5088	185	10	time	time	NOUN
easat-5088	185	11	physiological	physiological	ADJ
easat-5088	185	12	changes	change	NOUN
easat-5088	185	13	.	.	PUNCT
easat-5088	186	1	this	this	PRON
easat-5088	186	2	helps	help	VERB
easat-5088	186	3	in	in	ADP
easat-5088	186	4	early	early	ADJ
easat-5088	186	5	detection	detection	NOUN
easat-5088	186	6	of	of	ADP
easat-5088	186	7	potential	potential	ADJ
easat-5088	186	8	exacerbations	exacerbation	NOUN
easat-5088	186	9	.	.	PUNCT
easat-5088	187	1	further	far	ADV
easat-5088	187	2	,	,	PUNCT
easat-5088	187	3	online	online	ADJ
easat-5088	187	4	health	health	NOUN
easat-5088	187	5	diaries	diary	NOUN
easat-5088	187	6	allow	allow	VERB
easat-5088	187	7	patients	patient	NOUN
easat-5088	187	8	to	to	PART
easat-5088	187	9	record	record	VERB
easat-5088	187	10	environmental	environmental	ADJ
easat-5088	187	11	and	and	CCONJ
easat-5088	187	12	behavioural	behavioural	ADJ
easat-5088	187	13	variables	variable	NOUN
easat-5088	187	14	that	that	PRON
easat-5088	187	15	may	may	AUX
easat-5088	187	16	influence	influence	VERB
easat-5088	187	17	asthma	asthma	NOUN
easat-5088	187	18	and	and	CCONJ
easat-5088	187	19	allergy	allergy	NOUN
easat-5088	187	20	symptoms	symptom	NOUN
easat-5088	187	21	.	.	PUNCT
easat-5088	188	1	for	for	ADP
easat-5088	188	2	instance	instance	NOUN
easat-5088	188	3	,	,	PUNCT
easat-5088	188	4	a	a	DET
easat-5088	188	5	study	study	NOUN
easat-5088	188	6	in	in	ADP
easat-5088	188	7	132	132	NUM
easat-5088	188	8	patients	patient	NOUN
easat-5088	188	9	and	and	CCONJ
easat-5088	188	10	25,016	25,016	NUM
easat-5088	188	11	diary	diary	ADJ
easat-5088	188	12	entries	entry	NOUN
easat-5088	188	13	revealed	reveal	VERB
easat-5088	188	14	that	that	SCONJ
easat-5088	188	15	asthma	asthma	NOUN
easat-5088	188	16	symptoms	symptom	NOUN
easat-5088	188	17	were	be	AUX
easat-5088	188	18	correlated	correlate	VERB
easat-5088	188	19	with	with	ADP
easat-5088	188	20	environmental	environmental	ADJ
easat-5088	188	21	tobacco	tobacco	NOUN
easat-5088	188	22	smoke	smoke	NOUN
easat-5088	188	23	exposure	exposure	NOUN
easat-5088	188	24	,	,	PUNCT
easat-5088	188	25	temperature	temperature	NOUN
easat-5088	188	26	,	,	PUNCT
easat-5088	188	27	sleep	sleep	NOUN
easat-5088	188	28	,	,	PUNCT
easat-5088	188	29	and	and	CCONJ
easat-5088	188	30	air	air	NOUN
easat-5088	188	31	quality	quality	NOUN
easat-5088	188	32	.	.	PUNCT
easat-5088	189	1	adolescents	adolescent	NOUN
easat-5088	189	2	and	and	CCONJ
easat-5088	189	3	caregivers	caregiver	NOUN
easat-5088	189	4	expressed	express	VERB
easat-5088	189	5	interest	interest	NOUN
easat-5088	189	6	in	in	ADP
easat-5088	189	7	using	use	VERB
easat-5088	189	8	smartphones	smartphone	NOUN
easat-5088	189	9	to	to	PART
easat-5088	189	10	track	track	VERB
easat-5088	189	11	asthma	asthma	NOUN
easat-5088	189	12	,	,	PUNCT
easat-5088	189	13	and	and	CCONJ
easat-5088	189	14	app	app	NOUN
easat-5088	189	15	-	-	PUNCT
easat-5088	189	16	based	base	VERB
easat-5088	189	17	spirometers	spirometer	NOUN
easat-5088	189	18	have	have	AUX
easat-5088	189	19	been	be	AUX
easat-5088	189	20	validated	validate	VERB
easat-5088	189	21	as	as	ADP
easat-5088	189	22	providing	provide	VERB
easat-5088	189	23	accurate	accurate	ADJ
easat-5088	189	24	lung	lung	NOUN
easat-5088	189	25	function	function	NOUN
easat-5088	189	26	measurements	measurement	NOUN
easat-5088	189	27	in	in	ADP
easat-5088	189	28	the	the	DET
easat-5088	189	29	community	community	NOUN
easat-5088	189	30	and	and	CCONJ
easat-5088	189	31	may	may	AUX
easat-5088	189	32	help	help	VERB
easat-5088	189	33	detect	detect	VERB
easat-5088	189	34	more	more	ADV
easat-5088	189	35	prompt	prompt	ADJ
easat-5088	189	36	changes	change	NOUN
easat-5088	189	37	in	in	ADP
easat-5088	189	38	patients	patient	NOUN
easat-5088	189	39	'	'	PART
easat-5088	189	40	symptoms	symptom	NOUN
easat-5088	189	41	[	[	X
easat-5088	189	42	36	36	NUM
easat-5088	189	43	,	,	PUNCT
easat-5088	189	44	37	37	NUM
easat-5088	189	45	]	]	PUNCT
easat-5088	189	46	.	.	PUNCT
easat-5088	190	1	another	another	DET
easat-5088	190	2	application	application	NOUN
easat-5088	190	3	of	of	ADP
easat-5088	190	4	sensor	sensor	NOUN
easat-5088	190	5	technology	technology	NOUN
easat-5088	190	6	is	be	AUX
easat-5088	190	7	monitoring	monitor	VERB
easat-5088	190	8	how	how	SCONJ
easat-5088	190	9	patients	patient	NOUN
easat-5088	190	10	use	use	VERB
easat-5088	190	11	inhalers	inhaler	NOUN
easat-5088	190	12	,	,	PUNCT
easat-5088	190	13	by	by	ADP
easat-5088	190	14	recording	record	VERB
easat-5088	190	15	timing	timing	NOUN
easat-5088	190	16	and	and	CCONJ
easat-5088	190	17	frequency	frequency	NOUN
easat-5088	190	18	patterns	pattern	NOUN
easat-5088	190	19	.	.	PUNCT
easat-5088	191	1	in	in	ADP
easat-5088	191	2	a	a	DET
easat-5088	191	3	pilot	pilot	NOUN
easat-5088	191	4	study	study	NOUN
easat-5088	191	5	with	with	ADP
easat-5088	191	6	a	a	DET
easat-5088	191	7	120	120	NUM
easat-5088	191	8	-	-	PUNCT
easat-5088	191	9	patient	patient	NOUN
easat-5088	191	10	sensor	sensor	NOUN
easat-5088	191	11	-	-	PUNCT
easat-5088	191	12	activated	activate	VERB
easat-5088	191	13	asthma	asthma	NOUN
easat-5088	191	14	management	management	NOUN
easat-5088	191	15	platform	platform	NOUN
easat-5088	191	16	,	,	PUNCT
easat-5088	191	17	the	the	DET
easat-5088	191	18	following	follow	VERB
easat-5088	191	19	results	result	NOUN
easat-5088	191	20	were	be	AUX
easat-5088	191	21	achieved	achieve	VERB
easat-5088	191	22	after	after	ADP
easat-5088	191	23	30	30	NUM
easat-5088	191	24	days	day	NOUN
easat-5088	191	25	:	:	PUNCT
easat-5088	191	26	reduced	reduce	VERB
easat-5088	191	27	use	use	NOUN
easat-5088	191	28	of	of	ADP
easat-5088	191	29	short	short	ADJ
easat-5088	191	30	-	-	PUNCT
easat-5088	191	31	acting	act	VERB
easat-5088	191	32	beta	beta	NOUN
easat-5088	191	33	-	-	PUNCT
easat-5088	191	34	agonist	agonist	NOUN
easat-5088	191	35	,	,	PUNCT
easat-5088	191	36	more	more	ADV
easat-5088	191	37	symptom	symptom	NOUN
easat-5088	191	38	-	-	PUNCT
easat-5088	191	39	free	free	ADJ
easat-5088	191	40	days	day	NOUN
easat-5088	191	41	,	,	PUNCT
easat-5088	191	42	and	and	CCONJ
easat-5088	191	43	better	well	ADJ
easat-5088	191	44	asthma	asthma	NOUN
easat-5088	191	45	control	control	NOUN
easat-5088	191	46	.	.	PUNCT
easat-5088	192	1	these	these	DET
easat-5088	192	2	inhaler	inhaler	NOUN
easat-5088	192	3	-	-	PUNCT
easat-5088	192	4	use	use	NOUN
easat-5088	192	5	tracking	tracking	NOUN
easat-5088	192	6	systems	system	NOUN
easat-5088	192	7	use	use	NOUN
easat-5088	192	8	ai	ai	VERB
easat-5088	192	9	to	to	PART
easat-5088	192	10	find	find	VERB
easat-5088	192	11	unusual	unusual	ADJ
easat-5088	192	12	usage	usage	NOUN
easat-5088	192	13	patterns	pattern	NOUN
easat-5088	192	14	.	.	PUNCT
easat-5088	193	1	this	this	PRON
easat-5088	193	2	may	may	AUX
easat-5088	193	3	indicate	indicate	VERB
easat-5088	193	4	worsening	worsen	VERB
easat-5088	193	5	symptoms	symptom	NOUN
easat-5088	193	6	.	.	PUNCT
easat-5088	194	1	it	it	PRON
easat-5088	194	2	enables	enable	VERB
easat-5088	194	3	timely	timely	ADJ
easat-5088	194	4	intervention	intervention	NOUN
easat-5088	194	5	.	.	PUNCT
easat-5088	195	1	all	all	DET
easat-5088	195	2	2359	2359	NUM
easat-5088	195	3	edelweiss	edelweiss	PROPN
easat-5088	195	4	applied	apply	VERB
easat-5088	195	5	science	science	NOUN
easat-5088	195	6	and	and	CCONJ
easat-5088	195	7	technology	technology	NOUN
easat-5088	195	8	issn	issn	PROPN
easat-5088	195	9	:	:	PUNCT
easat-5088	195	10	2576	2576	NUM
easat-5088	195	11	-	-	SYM
easat-5088	195	12	8484	8484	NUM
easat-5088	195	13	vol	vol	NOUN
easat-5088	195	14	.	.	PROPN
easat-5088	196	1	9	9	NUM
easat-5088	196	2	,	,	PUNCT
easat-5088	196	3	no	no	INTJ
easat-5088	196	4	.	.	NOUN
easat-5088	196	5	2	2	NUM
easat-5088	196	6	:	:	PUNCT
easat-5088	196	7	2353	2353	NUM
easat-5088	196	8	-	-	SYM
easat-5088	196	9	2365	2365	NUM
easat-5088	196	10	,	,	PUNCT
easat-5088	196	11	2025	2025	NUM
easat-5088	196	12	doi	doi	NOUN
easat-5088	196	13	:	:	PUNCT
easat-5088	196	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	196	15	©	©	ADP
easat-5088	196	16	2025	2025	NUM
easat-5088	196	17	by	by	ADP
easat-5088	196	18	the	the	DET
easat-5088	196	19	author	author	NOUN
easat-5088	196	20	;	;	PUNCT
easat-5088	196	21	licensee	licensee	PROPN
easat-5088	196	22	learning	learning	NOUN
easat-5088	196	23	gate	gate	VERB
easat-5088	196	24	these	these	DET
easat-5088	196	25	data	data	NOUN
easat-5088	196	26	-	-	PUNCT
easat-5088	196	27	driven	drive	VERB
easat-5088	196	28	tools	tool	NOUN
easat-5088	196	29	offer	offer	VERB
easat-5088	196	30	a	a	DET
easat-5088	196	31	wider	wide	ADJ
easat-5088	196	32	picture	picture	NOUN
easat-5088	196	33	of	of	ADP
easat-5088	196	34	symptoms	symptom	NOUN
easat-5088	196	35	and	and	CCONJ
easat-5088	196	36	triggers	trigger	NOUN
easat-5088	196	37	,	,	PUNCT
easat-5088	196	38	thus	thus	ADV
easat-5088	196	39	allowing	allow	VERB
easat-5088	196	40	much	much	ADV
easat-5088	196	41	easier	easy	ADJ
easat-5088	196	42	clinician	clinician	ADJ
easat-5088	196	43	-	-	PUNCT
easat-5088	196	44	patient	patient	NOUN
easat-5088	196	45	collaboration	collaboration	NOUN
easat-5088	196	46	and	and	CCONJ
easat-5088	196	47	management	management	NOUN
easat-5088	196	48	effectiveness	effectiveness	NOUN
easat-5088	196	49	beyond	beyond	ADP
easat-5088	196	50	ordinary	ordinary	ADJ
easat-5088	196	51	clinical	clinical	ADJ
easat-5088	196	52	visits	visit	NOUN
easat-5088	197	1	[	[	X
easat-5088	197	2	38	38	NUM
easat-5088	197	3	,	,	PUNCT
easat-5088	197	4	39	39	NUM
easat-5088	197	5	]	]	PUNCT
easat-5088	197	6	.	.	PUNCT
easat-5088	198	1	4.3	4.3	NUM
easat-5088	198	2	.	.	PUNCT
easat-5088	198	3	big	big	ADJ
easat-5088	198	4	data	datum	NOUN
easat-5088	198	5	in	in	ADP
easat-5088	198	6	allergy	allergy	NOUN
easat-5088	198	7	and	and	CCONJ
easat-5088	198	8	immunology	immunology	NOUN
easat-5088	198	9	,	,	PUNCT
easat-5088	198	10	big	big	ADJ
easat-5088	198	11	data	datum	NOUN
easat-5088	198	12	generates	generate	VERB
easat-5088	198	13	large	large	ADJ
easat-5088	198	14	volumes	volume	NOUN
easat-5088	198	15	of	of	ADP
easat-5088	198	16	complex	complex	ADJ
easat-5088	198	17	,	,	PUNCT
easat-5088	198	18	multidimensional	multidimensional	ADJ
easat-5088	198	19	information	information	NOUN
easat-5088	198	20	.	.	PUNCT
easat-5088	199	1	one	one	NUM
easat-5088	199	2	prediction	prediction	NOUN
easat-5088	199	3	model	model	NOUN
easat-5088	199	4	using	use	VERB
easat-5088	199	5	big	big	ADJ
easat-5088	199	6	data	datum	NOUN
easat-5088	199	7	to	to	PART
easat-5088	199	8	assess	assess	VERB
easat-5088	199	9	asthma	asthma	NOUN
easat-5088	199	10	emergency	emergency	PROPN
easat-5088	199	11	department	department	PROPN
easat-5088	199	12	visits	visit	NOUN
easat-5088	199	13	had	have	VERB
easat-5088	199	14	good	good	ADJ
easat-5088	199	15	accuracy	accuracy	NOUN
easat-5088	199	16	[	[	X
easat-5088	199	17	40	40	NUM
easat-5088	199	18	]	]	PUNCT
easat-5088	199	19	.	.	PUNCT
easat-5088	200	1	big	big	ADJ
easat-5088	200	2	data	datum	NOUN
easat-5088	200	3	can	can	AUX
easat-5088	200	4	be	be	AUX
easat-5088	200	5	obtained	obtain	VERB
easat-5088	200	6	from	from	ADP
easat-5088	200	7	genome	genome	NOUN
easat-5088	200	8	,	,	PUNCT
easat-5088	200	9	transcriptome	transcriptome	NOUN
easat-5088	200	10	,	,	PUNCT
easat-5088	200	11	epigenome	epigenome	NOUN
easat-5088	200	12	,	,	PUNCT
easat-5088	200	13	microbiome	microbiome	NOUN
easat-5088	200	14	,	,	PUNCT
easat-5088	200	15	and	and	CCONJ
easat-5088	200	16	metabolome	metabolome	NOUN
easat-5088	200	17	studies	study	NOUN
easat-5088	200	18	.	.	PUNCT
easat-5088	201	1	recently	recently	ADV
easat-5088	201	2	,	,	PUNCT
easat-5088	201	3	a	a	DET
easat-5088	201	4	study	study	NOUN
easat-5088	201	5	protocol	protocol	NOUN
easat-5088	201	6	for	for	ADP
easat-5088	201	7	the	the	DET
easat-5088	201	8	estimation	estimation	NOUN
easat-5088	201	9	of	of	ADP
easat-5088	201	10	the	the	DET
easat-5088	201	11	prevalence	prevalence	NOUN
easat-5088	201	12	of	of	ADP
easat-5088	201	13	severe	severe	ADJ
easat-5088	201	14	asthma	asthma	NOUN
easat-5088	201	15	using	use	VERB
easat-5088	201	16	big	big	ADJ
easat-5088	201	17	data	datum	NOUN
easat-5088	201	18	methods	method	NOUN
easat-5088	201	19	was	be	AUX
easat-5088	201	20	published	publish	VERB
easat-5088	201	21	.	.	PUNCT
easat-5088	202	1	similarly	similarly	ADV
easat-5088	202	2	,	,	PUNCT
easat-5088	202	3	there	there	PRON
easat-5088	202	4	is	be	VERB
easat-5088	202	5	an	an	DET
easat-5088	202	6	increasing	increase	VERB
easat-5088	202	7	need	need	NOUN
easat-5088	202	8	to	to	PART
easat-5088	202	9	integrate	integrate	VERB
easat-5088	202	10	large	large	ADJ
easat-5088	202	11	cohorts	cohort	NOUN
easat-5088	202	12	'	'	PART
easat-5088	202	13	big	big	ADJ
easat-5088	202	14	data	datum	NOUN
easat-5088	202	15	using	use	VERB
easat-5088	202	16	the	the	DET
easat-5088	202	17	approaches	approach	NOUN
easat-5088	202	18	of	of	ADP
easat-5088	202	19	machine	machine	NOUN
easat-5088	202	20	learning	learn	VERB
easat-5088	202	21	to	to	PART
easat-5088	202	22	identify	identify	VERB
easat-5088	202	23	disease	disease	NOUN
easat-5088	202	24	biomarkers	biomarker	NOUN
easat-5088	202	25	and	and	CCONJ
easat-5088	202	26	characterize	characterize	VERB
easat-5088	202	27	molecular	molecular	ADJ
easat-5088	202	28	phenotypes	phenotype	NOUN
easat-5088	202	29	/	/	SYM
easat-5088	202	30	endotypes	endotype	NOUN
easat-5088	202	31	that	that	PRON
easat-5088	202	32	define	define	VERB
easat-5088	202	33	precision	precision	NOUN
easat-5088	202	34	medicine	medicine	NOUN
easat-5088	202	35	approaches	approach	NOUN
easat-5088	202	36	.	.	PUNCT
easat-5088	203	1	researchers	researcher	NOUN
easat-5088	203	2	have	have	AUX
easat-5088	203	3	analyzed	analyze	VERB
easat-5088	203	4	large	large	ADJ
easat-5088	203	5	datasets	dataset	NOUN
easat-5088	203	6	and	and	CCONJ
easat-5088	203	7	developed	develop	VERB
easat-5088	203	8	ml	ml	NOUN
easat-5088	203	9	models	model	NOUN
easat-5088	203	10	that	that	PRON
easat-5088	203	11	can	can	AUX
easat-5088	203	12	identify	identify	VERB
easat-5088	203	13	new	new	ADJ
easat-5088	203	14	copd	copd	NOUN
easat-5088	203	15	and	and	CCONJ
easat-5088	203	16	asthma	asthma	NOUN
easat-5088	203	17	phenotypes	phenotype	NOUN
easat-5088	203	18	.	.	PUNCT
easat-5088	204	1	traditional	traditional	ADJ
easat-5088	204	2	methods	method	NOUN
easat-5088	204	3	can	can	AUX
easat-5088	204	4	not	not	PART
easat-5088	204	5	distinguish	distinguish	VERB
easat-5088	204	6	these	these	DET
easat-5088	204	7	phenotypes	phenotype	NOUN
easat-5088	204	8	.	.	PUNCT
easat-5088	205	1	this	this	DET
easat-5088	205	2	work	work	NOUN
easat-5088	205	3	opens	open	VERB
easat-5088	205	4	the	the	DET
easat-5088	205	5	door	door	NOUN
easat-5088	205	6	to	to	ADP
easat-5088	205	7	personalized	personalized	ADJ
easat-5088	205	8	treatments	treatment	NOUN
easat-5088	205	9	.	.	PUNCT
easat-5088	206	1	personal	personal	ADJ
easat-5088	206	2	health	health	NOUN
easat-5088	206	3	profiles	profile	NOUN
easat-5088	206	4	captured	capture	VERB
easat-5088	206	5	by	by	ADP
easat-5088	206	6	individuals	individual	NOUN
easat-5088	206	7	through	through	ADP
easat-5088	206	8	mhealth	mhealth	NOUN
easat-5088	206	9	technology	technology	NOUN
easat-5088	206	10	may	may	AUX
easat-5088	206	11	add	add	VERB
easat-5088	206	12	another	another	DET
easat-5088	206	13	big	big	ADJ
easat-5088	206	14	data	data	NOUN
easat-5088	206	15	dimension	dimension	NOUN
easat-5088	206	16	to	to	ADP
easat-5088	206	17	clinical	clinical	ADJ
easat-5088	206	18	trials	trial	NOUN
easat-5088	206	19	with	with	ADP
easat-5088	206	20	deeper	deep	ADJ
easat-5088	206	21	phenotyping	phenotyping	NOUN
easat-5088	206	22	and	and	CCONJ
easat-5088	206	23	real	real	ADJ
easat-5088	206	24	-	-	PUNCT
easat-5088	206	25	time	time	NOUN
easat-5088	206	26	exposome	exposome	NOUN
easat-5088	206	27	profiling	profiling	NOUN
easat-5088	206	28	[	[	X
easat-5088	206	29	41	41	NUM
easat-5088	206	30	,	,	PUNCT
easat-5088	206	31	42	42	NUM
easat-5088	206	32	]	]	PUNCT
easat-5088	206	33	.	.	PUNCT
easat-5088	207	1	4.4	4.4	NUM
easat-5088	207	2	.	.	PUNCT
easat-5088	208	1	telemedicine	telemedicine	NOUN
easat-5088	208	2	telemedicine	telemedicine	NOUN
easat-5088	208	3	is	be	AUX
easat-5088	208	4	fast	fast	ADV
easat-5088	208	5	emerging	emerge	VERB
easat-5088	208	6	as	as	ADP
easat-5088	208	7	the	the	DET
easat-5088	208	8	convenient	convenient	ADJ
easat-5088	208	9	method	method	NOUN
easat-5088	208	10	of	of	ADP
easat-5088	208	11	accessing	access	VERB
easat-5088	208	12	medical	medical	ADJ
easat-5088	208	13	services	service	NOUN
easat-5088	208	14	across	across	ADP
easat-5088	208	15	the	the	DET
easat-5088	208	16	world	world	NOUN
easat-5088	208	17	.	.	PUNCT
easat-5088	209	1	for	for	ADP
easat-5088	209	2	example	example	NOUN
easat-5088	209	3	,	,	PUNCT
easat-5088	209	4	in	in	ADP
easat-5088	209	5	2019	2019	NUM
easat-5088	209	6	alone	alone	ADV
easat-5088	209	7	,	,	PUNCT
easat-5088	209	8	a	a	DET
easat-5088	209	9	massive	massive	ADJ
easat-5088	209	10	health	health	NOUN
easat-5088	209	11	system	system	NOUN
easat-5088	209	12	in	in	ADP
easat-5088	209	13	the	the	DET
easat-5088	209	14	united	united	PROPN
easat-5088	209	15	states	states	PROPN
easat-5088	209	16	-	-	PUNCT
easat-5088	209	17	the	the	DET
easat-5088	209	18	cleveland	cleveland	NOUN
easat-5088	209	19	clinicconcluded	clinicconclude	VERB
easat-5088	209	20	41,000	41,000	NUM
easat-5088	209	21	virtual	virtual	ADJ
easat-5088	209	22	visits	visit	NOUN
easat-5088	209	23	under	under	ADP
easat-5088	209	24	all	all	DET
easat-5088	209	25	medical	medical	ADJ
easat-5088	209	26	specialties	specialty	NOUN
easat-5088	209	27	.	.	PUNCT
easat-5088	210	1	in	in	ADP
easat-5088	210	2	fact	fact	NOUN
easat-5088	210	3	,	,	PUNCT
easat-5088	210	4	just	just	ADV
easat-5088	210	5	six	six	NUM
easat-5088	210	6	months	month	NOUN
easat-5088	210	7	into	into	ADP
easat-5088	210	8	2020	2020	NUM
easat-5088	210	9	,	,	PUNCT
easat-5088	210	10	the	the	DET
easat-5088	210	11	number	number	NOUN
easat-5088	210	12	of	of	ADP
easat-5088	210	13	virtual	virtual	ADJ
easat-5088	210	14	visits	visit	NOUN
easat-5088	210	15	reached	reach	VERB
easat-5088	210	16	over	over	ADP
easat-5088	210	17	500,000	500,000	NUM
easat-5088	210	18	[	[	X
easat-5088	210	19	43	43	NUM
easat-5088	210	20	]	]	PUNCT
easat-5088	210	21	.	.	PUNCT
easat-5088	211	1	there	there	PRON
easat-5088	211	2	are	be	VERB
easat-5088	211	3	studies	study	NOUN
easat-5088	211	4	that	that	PRON
easat-5088	211	5	prove	prove	VERB
easat-5088	211	6	telemedicine	telemedicine	NOUN
easat-5088	211	7	is	be	AUX
easat-5088	211	8	similar	similar	ADJ
easat-5088	211	9	to	to	ADP
easat-5088	211	10	in	in	ADP
easat-5088	211	11	-	-	PUNCT
easat-5088	211	12	person	person	NOUN
easat-5088	211	13	visits	visit	NOUN
easat-5088	211	14	for	for	ADP
easat-5088	211	15	the	the	DET
easat-5088	211	16	outpatient	outpatient	NOUN
easat-5088	211	17	management	management	NOUN
easat-5088	211	18	of	of	ADP
easat-5088	211	19	asthma	asthma	NOUN
easat-5088	211	20	[	[	X
easat-5088	211	21	34	34	NUM
easat-5088	211	22	]	]	PUNCT
easat-5088	211	23	.	.	PUNCT
easat-5088	212	1	a	a	DET
easat-5088	212	2	study	study	NOUN
easat-5088	212	3	consisting	consist	VERB
easat-5088	212	4	of	of	ADP
easat-5088	212	5	169	169	NUM
easat-5088	212	6	children	child	NOUN
easat-5088	212	7	with	with	ADP
easat-5088	212	8	asthma	asthma	NOUN
easat-5088	212	9	compared	compare	VERB
easat-5088	212	10	disease	disease	NOUN
easat-5088	212	11	control	control	NOUN
easat-5088	212	12	and	and	CCONJ
easat-5088	212	13	patients	patient	NOUN
easat-5088	212	14	’	'	PUNCT
easat-5088	212	15	satisfaction	satisfaction	NOUN
easat-5088	212	16	after	after	ADP
easat-5088	212	17	6	6	NUM
easat-5088	212	18	months	month	NOUN
easat-5088	212	19	of	of	ADP
easat-5088	212	20	in	in	ADP
easat-5088	212	21	-	-	PUNCT
easat-5088	212	22	person	person	NOUN
easat-5088	212	23	visits	visit	NOUN
easat-5088	212	24	or	or	CCONJ
easat-5088	212	25	telemedicine	telemedicine	NOUN
easat-5088	212	26	care	care	NOUN
easat-5088	212	27	and	and	CCONJ
easat-5088	212	28	found	find	VERB
easat-5088	212	29	them	they	PRON
easat-5088	212	30	to	to	PART
easat-5088	212	31	be	be	AUX
easat-5088	212	32	the	the	DET
easat-5088	212	33	same	same	ADJ
easat-5088	212	34	.	.	PUNCT
easat-5088	213	1	ai	ai	AUX
easat-5088	213	2	-	-	PUNCT
easat-5088	213	3	powered	power	VERB
easat-5088	213	4	telemedicine	telemedicine	NOUN
easat-5088	213	5	platforms	platform	NOUN
easat-5088	213	6	use	use	VERB
easat-5088	213	7	predictive	predictive	ADJ
easat-5088	213	8	analytics	analytic	NOUN
easat-5088	213	9	in	in	ADP
easat-5088	213	10	which	which	PRON
easat-5088	213	11	patient	patient	NOUN
easat-5088	213	12	-	-	PUNCT
easat-5088	213	13	reported	report	VERB
easat-5088	213	14	data	datum	NOUN
easat-5088	213	15	are	be	AUX
easat-5088	213	16	analyze	analyze	ADJ
easat-5088	213	17	for	for	ADP
easat-5088	213	18	patterns	pattern	NOUN
easat-5088	213	19	.	.	PUNCT
easat-5088	214	1	this	this	PRON
easat-5088	214	2	helps	help	VERB
easat-5088	214	3	clinicians	clinician	NOUN
easat-5088	214	4	spot	spot	NOUN
easat-5088	214	5	changes	change	NOUN
easat-5088	214	6	in	in	ADP
easat-5088	214	7	disease	disease	NOUN
easat-5088	214	8	status	status	NOUN
easat-5088	214	9	which	which	PRON
easat-5088	214	10	leads	lead	VERB
easat-5088	214	11	to	to	ADP
easat-5088	214	12	quicker	quick	ADJ
easat-5088	214	13	interventions	intervention	NOUN
easat-5088	214	14	and	and	CCONJ
easat-5088	214	15	better	well	ADJ
easat-5088	214	16	health	health	NOUN
easat-5088	214	17	outcomes	outcome	NOUN
easat-5088	214	18	.	.	PUNCT
easat-5088	215	1	there	there	PRON
easat-5088	215	2	are	be	VERB
easat-5088	215	3	also	also	ADV
easat-5088	215	4	surveys	survey	NOUN
easat-5088	215	5	that	that	PRON
easat-5088	215	6	found	find	VERB
easat-5088	215	7	out	out	ADP
easat-5088	215	8	that	that	SCONJ
easat-5088	215	9	patients	patient	NOUN
easat-5088	215	10	and	and	CCONJ
easat-5088	215	11	allergists	allergist	NOUN
easat-5088	215	12	tend	tend	VERB
easat-5088	215	13	to	to	PART
easat-5088	215	14	be	be	AUX
easat-5088	215	15	as	as	ADV
easat-5088	215	16	satisfied	satisfied	ADJ
easat-5088	215	17	with	with	ADP
easat-5088	215	18	telemedicine	telemedicine	NOUN
easat-5088	215	19	,	,	PUNCT
easat-5088	215	20	or	or	CCONJ
easat-5088	215	21	even	even	ADV
easat-5088	215	22	prefer	prefer	VERB
easat-5088	215	23	it	it	PRON
easat-5088	215	24	to	to	ADP
easat-5088	215	25	in	in	ADP
easat-5088	215	26	-	-	PUNCT
easat-5088	215	27	person	person	NOUN
easat-5088	215	28	visits	visit	NOUN
easat-5088	215	29	[	[	X
easat-5088	215	30	44	44	NUM
easat-5088	215	31	,	,	PUNCT
easat-5088	215	32	45	45	NUM
easat-5088	215	33	]	]	PUNCT
easat-5088	215	34	.	.	PUNCT
easat-5088	216	1	due	due	ADP
easat-5088	216	2	to	to	ADP
easat-5088	216	3	the	the	DET
easat-5088	216	4	covid-19	covid-19	PROPN
easat-5088	216	5	pandemic	pandemic	NOUN
easat-5088	216	6	,	,	PUNCT
easat-5088	216	7	telemedicine	telemedicine	NOUN
easat-5088	216	8	has	have	AUX
easat-5088	216	9	now	now	ADV
easat-5088	216	10	become	become	VERB
easat-5088	216	11	an	an	DET
easat-5088	216	12	important	important	ADJ
easat-5088	216	13	part	part	NOUN
easat-5088	216	14	of	of	ADP
easat-5088	216	15	daily	daily	ADJ
easat-5088	216	16	practice	practice	NOUN
easat-5088	216	17	by	by	ADP
easat-5088	216	18	allergy	allergy	NOUN
easat-5088	216	19	and	and	CCONJ
easat-5088	216	20	immunology	immunology	NOUN
easat-5088	216	21	clinics	clinic	NOUN
easat-5088	216	22	worldwide	worldwide	ADV
easat-5088	216	23	[	[	X
easat-5088	216	24	46	46	NUM
easat-5088	216	25	]	]	PUNCT
easat-5088	216	26	.	.	PUNCT
easat-5088	217	1	telemedicine	telemedicine	NOUN
easat-5088	217	2	could	could	AUX
easat-5088	217	3	be	be	AUX
easat-5088	217	4	of	of	ADP
easat-5088	217	5	much	much	ADJ
easat-5088	217	6	help	help	NOUN
easat-5088	217	7	to	to	PART
easat-5088	217	8	deliver	deliver	VERB
easat-5088	217	9	proper	proper	ADJ
easat-5088	217	10	speciality	speciality	NOUN
easat-5088	217	11	care	care	NOUN
easat-5088	217	12	for	for	ADP
easat-5088	217	13	allergic	allergic	ADJ
easat-5088	217	14	conditions	condition	NOUN
easat-5088	217	15	in	in	ADP
easat-5088	217	16	rural	rural	ADJ
easat-5088	217	17	communities	community	NOUN
easat-5088	217	18	,	,	PUNCT
easat-5088	217	19	where	where	SCONJ
easat-5088	217	20	in	in	ADP
easat-5088	217	21	-	-	PUNCT
easat-5088	217	22	person	person	NOUN
easat-5088	217	23	visits	visit	NOUN
easat-5088	217	24	are	be	AUX
easat-5088	217	25	not	not	PART
easat-5088	217	26	feasible	feasible	ADJ
easat-5088	217	27	due	due	ADP
easat-5088	217	28	to	to	ADP
easat-5088	217	29	shortage	shortage	NOUN
easat-5088	217	30	of	of	ADP
easat-5088	217	31	resources	resource	NOUN
easat-5088	217	32	[	[	X
easat-5088	217	33	47	47	NUM
easat-5088	217	34	]	]	PUNCT
easat-5088	217	35	.	.	PUNCT
easat-5088	218	1	even	even	ADV
easat-5088	218	2	in	in	ADP
easat-5088	218	3	the	the	DET
easat-5088	218	4	usa	usa	PROPN
easat-5088	218	5	,	,	PUNCT
easat-5088	218	6	where	where	SCONJ
easat-5088	218	7	private	private	ADJ
easat-5088	218	8	practice	practice	NOUN
easat-5088	218	9	is	be	AUX
easat-5088	218	10	the	the	DET
easat-5088	218	11	most	most	ADV
easat-5088	218	12	common	common	ADJ
easat-5088	218	13	,	,	PUNCT
easat-5088	218	14	there	there	PRON
easat-5088	218	15	are	be	VERB
easat-5088	218	16	still	still	ADV
easat-5088	218	17	quite	quite	DET
easat-5088	218	18	a	a	DET
easat-5088	218	19	few	few	ADJ
easat-5088	218	20	policy	policy	NOUN
easat-5088	218	21	barriers	barrier	NOUN
easat-5088	218	22	,	,	PUNCT
easat-5088	218	23	like	like	ADP
easat-5088	218	24	a	a	DET
easat-5088	218	25	fragmented	fragmented	ADJ
easat-5088	218	26	reimbursement	reimbursement	NOUN
easat-5088	218	27	system	system	NOUN
easat-5088	218	28	,	,	PUNCT
easat-5088	218	29	which	which	PRON
easat-5088	218	30	challenge	challenge	VERB
easat-5088	218	31	the	the	DET
easat-5088	218	32	wider	wide	ADJ
easat-5088	218	33	spread	spread	NOUN
easat-5088	218	34	.	.	PUNCT
easat-5088	219	1	ai	ai	VERB
easat-5088	219	2	-	-	PUNCT
easat-5088	219	3	driven	drive	VERB
easat-5088	219	4	remote	remote	ADJ
easat-5088	219	5	monitoring	monitoring	NOUN
easat-5088	219	6	tools	tool	NOUN
easat-5088	219	7	can	can	AUX
easat-5088	219	8	be	be	AUX
easat-5088	219	9	beneficial	beneficial	ADJ
easat-5088	219	10	for	for	ADP
easat-5088	219	11	this	this	PRON
easat-5088	219	12	.	.	PUNCT
easat-5088	220	1	they	they	PRON
easat-5088	220	2	provide	provide	VERB
easat-5088	220	3	personalized	personalized	ADJ
easat-5088	220	4	care	care	NOUN
easat-5088	220	5	and	and	CCONJ
easat-5088	220	6	timely	timely	ADJ
easat-5088	220	7	interventions	intervention	NOUN
easat-5088	220	8	which	which	PRON
easat-5088	220	9	could	could	AUX
easat-5088	220	10	reduce	reduce	VERB
easat-5088	220	11	the	the	DET
easat-5088	220	12	burden	burden	NOUN
easat-5088	220	13	on	on	ADP
easat-5088	220	14	healthcare	healthcare	PROPN
easat-5088	220	15	infrastructure	infrastructure	NOUN
easat-5088	220	16	.	.	PUNCT
easat-5088	221	1	in	in	ADP
easat-5088	221	2	the	the	DET
easat-5088	221	3	near	near	ADJ
easat-5088	221	4	future	future	NOUN
easat-5088	221	5	,	,	PUNCT
easat-5088	221	6	when	when	SCONJ
easat-5088	221	7	combined	combine	VERB
easat-5088	221	8	with	with	ADP
easat-5088	221	9	device	device	NOUN
easat-5088	221	10	sensor	sensor	NOUN
easat-5088	221	11	input	input	NOUN
easat-5088	221	12	,	,	PUNCT
easat-5088	221	13	electronic	electronic	ADJ
easat-5088	221	14	health	health	NOUN
easat-5088	221	15	records	record	NOUN
easat-5088	221	16	and	and	CCONJ
easat-5088	221	17	big	big	ADJ
easat-5088	221	18	data	datum	NOUN
easat-5088	221	19	artificial	artificial	ADJ
easat-5088	221	20	intelligence(ai	intelligence(ai	NOUN
easat-5088	221	21	)	)	PUNCT
easat-5088	221	22	,	,	PUNCT
easat-5088	221	23	telemedicine	telemedicine	NOUN
easat-5088	221	24	will	will	AUX
easat-5088	221	25	likely	likely	ADV
easat-5088	221	26	make	make	VERB
easat-5088	221	27	transformational	transformational	ADJ
easat-5088	221	28	changes	change	NOUN
easat-5088	221	29	in	in	ADP
easat-5088	221	30	how	how	SCONJ
easat-5088	221	31	allergy	allergy	NOUN
easat-5088	221	32	care	care	NOUN
easat-5088	221	33	is	be	AUX
easat-5088	221	34	delivered	deliver	VERB
easat-5088	221	35	[	[	PUNCT
easat-5088	221	36	48	48	NUM
easat-5088	221	37	]	]	PUNCT
easat-5088	221	38	.	.	PUNCT
easat-5088	222	1	several	several	ADJ
easat-5088	222	2	research	research	NOUN
easat-5088	222	3	works	work	NOUN
easat-5088	222	4	have	have	AUX
easat-5088	222	5	been	be	AUX
easat-5088	222	6	conducted	conduct	VERB
easat-5088	222	7	to	to	PART
easat-5088	222	8	determine	determine	VERB
easat-5088	222	9	the	the	DET
easat-5088	222	10	severity	severity	NOUN
easat-5088	222	11	and	and	CCONJ
easat-5088	222	12	to	to	PART
easat-5088	222	13	predict	predict	VERB
easat-5088	222	14	future	future	ADJ
easat-5088	222	15	exacerbations	exacerbation	NOUN
easat-5088	222	16	in	in	ADP
easat-5088	222	17	patients	patient	NOUN
easat-5088	222	18	with	with	ADP
easat-5088	222	19	chronic	chronic	ADJ
easat-5088	222	20	obstructive	obstructive	ADJ
easat-5088	222	21	pulmonary	pulmonary	ADJ
easat-5088	222	22	disease(copd	disease(copd	PROPN
easat-5088	222	23	)	)	PUNCT
easat-5088	222	24	using	use	VERB
easat-5088	222	25	artificial	artificial	ADJ
easat-5088	222	26	intelligence(ai	intelligence(ai	NOUN
easat-5088	222	27	)	)	PUNCT
easat-5088	223	1	[	[	X
easat-5088	223	2	49	49	NUM
easat-5088	223	3	,	,	PUNCT
easat-5088	223	4	50	50	NUM
easat-5088	223	5	]	]	PUNCT
easat-5088	223	6	.	.	PUNCT
easat-5088	224	1	this	this	PRON
easat-5088	224	2	is	be	AUX
easat-5088	224	3	done	do	VERB
easat-5088	224	4	by	by	ADP
easat-5088	224	5	feeding	feed	VERB
easat-5088	224	6	data	datum	NOUN
easat-5088	224	7	from	from	ADP
easat-5088	224	8	patients	patient	NOUN
easat-5088	224	9	'	'	PART
easat-5088	224	10	health	health	NOUN
easat-5088	224	11	record	record	NOUN
easat-5088	224	12	,	,	PUNCT
easat-5088	224	13	self	self	NOUN
easat-5088	224	14	-	-	PUNCT
easat-5088	224	15	reported	report	VERB
easat-5088	224	16	symptoms	symptom	NOUN
easat-5088	224	17	by	by	ADP
easat-5088	224	18	patients	patient	NOUN
easat-5088	224	19	,	,	PUNCT
easat-5088	224	20	monitoring	monitor	VERB
easat-5088	224	21	certain	certain	ADJ
easat-5088	224	22	parameters	parameter	NOUN
easat-5088	224	23	using	use	VERB
easat-5088	224	24	sensor	sensor	NOUN
easat-5088	224	25	-	-	PUNCT
easat-5088	224	26	enabled	enable	VERB
easat-5088	224	27	devices	device	NOUN
easat-5088	224	28	,	,	PUNCT
easat-5088	224	29	using	use	VERB
easat-5088	224	30	mobile	mobile	ADJ
easat-5088	224	31	applications	application	NOUN
easat-5088	224	32	,	,	PUNCT
easat-5088	224	33	or	or	CCONJ
easat-5088	224	34	computer	computer	NOUN
easat-5088	224	35	software	software	NOUN
easat-5088	224	36	.	.	PUNCT
easat-5088	225	1	in	in	ADP
easat-5088	225	2	one	one	NUM
easat-5088	225	3	study	study	NOUN
easat-5088	225	4	,	,	PUNCT
easat-5088	225	5	the	the	DET
easat-5088	225	6	study	study	NOUN
easat-5088	225	7	was	be	AUX
easat-5088	225	8	conducted	conduct	VERB
easat-5088	225	9	on	on	ADP
easat-5088	225	10	the	the	DET
easat-5088	225	11	patients	patient	NOUN
easat-5088	225	12	'	'	PART
easat-5088	225	13	breath	breath	NOUN
easat-5088	225	14	sounds	sound	NOUN
easat-5088	225	15	that	that	PRON
easat-5088	225	16	were	be	AUX
easat-5088	225	17	recorded	record	VERB
easat-5088	225	18	daily	daily	ADV
easat-5088	225	19	for	for	ADP
easat-5088	225	20	a	a	DET
easat-5088	225	21	period	period	NOUN
easat-5088	225	22	of	of	ADP
easat-5088	225	23	6	6	NUM
easat-5088	225	24	months	month	NOUN
easat-5088	225	25	using	use	VERB
easat-5088	225	26	telemonitoring	telemonitore	VERB
easat-5088	225	27	through	through	ADP
easat-5088	225	28	sensor	sensor	NOUN
easat-5088	225	29	devices	device	NOUN
easat-5088	225	30	.	.	PUNCT
easat-5088	226	1	these	these	PRON
easat-5088	226	2	were	be	AUX
easat-5088	226	3	analyzed	analyze	VERB
easat-5088	226	4	with	with	ADP
easat-5088	226	5	an	an	DET
easat-5088	226	6	ml	ml	NOUN
easat-5088	226	7	algorithm	algorithm	NOUN
easat-5088	226	8	.	.	PUNCT
easat-5088	227	1	it	it	PRON
easat-5088	227	2	had	have	VERB
easat-5088	227	3	an	an	DET
easat-5088	227	4	accuracy	accuracy	NOUN
easat-5088	227	5	rate	rate	NOUN
easat-5088	227	6	of	of	ADP
easat-5088	227	7	78	78	NUM
easat-5088	227	8	%	%	NOUN
easat-5088	227	9	for	for	ADP
easat-5088	227	10	detection	detection	NOUN
easat-5088	227	11	and	and	CCONJ
easat-5088	227	12	was	be	AUX
easat-5088	227	13	able	able	ADJ
easat-5088	227	14	to	to	PART
easat-5088	227	15	forecast	forecast	VERB
easat-5088	227	16	acute	acute	ADJ
easat-5088	227	17	exacerbation	exacerbation	NOUN
easat-5088	227	18	of	of	ADP
easat-5088	227	19	copd	copd	NOUN
easat-5088	227	20	on	on	ADP
easat-5088	227	21	average	average	ADJ
easat-5088	227	22	4.4	4.4	NUM
easat-5088	227	23	days	day	NOUN
easat-5088	227	24	in	in	ADP
easat-5088	227	25	advance	advance	NOUN
easat-5088	227	26	of	of	ADP
easat-5088	227	27	the	the	DET
easat-5088	227	28	onset	onset	NOUN
easat-5088	227	29	[	[	X
easat-5088	227	30	51	51	NUM
easat-5088	227	31	]	]	PUNCT
easat-5088	227	32	.	.	PUNCT
easat-5088	228	1	another	another	DET
easat-5088	228	2	study	study	NOUN
easat-5088	228	3	used	use	VERB
easat-5088	228	4	the	the	DET
easat-5088	228	5	ml	ml	PROPN
easat-5088	228	6	algorithm	algorithm	NOUN
easat-5088	228	7	to	to	PART
easat-5088	228	8	predict	predict	VERB
easat-5088	228	9	copd	copd	NOUN
easat-5088	228	10	exacerbations	exacerbation	NOUN
easat-5088	228	11	among	among	ADP
easat-5088	228	12	participants	participant	NOUN
easat-5088	228	13	in	in	ADP
easat-5088	228	14	the	the	DET
easat-5088	228	15	telepoc	telepoc	ADJ
easat-5088	228	16	program	program	NOUN
easat-5088	228	17	.	.	PUNCT
easat-5088	229	1	this	this	PRON
easat-5088	229	2	is	be	AUX
easat-5088	229	3	a	a	DET
easat-5088	229	4	telemedicine	telemedicine	NOUN
easat-5088	229	5	program	program	NOUN
easat-5088	229	6	for	for	ADP
easat-5088	229	7	patients	patient	NOUN
easat-5088	229	8	with	with	ADP
easat-5088	229	9	copd	copd	NOUN
easat-5088	229	10	.	.	PUNCT
easat-5088	230	1	the	the	DET
easat-5088	230	2	patients	patient	NOUN
easat-5088	230	3	provided	provide	VERB
easat-5088	230	4	the	the	DET
easat-5088	230	5	telepoc	telepoc	ADJ
easat-5088	230	6	database	database	NOUN
easat-5088	230	7	their	their	PRON
easat-5088	230	8	heart	heart	NOUN
easat-5088	230	9	rate	rate	NOUN
easat-5088	230	10	,	,	PUNCT
easat-5088	230	11	temperature	temperature	NOUN
easat-5088	230	12	,	,	PUNCT
easat-5088	230	13	oxygen	oxygen	NOUN
easat-5088	230	14	saturation	saturation	NOUN
easat-5088	230	15	,	,	PUNCT
easat-5088	230	16	breathing	breathing	NOUN
easat-5088	230	17	rate	rate	NOUN
easat-5088	230	18	,	,	PUNCT
easat-5088	230	19	number	number	NOUN
easat-5088	230	20	of	of	ADP
easat-5088	230	21	steps	step	NOUN
easat-5088	230	22	taken	take	VERB
easat-5088	230	23	,	,	PUNCT
easat-5088	230	24	and	and	CCONJ
easat-5088	230	25	a	a	DET
easat-5088	230	26	symptom	symptom	NOUN
easat-5088	230	27	questionnaire	questionnaire	NOUN
easat-5088	230	28	2360	2360	NUM
easat-5088	230	29	edelweiss	edelweiss	PROPN
easat-5088	230	30	applied	apply	VERB
easat-5088	230	31	science	science	NOUN
easat-5088	230	32	and	and	CCONJ
easat-5088	230	33	technology	technology	NOUN
easat-5088	230	34	issn	issn	PROPN
easat-5088	230	35	:	:	PUNCT
easat-5088	230	36	2576	2576	NUM
easat-5088	230	37	-	-	SYM
easat-5088	230	38	8484	8484	NUM
easat-5088	230	39	vol	vol	NOUN
easat-5088	230	40	.	.	PROPN
easat-5088	231	1	9	9	NUM
easat-5088	231	2	,	,	PUNCT
easat-5088	231	3	no	no	INTJ
easat-5088	231	4	.	.	NOUN
easat-5088	231	5	2	2	NUM
easat-5088	231	6	:	:	PUNCT
easat-5088	231	7	2353	2353	NUM
easat-5088	231	8	-	-	SYM
easat-5088	231	9	2365	2365	NUM
easat-5088	231	10	,	,	PUNCT
easat-5088	231	11	2025	2025	NUM
easat-5088	231	12	doi	doi	NOUN
easat-5088	231	13	:	:	PUNCT
easat-5088	231	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	231	15	©	©	ADP
easat-5088	231	16	2025	2025	NUM
easat-5088	231	17	by	by	ADP
easat-5088	231	18	the	the	DET
easat-5088	231	19	author	author	NOUN
easat-5088	231	20	;	;	PUNCT
easat-5088	231	21	licensee	licensee	PROPN
easat-5088	231	22	learning	learning	PROPN
easat-5088	231	23	gate	gate	PROPN
easat-5088	231	24	daily	daily	PROPN
easat-5088	231	25	.	.	PUNCT
easat-5088	232	1	based	base	VERB
easat-5088	232	2	on	on	ADP
easat-5088	232	3	these	these	DET
easat-5088	232	4	outcomes	outcome	NOUN
easat-5088	232	5	,	,	PUNCT
easat-5088	232	6	scientists	scientist	NOUN
easat-5088	232	7	established	establish	VERB
easat-5088	232	8	an	an	DET
easat-5088	232	9	alarm	alarm	NOUN
easat-5088	232	10	system	system	NOUN
easat-5088	232	11	in	in	ADP
easat-5088	232	12	terms	term	NOUN
easat-5088	232	13	of	of	ADP
easat-5088	232	14	exacerbation	exacerbation	NOUN
easat-5088	232	15	,	,	PUNCT
easat-5088	232	16	which	which	PRON
easat-5088	232	17	has	have	VERB
easat-5088	232	18	three	three	NUM
easat-5088	232	19	levels	level	NOUN
easat-5088	232	20	:	:	PUNCT
easat-5088	232	21	green	green	ADJ
easat-5088	232	22	,	,	PUNCT
easat-5088	232	23	yellow	yellow	ADJ
easat-5088	232	24	,	,	PUNCT
easat-5088	232	25	and	and	CCONJ
easat-5088	232	26	red	red	NOUN
easat-5088	232	27	that	that	PRON
easat-5088	232	28	can	can	AUX
easat-5088	232	29	predict	predict	VERB
easat-5088	232	30	exacerbation	exacerbation	NOUN
easat-5088	232	31	in	in	ADP
easat-5088	232	32	the	the	DET
easat-5088	232	33	next	next	ADJ
easat-5088	232	34	3	3	NUM
easat-5088	232	35	days	day	NOUN
easat-5088	232	36	with	with	ADP
easat-5088	232	37	a	a	DET
easat-5088	232	38	curve	curve	NOUN
easat-5088	232	39	of	of	ADP
easat-5088	232	40	0.87	0.87	NUM
easat-5088	232	41	.	.	PUNCT
easat-5088	232	42	table	table	NOUN
easat-5088	232	43	2	2	NUM
easat-5088	232	44	.	.	PUNCT
easat-5088	232	45	key	key	ADJ
easat-5088	232	46	outcomes	outcome	NOUN
easat-5088	232	47	of	of	ADP
easat-5088	232	48	ai	ai	PROPN
easat-5088	232	49	and	and	CCONJ
easat-5088	232	50	ml	ml	VERB
easat-5088	232	51	in	in	ADP
easat-5088	232	52	copd	copd	PROPN
easat-5088	232	53	and	and	CCONJ
easat-5088	232	54	asthma	asthma	PROPN
easat-5088	232	55	management	management	NOUN
easat-5088	232	56	.	.	PUNCT
easat-5088	233	1	area	area	NOUN
easat-5088	233	2	of	of	ADP
easat-5088	233	3	focus	focus	NOUN
easat-5088	233	4	ai	ai	VERB
easat-5088	233	5	/	/	SYM
easat-5088	233	6	ml	ml	NOUN
easat-5088	233	7	model	model	NOUN
easat-5088	233	8	used	use	VERB
easat-5088	233	9	dataset	dataset	NOUN
easat-5088	233	10	outcome	outcome	NOUN
easat-5088	233	11	accuracy	accuracy	NOUN
easat-5088	233	12	asthma	asthma	NOUN
easat-5088	233	13	classification	classification	NOUN
easat-5088	233	14	(	(	PUNCT
easat-5088	233	15	ehrs	ehrs	INTJ
easat-5088	233	16	)	)	PUNCT
easat-5088	233	17	nlp	nlp	NOUN
easat-5088	233	18	algorithm	algorithm	NOUN
easat-5088	233	19	clinical	clinical	ADJ
easat-5088	233	20	narratives	narrative	NOUN
easat-5088	233	21	from	from	ADP
easat-5088	233	22	ehrs	ehrs	PROPN
easat-5088	233	23	classified	classified	ADJ
easat-5088	233	24	asthma	asthma	NOUN
easat-5088	233	25	from	from	ADP
easat-5088	233	26	electronic	electronic	ADJ
easat-5088	233	27	health	health	NOUN
easat-5088	233	28	records	record	NOUN
easat-5088	233	29	.	.	PUNCT
easat-5088	234	1	not	not	PART
easat-5088	234	2	reported	report	VERB
easat-5088	234	3	asthma	asthma	NOUN
easat-5088	234	4	symptom	symptom	NOUN
easat-5088	234	5	tracking	tracking	PROPN
easat-5088	234	6	(	(	PUNCT
easat-5088	234	7	wearables	wearables	PROPN
easat-5088	234	8	&	&	CCONJ
easat-5088	234	9	apps	app	NOUN
easat-5088	234	10	)	)	PUNCT
easat-5088	234	11	mobile	mobile	ADJ
easat-5088	234	12	app	app	NOUN
easat-5088	234	13	algorithms	algorithms	PROPN
easat-5088	234	14	symptom	symptom	NOUN
easat-5088	234	15	logs	log	NOUN
easat-5088	234	16	,	,	PUNCT
easat-5088	234	17	trigger	trigger	NOUN
easat-5088	234	18	data	datum	NOUN
easat-5088	234	19	,	,	PUNCT
easat-5088	234	20	air	air	NOUN
easat-5088	234	21	quality	quality	NOUN
easat-5088	234	22	identified	identify	VERB
easat-5088	234	23	symptomtrigger	symptomtrigger	ADJ
easat-5088	234	24	relationships	relationship	NOUN
easat-5088	234	25	,	,	PUNCT
easat-5088	234	26	tracked	track	VERB
easat-5088	234	27	inhaler	inhaler	NOUN
easat-5088	234	28	use	use	NOUN
easat-5088	234	29	.	.	PUNCT
easat-5088	235	1	not	not	PART
easat-5088	235	2	reported	report	VERB
easat-5088	235	3	asthma	asthma	NOUN
easat-5088	235	4	management	management	NOUN
easat-5088	235	5	(	(	PUNCT
easat-5088	235	6	inhaler	inhaler	NOUN
easat-5088	235	7	use	use	NOUN
easat-5088	235	8	monitoring	monitoring	NOUN
easat-5088	235	9	)	)	PUNCT
easat-5088	235	10	sensor	sensor	NOUN
easat-5088	235	11	-	-	PUNCT
easat-5088	235	12	activated	activate	VERB
easat-5088	235	13	platform	platform	NOUN
easat-5088	235	14	sensor	sensor	NOUN
easat-5088	235	15	data	datum	NOUN
easat-5088	235	16	from	from	ADP
easat-5088	235	17	smart	smart	ADJ
easat-5088	235	18	inhalers	inhaler	NOUN
easat-5088	235	19	reduced	reduce	VERB
easat-5088	235	20	short	short	ADV
easat-5088	235	21	-	-	PUNCT
easat-5088	235	22	acting	act	VERB
easat-5088	235	23	beta	beta	NOUN
easat-5088	235	24	-	-	PUNCT
easat-5088	235	25	agonist	agonist	NOUN
easat-5088	235	26	use	use	NOUN
easat-5088	235	27	,	,	PUNCT
easat-5088	235	28	improved	improve	VERB
easat-5088	235	29	asthma	asthma	NOUN
easat-5088	235	30	control	control	NOUN
easat-5088	235	31	.	.	PUNCT
easat-5088	236	1	120	120	NUM
easat-5088	236	2	-	-	PUNCT
easat-5088	236	3	patient	patient	NOUN
easat-5088	236	4	study	study	NOUN
easat-5088	236	5	asthma	asthma	NOUN
easat-5088	236	6	emergency	emergency	NOUN
easat-5088	236	7	prediction	prediction	NOUN
easat-5088	236	8	big	big	ADJ
easat-5088	236	9	data	datum	NOUN
easat-5088	236	10	model	model	NOUN
easat-5088	236	11	large	large	ADJ
easat-5088	236	12	cohort	cohort	NOUN
easat-5088	236	13	studies	study	NOUN
easat-5088	236	14	,	,	PUNCT
easat-5088	236	15	omics	omics	PROPN
easat-5088	236	16	data	datum	NOUN
easat-5088	236	17	predicted	predict	VERB
easat-5088	236	18	emergency	emergency	NOUN
easat-5088	236	19	department	department	NOUN
easat-5088	236	20	visits	visit	NOUN
easat-5088	236	21	for	for	ADP
easat-5088	236	22	asthma	asthma	NOUN
easat-5088	236	23	patients	patient	NOUN
easat-5088	236	24	.	.	PUNCT
easat-5088	237	1	high	high	ADJ
easat-5088	237	2	accuracy	accuracy	NOUN
easat-5088	237	3	asthma	asthma	NOUN
easat-5088	237	4	telemedicine	telemedicine	NOUN
easat-5088	237	5	care	care	PROPN
easat-5088	237	6	video	video	NOUN
easat-5088	237	7	consultation	consultation	NOUN
easat-5088	237	8	tools	tool	NOUN
easat-5088	237	9	patient	patient	ADJ
easat-5088	237	10	symptoms	symptom	NOUN
easat-5088	237	11	,	,	PUNCT
easat-5088	237	12	clinician	clinician	ADJ
easat-5088	237	13	feedback	feedback	NOUN
easat-5088	237	14	care	care	NOUN
easat-5088	237	15	comparable	comparable	ADJ
easat-5088	237	16	to	to	AUX
easat-5088	237	17	inperson	inperson	VERB
easat-5088	237	18	visits	visit	NOUN
easat-5088	237	19	for	for	ADP
easat-5088	237	20	asthma	asthma	NOUN
easat-5088	237	21	;	;	PUNCT
easat-5088	237	22	increased	increase	VERB
easat-5088	237	23	access	access	NOUN
easat-5088	237	24	.	.	PUNCT
easat-5088	238	1	no	no	DET
easat-5088	238	2	significant	significant	ADJ
easat-5088	238	3	difference	difference	NOUN
easat-5088	238	4	copd	copd	NOUN
easat-5088	238	5	exacerbation	exacerbation	NOUN
easat-5088	238	6	prediction	prediction	NOUN
easat-5088	238	7	ml	ml	NOUN
easat-5088	238	8	model	model	NOUN
easat-5088	238	9	(	(	PUNCT
easat-5088	238	10	telepoc	telepoc	NOUN
easat-5088	238	11	)	)	PUNCT
easat-5088	238	12	vitals	vital	NOUN
easat-5088	238	13	(	(	PUNCT
easat-5088	238	14	heart	heart	NOUN
easat-5088	238	15	rate	rate	NOUN
easat-5088	238	16	,	,	PUNCT
easat-5088	238	17	o2	o2	PROPN
easat-5088	238	18	sat	sit	VERB
easat-5088	238	19	,	,	PUNCT
easat-5088	238	20	steps	step	NOUN
easat-5088	238	21	,	,	PUNCT
easat-5088	238	22	symptoms	symptom	NOUN
easat-5088	238	23	)	)	PUNCT
easat-5088	238	24	predicted	predict	VERB
easat-5088	238	25	copd	copd	NOUN
easat-5088	238	26	exacerbations	exacerbation	NOUN
easat-5088	238	27	3	3	NUM
easat-5088	238	28	days	day	NOUN
easat-5088	238	29	in	in	ADP
easat-5088	238	30	advance	advance	NOUN
easat-5088	238	31	.	.	PUNCT
easat-5088	239	1	auc	auc	NOUN
easat-5088	239	2	=	=	NUM
easat-5088	239	3	0.87	0.87	NUM
easat-5088	239	4	copd	copd	NOUN
easat-5088	239	5	exacerbation	exacerbation	NOUN
easat-5088	239	6	detection	detection	NOUN
easat-5088	239	7	sensor	sensor	NOUN
easat-5088	239	8	data	datum	NOUN
easat-5088	239	9	&	&	CCONJ
easat-5088	239	10	ml	ml	PROPN
easat-5088	239	11	model	model	NOUN
easat-5088	239	12	breath	breath	NOUN
easat-5088	239	13	sounds	sound	NOUN
easat-5088	239	14	recorded	record	VERB
easat-5088	239	15	over	over	ADP
easat-5088	239	16	6	6	NUM
easat-5088	239	17	months	month	NOUN
easat-5088	239	18	detected	detect	VERB
easat-5088	239	19	copd	copd	NOUN
easat-5088	239	20	exacerbation	exacerbation	NOUN
easat-5088	239	21	4.4	4.4	NUM
easat-5088	239	22	days	day	NOUN
easat-5088	239	23	before	before	ADP
easat-5088	239	24	onset	onset	NOUN
easat-5088	239	25	.	.	PUNCT
easat-5088	240	1	78	78	NUM
easat-5088	240	2	%	%	NOUN
easat-5088	240	3	accuracy	accuracy	NOUN
easat-5088	240	4	early	early	ADJ
easat-5088	240	5	copd	copd	NOUN
easat-5088	240	6	detection	detection	NOUN
easat-5088	240	7	graph	graph	NOUN
easat-5088	240	8	convolutional	convolutional	ADJ
easat-5088	240	9	network	network	NOUN
easat-5088	240	10	(	(	PUNCT
easat-5088	240	11	gcn	gcn	NOUN
easat-5088	240	12	)	)	PUNCT
easat-5088	240	13	ct	ct	NOUN
easat-5088	240	14	images	image	NOUN
easat-5088	240	15	from	from	ADP
easat-5088	240	16	danish	danish	ADJ
easat-5088	240	17	lung	lung	NOUN
easat-5088	240	18	cancer	cancer	NOUN
easat-5088	240	19	database	database	NOUN
easat-5088	240	20	early	early	ADJ
easat-5088	240	21	copd	copd	PROPN
easat-5088	240	22	detection	detection	NOUN
easat-5088	240	23	based	base	VERB
easat-5088	240	24	on	on	ADP
easat-5088	240	25	lung	lung	NOUN
easat-5088	240	26	structure	structure	NOUN
easat-5088	240	27	changes	change	NOUN
easat-5088	240	28	.	.	PUNCT
easat-5088	241	1	auc	auc	NOUN
easat-5088	241	2	=	=	NOUN
easat-5088	241	3	0.81	0.81	NUM
easat-5088	241	4	,	,	PUNCT
easat-5088	241	5	accuracy	accuracy	NOUN
easat-5088	241	6	=	=	SYM
easat-5088	241	7	77	77	NUM
easat-5088	241	8	%	%	NOUN
easat-5088	241	9	pulmonary	pulmonary	ADJ
easat-5088	241	10	function	function	NOUN
easat-5088	241	11	test	test	NOUN
easat-5088	241	12	(	(	PUNCT
easat-5088	241	13	pft	pft	PROPN
easat-5088	241	14	)	)	PUNCT
easat-5088	241	15	analysis	analysis	NOUN
easat-5088	241	16	ai	ai	NOUN
easat-5088	241	17	-	-	PUNCT
easat-5088	241	18	based	base	VERB
easat-5088	241	19	pft	pft	PROPN
easat-5088	241	20	software	software	NOUN
easat-5088	241	21	pft	pft	PROPN
easat-5088	241	22	test	test	NOUN
easat-5088	241	23	results	result	VERB
easat-5088	241	24	100	100	NUM
easat-5088	241	25	%	%	NOUN
easat-5088	241	26	correct	correct	ADJ
easat-5088	241	27	pattern	pattern	NOUN
easat-5088	241	28	recognition	recognition	NOUN
easat-5088	241	29	,	,	PUNCT
easat-5088	241	30	82	82	NUM
easat-5088	241	31	%	%	NOUN
easat-5088	241	32	accurate	accurate	ADJ
easat-5088	241	33	diagnosis	diagnosis	NOUN
easat-5088	241	34	.	.	PUNCT
easat-5088	242	1	100	100	NUM
easat-5088	242	2	%	%	NOUN
easat-5088	242	3	pattern	pattern	NOUN
easat-5088	242	4	,	,	PUNCT
easat-5088	242	5	82	82	NUM
easat-5088	242	6	%	%	NOUN
easat-5088	242	7	diagnosis	diagnosis	NOUN
easat-5088	242	8	artificial	artificial	ADJ
easat-5088	242	9	intelligence	intelligence	NOUN
easat-5088	242	10	-machine	-machine	NOUN
easat-5088	242	11	learning(ai	learning(ai	PROPN
easat-5088	242	12	-	-	PUNCT
easat-5088	242	13	ml	ml	NOUN
easat-5088	242	14	)	)	PUNCT
easat-5088	242	15	has	have	AUX
easat-5088	242	16	recently	recently	ADV
easat-5088	242	17	been	be	AUX
easat-5088	242	18	used	use	VERB
easat-5088	242	19	to	to	PART
easat-5088	242	20	predict	predict	VERB
easat-5088	242	21	the	the	DET
easat-5088	242	22	early	early	ADJ
easat-5088	242	23	acute	acute	ADJ
easat-5088	242	24	respiratory	respiratory	ADJ
easat-5088	242	25	failure	failure	NOUN
easat-5088	242	26	,	,	PUNCT
easat-5088	242	27	ventilator	ventilator	NOUN
easat-5088	242	28	dependency	dependency	NOUN
easat-5088	242	29	,	,	PUNCT
easat-5088	242	30	and	and	CCONJ
easat-5088	242	31	mortality	mortality	NOUN
easat-5088	242	32	of	of	ADP
easat-5088	242	33	patients	patient	NOUN
easat-5088	242	34	with	with	ADP
easat-5088	242	35	copd	copd	PROPN
easat-5088	242	36	after	after	ADP
easat-5088	242	37	hospitalization	hospitalization	NOUN
easat-5088	242	38	with	with	ADP
easat-5088	242	39	excellent	excellent	ADJ
easat-5088	242	40	predictive	predictive	ADJ
easat-5088	242	41	performance	performance	NOUN
easat-5088	242	42	[	[	X
easat-5088	242	43	52	52	NUM
easat-5088	242	44	]	]	PUNCT
easat-5088	242	45	.	.	PUNCT
easat-5088	243	1	table	table	NOUN
easat-5088	243	2	2	2	NUM
easat-5088	243	3	shows	show	VERB
easat-5088	243	4	the	the	DET
easat-5088	243	5	major	major	ADJ
easat-5088	243	6	outcomes	outcome	NOUN
easat-5088	243	7	of	of	ADP
easat-5088	243	8	ml	ml	INTJ
easat-5088	243	9	and	and	CCONJ
easat-5088	243	10	ai	ai	VERB
easat-5088	243	11	in	in	ADP
easat-5088	243	12	copd	copd	PROPN
easat-5088	243	13	and	and	CCONJ
easat-5088	243	14	asthma	asthma	PROPN
easat-5088	243	15	management	management	NOUN
easat-5088	243	16	.	.	PUNCT
easat-5088	244	1	4.5	4.5	NUM
easat-5088	244	2	.	.	PUNCT
easat-5088	245	1	use	use	NOUN
easat-5088	245	2	of	of	ADP
easat-5088	245	3	ai	ai	PROPN
easat-5088	245	4	(	(	PUNCT
easat-5088	245	5	artificial	artificial	ADJ
easat-5088	245	6	intelligence	intelligence	NOUN
easat-5088	245	7	)	)	PUNCT
easat-5088	245	8	technology	technology	NOUN
easat-5088	245	9	in	in	ADP
easat-5088	245	10	early	early	ADJ
easat-5088	245	11	diagnosis	diagnosis	NOUN
easat-5088	245	12	ai	ai	VERB
easat-5088	245	13	technology	technology	NOUN
easat-5088	245	14	is	be	AUX
easat-5088	245	15	used	use	VERB
easat-5088	245	16	to	to	PART
easat-5088	245	17	analyze	analyze	VERB
easat-5088	245	18	some	some	PRON
easat-5088	245	19	of	of	ADP
easat-5088	245	20	the	the	DET
easat-5088	245	21	early	early	ADJ
easat-5088	245	22	images	image	NOUN
easat-5088	245	23	of	of	ADP
easat-5088	245	24	copd	copd	NOUN
easat-5088	245	25	,	,	PUNCT
easat-5088	245	26	including	include	VERB
easat-5088	245	27	the	the	DET
easat-5088	245	28	lung	lung	NOUN
easat-5088	245	29	ct	ct	PROPN
easat-5088	245	30	scans	scan	NOUN
easat-5088	245	31	and	and	CCONJ
easat-5088	245	32	x	x	NOUN
easat-5088	245	33	-	-	NOUN
easat-5088	245	34	ray	ray	NOUN
easat-5088	245	35	images	image	NOUN
easat-5088	245	36	.	.	PUNCT
easat-5088	246	1	it	it	PRON
easat-5088	246	2	can	can	AUX
easat-5088	246	3	accurately	accurately	ADV
easat-5088	246	4	pinpoint	pinpoint	VERB
easat-5088	246	5	the	the	DET
easat-5088	246	6	changes	change	NOUN
easat-5088	246	7	in	in	ADP
easat-5088	246	8	the	the	DET
easat-5088	246	9	lung	lung	NOUN
easat-5088	246	10	structure	structure	NOUN
easat-5088	246	11	through	through	ADP
easat-5088	246	12	deep	deep	ADJ
easat-5088	246	13	learning	learning	NOUN
easat-5088	246	14	algorithms	algorithm	NOUN
easat-5088	246	15	,	,	PUNCT
easat-5088	246	16	which	which	PRON
easat-5088	246	17	can	can	AUX
easat-5088	246	18	assist	assist	VERB
easat-5088	246	19	doctors	doctor	NOUN
easat-5088	246	20	in	in	ADP
easat-5088	246	21	the	the	DET
easat-5088	246	22	early	early	ADJ
easat-5088	246	23	and	and	CCONJ
easat-5088	246	24	precise	precise	ADJ
easat-5088	246	25	detection	detection	NOUN
easat-5088	246	26	of	of	ADP
easat-5088	246	27	copd	copd	NOUN
easat-5088	246	28	[	[	X
easat-5088	246	29	53	53	NUM
easat-5088	246	30	]	]	PUNCT
easat-5088	246	31	.	.	PUNCT
easat-5088	247	1	the	the	DET
easat-5088	247	2	imaging	imaging	NOUN
easat-5088	247	3	omics	omic	NOUN
easat-5088	247	4	process	process	NOUN
easat-5088	247	5	primarily	primarily	ADV
easat-5088	247	6	involves	involve	VERB
easat-5088	247	7	importing	import	VERB
easat-5088	247	8	imaging	imaging	NOUN
easat-5088	247	9	data	datum	NOUN
easat-5088	247	10	,	,	PUNCT
easat-5088	247	11	delineation	delineation	NOUN
easat-5088	247	12	of	of	ADP
easat-5088	247	13	the	the	DET
easat-5088	247	14	region	region	NOUN
easat-5088	247	15	of	of	ADP
easat-5088	247	16	interest	interest	NOUN
easat-5088	247	17	using	use	VERB
easat-5088	247	18	software	software	NOUN
easat-5088	247	19	tools	tool	NOUN
easat-5088	247	20	like	like	ADP
easat-5088	247	21	itk	itk	PROPN
easat-5088	247	22	-	-	PUNCT
easat-5088	247	23	snap	snap	PROPN
easat-5088	247	24	and	and	CCONJ
easat-5088	247	25	3d	3d	NUM
easat-5088	247	26	slicer	slicer	NOUN
easat-5088	247	27	,	,	PUNCT
easat-5088	247	28	feature	feature	NOUN
easat-5088	247	29	extraction	extraction	NOUN
easat-5088	247	30	of	of	ADP
easat-5088	247	31	imaging	imaging	NOUN
easat-5088	247	32	omics	omic	NOUN
easat-5088	247	33	,	,	PUNCT
easat-5088	247	34	and	and	CCONJ
easat-5088	247	35	establishing	establish	VERB
easat-5088	247	36	machine	machine	NOUN
easat-5088	247	37	learning	learning	NOUN
easat-5088	247	38	models	model	NOUN
easat-5088	247	39	based	base	VERB
easat-5088	247	40	on	on	ADP
easat-5088	247	41	the	the	DET
easat-5088	247	42	chosen	choose	VERB
easat-5088	247	43	features	feature	NOUN
easat-5088	247	44	of	of	ADP
easat-5088	247	45	imaging	imaging	NOUN
easat-5088	247	46	omics	omic	NOUN
easat-5088	247	47	,	,	PUNCT
easat-5088	247	48	which	which	PRON
easat-5088	247	49	can	can	AUX
easat-5088	247	50	be	be	AUX
easat-5088	247	51	logistic	logistic	ADJ
easat-5088	247	52	regression	regression	NOUN
easat-5088	247	53	(	(	PUNCT
easat-5088	247	54	lr	lr	NOUN
easat-5088	247	55	)	)	PUNCT
easat-5088	247	56	model	model	NOUN
easat-5088	247	57	,	,	PUNCT
easat-5088	247	58	the	the	DET
easat-5088	247	59	support	support	NOUN
easat-5088	247	60	vector	vector	NOUN
easat-5088	247	61	machine	machine	NOUN
easat-5088	247	62	(	(	PUNCT
easat-5088	247	63	svm	svm	PROPN
easat-5088	247	64	)	)	PUNCT
easat-5088	247	65	model	model	NOUN
easat-5088	247	66	,	,	PUNCT
easat-5088	247	67	the	the	DET
easat-5088	247	68	k	k	NOUN
easat-5088	247	69	-	-	PUNCT
easat-5088	247	70	nearest	near	ADJ
easat-5088	247	71	neighbour	neighbour	NOUN
easat-5088	247	72	(	(	PUNCT
easat-5088	247	73	knn	knn	PROPN
easat-5088	247	74	)	)	PUNCT
easat-5088	247	75	algorithm	algorithm	PROPN
easat-5088	247	76	,	,	PUNCT
easat-5088	247	77	etc	etc	X
easat-5088	247	78	.	.	X
easat-5088	247	79	ai	ai	VERB
easat-5088	247	80	image	image	NOUN
easat-5088	247	81	analysis	analysis	NOUN
easat-5088	247	82	further	far	ADV
easat-5088	247	83	boosts	boost	VERB
easat-5088	247	84	diagnosis	diagnosis	NOUN
easat-5088	247	85	and	and	CCONJ
easat-5088	247	86	tracks	track	VERB
easat-5088	247	87	disease	disease	NOUN
easat-5088	247	88	progression	progression	NOUN
easat-5088	247	89	.	.	PUNCT
easat-5088	248	1	it	it	PRON
easat-5088	248	2	helps	help	VERB
easat-5088	248	3	adjust	adjust	VERB
easat-5088	248	4	treatments	treatment	NOUN
easat-5088	248	5	in	in	ADP
easat-5088	248	6	time	time	NOUN
easat-5088	248	7	.	.	PUNCT
easat-5088	249	1	the	the	DET
easat-5088	249	2	performance	performance	NOUN
easat-5088	249	3	of	of	ADP
easat-5088	249	4	the	the	DET
easat-5088	249	5	machine	machine	NOUN
easat-5088	249	6	learning	learning	NOUN
easat-5088	249	7	model	model	NOUN
easat-5088	249	8	is	be	AUX
easat-5088	249	9	put	put	VERB
easat-5088	249	10	to	to	ADP
easat-5088	249	11	the	the	DET
easat-5088	249	12	test	test	NOUN
easat-5088	249	13	at	at	ADP
easat-5088	249	14	last	last	ADJ
easat-5088	249	15	.	.	PUNCT
easat-5088	250	1	example	example	NOUN
easat-5088	250	2	:	:	PUNCT
easat-5088	251	1	li	li	PROPN
easat-5088	251	2	z	z	PROPN
easat-5088	251	3	et	et	PROPN
easat-5088	251	4	al	al	PROPN
easat-5088	251	5	/ei	/ei	PROPN
easat-5088	251	6	presented	present	VERB
easat-5088	251	7	in	in	ADP
easat-5088	251	8	2022	2022	NUM
easat-5088	251	9	an	an	DET
easat-5088	251	10	early	early	ADJ
easat-5088	251	11	diagnostic	diagnostic	ADJ
easat-5088	251	12	model	model	NOUN
easat-5088	251	13	for	for	ADP
easat-5088	251	14	copd	copd	NOUN
easat-5088	251	15	using	use	VERB
easat-5088	251	16	graph	graph	NOUN
easat-5088	251	17	convolutional	convolutional	ADJ
easat-5088	251	18	network	network	NOUN
easat-5088	251	19	.	.	PUNCT
easat-5088	252	1	it	it	PRON
easat-5088	252	2	employed	employ	VERB
easat-5088	252	3	chest	chest	NOUN
easat-5088	252	4	computed	compute	VERB
easat-5088	252	5	tomography	tomography	NOUN
easat-5088	252	6	image	image	NOUN
easat-5088	252	7	data	datum	NOUN
easat-5088	252	8	based	base	VERB
easat-5088	252	9	on	on	ADP
easat-5088	252	10	the	the	DET
easat-5088	252	11	danish	danish	ADJ
easat-5088	252	12	lung	lung	NOUN
easat-5088	252	13	cancer	cancer	NOUN
easat-5088	252	14	2361	2361	NUM
easat-5088	252	15	edelweiss	edelweiss	PROPN
easat-5088	252	16	applied	apply	VERB
easat-5088	252	17	science	science	NOUN
easat-5088	252	18	and	and	CCONJ
easat-5088	252	19	technology	technology	NOUN
easat-5088	252	20	issn	issn	PROPN
easat-5088	252	21	:	:	PUNCT
easat-5088	252	22	2576	2576	NUM
easat-5088	252	23	-	-	SYM
easat-5088	252	24	8484	8484	NUM
easat-5088	252	25	vol	vol	NOUN
easat-5088	252	26	.	.	PROPN
easat-5088	253	1	9	9	NUM
easat-5088	253	2	,	,	PUNCT
easat-5088	253	3	no	no	INTJ
easat-5088	253	4	.	.	NOUN
easat-5088	253	5	2	2	NUM
easat-5088	253	6	:	:	PUNCT
easat-5088	253	7	2353	2353	NUM
easat-5088	253	8	-	-	SYM
easat-5088	253	9	2365	2365	NUM
easat-5088	253	10	,	,	PUNCT
easat-5088	253	11	2025	2025	NUM
easat-5088	253	12	doi	doi	NOUN
easat-5088	253	13	:	:	PUNCT
easat-5088	253	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	253	15	©	©	ADP
easat-5088	253	16	2025	2025	NUM
easat-5088	253	17	by	by	ADP
easat-5088	253	18	the	the	DET
easat-5088	253	19	author	author	NOUN
easat-5088	253	20	;	;	PUNCT
easat-5088	253	21	licensee	licensee	PROPN
easat-5088	253	22	learning	learn	VERB
easat-5088	253	23	gate	gate	NOUN
easat-5088	253	24	screening	screen	VERB
easat-5088	253	25	trial	trial	NOUN
easat-5088	253	26	which	which	PRON
easat-5088	253	27	is	be	AUX
easat-5088	253	28	a	a	DET
easat-5088	253	29	publicly	publicly	ADV
easat-5088	253	30	available	available	ADJ
easat-5088	253	31	database	database	NOUN
easat-5088	253	32	.	.	PUNCT
easat-5088	254	1	the	the	DET
easat-5088	254	2	gcn	gcn	PROPN
easat-5088	254	3	model	model	NOUN
easat-5088	254	4	achieved	achieve	VERB
easat-5088	254	5	an	an	DET
easat-5088	254	6	accuracy	accuracy	NOUN
easat-5088	254	7	of	of	ADP
easat-5088	254	8	0.77	0.77	NUM
easat-5088	254	9	and	and	CCONJ
easat-5088	254	10	area	area	NOUN
easat-5088	254	11	under	under	ADP
easat-5088	254	12	the	the	DET
easat-5088	254	13	curve	curve	NOUN
easat-5088	254	14	of	of	ADP
easat-5088	254	15	0.81	0.81	NUM
easat-5088	254	16	[	[	X
easat-5088	254	17	54	54	NUM
easat-5088	254	18	]	]	SYM
easat-5088	254	19	.	.	PUNCT
easat-5088	255	1	4.5.1	4.5.1	X
easat-5088	255	2	.	.	PUNCT
easat-5088	255	3	pulmonary	pulmonary	ADJ
easat-5088	255	4	function	function	NOUN
easat-5088	255	5	test	test	NOUN
easat-5088	255	6	for	for	ADP
easat-5088	255	7	early	early	ADJ
easat-5088	255	8	diagnosis	diagnosis	NOUN
easat-5088	255	9	of	of	ADP
easat-5088	255	10	copd	copd	NOUN
easat-5088	255	11	pulmonary	pulmonary	NOUN
easat-5088	255	12	function	function	NOUN
easat-5088	255	13	testing	testing	NOUN
easat-5088	255	14	is	be	AUX
easat-5088	255	15	an	an	DET
easat-5088	255	16	integral	integral	ADJ
easat-5088	255	17	part	part	NOUN
easat-5088	255	18	of	of	ADP
easat-5088	255	19	overall	overall	ADJ
easat-5088	255	20	management	management	NOUN
easat-5088	255	21	of	of	ADP
easat-5088	255	22	chronic	chronic	ADJ
easat-5088	255	23	obstructive	obstructive	ADJ
easat-5088	255	24	pulmonary	pulmonary	ADJ
easat-5088	255	25	disease	disease	NOUN
easat-5088	255	26	(	(	PUNCT
easat-5088	255	27	copd	copd	PROPN
easat-5088	255	28	)	)	PUNCT
easat-5088	255	29	.	.	PUNCT
easat-5088	256	1	it	it	PRON
easat-5088	256	2	is	be	AUX
easat-5088	256	3	diagnosed	diagnose	VERB
easat-5088	256	4	for	for	ADP
easat-5088	256	5	different	different	ADJ
easat-5088	256	6	purposes	purpose	NOUN
easat-5088	256	7	assessment	assessment	NOUN
easat-5088	256	8	in	in	ADP
easat-5088	256	9	regard	regard	NOUN
easat-5088	256	10	to	to	ADP
easat-5088	256	11	the	the	DET
easat-5088	256	12	effectiveness	effectiveness	NOUN
easat-5088	256	13	of	of	ADP
easat-5088	256	14	pharmacological	pharmacological	ADJ
easat-5088	256	15	and	and	CCONJ
easat-5088	256	16	nonpharmacological	nonpharmacological	ADJ
easat-5088	256	17	therapies	therapy	NOUN
easat-5088	256	18	instituted	institute	VERB
easat-5088	256	19	,	,	PUNCT
easat-5088	256	20	as	as	ADV
easat-5088	256	21	well	well	ADV
easat-5088	256	22	as	as	ADP
easat-5088	256	23	in	in	ADP
easat-5088	256	24	prediction	prediction	NOUN
easat-5088	256	25	.	.	PUNCT
easat-5088	257	1	this	this	PRON
easat-5088	257	2	is	be	AUX
easat-5088	257	3	because	because	SCONJ
easat-5088	257	4	low	low	ADJ
easat-5088	257	5	pulmonary	pulmonary	ADJ
easat-5088	257	6	function	function	NOUN
easat-5088	257	7	is	be	AUX
easat-5088	257	8	associated	associate	VERB
easat-5088	257	9	with	with	ADP
easat-5088	257	10	a	a	DET
easat-5088	257	11	greater	great	ADJ
easat-5088	257	12	exacerbation	exacerbation	NOUN
easat-5088	257	13	and	and	CCONJ
easat-5088	257	14	hospitalization	hospitalization	NOUN
easat-5088	257	15	frequency	frequency	NOUN
easat-5088	257	16	and	and	CCONJ
easat-5088	257	17	higher	high	ADJ
easat-5088	257	18	mortality	mortality	NOUN
easat-5088	257	19	risk	risk	NOUN
easat-5088	257	20	[	[	X
easat-5088	257	21	55	55	NUM
easat-5088	257	22	,	,	PUNCT
easat-5088	257	23	56	56	NUM
easat-5088	257	24	]	]	PUNCT
easat-5088	257	25	.	.	PUNCT
easat-5088	258	1	it	it	PRON
easat-5088	258	2	is	be	AUX
easat-5088	258	3	standardized	standardize	VERB
easat-5088	258	4	and	and	CCONJ
easat-5088	258	5	commonly	commonly	ADV
easat-5088	258	6	used	use	VERB
easat-5088	258	7	,	,	PUNCT
easat-5088	258	8	pft	pft	PROPN
easat-5088	258	9	lends	lend	VERB
easat-5088	258	10	itself	itself	PRON
easat-5088	258	11	well	well	ADV
easat-5088	258	12	to	to	ADP
easat-5088	258	13	the	the	DET
easat-5088	258	14	development	development	NOUN
easat-5088	258	15	and	and	CCONJ
easat-5088	258	16	use	use	NOUN
easat-5088	258	17	of	of	ADP
easat-5088	258	18	ai	ai	VERB
easat-5088	258	19	for	for	ADP
easat-5088	258	20	test	test	NOUN
easat-5088	258	21	result	result	NOUN
easat-5088	258	22	interpretation	interpretation	NOUN
easat-5088	258	23	and	and	CCONJ
easat-5088	258	24	diagnosis	diagnosis	NOUN
easat-5088	258	25	.	.	PUNCT
easat-5088	259	1	topalovic	topalovic	PROPN
easat-5088	259	2	,	,	PUNCT
easat-5088	259	3	et	et	PROPN
easat-5088	259	4	al	al	PROPN
easat-5088	259	5	.	.	PUNCT
easat-5088	260	1	[	[	X
easat-5088	260	2	57	57	NUM
easat-5088	260	3	]	]	PUNCT
easat-5088	260	4	reported	report	VERB
easat-5088	260	5	that	that	SCONJ
easat-5088	260	6	ai	ai	NOUN
easat-5088	260	7	-	-	PUNCT
easat-5088	260	8	based	base	VERB
easat-5088	260	9	software	software	NOUN
easat-5088	260	10	correctly	correctly	ADV
easat-5088	260	11	matched	match	VERB
easat-5088	260	12	pft	pft	NOUN
easat-5088	260	13	pattern	pattern	NOUN
easat-5088	260	14	interpretations	interpretation	NOUN
easat-5088	260	15	100	100	NUM
easat-5088	260	16	%	%	NOUN
easat-5088	260	17	and	and	CCONJ
easat-5088	260	18	made	make	VERB
easat-5088	260	19	proper	proper	ADJ
easat-5088	260	20	diagnoses	diagnosis	NOUN
easat-5088	260	21	in	in	ADP
easat-5088	260	22	82	82	NUM
easat-5088	260	23	%	%	NOUN
easat-5088	260	24	of	of	ADP
easat-5088	260	25	cases	case	NOUN
easat-5088	260	26	,	,	PUNCT
easat-5088	260	27	whereas	whereas	SCONJ
easat-5088	260	28	pft	pft	ADJ
easat-5088	260	29	pattern	pattern	NOUN
easat-5088	260	30	recognition	recognition	NOUN
easat-5088	260	31	by	by	ADP
easat-5088	260	32	pulmonologists	pulmonologist	NOUN
easat-5088	260	33	met	meet	VERB
easat-5088	260	34	guidelines	guideline	NOUN
easat-5088	260	35	in	in	ADP
easat-5088	260	36	74.4	74.4	NUM
easat-5088	260	37	%	%	NOUN
easat-5088	260	38	and	and	CCONJ
easat-5088	260	39	diagnoses	diagnosis	NOUN
easat-5088	260	40	were	be	AUX
easat-5088	260	41	correct	correct	ADJ
easat-5088	260	42	in	in	ADP
easat-5088	260	43	44.6	44.6	NUM
easat-5088	260	44	%	%	NOUN
easat-5088	260	45	of	of	ADP
easat-5088	260	46	them	they	PRON
easat-5088	260	47	[	[	X
easat-5088	260	48	57	57	NUM
easat-5088	260	49	]	]	PUNCT
easat-5088	260	50	.	.	PUNCT
easat-5088	261	1	in	in	ADP
easat-5088	261	2	this	this	DET
easat-5088	261	3	connection	connection	NOUN
easat-5088	261	4	,	,	PUNCT
easat-5088	261	5	advanced	advance	VERB
easat-5088	261	6	ai	ai	NOUN
easat-5088	261	7	models	model	NOUN
easat-5088	261	8	are	be	AUX
easat-5088	261	9	being	be	AUX
easat-5088	261	10	developed	develop	VERB
easat-5088	261	11	that	that	PRON
easat-5088	261	12	give	give	VERB
easat-5088	261	13	real	real	ADJ
easat-5088	261	14	-	-	PUNCT
easat-5088	261	15	time	time	NOUN
easat-5088	261	16	feedback	feedback	NOUN
easat-5088	261	17	on	on	ADP
easat-5088	261	18	pulmonary	pulmonary	ADJ
easat-5088	261	19	function	function	NOUN
easat-5088	261	20	test	test	NOUN
easat-5088	261	21	results	result	NOUN
easat-5088	261	22	which	which	PRON
easat-5088	261	23	in	in	ADP
easat-5088	261	24	turn	turn	NOUN
easat-5088	261	25	allow	allow	VERB
easat-5088	261	26	for	for	ADP
easat-5088	261	27	immediate	immediate	ADJ
easat-5088	261	28	adjustments	adjustment	NOUN
easat-5088	261	29	in	in	ADP
easat-5088	261	30	the	the	DET
easat-5088	261	31	treatment	treatment	NOUN
easat-5088	261	32	of	of	ADP
easat-5088	261	33	copd	copd	NOUN
easat-5088	261	34	patients.ai	patients.ai	NOUN
easat-5088	261	35	can	can	AUX
easat-5088	261	36	interpret	interpret	VERB
easat-5088	261	37	pft	pft	NOUN
easat-5088	261	38	and	and	CCONJ
easat-5088	261	39	make	make	VERB
easat-5088	261	40	diagnoses	diagnosis	NOUN
easat-5088	261	41	with	with	ADP
easat-5088	261	42	better	well	ADJ
easat-5088	261	43	accuracy	accuracy	NOUN
easat-5088	261	44	than	than	ADP
easat-5088	261	45	one	one	NUM
easat-5088	261	46	pulmonologist	pulmonologist	NOUN
easat-5088	261	47	and	and	CCONJ
easat-5088	261	48	even	even	ADV
easat-5088	261	49	approximate	approximate	VERB
easat-5088	261	50	a	a	DET
easat-5088	261	51	panel	panel	NOUN
easat-5088	261	52	of	of	ADP
easat-5088	261	53	expert	expert	NOUN
easat-5088	261	54	practitioners	practitioner	NOUN
easat-5088	261	55	[	[	X
easat-5088	261	56	58	58	NUM
easat-5088	261	57	]	]	PUNCT
easat-5088	261	58	.	.	PUNCT
easat-5088	262	1	nevertheless	nevertheless	ADV
easat-5088	262	2	,	,	PUNCT
easat-5088	262	3	these	these	DET
easat-5088	262	4	findings	finding	NOUN
easat-5088	262	5	should	should	AUX
easat-5088	262	6	be	be	AUX
easat-5088	262	7	treated	treat	VERB
easat-5088	262	8	with	with	ADP
easat-5088	262	9	caution	caution	NOUN
easat-5088	262	10	.	.	PUNCT
easat-5088	263	1	since	since	SCONJ
easat-5088	263	2	the	the	DET
easat-5088	263	3	probabilities	probability	NOUN
easat-5088	263	4	of	of	ADP
easat-5088	263	5	the	the	DET
easat-5088	263	6	different	different	ADJ
easat-5088	263	7	aigenerated	aigenerate	VERB
easat-5088	263	8	diagnoses	diagnosis	NOUN
easat-5088	263	9	rely	rely	VERB
easat-5088	263	10	on	on	ADP
easat-5088	263	11	the	the	DET
easat-5088	263	12	prevalence	prevalence	NOUN
easat-5088	263	13	of	of	ADP
easat-5088	263	14	disease	disease	NOUN
easat-5088	263	15	in	in	ADP
easat-5088	263	16	the	the	DET
easat-5088	263	17	training	training	NOUN
easat-5088	263	18	data	datum	NOUN
easat-5088	263	19	set	set	VERB
easat-5088	263	20	,	,	PUNCT
easat-5088	263	21	real	real	ADJ
easat-5088	263	22	-	-	PUNCT
easat-5088	263	23	life	life	NOUN
easat-5088	263	24	scenarios	scenario	NOUN
easat-5088	263	25	must	must	AUX
easat-5088	263	26	be	be	AUX
easat-5088	263	27	considered	consider	VERB
easat-5088	263	28	in	in	ADP
easat-5088	263	29	building	build	VERB
easat-5088	263	30	initial	initial	ADJ
easat-5088	263	31	training	training	NOUN
easat-5088	263	32	datasets	dataset	NOUN
easat-5088	263	33	to	to	PART
easat-5088	263	34	reflect	reflect	VERB
easat-5088	263	35	accurately	accurately	ADV
easat-5088	263	36	the	the	DET
easat-5088	263	37	prevalence	prevalence	NOUN
easat-5088	263	38	of	of	ADP
easat-5088	263	39	disease	disease	NOUN
easat-5088	263	40	.	.	PUNCT
easat-5088	264	1	5	5	X
easat-5088	264	2	.	.	X
easat-5088	264	3	limitations	limitation	NOUN
easat-5088	264	4	of	of	ADP
easat-5088	264	5	ai	ai	NOUN
easat-5088	264	6	/	/	SYM
easat-5088	264	7	ml	ml	ADJ
easat-5088	264	8	(	(	PUNCT
easat-5088	264	9	artificial	artificial	ADJ
easat-5088	264	10	intelligence	intelligence	NOUN
easat-5088	264	11	/	/	SYM
easat-5088	264	12	machine	machine	NOUN
easat-5088	264	13	learning	learning	NOUN
easat-5088	264	14	)	)	PUNCT
easat-5088	264	15	in	in	ADP
easat-5088	264	16	respiratory	respiratory	ADJ
easat-5088	264	17	disease	disease	NOUN
easat-5088	264	18	management	management	NOUN
easat-5088	264	19	5.1	5.1	NUM
easat-5088	264	20	.	.	PUNCT
easat-5088	265	1	dependence	dependence	NOUN
easat-5088	265	2	of	of	ADP
easat-5088	265	3	high	high	ADJ
easat-5088	265	4	-	-	PUNCT
easat-5088	265	5	quality	quality	NOUN
easat-5088	265	6	data	datum	NOUN
easat-5088	265	7	the	the	DET
easat-5088	265	8	importance	importance	NOUN
easat-5088	265	9	of	of	ADP
easat-5088	265	10	artificial	artificial	ADJ
easat-5088	265	11	intelligence	intelligence	NOUN
easat-5088	265	12	(	(	PUNCT
easat-5088	265	13	ai	ai	NOUN
easat-5088	265	14	)	)	PUNCT
easat-5088	265	15	models	model	NOUN
easat-5088	265	16	in	in	ADP
easat-5088	265	17	healthcare	healthcare	NOUN
easat-5088	265	18	solely	solely	ADV
easat-5088	265	19	depends	depend	VERB
easat-5088	265	20	on	on	ADP
easat-5088	265	21	the	the	DET
easat-5088	265	22	learning	learning	NOUN
easat-5088	265	23	data	datum	NOUN
easat-5088	265	24	.	.	PUNCT
easat-5088	266	1	for	for	ADP
easat-5088	266	2	respiratory	respiratory	ADJ
easat-5088	266	3	disease	disease	NOUN
easat-5088	266	4	management	management	NOUN
easat-5088	266	5	,	,	PUNCT
easat-5088	266	6	such	such	ADJ
easat-5088	266	7	as	as	ADP
easat-5088	266	8	asthma	asthma	NOUN
easat-5088	266	9	and	and	CCONJ
easat-5088	266	10	chronic	chronic	ADJ
easat-5088	266	11	obstructive	obstructive	ADJ
easat-5088	266	12	pulmonary	pulmonary	ADJ
easat-5088	266	13	disease	disease	NOUN
easat-5088	266	14	(	(	PUNCT
easat-5088	266	15	copd	copd	PROPN
easat-5088	266	16	)	)	PUNCT
easat-5088	266	17	,	,	PUNCT
easat-5088	266	18	diverse	diverse	ADJ
easat-5088	266	19	datasets	dataset	NOUN
easat-5088	266	20	are	be	AUX
easat-5088	266	21	needed	need	VERB
easat-5088	266	22	.	.	PUNCT
easat-5088	267	1	the	the	DET
easat-5088	267	2	onset	onset	NOUN
easat-5088	267	3	of	of	ADP
easat-5088	267	4	the	the	DET
easat-5088	267	5	disease	disease	NOUN
easat-5088	267	6	,	,	PUNCT
easat-5088	267	7	patient	patient	ADJ
easat-5088	267	8	responses	response	NOUN
easat-5088	267	9	and	and	CCONJ
easat-5088	267	10	symptoms	symptom	NOUN
easat-5088	267	11	can	can	AUX
easat-5088	267	12	differ	differ	VERB
easat-5088	267	13	significantly	significantly	ADV
easat-5088	267	14	between	between	ADP
easat-5088	267	15	different	different	ADJ
easat-5088	267	16	demographics	demographic	NOUN
easat-5088	267	17	.	.	PUNCT
easat-5088	268	1	insufficient	insufficient	ADJ
easat-5088	268	2	data	datum	NOUN
easat-5088	268	3	diversity	diversity	NOUN
easat-5088	268	4	can	can	AUX
easat-5088	268	5	exacerbate	exacerbate	VERB
easat-5088	268	6	these	these	DET
easat-5088	268	7	issues	issue	NOUN
easat-5088	268	8	,	,	PUNCT
easat-5088	268	9	as	as	SCONJ
easat-5088	268	10	under	under	ADP
easat-5088	268	11	representation	representation	NOUN
easat-5088	268	12	in	in	ADP
easat-5088	268	13	some	some	DET
easat-5088	268	14	ai	ai	VERB
easat-5088	268	15	training	training	NOUN
easat-5088	268	16	data	datum	NOUN
easat-5088	268	17	could	could	AUX
easat-5088	268	18	result	result	VERB
easat-5088	268	19	in	in	ADP
easat-5088	268	20	incorrect	incorrect	ADJ
easat-5088	268	21	predictions	prediction	NOUN
easat-5088	268	22	for	for	ADP
easat-5088	268	23	underrepresented	underrepresented	ADJ
easat-5088	268	24	groups	group	NOUN
easat-5088	268	25	.	.	PUNCT
easat-5088	269	1	this	this	DET
easat-5088	269	2	limitation	limitation	NOUN
easat-5088	269	3	takes	take	VERB
easat-5088	269	4	an	an	DET
easat-5088	269	5	important	important	ADJ
easat-5088	269	6	position	position	NOUN
easat-5088	269	7	in	in	ADP
easat-5088	269	8	a	a	DET
easat-5088	269	9	condition	condition	NOUN
easat-5088	269	10	such	such	ADJ
easat-5088	269	11	as	as	ADP
easat-5088	269	12	asthma	asthma	NOUN
easat-5088	269	13	,	,	PUNCT
easat-5088	269	14	whereby	whereby	SCONJ
easat-5088	269	15	even	even	ADV
easat-5088	269	16	with	with	ADP
easat-5088	269	17	the	the	DET
easat-5088	269	18	smallest	small	ADJ
easat-5088	269	19	alterations	alteration	NOUN
easat-5088	269	20	in	in	ADP
easat-5088	269	21	prevalence	prevalence	NOUN
easat-5088	269	22	,	,	PUNCT
easat-5088	269	23	triggers	trigger	NOUN
easat-5088	269	24	,	,	PUNCT
easat-5088	269	25	or	or	CCONJ
easat-5088	269	26	response	response	NOUN
easat-5088	269	27	to	to	ADP
easat-5088	269	28	treatment	treatment	NOUN
easat-5088	269	29	,	,	PUNCT
easat-5088	269	30	the	the	DET
easat-5088	269	31	figures	figure	NOUN
easat-5088	269	32	can	can	AUX
easat-5088	269	33	vary	vary	VERB
easat-5088	269	34	[	[	X
easat-5088	269	35	59	59	NUM
easat-5088	269	36	]	]	PUNCT
easat-5088	269	37	.	.	PUNCT
easat-5088	270	1	therefore	therefore	ADV
easat-5088	270	2	,	,	PUNCT
easat-5088	270	3	addressing	address	VERB
easat-5088	270	4	this	this	DET
easat-5088	270	5	gap	gap	NOUN
easat-5088	270	6	through	through	ADP
easat-5088	270	7	better	well	ADJ
easat-5088	270	8	data	datum	NOUN
easat-5088	270	9	collection	collection	NOUN
easat-5088	270	10	and	and	CCONJ
easat-5088	270	11	inclusion	inclusion	NOUN
easat-5088	270	12	of	of	ADP
easat-5088	270	13	diverse	diverse	ADJ
easat-5088	270	14	patient	patient	NOUN
easat-5088	270	15	cohorts	cohort	NOUN
easat-5088	270	16	is	be	AUX
easat-5088	270	17	essential	essential	ADJ
easat-5088	270	18	.	.	PUNCT
easat-5088	271	1	5.2	5.2	NUM
easat-5088	271	2	.	.	PUNCT
easat-5088	272	1	ethical	ethical	ADJ
easat-5088	272	2	concerns	concern	NOUN
easat-5088	272	3	of	of	ADP
easat-5088	272	4	data	datum	NOUN
easat-5088	272	5	privacy	privacy	NOUN
easat-5088	272	6	patient	patient	NOUN
easat-5088	272	7	privacy	privacy	NOUN
easat-5088	272	8	must	must	AUX
easat-5088	272	9	be	be	AUX
easat-5088	272	10	protected	protect	VERB
easat-5088	272	11	since	since	SCONJ
easat-5088	272	12	artificial	artificial	ADJ
easat-5088	272	13	intelligence	intelligence	NOUN
easat-5088	272	14	(	(	PUNCT
easat-5088	272	15	ai	ai	NOUN
easat-5088	272	16	)	)	PUNCT
easat-5088	272	17	depends	depend	VERB
easat-5088	272	18	on	on	ADP
easat-5088	272	19	accessing	access	VERB
easat-5088	272	20	and	and	CCONJ
easat-5088	272	21	analyzing	analyze	VERB
easat-5088	272	22	personal	personal	ADJ
easat-5088	272	23	health	health	NOUN
easat-5088	272	24	data	datum	NOUN
easat-5088	272	25	,	,	PUNCT
easat-5088	272	26	like	like	ADP
easat-5088	272	27	patient	patient	ADJ
easat-5088	272	28	medical	medical	ADJ
easat-5088	272	29	history	history	NOUN
easat-5088	272	30	,	,	PUNCT
easat-5088	272	31	complaints	complaint	NOUN
easat-5088	272	32	,	,	PUNCT
easat-5088	272	33	and	and	CCONJ
easat-5088	272	34	other	other	ADJ
easat-5088	272	35	demographic	demographic	ADJ
easat-5088	272	36	information	information	NOUN
easat-5088	272	37	.	.	PUNCT
easat-5088	273	1	data	datum	NOUN
easat-5088	273	2	privacy	privacy	NOUN
easat-5088	273	3	issues	issue	NOUN
easat-5088	273	4	are	be	AUX
easat-5088	273	5	critical	critical	ADJ
easat-5088	273	6	for	for	ADP
easat-5088	273	7	the	the	DET
easat-5088	273	8	maintenance	maintenance	NOUN
easat-5088	273	9	of	of	ADP
easat-5088	273	10	patient	patient	ADJ
easat-5088	273	11	trust	trust	NOUN
easat-5088	273	12	and	and	CCONJ
easat-5088	273	13	alignment	alignment	NOUN
easat-5088	273	14	with	with	ADP
easat-5088	273	15	legal	legal	ADJ
easat-5088	273	16	standards	standard	NOUN
easat-5088	273	17	.	.	PUNCT
easat-5088	274	1	the	the	DET
easat-5088	274	2	aspect	aspect	NOUN
easat-5088	274	3	is	be	AUX
easat-5088	274	4	particularly	particularly	ADV
easat-5088	274	5	important	important	ADJ
easat-5088	274	6	because	because	SCONJ
easat-5088	274	7	health	health	NOUN
easat-5088	274	8	data	datum	NOUN
easat-5088	274	9	is	be	AUX
easat-5088	274	10	very	very	ADV
easat-5088	274	11	sensitive	sensitive	ADJ
easat-5088	274	12	;	;	PUNCT
easat-5088	274	13	it	it	PRON
easat-5088	274	14	must	must	AUX
easat-5088	274	15	be	be	AUX
easat-5088	274	16	treated	treat	VERB
easat-5088	274	17	with	with	ADP
easat-5088	274	18	caution	caution	NOUN
easat-5088	274	19	and	and	CCONJ
easat-5088	274	20	ensured	ensure	VERB
easat-5088	274	21	through	through	ADP
easat-5088	274	22	advanced	advanced	ADJ
easat-5088	274	23	encryption	encryption	NOUN
easat-5088	274	24	methods	method	NOUN
easat-5088	274	25	and	and	CCONJ
easat-5088	274	26	transparent	transparent	ADJ
easat-5088	274	27	data	data	NOUN
easat-5088	274	28	-	-	PUNCT
easat-5088	274	29	sharing	share	VERB
easat-5088	274	30	protocols	protocol	NOUN
easat-5088	274	31	.	.	PUNCT
easat-5088	275	1	the	the	DET
easat-5088	275	2	adoption	adoption	NOUN
easat-5088	275	3	of	of	ADP
easat-5088	275	4	"	"	PUNCT
easat-5088	275	5	privacy	privacy	NOUN
easat-5088	275	6	-	-	PUNCT
easat-5088	275	7	by	by	ADP
easat-5088	275	8	-	-	PUNCT
easat-5088	275	9	design	design	NOUN
easat-5088	275	10	"	"	PUNCT
easat-5088	275	11	approaches	approach	NOUN
easat-5088	275	12	is	be	AUX
easat-5088	275	13	crucial	crucial	ADJ
easat-5088	275	14	,	,	PUNCT
easat-5088	275	15	as	as	SCONJ
easat-5088	275	16	ai	ai	VERB
easat-5088	275	17	applications	application	NOUN
easat-5088	275	18	in	in	ADP
easat-5088	275	19	respiratory	respiratory	ADJ
easat-5088	275	20	care	care	NOUN
easat-5088	275	21	might	might	AUX
easat-5088	275	22	be	be	AUX
easat-5088	275	23	engaged	engage	VERB
easat-5088	275	24	in	in	ADP
easat-5088	275	25	ethical	ethical	ADJ
easat-5088	275	26	and	and	CCONJ
easat-5088	275	27	legal	legal	ADJ
easat-5088	275	28	battles	battle	NOUN
easat-5088	275	29	if	if	SCONJ
easat-5088	275	30	not	not	PART
easat-5088	275	31	checked	check	VERB
easat-5088	275	32	[	[	X
easat-5088	275	33	60	60	NUM
easat-5088	275	34	]	]	PUNCT
easat-5088	275	35	.	.	PUNCT
easat-5088	276	1	5.3	5.3	NUM
easat-5088	276	2	.	.	PUNCT
easat-5088	276	3	artificial	artificial	ADJ
easat-5088	276	4	intelligence	intelligence	NOUN
easat-5088	276	5	(	(	PUNCT
easat-5088	276	6	ai	ai	NOUN
easat-5088	276	7	)	)	PUNCT
easat-5088	276	8	tools	tool	NOUN
easat-5088	276	9	in	in	ADP
easat-5088	276	10	healthcare	healthcare	NOUN
easat-5088	276	11	quality	quality	NOUN
easat-5088	276	12	and	and	CCONJ
easat-5088	276	13	diversity	diversity	NOUN
easat-5088	276	14	of	of	ADP
easat-5088	276	15	training	training	NOUN
easat-5088	276	16	data	datum	NOUN
easat-5088	276	17	,	,	PUNCT
easat-5088	276	18	along	along	ADP
easat-5088	276	19	with	with	ADP
easat-5088	276	20	ethical	ethical	ADJ
easat-5088	276	21	challenges	challenge	NOUN
easat-5088	276	22	are	be	AUX
easat-5088	276	23	the	the	DET
easat-5088	276	24	major	major	ADJ
easat-5088	276	25	areas	area	NOUN
easat-5088	276	26	of	of	ADP
easat-5088	276	27	focus	focus	NOUN
easat-5088	276	28	for	for	ADP
easat-5088	276	29	limitations	limitation	NOUN
easat-5088	276	30	of	of	ADP
easat-5088	276	31	ai	ai	ADJ
easat-5088	276	32	tools	tool	NOUN
easat-5088	276	33	in	in	ADP
easat-5088	276	34	healthcare	healthcare	NOUN
easat-5088	276	35	.	.	PUNCT
easat-5088	277	1	biases	bias	NOUN
easat-5088	277	2	and	and	CCONJ
easat-5088	277	3	inaccuracies	inaccuracy	NOUN
easat-5088	277	4	due	due	ADJ
easat-5088	277	5	to	to	ADP
easat-5088	277	6	inadequate	inadequate	ADJ
easat-5088	277	7	representation	representation	NOUN
easat-5088	277	8	of	of	ADP
easat-5088	277	9	diverse	diverse	ADJ
easat-5088	277	10	demographics	demographic	NOUN
easat-5088	277	11	or	or	CCONJ
easat-5088	277	12	medical	medical	ADJ
easat-5088	277	13	conditions	condition	NOUN
easat-5088	277	14	in	in	ADP
easat-5088	277	15	the	the	DET
easat-5088	277	16	datasets	dataset	NOUN
easat-5088	277	17	can	can	AUX
easat-5088	277	18	be	be	AUX
easat-5088	277	19	the	the	DET
easat-5088	277	20	reasons	reason	NOUN
easat-5088	277	21	which	which	PRON
easat-5088	277	22	would	would	AUX
easat-5088	277	23	hamper	hamper	VERB
easat-5088	277	24	the	the	DET
easat-5088	277	25	applicability	applicability	NOUN
easat-5088	277	26	of	of	ADP
easat-5088	277	27	the	the	DET
easat-5088	277	28	tool	tool	NOUN
easat-5088	277	29	across	across	ADP
easat-5088	277	30	diverse	diverse	ADJ
easat-5088	277	31	populations	population	NOUN
easat-5088	277	32	and	and	CCONJ
easat-5088	277	33	healthcare	healthcare	NOUN
easat-5088	277	34	systems	system	NOUN
easat-5088	277	35	[	[	X
easat-5088	277	36	49	49	NUM
easat-5088	277	37	]	]	PUNCT
easat-5088	277	38	.	.	PUNCT
easat-5088	278	1	for	for	ADP
easat-5088	278	2	instance	instance	NOUN
easat-5088	278	3	,	,	PUNCT
easat-5088	278	4	in	in	ADP
easat-5088	278	5	certain	certain	ADJ
easat-5088	278	6	management	management	NOUN
easat-5088	278	7	systems	system	NOUN
easat-5088	278	8	,	,	PUNCT
easat-5088	278	9	ai	ai	VERB
easat-5088	278	10	tools	tool	NOUN
easat-5088	278	11	might	might	AUX
easat-5088	278	12	lead	lead	VERB
easat-5088	278	13	to	to	ADP
easat-5088	278	14	a	a	DET
easat-5088	278	15	lower	low	ADJ
easat-5088	278	16	generalizability	generalizability	NOUN
easat-5088	278	17	,	,	PUNCT
easat-5088	278	18	further	far	ADV
easat-5088	278	19	limiting	limit	VERB
easat-5088	278	20	their	their	PRON
easat-5088	278	21	utility	utility	NOUN
easat-5088	278	22	in	in	ADP
easat-5088	278	23	diverse	diverse	ADJ
easat-5088	278	24	settings	setting	NOUN
easat-5088	278	25	.	.	PUNCT
easat-5088	279	1	ethical	ethical	ADJ
easat-5088	279	2	concerns	concern	NOUN
easat-5088	279	3	range	range	VERB
easat-5088	279	4	from	from	ADP
easat-5088	279	5	data	datum	NOUN
easat-5088	279	6	privacy	privacy	NOUN
easat-5088	279	7	,	,	PUNCT
easat-5088	279	8	bias	bias	NOUN
easat-5088	279	9	in	in	ADP
easat-5088	279	10	algorithms	algorithm	NOUN
easat-5088	279	11	,	,	PUNCT
easat-5088	279	12	and	and	CCONJ
easat-5088	279	13	health	health	NOUN
easat-5088	279	14	inequities	inequity	NOUN
easat-5088	279	15	,	,	PUNCT
easat-5088	279	16	in	in	ADP
easat-5088	279	17	2362	2362	NUM
easat-5088	279	18	edelweiss	edelweiss	PROPN
easat-5088	279	19	applied	apply	VERB
easat-5088	279	20	science	science	NOUN
easat-5088	279	21	and	and	CCONJ
easat-5088	279	22	technology	technology	NOUN
easat-5088	279	23	issn	issn	PROPN
easat-5088	279	24	:	:	PUNCT
easat-5088	279	25	2576	2576	NUM
easat-5088	279	26	-	-	SYM
easat-5088	279	27	8484	8484	NUM
easat-5088	279	28	vol	vol	NOUN
easat-5088	279	29	.	.	PROPN
easat-5088	280	1	9	9	NUM
easat-5088	280	2	,	,	PUNCT
easat-5088	280	3	no	no	INTJ
easat-5088	280	4	.	.	NOUN
easat-5088	280	5	2	2	NUM
easat-5088	280	6	:	:	PUNCT
easat-5088	280	7	2353	2353	NUM
easat-5088	280	8	-	-	SYM
easat-5088	280	9	2365	2365	NUM
easat-5088	280	10	,	,	PUNCT
easat-5088	280	11	2025	2025	NUM
easat-5088	280	12	doi	doi	NOUN
easat-5088	280	13	:	:	PUNCT
easat-5088	280	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	280	15	©	©	ADP
easat-5088	280	16	2025	2025	NUM
easat-5088	280	17	by	by	ADP
easat-5088	280	18	the	the	DET
easat-5088	280	19	author	author	NOUN
easat-5088	280	20	;	;	PUNCT
easat-5088	280	21	licensee	licensee	PROPN
easat-5088	280	22	learning	learning	NOUN
easat-5088	280	23	gate	gate	VERB
easat-5088	280	24	that	that	DET
easat-5088	280	25	order	order	NOUN
easat-5088	280	26	.	.	PUNCT
easat-5088	281	1	since	since	SCONJ
easat-5088	281	2	bias	bias	NOUN
easat-5088	281	3	can	can	AUX
easat-5088	281	4	affect	affect	VERB
easat-5088	281	5	nearly	nearly	ADV
easat-5088	281	6	every	every	PRON
easat-5088	281	7	stage	stage	NOUN
easat-5088	281	8	of	of	ADP
easat-5088	281	9	the	the	DET
easat-5088	281	10	ai	ai	PROPN
easat-5088	281	11	development	development	NOUN
easat-5088	281	12	process	process	NOUN
easat-5088	281	13	-	-	PUNCT
easat-5088	281	14	from	from	ADP
easat-5088	281	15	data	datum	NOUN
easat-5088	281	16	collection	collection	NOUN
easat-5088	281	17	to	to	ADP
easat-5088	281	18	implementation	implementation	NOUN
easat-5088	281	19	-	-	PUNCT
easat-5088	281	20	it	it	PRON
easat-5088	281	21	can	can	AUX
easat-5088	281	22	harm	harm	VERB
easat-5088	281	23	particular	particular	ADJ
easat-5088	281	24	social	social	ADJ
easat-5088	281	25	groups	group	NOUN
easat-5088	281	26	while	while	SCONJ
easat-5088	281	27	also	also	ADV
easat-5088	281	28	breaching	breach	VERB
easat-5088	281	29	health	health	NOUN
easat-5088	281	30	equity	equity	NOUN
easat-5088	281	31	.	.	PUNCT
easat-5088	282	1	this	this	PRON
easat-5088	282	2	is	be	AUX
easat-5088	282	3	crucial	crucial	ADJ
easat-5088	282	4	.	.	PUNCT
easat-5088	283	1	health	health	NOUN
easat-5088	283	2	data	datum	NOUN
easat-5088	283	3	is	be	AUX
easat-5088	283	4	very	very	ADV
easat-5088	283	5	sensitive	sensitive	ADJ
easat-5088	283	6	.	.	PUNCT
easat-5088	284	1	it	it	PRON
easat-5088	284	2	must	must	AUX
easat-5088	284	3	be	be	AUX
easat-5088	284	4	treated	treat	VERB
easat-5088	284	5	with	with	ADP
easat-5088	284	6	caution	caution	NOUN
easat-5088	284	7	.	.	PUNCT
easat-5088	285	1	it	it	PRON
easat-5088	285	2	must	must	AUX
easat-5088	285	3	use	use	VERB
easat-5088	285	4	advanced	advanced	ADJ
easat-5088	285	5	encryption	encryption	NOUN
easat-5088	285	6	and	and	CCONJ
easat-5088	285	7	clear	clear	ADJ
easat-5088	285	8	data	data	NOUN
easat-5088	285	9	-	-	PUNCT
easat-5088	285	10	sharing	share	VERB
easat-5088	285	11	protocols	protocol	NOUN
easat-5088	285	12	.	.	PUNCT
easat-5088	286	1	"	"	PUNCT
easat-5088	286	2	privacy	privacy	NOUN
easat-5088	286	3	-	-	PUNCT
easat-5088	286	4	by	by	ADP
easat-5088	286	5	-	-	PUNCT
easat-5088	286	6	design	design	NOUN
easat-5088	286	7	"	"	PUNCT
easat-5088	286	8	approaches	approach	NOUN
easat-5088	286	9	are	be	AUX
easat-5088	286	10	vital	vital	ADJ
easat-5088	286	11	.	.	PUNCT
easat-5088	287	1	ai	ai	VERB
easat-5088	287	2	in	in	ADP
easat-5088	287	3	respiratory	respiratory	ADJ
easat-5088	287	4	care	care	NOUN
easat-5088	287	5	may	may	AUX
easat-5088	287	6	face	face	VERB
easat-5088	287	7	ethical	ethical	ADJ
easat-5088	287	8	and	and	CCONJ
easat-5088	287	9	legal	legal	ADJ
easat-5088	287	10	issues	issue	NOUN
easat-5088	287	11	if	if	SCONJ
easat-5088	287	12	unchecked	unchecked	ADJ
easat-5088	287	13	.	.	PUNCT
easat-5088	288	1	data	datum	NOUN
easat-5088	288	2	regulation	regulation	NOUN
easat-5088	288	3	is	be	AUX
easat-5088	288	4	becoming	become	VERB
easat-5088	288	5	necessary	necessary	ADJ
easat-5088	288	6	to	to	PART
easat-5088	288	7	ensure	ensure	VERB
easat-5088	288	8	ownership	ownership	NOUN
easat-5088	288	9	,	,	PUNCT
easat-5088	288	10	as	as	ADV
easat-5088	288	11	well	well	ADV
easat-5088	288	12	as	as	ADP
easat-5088	288	13	access	access	NOUN
easat-5088	288	14	and	and	CCONJ
easat-5088	288	15	sharing	sharing	NOUN
easat-5088	288	16	,	,	PUNCT
easat-5088	288	17	of	of	ADP
easat-5088	288	18	data	datum	NOUN
easat-5088	288	19	and	and	CCONJ
easat-5088	288	20	mitigate	mitigate	VERB
easat-5088	288	21	risks	risk	NOUN
easat-5088	288	22	associated	associate	VERB
easat-5088	288	23	with	with	ADP
easat-5088	288	24	bias	bias	NOUN
easat-5088	288	25	and	and	CCONJ
easat-5088	288	26	inequality	inequality	NOUN
easat-5088	288	27	in	in	ADP
easat-5088	288	28	healthcare	healthcare	PROPN
easat-5088	288	29	technology	technology	NOUN
easat-5088	288	30	.	.	PUNCT
easat-5088	289	1	6	6	X
easat-5088	289	2	.	.	PUNCT
easat-5088	289	3	recommendations	recommendation	NOUN
easat-5088	289	4	and	and	CCONJ
easat-5088	289	5	future	future	ADJ
easat-5088	289	6	prospectives	prospective	NOUN
easat-5088	289	7	some	some	DET
easat-5088	289	8	recommendations	recommendation	NOUN
easat-5088	289	9	for	for	ADP
easat-5088	289	10	improving	improve	VERB
easat-5088	289	11	ai	ai	NOUN
easat-5088	289	12	and	and	CCONJ
easat-5088	289	13	ml	ml	NOUN
easat-5088	289	14	applications	application	NOUN
easat-5088	289	15	in	in	ADP
easat-5088	289	16	the	the	DET
easat-5088	289	17	management	management	NOUN
easat-5088	289	18	of	of	ADP
easat-5088	289	19	copd	copd	PROPN
easat-5088	289	20	and	and	CCONJ
easat-5088	289	21	asthma	asthma	NOUN
easat-5088	289	22	are	be	AUX
easat-5088	289	23	based	base	VERB
easat-5088	289	24	on	on	ADP
easat-5088	289	25	this	this	DET
easat-5088	289	26	review	review	NOUN
easat-5088	289	27	of	of	ADP
easat-5088	289	28	ai	ai	NOUN
easat-5088	289	29	and	and	CCONJ
easat-5088	289	30	ml	ml	NOUN
easat-5088	289	31	applications	application	NOUN
easat-5088	289	32	.	.	PUNCT
easat-5088	290	1	that	that	PRON
easat-5088	290	2	is	be	AUX
easat-5088	290	3	,	,	PUNCT
easat-5088	290	4	healthcare	healthcare	NOUN
easat-5088	290	5	institutions	institution	NOUN
easat-5088	290	6	must	must	AUX
easat-5088	290	7	prioritize	prioritize	VERB
easat-5088	290	8	the	the	DET
easat-5088	290	9	combination	combination	NOUN
easat-5088	290	10	of	of	ADP
easat-5088	290	11	ai	ai	ADJ
easat-5088	290	12	-	-	PUNCT
easat-5088	290	13	driven	drive	VERB
easat-5088	290	14	tools	tool	NOUN
easat-5088	290	15	in	in	ADP
easat-5088	290	16	clinical	clinical	ADJ
easat-5088	290	17	workflows	workflow	NOUN
easat-5088	290	18	.	.	PUNCT
easat-5088	291	1	this	this	PRON
easat-5088	291	2	involves	involve	VERB
easat-5088	291	3	infrastructure	infrastructure	NOUN
easat-5088	291	4	and	and	CCONJ
easat-5088	291	5	training	train	VERB
easat-5088	291	6	the	the	DET
easat-5088	291	7	clinicians	clinician	NOUN
easat-5088	291	8	to	to	PART
easat-5088	291	9	interpret	interpret	VERB
easat-5088	291	10	the	the	DET
easat-5088	291	11	ai	ai	NOUN
easat-5088	291	12	-	-	PUNCT
easat-5088	291	13	generated	generate	VERB
easat-5088	291	14	data	datum	NOUN
easat-5088	291	15	.	.	PUNCT
easat-5088	292	1	establishing	establish	VERB
easat-5088	292	2	an	an	DET
easat-5088	292	3	interdisciplinary	interdisciplinary	ADJ
easat-5088	292	4	team	team	NOUN
easat-5088	292	5	that	that	PRON
easat-5088	292	6	consists	consist	VERB
easat-5088	292	7	of	of	ADP
easat-5088	292	8	data	datum	NOUN
easat-5088	292	9	scientists	scientist	NOUN
easat-5088	292	10	,	,	PUNCT
easat-5088	292	11	clinicians	clinician	NOUN
easat-5088	292	12	,	,	PUNCT
easat-5088	292	13	and	and	CCONJ
easat-5088	292	14	it	it	PRON
easat-5088	292	15	specialists	specialist	NOUN
easat-5088	292	16	can	can	AUX
easat-5088	292	17	help	help	VERB
easat-5088	292	18	quickly	quickly	ADV
easat-5088	292	19	adopt	adopt	VERB
easat-5088	292	20	this	this	DET
easat-5088	292	21	technology	technology	NOUN
easat-5088	292	22	.	.	PUNCT
easat-5088	293	1	also	also	ADV
easat-5088	293	2	,	,	PUNCT
easat-5088	293	3	there	there	PRON
easat-5088	293	4	is	be	VERB
easat-5088	293	5	a	a	DET
easat-5088	293	6	need	need	NOUN
easat-5088	293	7	to	to	PART
easat-5088	293	8	standardize	standardize	VERB
easat-5088	293	9	the	the	DET
easat-5088	293	10	protocols	protocol	NOUN
easat-5088	293	11	for	for	ADP
easat-5088	293	12	the	the	DET
easat-5088	293	13	collection	collection	NOUN
easat-5088	293	14	and	and	CCONJ
easat-5088	293	15	analysis	analysis	NOUN
easat-5088	293	16	of	of	ADP
easat-5088	293	17	data	datum	NOUN
easat-5088	293	18	.	.	PUNCT
easat-5088	294	1	future	future	ADJ
easat-5088	294	2	studies	study	NOUN
easat-5088	294	3	must	must	AUX
easat-5088	294	4	aim	aim	VERB
easat-5088	294	5	to	to	PART
easat-5088	294	6	create	create	VERB
easat-5088	294	7	and	and	CCONJ
easat-5088	294	8	use	use	VERB
easat-5088	294	9	large	large	ADJ
easat-5088	294	10	,	,	PUNCT
easat-5088	294	11	diverse	diverse	ADJ
easat-5088	294	12	,	,	PUNCT
easat-5088	294	13	and	and	CCONJ
easat-5088	294	14	high	high	ADJ
easat-5088	294	15	-	-	PUNCT
easat-5088	294	16	quality	quality	NOUN
easat-5088	294	17	datasets	dataset	NOUN
easat-5088	294	18	that	that	PRON
easat-5088	294	19	have	have	VERB
easat-5088	294	20	various	various	ADJ
easat-5088	294	21	demographics	demographic	NOUN
easat-5088	294	22	and	and	CCONJ
easat-5088	294	23	clinical	clinical	ADJ
easat-5088	294	24	settings	setting	NOUN
easat-5088	294	25	.	.	PUNCT
easat-5088	295	1	these	these	DET
easat-5088	295	2	efforts	effort	NOUN
easat-5088	295	3	can	can	AUX
easat-5088	295	4	help	help	VERB
easat-5088	295	5	in	in	ADP
easat-5088	295	6	reducing	reduce	VERB
easat-5088	295	7	the	the	DET
easat-5088	295	8	bias	bias	NOUN
easat-5088	295	9	and	and	CCONJ
easat-5088	295	10	improve	improve	VERB
easat-5088	295	11	the	the	DET
easat-5088	295	12	generalizability	generalizability	NOUN
easat-5088	295	13	of	of	ADP
easat-5088	295	14	ai	ai	PROPN
easat-5088	295	15	models	model	NOUN
easat-5088	295	16	.	.	PUNCT
easat-5088	296	1	additionally	additionally	ADV
easat-5088	296	2	,	,	PUNCT
easat-5088	296	3	ethical	ethical	ADJ
easat-5088	296	4	and	and	CCONJ
easat-5088	296	5	regulatory	regulatory	ADJ
easat-5088	296	6	frameworks	framework	NOUN
easat-5088	296	7	must	must	AUX
easat-5088	296	8	be	be	AUX
easat-5088	296	9	increased	increase	VERB
easat-5088	296	10	to	to	PART
easat-5088	296	11	protect	protect	VERB
easat-5088	296	12	patient	patient	ADJ
easat-5088	296	13	data	datum	NOUN
easat-5088	296	14	privacy	privacy	NOUN
easat-5088	296	15	and	and	CCONJ
easat-5088	296	16	ensure	ensure	VERB
easat-5088	296	17	equitable	equitable	ADJ
easat-5088	296	18	access	access	NOUN
easat-5088	296	19	to	to	ADP
easat-5088	296	20	ai	ai	VERB
easat-5088	296	21	-	-	PUNCT
easat-5088	296	22	driven	drive	VERB
easat-5088	296	23	healthcare	healthcare	NOUN
easat-5088	296	24	.	.	PUNCT
easat-5088	297	1	adopting	adopt	VERB
easat-5088	297	2	privacy	privacy	NOUN
easat-5088	297	3	-	-	PUNCT
easat-5088	297	4	by	by	ADP
easat-5088	297	5	-	-	PUNCT
easat-5088	297	6	design	design	NOUN
easat-5088	297	7	approaches	approach	NOUN
easat-5088	297	8	and	and	CCONJ
easat-5088	297	9	advanced	advanced	ADJ
easat-5088	297	10	encryption	encryption	NOUN
easat-5088	297	11	methods	method	NOUN
easat-5088	297	12	will	will	AUX
easat-5088	297	13	be	be	AUX
easat-5088	297	14	necessary	necessary	ADJ
easat-5088	297	15	for	for	ADP
easat-5088	297	16	the	the	DET
easat-5088	297	17	maintenance	maintenance	NOUN
easat-5088	297	18	of	of	ADP
easat-5088	297	19	patient	patient	ADJ
easat-5088	297	20	trust	trust	NOUN
easat-5088	297	21	.	.	PUNCT
easat-5088	298	1	regulatory	regulatory	ADJ
easat-5088	298	2	bodies	body	NOUN
easat-5088	298	3	should	should	AUX
easat-5088	298	4	work	work	VERB
easat-5088	298	5	collaboratively	collaboratively	ADV
easat-5088	298	6	with	with	ADP
easat-5088	298	7	technology	technology	NOUN
easat-5088	298	8	developers	developer	NOUN
easat-5088	298	9	to	to	PART
easat-5088	298	10	establish	establish	VERB
easat-5088	298	11	clear	clear	ADJ
easat-5088	298	12	guidelines	guideline	NOUN
easat-5088	298	13	that	that	PRON
easat-5088	298	14	can	can	AUX
easat-5088	298	15	address	address	VERB
easat-5088	298	16	data	datum	NOUN
easat-5088	298	17	security	security	NOUN
easat-5088	298	18	,	,	PUNCT
easat-5088	298	19	algorithmic	algorithmic	ADJ
easat-5088	298	20	bias	bias	NOUN
easat-5088	298	21	,	,	PUNCT
easat-5088	298	22	and	and	CCONJ
easat-5088	298	23	ethical	ethical	ADJ
easat-5088	298	24	considerations	consideration	NOUN
easat-5088	298	25	.	.	PUNCT
easat-5088	299	1	furthermore	furthermore	ADV
easat-5088	299	2	,	,	PUNCT
easat-5088	299	3	there	there	PRON
easat-5088	299	4	is	be	VERB
easat-5088	299	5	significant	significant	ADJ
easat-5088	299	6	potential	potential	NOUN
easat-5088	299	7	for	for	ADP
easat-5088	299	8	increasing	increase	VERB
easat-5088	299	9	telemedicine	telemedicine	NOUN
easat-5088	299	10	services	service	NOUN
easat-5088	299	11	combined	combine	VERB
easat-5088	299	12	with	with	ADP
easat-5088	299	13	ai	ai	ADJ
easat-5088	299	14	-	-	PUNCT
easat-5088	299	15	powered	powered	ADJ
easat-5088	299	16	remote	remote	ADJ
easat-5088	299	17	monitoring	monitoring	NOUN
easat-5088	299	18	tools	tool	NOUN
easat-5088	299	19	.	.	PUNCT
easat-5088	300	1	investments	investment	NOUN
easat-5088	300	2	in	in	ADP
easat-5088	300	3	telehealth	telehealth	ADJ
easat-5088	300	4	platforms	platform	NOUN
easat-5088	300	5	in	in	ADP
easat-5088	300	6	under	under	ADV
easat-5088	300	7	-	-	PUNCT
easat-5088	300	8	resourced	resource	VERB
easat-5088	300	9	or	or	CCONJ
easat-5088	300	10	rural	rural	ADJ
easat-5088	300	11	areas	area	NOUN
easat-5088	300	12	can	can	AUX
easat-5088	300	13	help	help	VERB
easat-5088	300	14	in	in	ADP
easat-5088	300	15	bridging	bridge	VERB
easat-5088	300	16	the	the	DET
easat-5088	300	17	gap	gap	NOUN
easat-5088	300	18	in	in	ADP
easat-5088	300	19	healthcare	healthcare	NOUN
easat-5088	300	20	accessibility	accessibility	NOUN
easat-5088	300	21	.	.	PUNCT
easat-5088	301	1	future	future	ADJ
easat-5088	301	2	research	research	NOUN
easat-5088	301	3	should	should	AUX
easat-5088	301	4	also	also	ADV
easat-5088	301	5	focus	focus	VERB
easat-5088	301	6	on	on	ADP
easat-5088	301	7	evaluating	evaluate	VERB
easat-5088	301	8	the	the	DET
easat-5088	301	9	cost	cost	NOUN
easat-5088	301	10	-	-	PUNCT
easat-5088	301	11	effectiveness	effectiveness	NOUN
easat-5088	301	12	of	of	ADP
easat-5088	301	13	these	these	DET
easat-5088	301	14	technologies	technology	NOUN
easat-5088	301	15	in	in	ADP
easat-5088	301	16	diverse	diverse	ADJ
easat-5088	301	17	healthcare	healthcare	NOUN
easat-5088	301	18	systems	system	NOUN
easat-5088	301	19	.	.	PUNCT
easat-5088	302	1	by	by	ADP
easat-5088	302	2	addressing	address	VERB
easat-5088	302	3	these	these	DET
easat-5088	302	4	recommendations	recommendation	NOUN
easat-5088	302	5	,	,	PUNCT
easat-5088	302	6	stakeholders	stakeholder	NOUN
easat-5088	302	7	can	can	AUX
easat-5088	302	8	increase	increase	VERB
easat-5088	302	9	the	the	DET
easat-5088	302	10	integration	integration	NOUN
easat-5088	302	11	of	of	ADP
easat-5088	302	12	ai	ai	NOUN
easat-5088	302	13	and	and	CCONJ
easat-5088	302	14	ml	ml	X
easat-5088	302	15	into	into	ADP
easat-5088	302	16	respiratory	respiratory	ADJ
easat-5088	302	17	care	care	NOUN
easat-5088	302	18	.	.	PUNCT
easat-5088	303	1	this	this	PRON
easat-5088	303	2	will	will	AUX
easat-5088	303	3	lead	lead	VERB
easat-5088	303	4	to	to	ADP
easat-5088	303	5	improved	improved	ADJ
easat-5088	303	6	outcomes	outcome	NOUN
easat-5088	303	7	for	for	ADP
easat-5088	303	8	patients	patient	NOUN
easat-5088	303	9	with	with	ADP
easat-5088	303	10	asthma	asthma	NOUN
easat-5088	303	11	and	and	CCONJ
easat-5088	303	12	copd	copd	PROPN
easat-5088	303	13	,	,	PUNCT
easat-5088	303	14	along	along	ADP
easat-5088	303	15	with	with	ADP
easat-5088	303	16	a	a	DET
easat-5088	303	17	more	more	ADV
easat-5088	303	18	efficient	efficient	ADJ
easat-5088	303	19	,	,	PUNCT
easat-5088	303	20	personalized	personalized	ADJ
easat-5088	303	21	,	,	PUNCT
easat-5088	303	22	and	and	CCONJ
easat-5088	303	23	equitable	equitable	ADJ
easat-5088	303	24	healthcare	healthcare	NOUN
easat-5088	303	25	system	system	NOUN
easat-5088	303	26	.	.	PUNCT
easat-5088	304	1	future	future	ADJ
easat-5088	304	2	research	research	NOUN
easat-5088	304	3	directions	direction	NOUN
easat-5088	304	4	for	for	ADP
easat-5088	304	5	copd	copd	NOUN
easat-5088	304	6	management	management	NOUN
easat-5088	304	7	include	include	VERB
easat-5088	304	8	the	the	DET
easat-5088	304	9	validation	validation	NOUN
easat-5088	304	10	of	of	ADP
easat-5088	304	11	models	model	NOUN
easat-5088	304	12	using	use	VERB
easat-5088	304	13	large	large	ADJ
easat-5088	304	14	,	,	PUNCT
easat-5088	304	15	real	real	ADJ
easat-5088	304	16	-	-	PUNCT
easat-5088	304	17	world	world	NOUN
easat-5088	304	18	datasets	dataset	NOUN
easat-5088	304	19	and	and	CCONJ
easat-5088	304	20	continuous	continuous	ADJ
easat-5088	304	21	monitoring	monitoring	NOUN
easat-5088	304	22	in	in	ADP
easat-5088	304	23	a	a	DET
easat-5088	304	24	clinical	clinical	ADJ
easat-5088	304	25	setting	setting	NOUN
easat-5088	304	26	to	to	PART
easat-5088	304	27	overcome	overcome	VERB
easat-5088	304	28	the	the	DET
easat-5088	304	29	limitations	limitation	NOUN
easat-5088	304	30	such	such	ADJ
easat-5088	304	31	as	as	ADP
easat-5088	304	32	single	single	ADJ
easat-5088	304	33	-	-	PUNCT
easat-5088	304	34	source	source	NOUN
easat-5088	304	35	populations	population	NOUN
easat-5088	304	36	and	and	CCONJ
easat-5088	304	37	lack	lack	NOUN
easat-5088	304	38	of	of	ADP
easat-5088	304	39	external	external	ADJ
easat-5088	304	40	validation	validation	NOUN
easat-5088	304	41	.	.	PUNCT
easat-5088	305	1	there	there	PRON
easat-5088	305	2	is	be	VERB
easat-5088	305	3	also	also	ADV
easat-5088	305	4	an	an	DET
easat-5088	305	5	urgent	urgent	ADJ
easat-5088	305	6	need	need	NOUN
easat-5088	305	7	to	to	PART
easat-5088	305	8	identify	identify	VERB
easat-5088	305	9	phenotype	phenotype	NOUN
easat-5088	305	10	-	-	PUNCT
easat-5088	305	11	specific	specific	ADJ
easat-5088	305	12	therapeutic	therapeutic	ADJ
easat-5088	305	13	strategies	strategy	NOUN
easat-5088	305	14	since	since	SCONJ
easat-5088	305	15	existing	exist	VERB
easat-5088	305	16	phenotype	phenotype	NOUN
easat-5088	305	17	classification	classification	NOUN
easat-5088	305	18	is	be	AUX
easat-5088	305	19	inadequate	inadequate	ADJ
easat-5088	305	20	for	for	ADP
easat-5088	305	21	tailored	tailored	ADJ
easat-5088	305	22	therapy	therapy	NOUN
easat-5088	305	23	.	.	PUNCT
easat-5088	306	1	artificial	artificial	ADJ
easat-5088	306	2	intelligence	intelligence	NOUN
easat-5088	306	3	/machine	/machine	PUNCT
easat-5088	306	4	learning	learning	NOUN
easat-5088	306	5	(	(	PUNCT
easat-5088	306	6	ai	ai	VERB
easat-5088	306	7	/	/	SYM
easat-5088	306	8	ml	ml	VERB
easat-5088	306	9	)	)	PUNCT
easat-5088	306	10	may	may	AUX
easat-5088	306	11	help	help	VERB
easat-5088	306	12	in	in	ADP
easat-5088	306	13	exploiting	exploit	VERB
easat-5088	306	14	the	the	DET
easat-5088	306	15	phenotypic	phenotypic	ADJ
easat-5088	306	16	heterogeneity	heterogeneity	NOUN
easat-5088	306	17	by	by	ADP
easat-5088	306	18	aggregating	aggregate	VERB
easat-5088	306	19	diverse	diverse	ADJ
easat-5088	306	20	sources	source	NOUN
easat-5088	306	21	of	of	ADP
easat-5088	306	22	data	datum	NOUN
easat-5088	306	23	.	.	PUNCT
easat-5088	307	1	combining	combine	VERB
easat-5088	307	2	wearable	wearable	ADJ
easat-5088	307	3	health	health	NOUN
easat-5088	307	4	monitors	monitor	NOUN
easat-5088	307	5	with	with	ADP
easat-5088	307	6	ai	ai	NOUN
easat-5088	307	7	may	may	AUX
easat-5088	307	8	improve	improve	VERB
easat-5088	307	9	personalized	personalized	ADJ
easat-5088	307	10	treatment	treatment	NOUN
easat-5088	307	11	.	.	PUNCT
easat-5088	308	1	these	these	PRON
easat-5088	308	2	will	will	AUX
easat-5088	308	3	require	require	VERB
easat-5088	308	4	balanced	balanced	ADJ
easat-5088	308	5	efforts	effort	NOUN
easat-5088	308	6	to	to	PART
easat-5088	308	7	take	take	VERB
easat-5088	308	8	ai	ai	VERB
easat-5088	308	9	/	/	SYM
easat-5088	308	10	ml	ml	NOUN
easat-5088	308	11	applications	application	NOUN
easat-5088	308	12	in	in	ADP
easat-5088	308	13	enhancing	enhance	VERB
easat-5088	308	14	inhalation	inhalation	NOUN
easat-5088	308	15	therapy	therapy	NOUN
easat-5088	308	16	compliance	compliance	NOUN
easat-5088	308	17	,	,	PUNCT
easat-5088	308	18	particularly	particularly	ADV
easat-5088	308	19	through	through	ADP
easat-5088	308	20	error	error	NOUN
easat-5088	308	21	detection	detection	NOUN
easat-5088	308	22	at	at	ADP
easat-5088	308	23	an	an	DET
easat-5088	308	24	early	early	ADJ
easat-5088	308	25	stage	stage	NOUN
easat-5088	308	26	and	and	CCONJ
easat-5088	308	27	personal	personal	ADJ
easat-5088	308	28	interventions	intervention	NOUN
easat-5088	308	29	[	[	X
easat-5088	308	30	24	24	NUM
easat-5088	308	31	]	]	PUNCT
easat-5088	308	32	.	.	PUNCT
easat-5088	309	1	further	far	ADV
easat-5088	309	2	ai	ai	VERB
easat-5088	309	3	/	/	SYM
easat-5088	309	4	ml	ml	NOUN
easat-5088	309	5	research	research	NOUN
easat-5088	309	6	should	should	AUX
easat-5088	309	7	be	be	AUX
easat-5088	309	8	dispersed	disperse	VERB
easat-5088	309	9	into	into	ADP
easat-5088	309	10	the	the	DET
easat-5088	309	11	lowincome	lowincome	NOUN
easat-5088	309	12	settings	setting	NOUN
easat-5088	309	13	to	to	PART
easat-5088	309	14	enhance	enhance	VERB
easat-5088	309	15	the	the	DET
easat-5088	309	16	morbidity	morbidity	NOUN
easat-5088	309	17	of	of	ADP
easat-5088	309	18	high	high	ADJ
easat-5088	309	19	financial	financial	ADJ
easat-5088	309	20	burdens	burden	NOUN
easat-5088	309	21	and	and	CCONJ
easat-5088	309	22	data	datum	NOUN
easat-5088	309	23	integrity	integrity	NOUN
easat-5088	309	24	in	in	ADP
easat-5088	309	25	the	the	DET
easat-5088	309	26	underresourced	underresourced	ADJ
easat-5088	309	27	health	health	NOUN
easat-5088	309	28	systems	system	NOUN
easat-5088	309	29	.	.	PUNCT
easat-5088	310	1	further	far	ADV
easat-5088	310	2	,	,	PUNCT
easat-5088	310	3	ensuring	ensure	VERB
easat-5088	310	4	equitable	equitable	ADJ
easat-5088	310	5	access	access	NOUN
easat-5088	310	6	to	to	ADP
easat-5088	310	7	ai	ai	VERB
easat-5088	310	8	/	/	SYM
easat-5088	310	9	ml	ml	NOUN
easat-5088	310	10	-	-	PUNCT
easat-5088	310	11	driven	drive	VERB
easat-5088	310	12	healthcare	healthcare	NOUN
easat-5088	310	13	system	system	NOUN
easat-5088	310	14	and	and	CCONJ
easat-5088	310	15	training	train	VERB
easat-5088	310	16	healthcare	healthcare	NOUN
easat-5088	310	17	staff	staff	NOUN
easat-5088	310	18	in	in	ADP
easat-5088	310	19	resource	resource	NOUN
easat-5088	310	20	-	-	PUNCT
easat-5088	310	21	limited	limit	VERB
easat-5088	310	22	areas	area	NOUN
easat-5088	310	23	can	can	AUX
easat-5088	310	24	provide	provide	VERB
easat-5088	310	25	better	well	ADJ
easat-5088	310	26	individualized	individualized	ADJ
easat-5088	310	27	treatment	treatment	NOUN
easat-5088	310	28	and	and	CCONJ
easat-5088	310	29	management	management	NOUN
easat-5088	310	30	for	for	ADP
easat-5088	310	31	those	those	PRON
easat-5088	310	32	affected	affect	VERB
easat-5088	310	33	by	by	ADP
easat-5088	310	34	copd	copd	PROPN
easat-5088	310	35	worldwide	worldwide	ADV
easat-5088	310	36	.	.	PUNCT
easat-5088	311	1	7	7	X
easat-5088	311	2	.	.	X
easat-5088	311	3	conclusion	conclusion	VERB
easat-5088	311	4	artificial	artificial	ADJ
easat-5088	311	5	intelligence	intelligence	NOUN
easat-5088	311	6	and	and	CCONJ
easat-5088	311	7	machine	machine	NOUN
easat-5088	311	8	learning	learning	NOUN
easat-5088	311	9	has	have	VERB
easat-5088	311	10	an	an	DET
easat-5088	311	11	entire	entire	ADJ
easat-5088	311	12	new	new	ADJ
easat-5088	311	13	dimension	dimension	NOUN
easat-5088	311	14	for	for	ADP
easat-5088	311	15	the	the	DET
easat-5088	311	16	management	management	NOUN
easat-5088	311	17	of	of	ADP
easat-5088	311	18	asthma	asthma	NOUN
easat-5088	311	19	and	and	CCONJ
easat-5088	311	20	chronic	chronic	ADJ
easat-5088	311	21	obstructive	obstructive	ADJ
easat-5088	311	22	pulmonary	pulmonary	ADJ
easat-5088	311	23	disease	disease	NOUN
easat-5088	311	24	(	(	PUNCT
easat-5088	311	25	copd	copd	PROPN
easat-5088	311	26	)	)	PUNCT
easat-5088	311	27	by	by	ADP
easat-5088	311	28	applying	apply	VERB
easat-5088	311	29	acutely	acutely	ADV
easat-5088	311	30	accurate	accurate	ADJ
easat-5088	311	31	diagnostics	diagnostic	NOUN
easat-5088	311	32	,	,	PUNCT
easat-5088	311	33	continuous	continuous	ADJ
easat-5088	311	34	monitoring	monitoring	NOUN
easat-5088	311	35	,	,	PUNCT
easat-5088	311	36	and	and	CCONJ
easat-5088	311	37	individualized	individualized	ADJ
easat-5088	311	38	approaches	approach	NOUN
easat-5088	311	39	to	to	ADP
easat-5088	311	40	treatment	treatment	NOUN
easat-5088	311	41	.	.	PUNCT
easat-5088	312	1	these	these	DET
easat-5088	312	2	technologies	technology	NOUN
easat-5088	312	3	combine	combine	VERB
easat-5088	312	4	data	datum	NOUN
easat-5088	312	5	from	from	ADP
easat-5088	312	6	multiple	multiple	ADJ
easat-5088	312	7	sources	source	NOUN
easat-5088	312	8	for	for	ADP
easat-5088	312	9	comprehensive	comprehensive	ADJ
easat-5088	312	10	analysis	analysis	NOUN
easat-5088	312	11	of	of	ADP
easat-5088	312	12	wearable	wearable	ADJ
easat-5088	312	13	devices	device	NOUN
easat-5088	312	14	,	,	PUNCT
easat-5088	312	15	electronic	electronic	ADJ
easat-5088	312	16	health	health	NOUN
easat-5088	312	17	records	record	NOUN
easat-5088	312	18	and	and	CCONJ
easat-5088	312	19	imaging	imaging	NOUN
easat-5088	312	20	data	datum	NOUN
easat-5088	312	21	to	to	PART
easat-5088	312	22	improve	improve	VERB
easat-5088	312	23	patients	patient	NOUN
easat-5088	312	24	'	'	PART
easat-5088	312	25	clinical	clinical	ADJ
easat-5088	312	26	decisions	decision	NOUN
easat-5088	312	27	and	and	CCONJ
easat-5088	312	28	outcomes	outcome	NOUN
easat-5088	312	29	.	.	PUNCT
easat-5088	313	1	although	although	SCONJ
easat-5088	313	2	much	much	ADJ
easat-5088	313	3	success	success	NOUN
easat-5088	313	4	has	have	AUX
easat-5088	313	5	been	be	AUX
easat-5088	313	6	achieved	achieve	VERB
easat-5088	313	7	so	so	ADV
easat-5088	313	8	far	far	ADV
easat-5088	313	9	,	,	PUNCT
easat-5088	313	10	challenges	challenge	NOUN
easat-5088	313	11	still	still	ADV
easat-5088	313	12	prevail	prevail	VERB
easat-5088	313	13	such	such	ADJ
easat-5088	313	14	as	as	ADP
easat-5088	313	15	the	the	DET
easat-5088	313	16	robust	robust	ADJ
easat-5088	313	17	validation	validation	NOUN
easat-5088	313	18	of	of	ADP
easat-5088	313	19	models	model	NOUN
easat-5088	313	20	outside	outside	ADV
easat-5088	313	21	of	of	ADP
easat-5088	313	22	training	training	NOUN
easat-5088	313	23	data	datum	NOUN
easat-5088	313	24	,	,	PUNCT
easat-5088	313	25	2363	2363	NUM
easat-5088	313	26	edelweiss	edelweiss	PROPN
easat-5088	313	27	applied	apply	VERB
easat-5088	313	28	science	science	NOUN
easat-5088	313	29	and	and	CCONJ
easat-5088	313	30	technology	technology	NOUN
easat-5088	313	31	issn	issn	PROPN
easat-5088	313	32	:	:	PUNCT
easat-5088	313	33	2576	2576	NUM
easat-5088	313	34	-	-	SYM
easat-5088	313	35	8484	8484	NUM
easat-5088	313	36	vol	vol	NOUN
easat-5088	313	37	.	.	PROPN
easat-5088	314	1	9	9	NUM
easat-5088	314	2	,	,	PUNCT
easat-5088	314	3	no	no	INTJ
easat-5088	314	4	.	.	NOUN
easat-5088	314	5	2	2	NUM
easat-5088	314	6	:	:	PUNCT
easat-5088	314	7	2353	2353	NUM
easat-5088	314	8	-	-	SYM
easat-5088	314	9	2365	2365	NUM
easat-5088	314	10	,	,	PUNCT
easat-5088	314	11	2025	2025	NUM
easat-5088	314	12	doi	doi	NOUN
easat-5088	314	13	:	:	PUNCT
easat-5088	314	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	314	15	©	©	ADP
easat-5088	314	16	2025	2025	NUM
easat-5088	314	17	by	by	ADP
easat-5088	314	18	the	the	DET
easat-5088	314	19	author	author	NOUN
easat-5088	314	20	;	;	PUNCT
easat-5088	314	21	licensee	licensee	NOUN
easat-5088	314	22	learning	learn	VERB
easat-5088	314	23	gate	gate	NOUN
easat-5088	314	24	improving	improve	VERB
easat-5088	314	25	data	datum	NOUN
easat-5088	314	26	quality	quality	NOUN
easat-5088	314	27	,	,	PUNCT
easat-5088	314	28	and	and	CCONJ
easat-5088	314	29	adaptation	adaptation	NOUN
easat-5088	314	30	to	to	ADP
easat-5088	314	31	a	a	DET
easat-5088	314	32	wide	wide	ADJ
easat-5088	314	33	range	range	NOUN
easat-5088	314	34	of	of	ADP
easat-5088	314	35	population	population	NOUN
easat-5088	314	36	.	.	PUNCT
easat-5088	315	1	future	future	ADJ
easat-5088	315	2	studies	study	NOUN
easat-5088	315	3	should	should	AUX
easat-5088	315	4	explore	explore	VERB
easat-5088	315	5	phenotype	phenotype	NOUN
easat-5088	315	6	-	-	PUNCT
easat-5088	315	7	specific	specific	ADJ
easat-5088	315	8	treatment	treatment	NOUN
easat-5088	315	9	,	,	PUNCT
easat-5088	315	10	better	well	ADJ
easat-5088	315	11	compliance	compliance	NOUN
easat-5088	315	12	with	with	ADP
easat-5088	315	13	drugs	drug	NOUN
easat-5088	315	14	,	,	PUNCT
easat-5088	315	15	and	and	CCONJ
easat-5088	315	16	continuation	continuation	NOUN
easat-5088	315	17	of	of	ADP
easat-5088	315	18	ai	ai	NOUN
easat-5088	315	19	/	/	SYM
easat-5088	315	20	ml	ml	NOUN
easat-5088	315	21	interventions	intervention	NOUN
easat-5088	315	22	into	into	ADP
easat-5088	315	23	the	the	DET
easat-5088	315	24	regions	region	NOUN
easat-5088	315	25	with	with	ADP
easat-5088	315	26	limited	limited	ADJ
easat-5088	315	27	access	access	NOUN
easat-5088	315	28	.	.	PUNCT
easat-5088	316	1	although	although	SCONJ
easat-5088	316	2	ai	ai	VERB
easat-5088	316	3	/	/	SYM
easat-5088	316	4	ml	ml	AUX
easat-5088	316	5	have	have	VERB
easat-5088	316	6	many	many	ADJ
easat-5088	316	7	promising	promising	ADJ
easat-5088	316	8	applications	application	NOUN
easat-5088	316	9	in	in	ADP
easat-5088	316	10	transforming	transform	VERB
easat-5088	316	11	respiratory	respiratory	ADJ
easat-5088	316	12	care	care	NOUN
easat-5088	316	13	with	with	ADP
easat-5088	316	14	novel	novel	ADJ
easat-5088	316	15	solutions	solution	NOUN
easat-5088	316	16	for	for	ADP
easat-5088	316	17	a	a	DET
easat-5088	316	18	heavy	heavy	ADJ
easat-5088	316	19	burden	burden	NOUN
easat-5088	316	20	on	on	ADP
easat-5088	316	21	chronic	chronic	ADJ
easat-5088	316	22	airway	airway	NOUN
easat-5088	316	23	diseases	disease	NOUN
easat-5088	316	24	worldwide	worldwide	ADV
easat-5088	316	25	,	,	PUNCT
easat-5088	316	26	they	they	PRON
easat-5088	316	27	come	come	VERB
easat-5088	316	28	with	with	ADP
easat-5088	316	29	their	their	PRON
easat-5088	316	30	limitations	limitation	NOUN
easat-5088	316	31	.	.	PUNCT
easat-5088	317	1	transparency	transparency	NOUN
easat-5088	317	2	:	:	PUNCT
easat-5088	317	3	the	the	DET
easat-5088	317	4	author	author	NOUN
easat-5088	317	5	confirms	confirm	VERB
easat-5088	317	6	that	that	SCONJ
easat-5088	317	7	the	the	DET
easat-5088	317	8	manuscript	manuscript	NOUN
easat-5088	317	9	is	be	AUX
easat-5088	317	10	an	an	DET
easat-5088	317	11	honest	honest	ADJ
easat-5088	317	12	,	,	PUNCT
easat-5088	317	13	accurate	accurate	ADJ
easat-5088	317	14	,	,	PUNCT
easat-5088	317	15	and	and	CCONJ
easat-5088	317	16	transparent	transparent	ADJ
easat-5088	317	17	account	account	NOUN
easat-5088	317	18	of	of	ADP
easat-5088	317	19	the	the	DET
easat-5088	317	20	study	study	NOUN
easat-5088	317	21	;	;	PUNCT
easat-5088	317	22	that	that	SCONJ
easat-5088	317	23	no	no	DET
easat-5088	317	24	vital	vital	ADJ
easat-5088	317	25	features	feature	NOUN
easat-5088	317	26	of	of	ADP
easat-5088	317	27	the	the	DET
easat-5088	317	28	study	study	NOUN
easat-5088	317	29	have	have	AUX
easat-5088	317	30	been	be	AUX
easat-5088	317	31	omitted	omit	VERB
easat-5088	317	32	;	;	PUNCT
easat-5088	317	33	and	and	CCONJ
easat-5088	317	34	that	that	SCONJ
easat-5088	317	35	any	any	DET
easat-5088	317	36	discrepancies	discrepancy	NOUN
easat-5088	317	37	from	from	ADP
easat-5088	317	38	the	the	DET
easat-5088	317	39	study	study	NOUN
easat-5088	317	40	as	as	SCONJ
easat-5088	317	41	planned	plan	VERB
easat-5088	317	42	have	have	AUX
easat-5088	317	43	been	be	AUX
easat-5088	317	44	explained	explain	VERB
easat-5088	317	45	.	.	PUNCT
easat-5088	318	1	this	this	DET
easat-5088	318	2	study	study	NOUN
easat-5088	318	3	followed	follow	VERB
easat-5088	318	4	all	all	DET
easat-5088	318	5	ethical	ethical	ADJ
easat-5088	318	6	practices	practice	NOUN
easat-5088	318	7	during	during	ADP
easat-5088	318	8	writing	writing	NOUN
easat-5088	318	9	.	.	PUNCT
easat-5088	319	1	copyright	copyright	NOUN
easat-5088	319	2	:	:	PUNCT
easat-5088	319	3	©	©	PROPN
easat-5088	319	4	2025	2025	NUM
easat-5088	319	5	by	by	ADP
easat-5088	319	6	the	the	DET
easat-5088	319	7	authors	author	NOUN
easat-5088	319	8	.	.	PUNCT
easat-5088	320	1	this	this	DET
easat-5088	320	2	open	open	ADJ
easat-5088	320	3	-	-	PUNCT
easat-5088	320	4	access	access	NOUN
easat-5088	320	5	article	article	NOUN
easat-5088	320	6	is	be	AUX
easat-5088	320	7	distributed	distribute	VERB
easat-5088	320	8	under	under	ADP
easat-5088	320	9	the	the	DET
easat-5088	320	10	terms	term	NOUN
easat-5088	320	11	and	and	CCONJ
easat-5088	320	12	conditions	condition	NOUN
easat-5088	320	13	of	of	ADP
easat-5088	320	14	the	the	DET
easat-5088	320	15	creative	creative	ADJ
easat-5088	320	16	commons	common	NOUN
easat-5088	320	17	attribution	attribution	NOUN
easat-5088	320	18	(	(	PUNCT
easat-5088	320	19	cc	cc	NOUN
easat-5088	320	20	by	by	ADP
easat-5088	320	21	)	)	PUNCT
easat-5088	320	22	license	license	NOUN
easat-5088	320	23	(	(	PUNCT
easat-5088	320	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5088	320	25	)	)	PUNCT
easat-5088	320	26	.	.	PUNCT
easat-5088	321	1	references	reference	NOUN
easat-5088	321	2	[	[	X
easat-5088	321	3	1	1	NUM
easat-5088	321	4	]	]	X
easat-5088	321	5	r.	r.	PROPN
easat-5088	321	6	m.	m.	PROPN
easat-5088	321	7	reeves	reeves	PROPN
easat-5088	321	8	,	,	PUNCT
easat-5088	321	9	p.	p.	PROPN
easat-5088	321	10	hardelid	hardelid	PROPN
easat-5088	321	11	,	,	PUNCT
easat-5088	321	12	r.	r.	PROPN
easat-5088	321	13	gilbert	gilbert	PROPN
easat-5088	321	14	,	,	PUNCT
easat-5088	321	15	f.	f.	PROPN
easat-5088	321	16	warburton	warburton	PROPN
easat-5088	321	17	,	,	PUNCT
easat-5088	321	18	j.	j.	PROPN
easat-5088	321	19	ellis	ellis	PROPN
easat-5088	321	20	,	,	PUNCT
easat-5088	321	21	and	and	CCONJ
easat-5088	321	22	r.	r.	PROPN
easat-5088	321	23	g.	g.	PROPN
easat-5088	321	24	pebody	pebody	PROPN
easat-5088	321	25	,	,	PUNCT
easat-5088	321	26	"	"	PUNCT
easat-5088	321	27	estimating	estimate	VERB
easat-5088	321	28	the	the	DET
easat-5088	321	29	burden	burden	NOUN
easat-5088	321	30	of	of	ADP
easat-5088	321	31	respiratory	respiratory	ADJ
easat-5088	321	32	syncytial	syncytial	ADJ
easat-5088	321	33	virus	virus	NOUN
easat-5088	321	34	(	(	PUNCT
easat-5088	321	35	rsv	rsv	PROPN
easat-5088	321	36	)	)	PUNCT
easat-5088	321	37	on	on	ADP
easat-5088	321	38	respiratory	respiratory	ADJ
easat-5088	321	39	hospital	hospital	NOUN
easat-5088	321	40	admissions	admission	NOUN
easat-5088	321	41	in	in	ADP
easat-5088	321	42	children	child	NOUN
easat-5088	321	43	less	less	ADJ
easat-5088	321	44	than	than	ADP
easat-5088	321	45	five	five	NUM
easat-5088	321	46	years	year	NOUN
easat-5088	321	47	of	of	ADP
easat-5088	321	48	age	age	NOUN
easat-5088	321	49	in	in	ADP
easat-5088	321	50	england	england	PROPN
easat-5088	321	51	,	,	PUNCT
easat-5088	321	52	2007‐2012	2007‐2012	NUM
easat-5088	321	53	,	,	PUNCT
easat-5088	321	54	"	"	PUNCT
easat-5088	321	55	influenza	influenza	NOUN
easat-5088	321	56	and	and	CCONJ
easat-5088	321	57	other	other	ADJ
easat-5088	321	58	respiratory	respiratory	ADJ
easat-5088	321	59	viruses	virus	NOUN
easat-5088	321	60	,	,	PUNCT
easat-5088	321	61	vol	vol	NOUN
easat-5088	321	62	.	.	PROPN
easat-5088	322	1	11	11	NUM
easat-5088	322	2	,	,	PUNCT
easat-5088	322	3	no	no	INTJ
easat-5088	322	4	.	.	NOUN
easat-5088	322	5	2	2	NUM
easat-5088	322	6	,	,	PUNCT
easat-5088	322	7	pp	pp	ADJ
easat-5088	322	8	.	.	PUNCT
easat-5088	323	1	122	122	NUM
easat-5088	323	2	-	-	SYM
easat-5088	323	3	129	129	NUM
easat-5088	323	4	,	,	PUNCT
easat-5088	323	5	2017	2017	NUM
easat-5088	323	6	.	.	PUNCT
easat-5088	324	1	https://doi.org/10.1111/irv.12443	https://doi.org/10.1111/irv.12443	PRON
easat-5088	324	2	[	[	X
easat-5088	324	3	2	2	NUM
easat-5088	324	4	]	]	PUNCT
easat-5088	324	5	m.-x	m.-x	NOUN
easat-5088	324	6	.	.	PUNCT
easat-5088	325	1	luo	luo	PROPN
easat-5088	325	2	,	,	PUNCT
easat-5088	325	3	s.	s.	PROPN
easat-5088	325	4	hua	hua	PROPN
easat-5088	325	5	,	,	PUNCT
easat-5088	325	6	and	and	CCONJ
easat-5088	325	7	q.-y	q.-y	NOUN
easat-5088	325	8	.	.	PUNCT
easat-5088	326	1	shang	shang	PROPN
easat-5088	326	2	,	,	PUNCT
easat-5088	326	3	"	"	PUNCT
easat-5088	326	4	application	application	NOUN
easat-5088	326	5	of	of	ADP
easat-5088	326	6	nanotechnology	nanotechnology	NOUN
easat-5088	326	7	in	in	ADP
easat-5088	326	8	drug	drug	NOUN
easat-5088	326	9	delivery	delivery	NOUN
easat-5088	326	10	systems	system	NOUN
easat-5088	326	11	for	for	ADP
easat-5088	326	12	respiratory	respiratory	ADJ
easat-5088	326	13	diseases	disease	NOUN
easat-5088	326	14	,	,	PUNCT
easat-5088	326	15	"	"	PUNCT
easat-5088	326	16	molecular	molecular	ADJ
easat-5088	326	17	medicine	medicine	NOUN
easat-5088	326	18	reports	report	NOUN
easat-5088	326	19	,	,	PUNCT
easat-5088	326	20	vol	vol	NOUN
easat-5088	326	21	.	.	PROPN
easat-5088	326	22	23	23	NUM
easat-5088	326	23	,	,	PUNCT
easat-5088	326	24	no	no	INTJ
easat-5088	326	25	.	.	NOUN
easat-5088	326	26	5	5	NUM
easat-5088	326	27	,	,	PUNCT
easat-5088	326	28	p.	p.	NOUN
easat-5088	326	29	325	325	NUM
easat-5088	326	30	,	,	PUNCT
easat-5088	326	31	2021	2021	NUM
easat-5088	326	32	.	.	PUNCT
easat-5088	327	1	[	[	X
easat-5088	327	2	3	3	NUM
easat-5088	327	3	]	]	X
easat-5088	327	4	m.	m.	NOUN
easat-5088	327	5	fadhilah	fadhilah	PROPN
easat-5088	327	6	,	,	PUNCT
easat-5088	327	7	afandy	afandy	ADJ
easat-5088	327	8	,	,	PUNCT
easat-5088	327	9	"	"	PUNCT
easat-5088	327	10	chronic	chronic	ADJ
easat-5088	327	11	obstructive	obstructive	ADJ
easat-5088	327	12	pulmonary	pulmonary	ADJ
easat-5088	327	13	disease	disease	NOUN
easat-5088	327	14	,	,	PUNCT
easat-5088	327	15	"	"	PUNCT
easat-5088	327	16	medika	medika	NOUN
easat-5088	327	17	,	,	PUNCT
easat-5088	327	18	vol	vol	NOUN
easat-5088	327	19	.	.	PROPN
easat-5088	328	1	2	2	NUM
easat-5088	328	2	,	,	PUNCT
easat-5088	328	3	no	no	INTJ
easat-5088	328	4	.	.	NOUN
easat-5088	328	5	2	2	NUM
easat-5088	328	6	,	,	PUNCT
easat-5088	328	7	pp	pp	ADJ
easat-5088	328	8	.	.	PUNCT
easat-5088	329	1	117–125	117–125	NUM
easat-5088	329	2	,	,	PUNCT
easat-5088	329	3	2024	2024	NUM
easat-5088	329	4	.	.	PUNCT
easat-5088	330	1	[	[	X
easat-5088	330	2	4	4	X
easat-5088	330	3	]	]	PUNCT
easat-5088	330	4	m.	m.	NOUN
easat-5088	330	5	aswathy	aswathy	ADJ
easat-5088	330	6	and	and	CCONJ
easat-5088	330	7	m.	m.	NOUN
easat-5088	330	8	jithesh	jithesh	PROPN
easat-5088	330	9	,	,	PUNCT
easat-5088	330	10	"	"	PUNCT
easat-5088	330	11	chronic	chronic	ADJ
easat-5088	330	12	obstructive	obstructive	ADJ
easat-5088	330	13	pulmonary	pulmonary	ADJ
easat-5088	330	14	disease	disease	NOUN
easat-5088	330	15	,	,	PUNCT
easat-5088	330	16	"	"	PUNCT
easat-5088	330	17	ayushdhara	ayushdhara	NOUN
easat-5088	330	18	,	,	PUNCT
easat-5088	330	19	vol	vol	NOUN
easat-5088	330	20	.	.	PROPN
easat-5088	330	21	7	7	NUM
easat-5088	330	22	,	,	PUNCT
easat-5088	330	23	pp	pp	ADJ
easat-5088	330	24	.	.	PUNCT
easat-5088	331	1	162–168	162–168	NUM
easat-5088	331	2	,	,	PUNCT
easat-5088	331	3	2024	2024	NUM
easat-5088	331	4	.	.	PUNCT
easat-5088	332	1	[	[	X
easat-5088	332	2	5	5	X
easat-5088	332	3	]	]	PUNCT
easat-5088	332	4	s.	s.	PROPN
easat-5088	332	5	mumtaz	mumtaz	PROPN
easat-5088	332	6	,	,	PUNCT
easat-5088	332	7	"	"	PUNCT
easat-5088	332	8	chronic	chronic	ADJ
easat-5088	332	9	respiratory	respiratory	ADJ
easat-5088	332	10	diseases	disease	NOUN
easat-5088	332	11	:	:	PUNCT
easat-5088	332	12	innovations	innovation	NOUN
easat-5088	332	13	in	in	ADP
easat-5088	332	14	treatment	treatment	NOUN
easat-5088	332	15	and	and	CCONJ
easat-5088	332	16	management	management	NOUN
easat-5088	332	17	,	,	PUNCT
easat-5088	332	18	"	"	PUNCT
easat-5088	332	19	pjhs	pjh	NOUN
easat-5088	332	20	-	-	PUNCT
easat-5088	332	21	lahore	lahore	NOUN
easat-5088	332	22	,	,	PUNCT
easat-5088	332	23	vol	vol	NOUN
easat-5088	332	24	.	.	PROPN
easat-5088	332	25	30	30	NUM
easat-5088	332	26	,	,	PUNCT
easat-5088	332	27	pp	pp	ADJ
easat-5088	332	28	.	.	PUNCT
easat-5088	332	29	01	01	NUM
easat-5088	332	30	–	–	PUNCT
easat-5088	332	31	2	2	NUM
easat-5088	332	32	,	,	PUNCT
easat-5088	332	33	2024	2024	NUM
easat-5088	332	34	[	[	X
easat-5088	332	35	6	6	NUM
easat-5088	332	36	]	]	PUNCT
easat-5088	332	37	r.	r.	PROPN
easat-5088	332	38	memon	memon	PROPN
easat-5088	332	39	and	and	CCONJ
easat-5088	332	40	a.	a.	PROPN
easat-5088	332	41	eyre	eyre	PROPN
easat-5088	332	42	,	,	PUNCT
easat-5088	332	43	chronic	chronic	ADJ
easat-5088	332	44	obstructive	obstructive	ADJ
easat-5088	332	45	pulmonary	pulmonary	ADJ
easat-5088	332	46	disease	disease	NOUN
easat-5088	332	47	.	.	PUNCT
easat-5088	333	1	in	in	ADP
easat-5088	333	2	:	:	PUNCT
easat-5088	333	3	shah	shah	PROPN
easat-5088	333	4	k	k	PROPN
easat-5088	333	5	,	,	PUNCT
easat-5088	333	6	lee	lee	PROPN
easat-5088	333	7	j	j	PROPN
easat-5088	333	8	,	,	PUNCT
easat-5088	333	9	owyang	owyang	PROPN
easat-5088	333	10	cg	cg	PROPN
easat-5088	333	11	,	,	PUNCT
easat-5088	333	12	renne	renne	PROPN
easat-5088	333	13	bc	bc	PROPN
easat-5088	333	14	,	,	PUNCT
easat-5088	333	15	editors	editor	NOUN
easat-5088	333	16	.	.	PUNCT
easat-5088	334	1	practical	practical	ADJ
easat-5088	334	2	emergency	emergency	NOUN
easat-5088	334	3	resuscitation	resuscitation	NOUN
easat-5088	334	4	and	and	CCONJ
easat-5088	334	5	critical	critical	ADJ
easat-5088	334	6	care	care	NOUN
easat-5088	334	7	,	,	PUNCT
easat-5088	334	8	2nd	2nd	PROPN
easat-5088	334	9	ed	ed	NOUN
easat-5088	334	10	.	.	PUNCT
easat-5088	335	1	united	united	PROPN
easat-5088	335	2	kingdom	kingdom	PROPN
easat-5088	335	3	:	:	PUNCT
easat-5088	335	4	cambridge	cambridge	PROPN
easat-5088	335	5	university	university	PROPN
easat-5088	335	6	press	press	NOUN
easat-5088	335	7	,	,	PUNCT
easat-5088	335	8	2023	2023	NUM
easat-5088	335	9	,	,	PUNCT
easat-5088	335	10	pp	pp	ADJ
easat-5088	335	11	.	.	PUNCT
easat-5088	336	1	226–233	226–233	NUM
easat-5088	336	2	.	.	PUNCT
easat-5088	337	1	[	[	X
easat-5088	337	2	7	7	X
easat-5088	337	3	]	]	X
easat-5088	337	4	y.	y.	PROPN
easat-5088	337	5	shen	shen	PROPN
easat-5088	337	6	et	et	PROPN
easat-5088	337	7	al	al	PROPN
easat-5088	337	8	.	.	PROPN
easat-5088	337	9	,	,	PUNCT
easat-5088	337	10	"	"	PUNCT
easat-5088	337	11	management	management	NOUN
easat-5088	337	12	of	of	ADP
easat-5088	337	13	airway	airway	NOUN
easat-5088	337	14	mucus	mucus	NOUN
easat-5088	337	15	hypersecretion	hypersecretion	NOUN
easat-5088	337	16	in	in	ADP
easat-5088	337	17	chronic	chronic	ADJ
easat-5088	337	18	airway	airway	NOUN
easat-5088	337	19	inflammatory	inflammatory	ADJ
easat-5088	337	20	disease	disease	NOUN
easat-5088	337	21	:	:	PUNCT
easat-5088	337	22	chinese	chinese	ADJ
easat-5088	337	23	expert	expert	NOUN
easat-5088	337	24	consensus	consensus	NOUN
easat-5088	337	25	(	(	PUNCT
easat-5088	337	26	english	english	PROPN
easat-5088	337	27	edition	edition	PROPN
easat-5088	337	28	)	)	PUNCT
easat-5088	337	29	,	,	PUNCT
easat-5088	337	30	"	"	PUNCT
easat-5088	337	31	international	international	ADJ
easat-5088	337	32	journal	journal	NOUN
easat-5088	337	33	of	of	ADP
easat-5088	337	34	chronic	chronic	ADJ
easat-5088	337	35	obstructive	obstructive	ADJ
easat-5088	337	36	pulmonary	pulmonary	ADJ
easat-5088	337	37	disease	disease	NOUN
easat-5088	337	38	,	,	PUNCT
easat-5088	337	39	vol	vol	NOUN
easat-5088	337	40	.	.	PROPN
easat-5088	337	41	13	13	NUM
easat-5088	337	42	,	,	PUNCT
easat-5088	337	43	pp	pp	ADJ
easat-5088	337	44	.	.	PUNCT
easat-5088	338	1	399	399	NUM
easat-5088	338	2	-	-	SYM
easat-5088	338	3	407	407	NUM
easat-5088	338	4	,	,	PUNCT
easat-5088	338	5	2018	2018	NUM
easat-5088	338	6	.	.	PUNCT
easat-5088	339	1	https://doi.org/10.2147/copd.s148226	https://doi.org/10.2147/copd.s148226	PRON
easat-5088	340	1	[	[	X
easat-5088	340	2	8	8	NUM
easat-5088	340	3	]	]	PUNCT
easat-5088	340	4	a.	a.	NOUN
easat-5088	340	5	agustí	agustí	NOUN
easat-5088	340	6	and	and	CCONJ
easat-5088	340	7	j.	j.	PROPN
easat-5088	340	8	c.	c.	PROPN
easat-5088	340	9	hogg	hogg	PROPN
easat-5088	340	10	,	,	PUNCT
easat-5088	340	11	"	"	PUNCT
easat-5088	340	12	update	update	NOUN
easat-5088	340	13	on	on	ADP
easat-5088	340	14	the	the	DET
easat-5088	340	15	pathogenesis	pathogenesis	NOUN
easat-5088	340	16	of	of	ADP
easat-5088	340	17	chronic	chronic	ADJ
easat-5088	340	18	obstructive	obstructive	ADJ
easat-5088	340	19	pulmonary	pulmonary	ADJ
easat-5088	340	20	disease	disease	NOUN
easat-5088	340	21	,	,	PUNCT
easat-5088	340	22	"	"	PUNCT
easat-5088	340	23	new	new	PROPN
easat-5088	340	24	england	england	PROPN
easat-5088	340	25	journal	journal	PROPN
easat-5088	340	26	of	of	ADP
easat-5088	340	27	medicine	medicine	NOUN
easat-5088	340	28	,	,	PUNCT
easat-5088	340	29	vol	vol	NOUN
easat-5088	340	30	.	.	PROPN
easat-5088	340	31	381	381	NUM
easat-5088	340	32	,	,	PUNCT
easat-5088	340	33	no	no	INTJ
easat-5088	340	34	.	.	NOUN
easat-5088	340	35	13	13	NUM
easat-5088	340	36	,	,	PUNCT
easat-5088	340	37	pp	pp	ADJ
easat-5088	340	38	.	.	PUNCT
easat-5088	340	39	1248	1248	NUM
easat-5088	340	40	-	-	SYM
easat-5088	340	41	1256	1256	NUM
easat-5088	340	42	,	,	PUNCT
easat-5088	340	43	2019	2019	NUM
easat-5088	340	44	.	.	PUNCT
easat-5088	341	1	https://doi.org/10.1056/nejmra1900475	https://doi.org/10.1056/nejmra1900475	PROPN
easat-5088	342	1	[	[	X
easat-5088	342	2	9	9	X
easat-5088	342	3	]	]	PUNCT
easat-5088	342	4	p.	p.	NOUN
easat-5088	342	5	j.	j.	PROPN
easat-5088	342	6	barnes	barnes	PROPN
easat-5088	342	7	,	,	PUNCT
easat-5088	342	8	"	"	PUNCT
easat-5088	342	9	cellular	cellular	ADJ
easat-5088	342	10	and	and	CCONJ
easat-5088	342	11	molecular	molecular	ADJ
easat-5088	342	12	mechanisms	mechanism	NOUN
easat-5088	342	13	of	of	ADP
easat-5088	342	14	asthma	asthma	NOUN
easat-5088	342	15	and	and	CCONJ
easat-5088	342	16	copd	copd	NOUN
easat-5088	342	17	,	,	PUNCT
easat-5088	342	18	"	"	PUNCT
easat-5088	342	19	clinical	clinical	ADJ
easat-5088	342	20	science	science	NOUN
easat-5088	342	21	,	,	PUNCT
easat-5088	342	22	vol	vol	NOUN
easat-5088	342	23	.	.	PROPN
easat-5088	343	1	131	131	NUM
easat-5088	343	2	,	,	PUNCT
easat-5088	343	3	no	no	INTJ
easat-5088	343	4	.	.	NOUN
easat-5088	343	5	13	13	NUM
easat-5088	343	6	,	,	PUNCT
easat-5088	343	7	pp	pp	ADJ
easat-5088	343	8	.	.	PUNCT
easat-5088	344	1	15411558	15411558	NUM
easat-5088	344	2	,	,	PUNCT
easat-5088	344	3	2017	2017	NUM
easat-5088	344	4	.	.	PUNCT
easat-5088	345	1	https://doi.org/10.1042/cs20170106	https://doi.org/10.1042/cs20170106	X
easat-5088	346	1	[	[	X
easat-5088	346	2	10	10	NUM
easat-5088	346	3	]	]	X
easat-5088	346	4	s.	s.	PROPN
easat-5088	346	5	quaderi	quaderi	PROPN
easat-5088	346	6	and	and	CCONJ
easat-5088	346	7	j.	j.	PROPN
easat-5088	346	8	hurst	hurst	PROPN
easat-5088	346	9	,	,	PUNCT
easat-5088	346	10	"	"	PUNCT
easat-5088	346	11	the	the	DET
easat-5088	346	12	unmet	unmet	NOUN
easat-5088	346	13	global	global	ADJ
easat-5088	346	14	burden	burden	NOUN
easat-5088	346	15	of	of	ADP
easat-5088	346	16	copd	copd	NOUN
easat-5088	346	17	,	,	PUNCT
easat-5088	346	18	"	"	PUNCT
easat-5088	346	19	global	global	ADJ
easat-5088	346	20	health	health	NOUN
easat-5088	346	21	epidemiology	epidemiology	PROPN
easat-5088	346	22	&	&	CCONJ
easat-5088	346	23	genomics	genomics	PROPN
easat-5088	346	24	,	,	PUNCT
easat-5088	346	25	vol	vol	NOUN
easat-5088	346	26	.	.	PROPN
easat-5088	347	1	3	3	NUM
easat-5088	347	2	,	,	PUNCT
easat-5088	347	3	p.	p.	PROPN
easat-5088	347	4	e4	e4	PROPN
easat-5088	347	5	,	,	PUNCT
easat-5088	347	6	2018	2018	NUM
easat-5088	347	7	.	.	PUNCT
easat-5088	348	1	https://doi.org/10.1017/gheg.2018.4	https://doi.org/10.1017/gheg.2018.4	X
easat-5088	349	1	[	[	X
easat-5088	349	2	11	11	NUM
easat-5088	349	3	]	]	PUNCT
easat-5088	349	4	j.	j.	PROPN
easat-5088	349	5	javorac	javorac	PROPN
easat-5088	349	6	et	et	PROPN
easat-5088	349	7	al	al	PROPN
easat-5088	349	8	.	.	PROPN
easat-5088	349	9	,	,	PUNCT
easat-5088	349	10	"	"	PUNCT
easat-5088	349	11	air	air	NOUN
easat-5088	349	12	pollution	pollution	NOUN
easat-5088	349	13	and	and	CCONJ
easat-5088	349	14	copd	copd	NOUN
easat-5088	349	15	:	:	PUNCT
easat-5088	349	16	unveiling	unveil	VERB
easat-5088	349	17	hidden	hidden	ADJ
easat-5088	349	18	risks	risk	NOUN
easat-5088	349	19	of	of	ADP
easat-5088	349	20	mortality	mortality	NOUN
easat-5088	349	21	,	,	PUNCT
easat-5088	349	22	mechanical	mechanical	ADJ
easat-5088	349	23	ventilation	ventilation	NOUN
easat-5088	349	24	,	,	PUNCT
easat-5088	349	25	and	and	CCONJ
easat-5088	349	26	prolonged	prolonged	ADJ
easat-5088	349	27	hospitalization	hospitalization	NOUN
easat-5088	349	28	,	,	PUNCT
easat-5088	349	29	"	"	PUNCT
easat-5088	349	30	atmosphere	atmosphere	NOUN
easat-5088	349	31	,	,	PUNCT
easat-5088	349	32	vol	vol	NOUN
easat-5088	349	33	.	.	PROPN
easat-5088	350	1	16	16	NUM
easat-5088	350	2	,	,	PUNCT
easat-5088	350	3	no	no	INTJ
easat-5088	350	4	.	.	NOUN
easat-5088	350	5	1	1	NUM
easat-5088	350	6	,	,	PUNCT
easat-5088	350	7	p.	p.	NOUN
easat-5088	350	8	36	36	NUM
easat-5088	350	9	,	,	PUNCT
easat-5088	350	10	2025	2025	NUM
easat-5088	350	11	.	.	PUNCT
easat-5088	351	1	https://doi.org/10.3390/atmos16010036	https://doi.org/10.3390/atmos16010036	X
easat-5088	352	1	[	[	X
easat-5088	352	2	12	12	NUM
easat-5088	352	3	]	]	PUNCT
easat-5088	352	4	m.	m.	NOUN
easat-5088	352	5	nieuwenhuijsen	nieuwenhuijsen	PROPN
easat-5088	352	6	,	,	PUNCT
easat-5088	352	7	a.	a.	PROPN
easat-5088	352	8	de	de	PROPN
easat-5088	352	9	nazelle	nazelle	PROPN
easat-5088	352	10	,	,	PUNCT
easat-5088	352	11	j.	j.	PROPN
easat-5088	352	12	garcia	garcia	PROPN
easat-5088	352	13	-	-	PUNCT
easat-5088	352	14	aymerich	aymerich	PROPN
easat-5088	352	15	,	,	PUNCT
easat-5088	352	16	h.	h.	PROPN
easat-5088	352	17	khreis	khreis	PROPN
easat-5088	352	18	,	,	PUNCT
easat-5088	352	19	and	and	CCONJ
easat-5088	352	20	b.	b.	PROPN
easat-5088	352	21	hoffmann	hoffmann	PROPN
easat-5088	352	22	,	,	PUNCT
easat-5088	352	23	"	"	PUNCT
easat-5088	352	24	shaping	shape	VERB
easat-5088	352	25	urban	urban	ADJ
easat-5088	352	26	environments	environment	NOUN
easat-5088	352	27	to	to	PART
easat-5088	352	28	improve	improve	VERB
easat-5088	352	29	respiratory	respiratory	ADJ
easat-5088	352	30	health	health	NOUN
easat-5088	352	31	:	:	PUNCT
easat-5088	352	32	recommendations	recommendation	NOUN
easat-5088	352	33	for	for	ADP
easat-5088	352	34	research	research	NOUN
easat-5088	352	35	,	,	PUNCT
easat-5088	352	36	planning	planning	NOUN
easat-5088	352	37	,	,	PUNCT
easat-5088	352	38	and	and	CCONJ
easat-5088	352	39	policy	policy	NOUN
easat-5088	352	40	,	,	PUNCT
easat-5088	352	41	"	"	PUNCT
easat-5088	352	42	the	the	DET
easat-5088	352	43	lancet	lancet	ADJ
easat-5088	352	44	respiratory	respiratory	ADJ
easat-5088	352	45	medicine	medicine	NOUN
easat-5088	352	46	,	,	PUNCT
easat-5088	352	47	vol	vol	NOUN
easat-5088	352	48	.	.	PROPN
easat-5088	352	49	12	12	NUM
easat-5088	352	50	,	,	PUNCT
easat-5088	352	51	no	no	INTJ
easat-5088	352	52	.	.	NOUN
easat-5088	352	53	3	3	NUM
easat-5088	352	54	,	,	PUNCT
easat-5088	352	55	pp	pp	ADJ
easat-5088	352	56	.	.	PUNCT
easat-5088	353	1	247	247	NUM
easat-5088	353	2	-	-	SYM
easat-5088	353	3	254	254	NUM
easat-5088	353	4	,	,	PUNCT
easat-5088	353	5	2024	2024	NUM
easat-5088	353	6	.	.	PUNCT
easat-5088	354	1	https://doi.org/10.1016/s2213-2600(23)00329-6	https://doi.org/10.1016/s2213-2600(23)00329-6	PROPN
easat-5088	354	2	[	[	X
easat-5088	354	3	13	13	NUM
easat-5088	354	4	]	]	PUNCT
easat-5088	354	5	h.	h.	PROPN
easat-5088	354	6	moir	moir	PROPN
easat-5088	354	7	,	,	PUNCT
easat-5088	354	8	"	"	PUNCT
easat-5088	354	9	prioritising	prioritise	VERB
easat-5088	354	10	patients	patient	NOUN
easat-5088	354	11	and	and	CCONJ
easat-5088	354	12	planet	planet	NOUN
easat-5088	354	13	:	:	PUNCT
easat-5088	354	14	advocating	advocate	VERB
easat-5088	354	15	for	for	ADP
easat-5088	354	16	change	change	NOUN
easat-5088	354	17	in	in	ADP
easat-5088	354	18	respiratory	respiratory	ADJ
easat-5088	354	19	care	care	NOUN
easat-5088	354	20	,	,	PUNCT
easat-5088	354	21	"	"	PUNCT
easat-5088	354	22	emj	emj	ADV
easat-5088	354	23	respiratory	respiratory	ADJ
easat-5088	354	24	,	,	PUNCT
easat-5088	354	25	pp	pp	ADJ
easat-5088	354	26	.	.	PUNCT
easat-5088	355	1	51–62	51–62	NUM
easat-5088	355	2	,	,	PUNCT
easat-5088	355	3	2024	2024	NUM
easat-5088	355	4	.	.	PUNCT
easat-5088	356	1	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-forchange-in-respiratory-care-j160124/	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-forchange-in-respiratory-care-j160124/	X
easat-5088	357	1	[	[	X
easat-5088	357	2	14	14	NUM
easat-5088	357	3	]	]	PUNCT
easat-5088	357	4	z.	z.	PROPN
easat-5088	357	5	wang	wang	PROPN
easat-5088	357	6	et	et	PROPN
easat-5088	357	7	al	al	PROPN
easat-5088	357	8	.	.	PROPN
easat-5088	357	9	,	,	PUNCT
easat-5088	357	10	"	"	PUNCT
easat-5088	357	11	global	global	ADJ
easat-5088	357	12	,	,	PUNCT
easat-5088	357	13	regional	regional	ADJ
easat-5088	357	14	,	,	PUNCT
easat-5088	357	15	and	and	CCONJ
easat-5088	357	16	national	national	ADJ
easat-5088	357	17	burden	burden	NOUN
easat-5088	357	18	of	of	ADP
easat-5088	357	19	asthma	asthma	NOUN
easat-5088	357	20	and	and	CCONJ
easat-5088	357	21	its	its	PRON
easat-5088	357	22	attributable	attributable	ADJ
easat-5088	357	23	risk	risk	NOUN
easat-5088	357	24	factors	factor	NOUN
easat-5088	357	25	from	from	ADP
easat-5088	357	26	1990	1990	NUM
easat-5088	357	27	to	to	ADP
easat-5088	357	28	2019	2019	NUM
easat-5088	357	29	:	:	PUNCT
easat-5088	357	30	a	a	DET
easat-5088	357	31	systematic	systematic	ADJ
easat-5088	357	32	analysis	analysis	NOUN
easat-5088	357	33	for	for	ADP
easat-5088	357	34	the	the	DET
easat-5088	357	35	global	global	ADJ
easat-5088	357	36	burden	burden	NOUN
easat-5088	357	37	of	of	ADP
easat-5088	357	38	disease	disease	NOUN
easat-5088	357	39	study	study	NOUN
easat-5088	357	40	2019	2019	NUM
easat-5088	357	41	,	,	PUNCT
easat-5088	357	42	"	"	PUNCT
easat-5088	357	43	respiratory	respiratory	ADJ
easat-5088	357	44	research	research	NOUN
easat-5088	357	45	,	,	PUNCT
easat-5088	357	46	vol	vol	NOUN
easat-5088	357	47	.	.	PROPN
easat-5088	357	48	24	24	NUM
easat-5088	357	49	,	,	PUNCT
easat-5088	357	50	no	no	INTJ
easat-5088	357	51	.	.	NOUN
easat-5088	357	52	1	1	NUM
easat-5088	357	53	,	,	PUNCT
easat-5088	357	54	p.	p.	NOUN
easat-5088	357	55	169	169	NUM
easat-5088	357	56	,	,	PUNCT
easat-5088	357	57	2023	2023	NUM
easat-5088	357	58	.	.	PUNCT
easat-5088	358	1	https://doi.org/10.1186/s12931-023-02475-6	https://doi.org/10.1186/s12931-023-02475-6	VERB
easat-5088	359	1	[	[	X
easat-5088	359	2	15	15	NUM
easat-5088	359	3	]	]	PUNCT
easat-5088	359	4	k.	k.	PROPN
easat-5088	359	5	zalewa	zalewa	PROPN
easat-5088	359	6	et	et	PROPN
easat-5088	359	7	al	al	PROPN
easat-5088	359	8	.	.	PROPN
easat-5088	359	9	,	,	PUNCT
easat-5088	359	10	"	"	PUNCT
easat-5088	359	11	application	application	NOUN
easat-5088	359	12	of	of	ADP
easat-5088	359	13	artificial	artificial	ADJ
easat-5088	359	14	intelligence	intelligence	NOUN
easat-5088	359	15	in	in	ADP
easat-5088	359	16	radiological	radiological	ADJ
easat-5088	359	17	image	image	NOUN
easat-5088	359	18	analysis	analysis	NOUN
easat-5088	359	19	for	for	ADP
easat-5088	359	20	pulmonary	pulmonary	ADJ
easat-5088	359	21	disease	disease	NOUN
easat-5088	359	22	diagnosis	diagnosis	NOUN
easat-5088	359	23	:	:	PUNCT
easat-5088	359	24	a	a	DET
easat-5088	359	25	review	review	NOUN
easat-5088	359	26	of	of	ADP
easat-5088	359	27	current	current	ADJ
easat-5088	359	28	methods	method	NOUN
easat-5088	359	29	and	and	CCONJ
easat-5088	359	30	challenges	challenge	NOUN
easat-5088	359	31	,	,	PUNCT
easat-5088	359	32	"	"	PUNCT
easat-5088	359	33	journal	journal	NOUN
easat-5088	359	34	of	of	ADP
easat-5088	359	35	education	education	NOUN
easat-5088	359	36	,	,	PUNCT
easat-5088	359	37	health	health	NOUN
easat-5088	359	38	and	and	CCONJ
easat-5088	359	39	sport	sport	NOUN
easat-5088	359	40	,	,	PUNCT
easat-5088	359	41	vol	vol	NOUN
easat-5088	359	42	.	.	PROPN
easat-5088	360	1	77	77	NUM
easat-5088	360	2	,	,	PUNCT
easat-5088	360	3	pp	pp	ADJ
easat-5088	360	4	.	.	PUNCT
easat-5088	361	1	56893	56893	NUM
easat-5088	361	2	-	-	SYM
easat-5088	361	3	56893	56893	NUM
easat-5088	361	4	,	,	PUNCT
easat-5088	361	5	2025	2025	NUM
easat-5088	361	6	.	.	PUNCT
easat-5088	362	1	[	[	X
easat-5088	362	2	16	16	NUM
easat-5088	362	3	]	]	PUNCT
easat-5088	362	4	h.	h.	PROPN
easat-5088	362	5	liang	liang	PROPN
easat-5088	362	6	et	et	PROPN
easat-5088	362	7	al	al	PROPN
easat-5088	362	8	.	.	PROPN
easat-5088	362	9	,	,	PUNCT
easat-5088	362	10	"	"	PUNCT
easat-5088	362	11	lungdiag	lungdiag	NOUN
easat-5088	362	12	:	:	PUNCT
easat-5088	362	13	empowering	empower	VERB
easat-5088	362	14	artificial	artificial	ADJ
easat-5088	362	15	intelligence	intelligence	NOUN
easat-5088	362	16	for	for	ADP
easat-5088	362	17	respiratory	respiratory	ADJ
easat-5088	362	18	diseases	disease	NOUN
easat-5088	362	19	diagnosis	diagnosis	NOUN
easat-5088	362	20	based	base	VERB
easat-5088	362	21	on	on	ADP
easat-5088	362	22	electronic	electronic	ADJ
easat-5088	362	23	health	health	NOUN
easat-5088	362	24	records	record	NOUN
easat-5088	362	25	,	,	PUNCT
easat-5088	362	26	a	a	DET
easat-5088	362	27	multicenter	multicenter	ADJ
easat-5088	362	28	study	study	NOUN
easat-5088	362	29	,	,	PUNCT
easat-5088	362	30	"	"	PUNCT
easat-5088	362	31	medcomm	medcomm	NOUN
easat-5088	362	32	,	,	PUNCT
easat-5088	362	33	vol	vol	NOUN
easat-5088	362	34	.	.	PROPN
easat-5088	363	1	6	6	NUM
easat-5088	363	2	,	,	PUNCT
easat-5088	363	3	no	no	INTJ
easat-5088	363	4	.	.	NOUN
easat-5088	363	5	1	1	NUM
easat-5088	363	6	,	,	PUNCT
easat-5088	363	7	p.	p.	NOUN
easat-5088	363	8	e70043	e70043	NOUN
easat-5088	363	9	,	,	PUNCT
easat-5088	363	10	2025	2025	NUM
easat-5088	363	11	.	.	PUNCT
easat-5088	364	1	https://doi.org/10.1002/mco2.70043	https://doi.org/10.1002/mco2.70043	X
easat-5088	365	1	[	[	X
easat-5088	365	2	17	17	NUM
easat-5088	365	3	]	]	X
easat-5088	365	4	h.	h.	PROPN
easat-5088	365	5	alzghoul	alzghoul	PROPN
easat-5088	365	6	et	et	PROPN
easat-5088	365	7	al	al	PROPN
easat-5088	365	8	.	.	PROPN
easat-5088	365	9	,	,	PUNCT
easat-5088	365	10	"	"	PUNCT
easat-5088	365	11	the	the	DET
easat-5088	365	12	burden	burden	NOUN
easat-5088	365	13	of	of	ADP
easat-5088	365	14	chronic	chronic	ADJ
easat-5088	365	15	non	non	ADJ
easat-5088	365	16	-	-	ADJ
easat-5088	365	17	communicable	communicable	ADJ
easat-5088	365	18	lung	lung	NOUN
easat-5088	365	19	diseases	disease	NOUN
easat-5088	365	20	in	in	ADP
easat-5088	365	21	the	the	DET
easat-5088	365	22	united	united	PROPN
easat-5088	365	23	states	states	PROPN
easat-5088	365	24	:	:	PUNCT
easat-5088	365	25	an	an	DET
easat-5088	365	26	analysis	analysis	NOUN
easat-5088	365	27	of	of	ADP
easat-5088	365	28	the	the	DET
easat-5088	365	29	global	global	ADJ
easat-5088	365	30	burden	burden	NOUN
easat-5088	365	31	of	of	ADP
easat-5088	365	32	diseases	disease	NOUN
easat-5088	365	33	database	database	VERB
easat-5088	365	34	1990	1990	NUM
easat-5088	365	35	-	-	SYM
easat-5088	365	36	2019	2019	NUM
easat-5088	365	37	,	,	PUNCT
easat-5088	365	38	"	"	PUNCT
easat-5088	365	39	chest	chest	NOUN
easat-5088	365	40	,	,	PUNCT
easat-5088	365	41	vol	vol	NOUN
easat-5088	365	42	.	.	NOUN
easat-5088	365	43	164	164	NUM
easat-5088	365	44	,	,	PUNCT
easat-5088	365	45	no	no	INTJ
easat-5088	365	46	.	.	NOUN
easat-5088	365	47	4	4	NUM
easat-5088	365	48	,	,	PUNCT
easat-5088	365	49	pp	pp	ADJ
easat-5088	365	50	.	.	PUNCT
easat-5088	365	51	a4570	a4570	NOUN
easat-5088	365	52	-	-	PUNCT
easat-5088	365	53	a4571	a4571	PROPN
easat-5088	365	54	,	,	PUNCT
easat-5088	365	55	2023	2023	NUM
easat-5088	365	56	.	.	PUNCT
easat-5088	366	1	https://doi.org/10.1016/j.chest.2023.06.036	https://doi.org/10.1016/j.chest.2023.06.036	PROPN
easat-5088	366	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5088	366	3	https://doi.org/10.1111/irv.12443	https://doi.org/10.1111/irv.12443	PROPN
easat-5088	366	4	https://doi.org/10.2147/copd.s148226	https://doi.org/10.2147/copd.s148226	NOUN
easat-5088	366	5	https://doi.org/10.1056/nejmra1900475	https://doi.org/10.1056/nejmra1900475	VERB
easat-5088	366	6	https://doi.org/10.1042/cs20170106	https://doi.org/10.1042/cs20170106	PRON
easat-5088	366	7	https://doi.org/10.1017/gheg.2018.4	https://doi.org/10.1017/gheg.2018.4	X
easat-5088	366	8	https://doi.org/10.3390/atmos16010036	https://doi.org/10.3390/atmos16010036	PROPN
easat-5088	366	9	https://doi.org/10.1016/s2213-2600(23)00329-6	https://doi.org/10.1016/s2213-2600(23)00329-6	PROPN
easat-5088	366	10	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-for-change-in-respiratory-care-j160124/	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-for-change-in-respiratory-care-j160124/	PROPN
easat-5088	366	11	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-for-change-in-respiratory-care-j160124/	https://www.emjreviews.com/respiratory/symposium/prioritising-patients-and-planet-advocating-for-change-in-respiratory-care-j160124/	PROPN
easat-5088	366	12	https://doi.org/10.1186/s12931-023-02475-6	https://doi.org/10.1186/s12931-023-02475-6	PROPN
easat-5088	366	13	https://doi.org/10.1002/mco2.70043	https://doi.org/10.1002/mco2.70043	NOUN
easat-5088	366	14	https://doi.org/10.1016/j.chest.2023.06.036	https://doi.org/10.1016/j.chest.2023.06.036	PROPN
easat-5088	366	15	2364	2364	NUM
easat-5088	366	16	edelweiss	edelweiss	PROPN
easat-5088	366	17	applied	apply	VERB
easat-5088	366	18	science	science	NOUN
easat-5088	366	19	and	and	CCONJ
easat-5088	366	20	technology	technology	NOUN
easat-5088	366	21	issn	issn	PROPN
easat-5088	366	22	:	:	PUNCT
easat-5088	366	23	2576	2576	NUM
easat-5088	366	24	-	-	SYM
easat-5088	366	25	8484	8484	NUM
easat-5088	366	26	vol	vol	NOUN
easat-5088	366	27	.	.	PROPN
easat-5088	367	1	9	9	NUM
easat-5088	367	2	,	,	PUNCT
easat-5088	367	3	no	no	INTJ
easat-5088	367	4	.	.	NOUN
easat-5088	367	5	2	2	NUM
easat-5088	367	6	:	:	PUNCT
easat-5088	367	7	2353	2353	NUM
easat-5088	367	8	-	-	SYM
easat-5088	367	9	2365	2365	NUM
easat-5088	367	10	,	,	PUNCT
easat-5088	367	11	2025	2025	NUM
easat-5088	367	12	doi	doi	NOUN
easat-5088	367	13	:	:	PUNCT
easat-5088	367	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	367	15	©	©	ADP
easat-5088	367	16	2025	2025	NUM
easat-5088	367	17	by	by	ADP
easat-5088	367	18	the	the	DET
easat-5088	367	19	author	author	NOUN
easat-5088	367	20	;	;	PUNCT
easat-5088	367	21	licensee	licensee	PROPN
easat-5088	367	22	learning	learning	NOUN
easat-5088	367	23	gate	gate	NOUN
easat-5088	367	24	[	[	X
easat-5088	367	25	18	18	NUM
easat-5088	367	26	]	]	PUNCT
easat-5088	367	27	b.	b.	PROPN
easat-5088	367	28	p.	p.	PROPN
easat-5088	367	29	kaur	kaur	PROPN
easat-5088	367	30	,	,	PUNCT
easat-5088	367	31	h.	h.	PROPN
easat-5088	367	32	singh	singh	PROPN
easat-5088	367	33	,	,	PUNCT
easat-5088	367	34	r.	r.	PROPN
easat-5088	367	35	hans	hans	PROPN
easat-5088	367	36	,	,	PUNCT
easat-5088	367	37	s.	s.	PROPN
easat-5088	367	38	k.	k.	PROPN
easat-5088	367	39	sharma	sharma	PROPN
easat-5088	367	40	,	,	PUNCT
easat-5088	367	41	c.	c.	PROPN
easat-5088	367	42	sharma	sharma	PROPN
easat-5088	367	43	,	,	PUNCT
easat-5088	367	44	and	and	CCONJ
easat-5088	367	45	m.	m.	NOUN
easat-5088	367	46	m.	m.	PROPN
easat-5088	367	47	hassan	hassan	PROPN
easat-5088	367	48	,	,	PUNCT
easat-5088	367	49	"	"	PUNCT
easat-5088	367	50	a	a	DET
easat-5088	367	51	genetic	genetic	ADJ
easat-5088	367	52	algorithm	algorithm	NOUN
easat-5088	367	53	aided	aid	VERB
easat-5088	367	54	hyper	hyper	ADJ
easat-5088	367	55	parameter	parameter	NOUN
easat-5088	367	56	optimization	optimization	NOUN
easat-5088	367	57	based	base	VERB
easat-5088	367	58	ensemble	ensemble	ADJ
easat-5088	367	59	model	model	NOUN
easat-5088	367	60	for	for	ADP
easat-5088	367	61	respiratory	respiratory	ADJ
easat-5088	367	62	disease	disease	NOUN
easat-5088	367	63	prediction	prediction	NOUN
easat-5088	367	64	with	with	ADP
easat-5088	367	65	explainable	explainable	ADJ
easat-5088	367	66	ai	ai	NOUN
easat-5088	367	67	,	,	PUNCT
easat-5088	367	68	"	"	PUNCT
easat-5088	367	69	plos	plos	PROPN
easat-5088	367	70	one	one	NUM
easat-5088	367	71	,	,	PUNCT
easat-5088	367	72	vol	vol	NOUN
easat-5088	367	73	.	.	PROPN
easat-5088	367	74	19	19	NUM
easat-5088	367	75	,	,	PUNCT
easat-5088	367	76	no	no	INTJ
easat-5088	367	77	.	.	NOUN
easat-5088	367	78	12	12	NUM
easat-5088	367	79	,	,	PUNCT
easat-5088	367	80	p.	p.	PROPN
easat-5088	367	81	e0308015	e0308015	PROPN
easat-5088	367	82	,	,	PUNCT
easat-5088	367	83	2024	2024	NUM
easat-5088	367	84	.	.	PUNCT
easat-5088	368	1	https://doi.org/10.1371/journal.pone.0308015	https://doi.org/10.1371/journal.pone.0308015	X
easat-5088	369	1	[	[	X
easat-5088	369	2	19	19	NUM
easat-5088	369	3	]	]	PUNCT
easat-5088	369	4	m.	m.	NOUN
easat-5088	369	5	karthika	karthika	PROPN
easat-5088	369	6	,	,	PUNCT
easat-5088	369	7	j.	j.	PROPN
easat-5088	369	8	k.	k.	PROPN
easat-5088	369	9	sreedharan	sreedharan	PROPN
easat-5088	369	10	,	,	PUNCT
easat-5088	369	11	m.	m.	NOUN
easat-5088	369	12	shevade	shevade	NOUN
easat-5088	369	13	,	,	PUNCT
easat-5088	369	14	c.	c.	PROPN
easat-5088	369	15	s.	s.	PROPN
easat-5088	369	16	mathew	mathew	PROPN
easat-5088	369	17	,	,	PUNCT
easat-5088	369	18	and	and	CCONJ
easat-5088	369	19	s.	s.	PROPN
easat-5088	369	20	ray	ray	PROPN
easat-5088	369	21	,	,	PUNCT
easat-5088	369	22	"	"	PUNCT
easat-5088	369	23	artificial	artificial	ADJ
easat-5088	369	24	intelligence	intelligence	NOUN
easat-5088	369	25	in	in	ADP
easat-5088	369	26	respiratory	respiratory	ADJ
easat-5088	369	27	care	care	NOUN
easat-5088	369	28	,	,	PUNCT
easat-5088	369	29	"	"	PUNCT
easat-5088	369	30	frontiers	frontier	NOUN
easat-5088	369	31	in	in	ADP
easat-5088	369	32	digital	digital	ADJ
easat-5088	369	33	health	health	NOUN
easat-5088	369	34	,	,	PUNCT
easat-5088	369	35	vol	vol	NOUN
easat-5088	369	36	.	.	PROPN
easat-5088	369	37	6	6	NUM
easat-5088	369	38	,	,	PUNCT
easat-5088	369	39	p.	p.	NOUN
easat-5088	369	40	1502434	1502434	NUM
easat-5088	369	41	,	,	PUNCT
easat-5088	369	42	2024	2024	NUM
easat-5088	369	43	.	.	PUNCT
easat-5088	370	1	https://doi.org/10.3389/fdgth.2024.1502434	https://doi.org/10.3389/fdgth.2024.1502434	PROPN
easat-5088	371	1	[	[	X
easat-5088	371	2	20	20	NUM
easat-5088	371	3	]	]	PUNCT
easat-5088	371	4	v.	v.	PROPN
easat-5088	371	5	h.	h.	PROPN
easat-5088	371	6	buch	buch	PROPN
easat-5088	371	7	,	,	PUNCT
easat-5088	371	8	i.	i.	PROPN
easat-5088	371	9	ahmed	ahmed	PROPN
easat-5088	371	10	,	,	PUNCT
easat-5088	371	11	and	and	CCONJ
easat-5088	371	12	m.	m.	NOUN
easat-5088	371	13	maruthappu	maruthappu	PROPN
easat-5088	371	14	,	,	PUNCT
easat-5088	371	15	"	"	PUNCT
easat-5088	371	16	artificial	artificial	ADJ
easat-5088	371	17	intelligence	intelligence	NOUN
easat-5088	371	18	in	in	ADP
easat-5088	371	19	medicine	medicine	NOUN
easat-5088	371	20	:	:	PUNCT
easat-5088	371	21	current	current	ADJ
easat-5088	371	22	trends	trend	NOUN
easat-5088	371	23	and	and	CCONJ
easat-5088	371	24	future	future	ADJ
easat-5088	371	25	possibilities	possibility	NOUN
easat-5088	371	26	,	,	PUNCT
easat-5088	371	27	"	"	PUNCT
easat-5088	371	28	british	british	ADJ
easat-5088	371	29	journal	journal	PROPN
easat-5088	371	30	of	of	ADP
easat-5088	371	31	general	general	ADJ
easat-5088	371	32	practice	practice	NOUN
easat-5088	371	33	,	,	PUNCT
easat-5088	371	34	vol	vol	NOUN
easat-5088	371	35	.	.	PROPN
easat-5088	371	36	68	68	NUM
easat-5088	371	37	,	,	PUNCT
easat-5088	371	38	no	no	INTJ
easat-5088	371	39	.	.	NOUN
easat-5088	371	40	668	668	NUM
easat-5088	371	41	,	,	PUNCT
easat-5088	371	42	pp	pp	ADJ
easat-5088	371	43	.	.	PUNCT
easat-5088	372	1	143	143	NUM
easat-5088	372	2	-	-	SYM
easat-5088	372	3	144	144	NUM
easat-5088	372	4	,	,	PUNCT
easat-5088	372	5	2018	2018	NUM
easat-5088	372	6	.	.	PUNCT
easat-5088	373	1	https://doi.org/10.3399/bjgp18x695213	https://doi.org/10.3399/bjgp18x695213	X
easat-5088	373	2	[	[	X
easat-5088	373	3	21	21	NUM
easat-5088	373	4	]	]	X
easat-5088	373	5	y.	y.	PROPN
easat-5088	373	6	ge	ge	PROPN
easat-5088	373	7	et	et	PROPN
easat-5088	373	8	al	al	PROPN
easat-5088	373	9	.	.	PROPN
easat-5088	373	10	,	,	PUNCT
easat-5088	373	11	"	"	PUNCT
easat-5088	373	12	predicting	predict	VERB
easat-5088	373	13	post	post	ADJ
easat-5088	373	14	-	-	ADJ
easat-5088	373	15	stroke	stroke	ADJ
easat-5088	373	16	pneumonia	pneumonia	NOUN
easat-5088	373	17	using	use	VERB
easat-5088	373	18	deep	deep	ADJ
easat-5088	373	19	neural	neural	ADJ
easat-5088	373	20	network	network	NOUN
easat-5088	373	21	approaches	approach	NOUN
easat-5088	373	22	,	,	PUNCT
easat-5088	373	23	"	"	PUNCT
easat-5088	373	24	international	international	ADJ
easat-5088	373	25	journal	journal	NOUN
easat-5088	373	26	of	of	ADP
easat-5088	373	27	medical	medical	ADJ
easat-5088	373	28	informatics	informatic	NOUN
easat-5088	373	29	,	,	PUNCT
easat-5088	373	30	vol	vol	NOUN
easat-5088	373	31	.	.	PROPN
easat-5088	373	32	132	132	NUM
easat-5088	373	33	,	,	PUNCT
easat-5088	373	34	p.	p.	NOUN
easat-5088	373	35	103986	103986	NUM
easat-5088	373	36	,	,	PUNCT
easat-5088	373	37	2019	2019	NUM
easat-5088	373	38	.	.	PUNCT
easat-5088	374	1	https://doi.org/10.1016/j.ijmedinf.2019.103986	https://doi.org/10.1016/j.ijmedinf.2019.103986	PROPN
easat-5088	375	1	[	[	X
easat-5088	375	2	22	22	NUM
easat-5088	375	3	]	]	PUNCT
easat-5088	375	4	b.	b.	PROPN
easat-5088	376	1	p.	p.	NOUN
easat-5088	376	2	nguyen	nguyen	NOUN
easat-5088	377	1	et	et	PROPN
easat-5088	377	2	al	al	PROPN
easat-5088	377	3	.	.	PROPN
easat-5088	377	4	,	,	PUNCT
easat-5088	377	5	"	"	PUNCT
easat-5088	377	6	predicting	predict	VERB
easat-5088	377	7	the	the	DET
easat-5088	377	8	onset	onset	NOUN
easat-5088	377	9	of	of	ADP
easat-5088	377	10	type	type	NOUN
easat-5088	377	11	2	2	NUM
easat-5088	377	12	diabetes	diabetes	NOUN
easat-5088	377	13	using	use	VERB
easat-5088	377	14	wide	wide	ADJ
easat-5088	377	15	and	and	CCONJ
easat-5088	377	16	deep	deep	ADJ
easat-5088	377	17	learning	learning	NOUN
easat-5088	377	18	with	with	ADP
easat-5088	377	19	electronic	electronic	ADJ
easat-5088	377	20	health	health	NOUN
easat-5088	377	21	records	record	NOUN
easat-5088	377	22	,	,	PUNCT
easat-5088	377	23	"	"	PUNCT
easat-5088	377	24	computer	computer	NOUN
easat-5088	377	25	methods	method	NOUN
easat-5088	377	26	and	and	CCONJ
easat-5088	377	27	programs	program	NOUN
easat-5088	377	28	in	in	ADP
easat-5088	377	29	biomedicine	biomedicine	NOUN
easat-5088	377	30	,	,	PUNCT
easat-5088	377	31	vol	vol	NOUN
easat-5088	377	32	.	.	PROPN
easat-5088	377	33	182	182	NUM
easat-5088	377	34	,	,	PUNCT
easat-5088	377	35	p.	p.	NOUN
easat-5088	377	36	105055	105055	NUM
easat-5088	377	37	,	,	PUNCT
easat-5088	377	38	2019	2019	NUM
easat-5088	377	39	.	.	PUNCT
easat-5088	378	1	https://doi.org/10.1016/j.cmpb.2019.105055	https://doi.org/10.1016/j.cmpb.2019.105055	ADJ
easat-5088	378	2	[	[	PRON
easat-5088	378	3	23	23	NUM
easat-5088	378	4	]	]	PUNCT
easat-5088	378	5	m.	m.	NOUN
easat-5088	378	6	review	review	PROPN
easat-5088	378	7	and	and	CCONJ
easat-5088	378	8	d.	d.	PROPN
easat-5088	378	9	detection	detection	PROPN
easat-5088	378	10	,	,	PUNCT
easat-5088	378	11	"	"	PUNCT
easat-5088	378	12	the	the	DET
easat-5088	378	13	role	role	NOUN
easat-5088	378	14	of	of	ADP
easat-5088	378	15	artificial	artificial	ADJ
easat-5088	378	16	intelligence	intelligence	NOUN
easat-5088	378	17	and	and	CCONJ
easat-5088	378	18	technology	technology	NOUN
easat-5088	378	19	in	in	ADP
easat-5088	378	20	lung	lung	NOUN
easat-5088	378	21	disease	disease	NOUN
easat-5088	378	22	detection	detection	NOUN
easat-5088	378	23	,	,	PUNCT
easat-5088	378	24	"	"	PUNCT
easat-5088	378	25	ec	ec	PROPN
easat-5088	378	26	pulmonology	pulmonology	NOUN
easat-5088	378	27	and	and	CCONJ
easat-5088	378	28	respiratory	respiratory	ADJ
easat-5088	378	29	medicine	medicine	NOUN
easat-5088	378	30	,	,	PUNCT
easat-5088	378	31	vol	vol	NOUN
easat-5088	378	32	.	.	PROPN
easat-5088	378	33	11	11	NUM
easat-5088	378	34	,	,	PUNCT
easat-5088	378	35	no	no	INTJ
easat-5088	378	36	.	.	PUNCT
easat-5088	379	1	ml	ml	NOUN
easat-5088	379	2	,	,	PUNCT
easat-5088	379	3	pp	pp	PROPN
easat-5088	379	4	.	.	PUNCT
easat-5088	380	1	24–28	24–28	NUM
easat-5088	380	2	,	,	PUNCT
easat-5088	380	3	2019	2019	NUM
easat-5088	380	4	.	.	PUNCT
easat-5088	381	1	[	[	X
easat-5088	381	2	24	24	NUM
easat-5088	381	3	]	]	X
easat-5088	381	4	y.	y.	PROPN
easat-5088	381	5	feng	feng	PROPN
easat-5088	381	6	,	,	PUNCT
easat-5088	381	7	y.	y.	PROPN
easat-5088	381	8	wang	wang	PROPN
easat-5088	381	9	,	,	PUNCT
easat-5088	381	10	c.	c.	PROPN
easat-5088	381	11	zeng	zeng	PROPN
easat-5088	381	12	,	,	PUNCT
easat-5088	381	13	and	and	CCONJ
easat-5088	381	14	h.	h.	PROPN
easat-5088	381	15	mao	mao	PROPN
easat-5088	381	16	,	,	PUNCT
easat-5088	381	17	"	"	PUNCT
easat-5088	381	18	artificial	artificial	ADJ
easat-5088	381	19	intelligence	intelligence	NOUN
easat-5088	381	20	and	and	CCONJ
easat-5088	381	21	machine	machine	NOUN
easat-5088	381	22	learning	learning	NOUN
easat-5088	381	23	in	in	ADP
easat-5088	381	24	chronic	chronic	ADJ
easat-5088	381	25	airway	airway	NOUN
easat-5088	381	26	diseases	disease	NOUN
easat-5088	381	27	:	:	PUNCT
easat-5088	381	28	focus	focus	VERB
easat-5088	381	29	on	on	ADP
easat-5088	381	30	asthma	asthma	NOUN
easat-5088	381	31	and	and	CCONJ
easat-5088	381	32	chronic	chronic	ADJ
easat-5088	381	33	obstructive	obstructive	ADJ
easat-5088	381	34	pulmonary	pulmonary	ADJ
easat-5088	381	35	disease	disease	NOUN
easat-5088	381	36	,	,	PUNCT
easat-5088	381	37	"	"	PUNCT
easat-5088	381	38	international	international	ADJ
easat-5088	381	39	journal	journal	NOUN
easat-5088	381	40	of	of	ADP
easat-5088	381	41	medical	medical	ADJ
easat-5088	381	42	sciences	science	NOUN
easat-5088	381	43	,	,	PUNCT
easat-5088	381	44	vol	vol	NOUN
easat-5088	381	45	.	.	PROPN
easat-5088	381	46	18	18	NUM
easat-5088	381	47	,	,	PUNCT
easat-5088	381	48	no	no	INTJ
easat-5088	381	49	.	.	NOUN
easat-5088	381	50	13	13	NUM
easat-5088	381	51	,	,	PUNCT
easat-5088	381	52	p.	p.	NOUN
easat-5088	381	53	2871	2871	NUM
easat-5088	381	54	,	,	PUNCT
easat-5088	381	55	2021	2021	NUM
easat-5088	381	56	.	.	PUNCT
easat-5088	382	1	https://doi.org/10.7150/ijms.57156	https://doi.org/10.7150/ijms.57156	X
easat-5088	383	1	[	[	X
easat-5088	383	2	25	25	NUM
easat-5088	383	3	]	]	PUNCT
easat-5088	383	4	p.	p.	NOUN
easat-5088	383	5	yadav	yadav	PROPN
easat-5088	383	6	,	,	PUNCT
easat-5088	383	7	v.	v.	CCONJ
easat-5088	383	8	rastogi	rastogi	NOUN
easat-5088	383	9	,	,	PUNCT
easat-5088	383	10	a.	a.	NOUN
easat-5088	383	11	yadav	yadav	PROPN
easat-5088	383	12	,	,	PUNCT
easat-5088	383	13	and	and	CCONJ
easat-5088	383	14	p.	p.	PROPN
easat-5088	383	15	parashar	parashar	PROPN
easat-5088	383	16	,	,	PUNCT
easat-5088	383	17	"	"	PUNCT
easat-5088	383	18	artificial	artificial	ADJ
easat-5088	383	19	intelligence	intelligence	NOUN
easat-5088	383	20	:	:	PUNCT
easat-5088	383	21	a	a	DET
easat-5088	383	22	promising	promising	ADJ
easat-5088	383	23	tool	tool	NOUN
easat-5088	383	24	in	in	ADP
easat-5088	383	25	diagnosis	diagnosis	NOUN
easat-5088	383	26	of	of	ADP
easat-5088	383	27	respiratory	respiratory	ADJ
easat-5088	383	28	diseases	disease	NOUN
easat-5088	383	29	,	,	PUNCT
easat-5088	383	30	"	"	PUNCT
easat-5088	383	31	intelligent	intelligent	ADJ
easat-5088	383	32	pharmacy	pharmacy	NOUN
easat-5088	383	33	,	,	PUNCT
easat-5088	383	34	vol	vol	NOUN
easat-5088	383	35	.	.	PROPN
easat-5088	383	36	2	2	NUM
easat-5088	383	37	,	,	PUNCT
easat-5088	383	38	no	no	INTJ
easat-5088	383	39	.	.	NOUN
easat-5088	383	40	6	6	NUM
easat-5088	383	41	,	,	PUNCT
easat-5088	383	42	pp	pp	ADJ
easat-5088	383	43	.	.	PUNCT
easat-5088	384	1	784–791	784–791	NUM
easat-5088	384	2	,	,	PUNCT
easat-5088	384	3	2024	2024	NUM
easat-5088	384	4	.	.	PUNCT
easat-5088	385	1	https://doi.org/10.1016/j.intpharm.2024.03.005	https://doi.org/10.1016/j.intpharm.2024.03.005	VERB
easat-5088	385	2	[	[	PUNCT
easat-5088	385	3	26	26	NUM
easat-5088	385	4	]	]	X
easat-5088	385	5	j.	j.	PROPN
easat-5088	385	6	t.	t.	PROPN
easat-5088	385	7	coates	coates	PROPN
easat-5088	385	8	and	and	CCONJ
easat-5088	385	9	c.	c.	PROPN
easat-5088	385	10	de	de	PROPN
easat-5088	385	11	koning	koning	PROPN
easat-5088	385	12	,	,	PUNCT
easat-5088	385	13	"	"	PUNCT
easat-5088	385	14	machine	machine	NOUN
easat-5088	385	15	learning	learning	NOUN
easat-5088	385	16	-	-	PUNCT
easat-5088	385	17	driven	drive	VERB
easat-5088	385	18	critical	critical	ADJ
easat-5088	385	19	care	care	NOUN
easat-5088	385	20	decision	decision	NOUN
easat-5088	385	21	making	making	NOUN
easat-5088	385	22	,	,	PUNCT
easat-5088	385	23	"	"	PUNCT
easat-5088	385	24	journal	journal	NOUN
easat-5088	385	25	of	of	ADP
easat-5088	385	26	the	the	DET
easat-5088	385	27	royal	royal	ADJ
easat-5088	385	28	society	society	NOUN
easat-5088	385	29	of	of	ADP
easat-5088	385	30	medicine	medicine	NOUN
easat-5088	385	31	,	,	PUNCT
easat-5088	385	32	vol	vol	NOUN
easat-5088	385	33	.	.	PROPN
easat-5088	385	34	115	115	NUM
easat-5088	385	35	,	,	PUNCT
easat-5088	385	36	no	no	INTJ
easat-5088	385	37	.	.	NOUN
easat-5088	385	38	6	6	NUM
easat-5088	385	39	,	,	PUNCT
easat-5088	385	40	pp	pp	ADJ
easat-5088	385	41	.	.	PUNCT
easat-5088	386	1	236	236	NUM
easat-5088	386	2	-	-	SYM
easat-5088	386	3	238	238	NUM
easat-5088	386	4	,	,	PUNCT
easat-5088	386	5	2022	2022	NUM
easat-5088	386	6	.	.	PUNCT
easat-5088	387	1	https://doi.org/10.1177/01410768221100230	https://doi.org/10.1177/01410768221100230	X
easat-5088	388	1	[	[	X
easat-5088	388	2	27	27	NUM
easat-5088	388	3	]	]	X
easat-5088	388	4	s.	s.	PROPN
easat-5088	388	5	albahra	albahra	PROPN
easat-5088	388	6	et	et	PROPN
easat-5088	388	7	al	al	PROPN
easat-5088	388	8	.	.	PROPN
easat-5088	388	9	,	,	PUNCT
easat-5088	388	10	"	"	PUNCT
easat-5088	388	11	artificial	artificial	ADJ
easat-5088	388	12	intelligence	intelligence	NOUN
easat-5088	388	13	and	and	CCONJ
easat-5088	388	14	machine	machine	NOUN
easat-5088	388	15	learning	learn	VERB
easat-5088	388	16	overview	overview	NOUN
easat-5088	388	17	in	in	ADP
easat-5088	388	18	pathology	pathology	PROPN
easat-5088	388	19	&	&	CCONJ
easat-5088	388	20	laboratory	laboratory	PROPN
easat-5088	388	21	medicine	medicine	NOUN
easat-5088	388	22	:	:	PUNCT
easat-5088	388	23	a	a	DET
easat-5088	388	24	general	general	ADJ
easat-5088	388	25	review	review	NOUN
easat-5088	388	26	of	of	ADP
easat-5088	388	27	data	data	NOUN
easat-5088	388	28	preprocessing	preprocessing	NOUN
easat-5088	388	29	and	and	CCONJ
easat-5088	388	30	basic	basic	ADJ
easat-5088	388	31	supervised	supervised	ADJ
easat-5088	388	32	concepts	concept	NOUN
easat-5088	388	33	,	,	PUNCT
easat-5088	388	34	"	"	PUNCT
easat-5088	388	35	in	in	ADP
easat-5088	388	36	seminars	seminar	NOUN
easat-5088	388	37	in	in	ADP
easat-5088	388	38	diagnostic	diagnostic	ADJ
easat-5088	388	39	pathology	pathology	NOUN
easat-5088	388	40	,	,	PUNCT
easat-5088	388	41	2023	2023	NUM
easat-5088	388	42	,	,	PUNCT
easat-5088	388	43	vol	vol	NOUN
easat-5088	388	44	.	.	PROPN
easat-5088	388	45	40	40	NUM
easat-5088	388	46	,	,	PUNCT
easat-5088	388	47	no	no	INTJ
easat-5088	388	48	.	.	NOUN
easat-5088	388	49	2	2	NUM
easat-5088	388	50	:	:	PUNCT
easat-5088	388	51	elsevier	elsevier	NOUN
easat-5088	388	52	,	,	PUNCT
easat-5088	388	53	pp	pp	ADJ
easat-5088	388	54	.	.	PUNCT
easat-5088	389	1	71	71	NUM
easat-5088	389	2	-	-	SYM
easat-5088	389	3	87	87	NUM
easat-5088	389	4	,	,	PUNCT
easat-5088	389	5	https://doi.org/10.1053/j.semdp.2023.01.004	https://doi.org/10.1053/j.semdp.2023.01.004	ADJ
easat-5088	389	6	.	.	PUNCT
easat-5088	390	1	[	[	X
easat-5088	390	2	28	28	NUM
easat-5088	390	3	]	]	X
easat-5088	390	4	l.	l.	PROPN
easat-5088	390	5	b.	b.	PROPN
easat-5088	390	6	elvas	elvas	PROPN
easat-5088	390	7	,	,	PUNCT
easat-5088	390	8	m.	m.	NOUN
easat-5088	390	9	nunes	nunes	PROPN
easat-5088	390	10	,	,	PUNCT
easat-5088	390	11	j.	j.	PROPN
easat-5088	390	12	c.	c.	PROPN
easat-5088	390	13	ferreira	ferreira	PROPN
easat-5088	390	14	,	,	PUNCT
easat-5088	390	15	m.	m.	NOUN
easat-5088	390	16	s.	s.	PROPN
easat-5088	390	17	dias	dias	PROPN
easat-5088	390	18	,	,	PUNCT
easat-5088	390	19	and	and	CCONJ
easat-5088	390	20	l.	l.	PROPN
easat-5088	390	21	b.	b.	PROPN
easat-5088	390	22	rosário	rosário	PROPN
easat-5088	390	23	,	,	PUNCT
easat-5088	390	24	"	"	PUNCT
easat-5088	390	25	ai	ai	ADJ
easat-5088	390	26	-	-	PUNCT
easat-5088	390	27	driven	drive	VERB
easat-5088	390	28	decision	decision	NOUN
easat-5088	390	29	support	support	NOUN
easat-5088	390	30	for	for	ADP
easat-5088	390	31	early	early	ADJ
easat-5088	390	32	detection	detection	NOUN
easat-5088	390	33	of	of	ADP
easat-5088	390	34	cardiac	cardiac	ADJ
easat-5088	390	35	events	event	NOUN
easat-5088	390	36	:	:	PUNCT
easat-5088	390	37	unveiling	unveil	VERB
easat-5088	390	38	patterns	pattern	NOUN
easat-5088	390	39	and	and	CCONJ
easat-5088	390	40	predicting	predict	VERB
easat-5088	390	41	myocardial	myocardial	ADJ
easat-5088	390	42	ischemia	ischemia	NOUN
easat-5088	390	43	,	,	PUNCT
easat-5088	390	44	"	"	PUNCT
easat-5088	390	45	journal	journal	NOUN
easat-5088	390	46	of	of	ADP
easat-5088	390	47	personalized	personalized	ADJ
easat-5088	390	48	medicine	medicine	NOUN
easat-5088	390	49	,	,	PUNCT
easat-5088	390	50	vol	vol	NOUN
easat-5088	390	51	.	.	PROPN
easat-5088	390	52	13	13	NUM
easat-5088	390	53	,	,	PUNCT
easat-5088	390	54	no	no	INTJ
easat-5088	390	55	.	.	NOUN
easat-5088	390	56	9	9	NUM
easat-5088	390	57	,	,	PUNCT
easat-5088	390	58	p.	p.	NOUN
easat-5088	390	59	1421	1421	NUM
easat-5088	390	60	,	,	PUNCT
easat-5088	390	61	2023	2023	NUM
easat-5088	390	62	.	.	PUNCT
easat-5088	391	1	https://doi.org/10.3390/jpm13091421	https://doi.org/10.3390/jpm13091421	ADP
easat-5088	391	2	[	[	X
easat-5088	391	3	29	29	NUM
easat-5088	391	4	]	]	PUNCT
easat-5088	391	5	k.	k.	PROPN
easat-5088	391	6	santosh	santosh	PROPN
easat-5088	391	7	,	,	PUNCT
easat-5088	391	8	"	"	PUNCT
easat-5088	391	9	ai	ai	ADJ
easat-5088	391	10	-	-	PUNCT
easat-5088	391	11	driven	drive	VERB
easat-5088	391	12	tools	tool	NOUN
easat-5088	391	13	for	for	ADP
easat-5088	391	14	coronavirus	coronavirus	NOUN
easat-5088	391	15	outbreak	outbreak	NOUN
easat-5088	391	16	:	:	PUNCT
easat-5088	391	17	need	need	NOUN
easat-5088	391	18	of	of	ADP
easat-5088	391	19	active	active	ADJ
easat-5088	391	20	learning	learning	NOUN
easat-5088	391	21	and	and	CCONJ
easat-5088	391	22	cross	cross	ADJ
easat-5088	391	23	-	-	ADJ
easat-5088	391	24	population	population	ADJ
easat-5088	391	25	train	train	NOUN
easat-5088	391	26	/	/	SYM
easat-5088	391	27	test	test	NOUN
easat-5088	391	28	models	model	NOUN
easat-5088	391	29	on	on	ADP
easat-5088	391	30	multitudinal	multitudinal	ADJ
easat-5088	391	31	/	/	SYM
easat-5088	391	32	multimodal	multimodal	NOUN
easat-5088	391	33	data	datum	NOUN
easat-5088	391	34	,	,	PUNCT
easat-5088	391	35	"	"	PUNCT
easat-5088	391	36	journal	journal	NOUN
easat-5088	391	37	of	of	ADP
easat-5088	391	38	medical	medical	ADJ
easat-5088	391	39	systems	system	NOUN
easat-5088	391	40	,	,	PUNCT
easat-5088	391	41	vol	vol	NOUN
easat-5088	391	42	.	.	PROPN
easat-5088	392	1	44	44	NUM
easat-5088	392	2	,	,	PUNCT
easat-5088	392	3	no	no	INTJ
easat-5088	392	4	.	.	NOUN
easat-5088	392	5	5	5	NUM
easat-5088	392	6	,	,	PUNCT
easat-5088	392	7	p.	p.	NOUN
easat-5088	392	8	93	93	NUM
easat-5088	392	9	,	,	PUNCT
easat-5088	392	10	2020	2020	NUM
easat-5088	392	11	.	.	PUNCT
easat-5088	393	1	https://doi.org/10.1007/s10916-020-01562-1	https://doi.org/10.1007/s10916-020-01562-1	NUM
easat-5088	394	1	[	[	X
easat-5088	394	2	30	30	NUM
easat-5088	394	3	]	]	X
easat-5088	394	4	v.	v.	PROPN
easat-5088	394	5	k.	k.	PROPN
easat-5088	394	6	venkatesan	venkatesan	PROPN
easat-5088	394	7	,	,	PUNCT
easat-5088	394	8	m.	m.	NOUN
easat-5088	394	9	t.	t.	PROPN
easat-5088	394	10	ramakrishna	ramakrishna	PROPN
easat-5088	394	11	,	,	PUNCT
easat-5088	394	12	i.	i.	PROPN
easat-5088	394	13	izonin	izonin	PROPN
easat-5088	394	14	,	,	PUNCT
easat-5088	394	15	r.	r.	PROPN
easat-5088	394	16	tkachenko	tkachenko	PROPN
easat-5088	394	17	,	,	PUNCT
easat-5088	394	18	and	and	CCONJ
easat-5088	394	19	m.	m.	NOUN
easat-5088	394	20	havryliuk	havryliuk	NOUN
easat-5088	394	21	,	,	PUNCT
easat-5088	394	22	"	"	PUNCT
easat-5088	394	23	efficient	efficient	ADJ
easat-5088	394	24	data	datum	NOUN
easat-5088	394	25	preprocessing	preprocesse	VERB
easat-5088	394	26	with	with	ADP
easat-5088	394	27	ensemble	ensemble	ADJ
easat-5088	394	28	machine	machine	NOUN
easat-5088	394	29	learning	learning	NOUN
easat-5088	394	30	technique	technique	NOUN
easat-5088	394	31	for	for	ADP
easat-5088	394	32	the	the	DET
easat-5088	394	33	early	early	ADJ
easat-5088	394	34	detection	detection	NOUN
easat-5088	394	35	of	of	ADP
easat-5088	394	36	chronic	chronic	ADJ
easat-5088	394	37	kidney	kidney	NOUN
easat-5088	394	38	disease	disease	NOUN
easat-5088	394	39	,	,	PUNCT
easat-5088	394	40	"	"	PUNCT
easat-5088	394	41	applied	apply	VERB
easat-5088	394	42	sciences	science	NOUN
easat-5088	394	43	,	,	PUNCT
easat-5088	394	44	vol	vol	NOUN
easat-5088	394	45	.	.	PROPN
easat-5088	394	46	13	13	NUM
easat-5088	394	47	,	,	PUNCT
easat-5088	394	48	no	no	INTJ
easat-5088	394	49	.	.	NOUN
easat-5088	394	50	5	5	NUM
easat-5088	394	51	,	,	PUNCT
easat-5088	394	52	p.	p.	NOUN
easat-5088	394	53	2885	2885	NUM
easat-5088	394	54	,	,	PUNCT
easat-5088	394	55	2023	2023	NUM
easat-5088	394	56	.	.	PUNCT
easat-5088	395	1	https://doi.org/10.3390/app13052885	https://doi.org/10.3390/app13052885	PRON
easat-5088	395	2	[	[	X
easat-5088	395	3	31	31	NUM
easat-5088	395	4	]	]	PUNCT
easat-5088	395	5	e.	e.	PROPN
easat-5088	395	6	a.	a.	PROPN
easat-5088	395	7	campbell	campbell	PROPN
easat-5088	395	8	,	,	PUNCT
easat-5088	395	9	e.	e.	PROPN
easat-5088	395	10	j.	j.	PROPN
easat-5088	395	11	bass	bass	PROPN
easat-5088	395	12	,	,	PUNCT
easat-5088	395	13	and	and	CCONJ
easat-5088	395	14	a.	a.	PROPN
easat-5088	395	15	j.	j.	PROPN
easat-5088	395	16	masino	masino	PROPN
easat-5088	395	17	,	,	PUNCT
easat-5088	395	18	"	"	PUNCT
easat-5088	395	19	temporal	temporal	ADJ
easat-5088	395	20	condition	condition	NOUN
easat-5088	395	21	pattern	pattern	NOUN
easat-5088	395	22	mining	mining	NOUN
easat-5088	395	23	in	in	ADP
easat-5088	395	24	large	large	ADJ
easat-5088	395	25	,	,	PUNCT
easat-5088	395	26	sparse	sparse	ADJ
easat-5088	395	27	electronic	electronic	ADJ
easat-5088	395	28	health	health	NOUN
easat-5088	395	29	record	record	NOUN
easat-5088	395	30	data	datum	NOUN
easat-5088	395	31	:	:	PUNCT
easat-5088	395	32	a	a	DET
easat-5088	395	33	case	case	NOUN
easat-5088	395	34	study	study	NOUN
easat-5088	395	35	in	in	ADP
easat-5088	395	36	characterizing	characterize	VERB
easat-5088	395	37	pediatric	pediatric	ADJ
easat-5088	395	38	asthma	asthma	NOUN
easat-5088	395	39	,	,	PUNCT
easat-5088	395	40	"	"	PUNCT
easat-5088	395	41	journal	journal	NOUN
easat-5088	395	42	of	of	ADP
easat-5088	395	43	the	the	DET
easat-5088	395	44	american	american	PROPN
easat-5088	395	45	medical	medical	PROPN
easat-5088	395	46	informatics	informatics	PROPN
easat-5088	395	47	association	association	PROPN
easat-5088	395	48	,	,	PUNCT
easat-5088	395	49	vol	vol	NOUN
easat-5088	395	50	.	.	PROPN
easat-5088	395	51	27	27	NUM
easat-5088	395	52	,	,	PUNCT
easat-5088	395	53	no	no	INTJ
easat-5088	395	54	.	.	NOUN
easat-5088	395	55	4	4	NUM
easat-5088	395	56	,	,	PUNCT
easat-5088	395	57	pp	pp	ADJ
easat-5088	395	58	.	.	PUNCT
easat-5088	396	1	558	558	NUM
easat-5088	396	2	-	-	SYM
easat-5088	396	3	566	566	NUM
easat-5088	396	4	,	,	PUNCT
easat-5088	396	5	2020	2020	NUM
easat-5088	396	6	.	.	PUNCT
easat-5088	397	1	https://doi.org/10.1093/jamia/ocz239	https://doi.org/10.1093/jamia/ocz239	CCONJ
easat-5088	398	1	[	[	X
easat-5088	398	2	32	32	NUM
easat-5088	398	3	]	]	X
easat-5088	398	4	y.	y.	PROPN
easat-5088	398	5	juhn	juhn	PROPN
easat-5088	398	6	and	and	CCONJ
easat-5088	398	7	h.	h.	PROPN
easat-5088	398	8	liu	liu	PROPN
easat-5088	398	9	,	,	PUNCT
easat-5088	398	10	"	"	PUNCT
easat-5088	398	11	artificial	artificial	ADJ
easat-5088	398	12	intelligence	intelligence	NOUN
easat-5088	398	13	approaches	approach	NOUN
easat-5088	398	14	using	use	VERB
easat-5088	398	15	natural	natural	ADJ
easat-5088	398	16	language	language	NOUN
easat-5088	398	17	processing	processing	NOUN
easat-5088	398	18	to	to	PART
easat-5088	398	19	advance	advance	VERB
easat-5088	398	20	ehr	ehr	NOUN
easat-5088	398	21	-	-	PUNCT
easat-5088	398	22	based	base	VERB
easat-5088	398	23	clinical	clinical	ADJ
easat-5088	398	24	research	research	NOUN
easat-5088	398	25	,	,	PUNCT
easat-5088	398	26	"	"	PUNCT
easat-5088	398	27	journal	journal	NOUN
easat-5088	398	28	of	of	ADP
easat-5088	398	29	allergy	allergy	NOUN
easat-5088	398	30	and	and	CCONJ
easat-5088	398	31	clinical	clinical	ADJ
easat-5088	398	32	immunology	immunology	NOUN
easat-5088	398	33	,	,	PUNCT
easat-5088	398	34	vol	vol	NOUN
easat-5088	398	35	.	.	PROPN
easat-5088	398	36	145	145	NUM
easat-5088	398	37	,	,	PUNCT
easat-5088	398	38	no	no	INTJ
easat-5088	398	39	.	.	NOUN
easat-5088	398	40	2	2	NUM
easat-5088	398	41	,	,	PUNCT
easat-5088	398	42	pp	pp	ADJ
easat-5088	398	43	.	.	PUNCT
easat-5088	399	1	463	463	NUM
easat-5088	399	2	-	-	SYM
easat-5088	399	3	469	469	NUM
easat-5088	399	4	,	,	PUNCT
easat-5088	399	5	2020	2020	NUM
easat-5088	399	6	.	.	PUNCT
easat-5088	400	1	https://doi.org/10.1016/j.jaci.2019.12.1031	https://doi.org/10.1016/j.jaci.2019.12.1031	NOUN
easat-5088	401	1	[	[	X
easat-5088	401	2	33	33	NUM
easat-5088	401	3	]	]	PUNCT
easat-5088	401	4	r.	r.	PROPN
easat-5088	401	5	west	west	PROPN
easat-5088	401	6	et	et	PROPN
easat-5088	401	7	al	al	PROPN
easat-5088	401	8	.	.	PROPN
easat-5088	401	9	,	,	PUNCT
easat-5088	401	10	"	"	PUNCT
easat-5088	401	11	‘	'	PUNCT
easat-5088	401	12	warning	warning	NOUN
easat-5088	401	13	:	:	PUNCT
easat-5088	401	14	allergic	allergic	ADJ
easat-5088	401	15	to	to	ADP
easat-5088	401	16	penicillin	penicillin	NOUN
easat-5088	401	17	’	'	PUNCT
easat-5088	401	18	:	:	PUNCT
easat-5088	401	19	association	association	NOUN
easat-5088	401	20	between	between	ADP
easat-5088	401	21	penicillin	penicillin	PROPN
easat-5088	401	22	allergy	allergy	NOUN
easat-5088	401	23	status	status	NOUN
easat-5088	401	24	in	in	ADP
easat-5088	401	25	2.3	2.3	NUM
easat-5088	401	26	million	million	NUM
easat-5088	401	27	nhs	nhs	NOUN
easat-5088	401	28	general	general	ADJ
easat-5088	401	29	practice	practice	PROPN
easat-5088	401	30	electronic	electronic	ADJ
easat-5088	401	31	health	health	NOUN
easat-5088	401	32	records	record	NOUN
easat-5088	401	33	,	,	PUNCT
easat-5088	401	34	antibiotic	antibiotic	ADJ
easat-5088	401	35	prescribing	prescribing	NOUN
easat-5088	401	36	and	and	CCONJ
easat-5088	401	37	health	health	NOUN
easat-5088	401	38	outcomes	outcome	NOUN
easat-5088	401	39	,	,	PUNCT
easat-5088	401	40	"	"	PUNCT
easat-5088	401	41	journal	journal	NOUN
easat-5088	401	42	of	of	ADP
easat-5088	401	43	antimicrobial	antimicrobial	ADJ
easat-5088	401	44	chemotherapy	chemotherapy	NOUN
easat-5088	401	45	,	,	PUNCT
easat-5088	401	46	vol	vol	NOUN
easat-5088	401	47	.	.	PROPN
easat-5088	402	1	74	74	NUM
easat-5088	402	2	,	,	PUNCT
easat-5088	402	3	no	no	INTJ
easat-5088	402	4	.	.	NOUN
easat-5088	402	5	7	7	NUM
easat-5088	402	6	,	,	PUNCT
easat-5088	402	7	pp	pp	ADJ
easat-5088	402	8	.	.	PUNCT
easat-5088	403	1	2075	2075	NUM
easat-5088	403	2	-	-	SYM
easat-5088	403	3	2082	2082	NUM
easat-5088	403	4	,	,	PUNCT
easat-5088	403	5	2019	2019	NUM
easat-5088	403	6	.	.	PUNCT
easat-5088	404	1	https://doi.org/10.1093/jac/dkz147	https://doi.org/10.1093/jac/dkz147	PROPN
easat-5088	404	2	[	[	X
easat-5088	404	3	34	34	NUM
easat-5088	404	4	]	]	PUNCT
easat-5088	404	5	a.	a.	NOUN
easat-5088	404	6	banerji	banerji	NOUN
easat-5088	404	7	et	et	PROPN
easat-5088	404	8	al	al	PROPN
easat-5088	404	9	.	.	PROPN
easat-5088	404	10	,	,	PUNCT
easat-5088	404	11	"	"	PUNCT
easat-5088	404	12	natural	natural	ADJ
easat-5088	404	13	language	language	NOUN
easat-5088	404	14	processing	processing	NOUN
easat-5088	404	15	combined	combine	VERB
easat-5088	404	16	with	with	ADP
easat-5088	404	17	icd-9	icd-9	NOUN
easat-5088	404	18	-	-	PUNCT
easat-5088	404	19	cm	cm	NOUN
easat-5088	404	20	codes	code	NOUN
easat-5088	404	21	as	as	ADP
easat-5088	404	22	a	a	DET
easat-5088	404	23	novel	novel	ADJ
easat-5088	404	24	method	method	NOUN
easat-5088	404	25	to	to	PART
easat-5088	404	26	study	study	VERB
easat-5088	404	27	the	the	DET
easat-5088	404	28	epidemiology	epidemiology	NOUN
easat-5088	404	29	of	of	ADP
easat-5088	404	30	allergic	allergic	ADJ
easat-5088	404	31	drug	drug	NOUN
easat-5088	404	32	reactions	reaction	NOUN
easat-5088	404	33	,	,	PUNCT
easat-5088	404	34	"	"	PUNCT
easat-5088	404	35	the	the	DET
easat-5088	404	36	journal	journal	NOUN
easat-5088	404	37	of	of	ADP
easat-5088	404	38	allergy	allergy	NOUN
easat-5088	404	39	and	and	CCONJ
easat-5088	404	40	clinical	clinical	ADJ
easat-5088	404	41	immunology	immunology	NOUN
easat-5088	404	42	:	:	PUNCT
easat-5088	404	43	in	in	ADP
easat-5088	404	44	practice	practice	NOUN
easat-5088	404	45	,	,	PUNCT
easat-5088	404	46	vol	vol	NOUN
easat-5088	404	47	.	.	PROPN
easat-5088	404	48	8	8	NUM
easat-5088	404	49	,	,	PUNCT
easat-5088	404	50	no	no	INTJ
easat-5088	404	51	.	.	NOUN
easat-5088	404	52	3	3	NUM
easat-5088	404	53	,	,	PUNCT
easat-5088	404	54	pp	pp	ADJ
easat-5088	404	55	.	.	PUNCT
easat-5088	405	1	1032	1032	NUM
easat-5088	405	2	-	-	SYM
easat-5088	405	3	1038	1038	NUM
easat-5088	405	4	.	.	PUNCT
easat-5088	406	1	e1	e1	NOUN
easat-5088	406	2	,	,	PUNCT
easat-5088	406	3	2020	2020	NUM
easat-5088	406	4	.	.	PUNCT
easat-5088	407	1	https://doi.org/10.1016/j.jaip.2019.11.005	https://doi.org/10.1016/j.jaip.2019.11.005	PRON
easat-5088	407	2	[	[	X
easat-5088	407	3	35	35	NUM
easat-5088	407	4	]	]	X
easat-5088	407	5	b.	b.	PROPN
easat-5088	407	6	e.	e.	PROPN
easat-5088	407	7	himes	himes	PROPN
easat-5088	407	8	,	,	PUNCT
easat-5088	407	9	l.	l.	PROPN
easat-5088	407	10	leszinsky	leszinsky	PROPN
easat-5088	407	11	,	,	PUNCT
easat-5088	407	12	r.	r.	PROPN
easat-5088	407	13	walsh	walsh	PROPN
easat-5088	407	14	,	,	PUNCT
easat-5088	407	15	h.	h.	PROPN
easat-5088	407	16	hepner	hepner	PROPN
easat-5088	407	17	,	,	PUNCT
easat-5088	407	18	and	and	CCONJ
easat-5088	407	19	a.	a.	PROPN
easat-5088	407	20	c.	c.	PROPN
easat-5088	407	21	wu	wu	PROPN
easat-5088	407	22	,	,	PUNCT
easat-5088	407	23	"	"	PUNCT
easat-5088	407	24	mobile	mobile	ADJ
easat-5088	407	25	health	health	NOUN
easat-5088	407	26	and	and	CCONJ
easat-5088	407	27	inhaler	inhaler	NOUN
easat-5088	407	28	-	-	PUNCT
easat-5088	407	29	based	base	VERB
easat-5088	407	30	monitoring	monitoring	NOUN
easat-5088	407	31	devices	device	NOUN
easat-5088	407	32	for	for	ADP
easat-5088	407	33	asthma	asthma	NOUN
easat-5088	407	34	management	management	NOUN
easat-5088	407	35	,	,	PUNCT
easat-5088	407	36	"	"	PUNCT
easat-5088	407	37	the	the	DET
easat-5088	407	38	journal	journal	NOUN
easat-5088	407	39	of	of	ADP
easat-5088	407	40	allergy	allergy	NOUN
easat-5088	407	41	and	and	CCONJ
easat-5088	407	42	clinical	clinical	ADJ
easat-5088	407	43	immunology	immunology	NOUN
easat-5088	407	44	:	:	PUNCT
easat-5088	407	45	in	in	ADP
easat-5088	407	46	practice	practice	NOUN
easat-5088	407	47	,	,	PUNCT
easat-5088	407	48	vol	vol	NOUN
easat-5088	407	49	.	.	PROPN
easat-5088	407	50	7	7	NUM
easat-5088	407	51	,	,	PUNCT
easat-5088	407	52	no	no	INTJ
easat-5088	407	53	.	.	NOUN
easat-5088	407	54	8	8	NUM
easat-5088	407	55	,	,	PUNCT
easat-5088	407	56	pp	pp	ADJ
easat-5088	407	57	.	.	PUNCT
easat-5088	408	1	2535	2535	NUM
easat-5088	408	2	-	-	SYM
easat-5088	408	3	2543	2543	NUM
easat-5088	408	4	,	,	PUNCT
easat-5088	408	5	2019	2019	NUM
easat-5088	408	6	.	.	PUNCT
easat-5088	409	1	https://doi.org/10.1016/j.jaip.2019.05.031	https://doi.org/10.1016/j.jaip.2019.05.031	VERB
easat-5088	409	2	[	[	X
easat-5088	409	3	36	36	NUM
easat-5088	409	4	]	]	PUNCT
easat-5088	409	5	t.-c	t.-c	PROPN
easat-5088	409	6	.	.	PUNCT
easat-5088	410	1	chan	chan	PROPN
easat-5088	410	2	,	,	PUNCT
easat-5088	410	3	t.-h	t.-h	PROPN
easat-5088	410	4	.	.	PUNCT
easat-5088	411	1	hu	hu	PROPN
easat-5088	411	2	,	,	PUNCT
easat-5088	411	3	y.-h	y.-h	PROPN
easat-5088	411	4	.	.	PUNCT
easat-5088	412	1	chu	chu	PROPN
easat-5088	412	2	,	,	PUNCT
easat-5088	412	3	and	and	CCONJ
easat-5088	412	4	j.-s	j.-	NOUN
easat-5088	412	5	.	.	PUNCT
easat-5088	413	1	hwang	hwang	PROPN
easat-5088	413	2	,	,	PUNCT
easat-5088	413	3	"	"	PUNCT
easat-5088	413	4	assessing	assess	VERB
easat-5088	413	5	effects	effect	NOUN
easat-5088	413	6	of	of	ADP
easat-5088	413	7	personal	personal	ADJ
easat-5088	413	8	behaviors	behavior	NOUN
easat-5088	413	9	and	and	CCONJ
easat-5088	413	10	environmental	environmental	ADJ
easat-5088	413	11	exposure	exposure	NOUN
easat-5088	413	12	on	on	ADP
easat-5088	413	13	asthma	asthma	NOUN
easat-5088	413	14	episodes	episode	NOUN
easat-5088	413	15	:	:	PUNCT
easat-5088	413	16	a	a	DET
easat-5088	413	17	diary	diary	NOUN
easat-5088	413	18	-	-	PUNCT
easat-5088	413	19	based	base	VERB
easat-5088	413	20	approach	approach	NOUN
easat-5088	413	21	,	,	PUNCT
easat-5088	413	22	"	"	PUNCT
easat-5088	413	23	bmc	bmc	ADJ
easat-5088	413	24	pulmonary	pulmonary	ADJ
easat-5088	413	25	medicine	medicine	NOUN
easat-5088	413	26	,	,	PUNCT
easat-5088	413	27	vol	vol	NOUN
easat-5088	413	28	.	.	PROPN
easat-5088	413	29	19	19	NUM
easat-5088	413	30	,	,	PUNCT
easat-5088	413	31	pp	pp	ADJ
easat-5088	413	32	.	.	PUNCT
easat-5088	414	1	1	1	NUM
easat-5088	414	2	-	-	SYM
easat-5088	414	3	11	11	NUM
easat-5088	414	4	,	,	PUNCT
easat-5088	414	5	2019	2019	NUM
easat-5088	414	6	.	.	PUNCT
easat-5088	415	1	https://doi.org/10.1186/s12890-019-0998-0	https://doi.org/10.1186/s12890-019-0998-0	NUM
easat-5088	416	1	[	[	X
easat-5088	416	2	37	37	NUM
easat-5088	416	3	]	]	PUNCT
easat-5088	416	4	r.	r.	PROPN
easat-5088	416	5	j.	j.	PROPN
easat-5088	416	6	teufel	teufel	PROPN
easat-5088	416	7	ii	ii	PROPN
easat-5088	416	8	et	et	PROPN
easat-5088	416	9	al	al	PROPN
easat-5088	416	10	.	.	PROPN
easat-5088	416	11	,	,	PUNCT
easat-5088	416	12	"	"	PUNCT
easat-5088	416	13	smartphones	smartphone	NOUN
easat-5088	416	14	for	for	ADP
easat-5088	416	15	real	real	ADJ
easat-5088	416	16	-	-	PUNCT
easat-5088	416	17	time	time	NOUN
easat-5088	416	18	assessment	assessment	NOUN
easat-5088	416	19	of	of	ADP
easat-5088	416	20	adherence	adherence	NOUN
easat-5088	416	21	behavior	behavior	NOUN
easat-5088	416	22	and	and	CCONJ
easat-5088	416	23	symptom	symptom	NOUN
easat-5088	416	24	exacerbation	exacerbation	NOUN
easat-5088	416	25	for	for	ADP
easat-5088	416	26	high	high	ADJ
easat-5088	416	27	-	-	PUNCT
easat-5088	416	28	risk	risk	NOUN
easat-5088	416	29	youth	youth	NOUN
easat-5088	416	30	with	with	ADP
easat-5088	416	31	asthma	asthma	NOUN
easat-5088	416	32	:	:	PUNCT
easat-5088	416	33	pilot	pilot	NOUN
easat-5088	416	34	study	study	NOUN
easat-5088	416	35	,	,	PUNCT
easat-5088	416	36	"	"	PUNCT
easat-5088	416	37	jmir	jmir	NOUN
easat-5088	416	38	pediatrics	pediatric	NOUN
easat-5088	416	39	and	and	CCONJ
easat-5088	416	40	parenting	parenting	NOUN
easat-5088	416	41	,	,	PUNCT
easat-5088	416	42	vol	vol	NOUN
easat-5088	416	43	.	.	PROPN
easat-5088	417	1	1	1	NUM
easat-5088	417	2	,	,	PUNCT
easat-5088	417	3	no	no	INTJ
easat-5088	417	4	.	.	NOUN
easat-5088	417	5	2	2	NUM
easat-5088	417	6	,	,	PUNCT
easat-5088	417	7	p.	p.	NOUN
easat-5088	417	8	e9796	e9796	PROPN
easat-5088	417	9	,	,	PUNCT
easat-5088	417	10	2018	2018	NUM
easat-5088	417	11	.	.	PUNCT
easat-5088	418	1	https://doi.org/10.2196/pediatrics.9080	https://doi.org/10.2196/pediatrics.9080	NOUN
easat-5088	418	2	[	[	X
easat-5088	418	3	38	38	NUM
easat-5088	418	4	]	]	PUNCT
easat-5088	418	5	b.	b.	PROPN
easat-5088	418	6	ring	ring	PROPN
easat-5088	418	7	,	,	PUNCT
easat-5088	418	8	a.	a.	PROPN
easat-5088	418	9	j.	j.	PROPN
easat-5088	418	10	burbank	burbank	PROPN
easat-5088	418	11	,	,	PUNCT
easat-5088	418	12	k.	k.	PROPN
easat-5088	418	13	mills	mills	PROPN
easat-5088	418	14	,	,	PUNCT
easat-5088	418	15	s.	s.	PROPN
easat-5088	418	16	ivins	ivins	PROPN
easat-5088	418	17	,	,	PUNCT
easat-5088	418	18	j.	j.	PROPN
easat-5088	418	19	dieffenderfer	dieffenderfer	PROPN
easat-5088	418	20	,	,	PUNCT
easat-5088	418	21	and	and	CCONJ
easat-5088	418	22	m.	m.	PROPN
easat-5088	418	23	l.	l.	PROPN
easat-5088	418	24	hernandez	hernandez	PROPN
easat-5088	418	25	,	,	PUNCT
easat-5088	418	26	"	"	PUNCT
easat-5088	418	27	validation	validation	NOUN
easat-5088	418	28	of	of	ADP
easat-5088	418	29	an	an	DET
easat-5088	418	30	app	app	NOUN
easat-5088	418	31	-	-	PUNCT
easat-5088	418	32	based	base	VERB
easat-5088	418	33	portable	portable	ADJ
easat-5088	418	34	spirometer	spirometer	NOUN
easat-5088	418	35	in	in	ADP
easat-5088	418	36	adolescents	adolescent	NOUN
easat-5088	418	37	with	with	ADP
easat-5088	418	38	asthma	asthma	NOUN
easat-5088	418	39	,	,	PUNCT
easat-5088	418	40	"	"	PUNCT
easat-5088	418	41	journal	journal	NOUN
easat-5088	418	42	of	of	ADP
easat-5088	418	43	asthma	asthma	NOUN
easat-5088	418	44	,	,	PUNCT
easat-5088	418	45	vol	vol	NOUN
easat-5088	418	46	.	.	PROPN
easat-5088	419	1	58	58	NUM
easat-5088	419	2	,	,	PUNCT
easat-5088	419	3	no	no	INTJ
easat-5088	419	4	.	.	NOUN
easat-5088	419	5	4	4	NUM
easat-5088	419	6	,	,	PUNCT
easat-5088	419	7	pp	pp	ADJ
easat-5088	419	8	.	.	PUNCT
easat-5088	420	1	497	497	NUM
easat-5088	420	2	-	-	SYM
easat-5088	420	3	504	504	NUM
easat-5088	420	4	,	,	PUNCT
easat-5088	420	5	2021	2021	NUM
easat-5088	420	6	.	.	PUNCT
easat-5088	421	1	https://doi.org/10.1080/02770903.2019.1702201	https://doi.org/10.1080/02770903.2019.1702201	PUNCT
easat-5088	422	1	[	[	X
easat-5088	422	2	39	39	NUM
easat-5088	422	3	]	]	PUNCT
easat-5088	422	4	m.	m.	NOUN
easat-5088	422	5	a.	a.	PROPN
easat-5088	422	6	barrett	barrett	PROPN
easat-5088	422	7	et	et	PROPN
easat-5088	422	8	al	al	PROPN
easat-5088	422	9	.	.	PROPN
easat-5088	422	10	,	,	PUNCT
easat-5088	422	11	"	"	PUNCT
easat-5088	422	12	effect	effect	NOUN
easat-5088	422	13	of	of	ADP
easat-5088	422	14	a	a	DET
easat-5088	422	15	mobile	mobile	ADJ
easat-5088	422	16	health	health	NOUN
easat-5088	422	17	,	,	PUNCT
easat-5088	422	18	sensor	sensor	NOUN
easat-5088	422	19	-	-	PUNCT
easat-5088	422	20	driven	drive	VERB
easat-5088	422	21	asthma	asthma	NOUN
easat-5088	422	22	management	management	NOUN
easat-5088	422	23	platform	platform	NOUN
easat-5088	422	24	on	on	ADP
easat-5088	422	25	asthma	asthma	PROPN
easat-5088	422	26	control	control	NOUN
easat-5088	422	27	,	,	PUNCT
easat-5088	422	28	"	"	PUNCT
easat-5088	422	29	annals	annals	NOUN
easat-5088	422	30	of	of	ADP
easat-5088	422	31	allergy	allergy	NOUN
easat-5088	422	32	,	,	PUNCT
easat-5088	422	33	asthma	asthma	PROPN
easat-5088	422	34	&	&	CCONJ
easat-5088	422	35	immunology	immunology	NOUN
easat-5088	422	36	,	,	PUNCT
easat-5088	422	37	vol	vol	NOUN
easat-5088	422	38	.	.	PROPN
easat-5088	422	39	119	119	NUM
easat-5088	422	40	,	,	PUNCT
easat-5088	422	41	no	no	INTJ
easat-5088	422	42	.	.	NOUN
easat-5088	422	43	5	5	NUM
easat-5088	422	44	,	,	PUNCT
easat-5088	422	45	pp	pp	ADJ
easat-5088	422	46	.	.	PUNCT
easat-5088	423	1	415	415	NUM
easat-5088	423	2	-	-	SYM
easat-5088	423	3	421	421	NUM
easat-5088	423	4	.	.	PUNCT
easat-5088	424	1	e1	e1	PROPN
easat-5088	424	2	,	,	PUNCT
easat-5088	424	3	2017	2017	NUM
easat-5088	424	4	.	.	PUNCT
easat-5088	425	1	https://doi.org/10.1016/j.anai.2017.08.004	https://doi.org/10.1016/j.anai.2017.08.004	PROPN
easat-5088	425	2	https://doi.org/10.1371/journal.pone.0308015	https://doi.org/10.1371/journal.pone.0308015	PROPN
easat-5088	425	3	https://doi.org/10.3389/fdgth.2024.1502434	https://doi.org/10.3389/fdgth.2024.1502434	PROPN
easat-5088	425	4	https://doi.org/10.3399/bjgp18x695213	https://doi.org/10.3399/bjgp18x695213	PROPN
easat-5088	425	5	https://doi.org/10.1016/j.ijmedinf.2019.103986	https://doi.org/10.1016/j.ijmedinf.2019.103986	PROPN
easat-5088	425	6	https://doi.org/10.1016/j.cmpb.2019.105055	https://doi.org/10.1016/j.cmpb.2019.105055	PROPN
easat-5088	425	7	https://doi.org/10.7150/ijms.57156	https://doi.org/10.7150/ijms.57156	PROPN
easat-5088	425	8	https://doi.org/10.1016/j.intpharm.2024.03.005	https://doi.org/10.1016/j.intpharm.2024.03.005	VERB
easat-5088	425	9	https://doi.org/10.1177/01410768221100230	https://doi.org/10.1177/01410768221100230	VERB
easat-5088	425	10	https://doi.org/10.1053/j.semdp.2023.01.004	https://doi.org/10.1053/j.semdp.2023.01.004	PROPN
easat-5088	425	11	https://doi.org/10.3390/jpm13091421	https://doi.org/10.3390/jpm13091421	ADP
easat-5088	425	12	https://doi.org/10.1007/s10916-020-01562-1	https://doi.org/10.1007/s10916-020-01562-1	NUM
easat-5088	425	13	https://doi.org/10.3390/app13052885	https://doi.org/10.3390/app13052885	PRON
easat-5088	425	14	https://doi.org/10.1093/jamia/ocz239	https://doi.org/10.1093/jamia/ocz239	NOUN
easat-5088	425	15	https://doi.org/10.1016/j.jaci.2019.12.1031	https://doi.org/10.1016/j.jaci.2019.12.1031	NOUN
easat-5088	425	16	https://doi.org/10.1093/jac/dkz147	https://doi.org/10.1093/jac/dkz147	NOUN
easat-5088	425	17	https://doi.org/10.1016/j.jaip.2019.11.005	https://doi.org/10.1016/j.jaip.2019.11.005	VERB
easat-5088	425	18	https://doi.org/10.1016/j.jaip.2019.05.031	https://doi.org/10.1016/j.jaip.2019.05.031	NOUN
easat-5088	425	19	https://doi.org/10.1186/s12890-019-0998-0	https://doi.org/10.1186/s12890-019-0998-0	NUM
easat-5088	425	20	https://doi.org/10.2196/pediatrics.9080	https://doi.org/10.2196/pediatrics.9080	NOUN
easat-5088	425	21	https://doi.org/10.1080/02770903.2019.1702201	https://doi.org/10.1080/02770903.2019.1702201	VERB
easat-5088	425	22	https://doi.org/10.1016/j.anai.2017.08.004	https://doi.org/10.1016/j.anai.2017.08.004	ADJ
easat-5088	425	23	2365	2365	NUM
easat-5088	425	24	edelweiss	edelweiss	PROPN
easat-5088	425	25	applied	apply	VERB
easat-5088	425	26	science	science	NOUN
easat-5088	425	27	and	and	CCONJ
easat-5088	425	28	technology	technology	NOUN
easat-5088	425	29	issn	issn	PROPN
easat-5088	425	30	:	:	PUNCT
easat-5088	425	31	2576	2576	NUM
easat-5088	425	32	-	-	SYM
easat-5088	425	33	8484	8484	NUM
easat-5088	425	34	vol	vol	NOUN
easat-5088	425	35	.	.	PROPN
easat-5088	426	1	9	9	NUM
easat-5088	426	2	,	,	PUNCT
easat-5088	426	3	no	no	INTJ
easat-5088	426	4	.	.	NOUN
easat-5088	426	5	2	2	NUM
easat-5088	426	6	:	:	PUNCT
easat-5088	426	7	2353	2353	NUM
easat-5088	426	8	-	-	SYM
easat-5088	426	9	2365	2365	NUM
easat-5088	426	10	,	,	PUNCT
easat-5088	426	11	2025	2025	NUM
easat-5088	426	12	doi	doi	NOUN
easat-5088	426	13	:	:	PUNCT
easat-5088	426	14	10.55214/25768484.v9i2.5088	10.55214/25768484.v9i2.5088	NUM
easat-5088	426	15	©	©	ADP
easat-5088	426	16	2025	2025	NUM
easat-5088	426	17	by	by	ADP
easat-5088	426	18	the	the	DET
easat-5088	426	19	author	author	NOUN
easat-5088	426	20	;	;	PUNCT
easat-5088	426	21	licensee	licensee	PROPN
easat-5088	426	22	learning	learning	NOUN
easat-5088	426	23	gate	gate	NOUN
easat-5088	427	1	[	[	X
easat-5088	427	2	40	40	NUM
easat-5088	427	3	]	]	PUNCT
easat-5088	427	4	s.	s.	PROPN
easat-5088	427	5	almonacid	almonacid	PROPN
easat-5088	427	6	,	,	PUNCT
easat-5088	427	7	c	c	PROPN
easat-5088	427	8	et	et	PROPN
easat-5088	427	9	al	al	PROPN
easat-5088	427	10	.	.	PROPN
easat-5088	427	11	,	,	PUNCT
easat-5088	427	12	"	"	PUNCT
easat-5088	427	13	page	page	NOUN
easat-5088	427	14	study	study	NOUN
easat-5088	427	15	:	:	PUNCT
easat-5088	427	16	summary	summary	NOUN
easat-5088	427	17	of	of	ADP
easat-5088	427	18	a	a	DET
easat-5088	427	19	study	study	NOUN
easat-5088	427	20	protocol	protocol	NOUN
easat-5088	427	21	to	to	PART
easat-5088	427	22	estimate	estimate	VERB
easat-5088	427	23	the	the	DET
easat-5088	427	24	prevalence	prevalence	NOUN
easat-5088	427	25	of	of	ADP
easat-5088	427	26	severe	severe	ADJ
easat-5088	427	27	asthma	asthma	NOUN
easat-5088	427	28	in	in	ADP
easat-5088	427	29	spain	spain	PROPN
easat-5088	427	30	using	use	VERB
easat-5088	427	31	big	big	ADJ
easat-5088	427	32	data	datum	NOUN
easat-5088	427	33	methods	method	NOUN
easat-5088	427	34	,	,	PUNCT
easat-5088	427	35	"	"	PUNCT
easat-5088	427	36	journal	journal	NOUN
easat-5088	427	37	of	of	ADP
easat-5088	427	38	investigational	investigational	ADJ
easat-5088	427	39	allergology	allergology	NOUN
easat-5088	427	40	and	and	CCONJ
easat-5088	427	41	clinical	clinical	ADJ
easat-5088	427	42	immunology	immunology	NOUN
easat-5088	427	43	,	,	PUNCT
easat-5088	427	44	vol	vol	NOUN
easat-5088	427	45	.	.	PROPN
easat-5088	427	46	31	31	NUM
easat-5088	427	47	,	,	PUNCT
easat-5088	427	48	no	no	INTJ
easat-5088	427	49	.	.	NOUN
easat-5088	427	50	4	4	NUM
easat-5088	427	51	,	,	PUNCT
easat-5088	427	52	pp	pp	ADJ
easat-5088	427	53	.	.	PUNCT
easat-5088	428	1	308	308	NUM
easat-5088	428	2	-	-	SYM
easat-5088	428	3	315	315	NUM
easat-5088	428	4	,	,	PUNCT
easat-5088	428	5	2021	2021	NUM
easat-5088	428	6	.	.	PUNCT
easat-5088	429	1	[	[	X
easat-5088	429	2	41	41	NUM
easat-5088	429	3	]	]	PUNCT
easat-5088	429	4	a.	a.	NOUN
easat-5088	429	5	ray	ray	PROPN
easat-5088	429	6	,	,	PUNCT
easat-5088	429	7	m.	m.	PROPN
easat-5088	429	8	camiolo	camiolo	PROPN
easat-5088	429	9	,	,	PUNCT
easat-5088	429	10	a.	a.	PROPN
easat-5088	429	11	fitzpatrick	fitzpatrick	PROPN
easat-5088	429	12	,	,	PUNCT
easat-5088	429	13	m.	m.	NOUN
easat-5088	429	14	gauthier	gauthier	PROPN
easat-5088	429	15	,	,	PUNCT
easat-5088	429	16	and	and	CCONJ
easat-5088	429	17	s.	s.	PROPN
easat-5088	429	18	e.	e.	PROPN
easat-5088	429	19	wenzel	wenzel	PROPN
easat-5088	429	20	,	,	PUNCT
easat-5088	429	21	"	"	PUNCT
easat-5088	429	22	are	be	AUX
easat-5088	429	23	we	we	PRON
easat-5088	429	24	meeting	meet	VERB
easat-5088	429	25	the	the	DET
easat-5088	429	26	promise	promise	NOUN
easat-5088	429	27	of	of	ADP
easat-5088	429	28	endotypes	endotype	NOUN
easat-5088	429	29	and	and	CCONJ
easat-5088	429	30	precision	precision	NOUN
easat-5088	429	31	medicine	medicine	NOUN
easat-5088	429	32	in	in	ADP
easat-5088	429	33	asthma	asthma	NOUN
easat-5088	429	34	?	?	PUNCT
easat-5088	429	35	,	,	PUNCT
easat-5088	429	36	"	"	PUNCT
easat-5088	429	37	physiological	physiological	ADJ
easat-5088	429	38	reviews	review	NOUN
easat-5088	429	39	,	,	PUNCT
easat-5088	429	40	vol	vol	NOUN
easat-5088	429	41	.	.	PROPN
easat-5088	429	42	100	100	NUM
easat-5088	429	43	,	,	PUNCT
easat-5088	429	44	no	no	INTJ
easat-5088	429	45	.	.	NOUN
easat-5088	429	46	3	3	NUM
easat-5088	429	47	,	,	PUNCT
easat-5088	429	48	pp	pp	ADJ
easat-5088	429	49	.	.	PUNCT
easat-5088	430	1	983	983	NUM
easat-5088	430	2	-	-	SYM
easat-5088	430	3	1017	1017	NUM
easat-5088	430	4	,	,	PUNCT
easat-5088	430	5	2020	2020	NUM
easat-5088	430	6	.	.	PUNCT
easat-5088	431	1	https://doi.org/10.1152/physrev.00023.2019	https://doi.org/10.1152/physrev.00023.2019	PROPN
easat-5088	431	2	[	[	X
easat-5088	431	3	42	42	NUM
easat-5088	431	4	]	]	PUNCT
easat-5088	431	5	j.	j.	PROPN
easat-5088	431	6	bousquet	bousquet	PROPN
easat-5088	431	7	et	et	PROPN
easat-5088	431	8	al	al	PROPN
easat-5088	431	9	.	.	PROPN
easat-5088	431	10	,	,	PUNCT
easat-5088	431	11	"	"	PUNCT
easat-5088	431	12	mobile	mobile	ADJ
easat-5088	431	13	technology	technology	NOUN
easat-5088	431	14	in	in	ADP
easat-5088	431	15	allergic	allergic	ADJ
easat-5088	431	16	rhinitis	rhinitis	NOUN
easat-5088	431	17	:	:	PUNCT
easat-5088	431	18	evolution	evolution	NOUN
easat-5088	431	19	in	in	ADP
easat-5088	431	20	management	management	NOUN
easat-5088	431	21	or	or	CCONJ
easat-5088	431	22	revolution	revolution	NOUN
easat-5088	431	23	in	in	ADP
easat-5088	431	24	health	health	NOUN
easat-5088	431	25	and	and	CCONJ
easat-5088	431	26	care	care	NOUN
easat-5088	431	27	?	?	PUNCT
easat-5088	431	28	,	,	PUNCT
easat-5088	431	29	"	"	PUNCT
easat-5088	431	30	the	the	DET
easat-5088	431	31	journal	journal	NOUN
easat-5088	431	32	of	of	ADP
easat-5088	431	33	allergy	allergy	NOUN
easat-5088	431	34	and	and	CCONJ
easat-5088	431	35	clinical	clinical	ADJ
easat-5088	431	36	immunology	immunology	NOUN
easat-5088	431	37	:	:	PUNCT
easat-5088	431	38	in	in	ADP
easat-5088	431	39	practice	practice	NOUN
easat-5088	431	40	,	,	PUNCT
easat-5088	431	41	vol	vol	NOUN
easat-5088	431	42	.	.	PROPN
easat-5088	431	43	7	7	NUM
easat-5088	431	44	,	,	PUNCT
easat-5088	431	45	no	no	INTJ
easat-5088	431	46	.	.	NOUN
easat-5088	431	47	8	8	NUM
easat-5088	431	48	,	,	PUNCT
easat-5088	431	49	pp	pp	ADJ
easat-5088	431	50	.	.	PUNCT
easat-5088	431	51	2511	2511	NUM
easat-5088	431	52	-	-	SYM
easat-5088	431	53	2523	2523	NUM
easat-5088	431	54	,	,	PUNCT
easat-5088	431	55	2019	2019	NUM
easat-5088	431	56	.	.	PUNCT
easat-5088	432	1	https://doi.org/10.1016/j.jaip.2019.04.002	https://doi.org/10.1016/j.jaip.2019.04.002	NOUN
easat-5088	432	2	[	[	X
easat-5088	432	3	43	43	NUM
easat-5088	432	4	]	]	X
easat-5088	432	5	cleveland	cleveland	PROPN
easat-5088	432	6	clinic	clinic	PROPN
easat-5088	432	7	,	,	PUNCT
easat-5088	432	8	"	"	PUNCT
easat-5088	432	9	virtual	virtual	ADJ
easat-5088	432	10	visits	visit	NOUN
easat-5088	432	11	abruptly	abruptly	ADV
easat-5088	432	12	became	become	VERB
easat-5088	432	13	the	the	DET
easat-5088	432	14	only	only	ADJ
easat-5088	432	15	way	way	NOUN
easat-5088	432	16	for	for	ADP
easat-5088	432	17	care	care	NOUN
easat-5088	432	18	.	.	PUNCT
easat-5088	433	1	cleveland	cleveland	PROPN
easat-5088	433	2	clinic	clinic	PROPN
easat-5088	433	3	,	,	PUNCT
easat-5088	433	4	"	"	PUNCT
easat-5088	433	5	retrieved	retrieve	VERB
easat-5088	433	6	:	:	PUNCT
easat-5088	433	7	https://consultqd.clevelandclinic.org/virtual-visits-abruptly-became-the-only-way-for-care	https://consultqd.clevelandclinic.org/virtual-visits-abruptly-became-the-only-way-for-care	NUM
easat-5088	433	8	,	,	PUNCT
easat-5088	433	9	2020	2020	NUM
easat-5088	433	10	.	.	PUNCT
easat-5088	434	1	[	[	X
easat-5088	434	2	44	44	NUM
easat-5088	434	3	]	]	PUNCT
easat-5088	434	4	j.	j.	PROPN
easat-5088	434	5	m.	m.	PROPN
easat-5088	434	6	portnoy	portnoy	PROPN
easat-5088	434	7	,	,	PUNCT
easat-5088	434	8	a.	a.	PROPN
easat-5088	434	9	pandya	pandya	PROPN
easat-5088	434	10	,	,	PUNCT
easat-5088	434	11	m.	m.	NOUN
easat-5088	434	12	waller	waller	PROPN
easat-5088	434	13	,	,	PUNCT
easat-5088	434	14	and	and	CCONJ
easat-5088	434	15	t.	t.	PROPN
easat-5088	434	16	elliott	elliott	PROPN
easat-5088	434	17	,	,	PUNCT
easat-5088	434	18	"	"	PUNCT
easat-5088	434	19	telemedicine	telemedicine	NOUN
easat-5088	434	20	and	and	CCONJ
easat-5088	434	21	emerging	emerge	VERB
easat-5088	434	22	technologies	technology	NOUN
easat-5088	434	23	for	for	ADP
easat-5088	434	24	health	health	NOUN
easat-5088	434	25	care	care	NOUN
easat-5088	434	26	in	in	ADP
easat-5088	434	27	allergy	allergy	NOUN
easat-5088	434	28	/	/	SYM
easat-5088	434	29	immunology	immunology	NOUN
easat-5088	434	30	,	,	PUNCT
easat-5088	434	31	"	"	PUNCT
easat-5088	434	32	journal	journal	NOUN
easat-5088	434	33	of	of	ADP
easat-5088	434	34	allergy	allergy	NOUN
easat-5088	434	35	and	and	CCONJ
easat-5088	434	36	clinical	clinical	ADJ
easat-5088	434	37	immunology	immunology	NOUN
easat-5088	434	38	,	,	PUNCT
easat-5088	434	39	vol	vol	NOUN
easat-5088	434	40	.	.	PROPN
easat-5088	434	41	145	145	NUM
easat-5088	434	42	,	,	PUNCT
easat-5088	434	43	no	no	INTJ
easat-5088	434	44	.	.	NOUN
easat-5088	434	45	2	2	NUM
easat-5088	434	46	,	,	PUNCT
easat-5088	434	47	pp	pp	ADJ
easat-5088	434	48	.	.	PUNCT
easat-5088	435	1	445	445	NUM
easat-5088	435	2	-	-	SYM
easat-5088	435	3	454	454	NUM
easat-5088	435	4	,	,	PUNCT
easat-5088	435	5	2020	2020	NUM
easat-5088	435	6	.	.	PUNCT
easat-5088	436	1	https://doi.org/10.1016/j.jaci.2019.12.649	https://doi.org/10.1016/j.jaci.2019.12.649	NOUN
easat-5088	436	2	[	[	X
easat-5088	436	3	45	45	NUM
easat-5088	436	4	]	]	PUNCT
easat-5088	436	5	i.	i.	PROPN
easat-5088	436	6	fernández	fernández	PROPN
easat-5088	436	7	-	-	PUNCT
easat-5088	436	8	de	de	NOUN
easat-5088	436	9	-	-	NOUN
easat-5088	436	10	alba	alba	PROPN
easat-5088	436	11	,	,	PUNCT
easat-5088	436	12	c.	c.	PROPN
easat-5088	436	13	brigido	brigido	PROPN
easat-5088	436	14	,	,	PUNCT
easat-5088	436	15	i.	i.	NOUN
easat-5088	436	16	garcía	garcía	NOUN
easat-5088	436	17	-	-	PUNCT
easat-5088	436	18	gutierrez	gutierrez	PROPN
easat-5088	436	19	,	,	PUNCT
easat-5088	436	20	d.	d.	PROPN
easat-5088	436	21	antolín	antolín	PROPN
easat-5088	436	22	-	-	PUNCT
easat-5088	436	23	amérigo	amérigo	VERB
easat-5088	436	24	,	,	PUNCT
easat-5088	436	25	and	and	CCONJ
easat-5088	436	26	s.	s.	PROPN
easat-5088	436	27	sánchez	sánchez	PROPN
easat-5088	436	28	-	-	PUNCT
easat-5088	436	29	garcía	garcía	ADJ
easat-5088	436	30	,	,	PUNCT
easat-5088	436	31	"	"	PUNCT
easat-5088	436	32	covid-19	covid-19	PROPN
easat-5088	436	33	and	and	CCONJ
easat-5088	436	34	allergy	allergy	NOUN
easat-5088	436	35	:	:	PUNCT
easat-5088	436	36	allergists	allergist	NOUN
easat-5088	436	37	'	'	PART
easat-5088	436	38	workload	workload	NOUN
easat-5088	436	39	during	during	ADP
easat-5088	436	40	the	the	DET
easat-5088	436	41	pandemic	pandemic	ADJ
easat-5088	436	42	,	,	PUNCT
easat-5088	436	43	"	"	PUNCT
easat-5088	436	44	journal	journal	NOUN
easat-5088	436	45	of	of	ADP
easat-5088	436	46	investigational	investigational	ADJ
easat-5088	436	47	allergology	allergology	NOUN
easat-5088	436	48	and	and	CCONJ
easat-5088	436	49	clinical	clinical	ADJ
easat-5088	436	50	immunology	immunology	NOUN
easat-5088	436	51	,	,	PUNCT
easat-5088	436	52	vol	vol	NOUN
easat-5088	436	53	.	.	PROPN
easat-5088	436	54	31	31	NUM
easat-5088	436	55	,	,	PUNCT
easat-5088	436	56	no	no	INTJ
easat-5088	436	57	.	.	NOUN
easat-5088	436	58	2	2	NUM
easat-5088	436	59	,	,	PUNCT
easat-5088	436	60	pp	pp	ADJ
easat-5088	436	61	.	.	PUNCT
easat-5088	437	1	187	187	NUM
easat-5088	437	2	-	-	SYM
easat-5088	437	3	190	190	NUM
easat-5088	437	4	,	,	PUNCT
easat-5088	437	5	2021	2021	NUM
easat-5088	437	6	.	.	PUNCT
easat-5088	438	1	[	[	X
easat-5088	438	2	46	46	NUM
easat-5088	438	3	]	]	X
easat-5088	438	4	g.	g.	PROPN
easat-5088	438	5	malipiero	malipiero	PROPN
easat-5088	438	6	et	et	PROPN
easat-5088	438	7	al	al	PROPN
easat-5088	438	8	.	.	PROPN
easat-5088	438	9	,	,	PUNCT
easat-5088	438	10	"	"	PUNCT
easat-5088	438	11	allergy	allergy	NOUN
easat-5088	438	12	clinics	clinic	NOUN
easat-5088	438	13	in	in	ADP
easat-5088	438	14	times	time	NOUN
easat-5088	438	15	of	of	ADP
easat-5088	438	16	the	the	DET
easat-5088	438	17	sars	sar	NOUN
easat-5088	438	18	-	-	PUNCT
easat-5088	438	19	cov-2	cov-2	NOUN
easat-5088	438	20	pandemic	pandemic	NOUN
easat-5088	438	21	:	:	PUNCT
easat-5088	438	22	an	an	DET
easat-5088	438	23	integrated	integrated	ADJ
easat-5088	438	24	model	model	NOUN
easat-5088	438	25	,	,	PUNCT
easat-5088	438	26	"	"	PUNCT
easat-5088	438	27	clinical	clinical	ADJ
easat-5088	438	28	and	and	CCONJ
easat-5088	438	29	translational	translational	ADJ
easat-5088	438	30	allergy	allergy	NOUN
easat-5088	438	31	,	,	PUNCT
easat-5088	438	32	vol	vol	NOUN
easat-5088	438	33	.	.	PROPN
easat-5088	438	34	10	10	NUM
easat-5088	438	35	,	,	PUNCT
easat-5088	438	36	pp	pp	ADJ
easat-5088	438	37	.	.	PUNCT
easat-5088	439	1	1	1	NUM
easat-5088	439	2	-	-	SYM
easat-5088	439	3	9	9	NUM
easat-5088	439	4	,	,	PUNCT
easat-5088	439	5	2020	2020	NUM
easat-5088	439	6	.	.	PUNCT
easat-5088	440	1	[	[	X
easat-5088	440	2	47	47	NUM
easat-5088	440	3	]	]	PUNCT
easat-5088	440	4	l.	l.	PROPN
easat-5088	440	5	taylor	taylor	PROPN
easat-5088	440	6	,	,	PUNCT
easat-5088	440	7	m.	m.	NOUN
easat-5088	440	8	waller	waller	PROPN
easat-5088	440	9	,	,	PUNCT
easat-5088	440	10	and	and	CCONJ
easat-5088	440	11	j.	j.	PROPN
easat-5088	440	12	m.	m.	PROPN
easat-5088	440	13	portnoy	portnoy	PROPN
easat-5088	440	14	,	,	PUNCT
easat-5088	440	15	"	"	PUNCT
easat-5088	440	16	telemedicine	telemedicine	NOUN
easat-5088	440	17	for	for	ADP
easat-5088	440	18	allergy	allergy	NOUN
easat-5088	440	19	services	service	NOUN
easat-5088	440	20	to	to	ADP
easat-5088	440	21	rural	rural	ADJ
easat-5088	440	22	communities	community	NOUN
easat-5088	440	23	,	,	PUNCT
easat-5088	440	24	"	"	PUNCT
easat-5088	440	25	the	the	DET
easat-5088	440	26	journal	journal	NOUN
easat-5088	440	27	of	of	ADP
easat-5088	440	28	allergy	allergy	NOUN
easat-5088	440	29	and	and	CCONJ
easat-5088	440	30	clinical	clinical	ADJ
easat-5088	440	31	immunology	immunology	NOUN
easat-5088	440	32	:	:	PUNCT
easat-5088	440	33	in	in	ADP
easat-5088	440	34	practice	practice	NOUN
easat-5088	440	35	,	,	PUNCT
easat-5088	440	36	vol	vol	NOUN
easat-5088	440	37	.	.	PROPN
easat-5088	440	38	7	7	NUM
easat-5088	440	39	,	,	PUNCT
easat-5088	440	40	no	no	INTJ
easat-5088	440	41	.	.	NOUN
easat-5088	440	42	8	8	NUM
easat-5088	440	43	,	,	PUNCT
easat-5088	440	44	pp	pp	ADJ
easat-5088	440	45	.	.	PUNCT
easat-5088	441	1	2554	2554	NUM
easat-5088	441	2	-	-	SYM
easat-5088	441	3	2559	2559	NUM
easat-5088	441	4	,	,	PUNCT
easat-5088	441	5	2019	2019	NUM
easat-5088	441	6	.	.	PUNCT
easat-5088	442	1	https://doi.org/10.1016/j.jaip.2019.06.033	https://doi.org/10.1016/j.jaip.2019.06.033	PRON
easat-5088	443	1	[	[	X
easat-5088	443	2	48	48	NUM
easat-5088	443	3	]	]	PUNCT
easat-5088	443	4	a.	a.	NOUN
easat-5088	443	5	alvarez‐perea	alvarez‐perea	PROPN
easat-5088	443	6	,	,	PUNCT
easat-5088	443	7	v.	v.	ADP
easat-5088	443	8	dimov	dimov	PROPN
easat-5088	443	9	,	,	PUNCT
easat-5088	443	10	f.	f.	PROPN
easat-5088	443	11	d.	d.	PROPN
easat-5088	443	12	popescu	popescu	PROPN
easat-5088	443	13	,	,	PUNCT
easat-5088	443	14	and	and	CCONJ
easat-5088	443	15	j.	j.	PROPN
easat-5088	443	16	m.	m.	PROPN
easat-5088	443	17	zubeldia	zubeldia	PROPN
easat-5088	443	18	,	,	PUNCT
easat-5088	443	19	"	"	PUNCT
easat-5088	443	20	the	the	DET
easat-5088	443	21	applications	application	NOUN
easat-5088	443	22	of	of	ADP
easat-5088	443	23	ehealth	ehealth	NOUN
easat-5088	443	24	technologies	technology	NOUN
easat-5088	443	25	in	in	ADP
easat-5088	443	26	the	the	DET
easat-5088	443	27	management	management	NOUN
easat-5088	443	28	of	of	ADP
easat-5088	443	29	asthma	asthma	NOUN
easat-5088	443	30	and	and	CCONJ
easat-5088	443	31	allergic	allergic	ADJ
easat-5088	443	32	diseases	disease	NOUN
easat-5088	443	33	,	,	PUNCT
easat-5088	443	34	"	"	PUNCT
easat-5088	443	35	clinical	clinical	ADJ
easat-5088	443	36	and	and	CCONJ
easat-5088	443	37	translational	translational	ADJ
easat-5088	443	38	allergy	allergy	NOUN
easat-5088	443	39	,	,	PUNCT
easat-5088	443	40	vol	vol	NOUN
easat-5088	443	41	.	.	PROPN
easat-5088	443	42	11	11	NUM
easat-5088	443	43	,	,	PUNCT
easat-5088	443	44	no	no	INTJ
easat-5088	443	45	.	.	NOUN
easat-5088	443	46	7	7	NUM
easat-5088	443	47	,	,	PUNCT
easat-5088	443	48	p.	p.	NOUN
easat-5088	443	49	e12061	e12061	PROPN
easat-5088	443	50	,	,	PUNCT
easat-5088	443	51	2021	2021	NUM
easat-5088	443	52	.	.	PUNCT
easat-5088	444	1	https://doi.org/10.1002/clt2.12061	https://doi.org/10.1002/clt2.12061	X
easat-5088	445	1	[	[	X
easat-5088	445	2	49	49	X
easat-5088	445	3	]	]	PUNCT
easat-5088	445	4	s.	s.	PROPN
easat-5088	445	5	zeng	zeng	PROPN
easat-5088	445	6	,	,	PUNCT
easat-5088	445	7	m.	m.	NOUN
easat-5088	445	8	arjomandi	arjomandi	PROPN
easat-5088	445	9	,	,	PUNCT
easat-5088	445	10	y.	y.	PROPN
easat-5088	445	11	tong	tong	PROPN
easat-5088	445	12	,	,	PUNCT
easat-5088	445	13	z.	z.	PROPN
easat-5088	445	14	c.	c.	PROPN
easat-5088	445	15	liao	liao	PROPN
easat-5088	445	16	,	,	PUNCT
easat-5088	445	17	and	and	CCONJ
easat-5088	445	18	g.	g.	PROPN
easat-5088	445	19	luo	luo	PROPN
easat-5088	445	20	,	,	PUNCT
easat-5088	445	21	"	"	PUNCT
easat-5088	445	22	developing	develop	VERB
easat-5088	445	23	a	a	DET
easat-5088	445	24	machine	machine	NOUN
easat-5088	445	25	learning	learn	VERB
easat-5088	445	26	model	model	NOUN
easat-5088	445	27	to	to	PART
easat-5088	445	28	predict	predict	VERB
easat-5088	445	29	severe	severe	ADJ
easat-5088	445	30	chronic	chronic	ADJ
easat-5088	445	31	obstructive	obstructive	ADJ
easat-5088	445	32	pulmonary	pulmonary	ADJ
easat-5088	445	33	disease	disease	NOUN
easat-5088	445	34	exacerbations	exacerbation	NOUN
easat-5088	445	35	:	:	PUNCT
easat-5088	445	36	retrospective	retrospective	ADJ
easat-5088	445	37	cohort	cohort	NOUN
easat-5088	445	38	study	study	NOUN
easat-5088	445	39	,	,	PUNCT
easat-5088	445	40	"	"	PUNCT
easat-5088	445	41	journal	journal	NOUN
easat-5088	445	42	of	of	ADP
easat-5088	445	43	medical	medical	ADJ
easat-5088	445	44	internet	internet	NOUN
easat-5088	445	45	research	research	NOUN
easat-5088	445	46	,	,	PUNCT
easat-5088	445	47	vol	vol	NOUN
easat-5088	445	48	.	.	PROPN
easat-5088	445	49	24	24	NUM
easat-5088	445	50	,	,	PUNCT
easat-5088	445	51	no	no	INTJ
easat-5088	445	52	.	.	NOUN
easat-5088	445	53	1	1	NUM
easat-5088	445	54	,	,	PUNCT
easat-5088	445	55	p.	p.	NOUN
easat-5088	445	56	e28953	e28953	PROPN
easat-5088	445	57	,	,	PUNCT
easat-5088	445	58	2022	2022	NUM
easat-5088	445	59	.	.	PUNCT
easat-5088	445	60	https://doi.org/10.2196/28953	https://doi.org/10.2196/28953	PUNCT
easat-5088	446	1	[	[	X
easat-5088	446	2	50	50	NUM
easat-5088	446	3	]	]	PUNCT
easat-5088	446	4	c.-t	c.-t	NOUN
easat-5088	446	5	.	.	PUNCT
easat-5088	447	1	kor	kor	PROPN
easat-5088	447	2	,	,	PUNCT
easat-5088	447	3	y.-r	y.-r	PROPN
easat-5088	447	4	.	.	PUNCT
easat-5088	448	1	li	li	PROPN
easat-5088	448	2	,	,	PUNCT
easat-5088	448	3	p.-r	p.-r	PROPN
easat-5088	448	4	.	.	PUNCT
easat-5088	449	1	lin	lin	PROPN
easat-5088	449	2	,	,	PUNCT
easat-5088	449	3	s.-h	s.-h	NOUN
easat-5088	449	4	.	.	PUNCT
easat-5088	450	1	lin	lin	PROPN
easat-5088	450	2	,	,	PUNCT
easat-5088	450	3	b.-y	b.-y	NOUN
easat-5088	450	4	.	.	PUNCT
easat-5088	451	1	wang	wang	PROPN
easat-5088	451	2	,	,	PUNCT
easat-5088	451	3	and	and	CCONJ
easat-5088	451	4	c.-h	c.-h	NOUN
easat-5088	451	5	.	.	PUNCT
easat-5088	452	1	lin	lin	PROPN
easat-5088	452	2	,	,	PUNCT
easat-5088	452	3	"	"	PUNCT
easat-5088	452	4	explainable	explainable	ADJ
easat-5088	452	5	machine	machine	NOUN
easat-5088	452	6	learning	learn	VERB
easat-5088	452	7	model	model	NOUN
easat-5088	452	8	for	for	ADP
easat-5088	452	9	predicting	predict	VERB
easat-5088	452	10	first	first	ADJ
easat-5088	452	11	-	-	PUNCT
easat-5088	452	12	time	time	NOUN
easat-5088	452	13	acute	acute	ADJ
easat-5088	452	14	exacerbation	exacerbation	NOUN
easat-5088	452	15	in	in	ADP
easat-5088	452	16	patients	patient	NOUN
easat-5088	452	17	with	with	ADP
easat-5088	452	18	chronic	chronic	ADJ
easat-5088	452	19	obstructive	obstructive	ADJ
easat-5088	452	20	pulmonary	pulmonary	ADJ
easat-5088	452	21	disease	disease	NOUN
easat-5088	452	22	,	,	PUNCT
easat-5088	452	23	"	"	PUNCT
easat-5088	452	24	journal	journal	NOUN
easat-5088	452	25	of	of	ADP
easat-5088	452	26	personalized	personalized	ADJ
easat-5088	452	27	medicine	medicine	NOUN
easat-5088	452	28	,	,	PUNCT
easat-5088	452	29	vol	vol	NOUN
easat-5088	452	30	.	.	PROPN
easat-5088	452	31	12	12	NUM
easat-5088	452	32	,	,	PUNCT
easat-5088	452	33	no	no	INTJ
easat-5088	452	34	.	.	NOUN
easat-5088	452	35	2	2	NUM
easat-5088	452	36	,	,	PUNCT
easat-5088	452	37	p.	p.	NOUN
easat-5088	452	38	228	228	NUM
easat-5088	452	39	,	,	PUNCT
easat-5088	452	40	2022	2022	NUM
easat-5088	452	41	.	.	PUNCT
easat-5088	453	1	https://doi.org/10.3390/jpm12020228	https://doi.org/10.3390/jpm12020228	PROPN
easat-5088	453	2	[	[	X
easat-5088	453	3	51	51	NUM
easat-5088	453	4	]	]	PUNCT
easat-5088	453	5	m.	m.	NOUN
easat-5088	453	6	a.	a.	NOUN
easat-5088	453	7	fernandez	fernandez	PROPN
easat-5088	453	8	-	-	PUNCT
easat-5088	453	9	granero	granero	NOUN
easat-5088	453	10	,	,	PUNCT
easat-5088	453	11	d.	d.	PROPN
easat-5088	453	12	sanchez	sanchez	PROPN
easat-5088	453	13	-	-	PUNCT
easat-5088	453	14	morillo	morillo	PROPN
easat-5088	453	15	,	,	PUNCT
easat-5088	453	16	and	and	CCONJ
easat-5088	453	17	a.	a.	PROPN
easat-5088	453	18	leon	leon	PROPN
easat-5088	453	19	-	-	PUNCT
easat-5088	453	20	jimenez	jimenez	PROPN
easat-5088	453	21	,	,	PUNCT
easat-5088	453	22	"	"	PUNCT
easat-5088	453	23	an	an	DET
easat-5088	453	24	artificial	artificial	ADJ
easat-5088	453	25	intelligence	intelligence	NOUN
easat-5088	453	26	approach	approach	NOUN
easat-5088	453	27	to	to	ADP
easat-5088	453	28	early	early	ADV
easat-5088	453	29	predict	predict	VERB
easat-5088	453	30	symptom	symptom	NOUN
easat-5088	453	31	-	-	PUNCT
easat-5088	453	32	based	base	VERB
easat-5088	453	33	exacerbations	exacerbation	NOUN
easat-5088	453	34	of	of	ADP
easat-5088	453	35	copd	copd	NOUN
easat-5088	453	36	,	,	PUNCT
easat-5088	453	37	"	"	PUNCT
easat-5088	453	38	biotechnology	biotechnology	NOUN
easat-5088	453	39	&	&	CCONJ
easat-5088	453	40	biotechnological	biotechnological	ADJ
easat-5088	453	41	equipment	equipment	NOUN
easat-5088	453	42	,	,	PUNCT
easat-5088	453	43	vol	vol	NOUN
easat-5088	453	44	.	.	PROPN
easat-5088	454	1	32	32	NUM
easat-5088	454	2	,	,	PUNCT
easat-5088	454	3	no	no	INTJ
easat-5088	454	4	.	.	NOUN
easat-5088	454	5	3	3	NUM
easat-5088	454	6	,	,	PUNCT
easat-5088	454	7	pp	pp	ADJ
easat-5088	454	8	.	.	PUNCT
easat-5088	455	1	778784	778784	NUM
easat-5088	455	2	,	,	PUNCT
easat-5088	455	3	2018	2018	NUM
easat-5088	455	4	.	.	PUNCT
easat-5088	456	1	https://doi.org/10.1080/13102818.2018.1437568	https://doi.org/10.1080/13102818.2018.1437568	PUNCT
easat-5088	457	1	[	[	X
easat-5088	457	2	52	52	NUM
easat-5088	457	3	]	]	PUNCT
easat-5088	457	4	k.-m	k.-m	PROPN
easat-5088	457	5	.	.	PUNCT
easat-5088	457	6	liao	liao	PROPN
easat-5088	457	7	,	,	PUNCT
easat-5088	457	8	c.-f	c.-f	NOUN
easat-5088	457	9	.	.	PUNCT
easat-5088	458	1	liu	liu	PROPN
easat-5088	458	2	,	,	PUNCT
easat-5088	458	3	c.-j	c.-j	PROPN
easat-5088	458	4	.	.	PUNCT
easat-5088	459	1	chen	chen	PROPN
easat-5088	459	2	,	,	PUNCT
easat-5088	459	3	and	and	CCONJ
easat-5088	459	4	y.-t	y.-t	NOUN
easat-5088	459	5	.	.	PUNCT
easat-5088	460	1	shen	shen	PROPN
easat-5088	460	2	,	,	PUNCT
easat-5088	460	3	"	"	PUNCT
easat-5088	460	4	machine	machine	NOUN
easat-5088	460	5	learning	learning	NOUN
easat-5088	460	6	approaches	approach	NOUN
easat-5088	460	7	for	for	ADP
easat-5088	460	8	predicting	predict	VERB
easat-5088	460	9	acute	acute	ADJ
easat-5088	460	10	respiratory	respiratory	ADJ
easat-5088	460	11	failure	failure	NOUN
easat-5088	460	12	,	,	PUNCT
easat-5088	460	13	ventilator	ventilator	NOUN
easat-5088	460	14	dependence	dependence	NOUN
easat-5088	460	15	,	,	PUNCT
easat-5088	460	16	and	and	CCONJ
easat-5088	460	17	mortality	mortality	NOUN
easat-5088	460	18	in	in	ADP
easat-5088	460	19	chronic	chronic	ADJ
easat-5088	460	20	obstructive	obstructive	ADJ
easat-5088	460	21	pulmonary	pulmonary	ADJ
easat-5088	460	22	disease	disease	NOUN
easat-5088	460	23	,	,	PUNCT
easat-5088	460	24	"	"	PUNCT
easat-5088	460	25	diagnostics	diagnostic	NOUN
easat-5088	460	26	,	,	PUNCT
easat-5088	460	27	vol	vol	NOUN
easat-5088	460	28	.	.	PROPN
easat-5088	460	29	11	11	NUM
easat-5088	460	30	,	,	PUNCT
easat-5088	460	31	no	no	INTJ
easat-5088	460	32	.	.	NOUN
easat-5088	460	33	12	12	NUM
easat-5088	460	34	,	,	PUNCT
easat-5088	460	35	p.	p.	NOUN
easat-5088	460	36	2396	2396	NUM
easat-5088	460	37	,	,	PUNCT
easat-5088	460	38	2021	2021	NUM
easat-5088	460	39	.	.	PUNCT
easat-5088	460	40	https://doi.org/10.3390/diagnostics11122396	https://doi.org/10.3390/diagnostics11122396	PROPN
easat-5088	461	1	[	[	X
easat-5088	461	2	53	53	NUM
easat-5088	461	3	]	]	PUNCT
easat-5088	461	4	a.	a.	NOUN
easat-5088	461	5	m.	m.	NOUN
easat-5088	461	6	fischer	fischer	PROPN
easat-5088	461	7	et	et	PROPN
easat-5088	461	8	al	al	PROPN
easat-5088	461	9	.	.	PROPN
easat-5088	461	10	,	,	PUNCT
easat-5088	461	11	"	"	PUNCT
easat-5088	461	12	comparison	comparison	NOUN
easat-5088	461	13	of	of	ADP
easat-5088	461	14	artificial	artificial	ADJ
easat-5088	461	15	intelligence	intelligence	NOUN
easat-5088	461	16	–	–	PUNCT
easat-5088	461	17	based	base	VERB
easat-5088	461	18	fully	fully	ADV
easat-5088	461	19	automatic	automatic	ADJ
easat-5088	461	20	chest	chest	NOUN
easat-5088	461	21	ct	ct	NUM
easat-5088	461	22	emphysema	emphysema	ADJ
easat-5088	461	23	quantification	quantification	NOUN
easat-5088	461	24	to	to	ADP
easat-5088	461	25	pulmonary	pulmonary	ADJ
easat-5088	461	26	function	function	NOUN
easat-5088	461	27	testing	testing	NOUN
easat-5088	461	28	,	,	PUNCT
easat-5088	461	29	"	"	PUNCT
easat-5088	461	30	american	american	ADJ
easat-5088	461	31	journal	journal	PROPN
easat-5088	461	32	of	of	ADP
easat-5088	461	33	roentgenology	roentgenology	NOUN
easat-5088	461	34	,	,	PUNCT
easat-5088	461	35	vol	vol	NOUN
easat-5088	461	36	.	.	PROPN
easat-5088	462	1	214	214	NUM
easat-5088	462	2	,	,	PUNCT
easat-5088	462	3	no	no	INTJ
easat-5088	462	4	.	.	NOUN
easat-5088	462	5	5	5	NUM
easat-5088	462	6	,	,	PUNCT
easat-5088	462	7	pp	pp	ADJ
easat-5088	462	8	.	.	PUNCT
easat-5088	463	1	1065	1065	NUM
easat-5088	463	2	-	-	SYM
easat-5088	463	3	1071	1071	NUM
easat-5088	463	4	,	,	PUNCT
easat-5088	463	5	2020	2020	NUM
easat-5088	463	6	.	.	PUNCT
easat-5088	464	1	https://doi.org/10.2214/ajr.19.21572	https://doi.org/10.2214/ajr.19.21572	NOUN
easat-5088	465	1	[	[	X
easat-5088	465	2	54	54	NUM
easat-5088	465	3	]	]	PUNCT
easat-5088	465	4	z.	z.	PROPN
easat-5088	465	5	li	li	PROPN
easat-5088	465	6	,	,	PUNCT
easat-5088	465	7	k.	k.	PROPN
easat-5088	465	8	huang	huang	PROPN
easat-5088	465	9	,	,	PUNCT
easat-5088	465	10	l.	l.	PROPN
easat-5088	465	11	liu	liu	PROPN
easat-5088	465	12	,	,	PUNCT
easat-5088	465	13	and	and	CCONJ
easat-5088	465	14	z.	z.	PROPN
easat-5088	465	15	zhang	zhang	PROPN
easat-5088	465	16	,	,	PUNCT
easat-5088	465	17	"	"	PUNCT
easat-5088	465	18	early	early	ADJ
easat-5088	465	19	detection	detection	NOUN
easat-5088	465	20	of	of	ADP
easat-5088	465	21	copd	copd	PROPN
easat-5088	465	22	based	base	VERB
easat-5088	465	23	on	on	ADP
easat-5088	465	24	graph	graph	NOUN
easat-5088	465	25	convolutional	convolutional	ADJ
easat-5088	465	26	network	network	NOUN
easat-5088	465	27	and	and	CCONJ
easat-5088	465	28	small	small	ADJ
easat-5088	465	29	and	and	CCONJ
easat-5088	465	30	weakly	weakly	ADJ
easat-5088	465	31	labeled	label	VERB
easat-5088	465	32	data	datum	NOUN
easat-5088	465	33	,	,	PUNCT
easat-5088	465	34	"	"	PUNCT
easat-5088	465	35	medical	medical	ADJ
easat-5088	465	36	&	&	CCONJ
easat-5088	465	37	biological	biological	ADJ
easat-5088	465	38	engineering	engineering	PROPN
easat-5088	465	39	&	&	CCONJ
easat-5088	465	40	computing	computing	PROPN
easat-5088	465	41	,	,	PUNCT
easat-5088	465	42	vol	vol	NOUN
easat-5088	465	43	.	.	PROPN
easat-5088	465	44	60	60	NUM
easat-5088	465	45	,	,	PUNCT
easat-5088	465	46	no	no	INTJ
easat-5088	465	47	.	.	NOUN
easat-5088	465	48	8	8	NUM
easat-5088	465	49	,	,	PUNCT
easat-5088	465	50	pp	pp	ADJ
easat-5088	465	51	.	.	PUNCT
easat-5088	465	52	2321	2321	NUM
easat-5088	465	53	-	-	SYM
easat-5088	465	54	2333	2333	NUM
easat-5088	465	55	,	,	PUNCT
easat-5088	465	56	2022	2022	NUM
easat-5088	465	57	.	.	PUNCT
easat-5088	466	1	https://doi.org/10.1007/s11517-022-02589-x	https://doi.org/10.1007/s11517-022-02589-x	PROPN
easat-5088	467	1	[	[	X
easat-5088	467	2	55	55	NUM
easat-5088	467	3	]	]	PUNCT
easat-5088	467	4	a.	a.	NOUN
easat-5088	467	5	kouri	kouri	PROPN
easat-5088	467	6	et	et	PROPN
easat-5088	467	7	al	al	PROPN
easat-5088	467	8	.	.	PROPN
easat-5088	467	9	,	,	PUNCT
easat-5088	467	10	"	"	PUNCT
easat-5088	467	11	addressing	address	VERB
easat-5088	467	12	reduced	reduce	VERB
easat-5088	467	13	laboratory	laboratory	NOUN
easat-5088	467	14	-	-	PUNCT
easat-5088	467	15	based	base	VERB
easat-5088	467	16	pulmonary	pulmonary	ADJ
easat-5088	467	17	function	function	NOUN
easat-5088	467	18	testing	testing	NOUN
easat-5088	467	19	during	during	ADP
easat-5088	467	20	a	a	DET
easat-5088	467	21	pandemic	pandemic	ADJ
easat-5088	467	22	,	,	PUNCT
easat-5088	467	23	"	"	PUNCT
easat-5088	467	24	chest	chest	NOUN
easat-5088	467	25	,	,	PUNCT
easat-5088	467	26	vol	vol	NOUN
easat-5088	467	27	.	.	PROPN
easat-5088	467	28	158	158	NUM
easat-5088	467	29	,	,	PUNCT
easat-5088	467	30	no	no	INTJ
easat-5088	467	31	.	.	NOUN
easat-5088	467	32	6	6	NUM
easat-5088	467	33	,	,	PUNCT
easat-5088	467	34	pp	pp	ADJ
easat-5088	467	35	.	.	PUNCT
easat-5088	467	36	2502	2502	NUM
easat-5088	467	37	-	-	SYM
easat-5088	467	38	2510	2510	NUM
easat-5088	467	39	,	,	PUNCT
easat-5088	467	40	2020	2020	NUM
easat-5088	467	41	.	.	PUNCT
easat-5088	468	1	https://doi.org/10.1016/j.chest.2020.08.2226	https://doi.org/10.1016/j.chest.2020.08.2226	VERB
easat-5088	469	1	[	[	X
easat-5088	469	2	56	56	NUM
easat-5088	469	3	]	]	X
easat-5088	469	4	global	global	ADJ
easat-5088	469	5	initiative	initiative	NOUN
easat-5088	469	6	for	for	ADP
easat-5088	469	7	chronic	chronic	ADJ
easat-5088	469	8	obstructive	obstructive	ADJ
easat-5088	469	9	lung	lung	NOUN
easat-5088	469	10	disease	disease	NOUN
easat-5088	469	11	,	,	PUNCT
easat-5088	469	12	"	"	PUNCT
easat-5088	469	13	gold	gold	ADJ
easat-5088	469	14	pocket	pocket	NOUN
easat-5088	469	15	guide	guide	NOUN
easat-5088	469	16	2022	2022	NUM
easat-5088	469	17	(	(	PUNCT
easat-5088	469	18	copd	copd	PROPN
easat-5088	469	19	)	)	PUNCT
easat-5088	469	20	.	.	PUNCT
easat-5088	470	1	gold	gold	NOUN
easat-5088	470	2	,	,	PUNCT
easat-5088	470	3	"	"	PUNCT
easat-5088	470	4	retrieved	retrieve	VERB
easat-5088	470	5	:	:	PUNCT
easat-5088	470	6	https://goldcopd.org/2022-gold-reports-2/%0awww.goldcopd.org	https://goldcopd.org/2022-gold-reports-2/%0awww.goldcopd.org	ADJ
easat-5088	470	7	,	,	PUNCT
easat-5088	470	8	2022	2022	NUM
easat-5088	470	9	.	.	PUNCT
easat-5088	471	1	[	[	X
easat-5088	471	2	57	57	NUM
easat-5088	471	3	]	]	PUNCT
easat-5088	471	4	m.	m.	NOUN
easat-5088	471	5	topalovic	topalovic	PROPN
easat-5088	471	6	et	et	PROPN
easat-5088	471	7	al	al	PROPN
easat-5088	471	8	.	.	PROPN
easat-5088	471	9	,	,	PUNCT
easat-5088	471	10	"	"	PUNCT
easat-5088	471	11	artificial	artificial	ADJ
easat-5088	471	12	intelligence	intelligence	NOUN
easat-5088	471	13	outperforms	outperform	VERB
easat-5088	471	14	pulmonologists	pulmonologist	NOUN
easat-5088	471	15	in	in	ADP
easat-5088	471	16	the	the	DET
easat-5088	471	17	interpretation	interpretation	NOUN
easat-5088	471	18	of	of	ADP
easat-5088	471	19	pulmonary	pulmonary	ADJ
easat-5088	471	20	function	function	NOUN
easat-5088	471	21	tests	test	NOUN
easat-5088	471	22	,	,	PUNCT
easat-5088	471	23	"	"	PUNCT
easat-5088	471	24	european	european	ADJ
easat-5088	471	25	respiratory	respiratory	ADJ
easat-5088	471	26	journal	journal	NOUN
easat-5088	471	27	,	,	PUNCT
easat-5088	471	28	vol	vol	NOUN
easat-5088	471	29	.	.	PROPN
easat-5088	472	1	53	53	NUM
easat-5088	472	2	,	,	PUNCT
easat-5088	472	3	no	no	INTJ
easat-5088	472	4	.	.	NOUN
easat-5088	472	5	4	4	NUM
easat-5088	472	6	,	,	PUNCT
easat-5088	472	7	p.	p.	NOUN
easat-5088	472	8	1801660	1801660	NUM
easat-5088	472	9	,	,	PUNCT
easat-5088	472	10	2019	2019	NUM
easat-5088	472	11	.	.	PUNCT
easat-5088	472	12	https://doi.org/10.1183/13993003.01660-2018	https://doi.org/10.1183/13993003.01660-2018	PART
easat-5088	473	1	[	[	X
easat-5088	473	2	58	58	X
easat-5088	473	3	]	]	PUNCT
easat-5088	474	1	s.	s.	PROPN
easat-5088	474	2	gonem	gonem	PROPN
easat-5088	474	3	and	and	CCONJ
easat-5088	474	4	s.	s.	PROPN
easat-5088	474	5	siddiqui	siddiqui	PROPN
easat-5088	474	6	,	,	PUNCT
easat-5088	474	7	"	"	PUNCT
easat-5088	474	8	artificial	artificial	ADJ
easat-5088	474	9	intelligence	intelligence	NOUN
easat-5088	474	10	for	for	ADP
easat-5088	474	11	pulmonary	pulmonary	ADJ
easat-5088	474	12	function	function	NOUN
easat-5088	474	13	test	test	NOUN
easat-5088	474	14	interpretation	interpretation	NOUN
easat-5088	474	15	,	,	PUNCT
easat-5088	474	16	"	"	PUNCT
easat-5088	474	17	the	the	DET
easat-5088	474	18	european	european	ADJ
easat-5088	474	19	respiratory	respiratory	ADJ
easat-5088	474	20	journal	journal	NOUN
easat-5088	474	21	,	,	PUNCT
easat-5088	474	22	vol	vol	NOUN
easat-5088	474	23	.	.	PROPN
easat-5088	474	24	53	53	NUM
easat-5088	474	25	,	,	PUNCT
easat-5088	474	26	no	no	INTJ
easat-5088	474	27	.	.	NOUN
easat-5088	474	28	6	6	NUM
easat-5088	474	29	,	,	PUNCT
easat-5088	474	30	p.	p.	NOUN
easat-5088	474	31	1900638	1900638	NUM
easat-5088	474	32	,	,	PUNCT
easat-5088	474	33	2019	2019	NUM
easat-5088	474	34	[	[	SYM
easat-5088	474	35	59	59	NUM
easat-5088	474	36	]	]	PUNCT
easat-5088	474	37	a.	a.	NOUN
easat-5088	474	38	z.	z.	PROPN
easat-5088	474	39	al	al	PROPN
easat-5088	474	40	meslamani	meslamani	PROPN
easat-5088	474	41	,	,	PUNCT
easat-5088	474	42	"	"	PUNCT
easat-5088	474	43	how	how	SCONJ
easat-5088	474	44	ai	ai	AUX
easat-5088	474	45	is	be	AUX
easat-5088	474	46	advancing	advance	VERB
easat-5088	474	47	asthma	asthma	NOUN
easat-5088	474	48	management	management	NOUN
easat-5088	474	49	?	?	PUNCT
easat-5088	475	1	insights	insight	NOUN
easat-5088	475	2	into	into	ADP
easat-5088	475	3	economic	economic	ADJ
easat-5088	475	4	and	and	CCONJ
easat-5088	475	5	clinical	clinical	ADJ
easat-5088	475	6	aspects	aspect	NOUN
easat-5088	475	7	,	,	PUNCT
easat-5088	475	8	"	"	PUNCT
easat-5088	475	9	journal	journal	NOUN
easat-5088	475	10	of	of	ADP
easat-5088	475	11	medical	medical	ADJ
easat-5088	475	12	economics	economic	NOUN
easat-5088	475	13	,	,	PUNCT
easat-5088	475	14	vol	vol	NOUN
easat-5088	475	15	.	.	PROPN
easat-5088	475	16	26	26	NUM
easat-5088	475	17	,	,	PUNCT
easat-5088	475	18	no	no	INTJ
easat-5088	475	19	.	.	NOUN
easat-5088	475	20	1	1	NUM
easat-5088	475	21	,	,	PUNCT
easat-5088	475	22	pp	pp	ADJ
easat-5088	475	23	.	.	PUNCT
easat-5088	475	24	1489	1489	NUM
easat-5088	475	25	-	-	SYM
easat-5088	475	26	1494	1494	NUM
easat-5088	475	27	,	,	PUNCT
easat-5088	475	28	2023	2023	NUM
easat-5088	475	29	.	.	PUNCT
easat-5088	476	1	https://doi.org/10.1080/13696998.2023.2277072	https://doi.org/10.1080/13696998.2023.2277072	NOUN
easat-5088	477	1	[	[	X
easat-5088	477	2	60	60	NUM
easat-5088	477	3	]	]	PUNCT
easat-5088	477	4	m.	m.	PROPN
easat-5088	477	5	d.	d.	PROPN
easat-5088	477	6	mccradden	mccradden	PROPN
easat-5088	477	7	,	,	PUNCT
easat-5088	477	8	s.	s.	PROPN
easat-5088	477	9	joshi	joshi	PROPN
easat-5088	477	10	,	,	PUNCT
easat-5088	477	11	m.	m.	NOUN
easat-5088	477	12	mazwi	mazwi	NOUN
easat-5088	477	13	,	,	PUNCT
easat-5088	477	14	and	and	CCONJ
easat-5088	477	15	j.	j.	PROPN
easat-5088	477	16	a.	a.	PROPN
easat-5088	477	17	anderson	anderson	PROPN
easat-5088	477	18	,	,	PUNCT
easat-5088	477	19	"	"	PUNCT
easat-5088	477	20	ethical	ethical	ADJ
easat-5088	477	21	limitations	limitation	NOUN
easat-5088	477	22	of	of	ADP
easat-5088	477	23	algorithmic	algorithmic	ADJ
easat-5088	477	24	fairness	fairness	NOUN
easat-5088	477	25	solutions	solution	NOUN
easat-5088	477	26	in	in	ADP
easat-5088	477	27	health	health	NOUN
easat-5088	477	28	care	care	NOUN
easat-5088	477	29	machine	machine	NOUN
easat-5088	477	30	learning	learning	NOUN
easat-5088	477	31	,	,	PUNCT
easat-5088	477	32	"	"	PUNCT
easat-5088	477	33	the	the	DET
easat-5088	477	34	lancet	lancet	PROPN
easat-5088	477	35	digital	digital	PROPN
easat-5088	477	36	health	health	PROPN
easat-5088	477	37	,	,	PUNCT
easat-5088	477	38	vol	vol	NOUN
easat-5088	477	39	.	.	PROPN
easat-5088	477	40	2	2	NUM
easat-5088	477	41	,	,	PUNCT
easat-5088	477	42	no	no	INTJ
easat-5088	477	43	.	.	NOUN
easat-5088	477	44	5	5	NUM
easat-5088	477	45	,	,	PUNCT
easat-5088	477	46	pp	pp	ADJ
easat-5088	477	47	.	.	PUNCT
easat-5088	478	1	e221	e221	PROPN
easat-5088	478	2	-	-	PUNCT
easat-5088	478	3	e223	e223	PROPN
easat-5088	478	4	,	,	PUNCT
easat-5088	478	5	2020	2020	NUM
easat-5088	478	6	.	.	PUNCT
easat-5088	479	1	https://doi.org/10.1016/s2589-7500(20)30065-0	https://doi.org/10.1016/s2589-7500(20)30065-0	PROPN
easat-5088	479	2	https://doi.org/10.1152/physrev.00023.2019	https://doi.org/10.1152/physrev.00023.2019	PROPN
easat-5088	479	3	https://doi.org/10.1016/j.jaip.2019.04.002	https://doi.org/10.1016/j.jaip.2019.04.002	NOUN
easat-5088	479	4	https://consultqd.clevelandclinic.org/virtual-visits-abruptly-became-the-only-way-for-care	https://consultqd.clevelandclinic.org/virtual-visits-abruptly-became-the-only-way-for-care	PROPN
easat-5088	479	5	https://doi.org/10.1016/j.jaci.2019.12.649	https://doi.org/10.1016/j.jaci.2019.12.649	PROPN
easat-5088	479	6	https://doi.org/10.1016/j.jaip.2019.06.033	https://doi.org/10.1016/j.jaip.2019.06.033	PROPN
easat-5088	479	7	https://doi.org/10.1002/clt2.12061	https://doi.org/10.1002/clt2.12061	PROPN
easat-5088	479	8	https://doi.org/10.2196/28953	https://doi.org/10.2196/28953	CCONJ
easat-5088	480	1	https://doi.org/10.3390/jpm12020228	https://doi.org/10.3390/jpm12020228	PROPN
easat-5088	480	2	https://doi.org/10.1080/13102818.2018.1437568	https://doi.org/10.1080/13102818.2018.1437568	PROPN
easat-5088	480	3	https://doi.org/10.3390/diagnostics11122396	https://doi.org/10.3390/diagnostics11122396	PROPN
easat-5088	480	4	https://doi.org/10.2214/ajr.19.21572	https://doi.org/10.2214/ajr.19.21572	PROPN
easat-5088	480	5	https://doi.org/10.1007/s11517-022-02589-x	https://doi.org/10.1007/s11517-022-02589-x	PROPN
easat-5088	480	6	https://doi.org/10.1016/j.chest.2020.08.2226	https://doi.org/10.1016/j.chest.2020.08.2226	PROPN
easat-5088	480	7	https://goldcopd.org/2022-gold-reports-2/%0awww.goldcopd.org	https://goldcopd.org/2022-gold-reports-2/%0awww.goldcopd.org	PROPN
easat-5088	480	8	https://doi.org/10.1183/13993003.01660-2018	https://doi.org/10.1183/13993003.01660-2018	PROPN
easat-5088	481	1	https://doi.org/10.1080/13696998.2023.2277072	https://doi.org/10.1080/13696998.2023.2277072	NOUN
easat-5088	481	2	https://doi.org/10.1016/s2589-7500(20)30065-0	https://doi.org/10.1016/s2589-7500(20)30065-0	PROPN