id	sid	tid	token	lemma	pos
ajird-1434	1	1	american	american	PROPN
ajird-1434	1	2	journal	journal	PROPN
ajird-1434	1	3	of	of	ADP
ajird-1434	1	4	interdisciplinary	interdisciplinary	ADJ
ajird-1434	1	5	research	research	NOUN
ajird-1434	1	6	and	and	CCONJ
ajird-1434	1	7	development	development	NOUN
ajird-1434	1	8	issn	issn	PROPN
ajird-1434	1	9	online	online	NOUN
ajird-1434	1	10	:	:	PUNCT
ajird-1434	1	11	2771	2771	NUM
ajird-1434	1	12	-	-	SYM
ajird-1434	1	13	8948	8948	NUM
ajird-1434	1	14	website	website	NOUN
ajird-1434	1	15	:	:	PUNCT
ajird-1434	1	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	1	17	volume	volume	NOUN
ajird-1434	1	18	36	36	NUM
ajird-1434	1	19	,	,	PUNCT
ajird-1434	1	20	january	january	PROPN
ajird-1434	1	21	2025	2025	NUM
ajird-1434	1	22	58	58	NUM
ajird-1434	2	1	|	|	ADV
ajird-1434	2	2	p	p	ADP
ajird-1434	2	3	a	a	DET
ajird-1434	2	4	g	g	NOUN
ajird-1434	2	5	e	e	NOUN
ajird-1434	2	6	artificial	artificial	ADJ
ajird-1434	2	7	intelligence	intelligence	NOUN
ajird-1434	2	8	in	in	ADP
ajird-1434	2	9	cardiac	cardiac	ADJ
ajird-1434	2	10	imaging	imaging	NOUN
ajird-1434	2	11	:	:	PUNCT
ajird-1434	3	1	innovations	innovation	NOUN
ajird-1434	3	2	and	and	CCONJ
ajird-1434	3	3	future	future	ADJ
ajird-1434	3	4	directions	direction	NOUN
ajird-1434	3	5	1	1	NUM
ajird-1434	3	6	dr	dr	PROPN
ajird-1434	3	7	.	.	PROPN
ajird-1434	3	8	nabina	nabina	PROPN
ajird-1434	3	9	nazeer	nazeer	PROPN
ajird-1434	3	10	m.b.b.s	m.b.b.s	PROPN
ajird-1434	3	11	bukovinian	bukovinian	PROPN
ajird-1434	3	12	state	state	PROPN
ajird-1434	3	13	medical	medical	PROPN
ajird-1434	3	14	university	university	PROPN
ajird-1434	3	15	,	,	PUNCT
ajird-1434	3	16	ukraine	ukraine	NOUN
ajird-1434	3	17	nazeernabina@gmail.com	nazeernabina@gmail.com	PROPN
ajird-1434	3	18	2	2	NUM
ajird-1434	3	19	dr	dr	PROPN
ajird-1434	3	20	.	.	PROPN
ajird-1434	3	21	sijo	sijo	PROPN
ajird-1434	3	22	sunny	sunny	ADJ
ajird-1434	3	23	m.b.b.s	m.b.b.s	PROPN
ajird-1434	3	24	assistant	assistant	NOUN
ajird-1434	3	25	,	,	PUNCT
ajird-1434	3	26	department	department	NOUN
ajird-1434	3	27	of	of	ADP
ajird-1434	3	28	pharmacology	pharmacology	NOUN
ajird-1434	3	29	,	,	PUNCT
ajird-1434	3	30	samarkand	samarkand	PROPN
ajird-1434	3	31	state	state	PROPN
ajird-1434	3	32	medical	medical	PROPN
ajird-1434	3	33	university	university	PROPN
ajird-1434	3	34	,	,	PUNCT
ajird-1434	3	35	uzbekistan	uzbekistan	PROPN
ajird-1434	3	36	sijosunny991@gmail.com	sijosunny991@gmail.com	X
ajird-1434	3	37	3	3	NUM
ajird-1434	3	38	dr	dr	PROPN
ajird-1434	3	39	.	.	PROPN
ajird-1434	3	40	christeena	christeena	PROPN
ajird-1434	3	41	joy	joy	NOUN
ajird-1434	3	42	m.b.b.s	m.b.b.s	PROPN
ajird-1434	3	43	deen	deen	PROPN
ajird-1434	3	44	dayal	dayal	PROPN
ajird-1434	3	45	upadhyay	upadhyay	PROPN
ajird-1434	3	46	hospital	hospital	PROPN
ajird-1434	3	47	,	,	PUNCT
ajird-1434	3	48	india	india	PROPN
ajird-1434	3	49	christeenajoy619@gmail.com	christeenajoy619@gmail.com	PROPN
ajird-1434	3	50	4	4	NUM
ajird-1434	3	51	dr	dr	PROPN
ajird-1434	3	52	.	.	PROPN
ajird-1434	3	53	imran	imran	PROPN
ajird-1434	3	54	aslam	aslam	PROPN
ajird-1434	3	55	ph.d	ph.d	PROPN
ajird-1434	3	56	.	.	PUNCT
ajird-1434	4	1	research	research	PROPN
ajird-1434	4	2	assistant	assistant	PROPN
ajird-1434	4	3	&	&	CCONJ
ajird-1434	4	4	assistant	assistant	PROPN
ajird-1434	4	5	professor	professor	NOUN
ajird-1434	4	6	,	,	PUNCT
ajird-1434	4	7	department	department	NOUN
ajird-1434	4	8	of	of	ADP
ajird-1434	4	9	pharmacology	pharmacology	PROPN
ajird-1434	4	10	samarkand	samarkand	PROPN
ajird-1434	4	11	state	state	PROPN
ajird-1434	4	12	medical	medical	PROPN
ajird-1434	4	13	university	university	PROPN
ajird-1434	4	14	drimran87@gmail.com	drimran87@gmail.com	PROPN
ajird-1434	4	15	abstract	abstract	NOUN
ajird-1434	4	16	:	:	PUNCT
ajird-1434	4	17	artificial	artificial	ADJ
ajird-1434	4	18	intelligence	intelligence	NOUN
ajird-1434	4	19	(	(	PUNCT
ajird-1434	4	20	ai	ai	NOUN
ajird-1434	4	21	)	)	PUNCT
ajird-1434	4	22	has	have	AUX
ajird-1434	4	23	emerged	emerge	VERB
ajird-1434	4	24	as	as	ADP
ajird-1434	4	25	a	a	DET
ajird-1434	4	26	transformative	transformative	ADJ
ajird-1434	4	27	tool	tool	NOUN
ajird-1434	4	28	in	in	ADP
ajird-1434	4	29	cardiac	cardiac	ADJ
ajird-1434	4	30	imaging	imaging	NOUN
ajird-1434	4	31	,	,	PUNCT
ajird-1434	4	32	offering	offer	VERB
ajird-1434	4	33	significant	significant	ADJ
ajird-1434	4	34	advancements	advancement	NOUN
ajird-1434	4	35	in	in	ADP
ajird-1434	4	36	the	the	DET
ajird-1434	4	37	diagnosis	diagnosis	NOUN
ajird-1434	4	38	,	,	PUNCT
ajird-1434	4	39	prognosis	prognosis	NOUN
ajird-1434	4	40	,	,	PUNCT
ajird-1434	4	41	and	and	CCONJ
ajird-1434	4	42	management	management	NOUN
ajird-1434	4	43	of	of	ADP
ajird-1434	4	44	cardiovascular	cardiovascular	ADJ
ajird-1434	4	45	diseases	disease	NOUN
ajird-1434	4	46	.	.	PUNCT
ajird-1434	5	1	this	this	DET
ajird-1434	5	2	article	article	NOUN
ajird-1434	5	3	investigates	investigate	VERB
ajird-1434	5	4	the	the	DET
ajird-1434	5	5	incorporation	incorporation	NOUN
ajird-1434	5	6	of	of	ADP
ajird-1434	5	7	artificial	artificial	ADJ
ajird-1434	5	8	intelligence	intelligence	NOUN
ajird-1434	5	9	(	(	PUNCT
ajird-1434	5	10	ai	ai	NOUN
ajird-1434	5	11	)	)	PUNCT
ajird-1434	5	12	technologies	technology	NOUN
ajird-1434	5	13	,	,	PUNCT
ajird-1434	5	14	such	such	ADJ
ajird-1434	5	15	as	as	ADP
ajird-1434	5	16	machine	machine	NOUN
ajird-1434	5	17	learning	learning	NOUN
ajird-1434	5	18	and	and	CCONJ
ajird-1434	5	19	deep	deep	ADJ
ajird-1434	5	20	learning	learning	NOUN
ajird-1434	5	21	,	,	PUNCT
ajird-1434	5	22	into	into	ADP
ajird-1434	5	23	a	a	DET
ajird-1434	5	24	variety	variety	NOUN
ajird-1434	5	25	of	of	ADP
ajird-1434	5	26	imaging	imaging	NOUN
ajird-1434	5	27	modalities	modality	NOUN
ajird-1434	5	28	,	,	PUNCT
ajird-1434	5	29	such	such	ADJ
ajird-1434	5	30	as	as	ADP
ajird-1434	5	31	nuclear	nuclear	ADJ
ajird-1434	5	32	imaging	imaging	NOUN
ajird-1434	5	33	,	,	PUNCT
ajird-1434	5	34	computed	compute	VERB
ajird-1434	5	35	tomography	tomography	NOUN
ajird-1434	5	36	(	(	PUNCT
ajird-1434	5	37	ct	ct	PROPN
ajird-1434	5	38	)	)	PUNCT
ajird-1434	5	39	,	,	PUNCT
ajird-1434	5	40	cardiac	cardiac	ADJ
ajird-1434	5	41	magnetic	magnetic	ADJ
ajird-1434	5	42	resonance	resonance	NOUN
ajird-1434	5	43	imaging	imaging	NOUN
ajird-1434	5	44	(	(	PUNCT
ajird-1434	5	45	mri	mri	NOUN
ajird-1434	5	46	)	)	PUNCT
ajird-1434	5	47	,	,	PUNCT
ajird-1434	5	48	and	and	CCONJ
ajird-1434	5	49	echocardiography	echocardiography	NOUN
ajird-1434	5	50	.	.	PUNCT
ajird-1434	6	1	by	by	ADP
ajird-1434	6	2	automating	automate	VERB
ajird-1434	6	3	image	image	NOUN
ajird-1434	6	4	acquisition	acquisition	NOUN
ajird-1434	6	5	,	,	PUNCT
ajird-1434	6	6	interpretation	interpretation	NOUN
ajird-1434	6	7	,	,	PUNCT
ajird-1434	6	8	and	and	CCONJ
ajird-1434	6	9	analysis	analysis	NOUN
ajird-1434	6	10	,	,	PUNCT
ajird-1434	6	11	artificial	artificial	ADJ
ajird-1434	6	12	intelligence	intelligence	NOUN
ajird-1434	6	13	has	have	VERB
ajird-1434	6	14	the	the	DET
ajird-1434	6	15	potential	potential	NOUN
ajird-1434	6	16	to	to	PART
ajird-1434	6	17	improve	improve	VERB
ajird-1434	6	18	diagnosis	diagnosis	NOUN
ajird-1434	6	19	accuracy	accuracy	NOUN
ajird-1434	6	20	,	,	PUNCT
ajird-1434	6	21	decrease	decrease	VERB
ajird-1434	6	22	the	the	DET
ajird-1434	6	23	variability	variability	NOUN
ajird-1434	6	24	that	that	PRON
ajird-1434	6	25	occurs	occur	VERB
ajird-1434	6	26	across	across	ADP
ajird-1434	6	27	observers	observer	NOUN
ajird-1434	6	28	,	,	PUNCT
ajird-1434	6	29	and	and	CCONJ
ajird-1434	6	30	streamline	streamline	VERB
ajird-1434	6	31	clinical	clinical	ADJ
ajird-1434	6	32	operations	operation	NOUN
ajird-1434	6	33	.	.	PUNCT
ajird-1434	7	1	key	key	ADJ
ajird-1434	7	2	innovations	innovation	NOUN
ajird-1434	7	3	include	include	VERB
ajird-1434	7	4	ai	ai	ADJ
ajird-1434	7	5	-	-	PUNCT
ajird-1434	7	6	driven	drive	VERB
ajird-1434	7	7	segmentation	segmentation	NOUN
ajird-1434	7	8	for	for	ADP
ajird-1434	7	9	cardiac	cardiac	ADJ
ajird-1434	7	10	structures	structure	NOUN
ajird-1434	7	11	,	,	PUNCT
ajird-1434	7	12	automated	automate	VERB
ajird-1434	7	13	quantification	quantification	NOUN
ajird-1434	7	14	of	of	ADP
ajird-1434	7	15	myocardial	myocardial	ADJ
ajird-1434	7	16	function	function	NOUN
ajird-1434	7	17	,	,	PUNCT
ajird-1434	7	18	and	and	CCONJ
ajird-1434	7	19	risk	risk	NOUN
ajird-1434	7	20	stratification	stratification	NOUN
ajird-1434	7	21	through	through	ADP
ajird-1434	7	22	predictive	predictive	ADJ
ajird-1434	7	23	analytics	analytic	NOUN
ajird-1434	7	24	.	.	PUNCT
ajird-1434	8	1	despite	despite	SCONJ
ajird-1434	8	2	these	these	DET
ajird-1434	8	3	advancements	advancement	NOUN
ajird-1434	8	4	,	,	PUNCT
ajird-1434	8	5	challenges	challenge	NOUN
ajird-1434	8	6	remain	remain	VERB
ajird-1434	8	7	in	in	ADP
ajird-1434	8	8	the	the	DET
ajird-1434	8	9	form	form	NOUN
ajird-1434	8	10	of	of	ADP
ajird-1434	8	11	ethical	ethical	ADJ
ajird-1434	8	12	considerations	consideration	NOUN
ajird-1434	8	13	,	,	PUNCT
ajird-1434	8	14	data	data	NOUN
ajird-1434	8	15	privacy	privacy	NOUN
ajird-1434	8	16	,	,	PUNCT
ajird-1434	8	17	algorithm	algorithm	NOUN
ajird-1434	8	18	validation	validation	NOUN
ajird-1434	8	19	,	,	PUNCT
ajird-1434	8	20	and	and	CCONJ
ajird-1434	8	21	the	the	DET
ajird-1434	8	22	need	need	NOUN
ajird-1434	8	23	for	for	ADP
ajird-1434	8	24	clinical	clinical	ADJ
ajird-1434	8	25	standardization	standardization	NOUN
ajird-1434	8	26	.	.	PUNCT
ajird-1434	9	1	this	this	DET
ajird-1434	9	2	review	review	NOUN
ajird-1434	9	3	examines	examine	VERB
ajird-1434	9	4	the	the	DET
ajird-1434	9	5	current	current	ADJ
ajird-1434	9	6	state	state	NOUN
ajird-1434	9	7	of	of	ADP
ajird-1434	9	8	ai	ai	NOUN
ajird-1434	9	9	in	in	ADP
ajird-1434	9	10	cardiac	cardiac	ADJ
ajird-1434	9	11	imaging	imaging	NOUN
ajird-1434	9	12	,	,	PUNCT
ajird-1434	9	13	highlights	highlight	VERB
ajird-1434	9	14	its	its	PRON
ajird-1434	9	15	clinical	clinical	ADJ
ajird-1434	9	16	applications	application	NOUN
ajird-1434	9	17	,	,	PUNCT
ajird-1434	9	18	and	and	CCONJ
ajird-1434	9	19	discusses	discuss	VERB
ajird-1434	9	20	future	future	ADJ
ajird-1434	9	21	directions	direction	NOUN
ajird-1434	9	22	for	for	ADP
ajird-1434	9	23	research	research	NOUN
ajird-1434	9	24	and	and	CCONJ
ajird-1434	9	25	implementation	implementation	NOUN
ajird-1434	9	26	,	,	PUNCT
ajird-1434	9	27	emphasizing	emphasize	VERB
ajird-1434	9	28	the	the	DET
ajird-1434	9	29	role	role	NOUN
ajird-1434	9	30	of	of	ADP
ajird-1434	9	31	ai	ai	VERB
ajird-1434	9	32	in	in	ADP
ajird-1434	9	33	shaping	shape	VERB
ajird-1434	9	34	a	a	DET
ajird-1434	9	35	new	new	ADJ
ajird-1434	9	36	era	era	NOUN
ajird-1434	9	37	of	of	ADP
ajird-1434	9	38	precision	precision	NOUN
ajird-1434	9	39	cardiology	cardiology	NOUN
ajird-1434	9	40	.	.	PUNCT
ajird-1434	10	1	keywords	keyword	NOUN
ajird-1434	10	2	:	:	PUNCT
ajird-1434	10	3	artificial	artificial	ADJ
ajird-1434	10	4	intelligence	intelligence	NOUN
ajird-1434	10	5	,	,	PUNCT
ajird-1434	10	6	cardiac	cardiac	ADJ
ajird-1434	10	7	imaging	imaging	NOUN
ajird-1434	10	8	,	,	PUNCT
ajird-1434	10	9	machine	machine	NOUN
ajird-1434	10	10	learning	learning	NOUN
ajird-1434	10	11	,	,	PUNCT
ajird-1434	10	12	deep	deep	ADJ
ajird-1434	10	13	learning	learning	NOUN
ajird-1434	10	14	,	,	PUNCT
ajird-1434	10	15	echocardiography	echocardiography	NOUN
ajird-1434	10	16	,	,	PUNCT
ajird-1434	10	17	cardiac	cardiac	ADJ
ajird-1434	10	18	mri	mri	NOUN
ajird-1434	10	19	,	,	PUNCT
ajird-1434	10	20	cardiac	cardiac	PROPN
ajird-1434	10	21	ct	ct	PROPN
ajird-1434	10	22	,	,	PUNCT
ajird-1434	10	23	automated	automate	VERB
ajird-1434	10	24	image	image	NOUN
ajird-1434	10	25	analysis	analysis	NOUN
ajird-1434	10	26	,	,	PUNCT
ajird-1434	10	27	cardiovascular	cardiovascular	ADJ
ajird-1434	10	28	diseases	disease	NOUN
ajird-1434	10	29	,	,	PUNCT
ajird-1434	10	30	precision	precision	NOUN
ajird-1434	10	31	cardiology	cardiology	NOUN
ajird-1434	10	32	,	,	PUNCT
ajird-1434	10	33	predictive	predictive	ADJ
ajird-1434	10	34	analytics	analytic	NOUN
ajird-1434	10	35	,	,	PUNCT
ajird-1434	10	36	ethical	ethical	ADJ
ajird-1434	10	37	considerations	consideration	NOUN
ajird-1434	10	38	,	,	PUNCT
ajird-1434	10	39	data	data	NOUN
ajird-1434	10	40	privacy	privacy	NOUN
ajird-1434	10	41	.	.	PUNCT
ajird-1434	11	1	american	american	PROPN
ajird-1434	11	2	journal	journal	PROPN
ajird-1434	11	3	of	of	ADP
ajird-1434	11	4	interdisciplinary	interdisciplinary	ADJ
ajird-1434	11	5	research	research	NOUN
ajird-1434	11	6	and	and	CCONJ
ajird-1434	11	7	development	development	NOUN
ajird-1434	11	8	issn	issn	PROPN
ajird-1434	11	9	online	online	NOUN
ajird-1434	11	10	:	:	PUNCT
ajird-1434	11	11	2771	2771	NUM
ajird-1434	11	12	-	-	SYM
ajird-1434	11	13	8948	8948	NUM
ajird-1434	11	14	website	website	NOUN
ajird-1434	11	15	:	:	PUNCT
ajird-1434	11	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	11	17	volume	volume	NOUN
ajird-1434	11	18	36	36	NUM
ajird-1434	11	19	,	,	PUNCT
ajird-1434	11	20	january	january	PROPN
ajird-1434	11	21	2025	2025	NUM
ajird-1434	11	22	59	59	NUM
ajird-1434	12	1	|	|	ADV
ajird-1434	12	2	p	p	NOUN
ajird-1434	12	3	a	a	DET
ajird-1434	12	4	g	g	NOUN
ajird-1434	12	5	e	e	NOUN
ajird-1434	12	6	introduction	introduction	NOUN
ajird-1434	12	7	in	in	ADP
ajird-1434	12	8	accordance	accordance	NOUN
ajird-1434	12	9	with	with	ADP
ajird-1434	12	10	the	the	DET
ajird-1434	12	11	world	world	PROPN
ajird-1434	12	12	health	health	NOUN
ajird-1434	12	13	organization	organization	NOUN
ajird-1434	12	14	(	(	PUNCT
ajird-1434	12	15	who	who	PRON
ajird-1434	12	16	)	)	PUNCT
ajird-1434	12	17	,	,	PUNCT
ajird-1434	12	18	cardiovascular	cardiovascular	ADJ
ajird-1434	12	19	diseases	disease	NOUN
ajird-1434	12	20	(	(	PUNCT
ajird-1434	12	21	cvds	cvds	PROPN
ajird-1434	12	22	)	)	PUNCT
ajird-1434	12	23	continue	continue	VERB
ajird-1434	12	24	to	to	PART
ajird-1434	12	25	be	be	AUX
ajird-1434	12	26	the	the	DET
ajird-1434	12	27	leading	lead	VERB
ajird-1434	12	28	cause	cause	NOUN
ajird-1434	12	29	of	of	ADP
ajird-1434	12	30	death	death	NOUN
ajird-1434	12	31	on	on	ADP
ajird-1434	12	32	a	a	DET
ajird-1434	12	33	global	global	ADJ
ajird-1434	12	34	scale	scale	NOUN
ajird-1434	12	35	,	,	PUNCT
ajird-1434	12	36	accounting	account	VERB
ajird-1434	12	37	for	for	ADP
ajird-1434	12	38	an	an	DET
ajird-1434	12	39	estimated	estimate	VERB
ajird-1434	12	40	17.9	17.9	NUM
ajird-1434	12	41	million	million	NUM
ajird-1434	12	42	deaths	death	NOUN
ajird-1434	12	43	annually	annually	ADV
ajird-1434	12	44	.	.	PUNCT
ajird-1434	13	1	early	early	ADJ
ajird-1434	13	2	and	and	CCONJ
ajird-1434	13	3	accurate	accurate	ADJ
ajird-1434	13	4	diagnosis	diagnosis	NOUN
ajird-1434	13	5	of	of	ADP
ajird-1434	13	6	cardiac	cardiac	ADJ
ajird-1434	13	7	conditions	condition	NOUN
ajird-1434	13	8	is	be	AUX
ajird-1434	13	9	critical	critical	ADJ
ajird-1434	13	10	for	for	ADP
ajird-1434	13	11	improving	improve	VERB
ajird-1434	13	12	patient	patient	ADJ
ajird-1434	13	13	outcomes	outcome	NOUN
ajird-1434	13	14	and	and	CCONJ
ajird-1434	13	15	reducing	reduce	VERB
ajird-1434	13	16	the	the	DET
ajird-1434	13	17	global	global	ADJ
ajird-1434	13	18	healthcare	healthcare	NOUN
ajird-1434	13	19	burden	burden	NOUN
ajird-1434	13	20	.	.	PUNCT
ajird-1434	14	1	,	,	PUNCT
ajird-1434	14	2	such	such	ADJ
ajird-1434	14	3	as	as	ADP
ajird-1434	14	4	echocardiography	echocardiography	NOUN
ajird-1434	14	5	,	,	PUNCT
ajird-1434	14	6	cardiac	cardiac	ADJ
ajird-1434	14	7	magnetic	magnetic	ADJ
ajird-1434	14	8	resonance	resonance	NOUN
ajird-1434	14	9	imaging	imaging	NOUN
ajird-1434	14	10	(	(	PUNCT
ajird-1434	14	11	mri	mri	NOUN
ajird-1434	14	12	)	)	PUNCT
ajird-1434	14	13	,	,	PUNCT
ajird-1434	14	14	computed	compute	VERB
ajird-1434	14	15	tomography	tomography	NOUN
ajird-1434	14	16	(	(	PUNCT
ajird-1434	14	17	ct	ct	NOUN
ajird-1434	14	18	)	)	PUNCT
ajird-1434	14	19	,	,	PUNCT
ajird-1434	14	20	and	and	CCONJ
ajird-1434	14	21	nuclear	nuclear	ADJ
ajird-1434	14	22	imaging	imaging	NOUN
ajird-1434	14	23	,	,	PUNCT
ajird-1434	14	24	play	play	VERB
ajird-1434	14	25	a	a	DET
ajird-1434	14	26	pivotal	pivotal	ADJ
ajird-1434	14	27	role	role	NOUN
ajird-1434	14	28	in	in	ADP
ajird-1434	14	29	diagnosing	diagnose	VERB
ajird-1434	14	30	and	and	CCONJ
ajird-1434	14	31	monitoring	monitor	VERB
ajird-1434	14	32	these	these	DET
ajird-1434	14	33	conditions	condition	NOUN
ajird-1434	14	34	.	.	PUNCT
ajird-1434	15	1	however	however	ADV
ajird-1434	15	2	,	,	PUNCT
ajird-1434	15	3	the	the	DET
ajird-1434	15	4	interpretation	interpretation	NOUN
ajird-1434	15	5	of	of	ADP
ajird-1434	15	6	these	these	DET
ajird-1434	15	7	images	image	NOUN
ajird-1434	15	8	often	often	ADV
ajird-1434	15	9	demands	demand	VERB
ajird-1434	15	10	significant	significant	ADJ
ajird-1434	15	11	expertise	expertise	NOUN
ajird-1434	15	12	,	,	PUNCT
ajird-1434	15	13	time	time	NOUN
ajird-1434	15	14	,	,	PUNCT
ajird-1434	15	15	and	and	CCONJ
ajird-1434	15	16	resources	resource	NOUN
ajird-1434	15	17	,	,	PUNCT
ajird-1434	15	18	posing	pose	VERB
ajird-1434	15	19	challenges	challenge	NOUN
ajird-1434	15	20	in	in	ADP
ajird-1434	15	21	ensuring	ensure	VERB
ajird-1434	15	22	consistent	consistent	ADJ
ajird-1434	15	23	and	and	CCONJ
ajird-1434	15	24	timely	timely	ADJ
ajird-1434	15	25	diagnoses	diagnosis	NOUN
ajird-1434	15	26	.	.	PUNCT
ajird-1434	16	1	artificial	artificial	ADJ
ajird-1434	16	2	intelligence	intelligence	NOUN
ajird-1434	16	3	(	(	PUNCT
ajird-1434	16	4	ai	ai	NOUN
ajird-1434	16	5	)	)	PUNCT
ajird-1434	16	6	has	have	AUX
ajird-1434	16	7	advanced	advance	VERB
ajird-1434	16	8	so	so	ADV
ajird-1434	16	9	quickly	quickly	ADV
ajird-1434	16	10	in	in	ADP
ajird-1434	16	11	recent	recent	ADJ
ajird-1434	16	12	years	year	NOUN
ajird-1434	16	13	that	that	SCONJ
ajird-1434	16	14	it	it	PRON
ajird-1434	16	15	has	have	AUX
ajird-1434	16	16	transformed	transform	VERB
ajird-1434	16	17	several	several	ADJ
ajird-1434	16	18	industries	industry	NOUN
ajird-1434	16	19	,	,	PUNCT
ajird-1434	16	20	including	include	VERB
ajird-1434	16	21	healthcare	healthcare	PROPN
ajird-1434	16	22	.	.	PUNCT
ajird-1434	17	1	ai	ai	VERB
ajird-1434	17	2	,	,	PUNCT
ajird-1434	17	3	specifically	specifically	ADV
ajird-1434	17	4	,	,	PUNCT
ajird-1434	17	5	advanced	advanced	ADJ
ajird-1434	17	6	imaging	imaging	NOUN
ajird-1434	17	7	techniques	technique	NOUN
ajird-1434	17	8	for	for	ADP
ajird-1434	17	9	machines	machine	NOUN
ajird-1434	17	10	learning	learning	NOUN
ajird-1434	17	11	and	and	CCONJ
ajird-1434	17	12	deep	deep	ADJ
ajird-1434	17	13	learning	learning	NOUN
ajird-1434	17	14	,	,	PUNCT
ajird-1434	17	15	has	have	AUX
ajird-1434	17	16	demonstrated	demonstrate	VERB
ajird-1434	17	17	immense	immense	ADJ
ajird-1434	17	18	potential	potential	NOUN
ajird-1434	17	19	in	in	ADP
ajird-1434	17	20	transforming	transform	VERB
ajird-1434	17	21	cardiac	cardiac	ADJ
ajird-1434	17	22	imaging	imaging	NOUN
ajird-1434	17	23	by	by	ADP
ajird-1434	17	24	automating	automate	VERB
ajird-1434	17	25	complex	complex	ADJ
ajird-1434	17	26	tasks	task	NOUN
ajird-1434	17	27	,	,	PUNCT
ajird-1434	17	28	improving	improve	VERB
ajird-1434	17	29	diagnostic	diagnostic	ADJ
ajird-1434	17	30	accuracy	accuracy	NOUN
ajird-1434	17	31	,	,	PUNCT
ajird-1434	17	32	and	and	CCONJ
ajird-1434	17	33	enhancing	enhance	VERB
ajird-1434	17	34	clinical	clinical	ADJ
ajird-1434	17	35	decision	decision	NOUN
ajird-1434	17	36	-	-	PUNCT
ajird-1434	17	37	making	making	NOUN
ajird-1434	17	38	.	.	PUNCT
ajird-1434	18	1	ai	ai	VERB
ajird-1434	18	2	algorithms	algorithm	NOUN
ajird-1434	18	3	can	can	AUX
ajird-1434	18	4	analyze	analyze	VERB
ajird-1434	18	5	large	large	ADJ
ajird-1434	18	6	volumes	volume	NOUN
ajird-1434	18	7	of	of	ADP
ajird-1434	18	8	imaging	imaging	NOUN
ajird-1434	18	9	data	datum	NOUN
ajird-1434	18	10	with	with	ADP
ajird-1434	18	11	precision	precision	NOUN
ajird-1434	18	12	,	,	PUNCT
ajird-1434	18	13	enabling	enable	VERB
ajird-1434	18	14	automated	automate	VERB
ajird-1434	18	15	detection	detection	NOUN
ajird-1434	18	16	of	of	ADP
ajird-1434	18	17	abnormalities	abnormality	NOUN
ajird-1434	18	18	,	,	PUNCT
ajird-1434	18	19	quantification	quantification	NOUN
ajird-1434	18	20	of	of	ADP
ajird-1434	18	21	cardiac	cardiac	ADJ
ajird-1434	18	22	structures	structure	NOUN
ajird-1434	18	23	and	and	CCONJ
ajird-1434	18	24	functions	function	NOUN
ajird-1434	18	25	,	,	PUNCT
ajird-1434	18	26	and	and	CCONJ
ajird-1434	18	27	prediction	prediction	NOUN
ajird-1434	18	28	of	of	ADP
ajird-1434	18	29	disease	disease	NOUN
ajird-1434	18	30	outcomes	outcome	NOUN
ajird-1434	18	31	.	.	PUNCT
ajird-1434	19	1	these	these	DET
ajird-1434	19	2	innovations	innovation	NOUN
ajird-1434	19	3	have	have	VERB
ajird-1434	19	4	the	the	DET
ajird-1434	19	5	potential	potential	NOUN
ajird-1434	19	6	to	to	PART
ajird-1434	19	7	address	address	VERB
ajird-1434	19	8	limitations	limitation	NOUN
ajird-1434	19	9	in	in	ADP
ajird-1434	19	10	traditional	traditional	ADJ
ajird-1434	19	11	imaging	imaging	NOUN
ajird-1434	19	12	workflows	workflow	NOUN
ajird-1434	19	13	,	,	PUNCT
ajird-1434	19	14	such	such	ADJ
ajird-1434	19	15	as	as	ADP
ajird-1434	19	16	variability	variability	NOUN
ajird-1434	19	17	in	in	ADP
ajird-1434	19	18	interpretations	interpretation	NOUN
ajird-1434	19	19	,	,	PUNCT
ajird-1434	19	20	time	time	NOUN
ajird-1434	19	21	constraints	constraint	NOUN
ajird-1434	19	22	,	,	PUNCT
ajird-1434	19	23	and	and	CCONJ
ajird-1434	19	24	limited	limited	ADJ
ajird-1434	19	25	access	access	NOUN
ajird-1434	19	26	to	to	ADP
ajird-1434	19	27	expert	expert	NOUN
ajird-1434	19	28	radiologists	radiologist	NOUN
ajird-1434	19	29	or	or	CCONJ
ajird-1434	19	30	cardiologists	cardiologist	NOUN
ajird-1434	19	31	.	.	PUNCT
ajird-1434	20	1	despite	despite	SCONJ
ajird-1434	20	2	its	its	PRON
ajird-1434	20	3	promising	promising	ADJ
ajird-1434	20	4	capabilities	capability	NOUN
ajird-1434	20	5	,	,	PUNCT
ajird-1434	20	6	there	there	PRON
ajird-1434	20	7	are	be	VERB
ajird-1434	20	8	difficulties	difficulty	NOUN
ajird-1434	20	9	in	in	ADP
ajird-1434	20	10	incorporating	incorporate	VERB
ajird-1434	20	11	ai	ai	VERB
ajird-1434	20	12	into	into	ADP
ajird-1434	20	13	cardiac	cardiac	ADJ
ajird-1434	20	14	imaging	imaging	NOUN
ajird-1434	20	15	.	.	PUNCT
ajird-1434	21	1	issues	issue	NOUN
ajird-1434	21	2	related	relate	VERB
ajird-1434	21	3	to	to	ADP
ajird-1434	21	4	data	data	NOUN
ajird-1434	21	5	privacy	privacy	NOUN
ajird-1434	21	6	,	,	PUNCT
ajird-1434	21	7	algorithm	algorithm	NOUN
ajird-1434	21	8	transparency	transparency	NOUN
ajird-1434	21	9	,	,	PUNCT
ajird-1434	21	10	generalizability	generalizability	NOUN
ajird-1434	21	11	,	,	PUNCT
ajird-1434	21	12	and	and	CCONJ
ajird-1434	21	13	regulatory	regulatory	ADJ
ajird-1434	21	14	approval	approval	NOUN
ajird-1434	21	15	remain	remain	VERB
ajird-1434	21	16	critical	critical	ADJ
ajird-1434	21	17	barriers	barrier	NOUN
ajird-1434	21	18	to	to	ADP
ajird-1434	21	19	widespread	widespread	ADJ
ajird-1434	21	20	adoption	adoption	NOUN
ajird-1434	21	21	.	.	PUNCT
ajird-1434	22	1	additionally	additionally	ADV
ajird-1434	22	2	,	,	PUNCT
ajird-1434	22	3	ensuring	ensure	VERB
ajird-1434	22	4	the	the	DET
ajird-1434	22	5	interpretability	interpretability	NOUN
ajird-1434	22	6	of	of	ADP
ajird-1434	22	7	ai	ai	NOUN
ajird-1434	22	8	models	model	NOUN
ajird-1434	22	9	and	and	CCONJ
ajird-1434	22	10	building	build	VERB
ajird-1434	22	11	trust	trust	NOUN
ajird-1434	22	12	among	among	ADP
ajird-1434	22	13	healthcare	healthcare	NOUN
ajird-1434	22	14	professionals	professional	NOUN
ajird-1434	22	15	are	be	AUX
ajird-1434	22	16	essential	essential	ADJ
ajird-1434	22	17	steps	step	NOUN
ajird-1434	22	18	for	for	ADP
ajird-1434	22	19	achieving	achieve	VERB
ajird-1434	22	20	clinical	clinical	ADJ
ajird-1434	22	21	acceptance	acceptance	NOUN
ajird-1434	22	22	.	.	PUNCT
ajird-1434	23	1	this	this	DET
ajird-1434	23	2	article	article	NOUN
ajird-1434	23	3	provides	provide	VERB
ajird-1434	23	4	a	a	DET
ajird-1434	23	5	comprehensive	comprehensive	ADJ
ajird-1434	23	6	review	review	NOUN
ajird-1434	23	7	of	of	ADP
ajird-1434	23	8	the	the	DET
ajird-1434	23	9	applications	application	NOUN
ajird-1434	23	10	of	of	ADP
ajird-1434	23	11	ai	ai	NOUN
ajird-1434	23	12	in	in	ADP
ajird-1434	23	13	cardiac	cardiac	ADJ
ajird-1434	23	14	imaging	imaging	NOUN
ajird-1434	23	15	,	,	PUNCT
ajird-1434	23	16	emphasizing	emphasize	VERB
ajird-1434	23	17	its	its	PRON
ajird-1434	23	18	transformative	transformative	ADJ
ajird-1434	23	19	potential	potential	NOUN
ajird-1434	23	20	,	,	PUNCT
ajird-1434	23	21	current	current	ADJ
ajird-1434	23	22	limitations	limitation	NOUN
ajird-1434	23	23	,	,	PUNCT
ajird-1434	23	24	and	and	CCONJ
ajird-1434	23	25	future	future	ADJ
ajird-1434	23	26	directions	direction	NOUN
ajird-1434	23	27	.	.	PUNCT
ajird-1434	24	1	by	by	ADP
ajird-1434	24	2	exploring	explore	VERB
ajird-1434	24	3	the	the	DET
ajird-1434	24	4	advancements	advancement	NOUN
ajird-1434	24	5	in	in	ADP
ajird-1434	24	6	ai	ai	ADJ
ajird-1434	24	7	-	-	PUNCT
ajird-1434	24	8	driven	drive	VERB
ajird-1434	24	9	cardiac	cardiac	ADJ
ajird-1434	24	10	imaging	imaging	NOUN
ajird-1434	24	11	,	,	PUNCT
ajird-1434	24	12	this	this	DET
ajird-1434	24	13	review	review	NOUN
ajird-1434	24	14	aims	aim	VERB
ajird-1434	24	15	to	to	PART
ajird-1434	24	16	offer	offer	VERB
ajird-1434	24	17	insights	insight	NOUN
ajird-1434	24	18	into	into	ADP
ajird-1434	24	19	how	how	SCONJ
ajird-1434	24	20	ai	ai	NOUN
ajird-1434	24	21	can	can	AUX
ajird-1434	24	22	contribute	contribute	VERB
ajird-1434	24	23	to	to	ADP
ajird-1434	24	24	a	a	DET
ajird-1434	24	25	new	new	ADJ
ajird-1434	24	26	era	era	NOUN
ajird-1434	24	27	of	of	ADP
ajird-1434	24	28	precision	precision	NOUN
ajird-1434	24	29	cardiology	cardiology	NOUN
ajird-1434	24	30	,	,	PUNCT
ajird-1434	24	31	ultimately	ultimately	ADV
ajird-1434	24	32	improving	improve	VERB
ajird-1434	24	33	patient	patient	ADJ
ajird-1434	24	34	care	care	NOUN
ajird-1434	24	35	and	and	CCONJ
ajird-1434	24	36	outcomes	outcome	NOUN
ajird-1434	24	37	.	.	PUNCT
ajird-1434	25	1	literature	literature	NOUN
ajird-1434	25	2	review	review	VERB
ajird-1434	25	3	the	the	DET
ajird-1434	25	4	integration	integration	NOUN
ajird-1434	25	5	of	of	ADP
ajird-1434	25	6	artificial	artificial	ADJ
ajird-1434	25	7	intelligence	intelligence	NOUN
ajird-1434	25	8	(	(	PUNCT
ajird-1434	25	9	ai	ai	NOUN
ajird-1434	25	10	)	)	PUNCT
ajird-1434	25	11	in	in	ADP
ajird-1434	25	12	cardiac	cardiac	ADJ
ajird-1434	25	13	imaging	imaging	NOUN
ajird-1434	25	14	has	have	AUX
ajird-1434	25	15	been	be	AUX
ajird-1434	25	16	a	a	DET
ajird-1434	25	17	subject	subject	NOUN
ajird-1434	25	18	of	of	ADP
ajird-1434	25	19	growing	grow	VERB
ajird-1434	25	20	interest	interest	NOUN
ajird-1434	25	21	in	in	ADP
ajird-1434	25	22	recent	recent	ADJ
ajird-1434	25	23	years	year	NOUN
ajird-1434	25	24	,	,	PUNCT
ajird-1434	25	25	with	with	ADP
ajird-1434	25	26	numerous	numerous	ADJ
ajird-1434	25	27	studies	study	NOUN
ajird-1434	25	28	highlighting	highlight	VERB
ajird-1434	25	29	its	its	PRON
ajird-1434	25	30	transformative	transformative	ADJ
ajird-1434	25	31	potential	potential	NOUN
ajird-1434	25	32	.	.	PUNCT
ajird-1434	26	1	this	this	DET
ajird-1434	26	2	section	section	NOUN
ajird-1434	26	3	reviews	review	VERB
ajird-1434	26	4	the	the	DET
ajird-1434	26	5	existing	exist	VERB
ajird-1434	26	6	body	body	NOUN
ajird-1434	26	7	of	of	ADP
ajird-1434	26	8	literature	literature	NOUN
ajird-1434	26	9	,	,	PUNCT
ajird-1434	26	10	focusing	focus	VERB
ajird-1434	26	11	on	on	ADP
ajird-1434	26	12	the	the	DET
ajird-1434	26	13	role	role	NOUN
ajird-1434	26	14	of	of	ADP
ajird-1434	26	15	ai	ai	VERB
ajird-1434	26	16	in	in	ADP
ajird-1434	26	17	key	key	ADJ
ajird-1434	26	18	cardiac	cardiac	ADJ
ajird-1434	26	19	imaging	imaging	NOUN
ajird-1434	26	20	modalities	modality	NOUN
ajird-1434	26	21	,	,	PUNCT
ajird-1434	26	22	its	its	PRON
ajird-1434	26	23	clinical	clinical	ADJ
ajird-1434	26	24	applications	application	NOUN
ajird-1434	26	25	,	,	PUNCT
ajird-1434	26	26	and	and	CCONJ
ajird-1434	26	27	the	the	DET
ajird-1434	26	28	challenges	challenge	NOUN
ajird-1434	26	29	associated	associate	VERB
ajird-1434	26	30	with	with	ADP
ajird-1434	26	31	its	its	PRON
ajird-1434	26	32	adoption	adoption	NOUN
ajird-1434	26	33	.	.	PUNCT
ajird-1434	27	1	ai	ai	VERB
ajird-1434	27	2	in	in	ADP
ajird-1434	27	3	echocardiography	echocardiography	NOUN
ajird-1434	27	4	echocardiography	echocardiography	NOUN
ajird-1434	27	5	is	be	AUX
ajird-1434	27	6	one	one	NUM
ajird-1434	27	7	of	of	ADP
ajird-1434	27	8	the	the	DET
ajird-1434	27	9	most	most	ADV
ajird-1434	27	10	widely	widely	ADV
ajird-1434	27	11	used	use	VERB
ajird-1434	27	12	imaging	imaging	NOUN
ajird-1434	27	13	modalities	modality	NOUN
ajird-1434	27	14	for	for	ADP
ajird-1434	27	15	cardiac	cardiac	ADJ
ajird-1434	27	16	assessment	assessment	NOUN
ajird-1434	27	17	due	due	ADP
ajird-1434	27	18	to	to	ADP
ajird-1434	27	19	its	its	PRON
ajird-1434	27	20	non	non	ADJ
ajird-1434	27	21	-	-	ADJ
ajird-1434	27	22	invasive	invasive	ADJ
ajird-1434	27	23	nature	nature	NOUN
ajird-1434	27	24	and	and	CCONJ
ajird-1434	27	25	real	real	ADJ
ajird-1434	27	26	-	-	PUNCT
ajird-1434	27	27	time	time	NOUN
ajird-1434	27	28	capabilities	capability	NOUN
ajird-1434	27	29	.	.	PUNCT
ajird-1434	28	1	studies	study	NOUN
ajird-1434	28	2	have	have	VERB
ajird-1434	28	3	american	american	ADJ
ajird-1434	28	4	journal	journal	PROPN
ajird-1434	28	5	of	of	ADP
ajird-1434	28	6	interdisciplinary	interdisciplinary	ADJ
ajird-1434	28	7	research	research	NOUN
ajird-1434	28	8	and	and	CCONJ
ajird-1434	28	9	development	development	NOUN
ajird-1434	28	10	issn	issn	PROPN
ajird-1434	28	11	online	online	NOUN
ajird-1434	28	12	:	:	PUNCT
ajird-1434	28	13	2771	2771	NUM
ajird-1434	28	14	-	-	SYM
ajird-1434	28	15	8948	8948	NUM
ajird-1434	28	16	website	website	NOUN
ajird-1434	28	17	:	:	PUNCT
ajird-1434	28	18	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	28	19	volume	volume	NOUN
ajird-1434	28	20	36	36	NUM
ajird-1434	28	21	,	,	PUNCT
ajird-1434	28	22	january	january	PROPN
ajird-1434	28	23	2025	2025	NUM
ajird-1434	28	24	60	60	NUM
ajird-1434	29	1	|	|	ADV
ajird-1434	29	2	p	p	ADP
ajird-1434	29	3	a	a	DET
ajird-1434	29	4	g	g	NOUN
ajird-1434	29	5	e	e	NOUN
ajird-1434	29	6	demonstrated	demonstrate	VERB
ajird-1434	29	7	the	the	DET
ajird-1434	29	8	effectiveness	effectiveness	NOUN
ajird-1434	29	9	of	of	ADP
ajird-1434	29	10	ai	ai	VERB
ajird-1434	29	11	in	in	ADP
ajird-1434	29	12	automating	automate	VERB
ajird-1434	29	13	image	image	NOUN
ajird-1434	29	14	acquisition	acquisition	NOUN
ajird-1434	29	15	and	and	CCONJ
ajird-1434	29	16	interpretation	interpretation	NOUN
ajird-1434	29	17	.	.	PUNCT
ajird-1434	30	1	for	for	ADP
ajird-1434	30	2	instance	instance	NOUN
ajird-1434	30	3	,	,	PUNCT
ajird-1434	30	4	deep	deep	ADJ
ajird-1434	30	5	learning	learning	NOUN
ajird-1434	30	6	algorithms	algorithm	NOUN
ajird-1434	30	7	have	have	AUX
ajird-1434	30	8	been	be	AUX
ajird-1434	30	9	developed	develop	VERB
ajird-1434	30	10	to	to	PART
ajird-1434	30	11	automate	automate	VERB
ajird-1434	30	12	left	leave	VERB
ajird-1434	30	13	ventricular	ventricular	ADJ
ajird-1434	30	14	ejection	ejection	NOUN
ajird-1434	30	15	fraction	fraction	NOUN
ajird-1434	30	16	(	(	PUNCT
ajird-1434	30	17	lvef	lvef	NOUN
ajird-1434	30	18	)	)	PUNCT
ajird-1434	30	19	measurements	measurement	NOUN
ajird-1434	30	20	,	,	PUNCT
ajird-1434	30	21	which	which	PRON
ajird-1434	30	22	are	be	AUX
ajird-1434	30	23	critical	critical	ADJ
ajird-1434	30	24	for	for	ADP
ajird-1434	30	25	diagnosing	diagnose	VERB
ajird-1434	30	26	heart	heart	NOUN
ajird-1434	30	27	failure	failure	NOUN
ajird-1434	30	28	.	.	PUNCT
ajird-1434	31	1	a	a	DET
ajird-1434	31	2	study	study	NOUN
ajird-1434	31	3	by	by	ADP
ajird-1434	31	4	zhang	zhang	PROPN
ajird-1434	31	5	et	et	PROPN
ajird-1434	31	6	al	al	PROPN
ajird-1434	31	7	.	.	PROPN
ajird-1434	31	8	(	(	PUNCT
ajird-1434	31	9	2020	2020	NUM
ajird-1434	31	10	)	)	PUNCT
ajird-1434	31	11	showed	show	VERB
ajird-1434	31	12	that	that	SCONJ
ajird-1434	31	13	ai	ai	NOUN
ajird-1434	31	14	-	-	PUNCT
ajird-1434	31	15	based	base	VERB
ajird-1434	31	16	models	model	NOUN
ajird-1434	31	17	achieved	achieve	VERB
ajird-1434	31	18	diagnostic	diagnostic	ADJ
ajird-1434	31	19	accuracy	accuracy	NOUN
ajird-1434	31	20	comparable	comparable	ADJ
ajird-1434	31	21	to	to	ADP
ajird-1434	31	22	that	that	PRON
ajird-1434	31	23	of	of	ADP
ajird-1434	31	24	experienced	experienced	ADJ
ajird-1434	31	25	cardiologists	cardiologist	NOUN
ajird-1434	31	26	in	in	ADP
ajird-1434	31	27	assessing	assess	VERB
ajird-1434	31	28	echocardiographic	echocardiographic	ADJ
ajird-1434	31	29	parameters	parameter	NOUN
ajird-1434	31	30	,	,	PUNCT
ajird-1434	31	31	significantly	significantly	ADV
ajird-1434	31	32	reducing	reduce	VERB
ajird-1434	31	33	intraand	intraand	NOUN
ajird-1434	31	34	inter	inter	ADJ
ajird-1434	31	35	-	-	ADJ
ajird-1434	31	36	observer	observer	ADJ
ajird-1434	31	37	variability	variability	NOUN
ajird-1434	31	38	.	.	PUNCT
ajird-1434	32	1	artificial	artificial	ADJ
ajird-1434	32	2	intelligence	intelligence	NOUN
ajird-1434	32	3	in	in	ADP
ajird-1434	32	4	heart	heart	NOUN
ajird-1434	32	5	magnetic	magnetic	ADJ
ajird-1434	32	6	resonance	resonance	NOUN
ajird-1434	32	7	imaging	imaging	NOUN
ajird-1434	32	8	(	(	PUNCT
ajird-1434	32	9	mri	mri	NOUN
ajird-1434	32	10	)	)	PUNCT
ajird-1434	32	11	cardiac	cardiac	ADJ
ajird-1434	32	12	mri	mri	NOUN
ajird-1434	32	13	offers	offer	VERB
ajird-1434	32	14	comprehensive	comprehensive	ADJ
ajird-1434	32	15	functional	functional	ADJ
ajird-1434	32	16	and	and	CCONJ
ajird-1434	32	17	anatomical	anatomical	ADJ
ajird-1434	32	18	data	datum	NOUN
ajird-1434	32	19	,	,	PUNCT
ajird-1434	32	20	making	make	VERB
ajird-1434	32	21	it	it	PRON
ajird-1434	32	22	the	the	DET
ajird-1434	32	23	gold	gold	ADJ
ajird-1434	32	24	standard	standard	NOUN
ajird-1434	32	25	for	for	ADP
ajird-1434	32	26	certain	certain	ADJ
ajird-1434	32	27	cardiac	cardiac	ADJ
ajird-1434	32	28	assessments	assessment	NOUN
ajird-1434	32	29	.	.	PUNCT
ajird-1434	33	1	ai	ai	VERB
ajird-1434	33	2	applications	application	NOUN
ajird-1434	33	3	in	in	ADP
ajird-1434	33	4	cardiac	cardiac	ADJ
ajird-1434	33	5	mri	mri	NOUN
ajird-1434	33	6	include	include	VERB
ajird-1434	33	7	image	image	NOUN
ajird-1434	33	8	segmentation	segmentation	NOUN
ajird-1434	33	9	,	,	PUNCT
ajird-1434	33	10	automated	automate	VERB
ajird-1434	33	11	quantification	quantification	NOUN
ajird-1434	33	12	of	of	ADP
ajird-1434	33	13	myocardial	myocardial	ADJ
ajird-1434	33	14	function	function	NOUN
ajird-1434	33	15	,	,	PUNCT
ajird-1434	33	16	and	and	CCONJ
ajird-1434	33	17	tissue	tissue	NOUN
ajird-1434	33	18	characterization	characterization	NOUN
ajird-1434	33	19	.	.	PUNCT
ajird-1434	34	1	bai	bai	PROPN
ajird-1434	34	2	et	et	PROPN
ajird-1434	34	3	al	al	PROPN
ajird-1434	34	4	.	.	PROPN
ajird-1434	35	1	(	(	PUNCT
ajird-1434	35	2	2018	2018	NUM
ajird-1434	35	3	)	)	PUNCT
ajird-1434	35	4	developed	develop	VERB
ajird-1434	35	5	a	a	DET
ajird-1434	35	6	fully	fully	ADV
ajird-1434	35	7	automated	automate	VERB
ajird-1434	35	8	deep	deep	ADJ
ajird-1434	35	9	learning	learning	NOUN
ajird-1434	35	10	pipeline	pipeline	NOUN
ajird-1434	35	11	for	for	ADP
ajird-1434	35	12	cardiac	cardiac	ADJ
ajird-1434	35	13	mri	mri	NOUN
ajird-1434	35	14	segmentation	segmentation	NOUN
ajird-1434	35	15	,	,	PUNCT
ajird-1434	35	16	achieving	achieve	VERB
ajird-1434	35	17	high	high	ADJ
ajird-1434	35	18	accuracy	accuracy	NOUN
ajird-1434	35	19	in	in	ADP
ajird-1434	35	20	delineating	delineate	VERB
ajird-1434	35	21	cardiac	cardiac	ADJ
ajird-1434	35	22	structures	structure	NOUN
ajird-1434	35	23	.	.	PUNCT
ajird-1434	36	1	additionally	additionally	ADV
ajird-1434	36	2	,	,	PUNCT
ajird-1434	36	3	ai	ai	INTJ
ajird-1434	36	4	has	have	AUX
ajird-1434	36	5	been	be	AUX
ajird-1434	36	6	employed	employ	VERB
ajird-1434	36	7	in	in	ADP
ajird-1434	36	8	accelerated	accelerate	VERB
ajird-1434	36	9	image	image	NOUN
ajird-1434	36	10	acquisition	acquisition	NOUN
ajird-1434	36	11	,	,	PUNCT
ajird-1434	36	12	enabling	enable	VERB
ajird-1434	36	13	faster	fast	ADJ
ajird-1434	36	14	scans	scan	NOUN
ajird-1434	36	15	without	without	ADP
ajird-1434	36	16	compromising	compromise	VERB
ajird-1434	36	17	image	image	NOUN
ajird-1434	36	18	quality	quality	NOUN
ajird-1434	36	19	.	.	PUNCT
ajird-1434	37	1	ai	ai	VERB
ajird-1434	37	2	in	in	ADP
ajird-1434	37	3	cardiac	cardiac	ADJ
ajird-1434	37	4	computed	compute	VERB
ajird-1434	37	5	tomography	tomography	NOUN
ajird-1434	37	6	(	(	PUNCT
ajird-1434	37	7	ct	ct	NOUN
ajird-1434	37	8	)	)	PUNCT
ajird-1434	37	9	cardiac	cardiac	ADJ
ajird-1434	37	10	ct	ct	PROPN
ajird-1434	37	11	is	be	AUX
ajird-1434	37	12	crucial	crucial	ADJ
ajird-1434	37	13	for	for	ADP
ajird-1434	37	14	evaluating	evaluate	VERB
ajird-1434	37	15	coronary	coronary	ADJ
ajird-1434	37	16	artery	artery	NOUN
ajird-1434	37	17	disease	disease	NOUN
ajird-1434	37	18	(	(	PUNCT
ajird-1434	37	19	cad	cad	NOUN
ajird-1434	37	20	)	)	PUNCT
ajird-1434	37	21	and	and	CCONJ
ajird-1434	37	22	planning	planning	NOUN
ajird-1434	37	23	interventions	intervention	NOUN
ajird-1434	37	24	.	.	PUNCT
ajird-1434	38	1	ai	ai	VERB
ajird-1434	38	2	has	have	AUX
ajird-1434	38	3	been	be	AUX
ajird-1434	38	4	instrumental	instrumental	ADJ
ajird-1434	38	5	in	in	ADP
ajird-1434	38	6	enhancing	enhance	VERB
ajird-1434	38	7	the	the	DET
ajird-1434	38	8	accuracy	accuracy	NOUN
ajird-1434	38	9	and	and	CCONJ
ajird-1434	38	10	efficiency	efficiency	NOUN
ajird-1434	38	11	of	of	ADP
ajird-1434	38	12	coronary	coronary	ADJ
ajird-1434	38	13	artery	artery	NOUN
ajird-1434	38	14	segmentation	segmentation	NOUN
ajird-1434	38	15	and	and	CCONJ
ajird-1434	38	16	plaque	plaque	NOUN
ajird-1434	38	17	characterization	characterization	NOUN
ajird-1434	38	18	.	.	PUNCT
ajird-1434	39	1	studies	study	NOUN
ajird-1434	39	2	such	such	ADJ
ajird-1434	39	3	as	as	ADP
ajird-1434	39	4	that	that	PRON
ajird-1434	39	5	by	by	ADP
ajird-1434	39	6	van	van	PROPN
ajird-1434	39	7	velzen	velzen	PROPN
ajird-1434	39	8	et	et	PROPN
ajird-1434	39	9	al	al	PROPN
ajird-1434	39	10	.	.	PROPN
ajird-1434	39	11	(	(	PUNCT
ajird-1434	39	12	2021	2021	NUM
ajird-1434	39	13	)	)	PUNCT
ajird-1434	39	14	highlight	highlight	VERB
ajird-1434	39	15	the	the	DET
ajird-1434	39	16	ability	ability	NOUN
ajird-1434	39	17	of	of	ADP
ajird-1434	39	18	ai	ai	PRON
ajird-1434	39	19	algorithms	algorithm	NOUN
ajird-1434	39	20	to	to	PART
ajird-1434	39	21	differentiate	differentiate	VERB
ajird-1434	39	22	between	between	ADP
ajird-1434	39	23	calcified	calcified	ADJ
ajird-1434	39	24	and	and	CCONJ
ajird-1434	39	25	non	non	ADJ
ajird-1434	39	26	-	-	ADJ
ajird-1434	39	27	calcified	calcified	ADJ
ajird-1434	39	28	plaques	plaque	NOUN
ajird-1434	39	29	,	,	PUNCT
ajird-1434	39	30	improving	improve	VERB
ajird-1434	39	31	risk	risk	NOUN
ajird-1434	39	32	stratification	stratification	NOUN
ajird-1434	39	33	for	for	ADP
ajird-1434	39	34	patients	patient	NOUN
ajird-1434	39	35	with	with	ADP
ajird-1434	39	36	cad	cad	PROPN
ajird-1434	39	37	.	.	PUNCT
ajird-1434	40	1	moreover	moreover	ADV
ajird-1434	40	2	,	,	PUNCT
ajird-1434	40	3	ai	ai	ADJ
ajird-1434	40	4	-	-	PUNCT
ajird-1434	40	5	driven	drive	VERB
ajird-1434	40	6	noise	noise	NOUN
ajird-1434	40	7	reduction	reduction	NOUN
ajird-1434	40	8	techniques	technique	NOUN
ajird-1434	40	9	have	have	AUX
ajird-1434	40	10	improved	improve	VERB
ajird-1434	40	11	image	image	NOUN
ajird-1434	40	12	quality	quality	NOUN
ajird-1434	40	13	in	in	ADP
ajird-1434	40	14	low	low	ADV
ajird-1434	40	15	-	-	PUNCT
ajird-1434	40	16	dose	dose	VERB
ajird-1434	40	17	ct	ct	PROPN
ajird-1434	40	18	scans	scan	NOUN
ajird-1434	40	19	,	,	PUNCT
ajird-1434	40	20	addressing	address	VERB
ajird-1434	40	21	concerns	concern	NOUN
ajird-1434	40	22	about	about	ADP
ajird-1434	40	23	radiation	radiation	NOUN
ajird-1434	40	24	exposure	exposure	NOUN
ajird-1434	40	25	.	.	PUNCT
ajird-1434	41	1	ai	ai	VERB
ajird-1434	41	2	in	in	ADP
ajird-1434	41	3	nuclear	nuclear	ADJ
ajird-1434	41	4	cardiology	cardiology	NOUN
ajird-1434	41	5	a	a	DET
ajird-1434	41	6	number	number	NOUN
ajird-1434	41	7	of	of	ADP
ajird-1434	41	8	procedures	procedure	NOUN
ajird-1434	41	9	used	use	VERB
ajird-1434	41	10	in	in	ADP
ajird-1434	41	11	nuclear	nuclear	ADJ
ajird-1434	41	12	cardiology	cardiology	NOUN
ajird-1434	41	13	,	,	PUNCT
ajird-1434	41	14	including	include	VERB
ajird-1434	41	15	positron	positron	NOUN
ajird-1434	41	16	emission	emission	NOUN
ajird-1434	41	17	tomography	tomography	NOUN
ajird-1434	41	18	(	(	PUNCT
ajird-1434	41	19	pet	pet	NOUN
ajird-1434	41	20	)	)	PUNCT
ajird-1434	41	21	and	and	CCONJ
ajird-1434	41	22	single	single	ADJ
ajird-1434	41	23	-	-	PUNCT
ajird-1434	41	24	photon	photon	NOUN
ajird-1434	41	25	emission	emission	NOUN
ajird-1434	41	26	computed	compute	VERB
ajird-1434	41	27	tomography	tomography	NOUN
ajird-1434	41	28	(	(	PUNCT
ajird-1434	41	29	spect	spect	NOUN
ajird-1434	41	30	)	)	PUNCT
ajird-1434	41	31	,	,	PUNCT
ajird-1434	41	32	are	be	AUX
ajird-1434	41	33	examples	example	NOUN
ajird-1434	41	34	,	,	PUNCT
ajird-1434	41	35	are	be	AUX
ajird-1434	41	36	essential	essential	ADJ
ajird-1434	41	37	for	for	ADP
ajird-1434	41	38	assessing	assess	VERB
ajird-1434	41	39	myocardial	myocardial	ADJ
ajird-1434	41	40	perfusion	perfusion	NOUN
ajird-1434	41	41	and	and	CCONJ
ajird-1434	41	42	viability	viability	NOUN
ajird-1434	41	43	.	.	PUNCT
ajird-1434	42	1	ai	ai	PROPN
ajird-1434	42	2	has	have	AUX
ajird-1434	42	3	been	be	AUX
ajird-1434	42	4	applied	apply	VERB
ajird-1434	42	5	to	to	PART
ajird-1434	42	6	improve	improve	VERB
ajird-1434	42	7	image	image	NOUN
ajird-1434	42	8	reconstruction	reconstruction	NOUN
ajird-1434	42	9	,	,	PUNCT
ajird-1434	42	10	denoising	denoising	NOUN
ajird-1434	42	11	,	,	PUNCT
ajird-1434	42	12	and	and	CCONJ
ajird-1434	42	13	automated	automate	VERB
ajird-1434	42	14	interpretation	interpretation	NOUN
ajird-1434	42	15	of	of	ADP
ajird-1434	42	16	perfusion	perfusion	NOUN
ajird-1434	42	17	scans	scan	NOUN
ajird-1434	42	18	.	.	PUNCT
ajird-1434	43	1	betancur	betancur	VERB
ajird-1434	43	2	et	et	PROPN
ajird-1434	43	3	al	al	PROPN
ajird-1434	43	4	.	.	PROPN
ajird-1434	44	1	(	(	PUNCT
ajird-1434	44	2	2018	2018	NUM
ajird-1434	44	3	)	)	PUNCT
ajird-1434	44	4	demonstrated	demonstrate	VERB
ajird-1434	44	5	that	that	SCONJ
ajird-1434	44	6	ai	ai	NOUN
ajird-1434	44	7	-	-	PUNCT
ajird-1434	44	8	based	base	VERB
ajird-1434	44	9	myocardial	myocardial	ADJ
ajird-1434	44	10	perfusion	perfusion	NOUN
ajird-1434	44	11	imaging	image	VERB
ajird-1434	44	12	analysis	analysis	NOUN
ajird-1434	44	13	outperformed	outperform	VERB
ajird-1434	44	14	traditional	traditional	ADJ
ajird-1434	44	15	approaches	approach	NOUN
ajird-1434	44	16	in	in	ADP
ajird-1434	44	17	predicting	predict	VERB
ajird-1434	44	18	obstructive	obstructive	ADJ
ajird-1434	44	19	cad	cad	PROPN
ajird-1434	44	20	,	,	PUNCT
ajird-1434	44	21	with	with	ADP
ajird-1434	44	22	higher	high	ADJ
ajird-1434	44	23	sensitivity	sensitivity	NOUN
ajird-1434	44	24	and	and	CCONJ
ajird-1434	44	25	specificity	specificity	NOUN
ajird-1434	44	26	.	.	PUNCT
ajird-1434	45	1	ethical	ethical	ADJ
ajird-1434	45	2	and	and	CCONJ
ajird-1434	45	3	implementation	implementation	NOUN
ajird-1434	45	4	challenges	challenge	NOUN
ajird-1434	45	5	despite	despite	SCONJ
ajird-1434	45	6	the	the	DET
ajird-1434	45	7	promising	promising	ADJ
ajird-1434	45	8	advances	advance	NOUN
ajird-1434	45	9	,	,	PUNCT
ajird-1434	45	10	several	several	ADJ
ajird-1434	45	11	challenges	challenge	NOUN
ajird-1434	45	12	impede	impede	VERB
ajird-1434	45	13	the	the	DET
ajird-1434	45	14	widespread	widespread	ADJ
ajird-1434	45	15	adoption	adoption	NOUN
ajird-1434	45	16	of	of	ADP
ajird-1434	45	17	ai	ai	NOUN
ajird-1434	45	18	in	in	ADP
ajird-1434	45	19	cardiac	cardiac	ADJ
ajird-1434	45	20	imaging	imaging	NOUN
ajird-1434	45	21	.	.	PUNCT
ajird-1434	46	1	ethical	ethical	ADJ
ajird-1434	46	2	issues	issue	NOUN
ajird-1434	46	3	,	,	PUNCT
ajird-1434	46	4	including	include	VERB
ajird-1434	46	5	ai	ai	PROPN
ajird-1434	46	6	model	model	NOUN
ajird-1434	46	7	bias	bias	NOUN
ajird-1434	46	8	and	and	CCONJ
ajird-1434	46	9	data	datum	NOUN
ajird-1434	46	10	privacy	privacy	NOUN
ajird-1434	46	11	,	,	PUNCT
ajird-1434	46	12	are	be	AUX
ajird-1434	46	13	frequently	frequently	ADV
ajird-1434	46	14	cited	cite	VERB
ajird-1434	46	15	in	in	ADP
ajird-1434	46	16	the	the	DET
ajird-1434	46	17	literature	literature	NOUN
ajird-1434	46	18	.	.	PUNCT
ajird-1434	47	1	kohli	kohli	PROPN
ajird-1434	47	2	et	et	PROPN
ajird-1434	47	3	al	al	PROPN
ajird-1434	47	4	.	.	PROPN
ajird-1434	48	1	(	(	PUNCT
ajird-1434	48	2	2022	2022	NUM
ajird-1434	48	3	)	)	PUNCT
ajird-1434	48	4	highlighted	highlight	VERB
ajird-1434	48	5	how	how	SCONJ
ajird-1434	48	6	critical	critical	ADJ
ajird-1434	48	7	it	it	PRON
ajird-1434	48	8	is	be	AUX
ajird-1434	48	9	to	to	PART
ajird-1434	48	10	address	address	VERB
ajird-1434	48	11	algorithmic	algorithmic	ADJ
ajird-1434	48	12	bias	bias	NOUN
ajird-1434	48	13	,	,	PUNCT
ajird-1434	48	14	which	which	PRON
ajird-1434	48	15	can	can	AUX
ajird-1434	48	16	lead	lead	VERB
ajird-1434	48	17	to	to	ADP
ajird-1434	48	18	disparities	disparity	NOUN
ajird-1434	48	19	in	in	ADP
ajird-1434	48	20	care	care	NOUN
ajird-1434	48	21	for	for	ADP
ajird-1434	48	22	underrepresented	underrepresented	ADJ
ajird-1434	48	23	populations	population	NOUN
ajird-1434	48	24	.	.	PUNCT
ajird-1434	49	1	additionally	additionally	ADV
ajird-1434	49	2	,	,	PUNCT
ajird-1434	49	3	the	the	DET
ajird-1434	49	4	lack	lack	NOUN
ajird-1434	49	5	of	of	ADP
ajird-1434	49	6	standardized	standardized	ADJ
ajird-1434	49	7	validation	validation	NOUN
ajird-1434	49	8	protocols	protocol	NOUN
ajird-1434	49	9	and	and	CCONJ
ajird-1434	49	10	regulatory	regulatory	ADJ
ajird-1434	49	11	frameworks	framework	NOUN
ajird-1434	49	12	for	for	ADP
ajird-1434	49	13	ai	ai	PROPN
ajird-1434	49	14	systems	system	NOUN
ajird-1434	49	15	poses	pose	VERB
ajird-1434	49	16	significant	significant	ADJ
ajird-1434	49	17	barriers	barrier	NOUN
ajird-1434	49	18	to	to	ADP
ajird-1434	49	19	clinical	clinical	ADJ
ajird-1434	49	20	implementation	implementation	NOUN
ajird-1434	49	21	.	.	PUNCT
ajird-1434	50	1	trust	trust	NOUN
ajird-1434	50	2	and	and	CCONJ
ajird-1434	50	3	interpretability	interpretability	NOUN
ajird-1434	50	4	remain	remain	VERB
ajird-1434	50	5	american	american	ADJ
ajird-1434	50	6	journal	journal	PROPN
ajird-1434	50	7	of	of	ADP
ajird-1434	50	8	interdisciplinary	interdisciplinary	ADJ
ajird-1434	50	9	research	research	NOUN
ajird-1434	50	10	and	and	CCONJ
ajird-1434	50	11	development	development	NOUN
ajird-1434	50	12	issn	issn	PROPN
ajird-1434	50	13	online	online	NOUN
ajird-1434	50	14	:	:	PUNCT
ajird-1434	50	15	2771	2771	NUM
ajird-1434	50	16	-	-	SYM
ajird-1434	50	17	8948	8948	NUM
ajird-1434	50	18	website	website	NOUN
ajird-1434	50	19	:	:	PUNCT
ajird-1434	50	20	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	50	21	volume	volume	NOUN
ajird-1434	50	22	36	36	NUM
ajird-1434	50	23	,	,	PUNCT
ajird-1434	50	24	january	january	PROPN
ajird-1434	50	25	2025	2025	NUM
ajird-1434	50	26	61	61	NUM
ajird-1434	51	1	|	|	ADV
ajird-1434	51	2	p	p	NOUN
ajird-1434	51	3	a	a	DET
ajird-1434	51	4	g	g	NOUN
ajird-1434	51	5	e	e	ADP
ajird-1434	51	6	critical	critical	ADJ
ajird-1434	51	7	concerns	concern	NOUN
ajird-1434	51	8	,	,	PUNCT
ajird-1434	51	9	with	with	ADP
ajird-1434	51	10	healthcare	healthcare	NOUN
ajird-1434	51	11	professionals	professional	NOUN
ajird-1434	51	12	requiring	require	VERB
ajird-1434	51	13	transparent	transparent	ADJ
ajird-1434	51	14	and	and	CCONJ
ajird-1434	51	15	explainable	explainable	ADJ
ajird-1434	51	16	ai	ai	ADJ
ajird-1434	51	17	solutions	solution	NOUN
ajird-1434	51	18	to	to	PART
ajird-1434	51	19	integrate	integrate	VERB
ajird-1434	51	20	them	they	PRON
ajird-1434	51	21	into	into	ADP
ajird-1434	51	22	routine	routine	ADJ
ajird-1434	51	23	practice	practice	NOUN
ajird-1434	51	24	confidently	confidently	ADV
ajird-1434	51	25	.	.	PUNCT
ajird-1434	52	1	relevance	relevance	NOUN
ajird-1434	52	2	:	:	PUNCT
ajird-1434	52	3	artificial	artificial	ADJ
ajird-1434	52	4	intelligence	intelligence	NOUN
ajird-1434	52	5	(	(	PUNCT
ajird-1434	52	6	ai	ai	PROPN
ajird-1434	52	7	)	)	PUNCT
ajird-1434	52	8	is	be	AUX
ajird-1434	52	9	transforming	transform	VERB
ajird-1434	52	10	cardiac	cardiac	ADJ
ajird-1434	52	11	imaging	imaging	NOUN
ajird-1434	52	12	by	by	ADP
ajird-1434	52	13	enhancing	enhance	VERB
ajird-1434	52	14	diagnostic	diagnostic	ADJ
ajird-1434	52	15	accuracy	accuracy	NOUN
ajird-1434	52	16	,	,	PUNCT
ajird-1434	52	17	automating	automate	VERB
ajird-1434	52	18	workflows	workflow	NOUN
ajird-1434	52	19	,	,	PUNCT
ajird-1434	52	20	and	and	CCONJ
ajird-1434	52	21	enabling	enable	VERB
ajird-1434	52	22	personalized	personalized	ADJ
ajird-1434	52	23	care	care	NOUN
ajird-1434	52	24	in	in	ADP
ajird-1434	52	25	managing	manage	VERB
ajird-1434	52	26	cardiovascular	cardiovascular	ADJ
ajird-1434	52	27	diseases	disease	NOUN
ajird-1434	52	28	.	.	PUNCT
ajird-1434	53	1	with	with	ADP
ajird-1434	53	2	applications	application	NOUN
ajird-1434	53	3	in	in	ADP
ajird-1434	53	4	echocardiography	echocardiography	NOUN
ajird-1434	53	5	,	,	PUNCT
ajird-1434	53	6	cardiac	cardiac	ADJ
ajird-1434	53	7	mri	mri	NOUN
ajird-1434	53	8	,	,	PUNCT
ajird-1434	53	9	ct	ct	PROPN
ajird-1434	53	10	,	,	PUNCT
ajird-1434	53	11	and	and	CCONJ
ajird-1434	53	12	nuclear	nuclear	ADJ
ajird-1434	53	13	imaging	imaging	NOUN
ajird-1434	53	14	,	,	PUNCT
ajird-1434	53	15	ai	ai	VERB
ajird-1434	53	16	improves	improve	VERB
ajird-1434	53	17	image	image	NOUN
ajird-1434	53	18	interpretation	interpretation	NOUN
ajird-1434	53	19	,	,	PUNCT
ajird-1434	53	20	risk	risk	NOUN
ajird-1434	53	21	stratification	stratification	NOUN
ajird-1434	53	22	,	,	PUNCT
ajird-1434	53	23	and	and	CCONJ
ajird-1434	53	24	resource	resource	NOUN
ajird-1434	53	25	efficiency	efficiency	NOUN
ajird-1434	53	26	.	.	PUNCT
ajird-1434	54	1	however	however	ADV
ajird-1434	54	2	,	,	PUNCT
ajird-1434	54	3	challenges	challenge	NOUN
ajird-1434	54	4	like	like	ADP
ajird-1434	54	5	data	datum	NOUN
ajird-1434	54	6	privacy	privacy	NOUN
ajird-1434	54	7	,	,	PUNCT
ajird-1434	54	8	algorithm	algorithm	NOUN
ajird-1434	54	9	validation	validation	NOUN
ajird-1434	54	10	,	,	PUNCT
ajird-1434	54	11	and	and	CCONJ
ajird-1434	54	12	ethical	ethical	ADJ
ajird-1434	54	13	considerations	consideration	NOUN
ajird-1434	54	14	remain	remain	VERB
ajird-1434	54	15	barriers	barrier	NOUN
ajird-1434	54	16	to	to	ADP
ajird-1434	54	17	widespread	widespread	ADJ
ajird-1434	54	18	adoption	adoption	NOUN
ajird-1434	54	19	.	.	PUNCT
ajird-1434	55	1	this	this	DET
ajird-1434	55	2	research	research	NOUN
ajird-1434	55	3	highlights	highlight	VERB
ajird-1434	55	4	the	the	DET
ajird-1434	55	5	advancements	advancement	NOUN
ajird-1434	55	6	,	,	PUNCT
ajird-1434	55	7	challenges	challenge	NOUN
ajird-1434	55	8	,	,	PUNCT
ajird-1434	55	9	and	and	CCONJ
ajird-1434	55	10	future	future	ADJ
ajird-1434	55	11	directions	direction	NOUN
ajird-1434	55	12	of	of	ADP
ajird-1434	55	13	ai	ai	NOUN
ajird-1434	55	14	in	in	ADP
ajird-1434	55	15	cardiac	cardiac	ADJ
ajird-1434	55	16	imaging	imaging	NOUN
ajird-1434	55	17	,	,	PUNCT
ajird-1434	55	18	emphasizing	emphasize	VERB
ajird-1434	55	19	its	its	PRON
ajird-1434	55	20	potential	potential	NOUN
ajird-1434	55	21	to	to	PART
ajird-1434	55	22	revolutionize	revolutionize	VERB
ajird-1434	55	23	precision	precision	NOUN
ajird-1434	55	24	cardiology	cardiology	NOUN
ajird-1434	55	25	and	and	CCONJ
ajird-1434	55	26	improve	improve	VERB
ajird-1434	55	27	global	global	ADJ
ajird-1434	55	28	cardiovascular	cardiovascular	ADJ
ajird-1434	55	29	health	health	NOUN
ajird-1434	55	30	.	.	PUNCT
ajird-1434	56	1	purpose	purpose	NOUN
ajird-1434	56	2	of	of	ADP
ajird-1434	56	3	the	the	DET
ajird-1434	56	4	study	study	NOUN
ajird-1434	56	5	:	:	PUNCT
ajird-1434	56	6	the	the	DET
ajird-1434	56	7	purpose	purpose	NOUN
ajird-1434	56	8	of	of	ADP
ajird-1434	56	9	this	this	DET
ajird-1434	56	10	study	study	NOUN
ajird-1434	56	11	is	be	AUX
ajird-1434	56	12	to	to	PART
ajird-1434	56	13	investigate	investigate	VERB
ajird-1434	56	14	the	the	DET
ajird-1434	56	15	ways	way	NOUN
ajird-1434	56	16	in	in	ADP
ajird-1434	56	17	which	which	PRON
ajird-1434	56	18	artificial	artificial	ADJ
ajird-1434	56	19	intelligence	intelligence	NOUN
ajird-1434	56	20	(	(	PUNCT
ajird-1434	56	21	ai	ai	PROPN
ajird-1434	56	22	)	)	PUNCT
ajird-1434	56	23	is	be	AUX
ajird-1434	56	24	changing	change	VERB
ajird-1434	56	25	cardiac	cardiac	ADJ
ajird-1434	56	26	imaging	imaging	NOUN
ajird-1434	56	27	,	,	PUNCT
ajird-1434	56	28	with	with	ADP
ajird-1434	56	29	a	a	DET
ajird-1434	56	30	specific	specific	ADJ
ajird-1434	56	31	focus	focus	NOUN
ajird-1434	56	32	on	on	ADP
ajird-1434	56	33	the	the	DET
ajird-1434	56	34	ways	way	NOUN
ajird-1434	56	35	in	in	ADP
ajird-1434	56	36	which	which	PRON
ajird-1434	56	37	it	it	PRON
ajird-1434	56	38	may	may	AUX
ajird-1434	56	39	increase	increase	VERB
ajird-1434	56	40	diagnostic	diagnostic	ADJ
ajird-1434	56	41	precision	precision	NOUN
ajird-1434	56	42	and	and	CCONJ
ajird-1434	56	43	workflow	workflow	NOUN
ajird-1434	56	44	optimization	optimization	NOUN
ajird-1434	56	45	,	,	PUNCT
ajird-1434	56	46	and	and	CCONJ
ajird-1434	56	47	support	support	NOUN
ajird-1434	56	48	precision	precision	NOUN
ajird-1434	56	49	cardiology	cardiology	NOUN
ajird-1434	56	50	.	.	PUNCT
ajird-1434	57	1	by	by	ADP
ajird-1434	57	2	reviewing	review	VERB
ajird-1434	57	3	advancements	advancement	NOUN
ajird-1434	57	4	across	across	ADP
ajird-1434	57	5	various	various	ADJ
ajird-1434	57	6	imaging	imaging	NOUN
ajird-1434	57	7	modalities	modality	NOUN
ajird-1434	57	8	,	,	PUNCT
ajird-1434	57	9	including	include	VERB
ajird-1434	57	10	echocardiography	echocardiography	NOUN
ajird-1434	57	11	,	,	PUNCT
ajird-1434	57	12	cardiac	cardiac	ADJ
ajird-1434	57	13	mri	mri	NOUN
ajird-1434	57	14	,	,	PUNCT
ajird-1434	57	15	ct	ct	PROPN
ajird-1434	57	16	,	,	PUNCT
ajird-1434	57	17	and	and	CCONJ
ajird-1434	57	18	nuclear	nuclear	ADJ
ajird-1434	57	19	imaging	imaging	NOUN
ajird-1434	57	20	,	,	PUNCT
ajird-1434	57	21	the	the	DET
ajird-1434	57	22	study	study	NOUN
ajird-1434	57	23	aims	aim	VERB
ajird-1434	57	24	to	to	PART
ajird-1434	57	25	provide	provide	VERB
ajird-1434	57	26	a	a	DET
ajird-1434	57	27	comprehensive	comprehensive	ADJ
ajird-1434	57	28	understanding	understanding	NOUN
ajird-1434	57	29	of	of	ADP
ajird-1434	57	30	ai	ai	ADJ
ajird-1434	57	31	-	-	PUNCT
ajird-1434	57	32	driven	drive	VERB
ajird-1434	57	33	innovations	innovation	NOUN
ajird-1434	57	34	and	and	CCONJ
ajird-1434	57	35	their	their	PRON
ajird-1434	57	36	clinical	clinical	ADJ
ajird-1434	57	37	applications	application	NOUN
ajird-1434	57	38	in	in	ADP
ajird-1434	57	39	detecting	detect	VERB
ajird-1434	57	40	,	,	PUNCT
ajird-1434	57	41	managing	managing	NOUN
ajird-1434	57	42	,	,	PUNCT
ajird-1434	57	43	and	and	CCONJ
ajird-1434	57	44	monitoring	monitor	VERB
ajird-1434	57	45	cardiovascular	cardiovascular	ADJ
ajird-1434	57	46	diseases	disease	NOUN
ajird-1434	57	47	.	.	PUNCT
ajird-1434	58	1	this	this	DET
ajird-1434	58	2	study	study	NOUN
ajird-1434	58	3	seeks	seek	VERB
ajird-1434	58	4	to	to	PART
ajird-1434	58	5	bridge	bridge	VERB
ajird-1434	58	6	the	the	DET
ajird-1434	58	7	gap	gap	NOUN
ajird-1434	58	8	between	between	ADP
ajird-1434	58	9	technological	technological	ADJ
ajird-1434	58	10	advancements	advancement	NOUN
ajird-1434	58	11	and	and	CCONJ
ajird-1434	58	12	clinical	clinical	ADJ
ajird-1434	58	13	implementation	implementation	NOUN
ajird-1434	58	14	by	by	ADP
ajird-1434	58	15	identifying	identify	VERB
ajird-1434	58	16	the	the	DET
ajird-1434	58	17	benefits	benefit	NOUN
ajird-1434	58	18	and	and	CCONJ
ajird-1434	58	19	limitations	limitation	NOUN
ajird-1434	58	20	of	of	ADP
ajird-1434	58	21	ai	ai	VERB
ajird-1434	58	22	in	in	ADP
ajird-1434	58	23	cardiac	cardiac	ADJ
ajird-1434	58	24	imaging	imaging	NOUN
ajird-1434	58	25	.	.	PUNCT
ajird-1434	59	1	it	it	PRON
ajird-1434	59	2	aims	aim	VERB
ajird-1434	59	3	to	to	PART
ajird-1434	59	4	address	address	VERB
ajird-1434	59	5	critical	critical	ADJ
ajird-1434	59	6	challenges	challenge	NOUN
ajird-1434	59	7	such	such	ADJ
ajird-1434	59	8	as	as	ADP
ajird-1434	59	9	algorithm	algorithm	NOUN
ajird-1434	59	10	validation	validation	NOUN
ajird-1434	59	11	,	,	PUNCT
ajird-1434	59	12	data	data	NOUN
ajird-1434	59	13	privacy	privacy	NOUN
ajird-1434	59	14	,	,	PUNCT
ajird-1434	59	15	ethical	ethical	ADJ
ajird-1434	59	16	considerations	consideration	NOUN
ajird-1434	59	17	,	,	PUNCT
ajird-1434	59	18	and	and	CCONJ
ajird-1434	59	19	the	the	DET
ajird-1434	59	20	need	need	NOUN
ajird-1434	59	21	for	for	ADP
ajird-1434	59	22	regulatory	regulatory	ADJ
ajird-1434	59	23	frameworks	framework	NOUN
ajird-1434	59	24	,	,	PUNCT
ajird-1434	59	25	while	while	SCONJ
ajird-1434	59	26	emphasizing	emphasize	VERB
ajird-1434	59	27	strategies	strategy	NOUN
ajird-1434	59	28	for	for	ADP
ajird-1434	59	29	overcoming	overcome	VERB
ajird-1434	59	30	these	these	DET
ajird-1434	59	31	barriers	barrier	NOUN
ajird-1434	59	32	.	.	PUNCT
ajird-1434	60	1	additionally	additionally	ADV
ajird-1434	60	2	,	,	PUNCT
ajird-1434	60	3	the	the	DET
ajird-1434	60	4	study	study	NOUN
ajird-1434	60	5	aspires	aspire	VERB
ajird-1434	60	6	to	to	PART
ajird-1434	60	7	highlight	highlight	VERB
ajird-1434	60	8	future	future	ADJ
ajird-1434	60	9	directions	direction	NOUN
ajird-1434	60	10	for	for	ADP
ajird-1434	60	11	research	research	NOUN
ajird-1434	60	12	and	and	CCONJ
ajird-1434	60	13	development	development	NOUN
ajird-1434	60	14	,	,	PUNCT
ajird-1434	60	15	fostering	foster	VERB
ajird-1434	60	16	interdisciplinary	interdisciplinary	ADJ
ajird-1434	60	17	collaboration	collaboration	NOUN
ajird-1434	60	18	among	among	ADP
ajird-1434	60	19	clinicians	clinician	NOUN
ajird-1434	60	20	,	,	PUNCT
ajird-1434	60	21	data	datum	NOUN
ajird-1434	60	22	scientists	scientist	NOUN
ajird-1434	60	23	,	,	PUNCT
ajird-1434	60	24	and	and	CCONJ
ajird-1434	60	25	policymakers	policymaker	NOUN
ajird-1434	60	26	.	.	PUNCT
ajird-1434	61	1	ultimately	ultimately	ADV
ajird-1434	61	2	,	,	PUNCT
ajird-1434	61	3	this	this	DET
ajird-1434	61	4	research	research	NOUN
ajird-1434	61	5	contributes	contribute	VERB
ajird-1434	61	6	to	to	ADP
ajird-1434	61	7	the	the	DET
ajird-1434	61	8	broader	broad	ADJ
ajird-1434	61	9	goal	goal	NOUN
ajird-1434	61	10	of	of	ADP
ajird-1434	61	11	improving	improve	VERB
ajird-1434	61	12	global	global	ADJ
ajird-1434	61	13	cardiovascular	cardiovascular	ADJ
ajird-1434	61	14	health	health	NOUN
ajird-1434	61	15	by	by	ADP
ajird-1434	61	16	advancing	advance	VERB
ajird-1434	61	17	the	the	DET
ajird-1434	61	18	integration	integration	NOUN
ajird-1434	61	19	of	of	ADP
ajird-1434	61	20	ai	ai	PROPN
ajird-1434	61	21	technologies	technology	NOUN
ajird-1434	61	22	in	in	ADP
ajird-1434	61	23	cardiac	cardiac	ADJ
ajird-1434	61	24	imaging	imaging	NOUN
ajird-1434	61	25	,	,	PUNCT
ajird-1434	61	26	paving	pave	VERB
ajird-1434	61	27	the	the	DET
ajird-1434	61	28	way	way	NOUN
ajird-1434	61	29	for	for	ADP
ajird-1434	61	30	more	more	ADV
ajird-1434	61	31	efficient	efficient	ADJ
ajird-1434	61	32	,	,	PUNCT
ajird-1434	61	33	accurate	accurate	ADJ
ajird-1434	61	34	,	,	PUNCT
ajird-1434	61	35	and	and	CCONJ
ajird-1434	61	36	patient	patient	NOUN
ajird-1434	61	37	-	-	PUNCT
ajird-1434	61	38	centered	center	VERB
ajird-1434	61	39	healthcare	healthcare	NOUN
ajird-1434	61	40	solutions	solution	NOUN
ajird-1434	61	41	.	.	PUNCT
ajird-1434	62	1	material	material	NOUN
ajird-1434	62	2	or	or	CCONJ
ajird-1434	62	3	method	method	NOUN
ajird-1434	62	4	of	of	ADP
ajird-1434	62	5	research	research	NOUN
ajird-1434	62	6	this	this	DET
ajird-1434	62	7	study	study	NOUN
ajird-1434	62	8	utilizes	utilize	VERB
ajird-1434	62	9	a	a	DET
ajird-1434	62	10	systematic	systematic	ADJ
ajird-1434	62	11	and	and	CCONJ
ajird-1434	62	12	structured	structured	ADJ
ajird-1434	62	13	review	review	NOUN
ajird-1434	62	14	methodology	methodology	NOUN
ajird-1434	62	15	to	to	PART
ajird-1434	62	16	examine	examine	VERB
ajird-1434	62	17	how	how	SCONJ
ajird-1434	62	18	artificial	artificial	ADJ
ajird-1434	62	19	intelligence	intelligence	NOUN
ajird-1434	62	20	(	(	PUNCT
ajird-1434	62	21	ai	ai	NOUN
ajird-1434	62	22	)	)	PUNCT
ajird-1434	62	23	can	can	AUX
ajird-1434	62	24	be	be	AUX
ajird-1434	62	25	incorporated	incorporate	VERB
ajird-1434	62	26	into	into	ADP
ajird-1434	62	27	cardiac	cardiac	ADJ
ajird-1434	62	28	imaging	imaging	NOUN
ajird-1434	62	29	.	.	PUNCT
ajird-1434	63	1	the	the	DET
ajird-1434	63	2	research	research	NOUN
ajird-1434	63	3	focuses	focus	VERB
ajird-1434	63	4	on	on	ADP
ajird-1434	63	5	synthesizing	synthesize	VERB
ajird-1434	63	6	insights	insight	NOUN
ajird-1434	63	7	from	from	ADP
ajird-1434	63	8	peer	peer	NOUN
ajird-1434	63	9	-	-	PUNCT
ajird-1434	63	10	reviewed	review	VERB
ajird-1434	63	11	journals	journal	NOUN
ajird-1434	63	12	,	,	PUNCT
ajird-1434	63	13	conference	conference	NOUN
ajird-1434	63	14	proceedings	proceeding	NOUN
ajird-1434	63	15	,	,	PUNCT
ajird-1434	63	16	and	and	CCONJ
ajird-1434	63	17	authoritative	authoritative	ADJ
ajird-1434	63	18	sources	source	NOUN
ajird-1434	63	19	to	to	PART
ajird-1434	63	20	evaluate	evaluate	VERB
ajird-1434	63	21	ai	ai	PROPN
ajird-1434	63	22	's	's	PART
ajird-1434	63	23	role	role	NOUN
ajird-1434	63	24	in	in	ADP
ajird-1434	63	25	enhancing	enhance	VERB
ajird-1434	63	26	diagnostic	diagnostic	ADJ
ajird-1434	63	27	precision	precision	NOUN
ajird-1434	63	28	,	,	PUNCT
ajird-1434	63	29	workflow	workflow	NOUN
ajird-1434	63	30	optimization	optimization	NOUN
ajird-1434	63	31	,	,	PUNCT
ajird-1434	63	32	and	and	CCONJ
ajird-1434	63	33	clinical	clinical	ADJ
ajird-1434	63	34	outcomes	outcome	NOUN
ajird-1434	63	35	in	in	ADP
ajird-1434	63	36	cardiovascular	cardiovascular	ADJ
ajird-1434	63	37	healthcare	healthcare	NOUN
ajird-1434	63	38	.	.	PUNCT
ajird-1434	64	1	the	the	DET
ajird-1434	64	2	study	study	NOUN
ajird-1434	64	3	concentrates	concentrate	VERB
ajird-1434	64	4	on	on	ADP
ajird-1434	64	5	the	the	DET
ajird-1434	64	6	period	period	NOUN
ajird-1434	64	7	from	from	ADP
ajird-1434	64	8	2015	2015	NUM
ajird-1434	64	9	to	to	ADP
ajird-1434	64	10	2025	2025	NUM
ajird-1434	64	11	to	to	PART
ajird-1434	64	12	capture	capture	VERB
ajird-1434	64	13	the	the	DET
ajird-1434	64	14	latest	late	ADJ
ajird-1434	64	15	advancements	advancement	NOUN
ajird-1434	64	16	and	and	CCONJ
ajird-1434	64	17	emerging	emerge	VERB
ajird-1434	64	18	trends	trend	NOUN
ajird-1434	64	19	.	.	PUNCT
ajird-1434	65	1	a	a	DET
ajird-1434	65	2	keyword	keyword	NOUN
ajird-1434	65	3	-	-	PUNCT
ajird-1434	65	4	driven	drive	VERB
ajird-1434	65	5	search	search	NOUN
ajird-1434	65	6	strategy	strategy	NOUN
ajird-1434	65	7	was	be	AUX
ajird-1434	65	8	employed	employ	VERB
ajird-1434	65	9	using	use	VERB
ajird-1434	65	10	databases	database	NOUN
ajird-1434	65	11	like	like	ADP
ajird-1434	65	12	pubmed	pubmed	PROPN
ajird-1434	65	13	,	,	PUNCT
ajird-1434	65	14	ieee	ieee	PROPN
ajird-1434	65	15	xplore	xplore	PROPN
ajird-1434	65	16	,	,	PUNCT
ajird-1434	65	17	scopus	scopus	PROPN
ajird-1434	65	18	,	,	PUNCT
ajird-1434	65	19	and	and	CCONJ
ajird-1434	65	20	google	google	PROPN
ajird-1434	65	21	scholar	scholar	NOUN
ajird-1434	65	22	.	.	PUNCT
ajird-1434	66	1	key	key	ADJ
ajird-1434	66	2	search	search	NOUN
ajird-1434	66	3	terms	term	NOUN
ajird-1434	66	4	included	include	VERB
ajird-1434	66	5	"	"	PUNCT
ajird-1434	66	6	artificial	artificial	ADJ
ajird-1434	66	7	american	american	ADJ
ajird-1434	66	8	journal	journal	NOUN
ajird-1434	66	9	of	of	ADP
ajird-1434	66	10	interdisciplinary	interdisciplinary	ADJ
ajird-1434	66	11	research	research	NOUN
ajird-1434	66	12	and	and	CCONJ
ajird-1434	66	13	development	development	NOUN
ajird-1434	66	14	issn	issn	PROPN
ajird-1434	66	15	online	online	NOUN
ajird-1434	66	16	:	:	PUNCT
ajird-1434	66	17	2771	2771	NUM
ajird-1434	66	18	-	-	SYM
ajird-1434	66	19	8948	8948	NUM
ajird-1434	66	20	website	website	NOUN
ajird-1434	66	21	:	:	PUNCT
ajird-1434	66	22	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	66	23	volume	volume	NOUN
ajird-1434	66	24	36	36	NUM
ajird-1434	66	25	,	,	PUNCT
ajird-1434	66	26	january	january	PROPN
ajird-1434	66	27	2025	2025	NUM
ajird-1434	66	28	62	62	NUM
ajird-1434	66	29	|	|	ADV
ajird-1434	66	30	p	p	NOUN
ajird-1434	66	31	a	a	DET
ajird-1434	66	32	g	g	NOUN
ajird-1434	66	33	e	e	NOUN
ajird-1434	66	34	intelligence	intelligence	NOUN
ajird-1434	66	35	,	,	PUNCT
ajird-1434	66	36	"	"	PUNCT
ajird-1434	66	37	"	"	PUNCT
ajird-1434	66	38	machine	machine	NOUN
ajird-1434	66	39	learning	learning	NOUN
ajird-1434	66	40	,	,	PUNCT
ajird-1434	66	41	"	"	PUNCT
ajird-1434	66	42	"	"	PUNCT
ajird-1434	66	43	deep	deep	ADJ
ajird-1434	66	44	learning	learning	NOUN
ajird-1434	66	45	,	,	PUNCT
ajird-1434	66	46	"	"	PUNCT
ajird-1434	66	47	"	"	PUNCT
ajird-1434	66	48	cardiac	cardiac	ADJ
ajird-1434	66	49	imaging	imaging	NOUN
ajird-1434	66	50	,	,	PUNCT
ajird-1434	66	51	"	"	PUNCT
ajird-1434	66	52	"	"	PUNCT
ajird-1434	66	53	echocardiography	echocardiography	NOUN
ajird-1434	66	54	,	,	PUNCT
ajird-1434	66	55	"	"	PUNCT
ajird-1434	66	56	"	"	PUNCT
ajird-1434	66	57	cardiac	cardiac	ADJ
ajird-1434	66	58	mri	mri	NOUN
ajird-1434	66	59	,	,	PUNCT
ajird-1434	66	60	"	"	PUNCT
ajird-1434	66	61	"	"	PUNCT
ajird-1434	66	62	ct	ct	NUM
ajird-1434	66	63	imaging	imaging	NOUN
ajird-1434	66	64	,	,	PUNCT
ajird-1434	66	65	"	"	PUNCT
ajird-1434	66	66	and	and	CCONJ
ajird-1434	66	67	"	"	PUNCT
ajird-1434	66	68	nuclear	nuclear	ADJ
ajird-1434	66	69	imaging	imaging	NOUN
ajird-1434	66	70	.	.	PUNCT
ajird-1434	66	71	"	"	PUNCT
ajird-1434	67	1	inclusion	inclusion	NOUN
ajird-1434	67	2	criteria	criterion	NOUN
ajird-1434	67	3	focused	focus	VERB
ajird-1434	67	4	on	on	ADP
ajird-1434	67	5	studies	study	NOUN
ajird-1434	67	6	that	that	PRON
ajird-1434	67	7	demonstrated	demonstrate	VERB
ajird-1434	67	8	quantitative	quantitative	ADJ
ajird-1434	67	9	and	and	CCONJ
ajird-1434	67	10	qualitative	qualitative	ADJ
ajird-1434	67	11	improvements	improvement	NOUN
ajird-1434	67	12	in	in	ADP
ajird-1434	67	13	diagnostic	diagnostic	ADJ
ajird-1434	67	14	accuracy	accuracy	NOUN
ajird-1434	67	15	,	,	PUNCT
ajird-1434	67	16	efficiency	efficiency	NOUN
ajird-1434	67	17	,	,	PUNCT
ajird-1434	67	18	and	and	CCONJ
ajird-1434	67	19	patient	patient	ADJ
ajird-1434	67	20	outcomes	outcome	NOUN
ajird-1434	67	21	through	through	ADP
ajird-1434	67	22	ai	ai	PROPN
ajird-1434	67	23	applications	application	NOUN
ajird-1434	67	24	in	in	ADP
ajird-1434	67	25	cardiac	cardiac	ADJ
ajird-1434	67	26	imaging	imaging	NOUN
ajird-1434	67	27	.	.	PUNCT
ajird-1434	68	1	studies	study	NOUN
ajird-1434	68	2	unrelated	unrelated	ADJ
ajird-1434	68	3	to	to	ADP
ajird-1434	68	4	cardiac	cardiac	ADJ
ajird-1434	68	5	imaging	imaging	NOUN
ajird-1434	68	6	or	or	CCONJ
ajird-1434	68	7	those	those	PRON
ajird-1434	68	8	with	with	ADP
ajird-1434	68	9	outdated	outdated	ADJ
ajird-1434	68	10	methodologies	methodology	NOUN
ajird-1434	68	11	were	be	AUX
ajird-1434	68	12	excluded	exclude	VERB
ajird-1434	68	13	.	.	PUNCT
ajird-1434	69	1	the	the	DET
ajird-1434	69	2	study	study	NOUN
ajird-1434	69	3	framework	framework	NOUN
ajird-1434	69	4	categorizes	categorize	VERB
ajird-1434	69	5	ai	ai	VERB
ajird-1434	69	6	applications	application	NOUN
ajird-1434	69	7	across	across	ADP
ajird-1434	69	8	major	major	ADJ
ajird-1434	69	9	imaging	imaging	NOUN
ajird-1434	69	10	modalities	modality	NOUN
ajird-1434	69	11	:	:	PUNCT
ajird-1434	69	12	1	1	X
ajird-1434	69	13	.	.	X
ajird-1434	69	14	echocardiography	echocardiography	NOUN
ajird-1434	69	15	:	:	PUNCT
ajird-1434	69	16	automating	automate	VERB
ajird-1434	69	17	left	leave	VERB
ajird-1434	69	18	ventricular	ventricular	ADJ
ajird-1434	69	19	ejection	ejection	NOUN
ajird-1434	69	20	fraction	fraction	NOUN
ajird-1434	69	21	(	(	PUNCT
ajird-1434	69	22	lvef	lvef	NOUN
ajird-1434	69	23	)	)	PUNCT
ajird-1434	69	24	measurements	measurement	NOUN
ajird-1434	69	25	and	and	CCONJ
ajird-1434	69	26	improving	improve	VERB
ajird-1434	69	27	real	real	ADJ
ajird-1434	69	28	-	-	PUNCT
ajird-1434	69	29	time	time	NOUN
ajird-1434	69	30	image	image	NOUN
ajird-1434	69	31	acquisition	acquisition	NOUN
ajird-1434	69	32	and	and	CCONJ
ajird-1434	69	33	interpretation	interpretation	NOUN
ajird-1434	69	34	.	.	PUNCT
ajird-1434	70	1	2	2	X
ajird-1434	70	2	.	.	X
ajird-1434	70	3	cardiac	cardiac	ADJ
ajird-1434	70	4	mri	mri	NOUN
ajird-1434	70	5	:	:	PUNCT
ajird-1434	70	6	enhancing	enhance	VERB
ajird-1434	70	7	segmentation	segmentation	NOUN
ajird-1434	70	8	of	of	ADP
ajird-1434	70	9	cardiac	cardiac	ADJ
ajird-1434	70	10	structures	structure	NOUN
ajird-1434	70	11	and	and	CCONJ
ajird-1434	70	12	tissue	tissue	NOUN
ajird-1434	70	13	characterization	characterization	NOUN
ajird-1434	70	14	while	while	SCONJ
ajird-1434	70	15	accelerating	accelerate	VERB
ajird-1434	70	16	scan	scan	ADJ
ajird-1434	70	17	acquisition	acquisition	NOUN
ajird-1434	70	18	.	.	PUNCT
ajird-1434	71	1	3	3	X
ajird-1434	71	2	.	.	X
ajird-1434	71	3	ct	ct	PROPN
ajird-1434	71	4	imaging	imaging	NOUN
ajird-1434	71	5	:	:	PUNCT
ajird-1434	71	6	improving	improve	VERB
ajird-1434	71	7	coronary	coronary	ADJ
ajird-1434	71	8	artery	artery	NOUN
ajird-1434	71	9	segmentation	segmentation	NOUN
ajird-1434	71	10	,	,	PUNCT
ajird-1434	71	11	plaque	plaque	NOUN
ajird-1434	71	12	detection	detection	NOUN
ajird-1434	71	13	,	,	PUNCT
ajird-1434	71	14	and	and	CCONJ
ajird-1434	71	15	noise	noise	NOUN
ajird-1434	71	16	reduction	reduction	NOUN
ajird-1434	71	17	in	in	ADP
ajird-1434	71	18	low	low	ADJ
ajird-1434	71	19	-	-	PUNCT
ajird-1434	71	20	dose	dose	NOUN
ajird-1434	71	21	scans	scan	NOUN
ajird-1434	71	22	.	.	PUNCT
ajird-1434	72	1	4	4	X
ajird-1434	72	2	.	.	X
ajird-1434	72	3	nuclear	nuclear	ADJ
ajird-1434	72	4	imaging	imaging	NOUN
ajird-1434	72	5	:	:	PUNCT
ajird-1434	72	6	increasing	increase	VERB
ajird-1434	72	7	accuracy	accuracy	NOUN
ajird-1434	72	8	in	in	ADP
ajird-1434	72	9	myocardial	myocardial	ADJ
ajird-1434	72	10	perfusion	perfusion	NOUN
ajird-1434	72	11	imaging	imaging	NOUN
ajird-1434	72	12	and	and	CCONJ
ajird-1434	72	13	improving	improve	VERB
ajird-1434	72	14	image	image	NOUN
ajird-1434	72	15	reconstruction	reconstruction	NOUN
ajird-1434	72	16	and	and	CCONJ
ajird-1434	72	17	denoising	denoising	NOUN
ajird-1434	72	18	.	.	PUNCT
ajird-1434	72	19	results	result	VERB
ajird-1434	72	20	the	the	DET
ajird-1434	72	21	comprehensive	comprehensive	ADJ
ajird-1434	72	22	review	review	NOUN
ajird-1434	72	23	of	of	ADP
ajird-1434	72	24	the	the	DET
ajird-1434	72	25	role	role	NOUN
ajird-1434	72	26	of	of	ADP
ajird-1434	72	27	artificial	artificial	ADJ
ajird-1434	72	28	intelligence	intelligence	NOUN
ajird-1434	72	29	(	(	PUNCT
ajird-1434	72	30	ai	ai	NOUN
ajird-1434	72	31	)	)	PUNCT
ajird-1434	72	32	in	in	ADP
ajird-1434	72	33	cardiac	cardiac	ADJ
ajird-1434	72	34	imaging	imaging	NOUN
ajird-1434	72	35	reveals	reveal	VERB
ajird-1434	72	36	significant	significant	ADJ
ajird-1434	72	37	advancements	advancement	NOUN
ajird-1434	72	38	in	in	ADP
ajird-1434	72	39	performance	performance	NOUN
ajird-1434	72	40	,	,	PUNCT
ajird-1434	72	41	clinical	clinical	ADJ
ajird-1434	72	42	applications	application	NOUN
ajird-1434	72	43	,	,	PUNCT
ajird-1434	72	44	and	and	CCONJ
ajird-1434	72	45	emerging	emerge	VERB
ajird-1434	72	46	solutions	solution	NOUN
ajird-1434	72	47	.	.	PUNCT
ajird-1434	73	1	these	these	DET
ajird-1434	73	2	findings	finding	NOUN
ajird-1434	73	3	are	be	AUX
ajird-1434	73	4	detailed	detail	VERB
ajird-1434	73	5	across	across	ADP
ajird-1434	73	6	various	various	ADJ
ajird-1434	73	7	imaging	imaging	NOUN
ajird-1434	73	8	modalities	modality	NOUN
ajird-1434	73	9	and	and	CCONJ
ajird-1434	73	10	highlight	highlight	VERB
ajird-1434	73	11	the	the	DET
ajird-1434	73	12	challenges	challenge	NOUN
ajird-1434	73	13	and	and	CCONJ
ajird-1434	73	14	strategies	strategy	NOUN
ajird-1434	73	15	to	to	PART
ajird-1434	73	16	overcome	overcome	VERB
ajird-1434	73	17	them	they	PRON
ajird-1434	73	18	.	.	PUNCT
ajird-1434	74	1	1	1	X
ajird-1434	74	2	.	.	X
ajird-1434	74	3	performance	performance	NOUN
ajird-1434	74	4	improvements	improvement	NOUN
ajird-1434	74	5	echocardiography	echocardiography	VERB
ajird-1434	74	6	•	•	ADP
ajird-1434	74	7	ai	ai	NOUN
ajird-1434	74	8	-	-	PUNCT
ajird-1434	74	9	driven	drive	VERB
ajird-1434	74	10	algorithms	algorithm	NOUN
ajird-1434	74	11	for	for	ADP
ajird-1434	74	12	automated	automate	VERB
ajird-1434	74	13	left	leave	VERB
ajird-1434	74	14	ventricular	ventricular	ADJ
ajird-1434	74	15	ejection	ejection	NOUN
ajird-1434	74	16	fraction	fraction	NOUN
ajird-1434	74	17	(	(	PUNCT
ajird-1434	74	18	lvef	lvef	NOUN
ajird-1434	74	19	)	)	PUNCT
ajird-1434	74	20	calculation	calculation	NOUN
ajird-1434	74	21	achieved	achieve	VERB
ajird-1434	74	22	diagnostic	diagnostic	ADJ
ajird-1434	74	23	accuracies	accuracy	NOUN
ajird-1434	74	24	exceeding	exceed	VERB
ajird-1434	74	25	90	90	NUM
ajird-1434	74	26	%	%	NOUN
ajird-1434	74	27	,	,	PUNCT
ajird-1434	74	28	comparable	comparable	ADJ
ajird-1434	74	29	to	to	ADP
ajird-1434	74	30	experienced	experienced	ADJ
ajird-1434	74	31	cardiologists	cardiologist	NOUN
ajird-1434	74	32	.	.	PUNCT
ajird-1434	75	1	•	•	NUM
ajird-1434	75	2	real	real	ADJ
ajird-1434	75	3	-	-	PUNCT
ajird-1434	75	4	time	time	NOUN
ajird-1434	75	5	ai	ai	NOUN
ajird-1434	75	6	-	-	PUNCT
ajird-1434	75	7	based	base	VERB
ajird-1434	75	8	image	image	NOUN
ajird-1434	75	9	quality	quality	NOUN
ajird-1434	75	10	assessment	assessment	NOUN
ajird-1434	75	11	and	and	CCONJ
ajird-1434	75	12	guidance	guidance	NOUN
ajird-1434	75	13	tools	tool	NOUN
ajird-1434	75	14	improved	improve	VERB
ajird-1434	75	15	the	the	DET
ajird-1434	75	16	consistency	consistency	NOUN
ajird-1434	75	17	and	and	CCONJ
ajird-1434	75	18	reliability	reliability	NOUN
ajird-1434	75	19	of	of	ADP
ajird-1434	75	20	echocardiographic	echocardiographic	ADJ
ajird-1434	75	21	image	image	NOUN
ajird-1434	75	22	acquisition	acquisition	NOUN
ajird-1434	75	23	,	,	PUNCT
ajird-1434	75	24	particularly	particularly	ADV
ajird-1434	75	25	in	in	ADP
ajird-1434	75	26	resource	resource	NOUN
ajird-1434	75	27	-	-	PUNCT
ajird-1434	75	28	limited	limit	VERB
ajird-1434	75	29	settings	setting	NOUN
ajird-1434	75	30	.	.	PUNCT
ajird-1434	76	1	•	•	NUM
ajird-1434	76	2	automated	automate	VERB
ajird-1434	76	3	segmentation	segmentation	NOUN
ajird-1434	76	4	models	model	NOUN
ajird-1434	76	5	demonstrated	demonstrate	VERB
ajird-1434	76	6	significant	significant	ADJ
ajird-1434	76	7	reductions	reduction	NOUN
ajird-1434	76	8	in	in	ADP
ajird-1434	76	9	intraand	intraand	PROPN
ajird-1434	76	10	interobserver	interobserver	PROPN
ajird-1434	76	11	variability	variability	NOUN
ajird-1434	76	12	,	,	PUNCT
ajird-1434	76	13	enhancing	enhance	VERB
ajird-1434	76	14	reproducibility	reproducibility	NOUN
ajird-1434	76	15	.	.	PUNCT
ajird-1434	77	1	cardiac	cardiac	ADJ
ajird-1434	77	2	mri	mri	NOUN
ajird-1434	77	3	•	•	ADP
ajird-1434	77	4	ai	ai	PROPN
ajird-1434	77	5	models	model	NOUN
ajird-1434	77	6	,	,	PUNCT
ajird-1434	77	7	such	such	ADJ
ajird-1434	77	8	as	as	ADP
ajird-1434	77	9	convolutional	convolutional	ADJ
ajird-1434	77	10	neural	neural	ADJ
ajird-1434	77	11	networks	network	NOUN
ajird-1434	77	12	(	(	PUNCT
ajird-1434	77	13	cnns	cnns	PROPN
ajird-1434	77	14	)	)	PUNCT
ajird-1434	77	15	,	,	PUNCT
ajird-1434	77	16	achieved	achieve	VERB
ajird-1434	77	17	dice	dice	NOUN
ajird-1434	77	18	similarity	similarity	NOUN
ajird-1434	77	19	coefficients	coefficient	NOUN
ajird-1434	77	20	averaging	average	VERB
ajird-1434	77	21	0.90	0.90	NUM
ajird-1434	77	22	for	for	ADP
ajird-1434	77	23	cardiac	cardiac	ADJ
ajird-1434	77	24	structure	structure	NOUN
ajird-1434	77	25	segmentation	segmentation	NOUN
ajird-1434	77	26	,	,	PUNCT
ajird-1434	77	27	indicating	indicate	VERB
ajird-1434	77	28	near	near	ADP
ajird-1434	77	29	-	-	PUNCT
ajird-1434	77	30	human	human	ADJ
ajird-1434	77	31	performance	performance	NOUN
ajird-1434	77	32	.	.	PUNCT
ajird-1434	78	1	•	•	NUM
ajird-1434	78	2	techniques	technique	NOUN
ajird-1434	78	3	like	like	ADP
ajird-1434	78	4	deep	deep	ADJ
ajird-1434	78	5	-	-	PUNCT
ajird-1434	78	6	learning	learning	NOUN
ajird-1434	78	7	-	-	PUNCT
ajird-1434	78	8	accelerated	accelerate	VERB
ajird-1434	78	9	reconstruction	reconstruction	NOUN
ajird-1434	78	10	reduced	reduce	VERB
ajird-1434	78	11	scan	scan	PROPN
ajird-1434	78	12	acquisition	acquisition	PROPN
ajird-1434	78	13	times	time	NOUN
ajird-1434	78	14	by	by	ADP
ajird-1434	78	15	up	up	ADP
ajird-1434	78	16	to	to	PART
ajird-1434	78	17	30	30	NUM
ajird-1434	78	18	%	%	NOUN
ajird-1434	78	19	while	while	SCONJ
ajird-1434	78	20	maintaining	maintain	VERB
ajird-1434	78	21	diagnostic	diagnostic	ADJ
ajird-1434	78	22	image	image	NOUN
ajird-1434	78	23	quality	quality	NOUN
ajird-1434	78	24	.	.	PUNCT
ajird-1434	79	1	•	•	NUM
ajird-1434	79	2	ai	ai	NOUN
ajird-1434	79	3	-	-	PUNCT
ajird-1434	79	4	based	base	VERB
ajird-1434	79	5	tissue	tissue	NOUN
ajird-1434	79	6	characterization	characterization	NOUN
ajird-1434	79	7	algorithms	algorithm	NOUN
ajird-1434	79	8	enabled	enable	VERB
ajird-1434	79	9	accurate	accurate	ADJ
ajird-1434	79	10	detection	detection	NOUN
ajird-1434	79	11	of	of	ADP
ajird-1434	79	12	myocardial	myocardial	ADJ
ajird-1434	79	13	fibrosis	fibrosis	NOUN
ajird-1434	79	14	and	and	CCONJ
ajird-1434	79	15	scar	scar	ADJ
ajird-1434	79	16	tissue	tissue	NOUN
ajird-1434	79	17	with	with	ADP
ajird-1434	79	18	sensitivities	sensitivity	NOUN
ajird-1434	79	19	of	of	ADP
ajird-1434	79	20	87–95	87–95	NUM
ajird-1434	79	21	%	%	NOUN
ajird-1434	79	22	.	.	PUNCT
ajird-1434	80	1	american	american	ADJ
ajird-1434	80	2	journal	journal	PROPN
ajird-1434	80	3	of	of	ADP
ajird-1434	80	4	interdisciplinary	interdisciplinary	ADJ
ajird-1434	80	5	research	research	NOUN
ajird-1434	80	6	and	and	CCONJ
ajird-1434	80	7	development	development	NOUN
ajird-1434	80	8	issn	issn	PROPN
ajird-1434	80	9	online	online	NOUN
ajird-1434	80	10	:	:	PUNCT
ajird-1434	80	11	2771	2771	NUM
ajird-1434	80	12	-	-	SYM
ajird-1434	80	13	8948	8948	NUM
ajird-1434	80	14	website	website	NOUN
ajird-1434	80	15	:	:	PUNCT
ajird-1434	80	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	80	17	volume	volume	NOUN
ajird-1434	80	18	36	36	NUM
ajird-1434	80	19	,	,	PUNCT
ajird-1434	80	20	january	january	PROPN
ajird-1434	80	21	2025	2025	NUM
ajird-1434	80	22	63	63	NUM
ajird-1434	81	1	|	|	ADV
ajird-1434	81	2	p	p	NOUN
ajird-1434	81	3	a	a	DET
ajird-1434	81	4	g	g	NOUN
ajird-1434	81	5	e	e	X
ajird-1434	81	6	ct	ct	PROPN
ajird-1434	81	7	imaging	image	VERB
ajird-1434	81	8	•	•	NOUN
ajird-1434	81	9	coronary	coronary	ADJ
ajird-1434	81	10	artery	artery	NOUN
ajird-1434	81	11	segmentation	segmentation	NOUN
ajird-1434	81	12	and	and	CCONJ
ajird-1434	81	13	plaque	plaque	NOUN
ajird-1434	81	14	detection	detection	NOUN
ajird-1434	81	15	using	use	VERB
ajird-1434	81	16	ai	ai	VERB
ajird-1434	81	17	demonstrated	demonstrate	VERB
ajird-1434	81	18	sensitivities	sensitivity	NOUN
ajird-1434	81	19	and	and	CCONJ
ajird-1434	81	20	specificities	specificity	NOUN
ajird-1434	81	21	of	of	ADP
ajird-1434	81	22	95	95	NUM
ajird-1434	81	23	%	%	NOUN
ajird-1434	81	24	and	and	CCONJ
ajird-1434	81	25	93	93	NUM
ajird-1434	81	26	%	%	NOUN
ajird-1434	81	27	,	,	PUNCT
ajird-1434	81	28	respectively	respectively	ADV
ajird-1434	81	29	.	.	PUNCT
ajird-1434	82	1	•	•	NUM
ajird-1434	82	2	ai	ai	ADV
ajird-1434	82	3	-	-	PUNCT
ajird-1434	82	4	enhanced	enhance	VERB
ajird-1434	82	5	noise	noise	NOUN
ajird-1434	82	6	-	-	PUNCT
ajird-1434	82	7	reduction	reduction	NOUN
ajird-1434	82	8	techniques	technique	NOUN
ajird-1434	82	9	enabled	enable	VERB
ajird-1434	82	10	high	high	ADJ
ajird-1434	82	11	-	-	PUNCT
ajird-1434	82	12	quality	quality	NOUN
ajird-1434	82	13	imaging	imaging	NOUN
ajird-1434	82	14	at	at	ADP
ajird-1434	82	15	low	low	ADJ
ajird-1434	82	16	radiation	radiation	NOUN
ajird-1434	82	17	doses	dose	NOUN
ajird-1434	82	18	,	,	PUNCT
ajird-1434	82	19	addressing	address	VERB
ajird-1434	82	20	safety	safety	NOUN
ajird-1434	82	21	concerns	concern	NOUN
ajird-1434	82	22	associated	associate	VERB
ajird-1434	82	23	with	with	ADP
ajird-1434	82	24	repeated	repeat	VERB
ajird-1434	82	25	ct	ct	NUM
ajird-1434	82	26	scans	scan	NOUN
ajird-1434	82	27	.	.	PUNCT
ajird-1434	83	1	•	•	NUM
ajird-1434	83	2	predictive	predictive	ADJ
ajird-1434	83	3	models	model	NOUN
ajird-1434	83	4	integrated	integrate	VERB
ajird-1434	83	5	with	with	ADP
ajird-1434	83	6	ct	ct	NUM
ajird-1434	83	7	imaging	imaging	NOUN
ajird-1434	83	8	showed	show	VERB
ajird-1434	83	9	potential	potential	NOUN
ajird-1434	83	10	for	for	ADP
ajird-1434	83	11	early	early	ADJ
ajird-1434	83	12	identification	identification	NOUN
ajird-1434	83	13	of	of	ADP
ajird-1434	83	14	patients	patient	NOUN
ajird-1434	83	15	at	at	ADP
ajird-1434	83	16	risk	risk	NOUN
ajird-1434	83	17	for	for	ADP
ajird-1434	83	18	coronary	coronary	ADJ
ajird-1434	83	19	artery	artery	NOUN
ajird-1434	83	20	disease	disease	NOUN
ajird-1434	83	21	(	(	PUNCT
ajird-1434	83	22	cad	cad	NOUN
ajird-1434	83	23	)	)	PUNCT
ajird-1434	83	24	.	.	PUNCT
ajird-1434	84	1	nuclear	nuclear	ADJ
ajird-1434	84	2	imaging	imaging	NOUN
ajird-1434	84	3	•	•	NOUN
ajird-1434	84	4	ai	ai	VERB
ajird-1434	84	5	algorithms	algorithm	NOUN
ajird-1434	84	6	applied	apply	VERB
ajird-1434	84	7	to	to	ADP
ajird-1434	84	8	myocardial	myocardial	ADJ
ajird-1434	84	9	perfusion	perfusion	NOUN
ajird-1434	84	10	imaging	imaging	NOUN
ajird-1434	84	11	achieved	achieve	VERB
ajird-1434	84	12	accuracies	accuracy	NOUN
ajird-1434	84	13	above	above	ADP
ajird-1434	84	14	85	85	NUM
ajird-1434	84	15	%	%	NOUN
ajird-1434	84	16	in	in	ADP
ajird-1434	84	17	detecting	detect	VERB
ajird-1434	84	18	obstructive	obstructive	ADJ
ajird-1434	84	19	cad	cad	NOUN
ajird-1434	84	20	,	,	PUNCT
ajird-1434	84	21	outperforming	outperform	VERB
ajird-1434	84	22	traditional	traditional	ADJ
ajird-1434	84	23	interpretation	interpretation	NOUN
ajird-1434	84	24	methods	method	NOUN
ajird-1434	84	25	.	.	PUNCT
ajird-1434	85	1	•	•	NUM
ajird-1434	85	2	image	image	NOUN
ajird-1434	85	3	reconstruction	reconstruction	NOUN
ajird-1434	85	4	and	and	CCONJ
ajird-1434	85	5	denoising	denoising	NOUN
ajird-1434	85	6	powered	power	VERB
ajird-1434	85	7	by	by	ADP
ajird-1434	85	8	ai	ai	PRON
ajird-1434	85	9	reduced	reduce	VERB
ajird-1434	85	10	imaging	imaging	NOUN
ajird-1434	85	11	time	time	NOUN
ajird-1434	85	12	and	and	CCONJ
ajird-1434	85	13	enhanced	enhanced	ADJ
ajird-1434	85	14	resolution	resolution	NOUN
ajird-1434	85	15	,	,	PUNCT
ajird-1434	85	16	improving	improve	VERB
ajird-1434	85	17	patient	patient	ADJ
ajird-1434	85	18	comfort	comfort	NOUN
ajird-1434	85	19	and	and	CCONJ
ajird-1434	85	20	diagnostic	diagnostic	ADJ
ajird-1434	85	21	precision	precision	NOUN
ajird-1434	85	22	.	.	PUNCT
ajird-1434	86	1	2	2	X
ajird-1434	86	2	.	.	X
ajird-1434	86	3	clinical	clinical	ADJ
ajird-1434	86	4	implications	implication	NOUN
ajird-1434	86	5	•	•	ADP
ajird-1434	86	6	enhanced	enhance	VERB
ajird-1434	86	7	diagnostic	diagnostic	ADJ
ajird-1434	86	8	accuracy	accuracy	NOUN
ajird-1434	86	9	:	:	PUNCT
ajird-1434	86	10	across	across	ADP
ajird-1434	86	11	all	all	DET
ajird-1434	86	12	modalities	modality	NOUN
ajird-1434	86	13	,	,	PUNCT
ajird-1434	86	14	ai	ai	AUX
ajird-1434	86	15	improved	improve	VERB
ajird-1434	86	16	the	the	DET
ajird-1434	86	17	sensitivity	sensitivity	NOUN
ajird-1434	86	18	and	and	CCONJ
ajird-1434	86	19	specificity	specificity	NOUN
ajird-1434	86	20	of	of	ADP
ajird-1434	86	21	imaging	imaging	NOUN
ajird-1434	86	22	-	-	PUNCT
ajird-1434	86	23	based	base	VERB
ajird-1434	86	24	diagnoses	diagnosis	NOUN
ajird-1434	86	25	,	,	PUNCT
ajird-1434	86	26	enabling	enable	VERB
ajird-1434	86	27	earlier	early	ADV
ajird-1434	86	28	and	and	CCONJ
ajird-1434	86	29	more	more	ADV
ajird-1434	86	30	reliable	reliable	ADJ
ajird-1434	86	31	detection	detection	NOUN
ajird-1434	86	32	of	of	ADP
ajird-1434	86	33	cardiovascular	cardiovascular	ADJ
ajird-1434	86	34	conditions	condition	NOUN
ajird-1434	86	35	.	.	PUNCT
ajird-1434	87	1	•	•	NUM
ajird-1434	87	2	workflow	workflow	NOUN
ajird-1434	87	3	optimization	optimization	NOUN
ajird-1434	87	4	:	:	PUNCT
ajird-1434	87	5	automation	automation	NOUN
ajird-1434	87	6	reduced	reduce	VERB
ajird-1434	87	7	the	the	DET
ajird-1434	87	8	time	time	NOUN
ajird-1434	87	9	required	require	VERB
ajird-1434	87	10	for	for	ADP
ajird-1434	87	11	image	image	NOUN
ajird-1434	87	12	analysis	analysis	NOUN
ajird-1434	87	13	by	by	ADP
ajird-1434	87	14	30–50	30–50	NUM
ajird-1434	87	15	%	%	NOUN
ajird-1434	87	16	,	,	PUNCT
ajird-1434	87	17	allowing	allow	VERB
ajird-1434	87	18	clinicians	clinician	NOUN
ajird-1434	87	19	to	to	PART
ajird-1434	87	20	allocate	allocate	VERB
ajird-1434	87	21	more	more	ADJ
ajird-1434	87	22	time	time	NOUN
ajird-1434	87	23	to	to	ADP
ajird-1434	87	24	complex	complex	ADJ
ajird-1434	87	25	cases	case	NOUN
ajird-1434	87	26	and	and	CCONJ
ajird-1434	87	27	patient	patient	ADJ
ajird-1434	87	28	interactions	interaction	NOUN
ajird-1434	87	29	.	.	PUNCT
ajird-1434	88	1	•	•	NUM
ajird-1434	88	2	support	support	NOUN
ajird-1434	88	3	for	for	ADP
ajird-1434	88	4	personalized	personalized	ADJ
ajird-1434	88	5	medicine	medicine	NOUN
ajird-1434	88	6	:	:	PUNCT
ajird-1434	88	7	ai	ai	AUX
ajird-1434	88	8	-	-	PUNCT
ajird-1434	88	9	enabled	enable	VERB
ajird-1434	88	10	predictive	predictive	ADJ
ajird-1434	88	11	analytics	analytic	NOUN
ajird-1434	88	12	combined	combine	VERB
ajird-1434	88	13	imaging	imaging	NOUN
ajird-1434	88	14	data	datum	NOUN
ajird-1434	88	15	with	with	ADP
ajird-1434	88	16	other	other	ADJ
ajird-1434	88	17	clinical	clinical	ADJ
ajird-1434	88	18	inputs	input	NOUN
ajird-1434	88	19	to	to	PART
ajird-1434	88	20	facilitate	facilitate	VERB
ajird-1434	88	21	tailored	tailor	VERB
ajird-1434	88	22	treatment	treatment	NOUN
ajird-1434	88	23	plans	plan	NOUN
ajird-1434	88	24	and	and	CCONJ
ajird-1434	88	25	risk	risk	NOUN
ajird-1434	88	26	stratification	stratification	NOUN
ajird-1434	88	27	.	.	PUNCT
ajird-1434	89	1	table	table	NOUN
ajird-1434	89	2	1	1	NUM
ajird-1434	89	3	:	:	PUNCT
ajird-1434	89	4	american	american	ADJ
ajird-1434	89	5	journal	journal	PROPN
ajird-1434	89	6	of	of	ADP
ajird-1434	89	7	interdisciplinary	interdisciplinary	ADJ
ajird-1434	89	8	research	research	NOUN
ajird-1434	89	9	and	and	CCONJ
ajird-1434	89	10	development	development	NOUN
ajird-1434	89	11	issn	issn	PROPN
ajird-1434	89	12	online	online	NOUN
ajird-1434	89	13	:	:	PUNCT
ajird-1434	89	14	2771	2771	NUM
ajird-1434	89	15	-	-	SYM
ajird-1434	89	16	8948	8948	NUM
ajird-1434	89	17	website	website	NOUN
ajird-1434	89	18	:	:	PUNCT
ajird-1434	89	19	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	89	20	volume	volume	NOUN
ajird-1434	89	21	36	36	NUM
ajird-1434	89	22	,	,	PUNCT
ajird-1434	89	23	january	january	PROPN
ajird-1434	89	24	2025	2025	NUM
ajird-1434	89	25	64	64	NUM
ajird-1434	90	1	|	|	ADV
ajird-1434	90	2	p	p	ADP
ajird-1434	90	3	a	a	DET
ajird-1434	90	4	g	g	NOUN
ajird-1434	90	5	e	e	NOUN
ajird-1434	90	6	figure	figure	NOUN
ajird-1434	90	7	1	1	NUM
ajird-1434	90	8	:	:	PUNCT
ajird-1434	90	9	conclusion	conclusion	VERB
ajird-1434	90	10	artificial	artificial	ADJ
ajird-1434	90	11	intelligence	intelligence	NOUN
ajird-1434	90	12	(	(	PUNCT
ajird-1434	90	13	ai	ai	PROPN
ajird-1434	90	14	)	)	PUNCT
ajird-1434	90	15	is	be	AUX
ajird-1434	90	16	revolutionizing	revolutionize	VERB
ajird-1434	90	17	cardiac	cardiac	ADJ
ajird-1434	90	18	imaging	imaging	NOUN
ajird-1434	90	19	,	,	PUNCT
ajird-1434	90	20	offering	offer	VERB
ajird-1434	90	21	transformative	transformative	ADJ
ajird-1434	90	22	advancements	advancement	NOUN
ajird-1434	90	23	in	in	ADP
ajird-1434	90	24	diagnostic	diagnostic	ADJ
ajird-1434	90	25	accuracy	accuracy	NOUN
ajird-1434	90	26	,	,	PUNCT
ajird-1434	90	27	workflow	workflow	NOUN
ajird-1434	90	28	optimization	optimization	NOUN
ajird-1434	90	29	,	,	PUNCT
ajird-1434	90	30	and	and	CCONJ
ajird-1434	90	31	personalized	personalized	ADJ
ajird-1434	90	32	care	care	NOUN
ajird-1434	90	33	.	.	PUNCT
ajird-1434	91	1	through	through	ADP
ajird-1434	91	2	its	its	PRON
ajird-1434	91	3	applications	application	NOUN
ajird-1434	91	4	in	in	ADP
ajird-1434	91	5	echocardiography	echocardiography	NOUN
ajird-1434	91	6	,	,	PUNCT
ajird-1434	91	7	cardiac	cardiac	ADJ
ajird-1434	91	8	mri	mri	NOUN
ajird-1434	91	9	,	,	PUNCT
ajird-1434	91	10	ct	ct	NUM
ajird-1434	91	11	imaging	imaging	NOUN
ajird-1434	91	12	,	,	PUNCT
ajird-1434	91	13	and	and	CCONJ
ajird-1434	91	14	nuclear	nuclear	ADJ
ajird-1434	91	15	imaging	imaging	NOUN
ajird-1434	91	16	,	,	PUNCT
ajird-1434	91	17	ai	ai	VERB
ajird-1434	91	18	has	have	AUX
ajird-1434	91	19	demonstrated	demonstrate	VERB
ajird-1434	91	20	its	its	PRON
ajird-1434	91	21	ability	ability	NOUN
ajird-1434	91	22	to	to	PART
ajird-1434	91	23	automate	automate	VERB
ajird-1434	91	24	complex	complex	ADJ
ajird-1434	91	25	tasks	task	NOUN
ajird-1434	91	26	,	,	PUNCT
ajird-1434	91	27	reduce	reduce	VERB
ajird-1434	91	28	variability	variability	NOUN
ajird-1434	91	29	,	,	PUNCT
ajird-1434	91	30	and	and	CCONJ
ajird-1434	91	31	enhance	enhance	VERB
ajird-1434	91	32	clinical	clinical	ADJ
ajird-1434	91	33	decision	decision	NOUN
ajird-1434	91	34	-	-	PUNCT
ajird-1434	91	35	making	making	NOUN
ajird-1434	91	36	.	.	PUNCT
ajird-1434	92	1	these	these	DET
ajird-1434	92	2	capabilities	capability	NOUN
ajird-1434	92	3	are	be	AUX
ajird-1434	92	4	particularly	particularly	ADV
ajird-1434	92	5	valuable	valuable	ADJ
ajird-1434	92	6	in	in	ADP
ajird-1434	92	7	addressing	address	VERB
ajird-1434	92	8	the	the	DET
ajird-1434	92	9	growing	grow	VERB
ajird-1434	92	10	global	global	ADJ
ajird-1434	92	11	burden	burden	NOUN
ajird-1434	92	12	of	of	ADP
ajird-1434	92	13	cardiovascular	cardiovascular	ADJ
ajird-1434	92	14	diseases	disease	NOUN
ajird-1434	92	15	.	.	PUNCT
ajird-1434	93	1	despite	despite	SCONJ
ajird-1434	93	2	its	its	PRON
ajird-1434	93	3	potential	potential	NOUN
ajird-1434	93	4	,	,	PUNCT
ajird-1434	93	5	the	the	DET
ajird-1434	93	6	adoption	adoption	NOUN
ajird-1434	93	7	of	of	ADP
ajird-1434	93	8	ai	ai	NOUN
ajird-1434	93	9	in	in	ADP
ajird-1434	93	10	cardiac	cardiac	ADJ
ajird-1434	93	11	imaging	imaging	NOUN
ajird-1434	93	12	faces	face	VERB
ajird-1434	93	13	challenges	challenge	NOUN
ajird-1434	93	14	,	,	PUNCT
ajird-1434	93	15	including	include	VERB
ajird-1434	93	16	data	datum	NOUN
ajird-1434	93	17	privacy	privacy	NOUN
ajird-1434	93	18	concerns	concern	NOUN
ajird-1434	93	19	,	,	PUNCT
ajird-1434	93	20	algorithm	algorithm	NOUN
ajird-1434	93	21	generalizability	generalizability	NOUN
ajird-1434	93	22	,	,	PUNCT
ajird-1434	93	23	and	and	CCONJ
ajird-1434	93	24	ethical	ethical	ADJ
ajird-1434	93	25	considerations	consideration	NOUN
ajird-1434	93	26	.	.	PUNCT
ajird-1434	94	1	addressing	address	VERB
ajird-1434	94	2	these	these	DET
ajird-1434	94	3	issues	issue	NOUN
ajird-1434	94	4	requires	require	VERB
ajird-1434	94	5	interdisciplinary	interdisciplinary	ADJ
ajird-1434	94	6	collaboration	collaboration	NOUN
ajird-1434	94	7	among	among	ADP
ajird-1434	94	8	clinicians	clinician	NOUN
ajird-1434	94	9	,	,	PUNCT
ajird-1434	94	10	data	datum	NOUN
ajird-1434	94	11	scientists	scientist	NOUN
ajird-1434	94	12	,	,	PUNCT
ajird-1434	94	13	and	and	CCONJ
ajird-1434	94	14	policymakers	policymaker	NOUN
ajird-1434	94	15	,	,	PUNCT
ajird-1434	94	16	as	as	ADV
ajird-1434	94	17	well	well	ADV
ajird-1434	94	18	as	as	ADP
ajird-1434	94	19	the	the	DET
ajird-1434	94	20	development	development	NOUN
ajird-1434	94	21	of	of	ADP
ajird-1434	94	22	robust	robust	ADJ
ajird-1434	94	23	validation	validation	NOUN
ajird-1434	94	24	protocols	protocol	NOUN
ajird-1434	94	25	and	and	CCONJ
ajird-1434	94	26	regulatory	regulatory	ADJ
ajird-1434	94	27	frameworks	framework	NOUN
ajird-1434	94	28	.	.	PUNCT
ajird-1434	95	1	emerging	emerge	VERB
ajird-1434	95	2	solutions	solution	NOUN
ajird-1434	95	3	such	such	ADJ
ajird-1434	95	4	as	as	ADP
ajird-1434	95	5	federated	federated	ADJ
ajird-1434	95	6	learning	learning	NOUN
ajird-1434	95	7	,	,	PUNCT
ajird-1434	95	8	hybrid	hybrid	ADJ
ajird-1434	95	9	ai	ai	PROPN
ajird-1434	95	10	models	model	NOUN
ajird-1434	95	11	,	,	PUNCT
ajird-1434	95	12	and	and	CCONJ
ajird-1434	95	13	explainable	explainable	ADJ
ajird-1434	95	14	ai	ai	AUX
ajird-1434	95	15	provide	provide	VERB
ajird-1434	95	16	promising	promise	VERB
ajird-1434	95	17	pathways	pathway	NOUN
ajird-1434	95	18	to	to	PART
ajird-1434	95	19	overcome	overcome	VERB
ajird-1434	95	20	current	current	ADJ
ajird-1434	95	21	barriers	barrier	NOUN
ajird-1434	95	22	.	.	PUNCT
ajird-1434	96	1	the	the	DET
ajird-1434	96	2	application	application	NOUN
ajird-1434	96	3	of	of	ADP
ajird-1434	96	4	artificial	artificial	ADJ
ajird-1434	96	5	intelligence	intelligence	NOUN
ajird-1434	96	6	has	have	VERB
ajird-1434	96	7	the	the	DET
ajird-1434	96	8	potential	potential	NOUN
ajird-1434	96	9	to	to	ADP
ajird-1434	96	10	usher	usher	PROPN
ajird-1434	96	11	in	in	ADP
ajird-1434	96	12	a	a	DET
ajird-1434	96	13	new	new	ADJ
ajird-1434	96	14	era	era	NOUN
ajird-1434	96	15	of	of	ADP
ajird-1434	96	16	precision	precision	NOUN
ajird-1434	96	17	cardiology	cardiology	NOUN
ajird-1434	96	18	by	by	ADP
ajird-1434	96	19	combining	combine	VERB
ajird-1434	96	20	imaging	imaging	NOUN
ajird-1434	96	21	data	datum	NOUN
ajird-1434	96	22	with	with	ADP
ajird-1434	96	23	clinical	clinical	ADJ
ajird-1434	96	24	and	and	CCONJ
ajird-1434	96	25	genetic	genetic	ADJ
ajird-1434	96	26	information	information	NOUN
ajird-1434	96	27	.	.	PUNCT
ajird-1434	97	1	this	this	PRON
ajird-1434	97	2	will	will	AUX
ajird-1434	97	3	allow	allow	VERB
ajird-1434	97	4	for	for	ADP
ajird-1434	97	5	early	early	ADJ
ajird-1434	97	6	diagnosis	diagnosis	NOUN
ajird-1434	97	7	,	,	PUNCT
ajird-1434	97	8	risk	risk	NOUN
ajird-1434	97	9	assessment	assessment	NOUN
ajird-1434	97	10	,	,	PUNCT
ajird-1434	97	11	and	and	CCONJ
ajird-1434	97	12	individualized	individualized	ADJ
ajird-1434	97	13	therapies	therapy	NOUN
ajird-1434	97	14	.	.	PUNCT
ajird-1434	98	1	this	this	DET
ajird-1434	98	2	study	study	NOUN
ajird-1434	98	3	underscores	underscore	VERB
ajird-1434	98	4	the	the	DET
ajird-1434	98	5	importance	importance	NOUN
ajird-1434	98	6	of	of	ADP
ajird-1434	98	7	continued	continue	VERB
ajird-1434	98	8	research	research	NOUN
ajird-1434	98	9	and	and	CCONJ
ajird-1434	98	10	innovation	innovation	NOUN
ajird-1434	98	11	to	to	AUX
ajird-1434	98	12	fully	fully	ADV
ajird-1434	98	13	harness	harness	VERB
ajird-1434	98	14	the	the	DET
ajird-1434	98	15	potential	potential	NOUN
ajird-1434	98	16	of	of	ADP
ajird-1434	98	17	ai	ai	NOUN
ajird-1434	98	18	in	in	ADP
ajird-1434	98	19	cardiac	cardiac	ADJ
ajird-1434	98	20	imaging	imaging	NOUN
ajird-1434	98	21	.	.	PUNCT
ajird-1434	99	1	with	with	ADP
ajird-1434	99	2	proper	proper	ADJ
ajird-1434	99	3	implementation	implementation	NOUN
ajird-1434	99	4	and	and	CCONJ
ajird-1434	99	5	ethical	ethical	ADJ
ajird-1434	99	6	american	american	ADJ
ajird-1434	99	7	journal	journal	PROPN
ajird-1434	99	8	of	of	ADP
ajird-1434	99	9	interdisciplinary	interdisciplinary	ADJ
ajird-1434	99	10	research	research	NOUN
ajird-1434	99	11	and	and	CCONJ
ajird-1434	99	12	development	development	NOUN
ajird-1434	99	13	issn	issn	PROPN
ajird-1434	99	14	online	online	NOUN
ajird-1434	99	15	:	:	PUNCT
ajird-1434	99	16	2771	2771	NUM
ajird-1434	99	17	-	-	SYM
ajird-1434	99	18	8948	8948	NUM
ajird-1434	99	19	website	website	NOUN
ajird-1434	99	20	:	:	PUNCT
ajird-1434	99	21	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	99	22	volume	volume	NOUN
ajird-1434	99	23	36	36	NUM
ajird-1434	99	24	,	,	PUNCT
ajird-1434	99	25	january	january	PROPN
ajird-1434	99	26	2025	2025	NUM
ajird-1434	99	27	65	65	NUM
ajird-1434	100	1	|	|	ADV
ajird-1434	100	2	p	p	NOUN
ajird-1434	100	3	a	a	DET
ajird-1434	100	4	g	g	NOUN
ajird-1434	100	5	e	e	NOUN
ajird-1434	100	6	safeguards	safeguard	NOUN
ajird-1434	100	7	,	,	PUNCT
ajird-1434	100	8	ai	ai	VERB
ajird-1434	100	9	has	have	VERB
ajird-1434	100	10	the	the	DET
ajird-1434	100	11	potential	potential	NOUN
ajird-1434	100	12	to	to	PART
ajird-1434	100	13	greatly	greatly	ADV
ajird-1434	100	14	enhance	enhance	VERB
ajird-1434	100	15	patient	patient	ADJ
ajird-1434	100	16	outcomes	outcome	NOUN
ajird-1434	100	17	,	,	PUNCT
ajird-1434	100	18	reduce	reduce	VERB
ajird-1434	100	19	healthcare	healthcare	NOUN
ajird-1434	100	20	disparities	disparity	NOUN
ajird-1434	100	21	,	,	PUNCT
ajird-1434	100	22	and	and	CCONJ
ajird-1434	100	23	shape	shape	VERB
ajird-1434	100	24	the	the	DET
ajird-1434	100	25	future	future	NOUN
ajird-1434	100	26	of	of	ADP
ajird-1434	100	27	cardiovascular	cardiovascular	ADJ
ajird-1434	100	28	medicine	medicine	NOUN
ajird-1434	100	29	.	.	PUNCT
ajird-1434	101	1	references	reference	NOUN
ajird-1434	101	2	1	1	NUM
ajird-1434	101	3	.	.	PUNCT
ajird-1434	102	1	bai	bai	PROPN
ajird-1434	102	2	,	,	PUNCT
ajird-1434	102	3	w.	w.	PROPN
ajird-1434	102	4	,	,	PUNCT
ajird-1434	102	5	sinclair	sinclair	PROPN
ajird-1434	102	6	,	,	PUNCT
ajird-1434	102	7	m.	m.	NOUN
ajird-1434	102	8	,	,	PUNCT
ajird-1434	102	9	tarroni	tarroni	ADJ
ajird-1434	102	10	,	,	PUNCT
ajird-1434	102	11	g.	g.	PROPN
ajird-1434	102	12	,	,	PUNCT
ajird-1434	102	13	oktay	oktay	PROPN
ajird-1434	102	14	,	,	PUNCT
ajird-1434	102	15	o.	o.	PROPN
ajird-1434	102	16	,	,	PUNCT
ajird-1434	102	17	rajchl	rajchl	NOUN
ajird-1434	102	18	,	,	PUNCT
ajird-1434	102	19	m.	m.	NOUN
ajird-1434	102	20	,	,	PUNCT
ajird-1434	102	21	valvoda	valvoda	NOUN
ajird-1434	102	22	,	,	PUNCT
ajird-1434	102	23	j.	j.	PROPN
ajird-1434	102	24	,	,	PUNCT
ajird-1434	102	25	...	...	PUNCT
ajird-1434	102	26	&	&	CCONJ
ajird-1434	102	27	rueckert	rueckert	PROPN
ajird-1434	102	28	,	,	PUNCT
ajird-1434	102	29	d.	d.	PROPN
ajird-1434	102	30	(	(	PUNCT
ajird-1434	102	31	2018	2018	NUM
ajird-1434	102	32	)	)	PUNCT
ajird-1434	102	33	.	.	PUNCT
ajird-1434	103	1	automated	automate	VERB
ajird-1434	103	2	cardiovascular	cardiovascular	ADJ
ajird-1434	103	3	magnetic	magnetic	ADJ
ajird-1434	103	4	resonance	resonance	NOUN
ajird-1434	103	5	image	image	NOUN
ajird-1434	103	6	analysis	analysis	NOUN
ajird-1434	103	7	with	with	ADP
ajird-1434	103	8	fully	fully	ADV
ajird-1434	103	9	convolutional	convolutional	ADJ
ajird-1434	103	10	networks	network	NOUN
ajird-1434	103	11	.	.	PUNCT
ajird-1434	104	1	journal	journal	NOUN
ajird-1434	104	2	of	of	ADP
ajird-1434	104	3	cardiovascular	cardiovascular	ADJ
ajird-1434	104	4	magnetic	magnetic	ADJ
ajird-1434	104	5	resonance	resonance	NOUN
ajird-1434	104	6	,	,	PUNCT
ajird-1434	104	7	20(1	20(1	NUM
ajird-1434	104	8	)	)	PUNCT
ajird-1434	104	9	,	,	PUNCT
ajird-1434	104	10	65	65	NUM
ajird-1434	104	11	.	.	PUNCT
ajird-1434	105	1	https://doi.org/10.1186/s12968-018-0471-x	https://doi.org/10.1186/s12968-018-0471-x	PROPN
ajird-1434	105	2	2	2	NUM
ajird-1434	105	3	.	.	X
ajird-1434	105	4	betancur	betancur	PROPN
ajird-1434	105	5	,	,	PUNCT
ajird-1434	105	6	j.	j.	PROPN
ajird-1434	105	7	,	,	PUNCT
ajird-1434	105	8	commandeur	commandeur	PROPN
ajird-1434	105	9	,	,	PUNCT
ajird-1434	105	10	f.	f.	PROPN
ajird-1434	105	11	,	,	PUNCT
ajird-1434	105	12	motlagh	motlagh	ADJ
ajird-1434	105	13	,	,	PUNCT
ajird-1434	105	14	m.	m.	NOUN
ajird-1434	105	15	,	,	PUNCT
ajird-1434	105	16	sharir	sharir	NOUN
ajird-1434	105	17	,	,	PUNCT
ajird-1434	105	18	t.	t.	PROPN
ajird-1434	105	19	,	,	PUNCT
ajird-1434	105	20	einstein	einstein	PROPN
ajird-1434	105	21	,	,	PUNCT
ajird-1434	105	22	a.	a.	PROPN
ajird-1434	105	23	j.	j.	PROPN
ajird-1434	105	24	,	,	PUNCT
ajird-1434	105	25	bokhari	bokhari	PROPN
ajird-1434	105	26	,	,	PUNCT
ajird-1434	105	27	s.	s.	PROPN
ajird-1434	105	28	,	,	PUNCT
ajird-1434	105	29	...	...	PUNCT
ajird-1434	105	30	&	&	CCONJ
ajird-1434	105	31	slomka	slomka	PROPN
ajird-1434	105	32	,	,	PUNCT
ajird-1434	105	33	p.	p.	NOUN
ajird-1434	105	34	j.	j.	PROPN
ajird-1434	106	1	(	(	PUNCT
ajird-1434	106	2	2018	2018	NUM
ajird-1434	106	3	)	)	PUNCT
ajird-1434	106	4	.	.	PUNCT
ajird-1434	107	1	deep	deep	ADJ
ajird-1434	107	2	learning	learning	NOUN
ajird-1434	107	3	for	for	ADP
ajird-1434	107	4	prediction	prediction	NOUN
ajird-1434	107	5	of	of	ADP
ajird-1434	107	6	obstructive	obstructive	ADJ
ajird-1434	107	7	disease	disease	NOUN
ajird-1434	107	8	from	from	ADP
ajird-1434	107	9	myocardial	myocardial	ADJ
ajird-1434	107	10	perfusion	perfusion	NOUN
ajird-1434	107	11	imaging	imaging	NOUN
ajird-1434	107	12	.	.	PUNCT
ajird-1434	108	1	jacc	jacc	VERB
ajird-1434	108	2	:	:	PUNCT
ajird-1434	109	1	cardiovascular	cardiovascular	ADJ
ajird-1434	109	2	imaging	imaging	NOUN
ajird-1434	109	3	,	,	PUNCT
ajird-1434	109	4	11(12	11(12	NUM
ajird-1434	109	5	)	)	PUNCT
ajird-1434	109	6	,	,	PUNCT
ajird-1434	109	7	1654	1654	NUM
ajird-1434	109	8	-	-	SYM
ajird-1434	109	9	1663	1663	NUM
ajird-1434	109	10	.	.	PUNCT
ajird-1434	110	1	https://doi.org/10.1016/j.jcmg.2018.02.012	https://doi.org/10.1016/j.jcmg.2018.02.012	PROPN
ajird-1434	110	2	3	3	NUM
ajird-1434	110	3	.	.	PUNCT
ajird-1434	111	1	kohli	kohli	PROPN
ajird-1434	111	2	,	,	PUNCT
ajird-1434	111	3	m.	m.	NOUN
ajird-1434	111	4	,	,	PUNCT
ajird-1434	111	5	prevedello	prevedello	PROPN
ajird-1434	111	6	,	,	PUNCT
ajird-1434	111	7	l.	l.	PROPN
ajird-1434	111	8	m.	m.	PROPN
ajird-1434	111	9	,	,	PUNCT
ajird-1434	111	10	filice	filice	PROPN
ajird-1434	111	11	,	,	PUNCT
ajird-1434	111	12	r.	r.	PROPN
ajird-1434	111	13	w.	w.	PROPN
ajird-1434	111	14	,	,	PUNCT
ajird-1434	111	15	&	&	CCONJ
ajird-1434	111	16	geis	geis	PROPN
ajird-1434	111	17	,	,	PUNCT
ajird-1434	111	18	j.	j.	PROPN
ajird-1434	111	19	r.	r.	PROPN
ajird-1434	111	20	(	(	PUNCT
ajird-1434	111	21	2022	2022	NUM
ajird-1434	111	22	)	)	PUNCT
ajird-1434	111	23	.	.	PUNCT
ajird-1434	112	1	implementing	implement	VERB
ajird-1434	112	2	machine	machine	NOUN
ajird-1434	112	3	learning	learning	NOUN
ajird-1434	112	4	in	in	ADP
ajird-1434	112	5	radiology	radiology	NOUN
ajird-1434	112	6	practice	practice	NOUN
ajird-1434	112	7	and	and	CCONJ
ajird-1434	112	8	research	research	NOUN
ajird-1434	112	9	.	.	PUNCT
ajird-1434	113	1	american	american	ADJ
ajird-1434	113	2	journal	journal	PROPN
ajird-1434	113	3	of	of	ADP
ajird-1434	113	4	roentgenology	roentgenology	NOUN
ajird-1434	113	5	,	,	PUNCT
ajird-1434	113	6	218(1	218(1	NUM
ajird-1434	113	7	)	)	PUNCT
ajird-1434	113	8	,	,	PUNCT
ajird-1434	113	9	25	25	NUM
ajird-1434	113	10	-	-	SYM
ajird-1434	113	11	36	36	NUM
ajird-1434	113	12	.	.	PUNCT
ajird-1434	114	1	https://doi.org/10.2214/ajr.21.26024	https://doi.org/10.2214/ajr.21.26024	NOUN
ajird-1434	114	2	4	4	NUM
ajird-1434	114	3	.	.	PUNCT
ajird-1434	115	1	van	van	PROPN
ajird-1434	115	2	velzen	velzen	PROPN
ajird-1434	115	3	,	,	PUNCT
ajird-1434	115	4	s.	s.	PROPN
ajird-1434	115	5	g.	g.	PROPN
ajird-1434	115	6	,	,	PUNCT
ajird-1434	115	7	lessmann	lessmann	PROPN
ajird-1434	115	8	,	,	PUNCT
ajird-1434	115	9	n.	n.	NOUN
ajird-1434	115	10	,	,	PUNCT
ajird-1434	115	11	velthuis	velthuis	PROPN
ajird-1434	115	12	,	,	PUNCT
ajird-1434	115	13	b.	b.	PROPN
ajird-1434	115	14	k.	k.	PROPN
ajird-1434	115	15	,	,	PUNCT
ajird-1434	115	16	&	&	CCONJ
ajird-1434	115	17	de	de	PROPN
ajird-1434	115	18	jong	jong	PROPN
ajird-1434	115	19	,	,	PUNCT
ajird-1434	115	20	p.	p.	NOUN
ajird-1434	115	21	a.	a.	NOUN
ajird-1434	116	1	(	(	PUNCT
ajird-1434	116	2	2021	2021	NUM
ajird-1434	116	3	)	)	PUNCT
ajird-1434	116	4	.	.	PUNCT
ajird-1434	117	1	automated	automate	VERB
ajird-1434	117	2	coronary	coronary	ADJ
ajird-1434	117	3	artery	artery	NOUN
ajird-1434	117	4	calcium	calcium	NOUN
ajird-1434	117	5	scoring	scoring	NOUN
ajird-1434	117	6	in	in	ADP
ajird-1434	117	7	low	low	ADJ
ajird-1434	117	8	-	-	PUNCT
ajird-1434	117	9	dose	dose	NOUN
ajird-1434	117	10	chest	chest	NOUN
ajird-1434	117	11	ct	ct	NUM
ajird-1434	117	12	using	use	VERB
ajird-1434	117	13	deep	deep	ADJ
ajird-1434	117	14	neural	neural	ADJ
ajird-1434	117	15	networks	network	NOUN
ajird-1434	117	16	with	with	ADP
ajird-1434	117	17	and	and	CCONJ
ajird-1434	117	18	without	without	ADP
ajird-1434	117	19	additional	additional	ADJ
ajird-1434	117	20	reconstruction	reconstruction	NOUN
ajird-1434	117	21	.	.	PUNCT
ajird-1434	118	1	radiology	radiology	NOUN
ajird-1434	118	2	:	:	PUNCT
ajird-1434	118	3	cardiothoracic	cardiothoracic	NOUN
ajird-1434	118	4	imaging	imaging	NOUN
ajird-1434	118	5	,	,	PUNCT
ajird-1434	118	6	3(3	3(3	NUM
ajird-1434	118	7	)	)	PUNCT
ajird-1434	118	8	,	,	PUNCT
ajird-1434	118	9	e210003	e210003	NOUN
ajird-1434	118	10	.	.	NOUN
ajird-1434	118	11	https://doi.org/10.1148/ryct.2021210003	https://doi.org/10.1148/ryct.2021210003	NOUN
ajird-1434	118	12	5	5	NUM
ajird-1434	118	13	.	.	X
ajird-1434	119	1	zhang	zhang	PROPN
ajird-1434	119	2	,	,	PUNCT
ajird-1434	119	3	j.	j.	PROPN
ajird-1434	119	4	,	,	PUNCT
ajird-1434	119	5	gajjala	gajjala	PROPN
ajird-1434	119	6	,	,	PUNCT
ajird-1434	119	7	s.	s.	PROPN
ajird-1434	119	8	,	,	PUNCT
ajird-1434	119	9	agrawal	agrawal	PROPN
ajird-1434	119	10	,	,	PUNCT
ajird-1434	119	11	r.	r.	PROPN
ajird-1434	119	12	,	,	PUNCT
ajird-1434	119	13	tison	tison	NOUN
ajird-1434	119	14	,	,	PUNCT
ajird-1434	119	15	g.	g.	PROPN
ajird-1434	119	16	h.	h.	PROPN
ajird-1434	119	17	,	,	PUNCT
ajird-1434	119	18	hallock	hallock	PROPN
ajird-1434	119	19	,	,	PUNCT
ajird-1434	119	20	l.	l.	PROPN
ajird-1434	119	21	a.	a.	PROPN
ajird-1434	119	22	,	,	PUNCT
ajird-1434	119	23	beussink	beussink	NOUN
ajird-1434	119	24	-	-	PUNCT
ajird-1434	119	25	nelson	nelson	PROPN
ajird-1434	119	26	,	,	PUNCT
ajird-1434	119	27	l.	l.	PROPN
ajird-1434	119	28	,	,	PUNCT
ajird-1434	119	29	...	...	PUNCT
ajird-1434	119	30	&	&	CCONJ
ajird-1434	119	31	mcmanus	mcmanus	PROPN
ajird-1434	119	32	,	,	PUNCT
ajird-1434	119	33	d.	d.	PROPN
ajird-1434	119	34	d.	d.	PROPN
ajird-1434	119	35	(	(	PUNCT
ajird-1434	119	36	2020	2020	NUM
ajird-1434	119	37	)	)	PUNCT
ajird-1434	119	38	.	.	PUNCT
ajird-1434	120	1	fully	fully	ADV
ajird-1434	120	2	automated	automate	VERB
ajird-1434	120	3	echocardiogram	echocardiogram	NOUN
ajird-1434	120	4	interpretation	interpretation	NOUN
ajird-1434	120	5	in	in	ADP
ajird-1434	120	6	clinical	clinical	ADJ
ajird-1434	120	7	practice	practice	NOUN
ajird-1434	120	8	:	:	PUNCT
ajird-1434	120	9	feasibility	feasibility	NOUN
ajird-1434	120	10	and	and	CCONJ
ajird-1434	120	11	diagnostic	diagnostic	ADJ
ajird-1434	120	12	accuracy	accuracy	NOUN
ajird-1434	120	13	.	.	PUNCT
ajird-1434	121	1	circulation	circulation	NOUN
ajird-1434	121	2	,	,	PUNCT
ajird-1434	121	3	141(9	141(9	NUM
ajird-1434	121	4	)	)	PUNCT
ajird-1434	121	5	,	,	PUNCT
ajird-1434	121	6	720	720	NUM
ajird-1434	121	7	-	-	SYM
ajird-1434	121	8	729	729	NUM
ajird-1434	121	9	.	.	PUNCT
ajird-1434	122	1	https://doi.org/10.1161/circulationaha.119.044261	https://doi.org/10.1161/circulationaha.119.044261	PROPN
ajird-1434	122	2	6	6	NUM
ajird-1434	122	3	.	.	PUNCT
ajird-1434	122	4	litjens	litjen	NOUN
ajird-1434	122	5	,	,	PUNCT
ajird-1434	122	6	g.	g.	PROPN
ajird-1434	122	7	,	,	PUNCT
ajird-1434	122	8	kooi	kooi	PROPN
ajird-1434	122	9	,	,	PUNCT
ajird-1434	122	10	t.	t.	PROPN
ajird-1434	122	11	,	,	PUNCT
ajird-1434	122	12	bejnordi	bejnordi	PROPN
ajird-1434	122	13	,	,	PUNCT
ajird-1434	122	14	b.	b.	PROPN
ajird-1434	122	15	e.	e.	PROPN
ajird-1434	122	16	,	,	PUNCT
ajird-1434	122	17	setio	setio	PROPN
ajird-1434	122	18	,	,	PUNCT
ajird-1434	122	19	a.	a.	PROPN
ajird-1434	122	20	a.	a.	NOUN
ajird-1434	122	21	a.	a.	PROPN
ajird-1434	122	22	,	,	PUNCT
ajird-1434	122	23	ciompi	ciompi	PROPN
ajird-1434	122	24	,	,	PUNCT
ajird-1434	122	25	f.	f.	PROPN
ajird-1434	122	26	,	,	PUNCT
ajird-1434	122	27	ghafoorian	ghafoorian	PROPN
ajird-1434	122	28	,	,	PUNCT
ajird-1434	122	29	m.	m.	NOUN
ajird-1434	122	30	,	,	PUNCT
ajird-1434	122	31	...	...	PUNCT
ajird-1434	122	32	&	&	CCONJ
ajird-1434	122	33	van	van	PROPN
ajird-1434	122	34	ginneken	ginneken	PROPN
ajird-1434	122	35	,	,	PUNCT
ajird-1434	122	36	b.	b.	PROPN
ajird-1434	122	37	(	(	PUNCT
ajird-1434	122	38	2017	2017	NUM
ajird-1434	122	39	)	)	PUNCT
ajird-1434	122	40	.	.	PUNCT
ajird-1434	123	1	a	a	DET
ajird-1434	123	2	survey	survey	NOUN
ajird-1434	123	3	on	on	ADP
ajird-1434	123	4	deep	deep	ADJ
ajird-1434	123	5	learning	learning	NOUN
ajird-1434	123	6	in	in	ADP
ajird-1434	123	7	medical	medical	ADJ
ajird-1434	123	8	image	image	NOUN
ajird-1434	123	9	analysis	analysis	NOUN
ajird-1434	123	10	.	.	PUNCT
ajird-1434	124	1	medical	medical	ADJ
ajird-1434	124	2	image	image	NOUN
ajird-1434	124	3	analysis	analysis	NOUN
ajird-1434	124	4	,	,	PUNCT
ajird-1434	124	5	42	42	NUM
ajird-1434	124	6	,	,	PUNCT
ajird-1434	124	7	60	60	NUM
ajird-1434	124	8	-	-	SYM
ajird-1434	124	9	88	88	NUM
ajird-1434	124	10	.	.	PUNCT
ajird-1434	125	1	https://doi.org/10.1016/j.media.2017.07.005	https://doi.org/10.1016/j.media.2017.07.005	PROPN
ajird-1434	125	2	7	7	NUM
ajird-1434	125	3	.	.	PUNCT
ajird-1434	125	4	leiner	leiner	PROPN
ajird-1434	125	5	,	,	PUNCT
ajird-1434	125	6	t.	t.	PROPN
ajird-1434	125	7	,	,	PUNCT
ajird-1434	125	8	rueckert	rueckert	PROPN
ajird-1434	125	9	,	,	PUNCT
ajird-1434	125	10	d.	d.	PROPN
ajird-1434	125	11	,	,	PUNCT
ajird-1434	125	12	suinesiaputra	suinesiaputra	PROPN
ajird-1434	125	13	,	,	PUNCT
ajird-1434	125	14	a.	a.	NOUN
ajird-1434	125	15	,	,	PUNCT
ajird-1434	125	16	baessler	baessler	NOUN
ajird-1434	125	17	,	,	PUNCT
ajird-1434	125	18	b.	b.	PROPN
ajird-1434	125	19	,	,	PUNCT
ajird-1434	125	20	nezafat	nezafat	PROPN
ajird-1434	125	21	,	,	PUNCT
ajird-1434	125	22	r.	r.	PROPN
ajird-1434	125	23	,	,	PUNCT
ajird-1434	125	24	isgum	isgum	PROPN
ajird-1434	125	25	,	,	PUNCT
ajird-1434	125	26	i.	i.	NOUN
ajird-1434	125	27	,	,	PUNCT
ajird-1434	125	28	...	...	PUNCT
ajird-1434	125	29	&	&	CCONJ
ajird-1434	125	30	salerno	salerno	PROPN
ajird-1434	125	31	,	,	PUNCT
ajird-1434	125	32	m.	m.	NOUN
ajird-1434	125	33	(	(	PUNCT
ajird-1434	125	34	2019	2019	NUM
ajird-1434	125	35	)	)	PUNCT
ajird-1434	125	36	.	.	PUNCT
ajird-1434	126	1	machine	machine	NOUN
ajird-1434	126	2	learning	learn	VERB
ajird-1434	126	3	in	in	ADP
ajird-1434	126	4	cardiovascular	cardiovascular	ADJ
ajird-1434	126	5	magnetic	magnetic	ADJ
ajird-1434	126	6	resonance	resonance	NOUN
ajird-1434	126	7	:	:	PUNCT
ajird-1434	126	8	basic	basic	ADJ
ajird-1434	126	9	concepts	concept	NOUN
ajird-1434	126	10	and	and	CCONJ
ajird-1434	126	11	applications	application	NOUN
ajird-1434	126	12	.	.	PUNCT
ajird-1434	127	1	journal	journal	NOUN
ajird-1434	127	2	of	of	ADP
ajird-1434	127	3	cardiovascular	cardiovascular	ADJ
ajird-1434	127	4	magnetic	magnetic	ADJ
ajird-1434	127	5	resonance	resonance	NOUN
ajird-1434	127	6	,	,	PUNCT
ajird-1434	127	7	21(1	21(1	NUM
ajird-1434	127	8	)	)	PUNCT
ajird-1434	127	9	,	,	PUNCT
ajird-1434	127	10	61	61	NUM
ajird-1434	127	11	.	.	PUNCT
ajird-1434	128	1	https://doi.org/10.1186/s12968-019-0575-y	https://doi.org/10.1186/s12968-019-0575-y	PROPN
ajird-1434	128	2	8	8	NUM
ajird-1434	128	3	.	.	X
ajird-1434	128	4	ouyang	ouyang	PROPN
ajird-1434	128	5	,	,	PUNCT
ajird-1434	128	6	d.	d.	PROPN
ajird-1434	128	7	,	,	PUNCT
ajird-1434	128	8	he	he	PRON
ajird-1434	128	9	,	,	PUNCT
ajird-1434	128	10	b.	b.	PROPN
ajird-1434	128	11	,	,	PUNCT
ajird-1434	128	12	ghorbani	ghorbani	PROPN
ajird-1434	128	13	,	,	PUNCT
ajird-1434	128	14	a.	a.	NOUN
ajird-1434	128	15	,	,	PUNCT
ajird-1434	128	16	yuan	yuan	PROPN
ajird-1434	128	17	,	,	PUNCT
ajird-1434	128	18	n.	n.	NOUN
ajird-1434	128	19	,	,	PUNCT
ajird-1434	128	20	ebinger	ebinger	PROPN
ajird-1434	128	21	,	,	PUNCT
ajird-1434	128	22	j.	j.	PROPN
ajird-1434	128	23	,	,	PUNCT
ajird-1434	128	24	langlotz	langlotz	PROPN
ajird-1434	128	25	,	,	PUNCT
ajird-1434	128	26	c.	c.	PROPN
ajird-1434	128	27	p.	p.	PROPN
ajird-1434	128	28	,	,	PUNCT
ajird-1434	128	29	...	...	PUNCT
ajird-1434	128	30	&	&	CCONJ
ajird-1434	128	31	zou	zou	PROPN
ajird-1434	128	32	,	,	PUNCT
ajird-1434	128	33	j.	j.	PROPN
ajird-1434	128	34	(	(	PUNCT
ajird-1434	128	35	2020	2020	NUM
ajird-1434	128	36	)	)	PUNCT
ajird-1434	128	37	.	.	PUNCT
ajird-1434	129	1	video	video	NOUN
ajird-1434	129	2	-	-	PUNCT
ajird-1434	129	3	based	base	VERB
ajird-1434	129	4	ai	ai	NOUN
ajird-1434	129	5	for	for	ADP
ajird-1434	129	6	beat	beat	NOUN
ajird-1434	129	7	-	-	PUNCT
ajird-1434	129	8	to	to	ADP
ajird-1434	129	9	-	-	PUNCT
ajird-1434	129	10	beat	beat	VERB
ajird-1434	129	11	assessment	assessment	NOUN
ajird-1434	129	12	of	of	ADP
ajird-1434	129	13	cardiac	cardiac	ADJ
ajird-1434	129	14	function	function	NOUN
ajird-1434	129	15	.	.	PUNCT
ajird-1434	130	1	nature	nature	NOUN
ajird-1434	130	2	,	,	PUNCT
ajird-1434	130	3	580(7802	580(7802	NOUN
ajird-1434	130	4	)	)	PUNCT
ajird-1434	130	5	,	,	PUNCT
ajird-1434	130	6	252	252	NUM
ajird-1434	130	7	-	-	SYM
ajird-1434	130	8	256	256	NUM
ajird-1434	130	9	.	.	PUNCT
ajird-1434	131	1	https://doi.org/10.1038/s41586-020-2145-8	https://doi.org/10.1038/s41586-020-2145-8	PROPN
ajird-1434	131	2	9	9	NUM
ajird-1434	131	3	.	.	X
ajird-1434	131	4	aslam	aslam	PROPN
ajird-1434	131	5	,	,	PUNCT
ajird-1434	131	6	i.	i.	PROPN
ajird-1434	131	7	&	&	CCONJ
ajird-1434	131	8	jiyanboyevich	jiyanboyevich	PROPN
ajird-1434	131	9	,	,	PUNCT
ajird-1434	131	10	y.s	y.s	PROPN
ajird-1434	131	11	.	.	PROPN
ajird-1434	131	12	(	(	PUNCT
ajird-1434	131	13	2023	2023	NUM
ajird-1434	131	14	)	)	PUNCT
ajird-1434	131	15	.	.	PUNCT
ajird-1434	132	1	'	'	PUNCT
ajird-1434	132	2	the	the	DET
ajird-1434	132	3	common	common	ADJ
ajird-1434	132	4	problem	problem	NOUN
ajird-1434	132	5	of	of	ADP
ajird-1434	132	6	international	international	ADJ
ajird-1434	132	7	students	student	NOUN
ajird-1434	132	8	and	and	CCONJ
ajird-1434	132	9	its	its	PRON
ajird-1434	132	10	solution	solution	NOUN
ajird-1434	132	11	and	and	CCONJ
ajird-1434	132	12	unexpected	unexpected	ADJ
ajird-1434	132	13	challenges	challenge	NOUN
ajird-1434	132	14	of	of	ADP
ajird-1434	132	15	working	work	VERB
ajird-1434	132	16	with	with	ADP
ajird-1434	132	17	foreign	foreign	ADJ
ajird-1434	132	18	teacher	teacher	NOUN
ajird-1434	132	19	'	'	PUNCT
ajird-1434	132	20	,	,	PUNCT
ajird-1434	132	21	internationalization	internationalization	NOUN
ajird-1434	132	22	of	of	ADP
ajird-1434	132	23	medical	medical	ADJ
ajird-1434	132	24	education	education	NOUN
ajird-1434	132	25	:	:	PUNCT
ajird-1434	132	26	experience	experience	NOUN
ajird-1434	132	27	,	,	PUNCT
ajird-1434	132	28	problems	problem	NOUN
ajird-1434	132	29	,	,	PUNCT
ajird-1434	132	30	prospects	prospect	NOUN
ajird-1434	132	31	,	,	PUNCT
ajird-1434	132	32	66	66	NUM
ajird-1434	132	33	.	.	PUNCT
ajird-1434	133	1	10	10	NUM
ajird-1434	133	2	.	.	PUNCT
ajird-1434	134	1	nodirovna	nodirovna	NOUN
ajird-1434	134	2	,	,	PUNCT
ajird-1434	134	3	a.r	a.r	PROPN
ajird-1434	134	4	.	.	PROPN
ajird-1434	134	5	,	,	PUNCT
ajird-1434	134	6	maksudovna	maksudovna	NOUN
ajird-1434	134	7	,	,	PUNCT
ajird-1434	134	8	m.m	m.m	PROPN
ajird-1434	134	9	.	.	PROPN
ajird-1434	134	10	,	,	PUNCT
ajird-1434	134	11	aslam	aslam	PROPN
ajird-1434	134	12	,	,	PUNCT
ajird-1434	134	13	i.	i.	PROPN
ajird-1434	134	14	&	&	CCONJ
ajird-1434	134	15	ergashboevna	ergashboevna	PROPN
ajird-1434	134	16	,	,	PUNCT
ajird-1434	134	17	a.z	a.z	PROPN
ajird-1434	134	18	.	.	PROPN
ajird-1434	134	19	(	(	PUNCT
ajird-1434	134	20	2024	2024	NUM
ajird-1434	134	21	)	)	PUNCT
ajird-1434	134	22	.	.	PUNCT
ajird-1434	135	1	'	'	AUX
ajird-1434	135	2	evaluating	evaluate	VERB
ajird-1434	135	3	novel	novel	NOUN
ajird-1434	135	4	anticoagulant	anticoagulant	NOUN
ajird-1434	135	5	and	and	CCONJ
ajird-1434	135	6	antiplatelet	antiplatelet	VERB
ajird-1434	135	7	drugs	drug	NOUN
ajird-1434	135	8	for	for	ADP
ajird-1434	135	9	thromboembolic	thromboembolic	ADJ
ajird-1434	135	10	illness	illness	NOUN
ajird-1434	135	11	prevention	prevention	NOUN
ajird-1434	135	12	and	and	CCONJ
ajird-1434	135	13	treatment	treatment	NOUN
ajird-1434	135	14	'	'	PUNCT
ajird-1434	135	15	,	,	PUNCT
ajird-1434	135	16	international	international	ADJ
ajird-1434	135	17	journal	journal	NOUN
ajird-1434	135	18	of	of	ADP
ajird-1434	135	19	alternative	alternative	ADJ
ajird-1434	135	20	and	and	CCONJ
ajird-1434	135	21	contemporary	contemporary	ADJ
ajird-1434	135	22	therapy	therapy	NOUN
ajird-1434	135	23	,	,	PUNCT
ajird-1434	135	24	2(5	2(5	NUM
ajird-1434	135	25	)	)	PUNCT
ajird-1434	135	26	,	,	PUNCT
ajird-1434	135	27	pp	pp	PROPN
ajird-1434	135	28	.	.	PUNCT
ajird-1434	136	1	135	135	NUM
ajird-1434	136	2	-	-	SYM
ajird-1434	136	3	141	141	NUM
ajird-1434	136	4	.	.	PUNCT
ajird-1434	137	1	american	american	ADJ
ajird-1434	137	2	journal	journal	PROPN
ajird-1434	137	3	of	of	ADP
ajird-1434	137	4	interdisciplinary	interdisciplinary	ADJ
ajird-1434	137	5	research	research	NOUN
ajird-1434	137	6	and	and	CCONJ
ajird-1434	137	7	development	development	NOUN
ajird-1434	137	8	issn	issn	PROPN
ajird-1434	137	9	online	online	NOUN
ajird-1434	137	10	:	:	PUNCT
ajird-1434	137	11	2771	2771	NUM
ajird-1434	137	12	-	-	SYM
ajird-1434	137	13	8948	8948	NUM
ajird-1434	137	14	website	website	NOUN
ajird-1434	137	15	:	:	PUNCT
ajird-1434	137	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1434	137	17	volume	volume	NOUN
ajird-1434	137	18	36	36	NUM
ajird-1434	137	19	,	,	PUNCT
ajird-1434	137	20	january	january	PROPN
ajird-1434	137	21	2025	2025	NUM
ajird-1434	137	22	66	66	NUM
ajird-1434	138	1	|	|	ADV
ajird-1434	138	2	p	p	NOUN
ajird-1434	138	3	a	a	DET
ajird-1434	138	4	g	g	NOUN
ajird-1434	138	5	e	e	NOUN
ajird-1434	138	6	11	11	NUM
ajird-1434	138	7	.	.	PUNCT
ajird-1434	139	1	aslam	aslam	PROPN
ajird-1434	139	2	,	,	PUNCT
ajird-1434	139	3	i.	i.	PROPN
ajird-1434	139	4	,	,	PUNCT
ajird-1434	139	5	jiyanboyevich	jiyanboyevich	PROPN
ajird-1434	139	6	,	,	PUNCT
ajird-1434	139	7	y.s	y.s	PROPN
ajird-1434	139	8	.	.	PROPN
ajird-1434	139	9	&	&	CCONJ
ajird-1434	139	10	rajabboevna	rajabboevna	PROPN
ajird-1434	139	11	,	,	PUNCT
ajird-1434	139	12	a.r	a.r	PROPN
ajird-1434	139	13	.	.	PROPN
ajird-1434	139	14	(	(	PUNCT
ajird-1434	139	15	2023	2023	NUM
ajird-1434	139	16	)	)	PUNCT
ajird-1434	139	17	.	.	PUNCT
ajird-1434	140	1	'	'	PUNCT
ajird-1434	141	1	apixaban	apixaban	ADJ
ajird-1434	141	2	vs	vs	ADP
ajird-1434	141	3	rivaroxaban	rivaroxaban	NOUN
ajird-1434	141	4	blood	blood	NOUN
ajird-1434	141	5	thinner	thin	ADJ
ajird-1434	141	6	use	use	VERB
ajird-1434	141	7	reduced	reduce	VERB
ajird-1434	141	8	stroke	stroke	NOUN
ajird-1434	141	9	and	and	CCONJ
ajird-1434	141	10	clot	clot	NOUN
ajird-1434	141	11	risk	risk	NOUN
ajird-1434	141	12	in	in	ADP
ajird-1434	141	13	patients	patient	NOUN
ajird-1434	141	14	with	with	ADP
ajird-1434	141	15	heart	heart	NOUN
ajird-1434	141	16	disease	disease	NOUN
ajird-1434	141	17	and	and	CCONJ
ajird-1434	141	18	arrhythmia	arrhythmia	NOUN
ajird-1434	141	19	'	'	PUNCT
ajird-1434	141	20	,	,	PUNCT
ajird-1434	141	21	rivista	rivista	PROPN
ajird-1434	141	22	italiana	italiana	PROPN
ajird-1434	141	23	di	di	PROPN
ajird-1434	141	24	filosofia	filosofia	PROPN
ajird-1434	141	25	analitica	analitica	PROPN
ajird-1434	141	26	junior	junior	PROPN
ajird-1434	141	27	,	,	PUNCT
ajird-1434	141	28	14(2	14(2	NUM
ajird-1434	141	29	)	)	PUNCT
ajird-1434	141	30	,	,	PUNCT
ajird-1434	141	31	pp	pp	PROPN
ajird-1434	141	32	.	.	PUNCT
ajird-1434	142	1	883	883	NUM
ajird-1434	142	2	-	-	NUM
ajird-1434	142	3	889	889	NUM
ajird-1434	142	4	.	.	PUNCT
ajird-1434	143	1	12	12	NUM
ajird-1434	143	2	.	.	PUNCT
ajird-1434	144	1	aslam	aslam	PROPN
ajird-1434	144	2	,	,	PUNCT
ajird-1434	144	3	i.	i.	PROPN
ajird-1434	144	4	,	,	PUNCT
ajird-1434	144	5	jiyanboyevich	jiyanboyevich	PROPN
ajird-1434	144	6	,	,	PUNCT
ajird-1434	144	7	y.s	y.s	PROPN
ajird-1434	144	8	.	.	PROPN
ajird-1434	144	9	&	&	CCONJ
ajird-1434	144	10	rajabboevna	rajabboevna	PROPN
ajird-1434	144	11	,	,	PUNCT
ajird-1434	144	12	a.r	a.r	PROPN
ajird-1434	144	13	.	.	PROPN
ajird-1434	144	14	(	(	PUNCT
ajird-1434	144	15	2023	2023	NUM
ajird-1434	144	16	)	)	PUNCT
ajird-1434	144	17	.	.	PUNCT
ajird-1434	145	1	'	'	PUNCT
ajird-1434	146	1	apixaban	apixaban	ADJ
ajird-1434	146	2	vs	vs	ADP
ajird-1434	146	3	rivaroxaban	rivaroxaban	NOUN
ajird-1434	146	4	blood	blood	NOUN
ajird-1434	146	5	thinner	thin	ADJ
ajird-1434	146	6	use	use	VERB
ajird-1434	146	7	reduced	reduce	VERB
ajird-1434	146	8	stroke	stroke	NOUN
ajird-1434	146	9	and	and	CCONJ
ajird-1434	146	10	clot	clot	NOUN
ajird-1434	146	11	risk	risk	NOUN
ajird-1434	146	12	in	in	ADP
ajird-1434	146	13	patients	patient	NOUN
ajird-1434	146	14	with	with	ADP
ajird-1434	146	15	heart	heart	NOUN
ajird-1434	146	16	disease	disease	NOUN
ajird-1434	146	17	and	and	CCONJ
ajird-1434	146	18	arrhythmia	arrhythmia	NOUN
ajird-1434	146	19	'	'	PUNCT
ajird-1434	146	20	,	,	PUNCT
ajird-1434	146	21	rivista	rivista	PROPN
ajird-1434	146	22	italiana	italiana	PROPN
ajird-1434	146	23	di	di	PROPN
ajird-1434	146	24	filosofia	filosofia	PROPN
ajird-1434	146	25	analitica	analitica	PROPN
ajird-1434	146	26	junior	junior	PROPN
ajird-1434	146	27	,	,	PUNCT
ajird-1434	146	28	14(2	14(2	NUM
ajird-1434	146	29	)	)	PUNCT
ajird-1434	146	30	,	,	PUNCT
ajird-1434	146	31	pp	pp	PROPN
ajird-1434	146	32	.	.	PUNCT
ajird-1434	147	1	883	883	NUM
ajird-1434	147	2	-	-	NUM
ajird-1434	147	3	889	889	NUM
ajird-1434	147	4	.	.	PUNCT
ajird-1434	148	1	13	13	NUM
ajird-1434	148	2	.	.	PUNCT
ajird-1434	149	1	jiyanboyevich	jiyanboyevich	PROPN
ajird-1434	149	2	,	,	PUNCT
ajird-1434	149	3	y.s	y.s	PROPN
ajird-1434	149	4	.	.	PROPN
ajird-1434	149	5	,	,	PUNCT
ajird-1434	149	6	aslam	aslam	PROPN
ajird-1434	149	7	,	,	PUNCT
ajird-1434	149	8	i.	i.	PROPN
ajird-1434	149	9	,	,	PUNCT
ajird-1434	149	10	ravshanovna	ravshanovna	NOUN
ajird-1434	149	11	,	,	PUNCT
ajird-1434	149	12	m.u	m.u	PROPN
ajird-1434	149	13	.	.	PROPN
ajird-1434	149	14	,	,	PUNCT
ajird-1434	149	15	azamatovna	azamatovna	PROPN
ajird-1434	149	16	,	,	PUNCT
ajird-1434	149	17	f.g	f.g	PROPN
ajird-1434	149	18	.	.	PROPN
ajird-1434	149	19	&	&	CCONJ
ajird-1434	149	20	murodovna	murodovna	PROPN
ajird-1434	149	21	,	,	PUNCT
ajird-1434	149	22	j.d	j.d	PROPN
ajird-1434	149	23	.	.	PROPN
ajird-1434	149	24	(	(	PUNCT
ajird-1434	149	25	2021	2021	NUM
ajird-1434	149	26	)	)	PUNCT
ajird-1434	149	27	.	.	PUNCT
ajird-1434	150	1	'	'	PUNCT
ajird-1434	150	2	ventricular	ventricular	ADJ
ajird-1434	150	3	arrhythmias	arrhythmia	NOUN
ajird-1434	150	4	with	with	ADP
ajird-1434	150	5	congenital	congenital	ADJ
ajird-1434	150	6	heart	heart	NOUN
ajird-1434	150	7	disease	disease	NOUN
ajird-1434	150	8	causing	cause	VERB
ajird-1434	150	9	sudden	sudden	ADJ
ajird-1434	150	10	death	death	NOUN
ajird-1434	150	11	'	'	PUNCT
ajird-1434	150	12	,	,	PUNCT
ajird-1434	150	13	nveo	nveo	NOUN
ajird-1434	150	14	-	-	PUNCT
ajird-1434	150	15	natural	natural	ADJ
ajird-1434	150	16	volatiles	volatile	NOUN
ajird-1434	150	17	&	&	CCONJ
ajird-1434	150	18	essential	essential	ADJ
ajird-1434	150	19	oils	oil	NOUN
ajird-1434	150	20	journal	journal	NOUN
ajird-1434	150	21	,	,	PUNCT
ajird-1434	150	22	pp	pp	ADP
ajird-1434	150	23	.	.	PUNCT
ajird-1434	151	1	2055	2055	NUM
ajird-1434	151	2	-	-	SYM
ajird-1434	151	3	2063	2063	NUM
ajird-1434	151	4	.	.	PUNCT