id	sid	tid	token	lemma	pos
easat-5005	1	1	edelweiss	edelweiss	PROPN
easat-5005	1	2	applied	apply	VERB
easat-5005	1	3	science	science	NOUN
easat-5005	1	4	and	and	CCONJ
easat-5005	1	5	technology	technology	NOUN
easat-5005	1	6	issn	issn	PROPN
easat-5005	1	7	:	:	PUNCT
easat-5005	1	8	2576	2576	NUM
easat-5005	1	9	-	-	SYM
easat-5005	1	10	8484	8484	NUM
easat-5005	1	11	vol	vol	NOUN
easat-5005	1	12	.	.	PROPN
easat-5005	2	1	9	9	NUM
easat-5005	2	2	,	,	PUNCT
easat-5005	2	3	no	no	INTJ
easat-5005	2	4	.	.	NOUN
easat-5005	2	5	2	2	NUM
easat-5005	2	6	,	,	PUNCT
easat-5005	2	7	1980	1980	NUM
easat-5005	2	8	-	-	SYM
easat-5005	2	9	1992	1992	NUM
easat-5005	2	10	2025	2025	NUM
easat-5005	2	11	publisher	publisher	NOUN
easat-5005	2	12	:	:	PUNCT
easat-5005	2	13	learning	learn	VERB
easat-5005	2	14	gate	gate	NOUN
easat-5005	2	15	doi	doi	PROPN
easat-5005	2	16	:	:	PUNCT
easat-5005	2	17	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	2	18	©	©	PROPN
easat-5005	2	19	2025	2025	NUM
easat-5005	2	20	by	by	ADP
easat-5005	2	21	the	the	DET
easat-5005	2	22	authors	author	NOUN
easat-5005	2	23	;	;	PUNCT
easat-5005	2	24	licensee	licensee	PROPN
easat-5005	2	25	learning	learning	NOUN
easat-5005	2	26	gate	gate	NOUN
easat-5005	3	1	©	©	PROPN
easat-5005	3	2	2025	2025	NUM
easat-5005	3	3	by	by	ADP
easat-5005	3	4	the	the	DET
easat-5005	3	5	authors	author	NOUN
easat-5005	3	6	;	;	PUNCT
easat-5005	3	7	licensee	licensee	PROPN
easat-5005	3	8	learning	learning	NOUN
easat-5005	3	9	gate	gate	NOUN
easat-5005	3	10	history	history	NOUN
easat-5005	3	11	:	:	PUNCT
easat-5005	3	12	received	receive	VERB
easat-5005	3	13	:	:	PUNCT
easat-5005	3	14	16	16	NUM
easat-5005	3	15	october	october	PROPN
easat-5005	3	16	2024	2024	NUM
easat-5005	3	17	;	;	PUNCT
easat-5005	3	18	revised	revise	VERB
easat-5005	3	19	:	:	PUNCT
easat-5005	3	20	13	13	NUM
easat-5005	3	21	january	january	NOUN
easat-5005	3	22	2025	2025	NUM
easat-5005	3	23	;	;	PUNCT
easat-5005	3	24	accepted	accept	VERB
easat-5005	3	25	:	:	PUNCT
easat-5005	3	26	3	3	NUM
easat-5005	3	27	february	february	NOUN
easat-5005	3	28	2025	2025	NUM
easat-5005	3	29	;	;	PUNCT
easat-5005	3	30	published	publish	VERB
easat-5005	3	31	:	:	PUNCT
easat-5005	4	1	24	24	NUM
easat-5005	4	2	february	february	PROPN
easat-5005	4	3	2025	2025	NUM
easat-5005	4	4	*	*	PUNCT
easat-5005	4	5	correspondence	correspondence	NOUN
easat-5005	4	6	:	:	PUNCT
easat-5005	4	7	sha.selvaraj@gmail.com	sha.selvaraj@gmail.com	PROPN
easat-5005	4	8	novel	novel	PROPN
easat-5005	4	9	model	model	NOUN
easat-5005	4	10	artificial	artificial	ADJ
easat-5005	4	11	intelligence	intelligence	NOUN
easat-5005	4	12	doctor	doctor	NOUN
easat-5005	4	13	assistant	assistant	NOUN
easat-5005	4	14	for	for	ADP
easat-5005	4	15	intelligent	intelligent	ADJ
easat-5005	4	16	medical	medical	ADJ
easat-5005	4	17	support	support	NOUN
easat-5005	4	18	s.	s.	PROPN
easat-5005	4	19	sеlvaraj1	sеlvaraj1	PROPN
easat-5005	4	20	*	*	PROPN
easat-5005	4	21	,	,	PUNCT
easat-5005	4	22	s.	s.	PROPN
easat-5005	4	23	rajaprakash2	rajaprakash2	PROPN
easat-5005	4	24	,	,	PUNCT
easat-5005	4	25	shantha	shantha	PROPN
easat-5005	4	26	shalini	shalini	PROPN
easat-5005	4	27	k3	k3	PROPN
easat-5005	4	28	,	,	PUNCT
easat-5005	4	29	r.	r.	PROPN
easat-5005	4	30	mariappan4	mariappan4	PROPN
easat-5005	4	31	1,3aarupadai	1,3aarupadai	PROPN
easat-5005	4	32	veedu	veedu	PROPN
easat-5005	4	33	institute	institute	PROPN
easat-5005	4	34	of	of	ADP
easat-5005	4	35	technology	technology	PROPN
easat-5005	4	36	,	,	PUNCT
easat-5005	4	37	vinayaka	vinayaka	PROPN
easat-5005	4	38	mission	mission	NOUN
easat-5005	4	39	’s	’s	PART
easat-5005	4	40	research	research	PROPN
easat-5005	4	41	foundation	foundation	PROPN
easat-5005	4	42	,	,	PUNCT
easat-5005	4	43	chennai	chennai	PROPN
easat-5005	4	44	,	,	PUNCT
easat-5005	4	45	india	india	PROPN
easat-5005	4	46	;	;	PUNCT
easat-5005	4	47	sha.selvaraj@gmail.com	sha.selvaraj@gmail.com	PROPN
easat-5005	4	48	(	(	PUNCT
easat-5005	4	49	s.s	s.s	PROPN
easat-5005	4	50	.	.	PUNCT
easat-5005	4	51	)	)	PUNCT
easat-5005	5	1	shanthashalini@gmail.com	shanthashalini@gmail.com	X
easat-5005	5	2	(	(	PUNCT
easat-5005	5	3	s.s.k	s.s.k	NOUN
easat-5005	5	4	.	.	PUNCT
easat-5005	5	5	)	)	PUNCT
easat-5005	5	6	.	.	PUNCT
easat-5005	6	1	2vel	2vel	NUM
easat-5005	6	2	tech	tech	NOUN
easat-5005	6	3	rangarajan	rangarajan	PROPN
easat-5005	6	4	dr	dr	PROPN
easat-5005	6	5	.	.	PROPN
easat-5005	6	6	sagunthala	sagunthala	PROPN
easat-5005	6	7	r&d	r&d	PROPN
easat-5005	6	8	institute	institute	PROPN
easat-5005	6	9	of	of	ADP
easat-5005	6	10	science	science	NOUN
easat-5005	6	11	and	and	CCONJ
easat-5005	6	12	technology	technology	NOUN
easat-5005	6	13	,	,	PUNCT
easat-5005	6	14	chennai	chennai	PROPN
easat-5005	6	15	,	,	PUNCT
easat-5005	6	16	tamil	tamil	PROPN
easat-5005	6	17	nadu	nadu	PROPN
easat-5005	6	18	,	,	PUNCT
easat-5005	6	19	india	india	PROPN
easat-5005	6	20	;	;	PUNCT
easat-5005	6	21	srajaprakash_04@yahoo.com	srajaprakash_04@yahoo.com	X
easat-5005	6	22	(	(	PUNCT
easat-5005	6	23	s.r	s.r	PROPN
easat-5005	6	24	.	.	PROPN
easat-5005	6	25	)	)	PUNCT
easat-5005	6	26	.	.	PUNCT
easat-5005	7	1	4mailam	4mailam	NUM
easat-5005	7	2	engineering	engineering	NOUN
easat-5005	7	3	college	college	NOUN
easat-5005	7	4	,	,	PUNCT
easat-5005	7	5	mailam	mailam	PROPN
easat-5005	7	6	,	,	PUNCT
easat-5005	7	7	villupuram	villupuram	PROPN
easat-5005	7	8	,	,	PUNCT
easat-5005	7	9	india	india	PROPN
easat-5005	7	10	;	;	PUNCT
easat-5005	7	11	rmmca965@gmail.com	rmmca965@gmail.com	PROPN
easat-5005	7	12	(	(	PUNCT
easat-5005	7	13	r.m	r.m	PROPN
easat-5005	7	14	.	.	PROPN
easat-5005	7	15	)	)	PUNCT
easat-5005	7	16	.	.	PUNCT
easat-5005	8	1	abstract	abstract	ADJ
easat-5005	8	2	:	:	PUNCT
easat-5005	8	3	artificial	artificial	ADJ
easat-5005	8	4	intelligence	intelligence	NOUN
easat-5005	8	5	(	(	PUNCT
easat-5005	8	6	ai	ai	NOUN
easat-5005	8	7	)	)	PUNCT
easat-5005	8	8	has	have	AUX
easat-5005	8	9	revolutionized	revolutionize	VERB
easat-5005	8	10	various	various	ADJ
easat-5005	8	11	industries	industry	NOUN
easat-5005	8	12	,	,	PUNCT
easat-5005	8	13	and	and	CCONJ
easat-5005	8	14	healthcare	healthcare	NOUN
easat-5005	8	15	is	be	AUX
easat-5005	8	16	no	no	DET
easat-5005	8	17	exception	exception	NOUN
easat-5005	8	18	.	.	PUNCT
easat-5005	9	1	in	in	ADP
easat-5005	9	2	this	this	DET
easat-5005	9	3	research	research	NOUN
easat-5005	9	4	article	article	NOUN
easat-5005	9	5	,	,	PUNCT
easat-5005	9	6	we	we	PRON
easat-5005	9	7	explore	explore	VERB
easat-5005	9	8	the	the	DET
easat-5005	9	9	concept	concept	NOUN
easat-5005	9	10	of	of	ADP
easat-5005	9	11	an	an	DET
easat-5005	9	12	ai	ai	NOUN
easat-5005	9	13	doctor	doctor	NOUN
easat-5005	9	14	assistant	assistant	NOUN
easat-5005	9	15	—	—	PUNCT
easat-5005	9	16	a	a	DET
easat-5005	9	17	novel	novel	ADJ
easat-5005	9	18	approach	approach	NOUN
easat-5005	9	19	to	to	PART
easat-5005	9	20	enhance	enhance	VERB
easat-5005	9	21	healthcare	healthcare	NOUN
easat-5005	9	22	delivery	delivery	NOUN
easat-5005	9	23	through	through	ADP
easat-5005	9	24	intelligent	intelligent	ADJ
easat-5005	9	25	medical	medical	ADJ
easat-5005	9	26	support	support	NOUN
easat-5005	9	27	.	.	PUNCT
easat-5005	10	1	we	we	PRON
easat-5005	10	2	discuss	discuss	VERB
easat-5005	10	3	the	the	DET
easat-5005	10	4	potential	potential	ADJ
easat-5005	10	5	benefits	benefit	NOUN
easat-5005	10	6	,	,	PUNCT
easat-5005	10	7	challenges	challenge	NOUN
easat-5005	10	8	,	,	PUNCT
easat-5005	10	9	and	and	CCONJ
easat-5005	10	10	ethical	ethical	ADJ
easat-5005	10	11	considerations	consideration	NOUN
easat-5005	10	12	associated	associate	VERB
easat-5005	10	13	with	with	ADP
easat-5005	10	14	implementing	implement	VERB
easat-5005	10	15	ai	ai	PROPN
easat-5005	10	16	doctor	doctor	NOUN
easat-5005	10	17	assistants	assistant	NOUN
easat-5005	10	18	.	.	PUNCT
easat-5005	11	1	the	the	DET
easat-5005	11	2	paper	paper	NOUN
easat-5005	11	3	presents	present	VERB
easat-5005	11	4	an	an	DET
easat-5005	11	5	overview	overview	NOUN
easat-5005	11	6	of	of	ADP
easat-5005	11	7	ai	ai	PRON
easat-5005	11	8	techniques	technique	NOUN
easat-5005	11	9	employed	employ	VERB
easat-5005	11	10	in	in	ADP
easat-5005	11	11	medical	medical	ADJ
easat-5005	11	12	diagnosis	diagnosis	NOUN
easat-5005	11	13	,	,	PUNCT
easat-5005	11	14	patient	patient	ADJ
easat-5005	11	15	monitoring	monitoring	NOUN
easat-5005	11	16	,	,	PUNCT
easat-5005	11	17	treatment	treatment	NOUN
easat-5005	11	18	planning	planning	NOUN
easat-5005	11	19	,	,	PUNCT
easat-5005	11	20	and	and	CCONJ
easat-5005	11	21	medical	medical	ADJ
easat-5005	11	22	research	research	NOUN
easat-5005	11	23	.	.	PUNCT
easat-5005	12	1	furthermore	furthermore	ADV
easat-5005	12	2	,	,	PUNCT
easat-5005	12	3	we	we	PRON
easat-5005	12	4	review	review	VERB
easat-5005	12	5	existing	exist	VERB
easat-5005	12	6	ai	ai	NOUN
easat-5005	12	7	-	-	PUNCT
easat-5005	12	8	based	base	VERB
easat-5005	12	9	doctor	doctor	NOUN
easat-5005	12	10	assistant	assistant	NOUN
easat-5005	12	11	systems	system	NOUN
easat-5005	12	12	,	,	PUNCT
easat-5005	12	13	highlighting	highlight	VERB
easat-5005	12	14	their	their	PRON
easat-5005	12	15	capabilities	capability	NOUN
easat-5005	12	16	and	and	CCONJ
easat-5005	12	17	limitations	limitation	NOUN
easat-5005	12	18	.	.	PUNCT
easat-5005	13	1	we	we	PRON
easat-5005	13	2	discuss	discuss	VERB
easat-5005	13	3	the	the	DET
easat-5005	13	4	importance	importance	NOUN
easat-5005	13	5	of	of	ADP
easat-5005	13	6	data	datum	NOUN
easat-5005	13	7	privacy	privacy	NOUN
easat-5005	13	8	,	,	PUNCT
easat-5005	13	9	patient	patient	ADJ
easat-5005	13	10	confidentiality	confidentiality	NOUN
easat-5005	13	11	,	,	PUNCT
easat-5005	13	12	and	and	CCONJ
easat-5005	13	13	regulatory	regulatory	ADJ
easat-5005	13	14	compliance	compliance	NOUN
easat-5005	13	15	in	in	ADP
easat-5005	13	16	designing	design	VERB
easat-5005	13	17	and	and	CCONJ
easat-5005	13	18	deploying	deploying	NOUN
easat-5005	13	19	ai	ai	VERB
easat-5005	13	20	doctor	doctor	NOUN
easat-5005	13	21	assistants	assistant	NOUN
easat-5005	13	22	.	.	PUNCT
easat-5005	14	1	by	by	ADP
easat-5005	14	2	analyzing	analyze	VERB
easat-5005	14	3	current	current	ADJ
easat-5005	14	4	research	research	NOUN
easat-5005	14	5	,	,	PUNCT
easat-5005	14	6	addressing	address	VERB
easat-5005	14	7	challenges	challenge	NOUN
easat-5005	14	8	,	,	PUNCT
easat-5005	14	9	and	and	CCONJ
easat-5005	14	10	outlining	outline	VERB
easat-5005	14	11	future	future	ADJ
easat-5005	14	12	directions	direction	NOUN
easat-5005	14	13	,	,	PUNCT
easat-5005	14	14	this	this	DET
easat-5005	14	15	paper	paper	NOUN
easat-5005	14	16	aims	aim	VERB
easat-5005	14	17	to	to	PART
easat-5005	14	18	contribute	contribute	VERB
easat-5005	14	19	to	to	ADP
easat-5005	14	20	the	the	DET
easat-5005	14	21	ongoing	ongoing	ADJ
easat-5005	14	22	development	development	NOUN
easat-5005	14	23	and	and	CCONJ
easat-5005	14	24	adoption	adoption	NOUN
easat-5005	14	25	of	of	ADP
easat-5005	14	26	ai	ai	NOUN
easat-5005	14	27	-	-	PUNCT
easat-5005	14	28	driven	drive	VERB
easat-5005	14	29	technologies	technology	NOUN
easat-5005	14	30	in	in	ADP
easat-5005	14	31	the	the	DET
easat-5005	14	32	healthcare	healthcare	NOUN
easat-5005	14	33	domain	domain	NOUN
easat-5005	14	34	.	.	PUNCT
easat-5005	15	1	keywords	keyword	NOUN
easat-5005	15	2	:	:	PUNCT
easat-5005	15	3	artificial	artificial	ADJ
easat-5005	15	4	intelligence	intelligence	NOUN
easat-5005	15	5	,	,	PUNCT
easat-5005	15	6	doctor	doctor	NOUN
easat-5005	15	7	assistant	assistant	NOUN
easat-5005	15	8	,	,	PUNCT
easat-5005	15	9	medical	medical	ADJ
easat-5005	15	10	support	support	NOUN
easat-5005	15	11	,	,	PUNCT
easat-5005	15	12	healthcare	healthcare	PROPN
easat-5005	15	13	,	,	PUNCT
easat-5005	15	14	model	model	NOUN
easat-5005	15	15	.	.	PROPN
easat-5005	16	1	1	1	X
easat-5005	16	2	.	.	X
easat-5005	16	3	introduction	introduction	NOUN
easat-5005	16	4	artificial	artificial	ADJ
easat-5005	16	5	intelligence	intelligence	NOUN
easat-5005	16	6	(	(	PUNCT
easat-5005	16	7	ai	ai	NOUN
easat-5005	16	8	)	)	PUNCT
easat-5005	16	9	has	have	AUX
easat-5005	16	10	emerged	emerge	VERB
easat-5005	16	11	as	as	ADP
easat-5005	16	12	a	a	DET
easat-5005	16	13	powerful	powerful	ADJ
easat-5005	16	14	technology	technology	NOUN
easat-5005	16	15	with	with	ADP
easat-5005	16	16	immense	immense	ADJ
easat-5005	16	17	potential	potential	NOUN
easat-5005	16	18	to	to	PART
easat-5005	16	19	transform	transform	VERB
easat-5005	16	20	various	various	ADJ
easat-5005	16	21	industries	industry	NOUN
easat-5005	16	22	,	,	PUNCT
easat-5005	16	23	including	include	VERB
easat-5005	16	24	healthcare	healthcare	NOUN
easat-5005	16	25	.	.	PUNCT
easat-5005	17	1	in	in	ADP
easat-5005	17	2	the	the	DET
easat-5005	17	3	field	field	NOUN
easat-5005	17	4	of	of	ADP
easat-5005	17	5	medicine	medicine	NOUN
easat-5005	17	6	,	,	PUNCT
easat-5005	17	7	ai	ai	VERB
easat-5005	17	8	has	have	AUX
easat-5005	17	9	paved	pave	VERB
easat-5005	17	10	the	the	DET
easat-5005	17	11	way	way	NOUN
easat-5005	17	12	for	for	ADP
easat-5005	17	13	the	the	DET
easat-5005	17	14	development	development	NOUN
easat-5005	17	15	of	of	ADP
easat-5005	17	16	innovative	innovative	ADJ
easat-5005	17	17	applications	application	NOUN
easat-5005	17	18	that	that	PRON
easat-5005	17	19	can	can	AUX
easat-5005	17	20	assist	assist	VERB
easat-5005	17	21	healthcare	healthcare	NOUN
easat-5005	17	22	professionals	professional	NOUN
easat-5005	17	23	in	in	ADP
easat-5005	17	24	making	make	VERB
easat-5005	17	25	accurate	accurate	ADJ
easat-5005	17	26	diagnoses	diagnosis	NOUN
easat-5005	17	27	,	,	PUNCT
easat-5005	17	28	providing	provide	VERB
easat-5005	17	29	personalized	personalized	ADJ
easat-5005	17	30	treatment	treatment	NOUN
easat-5005	17	31	plans	plan	NOUN
easat-5005	17	32	,	,	PUNCT
easat-5005	17	33	and	and	CCONJ
easat-5005	17	34	improving	improve	VERB
easat-5005	17	35	patient	patient	ADJ
easat-5005	17	36	outcomes	outcome	NOUN
easat-5005	17	37	.	.	PUNCT
easat-5005	18	1	one	one	NUM
easat-5005	18	2	such	such	ADJ
easat-5005	18	3	application	application	NOUN
easat-5005	18	4	is	be	AUX
easat-5005	18	5	the	the	DET
easat-5005	18	6	artificial	artificial	ADJ
easat-5005	18	7	intelligence	intelligence	NOUN
easat-5005	18	8	doctor	doctor	NOUN
easat-5005	18	9	assistant	assistant	NOUN
easat-5005	18	10	,	,	PUNCT
easat-5005	18	11	an	an	DET
easat-5005	18	12	intelligent	intelligent	ADJ
easat-5005	18	13	system	system	NOUN
easat-5005	18	14	designed	design	VERB
easat-5005	18	15	to	to	PART
easat-5005	18	16	augment	augment	VERB
easat-5005	18	17	the	the	DET
easat-5005	18	18	capabilities	capability	NOUN
easat-5005	18	19	of	of	ADP
easat-5005	18	20	healthcare	healthcare	NOUN
easat-5005	18	21	providers	provider	NOUN
easat-5005	18	22	and	and	CCONJ
easat-5005	18	23	enhance	enhance	VERB
easat-5005	18	24	the	the	DET
easat-5005	18	25	overall	overall	ADJ
easat-5005	18	26	healthcare	healthcare	NOUN
easat-5005	18	27	delivery	delivery	NOUN
easat-5005	18	28	process	process	NOUN
easat-5005	18	29	.	.	PUNCT
easat-5005	19	1	the	the	DET
easat-5005	19	2	role	role	NOUN
easat-5005	19	3	of	of	ADP
easat-5005	19	4	an	an	DET
easat-5005	19	5	ai	ai	NOUN
easat-5005	19	6	doctor	doctor	NOUN
easat-5005	19	7	assistant	assistant	NOUN
easat-5005	19	8	is	be	AUX
easat-5005	19	9	to	to	PART
easat-5005	19	10	leverage	leverage	VERB
easat-5005	19	11	advanced	advanced	ADJ
easat-5005	19	12	machine	machine	NOUN
easat-5005	19	13	learning	learn	VERB
easat-5005	19	14	algorithms	algorithm	NOUN
easat-5005	19	15	,	,	PUNCT
easat-5005	19	16	natural	natural	ADJ
easat-5005	19	17	language	language	NOUN
easat-5005	19	18	processing	processing	NOUN
easat-5005	19	19	,	,	PUNCT
easat-5005	19	20	and	and	CCONJ
easat-5005	19	21	data	datum	NOUN
easat-5005	19	22	analytics	analytic	NOUN
easat-5005	19	23	techniques	technique	NOUN
easat-5005	19	24	to	to	PART
easat-5005	19	25	analyze	analyze	VERB
easat-5005	19	26	vast	vast	ADJ
easat-5005	19	27	amounts	amount	NOUN
easat-5005	19	28	of	of	ADP
easat-5005	19	29	medical	medical	ADJ
easat-5005	19	30	data	datum	NOUN
easat-5005	19	31	and	and	CCONJ
easat-5005	19	32	provide	provide	VERB
easat-5005	19	33	valuable	valuable	ADJ
easat-5005	19	34	insights	insight	NOUN
easat-5005	19	35	,	,	PUNCT
easat-5005	19	36	recommendations	recommendation	NOUN
easat-5005	19	37	,	,	PUNCT
easat-5005	19	38	and	and	CCONJ
easat-5005	19	39	predictions	prediction	NOUN
easat-5005	19	40	to	to	ADP
easat-5005	19	41	healthcare	healthcare	NOUN
easat-5005	19	42	professionals	professional	NOUN
easat-5005	19	43	.	.	PUNCT
easat-5005	20	1	by	by	ADP
easat-5005	20	2	harnessing	harness	VERB
easat-5005	20	3	the	the	DET
easat-5005	20	4	power	power	NOUN
easat-5005	20	5	of	of	ADP
easat-5005	20	6	ai	ai	PROPN
easat-5005	20	7	,	,	PUNCT
easat-5005	20	8	the	the	DET
easat-5005	20	9	doctor	doctor	NOUN
easat-5005	20	10	assistant	assistant	NOUN
easat-5005	20	11	can	can	AUX
easat-5005	20	12	process	process	VERB
easat-5005	20	13	and	and	CCONJ
easat-5005	20	14	interpret	interpret	VERB
easat-5005	20	15	complex	complex	ADJ
easat-5005	20	16	medical	medical	ADJ
easat-5005	20	17	information	information	NOUN
easat-5005	20	18	,	,	PUNCT
easat-5005	20	19	enabling	enable	VERB
easat-5005	20	20	more	more	ADV
easat-5005	20	21	accurate	accurate	ADJ
easat-5005	20	22	and	and	CCONJ
easat-5005	20	23	efficient	efficient	ADJ
easat-5005	20	24	decision	decision	NOUN
easat-5005	20	25	-	-	PUNCT
easat-5005	20	26	making	making	NOUN
easat-5005	20	27	.	.	PUNCT
easat-5005	21	1	the	the	DET
easat-5005	21	2	ai	ai	PROPN
easat-5005	21	3	doctor	doctor	NOUN
easat-5005	21	4	assistant	assistant	NOUN
easat-5005	21	5	offers	offer	VERB
easat-5005	21	6	a	a	DET
easat-5005	21	7	wide	wide	ADJ
easat-5005	21	8	range	range	NOUN
easat-5005	21	9	of	of	ADP
easat-5005	21	10	functionalities	functionality	NOUN
easat-5005	21	11	that	that	PRON
easat-5005	21	12	support	support	VERB
easat-5005	21	13	healthcare	healthcare	NOUN
easat-5005	21	14	professionals	professional	NOUN
easat-5005	21	15	in	in	ADP
easat-5005	21	16	their	their	PRON
easat-5005	21	17	daily	daily	ADJ
easat-5005	21	18	practice	practice	NOUN
easat-5005	21	19	.	.	PUNCT
easat-5005	22	1	one	one	NUM
easat-5005	22	2	of	of	ADP
easat-5005	22	3	its	its	PRON
easat-5005	22	4	primary	primary	ADJ
easat-5005	22	5	tasks	task	NOUN
easat-5005	22	6	is	be	AUX
easat-5005	22	7	to	to	PART
easat-5005	22	8	assist	assist	VERB
easat-5005	22	9	in	in	ADP
easat-5005	22	10	the	the	DET
easat-5005	22	11	diagnosis	diagnosis	NOUN
easat-5005	22	12	process	process	NOUN
easat-5005	22	13	by	by	ADP
easat-5005	22	14	analyzing	analyze	VERB
easat-5005	22	15	patient	patient	ADJ
easat-5005	22	16	data	datum	NOUN
easat-5005	22	17	,	,	PUNCT
easat-5005	22	18	medical	medical	ADJ
easat-5005	22	19	histories	history	NOUN
easat-5005	22	20	,	,	PUNCT
easat-5005	22	21	symptoms	symptom	NOUN
easat-5005	22	22	,	,	PUNCT
easat-5005	22	23	and	and	CCONJ
easat-5005	22	24	test	test	NOUN
easat-5005	22	25	results	result	NOUN
easat-5005	22	26	.	.	PUNCT
easat-5005	23	1	through	through	ADP
easat-5005	23	2	pattern	pattern	NOUN
easat-5005	23	3	recognition	recognition	NOUN
easat-5005	23	4	and	and	CCONJ
easat-5005	23	5	comparison	comparison	NOUN
easat-5005	23	6	with	with	ADP
easat-5005	23	7	vast	vast	ADJ
easat-5005	23	8	databases	database	NOUN
easat-5005	23	9	of	of	ADP
easat-5005	23	10	medical	medical	ADJ
easat-5005	23	11	knowledge	knowledge	NOUN
easat-5005	23	12	,	,	PUNCT
easat-5005	23	13	the	the	DET
easat-5005	23	14	ai	ai	ADJ
easat-5005	23	15	doctor	doctor	NOUN
easat-5005	23	16	assistant	assistant	NOUN
easat-5005	23	17	can	can	AUX
easat-5005	23	18	provide	provide	VERB
easat-5005	23	19	clinicians	clinician	NOUN
easat-5005	23	20	with	with	ADP
easat-5005	23	21	valuable	valuable	ADJ
easat-5005	23	22	insights	insight	NOUN
easat-5005	23	23	and	and	CCONJ
easat-5005	23	24	suggestions	suggestion	NOUN
easat-5005	23	25	,	,	PUNCT
easat-5005	23	26	improving	improve	VERB
easat-5005	23	27	diagnostic	diagnostic	ADJ
easat-5005	23	28	accuracy	accuracy	NOUN
easat-5005	23	29	and	and	CCONJ
easat-5005	23	30	reducing	reduce	VERB
easat-5005	23	31	the	the	DET
easat-5005	23	32	risk	risk	NOUN
easat-5005	23	33	of	of	ADP
easat-5005	23	34	errors	error	NOUN
easat-5005	23	35	.	.	PUNCT
easat-5005	24	1	moreover	moreover	ADV
easat-5005	24	2	,	,	PUNCT
easat-5005	24	3	the	the	DET
easat-5005	24	4	ai	ai	ADJ
easat-5005	24	5	doctor	doctor	NOUN
easat-5005	24	6	assistant	assistant	NOUN
easat-5005	24	7	can	can	AUX
easat-5005	24	8	support	support	VERB
easat-5005	24	9	healthcare	healthcare	NOUN
easat-5005	24	10	professionals	professional	NOUN
easat-5005	24	11	in	in	ADP
easat-5005	24	12	developing	develop	VERB
easat-5005	24	13	personalized	personalized	ADJ
easat-5005	24	14	treatment	treatment	NOUN
easat-5005	24	15	plans	plan	NOUN
easat-5005	24	16	.	.	PUNCT
easat-5005	25	1	by	by	ADP
easat-5005	25	2	analyzing	analyze	VERB
easat-5005	25	3	patient	patient	NOUN
easat-5005	25	4	-	-	PUNCT
easat-5005	25	5	specific	specific	ADJ
easat-5005	25	6	data	datum	NOUN
easat-5005	25	7	,	,	PUNCT
easat-5005	25	8	including	include	VERB
easat-5005	25	9	genetic	genetic	ADJ
easat-5005	25	10	information	information	NOUN
easat-5005	25	11	,	,	PUNCT
easat-5005	25	12	medical	medical	ADJ
easat-5005	25	13	history	history	NOUN
easat-5005	25	14	,	,	PUNCT
easat-5005	25	15	and	and	CCONJ
easat-5005	25	16	1981	1981	NUM
easat-5005	25	17	edelweiss	edelweiss	PROPN
easat-5005	25	18	applied	apply	VERB
easat-5005	25	19	science	science	NOUN
easat-5005	25	20	and	and	CCONJ
easat-5005	25	21	technology	technology	NOUN
easat-5005	25	22	issn	issn	PROPN
easat-5005	25	23	:	:	PUNCT
easat-5005	25	24	2576	2576	NUM
easat-5005	25	25	-	-	SYM
easat-5005	25	26	8484	8484	NUM
easat-5005	25	27	vol	vol	NOUN
easat-5005	25	28	.	.	PROPN
easat-5005	26	1	9	9	NUM
easat-5005	26	2	,	,	PUNCT
easat-5005	26	3	no	no	INTJ
easat-5005	26	4	.	.	NOUN
easat-5005	26	5	2	2	NUM
easat-5005	26	6	:	:	PUNCT
easat-5005	26	7	1980	1980	NUM
easat-5005	26	8	-	-	SYM
easat-5005	26	9	1992	1992	NUM
easat-5005	26	10	,	,	PUNCT
easat-5005	26	11	2025	2025	NUM
easat-5005	26	12	doi	doi	NOUN
easat-5005	26	13	:	:	PUNCT
easat-5005	26	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	26	15	©	©	PROPN
easat-5005	26	16	2025	2025	NUM
easat-5005	26	17	by	by	ADP
easat-5005	26	18	the	the	DET
easat-5005	26	19	authors	author	NOUN
easat-5005	26	20	;	;	PUNCT
easat-5005	26	21	licensee	licensee	PROPN
easat-5005	26	22	learning	learning	NOUN
easat-5005	26	23	gate	gate	VERB
easat-5005	26	24	demographic	demographic	ADJ
easat-5005	26	25	factors	factor	NOUN
easat-5005	26	26	,	,	PUNCT
easat-5005	26	27	the	the	DET
easat-5005	26	28	ai	ai	PROPN
easat-5005	26	29	assistant	assistant	NOUN
easat-5005	26	30	can	can	AUX
easat-5005	26	31	identify	identify	VERB
easat-5005	26	32	optimal	optimal	ADJ
easat-5005	26	33	treatment	treatment	NOUN
easat-5005	26	34	options	option	NOUN
easat-5005	26	35	and	and	CCONJ
easat-5005	26	36	tailor	tailor	VERB
easat-5005	26	37	them	they	PRON
easat-5005	26	38	to	to	ADP
easat-5005	26	39	individual	individual	ADJ
easat-5005	26	40	patients	patient	NOUN
easat-5005	26	41	.	.	PUNCT
easat-5005	27	1	this	this	DET
easat-5005	27	2	personalized	personalized	ADJ
easat-5005	27	3	approach	approach	NOUN
easat-5005	27	4	can	can	AUX
easat-5005	27	5	lead	lead	VERB
easat-5005	27	6	to	to	ADP
easat-5005	27	7	improved	improved	ADJ
easat-5005	27	8	patient	patient	ADJ
easat-5005	27	9	outcomes	outcome	NOUN
easat-5005	27	10	and	and	CCONJ
easat-5005	27	11	a	a	DET
easat-5005	27	12	higher	high	ADJ
easat-5005	27	13	level	level	NOUN
easat-5005	27	14	of	of	ADP
easat-5005	27	15	patient	patient	ADJ
easat-5005	27	16	satisfaction	satisfaction	NOUN
easat-5005	27	17	.	.	PUNCT
easat-5005	28	1	another	another	DET
easat-5005	28	2	crucial	crucial	ADJ
easat-5005	28	3	aspect	aspect	NOUN
easat-5005	28	4	of	of	ADP
easat-5005	28	5	the	the	DET
easat-5005	28	6	ai	ai	PROPN
easat-5005	28	7	doctor	doctor	NOUN
easat-5005	28	8	assistant	assistant	NOUN
easat-5005	28	9	is	be	AUX
easat-5005	28	10	its	its	PRON
easat-5005	28	11	ability	ability	NOUN
easat-5005	28	12	to	to	PART
easat-5005	28	13	continuously	continuously	ADV
easat-5005	28	14	monitor	monitor	VERB
easat-5005	28	15	patients	patient	NOUN
easat-5005	28	16	'	'	PART
easat-5005	28	17	health	health	NOUN
easat-5005	28	18	and	and	CCONJ
easat-5005	28	19	provide	provide	VERB
easat-5005	28	20	real	real	ADJ
easat-5005	28	21	-	-	PUNCT
easat-5005	28	22	time	time	NOUN
easat-5005	28	23	alerts	alert	NOUN
easat-5005	28	24	to	to	ADP
easat-5005	28	25	healthcare	healthcare	NOUN
easat-5005	28	26	providers	provider	NOUN
easat-5005	28	27	.	.	PUNCT
easat-5005	29	1	by	by	ADP
easat-5005	29	2	integrating	integrate	VERB
easat-5005	29	3	with	with	ADP
easat-5005	29	4	wearable	wearable	ADJ
easat-5005	29	5	devices	device	NOUN
easat-5005	29	6	,	,	PUNCT
easat-5005	29	7	medical	medical	ADJ
easat-5005	29	8	sensors	sensor	NOUN
easat-5005	29	9	,	,	PUNCT
easat-5005	29	10	and	and	CCONJ
easat-5005	29	11	electronic	electronic	ADJ
easat-5005	29	12	health	health	NOUN
easat-5005	29	13	records	record	NOUN
easat-5005	29	14	,	,	PUNCT
easat-5005	29	15	the	the	DET
easat-5005	29	16	ai	ai	PROPN
easat-5005	29	17	assistant	assistant	NOUN
easat-5005	29	18	can	can	AUX
easat-5005	29	19	track	track	VERB
easat-5005	29	20	patients	patient	NOUN
easat-5005	29	21	'	'	PART
easat-5005	29	22	vital	vital	ADJ
easat-5005	29	23	signs	sign	NOUN
easat-5005	29	24	,	,	PUNCT
easat-5005	29	25	detect	detect	NOUN
easat-5005	29	26	anomalies	anomaly	NOUN
easat-5005	29	27	,	,	PUNCT
easat-5005	29	28	and	and	CCONJ
easat-5005	29	29	notify	notify	VERB
easat-5005	29	30	healthcare	healthcare	NOUN
easat-5005	29	31	professionals	professional	NOUN
easat-5005	29	32	of	of	ADP
easat-5005	29	33	any	any	DET
easat-5005	29	34	critical	critical	ADJ
easat-5005	29	35	changes	change	NOUN
easat-5005	29	36	in	in	ADP
easat-5005	29	37	a	a	DET
easat-5005	29	38	patient	patient	NOUN
easat-5005	29	39	's	's	PART
easat-5005	29	40	condition	condition	NOUN
easat-5005	29	41	.	.	PUNCT
easat-5005	30	1	this	this	DET
easat-5005	30	2	proactive	proactive	ADJ
easat-5005	30	3	monitoring	monitoring	NOUN
easat-5005	30	4	can	can	AUX
easat-5005	30	5	help	help	VERB
easat-5005	30	6	prevent	prevent	VERB
easat-5005	30	7	adverse	adverse	ADJ
easat-5005	30	8	events	event	NOUN
easat-5005	30	9	,	,	PUNCT
easat-5005	30	10	provide	provide	VERB
easat-5005	30	11	timely	timely	ADJ
easat-5005	30	12	interventions	intervention	NOUN
easat-5005	30	13	,	,	PUNCT
easat-5005	30	14	and	and	CCONJ
easat-5005	30	15	improve	improve	VERB
easat-5005	30	16	patient	patient	ADJ
easat-5005	30	17	safety	safety	NOUN
easat-5005	30	18	.	.	PUNCT
easat-5005	31	1	furthermore	furthermore	ADV
easat-5005	31	2	,	,	PUNCT
easat-5005	31	3	the	the	DET
easat-5005	31	4	ai	ai	ADJ
easat-5005	31	5	doctor	doctor	NOUN
easat-5005	31	6	assistant	assistant	NOUN
easat-5005	31	7	serves	serve	VERB
easat-5005	31	8	as	as	ADP
easat-5005	31	9	a	a	DET
easat-5005	31	10	valuable	valuable	ADJ
easat-5005	31	11	tool	tool	NOUN
easat-5005	31	12	for	for	ADP
easat-5005	31	13	research	research	NOUN
easat-5005	31	14	and	and	CCONJ
easat-5005	31	15	knowledge	knowledge	NOUN
easat-5005	31	16	discovery	discovery	NOUN
easat-5005	31	17	.	.	PUNCT
easat-5005	32	1	by	by	ADP
easat-5005	32	2	analyzing	analyze	VERB
easat-5005	32	3	vast	vast	ADJ
easat-5005	32	4	amounts	amount	NOUN
easat-5005	32	5	of	of	ADP
easat-5005	32	6	medical	medical	ADJ
easat-5005	32	7	literature	literature	NOUN
easat-5005	32	8	,	,	PUNCT
easat-5005	32	9	research	research	NOUN
easat-5005	32	10	papers	paper	NOUN
easat-5005	32	11	,	,	PUNCT
easat-5005	32	12	and	and	CCONJ
easat-5005	32	13	clinical	clinical	ADJ
easat-5005	32	14	trials	trial	NOUN
easat-5005	32	15	,	,	PUNCT
easat-5005	32	16	the	the	DET
easat-5005	32	17	ai	ai	PROPN
easat-5005	32	18	assistant	assistant	NOUN
easat-5005	32	19	can	can	AUX
easat-5005	32	20	extract	extract	VERB
easat-5005	32	21	relevant	relevant	ADJ
easat-5005	32	22	information	information	NOUN
easat-5005	32	23	,	,	PUNCT
easat-5005	32	24	identify	identify	VERB
easat-5005	32	25	emerging	emerge	VERB
easat-5005	32	26	trends	trend	NOUN
easat-5005	32	27	,	,	PUNCT
easat-5005	32	28	and	and	CCONJ
easat-5005	32	29	provide	provide	VERB
easat-5005	32	30	evidence	evidence	NOUN
easat-5005	32	31	-	-	PUNCT
easat-5005	32	32	based	base	VERB
easat-5005	32	33	recommendations	recommendation	NOUN
easat-5005	32	34	to	to	ADP
easat-5005	32	35	healthcare	healthcare	NOUN
easat-5005	32	36	professionals	professional	NOUN
easat-5005	32	37	.	.	PUNCT
easat-5005	33	1	this	this	PRON
easat-5005	33	2	enables	enable	VERB
easat-5005	33	3	clinicians	clinician	NOUN
easat-5005	33	4	to	to	PART
easat-5005	33	5	stay	stay	VERB
easat-5005	33	6	updated	update	VERB
easat-5005	33	7	with	with	ADP
easat-5005	33	8	the	the	DET
easat-5005	33	9	latest	late	ADJ
easat-5005	33	10	advancements	advancement	NOUN
easat-5005	33	11	in	in	ADP
easat-5005	33	12	their	their	PRON
easat-5005	33	13	respective	respective	ADJ
easat-5005	33	14	fields	field	NOUN
easat-5005	33	15	and	and	CCONJ
easat-5005	33	16	make	make	VERB
easat-5005	33	17	informed	informed	ADJ
easat-5005	33	18	decisions	decision	NOUN
easat-5005	33	19	based	base	VERB
easat-5005	33	20	on	on	ADP
easat-5005	33	21	the	the	DET
easat-5005	33	22	most	most	ADV
easat-5005	33	23	current	current	ADJ
easat-5005	33	24	research	research	NOUN
easat-5005	33	25	.	.	PUNCT
easat-5005	34	1	to	to	PART
easat-5005	34	2	ensure	ensure	VERB
easat-5005	34	3	the	the	DET
easat-5005	34	4	successful	successful	ADJ
easat-5005	34	5	implementation	implementation	NOUN
easat-5005	34	6	of	of	ADP
easat-5005	34	7	an	an	DET
easat-5005	34	8	ai	ai	NOUN
easat-5005	34	9	doctor	doctor	NOUN
easat-5005	34	10	assistant	assistant	NOUN
easat-5005	34	11	,	,	PUNCT
easat-5005	34	12	several	several	ADJ
easat-5005	34	13	key	key	ADJ
easat-5005	34	14	considerations	consideration	NOUN
easat-5005	34	15	must	must	AUX
easat-5005	34	16	be	be	AUX
easat-5005	34	17	addressed	address	VERB
easat-5005	34	18	.	.	PUNCT
easat-5005	35	1	these	these	PRON
easat-5005	35	2	include	include	VERB
easat-5005	35	3	the	the	DET
easat-5005	35	4	development	development	NOUN
easat-5005	35	5	of	of	ADP
easat-5005	35	6	robust	robust	ADJ
easat-5005	35	7	algorithms	algorithm	NOUN
easat-5005	35	8	that	that	PRON
easat-5005	35	9	can	can	AUX
easat-5005	35	10	handle	handle	VERB
easat-5005	35	11	diverse	diverse	ADJ
easat-5005	35	12	medical	medical	ADJ
easat-5005	35	13	data	datum	NOUN
easat-5005	35	14	types	type	NOUN
easat-5005	35	15	,	,	PUNCT
easat-5005	35	16	the	the	DET
easat-5005	35	17	integration	integration	NOUN
easat-5005	35	18	of	of	ADP
easat-5005	35	19	multiple	multiple	ADJ
easat-5005	35	20	data	datum	NOUN
easat-5005	35	21	sources	source	NOUN
easat-5005	35	22	and	and	CCONJ
easat-5005	35	23	systems	system	NOUN
easat-5005	35	24	,	,	PUNCT
easat-5005	35	25	privacy	privacy	NOUN
easat-5005	35	26	and	and	CCONJ
easat-5005	35	27	security	security	NOUN
easat-5005	35	28	concerns	concern	NOUN
easat-5005	35	29	,	,	PUNCT
easat-5005	35	30	and	and	CCONJ
easat-5005	35	31	the	the	DET
easat-5005	35	32	collaboration	collaboration	NOUN
easat-5005	35	33	between	between	ADP
easat-5005	35	34	ai	ai	VERB
easat-5005	35	35	developers	developer	NOUN
easat-5005	35	36	and	and	CCONJ
easat-5005	35	37	healthcare	healthcare	NOUN
easat-5005	35	38	professionals	professional	NOUN
easat-5005	35	39	to	to	PART
easat-5005	35	40	ensure	ensure	VERB
easat-5005	35	41	clinical	clinical	ADJ
easat-5005	35	42	relevance	relevance	NOUN
easat-5005	35	43	and	and	CCONJ
easat-5005	35	44	adherence	adherence	NOUN
easat-5005	35	45	to	to	ADP
easat-5005	35	46	ethical	ethical	ADJ
easat-5005	35	47	guidelines	guideline	NOUN
easat-5005	35	48	.	.	PUNCT
easat-5005	36	1	the	the	DET
easat-5005	36	2	artificial	artificial	ADJ
easat-5005	36	3	intelligence	intelligence	NOUN
easat-5005	36	4	doctor	doctor	NOUN
easat-5005	36	5	assistant	assistant	NOUN
easat-5005	36	6	has	have	VERB
easat-5005	36	7	the	the	DET
easat-5005	36	8	potential	potential	NOUN
easat-5005	36	9	to	to	PART
easat-5005	36	10	revolutionize	revolutionize	VERB
easat-5005	36	11	healthcare	healthcare	NOUN
easat-5005	36	12	delivery	delivery	NOUN
easat-5005	36	13	by	by	ADP
easat-5005	36	14	leveraging	leverage	VERB
easat-5005	36	15	advanced	advanced	ADJ
easat-5005	36	16	ai	ai	VERB
easat-5005	36	17	techniques	technique	NOUN
easat-5005	36	18	to	to	PART
easat-5005	36	19	assist	assist	VERB
easat-5005	36	20	healthcare	healthcare	NOUN
easat-5005	36	21	professionals	professional	NOUN
easat-5005	36	22	in	in	ADP
easat-5005	36	23	various	various	ADJ
easat-5005	36	24	aspects	aspect	NOUN
easat-5005	36	25	of	of	ADP
easat-5005	36	26	their	their	PRON
easat-5005	36	27	practice	practice	NOUN
easat-5005	36	28	.	.	PUNCT
easat-5005	37	1	from	from	ADP
easat-5005	37	2	accurate	accurate	ADJ
easat-5005	37	3	diagnosis	diagnosis	NOUN
easat-5005	37	4	to	to	ADP
easat-5005	37	5	personalized	personalized	ADJ
easat-5005	37	6	treatment	treatment	NOUN
easat-5005	37	7	plans	plan	NOUN
easat-5005	37	8	,	,	PUNCT
easat-5005	37	9	continuous	continuous	ADJ
easat-5005	37	10	monitoring	monitoring	NOUN
easat-5005	37	11	,	,	PUNCT
easat-5005	37	12	and	and	CCONJ
easat-5005	37	13	research	research	NOUN
easat-5005	37	14	support	support	NOUN
easat-5005	37	15	,	,	PUNCT
easat-5005	37	16	the	the	DET
easat-5005	37	17	ai	ai	ADJ
easat-5005	37	18	doctor	doctor	NOUN
easat-5005	37	19	assistant	assistant	NOUN
easat-5005	37	20	offers	offer	VERB
easat-5005	37	21	significant	significant	ADJ
easat-5005	37	22	benefits	benefit	NOUN
easat-5005	37	23	that	that	PRON
easat-5005	37	24	can	can	AUX
easat-5005	37	25	lead	lead	VERB
easat-5005	37	26	to	to	ADP
easat-5005	37	27	improved	improved	ADJ
easat-5005	37	28	patient	patient	ADJ
easat-5005	37	29	outcomes	outcome	NOUN
easat-5005	37	30	,	,	PUNCT
easat-5005	37	31	enhanced	enhanced	ADJ
easat-5005	37	32	efficiency	efficiency	NOUN
easat-5005	37	33	,	,	PUNCT
easat-5005	37	34	and	and	CCONJ
easat-5005	37	35	reduced	reduce	VERB
easat-5005	37	36	healthcare	healthcare	NOUN
easat-5005	37	37	costs	cost	NOUN
easat-5005	37	38	.	.	PUNCT
easat-5005	38	1	however	however	ADV
easat-5005	38	2	,	,	PUNCT
easat-5005	38	3	it	it	PRON
easat-5005	38	4	is	be	AUX
easat-5005	38	5	crucial	crucial	ADJ
easat-5005	38	6	to	to	PART
easat-5005	38	7	approach	approach	VERB
easat-5005	38	8	the	the	DET
easat-5005	38	9	development	development	NOUN
easat-5005	38	10	and	and	CCONJ
easat-5005	38	11	implementation	implementation	NOUN
easat-5005	38	12	of	of	ADP
easat-5005	38	13	ai	ai	ADJ
easat-5005	38	14	doctor	doctor	NOUN
easat-5005	38	15	assistants	assistant	NOUN
easat-5005	38	16	with	with	ADP
easat-5005	38	17	caution	caution	NOUN
easat-5005	38	18	,	,	PUNCT
easat-5005	38	19	ensuring	ensure	VERB
easat-5005	38	20	continuous	continuous	ADJ
easat-5005	38	21	validation	validation	NOUN
easat-5005	38	22	,	,	PUNCT
easat-5005	38	23	monitoring	monitoring	NOUN
easat-5005	38	24	,	,	PUNCT
easat-5005	38	25	and	and	CCONJ
easat-5005	38	26	a	a	DET
easat-5005	38	27	focus	focus	NOUN
easat-5005	38	28	on	on	ADP
easat-5005	38	29	human	human	ADJ
easat-5005	38	30	-	-	PUNCT
easat-5005	38	31	ai	ai	NOUN
easat-5005	38	32	collaboration	collaboration	NOUN
easat-5005	38	33	to	to	PART
easat-5005	38	34	maximize	maximize	VERB
easat-5005	38	35	their	their	PRON
easat-5005	38	36	potential	potential	NOUN
easat-5005	38	37	and	and	CCONJ
easat-5005	38	38	ensure	ensure	VERB
easat-5005	38	39	the	the	DET
easat-5005	38	40	highest	high	ADJ
easat-5005	38	41	standards	standard	NOUN
easat-5005	38	42	of	of	ADP
easat-5005	38	43	patient	patient	ADJ
easat-5005	38	44	care	care	NOUN
easat-5005	38	45	.	.	PUNCT
easat-5005	39	1	ai	ai	VERB
easat-5005	39	2	techniques	technique	NOUN
easat-5005	39	3	in	in	ADP
easat-5005	39	4	medical	medical	ADJ
easat-5005	39	5	diagnosis	diagnosis	NOUN
easat-5005	39	6	and	and	CCONJ
easat-5005	39	7	treatment	treatment	NOUN
easat-5005	39	8	:	:	PUNCT
easat-5005	39	9	•	•	NUM
easat-5005	39	10	overview	overview	NOUN
easat-5005	39	11	of	of	ADP
easat-5005	39	12	machine	machine	NOUN
easat-5005	39	13	learning	learning	NOUN
easat-5005	39	14	,	,	PUNCT
easat-5005	39	15	deep	deep	ADJ
easat-5005	39	16	learning	learning	NOUN
easat-5005	39	17	,	,	PUNCT
easat-5005	39	18	and	and	CCONJ
easat-5005	39	19	natural	natural	ADJ
easat-5005	39	20	language	language	NOUN
easat-5005	39	21	processing	processing	NOUN
easat-5005	39	22	in	in	ADP
easat-5005	39	23	medical	medical	ADJ
easat-5005	39	24	applications	application	NOUN
easat-5005	39	25	.	.	PUNCT
easat-5005	40	1	•	•	NUM
easat-5005	40	2	ai	ai	NOUN
easat-5005	40	3	-	-	PUNCT
easat-5005	40	4	driven	drive	VERB
easat-5005	40	5	approaches	approach	NOUN
easat-5005	40	6	for	for	ADP
easat-5005	40	7	medical	medical	ADJ
easat-5005	40	8	image	image	NOUN
easat-5005	40	9	analysis	analysis	NOUN
easat-5005	40	10	and	and	CCONJ
easat-5005	40	11	interpretation	interpretation	NOUN
easat-5005	40	12	.	.	PUNCT
easat-5005	41	1	•	•	NUM
easat-5005	41	2	diagnosis	diagnosis	NOUN
easat-5005	41	3	and	and	CCONJ
easat-5005	41	4	decision	decision	NOUN
easat-5005	41	5	support	support	NOUN
easat-5005	41	6	systems	system	NOUN
easat-5005	41	7	powered	power	VERB
easat-5005	41	8	by	by	ADP
easat-5005	41	9	ai	ai	PROPN
easat-5005	41	10	algorithms	algorithm	NOUN
easat-5005	41	11	.	.	PUNCT
easat-5005	42	1	•	•	NUM
easat-5005	42	2	ai	ai	VERB
easat-5005	42	3	-	-	PUNCT
easat-5005	42	4	assisted	assist	VERB
easat-5005	42	5	treatment	treatment	NOUN
easat-5005	42	6	planning	planning	NOUN
easat-5005	42	7	and	and	CCONJ
easat-5005	42	8	personalized	personalized	ADJ
easat-5005	42	9	medicine	medicine	NOUN
easat-5005	42	10	.	.	PUNCT
easat-5005	43	1	2	2	X
easat-5005	43	2	.	.	X
easat-5005	43	3	related	relate	VERB
easat-5005	43	4	work	work	NOUN
easat-5005	43	5	еstеva	еstеva	NOUN
easat-5005	43	6	,	,	PUNCT
easat-5005	43	7	et	et	PROPN
easat-5005	43	8	al	al	PROPN
easat-5005	43	9	.	.	PUNCT
easat-5005	44	1	[	[	X
easat-5005	44	2	1	1	X
easat-5005	44	3	]	]	PUNCT
easat-5005	44	4	present	present	ADJ
easat-5005	44	5	a	a	DET
easat-5005	44	6	study	study	NOUN
easat-5005	44	7	on	on	ADP
easat-5005	44	8	dermatologist	dermatologist	NOUN
easat-5005	44	9	-	-	PUNCT
easat-5005	44	10	level	level	NOUN
easat-5005	44	11	classification	classification	NOUN
easat-5005	44	12	of	of	ADP
easat-5005	44	13	skin	skin	NOUN
easat-5005	44	14	cancer	cancer	NOUN
easat-5005	44	15	using	use	VERB
easat-5005	44	16	deep	deep	ADJ
easat-5005	44	17	neural	neural	ADJ
easat-5005	44	18	networks	network	NOUN
easat-5005	44	19	.	.	PUNCT
easat-5005	45	1	the	the	DET
easat-5005	45	2	authors	author	NOUN
easat-5005	45	3	demonstrate	demonstrate	VERB
easat-5005	45	4	the	the	DET
easat-5005	45	5	potential	potential	NOUN
easat-5005	45	6	of	of	ADP
easat-5005	45	7	deep	deep	ADJ
easat-5005	45	8	learning	learning	NOUN
easat-5005	45	9	algorithms	algorithm	NOUN
easat-5005	45	10	in	in	ADP
easat-5005	45	11	accurately	accurately	ADV
easat-5005	45	12	identifying	identify	VERB
easat-5005	45	13	skin	skin	NOUN
easat-5005	45	14	cancer	cancer	NOUN
easat-5005	45	15	,	,	PUNCT
easat-5005	45	16	comparable	comparable	ADJ
easat-5005	45	17	to	to	ADP
easat-5005	45	18	expert	expert	NOUN
easat-5005	45	19	dermatologists	dermatologist	NOUN
easat-5005	45	20	.	.	PUNCT
easat-5005	46	1	rajkοmar	rajkοmar	PROPN
easat-5005	46	2	,	,	PUNCT
easat-5005	46	3	et	et	PROPN
easat-5005	46	4	al	al	PROPN
easat-5005	46	5	.	.	PUNCT
easat-5005	47	1	[	[	X
easat-5005	47	2	2	2	X
easat-5005	47	3	]	]	PUNCT
easat-5005	47	4	discuss	discuss	VERB
easat-5005	47	5	the	the	DET
easat-5005	47	6	application	application	NOUN
easat-5005	47	7	of	of	ADP
easat-5005	47	8	machine	machine	NOUN
easat-5005	47	9	learning	learning	NOUN
easat-5005	47	10	in	in	ADP
easat-5005	47	11	medicine	medicine	NOUN
easat-5005	47	12	.	.	PUNCT
easat-5005	48	1	they	they	PRON
easat-5005	48	2	explore	explore	VERB
easat-5005	48	3	the	the	DET
easat-5005	48	4	various	various	ADJ
easat-5005	48	5	ways	way	NOUN
easat-5005	48	6	in	in	ADP
easat-5005	48	7	which	which	PRON
easat-5005	48	8	machine	machine	NOUN
easat-5005	48	9	learning	learn	VERB
easat-5005	48	10	algorithms	algorithm	NOUN
easat-5005	48	11	can	can	AUX
easat-5005	48	12	aid	aid	VERB
easat-5005	48	13	in	in	ADP
easat-5005	48	14	medical	medical	ADJ
easat-5005	48	15	diagnosis	diagnosis	NOUN
easat-5005	48	16	,	,	PUNCT
easat-5005	48	17	treatment	treatment	NOUN
easat-5005	48	18	planning	planning	NOUN
easat-5005	48	19	,	,	PUNCT
easat-5005	48	20	and	and	CCONJ
easat-5005	48	21	patient	patient	ADJ
easat-5005	48	22	care	care	NOUN
easat-5005	48	23	,	,	PUNCT
easat-5005	48	24	highlighting	highlight	VERB
easat-5005	48	25	their	their	PRON
easat-5005	48	26	potential	potential	NOUN
easat-5005	48	27	to	to	PART
easat-5005	48	28	improve	improve	VERB
easat-5005	48	29	healthcare	healthcare	NOUN
easat-5005	48	30	outcomes	outcome	NOUN
easat-5005	48	31	.	.	PUNCT
easat-5005	49	1	beam	beam	VERB
easat-5005	49	2	and	and	CCONJ
easat-5005	49	3	kohane	kohane	NOUN
easat-5005	49	4	[	[	X
easat-5005	49	5	3	3	NUM
easat-5005	49	6	]	]	PUNCT
easat-5005	49	7	emphasize	emphasize	VERB
easat-5005	49	8	the	the	DET
easat-5005	49	9	role	role	NOUN
easat-5005	49	10	of	of	ADP
easat-5005	49	11	big	big	ADJ
easat-5005	49	12	data	datum	NOUN
easat-5005	49	13	and	and	CCONJ
easat-5005	49	14	machine	machine	NOUN
easat-5005	49	15	learning	learning	NOUN
easat-5005	49	16	in	in	ADP
easat-5005	49	17	healthcare	healthcare	PROPN
easat-5005	49	18	.	.	PUNCT
easat-5005	50	1	they	they	PRON
easat-5005	50	2	discuss	discuss	VERB
easat-5005	50	3	how	how	SCONJ
easat-5005	50	4	the	the	DET
easat-5005	50	5	analysis	analysis	NOUN
easat-5005	50	6	of	of	ADP
easat-5005	50	7	large	large	ADJ
easat-5005	50	8	datasets	dataset	NOUN
easat-5005	50	9	and	and	CCONJ
easat-5005	50	10	the	the	DET
easat-5005	50	11	application	application	NOUN
easat-5005	50	12	of	of	ADP
easat-5005	50	13	machine	machine	NOUN
easat-5005	50	14	learning	learn	VERB
easat-5005	50	15	techniques	technique	NOUN
easat-5005	50	16	can	can	AUX
easat-5005	50	17	provide	provide	VERB
easat-5005	50	18	valuable	valuable	ADJ
easat-5005	50	19	insights	insight	NOUN
easat-5005	50	20	for	for	ADP
easat-5005	50	21	improving	improve	VERB
easat-5005	50	22	clinical	clinical	ADJ
easat-5005	50	23	decision	decision	NOUN
easat-5005	50	24	-	-	PUNCT
easat-5005	50	25	making	make	VERB
easat-5005	50	26	and	and	CCONJ
easat-5005	50	27	patient	patient	ADJ
easat-5005	50	28	outcomes	outcome	NOUN
easat-5005	50	29	.	.	PUNCT
easat-5005	51	1	char	char	PROPN
easat-5005	51	2	,	,	PUNCT
easat-5005	51	3	et	et	PROPN
easat-5005	51	4	al	al	PROPN
easat-5005	51	5	.	.	PUNCT
easat-5005	52	1	[	[	X
easat-5005	52	2	4	4	X
easat-5005	52	3	]	]	PUNCT
easat-5005	52	4	address	address	NOUN
easat-5005	52	5	the	the	DET
easat-5005	52	6	ethical	ethical	ADJ
easat-5005	52	7	challenges	challenge	NOUN
easat-5005	52	8	associated	associate	VERB
easat-5005	52	9	with	with	ADP
easat-5005	52	10	implementing	implement	VERB
easat-5005	52	11	machine	machine	NOUN
easat-5005	52	12	learning	learning	NOUN
easat-5005	52	13	in	in	ADP
easat-5005	52	14	healthcare	healthcare	PROPN
easat-5005	52	15	.	.	PUNCT
easat-5005	53	1	they	they	PRON
easat-5005	53	2	discuss	discuss	VERB
easat-5005	53	3	the	the	DET
easat-5005	53	4	importance	importance	NOUN
easat-5005	53	5	of	of	ADP
easat-5005	53	6	ensuring	ensure	VERB
easat-5005	53	7	transparency	transparency	NOUN
easat-5005	53	8	,	,	PUNCT
easat-5005	53	9	fairness	fairness	NOUN
easat-5005	53	10	,	,	PUNCT
easat-5005	53	11	accountability	accountability	NOUN
easat-5005	53	12	,	,	PUNCT
easat-5005	53	13	and	and	CCONJ
easat-5005	53	14	patient	patient	ADJ
easat-5005	53	15	privacy	privacy	NOUN
easat-5005	53	16	in	in	ADP
easat-5005	53	17	the	the	DET
easat-5005	53	18	development	development	NOUN
easat-5005	53	19	and	and	CCONJ
easat-5005	53	20	deployment	deployment	NOUN
easat-5005	53	21	of	of	ADP
easat-5005	53	22	machine	machine	NOUN
easat-5005	53	23	learning	learn	VERB
easat-5005	53	24	algorithms	algorithm	NOUN
easat-5005	53	25	in	in	ADP
easat-5005	53	26	healthcare	healthcare	NOUN
easat-5005	53	27	settings	setting	NOUN
easat-5005	53	28	.	.	PUNCT
easat-5005	54	1	miοttο	miοttο	NOUN
easat-5005	54	2	,	,	PUNCT
easat-5005	54	3	et	et	PROPN
easat-5005	54	4	al	al	PROPN
easat-5005	54	5	.	.	PUNCT
easat-5005	55	1	[	[	X
easat-5005	55	2	5	5	NUM
easat-5005	55	3	]	]	PUNCT
easat-5005	55	4	provide	provide	VERB
easat-5005	55	5	a	a	DET
easat-5005	55	6	comprehensive	comprehensive	ADJ
easat-5005	55	7	review	review	NOUN
easat-5005	55	8	of	of	ADP
easat-5005	55	9	the	the	DET
easat-5005	55	10	opportunities	opportunity	NOUN
easat-5005	55	11	and	and	CCONJ
easat-5005	55	12	challenges	challenge	NOUN
easat-5005	55	13	of	of	ADP
easat-5005	55	14	using	use	VERB
easat-5005	55	15	deep	deep	ADJ
easat-5005	55	16	learning	learning	NOUN
easat-5005	55	17	in	in	ADP
easat-5005	55	18	healthcare	healthcare	PROPN
easat-5005	55	19	.	.	PUNCT
easat-5005	56	1	they	they	PRON
easat-5005	56	2	discuss	discuss	VERB
easat-5005	56	3	the	the	DET
easat-5005	56	4	potential	potential	ADJ
easat-5005	56	5	applications	application	NOUN
easat-5005	56	6	of	of	ADP
easat-5005	56	7	deep	deep	ADJ
easat-5005	56	8	learning	learning	NOUN
easat-5005	56	9	in	in	ADP
easat-5005	56	10	clinical	clinical	ADJ
easat-5005	56	11	decision	decision	NOUN
easat-5005	56	12	1982	1982	NUM
easat-5005	56	13	edelweiss	edelweiss	PROPN
easat-5005	56	14	applied	apply	VERB
easat-5005	56	15	science	science	NOUN
easat-5005	56	16	and	and	CCONJ
easat-5005	56	17	technology	technology	NOUN
easat-5005	56	18	issn	issn	PROPN
easat-5005	56	19	:	:	PUNCT
easat-5005	56	20	2576	2576	NUM
easat-5005	56	21	-	-	SYM
easat-5005	56	22	8484	8484	NUM
easat-5005	56	23	vol	vol	NOUN
easat-5005	56	24	.	.	PROPN
easat-5005	57	1	9	9	NUM
easat-5005	57	2	,	,	PUNCT
easat-5005	57	3	no	no	INTJ
easat-5005	57	4	.	.	NOUN
easat-5005	57	5	2	2	NUM
easat-5005	57	6	:	:	PUNCT
easat-5005	57	7	1980	1980	NUM
easat-5005	57	8	-	-	SYM
easat-5005	57	9	1992	1992	NUM
easat-5005	57	10	,	,	PUNCT
easat-5005	57	11	2025	2025	NUM
easat-5005	57	12	doi	doi	NOUN
easat-5005	57	13	:	:	PUNCT
easat-5005	57	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	57	15	©	©	PROPN
easat-5005	57	16	2025	2025	NUM
easat-5005	57	17	by	by	ADP
easat-5005	57	18	the	the	DET
easat-5005	57	19	authors	author	NOUN
easat-5005	57	20	;	;	PUNCT
easat-5005	58	1	licensee	licensee	PROPN
easat-5005	58	2	learning	learn	VERB
easat-5005	58	3	gate	gate	NOUN
easat-5005	58	4	support	support	NOUN
easat-5005	58	5	,	,	PUNCT
easat-5005	58	6	disease	disease	NOUN
easat-5005	58	7	prediction	prediction	NOUN
easat-5005	58	8	,	,	PUNCT
easat-5005	58	9	and	and	CCONJ
easat-5005	58	10	precision	precision	NOUN
easat-5005	58	11	medicine	medicine	NOUN
easat-5005	58	12	,	,	PUNCT
easat-5005	58	13	while	while	SCONJ
easat-5005	58	14	also	also	ADV
easat-5005	58	15	addressing	address	VERB
easat-5005	58	16	the	the	DET
easat-5005	58	17	limitations	limitation	NOUN
easat-5005	58	18	and	and	CCONJ
easat-5005	58	19	ethical	ethical	ADJ
easat-5005	58	20	considerations	consideration	NOUN
easat-5005	58	21	.	.	PUNCT
easat-5005	59	1	tοpοl	tοpοl	VERB
easat-5005	60	1	[	[	X
easat-5005	60	2	6	6	NUM
easat-5005	60	3	]	]	PUNCT
easat-5005	60	4	discuss	discuss	VERB
easat-5005	60	5	the	the	DET
easat-5005	60	6	convergence	convergence	NOUN
easat-5005	60	7	of	of	ADP
easat-5005	60	8	human	human	ADJ
easat-5005	60	9	and	and	CCONJ
easat-5005	60	10	artificial	artificial	ADJ
easat-5005	60	11	intelligence	intelligence	NOUN
easat-5005	60	12	in	in	ADP
easat-5005	60	13	highperformance	highperformance	NOUN
easat-5005	60	14	medicine	medicine	NOUN
easat-5005	60	15	.	.	PUNCT
easat-5005	61	1	the	the	DET
easat-5005	61	2	article	article	NOUN
easat-5005	61	3	highlights	highlight	VERB
easat-5005	61	4	the	the	DET
easat-5005	61	5	potential	potential	NOUN
easat-5005	61	6	of	of	ADP
easat-5005	61	7	ai	ai	VERB
easat-5005	61	8	to	to	PART
easat-5005	61	9	enhance	enhance	VERB
easat-5005	61	10	medical	medical	ADJ
easat-5005	61	11	practice	practice	NOUN
easat-5005	61	12	,	,	PUNCT
easat-5005	61	13	improve	improve	VERB
easat-5005	61	14	diagnostics	diagnostic	NOUN
easat-5005	61	15	,	,	PUNCT
easat-5005	61	16	and	and	CCONJ
easat-5005	61	17	personalize	personalize	VERB
easat-5005	61	18	treatments	treatment	NOUN
easat-5005	61	19	,	,	PUNCT
easat-5005	61	20	while	while	SCONJ
easat-5005	61	21	also	also	ADV
easat-5005	61	22	emphasizing	emphasize	VERB
easat-5005	61	23	the	the	DET
easat-5005	61	24	importance	importance	NOUN
easat-5005	61	25	of	of	ADP
easat-5005	61	26	maintaining	maintain	VERB
easat-5005	61	27	a	a	DET
easat-5005	61	28	human	human	NOUN
easat-5005	61	29	-	-	PUNCT
easat-5005	61	30	centered	center	VERB
easat-5005	61	31	approach	approach	NOUN
easat-5005	61	32	in	in	ADP
easat-5005	61	33	healthcare	healthcare	PROPN
easat-5005	61	34	.	.	PUNCT
easat-5005	62	1	liaο	liaο	PROPN
easat-5005	62	2	,	,	PUNCT
easat-5005	62	3	et	et	PROPN
easat-5005	62	4	al	al	PROPN
easat-5005	62	5	.	.	PUNCT
easat-5005	63	1	[	[	X
easat-5005	63	2	7	7	X
easat-5005	63	3	]	]	X
easat-5005	63	4	present	present	ADJ
easat-5005	63	5	a	a	DET
easat-5005	63	6	hybrid	hybrid	ADJ
easat-5005	63	7	model	model	NOUN
easat-5005	63	8	for	for	ADP
easat-5005	63	9	accurate	accurate	ADJ
easat-5005	63	10	diagnosis	diagnosis	NOUN
easat-5005	63	11	of	of	ADP
easat-5005	63	12	gastric	gastric	ADJ
easat-5005	63	13	cancer	cancer	NOUN
easat-5005	63	14	using	use	VERB
easat-5005	63	15	explainable	explainable	ADJ
easat-5005	63	16	and	and	CCONJ
easat-5005	63	17	interpretable	interpretable	ADJ
easat-5005	63	18	artificial	artificial	ADJ
easat-5005	63	19	intelligence	intelligence	NOUN
easat-5005	63	20	techniques	technique	NOUN
easat-5005	63	21	.	.	PUNCT
easat-5005	64	1	the	the	DET
easat-5005	64	2	study	study	NOUN
easat-5005	64	3	combines	combine	VERB
easat-5005	64	4	feature	feature	NOUN
easat-5005	64	5	selection	selection	NOUN
easat-5005	64	6	and	and	CCONJ
easat-5005	64	7	visualization	visualization	NOUN
easat-5005	64	8	methods	method	NOUN
easat-5005	64	9	with	with	ADP
easat-5005	64	10	machine	machine	NOUN
easat-5005	64	11	learning	learn	VERB
easat-5005	64	12	algorithms	algorithm	NOUN
easat-5005	64	13	to	to	PART
easat-5005	64	14	improve	improve	VERB
easat-5005	64	15	the	the	DET
easat-5005	64	16	diagnostic	diagnostic	ADJ
easat-5005	64	17	accuracy	accuracy	NOUN
easat-5005	64	18	of	of	ADP
easat-5005	64	19	gastric	gastric	ADJ
easat-5005	64	20	cancer	cancer	NOUN
easat-5005	64	21	.	.	PUNCT
easat-5005	65	1	the	the	DET
easat-5005	65	2	authors	author	NOUN
easat-5005	65	3	emphasize	emphasize	VERB
easat-5005	65	4	the	the	DET
easat-5005	65	5	importance	importance	NOUN
easat-5005	65	6	of	of	ADP
easat-5005	65	7	interpretability	interpretability	NOUN
easat-5005	65	8	in	in	ADP
easat-5005	65	9	ai	ai	PROPN
easat-5005	65	10	models	model	NOUN
easat-5005	65	11	for	for	ADP
easat-5005	65	12	effective	effective	ADJ
easat-5005	65	13	clinical	clinical	ADJ
easat-5005	65	14	decision	decision	NOUN
easat-5005	65	15	-	-	PUNCT
easat-5005	65	16	making	making	NOUN
easat-5005	65	17	.	.	PUNCT
easat-5005	66	1	3	3	X
easat-5005	66	2	.	.	X
easat-5005	66	3	gap	gap	NOUN
easat-5005	66	4	identification	identification	NOUN
easat-5005	66	5	3.1	3.1	NUM
easat-5005	66	6	.	.	PUNCT
easat-5005	67	1	challenges	challenge	NOUN
easat-5005	67	2	and	and	CCONJ
easat-5005	67	3	future	future	ADJ
easat-5005	67	4	directions	direction	NOUN
easat-5005	67	5	this	this	DET
easat-5005	67	6	section	section	NOUN
easat-5005	67	7	addresses	address	VERB
easat-5005	67	8	the	the	DET
easat-5005	67	9	challenges	challenge	NOUN
easat-5005	67	10	and	and	CCONJ
easat-5005	67	11	limitations	limitation	NOUN
easat-5005	67	12	associated	associate	VERB
easat-5005	67	13	with	with	ADP
easat-5005	67	14	ai	ai	ADJ
easat-5005	67	15	doctor	doctor	NOUN
easat-5005	67	16	assistants	assistant	NOUN
easat-5005	67	17	.	.	PUNCT
easat-5005	68	1	it	it	PRON
easat-5005	68	2	discusses	discuss	VERB
easat-5005	68	3	ethical	ethical	ADJ
easat-5005	68	4	considerations	consideration	NOUN
easat-5005	68	5	,	,	PUNCT
easat-5005	68	6	legal	legal	ADJ
easat-5005	68	7	frameworks	framework	NOUN
easat-5005	68	8	,	,	PUNCT
easat-5005	68	9	privacy	privacy	NOUN
easat-5005	68	10	concerns	concern	NOUN
easat-5005	68	11	,	,	PUNCT
easat-5005	68	12	and	and	CCONJ
easat-5005	68	13	potential	potential	ADJ
easat-5005	68	14	biases	bias	NOUN
easat-5005	68	15	in	in	ADP
easat-5005	68	16	algorithmic	algorithmic	ADJ
easat-5005	68	17	decision	decision	NOUN
easat-5005	68	18	-	-	PUNCT
easat-5005	68	19	making	making	NOUN
easat-5005	68	20	.	.	PUNCT
easat-5005	69	1	it	it	PRON
easat-5005	69	2	also	also	ADV
easat-5005	69	3	presents	present	VERB
easat-5005	69	4	future	future	ADJ
easat-5005	69	5	directions	direction	NOUN
easat-5005	69	6	and	and	CCONJ
easat-5005	69	7	areas	area	NOUN
easat-5005	69	8	of	of	ADP
easat-5005	69	9	improvement	improvement	NOUN
easat-5005	69	10	,	,	PUNCT
easat-5005	69	11	including	include	VERB
easat-5005	69	12	the	the	DET
easat-5005	69	13	need	need	NOUN
easat-5005	69	14	for	for	ADP
easat-5005	69	15	interpretability	interpretability	NOUN
easat-5005	69	16	,	,	PUNCT
easat-5005	69	17	explainability	explainability	NOUN
easat-5005	69	18	,	,	PUNCT
easat-5005	69	19	and	and	CCONJ
easat-5005	69	20	ongoing	ongoing	ADJ
easat-5005	69	21	research	research	NOUN
easat-5005	69	22	to	to	PART
easat-5005	69	23	enhance	enhance	VERB
easat-5005	69	24	the	the	DET
easat-5005	69	25	trustworthiness	trustworthiness	NOUN
easat-5005	69	26	and	and	CCONJ
easat-5005	69	27	acceptance	acceptance	NOUN
easat-5005	69	28	of	of	ADP
easat-5005	69	29	ai	ai	ADJ
easat-5005	69	30	doctor	doctor	NOUN
easat-5005	69	31	assistants	assistant	NOUN
easat-5005	69	32	in	in	ADP
easat-5005	69	33	the	the	DET
easat-5005	69	34	medical	medical	ADJ
easat-5005	69	35	community	community	NOUN
easat-5005	69	36	.	.	PUNCT
easat-5005	70	1	table	table	NOUN
easat-5005	70	2	1	1	NUM
easat-5005	70	3	.	.	PUNCT
easat-5005	70	4	research	research	NOUN
easat-5005	70	5	gap	gap	NOUN
easat-5005	70	6	.	.	PUNCT
easat-5005	71	1	gaps	gap	VERB
easat-5005	71	2	description	description	NOUN
easat-5005	71	3	data	datum	NOUN
easat-5005	71	4	quality	quality	NOUN
easat-5005	71	5	and	and	CCONJ
easat-5005	71	6	integration	integration	NOUN
easat-5005	71	7	ensuring	ensure	VERB
easat-5005	71	8	the	the	DET
easat-5005	71	9	availability	availability	NOUN
easat-5005	71	10	of	of	ADP
easat-5005	71	11	comprehensive	comprehensive	ADJ
easat-5005	71	12	and	and	CCONJ
easat-5005	71	13	reliable	reliable	ADJ
easat-5005	71	14	healthcare	healthcare	NOUN
easat-5005	71	15	data	datum	NOUN
easat-5005	71	16	while	while	SCONJ
easat-5005	71	17	maintaining	maintain	VERB
easat-5005	71	18	privacy	privacy	NOUN
easat-5005	71	19	and	and	CCONJ
easat-5005	71	20	security	security	NOUN
easat-5005	71	21	.	.	PUNCT
easat-5005	72	1	trust	trust	NOUN
easat-5005	72	2	and	and	CCONJ
easat-5005	72	3	acceptance	acceptance	NOUN
easat-5005	72	4	building	building	NOUN
easat-5005	72	5	confidence	confidence	NOUN
easat-5005	72	6	among	among	ADP
easat-5005	72	7	healthcare	healthcare	NOUN
easat-5005	72	8	professionals	professional	NOUN
easat-5005	72	9	and	and	CCONJ
easat-5005	72	10	patients	patient	NOUN
easat-5005	72	11	in	in	ADP
easat-5005	72	12	the	the	DET
easat-5005	72	13	accuracy	accuracy	NOUN
easat-5005	72	14	and	and	CCONJ
easat-5005	72	15	reliability	reliability	NOUN
easat-5005	72	16	of	of	ADP
easat-5005	72	17	ai	ai	ADJ
easat-5005	72	18	algorithms	algorithm	NOUN
easat-5005	72	19	.	.	PUNCT
easat-5005	73	1	ethical	ethical	ADJ
easat-5005	73	2	and	and	CCONJ
easat-5005	73	3	legal	legal	ADJ
easat-5005	73	4	considerations	consideration	NOUN
easat-5005	73	5	addressing	address	VERB
easat-5005	73	6	issues	issue	NOUN
easat-5005	73	7	related	relate	VERB
easat-5005	73	8	to	to	ADP
easat-5005	73	9	patient	patient	NOUN
easat-5005	73	10	privacy	privacy	NOUN
easat-5005	73	11	,	,	PUNCT
easat-5005	73	12	data	datum	NOUN
easat-5005	73	13	confidentiality	confidentiality	NOUN
easat-5005	73	14	,	,	PUNCT
easat-5005	73	15	informed	informed	ADJ
easat-5005	73	16	consent	consent	NOUN
easat-5005	73	17	,	,	PUNCT
easat-5005	73	18	fairness	fairness	NOUN
easat-5005	73	19	,	,	PUNCT
easat-5005	73	20	and	and	CCONJ
easat-5005	73	21	accountability	accountability	NOUN
easat-5005	73	22	.	.	PUNCT
easat-5005	74	1	explainability	explainability	NOUN
easat-5005	74	2	and	and	CCONJ
easat-5005	74	3	interpretability	interpretability	NOUN
easat-5005	74	4	developing	develop	VERB
easat-5005	74	5	transparent	transparent	ADJ
easat-5005	74	6	and	and	CCONJ
easat-5005	74	7	explainable	explainable	ADJ
easat-5005	74	8	ai	ai	NOUN
easat-5005	74	9	algorithms	algorithm	NOUN
easat-5005	74	10	to	to	PART
easat-5005	74	11	understand	understand	VERB
easat-5005	74	12	the	the	DET
easat-5005	74	13	decision	decision	NOUN
easat-5005	74	14	-	-	PUNCT
easat-5005	74	15	making	make	VERB
easat-5005	74	16	process	process	NOUN
easat-5005	74	17	and	and	CCONJ
easat-5005	74	18	gain	gain	VERB
easat-5005	74	19	trust	trust	NOUN
easat-5005	74	20	.	.	PUNCT
easat-5005	75	1	integration	integration	NOUN
easat-5005	75	2	into	into	ADP
easat-5005	75	3	clinical	clinical	ADJ
easat-5005	75	4	workflow	workflow	NOUN
easat-5005	75	5	seamlessly	seamlessly	ADV
easat-5005	75	6	integrating	integrate	VERB
easat-5005	75	7	ai	ai	VERB
easat-5005	75	8	doctor	doctor	NOUN
easat-5005	75	9	assistants	assistant	NOUN
easat-5005	75	10	into	into	ADP
easat-5005	75	11	existing	exist	VERB
easat-5005	75	12	clinical	clinical	ADJ
easat-5005	75	13	workflows	workflow	NOUN
easat-5005	75	14	to	to	PART
easat-5005	75	15	enhance	enhance	VERB
easat-5005	75	16	efficiency	efficiency	NOUN
easat-5005	75	17	and	and	CCONJ
easat-5005	75	18	collaboration	collaboration	NOUN
easat-5005	75	19	.	.	PUNCT
easat-5005	76	1	continuous	continuous	ADJ
easat-5005	76	2	learning	learning	NOUN
easat-5005	76	3	and	and	CCONJ
easat-5005	76	4	adaptability	adaptability	NOUN
easat-5005	76	5	updating	update	VERB
easat-5005	76	6	ai	ai	VERB
easat-5005	76	7	algorithms	algorithm	NOUN
easat-5005	76	8	regularly	regularly	ADV
easat-5005	76	9	to	to	PART
easat-5005	76	10	keep	keep	VERB
easat-5005	76	11	up	up	ADP
easat-5005	76	12	with	with	ADP
easat-5005	76	13	evolving	evolve	VERB
easat-5005	76	14	medical	medical	ADJ
easat-5005	76	15	knowledge	knowledge	NOUN
easat-5005	76	16	,	,	PUNCT
easat-5005	76	17	guidelines	guideline	NOUN
easat-5005	76	18	,	,	PUNCT
easat-5005	76	19	and	and	CCONJ
easat-5005	76	20	patient	patient	ADJ
easat-5005	76	21	populations	population	NOUN
easat-5005	76	22	.	.	PUNCT
easat-5005	77	1	lack	lack	NOUN
easat-5005	77	2	of	of	ADP
easat-5005	77	3	familiarity	familiarity	NOUN
easat-5005	77	4	and	and	CCONJ
easat-5005	77	5	understanding	understanding	NOUN
easat-5005	77	6	.	.	PUNCT
easat-5005	78	1	limited	limited	ADJ
easat-5005	78	2	knowledge	knowledge	NOUN
easat-5005	78	3	and	and	CCONJ
easat-5005	78	4	understanding	understanding	NOUN
easat-5005	78	5	of	of	ADP
easat-5005	78	6	ai	ai	PRON
easat-5005	78	7	technology	technology	NOUN
easat-5005	78	8	among	among	ADP
easat-5005	78	9	healthcare	healthcare	NOUN
easat-5005	78	10	professionals	professional	NOUN
easat-5005	78	11	and	and	CCONJ
easat-5005	78	12	patients	patient	NOUN
easat-5005	78	13	.	.	PUNCT
easat-5005	79	1	skepticism	skepticism	NOUN
easat-5005	79	2	and	and	CCONJ
easat-5005	79	3	resistance	resistance	NOUN
easat-5005	79	4	reluctance	reluctance	NOUN
easat-5005	79	5	to	to	PART
easat-5005	79	6	fully	fully	ADV
easat-5005	79	7	embrace	embrace	VERB
easat-5005	79	8	ai	ai	VERB
easat-5005	79	9	doctor	doctor	NOUN
easat-5005	79	10	assistants	assistant	NOUN
easat-5005	79	11	due	due	ADP
easat-5005	79	12	to	to	ADP
easat-5005	79	13	concerns	concern	NOUN
easat-5005	79	14	about	about	ADP
easat-5005	79	15	job	job	NOUN
easat-5005	79	16	displacement	displacement	NOUN
easat-5005	79	17	and	and	CCONJ
easat-5005	79	18	reliability	reliability	NOUN
easat-5005	79	19	.	.	PUNCT
easat-5005	80	1	fear	fear	NOUN
easat-5005	80	2	of	of	ADP
easat-5005	80	3	technology	technology	NOUN
easat-5005	80	4	errors	error	NOUN
easat-5005	80	5	and	and	CCONJ
easat-5005	80	6	malfunctions	malfunction	NOUN
easat-5005	80	7	concerns	concern	NOUN
easat-5005	80	8	about	about	ADP
easat-5005	80	9	the	the	DET
easat-5005	80	10	potential	potential	NOUN
easat-5005	80	11	for	for	ADP
easat-5005	80	12	errors	error	NOUN
easat-5005	80	13	or	or	CCONJ
easat-5005	80	14	malfunctions	malfunction	NOUN
easat-5005	80	15	in	in	ADP
easat-5005	80	16	ai	ai	PRON
easat-5005	80	17	algorithms	algorithms	NOUN
easat-5005	80	18	that	that	PRON
easat-5005	80	19	could	could	AUX
easat-5005	80	20	impact	impact	VERB
easat-5005	80	21	patient	patient	ADJ
easat-5005	80	22	care	care	NOUN
easat-5005	80	23	.	.	PUNCT
easat-5005	81	1	gaps	gap	NOUN
easat-5005	81	2	description	description	NOUN
easat-5005	81	3	trust	trust	NOUN
easat-5005	81	4	and	and	CCONJ
easat-5005	81	5	confidence	confidence	NOUN
easat-5005	81	6	building	building	NOUN
easat-5005	81	7	.	.	PUNCT
easat-5005	82	1	establishing	establish	VERB
easat-5005	82	2	trust	trust	NOUN
easat-5005	82	3	and	and	CCONJ
easat-5005	82	4	confidence	confidence	NOUN
easat-5005	82	5	among	among	ADP
easat-5005	82	6	healthcare	healthcare	NOUN
easat-5005	82	7	professionals	professional	NOUN
easat-5005	82	8	and	and	CCONJ
easat-5005	82	9	patients	patient	NOUN
easat-5005	82	10	in	in	ADP
easat-5005	82	11	the	the	DET
easat-5005	82	12	capabilities	capability	NOUN
easat-5005	82	13	of	of	ADP
easat-5005	82	14	ai	ai	ADJ
easat-5005	82	15	systems	system	NOUN
easat-5005	82	16	.	.	PUNCT
easat-5005	83	1	ethical	ethical	ADJ
easat-5005	83	2	and	and	CCONJ
easat-5005	83	3	legal	legal	ADJ
easat-5005	83	4	concerns	concern	NOUN
easat-5005	83	5	addressing	address	VERB
easat-5005	83	6	ethical	ethical	ADJ
easat-5005	83	7	considerations	consideration	NOUN
easat-5005	83	8	,	,	PUNCT
easat-5005	83	9	such	such	ADJ
easat-5005	83	10	as	as	ADP
easat-5005	83	11	privacy	privacy	NOUN
easat-5005	83	12	,	,	PUNCT
easat-5005	83	13	informed	informed	ADJ
easat-5005	83	14	consent	consent	NOUN
easat-5005	83	15	,	,	PUNCT
easat-5005	83	16	and	and	CCONJ
easat-5005	83	17	bias	bias	NOUN
easat-5005	83	18	in	in	ADP
easat-5005	83	19	ai	ai	PRON
easat-5005	83	20	algorithms	algorithms	NOUN
easat-5005	83	21	and	and	CCONJ
easat-5005	83	22	decision	decision	NOUN
easat-5005	83	23	-	-	PUNCT
easat-5005	83	24	making	making	NOUN
easat-5005	83	25	.	.	PUNCT
easat-5005	84	1	cultural	cultural	ADJ
easat-5005	84	2	and	and	CCONJ
easat-5005	84	3	societal	societal	ADJ
easat-5005	84	4	acceptance	acceptance	NOUN
easat-5005	84	5	cultural	cultural	ADJ
easat-5005	84	6	and	and	CCONJ
easat-5005	84	7	societal	societal	ADJ
easat-5005	84	8	factors	factor	NOUN
easat-5005	84	9	influencing	influence	VERB
easat-5005	84	10	the	the	DET
easat-5005	84	11	acceptance	acceptance	NOUN
easat-5005	84	12	and	and	CCONJ
easat-5005	84	13	belief	belief	NOUN
easat-5005	84	14	in	in	ADP
easat-5005	84	15	ai	ai	ADJ
easat-5005	84	16	doctor	doctor	NOUN
easat-5005	84	17	assistants	assistant	NOUN
easat-5005	84	18	across	across	ADP
easat-5005	84	19	different	different	ADJ
easat-5005	84	20	regions	region	NOUN
easat-5005	84	21	.	.	PUNCT
easat-5005	85	1	4	4	X
easat-5005	85	2	.	.	X
easat-5005	85	3	methodology	methodology	NOUN
easat-5005	85	4	the	the	DET
easat-5005	85	5	algorithmic	algorithmic	ADJ
easat-5005	85	6	design	design	NOUN
easat-5005	85	7	of	of	ADP
easat-5005	85	8	an	an	DET
easat-5005	85	9	ai	ai	PROPN
easat-5005	85	10	doctor	doctor	NOUN
easat-5005	85	11	assistant	assistant	NOUN
easat-5005	85	12	system	system	NOUN
easat-5005	85	13	plays	play	VERB
easat-5005	85	14	a	a	DET
easat-5005	85	15	crucial	crucial	ADJ
easat-5005	85	16	role	role	NOUN
easat-5005	85	17	in	in	ADP
easat-5005	85	18	its	its	PRON
easat-5005	85	19	ability	ability	NOUN
easat-5005	85	20	to	to	PART
easat-5005	85	21	provide	provide	VERB
easat-5005	85	22	intelligent	intelligent	ADJ
easat-5005	85	23	medical	medical	ADJ
easat-5005	85	24	support	support	NOUN
easat-5005	85	25	.	.	PUNCT
easat-5005	86	1	here	here	ADV
easat-5005	86	2	are	be	AUX
easat-5005	86	3	some	some	DET
easat-5005	86	4	key	key	ADJ
easat-5005	86	5	algorithms	algorithm	NOUN
easat-5005	86	6	commonly	commonly	ADV
easat-5005	86	7	employed	employ	VERB
easat-5005	86	8	in	in	ADP
easat-5005	86	9	ai	ai	PROPN
easat-5005	86	10	doctor	doctor	NOUN
easat-5005	86	11	assistant	assistant	NOUN
easat-5005	86	12	systems	system	NOUN
easat-5005	86	13	:	:	PUNCT
easat-5005	86	14	problem	problem	NOUN
easat-5005	86	15	identification	identification	NOUN
easat-5005	86	16	:	:	PUNCT
easat-5005	86	17	the	the	DET
easat-5005	86	18	first	first	ADJ
easat-5005	86	19	step	step	NOUN
easat-5005	86	20	is	be	AUX
easat-5005	86	21	to	to	PART
easat-5005	86	22	identify	identify	VERB
easat-5005	86	23	the	the	DET
easat-5005	86	24	specific	specific	ADJ
easat-5005	86	25	problem	problem	NOUN
easat-5005	86	26	or	or	CCONJ
easat-5005	86	27	task	task	NOUN
easat-5005	86	28	that	that	PRON
easat-5005	86	29	the	the	DET
easat-5005	86	30	ai	ai	ADJ
easat-5005	86	31	doctor	doctor	NOUN
easat-5005	86	32	assistant	assistant	NOUN
easat-5005	86	33	aims	aim	VERB
easat-5005	86	34	to	to	PART
easat-5005	86	35	address	address	VERB
easat-5005	86	36	.	.	PUNCT
easat-5005	87	1	this	this	PRON
easat-5005	87	2	could	could	AUX
easat-5005	87	3	include	include	VERB
easat-5005	87	4	tasks	task	NOUN
easat-5005	87	5	such	such	ADJ
easat-5005	87	6	as	as	ADP
easat-5005	87	7	medical	medical	ADJ
easat-5005	87	8	diagnosis	diagnosis	NOUN
easat-5005	87	9	,	,	PUNCT
easat-5005	87	10	treatment	treatment	NOUN
easat-5005	87	11	1983	1983	NUM
easat-5005	87	12	edelweiss	edelweiss	PROPN
easat-5005	87	13	applied	apply	VERB
easat-5005	87	14	science	science	NOUN
easat-5005	87	15	and	and	CCONJ
easat-5005	87	16	technology	technology	NOUN
easat-5005	87	17	issn	issn	PROPN
easat-5005	87	18	:	:	PUNCT
easat-5005	87	19	2576	2576	NUM
easat-5005	87	20	-	-	SYM
easat-5005	87	21	8484	8484	NUM
easat-5005	87	22	vol	vol	NOUN
easat-5005	87	23	.	.	PROPN
easat-5005	88	1	9	9	NUM
easat-5005	88	2	,	,	PUNCT
easat-5005	88	3	no	no	INTJ
easat-5005	88	4	.	.	NOUN
easat-5005	88	5	2	2	NUM
easat-5005	88	6	:	:	PUNCT
easat-5005	88	7	1980	1980	NUM
easat-5005	88	8	-	-	SYM
easat-5005	88	9	1992	1992	NUM
easat-5005	88	10	,	,	PUNCT
easat-5005	88	11	2025	2025	NUM
easat-5005	88	12	doi	doi	NOUN
easat-5005	88	13	:	:	PUNCT
easat-5005	88	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	88	15	©	©	PROPN
easat-5005	88	16	2025	2025	NUM
easat-5005	88	17	by	by	ADP
easat-5005	88	18	the	the	DET
easat-5005	88	19	authors	author	NOUN
easat-5005	88	20	;	;	PUNCT
easat-5005	89	1	licensee	licensee	PROPN
easat-5005	89	2	learning	learn	VERB
easat-5005	89	3	gate	gate	PROPN
easat-5005	89	4	recommendation	recommendation	NOUN
easat-5005	89	5	,	,	PUNCT
easat-5005	89	6	patient	patient	ADJ
easat-5005	89	7	monitoring	monitoring	NOUN
easat-5005	89	8	,	,	PUNCT
easat-5005	89	9	or	or	CCONJ
easat-5005	89	10	medical	medical	ADJ
easat-5005	89	11	data	datum	NOUN
easat-5005	89	12	analysis	analysis	NOUN
easat-5005	89	13	.	.	PUNCT
easat-5005	90	1	1	1	X
easat-5005	90	2	.	.	X
easat-5005	90	3	data	datum	NOUN
easat-5005	90	4	collection	collection	NOUN
easat-5005	90	5	:	:	PUNCT
easat-5005	90	6	relevant	relevant	ADJ
easat-5005	90	7	medical	medical	ADJ
easat-5005	90	8	data	datum	NOUN
easat-5005	90	9	needs	need	VERB
easat-5005	90	10	to	to	PART
easat-5005	90	11	be	be	AUX
easat-5005	90	12	collected	collect	VERB
easat-5005	90	13	and	and	CCONJ
easat-5005	90	14	prepared	prepare	VERB
easat-5005	90	15	for	for	ADP
easat-5005	90	16	training	training	NOUN
easat-5005	90	17	and	and	CCONJ
easat-5005	90	18	validation	validation	NOUN
easat-5005	90	19	purposes	purpose	NOUN
easat-5005	90	20	.	.	PUNCT
easat-5005	91	1	this	this	PRON
easat-5005	91	2	may	may	AUX
easat-5005	91	3	include	include	VERB
easat-5005	91	4	patient	patient	ADJ
easat-5005	91	5	records	record	NOUN
easat-5005	91	6	,	,	PUNCT
easat-5005	91	7	medical	medical	ADJ
easat-5005	91	8	images	image	NOUN
easat-5005	91	9	,	,	PUNCT
easat-5005	91	10	laboratory	laboratory	NOUN
easat-5005	91	11	results	result	NOUN
easat-5005	91	12	,	,	PUNCT
easat-5005	91	13	clinical	clinical	ADJ
easat-5005	91	14	guidelines	guideline	NOUN
easat-5005	91	15	,	,	PUNCT
easat-5005	91	16	and	and	CCONJ
easat-5005	91	17	other	other	ADJ
easat-5005	91	18	relevant	relevant	ADJ
easat-5005	91	19	sources	source	NOUN
easat-5005	91	20	of	of	ADP
easat-5005	91	21	medical	medical	ADJ
easat-5005	91	22	information	information	NOUN
easat-5005	91	23	.	.	PUNCT
easat-5005	92	1	2	2	X
easat-5005	92	2	.	.	X
easat-5005	92	3	data	datum	NOUN
easat-5005	92	4	processing	processing	NOUN
easat-5005	92	5	:	:	PUNCT
easat-5005	92	6	the	the	DET
easat-5005	92	7	collected	collect	VERB
easat-5005	92	8	medical	medical	ADJ
easat-5005	92	9	data	datum	NOUN
easat-5005	92	10	must	must	AUX
easat-5005	92	11	undergo	undergo	VERB
easat-5005	92	12	preprocessing	preprocessing	NOUN
easat-5005	92	13	steps	step	NOUN
easat-5005	92	14	to	to	PART
easat-5005	92	15	ensure	ensure	VERB
easat-5005	92	16	quality	quality	NOUN
easat-5005	92	17	and	and	CCONJ
easat-5005	92	18	compatibility	compatibility	NOUN
easat-5005	92	19	.	.	PUNCT
easat-5005	93	1	this	this	PRON
easat-5005	93	2	can	can	AUX
easat-5005	93	3	involve	involve	VERB
easat-5005	93	4	cleaning	clean	VERB
easat-5005	93	5	the	the	DET
easat-5005	93	6	data	datum	NOUN
easat-5005	93	7	,	,	PUNCT
easat-5005	93	8	handling	handle	VERB
easat-5005	93	9	missing	miss	VERB
easat-5005	93	10	values	value	NOUN
easat-5005	93	11	,	,	PUNCT
easat-5005	93	12	normalizing	normalize	VERB
easat-5005	93	13	or	or	CCONJ
easat-5005	93	14	standardizing	standardize	VERB
easat-5005	93	15	data	datum	NOUN
easat-5005	93	16	,	,	PUNCT
easat-5005	93	17	and	and	CCONJ
easat-5005	93	18	splitting	split	VERB
easat-5005	93	19	the	the	DET
easat-5005	93	20	dataset	dataset	NOUN
easat-5005	93	21	into	into	ADP
easat-5005	93	22	training	training	NOUN
easat-5005	93	23	,	,	PUNCT
easat-5005	93	24	validation	validation	NOUN
easat-5005	93	25	,	,	PUNCT
easat-5005	93	26	and	and	CCONJ
easat-5005	93	27	testing	testing	NOUN
easat-5005	93	28	sets	set	NOUN
easat-5005	93	29	.	.	PUNCT
easat-5005	94	1	3	3	X
easat-5005	94	2	.	.	X
easat-5005	94	3	algorithm	algorithm	NOUN
easat-5005	94	4	selection	selection	NOUN
easat-5005	94	5	:	:	PUNCT
easat-5005	94	6	based	base	VERB
easat-5005	94	7	on	on	ADP
easat-5005	94	8	the	the	DET
easat-5005	94	9	problem	problem	NOUN
easat-5005	94	10	at	at	ADP
easat-5005	94	11	hand	hand	NOUN
easat-5005	94	12	,	,	PUNCT
easat-5005	94	13	the	the	DET
easat-5005	94	14	appropriate	appropriate	ADJ
easat-5005	94	15	ai	ai	NOUN
easat-5005	94	16	algorithm	algorithm	NOUN
easat-5005	94	17	needs	need	VERB
easat-5005	94	18	to	to	PART
easat-5005	94	19	be	be	AUX
easat-5005	94	20	selected	select	VERB
easat-5005	94	21	.	.	PUNCT
easat-5005	95	1	this	this	PRON
easat-5005	95	2	can	can	AUX
easat-5005	95	3	include	include	VERB
easat-5005	95	4	machine	machine	NOUN
easat-5005	95	5	learning	learn	VERB
easat-5005	95	6	algorithms	algorithm	NOUN
easat-5005	95	7	such	such	ADJ
easat-5005	95	8	as	as	ADP
easat-5005	95	9	decision	decision	NOUN
easat-5005	95	10	trees	tree	NOUN
easat-5005	95	11	,	,	PUNCT
easat-5005	95	12	support	support	NOUN
easat-5005	95	13	vector	vector	NOUN
easat-5005	95	14	machines	machine	NOUN
easat-5005	95	15	,	,	PUNCT
easat-5005	95	16	neural	neural	ADJ
easat-5005	95	17	networks	network	NOUN
easat-5005	95	18	,	,	PUNCT
easat-5005	95	19	or	or	CCONJ
easat-5005	95	20	deep	deep	ADJ
easat-5005	95	21	learning	learning	NOUN
easat-5005	95	22	algorithms	algorithm	NOUN
easat-5005	95	23	like	like	ADP
easat-5005	95	24	convolutional	convolutional	ADJ
easat-5005	95	25	neural	neural	ADJ
easat-5005	95	26	networks	network	NOUN
easat-5005	95	27	(	(	PUNCT
easat-5005	95	28	cnns	cnns	PROPN
easat-5005	95	29	)	)	PUNCT
easat-5005	95	30	or	or	CCONJ
easat-5005	95	31	recurrent	recurrent	ADJ
easat-5005	95	32	neural	neural	ADJ
easat-5005	95	33	networks	network	NOUN
easat-5005	95	34	(	(	PUNCT
easat-5005	95	35	rnns	rnns	PROPN
easat-5005	95	36	)	)	PUNCT
easat-5005	95	37	.	.	PUNCT
easat-5005	96	1	in	in	ADP
easat-5005	96	2	some	some	DET
easat-5005	96	3	cases	case	NOUN
easat-5005	96	4	,	,	PUNCT
easat-5005	96	5	reinforcement	reinforcement	NOUN
easat-5005	96	6	learning	learning	NOUN
easat-5005	96	7	algorithms	algorithm	NOUN
easat-5005	96	8	may	may	AUX
easat-5005	96	9	also	also	ADV
easat-5005	96	10	be	be	AUX
easat-5005	96	11	employed	employ	VERB
easat-5005	96	12	.	.	PUNCT
easat-5005	97	1	4	4	X
easat-5005	97	2	.	.	X
easat-5005	97	3	model	model	NOUN
easat-5005	97	4	training	training	NOUN
easat-5005	97	5	:	:	PUNCT
easat-5005	97	6	the	the	DET
easat-5005	97	7	selected	select	VERB
easat-5005	97	8	algorithm	algorithm	NOUN
easat-5005	97	9	is	be	AUX
easat-5005	97	10	trained	train	VERB
easat-5005	97	11	using	use	VERB
easat-5005	97	12	the	the	DET
easat-5005	97	13	prepared	prepared	ADJ
easat-5005	97	14	dataset	dataset	NOUN
easat-5005	97	15	.	.	PUNCT
easat-5005	98	1	this	this	PRON
easat-5005	98	2	involves	involve	VERB
easat-5005	98	3	feeding	feed	VERB
easat-5005	98	4	the	the	DET
easat-5005	98	5	algorithm	algorithm	NOUN
easat-5005	98	6	with	with	ADP
easat-5005	98	7	the	the	DET
easat-5005	98	8	input	input	NOUN
easat-5005	98	9	data	datum	NOUN
easat-5005	98	10	and	and	CCONJ
easat-5005	98	11	the	the	DET
easat-5005	98	12	corresponding	corresponding	ADJ
easat-5005	98	13	desired	desire	VERB
easat-5005	98	14	outputs	output	NOUN
easat-5005	98	15	,	,	PUNCT
easat-5005	98	16	allowing	allow	VERB
easat-5005	98	17	it	it	PRON
easat-5005	98	18	to	to	PART
easat-5005	98	19	learn	learn	VERB
easat-5005	98	20	the	the	DET
easat-5005	98	21	underlying	underlie	VERB
easat-5005	98	22	patterns	pattern	NOUN
easat-5005	98	23	and	and	CCONJ
easat-5005	98	24	relationships	relationship	NOUN
easat-5005	98	25	.	.	PUNCT
easat-5005	99	1	5	5	X
easat-5005	99	2	.	.	PUNCT
easat-5005	99	3	model	model	NOUN
easat-5005	99	4	evaluation	evaluation	NOUN
easat-5005	99	5	:	:	PUNCT
easat-5005	99	6	the	the	DET
easat-5005	99	7	trained	train	VERB
easat-5005	99	8	model	model	NOUN
easat-5005	99	9	is	be	AUX
easat-5005	99	10	evaluated	evaluate	VERB
easat-5005	99	11	using	use	VERB
easat-5005	99	12	the	the	DET
easat-5005	99	13	validation	validation	NOUN
easat-5005	99	14	dataset	dataset	NOUN
easat-5005	99	15	to	to	PART
easat-5005	99	16	assess	assess	VERB
easat-5005	99	17	its	its	PRON
easat-5005	99	18	performance	performance	NOUN
easat-5005	99	19	.	.	PUNCT
easat-5005	100	1	evaluation	evaluation	NOUN
easat-5005	100	2	metrics	metric	NOUN
easat-5005	100	3	such	such	ADJ
easat-5005	100	4	as	as	ADP
easat-5005	100	5	accuracy	accuracy	NOUN
easat-5005	100	6	,	,	PUNCT
easat-5005	100	7	precision	precision	NOUN
easat-5005	100	8	,	,	PUNCT
easat-5005	100	9	recall	recall	NOUN
easat-5005	100	10	,	,	PUNCT
easat-5005	100	11	and	and	CCONJ
easat-5005	100	12	f1	f1	NOUN
easat-5005	100	13	score	score	NOUN
easat-5005	100	14	may	may	AUX
easat-5005	100	15	be	be	AUX
easat-5005	100	16	used	use	VERB
easat-5005	100	17	to	to	PART
easat-5005	100	18	measure	measure	VERB
easat-5005	100	19	the	the	DET
easat-5005	100	20	model	model	NOUN
easat-5005	100	21	's	's	PART
easat-5005	100	22	effectiveness	effectiveness	NOUN
easat-5005	100	23	.	.	PUNCT
easat-5005	101	1	6	6	X
easat-5005	101	2	.	.	PUNCT
easat-5005	101	3	model	model	NOUN
easat-5005	101	4	optimization	optimization	NOUN
easat-5005	101	5	:	:	PUNCT
easat-5005	101	6	if	if	SCONJ
easat-5005	101	7	the	the	DET
easat-5005	101	8	model	model	NOUN
easat-5005	101	9	's	's	PART
easat-5005	101	10	performance	performance	NOUN
easat-5005	101	11	is	be	AUX
easat-5005	101	12	not	not	PART
easat-5005	101	13	satisfactory	satisfactory	ADJ
easat-5005	101	14	,	,	PUNCT
easat-5005	101	15	optimization	optimization	NOUN
easat-5005	101	16	techniques	technique	NOUN
easat-5005	101	17	may	may	AUX
easat-5005	101	18	be	be	AUX
easat-5005	101	19	applied	apply	VERB
easat-5005	101	20	.	.	PUNCT
easat-5005	102	1	this	this	PRON
easat-5005	102	2	can	can	AUX
easat-5005	102	3	include	include	VERB
easat-5005	102	4	hyperparameter	hyperparameter	NOUN
easat-5005	102	5	tuning	tuning	NOUN
easat-5005	102	6	,	,	PUNCT
easat-5005	102	7	feature	feature	NOUN
easat-5005	102	8	selection	selection	NOUN
easat-5005	102	9	or	or	CCONJ
easat-5005	102	10	engineering	engineering	NOUN
easat-5005	102	11	,	,	PUNCT
easat-5005	102	12	or	or	CCONJ
easat-5005	102	13	using	use	VERB
easat-5005	102	14	more	more	ADV
easat-5005	102	15	advanced	advanced	ADJ
easat-5005	102	16	architectures	architecture	NOUN
easat-5005	102	17	or	or	CCONJ
easat-5005	102	18	ensemble	ensemble	ADJ
easat-5005	102	19	methods	method	NOUN
easat-5005	102	20	to	to	PART
easat-5005	102	21	improve	improve	VERB
easat-5005	102	22	the	the	DET
easat-5005	102	23	model	model	NOUN
easat-5005	102	24	's	's	PART
easat-5005	102	25	performance	performance	NOUN
easat-5005	102	26	.	.	PUNCT
easat-5005	103	1	7	7	X
easat-5005	103	2	.	.	X
easat-5005	103	3	deployment	deployment	NOUN
easat-5005	103	4	:	:	PUNCT
easat-5005	103	5	once	once	SCONJ
easat-5005	103	6	the	the	DET
easat-5005	103	7	model	model	NOUN
easat-5005	103	8	meets	meet	VERB
easat-5005	103	9	the	the	DET
easat-5005	103	10	desired	desire	VERB
easat-5005	103	11	performance	performance	NOUN
easat-5005	103	12	criteria	criterion	NOUN
easat-5005	103	13	,	,	PUNCT
easat-5005	103	14	it	it	PRON
easat-5005	103	15	can	can	AUX
easat-5005	103	16	be	be	AUX
easat-5005	103	17	deployed	deploy	VERB
easat-5005	103	18	as	as	ADP
easat-5005	103	19	an	an	DET
easat-5005	103	20	ai	ai	NOUN
easat-5005	103	21	doctor	doctor	NOUN
easat-5005	103	22	assistant	assistant	NOUN
easat-5005	103	23	.	.	PUNCT
easat-5005	104	1	this	this	PRON
easat-5005	104	2	involves	involve	VERB
easat-5005	104	3	integrating	integrate	VERB
easat-5005	104	4	it	it	PRON
easat-5005	104	5	into	into	ADP
easat-5005	104	6	a	a	DET
easat-5005	104	7	user	user	NOUN
easat-5005	104	8	-	-	PUNCT
easat-5005	104	9	friendly	friendly	ADJ
easat-5005	104	10	interface	interface	NOUN
easat-5005	104	11	or	or	CCONJ
easat-5005	104	12	platform	platform	NOUN
easat-5005	104	13	that	that	PRON
easat-5005	104	14	allows	allow	VERB
easat-5005	104	15	healthcare	healthcare	NOUN
easat-5005	104	16	professionals	professional	NOUN
easat-5005	104	17	to	to	PART
easat-5005	104	18	interact	interact	VERB
easat-5005	104	19	with	with	ADP
easat-5005	104	20	the	the	DET
easat-5005	104	21	system	system	NOUN
easat-5005	104	22	effectively	effectively	ADV
easat-5005	104	23	.	.	PUNCT
easat-5005	105	1	8	8	X
easat-5005	105	2	.	.	X
easat-5005	105	3	continuous	continuous	ADJ
easat-5005	105	4	learning	learning	NOUN
easat-5005	105	5	and	and	CCONJ
easat-5005	105	6	improvement	improvement	NOUN
easat-5005	105	7	:	:	PUNCT
easat-5005	105	8	ai	ai	AUX
easat-5005	105	9	doctor	doctor	NOUN
easat-5005	105	10	assistants	assistant	NOUN
easat-5005	105	11	can	can	AUX
easat-5005	105	12	benefit	benefit	VERB
easat-5005	105	13	from	from	ADP
easat-5005	105	14	continuous	continuous	ADJ
easat-5005	105	15	learning	learning	NOUN
easat-5005	105	16	and	and	CCONJ
easat-5005	105	17	improvement	improvement	NOUN
easat-5005	105	18	.	.	PUNCT
easat-5005	106	1	this	this	PRON
easat-5005	106	2	can	can	AUX
easat-5005	106	3	involve	involve	VERB
easat-5005	106	4	periodically	periodically	ADV
easat-5005	106	5	retraining	retrain	VERB
easat-5005	106	6	the	the	DET
easat-5005	106	7	model	model	NOUN
easat-5005	106	8	with	with	ADP
easat-5005	106	9	new	new	ADJ
easat-5005	106	10	data	datum	NOUN
easat-5005	106	11	,	,	PUNCT
easat-5005	106	12	updating	update	VERB
easat-5005	106	13	the	the	DET
easat-5005	106	14	knowledge	knowledge	NOUN
easat-5005	106	15	base	base	NOUN
easat-5005	106	16	,	,	PUNCT
easat-5005	106	17	incorporating	incorporate	VERB
easat-5005	106	18	feedback	feedback	NOUN
easat-5005	106	19	from	from	ADP
easat-5005	106	20	healthcare	healthcare	NOUN
easat-5005	106	21	professionals	professional	NOUN
easat-5005	106	22	,	,	PUNCT
easat-5005	106	23	and	and	CCONJ
easat-5005	106	24	integrating	integrate	VERB
easat-5005	106	25	new	new	ADJ
easat-5005	106	26	research	research	NOUN
easat-5005	106	27	and	and	CCONJ
easat-5005	106	28	advancements	advancement	NOUN
easat-5005	106	29	in	in	ADP
easat-5005	106	30	the	the	DET
easat-5005	106	31	field	field	NOUN
easat-5005	106	32	.	.	PUNCT
easat-5005	107	1	9	9	X
easat-5005	107	2	.	.	PUNCT
easat-5005	107	3	ethical	ethical	ADJ
easat-5005	107	4	considerations	consideration	NOUN
easat-5005	107	5	:	:	PUNCT
easat-5005	107	6	throughout	throughout	ADP
easat-5005	107	7	the	the	DET
easat-5005	107	8	entire	entire	ADJ
easat-5005	107	9	methodology	methodology	NOUN
easat-5005	107	10	,	,	PUNCT
easat-5005	107	11	ethical	ethical	ADJ
easat-5005	107	12	considerations	consideration	NOUN
easat-5005	107	13	must	must	AUX
easat-5005	107	14	be	be	AUX
easat-5005	107	15	taken	take	VERB
easat-5005	107	16	into	into	ADP
easat-5005	107	17	account	account	NOUN
easat-5005	107	18	,	,	PUNCT
easat-5005	107	19	ensuring	ensure	VERB
easat-5005	107	20	patient	patient	ADJ
easat-5005	107	21	privacy	privacy	NOUN
easat-5005	107	22	,	,	PUNCT
easat-5005	107	23	data	datum	NOUN
easat-5005	107	24	security	security	NOUN
easat-5005	107	25	,	,	PUNCT
easat-5005	107	26	and	and	CCONJ
easat-5005	107	27	adherence	adherence	NOUN
easat-5005	107	28	to	to	ADP
easat-5005	107	29	regulatory	regulatory	ADJ
easat-5005	107	30	guidelines	guideline	NOUN
easat-5005	107	31	and	and	CCONJ
easat-5005	107	32	standards	standard	NOUN
easat-5005	107	33	.	.	PUNCT
easat-5005	108	1	5	5	X
easat-5005	108	2	.	.	X
easat-5005	108	3	algorithm	algorithm	NOUN
easat-5005	108	4	based	base	VERB
easat-5005	108	5	on	on	ADP
easat-5005	108	6	the	the	DET
easat-5005	108	7	set	set	NOUN
easat-5005	108	8	of	of	ADP
easat-5005	108	9	questionnaires	questionnaire	NOUN
easat-5005	108	10	,	,	PUNCT
easat-5005	108	11	the	the	DET
easat-5005	108	12	patient	patient	NOUN
easat-5005	108	13	's	's	PART
easat-5005	108	14	answer	answer	NOUN
easat-5005	108	15	is	be	AUX
easat-5005	108	16	validated	validate	VERB
easat-5005	108	17	by	by	ADP
easat-5005	108	18	using	use	VERB
easat-5005	108	19	the	the	DET
easat-5005	108	20	delphi	delphi	NOUN
easat-5005	108	21	method	method	NOUN
easat-5005	108	22	.	.	PUNCT
easat-5005	109	1	it	it	PRON
easat-5005	109	2	is	be	AUX
easat-5005	109	3	given	give	VERB
easat-5005	109	4	below	below	ADV
easat-5005	109	5	.	.	PUNCT
easat-5005	110	1	5.1	5.1	NUM
easat-5005	110	2	.	.	PUNCT
easat-5005	110	3	delphi	delphi	NOUN
easat-5005	110	4	method	method	NOUN
easat-5005	110	5	1	1	NUM
easat-5005	110	6	.	.	PUNCT
easat-5005	110	7	formulating	formulate	VERB
easat-5005	110	8	patient	patient	NOUN
easat-5005	110	9	-	-	PUNCT
easat-5005	110	10	centered	center	VERB
easat-5005	110	11	questions	question	NOUN
easat-5005	110	12	:	:	PUNCT
easat-5005	110	13	the	the	DET
easat-5005	110	14	healthcare	healthcare	NOUN
easat-5005	110	15	provider	provider	NOUN
easat-5005	110	16	formulates	formulate	VERB
easat-5005	110	17	a	a	DET
easat-5005	110	18	set	set	NOUN
easat-5005	110	19	of	of	ADP
easat-5005	110	20	patientcentered	patientcentere	VERB
easat-5005	110	21	questions	question	NOUN
easat-5005	110	22	that	that	PRON
easat-5005	110	23	are	be	AUX
easat-5005	110	24	relevant	relevant	ADJ
easat-5005	110	25	to	to	ADP
easat-5005	110	26	the	the	DET
easat-5005	110	27	individual	individual	ADJ
easat-5005	110	28	patient	patient	NOUN
easat-5005	110	29	's	's	PART
easat-5005	110	30	healthcare	healthcare	NOUN
easat-5005	110	31	situation	situation	NOUN
easat-5005	110	32	.	.	PUNCT
easat-5005	111	1	these	these	DET
easat-5005	111	2	questions	question	NOUN
easat-5005	111	3	should	should	AUX
easat-5005	111	4	address	address	VERB
easat-5005	111	5	treatment	treatment	NOUN
easat-5005	111	6	options	option	NOUN
easat-5005	111	7	,	,	PUNCT
easat-5005	111	8	preferences	preference	NOUN
easat-5005	111	9	,	,	PUNCT
easat-5005	111	10	concerns	concern	NOUN
easat-5005	111	11	,	,	PUNCT
easat-5005	111	12	and	and	CCONJ
easat-5005	111	13	goals	goal	NOUN
easat-5005	111	14	of	of	ADP
easat-5005	111	15	care	care	NOUN
easat-5005	111	16	.	.	PUNCT
easat-5005	112	1	2	2	X
easat-5005	112	2	.	.	X
easat-5005	112	3	patient	patient	ADJ
easat-5005	112	4	responses	response	NOUN
easat-5005	112	5	and	and	CCONJ
easat-5005	112	6	self	self	NOUN
easat-5005	112	7	-	-	PUNCT
easat-5005	112	8	reflection	reflection	NOUN
easat-5005	112	9	:	:	PUNCT
easat-5005	112	10	the	the	DET
easat-5005	112	11	patient	patient	NOUN
easat-5005	112	12	provides	provide	VERB
easat-5005	112	13	their	their	PRON
easat-5005	112	14	initial	initial	ADJ
easat-5005	112	15	responses	response	NOUN
easat-5005	112	16	to	to	ADP
easat-5005	112	17	the	the	DET
easat-5005	112	18	questions	question	NOUN
easat-5005	112	19	,	,	PUNCT
easat-5005	112	20	sharing	share	VERB
easat-5005	112	21	their	their	PRON
easat-5005	112	22	thoughts	thought	NOUN
easat-5005	112	23	,	,	PUNCT
easat-5005	112	24	preferences	preference	NOUN
easat-5005	112	25	,	,	PUNCT
easat-5005	112	26	and	and	CCONJ
easat-5005	112	27	any	any	DET
easat-5005	112	28	concerns	concern	NOUN
easat-5005	112	29	they	they	PRON
easat-5005	112	30	may	may	AUX
easat-5005	112	31	have	have	VERB
easat-5005	112	32	about	about	ADP
easat-5005	112	33	their	their	PRON
easat-5005	112	34	medical	medical	ADJ
easat-5005	112	35	treatment	treatment	NOUN
easat-5005	112	36	.	.	PUNCT
easat-5005	113	1	this	this	DET
easat-5005	113	2	self	self	NOUN
easat-5005	113	3	-	-	PUNCT
easat-5005	113	4	reflection	reflection	NOUN
easat-5005	113	5	phase	phase	NOUN
easat-5005	113	6	allows	allow	VERB
easat-5005	113	7	the	the	DET
easat-5005	113	8	patient	patient	NOUN
easat-5005	113	9	to	to	PART
easat-5005	113	10	consider	consider	VERB
easat-5005	113	11	their	their	PRON
easat-5005	113	12	health	health	NOUN
easat-5005	113	13	-	-	PUNCT
easat-5005	113	14	related	relate	VERB
easat-5005	113	15	values	value	NOUN
easat-5005	113	16	and	and	CCONJ
easat-5005	113	17	desired	desire	VERB
easat-5005	113	18	outcomes	outcome	NOUN
easat-5005	113	19	.	.	PUNCT
easat-5005	114	1	3	3	X
easat-5005	114	2	.	.	X
easat-5005	114	3	healthcare	healthcare	NOUN
easat-5005	114	4	provider	provider	NOUN
easat-5005	114	5	feedback	feedback	NOUN
easat-5005	114	6	:	:	PUNCT
easat-5005	114	7	the	the	DET
easat-5005	114	8	healthcare	healthcare	NOUN
easat-5005	114	9	provider	provider	NOUN
easat-5005	114	10	reviews	review	VERB
easat-5005	114	11	the	the	DET
easat-5005	114	12	patient	patient	NOUN
easat-5005	114	13	's	's	PART
easat-5005	114	14	responses	response	NOUN
easat-5005	114	15	and	and	CCONJ
easat-5005	114	16	offers	offer	VERB
easat-5005	114	17	expert	expert	NOUN
easat-5005	114	18	guidance	guidance	NOUN
easat-5005	114	19	,	,	PUNCT
easat-5005	114	20	explanations	explanation	NOUN
easat-5005	114	21	,	,	PUNCT
easat-5005	114	22	and	and	CCONJ
easat-5005	114	23	medical	medical	ADJ
easat-5005	114	24	information	information	NOUN
easat-5005	114	25	to	to	PART
easat-5005	114	26	help	help	VERB
easat-5005	114	27	the	the	DET
easat-5005	114	28	patient	patient	NOUN
easat-5005	114	29	make	make	VERB
easat-5005	114	30	informed	informed	ADJ
easat-5005	114	31	decisions	decision	NOUN
easat-5005	114	32	.	.	PUNCT
easat-5005	115	1	the	the	DET
easat-5005	115	2	provider	provider	NOUN
easat-5005	115	3	can	can	AUX
easat-5005	115	4	address	address	VERB
easat-5005	115	5	any	any	DET
easat-5005	115	6	misconceptions	misconception	NOUN
easat-5005	115	7	and	and	CCONJ
easat-5005	115	8	clarify	clarify	VERB
easat-5005	115	9	medical	medical	ADJ
easat-5005	115	10	terms	term	NOUN
easat-5005	115	11	.	.	PUNCT
easat-5005	116	1	4	4	X
easat-5005	116	2	.	.	X
easat-5005	116	3	revisiting	revisit	VERB
easat-5005	116	4	the	the	DET
easat-5005	116	5	questions	question	NOUN
easat-5005	116	6	:	:	PUNCT
easat-5005	116	7	the	the	DET
easat-5005	116	8	patient	patient	NOUN
easat-5005	116	9	reevaluates	reevaluate	VERB
easat-5005	116	10	their	their	PRON
easat-5005	116	11	responses	response	NOUN
easat-5005	116	12	in	in	ADP
easat-5005	116	13	light	light	NOUN
easat-5005	116	14	of	of	ADP
easat-5005	116	15	the	the	DET
easat-5005	116	16	healthcare	healthcare	PROPN
easat-5005	116	17	1984	1984	NUM
easat-5005	116	18	edelweiss	edelweiss	PROPN
easat-5005	116	19	applied	apply	VERB
easat-5005	116	20	science	science	NOUN
easat-5005	116	21	and	and	CCONJ
easat-5005	116	22	technology	technology	NOUN
easat-5005	116	23	issn	issn	PROPN
easat-5005	116	24	:	:	PUNCT
easat-5005	116	25	2576	2576	NUM
easat-5005	116	26	-	-	SYM
easat-5005	116	27	8484	8484	NUM
easat-5005	116	28	vol	vol	NOUN
easat-5005	116	29	.	.	PROPN
easat-5005	117	1	9	9	NUM
easat-5005	117	2	,	,	PUNCT
easat-5005	117	3	no	no	INTJ
easat-5005	117	4	.	.	NOUN
easat-5005	117	5	2	2	NUM
easat-5005	117	6	:	:	PUNCT
easat-5005	117	7	1980	1980	NUM
easat-5005	117	8	-	-	SYM
easat-5005	117	9	1992	1992	NUM
easat-5005	117	10	,	,	PUNCT
easat-5005	117	11	2025	2025	NUM
easat-5005	117	12	doi	doi	NOUN
easat-5005	117	13	:	:	PUNCT
easat-5005	117	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	117	15	©	©	PROPN
easat-5005	117	16	2025	2025	NUM
easat-5005	117	17	by	by	ADP
easat-5005	117	18	the	the	DET
easat-5005	117	19	authors	author	NOUN
easat-5005	117	20	;	;	PUNCT
easat-5005	117	21	licensee	licensee	PROPN
easat-5005	117	22	learning	learn	VERB
easat-5005	117	23	gate	gate	PROPN
easat-5005	117	24	provider	provider	NOUN
easat-5005	117	25	's	's	PART
easat-5005	117	26	feedback	feedback	NOUN
easat-5005	117	27	and	and	CCONJ
easat-5005	117	28	their	their	PRON
easat-5005	117	29	own	own	ADJ
easat-5005	117	30	reflections	reflection	NOUN
easat-5005	117	31	.	.	PUNCT
easat-5005	118	1	they	they	PRON
easat-5005	118	2	may	may	AUX
easat-5005	118	3	modify	modify	VERB
easat-5005	118	4	their	their	PRON
easat-5005	118	5	initial	initial	ADJ
easat-5005	118	6	answers	answer	NOUN
easat-5005	118	7	,	,	PUNCT
easat-5005	118	8	considering	consider	VERB
easat-5005	118	9	new	new	ADJ
easat-5005	118	10	information	information	NOUN
easat-5005	118	11	provided	provide	VERB
easat-5005	118	12	by	by	ADP
easat-5005	118	13	the	the	DET
easat-5005	118	14	healthcare	healthcare	NOUN
easat-5005	118	15	provider	provider	NOUN
easat-5005	118	16	.	.	PUNCT
easat-5005	119	1	5	5	X
easat-5005	119	2	.	.	NUM
easat-5005	119	3	continued	continue	VERB
easat-5005	119	4	discussion	discussion	NOUN
easat-5005	119	5	and	and	CCONJ
easat-5005	119	6	iteration	iteration	NOUN
easat-5005	119	7	:	:	PUNCT
easat-5005	119	8	the	the	DET
easat-5005	119	9	patient	patient	NOUN
easat-5005	119	10	and	and	CCONJ
easat-5005	119	11	healthcare	healthcare	NOUN
easat-5005	119	12	provider	provider	NOUN
easat-5005	119	13	engage	engage	VERB
easat-5005	119	14	in	in	ADP
easat-5005	119	15	a	a	DET
easat-5005	119	16	continued	continued	ADJ
easat-5005	119	17	discussion	discussion	NOUN
easat-5005	119	18	about	about	ADP
easat-5005	119	19	the	the	DET
easat-5005	119	20	patient	patient	NOUN
easat-5005	119	21	's	's	PART
easat-5005	119	22	healthcare	healthcare	NOUN
easat-5005	119	23	choices	choice	NOUN
easat-5005	119	24	.	.	PUNCT
easat-5005	120	1	the	the	DET
easat-5005	120	2	provider	provider	NOUN
easat-5005	120	3	may	may	AUX
easat-5005	120	4	ask	ask	VERB
easat-5005	120	5	follow	follow	VERB
easat-5005	120	6	-	-	PUNCT
easat-5005	120	7	up	up	ADP
easat-5005	120	8	questions	question	NOUN
easat-5005	120	9	to	to	PART
easat-5005	120	10	understand	understand	VERB
easat-5005	120	11	the	the	DET
easat-5005	120	12	patient	patient	NOUN
easat-5005	120	13	's	's	PART
easat-5005	120	14	evolving	evolve	VERB
easat-5005	120	15	preferences	preference	NOUN
easat-5005	120	16	better	well	ADV
easat-5005	120	17	.	.	PUNCT
easat-5005	121	1	6	6	X
easat-5005	121	2	.	.	NUM
easat-5005	121	3	shared	share	VERB
easat-5005	121	4	decision	decision	NOUN
easat-5005	121	5	-	-	PUNCT
easat-5005	121	6	making	making	NOUN
easat-5005	121	7	:	:	PUNCT
easat-5005	121	8	the	the	DET
easat-5005	121	9	patient	patient	NOUN
easat-5005	121	10	and	and	CCONJ
easat-5005	121	11	healthcare	healthcare	NOUN
easat-5005	121	12	provider	provider	NOUN
easat-5005	121	13	collaboratively	collaboratively	ADV
easat-5005	121	14	arrive	arrive	VERB
easat-5005	121	15	at	at	ADP
easat-5005	121	16	treatment	treatment	NOUN
easat-5005	121	17	decisions	decision	NOUN
easat-5005	121	18	that	that	PRON
easat-5005	121	19	align	align	VERB
easat-5005	121	20	with	with	ADP
easat-5005	121	21	the	the	DET
easat-5005	121	22	patient	patient	NOUN
easat-5005	121	23	's	's	PART
easat-5005	121	24	values	value	NOUN
easat-5005	121	25	,	,	PUNCT
easat-5005	121	26	preferences	preference	NOUN
easat-5005	121	27	,	,	PUNCT
easat-5005	121	28	and	and	CCONJ
easat-5005	121	29	medical	medical	ADJ
easat-5005	121	30	needs	need	NOUN
easat-5005	121	31	.	.	PUNCT
easat-5005	122	1	this	this	DET
easat-5005	122	2	shared	share	VERB
easat-5005	122	3	decision	decision	NOUN
easat-5005	122	4	-	-	PUNCT
easat-5005	122	5	making	make	VERB
easat-5005	122	6	process	process	NOUN
easat-5005	122	7	empowers	empower	VERB
easat-5005	122	8	the	the	DET
easat-5005	122	9	patient	patient	NOUN
easat-5005	122	10	to	to	PART
easat-5005	122	11	be	be	AUX
easat-5005	122	12	an	an	DET
easat-5005	122	13	active	active	ADJ
easat-5005	122	14	participant	participant	NOUN
easat-5005	122	15	in	in	ADP
easat-5005	122	16	their	their	PRON
easat-5005	122	17	healthcare	healthcare	NOUN
easat-5005	122	18	.	.	PUNCT
easat-5005	123	1	7	7	X
easat-5005	123	2	.	.	X
easat-5005	123	3	documentation	documentation	NOUN
easat-5005	123	4	and	and	CCONJ
easat-5005	123	5	follow	follow	VERB
easat-5005	123	6	-	-	PUNCT
easat-5005	123	7	up	up	NOUN
easat-5005	123	8	:	:	PUNCT
easat-5005	123	9	the	the	DET
easat-5005	123	10	healthcare	healthcare	NOUN
easat-5005	123	11	provider	provider	NOUN
easat-5005	123	12	documents	document	NOUN
easat-5005	123	13	the	the	DET
easat-5005	123	14	shared	share	VERB
easat-5005	123	15	decision	decision	NOUN
easat-5005	123	16	-	-	PUNCT
easat-5005	123	17	making	make	VERB
easat-5005	123	18	process	process	NOUN
easat-5005	123	19	,	,	PUNCT
easat-5005	123	20	including	include	VERB
easat-5005	123	21	the	the	DET
easat-5005	123	22	patient	patient	NOUN
easat-5005	123	23	's	's	PART
easat-5005	123	24	preferences	preference	NOUN
easat-5005	123	25	,	,	PUNCT
easat-5005	123	26	the	the	DET
easat-5005	123	27	reasons	reason	NOUN
easat-5005	123	28	for	for	ADP
easat-5005	123	29	treatment	treatment	NOUN
easat-5005	123	30	choices	choice	NOUN
easat-5005	123	31	,	,	PUNCT
easat-5005	123	32	and	and	CCONJ
easat-5005	123	33	the	the	DET
easat-5005	123	34	agreedupon	agreedupon	PROPN
easat-5005	123	35	healthcare	healthcare	NOUN
easat-5005	123	36	plan	plan	NOUN
easat-5005	123	37	.	.	PUNCT
easat-5005	124	1	the	the	DET
easat-5005	124	2	patient	patient	NOUN
easat-5005	124	3	's	's	PART
easat-5005	124	4	preferences	preference	NOUN
easat-5005	124	5	and	and	CCONJ
easat-5005	124	6	treatment	treatment	NOUN
easat-5005	124	7	decisions	decision	NOUN
easat-5005	124	8	are	be	AUX
easat-5005	124	9	considered	consider	VERB
easat-5005	124	10	in	in	ADP
easat-5005	124	11	the	the	DET
easat-5005	124	12	ongoing	ongoing	ADJ
easat-5005	124	13	care	care	NOUN
easat-5005	124	14	plan	plan	NOUN
easat-5005	124	15	.	.	PUNCT
easat-5005	125	1	where	where	SCONJ
easat-5005	125	2	t	t	PROPN
easat-5005	125	3	is	be	AUX
easat-5005	125	4	the	the	DET
easat-5005	125	5	target	target	NOUN
easat-5005	125	6	sequence	sequence	NOUN
easat-5005	125	7	of	of	ADP
easat-5005	125	8	words	word	NOUN
easat-5005	125	9	and	and	CCONJ
easat-5005	125	10	r	r	NOUN
easat-5005	125	11	is	be	AUX
easat-5005	125	12	the	the	DET
easat-5005	125	13	source	source	NOUN
easat-5005	125	14	of	of	ADP
easat-5005	125	15	the	the	DET
easat-5005	125	16	sentence	sentence	NOUN
easat-5005	125	17	.	.	PUNCT
easat-5005	126	1	text	text	NOUN
easat-5005	126	2	to	to	ADP
easat-5005	126	3	voice	voice	NOUN
easat-5005	126	4	can	can	AUX
easat-5005	126	5	be	be	AUX
easat-5005	126	6	done	do	VERB
easat-5005	126	7	by	by	ADP
easat-5005	126	8	the	the	DET
easat-5005	126	9	following	follow	VERB
easat-5005	126	10	deep	deep	ADJ
easat-5005	126	11	learning	learning	NOUN
easat-5005	126	12	model	model	NOUN
easat-5005	126	13	and	and	CCONJ
easat-5005	126	14	selection	selection	NOUN
easat-5005	126	15	of	of	ADP
easat-5005	126	16	the	the	DET
easat-5005	126	17	model	model	NOUN
easat-5005	126	18	based	base	VERB
easat-5005	126	19	on	on	ADP
easat-5005	126	20	the	the	DET
easat-5005	126	21	data	datum	NOUN
easat-5005	126	22	set	set	VERB
easat-5005	126	23	given	give	VERB
easat-5005	126	24	in	in	ADP
easat-5005	126	25	the	the	DET
easat-5005	126	26	following	follow	VERB
easat-5005	126	27	table	table	NOUN
easat-5005	126	28	.	.	PUNCT
easat-5005	127	1	1985	1985	NUM
easat-5005	127	2	edelweiss	edelweiss	PROPN
easat-5005	127	3	applied	apply	VERB
easat-5005	127	4	science	science	NOUN
easat-5005	127	5	and	and	CCONJ
easat-5005	127	6	technology	technology	NOUN
easat-5005	127	7	issn	issn	PROPN
easat-5005	127	8	:	:	PUNCT
easat-5005	127	9	2576	2576	NUM
easat-5005	127	10	-	-	SYM
easat-5005	127	11	8484	8484	NUM
easat-5005	127	12	vol	vol	NOUN
easat-5005	127	13	.	.	PROPN
easat-5005	128	1	9	9	NUM
easat-5005	128	2	,	,	PUNCT
easat-5005	128	3	no	no	INTJ
easat-5005	128	4	.	.	NOUN
easat-5005	128	5	2	2	NUM
easat-5005	128	6	:	:	PUNCT
easat-5005	128	7	1980	1980	NUM
easat-5005	128	8	-	-	SYM
easat-5005	128	9	1992	1992	NUM
easat-5005	128	10	,	,	PUNCT
easat-5005	128	11	2025	2025	NUM
easat-5005	128	12	doi	doi	NOUN
easat-5005	128	13	:	:	PUNCT
easat-5005	128	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	128	15	©	©	PROPN
easat-5005	128	16	2025	2025	NUM
easat-5005	128	17	by	by	ADP
easat-5005	128	18	the	the	DET
easat-5005	128	19	authors	author	NOUN
easat-5005	128	20	;	;	PUNCT
easat-5005	128	21	licensee	licensee	PROPN
easat-5005	128	22	learning	learn	VERB
easat-5005	128	23	gate	gate	NOUN
easat-5005	128	24	table	table	NOUN
easat-5005	128	25	2	2	NUM
easat-5005	128	26	.	.	X
easat-5005	128	27	text	text	NOUN
easat-5005	128	28	to	to	PART
easat-5005	128	29	voice	voice	VERB
easat-5005	128	30	.	.	PUNCT
easat-5005	129	1	deep	deep	ADJ
easat-5005	129	2	learning	learning	NOUN
easat-5005	129	3	method	method	PROPN
easat-5005	129	4	datasеt	datasеt	NOUN
easat-5005	129	5	wavnet	wavnet	NOUN
easat-5005	129	6	lj	lj	PROPN
easat-5005	129	7	speech	speech	NOUN
easat-5005	129	8	(	(	PUNCT
easat-5005	129	9	lj	lj	PROPN
easat-5005	129	10	speech	speech	NOUN
easat-5005	129	11	)	)	PUNCT
easat-5005	129	12	speaker	speaker	NOUN
easat-5005	129	13	:	:	PUNCT
easat-5005	129	14	the	the	DET
easat-5005	129	15	dataset	dataset	NOUN
easat-5005	129	16	contains	contain	VERB
easat-5005	129	17	speech	speech	NOUN
easat-5005	129	18	recordings	recording	NOUN
easat-5005	129	19	from	from	ADP
easat-5005	129	20	a	a	DET
easat-5005	129	21	single	single	ADJ
easat-5005	129	22	female	female	ADJ
easat-5005	129	23	speaker	speaker	NOUN
easat-5005	129	24	.	.	PUNCT
easat-5005	130	1	texts	text	NOUN
easat-5005	130	2	:	:	PUNCT
easat-5005	130	3	the	the	DET
easat-5005	130	4	texts	text	NOUN
easat-5005	130	5	include	include	VERB
easat-5005	130	6	a	a	DET
easat-5005	130	7	wide	wide	ADJ
easat-5005	130	8	range	range	NOUN
easat-5005	130	9	of	of	ADP
easat-5005	130	10	sentences	sentence	NOUN
easat-5005	130	11	from	from	ADP
easat-5005	130	12	various	various	ADJ
easat-5005	130	13	sources	source	NOUN
easat-5005	130	14	,	,	PUNCT
easat-5005	130	15	including	include	VERB
easat-5005	130	16	books	book	NOUN
easat-5005	130	17	,	,	PUNCT
easat-5005	130	18	newspapers	newspaper	NOUN
easat-5005	130	19	,	,	PUNCT
easat-5005	130	20	and	and	CCONJ
easat-5005	130	21	the	the	DET
easat-5005	130	22	lj	lj	PROPN
easat-5005	130	23	speech	speech	NOUN
easat-5005	130	24	website	website	NOUN
easat-5005	130	25	.	.	PUNCT
easat-5005	131	1	audio	audio	ADJ
easat-5005	131	2	format	format	NOUN
easat-5005	131	3	:	:	PUNCT
easat-5005	131	4	the	the	DET
easat-5005	131	5	audio	audio	ADJ
easat-5005	131	6	files	file	NOUN
easat-5005	131	7	are	be	AUX
easat-5005	131	8	provided	provide	VERB
easat-5005	131	9	in	in	ADP
easat-5005	131	10	the	the	DET
easat-5005	131	11	16	16	NUM
easat-5005	131	12	-	-	PUNCT
easat-5005	131	13	bit	bit	NOUN
easat-5005	131	14	mono	mono	PROPN
easat-5005	131	15	wav	wav	NOUN
easat-5005	131	16	format	format	NOUN
easat-5005	131	17	.	.	PUNCT
easat-5005	132	1	sampling	sample	VERB
easat-5005	132	2	rate	rate	NOUN
easat-5005	132	3	:	:	PUNCT
easat-5005	132	4	the	the	DET
easat-5005	132	5	audio	audio	ADJ
easat-5005	132	6	clips	clip	NOUN
easat-5005	132	7	have	have	VERB
easat-5005	132	8	a	a	DET
easat-5005	132	9	sampling	sample	VERB
easat-5005	132	10	rate	rate	NOUN
easat-5005	132	11	of	of	ADP
easat-5005	132	12	22,050	22,050	NUM
easat-5005	132	13	hz	hz	NOUN
easat-5005	132	14	.	.	PUNCT
easat-5005	133	1	duration	duration	NOUN
easat-5005	133	2	:	:	PUNCT
easat-5005	133	3	the	the	DET
easat-5005	133	4	duration	duration	NOUN
easat-5005	133	5	of	of	ADP
easat-5005	133	6	each	each	DET
easat-5005	133	7	audio	audio	ADJ
easat-5005	133	8	clip	clip	NOUN
easat-5005	133	9	is	be	AUX
easat-5005	133	10	relatively	relatively	ADV
easat-5005	133	11	short	short	ADJ
easat-5005	133	12	,	,	PUNCT
easat-5005	133	13	typically	typically	ADV
easat-5005	133	14	ranging	range	VERB
easat-5005	133	15	from	from	ADP
easat-5005	133	16	a	a	DET
easat-5005	133	17	few	few	ADJ
easat-5005	133	18	seconds	second	NOUN
easat-5005	133	19	to	to	ADP
easat-5005	133	20	a	a	DET
easat-5005	133	21	minute	minute	NOUN
easat-5005	133	22	.	.	PUNCT
easat-5005	134	1	tacotron	tacotron	NOUN
easat-5005	134	2	and	and	CCONJ
easat-5005	134	3	tacotron	tacotron	NOUN
easat-5005	134	4	2	2	NUM
easat-5005	134	5	ljspeech	ljspeech	NOUN
easat-5005	134	6	(	(	PUNCT
easat-5005	134	7	ljspeech	ljspeech	NOUN
easat-5005	134	8	)	)	PUNCT
easat-5005	134	9	transformer	transformer	NOUN
easat-5005	134	10	-	-	PUNCT
easat-5005	134	11	tts	tts	NOUN
easat-5005	135	1	the	the	DET
easat-5005	135	2	dataset	dataset	NOUN
easat-5005	135	3	consists	consist	NOUN
easat-5005	135	4	of	of	ADP
easat-5005	135	5	speech	speech	NOUN
easat-5005	135	6	data	datum	NOUN
easat-5005	135	7	from	from	ADP
easat-5005	135	8	multiple	multiple	ADJ
easat-5005	135	9	languages	language	NOUN
easat-5005	135	10	,	,	PUNCT
easat-5005	135	11	making	make	VERB
easat-5005	135	12	it	it	PRON
easat-5005	135	13	a	a	DET
easat-5005	135	14	multilingual	multilingual	ADJ
easat-5005	135	15	dataset	dataset	NOUN
easat-5005	135	16	.	.	PUNCT
easat-5005	136	1	it	it	PRON
easat-5005	136	2	includes	include	VERB
easat-5005	136	3	data	datum	NOUN
easat-5005	136	4	from	from	ADP
easat-5005	136	5	languages	language	NOUN
easat-5005	136	6	such	such	ADJ
easat-5005	136	7	as	as	ADP
easat-5005	136	8	english	english	PROPN
easat-5005	136	9	,	,	PUNCT
easat-5005	136	10	mandarin	mandarin	PROPN
easat-5005	136	11	chinese	chinese	PROPN
easat-5005	136	12	,	,	PUNCT
easat-5005	136	13	german	german	ADJ
easat-5005	136	14	,	,	PUNCT
easat-5005	136	15	italian	italian	ADJ
easat-5005	136	16	,	,	PUNCT
easat-5005	136	17	spanish	spanish	ADJ
easat-5005	136	18	,	,	PUNCT
easat-5005	136	19	and	and	CCONJ
easat-5005	136	20	more	more	ADJ
easat-5005	136	21	.	.	PUNCT
easat-5005	137	1	the	the	DET
easat-5005	137	2	dataset	dataset	NOUN
easat-5005	137	3	contains	contain	VERB
easat-5005	137	4	speech	speech	NOUN
easat-5005	137	5	recordings	recording	NOUN
easat-5005	137	6	from	from	ADP
easat-5005	137	7	multiple	multiple	ADJ
easat-5005	137	8	speakers	speaker	NOUN
easat-5005	137	9	for	for	ADP
easat-5005	137	10	each	each	DET
easat-5005	137	11	language	language	NOUN
easat-5005	137	12	.	.	PUNCT
easat-5005	138	1	each	each	DET
easat-5005	138	2	speaker	speaker	NOUN
easat-5005	138	3	may	may	AUX
easat-5005	138	4	read	read	VERB
easat-5005	138	5	different	different	ADJ
easat-5005	138	6	texts	text	NOUN
easat-5005	138	7	,	,	PUNCT
easat-5005	138	8	providing	provide	VERB
easat-5005	138	9	a	a	DET
easat-5005	138	10	diverse	diverse	ADJ
easat-5005	138	11	range	range	NOUN
easat-5005	138	12	of	of	ADP
easat-5005	138	13	speaking	speak	VERB
easat-5005	138	14	styles	style	NOUN
easat-5005	138	15	and	and	CCONJ
easat-5005	138	16	accent	accent	NOUN
easat-5005	138	17	.	.	PUNCT
easat-5005	139	1	texts	text	NOUN
easat-5005	139	2	:	:	PUNCT
easat-5005	139	3	the	the	DET
easat-5005	139	4	texts	text	NOUN
easat-5005	139	5	used	use	VERB
easat-5005	139	6	for	for	ADP
easat-5005	139	7	recording	record	VERB
easat-5005	139	8	the	the	DET
easat-5005	139	9	speech	speech	NOUN
easat-5005	139	10	come	come	VERB
easat-5005	139	11	from	from	ADP
easat-5005	139	12	various	various	ADJ
easat-5005	139	13	sources	source	NOUN
easat-5005	139	14	,	,	PUNCT
easat-5005	139	15	including	include	VERB
easat-5005	139	16	news	news	NOUN
easat-5005	139	17	articles	article	NOUN
easat-5005	139	18	and	and	CCONJ
easat-5005	139	19	other	other	ADJ
easat-5005	139	20	written	write	VERB
easat-5005	139	21	content	content	NOUN
easat-5005	139	22	.	.	PUNCT
easat-5005	140	1	the	the	DET
easat-5005	140	2	texts	text	NOUN
easat-5005	140	3	are	be	AUX
easat-5005	140	4	often	often	ADV
easat-5005	140	5	selected	select	VERB
easat-5005	140	6	to	to	PART
easat-5005	140	7	be	be	AUX
easat-5005	140	8	linguistically	linguistically	ADV
easat-5005	140	9	diverse	diverse	ADJ
easat-5005	140	10	and	and	CCONJ
easat-5005	140	11	cover	cover	VERB
easat-5005	140	12	a	a	DET
easat-5005	140	13	wide	wide	ADJ
easat-5005	140	14	range	range	NOUN
easat-5005	140	15	of	of	ADP
easat-5005	140	16	topics	topic	NOUN
easat-5005	140	17	.	.	PUNCT
easat-5005	141	1	audio	audio	ADJ
easat-5005	141	2	format	format	NOUN
easat-5005	141	3	:	:	PUNCT
easat-5005	141	4	the	the	DET
easat-5005	141	5	audio	audio	ADJ
easat-5005	141	6	files	file	NOUN
easat-5005	141	7	are	be	AUX
easat-5005	141	8	typically	typically	ADV
easat-5005	141	9	provided	provide	VERB
easat-5005	141	10	in	in	ADP
easat-5005	141	11	the	the	DET
easat-5005	141	12	wav	wav	PROPN
easat-5005	141	13	format	format	NOUN
easat-5005	141	14	.	.	PUNCT
easat-5005	142	1	sampling	sample	VERB
easat-5005	142	2	rate	rate	NOUN
easat-5005	142	3	:	:	PUNCT
easat-5005	142	4	the	the	DET
easat-5005	142	5	dataset	dataset	NOUN
easat-5005	142	6	may	may	AUX
easat-5005	142	7	include	include	VERB
easat-5005	142	8	audio	audio	ADJ
easat-5005	142	9	clips	clip	NOUN
easat-5005	142	10	with	with	ADP
easat-5005	142	11	different	different	ADJ
easat-5005	142	12	sampling	sampling	NOUN
easat-5005	142	13	rates	rate	NOUN
easat-5005	142	14	,	,	PUNCT
easat-5005	142	15	depending	depend	VERB
easat-5005	142	16	on	on	ADP
easat-5005	142	17	the	the	DET
easat-5005	142	18	language	language	NOUN
easat-5005	142	19	and	and	CCONJ
easat-5005	142	20	recording	recording	NOUN
easat-5005	142	21	setup	setup	NOUN
easat-5005	142	22	.	.	PUNCT
easat-5005	143	1	fastspeech	fastspeech	NOUN
easat-5005	143	2	the	the	DET
easat-5005	143	3	vctk	vctk	PROPN
easat-5005	143	4	corpus	corpus	PROPN
easat-5005	143	5	has	have	AUX
easat-5005	143	6	been	be	AUX
easat-5005	143	7	used	use	VERB
easat-5005	143	8	in	in	ADP
easat-5005	143	9	various	various	ADJ
easat-5005	143	10	tts	tts	PROPN
easat-5005	143	11	research	research	NOUN
easat-5005	143	12	projects	project	NOUN
easat-5005	143	13	,	,	PUNCT
easat-5005	143	14	especially	especially	ADV
easat-5005	143	15	for	for	ADP
easat-5005	143	16	developing	develop	VERB
easat-5005	143	17	and	and	CCONJ
easat-5005	143	18	evaluating	evaluate	VERB
easat-5005	143	19	multi	multi	ADJ
easat-5005	143	20	-	-	ADJ
easat-5005	143	21	speaker	speaker	NOUN
easat-5005	143	22	tts	tts	PROPN
easat-5005	143	23	systems	system	NOUN
easat-5005	143	24	.	.	PUNCT
easat-5005	144	1	it	it	PRON
easat-5005	144	2	has	have	AUX
easat-5005	144	3	been	be	AUX
easat-5005	144	4	used	use	VERB
easat-5005	144	5	to	to	PART
easat-5005	144	6	train	train	VERB
easat-5005	144	7	models	model	NOUN
easat-5005	144	8	that	that	PRON
easat-5005	144	9	can	can	AUX
easat-5005	144	10	synthesize	synthesize	VERB
easat-5005	144	11	speech	speech	NOUN
easat-5005	144	12	in	in	ADP
easat-5005	144	13	different	different	ADJ
easat-5005	144	14	accents	accent	NOUN
easat-5005	144	15	and	and	CCONJ
easat-5005	144	16	speaking	speak	VERB
easat-5005	144	17	styles	style	NOUN
easat-5005	144	18	.	.	PUNCT
easat-5005	145	1	additionally	additionally	ADV
easat-5005	145	2	,	,	PUNCT
easat-5005	145	3	the	the	DET
easat-5005	145	4	dataset	dataset	NOUN
easat-5005	145	5	has	have	AUX
easat-5005	145	6	also	also	ADV
easat-5005	145	7	been	be	AUX
easat-5005	145	8	used	use	VERB
easat-5005	145	9	for	for	ADP
easat-5005	145	10	voice	voice	NOUN
easat-5005	145	11	conversion	conversion	NOUN
easat-5005	145	12	tasks	task	NOUN
easat-5005	145	13	,	,	PUNCT
easat-5005	145	14	where	where	SCONJ
easat-5005	145	15	the	the	DET
easat-5005	145	16	goal	goal	NOUN
easat-5005	145	17	is	be	AUX
easat-5005	145	18	to	to	PART
easat-5005	145	19	convert	convert	VERB
easat-5005	145	20	the	the	DET
easat-5005	145	21	voice	voice	NOUN
easat-5005	145	22	of	of	ADP
easat-5005	145	23	one	one	NUM
easat-5005	145	24	speaker	speaker	NOUN
easat-5005	145	25	to	to	PART
easat-5005	145	26	sound	sound	VERB
easat-5005	145	27	like	like	ADP
easat-5005	145	28	another	another	PRON
easat-5005	145	29	.	.	PUNCT
easat-5005	146	1	researchers	researcher	NOUN
easat-5005	146	2	leverage	leverage	VERB
easat-5005	146	3	the	the	DET
easat-5005	146	4	vctk	vctk	PROPN
easat-5005	146	5	corpus	corpus	PROPN
easat-5005	146	6	to	to	PART
easat-5005	146	7	study	study	VERB
easat-5005	146	8	various	various	ADJ
easat-5005	146	9	aspects	aspect	NOUN
easat-5005	146	10	of	of	ADP
easat-5005	146	11	tts	tts	PROPN
easat-5005	146	12	,	,	PUNCT
easat-5005	146	13	including	include	VERB
easat-5005	146	14	speaker	speaker	NOUN
easat-5005	146	15	adaptation	adaptation	NOUN
easat-5005	146	16	and	and	CCONJ
easat-5005	146	17	voice	voice	NOUN
easat-5005	146	18	style	style	NOUN
easat-5005	146	19	transfer	transfer	NOUN
easat-5005	146	20	.	.	PUNCT
easat-5005	147	1	deep	deep	ADJ
easat-5005	147	2	learning	learning	NOUN
easat-5005	147	3	method	method	NOUN
easat-5005	147	4	dataset	dataset	VERB
easat-5005	147	5	robustness	robustness	NOUN
easat-5005	147	6	to	to	ADP
easat-5005	147	7	accent	accent	ADJ
easat-5005	147	8	variations	variation	NOUN
easat-5005	147	9	.	.	PUNCT
easat-5005	148	1	its	its	PRON
easat-5005	148	2	multi	multi	ADJ
easat-5005	148	3	-	-	ADJ
easat-5005	148	4	speaker	speaker	NOUN
easat-5005	148	5	nature	nature	NOUN
easat-5005	148	6	and	and	CCONJ
easat-5005	148	7	large	large	ADJ
easat-5005	148	8	number	number	NOUN
easat-5005	148	9	of	of	ADP
easat-5005	148	10	speakers	speaker	NOUN
easat-5005	148	11	make	make	VERB
easat-5005	148	12	it	it	PRON
easat-5005	148	13	a	a	DET
easat-5005	148	14	valuable	valuable	ADJ
easat-5005	148	15	resource	resource	NOUN
easat-5005	148	16	for	for	ADP
easat-5005	148	17	advancing	advance	VERB
easat-5005	148	18	tts	tts	PROPN
easat-5005	148	19	technology	technology	NOUN
easat-5005	148	20	and	and	CCONJ
easat-5005	148	21	understanding	understand	VERB
easat-5005	148	22	the	the	DET
easat-5005	148	23	nuances	nuance	NOUN
easat-5005	148	24	of	of	ADP
easat-5005	148	25	natural	natural	ADJ
easat-5005	148	26	speech	speech	NOUN
easat-5005	148	27	synthesis	synthesis	NOUN
easat-5005	148	28	across	across	ADP
easat-5005	148	29	diverse	diverse	ADJ
easat-5005	148	30	speakers	speaker	NOUN
easat-5005	148	31	.	.	PUNCT
easat-5005	149	1	parallel	parallel	NOUN
easat-5005	149	2	wavegan	wavegan	VERB
easat-5005	149	3	common	common	ADJ
easat-5005	149	4	voice	voice	NOUN
easat-5005	149	5	dataset	dataset	VERB
easat-5005	149	6	common	common	ADJ
easat-5005	149	7	voice	voice	NOUN
easat-5005	149	8	dataset	dataset	NOUN
easat-5005	149	9	is	be	AUX
easat-5005	149	10	freely	freely	ADV
easat-5005	149	11	available	available	ADJ
easat-5005	149	12	for	for	ADP
easat-5005	149	13	research	research	NOUN
easat-5005	149	14	purposes	purpose	NOUN
easat-5005	149	15	and	and	CCONJ
easat-5005	149	16	is	be	AUX
easat-5005	149	17	actively	actively	ADV
easat-5005	149	18	maintained	maintain	VERB
easat-5005	149	19	and	and	CCONJ
easat-5005	149	20	expanded	expand	VERB
easat-5005	149	21	by	by	ADP
easat-5005	149	22	the	the	DET
easat-5005	149	23	contributions	contribution	NOUN
easat-5005	149	24	of	of	ADP
easat-5005	149	25	volunteers	volunteer	NOUN
easat-5005	149	26	.	.	PUNCT
easat-5005	150	1	researchers	researcher	NOUN
easat-5005	150	2	use	use	VERB
easat-5005	150	3	this	this	DET
easat-5005	150	4	dataset	dataset	NOUN
easat-5005	150	5	to	to	PART
easat-5005	150	6	train	train	VERB
easat-5005	150	7	and	and	CCONJ
easat-5005	150	8	evaluate	evaluate	VERB
easat-5005	150	9	various	various	ADJ
easat-5005	150	10	speech	speech	NOUN
easat-5005	150	11	processing	processing	NOUN
easat-5005	150	12	models	model	NOUN
easat-5005	150	13	,	,	PUNCT
easat-5005	150	14	including	include	VERB
easat-5005	150	15	asr	asr	NOUN
easat-5005	150	16	systems	system	NOUN
easat-5005	150	17	that	that	PRON
easat-5005	150	18	transcribe	transcribe	VERB
easat-5005	150	19	speech	speech	NOUN
easat-5005	150	20	into	into	ADP
easat-5005	150	21	text	text	NOUN
easat-5005	150	22	and	and	CCONJ
easat-5005	150	23	tts	tts	PROPN
easat-5005	150	24	systems	system	NOUN
easat-5005	150	25	that	that	PRON
easat-5005	150	26	convert	convert	VERB
easat-5005	150	27	text	text	NOUN
easat-5005	150	28	into	into	ADP
easat-5005	150	29	speech	speech	NOUN
easat-5005	150	30	.	.	PUNCT
easat-5005	151	1	its	its	PRON
easat-5005	151	2	multilingual	multilingual	ADJ
easat-5005	151	3	and	and	CCONJ
easat-5005	151	4	diverse	diverse	ADJ
easat-5005	151	5	nature	nature	NOUN
easat-5005	151	6	makes	make	VERB
easat-5005	151	7	it	it	PRON
easat-5005	151	8	a	a	DET
easat-5005	151	9	valuable	valuable	ADJ
easat-5005	151	10	resource	resource	NOUN
easat-5005	151	11	for	for	ADP
easat-5005	151	12	developing	develop	VERB
easat-5005	151	13	speech	speech	NOUN
easat-5005	151	14	technologies	technology	NOUN
easat-5005	151	15	that	that	PRON
easat-5005	151	16	are	be	AUX
easat-5005	151	17	robust	robust	ADJ
easat-5005	151	18	and	and	CCONJ
easat-5005	151	19	inclusive	inclusive	ADJ
easat-5005	151	20	across	across	ADP
easat-5005	151	21	different	different	ADJ
easat-5005	151	22	languages	language	NOUN
easat-5005	151	23	and	and	CCONJ
easat-5005	151	24	accents	accent	NOUN
easat-5005	151	25	.	.	PUNCT
easat-5005	152	1	mozilla	mozilla	NOUN
easat-5005	152	2	's	's	PART
easat-5005	152	3	common	common	ADJ
easat-5005	152	4	voice	voice	NOUN
easat-5005	152	5	initiative	initiative	NOUN
easat-5005	152	6	aims	aim	VERB
easat-5005	152	7	to	to	PART
easat-5005	152	8	improve	improve	VERB
easat-5005	152	9	voice	voice	NOUN
easat-5005	152	10	recognition	recognition	NOUN
easat-5005	152	11	technology	technology	NOUN
easat-5005	152	12	for	for	ADP
easat-5005	152	13	all	all	DET
easat-5005	152	14	languages	language	NOUN
easat-5005	152	15	and	and	CCONJ
easat-5005	152	16	accents	accent	NOUN
easat-5005	152	17	by	by	ADP
easat-5005	152	18	encouraging	encourage	VERB
easat-5005	152	19	people	people	NOUN
easat-5005	152	20	to	to	PART
easat-5005	152	21	donate	donate	VERB
easat-5005	152	22	their	their	PRON
easat-5005	152	23	voice	voice	NOUN
easat-5005	152	24	samples	sample	NOUN
easat-5005	152	25	,	,	PUNCT
easat-5005	152	26	making	make	VERB
easat-5005	152	27	it	it	PRON
easat-5005	152	28	one	one	NUM
easat-5005	152	29	of	of	ADP
easat-5005	152	30	the	the	DET
easat-5005	152	31	largest	large	ADJ
easat-5005	152	32	and	and	CCONJ
easat-5005	152	33	most	most	ADV
easat-5005	152	34	diverse	diverse	ADJ
easat-5005	152	35	open	open	ADJ
easat-5005	152	36	-	-	PUNCT
easat-5005	152	37	source	source	NOUN
easat-5005	152	38	speech	speech	NOUN
easat-5005	152	39	datasets	dataset	NOUN
easat-5005	152	40	available	available	ADJ
easat-5005	152	41	for	for	ADP
easat-5005	152	42	research	research	NOUN
easat-5005	152	43	and	and	CCONJ
easat-5005	152	44	development	development	NOUN
easat-5005	152	45	.	.	PUNCT
easat-5005	153	1	melgan	melgan	PROPN
easat-5005	153	2	common	common	ADJ
easat-5005	153	3	voice	voice	NOUN
easat-5005	153	4	dataset	dataset	VERB
easat-5005	153	5	multi	multi	ADJ
easat-5005	153	6	-	-	ADJ
easat-5005	153	7	speaker	speaker	NOUN
easat-5005	153	8	tts	tts	PROPN
easat-5005	153	9	vctk	vctk	PROPN
easat-5005	153	10	corpus	corpus	PROPN
easat-5005	153	11	,	,	PUNCT
easat-5005	153	12	libritts	libritts	PROPN
easat-5005	153	13	vq	vq	PROPN
easat-5005	153	14	-	-	PUNCT
easat-5005	153	15	va2	va2	PROPN
easat-5005	153	16	and	and	CCONJ
easat-5005	153	17	vae	vae	PROPN
easat-5005	153	18	blizzard	blizzard	PROPN
easat-5005	153	19	challenge	challenge	NOUN
easat-5005	153	20	2013	2013	NUM
easat-5005	153	21	,	,	PUNCT
easat-5005	153	22	lj	lj	PROPN
easat-5005	153	23	speech	speech	NOUN
easat-5005	153	24	.	.	PUNCT
easat-5005	154	1	the	the	DET
easat-5005	154	2	blizzard	blizzard	NOUN
easat-5005	154	3	challenge	challenge	NOUN
easat-5005	154	4	is	be	AUX
easat-5005	154	5	an	an	DET
easat-5005	154	6	annual	annual	ADJ
easat-5005	154	7	speech	speech	NOUN
easat-5005	154	8	synthesis	synthesis	NOUN
easat-5005	154	9	competition	competition	NOUN
easat-5005	154	10	that	that	PRON
easat-5005	154	11	aims	aim	VERB
easat-5005	154	12	to	to	PART
easat-5005	154	13	advance	advance	VERB
easat-5005	154	14	the	the	DET
easat-5005	154	15	field	field	NOUN
easat-5005	154	16	of	of	ADP
easat-5005	154	17	tts	tts	PROPN
easat-5005	154	18	by	by	ADP
easat-5005	154	19	evaluating	evaluate	VERB
easat-5005	154	20	and	and	CCONJ
easat-5005	154	21	comparing	compare	VERB
easat-5005	154	22	different	different	ADJ
easat-5005	154	23	tts	tts	NOUN
easat-5005	154	24	systems	system	NOUN
easat-5005	154	25	on	on	ADP
easat-5005	154	26	a	a	DET
easat-5005	154	27	common	common	ADJ
easat-5005	154	28	dataset	dataset	NOUN
easat-5005	154	29	.	.	PUNCT
easat-5005	155	1	the	the	DET
easat-5005	155	2	2013	2013	NUM
easat-5005	155	3	edition	edition	NOUN
easat-5005	155	4	of	of	ADP
easat-5005	155	5	the	the	DET
easat-5005	155	6	challenge	challenge	NOUN
easat-5005	155	7	focused	focus	VERB
easat-5005	155	8	on	on	ADP
easat-5005	155	9	multilingual	multilingual	ADJ
easat-5005	155	10	tts	tt	NOUN
easat-5005	155	11	,	,	PUNCT
easat-5005	155	12	where	where	SCONJ
easat-5005	155	13	participants	participant	NOUN
easat-5005	155	14	were	be	AUX
easat-5005	155	15	required	require	VERB
easat-5005	155	16	to	to	PART
easat-5005	155	17	develop	develop	VERB
easat-5005	155	18	tts	tts	NOUN
easat-5005	155	19	systems	system	NOUN
easat-5005	155	20	for	for	ADP
easat-5005	155	21	multiple	multiple	ADJ
easat-5005	155	22	languages	language	NOUN
easat-5005	155	23	.	.	PUNCT
easat-5005	156	1	based	base	VERB
easat-5005	156	2	on	on	ADP
easat-5005	156	3	the	the	DET
easat-5005	156	4	input	input	NOUN
easat-5005	156	5	of	of	ADP
easat-5005	156	6	medical	medical	ADJ
easat-5005	156	7	data	datum	NOUN
easat-5005	156	8	(	(	PUNCT
easat-5005	156	9	patient	patient	ADJ
easat-5005	156	10	information	information	NOUN
easat-5005	156	11	)	)	PUNCT
easat-5005	156	12	,	,	PUNCT
easat-5005	156	13	the	the	DET
easat-5005	156	14	algorithm	algorithm	NOUN
easat-5005	156	15	selection	selection	NOUN
easat-5005	156	16	is	be	AUX
easat-5005	156	17	done	do	VERB
easat-5005	156	18	by	by	ADP
easat-5005	156	19	the	the	DET
easat-5005	156	20	following	follow	VERB
easat-5005	156	21	three	three	NUM
easat-5005	156	22	tables	table	NOUN
easat-5005	156	23	:	:	PUNCT
easat-5005	156	24	machine	machine	NOUN
easat-5005	156	25	learning	learning	NOUN
easat-5005	156	26	algorithms	algorithm	NOUN
easat-5005	156	27	,	,	PUNCT
easat-5005	156	28	deep	deep	ADJ
easat-5005	156	29	learning	learning	NOUN
easat-5005	156	30	algorithms	algorithm	NOUN
easat-5005	156	31	,	,	PUNCT
easat-5005	156	32	and	and	CCONJ
easat-5005	156	33	reinforcement	reinforcement	NOUN
easat-5005	156	34	learning	learning	NOUN
easat-5005	156	35	algorithms	algorithm	NOUN
easat-5005	156	36	.	.	PUNCT
easat-5005	157	1	the	the	DET
easat-5005	157	2	following	follow	VERB
easat-5005	157	3	tables	table	NOUN
easat-5005	157	4	are	be	AUX
easat-5005	157	5	generated	generate	VERB
easat-5005	157	6	by	by	ADP
easat-5005	157	7	the	the	DET
easat-5005	157	8	extensive	extensive	ADJ
easat-5005	157	9	survey	survey	NOUN
easat-5005	157	10	given	give	VERB
easat-5005	157	11	the	the	DET
easat-5005	157	12	reference	reference	NOUN
easat-5005	157	13	.	.	PUNCT
easat-5005	158	1	1986	1986	NUM
easat-5005	158	2	edelweiss	edelweiss	PROPN
easat-5005	158	3	applied	apply	VERB
easat-5005	158	4	science	science	NOUN
easat-5005	158	5	and	and	CCONJ
easat-5005	158	6	technology	technology	NOUN
easat-5005	158	7	issn	issn	PROPN
easat-5005	158	8	:	:	PUNCT
easat-5005	158	9	2576	2576	NUM
easat-5005	158	10	-	-	SYM
easat-5005	158	11	8484	8484	NUM
easat-5005	158	12	vol	vol	NOUN
easat-5005	158	13	.	.	PROPN
easat-5005	159	1	9	9	NUM
easat-5005	159	2	,	,	PUNCT
easat-5005	159	3	no	no	INTJ
easat-5005	159	4	.	.	NOUN
easat-5005	159	5	2	2	NUM
easat-5005	159	6	:	:	PUNCT
easat-5005	159	7	1980	1980	NUM
easat-5005	159	8	-	-	SYM
easat-5005	159	9	1992	1992	NUM
easat-5005	159	10	,	,	PUNCT
easat-5005	159	11	2025	2025	NUM
easat-5005	159	12	doi	doi	NOUN
easat-5005	159	13	:	:	PUNCT
easat-5005	159	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	159	15	©	©	PROPN
easat-5005	159	16	2025	2025	NUM
easat-5005	159	17	by	by	ADP
easat-5005	159	18	the	the	DET
easat-5005	159	19	authors	author	NOUN
easat-5005	159	20	;	;	PUNCT
easat-5005	159	21	licensee	licensee	PROPN
easat-5005	159	22	learning	learn	VERB
easat-5005	159	23	gate	gate	NOUN
easat-5005	159	24	table	table	NOUN
easat-5005	159	25	3	3	NUM
easat-5005	159	26	.	.	X
easat-5005	159	27	deep	deep	ADJ
easat-5005	159	28	learning	learn	VERB
easat-5005	159	29	algorithm	algorithm	NOUN
easat-5005	159	30	with	with	ADP
easat-5005	159	31	relevant	relevant	ADJ
easat-5005	159	32	data	datum	NOUN
easat-5005	159	33	.	.	PUNCT
easat-5005	160	1	deep	deep	ADJ
easat-5005	160	2	learning	learning	NOUN
easat-5005	160	3	algorithm	algorithm	PROPN
easat-5005	160	4	relevant	relevant	ADJ
easat-5005	160	5	medical	medical	ADJ
easat-5005	160	6	dataset	dataset	ADJ
easat-5005	160	7	convolutional	convolutional	ADJ
easat-5005	160	8	neural	neural	ADJ
easat-5005	160	9	network	network	NOUN
easat-5005	160	10	(	(	PUNCT
easat-5005	160	11	cnn	cnn	PROPN
easat-5005	160	12	)	)	PUNCT
easat-5005	160	13	mimic	mimic	PROPN
easat-5005	160	14	-	-	PUNCT
easat-5005	160	15	iii	iii	NOUN
easat-5005	160	16	(	(	PUNCT
easat-5005	160	17	medical	medical	ADJ
easat-5005	160	18	information	information	NOUN
easat-5005	160	19	mart	mart	PROPN
easat-5005	160	20	for	for	ADP
easat-5005	160	21	intensive	intensive	ADJ
easat-5005	160	22	care	care	NOUN
easat-5005	160	23	iii	iii	PROPN
easat-5005	160	24	)	)	PUNCT
easat-5005	160	25	recurrent	recurrent	ADJ
easat-5005	160	26	neural	neural	ADJ
easat-5005	160	27	network	network	NOUN
easat-5005	160	28	(	(	PUNCT
easat-5005	160	29	rnn	rnn	PROPN
easat-5005	160	30	)	)	PUNCT
easat-5005	160	31	physionet	physionet	NOUN
easat-5005	160	32	:	:	PUNCT
easat-5005	160	33	ptb	ptb	PROPN
easat-5005	160	34	diagnostic	diagnostic	PROPN
easat-5005	160	35	ecg	ecg	PROPN
easat-5005	160	36	database	database	PROPN
easat-5005	160	37	generative	generative	VERB
easat-5005	160	38	adversarial	adversarial	ADJ
easat-5005	160	39	networks	network	NOUN
easat-5005	160	40	(	(	PUNCT
easat-5005	160	41	gans	gan	NOUN
easat-5005	160	42	)	)	PUNCT
easat-5005	160	43	chest	chest	NOUN
easat-5005	160	44	x	x	NOUN
easat-5005	160	45	-	-	NOUN
easat-5005	160	46	ray	ray	NOUN
easat-5005	160	47	14	14	NUM
easat-5005	160	48	:	:	PUNCT
easat-5005	160	49	hospital	hospital	NOUN
easat-5005	160	50	-	-	PUNCT
easat-5005	160	51	scale	scale	NOUN
easat-5005	160	52	chest	chest	NOUN
easat-5005	160	53	x	x	NOUN
easat-5005	160	54	-	-	NOUN
easat-5005	160	55	ray	ray	NOUN
easat-5005	160	56	dataset	dataset	NOUN
easat-5005	160	57	long	long	ADJ
easat-5005	160	58	short	short	ADJ
easat-5005	160	59	-	-	PUNCT
easat-5005	160	60	term	term	NOUN
easat-5005	160	61	memory	memory	NOUN
easat-5005	160	62	(	(	PUNCT
easat-5005	160	63	lstm	lstm	NOUN
easat-5005	160	64	)	)	PUNCT
easat-5005	160	65	physionet	physionet	NOUN
easat-5005	160	66	:	:	PUNCT
easat-5005	160	67	mimic	mimic	PROPN
easat-5005	160	68	ecg	ecg	PROPN
easat-5005	160	69	dataset	dataset	VERB
easat-5005	160	70	autoencoder	autoencoder	NOUN
easat-5005	160	71	brain	brain	NOUN
easat-5005	160	72	mri	mri	NOUN
easat-5005	160	73	segmentation	segmentation	NOUN
easat-5005	160	74	dataset	dataset	VERB
easat-5005	160	75	deep	deep	ADJ
easat-5005	160	76	belief	belief	NOUN
easat-5005	160	77	network	network	NOUN
easat-5005	160	78	(	(	PUNCT
easat-5005	160	79	dbn	dbn	PROPN
easat-5005	160	80	)	)	PUNCT
easat-5005	160	81	uk	uk	PROPN
easat-5005	160	82	biobank	biobank	ADJ
easat-5005	160	83	variational	variational	ADJ
easat-5005	160	84	autoencoder	autoencoder	NOUN
easat-5005	160	85	(	(	PUNCT
easat-5005	160	86	vae	vae	PROPN
easat-5005	160	87	)	)	PUNCT
easat-5005	160	88	alzheimer	alzheimer	PROPN
easat-5005	160	89	's	's	PART
easat-5005	160	90	disease	disease	NOUN
easat-5005	160	91	neuroimaging	neuroimaging	NOUN
easat-5005	160	92	initiative	initiative	NOUN
easat-5005	160	93	(	(	PUNCT
easat-5005	160	94	adni	adni	NOUN
easat-5005	160	95	)	)	PUNCT
easat-5005	160	96	dataset	dataset	NOUN
easat-5005	160	97	u	u	NOUN
easat-5005	160	98	-	-	PROPN
easat-5005	160	99	net	net	ADJ
easat-5005	160	100	isic	isic	PROPN
easat-5005	160	101	2018	2018	NUM
easat-5005	160	102	:	:	PUNCT
easat-5005	160	103	skin	skin	NOUN
easat-5005	160	104	lesion	lesion	NOUN
easat-5005	160	105	analysis	analysis	NOUN
easat-5005	160	106	towards	towards	ADP
easat-5005	160	107	melanoma	melanoma	NOUN
easat-5005	160	108	detection	detection	NOUN
easat-5005	160	109	deep	deep	ADJ
easat-5005	160	110	reinforcement	reinforcement	NOUN
easat-5005	160	111	learning	learning	NOUN
easat-5005	160	112	openai	openai	VERB
easat-5005	160	113	gym	gym	NOUN
easat-5005	160	114	atari	atari	PROPN
easat-5005	160	115	games	games	PROPN
easat-5005	160	116	capsule	capsule	PROPN
easat-5005	160	117	network	network	PROPN
easat-5005	160	118	mura	mura	PROPN
easat-5005	160	119	(	(	PUNCT
easat-5005	160	120	musculoskeletal	musculoskeletal	ADJ
easat-5005	160	121	radiographs	radiograph	NOUN
easat-5005	160	122	)	)	PUNCT
easat-5005	160	123	dataset	dataset	NOUN
easat-5005	160	124	transformer	transformer	NOUN
easat-5005	160	125	network	network	NOUN
easat-5005	160	126	mimic	mimic	NOUN
easat-5005	160	127	-	-	PUNCT
easat-5005	160	128	iii	iii	NUM
easat-5005	160	129	icu	icu	PROPN
easat-5005	160	130	mortality	mortality	NOUN
easat-5005	160	131	prediction	prediction	NOUN
easat-5005	160	132	dataset	dataset	VERB
easat-5005	160	133	generative	generative	ADJ
easat-5005	160	134	adversarial	adversarial	ADJ
easat-5005	160	135	networks	network	NOUN
easat-5005	160	136	for	for	ADP
easat-5005	160	137	sequence	sequence	NOUN
easat-5005	160	138	data	datum	NOUN
easat-5005	160	139	physionet	physionet	NOUN
easat-5005	160	140	:	:	PUNCT
easat-5005	160	141	mit	mit	VERB
easat-5005	160	142	-	-	PUNCT
easat-5005	160	143	bih	bih	NOUN
easat-5005	160	144	arrhythmia	arrhythmia	NOUN
easat-5005	160	145	dataset	dataset	NOUN
easat-5005	160	146	graph	graph	NOUN
easat-5005	160	147	convolutional	convolutional	ADJ
easat-5005	160	148	network	network	NOUN
easat-5005	160	149	(	(	PUNCT
easat-5005	160	150	gcn	gcn	NOUN
easat-5005	160	151	)	)	PUNCT
easat-5005	160	152	brats	brat	NOUN
easat-5005	160	153	(	(	PUNCT
easat-5005	160	154	brain	brain	NOUN
easat-5005	160	155	tumor	tumor	NOUN
easat-5005	160	156	segmentation	segmentation	NOUN
easat-5005	160	157	)	)	PUNCT
easat-5005	160	158	dataset	dataset	VERB
easat-5005	160	159	deep	deep	ADJ
easat-5005	160	160	q	q	NOUN
easat-5005	160	161	-	-	PUNCT
easat-5005	160	162	network	network	NOUN
easat-5005	160	163	(	(	PUNCT
easat-5005	160	164	dqn	dqn	PROPN
easat-5005	160	165	)	)	PUNCT
easat-5005	160	166	dementiabank	dementiabank	ADJ
easat-5005	160	167	attention	attention	NOUN
easat-5005	160	168	mechanism	mechanism	NOUN
easat-5005	160	169	radiology	radiology	NOUN
easat-5005	160	170	report	report	NOUN
easat-5005	160	171	corpus	corpus	PROPN
easat-5005	160	172	variational	variational	ADJ
easat-5005	160	173	recurrent	recurrent	ADJ
easat-5005	160	174	neural	neural	ADJ
easat-5005	160	175	network	network	NOUN
easat-5005	160	176	(	(	PUNCT
easat-5005	160	177	vrnn	vrnn	PROPN
easat-5005	160	178	)	)	PUNCT
easat-5005	160	179	physionet	physionet	NOUN
easat-5005	160	180	:	:	PUNCT
easat-5005	160	181	cap	cap	NOUN
easat-5005	160	182	sleep	sleep	NOUN
easat-5005	160	183	apnea	apnea	NOUN
easat-5005	160	184	database	database	NOUN
easat-5005	160	185	deep	deep	ADJ
easat-5005	160	186	residual	residual	ADJ
easat-5005	160	187	network	network	NOUN
easat-5005	160	188	(	(	PUNCT
easat-5005	160	189	resnet	resnet	NOUN
easat-5005	160	190	)	)	PUNCT
easat-5005	160	191	chest	chest	NOUN
easat-5005	160	192	x	x	NOUN
easat-5005	160	193	-	-	NOUN
easat-5005	160	194	ray	ray	NOUN
easat-5005	160	195	8	8	NUM
easat-5005	160	196	:	:	PUNCT
easat-5005	160	197	hospital	hospital	NOUN
easat-5005	160	198	-	-	PUNCT
easat-5005	160	199	scale	scale	NOUN
easat-5005	160	200	chest	chest	NOUN
easat-5005	160	201	x	x	NOUN
easat-5005	160	202	-	-	NOUN
easat-5005	160	203	ray	ray	NOUN
easat-5005	160	204	dataset	dataset	NOUN
easat-5005	160	205	siamese	siamese	ADJ
easat-5005	160	206	network	network	NOUN
easat-5005	160	207	tuberculosis	tuberculosis	NOUN
easat-5005	160	208	chest	chest	NOUN
easat-5005	160	209	x	x	NOUN
easat-5005	160	210	-	-	NOUN
easat-5005	160	211	ray	ray	NOUN
easat-5005	160	212	dataset	dataset	VERB
easat-5005	160	213	adversarial	adversarial	ADJ
easat-5005	160	214	autoencoder	autoencoder	NOUN
easat-5005	160	215	cancer	cancer	NOUN
easat-5005	160	216	imaging	imaging	NOUN
easat-5005	160	217	archive	archive	NOUN
easat-5005	160	218	:	:	PUNCT
easat-5005	160	219	lung	lung	PROPN
easat-5005	160	220	ct	ct	PROPN
easat-5005	160	221	dataset	dataset	VERB
easat-5005	160	222	deep	deep	ADJ
easat-5005	160	223	boltzmann	boltzmann	PROPN
easat-5005	160	224	machine	machine	NOUN
easat-5005	160	225	(	(	PUNCT
easat-5005	160	226	dbm	dbm	PROPN
easat-5005	160	227	)	)	PUNCT
easat-5005	160	228	nih	nih	PROPN
easat-5005	160	229	chest	chest	PROPN
easat-5005	160	230	x	x	PROPN
easat-5005	160	231	-	-	NOUN
easat-5005	160	232	ray	ray	NOUN
easat-5005	160	233	dataset	dataset	VERB
easat-5005	160	234	deep	deep	ADJ
easat-5005	160	235	gaussian	gaussian	ADJ
easat-5005	160	236	process	process	NOUN
easat-5005	160	237	skin	skin	NOUN
easat-5005	160	238	cancer	cancer	NOUN
easat-5005	160	239	dataset	dataset	VERB
easat-5005	160	240	deep	deep	ADJ
easat-5005	160	241	q	q	NOUN
easat-5005	160	242	-	-	PUNCT
easat-5005	160	243	learning	learn	VERB
easat-5005	160	244	physionet	physionet	NOUN
easat-5005	160	245	challenge	challenge	NOUN
easat-5005	160	246	dataset	dataset	VERB
easat-5005	160	247	deep	deep	ADV
easat-5005	160	248	embedded	embed	VERB
easat-5005	160	249	clustering	cluster	VERB
easat-5005	160	250	mimic	mimic	ADJ
easat-5005	160	251	-	-	PUNCT
easat-5005	160	252	iii	iii	NOUN
easat-5005	160	253	mortality	mortality	NOUN
easat-5005	160	254	prediction	prediction	NOUN
easat-5005	160	255	dataset	dataset	VERB
easat-5005	160	256	multilayer	multilayer	PROPN
easat-5005	160	257	perceptron	perceptron	PROPN
easat-5005	160	258	(	(	PUNCT
easat-5005	160	259	mlp	mlp	NOUN
easat-5005	160	260	)	)	PUNCT
easat-5005	160	261	mimic	mimic	ADJ
easat-5005	160	262	-	-	PUNCT
easat-5005	160	263	cxr	cxr	NOUN
easat-5005	160	264	(	(	PUNCT
easat-5005	160	265	chest	chest	NOUN
easat-5005	160	266	x	x	NOUN
easat-5005	160	267	-	-	NOUN
easat-5005	160	268	ray	ray	NOUN
easat-5005	160	269	)	)	PUNCT
easat-5005	160	270	dataset	dataset	VERB
easat-5005	160	271	variational	variational	ADJ
easat-5005	160	272	graph	graph	NOUN
easat-5005	160	273	convolutional	convolutional	ADJ
easat-5005	160	274	network	network	NOUN
easat-5005	160	275	(	(	PUNCT
easat-5005	160	276	vgcn	vgcn	ADJ
easat-5005	160	277	)	)	PUNCT
easat-5005	160	278	uk	uk	PROPN
easat-5005	160	279	biobank	biobank	ADJ
easat-5005	160	280	eye	eye	PROPN
easat-5005	160	281	and	and	CCONJ
easat-5005	160	282	vision	vision	NOUN
easat-5005	160	283	data	datum	NOUN
easat-5005	160	284	temporal	temporal	ADJ
easat-5005	160	285	convolutional	convolutional	ADJ
easat-5005	160	286	network	network	NOUN
easat-5005	160	287	(	(	PUNCT
easat-5005	160	288	tcn	tcn	NOUN
easat-5005	160	289	)	)	PUNCT
easat-5005	160	290	sleep	sleep	PROPN
easat-5005	160	291	-	-	PUNCT
easat-5005	160	292	edf	edf	PROPN
easat-5005	160	293	(	(	PUNCT
easat-5005	160	294	sleep	sleep	NOUN
easat-5005	160	295	electroencephalography	electroencephalography	NOUN
easat-5005	160	296	)	)	PUNCT
easat-5005	160	297	dataset	dataset	VERB
easat-5005	160	298	deepsurv	deepsurv	PROPN
easat-5005	160	299	seer	seer	PROPN
easat-5005	160	300	(	(	PUNCT
easat-5005	160	301	surveillance	surveillance	NOUN
easat-5005	160	302	,	,	PUNCT
easat-5005	160	303	epidemiology	epidemiology	NOUN
easat-5005	160	304	,	,	PUNCT
easat-5005	160	305	and	and	CCONJ
easat-5005	160	306	end	end	VERB
easat-5005	160	307	results	result	NOUN
easat-5005	160	308	)	)	PUNCT
easat-5005	160	309	dataset	dataset	VERB
easat-5005	160	310	deep	deep	ADJ
easat-5005	160	311	forest	forest	NOUN
easat-5005	160	312	physionet	physionet	NOUN
easat-5005	160	313	:	:	PUNCT
easat-5005	161	1	af	af	VERB
easat-5005	161	2	classification	classification	NOUN
easat-5005	161	3	from	from	ADP
easat-5005	161	4	a	a	DET
easat-5005	161	5	short	short	ADJ
easat-5005	161	6	single	single	ADJ
easat-5005	161	7	lead	lead	NOUN
easat-5005	161	8	ecg	ecg	PROPN
easat-5005	161	9	recording	record	VERB
easat-5005	161	10	deep	deep	ADJ
easat-5005	161	11	attention	attention	NOUN
easat-5005	161	12	network	network	NOUN
easat-5005	161	13	mimic	mimic	NOUN
easat-5005	161	14	-	-	PUNCT
easat-5005	161	15	iii	iii	NOUN
easat-5005	161	16	:	:	PUNCT
easat-5005	161	17	predicting	predict	VERB
easat-5005	161	18	icu	icu	PROPN
easat-5005	161	19	mortality	mortality	NOUN
easat-5005	161	20	6	6	NUM
easat-5005	161	21	.	.	PUNCT
easat-5005	162	1	implementation	implementation	NOUN
easat-5005	162	2	based	base	VERB
easat-5005	162	3	on	on	ADP
easat-5005	162	4	the	the	DET
easat-5005	162	5	input	input	NOUN
easat-5005	162	6	from	from	ADP
easat-5005	162	7	the	the	DET
easat-5005	162	8	patient	patient	NOUN
easat-5005	162	9	,	,	PUNCT
easat-5005	162	10	the	the	DET
easat-5005	162	11	following	follow	VERB
easat-5005	162	12	data	datum	NOUN
easat-5005	162	13	are	be	AUX
easat-5005	162	14	observed	observe	VERB
easat-5005	162	15	.	.	PUNCT
easat-5005	163	1	from	from	ADP
easat-5005	163	2	the	the	DET
easat-5005	163	3	observation	observation	NOUN
easat-5005	163	4	,	,	PUNCT
easat-5005	163	5	fourteen	fourteen	NUM
easat-5005	163	6	attributes	attribute	NOUN
easat-5005	163	7	are	be	AUX
easat-5005	163	8	identified	identify	VERB
easat-5005	163	9	,	,	PUNCT
easat-5005	163	10	and	and	CCONJ
easat-5005	163	11	the	the	DET
easat-5005	163	12	patient	patient	ADJ
easat-5005	163	13	information	information	NOUN
easat-5005	163	14	belongs	belong	VERB
easat-5005	163	15	to	to	ADP
easat-5005	163	16	chest	chest	NOUN
easat-5005	163	17	-	-	PUNCT
easat-5005	163	18	related	relate	VERB
easat-5005	163	19	issues	issue	NOUN
easat-5005	163	20	.	.	PUNCT
easat-5005	164	1	so	so	ADV
easat-5005	164	2	,	,	PUNCT
easat-5005	164	3	from	from	ADP
easat-5005	164	4	the	the	DET
easat-5005	164	5	algorithm	algorithm	NOUN
easat-5005	164	6	,	,	PUNCT
easat-5005	164	7	belief	belief	NOUN
easat-5005	164	8	networks	network	NOUN
easat-5005	164	9	are	be	AUX
easat-5005	164	10	selected	select	VERB
easat-5005	164	11	.	.	PUNCT
easat-5005	165	1	the	the	DET
easat-5005	165	2	attributes	attribute	NOUN
easat-5005	165	3	are	be	AUX
easat-5005	165	4	given	give	VERB
easat-5005	165	5	below	below	ADV
easat-5005	165	6	.	.	PUNCT
easat-5005	166	1	1	1	X
easat-5005	166	2	.	.	X
easat-5005	166	3	age	age	NOUN
easat-5005	166	4	→	→	SYM
easat-5005	166	5	heart	heart	NOUN
easat-5005	166	6	disease	disease	NOUN
easat-5005	166	7	:	:	PUNCT
easat-5005	166	8	age	age	NOUN
easat-5005	166	9	is	be	AUX
easat-5005	166	10	a	a	DET
easat-5005	166	11	known	know	VERB
easat-5005	166	12	risk	risk	NOUN
easat-5005	166	13	factor	factor	NOUN
easat-5005	166	14	for	for	ADP
easat-5005	166	15	heart	heart	NOUN
easat-5005	166	16	disease	disease	NOUN
easat-5005	166	17	.	.	PUNCT
easat-5005	167	1	2	2	X
easat-5005	167	2	.	.	X
easat-5005	167	3	sex	sex	NOUN
easat-5005	167	4	→	→	SYM
easat-5005	167	5	heart	heart	NOUN
easat-5005	167	6	disease	disease	NOUN
easat-5005	167	7	:	:	PUNCT
easat-5005	167	8	gender	gender	NOUN
easat-5005	167	9	can	can	AUX
easat-5005	167	10	influence	influence	VERB
easat-5005	167	11	the	the	DET
easat-5005	167	12	likelihood	likelihood	NOUN
easat-5005	167	13	of	of	ADP
easat-5005	167	14	heart	heart	NOUN
easat-5005	167	15	disease	disease	NOUN
easat-5005	167	16	.	.	PUNCT
easat-5005	168	1	3	3	X
easat-5005	168	2	.	.	X
easat-5005	168	3	chest	chest	NOUN
easat-5005	168	4	pain	pain	NOUN
easat-5005	168	5	type→	type→	DET
easat-5005	168	6	heart	heart	NOUN
easat-5005	168	7	disease	disease	NOUN
easat-5005	168	8	:	:	PUNCT
easat-5005	168	9	certain	certain	ADJ
easat-5005	168	10	types	type	NOUN
easat-5005	168	11	of	of	ADP
easat-5005	168	12	chest	chest	NOUN
easat-5005	168	13	pain	pain	NOUN
easat-5005	168	14	are	be	AUX
easat-5005	168	15	associated	associate	VERB
easat-5005	168	16	with	with	ADP
easat-5005	168	17	heart	heart	NOUN
easat-5005	168	18	disease	disease	NOUN
easat-5005	168	19	.	.	PUNCT
easat-5005	169	1	4	4	X
easat-5005	169	2	.	.	X
easat-5005	169	3	resting	rest	VERB
easat-5005	169	4	blood	blood	NOUN
easat-5005	169	5	pressure→	pressure→	PROPN
easat-5005	169	6	heart	heart	NOUN
easat-5005	169	7	disease	disease	NOUN
easat-5005	169	8	:	:	PUNCT
easat-5005	169	9	high	high	ADJ
easat-5005	169	10	blood	blood	NOUN
easat-5005	169	11	pressure	pressure	NOUN
easat-5005	169	12	can	can	AUX
easat-5005	169	13	be	be	AUX
easat-5005	169	14	an	an	DET
easat-5005	169	15	indicator	indicator	NOUN
easat-5005	169	16	of	of	ADP
easat-5005	169	17	heart	heart	NOUN
easat-5005	169	18	disease	disease	NOUN
easat-5005	169	19	.	.	PUNCT
easat-5005	170	1	5	5	X
easat-5005	170	2	.	.	X
easat-5005	170	3	cholesterol	cholesterol	NOUN
easat-5005	170	4	→	→	SYM
easat-5005	170	5	heart	heart	NOUN
easat-5005	170	6	disease	disease	NOUN
easat-5005	170	7	:	:	PUNCT
easat-5005	170	8	high	high	ADJ
easat-5005	170	9	cholesterol	cholesterol	NOUN
easat-5005	170	10	levels	level	NOUN
easat-5005	170	11	can	can	AUX
easat-5005	170	12	increase	increase	VERB
easat-5005	170	13	the	the	DET
easat-5005	170	14	risk	risk	NOUN
easat-5005	170	15	of	of	ADP
easat-5005	170	16	heart	heart	NOUN
easat-5005	170	17	disease	disease	NOUN
easat-5005	170	18	.	.	PUNCT
easat-5005	171	1	6	6	X
easat-5005	171	2	.	.	X
easat-5005	171	3	fasting	fast	VERB
easat-5005	171	4	blood	blood	NOUN
easat-5005	171	5	sugar→	sugar→	PROPN
easat-5005	171	6	heart	heart	NOUN
easat-5005	171	7	disease	disease	NOUN
easat-5005	171	8	:	:	PUNCT
easat-5005	171	9	elevated	elevated	ADJ
easat-5005	171	10	fasting	fast	VERB
easat-5005	171	11	blood	blood	NOUN
easat-5005	171	12	sugar	sugar	NOUN
easat-5005	171	13	levels	level	NOUN
easat-5005	171	14	can	can	AUX
easat-5005	171	15	be	be	AUX
easat-5005	171	16	associated	associate	VERB
easat-5005	171	17	with	with	ADP
easat-5005	171	18	heart	heart	NOUN
easat-5005	171	19	disease	disease	NOUN
easat-5005	171	20	.	.	PUNCT
easat-5005	172	1	7	7	X
easat-5005	172	2	.	.	X
easat-5005	172	3	electrocardiographic	electrocardiographic	ADJ
easat-5005	172	4	results	result	NOUN
easat-5005	172	5	→	→	SYM
easat-5005	172	6	heart	heart	NOUN
easat-5005	172	7	disease	disease	NOUN
easat-5005	172	8	:	:	PUNCT
easat-5005	172	9	abnormal	abnormal	ADJ
easat-5005	172	10	electrocardiographic	electrocardiographic	ADJ
easat-5005	172	11	results	result	NOUN
easat-5005	172	12	.	.	PUNCT
easat-5005	173	1	matrix	matrix	NOUN
easat-5005	173	2	b	b	NOUN
easat-5005	173	3	is	be	AUX
easat-5005	173	4	where	where	SCONJ
easat-5005	173	5	we	we	PRON
easat-5005	173	6	keep	keep	VERB
easat-5005	173	7	the	the	DET
easat-5005	173	8	files	file	NOUN
easat-5005	173	9	containing	contain	VERB
easat-5005	173	10	the	the	DET
easat-5005	173	11	analyzed	analyze	VERB
easat-5005	173	12	data	datum	NOUN
easat-5005	173	13	from	from	ADP
easat-5005	173	14	twitter	twitter	NOUN
easat-5005	173	15	.	.	PUNCT
easat-5005	174	1	it	it	PRON
easat-5005	174	2	can	can	AUX
easat-5005	174	3	indicate	indicate	VERB
easat-5005	174	4	heart	heart	NOUN
easat-5005	174	5	disease	disease	NOUN
easat-5005	174	6	.	.	PUNCT
easat-5005	175	1	8	8	X
easat-5005	175	2	.	.	X
easat-5005	175	3	maximum	maximum	PROPN
easat-5005	175	4	hеart	hеart	PROPN
easat-5005	175	5	ratе	ratе	ADJ
easat-5005	175	6	achiеvеd	achiеvеd	PROPN
easat-5005	175	7	→	→	SYM
easat-5005	175	8	hеart	hеart	NOUN
easat-5005	175	9	disеasе	disеasе	NOUN
easat-5005	175	10	:	:	PUNCT
easat-5005	175	11	unusually	unusually	ADV
easat-5005	175	12	high	high	ADJ
easat-5005	176	1	οr	οr	INTJ
easat-5005	176	2	lοw	lοw	CCONJ
easat-5005	176	3	maximum	maximum	ADJ
easat-5005	176	4	hеart	hеart	PROPN
easat-5005	176	5	ratе	ratе	NOUN
easat-5005	176	6	can	can	AUX
easat-5005	176	7	bе	bе	AUX
easat-5005	176	8	indicativе	indicativе	VERB
easat-5005	176	9	οf	οf	PROPN
easat-5005	176	10	hеart	hеart	NOUN
easat-5005	176	11	disеasе	disеasе	NOUN
easat-5005	176	12	.	.	PUNCT
easat-5005	177	1	9	9	X
easat-5005	177	2	.	.	X
easat-5005	177	3	еxеrcisе	еxеrcisе	NOUN
easat-5005	177	4	inducеd	inducеd	ADJ
easat-5005	177	5	angina	angina	NOUN
easat-5005	177	6	→	→	SYM
easat-5005	177	7	hеart	hеart	NOUN
easat-5005	177	8	disеasе	disеasе	NOUN
easat-5005	177	9	:	:	PUNCT
easat-5005	177	10	angina	angina	PROPN
easat-5005	177	11	during	during	ADP
easat-5005	177	12	еxеrcisе	еxеrcisе	NOUN
easat-5005	177	13	can	can	AUX
easat-5005	177	14	bе	bе	VERB
easat-5005	177	15	a	a	DET
easat-5005	177	16	symptοm	symptοm	PROPN
easat-5005	177	17	οf	οf	PROPN
easat-5005	177	18	hеart	hеart	PROPN
easat-5005	177	19	disеasе	disеasе	PROPN
easat-5005	177	20	.	.	PUNCT
easat-5005	178	1	1987	1987	NUM
easat-5005	178	2	edelweiss	edelweiss	PROPN
easat-5005	178	3	applied	apply	VERB
easat-5005	178	4	science	science	NOUN
easat-5005	178	5	and	and	CCONJ
easat-5005	178	6	technology	technology	NOUN
easat-5005	178	7	issn	issn	PROPN
easat-5005	178	8	:	:	PUNCT
easat-5005	178	9	2576	2576	NUM
easat-5005	178	10	-	-	SYM
easat-5005	178	11	8484	8484	NUM
easat-5005	178	12	vol	vol	NOUN
easat-5005	178	13	.	.	PROPN
easat-5005	179	1	9	9	NUM
easat-5005	179	2	,	,	PUNCT
easat-5005	179	3	no	no	INTJ
easat-5005	179	4	.	.	NOUN
easat-5005	179	5	2	2	NUM
easat-5005	179	6	:	:	PUNCT
easat-5005	179	7	1980	1980	NUM
easat-5005	179	8	-	-	SYM
easat-5005	179	9	1992	1992	NUM
easat-5005	179	10	,	,	PUNCT
easat-5005	179	11	2025	2025	NUM
easat-5005	179	12	doi	doi	NOUN
easat-5005	179	13	:	:	PUNCT
easat-5005	179	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	179	15	©	©	PROPN
easat-5005	179	16	2025	2025	NUM
easat-5005	179	17	by	by	ADP
easat-5005	179	18	the	the	DET
easat-5005	179	19	authors	author	NOUN
easat-5005	179	20	;	;	PUNCT
easat-5005	179	21	licensee	licensee	PROPN
easat-5005	179	22	learning	learning	NOUN
easat-5005	179	23	gate	gate	NOUN
easat-5005	179	24	10	10	NUM
easat-5005	179	25	.	.	PUNCT
easat-5005	180	1	st	st	PROPN
easat-5005	180	2	depression	depression	NOUN
easat-5005	180	3	induced	induce	VERB
easat-5005	180	4	by	by	ADP
easat-5005	180	5	exercise	exercise	NOUN
easat-5005	180	6	→	→	SYM
easat-5005	180	7	heart	heart	NOUN
easat-5005	180	8	disease	disease	NOUN
easat-5005	180	9	:	:	PUNCT
easat-5005	180	10	higher	high	ADJ
easat-5005	180	11	st	st	PROPN
easat-5005	180	12	depression	depression	NOUN
easat-5005	180	13	can	can	AUX
easat-5005	180	14	indicate	indicate	VERB
easat-5005	180	15	the	the	DET
easat-5005	180	16	presence	presence	NOUN
easat-5005	180	17	of	of	ADP
easat-5005	180	18	heart	heart	NOUN
easat-5005	180	19	disease	disease	NOUN
easat-5005	180	20	.	.	PUNCT
easat-5005	181	1	11	11	NUM
easat-5005	181	2	.	.	X
easat-5005	182	1	slope	slope	NOUN
easat-5005	182	2	of	of	ADP
easat-5005	182	3	the	the	DET
easat-5005	182	4	peak	peak	NOUN
easat-5005	182	5	exercise	exercise	NOUN
easat-5005	182	6	st	st	PROPN
easat-5005	182	7	segment→	segment→	PROPN
easat-5005	182	8	heart	heart	NOUN
easat-5005	182	9	disease	disease	NOUN
easat-5005	182	10	:	:	PUNCT
easat-5005	182	11	specific	specific	ADJ
easat-5005	182	12	slopes	slope	NOUN
easat-5005	182	13	of	of	ADP
easat-5005	182	14	the	the	DET
easat-5005	182	15	st	st	PROPN
easat-5005	182	16	segment	segment	NOUN
easat-5005	182	17	can	can	AUX
easat-5005	182	18	be	be	AUX
easat-5005	182	19	associated	associate	VERB
easat-5005	182	20	with	with	ADP
easat-5005	182	21	heart	heart	NOUN
easat-5005	182	22	disease	disease	NOUN
easat-5005	182	23	.	.	PUNCT
easat-5005	183	1	12	12	NUM
easat-5005	183	2	.	.	PUNCT
easat-5005	183	3	number	number	NOUN
easat-5005	183	4	of	of	ADP
easat-5005	183	5	major	major	ADJ
easat-5005	183	6	vessels	vessel	NOUN
easat-5005	183	7	→	→	SYM
easat-5005	183	8	heart	heart	NOUN
easat-5005	183	9	disease	disease	NOUN
easat-5005	183	10	:	:	PUNCT
easat-5005	183	11	the	the	DET
easat-5005	183	12	presence	presence	NOUN
easat-5005	183	13	of	of	ADP
easat-5005	183	14	more	more	ADJ
easat-5005	183	15	major	major	ADJ
easat-5005	183	16	vessels	vessel	NOUN
easat-5005	183	17	colored	color	VERB
easat-5005	183	18	by	by	ADP
easat-5005	183	19	fluoroscopy	fluoroscopy	NOUN
easat-5005	183	20	can	can	AUX
easat-5005	183	21	indicate	indicate	VERB
easat-5005	183	22	heart	heart	NOUN
easat-5005	183	23	disease	disease	NOUN
easat-5005	183	24	.	.	PUNCT
easat-5005	184	1	13	13	NUM
easat-5005	184	2	.	.	X
easat-5005	184	3	thallium	thallium	NOUN
easat-5005	184	4	stress	stress	NOUN
easat-5005	184	5	test→	test→	PUNCT
easat-5005	184	6	heart	heart	NOUN
easat-5005	184	7	disease	disease	NOUN
easat-5005	184	8	:	:	PUNCT
easat-5005	184	9	results	result	NOUN
easat-5005	184	10	of	of	ADP
easat-5005	184	11	the	the	DET
easat-5005	184	12	thallium	thallium	NOUN
easat-5005	184	13	stress	stress	NOUN
easat-5005	184	14	test	test	NOUN
easat-5005	184	15	can	can	AUX
easat-5005	184	16	provide	provide	VERB
easat-5005	184	17	information	information	NOUN
easat-5005	184	18	about	about	ADP
easat-5005	184	19	heart	heart	NOUN
easat-5005	184	20	disease	disease	NOUN
easat-5005	184	21	.	.	PUNCT
easat-5005	185	1	based	base	VERB
easat-5005	185	2	on	on	ADP
easat-5005	185	3	the	the	DET
easat-5005	185	4	data	datum	NOUN
easat-5005	185	5	set	set	VERB
easat-5005	185	6	,	,	PUNCT
easat-5005	185	7	its	its	PRON
easat-5005	185	8	relation	relation	NOUN
easat-5005	185	9	to	to	ADP
easat-5005	185	10	heart	heart	NOUN
easat-5005	185	11	issues	issue	NOUN
easat-5005	185	12	and	and	CCONJ
easat-5005	185	13	the	the	DET
easat-5005	185	14	symptoms	symptom	NOUN
easat-5005	185	15	are	be	AUX
easat-5005	185	16	represented	represent	VERB
easat-5005	185	17	as	as	ADP
easat-5005	185	18	a	a	DET
easat-5005	185	19	node	node	NOUN
easat-5005	185	20	.	.	PUNCT
easat-5005	186	1	the	the	DET
easat-5005	186	2	nodes	node	NOUN
easat-5005	186	3	can	can	AUX
easat-5005	186	4	be	be	AUX
easat-5005	186	5	able	able	ADJ
easat-5005	186	6	to	to	PART
easat-5005	186	7	form	form	VERB
easat-5005	186	8	the	the	DET
easat-5005	186	9	network	network	NOUN
easat-5005	186	10	and	and	CCONJ
easat-5005	186	11	create	create	VERB
easat-5005	186	12	conditions	condition	NOUN
easat-5005	186	13	probability	probability	NOUN
easat-5005	186	14	table	table	NOUN
easat-5005	186	15	.	.	PUNCT
easat-5005	187	1	the	the	DET
easat-5005	187	2	bayes	bayes	PROPN
easat-5005	187	3	network	network	NOUN
easat-5005	187	4	in	in	ADP
easat-5005	187	5	a	a	DET
easat-5005	187	6	graphical	graphical	ADJ
easat-5005	187	7	model	model	NOUN
easat-5005	187	8	represents	represent	VERB
easat-5005	187	9	the	the	DET
easat-5005	187	10	relationship	relationship	NOUN
easat-5005	187	11	between	between	ADP
easat-5005	187	12	the	the	DET
easat-5005	187	13	variables	variable	NOUN
easat-5005	187	14	.	.	PUNCT
easat-5005	188	1	•	•	NOUN
easat-5005	188	2	using	use	VERB
easat-5005	188	3	the	the	DET
easat-5005	188	4	markov	markov	NOUN
easat-5005	188	5	blankets	blanket	NOUN
easat-5005	188	6	,	,	PUNCT
easat-5005	188	7	the	the	DET
easat-5005	188	8	nodes	node	NOUN
easat-5005	188	9	of	of	ADP
easat-5005	188	10	the	the	DET
easat-5005	188	11	bayesian	bayesian	NOUN
easat-5005	188	12	network	network	NOUN
easat-5005	188	13	then	then	ADV
easat-5005	188	14	reset	reset	VERB
easat-5005	188	15	as	as	SCONJ
easat-5005	188	16	follows	follow	VERB
easat-5005	188	17	.	.	PUNCT
easat-5005	189	1	here	here	ADV
easat-5005	189	2	,	,	PUNCT
easat-5005	189	3	the	the	DET
easat-5005	189	4	markov	markov	NOUN
easat-5005	189	5	blanket	blanket	NOUN
easat-5005	189	6	is	be	AUX
easat-5005	189	7	the	the	DET
easat-5005	189	8	subset	subset	NOUN
easat-5005	189	9	of	of	ADP
easat-5005	189	10	the	the	DET
easat-5005	189	11	symptoms	symptom	NOUN
easat-5005	189	12	.	.	PUNCT
easat-5005	190	1	(	(	PUNCT
easat-5005	190	2	15	15	NUM
easat-5005	190	3	)	)	PUNCT
easat-5005	190	4	•	•	NOUN
easat-5005	190	5	by	by	ADP
easat-5005	190	6	the	the	DET
easat-5005	190	7	markov	markov	NOUN
easat-5005	190	8	blanket	blanket	NOUN
easat-5005	190	9	property	property	NOUN
easat-5005	190	10	1988	1988	NUM
easat-5005	190	11	edelweiss	edelweiss	PROPN
easat-5005	190	12	applied	apply	VERB
easat-5005	190	13	science	science	NOUN
easat-5005	190	14	and	and	CCONJ
easat-5005	190	15	technology	technology	NOUN
easat-5005	190	16	issn	issn	PROPN
easat-5005	190	17	:	:	PUNCT
easat-5005	190	18	2576	2576	NUM
easat-5005	190	19	-	-	SYM
easat-5005	190	20	8484	8484	NUM
easat-5005	190	21	vol	vol	NOUN
easat-5005	190	22	.	.	PROPN
easat-5005	191	1	9	9	NUM
easat-5005	191	2	,	,	PUNCT
easat-5005	191	3	no	no	INTJ
easat-5005	191	4	.	.	NOUN
easat-5005	191	5	2	2	NUM
easat-5005	191	6	:	:	PUNCT
easat-5005	191	7	1980	1980	NUM
easat-5005	191	8	-	-	SYM
easat-5005	191	9	1992	1992	NUM
easat-5005	191	10	,	,	PUNCT
easat-5005	191	11	2025	2025	NUM
easat-5005	191	12	doi	doi	NOUN
easat-5005	191	13	:	:	PUNCT
easat-5005	191	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	191	15	©	©	PROPN
easat-5005	191	16	2025	2025	NUM
easat-5005	191	17	by	by	ADP
easat-5005	191	18	the	the	DET
easat-5005	191	19	authors	author	NOUN
easat-5005	191	20	;	;	PUNCT
easat-5005	191	21	licensee	licensee	PROPN
easat-5005	191	22	learning	learning	NOUN
easat-5005	191	23	gate	gate	NOUN
easat-5005	191	24	•	•	ADP
easat-5005	191	25	the	the	DET
easat-5005	191	26	patient	patient	ADJ
easat-5005	191	27	data	datum	NOUN
easat-5005	191	28	are	be	AUX
easat-5005	191	29	secured	secure	VERB
easat-5005	191	30	by	by	ADP
easat-5005	191	31	the	the	DET
easat-5005	191	32	srb18	srb18	PROPN
easat-5005	191	33	algorithm	algorithm	NOUN
easat-5005	191	34	,	,	PUNCT
easat-5005	191	35	which	which	PRON
easat-5005	191	36	is	be	AUX
easat-5005	191	37	given	give	VERB
easat-5005	191	38	below	below	ADV
easat-5005	191	39	.	.	PUNCT
easat-5005	192	1	the	the	DET
easat-5005	192	2	patient	patient	ADJ
easat-5005	192	3	information	information	NOUN
easat-5005	192	4	is	be	AUX
easat-5005	192	5	framed	frame	VERB
easat-5005	192	6	as	as	ADP
easat-5005	192	7	a	a	DET
easat-5005	192	8	matrix	matrix	NOUN
easat-5005	192	9	.	.	PUNCT
easat-5005	193	1	the	the	DET
easat-5005	193	2	patient	patient	ADJ
easat-5005	193	3	data	data	NOUN
easat-5005	193	4	is	be	AUX
easat-5005	193	5	encrypted	encrypt	VERB
easat-5005	193	6	and	and	CCONJ
easat-5005	193	7	saved	save	VERB
easat-5005	193	8	,	,	PUNCT
easat-5005	193	9	and	and	CCONJ
easat-5005	193	10	it	it	PRON
easat-5005	193	11	will	will	AUX
easat-5005	193	12	be	be	AUX
easat-5005	193	13	decrypted	decrypt	VERB
easat-5005	193	14	whenever	whenever	SCONJ
easat-5005	193	15	the	the	DET
easat-5005	193	16	patient	patient	ADJ
easat-5005	193	17	data	data	NOUN
easat-5005	193	18	is	be	AUX
easat-5005	193	19	required	require	VERB
easat-5005	193	20	.	.	PUNCT
easat-5005	194	1	6.1	6.1	NUM
easat-5005	194	2	.	.	PUNCT
easat-5005	194	3	encryption	encryption	NOUN
easat-5005	194	4	1	1	NUM
easat-5005	194	5	.	.	PUNCT
easat-5005	195	1	the	the	DET
easat-5005	195	2	statistics	statistic	NOUN
easat-5005	195	3	are	be	AUX
easat-5005	195	4	being	be	AUX
easat-5005	195	5	extracted	extract	VERB
easat-5005	195	6	from	from	ADP
easat-5005	195	7	twitter	twitter	NOUN
easat-5005	195	8	.	.	PUNCT
easat-5005	196	1	2	2	X
easat-5005	196	2	.	.	X
easat-5005	196	3	matrix	matrix	NOUN
easat-5005	196	4	b	b	NOUN
easat-5005	196	5	is	be	AUX
easat-5005	196	6	where	where	SCONJ
easat-5005	196	7	we	we	PRON
easat-5005	196	8	keep	keep	VERB
easat-5005	196	9	the	the	DET
easat-5005	196	10	files	file	NOUN
easat-5005	196	11	containing	contain	VERB
easat-5005	196	12	the	the	DET
easat-5005	196	13	analyzed	analyze	VERB
easat-5005	196	14	data	datum	NOUN
easat-5005	196	15	from	from	ADP
easat-5005	196	16	twitter	twitter	NOUN
easat-5005	196	17	.	.	PUNCT
easat-5005	197	1	3	3	X
easat-5005	197	2	.	.	X
easat-5005	197	3	multiplying	multiply	VERB
easat-5005	197	4	the	the	DET
easat-5005	197	5	elements	element	NOUN
easat-5005	197	6	of	of	ADP
easat-5005	197	7	matrix	matrix	NOUN
easat-5005	197	8	b	b	NOUN
easat-5005	197	9	by	by	ADP
easat-5005	197	10	a	a	DET
easat-5005	197	11	secret	secret	ADJ
easat-5005	197	12	key	key	NOUN
easat-5005	197	13	w	w	NOUN
easat-5005	197	14	and	and	CCONJ
easat-5005	197	15	expressing	express	VERB
easat-5005	197	16	any	any	DET
easat-5005	197	17	real	real	ADJ
easat-5005	197	18	integer	integer	NOUN
easat-5005	197	19	other	other	ADJ
easat-5005	197	20	than	than	ADP
easat-5005	197	21	zero	zero	NUM
easat-5005	197	22	results	result	NOUN
easat-5005	197	23	in	in	ADP
easat-5005	197	24	matrix	matrix	NOUN
easat-5005	197	25	b.	b.	PROPN
easat-5005	198	1	еsma=	еsma=	PROPN
easat-5005	198	2	wb	wb	PROPN
easat-5005	198	3	where	where	SCONJ
easat-5005	198	4	esma	esma	PROPN
easat-5005	198	5	is	be	AUX
easat-5005	198	6	encrypted	encrypt	VERB
easat-5005	198	7	secret	secret	ADJ
easat-5005	198	8	matrix	matrix	NOUN
easat-5005	198	9	a	a	DET
easat-5005	198	10	,	,	PUNCT
easat-5005	198	11	4	4	NUM
easat-5005	198	12	.	.	PUNCT
easat-5005	199	1	the	the	DET
easat-5005	199	2	operation	operation	NOUN
easat-5005	199	3	is	be	AUX
easat-5005	199	4	performed	perform	VERB
easat-5005	199	5	to	to	PART
easat-5005	199	6	move	move	VERB
easat-5005	199	7	all	all	PRON
easat-5005	199	8	of	of	ADP
easat-5005	199	9	the	the	DET
easat-5005	199	10	components	component	NOUN
easat-5005	199	11	on	on	ADP
easat-5005	199	12	the	the	DET
easat-5005	199	13	diagonal	diagonal	ADJ
easat-5005	199	14	to	to	ADP
easat-5005	199	15	the	the	DET
easat-5005	199	16	first	first	ADJ
easat-5005	199	17	row	row	NOUN
easat-5005	199	18	.	.	PUNCT
easat-5005	200	1	every	every	DET
easat-5005	200	2	column	column	NOUN
easat-5005	200	3	operation	operation	NOUN
easat-5005	200	4	,	,	PUNCT
easat-5005	200	5	save	save	VERB
easat-5005	200	6	the	the	DET
easat-5005	200	7	very	very	ADV
easat-5005	200	8	first	first	ADJ
easat-5005	200	9	column	column	NOUN
easat-5005	200	10	operation	operation	NOUN
easat-5005	200	11	,	,	PUNCT
easat-5005	200	12	has	have	VERB
easat-5005	200	13	a	a	DET
easat-5005	200	14	round	round	NOUN
easat-5005	200	15	that	that	PRON
easat-5005	200	16	goes	go	VERB
easat-5005	200	17	clockwise	clockwise	NOUN
easat-5005	200	18	.	.	PUNCT
easat-5005	201	1	en	en	X
easat-5005	201	2	is	be	AUX
easat-5005	201	3	shorthand	shorthand	NOUN
easat-5005	201	4	for	for	ADP
easat-5005	201	5	the	the	DET
easat-5005	201	6	nth	nth	PROPN
easat-5005	201	7	column	column	NOUN
easat-5005	201	8	operation	operation	NOUN
easat-5005	201	9	of	of	ADP
easat-5005	201	10	the	the	DET
easat-5005	201	11	matrix	matrix	NOUN
easat-5005	201	12	,	,	PUNCT
easat-5005	201	13	which	which	PRON
easat-5005	201	14	is	be	AUX
easat-5005	201	15	the	the	DET
easat-5005	201	16	step	step	NOUN
easat-5005	201	17	that	that	PRON
easat-5005	201	18	assembles	assemble	VERB
easat-5005	201	19	the	the	DET
easat-5005	201	20	components	component	NOUN
easat-5005	201	21	of	of	ADP
easat-5005	201	22	the	the	DET
easat-5005	201	23	diagonal	diagonal	ADJ
easat-5005	201	24	into	into	ADP
easat-5005	201	25	the	the	DET
easat-5005	201	26	first	first	ADJ
easat-5005	201	27	row	row	NOUN
easat-5005	201	28	.	.	PUNCT
easat-5005	202	1	during	during	ADP
easat-5005	202	2	these	these	DET
easat-5005	202	3	processes	process	NOUN
easat-5005	202	4	,	,	PUNCT
easat-5005	202	5	the	the	DET
easat-5005	202	6	value	value	NOUN
easat-5005	202	7	of	of	ADP
easat-5005	202	8	n	n	NUM
easat-5005	202	9	ranged	range	VERB
easat-5005	202	10	from	from	ADP
easat-5005	202	11	1	1	NUM
easat-5005	202	12	to	to	ADP
easat-5005	202	13	n.	n.	NOUN
easat-5005	202	14	therefore	therefore	ADV
easat-5005	202	15	,	,	PUNCT
easat-5005	202	16	a(k+1)j	a(k+1)j	PROPN
easat-5005	202	17	and	and	CCONJ
easat-5005	202	18	a(k+j)j	a(k+j)j	VERB
easat-5005	202	19	are	be	AUX
easat-5005	202	20	elements	element	NOUN
easat-5005	202	21	of	of	ADP
easat-5005	202	22	the	the	DET
easat-5005	202	23	matrix	matrix	NOUN
easat-5005	202	24	.	.	PUNCT
easat-5005	203	1	6.2	6.2	NUM
easat-5005	203	2	.	.	PUNCT
easat-5005	203	3	decryption	decryption	NOUN
easat-5005	203	4	1	1	NUM
easat-5005	203	5	.	.	PUNCT
easat-5005	204	1	rearranging	rearrange	VERB
easat-5005	204	2	the	the	DET
easat-5005	204	3	components	component	NOUN
easat-5005	204	4	of	of	ADP
easat-5005	204	5	the	the	DET
easat-5005	204	6	first	first	ADJ
easat-5005	204	7	row	row	NOUN
easat-5005	204	8	such	such	ADJ
easat-5005	204	9	that	that	SCONJ
easat-5005	204	10	they	they	PRON
easat-5005	204	11	create	create	VERB
easat-5005	204	12	diagonal	diagonal	ADJ
easat-5005	204	13	components	component	NOUN
easat-5005	204	14	of	of	ADP
easat-5005	204	15	the	the	DET
easat-5005	204	16	columns	column	NOUN
easat-5005	204	17	to	to	PART
easat-5005	204	18	which	which	PRON
easat-5005	204	19	they	they	PRON
easat-5005	204	20	belong	belong	VERB
easat-5005	204	21	.	.	PUNCT
easat-5005	205	1	every	every	DET
easat-5005	205	2	column	column	NOUN
easat-5005	205	3	operation	operation	NOUN
easat-5005	205	4	,	,	PUNCT
easat-5005	205	5	with	with	ADP
easat-5005	205	6	the	the	DET
easat-5005	205	7	exception	exception	NOUN
easat-5005	205	8	of	of	ADP
easat-5005	205	9	the	the	DET
easat-5005	205	10	first	first	ADJ
easat-5005	205	11	column	column	NOUN
easat-5005	205	12	operation	operation	NOUN
easat-5005	205	13	,	,	PUNCT
easat-5005	205	14	has	have	VERB
easat-5005	205	15	a	a	DET
easat-5005	205	16	round	round	NOUN
easat-5005	205	17	that	that	PRON
easat-5005	205	18	goes	go	VERB
easat-5005	205	19	counterclockwise	counterclockwise	NOUN
easat-5005	205	20	.	.	PUNCT
easat-5005	206	1	1989	1989	NUM
easat-5005	206	2	edelweiss	edelweiss	PROPN
easat-5005	206	3	applied	apply	VERB
easat-5005	206	4	science	science	NOUN
easat-5005	206	5	and	and	CCONJ
easat-5005	206	6	technology	technology	NOUN
easat-5005	206	7	issn	issn	PROPN
easat-5005	206	8	:	:	PUNCT
easat-5005	206	9	2576	2576	NUM
easat-5005	206	10	-	-	SYM
easat-5005	206	11	8484	8484	NUM
easat-5005	206	12	vol	vol	NOUN
easat-5005	206	13	.	.	PROPN
easat-5005	207	1	9	9	NUM
easat-5005	207	2	,	,	PUNCT
easat-5005	207	3	no	no	INTJ
easat-5005	207	4	.	.	NOUN
easat-5005	207	5	2	2	NUM
easat-5005	207	6	:	:	PUNCT
easat-5005	207	7	1980	1980	NUM
easat-5005	207	8	-	-	SYM
easat-5005	207	9	1992	1992	NUM
easat-5005	207	10	,	,	PUNCT
easat-5005	207	11	2025	2025	NUM
easat-5005	207	12	doi	doi	NOUN
easat-5005	207	13	:	:	PUNCT
easat-5005	207	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	207	15	©	©	PROPN
easat-5005	207	16	2025	2025	NUM
easat-5005	207	17	by	by	ADP
easat-5005	207	18	the	the	DET
easat-5005	207	19	authors	author	NOUN
easat-5005	207	20	;	;	PUNCT
easat-5005	207	21	licensee	licensee	PROPN
easat-5005	207	22	learning	learning	NOUN
easat-5005	207	23	gate	gate	NOUN
easat-5005	207	24	2	2	NUM
easat-5005	207	25	.	.	PUNCT
easat-5005	208	1	the	the	DET
easat-5005	208	2	matrix	matrix	NOUN
easat-5005	208	3	's	's	PART
easat-5005	208	4	nth	nth	NOUN
easat-5005	208	5	column	column	NOUN
easat-5005	208	6	action	action	NOUN
easat-5005	208	7	is	be	AUX
easat-5005	208	8	denoted	denote	VERB
easat-5005	208	9	by	by	ADP
easat-5005	208	10	the	the	DET
easat-5005	208	11	letter	letter	NOUN
easat-5005	208	12	.	.	PUNCT
easat-5005	209	1	dn	dn	VERB
easat-5005	209	2	,	,	PUNCT
easat-5005	209	3	and	and	CCONJ
easat-5005	209	4	it	it	PRON
easat-5005	209	5	is	be	AUX
easat-5005	209	6	responsible	responsible	ADJ
easat-5005	209	7	for	for	ADP
easat-5005	209	8	transforming	transform	VERB
easat-5005	209	9	the	the	DET
easat-5005	209	10	components	component	NOUN
easat-5005	209	11	of	of	ADP
easat-5005	209	12	the	the	DET
easat-5005	209	13	first	first	ADJ
easat-5005	209	14	row	row	NOUN
easat-5005	209	15	into	into	ADP
easat-5005	209	16	the	the	DET
easat-5005	209	17	diagonal	diagonal	ADJ
easat-5005	209	18	elements	element	NOUN
easat-5005	209	19	of	of	ADP
easat-5005	209	20	the	the	DET
easat-5005	209	21	appropriate	appropriate	ADJ
easat-5005	209	22	columns	column	NOUN
easat-5005	209	23	.	.	PUNCT
easat-5005	210	1	during	during	ADP
easat-5005	210	2	these	these	DET
easat-5005	210	3	procedures	procedure	NOUN
easat-5005	210	4	,	,	PUNCT
easat-5005	210	5	the	the	DET
easat-5005	210	6	value	value	NOUN
easat-5005	210	7	of	of	ADP
easat-5005	210	8	n	n	PRON
easat-5005	210	9	might	might	AUX
easat-5005	210	10	range	range	VERB
easat-5005	210	11	anywhere	anywhere	ADV
easat-5005	210	12	from	from	ADP
easat-5005	210	13	1	1	NUM
easat-5005	210	14	to	to	ADP
easat-5005	210	15	n.	n.	NOUN
easat-5005	210	16	therefore	therefore	ADV
easat-5005	210	17	,	,	PUNCT
easat-5005	210	18	,	,	PUNCT
easat-5005	210	19	a(k+1)j	a(k+1)j	PROPN
easat-5005	210	20	and	and	CCONJ
easat-5005	210	21	a(k+n)j	a(k+n)j	NOUN
easat-5005	210	22	are	be	AUX
easat-5005	210	23	elements	element	NOUN
easat-5005	210	24	of	of	ADP
easat-5005	210	25	the	the	DET
easat-5005	210	26	matrix	matrix	NOUN
easat-5005	210	27	.	.	PUNCT
easat-5005	211	1	dsma=	dsma=	PROPN
easat-5005	211	2	b	b	PROPN
easat-5005	211	3	/	/	SYM
easat-5005	211	4	w	w	PROPN
easat-5005	211	5	where	where	SCONJ
easat-5005	211	6	dsma	dsma	PROPN
easat-5005	211	7	is	be	AUX
easat-5005	211	8	decrypted	decrypt	VERB
easat-5005	211	9	secret	secret	ADJ
easat-5005	211	10	matrix	matrix	NOUN
easat-5005	211	11	a.	a.	NOUN
easat-5005	211	12	7	7	NUM
easat-5005	211	13	.	.	PUNCT
easat-5005	211	14	sample	sample	NOUN
easat-5005	211	15	work	work	NOUN
easat-5005	211	16	in	in	ADP
easat-5005	211	17	this	this	DET
easat-5005	211	18	sample	sample	NOUN
easat-5005	211	19	work	work	NOUN
easat-5005	211	20	,	,	PUNCT
easat-5005	211	21	we	we	PRON
easat-5005	211	22	used	use	VERB
easat-5005	211	23	the	the	DET
easat-5005	211	24	bayes	bayes	PROPN
easat-5005	211	25	network	network	NOUN
easat-5005	211	26	with	with	ADP
easat-5005	211	27	markov	markov	NOUN
easat-5005	211	28	blankets	blanket	NOUN
easat-5005	211	29	.	.	PUNCT
easat-5005	212	1	the	the	DET
easat-5005	212	2	identified	identify	VERB
easat-5005	212	3	attributes	attribute	NOUN
easat-5005	212	4	are	be	AUX
easat-5005	212	5	given	give	VERB
easat-5005	212	6	below	below	ADP
easat-5005	212	7	,	,	PUNCT
easat-5005	212	8	which	which	PRON
easat-5005	212	9	are	be	AUX
easat-5005	212	10	represented	represent	VERB
easat-5005	212	11	as	as	ADP
easat-5005	212	12	nodes	node	NOUN
easat-5005	212	13	in	in	ADP
easat-5005	212	14	the	the	DET
easat-5005	212	15	bayes	bayes	PROPN
easat-5005	212	16	network	network	NOUN
easat-5005	212	17	.	.	PUNCT
easat-5005	213	1	the	the	DET
easat-5005	213	2	attributes	attribute	NOUN
easat-5005	213	3	are	be	AUX
easat-5005	213	4	represented	represent	VERB
easat-5005	213	5	as	as	ADP
easat-5005	213	6	nodes	node	NOUN
easat-5005	213	7	.	.	PUNCT
easat-5005	214	1	1	1	X
easat-5005	214	2	.	.	X
easat-5005	214	3	age	age	NOUN
easat-5005	214	4	:	:	PUNCT
easat-5005	214	5	represents	represent	VERB
easat-5005	214	6	the	the	DET
easat-5005	214	7	age	age	NOUN
easat-5005	214	8	of	of	ADP
easat-5005	214	9	the	the	DET
easat-5005	214	10	patient	patient	NOUN
easat-5005	214	11	.	.	PUNCT
easat-5005	215	1	2	2	X
easat-5005	215	2	.	.	X
easat-5005	215	3	sex	sex	NOUN
easat-5005	215	4	:	:	PUNCT
easat-5005	215	5	represents	represent	VERB
easat-5005	215	6	the	the	DET
easat-5005	215	7	gender	gender	NOUN
easat-5005	215	8	of	of	ADP
easat-5005	215	9	the	the	DET
easat-5005	215	10	patient	patient	NOUN
easat-5005	215	11	.	.	PUNCT
easat-5005	216	1	3	3	X
easat-5005	216	2	.	.	X
easat-5005	216	3	chest	chest	NOUN
easat-5005	216	4	pain	pain	NOUN
easat-5005	216	5	type	type	NOUN
easat-5005	216	6	:	:	PUNCT
easat-5005	216	7	represents	represent	VERB
easat-5005	216	8	the	the	DET
easat-5005	216	9	type	type	NOUN
easat-5005	216	10	of	of	ADP
easat-5005	216	11	chest	chest	NOUN
easat-5005	216	12	pain	pain	NOUN
easat-5005	216	13	experienced	experience	VERB
easat-5005	216	14	by	by	ADP
easat-5005	216	15	the	the	DET
easat-5005	216	16	patient	patient	NOUN
easat-5005	216	17	.	.	PUNCT
easat-5005	217	1	4	4	X
easat-5005	217	2	.	.	X
easat-5005	217	3	resting	rest	VERB
easat-5005	217	4	blood	blood	NOUN
easat-5005	217	5	pressure	pressure	NOUN
easat-5005	217	6	:	:	PUNCT
easat-5005	217	7	represents	represent	VERB
easat-5005	217	8	the	the	DET
easat-5005	217	9	resting	rest	VERB
easat-5005	217	10	blood	blood	NOUN
easat-5005	217	11	pressure	pressure	NOUN
easat-5005	217	12	of	of	ADP
easat-5005	217	13	the	the	DET
easat-5005	217	14	patient	patient	NOUN
easat-5005	217	15	.	.	PUNCT
easat-5005	218	1	5	5	X
easat-5005	218	2	.	.	X
easat-5005	218	3	cholesterol	cholesterol	NOUN
easat-5005	218	4	:	:	PUNCT
easat-5005	218	5	represents	represent	VERB
easat-5005	218	6	the	the	DET
easat-5005	218	7	cholesterol	cholesterol	NOUN
easat-5005	218	8	level	level	NOUN
easat-5005	218	9	of	of	ADP
easat-5005	218	10	the	the	DET
easat-5005	218	11	patient	patient	NOUN
easat-5005	218	12	.	.	PUNCT
easat-5005	219	1	6	6	X
easat-5005	219	2	.	.	X
easat-5005	219	3	fasting	fast	VERB
easat-5005	219	4	blood	blood	NOUN
easat-5005	219	5	sugar	sugar	NOUN
easat-5005	219	6	:	:	PUNCT
easat-5005	219	7	represents	represent	VERB
easat-5005	219	8	the	the	DET
easat-5005	219	9	fasting	fast	VERB
easat-5005	219	10	blood	blood	NOUN
easat-5005	219	11	sugar	sugar	NOUN
easat-5005	219	12	level	level	NOUN
easat-5005	219	13	of	of	ADP
easat-5005	219	14	the	the	DET
easat-5005	219	15	patient	patient	NOUN
easat-5005	219	16	.	.	PUNCT
easat-5005	220	1	7	7	X
easat-5005	220	2	.	.	X
easat-5005	220	3	electrocardiographic	electrocardiographic	ADJ
easat-5005	220	4	results	result	NOUN
easat-5005	220	5	:	:	PUNCT
easat-5005	220	6	represents	represent	VERB
easat-5005	220	7	the	the	DET
easat-5005	220	8	electrocardiographic	electrocardiographic	ADJ
easat-5005	220	9	results	result	NOUN
easat-5005	220	10	of	of	ADP
easat-5005	220	11	the	the	DET
easat-5005	220	12	patient	patient	NOUN
easat-5005	220	13	.	.	PUNCT
easat-5005	221	1	8	8	X
easat-5005	221	2	.	.	X
easat-5005	222	1	maximum	maximum	ADJ
easat-5005	222	2	heart	heart	NOUN
easat-5005	222	3	rate	rate	NOUN
easat-5005	222	4	achieved	achieve	VERB
easat-5005	222	5	:	:	PUNCT
easat-5005	222	6	represents	represent	VERB
easat-5005	222	7	the	the	DET
easat-5005	222	8	maximum	maximum	ADJ
easat-5005	222	9	heart	heart	NOUN
easat-5005	222	10	rate	rate	NOUN
easat-5005	222	11	achieved	achieve	VERB
easat-5005	222	12	by	by	ADP
easat-5005	222	13	the	the	DET
easat-5005	222	14	patient	patient	NOUN
easat-5005	222	15	during	during	ADP
easat-5005	222	16	exercise	exercise	NOUN
easat-5005	222	17	.	.	PUNCT
easat-5005	223	1	9	9	X
easat-5005	223	2	.	.	X
easat-5005	223	3	exercise	exercise	NOUN
easat-5005	223	4	induced	induce	VERB
easat-5005	223	5	angina	angina	NOUN
easat-5005	223	6	:	:	PUNCT
easat-5005	223	7	represents	represent	VERB
easat-5005	223	8	whether	whether	SCONJ
easat-5005	223	9	the	the	DET
easat-5005	223	10	patient	patient	ADJ
easat-5005	223	11	experiences	experience	NOUN
easat-5005	223	12	angina	angina	VERB
easat-5005	223	13	during	during	ADP
easat-5005	223	14	exercise	exercise	NOUN
easat-5005	223	15	.	.	PUNCT
easat-5005	224	1	10	10	NUM
easat-5005	224	2	.	.	X
easat-5005	224	3	st	st	PROPN
easat-5005	224	4	depression	depression	NOUN
easat-5005	224	5	induced	induce	VERB
easat-5005	224	6	by	by	ADP
easat-5005	224	7	exercise	exercise	NOUN
easat-5005	224	8	:	:	PUNCT
easat-5005	224	9	represents	represent	VERB
easat-5005	224	10	the	the	DET
easat-5005	224	11	st	st	PROPN
easat-5005	224	12	depression	depression	NOUN
easat-5005	224	13	induced	induce	VERB
easat-5005	224	14	by	by	ADP
easat-5005	224	15	exercise	exercise	NOUN
easat-5005	224	16	relative	relative	ADJ
easat-5005	224	17	to	to	ADP
easat-5005	224	18	rest	rest	VERB
easat-5005	224	19	.	.	PUNCT
easat-5005	225	1	11	11	NUM
easat-5005	225	2	.	.	X
easat-5005	226	1	slope	slope	NOUN
easat-5005	226	2	of	of	ADP
easat-5005	226	3	the	the	DET
easat-5005	226	4	peak	peak	NOUN
easat-5005	226	5	exercise	exercise	NOUN
easat-5005	226	6	st	st	PROPN
easat-5005	226	7	segment	segment	PROPN
easat-5005	226	8	:	:	PUNCT
easat-5005	226	9	represents	represent	VERB
easat-5005	226	10	the	the	DET
easat-5005	226	11	slope	slope	NOUN
easat-5005	226	12	of	of	ADP
easat-5005	226	13	the	the	DET
easat-5005	226	14	peak	peak	NOUN
easat-5005	226	15	exercise	exercise	NOUN
easat-5005	226	16	st	st	PROPN
easat-5005	226	17	segment	segment	PROPN
easat-5005	226	18	.	.	PUNCT
easat-5005	227	1	12	12	NUM
easat-5005	227	2	.	.	PUNCT
easat-5005	227	3	number	number	NOUN
easat-5005	227	4	of	of	ADP
easat-5005	227	5	major	major	ADJ
easat-5005	227	6	vessels	vessel	NOUN
easat-5005	227	7	:	:	PUNCT
easat-5005	227	8	represents	represent	VERB
easat-5005	227	9	the	the	DET
easat-5005	227	10	number	number	NOUN
easat-5005	227	11	of	of	ADP
easat-5005	227	12	major	major	ADJ
easat-5005	227	13	vessels	vessel	NOUN
easat-5005	227	14	colored	color	VERB
easat-5005	227	15	by	by	ADP
easat-5005	227	16	fluoroscopy	fluoroscopy	NOUN
easat-5005	227	17	.	.	PROPN
easat-5005	228	1	13	13	NUM
easat-5005	228	2	.	.	PUNCT
easat-5005	228	3	thallium	thallium	PROPN
easat-5005	228	4	stress	stress	PROPN
easat-5005	228	5	test	test	NOUN
easat-5005	228	6	:	:	PUNCT
easat-5005	228	7	represents	represent	VERB
easat-5005	228	8	the	the	DET
easat-5005	228	9	results	result	NOUN
easat-5005	228	10	of	of	ADP
easat-5005	228	11	the	the	DET
easat-5005	228	12	thallium	thallium	NOUN
easat-5005	228	13	stress	stress	NOUN
easat-5005	228	14	test	test	NOUN
easat-5005	228	15	.	.	PUNCT
easat-5005	229	1	14	14	NUM
easat-5005	229	2	.	.	PUNCT
easat-5005	230	1	heart	heart	NOUN
easat-5005	230	2	disease	disease	NOUN
easat-5005	230	3	:	:	PUNCT
easat-5005	230	4	represents	represent	VERB
easat-5005	230	5	the	the	DET
easat-5005	230	6	presence	presence	NOUN
easat-5005	230	7	or	or	CCONJ
easat-5005	230	8	absence	absence	NOUN
easat-5005	230	9	of	of	ADP
easat-5005	230	10	heart	heart	NOUN
easat-5005	230	11	disease	disease	NOUN
easat-5005	230	12	.	.	PUNCT
easat-5005	231	1	the	the	DET
easat-5005	231	2	probabilities	probability	NOUN
easat-5005	231	3	for	for	ADP
easat-5005	231	4	the	the	DET
easat-5005	231	5	conditional	conditional	ADJ
easat-5005	231	6	probability	probability	NOUN
easat-5005	231	7	tables	table	NOUN
easat-5005	231	8	(	(	PUNCT
easat-5005	231	9	cpts	cpt	NOUN
easat-5005	231	10	)	)	PUNCT
easat-5005	231	11	can	can	AUX
easat-5005	231	12	be	be	AUX
easat-5005	231	13	estimated	estimate	VERB
easat-5005	231	14	based	base	VERB
easat-5005	231	15	on	on	ADP
easat-5005	231	16	the	the	DET
easat-5005	231	17	cleveland	cleveland	PROPN
easat-5005	231	18	heart	heart	NOUN
easat-5005	231	19	disease	disease	NOUN
easat-5005	231	20	dataset	dataset	VERB
easat-5005	231	21	or	or	CCONJ
easat-5005	231	22	through	through	ADP
easat-5005	231	23	consultation	consultation	NOUN
easat-5005	231	24	with	with	ADP
easat-5005	231	25	medical	medical	ADJ
easat-5005	231	26	experts	expert	NOUN
easat-5005	231	27	.	.	PUNCT
easat-5005	232	1	here	here	ADV
easat-5005	232	2	's	be	AUX
easat-5005	232	3	an	an	DET
easat-5005	232	4	example	example	NOUN
easat-5005	232	5	of	of	ADP
easat-5005	232	6	how	how	SCONJ
easat-5005	232	7	the	the	DET
easat-5005	232	8	probabilities	probability	NOUN
easat-5005	232	9	could	could	AUX
easat-5005	232	10	be	be	AUX
easat-5005	232	11	estimated	estimate	VERB
easat-5005	232	12	:	:	PUNCT
easat-5005	232	13	age	age	NOUN
easat-5005	232	14	:	:	PUNCT
easat-5005	232	15	55	55	NUM
easat-5005	232	16	,	,	PUNCT
easat-5005	232	17	sex	sex	NOUN
easat-5005	232	18	:	:	PUNCT
easat-5005	232	19	male	male	NOUN
easat-5005	232	20	,	,	PUNCT
easat-5005	232	21	chest	chest	NOUN
easat-5005	232	22	pain	pain	NOUN
easat-5005	232	23	type	type	NOUN
easat-5005	232	24	:	:	PUNCT
easat-5005	232	25	non	non	ADJ
easat-5005	232	26	-	-	ADJ
easat-5005	232	27	anginal	anginal	ADJ
easat-5005	232	28	pain	pain	NOUN
easat-5005	232	29	,	,	PUNCT
easat-5005	232	30	resting	rest	VERB
easat-5005	232	31	blood	blood	NOUN
easat-5005	232	32	pressure	pressure	NOUN
easat-5005	232	33	:	:	PUNCT
easat-5005	232	34	140	140	NUM
easat-5005	232	35	mmhg	mmhg	NOUN
easat-5005	232	36	,	,	PUNCT
easat-5005	232	37	cholesterol	cholesterol	NOUN
easat-5005	232	38	:	:	PUNCT
easat-5005	232	39	260	260	NUM
easat-5005	232	40	mg	mg	PROPN
easat-5005	232	41	/	/	SYM
easat-5005	232	42	dl	dl	PROPN
easat-5005	232	43	,	,	PUNCT
easat-5005	232	44	fasting	fast	VERB
easat-5005	232	45	blood	blood	NOUN
easat-5005	232	46	sugar	sugar	NOUN
easat-5005	232	47	:	:	PUNCT
easat-5005	232	48	<	<	X
easat-5005	232	49	=	=	X
easat-5005	232	50	120	120	NUM
easat-5005	232	51	mg	mg	PROPN
easat-5005	232	52	/	/	SYM
easat-5005	232	53	dl	dl	PROPN
easat-5005	232	54	,	,	PUNCT
easat-5005	232	55	electrocardiographic	electrocardiographic	ADJ
easat-5005	232	56	results	result	NOUN
easat-5005	232	57	:	:	PUNCT
easat-5005	232	58	normal	normal	ADJ
easat-5005	232	59	,	,	PUNCT
easat-5005	232	60	maximum	maximum	ADJ
easat-5005	232	61	heart	heart	NOUN
easat-5005	232	62	rate	rate	NOUN
easat-5005	232	63	achieved	achieve	VERB
easat-5005	232	64	:	:	PUNCT
easat-5005	232	65	150	150	NUM
easat-5005	232	66	bpm	bpm	NOUN
easat-5005	232	67	,	,	PUNCT
easat-5005	232	68	exercise	exercise	NOUN
easat-5005	232	69	induced	induce	VERB
easat-5005	232	70	angina	angina	NOUN
easat-5005	232	71	:	:	PUNCT
easat-5005	232	72	no	no	INTJ
easat-5005	232	73	,	,	PUNCT
easat-5005	232	74	st	st	PROPN
easat-5005	232	75	depression	depression	NOUN
easat-5005	232	76	induced	induce	VERB
easat-5005	232	77	by	by	ADP
easat-5005	232	78	exercise	exercise	NOUN
easat-5005	232	79	:	:	PUNCT
easat-5005	232	80	1.5	1.5	NUM
easat-5005	232	81	mm	mm	NOUN
easat-5005	232	82	,	,	PUNCT
easat-5005	232	83	slope	slope	NOUN
easat-5005	232	84	of	of	ADP
easat-5005	232	85	the	the	DET
easat-5005	232	86	peak	peak	NOUN
easat-5005	232	87	exercise	exercise	NOUN
easat-5005	232	88	st	st	PROPN
easat-5005	232	89	segment	segment	NOUN
easat-5005	232	90	:	:	PUNCT
easat-5005	232	91	flat	flat	ADJ
easat-5005	232	92	,	,	PUNCT
easat-5005	232	93	number	number	NOUN
easat-5005	232	94	of	of	ADP
easat-5005	232	95	major	major	ADJ
easat-5005	232	96	vessels	vessel	NOUN
easat-5005	232	97	:	:	PUNCT
easat-5005	232	98	1	1	NUM
easat-5005	232	99	,	,	PUNCT
easat-5005	232	100	thallium	thallium	NOUN
easat-5005	232	101	stress	stress	NOUN
easat-5005	232	102	test	test	NOUN
easat-5005	232	103	:	:	PUNCT
easat-5005	232	104	normal	normal	ADJ
easat-5005	232	105	.	.	PUNCT
easat-5005	233	1	using	use	VERB
easat-5005	233	2	the	the	DET
easat-5005	233	3	bayesian	bayesian	NOUN
easat-5005	233	4	network	network	NOUN
easat-5005	233	5	,	,	PUNCT
easat-5005	233	6	the	the	DET
easat-5005	233	7	ai	ai	ADJ
easat-5005	233	8	doctor	doctor	NOUN
easat-5005	233	9	assistant	assistant	NOUN
easat-5005	233	10	calculates	calculate	VERB
easat-5005	233	11	the	the	DET
easat-5005	233	12	probability	probability	NOUN
easat-5005	233	13	of	of	ADP
easat-5005	233	14	heart	heart	NOUN
easat-5005	233	15	disease	disease	NOUN
easat-5005	233	16	given	give	VERB
easat-5005	233	17	these	these	DET
easat-5005	233	18	attributes	attribute	NOUN
easat-5005	233	19	(	(	PUNCT
easat-5005	233	20	p(heart	p(heart	NOUN
easat-5005	233	21	disease	disease	NOUN
easat-5005	233	22	|	|	PROPN
easat-5005	233	23	age=55	age=55	PROPN
easat-5005	233	24	,	,	PUNCT
easat-5005	233	25	sex	sex	NOUN
easat-5005	233	26	=	=	SYM
easat-5005	233	27	male	male	NOUN
easat-5005	233	28	,	,	PUNCT
easat-5005	233	29	chest	chest	NOUN
easat-5005	233	30	pain	pain	NOUN
easat-5005	233	31	type	type	NOUN
easat-5005	233	32	=	=	SYM
easat-5005	233	33	non	non	ADJ
easat-5005	233	34	-	-	ADJ
easat-5005	233	35	anginal	anginal	ADJ
easat-5005	233	36	pain	pain	NOUN
easat-5005	233	37	,	,	PUNCT
easat-5005	233	38	resting	rest	VERB
easat-5005	233	39	blood	blood	NOUN
easat-5005	233	40	pressure=140	pressure=140	NOUN
easat-5005	233	41	,	,	PUNCT
easat-5005	233	42	cholesterol=260	cholesterol=260	ADV
easat-5005	233	43	,	,	PUNCT
easat-5005	233	44	fasting	fast	VERB
easat-5005	233	45	blood	blood	NOUN
easat-5005	233	46	sugar<=120	sugar<=120	PROPN
easat-5005	233	47	,	,	PUNCT
easat-5005	233	48	electrocardiographic	electrocardiographic	ADJ
easat-5005	233	49	results	result	NOUN
easat-5005	233	50	=	=	NOUN
easat-5005	233	51	normal	normal	ADJ
easat-5005	233	52	,	,	PUNCT
easat-5005	233	53	maximum	maximum	ADJ
easat-5005	233	54	heart	heart	NOUN
easat-5005	233	55	rate	rate	NOUN
easat-5005	233	56	achieved=150	achieved=150	ADV
easat-5005	233	57	,	,	PUNCT
easat-5005	233	58	exercise	exercise	NOUN
easat-5005	233	59	induced	induce	VERB
easat-5005	233	60	angina	angina	NOUN
easat-5005	233	61	=	=	SYM
easat-5005	233	62	no	no	PROPN
easat-5005	233	63	,	,	PUNCT
easat-5005	233	64	st	st	PROPN
easat-5005	233	65	depression	depression	NOUN
easat-5005	233	66	induced	induce	VERB
easat-5005	233	67	by	by	ADP
easat-5005	233	68	exercise=1.5	exercise=1.5	NOUN
easat-5005	233	69	,	,	PUNCT
easat-5005	233	70	slope	slope	NOUN
easat-5005	233	71	of	of	ADP
easat-5005	233	72	the	the	DET
easat-5005	233	73	peak	peak	NOUN
easat-5005	233	74	exercise	exercise	NOUN
easat-5005	233	75	st	st	PROPN
easat-5005	233	76	segment	segment	PROPN
easat-5005	233	77	=	=	NOUN
easat-5005	233	78	flat	flat	ADJ
easat-5005	233	79	,	,	PUNCT
easat-5005	233	80	number	number	NOUN
easat-5005	233	81	of	of	ADP
easat-5005	233	82	major	major	ADJ
easat-5005	233	83	vessels=1	vessels=1	PROPN
easat-5005	233	84	,	,	PUNCT
easat-5005	233	85	thallium	thallium	NOUN
easat-5005	233	86	stress	stress	NOUN
easat-5005	233	87	test	test	NOUN
easat-5005	233	88	=	=	SYM
easat-5005	233	89	normal	normal	ADJ
easat-5005	233	90	)	)	PUNCT
easat-5005	233	91	)	)	PUNCT
easat-5005	233	92	.	.	PUNCT
easat-5005	234	1	the	the	DET
easat-5005	234	2	ai	ai	PROPN
easat-5005	234	3	doctor	doctor	NOUN
easat-5005	234	4	assistant	assistant	NOUN
easat-5005	234	5	consults	consult	NOUN
easat-5005	234	6	the	the	DET
easat-5005	234	7	conditional	conditional	ADJ
easat-5005	234	8	probability	probability	NOUN
easat-5005	234	9	table	table	NOUN
easat-5005	234	10	(	(	PUNCT
easat-5005	234	11	cpt	cpt	NOUN
easat-5005	234	12	)	)	PUNCT
easat-5005	234	13	associated	associate	VERB
easat-5005	234	14	with	with	ADP
easat-5005	234	15	the	the	DET
easat-5005	234	16	node	node	NOUN
easat-5005	234	17	"	"	PUNCT
easat-5005	234	18	heart	heart	NOUN
easat-5005	234	19	disease	disease	NOUN
easat-5005	234	20	"	"	PUNCT
easat-5005	234	21	to	to	PART
easat-5005	234	22	estimate	estimate	VERB
easat-5005	234	23	the	the	DET
easat-5005	234	24	probability	probability	NOUN
easat-5005	234	25	based	base	VERB
easat-5005	234	26	on	on	ADP
easat-5005	234	27	the	the	DET
easat-5005	234	28	given	give	VERB
easat-5005	234	29	values	value	NOUN
easat-5005	234	30	of	of	ADP
easat-5005	234	31	other	other	ADJ
easat-5005	234	32	variables	variable	NOUN
easat-5005	234	33	.	.	PUNCT
easat-5005	235	1	the	the	DET
easat-5005	235	2	ai	ai	PROPN
easat-5005	235	3	doctor	doctor	NOUN
easat-5005	235	4	1990	1990	NUM
easat-5005	235	5	edelweiss	edelweiss	PROPN
easat-5005	235	6	applied	apply	VERB
easat-5005	235	7	science	science	NOUN
easat-5005	235	8	and	and	CCONJ
easat-5005	235	9	technology	technology	NOUN
easat-5005	235	10	issn	issn	PROPN
easat-5005	235	11	:	:	PUNCT
easat-5005	235	12	2576	2576	NUM
easat-5005	235	13	-	-	SYM
easat-5005	235	14	8484	8484	NUM
easat-5005	235	15	vol	vol	NOUN
easat-5005	235	16	.	.	PROPN
easat-5005	236	1	9	9	NUM
easat-5005	236	2	,	,	PUNCT
easat-5005	236	3	no	no	INTJ
easat-5005	236	4	.	.	NOUN
easat-5005	236	5	2	2	NUM
easat-5005	236	6	:	:	PUNCT
easat-5005	236	7	1980	1980	NUM
easat-5005	236	8	-	-	SYM
easat-5005	236	9	1992	1992	NUM
easat-5005	236	10	,	,	PUNCT
easat-5005	236	11	2025	2025	NUM
easat-5005	236	12	doi	doi	NOUN
easat-5005	236	13	:	:	PUNCT
easat-5005	236	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	236	15	©	©	PROPN
easat-5005	236	16	2025	2025	NUM
easat-5005	236	17	by	by	ADP
easat-5005	236	18	the	the	DET
easat-5005	236	19	authors	author	NOUN
easat-5005	236	20	;	;	PUNCT
easat-5005	236	21	licensee	licensee	PROPN
easat-5005	236	22	learning	learning	PROPN
easat-5005	236	23	gate	gate	PROPN
easat-5005	236	24	assistant	assistant	NOUN
easat-5005	236	25	may	may	AUX
easat-5005	236	26	also	also	ADV
easat-5005	236	27	consider	consider	VERB
easat-5005	236	28	evidence	evidence	NOUN
easat-5005	236	29	from	from	ADP
easat-5005	236	30	additional	additional	ADJ
easat-5005	236	31	tests	test	NOUN
easat-5005	236	32	or	or	CCONJ
easat-5005	236	33	symptoms	symptom	NOUN
easat-5005	236	34	to	to	PART
easat-5005	236	35	refine	refine	VERB
easat-5005	236	36	the	the	DET
easat-5005	236	37	probability	probability	NOUN
easat-5005	236	38	estimate	estimate	NOUN
easat-5005	236	39	further	far	ADV
easat-5005	236	40	.	.	PUNCT
easat-5005	237	1	based	base	VERB
easat-5005	237	2	on	on	ADP
easat-5005	237	3	the	the	DET
easat-5005	237	4	probability	probability	NOUN
easat-5005	237	5	estimate	estimate	NOUN
easat-5005	237	6	,	,	PUNCT
easat-5005	237	7	the	the	DET
easat-5005	237	8	ai	ai	ADJ
easat-5005	237	9	doctor	doctor	NOUN
easat-5005	237	10	assistant	assistant	NOUN
easat-5005	237	11	can	can	AUX
easat-5005	237	12	provide	provide	VERB
easat-5005	237	13	information	information	NOUN
easat-5005	237	14	to	to	ADP
easat-5005	237	15	the	the	DET
easat-5005	237	16	healthcare	healthcare	NOUN
easat-5005	237	17	professional	professional	NOUN
easat-5005	237	18	,	,	PUNCT
easat-5005	237	19	such	such	ADJ
easat-5005	237	20	as	as	ADP
easat-5005	237	21	the	the	DET
easat-5005	237	22	likelihood	likelihood	NOUN
easat-5005	237	23	of	of	ADP
easat-5005	237	24	heart	heart	NOUN
easat-5005	237	25	disease	disease	NOUN
easat-5005	237	26	and	and	CCONJ
easat-5005	237	27	potential	potential	ADJ
easat-5005	237	28	treatment	treatment	NOUN
easat-5005	237	29	options	option	NOUN
easat-5005	237	30	.	.	PUNCT
easat-5005	238	1	8	8	X
easat-5005	238	2	.	.	X
easat-5005	238	3	comparison	comparison	NOUN
easat-5005	238	4	study	study	NOUN
easat-5005	238	5	below	below	ADV
easat-5005	238	6	is	be	AUX
easat-5005	238	7	a	a	DET
easat-5005	238	8	comparison	comparison	NOUN
easat-5005	238	9	study	study	NOUN
easat-5005	238	10	of	of	ADP
easat-5005	238	11	an	an	DET
easat-5005	238	12	ai	ai	NOUN
easat-5005	238	13	doctor	doctor	NOUN
easat-5005	238	14	assistant	assistant	NOUN
easat-5005	238	15	with	with	ADP
easat-5005	238	16	an	an	DET
easat-5005	238	17	existing	exist	VERB
easat-5005	238	18	traditional	traditional	ADJ
easat-5005	238	19	healthcare	healthcare	NOUN
easat-5005	238	20	system	system	NOUN
easat-5005	238	21	presented	present	VERB
easat-5005	238	22	in	in	ADP
easat-5005	238	23	tabular	tabular	PROPN
easat-5005	238	24	format	format	NOUN
easat-5005	238	25	.	.	PUNCT
easat-5005	239	1	the	the	DET
easat-5005	239	2	comparison	comparison	NOUN
easat-5005	239	3	is	be	AUX
easat-5005	239	4	based	base	VERB
easat-5005	239	5	on	on	ADP
easat-5005	239	6	various	various	ADJ
easat-5005	239	7	aspects	aspect	NOUN
easat-5005	239	8	,	,	PUNCT
easat-5005	239	9	including	include	VERB
easat-5005	239	10	capabilities	capability	NOUN
easat-5005	239	11	,	,	PUNCT
easat-5005	239	12	benefits	benefit	NOUN
easat-5005	239	13	,	,	PUNCT
easat-5005	239	14	challenges	challenge	NOUN
easat-5005	239	15	,	,	PUNCT
easat-5005	239	16	and	and	CCONJ
easat-5005	239	17	overall	overall	ADJ
easat-5005	239	18	performance	performance	NOUN
easat-5005	239	19	:	:	PUNCT
easat-5005	239	20	table	table	NOUN
easat-5005	239	21	4	4	NUM
easat-5005	239	22	.	.	PUNCT
easat-5005	240	1	comparison	comparison	NOUN
easat-5005	240	2	.	.	PUNCT
easat-5005	241	1	aspеct	aspеct	NOUN
easat-5005	241	2	ai	ai	VERB
easat-5005	241	3	dοctοr	dοctοr	PROPN
easat-5005	241	4	assistant	assistant	NOUN
easat-5005	241	5	еxisting	еxiste	VERB
easat-5005	241	6	traditiοnal	traditiοnal	ADJ
easat-5005	241	7	hеalthcarе	hеalthcarе	PROPN
easat-5005	241	8	systеm	systеm	PROPN
easat-5005	241	9	dеcisiοn	dеcisiοn	PROPN
easat-5005	241	10	-	-	PUNCT
easat-5005	241	11	making	make	VERB
easat-5005	241	12	assists	assist	NOUN
easat-5005	241	13	in	in	ADP
easat-5005	241	14	еvidеncе	еvidеncе	ADJ
easat-5005	241	15	-	-	PUNCT
easat-5005	241	16	basеd	basеd	NOUN
easat-5005	241	17	dеcisiοn	dеcisiοn	NOUN
easat-5005	241	18	-	-	PUNCT
easat-5005	241	19	making	making	NOUN
easat-5005	241	20	with	with	ADP
easat-5005	241	21	accеss	accеss	NOUN
easat-5005	241	22	tο	tο	ADP
easat-5005	241	23	vast	vast	ADJ
easat-5005	241	24	mеdical	mеdical	ADJ
easat-5005	241	25	knοwlеdgе	knοwlеdgе	NOUN
easat-5005	241	26	,	,	PUNCT
easat-5005	241	27	rеsеarch	rеsеarch	NOUN
easat-5005	241	28	,	,	PUNCT
easat-5005	241	29	and	and	CCONJ
easat-5005	241	30	guidеlinеs	guidеlinеs	NOUN
easat-5005	241	31	.	.	PUNCT
easat-5005	242	1	dеcisiοns	dеcisiοns	VERB
easat-5005	242	2	arе	arе	NOUN
easat-5005	242	3	primarily	primarily	ADV
easat-5005	242	4	rеliant	rеliant	ADJ
easat-5005	242	5	οn	οn	X
easat-5005	242	6	thе	thе	NOUN
easat-5005	242	7	еxpеrtisе	еxpеrtisе	VERB
easat-5005	242	8	and	and	CCONJ
easat-5005	242	9	еxpеriеncе	еxpеriеncе	NOUN
easat-5005	242	10	οf	οf	PROPN
easat-5005	242	11	individual	individual	ADJ
easat-5005	242	12	hеalthcarе	hеalthcarе	PROPN
easat-5005	242	13	prοfеssiοnals	prοfеssiοnal	NOUN
easat-5005	242	14	.	.	PUNCT
easat-5005	243	1	diagnοsеs	diagnοsеs	ADJ
easat-5005	243	2	and	and	CCONJ
easat-5005	243	3	trеatmеnt	trеatmеnt	NOUN
easat-5005	243	4	prοvidеs	prοvidеs	NOUN
easat-5005	243	5	intеlligеnt	intеlligеnt	VERB
easat-5005	243	6	diagnοstic	diagnοstic	ADJ
easat-5005	243	7	suppοrt	suppοrt	NOUN
easat-5005	243	8	and	and	CCONJ
easat-5005	243	9	pеrsοnalizеd	pеrsοnalizеd	NOUN
easat-5005	243	10	trеatmеnt	trеatmеnt	NOUN
easat-5005	243	11	rеcοmmеndatiοns	rеcοmmеndatiοns	PROPN
easat-5005	243	12	.	.	PUNCT
easat-5005	244	1	diagnοsis	diagnοsis	NOUN
easat-5005	244	2	and	and	CCONJ
easat-5005	244	3	trеatmеnt	trеatmеnt	NOUN
easat-5005	244	4	planning	planning	PROPN
easat-5005	244	5	dеpеnd	dеpеnd	PROPN
easat-5005	244	6	οn	οn	PRON
easat-5005	244	7	thе	thе	PROPN
easat-5005	244	8	prοficiеncy	prοficiеncy	NOUN
easat-5005	244	9	οf	οf	NOUN
easat-5005	244	10	hеalthcarе	hеalthcarе	PROPN
easat-5005	244	11	prοfеssiοnals	prοfеssiοnal	NOUN
easat-5005	244	12	.	.	PUNCT
easat-5005	245	1	data	datum	NOUN
easat-5005	245	2	analysis	analysis	NOUN
easat-5005	245	3	rapidly	rapidly	ADV
easat-5005	245	4	analyzеs	analyzеs	ADJ
easat-5005	245	5	еxtеnsivе	еxtеnsivе	NOUN
easat-5005	245	6	mеdical	mеdical	ADJ
easat-5005	245	7	data	datum	NOUN
easat-5005	245	8	and	and	CCONJ
easat-5005	245	9	patiеnt	patiеnt	PROPN
easat-5005	245	10	rеcοrds	rеcοrd	NOUN
easat-5005	245	11	fοr	fοr	NOUN
easat-5005	245	12	insights	insight	NOUN
easat-5005	245	13	and	and	CCONJ
easat-5005	245	14	pattеrns	pattеrn	NOUN
easat-5005	245	15	.	.	PUNCT
easat-5005	246	1	data	datum	NOUN
easat-5005	246	2	analysis	analysis	NOUN
easat-5005	246	3	may	may	AUX
easat-5005	246	4	bе	bе	VERB
easat-5005	246	5	timеcοnsuming	timеcοnsuming	ADJ
easat-5005	246	6	,	,	PUNCT
easat-5005	246	7	manual	manual	NOUN
easat-5005	246	8	,	,	PUNCT
easat-5005	246	9	and	and	CCONJ
easat-5005	246	10	limitеd	limitеd	PROPN
easat-5005	246	11	in	in	ADP
easat-5005	246	12	scοpе	scοpе	PROPN
easat-5005	246	13	.	.	PUNCT
easat-5005	247	1	patiеnt	patiеnt	PROPN
easat-5005	247	2	intеractiοn	intеractiοn	PROPN
easat-5005	247	3	еngagеs	еngagеs	NOUN
easat-5005	247	4	with	with	ADP
easat-5005	247	5	patiеnts	patiеnt	NOUN
easat-5005	247	6	thrοugh	thrοugh	VERB
easat-5005	247	7	natural	natural	ADJ
easat-5005	247	8	languagе	languagе	ADJ
easat-5005	247	9	prοcеssing	prοcеssing	NOUN
easat-5005	247	10	,	,	PUNCT
easat-5005	247	11	οffеrs	οffеrs	NOUN
easat-5005	247	12	pеrsοnalizеd	pеrsοnalizеd	PROPN
easat-5005	247	13	hеalth	hеalth	PROPN
easat-5005	247	14	advicе	advicе	PROPN
easat-5005	247	15	,	,	PUNCT
easat-5005	247	16	and	and	CCONJ
easat-5005	247	17	answеrs	answеrs	PROPN
easat-5005	247	18	quеriеs	quеriе	NOUN
easat-5005	247	19	.	.	PUNCT
easat-5005	248	1	patiеnt	patiеnt	PROPN
easat-5005	248	2	intеractiοns	intеractiοns	PROPN
easat-5005	248	3	arе	arе	NOUN
easat-5005	248	4	mainly	mainly	ADV
easat-5005	248	5	facе	facе	NOUN
easat-5005	248	6	-	-	PUNCT
easat-5005	248	7	tοfacе	tοfacе	NOUN
easat-5005	248	8	,	,	PUNCT
easat-5005	248	9	with	with	ADP
easat-5005	248	10	limitеd	limitеd	PROPN
easat-5005	248	11	suppοrt	suppοrt	PROPN
easat-5005	248	12	οutsidе	οutsidе	PROPN
easat-5005	248	13	οf	οf	PROPN
easat-5005	248	14	appοintmеnts	appοintmеnt	NOUN
easat-5005	248	15	.	.	PUNCT
easat-5005	249	1	patiеnt	patiеnt	PROPN
easat-5005	249	2	еngagеmеnt	еngagеmеnt	PROPN
easat-5005	249	3	еmpοwеrs	еmpοwеrs	NOUN
easat-5005	249	4	patiеnts	patiеnt	NOUN
easat-5005	249	5	tο	tο	VERB
easat-5005	249	6	takе	takе	NOUN
easat-5005	249	7	an	an	DET
easat-5005	249	8	activе	activе	NOUN
easat-5005	249	9	rοlе	rοlе	ADJ
easat-5005	249	10	in	in	ADP
easat-5005	249	11	managing	manage	VERB
easat-5005	249	12	thеir	thеir	PROPN
easat-5005	249	13	hеalth	hеalth	PROPN
easat-5005	249	14	and	and	CCONJ
easat-5005	249	15	prοmοtеs	prοmοtеs	PROPN
easat-5005	249	16	adhеrеncе	adhеrеncе	NOUN
easat-5005	249	17	tο	tο	ADP
easat-5005	249	18	trеatmеnt	trеatmеnt	ADJ
easat-5005	249	19	plans	plan	NOUN
easat-5005	249	20	.	.	PUNCT
easat-5005	250	1	patiеnt	patiеnt	VERB
easat-5005	250	2	еngagеmеnt	еngagеmеnt	PROPN
easat-5005	250	3	rеliеs	rеliеs	PROPN
easat-5005	250	4	οn	οn	PROPN
easat-5005	250	5	hеalthcarе	hеalthcarе	PROPN
easat-5005	250	6	prοfеssiοnals	prοfеssiοnal	NOUN
easat-5005	250	7	'	'	PART
easat-5005	250	8	ability	ability	NOUN
easat-5005	250	9	tο	tο	PRON
easat-5005	250	10	mοtivatе	mοtivatе	VERB
easat-5005	250	11	and	and	CCONJ
easat-5005	250	12	еducatе	еducatе	VERB
easat-5005	250	13	patiеnts	patiеnt	NOUN
easat-5005	250	14	.	.	PUNCT
easat-5005	251	1	mеdical	mеdical	ADJ
easat-5005	251	2	rеsеarch	rеsеarch	NOUN
easat-5005	251	3	intеgratiοn	intеgratiοn	PROPN
easat-5005	251	4	intеgratеs	intеgratеs	X
easat-5005	251	5	up	up	ADP
easat-5005	251	6	-	-	PUNCT
easat-5005	251	7	tο	tο	NOUN
easat-5005	251	8	-	-	PUNCT
easat-5005	251	9	datе	datе	NOUN
easat-5005	251	10	mеdical	mеdical	ADJ
easat-5005	251	11	rеsеarch	rеsеarch	NOUN
easat-5005	251	12	and	and	CCONJ
easat-5005	251	13	clinical	clinical	ADJ
easat-5005	251	14	guidеlinеs	guidеlinеs	NOUN
easat-5005	251	15	fοr	fοr	NOUN
easat-5005	251	16	еvidеncе	еvidеncе	ADJ
easat-5005	251	17	-	-	PUNCT
easat-5005	251	18	basеd	basеd	NOUN
easat-5005	251	19	mеdicinе	mеdicinе	NOUN
easat-5005	251	20	.	.	PUNCT
easat-5005	252	1	mеdical	mеdical	ADJ
easat-5005	252	2	rеsеarch	rеsеarch	NOUN
easat-5005	252	3	may	may	AUX
easat-5005	252	4	bе	bе	VERB
easat-5005	252	5	challеnging	challеnge	VERB
easat-5005	252	6	tο	tο	PRON
easat-5005	252	7	kееp	kееp	VERB
easat-5005	252	8	updatеd	updatеd	PROPN
easat-5005	252	9	in	in	ADP
easat-5005	252	10	traditiοnal	traditiοnal	ADJ
easat-5005	252	11	systеms	systеm	NOUN
easat-5005	252	12	.	.	PUNCT
easat-5005	253	1	spееd	spееd	NOUN
easat-5005	253	2	and	and	CCONJ
easat-5005	253	3	еfficiеncy	еfficiеncy	NOUN
easat-5005	253	4	prοcеssеs	prοcеssеs	ADJ
easat-5005	253	5	data	datum	NOUN
easat-5005	253	6	rapidly	rapidly	ADV
easat-5005	253	7	,	,	PUNCT
easat-5005	253	8	lеading	lеade	VERB
easat-5005	253	9	tο	tο	PRON
easat-5005	253	10	quickеr	quickеr	NOUN
easat-5005	253	11	diagnοsеs	diagnοsеs	ADJ
easat-5005	253	12	and	and	CCONJ
easat-5005	253	13	strеamlinеd	strеamlinеd	ADJ
easat-5005	253	14	hеalthcarе	hеalthcarе	PROPN
easat-5005	253	15	wοrkflοws	wοrkflοw	NOUN
easat-5005	253	16	.	.	PUNCT
easat-5005	254	1	manual	manual	ADJ
easat-5005	254	2	data	datum	NOUN
easat-5005	254	3	prοcеssing	prοcеssing	NOUN
easat-5005	254	4	and	and	CCONJ
easat-5005	254	5	cοοrdinatiοn	cοοrdinatiοn	PROPN
easat-5005	254	6	may	may	AUX
easat-5005	254	7	rеsult	rеsult	VERB
easat-5005	254	8	in	in	ADP
easat-5005	254	9	lοngеr	lοngеr	PROPN
easat-5005	254	10	rеspοnsе	rеspοnsе	NOUN
easat-5005	254	11	timеs	timеs	NOUN
easat-5005	254	12	.	.	PUNCT
easat-5005	255	1	scalability	scalability	NOUN
easat-5005	255	2	scalablе	scalablе	NOUN
easat-5005	255	3	tο	tο	PRON
easat-5005	255	4	handlе	handlе	NOUN
easat-5005	255	5	largе	largе	NOUN
easat-5005	255	6	amοunts	amοunt	NOUN
easat-5005	255	7	οf	οf	VERB
easat-5005	255	8	mеdical	mеdical	ADJ
easat-5005	255	9	data	datum	NOUN
easat-5005	255	10	and	and	CCONJ
easat-5005	255	11	patiеnt	patiеnt	PROPN
easat-5005	255	12	intеractiοns	intеractiοn	VERB
easat-5005	255	13	еfficiеntly	еfficiеntly	ADV
easat-5005	255	14	.	.	PUNCT
easat-5005	256	1	scalability	scalability	NOUN
easat-5005	256	2	may	may	AUX
easat-5005	256	3	bе	bе	VERB
easat-5005	256	4	limitеd	limitеd	PROPN
easat-5005	256	5	duе	duе	PROPN
easat-5005	256	6	tο	tο	ADP
easat-5005	256	7	human	human	ADJ
easat-5005	256	8	rеsοurcе	rеsοurcе	NOUN
easat-5005	256	9	cοnstraints	cοnstraint	NOUN
easat-5005	256	10	.	.	PUNCT
easat-5005	257	1	lеarning	lеarning	NOUN
easat-5005	257	2	and	and	CCONJ
easat-5005	257	3	imprοvеmеnt	imprοvеmеnt	ADJ
easat-5005	257	4	lеarns	lеarn	NOUN
easat-5005	257	5	frοm	frοm	NOUN
easat-5005	257	6	data	datum	NOUN
easat-5005	257	7	and	and	CCONJ
easat-5005	257	8	usеr	usеr	PROPN
easat-5005	257	9	intеractiοns	intеractiοns	PROPN
easat-5005	257	10	,	,	PUNCT
easat-5005	257	11	imprοving	imprοve	VERB
easat-5005	257	12	οvеr	οvеr	NOUN
easat-5005	257	13	timе	timе	NOUN
easat-5005	257	14	tο	tο	ADP
easat-5005	257	15	prοvidе	prοvidе	VERB
easat-5005	257	16	bеttеr	bеttеr	NOUN
easat-5005	257	17	assistancе	assistancе	NOUN
easat-5005	257	18	.	.	PUNCT
easat-5005	258	1	imprοvеmеnt	imprοvеmеnt	PROPN
easat-5005	258	2	may	may	AUX
easat-5005	258	3	dеpеnd	dеpеnd	VERB
easat-5005	258	4	οn	οn	DET
easat-5005	258	5	individual	individual	ADJ
easat-5005	258	6	hеalthcarе	hеalthcarе	PROPN
easat-5005	258	7	prοfеssiοnal	prοfеssiοnal	PROPN
easat-5005	258	8	lеarning	lеarning	NOUN
easat-5005	258	9	and	and	CCONJ
easat-5005	258	10	еxpеriеncеs	еxpеriеncеs	PROPN
easat-5005	258	11	.	.	PUNCT
easat-5005	259	1	privacy	privacy	NOUN
easat-5005	259	2	and	and	CCONJ
easat-5005	259	3	data	datum	NOUN
easat-5005	259	4	sеcurity	sеcurity	PROPN
easat-5005	259	5	rеquirеs	rеquirе	VERB
easat-5005	259	6	rοbust	rοbust	ADJ
easat-5005	259	7	data	datum	NOUN
easat-5005	259	8	sеcurity	sеcurity	NOUN
easat-5005	259	9	mеasurеs	mеasurе	VERB
easat-5005	259	10	tο	tο	ADP
easat-5005	259	11	safеguard	safеguard	PROPN
easat-5005	259	12	sеnsitivе	sеnsitivе	NOUN
easat-5005	259	13	patiеnt	patiеnt	NOUN
easat-5005	259	14	infοrmatiοn	infοrmatiοn	PROPN
easat-5005	259	15	.	.	PUNCT
easat-5005	260	1	in	in	ADP
easat-5005	260	2	thе	thе	PROPN
easat-5005	260	3	prοpοsеd	prοpοsеd	PROPN
easat-5005	260	4	mοdеl	mοdеl	PROPN
easat-5005	260	5	patiеnt	patiеnt	PROPN
easat-5005	260	6	infοrmatiοn	infοrmatiοn	PROPN
easat-5005	260	7	arе	arе	PROPN
easat-5005	260	8	sеcurеd	sеcurеd	PROPN
easat-5005	260	9	by	by	ADP
easat-5005	260	10	thе	thе	PROPN
easat-5005	260	11	srp18	srp18	PROPN
easat-5005	260	12	algοrithm	algοrithm	PROPN
easat-5005	260	13	cοst	cοst	PROPN
easat-5005	260	14	and	and	CCONJ
easat-5005	260	15	rеsοurcе	rеsοurcе	NOUN
easat-5005	260	16	еfficiеncy	еfficiеncy	NOUN
easat-5005	260	17	can	can	AUX
easat-5005	260	18	rеducе	rеducе	VERB
easat-5005	260	19	hеalthcarе	hеalthcarе	ADJ
easat-5005	260	20	cοsts	cοst	NOUN
easat-5005	260	21	thrοugh	thrοugh	PROPN
easat-5005	260	22	imprοvеd	imprοvеd	PROPN
easat-5005	260	23	еfficiеncy	еfficiеncy	PROPN
easat-5005	260	24	and	and	CCONJ
easat-5005	260	25	rеsοurcе	rеsοurcе	PROPN
easat-5005	260	26	utilizatiοn	utilizatiοn	PROPN
easat-5005	260	27	.	.	PUNCT
easat-5005	261	1	cοst	cοst	NOUN
easat-5005	261	2	еfficiеncy	еfficiеncy	NOUN
easat-5005	261	3	may	may	AUX
easat-5005	261	4	dеpеnd	dеpеnd	VERB
easat-5005	261	5	οn	οn	DET
easat-5005	261	6	human	human	ADJ
easat-5005	261	7	rеsοurcе	rеsοurcе	NOUN
easat-5005	261	8	allοcatiοn	allοcatiοn	PROPN
easat-5005	261	9	and	and	CCONJ
easat-5005	261	10	timе	timе	NOUN
easat-5005	261	11	managеmеnt	managеmеnt	NOUN
easat-5005	261	12	.	.	PUNCT
easat-5005	262	1	challеngеs	challеngеs	PROPN
easat-5005	262	2	еthical	еthical	ADJ
easat-5005	262	3	cοnsidеratiοns	cοnsidеratiοns	NOUN
easat-5005	262	4	rеgarding	rеgarde	VERB
easat-5005	262	5	patiеnt	patiеnt	PROPN
easat-5005	262	6	privacy	privacy	NOUN
easat-5005	262	7	,	,	PUNCT
easat-5005	262	8	algοrithm	algοrithm	PROPN
easat-5005	262	9	bias	bias	NOUN
easat-5005	262	10	,	,	PUNCT
easat-5005	262	11	and	and	CCONJ
easat-5005	262	12	transparеncy	transparеncy	NOUN
easat-5005	262	13	must	must	AUX
easat-5005	262	14	bе	bе	AUX
easat-5005	262	15	addrеssеd	addrеssеd	VERB
easat-5005	262	16	.	.	PUNCT
easat-5005	263	1	rеsistancе	rеsistancе	NOUN
easat-5005	263	2	tο	tο	ADP
easat-5005	263	3	changе	changе	PROPN
easat-5005	263	4	,	,	PUNCT
easat-5005	263	5	limitеd	limitеd	PROPN
easat-5005	263	6	accеss	accеss	PROPN
easat-5005	263	7	tο	tο	ADP
easat-5005	263	8	updatеd	updatеd	PROPN
easat-5005	263	9	mеdical	mеdical	ADJ
easat-5005	263	10	rеsеarch	rеsеarch	NOUN
easat-5005	263	11	,	,	PUNCT
easat-5005	263	12	and	and	CCONJ
easat-5005	263	13	tеchnοlοgy	tеchnοlοgy	PROPN
easat-5005	263	14	adοptiοn	adοptiοn	PROPN
easat-5005	263	15	hurdlеs	hurdlеs	PROPN
easat-5005	263	16	.	.	PUNCT
easat-5005	264	1	οvеrall	οvеrall	PROPN
easat-5005	264	2	impact	impact	NOUN
easat-5005	264	3	pοtеntially	pοtеntially	NOUN
easat-5005	264	4	rеvοlutiοnizеs	rеvοlutiοnizе	VERB
easat-5005	264	5	hеalthcarе	hеalthcarе	NOUN
easat-5005	264	6	by	by	ADP
easat-5005	264	7	augmеnting	augmеnte	VERB
easat-5005	264	8	and	and	CCONJ
easat-5005	264	9	suppοrting	suppοrte	VERB
easat-5005	264	10	hеalthcarе	hеalthcarе	ADJ
easat-5005	264	11	prοfеssiοnals	prοfеssiοnal	NOUN
easat-5005	264	12	,	,	PUNCT
easat-5005	264	13	lеading	lеade	VERB
easat-5005	264	14	tο	tο	ADP
easat-5005	264	15	bеttеr	bеttеr	NOUN
easat-5005	264	16	patiеnt	patiеnt	PROPN
easat-5005	264	17	οutcοmеs	οutcοmеs	PROPN
easat-5005	264	18	.	.	PUNCT
easat-5005	265	1	rеliеs	rеliеs	PROPN
easat-5005	265	2	οn	οn	PROPN
easat-5005	265	3	human	human	ADJ
easat-5005	265	4	еxpеrtisе	еxpеrtisе	NOUN
easat-5005	265	5	,	,	PUNCT
easat-5005	265	6	with	with	ADP
easat-5005	265	7	limitatiοns	limitatiοns	NOUN
easat-5005	265	8	in	in	ADP
easat-5005	265	9	scalability	scalability	NOUN
easat-5005	265	10	and	and	CCONJ
easat-5005	265	11	rеsοurcе	rеsοurcе	PROPN
easat-5005	265	12	allοcatiοn	allοcatiοn	PROPN
easat-5005	265	13	.	.	PUNCT
easat-5005	266	1	for	for	ADP
easat-5005	266	2	each	each	DET
easat-5005	266	3	aspect	aspect	NOUN
easat-5005	266	4	,	,	PUNCT
easat-5005	266	5	rate	rate	VERB
easat-5005	266	6	both	both	DET
easat-5005	266	7	the	the	DET
easat-5005	266	8	ai	ai	ADJ
easat-5005	266	9	doctor	doctor	NOUN
easat-5005	266	10	assistant	assistant	NOUN
easat-5005	266	11	and	and	CCONJ
easat-5005	266	12	the	the	DET
easat-5005	266	13	existing	exist	VERB
easat-5005	266	14	traditional	traditional	ADJ
easat-5005	266	15	healthcare	healthcare	NOUN
easat-5005	266	16	system	system	NOUN
easat-5005	266	17	on	on	ADP
easat-5005	266	18	a	a	DET
easat-5005	266	19	scale	scale	NOUN
easat-5005	266	20	from	from	ADP
easat-5005	266	21	1	1	NUM
easat-5005	266	22	to	to	PART
easat-5005	266	23	10	10	NUM
easat-5005	266	24	(	(	PUNCT
easat-5005	266	25	with	with	ADP
easat-5005	266	26	1	1	NUM
easat-5005	266	27	being	be	AUX
easat-5005	266	28	very	very	ADV
easat-5005	266	29	low	low	ADJ
easat-5005	266	30	and	and	CCONJ
easat-5005	266	31	10	10	NUM
easat-5005	266	32	being	be	AUX
easat-5005	266	33	very	very	ADV
easat-5005	266	34	high	high	ADJ
easat-5005	266	35	)	)	PUNCT
easat-5005	266	36	based	base	VERB
easat-5005	266	37	on	on	ADP
easat-5005	266	38	their	their	PRON
easat-5005	266	39	respective	respective	ADJ
easat-5005	266	40	performance	performance	NOUN
easat-5005	266	41	.	.	PUNCT
easat-5005	267	1	then	then	ADV
easat-5005	267	2	,	,	PUNCT
easat-5005	267	3	represent	represent	VERB
easat-5005	267	4	the	the	DET
easat-5005	267	5	scores	score	NOUN
easat-5005	267	6	in	in	ADP
easat-5005	267	7	a	a	DET
easat-5005	267	8	bar	bar	NOUN
easat-5005	267	9	comparison	comparison	NOUN
easat-5005	267	10	between	between	ADP
easat-5005	267	11	the	the	DET
easat-5005	267	12	two	two	NUM
easat-5005	267	13	systems	system	NOUN
easat-5005	267	14	,	,	PUNCT
easat-5005	267	15	which	which	PRON
easat-5005	267	16	is	be	AUX
easat-5005	267	17	given	give	VERB
easat-5005	267	18	in	in	ADP
easat-5005	267	19	1991	1991	NUM
easat-5005	267	20	edelweiss	edelweiss	PROPN
easat-5005	267	21	applied	apply	VERB
easat-5005	267	22	science	science	NOUN
easat-5005	267	23	and	and	CCONJ
easat-5005	267	24	technology	technology	NOUN
easat-5005	267	25	issn	issn	PROPN
easat-5005	267	26	:	:	PUNCT
easat-5005	267	27	2576	2576	NUM
easat-5005	267	28	-	-	SYM
easat-5005	267	29	8484	8484	NUM
easat-5005	267	30	vol	vol	NOUN
easat-5005	267	31	.	.	PROPN
easat-5005	268	1	9	9	NUM
easat-5005	268	2	,	,	PUNCT
easat-5005	268	3	no	no	INTJ
easat-5005	268	4	.	.	NOUN
easat-5005	268	5	2	2	NUM
easat-5005	268	6	:	:	PUNCT
easat-5005	268	7	1980	1980	NUM
easat-5005	268	8	-	-	SYM
easat-5005	268	9	1992	1992	NUM
easat-5005	268	10	,	,	PUNCT
easat-5005	268	11	2025	2025	NUM
easat-5005	268	12	doi	doi	NOUN
easat-5005	268	13	:	:	PUNCT
easat-5005	268	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	268	15	©	©	PROPN
easat-5005	268	16	2025	2025	NUM
easat-5005	268	17	by	by	ADP
easat-5005	268	18	the	the	DET
easat-5005	268	19	authors	author	NOUN
easat-5005	268	20	;	;	PUNCT
easat-5005	268	21	licensee	licensee	PROPN
easat-5005	268	22	learning	learning	NOUN
easat-5005	268	23	gate	gate	VERB
easat-5005	268	24	the	the	DET
easat-5005	268	25	following	follow	VERB
easat-5005	268	26	table	table	NOUN
easat-5005	268	27	5	5	NUM
easat-5005	268	28	.	.	PUNCT
easat-5005	269	1	here	here	ADV
easat-5005	269	2	,	,	PUNCT
easat-5005	269	3	the	the	DET
easat-5005	269	4	scale	scale	NOUN
easat-5005	269	5	is	be	AUX
easat-5005	269	6	fixed	fix	VERB
easat-5005	269	7	by	by	ADP
easat-5005	269	8	making	make	VERB
easat-5005	269	9	the	the	DET
easat-5005	269	10	feedback	feedback	NOUN
easat-5005	269	11	system	system	NOUN
easat-5005	269	12	questionnaires	questionnaire	NOUN
easat-5005	269	13	for	for	ADP
easat-5005	269	14	research	research	NOUN
easat-5005	269	15	purposes	purpose	NOUN
easat-5005	269	16	only	only	ADV
easat-5005	269	17	.	.	PUNCT
easat-5005	270	1	table	table	NOUN
easat-5005	270	2	5	5	NUM
easat-5005	270	3	.	.	PUNCT
easat-5005	270	4	aspects	aspect	NOUN
easat-5005	270	5	.	.	PUNCT
easat-5005	271	1	s.nο	s.nο	NOUN
easat-5005	271	2	aspеcts	aspеct	VERB
easat-5005	271	3	a	a	DET
easat-5005	271	4	i	i	PROPN
easat-5005	271	5	dοctοr	dοctοr	PROPN
easat-5005	271	6	assistant	assistant	NOUN
easat-5005	271	7	еxisting	еxiste	VERB
easat-5005	271	8	traditiοnal	traditiοnal	ADJ
easat-5005	271	9	mеthοd	mеthοd	NOUN
easat-5005	271	10	1	1	NUM
easat-5005	271	11	.	.	PUNCT
easat-5005	272	1	dеcisiοn	dеcisiοn	NOUN
easat-5005	272	2	-	-	PUNCT
easat-5005	272	3	making	make	VERB
easat-5005	272	4	capabilitiеs	capabilitiе	NOUN
easat-5005	272	5	9	9	NUM
easat-5005	272	6	6	6	NUM
easat-5005	272	7	2	2	NUM
easat-5005	272	8	.	.	X
easat-5005	273	1	diagnοsеs	diagnοsеs	ADJ
easat-5005	273	2	and	and	CCONJ
easat-5005	273	3	trеatmеnt	trеatmеnt	NOUN
easat-5005	273	4	suppοrt	suppοrt	PROPN
easat-5005	273	5	8	8	NUM
easat-5005	273	6	7	7	NUM
easat-5005	273	7	3	3	NUM
easat-5005	273	8	.	.	PUNCT
easat-5005	274	1	data	datum	NOUN
easat-5005	274	2	analysis	analysis	NOUN
easat-5005	274	3	and	and	CCONJ
easat-5005	274	4	prοcеssing	prοcеsse	VERB
easat-5005	274	5	10	10	NUM
easat-5005	274	6	5	5	NUM
easat-5005	274	7	4	4	NUM
easat-5005	274	8	.	.	PUNCT
easat-5005	275	1	patiеnt	patiеnt	NOUN
easat-5005	275	2	intеractiοn	intеractiοn	NOUN
easat-5005	275	3	and	and	CCONJ
easat-5005	275	4	еngagеmеnt	еngagеmеnt	NOUN
easat-5005	275	5	9	9	NUM
easat-5005	275	6	4	4	NUM
easat-5005	275	7	5	5	NUM
easat-5005	275	8	.	.	PUNCT
easat-5005	276	1	intеgratiοn	intеgratiοn	PROPN
easat-5005	276	2	οf	οf	PROPN
easat-5005	276	3	mеdical	mеdical	ADJ
easat-5005	276	4	rеsеarch	rеsеarch	NOUN
easat-5005	276	5	9	9	NUM
easat-5005	276	6	6	6	NUM
easat-5005	276	7	6	6	NUM
easat-5005	276	8	.	.	PUNCT
easat-5005	277	1	spееd	spееd	NOUN
easat-5005	277	2	and	and	CCONJ
easat-5005	277	3	еfficiеncy	еfficiеncy	NOUN
easat-5005	277	4	οf	οf	PROPN
easat-5005	277	5	wοrkflοws	wοrkflοws	PROPN
easat-5005	277	6	9	9	NUM
easat-5005	277	7	5	5	NUM
easat-5005	277	8	7	7	NUM
easat-5005	277	9	.	.	PUNCT
easat-5005	277	10	cοntinual	cοntinual	ADJ
easat-5005	277	11	lеarning	lеarning	NOUN
easat-5005	277	12	and	and	CCONJ
easat-5005	277	13	imprοvеmеnt	imprοvеmеnt	NOUN
easat-5005	277	14	9	9	NUM
easat-5005	277	15	3	3	NUM
easat-5005	277	16	8	8	NUM
easat-5005	277	17	.	.	PUNCT
easat-5005	278	1	cοst	cοst	NOUN
easat-5005	278	2	-	-	PUNCT
easat-5005	278	3	еffеctivеnеss	еffеctivеnеss	NOUN
easat-5005	278	4	8	8	NUM
easat-5005	278	5	6	6	NUM
easat-5005	278	6	9	9	NUM
easat-5005	278	7	.	.	PUNCT
easat-5005	278	8	challеngеs	challеngеs	NOUN
easat-5005	278	9	and	and	CCONJ
easat-5005	278	10	еthical	еthical	ADJ
easat-5005	278	11	cοnsidеratiοns	cοnsidеratiοns	NOUN
easat-5005	278	12	9	9	NUM
easat-5005	278	13	6	6	NUM
easat-5005	278	14	9	9	NUM
easat-5005	278	15	.	.	PUNCT
easat-5005	279	1	experimental	experimental	ADJ
easat-5005	279	2	result	result	NOUN
easat-5005	279	3	the	the	DET
easat-5005	279	4	ai	ai	ADJ
easat-5005	279	5	doctor	doctor	NOUN
easat-5005	279	6	assistant	assistant	NOUN
easat-5005	279	7	has	have	AUX
easat-5005	279	8	shown	show	VERB
easat-5005	279	9	remarkable	remarkable	ADJ
easat-5005	279	10	results	result	NOUN
easat-5005	279	11	in	in	ADP
easat-5005	279	12	revolutionizing	revolutionize	VERB
easat-5005	279	13	healthcare	healthcare	NOUN
easat-5005	279	14	practices	practice	NOUN
easat-5005	279	15	and	and	CCONJ
easat-5005	279	16	enhancing	enhance	VERB
easat-5005	279	17	patient	patient	ADJ
easat-5005	279	18	care	care	NOUN
easat-5005	279	19	.	.	PUNCT
easat-5005	280	1	leveraging	leverage	VERB
easat-5005	280	2	artificial	artificial	ADJ
easat-5005	280	3	intelligence	intelligence	NOUN
easat-5005	280	4	,	,	PUNCT
easat-5005	280	5	machine	machine	NOUN
easat-5005	280	6	learning	learning	NOUN
easat-5005	280	7	,	,	PUNCT
easat-5005	280	8	and	and	CCONJ
easat-5005	280	9	natural	natural	ADJ
easat-5005	280	10	language	language	NOUN
easat-5005	280	11	processing	processing	NOUN
easat-5005	280	12	,	,	PUNCT
easat-5005	280	13	it	it	PRON
easat-5005	280	14	efficiently	efficiently	ADV
easat-5005	280	15	analyzes	analyze	VERB
easat-5005	280	16	vast	vast	ADJ
easat-5005	280	17	medical	medical	ADJ
easat-5005	280	18	data	datum	NOUN
easat-5005	280	19	and	and	CCONJ
easat-5005	280	20	provides	provide	VERB
easat-5005	280	21	accurate	accurate	ADJ
easat-5005	280	22	diagnoses	diagnosis	NOUN
easat-5005	280	23	and	and	CCONJ
easat-5005	280	24	evidence	evidence	NOUN
easat-5005	280	25	-	-	PUNCT
easat-5005	280	26	based	base	VERB
easat-5005	280	27	treatment	treatment	NOUN
easat-5005	280	28	recommendations	recommendation	NOUN
easat-5005	280	29	.	.	PUNCT
easat-5005	281	1	with	with	ADP
easat-5005	281	2	24/7	24/7	NUM
easat-5005	281	3	availability	availability	NOUN
easat-5005	281	4	,	,	PUNCT
easat-5005	281	5	it	it	PRON
easat-5005	281	6	engages	engage	VERB
easat-5005	281	7	patients	patient	NOUN
easat-5005	281	8	through	through	ADP
easat-5005	281	9	personalized	personalize	VERB
easat-5005	281	10	health	health	NOUN
easat-5005	281	11	advice	advice	NOUN
easat-5005	281	12	and	and	CCONJ
easat-5005	281	13	proactive	proactive	ADJ
easat-5005	281	14	management	management	NOUN
easat-5005	281	15	,	,	PUNCT
easat-5005	281	16	empowering	empower	VERB
easat-5005	281	17	individuals	individual	NOUN
easat-5005	281	18	to	to	PART
easat-5005	281	19	take	take	VERB
easat-5005	281	20	control	control	NOUN
easat-5005	281	21	of	of	ADP
easat-5005	281	22	their	their	PRON
easat-5005	281	23	well	well	ADV
easat-5005	281	24	-	-	PUNCT
easat-5005	281	25	being	being	NOUN
easat-5005	281	26	.	.	PUNCT
easat-5005	282	1	the	the	DET
easat-5005	282	2	assistant	assistant	NOUN
easat-5005	282	3	's	's	PART
easat-5005	282	4	continual	continual	ADJ
easat-5005	282	5	learning	learn	VERB
easat-5005	282	6	capabilities	capability	NOUN
easat-5005	282	7	ensure	ensure	VERB
easat-5005	282	8	continuous	continuous	ADJ
easat-5005	282	9	improvement	improvement	NOUN
easat-5005	282	10	,	,	PUNCT
easat-5005	282	11	optimizing	optimize	VERB
easat-5005	282	12	healthcare	healthcare	NOUN
easat-5005	282	13	workflows	workflow	NOUN
easat-5005	282	14	and	and	CCONJ
easat-5005	282	15	resource	resource	NOUN
easat-5005	282	16	allocation	allocation	NOUN
easat-5005	282	17	.	.	PUNCT
easat-5005	283	1	by	by	ADP
easat-5005	283	2	integrating	integrate	VERB
easat-5005	283	3	the	the	DET
easat-5005	283	4	latest	late	ADJ
easat-5005	283	5	medical	medical	ADJ
easat-5005	283	6	research	research	NOUN
easat-5005	283	7	and	and	CCONJ
easat-5005	283	8	clinical	clinical	ADJ
easat-5005	283	9	guidelines	guideline	NOUN
easat-5005	283	10	,	,	PUNCT
easat-5005	283	11	it	it	PRON
easat-5005	283	12	equips	equip	VERB
easat-5005	283	13	healthcare	healthcare	NOUN
easat-5005	283	14	professionals	professional	NOUN
easat-5005	283	15	with	with	ADP
easat-5005	283	16	up	up	ADP
easat-5005	283	17	-	-	PUNCT
easat-5005	283	18	to	to	ADP
easat-5005	283	19	-	-	PUNCT
easat-5005	283	20	date	date	NOUN
easat-5005	283	21	information	information	NOUN
easat-5005	283	22	for	for	ADP
easat-5005	283	23	informed	informed	ADJ
easat-5005	283	24	decision	decision	NOUN
easat-5005	283	25	-	-	PUNCT
easat-5005	283	26	making	making	NOUN
easat-5005	283	27	.	.	PUNCT
easat-5005	284	1	however	however	ADV
easat-5005	284	2	,	,	PUNCT
easat-5005	284	3	challenges	challenge	NOUN
easat-5005	284	4	related	relate	VERB
easat-5005	284	5	to	to	ADP
easat-5005	284	6	patient	patient	ADJ
easat-5005	284	7	data	datum	NOUN
easat-5005	284	8	privacy	privacy	NOUN
easat-5005	284	9	,	,	PUNCT
easat-5005	284	10	algorithm	algorithm	NOUN
easat-5005	284	11	transparency	transparency	NOUN
easat-5005	284	12	,	,	PUNCT
easat-5005	284	13	and	and	CCONJ
easat-5005	284	14	ethical	ethical	ADJ
easat-5005	284	15	considerations	consideration	NOUN
easat-5005	284	16	necessitate	necessitate	ADJ
easat-5005	284	17	careful	careful	ADJ
easat-5005	284	18	consideration	consideration	NOUN
easat-5005	284	19	and	and	CCONJ
easat-5005	284	20	adherence	adherence	NOUN
easat-5005	284	21	to	to	ADP
easat-5005	284	22	ethical	ethical	ADJ
easat-5005	284	23	standards	standard	NOUN
easat-5005	284	24	.	.	PUNCT
easat-5005	285	1	despite	despite	SCONJ
easat-5005	285	2	these	these	DET
easat-5005	285	3	challenges	challenge	NOUN
easat-5005	285	4	,	,	PUNCT
easat-5005	285	5	the	the	DET
easat-5005	285	6	ai	ai	ADJ
easat-5005	285	7	doctor	doctor	NOUN
easat-5005	285	8	assistant	assistant	NOUN
easat-5005	285	9	holds	hold	VERB
easat-5005	285	10	immense	immense	ADJ
easat-5005	285	11	potential	potential	NOUN
easat-5005	285	12	to	to	PART
easat-5005	285	13	transform	transform	VERB
easat-5005	285	14	healthcare	healthcare	NOUN
easat-5005	285	15	,	,	PUNCT
easat-5005	285	16	improve	improve	VERB
easat-5005	285	17	patient	patient	ADJ
easat-5005	285	18	outcomes	outcome	NOUN
easat-5005	285	19	,	,	PUNCT
easat-5005	285	20	and	and	CCONJ
easat-5005	285	21	advance	advance	VERB
easat-5005	285	22	medical	medical	ADJ
easat-5005	285	23	practices	practice	NOUN
easat-5005	285	24	,	,	PUNCT
easat-5005	285	25	driving	drive	VERB
easat-5005	285	26	us	we	PRON
easat-5005	285	27	towards	towards	ADP
easat-5005	285	28	a	a	DET
easat-5005	285	29	more	more	ADV
easat-5005	285	30	efficient	efficient	ADJ
easat-5005	285	31	,	,	PUNCT
easat-5005	285	32	accessible	accessible	ADJ
easat-5005	285	33	,	,	PUNCT
easat-5005	285	34	and	and	CCONJ
easat-5005	285	35	patient	patient	ADJ
easat-5005	285	36	-	-	PUNCT
easat-5005	285	37	centric	centric	ADJ
easat-5005	285	38	healthcare	healthcare	NOUN
easat-5005	285	39	system	system	NOUN
easat-5005	285	40	.	.	PUNCT
easat-5005	286	1	10	10	NUM
easat-5005	286	2	.	.	PUNCT
easat-5005	286	3	conclusion	conclusion	NOUN
easat-5005	286	4	in	in	ADP
easat-5005	286	5	conclusion	conclusion	NOUN
easat-5005	286	6	,	,	PUNCT
easat-5005	286	7	the	the	DET
easat-5005	286	8	ai	ai	ADJ
easat-5005	286	9	doctor	doctor	NOUN
easat-5005	286	10	assistant	assistant	NOUN
easat-5005	286	11	represents	represent	VERB
easat-5005	286	12	a	a	DET
easat-5005	286	13	significant	significant	ADJ
easat-5005	286	14	advancement	advancement	NOUN
easat-5005	286	15	in	in	ADP
easat-5005	286	16	healthcare	healthcare	PROPN
easat-5005	286	17	technology	technology	NOUN
easat-5005	286	18	,	,	PUNCT
easat-5005	286	19	offering	offer	VERB
easat-5005	286	20	promising	promise	VERB
easat-5005	286	21	solutions	solution	NOUN
easat-5005	286	22	to	to	PART
easat-5005	286	23	enhance	enhance	VERB
easat-5005	286	24	patient	patient	ADJ
easat-5005	286	25	care	care	NOUN
easat-5005	286	26	,	,	PUNCT
easat-5005	286	27	support	support	VERB
easat-5005	286	28	healthcare	healthcare	NOUN
easat-5005	286	29	professionals	professional	NOUN
easat-5005	286	30	,	,	PUNCT
easat-5005	286	31	and	and	CCONJ
easat-5005	286	32	improve	improve	VERB
easat-5005	286	33	overall	overall	ADJ
easat-5005	286	34	healthcare	healthcare	NOUN
easat-5005	286	35	outcomes	outcome	NOUN
easat-5005	286	36	.	.	PUNCT
easat-5005	287	1	throughout	throughout	ADP
easat-5005	287	2	this	this	DET
easat-5005	287	3	discussion	discussion	NOUN
easat-5005	287	4	,	,	PUNCT
easat-5005	287	5	we	we	PRON
easat-5005	287	6	have	have	AUX
easat-5005	287	7	explored	explore	VERB
easat-5005	287	8	the	the	DET
easat-5005	287	9	key	key	ADJ
easat-5005	287	10	components	component	NOUN
easat-5005	287	11	and	and	CCONJ
easat-5005	287	12	functionalities	functionality	NOUN
easat-5005	287	13	of	of	ADP
easat-5005	287	14	an	an	DET
easat-5005	287	15	ai	ai	NOUN
easat-5005	287	16	doctor	doctor	NOUN
easat-5005	287	17	assistant	assistant	NOUN
easat-5005	287	18	,	,	PUNCT
easat-5005	287	19	highlighting	highlight	VERB
easat-5005	287	20	its	its	PRON
easat-5005	287	21	potential	potential	ADJ
easat-5005	287	22	benefits	benefit	NOUN
easat-5005	287	23	and	and	CCONJ
easat-5005	287	24	challenges	challenge	NOUN
easat-5005	287	25	.	.	PUNCT
easat-5005	288	1	the	the	DET
easat-5005	288	2	ai	ai	ADJ
easat-5005	288	3	doctor	doctor	NOUN
easat-5005	288	4	assistant	assistant	NOUN
easat-5005	288	5	leverages	leverage	NOUN
easat-5005	288	6	cutting	cutting	NOUN
easat-5005	288	7	-	-	PUNCT
easat-5005	288	8	edge	edge	NOUN
easat-5005	288	9	technologies	technology	NOUN
easat-5005	288	10	,	,	PUNCT
easat-5005	288	11	such	such	ADJ
easat-5005	288	12	as	as	ADP
easat-5005	288	13	natural	natural	ADJ
easat-5005	288	14	language	language	NOUN
easat-5005	288	15	processing	processing	NOUN
easat-5005	288	16	,	,	PUNCT
easat-5005	288	17	machine	machine	NOUN
easat-5005	288	18	learning	learning	NOUN
easat-5005	288	19	,	,	PUNCT
easat-5005	288	20	and	and	CCONJ
easat-5005	288	21	data	datum	NOUN
easat-5005	288	22	analysis	analysis	NOUN
easat-5005	288	23	,	,	PUNCT
easat-5005	288	24	to	to	PART
easat-5005	288	25	process	process	VERB
easat-5005	288	26	vast	vast	ADJ
easat-5005	288	27	amounts	amount	NOUN
easat-5005	288	28	of	of	ADP
easat-5005	288	29	medical	medical	ADJ
easat-5005	288	30	information	information	NOUN
easat-5005	288	31	,	,	PUNCT
easat-5005	288	32	extract	extract	VERB
easat-5005	288	33	valuable	valuable	ADJ
easat-5005	288	34	insights	insight	NOUN
easat-5005	288	35	,	,	PUNCT
easat-5005	288	36	and	and	CCONJ
easat-5005	288	37	provide	provide	VERB
easat-5005	288	38	intelligent	intelligent	ADJ
easat-5005	288	39	support	support	NOUN
easat-5005	288	40	to	to	ADP
easat-5005	288	41	healthcare	healthcare	NOUN
easat-5005	288	42	professionals	professional	NOUN
easat-5005	288	43	.	.	PUNCT
easat-5005	289	1	its	its	PRON
easat-5005	289	2	ability	ability	NOUN
easat-5005	289	3	to	to	PART
easat-5005	289	4	rapidly	rapidly	ADV
easat-5005	289	5	analyze	analyze	VERB
easat-5005	289	6	medical	medical	ADJ
easat-5005	289	7	data	datum	NOUN
easat-5005	289	8	,	,	PUNCT
easat-5005	289	9	interpret	interpret	VERB
easat-5005	289	10	patient	patient	ADJ
easat-5005	289	11	symptoms	symptom	NOUN
easat-5005	289	12	,	,	PUNCT
easat-5005	289	13	and	and	CCONJ
easat-5005	289	14	suggest	suggest	VERB
easat-5005	289	15	accurate	accurate	ADJ
easat-5005	289	16	diagnoses	diagnosis	NOUN
easat-5005	289	17	can	can	AUX
easat-5005	289	18	significantly	significantly	ADV
easat-5005	289	19	reduce	reduce	VERB
easat-5005	289	20	the	the	DET
easat-5005	289	21	time	time	NOUN
easat-5005	289	22	and	and	CCONJ
easat-5005	289	23	effort	effort	NOUN
easat-5005	289	24	required	require	VERB
easat-5005	289	25	for	for	ADP
easat-5005	289	26	medical	medical	ADJ
easat-5005	289	27	decision	decision	NOUN
easat-5005	289	28	-	-	PUNCT
easat-5005	289	29	making	making	NOUN
easat-5005	289	30	.	.	PUNCT
easat-5005	290	1	furthermore	furthermore	ADV
easat-5005	290	2	,	,	PUNCT
easat-5005	290	3	the	the	DET
easat-5005	290	4	ai	ai	ADJ
easat-5005	290	5	doctor	doctor	NOUN
easat-5005	290	6	assistant	assistant	NOUN
easat-5005	290	7	facilitates	facilitate	VERB
easat-5005	290	8	evidence	evidence	NOUN
easat-5005	290	9	-	-	PUNCT
easat-5005	290	10	based	base	VERB
easat-5005	290	11	medicine	medicine	NOUN
easat-5005	290	12	by	by	ADP
easat-5005	290	13	integrating	integrate	VERB
easat-5005	290	14	the	the	DET
easat-5005	290	15	latest	late	ADJ
easat-5005	290	16	medical	medical	ADJ
easat-5005	290	17	research	research	NOUN
easat-5005	290	18	,	,	PUNCT
easat-5005	290	19	clinical	clinical	ADJ
easat-5005	290	20	guidelines	guideline	NOUN
easat-5005	290	21	,	,	PUNCT
easat-5005	290	22	and	and	CCONJ
easat-5005	290	23	best	good	ADJ
easat-5005	290	24	practices	practice	NOUN
easat-5005	290	25	into	into	ADP
easat-5005	290	26	its	its	PRON
easat-5005	290	27	knowledge	knowledge	NOUN
easat-5005	290	28	base	base	NOUN
easat-5005	290	29	.	.	PUNCT
easat-5005	291	1	by	by	ADP
easat-5005	291	2	doing	do	VERB
easat-5005	291	3	so	so	ADV
easat-5005	291	4	,	,	PUNCT
easat-5005	291	5	it	it	PRON
easat-5005	291	6	ensures	ensure	VERB
easat-5005	291	7	that	that	SCONJ
easat-5005	291	8	healthcare	healthcare	NOUN
easat-5005	291	9	providers	provider	NOUN
easat-5005	291	10	have	have	VERB
easat-5005	291	11	access	access	NOUN
easat-5005	291	12	to	to	ADP
easat-5005	291	13	the	the	DET
easat-5005	291	14	most	most	ADJ
easat-5005	291	15	up	up	ADP
easat-5005	291	16	-	-	PUNCT
easat-5005	291	17	to	to	ADP
easat-5005	291	18	-	-	PUNCT
easat-5005	291	19	date	date	NOUN
easat-5005	291	20	information	information	NOUN
easat-5005	291	21	and	and	CCONJ
easat-5005	291	22	can	can	AUX
easat-5005	291	23	make	make	VERB
easat-5005	291	24	informed	informed	ADJ
easat-5005	291	25	decisions	decision	NOUN
easat-5005	291	26	tailored	tailor	VERB
easat-5005	291	27	to	to	ADP
easat-5005	291	28	each	each	DET
easat-5005	291	29	patient	patient	NOUN
easat-5005	291	30	's	's	PART
easat-5005	291	31	unique	unique	ADJ
easat-5005	291	32	needs	need	NOUN
easat-5005	291	33	.	.	PUNCT
easat-5005	292	1	the	the	DET
easat-5005	292	2	assistant	assistant	NOUN
easat-5005	292	3	's	's	PART
easat-5005	292	4	patient	patient	NOUN
easat-5005	292	5	-	-	PUNCT
easat-5005	292	6	facing	face	VERB
easat-5005	292	7	capabilities	capability	NOUN
easat-5005	292	8	empower	empower	NOUN
easat-5005	292	9	individuals	individual	NOUN
easat-5005	292	10	to	to	PART
easat-5005	292	11	take	take	VERB
easat-5005	292	12	a	a	DET
easat-5005	292	13	more	more	ADV
easat-5005	292	14	active	active	ADJ
easat-5005	292	15	role	role	NOUN
easat-5005	292	16	in	in	ADP
easat-5005	292	17	managing	manage	VERB
easat-5005	292	18	their	their	PRON
easat-5005	292	19	health	health	NOUN
easat-5005	292	20	.	.	PUNCT
easat-5005	293	1	it	it	PRON
easat-5005	293	2	provides	provide	VERB
easat-5005	293	3	personalized	personalized	ADJ
easat-5005	293	4	health	health	NOUN
easat-5005	293	5	recommendations	recommendation	NOUN
easat-5005	293	6	,	,	PUNCT
easat-5005	293	7	educates	educate	VERB
easat-5005	293	8	patients	patient	NOUN
easat-5005	293	9	about	about	ADP
easat-5005	293	10	their	their	PRON
easat-5005	293	11	conditions	condition	NOUN
easat-5005	293	12	and	and	CCONJ
easat-5005	293	13	treatment	treatment	NOUN
easat-5005	293	14	options	option	NOUN
easat-5005	293	15	,	,	PUNCT
easat-5005	293	16	and	and	CCONJ
easat-5005	293	17	promotes	promote	VERB
easat-5005	293	18	proactive	proactive	ADJ
easat-5005	293	19	healthcare	healthcare	NOUN
easat-5005	293	20	practices	practice	NOUN
easat-5005	293	21	.	.	PUNCT
easat-5005	294	1	this	this	DET
easat-5005	294	2	patient	patient	ADJ
easat-5005	294	3	-	-	PUNCT
easat-5005	294	4	centric	centric	ADJ
easat-5005	294	5	approach	approach	NOUN
easat-5005	294	6	fosters	foster	VERB
easat-5005	294	7	better	well	ADJ
easat-5005	294	8	communication	communication	NOUN
easat-5005	294	9	between	between	ADP
easat-5005	294	10	patients	patient	NOUN
easat-5005	294	11	and	and	CCONJ
easat-5005	294	12	healthcare	healthcare	NOUN
easat-5005	294	13	professionals	professional	NOUN
easat-5005	294	14	,	,	PUNCT
easat-5005	294	15	leading	lead	VERB
easat-5005	294	16	to	to	ADP
easat-5005	294	17	improved	improve	VERB
easat-5005	294	18	patient	patient	ADJ
easat-5005	294	19	engagement	engagement	NOUN
easat-5005	294	20	and	and	CCONJ
easat-5005	294	21	adherence	adherence	NOUN
easat-5005	294	22	to	to	ADP
easat-5005	294	23	treatment	treatment	NOUN
easat-5005	294	24	plans	plan	NOUN
easat-5005	294	25	.	.	PUNCT
easat-5005	295	1	despite	despite	SCONJ
easat-5005	295	2	its	its	PRON
easat-5005	295	3	numerous	numerous	ADJ
easat-5005	295	4	benefits	benefit	NOUN
easat-5005	295	5	,	,	PUNCT
easat-5005	295	6	the	the	DET
easat-5005	295	7	ai	ai	ADJ
easat-5005	295	8	doctor	doctor	NOUN
easat-5005	295	9	assistant	assistant	NOUN
easat-5005	295	10	also	also	ADV
easat-5005	295	11	faces	face	VERB
easat-5005	295	12	challenges	challenge	NOUN
easat-5005	295	13	.	.	PUNCT
easat-5005	296	1	ensuring	ensure	VERB
easat-5005	296	2	the	the	DET
easat-5005	296	3	privacy	privacy	NOUN
easat-5005	296	4	and	and	CCONJ
easat-5005	296	5	security	security	NOUN
easat-5005	296	6	of	of	ADP
easat-5005	296	7	patient	patient	ADJ
easat-5005	296	8	data	datum	NOUN
easat-5005	296	9	is	be	AUX
easat-5005	296	10	of	of	ADP
easat-5005	296	11	paramount	paramount	PROPN
easat-5005	296	12	1992	1992	NUM
easat-5005	296	13	edelweiss	edelweiss	PROPN
easat-5005	296	14	applied	apply	VERB
easat-5005	296	15	science	science	NOUN
easat-5005	296	16	and	and	CCONJ
easat-5005	296	17	technology	technology	NOUN
easat-5005	296	18	issn	issn	PROPN
easat-5005	296	19	:	:	PUNCT
easat-5005	296	20	2576	2576	NUM
easat-5005	296	21	-	-	SYM
easat-5005	296	22	8484	8484	NUM
easat-5005	296	23	vol	vol	NOUN
easat-5005	296	24	.	.	PROPN
easat-5005	297	1	9	9	NUM
easat-5005	297	2	,	,	PUNCT
easat-5005	297	3	no	no	INTJ
easat-5005	297	4	.	.	NOUN
easat-5005	297	5	2	2	NUM
easat-5005	297	6	:	:	PUNCT
easat-5005	297	7	1980	1980	NUM
easat-5005	297	8	-	-	SYM
easat-5005	297	9	1992	1992	NUM
easat-5005	297	10	,	,	PUNCT
easat-5005	297	11	2025	2025	NUM
easat-5005	297	12	doi	doi	NOUN
easat-5005	297	13	:	:	PUNCT
easat-5005	297	14	10.55214/25768484.v9i2.5005	10.55214/25768484.v9i2.5005	PROPN
easat-5005	297	15	©	©	PROPN
easat-5005	297	16	2025	2025	NUM
easat-5005	297	17	by	by	ADP
easat-5005	297	18	the	the	DET
easat-5005	297	19	authors	author	NOUN
easat-5005	297	20	;	;	PUNCT
easat-5005	298	1	licensee	licensee	PROPN
easat-5005	298	2	learning	learning	NOUN
easat-5005	298	3	gate	gate	NOUN
easat-5005	298	4	importance	importance	NOUN
easat-5005	298	5	to	to	PART
easat-5005	298	6	maintain	maintain	VERB
easat-5005	298	7	patient	patient	ADJ
easat-5005	298	8	trust	trust	NOUN
easat-5005	298	9	and	and	CCONJ
easat-5005	298	10	compliance	compliance	NOUN
easat-5005	298	11	with	with	ADP
easat-5005	298	12	data	datum	NOUN
easat-5005	298	13	protection	protection	NOUN
easat-5005	298	14	regulations	regulation	NOUN
easat-5005	298	15	.	.	PUNCT
easat-5005	299	1	ethical	ethical	ADJ
easat-5005	299	2	considerations	consideration	NOUN
easat-5005	299	3	surrounding	surround	VERB
easat-5005	299	4	ai	ai	VERB
easat-5005	299	5	in	in	ADP
easat-5005	299	6	healthcare	healthcare	NOUN
easat-5005	299	7	,	,	PUNCT
easat-5005	299	8	including	include	VERB
easat-5005	299	9	transparency	transparency	NOUN
easat-5005	299	10	,	,	PUNCT
easat-5005	299	11	fairness	fairness	NOUN
easat-5005	299	12	,	,	PUNCT
easat-5005	299	13	and	and	CCONJ
easat-5005	299	14	accountability	accountability	NOUN
easat-5005	299	15	,	,	PUNCT
easat-5005	299	16	must	must	AUX
easat-5005	299	17	be	be	AUX
easat-5005	299	18	thoughtfully	thoughtfully	ADV
easat-5005	299	19	addressed	address	VERB
easat-5005	299	20	to	to	PART
easat-5005	299	21	avoid	avoid	VERB
easat-5005	299	22	potential	potential	ADJ
easat-5005	299	23	biases	bias	NOUN
easat-5005	299	24	and	and	CCONJ
easat-5005	299	25	ensure	ensure	VERB
easat-5005	299	26	responsible	responsible	ADJ
easat-5005	299	27	ai	ai	NOUN
easat-5005	299	28	implementation	implementation	NOUN
easat-5005	299	29	.	.	PUNCT
easat-5005	300	1	as	as	SCONJ
easat-5005	300	2	the	the	DET
easat-5005	300	3	field	field	NOUN
easat-5005	300	4	of	of	ADP
easat-5005	300	5	ai	ai	NOUN
easat-5005	300	6	in	in	ADP
easat-5005	300	7	healthcare	healthcare	PROPN
easat-5005	300	8	continues	continue	VERB
easat-5005	300	9	to	to	PART
easat-5005	300	10	evolve	evolve	VERB
easat-5005	300	11	,	,	PUNCT
easat-5005	300	12	ongoing	ongoing	ADJ
easat-5005	300	13	research	research	NOUN
easat-5005	300	14	,	,	PUNCT
easat-5005	300	15	development	development	NOUN
easat-5005	300	16	,	,	PUNCT
easat-5005	300	17	and	and	CCONJ
easat-5005	300	18	collaboration	collaboration	NOUN
easat-5005	300	19	between	between	ADP
easat-5005	300	20	technologists	technologist	NOUN
easat-5005	300	21	,	,	PUNCT
easat-5005	300	22	healthcare	healthcare	NOUN
easat-5005	300	23	professionals	professional	NOUN
easat-5005	300	24	,	,	PUNCT
easat-5005	300	25	and	and	CCONJ
easat-5005	300	26	policymakers	policymaker	NOUN
easat-5005	300	27	are	be	AUX
easat-5005	300	28	critical	critical	ADJ
easat-5005	300	29	to	to	PART
easat-5005	300	30	maximize	maximize	VERB
easat-5005	300	31	the	the	DET
easat-5005	300	32	potential	potential	NOUN
easat-5005	300	33	of	of	ADP
easat-5005	300	34	the	the	DET
easat-5005	300	35	ai	ai	ADJ
easat-5005	300	36	doctor	doctor	NOUN
easat-5005	300	37	assistant	assistant	NOUN
easat-5005	300	38	while	while	SCONJ
easat-5005	300	39	mitigating	mitigate	VERB
easat-5005	300	40	its	its	PRON
easat-5005	300	41	limitations	limitation	NOUN
easat-5005	300	42	.	.	PUNCT
easat-5005	301	1	transparency	transparency	NOUN
easat-5005	301	2	:	:	PUNCT
easat-5005	301	3	the	the	DET
easat-5005	301	4	authors	author	NOUN
easat-5005	301	5	confirm	confirm	VERB
easat-5005	301	6	that	that	SCONJ
easat-5005	301	7	the	the	DET
easat-5005	301	8	manuscript	manuscript	NOUN
easat-5005	301	9	is	be	AUX
easat-5005	301	10	an	an	DET
easat-5005	301	11	honest	honest	ADJ
easat-5005	301	12	,	,	PUNCT
easat-5005	301	13	accurate	accurate	ADJ
easat-5005	301	14	,	,	PUNCT
easat-5005	301	15	and	and	CCONJ
easat-5005	301	16	transparent	transparent	ADJ
easat-5005	301	17	account	account	NOUN
easat-5005	301	18	of	of	ADP
easat-5005	301	19	the	the	DET
easat-5005	301	20	study	study	NOUN
easat-5005	301	21	;	;	PUNCT
easat-5005	301	22	that	that	SCONJ
easat-5005	301	23	no	no	DET
easat-5005	301	24	vital	vital	ADJ
easat-5005	301	25	features	feature	NOUN
easat-5005	301	26	of	of	ADP
easat-5005	301	27	the	the	DET
easat-5005	301	28	study	study	NOUN
easat-5005	301	29	have	have	AUX
easat-5005	301	30	been	be	AUX
easat-5005	301	31	omitted	omit	VERB
easat-5005	301	32	;	;	PUNCT
easat-5005	301	33	and	and	CCONJ
easat-5005	301	34	that	that	SCONJ
easat-5005	301	35	any	any	DET
easat-5005	301	36	discrepancies	discrepancy	NOUN
easat-5005	301	37	from	from	ADP
easat-5005	301	38	the	the	DET
easat-5005	301	39	study	study	NOUN
easat-5005	301	40	as	as	SCONJ
easat-5005	301	41	planned	plan	VERB
easat-5005	301	42	have	have	AUX
easat-5005	301	43	been	be	AUX
easat-5005	301	44	explained	explain	VERB
easat-5005	301	45	.	.	PUNCT
easat-5005	302	1	this	this	DET
easat-5005	302	2	study	study	NOUN
easat-5005	302	3	followed	follow	VERB
easat-5005	302	4	all	all	DET
easat-5005	302	5	ethical	ethical	ADJ
easat-5005	302	6	practices	practice	NOUN
easat-5005	302	7	during	during	ADP
easat-5005	302	8	writing	writing	NOUN
easat-5005	302	9	.	.	PUNCT
easat-5005	303	1	copyright	copyright	NOUN
easat-5005	303	2	:	:	PUNCT
easat-5005	303	3	©	©	PROPN
easat-5005	303	4	2025	2025	NUM
easat-5005	303	5	by	by	ADP
easat-5005	303	6	the	the	DET
easat-5005	303	7	authors	author	NOUN
easat-5005	303	8	.	.	PUNCT
easat-5005	304	1	this	this	DET
easat-5005	304	2	open	open	ADJ
easat-5005	304	3	-	-	PUNCT
easat-5005	304	4	access	access	NOUN
easat-5005	304	5	article	article	NOUN
easat-5005	304	6	is	be	AUX
easat-5005	304	7	distributed	distribute	VERB
easat-5005	304	8	under	under	ADP
easat-5005	304	9	the	the	DET
easat-5005	304	10	terms	term	NOUN
easat-5005	304	11	and	and	CCONJ
easat-5005	304	12	conditions	condition	NOUN
easat-5005	304	13	of	of	ADP
easat-5005	304	14	the	the	DET
easat-5005	304	15	creative	creative	ADJ
easat-5005	304	16	commons	common	NOUN
easat-5005	304	17	attribution	attribution	NOUN
easat-5005	304	18	(	(	PUNCT
easat-5005	304	19	cc	cc	NOUN
easat-5005	304	20	by	by	ADP
easat-5005	304	21	)	)	PUNCT
easat-5005	304	22	license	license	NOUN
easat-5005	304	23	(	(	PUNCT
easat-5005	304	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5005	304	25	)	)	PUNCT
easat-5005	304	26	.	.	PUNCT
easat-5005	305	1	references	reference	NOUN
easat-5005	305	2	[	[	X
easat-5005	305	3	1	1	NUM
easat-5005	305	4	]	]	PUNCT
easat-5005	305	5	a.	a.	NOUN
easat-5005	305	6	еstеva	еstеva	PROPN
easat-5005	305	7	et	et	PROPN
easat-5005	305	8	al	al	PROPN
easat-5005	305	9	.	.	PROPN
easat-5005	305	10	,	,	PUNCT
easat-5005	305	11	"	"	PUNCT
easat-5005	305	12	dеrmatοlοgist	dеrmatοlοgist	NOUN
easat-5005	305	13	-	-	PUNCT
easat-5005	305	14	lеvеl	lеvеl	PROPN
easat-5005	305	15	classificatiοn	classificatiοn	PROPN
easat-5005	305	16	οf	οf	PROPN
easat-5005	305	17	skin	skin	PROPN
easat-5005	305	18	cancеr	cancеr	PROPN
easat-5005	305	19	with	with	ADP
easat-5005	305	20	dееp	dееp	ADJ
easat-5005	305	21	nеural	nеural	ADJ
easat-5005	305	22	nеtwοrks	nеtwοrk	NOUN
easat-5005	305	23	,	,	PUNCT
easat-5005	305	24	"	"	PUNCT
easat-5005	305	25	naturе	naturе	ADJ
easat-5005	305	26	,	,	PUNCT
easat-5005	305	27	vol	vol	NOUN
easat-5005	305	28	.	.	PROPN
easat-5005	305	29	542	542	NUM
easat-5005	305	30	,	,	PUNCT
easat-5005	305	31	no	no	INTJ
easat-5005	305	32	.	.	PUNCT
easat-5005	305	33	639	639	NUM
easat-5005	305	34	,	,	PUNCT
easat-5005	305	35	pp	pp	ADJ
easat-5005	305	36	.	.	PUNCT
easat-5005	306	1	115	115	NUM
easat-5005	306	2	-	-	SYM
easat-5005	306	3	118	118	NUM
easat-5005	306	4	,	,	PUNCT
easat-5005	306	5	2017	2017	NUM
easat-5005	306	6	.	.	PUNCT
easat-5005	307	1	https://doi.org/10.1038/nature21056	https://doi.org/10.1038/nature21056	PROPN
easat-5005	307	2	[	[	X
easat-5005	307	3	2	2	NUM
easat-5005	307	4	]	]	PUNCT
easat-5005	307	5	a.	a.	NOUN
easat-5005	307	6	rajkοmar	rajkοmar	PROPN
easat-5005	307	7	,	,	PUNCT
easat-5005	307	8	j.	j.	PROPN
easat-5005	307	9	dеan	dеan	PROPN
easat-5005	307	10	,	,	PUNCT
easat-5005	307	11	and	and	CCONJ
easat-5005	307	12	i.	i.	PROPN
easat-5005	307	13	kοhanе	kοhanе	PROPN
easat-5005	307	14	,	,	PUNCT
easat-5005	307	15	"	"	PUNCT
easat-5005	307	16	machinе	machinе	NOUN
easat-5005	307	17	lеarning	lеarne	VERB
easat-5005	307	18	in	in	ADP
easat-5005	307	19	mеdicinе	mеdicinе	NOUN
easat-5005	307	20	,	,	PUNCT
easat-5005	307	21	"	"	PUNCT
easat-5005	307	22	nеw	nеw	INTJ
easat-5005	307	23	еngland	еngland	PROPN
easat-5005	307	24	jοurnal	jοurnal	PROPN
easat-5005	307	25	οf	οf	PROPN
easat-5005	307	26	mеdicinе	mеdicinе	NOUN
easat-5005	307	27	,	,	PUNCT
easat-5005	307	28	vol	vol	NOUN
easat-5005	307	29	.	.	PROPN
easat-5005	307	30	380	380	NUM
easat-5005	307	31	,	,	PUNCT
easat-5005	307	32	no	no	INTJ
easat-5005	307	33	.	.	NOUN
easat-5005	307	34	14	14	NUM
easat-5005	307	35	,	,	PUNCT
easat-5005	307	36	pp	pp	ADJ
easat-5005	307	37	.	.	PUNCT
easat-5005	308	1	1347	1347	NUM
easat-5005	308	2	-	-	SYM
easat-5005	308	3	1358	1358	NUM
easat-5005	308	4	,	,	PUNCT
easat-5005	308	5	2019	2019	NUM
easat-5005	308	6	.	.	PUNCT
easat-5005	309	1	https://doi.org/10.1056/nejmra1814259	https://doi.org/10.1056/nejmra1814259	PROPN
easat-5005	309	2	[	[	X
easat-5005	309	3	3	3	NUM
easat-5005	309	4	]	]	PUNCT
easat-5005	309	5	a.	a.	NOUN
easat-5005	309	6	l.	l.	PROPN
easat-5005	309	7	beam	beam	PROPN
easat-5005	309	8	and	and	CCONJ
easat-5005	309	9	i.	i.	PROPN
easat-5005	309	10	s.	s.	PROPN
easat-5005	309	11	kohane	kohane	PROPN
easat-5005	309	12	,	,	PUNCT
easat-5005	309	13	"	"	PUNCT
easat-5005	309	14	big	big	ADJ
easat-5005	309	15	data	datum	NOUN
easat-5005	309	16	and	and	CCONJ
easat-5005	309	17	machine	machine	NOUN
easat-5005	309	18	learning	learning	NOUN
easat-5005	309	19	in	in	ADP
easat-5005	309	20	health	health	NOUN
easat-5005	309	21	care	care	NOUN
easat-5005	309	22	,	,	PUNCT
easat-5005	309	23	"	"	PUNCT
easat-5005	309	24	jama	jama	NOUN
easat-5005	309	25	,	,	PUNCT
easat-5005	309	26	vol	vol	NOUN
easat-5005	309	27	.	.	PROPN
easat-5005	310	1	319	319	NUM
easat-5005	310	2	,	,	PUNCT
easat-5005	310	3	no	no	INTJ
easat-5005	310	4	.	.	NOUN
easat-5005	310	5	13	13	NUM
easat-5005	310	6	,	,	PUNCT
easat-5005	310	7	pp	pp	ADJ
easat-5005	310	8	.	.	PUNCT
easat-5005	311	1	1317	1317	NUM
easat-5005	311	2	-	-	SYM
easat-5005	311	3	1318	1318	NUM
easat-5005	311	4	,	,	PUNCT
easat-5005	311	5	2018	2018	NUM
easat-5005	311	6	.	.	PUNCT
easat-5005	312	1	https://doi.org/10.1001/jama.2017.18391	https://doi.org/10.1001/jama.2017.18391	PROPN
easat-5005	313	1	[	[	X
easat-5005	313	2	4	4	NUM
easat-5005	313	3	]	]	PUNCT
easat-5005	313	4	d.	d.	PROPN
easat-5005	313	5	s.	s.	PROPN
easat-5005	313	6	char	char	PROPN
easat-5005	313	7	,	,	PUNCT
easat-5005	313	8	n.	n.	PROPN
easat-5005	313	9	h.	h.	PROPN
easat-5005	313	10	shah	shah	PROPN
easat-5005	313	11	,	,	PUNCT
easat-5005	313	12	and	and	CCONJ
easat-5005	313	13	d.	d.	PROPN
easat-5005	313	14	magnus	magnus	PROPN
easat-5005	313	15	,	,	PUNCT
easat-5005	313	16	"	"	PUNCT
easat-5005	313	17	implеmеnting	implеmеnte	VERB
easat-5005	313	18	machinе	machinе	NOUN
easat-5005	313	19	lеarning	lеarne	VERB
easat-5005	313	20	in	in	ADP
easat-5005	313	21	hеalth	hеalth	PROPN
easat-5005	313	22	carе	carе	PROPN
easat-5005	313	23	—	—	PUNCT
easat-5005	313	24	addrеssing	addrеsse	VERB
easat-5005	313	25	еthical	еthical	ADJ
easat-5005	313	26	challеngеs	challеngеs	NOUN
easat-5005	313	27	,	,	PUNCT
easat-5005	313	28	"	"	PUNCT
easat-5005	313	29	nеw	nеw	INTJ
easat-5005	313	30	еngland	еngland	PROPN
easat-5005	313	31	jοurnal	jοurnal	PROPN
easat-5005	313	32	οf	οf	PROPN
easat-5005	313	33	mеdicinе	mеdicinе	NOUN
easat-5005	313	34	,	,	PUNCT
easat-5005	313	35	vol	vol	NOUN
easat-5005	313	36	.	.	PROPN
easat-5005	313	37	378	378	NUM
easat-5005	313	38	,	,	PUNCT
easat-5005	313	39	no	no	INTJ
easat-5005	313	40	.	.	NOUN
easat-5005	313	41	11	11	NUM
easat-5005	313	42	,	,	PUNCT
easat-5005	313	43	pp	pp	ADJ
easat-5005	313	44	.	.	PUNCT
easat-5005	314	1	981	981	NUM
easat-5005	314	2	-	-	SYM
easat-5005	314	3	983	983	NUM
easat-5005	314	4	,	,	PUNCT
easat-5005	314	5	2018	2018	NUM
easat-5005	314	6	.	.	PUNCT
easat-5005	315	1	https://doi.org/10.1056/nejmp1714229	https://doi.org/10.1056/nejmp1714229	X
easat-5005	316	1	[	[	X
easat-5005	316	2	5	5	NUM
easat-5005	316	3	]	]	PUNCT
easat-5005	316	4	r.	r.	PROPN
easat-5005	316	5	miοttο	miοttο	PROPN
easat-5005	316	6	,	,	PUNCT
easat-5005	316	7	f.	f.	PROPN
easat-5005	316	8	wang	wang	PROPN
easat-5005	316	9	,	,	PUNCT
easat-5005	316	10	s.	s.	PROPN
easat-5005	316	11	wang	wang	PROPN
easat-5005	316	12	,	,	PUNCT
easat-5005	316	13	x.	x.	PROPN
easat-5005	316	14	jiang	jiang	PROPN
easat-5005	316	15	,	,	PUNCT
easat-5005	316	16	and	and	CCONJ
easat-5005	316	17	j.	j.	PROPN
easat-5005	316	18	t.	t.	PROPN
easat-5005	316	19	dudlеy	dudlеy	PROPN
easat-5005	316	20	,	,	PUNCT
easat-5005	316	21	"	"	PUNCT
easat-5005	316	22	dееp	dееp	ADJ
easat-5005	316	23	lеarning	lеarning	NOUN
easat-5005	316	24	fοr	fοr	NOUN
easat-5005	316	25	hеalthcarе	hеalthcarе	NOUN
easat-5005	316	26	:	:	PUNCT
easat-5005	316	27	rеviеw	rеviеw	NOUN
easat-5005	316	28	,	,	PUNCT
easat-5005	316	29	οppοrtunitiеs	οppοrtunitiе	NOUN
easat-5005	316	30	and	and	CCONJ
easat-5005	316	31	challеngеs	challеngеs	NOUN
easat-5005	316	32	,	,	PUNCT
easat-5005	316	33	"	"	PUNCT
easat-5005	316	34	briеfings	briеfing	NOUN
easat-5005	316	35	in	in	ADP
easat-5005	316	36	biοinfοrmatics	biοinfοrmatic	NOUN
easat-5005	316	37	,	,	PUNCT
easat-5005	316	38	vol	vol	NOUN
easat-5005	316	39	.	.	PROPN
easat-5005	316	40	19	19	NUM
easat-5005	316	41	,	,	PUNCT
easat-5005	316	42	no	no	INTJ
easat-5005	316	43	.	.	NOUN
easat-5005	316	44	6	6	NUM
easat-5005	316	45	,	,	PUNCT
easat-5005	316	46	pp	pp	ADJ
easat-5005	316	47	.	.	PUNCT
easat-5005	317	1	1236	1236	NUM
easat-5005	317	2	-	-	SYM
easat-5005	317	3	1246	1246	NUM
easat-5005	317	4	,	,	PUNCT
easat-5005	317	5	2017	2017	NUM
easat-5005	317	6	.	.	PUNCT
easat-5005	318	1	https://doi.org/10.1093/bib/bbx044	https://doi.org/10.1093/bib/bbx044	PROPN
easat-5005	318	2	[	[	X
easat-5005	318	3	6	6	NUM
easat-5005	318	4	]	]	SYM
easat-5005	318	5	е	е	X
easat-5005	318	6	.	.	PUNCT
easat-5005	318	7	j.	j.	PROPN
easat-5005	318	8	tοpοl	tοpοl	PROPN
easat-5005	318	9	,	,	PUNCT
easat-5005	318	10	"	"	PUNCT
easat-5005	318	11	high	high	ADJ
easat-5005	318	12	-	-	PUNCT
easat-5005	318	13	pеrfοrmancе	pеrfοrmancе	NOUN
easat-5005	318	14	mеdicinе	mеdicinе	NOUN
easat-5005	318	15	:	:	PUNCT
easat-5005	318	16	thе	thе	PROPN
easat-5005	318	17	cοnvеrgеncе	cοnvеrgеncе	PROPN
easat-5005	318	18	οf	οf	PROPN
easat-5005	318	19	human	human	ADJ
easat-5005	318	20	and	and	CCONJ
easat-5005	318	21	artificial	artificial	ADJ
easat-5005	318	22	intеlligеncе	intеlligеncе	NOUN
easat-5005	318	23	,	,	PUNCT
easat-5005	318	24	"	"	PUNCT
easat-5005	318	25	naturе	naturе	ADJ
easat-5005	318	26	mеdicinе	mеdicinе	NOUN
easat-5005	318	27	,	,	PUNCT
easat-5005	318	28	vol	vol	NOUN
easat-5005	318	29	.	.	PROPN
easat-5005	318	30	25	25	NUM
easat-5005	318	31	,	,	PUNCT
easat-5005	318	32	no	no	INTJ
easat-5005	318	33	.	.	NOUN
easat-5005	318	34	1	1	NUM
easat-5005	318	35	,	,	PUNCT
easat-5005	318	36	pp	pp	ADJ
easat-5005	318	37	.	.	PUNCT
easat-5005	319	1	44	44	NUM
easat-5005	319	2	-	-	SYM
easat-5005	319	3	56	56	NUM
easat-5005	319	4	,	,	PUNCT
easat-5005	319	5	2019	2019	NUM
easat-5005	319	6	.	.	PUNCT
easat-5005	320	1	https://doi.org/10.1038/s41591-018-0300-7	https://doi.org/10.1038/s41591-018-0300-7	NUM
easat-5005	321	1	[	[	X
easat-5005	321	2	7	7	X
easat-5005	321	3	]	]	X
easat-5005	321	4	f.	f.	PROPN
easat-5005	321	5	liaο	liaο	PROPN
easat-5005	321	6	,	,	PUNCT
easat-5005	321	7	m.	m.	PROPN
easat-5005	321	8	liang	liang	PROPN
easat-5005	321	9	,	,	PUNCT
easat-5005	321	10	z.	z.	PROPN
easat-5005	321	11	li	li	PROPN
easat-5005	321	12	,	,	PUNCT
easat-5005	321	13	x.	x.	PROPN
easat-5005	321	14	hu	hu	PROPN
easat-5005	321	15	,	,	PUNCT
easat-5005	321	16	s.	s.	PROPN
easat-5005	321	17	sοng	sοng	PROPN
easat-5005	321	18	,	,	PUNCT
easat-5005	321	19	and	and	CCONJ
easat-5005	321	20	d.	d.	PROPN
easat-5005	321	21	wеn	wеn	PROPN
easat-5005	321	22	,	,	PUNCT
easat-5005	321	23	"	"	PUNCT
easat-5005	321	24	еxplainablе	еxplainablе	NOUN
easat-5005	321	25	and	and	CCONJ
easat-5005	321	26	intеrprеtablе	intеrprеtablе	PROPN
easat-5005	321	27	artificial	artificial	ADJ
easat-5005	321	28	intеlligеncе	intеlligеncе	NOUN
easat-5005	321	29	fοr	fοr	NOUN
easat-5005	321	30	accuratе	accuratе	VERB
easat-5005	321	31	diagnοsis	diagnοsis	PROPN
easat-5005	321	32	οf	οf	PROPN
easat-5005	321	33	gastric	gastric	PROPN
easat-5005	321	34	cancеr	cancеr	PROPN
easat-5005	321	35	:	:	PUNCT
easat-5005	321	36	a	a	DET
easat-5005	321	37	hybrid	hybrid	ADJ
easat-5005	321	38	mοdеl	mοdеl	NOUN
easat-5005	321	39	with	with	ADP
easat-5005	321	40	fеaturе	fеaturе	ADJ
easat-5005	321	41	sеlеctiοn	sеlеctiοn	NOUN
easat-5005	321	42	and	and	CCONJ
easat-5005	321	43	visualizatiοn	visualizatiοn	NOUN
easat-5005	321	44	,	,	PUNCT
easat-5005	321	45	"	"	PUNCT
easat-5005	321	46	iеее	iеее	NOUN
easat-5005	321	47	accеss	accеss	NOUN
easat-5005	321	48	,	,	PUNCT
easat-5005	321	49	vol	vol	NOUN
easat-5005	321	50	.	.	PROPN
easat-5005	321	51	7	7	NUM
easat-5005	321	52	,	,	PUNCT
easat-5005	321	53	pp	pp	ADJ
easat-5005	321	54	.	.	PUNCT
easat-5005	322	1	44063	44063	NUM
easat-5005	322	2	-	-	SYM
easat-5005	322	3	44074	44074	NUM
easat-5005	322	4	,	,	PUNCT
easat-5005	322	5	2019	2019	NUM
easat-5005	322	6	.	.	PUNCT
easat-5005	323	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5005	323	2	https://doi.org/10.1038/nature21056	https://doi.org/10.1038/nature21056	PROPN
easat-5005	323	3	https://doi.org/10.1056/nejmra1814259	https://doi.org/10.1056/nejmra1814259	PROPN
easat-5005	323	4	https://doi.org/10.1001/jama.2017.18391	https://doi.org/10.1001/jama.2017.18391	PROPN
easat-5005	323	5	https://doi.org/10.1056/nejmp1714229	https://doi.org/10.1056/nejmp1714229	X
easat-5005	323	6	https://doi.org/10.1093/bib/bbx044	https://doi.org/10.1093/bib/bbx044	PROPN
easat-5005	323	7	https://doi.org/10.1038/s41591-018-0300-7	https://doi.org/10.1038/s41591-018-0300-7	NUM