id	sid	tid	token	lemma	pos
easat-7349	1	1	edelweiss	edelweiss	PROPN
easat-7349	1	2	applied	apply	VERB
easat-7349	1	3	science	science	NOUN
easat-7349	1	4	and	and	CCONJ
easat-7349	1	5	technology	technology	NOUN
easat-7349	1	6	issn	issn	PROPN
easat-7349	1	7	:	:	PUNCT
easat-7349	1	8	2576	2576	NUM
easat-7349	1	9	-	-	SYM
easat-7349	1	10	8484	8484	NUM
easat-7349	1	11	vol	vol	NOUN
easat-7349	1	12	.	.	PROPN
easat-7349	2	1	9	9	NUM
easat-7349	2	2	,	,	PUNCT
easat-7349	2	3	no	no	INTJ
easat-7349	2	4	.	.	NOUN
easat-7349	2	5	5	5	NUM
easat-7349	2	6	,	,	PUNCT
easat-7349	2	7	1932	1932	NUM
easat-7349	2	8	-	-	SYM
easat-7349	2	9	1941	1941	NUM
easat-7349	2	10	2025	2025	NUM
easat-7349	2	11	publisher	publisher	NOUN
easat-7349	2	12	:	:	PUNCT
easat-7349	2	13	learning	learn	VERB
easat-7349	2	14	gate	gate	NOUN
easat-7349	2	15	doi	doi	PROPN
easat-7349	2	16	:	:	PUNCT
easat-7349	2	17	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	2	18	©	©	PROPN
easat-7349	2	19	2025	2025	NUM
easat-7349	2	20	by	by	ADP
easat-7349	2	21	the	the	DET
easat-7349	2	22	authors	author	NOUN
easat-7349	2	23	;	;	PUNCT
easat-7349	2	24	licensee	licensee	PROPN
easat-7349	2	25	learning	learning	NOUN
easat-7349	2	26	gate	gate	NOUN
easat-7349	3	1	©	©	PROPN
easat-7349	3	2	2025	2025	NUM
easat-7349	3	3	by	by	ADP
easat-7349	3	4	the	the	DET
easat-7349	3	5	authors	author	NOUN
easat-7349	3	6	;	;	PUNCT
easat-7349	3	7	licensee	licensee	PROPN
easat-7349	3	8	learning	learning	NOUN
easat-7349	3	9	gate	gate	NOUN
easat-7349	3	10	history	history	NOUN
easat-7349	3	11	:	:	PUNCT
easat-7349	3	12	received	receive	VERB
easat-7349	3	13	:	:	PUNCT
easat-7349	3	14	17	17	NUM
easat-7349	3	15	february	february	NOUN
easat-7349	3	16	2025	2025	NUM
easat-7349	3	17	;	;	PUNCT
easat-7349	3	18	revised	revise	VERB
easat-7349	3	19	:	:	PUNCT
easat-7349	3	20	5	5	NUM
easat-7349	3	21	may	may	PROPN
easat-7349	3	22	2025	2025	NUM
easat-7349	3	23	;	;	PUNCT
easat-7349	3	24	accepted	accept	VERB
easat-7349	3	25	:	:	PUNCT
easat-7349	3	26	8	8	NUM
easat-7349	3	27	may	may	PROPN
easat-7349	3	28	2025	2025	NUM
easat-7349	3	29	;	;	PUNCT
easat-7349	3	30	published	publish	VERB
easat-7349	3	31	:	:	PUNCT
easat-7349	3	32	20	20	NUM
easat-7349	3	33	may	may	PROPN
easat-7349	3	34	2025	2025	NUM
easat-7349	3	35	*	*	PUNCT
easat-7349	3	36	correspondence	correspondence	NOUN
easat-7349	3	37	:	:	PUNCT
easat-7349	3	38	s.badreddine@tees.ac.uk	s.badreddine@tees.ac.uk	VERB
easat-7349	3	39	neural	neural	ADJ
easat-7349	3	40	network	network	NOUN
easat-7349	3	41	-	-	PUNCT
easat-7349	3	42	based	base	VERB
easat-7349	3	43	disease	disease	NOUN
easat-7349	3	44	prediction	prediction	NOUN
easat-7349	3	45	:	:	PUNCT
easat-7349	3	46	leveraging	leverage	VERB
easat-7349	3	47	symptoms	symptom	NOUN
easat-7349	3	48	for	for	ADP
easat-7349	3	49	accurate	accurate	ADJ
easat-7349	3	50	diagnosis	diagnosis	NOUN
easat-7349	3	51	of	of	ADP
easat-7349	3	52	multiple	multiple	ADJ
easat-7349	3	53	diseases	disease	NOUN
easat-7349	3	54	said	say	VERB
easat-7349	3	55	badreddine1,2	badreddine1,2	PROPN
easat-7349	3	56	*	*	PROPN
easat-7349	3	57	,	,	PUNCT
easat-7349	3	58	tariq	tariq	PROPN
easat-7349	3	59	alwadan1	alwadan1	PROPN
easat-7349	3	60	,	,	PUNCT
easat-7349	3	61	asem	asem	PROPN
easat-7349	3	62	omari1	omari1	NOUN
easat-7349	3	63	,	,	PUNCT
easat-7349	3	64	hamsa	hamsa	NOUN
easat-7349	3	65	al	al	PROPN
easat-7349	3	66	ammari1	ammari1	PROPN
easat-7349	3	67	,	,	PUNCT
easat-7349	3	68	rashid	rashid	PROPN
easat-7349	3	69	ashraf1	ashraf1	PROPN
easat-7349	3	70	,	,	PUNCT
easat-7349	3	71	rachid	rachid	PROPN
easat-7349	3	72	moustaquim1	moustaquim1	PROPN
easat-7349	4	1	1school	1school	NUM
easat-7349	4	2	of	of	ADP
easat-7349	4	3	computing	computing	NOUN
easat-7349	4	4	,	,	PUNCT
easat-7349	4	5	engineering	engineering	NOUN
easat-7349	4	6	&	&	CCONJ
easat-7349	4	7	digital	digital	PROPN
easat-7349	4	8	technologies	technology	NOUN
easat-7349	4	9	,	,	PUNCT
easat-7349	4	10	teesside	teesside	NOUN
easat-7349	4	11	university	university	NOUN
easat-7349	4	12	,	,	PUNCT
easat-7349	4	13	middlesbrough	middlesbrough	PROPN
easat-7349	4	14	ts1	ts1	PROPN
easat-7349	4	15	3bx	3bx	PROPN
easat-7349	4	16	,	,	PUNCT
easat-7349	4	17	uk	uk	PROPN
easat-7349	4	18	;	;	PUNCT
easat-7349	4	19	s.badreddine@tees.ac.uk	s.badreddine@tees.ac.uk	NOUN
easat-7349	4	20	(	(	PUNCT
easat-7349	4	21	s.b	s.b	PROPN
easat-7349	4	22	.	.	PROPN
easat-7349	4	23	)	)	PUNCT
easat-7349	4	24	.	.	PUNCT
easat-7349	5	1	2conputer	2conputer	NUM
easat-7349	5	2	information	information	NOUN
easat-7349	5	3	systems	system	NOUN
easat-7349	5	4	,	,	PUNCT
easat-7349	5	5	higher	high	ADJ
easat-7349	5	6	colleges	college	NOUN
easat-7349	5	7	of	of	ADP
easat-7349	5	8	technology	technology	NOUN
easat-7349	5	9	,	,	PUNCT
easat-7349	5	10	25026	25026	NUM
easat-7349	5	11	,	,	PUNCT
easat-7349	5	12	adu	adu	PROPN
easat-7349	5	13	dhabi	dhabi	PROPN
easat-7349	5	14	,	,	PUNCT
easat-7349	5	15	al	al	PROPN
easat-7349	5	16	ain	ain	PROPN
easat-7349	5	17	,	,	PUNCT
easat-7349	5	18	uae	uae	PROPN
easat-7349	5	19	.	.	PUNCT
easat-7349	6	1	abstract	abstract	PROPN
easat-7349	6	2	:	:	PUNCT
easat-7349	6	3	the	the	DET
easat-7349	6	4	development	development	NOUN
easat-7349	6	5	of	of	ADP
easat-7349	6	6	technology	technology	NOUN
easat-7349	6	7	and	and	CCONJ
easat-7349	6	8	the	the	DET
easat-7349	6	9	availability	availability	NOUN
easat-7349	6	10	of	of	ADP
easat-7349	6	11	patient	patient	ADJ
easat-7349	6	12	data	datum	NOUN
easat-7349	6	13	have	have	AUX
easat-7349	6	14	been	be	AUX
easat-7349	6	15	increasing	increase	VERB
easat-7349	6	16	the	the	DET
easat-7349	6	17	leveraging	leveraging	NOUN
easat-7349	6	18	of	of	ADP
easat-7349	6	19	a	a	DET
easat-7349	6	20	data	data	NOUN
easat-7349	6	21	-	-	PUNCT
easat-7349	6	22	driven	drive	VERB
easat-7349	6	23	approach	approach	NOUN
easat-7349	6	24	to	to	PART
easat-7349	6	25	improve	improve	VERB
easat-7349	6	26	diagnostic	diagnostic	ADJ
easat-7349	6	27	accuracy	accuracy	NOUN
easat-7349	6	28	.	.	PUNCT
easat-7349	7	1	this	this	DET
easat-7349	7	2	research	research	NOUN
easat-7349	7	3	introduces	introduce	VERB
easat-7349	7	4	a	a	DET
easat-7349	7	5	virtual	virtual	ADJ
easat-7349	7	6	diagnosis	diagnosis	NOUN
easat-7349	7	7	program	program	NOUN
easat-7349	7	8	that	that	PRON
easat-7349	7	9	employs	employ	VERB
easat-7349	7	10	neural	neural	ADJ
easat-7349	7	11	networks	network	NOUN
easat-7349	7	12	to	to	PART
easat-7349	7	13	predict	predict	VERB
easat-7349	7	14	diseases	disease	NOUN
easat-7349	7	15	based	base	VERB
easat-7349	7	16	on	on	ADP
easat-7349	7	17	a	a	DET
easat-7349	7	18	dataset	dataset	NOUN
easat-7349	7	19	of	of	ADP
easat-7349	7	20	4,920	4,920	NUM
easat-7349	7	21	patients	patient	NOUN
easat-7349	7	22	and	and	CCONJ
easat-7349	7	23	132	132	NUM
easat-7349	7	24	symptoms	symptom	NOUN
easat-7349	7	25	.	.	PUNCT
easat-7349	8	1	through	through	ADP
easat-7349	8	2	exploratory	exploratory	ADJ
easat-7349	8	3	data	datum	NOUN
easat-7349	8	4	analysis	analysis	NOUN
easat-7349	8	5	and	and	CCONJ
easat-7349	8	6	correlation	correlation	NOUN
easat-7349	8	7	analysis	analysis	NOUN
easat-7349	8	8	,	,	PUNCT
easat-7349	8	9	significant	significant	ADJ
easat-7349	8	10	associations	association	NOUN
easat-7349	8	11	between	between	ADP
easat-7349	8	12	symptoms	symptom	NOUN
easat-7349	8	13	and	and	CCONJ
easat-7349	8	14	diseases	disease	NOUN
easat-7349	8	15	are	be	AUX
easat-7349	8	16	identified	identify	VERB
easat-7349	8	17	.	.	PUNCT
easat-7349	9	1	the	the	DET
easat-7349	9	2	developed	develop	VERB
easat-7349	9	3	system	system	NOUN
easat-7349	9	4	achieves	achieve	VERB
easat-7349	9	5	an	an	DET
easat-7349	9	6	impressive	impressive	ADJ
easat-7349	9	7	accuracy	accuracy	NOUN
easat-7349	9	8	rate	rate	NOUN
easat-7349	9	9	of	of	ADP
easat-7349	9	10	95.6	95.6	NUM
easat-7349	9	11	%	%	NOUN
easat-7349	9	12	in	in	ADP
easat-7349	9	13	diagnosing	diagnose	VERB
easat-7349	9	14	diseases	disease	NOUN
easat-7349	9	15	by	by	ADP
easat-7349	9	16	utilizing	utilize	VERB
easat-7349	9	17	advanced	advanced	ADJ
easat-7349	9	18	optimization	optimization	NOUN
easat-7349	9	19	techniques	technique	NOUN
easat-7349	9	20	for	for	ADP
easat-7349	9	21	training	train	VERB
easat-7349	9	22	the	the	DET
easat-7349	9	23	neural	neural	ADJ
easat-7349	9	24	network	network	NOUN
easat-7349	9	25	model	model	NOUN
easat-7349	9	26	.	.	PUNCT
easat-7349	10	1	this	this	DET
easat-7349	10	2	accuracy	accuracy	NOUN
easat-7349	10	3	demonstrates	demonstrate	VERB
easat-7349	10	4	the	the	DET
easat-7349	10	5	potential	potential	NOUN
easat-7349	10	6	of	of	ADP
easat-7349	10	7	the	the	DET
easat-7349	10	8	program	program	NOUN
easat-7349	10	9	to	to	PART
easat-7349	10	10	assist	assist	VERB
easat-7349	10	11	healthcare	healthcare	NOUN
easat-7349	10	12	professionals	professional	NOUN
easat-7349	10	13	in	in	ADP
easat-7349	10	14	making	make	VERB
easat-7349	10	15	accurate	accurate	ADJ
easat-7349	10	16	diagnoses	diagnosis	NOUN
easat-7349	10	17	,	,	PUNCT
easat-7349	10	18	enhancing	enhance	VERB
easat-7349	10	19	the	the	DET
easat-7349	10	20	precision	precision	NOUN
easat-7349	10	21	and	and	CCONJ
easat-7349	10	22	efficiency	efficiency	NOUN
easat-7349	10	23	of	of	ADP
easat-7349	10	24	disease	disease	NOUN
easat-7349	10	25	identification	identification	NOUN
easat-7349	10	26	.	.	PUNCT
easat-7349	11	1	the	the	DET
easat-7349	11	2	data	data	NOUN
easat-7349	11	3	-	-	PUNCT
easat-7349	11	4	driven	drive	VERB
easat-7349	11	5	approach	approach	NOUN
easat-7349	11	6	of	of	ADP
easat-7349	11	7	this	this	DET
easat-7349	11	8	virtual	virtual	ADJ
easat-7349	11	9	diagnosis	diagnosis	NOUN
easat-7349	11	10	tool	tool	NOUN
easat-7349	11	11	complements	complement	VERB
easat-7349	11	12	medical	medical	ADJ
easat-7349	11	13	expertise	expertise	NOUN
easat-7349	11	14	,	,	PUNCT
easat-7349	11	15	offering	offer	VERB
easat-7349	11	16	valuable	valuable	ADJ
easat-7349	11	17	support	support	NOUN
easat-7349	11	18	for	for	ADP
easat-7349	11	19	timely	timely	ADJ
easat-7349	11	20	and	and	CCONJ
easat-7349	11	21	accurate	accurate	ADJ
easat-7349	11	22	diagnoses	diagnosis	NOUN
easat-7349	11	23	.	.	PUNCT
easat-7349	12	1	keywords	keyword	NOUN
easat-7349	12	2	:	:	PUNCT
easat-7349	12	3	disease	disease	NOUN
easat-7349	12	4	prediction	prediction	NOUN
easat-7349	12	5	,	,	PUNCT
easat-7349	12	6	healthcare	healthcare	NOUN
easat-7349	12	7	technology	technology	NOUN
easat-7349	12	8	,	,	PUNCT
easat-7349	12	9	machine	machine	NOUN
easat-7349	12	10	learning	learning	NOUN
easat-7349	12	11	,	,	PUNCT
easat-7349	12	12	neural	neural	ADJ
easat-7349	12	13	networks	network	NOUN
easat-7349	12	14	.	.	PUNCT
easat-7349	13	1	1	1	X
easat-7349	13	2	.	.	X
easat-7349	13	3	introduction	introduction	NOUN
easat-7349	13	4	the	the	DET
easat-7349	13	5	digitalization	digitalization	NOUN
easat-7349	13	6	of	of	ADP
easat-7349	13	7	the	the	DET
easat-7349	13	8	healthcare	healthcare	NOUN
easat-7349	13	9	sector	sector	NOUN
easat-7349	13	10	holds	hold	VERB
easat-7349	13	11	immense	immense	ADJ
easat-7349	13	12	potential	potential	NOUN
easat-7349	13	13	to	to	PART
easat-7349	13	14	revolutionize	revolutionize	VERB
easat-7349	13	15	global	global	ADJ
easat-7349	13	16	patient	patient	PROPN
easat-7349	13	17	care	care	NOUN
easat-7349	13	18	.	.	PUNCT
easat-7349	14	1	among	among	ADP
easat-7349	14	2	the	the	DET
easat-7349	14	3	various	various	ADJ
easat-7349	14	4	technologies	technology	NOUN
easat-7349	14	5	,	,	PUNCT
easat-7349	14	6	virtual	virtual	ADJ
easat-7349	14	7	tools	tool	NOUN
easat-7349	14	8	such	such	ADJ
easat-7349	14	9	as	as	ADP
easat-7349	14	10	artificial	artificial	ADJ
easat-7349	14	11	intelligence	intelligence	NOUN
easat-7349	14	12	,	,	PUNCT
easat-7349	14	13	blockchain	blockchain	NOUN
easat-7349	14	14	,	,	PUNCT
easat-7349	14	15	virtual	virtual	ADJ
easat-7349	14	16	reality	reality	NOUN
easat-7349	14	17	,	,	PUNCT
easat-7349	14	18	and	and	CCONJ
easat-7349	14	19	augmented	augment	VERB
easat-7349	14	20	reality	reality	NOUN
easat-7349	14	21	have	have	AUX
easat-7349	14	22	emerged	emerge	VERB
easat-7349	14	23	as	as	ADP
easat-7349	14	24	game	game	NOUN
easat-7349	14	25	-	-	PUNCT
easat-7349	14	26	changers	changer	NOUN
easat-7349	14	27	,	,	PUNCT
easat-7349	14	28	offering	offer	VERB
easat-7349	14	29	significant	significant	ADJ
easat-7349	14	30	advantages	advantage	NOUN
easat-7349	14	31	to	to	ADP
easat-7349	14	32	both	both	DET
easat-7349	14	33	patients	patient	NOUN
easat-7349	14	34	and	and	CCONJ
easat-7349	14	35	the	the	DET
easat-7349	14	36	pharmaceutical	pharmaceutical	ADJ
easat-7349	14	37	industry	industry	NOUN
easat-7349	14	38	.	.	PUNCT
easat-7349	15	1	these	these	DET
easat-7349	15	2	benefits	benefit	NOUN
easat-7349	15	3	encompass	encompass	VERB
easat-7349	15	4	improved	improved	ADJ
easat-7349	15	5	access	access	NOUN
easat-7349	15	6	to	to	ADP
easat-7349	15	7	healthcare	healthcare	NOUN
easat-7349	15	8	professionals	professional	NOUN
easat-7349	15	9	and	and	CCONJ
easat-7349	15	10	medications	medication	NOUN
easat-7349	15	11	,	,	PUNCT
easat-7349	15	12	as	as	ADV
easat-7349	15	13	well	well	ADV
easat-7349	15	14	as	as	ADP
easat-7349	15	15	enhanced	enhanced	ADJ
easat-7349	15	16	real	real	ADJ
easat-7349	15	17	-	-	PUNCT
easat-7349	15	18	time	time	NOUN
easat-7349	15	19	diagnoses	diagnosis	NOUN
easat-7349	15	20	and	and	CCONJ
easat-7349	15	21	treatments	treatment	NOUN
easat-7349	15	22	.	.	PUNCT
easat-7349	16	1	the	the	DET
easat-7349	16	2	vision	vision	NOUN
easat-7349	16	3	for	for	ADP
easat-7349	16	4	the	the	DET
easat-7349	16	5	future	future	NOUN
easat-7349	16	6	entails	entail	VERB
easat-7349	16	7	seamless	seamless	ADJ
easat-7349	16	8	communication	communication	NOUN
easat-7349	16	9	and	and	CCONJ
easat-7349	16	10	integration	integration	NOUN
easat-7349	16	11	of	of	ADP
easat-7349	16	12	these	these	DET
easat-7349	16	13	technologies	technology	NOUN
easat-7349	16	14	in	in	ADP
easat-7349	16	15	a	a	DET
easat-7349	16	16	large	large	ADJ
easat-7349	16	17	-	-	PUNCT
easat-7349	16	18	scale	scale	NOUN
easat-7349	16	19	,	,	PUNCT
easat-7349	16	20	interconnected	interconnect	VERB
easat-7349	16	21	cyber	cyber	NOUN
easat-7349	16	22	healthcare	healthcare	NOUN
easat-7349	16	23	system	system	NOUN
easat-7349	16	24	alongside	alongside	ADP
easat-7349	16	25	their	their	PRON
easat-7349	16	26	physical	physical	ADJ
easat-7349	16	27	counterparts	counterpart	NOUN
easat-7349	16	28	.	.	PUNCT
easat-7349	17	1	however	however	ADV
easat-7349	17	2	,	,	PUNCT
easat-7349	17	3	despite	despite	SCONJ
easat-7349	17	4	the	the	DET
easat-7349	17	5	remarkable	remarkable	ADJ
easat-7349	17	6	advantages	advantage	NOUN
easat-7349	17	7	that	that	SCONJ
easat-7349	17	8	virtual	virtual	ADJ
easat-7349	17	9	-	-	PUNCT
easat-7349	17	10	based	base	VERB
easat-7349	17	11	digital	digital	ADJ
easat-7349	17	12	health	health	NOUN
easat-7349	17	13	technologies	technology	NOUN
easat-7349	17	14	bring	bring	VERB
easat-7349	17	15	to	to	ADP
easat-7349	17	16	patient	patient	ADJ
easat-7349	17	17	care	care	NOUN
easat-7349	17	18	,	,	PUNCT
easat-7349	17	19	several	several	ADJ
easat-7349	17	20	challenges	challenge	NOUN
easat-7349	17	21	persist	persist	VERB
easat-7349	17	22	,	,	PUNCT
easat-7349	17	23	including	include	VERB
easat-7349	17	24	data	datum	NOUN
easat-7349	17	25	security	security	NOUN
easat-7349	17	26	and	and	CCONJ
easat-7349	17	27	acceptance	acceptance	NOUN
easat-7349	17	28	within	within	ADP
easat-7349	17	29	the	the	DET
easat-7349	17	30	healthcare	healthcare	NOUN
easat-7349	17	31	sector	sector	NOUN
easat-7349	17	32	.	.	PUNCT
easat-7349	18	1	this	this	DET
easat-7349	18	2	review	review	NOUN
easat-7349	18	3	presents	present	VERB
easat-7349	18	4	a	a	DET
easat-7349	18	5	timely	timely	ADJ
easat-7349	18	6	assessment	assessment	NOUN
easat-7349	18	7	of	of	ADP
easat-7349	18	8	the	the	DET
easat-7349	18	9	benefits	benefit	NOUN
easat-7349	18	10	and	and	CCONJ
easat-7349	18	11	challenges	challenge	NOUN
easat-7349	18	12	associated	associate	VERB
easat-7349	18	13	with	with	ADP
easat-7349	18	14	virtual	virtual	ADJ
easat-7349	18	15	health	health	NOUN
easat-7349	18	16	interventions	intervention	NOUN
easat-7349	18	17	,	,	PUNCT
easat-7349	18	18	while	while	SCONJ
easat-7349	18	19	also	also	ADV
easat-7349	18	20	providing	provide	VERB
easat-7349	18	21	insights	insight	NOUN
easat-7349	18	22	into	into	ADP
easat-7349	18	23	the	the	DET
easat-7349	18	24	transition	transition	NOUN
easat-7349	18	25	of	of	ADP
easat-7349	18	26	these	these	DET
easat-7349	18	27	technologies	technology	NOUN
easat-7349	18	28	from	from	ADP
easat-7349	18	29	research	research	NOUN
easat-7349	18	30	-	-	PUNCT
easat-7349	18	31	focused	focus	VERB
easat-7349	18	32	endeavours	endeavour	NOUN
easat-7349	18	33	to	to	ADP
easat-7349	18	34	practical	practical	ADJ
easat-7349	18	35	healthcare	healthcare	NOUN
easat-7349	18	36	and	and	CCONJ
easat-7349	18	37	pharmaceutical	pharmaceutical	NOUN
easat-7349	18	38	applications	application	NOUN
easat-7349	18	39	.	.	PUNCT
easat-7349	19	1	the	the	DET
easat-7349	19	2	ultimate	ultimate	ADJ
easat-7349	19	3	goal	goal	NOUN
easat-7349	19	4	is	be	AUX
easat-7349	19	5	to	to	PART
easat-7349	19	6	revolutionize	revolutionize	VERB
easat-7349	19	7	treatment	treatment	NOUN
easat-7349	19	8	pathways	pathway	NOUN
easat-7349	19	9	for	for	ADP
easat-7349	19	10	patients	patient	NOUN
easat-7349	19	11	worldwide	worldwide	ADV
easat-7349	19	12	[	[	X
easat-7349	19	13	1	1	NUM
easat-7349	19	14	]	]	PUNCT
easat-7349	19	15	.	.	PUNCT
easat-7349	20	1	1.1	1.1	NUM
easat-7349	20	2	.	.	PUNCT
easat-7349	20	3	machine	machine	NOUN
easat-7349	20	4	learning	learn	VERB
easat-7349	20	5	machine	machine	NOUN
easat-7349	20	6	learning	learning	NOUN
easat-7349	20	7	has	have	AUX
easat-7349	20	8	gained	gain	VERB
easat-7349	20	9	increasing	increase	VERB
easat-7349	20	10	prominence	prominence	NOUN
easat-7349	20	11	in	in	ADP
easat-7349	20	12	the	the	DET
easat-7349	20	13	healthcare	healthcare	NOUN
easat-7349	20	14	industry	industry	NOUN
easat-7349	20	15	in	in	ADP
easat-7349	20	16	recent	recent	ADJ
easat-7349	20	17	years	year	NOUN
easat-7349	20	18	.	.	PUNCT
easat-7349	21	1	one	one	NUM
easat-7349	21	2	area	area	NOUN
easat-7349	21	3	where	where	SCONJ
easat-7349	21	4	machine	machine	NOUN
easat-7349	21	5	learning	learning	NOUN
easat-7349	21	6	has	have	AUX
easat-7349	21	7	shown	show	VERB
easat-7349	21	8	great	great	ADJ
easat-7349	21	9	promise	promise	NOUN
easat-7349	21	10	is	be	AUX
easat-7349	21	11	the	the	DET
easat-7349	21	12	development	development	NOUN
easat-7349	21	13	of	of	ADP
easat-7349	21	14	virtual	virtual	ADJ
easat-7349	21	15	diagnostic	diagnostic	ADJ
easat-7349	21	16	systems	system	NOUN
easat-7349	21	17	.	.	PUNCT
easat-7349	22	1	these	these	DET
easat-7349	22	2	systems	system	NOUN
easat-7349	22	3	utilize	utilize	VERB
easat-7349	22	4	machine	machine	NOUN
easat-7349	22	5	learning	learn	VERB
easat-7349	22	6	algorithms	algorithm	NOUN
easat-7349	22	7	to	to	PART
easat-7349	22	8	analyze	analyze	VERB
easat-7349	22	9	patient	patient	ADJ
easat-7349	22	10	data	datum	NOUN
easat-7349	22	11	and	and	CCONJ
easat-7349	22	12	provide	provide	VERB
easat-7349	22	13	medical	medical	ADJ
easat-7349	22	14	advice	advice	NOUN
easat-7349	22	15	,	,	PUNCT
easat-7349	22	16	potentially	potentially	ADV
easat-7349	22	17	offering	offer	VERB
easat-7349	22	18	faster	fast	ADJ
easat-7349	22	19	,	,	PUNCT
easat-7349	22	20	more	more	ADV
easat-7349	22	21	affordable	affordable	ADJ
easat-7349	22	22	,	,	PUNCT
easat-7349	22	23	and	and	CCONJ
easat-7349	22	24	more	more	ADV
easat-7349	22	25	accurate	accurate	ADJ
easat-7349	22	26	results	result	NOUN
easat-7349	22	27	compared	compare	VERB
easat-7349	22	28	to	to	ADP
easat-7349	22	29	traditional	traditional	ADJ
easat-7349	22	30	diagnostic	diagnostic	ADJ
easat-7349	22	31	techniques	technique	NOUN
easat-7349	22	32	[	[	X
easat-7349	22	33	2	2	NUM
easat-7349	22	34	]	]	PUNCT
easat-7349	22	35	.	.	PUNCT
easat-7349	23	1	machine	machine	NOUN
easat-7349	23	2	learning	learn	VERB
easat-7349	23	3	algorithms	algorithm	NOUN
easat-7349	23	4	are	be	AUX
easat-7349	23	5	designed	design	VERB
easat-7349	23	6	to	to	PART
easat-7349	23	7	handle	handle	VERB
easat-7349	23	8	tasks	task	NOUN
easat-7349	23	9	such	such	ADJ
easat-7349	23	10	as	as	ADP
easat-7349	23	11	big	big	ADJ
easat-7349	23	12	data	datum	NOUN
easat-7349	23	13	analysis	analysis	NOUN
easat-7349	23	14	and	and	CCONJ
easat-7349	23	15	https://orcid.org/0000-0001-7157-6507	https://orcid.org/0000-0001-7157-6507	VERB
easat-7349	23	16	https://orcid.org/0000-0002-1826-1247	https://orcid.org/0000-0002-1826-1247	PROPN
easat-7349	23	17	https://orcid.org/0000-0001-5888-6041	https://orcid.org/0000-0001-5888-6041	NOUN
easat-7349	23	18	https://orcid.org/0000-0002-0345-1531	https://orcid.org/0000-0002-0345-1531	PROPN
easat-7349	23	19	1933	1933	NUM
easat-7349	23	20	edelweiss	edelweiss	PROPN
easat-7349	23	21	applied	apply	VERB
easat-7349	23	22	science	science	NOUN
easat-7349	23	23	and	and	CCONJ
easat-7349	23	24	technology	technology	NOUN
easat-7349	23	25	issn	issn	PROPN
easat-7349	23	26	:	:	PUNCT
easat-7349	23	27	2576	2576	NUM
easat-7349	23	28	-	-	SYM
easat-7349	23	29	8484	8484	NUM
easat-7349	23	30	vol	vol	NOUN
easat-7349	23	31	.	.	PROPN
easat-7349	24	1	9	9	NUM
easat-7349	24	2	,	,	PUNCT
easat-7349	24	3	no	no	INTJ
easat-7349	24	4	.	.	NOUN
easat-7349	24	5	5	5	NUM
easat-7349	24	6	:	:	SYM
easat-7349	24	7	1932	1932	NUM
easat-7349	24	8	-	-	SYM
easat-7349	24	9	1941	1941	NUM
easat-7349	24	10	,	,	PUNCT
easat-7349	24	11	2025	2025	NUM
easat-7349	24	12	doi	doi	NOUN
easat-7349	24	13	:	:	PUNCT
easat-7349	24	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	24	15	©	©	PROPN
easat-7349	24	16	2025	2025	NUM
easat-7349	24	17	by	by	ADP
easat-7349	24	18	the	the	DET
easat-7349	24	19	authors	author	NOUN
easat-7349	24	20	;	;	PUNCT
easat-7349	25	1	licensee	licensee	PROPN
easat-7349	25	2	learning	learn	VERB
easat-7349	25	3	gate	gate	NOUN
easat-7349	25	4	pattern	pattern	NOUN
easat-7349	25	5	recognition	recognition	NOUN
easat-7349	25	6	.	.	PUNCT
easat-7349	26	1	in	in	ADP
easat-7349	26	2	the	the	DET
easat-7349	26	3	healthcare	healthcare	NOUN
easat-7349	26	4	field	field	NOUN
easat-7349	26	5	,	,	PUNCT
easat-7349	26	6	these	these	DET
easat-7349	26	7	algorithms	algorithm	NOUN
easat-7349	26	8	can	can	AUX
easat-7349	26	9	be	be	AUX
easat-7349	26	10	applied	apply	VERB
easat-7349	26	11	to	to	PART
easat-7349	26	12	analyze	analyze	VERB
easat-7349	26	13	various	various	ADJ
easat-7349	26	14	patient	patient	ADJ
easat-7349	26	15	data	datum	NOUN
easat-7349	26	16	,	,	PUNCT
easat-7349	26	17	including	include	VERB
easat-7349	26	18	medical	medical	ADJ
easat-7349	26	19	history	history	NOUN
easat-7349	26	20	,	,	PUNCT
easat-7349	26	21	symptoms	symptom	NOUN
easat-7349	26	22	,	,	PUNCT
easat-7349	26	23	and	and	CCONJ
easat-7349	26	24	test	test	NOUN
easat-7349	26	25	results	result	NOUN
easat-7349	26	26	,	,	PUNCT
easat-7349	26	27	to	to	PART
easat-7349	26	28	provide	provide	VERB
easat-7349	26	29	diagnostic	diagnostic	ADJ
easat-7349	26	30	recommendations	recommendation	NOUN
easat-7349	26	31	.	.	PUNCT
easat-7349	27	1	virtual	virtual	ADJ
easat-7349	27	2	diagnosis	diagnosis	NOUN
easat-7349	27	3	systems	system	NOUN
easat-7349	27	4	utilize	utilize	VERB
easat-7349	27	5	these	these	DET
easat-7349	27	6	algorithms	algorithm	NOUN
easat-7349	27	7	to	to	PART
easat-7349	27	8	offer	offer	VERB
easat-7349	27	9	precise	precise	ADJ
easat-7349	27	10	and	and	CCONJ
easat-7349	27	11	rapid	rapid	ADJ
easat-7349	27	12	advice	advice	NOUN
easat-7349	27	13	to	to	ADP
easat-7349	27	14	healthcare	healthcare	NOUN
easat-7349	27	15	professionals	professional	NOUN
easat-7349	27	16	.	.	PUNCT
easat-7349	28	1	an	an	DET
easat-7349	28	2	example	example	NOUN
easat-7349	28	3	of	of	ADP
easat-7349	28	4	such	such	DET
easat-7349	28	5	a	a	DET
easat-7349	28	6	system	system	NOUN
easat-7349	28	7	is	be	AUX
easat-7349	28	8	the	the	DET
easat-7349	28	9	deep	deep	ADJ
easat-7349	28	10	patient	patient	NOUN
easat-7349	28	11	system	system	NOUN
easat-7349	28	12	developed	develop	VERB
easat-7349	28	13	by	by	ADP
easat-7349	28	14	researchers	researcher	NOUN
easat-7349	28	15	at	at	ADP
easat-7349	28	16	mount	mount	PROPN
easat-7349	28	17	sinai	sinai	PROPN
easat-7349	28	18	hospital	hospital	PROPN
easat-7349	28	19	,	,	PUNCT
easat-7349	28	20	new	new	PROPN
easat-7349	28	21	york	york	PROPN
easat-7349	28	22	.	.	PUNCT
easat-7349	29	1	this	this	DET
easat-7349	29	2	system	system	NOUN
easat-7349	29	3	employs	employ	VERB
easat-7349	29	4	machine	machine	NOUN
easat-7349	29	5	learning	learn	VERB
easat-7349	29	6	techniques	technique	NOUN
easat-7349	29	7	to	to	PART
easat-7349	29	8	analyze	analyze	VERB
easat-7349	29	9	electronic	electronic	ADJ
easat-7349	29	10	health	health	NOUN
easat-7349	29	11	records	record	NOUN
easat-7349	29	12	(	(	PUNCT
easat-7349	29	13	ehrs	ehrs	INTJ
easat-7349	29	14	)	)	PUNCT
easat-7349	29	15	and	and	CCONJ
easat-7349	29	16	provide	provide	VERB
easat-7349	29	17	diagnostic	diagnostic	ADJ
easat-7349	29	18	advice	advice	NOUN
easat-7349	29	19	.	.	PUNCT
easat-7349	30	1	through	through	ADP
easat-7349	30	2	training	training	NOUN
easat-7349	30	3	on	on	ADP
easat-7349	30	4	a	a	DET
easat-7349	30	5	dataset	dataset	NOUN
easat-7349	30	6	of	of	ADP
easat-7349	30	7	over	over	ADP
easat-7349	30	8	700,000	700,000	NUM
easat-7349	30	9	ehrs	ehr	NOUN
easat-7349	30	10	,	,	PUNCT
easat-7349	30	11	the	the	DET
easat-7349	30	12	algorithm	algorithm	NOUN
easat-7349	30	13	demonstrated	demonstrate	VERB
easat-7349	30	14	accurate	accurate	ADJ
easat-7349	30	15	predictions	prediction	NOUN
easat-7349	30	16	of	of	ADP
easat-7349	30	17	illnesses	illness	NOUN
easat-7349	30	18	such	such	ADJ
easat-7349	30	19	as	as	ADP
easat-7349	30	20	diabetes	diabetes	NOUN
easat-7349	30	21	and	and	CCONJ
easat-7349	30	22	cancer	cancer	NOUN
easat-7349	30	23	[	[	X
easat-7349	30	24	3	3	NUM
easat-7349	30	25	]	]	PUNCT
easat-7349	30	26	.	.	PUNCT
easat-7349	31	1	another	another	DET
easat-7349	31	2	machine	machine	NOUN
easat-7349	31	3	learning	learning	NOUN
easat-7349	31	4	-	-	PUNCT
easat-7349	31	5	based	base	VERB
easat-7349	31	6	virtual	virtual	ADJ
easat-7349	31	7	diagnostic	diagnostic	ADJ
easat-7349	31	8	system	system	NOUN
easat-7349	31	9	is	be	AUX
easat-7349	31	10	the	the	DET
easat-7349	31	11	babylon	babylon	PROPN
easat-7349	31	12	health	health	PROPN
easat-7349	31	13	app	app	PROPN
easat-7349	31	14	,	,	PUNCT
easat-7349	31	15	as	as	SCONJ
easat-7349	31	16	mentioned	mention	VERB
easat-7349	31	17	by	by	ADP
easat-7349	31	18	oliver	oliver	PROPN
easat-7349	32	1	[	[	X
easat-7349	32	2	4	4	NUM
easat-7349	32	3	]	]	PUNCT
easat-7349	32	4	.	.	PUNCT
easat-7349	33	1	this	this	DET
easat-7349	33	2	app	app	PROPN
easat-7349	33	3	utilizes	utilize	VERB
easat-7349	33	4	machine	machine	NOUN
easat-7349	33	5	-	-	PUNCT
easat-7349	33	6	learning	learn	VERB
easat-7349	33	7	techniques	technique	NOUN
easat-7349	33	8	to	to	PART
easat-7349	33	9	analyze	analyze	VERB
easat-7349	33	10	patient	patient	ADJ
easat-7349	33	11	symptoms	symptom	NOUN
easat-7349	33	12	and	and	CCONJ
easat-7349	33	13	offer	offer	VERB
easat-7349	33	14	diagnostic	diagnostic	ADJ
easat-7349	33	15	advice	advice	NOUN
easat-7349	33	16	.	.	PUNCT
easat-7349	34	1	clinical	clinical	ADJ
easat-7349	34	2	testing	testing	NOUN
easat-7349	34	3	has	have	AUX
easat-7349	34	4	shown	show	VERB
easat-7349	34	5	that	that	SCONJ
easat-7349	34	6	the	the	DET
easat-7349	34	7	app	app	NOUN
easat-7349	34	8	can	can	AUX
easat-7349	34	9	accurately	accurately	ADV
easat-7349	34	10	diagnose	diagnose	VERB
easat-7349	34	11	common	common	ADJ
easat-7349	34	12	ailments	ailment	NOUN
easat-7349	34	13	similar	similar	ADJ
easat-7349	34	14	to	to	ADP
easat-7349	34	15	a	a	DET
easat-7349	34	16	real	real	ADJ
easat-7349	34	17	doctor	doctor	NOUN
easat-7349	34	18	.	.	PUNCT
easat-7349	35	1	there	there	PRON
easat-7349	35	2	are	be	VERB
easat-7349	35	3	several	several	ADJ
easat-7349	35	4	potential	potential	ADJ
easat-7349	35	5	advantages	advantage	NOUN
easat-7349	35	6	associated	associate	VERB
easat-7349	35	7	with	with	ADP
easat-7349	35	8	the	the	DET
easat-7349	35	9	use	use	NOUN
easat-7349	35	10	of	of	ADP
easat-7349	35	11	machine	machine	NOUN
easat-7349	35	12	learning	learning	NOUN
easat-7349	35	13	in	in	ADP
easat-7349	35	14	virtual	virtual	ADJ
easat-7349	35	15	diagnostic	diagnostic	ADJ
easat-7349	35	16	systems	system	NOUN
easat-7349	35	17	.	.	PUNCT
easat-7349	36	1	firstly	firstly	ADV
easat-7349	36	2	,	,	PUNCT
easat-7349	36	3	these	these	DET
easat-7349	36	4	solutions	solution	NOUN
easat-7349	36	5	can	can	AUX
easat-7349	36	6	reduce	reduce	VERB
easat-7349	36	7	the	the	DET
easat-7349	36	8	time	time	NOUN
easat-7349	36	9	and	and	CCONJ
easat-7349	36	10	cost	cost	NOUN
easat-7349	36	11	involved	involve	VERB
easat-7349	36	12	in	in	ADP
easat-7349	36	13	traditional	traditional	ADJ
easat-7349	36	14	diagnostic	diagnostic	ADJ
easat-7349	36	15	techniques	technique	NOUN
easat-7349	36	16	.	.	PUNCT
easat-7349	37	1	analysing	analyse	VERB
easat-7349	37	2	patient	patient	ADJ
easat-7349	37	3	data	datum	NOUN
easat-7349	37	4	and	and	CCONJ
easat-7349	37	5	reaching	reach	VERB
easat-7349	37	6	diagnostic	diagnostic	ADJ
easat-7349	37	7	conclusions	conclusion	NOUN
easat-7349	37	8	can	can	AUX
easat-7349	37	9	be	be	AUX
easat-7349	37	10	time	time	NOUN
easat-7349	37	11	-	-	PUNCT
easat-7349	37	12	consuming	consume	VERB
easat-7349	37	13	for	for	ADP
easat-7349	37	14	healthcare	healthcare	NOUN
easat-7349	37	15	practitioners	practitioner	NOUN
easat-7349	37	16	.	.	PUNCT
easat-7349	38	1	virtual	virtual	ADJ
easat-7349	38	2	diagnostic	diagnostic	ADJ
easat-7349	38	3	technologies	technology	NOUN
easat-7349	38	4	automate	automate	VERB
easat-7349	38	5	this	this	DET
easat-7349	38	6	process	process	NOUN
easat-7349	38	7	,	,	PUNCT
easat-7349	38	8	allowing	allow	VERB
easat-7349	38	9	medical	medical	ADJ
easat-7349	38	10	staff	staff	NOUN
easat-7349	38	11	to	to	PART
easat-7349	38	12	focus	focus	VERB
easat-7349	38	13	on	on	ADP
easat-7349	38	14	patient	patient	ADJ
easat-7349	38	15	care	care	NOUN
easat-7349	38	16	.	.	PUNCT
easat-7349	39	1	secondly	secondly	ADV
easat-7349	39	2	,	,	PUNCT
easat-7349	39	3	virtual	virtual	ADJ
easat-7349	39	4	diagnostic	diagnostic	ADJ
easat-7349	39	5	technologies	technology	NOUN
easat-7349	39	6	can	can	AUX
easat-7349	39	7	provide	provide	VERB
easat-7349	39	8	faster	fast	ADV
easat-7349	39	9	and	and	CCONJ
easat-7349	39	10	more	more	ADV
easat-7349	39	11	accurate	accurate	ADJ
easat-7349	39	12	results	result	NOUN
easat-7349	39	13	[	[	X
easat-7349	39	14	2	2	NUM
easat-7349	39	15	]	]	PUNCT
easat-7349	39	16	.	.	PUNCT
easat-7349	40	1	through	through	ADP
easat-7349	40	2	large	large	ADJ
easat-7349	40	3	-	-	PUNCT
easat-7349	40	4	scale	scale	NOUN
easat-7349	40	5	data	datum	NOUN
easat-7349	40	6	analysis	analysis	NOUN
easat-7349	40	7	using	use	VERB
easat-7349	40	8	machine	machine	NOUN
easat-7349	40	9	learning	learning	NOUN
easat-7349	40	10	algorithms	algorithm	NOUN
easat-7349	40	11	,	,	PUNCT
easat-7349	40	12	trends	trend	NOUN
easat-7349	40	13	and	and	CCONJ
easat-7349	40	14	patterns	pattern	NOUN
easat-7349	40	15	that	that	PRON
easat-7349	40	16	may	may	AUX
easat-7349	40	17	be	be	AUX
easat-7349	40	18	missed	miss	VERB
easat-7349	40	19	by	by	ADP
easat-7349	40	20	human	human	ADJ
easat-7349	40	21	healthcare	healthcare	PROPN
easat-7349	40	22	professionals	professional	NOUN
easat-7349	40	23	can	can	AUX
easat-7349	40	24	be	be	AUX
easat-7349	40	25	identified	identify	VERB
easat-7349	40	26	.	.	PUNCT
easat-7349	41	1	this	this	PRON
easat-7349	41	2	can	can	AUX
easat-7349	41	3	lead	lead	VERB
easat-7349	41	4	to	to	ADP
easat-7349	41	5	improved	improved	ADJ
easat-7349	41	6	patient	patient	ADJ
easat-7349	41	7	outcomes	outcome	NOUN
easat-7349	41	8	through	through	ADP
easat-7349	41	9	quicker	quick	ADV
easat-7349	41	10	and	and	CCONJ
easat-7349	41	11	more	more	ADV
easat-7349	41	12	accurate	accurate	ADJ
easat-7349	41	13	diagnoses	diagnosis	NOUN
easat-7349	41	14	[	[	X
easat-7349	41	15	5	5	NUM
easat-7349	41	16	]	]	PUNCT
easat-7349	41	17	.	.	PUNCT
easat-7349	42	1	however	however	ADV
easat-7349	42	2	,	,	PUNCT
easat-7349	42	3	the	the	DET
easat-7349	42	4	application	application	NOUN
easat-7349	42	5	of	of	ADP
easat-7349	42	6	machine	machine	NOUN
easat-7349	42	7	learning	learning	NOUN
easat-7349	42	8	in	in	ADP
easat-7349	42	9	virtual	virtual	ADJ
easat-7349	42	10	diagnostic	diagnostic	ADJ
easat-7349	42	11	systems	system	NOUN
easat-7349	42	12	also	also	ADV
easat-7349	42	13	presents	present	VERB
easat-7349	42	14	certain	certain	ADJ
easat-7349	42	15	limitations	limitation	NOUN
easat-7349	42	16	.	.	PUNCT
easat-7349	43	1	one	one	NUM
easat-7349	43	2	drawback	drawback	NOUN
easat-7349	43	3	is	be	AUX
easat-7349	43	4	the	the	DET
easat-7349	43	5	complexity	complexity	NOUN
easat-7349	43	6	and	and	CCONJ
easat-7349	43	7	lack	lack	NOUN
easat-7349	43	8	of	of	ADP
easat-7349	43	9	transparency	transparency	NOUN
easat-7349	43	10	in	in	ADP
easat-7349	43	11	machine	machine	NOUN
easat-7349	43	12	learning	learn	VERB
easat-7349	43	13	techniques	technique	NOUN
easat-7349	43	14	.	.	PUNCT
easat-7349	44	1	understanding	understand	VERB
easat-7349	44	2	how	how	SCONJ
easat-7349	44	3	machine	machine	NOUN
easat-7349	44	4	learning	learn	VERB
easat-7349	44	5	algorithms	algorithm	NOUN
easat-7349	44	6	generate	generate	VERB
easat-7349	44	7	their	their	PRON
easat-7349	44	8	diagnostic	diagnostic	ADJ
easat-7349	44	9	recommendations	recommendation	NOUN
easat-7349	44	10	can	can	AUX
easat-7349	44	11	be	be	AUX
easat-7349	44	12	challenging	challenge	VERB
easat-7349	44	13	due	due	ADJ
easat-7349	44	14	to	to	ADP
easat-7349	44	15	their	their	PRON
easat-7349	44	16	intricate	intricate	ADJ
easat-7349	44	17	nature	nature	NOUN
easat-7349	44	18	.	.	PUNCT
easat-7349	45	1	this	this	DET
easat-7349	45	2	lack	lack	NOUN
easat-7349	45	3	of	of	ADP
easat-7349	45	4	transparency	transparency	NOUN
easat-7349	45	5	may	may	AUX
easat-7349	45	6	lead	lead	VERB
easat-7349	45	7	to	to	ADP
easat-7349	45	8	scepticism	scepticism	NOUN
easat-7349	45	9	and	and	CCONJ
easat-7349	45	10	mistrust	mistrust	NOUN
easat-7349	45	11	among	among	ADP
easat-7349	45	12	healthcare	healthcare	NOUN
easat-7349	45	13	personnel	personnel	NOUN
easat-7349	45	14	and	and	CCONJ
easat-7349	45	15	patients	patient	NOUN
easat-7349	45	16	[	[	X
easat-7349	45	17	6	6	NUM
easat-7349	45	18	]	]	PUNCT
easat-7349	45	19	.	.	PUNCT
easat-7349	46	1	another	another	DET
easat-7349	46	2	limitation	limitation	NOUN
easat-7349	46	3	is	be	AUX
easat-7349	46	4	the	the	DET
easat-7349	46	5	potential	potential	NOUN
easat-7349	46	6	for	for	ADP
easat-7349	46	7	bias	bias	NOUN
easat-7349	46	8	in	in	ADP
easat-7349	46	9	machine	machine	NOUN
easat-7349	46	10	learning	learning	NOUN
easat-7349	46	11	algorithms	algorithm	NOUN
easat-7349	46	12	.	.	PUNCT
easat-7349	47	1	the	the	DET
easat-7349	47	2	quality	quality	NOUN
easat-7349	47	3	of	of	ADP
easat-7349	47	4	machine	machine	NOUN
easat-7349	47	5	learning	learn	VERB
easat-7349	47	6	algorithms	algorithm	NOUN
easat-7349	47	7	depends	depend	VERB
easat-7349	47	8	on	on	ADP
easat-7349	47	9	the	the	DET
easat-7349	47	10	data	datum	NOUN
easat-7349	47	11	used	use	VERB
easat-7349	47	12	to	to	PART
easat-7349	47	13	train	train	VERB
easat-7349	47	14	them	they	PRON
easat-7349	47	15	.	.	PUNCT
easat-7349	48	1	if	if	SCONJ
easat-7349	48	2	the	the	DET
easat-7349	48	3	training	training	NOUN
easat-7349	48	4	data	data	NOUN
easat-7349	48	5	is	be	AUX
easat-7349	48	6	biased	bias	VERB
easat-7349	48	7	,	,	PUNCT
easat-7349	48	8	the	the	DET
easat-7349	48	9	algorithm	algorithm	NOUN
easat-7349	48	10	itself	itself	PRON
easat-7349	48	11	can	can	AUX
easat-7349	48	12	become	become	VERB
easat-7349	48	13	biased	biased	ADJ
easat-7349	48	14	,	,	PUNCT
easat-7349	48	15	resulting	result	VERB
easat-7349	48	16	in	in	ADP
easat-7349	48	17	erroneous	erroneous	ADJ
easat-7349	48	18	diagnostic	diagnostic	ADJ
easat-7349	48	19	advice	advice	NOUN
easat-7349	48	20	and	and	CCONJ
easat-7349	48	21	exacerbating	exacerbate	VERB
easat-7349	48	22	existing	exist	VERB
easat-7349	48	23	health	health	NOUN
easat-7349	48	24	disparities	disparity	NOUN
easat-7349	48	25	[	[	X
easat-7349	48	26	7	7	NUM
easat-7349	48	27	]	]	PUNCT
easat-7349	48	28	.	.	PUNCT
easat-7349	49	1	1.2	1.2	NUM
easat-7349	49	2	.	.	X
easat-7349	50	1	deep	deep	ADJ
easat-7349	50	2	learning	learn	VERB
easat-7349	50	3	deep	deep	ADJ
easat-7349	50	4	learning	learning	NOUN
easat-7349	50	5	is	be	AUX
easat-7349	50	6	a	a	DET
easat-7349	50	7	specialized	specialized	ADJ
easat-7349	50	8	branch	branch	NOUN
easat-7349	50	9	of	of	ADP
easat-7349	50	10	machine	machine	NOUN
easat-7349	50	11	learning	learning	NOUN
easat-7349	50	12	that	that	PRON
easat-7349	50	13	utilizes	utilize	VERB
easat-7349	50	14	neural	neural	ADJ
easat-7349	50	15	networks	network	NOUN
easat-7349	50	16	to	to	PART
easat-7349	50	17	address	address	VERB
easat-7349	50	18	complex	complex	ADJ
easat-7349	50	19	problems	problem	NOUN
easat-7349	50	20	.	.	PUNCT
easat-7349	51	1	neural	neural	ADJ
easat-7349	51	2	networks	network	NOUN
easat-7349	51	3	consist	consist	VERB
easat-7349	51	4	of	of	ADP
easat-7349	51	5	interconnected	interconnected	ADJ
easat-7349	51	6	layers	layer	NOUN
easat-7349	51	7	of	of	ADP
easat-7349	51	8	nodes	node	NOUN
easat-7349	51	9	,	,	PUNCT
easat-7349	51	10	also	also	ADV
easat-7349	51	11	known	know	VERB
easat-7349	51	12	as	as	ADP
easat-7349	51	13	neurons	neuron	NOUN
easat-7349	51	14	,	,	PUNCT
easat-7349	51	15	which	which	PRON
easat-7349	51	16	are	be	AUX
easat-7349	51	17	trained	train	VERB
easat-7349	51	18	to	to	PART
easat-7349	51	19	identify	identify	VERB
easat-7349	51	20	patterns	pattern	NOUN
easat-7349	51	21	in	in	ADP
easat-7349	51	22	input	input	NOUN
easat-7349	51	23	data	datum	NOUN
easat-7349	51	24	and	and	CCONJ
easat-7349	51	25	make	make	VERB
easat-7349	51	26	predictions	prediction	NOUN
easat-7349	51	27	or	or	CCONJ
easat-7349	51	28	decisions	decision	NOUN
easat-7349	51	29	based	base	VERB
easat-7349	51	30	on	on	ADP
easat-7349	51	31	that	that	DET
easat-7349	51	32	information	information	NOUN
easat-7349	51	33	[	[	X
easat-7349	51	34	8	8	NUM
easat-7349	51	35	]	]	PUNCT
easat-7349	51	36	.	.	PUNCT
easat-7349	52	1	the	the	DET
easat-7349	52	2	architecture	architecture	NOUN
easat-7349	52	3	of	of	ADP
easat-7349	52	4	a	a	DET
easat-7349	52	5	neural	neural	ADJ
easat-7349	52	6	network	network	NOUN
easat-7349	52	7	is	be	AUX
easat-7349	52	8	a	a	DET
easat-7349	52	9	crucial	crucial	ADJ
easat-7349	52	10	aspect	aspect	NOUN
easat-7349	52	11	of	of	ADP
easat-7349	52	12	deep	deep	ADJ
easat-7349	52	13	learning	learning	NOUN
easat-7349	52	14	and	and	CCONJ
easat-7349	52	15	typically	typically	ADV
easat-7349	52	16	includes	include	VERB
easat-7349	52	17	an	an	DET
easat-7349	52	18	input	input	NOUN
easat-7349	52	19	layer	layer	NOUN
easat-7349	52	20	,	,	PUNCT
easat-7349	52	21	one	one	NUM
easat-7349	52	22	or	or	CCONJ
easat-7349	52	23	more	more	ADV
easat-7349	52	24	hidden	hidden	ADJ
easat-7349	52	25	layers	layer	NOUN
easat-7349	52	26	,	,	PUNCT
easat-7349	52	27	and	and	CCONJ
easat-7349	52	28	an	an	DET
easat-7349	52	29	output	output	NOUN
easat-7349	52	30	layer	layer	NOUN
easat-7349	52	31	.	.	PUNCT
easat-7349	53	1	the	the	DET
easat-7349	53	2	hidden	hide	VERB
easat-7349	53	3	layers	layer	NOUN
easat-7349	53	4	perform	perform	VERB
easat-7349	53	5	computations	computation	NOUN
easat-7349	53	6	on	on	ADP
easat-7349	53	7	the	the	DET
easat-7349	53	8	input	input	NOUN
easat-7349	53	9	data	datum	NOUN
easat-7349	53	10	to	to	PART
easat-7349	53	11	generate	generate	VERB
easat-7349	53	12	the	the	DET
easat-7349	53	13	final	final	ADJ
easat-7349	53	14	output	output	NOUN
easat-7349	53	15	,	,	PUNCT
easat-7349	53	16	and	and	CCONJ
easat-7349	53	17	each	each	DET
easat-7349	53	18	neuron	neuron	NOUN
easat-7349	53	19	's	's	PART
easat-7349	53	20	activation	activation	NOUN
easat-7349	53	21	function	function	VERB
easat-7349	53	22	determines	determine	VERB
easat-7349	53	23	whether	whether	SCONJ
easat-7349	53	24	it	it	PRON
easat-7349	53	25	should	should	AUX
easat-7349	53	26	activate	activate	VERB
easat-7349	53	27	based	base	VERB
easat-7349	53	28	on	on	ADP
easat-7349	53	29	its	its	PRON
easat-7349	53	30	input	input	NOUN
easat-7349	53	31	.	.	PUNCT
easat-7349	54	1	common	common	ADJ
easat-7349	54	2	activation	activation	NOUN
easat-7349	54	3	functions	function	NOUN
easat-7349	54	4	used	use	VERB
easat-7349	54	5	in	in	ADP
easat-7349	54	6	deep	deep	ADJ
easat-7349	54	7	learning	learning	NOUN
easat-7349	54	8	include	include	VERB
easat-7349	54	9	relu	relu	NOUN
easat-7349	54	10	,	,	PUNCT
easat-7349	54	11	sigmoid	sigmoid	NOUN
easat-7349	54	12	,	,	PUNCT
easat-7349	54	13	and	and	CCONJ
easat-7349	54	14	hyperbolic	hyperbolic	ADJ
easat-7349	54	15	tangent	tangent	NOUN
easat-7349	54	16	(	(	PUNCT
easat-7349	54	17	tanh	tanh	NOUN
easat-7349	54	18	)	)	PUNCT
easat-7349	55	1	[	[	X
easat-7349	55	2	8	8	NUM
easat-7349	55	3	]	]	PUNCT
easat-7349	55	4	.	.	PUNCT
easat-7349	56	1	another	another	DET
easat-7349	56	2	fundamental	fundamental	ADJ
easat-7349	56	3	concept	concept	NOUN
easat-7349	56	4	in	in	ADP
easat-7349	56	5	deep	deep	ADJ
easat-7349	56	6	learning	learning	NOUN
easat-7349	56	7	is	be	AUX
easat-7349	56	8	backpropagation	backpropagation	NOUN
easat-7349	56	9	,	,	PUNCT
easat-7349	56	10	which	which	PRON
easat-7349	56	11	involves	involve	VERB
easat-7349	56	12	adjusting	adjust	VERB
easat-7349	56	13	the	the	DET
easat-7349	56	14	neural	neural	ADJ
easat-7349	56	15	connections	connection	NOUN
easat-7349	56	16	to	to	PART
easat-7349	56	17	minimize	minimize	VERB
easat-7349	56	18	the	the	DET
easat-7349	56	19	disparity	disparity	NOUN
easat-7349	56	20	between	between	ADP
easat-7349	56	21	predicted	predict	VERB
easat-7349	56	22	and	and	CCONJ
easat-7349	56	23	actual	actual	ADJ
easat-7349	56	24	outputs	output	NOUN
easat-7349	56	25	.	.	PUNCT
easat-7349	57	1	during	during	ADP
easat-7349	57	2	backpropagation	backpropagation	NOUN
easat-7349	57	3	,	,	PUNCT
easat-7349	57	4	errors	error	NOUN
easat-7349	57	5	are	be	AUX
easat-7349	57	6	propagated	propagate	VERB
easat-7349	57	7	backward	backward	ADV
easat-7349	57	8	through	through	ADP
easat-7349	57	9	the	the	DET
easat-7349	57	10	network	network	NOUN
easat-7349	57	11	,	,	PUNCT
easat-7349	57	12	from	from	ADP
easat-7349	57	13	the	the	DET
easat-7349	57	14	output	output	NOUN
easat-7349	57	15	layer	layer	NOUN
easat-7349	57	16	to	to	ADP
easat-7349	57	17	the	the	DET
easat-7349	57	18	input	input	NOUN
easat-7349	57	19	layer	layer	NOUN
easat-7349	57	20	,	,	PUNCT
easat-7349	57	21	enabling	enable	VERB
easat-7349	57	22	the	the	DET
easat-7349	57	23	network	network	NOUN
easat-7349	57	24	to	to	PART
easat-7349	57	25	progressively	progressively	ADV
easat-7349	57	26	enhance	enhance	VERB
easat-7349	57	27	its	its	PRON
easat-7349	57	28	predictions	prediction	NOUN
easat-7349	57	29	[	[	X
easat-7349	57	30	9	9	NUM
easat-7349	57	31	]	]	PUNCT
easat-7349	57	32	.	.	PUNCT
easat-7349	58	1	deep	deep	ADJ
easat-7349	58	2	learning	learning	NOUN
easat-7349	58	3	extensively	extensively	ADV
easat-7349	58	4	relies	rely	VERB
easat-7349	58	5	on	on	ADP
easat-7349	58	6	neural	neural	ADJ
easat-7349	58	7	networks	network	NOUN
easat-7349	58	8	in	in	ADP
easat-7349	58	9	various	various	ADJ
easat-7349	58	10	ways	way	NOUN
easat-7349	58	11	.	.	PUNCT
easat-7349	59	1	convolutional	convolutional	ADJ
easat-7349	59	2	neural	neural	ADJ
easat-7349	59	3	networks	network	NOUN
easat-7349	59	4	(	(	PUNCT
easat-7349	59	5	cnns	cnns	PROPN
easat-7349	59	6	)	)	PUNCT
easat-7349	59	7	are	be	AUX
easat-7349	59	8	commonly	commonly	ADV
easat-7349	59	9	employed	employ	VERB
easat-7349	59	10	for	for	ADP
easat-7349	59	11	tasks	task	NOUN
easat-7349	59	12	like	like	ADP
easat-7349	59	13	image	image	NOUN
easat-7349	59	14	identification	identification	NOUN
easat-7349	59	15	and	and	CCONJ
easat-7349	59	16	categorization	categorization	NOUN
easat-7349	59	17	[	[	X
easat-7349	59	18	10	10	NUM
easat-7349	59	19	]	]	PUNCT
easat-7349	59	20	.	.	PUNCT
easat-7349	60	1	by	by	ADP
easat-7349	60	2	using	use	VERB
easat-7349	60	3	filters	filter	NOUN
easat-7349	60	4	,	,	PUNCT
easat-7349	60	5	they	they	PRON
easat-7349	60	6	extract	extract	VERB
easat-7349	60	7	relevant	relevant	ADJ
easat-7349	60	8	information	information	NOUN
easat-7349	60	9	from	from	ADP
easat-7349	60	10	input	input	NOUN
easat-7349	60	11	images	image	NOUN
easat-7349	60	12	and	and	CCONJ
easat-7349	60	13	classify	classify	VERB
easat-7349	60	14	them	they	PRON
easat-7349	60	15	based	base	VERB
easat-7349	60	16	on	on	ADP
easat-7349	60	17	those	those	DET
easat-7349	60	18	features	feature	NOUN
easat-7349	60	19	.	.	PUNCT
easat-7349	61	1	recurrent	recurrent	ADJ
easat-7349	61	2	neural	neural	ADJ
easat-7349	61	3	networks	network	NOUN
easat-7349	61	4	(	(	PUNCT
easat-7349	61	5	rnns	rnns	PROPN
easat-7349	61	6	)	)	PUNCT
easat-7349	61	7	are	be	AUX
easat-7349	61	8	often	often	ADV
easat-7349	61	9	utilized	utilize	VERB
easat-7349	61	10	for	for	ADP
easat-7349	61	11	natural	natural	ADJ
easat-7349	61	12	language	language	NOUN
easat-7349	61	13	processing	processing	NOUN
easat-7349	61	14	tasks	task	NOUN
easat-7349	61	15	.	.	PUNCT
easat-7349	62	1	rnns	rnn	NOUN
easat-7349	62	2	have	have	VERB
easat-7349	62	3	the	the	DET
easat-7349	62	4	ability	ability	NOUN
easat-7349	62	5	to	to	PART
easat-7349	62	6	analyze	analyze	VERB
easat-7349	62	7	sequential	sequential	ADJ
easat-7349	62	8	data	datum	NOUN
easat-7349	62	9	as	as	SCONJ
easat-7349	62	10	they	they	PRON
easat-7349	62	11	have	have	VERB
easat-7349	62	12	the	the	DET
easat-7349	62	13	capability	capability	NOUN
easat-7349	62	14	to	to	PART
easat-7349	62	15	remember	remember	VERB
easat-7349	62	16	previous	previous	ADJ
easat-7349	62	17	inputs	input	NOUN
easat-7349	62	18	[	[	X
easat-7349	62	19	9	9	NUM
easat-7349	62	20	]	]	PUNCT
easat-7349	62	21	.	.	PUNCT
easat-7349	63	1	autoencoders	autoencoder	NOUN
easat-7349	63	2	are	be	AUX
easat-7349	63	3	another	another	DET
easat-7349	63	4	type	type	NOUN
easat-7349	63	5	of	of	ADP
easat-7349	63	6	neural	neural	ADJ
easat-7349	63	7	network	network	NOUN
easat-7349	63	8	frequently	frequently	ADV
easat-7349	63	9	used	use	VERB
easat-7349	63	10	in	in	ADP
easat-7349	63	11	deep	deep	ADJ
easat-7349	63	12	learning	learning	NOUN
easat-7349	63	13	[	[	X
easat-7349	63	14	11	11	NUM
easat-7349	63	15	]	]	PUNCT
easat-7349	63	16	.	.	PUNCT
easat-7349	64	1	they	they	PRON
easat-7349	64	2	find	find	VERB
easat-7349	64	3	widespread	widespread	ADJ
easat-7349	64	4	application	application	NOUN
easat-7349	64	5	in	in	ADP
easat-7349	64	6	tasks	task	NOUN
easat-7349	64	7	such	such	ADJ
easat-7349	64	8	as	as	ADP
easat-7349	64	9	data	data	NOUN
easat-7349	64	10	compression	compression	NOUN
easat-7349	64	11	,	,	PUNCT
easat-7349	64	12	dimensionality	dimensionality	NOUN
easat-7349	64	13	reduction	reduction	NOUN
easat-7349	64	14	,	,	PUNCT
easat-7349	64	15	and	and	CCONJ
easat-7349	64	16	generating	generate	VERB
easat-7349	64	17	new	new	ADJ
easat-7349	64	18	1934	1934	NUM
easat-7349	64	19	edelweiss	edelweiss	PROPN
easat-7349	64	20	applied	apply	VERB
easat-7349	64	21	science	science	NOUN
easat-7349	64	22	and	and	CCONJ
easat-7349	64	23	technology	technology	NOUN
easat-7349	64	24	issn	issn	PROPN
easat-7349	64	25	:	:	PUNCT
easat-7349	64	26	2576	2576	NUM
easat-7349	64	27	-	-	SYM
easat-7349	64	28	8484	8484	NUM
easat-7349	64	29	vol	vol	NOUN
easat-7349	64	30	.	.	PROPN
easat-7349	65	1	9	9	NUM
easat-7349	65	2	,	,	PUNCT
easat-7349	65	3	no	no	INTJ
easat-7349	65	4	.	.	NOUN
easat-7349	65	5	5	5	NUM
easat-7349	65	6	:	:	SYM
easat-7349	65	7	1932	1932	NUM
easat-7349	65	8	-	-	SYM
easat-7349	65	9	1941	1941	NUM
easat-7349	65	10	,	,	PUNCT
easat-7349	65	11	2025	2025	NUM
easat-7349	65	12	doi	doi	NOUN
easat-7349	65	13	:	:	PUNCT
easat-7349	65	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	65	15	©	©	PROPN
easat-7349	65	16	2025	2025	NUM
easat-7349	65	17	by	by	ADP
easat-7349	65	18	the	the	DET
easat-7349	65	19	authors	author	NOUN
easat-7349	65	20	;	;	PUNCT
easat-7349	65	21	licensee	licensee	PROPN
easat-7349	65	22	learning	learn	VERB
easat-7349	65	23	gate	gate	PROPN
easat-7349	65	24	data	datum	NOUN
easat-7349	65	25	samples	sample	NOUN
easat-7349	65	26	.	.	PUNCT
easat-7349	66	1	autoencoders	autoencoder	NOUN
easat-7349	66	2	are	be	AUX
easat-7349	66	3	trained	train	VERB
easat-7349	66	4	to	to	PART
easat-7349	66	5	reconstruct	reconstruct	VERB
easat-7349	66	6	their	their	PRON
easat-7349	66	7	inputs	input	NOUN
easat-7349	66	8	,	,	PUNCT
easat-7349	66	9	thereby	thereby	ADV
easat-7349	66	10	serving	serve	VERB
easat-7349	66	11	their	their	PRON
easat-7349	66	12	purpose	purpose	NOUN
easat-7349	66	13	.	.	PUNCT
easat-7349	67	1	however	however	ADV
easat-7349	67	2	,	,	PUNCT
easat-7349	67	3	deep	deep	ADJ
easat-7349	67	4	learning	learning	NOUN
easat-7349	67	5	often	often	ADV
easat-7349	67	6	requires	require	VERB
easat-7349	67	7	substantial	substantial	ADJ
easat-7349	67	8	amounts	amount	NOUN
easat-7349	67	9	of	of	ADP
easat-7349	67	10	data	datum	NOUN
easat-7349	67	11	and	and	CCONJ
easat-7349	67	12	computational	computational	ADJ
easat-7349	67	13	power	power	NOUN
easat-7349	67	14	,	,	PUNCT
easat-7349	67	15	which	which	PRON
easat-7349	67	16	can	can	AUX
easat-7349	67	17	pose	pose	VERB
easat-7349	67	18	challenges	challenge	NOUN
easat-7349	67	19	in	in	ADP
easat-7349	67	20	certain	certain	ADJ
easat-7349	67	21	applications	application	NOUN
easat-7349	67	22	.	.	PUNCT
easat-7349	68	1	despite	despite	SCONJ
easat-7349	68	2	these	these	DET
easat-7349	68	3	challenges	challenge	NOUN
easat-7349	68	4	,	,	PUNCT
easat-7349	68	5	deep	deep	ADJ
easat-7349	68	6	learning	learning	NOUN
easat-7349	68	7	has	have	AUX
easat-7349	68	8	demonstrated	demonstrate	VERB
easat-7349	68	9	impressive	impressive	ADJ
easat-7349	68	10	achievements	achievement	NOUN
easat-7349	68	11	in	in	ADP
easat-7349	68	12	areas	area	NOUN
easat-7349	68	13	such	such	ADJ
easat-7349	68	14	as	as	ADP
easat-7349	68	15	image	image	NOUN
easat-7349	68	16	and	and	CCONJ
easat-7349	68	17	speech	speech	NOUN
easat-7349	68	18	recognition	recognition	NOUN
easat-7349	68	19	,	,	PUNCT
easat-7349	68	20	natural	natural	ADJ
easat-7349	68	21	language	language	NOUN
easat-7349	68	22	processing	processing	NOUN
easat-7349	68	23	,	,	PUNCT
easat-7349	68	24	and	and	CCONJ
easat-7349	68	25	robotics	robotic	NOUN
easat-7349	68	26	.	.	PUNCT
easat-7349	69	1	with	with	ADP
easat-7349	69	2	advancements	advancement	NOUN
easat-7349	69	3	in	in	ADP
easat-7349	69	4	hardware	hardware	NOUN
easat-7349	69	5	and	and	CCONJ
easat-7349	69	6	software	software	NOUN
easat-7349	69	7	technology	technology	NOUN
easat-7349	69	8	,	,	PUNCT
easat-7349	69	9	deep	deep	ADJ
easat-7349	69	10	learning	learning	NOUN
easat-7349	69	11	is	be	AUX
easat-7349	69	12	expected	expect	VERB
easat-7349	69	13	to	to	PART
easat-7349	69	14	continue	continue	VERB
easat-7349	69	15	playing	play	VERB
easat-7349	69	16	a	a	DET
easat-7349	69	17	significant	significant	ADJ
easat-7349	69	18	role	role	NOUN
easat-7349	69	19	in	in	ADP
easat-7349	69	20	the	the	DET
easat-7349	69	21	field	field	NOUN
easat-7349	69	22	of	of	ADP
easat-7349	69	23	machine	machine	NOUN
easat-7349	69	24	learning	learn	VERB
easat-7349	69	25	[	[	X
easat-7349	69	26	8	8	NUM
easat-7349	69	27	]	]	PUNCT
easat-7349	69	28	.	.	PUNCT
easat-7349	70	1	1.3	1.3	NUM
easat-7349	70	2	.	.	PUNCT
easat-7349	71	1	neural	neural	ADJ
easat-7349	71	2	networks	network	NOUN
easat-7349	71	3	a	a	DET
easat-7349	71	4	neural	neural	ADJ
easat-7349	71	5	network	network	NOUN
easat-7349	71	6	is	be	AUX
easat-7349	71	7	a	a	DET
easat-7349	71	8	machine	machine	NOUN
easat-7349	71	9	learning	learn	VERB
easat-7349	71	10	system	system	NOUN
easat-7349	71	11	designed	design	VERB
easat-7349	71	12	to	to	PART
easat-7349	71	13	mimic	mimic	VERB
easat-7349	71	14	the	the	DET
easat-7349	71	15	organization	organization	NOUN
easat-7349	71	16	of	of	ADP
easat-7349	71	17	the	the	DET
easat-7349	71	18	human	human	ADJ
easat-7349	71	19	brain	brain	NOUN
easat-7349	71	20	.	.	PUNCT
easat-7349	72	1	it	it	PRON
easat-7349	72	2	consists	consist	VERB
easat-7349	72	3	of	of	ADP
easat-7349	72	4	interconnected	interconnected	ADJ
easat-7349	72	5	layers	layer	NOUN
easat-7349	72	6	of	of	ADP
easat-7349	72	7	nodes	node	NOUN
easat-7349	72	8	known	know	VERB
easat-7349	72	9	as	as	ADP
easat-7349	72	10	neurons	neuron	NOUN
easat-7349	72	11	.	.	PUNCT
easat-7349	73	1	the	the	DET
easat-7349	73	2	input	input	NOUN
easat-7349	73	3	layer	layer	NOUN
easat-7349	73	4	receives	receive	VERB
easat-7349	73	5	raw	raw	ADJ
easat-7349	73	6	data	datum	NOUN
easat-7349	73	7	,	,	PUNCT
easat-7349	73	8	and	and	CCONJ
easat-7349	73	9	the	the	DET
easat-7349	73	10	output	output	NOUN
easat-7349	73	11	layer	layer	NOUN
easat-7349	73	12	produces	produce	VERB
easat-7349	73	13	the	the	DET
easat-7349	73	14	final	final	ADJ
easat-7349	73	15	output	output	NOUN
easat-7349	73	16	.	.	PUNCT
easat-7349	74	1	computation	computation	NOUN
easat-7349	74	2	occurs	occur	VERB
easat-7349	74	3	in	in	ADP
easat-7349	74	4	the	the	DET
easat-7349	74	5	hidden	hidden	ADJ
easat-7349	74	6	layers	layer	NOUN
easat-7349	74	7	,	,	PUNCT
easat-7349	74	8	which	which	PRON
easat-7349	74	9	transform	transform	VERB
easat-7349	74	10	the	the	DET
easat-7349	74	11	input	input	NOUN
easat-7349	74	12	into	into	ADP
easat-7349	74	13	the	the	DET
easat-7349	74	14	output	output	NOUN
easat-7349	74	15	[	[	X
easat-7349	74	16	12	12	NUM
easat-7349	74	17	]	]	PUNCT
easat-7349	74	18	.	.	PUNCT
easat-7349	75	1	the	the	DET
easat-7349	75	2	primary	primary	ADJ
easat-7349	75	3	objective	objective	NOUN
easat-7349	75	4	of	of	ADP
easat-7349	75	5	a	a	DET
easat-7349	75	6	neural	neural	ADJ
easat-7349	75	7	network	network	NOUN
easat-7349	75	8	is	be	AUX
easat-7349	75	9	to	to	PART
easat-7349	75	10	identify	identify	VERB
easat-7349	75	11	patterns	pattern	NOUN
easat-7349	75	12	in	in	ADP
easat-7349	75	13	data	datum	NOUN
easat-7349	75	14	by	by	ADP
easat-7349	75	15	adjusting	adjust	VERB
easat-7349	75	16	the	the	DET
easat-7349	75	17	weights	weight	NOUN
easat-7349	75	18	of	of	ADP
easat-7349	75	19	connections	connection	NOUN
easat-7349	75	20	between	between	ADP
easat-7349	75	21	neurons	neuron	NOUN
easat-7349	75	22	.	.	PUNCT
easat-7349	76	1	during	during	ADP
easat-7349	76	2	training	training	NOUN
easat-7349	76	3	,	,	PUNCT
easat-7349	76	4	the	the	DET
easat-7349	76	5	network	network	NOUN
easat-7349	76	6	receives	receive	VERB
easat-7349	76	7	a	a	DET
easat-7349	76	8	set	set	NOUN
easat-7349	76	9	of	of	ADP
easat-7349	76	10	labeled	label	VERB
easat-7349	76	11	samples	sample	NOUN
easat-7349	76	12	and	and	CCONJ
easat-7349	76	13	updates	update	VERB
easat-7349	76	14	its	its	PRON
easat-7349	76	15	weights	weight	NOUN
easat-7349	76	16	based	base	VERB
easat-7349	76	17	on	on	ADP
easat-7349	76	18	the	the	DET
easat-7349	76	19	disparities	disparity	NOUN
easat-7349	76	20	between	between	ADP
easat-7349	76	21	predicted	predict	VERB
easat-7349	76	22	and	and	CCONJ
easat-7349	76	23	actual	actual	ADJ
easat-7349	76	24	outputs	output	NOUN
easat-7349	76	25	.	.	PUNCT
easat-7349	77	1	once	once	ADV
easat-7349	77	2	trained	train	VERB
easat-7349	77	3	,	,	PUNCT
easat-7349	77	4	the	the	DET
easat-7349	77	5	network	network	NOUN
easat-7349	77	6	can	can	AUX
easat-7349	77	7	be	be	AUX
easat-7349	77	8	used	use	VERB
easat-7349	77	9	to	to	PART
easat-7349	77	10	make	make	VERB
easat-7349	77	11	predictions	prediction	NOUN
easat-7349	77	12	or	or	CCONJ
easat-7349	77	13	decisions	decision	NOUN
easat-7349	77	14	using	use	VERB
easat-7349	77	15	new	new	ADJ
easat-7349	77	16	input	input	NOUN
easat-7349	77	17	data	datum	NOUN
easat-7349	77	18	[	[	X
easat-7349	77	19	13	13	NUM
easat-7349	77	20	]	]	PUNCT
easat-7349	77	21	.	.	PUNCT
easat-7349	78	1	neural	neural	ADJ
easat-7349	78	2	networks	network	NOUN
easat-7349	78	3	find	find	VERB
easat-7349	78	4	applications	application	NOUN
easat-7349	78	5	in	in	ADP
easat-7349	78	6	various	various	ADJ
easat-7349	78	7	domains	domain	NOUN
easat-7349	78	8	such	such	ADJ
easat-7349	78	9	as	as	ADP
easat-7349	78	10	robotics	robotic	NOUN
easat-7349	78	11	,	,	PUNCT
easat-7349	78	12	natural	natural	ADJ
easat-7349	78	13	language	language	NOUN
easat-7349	78	14	processing	processing	NOUN
easat-7349	78	15	,	,	PUNCT
easat-7349	78	16	speech	speech	NOUN
easat-7349	78	17	recognition	recognition	NOUN
easat-7349	78	18	,	,	PUNCT
easat-7349	78	19	and	and	CCONJ
easat-7349	78	20	image	image	NOUN
easat-7349	78	21	recognition	recognition	NOUN
easat-7349	78	22	.	.	PUNCT
easat-7349	79	1	they	they	PRON
easat-7349	79	2	excel	excel	VERB
easat-7349	79	3	in	in	ADP
easat-7349	79	4	tasks	task	NOUN
easat-7349	79	5	involving	involve	VERB
easat-7349	79	6	complex	complex	ADJ
easat-7349	79	7	and	and	CCONJ
easat-7349	79	8	multidimensional	multidimensional	ADJ
easat-7349	79	9	data	datum	NOUN
easat-7349	79	10	,	,	PUNCT
easat-7349	79	11	such	such	ADJ
easat-7349	79	12	as	as	ADP
easat-7349	79	13	visual	visual	ADJ
easat-7349	79	14	or	or	CCONJ
easat-7349	79	15	auditory	auditory	ADJ
easat-7349	79	16	information	information	NOUN
easat-7349	79	17	.	.	PUNCT
easat-7349	80	1	by	by	ADP
easat-7349	80	2	recognizing	recognize	VERB
easat-7349	80	3	patterns	pattern	NOUN
easat-7349	80	4	in	in	ADP
easat-7349	80	5	data	datum	NOUN
easat-7349	80	6	,	,	PUNCT
easat-7349	80	7	neural	neural	ADJ
easat-7349	80	8	networks	network	NOUN
easat-7349	80	9	can	can	AUX
easat-7349	80	10	extract	extract	VERB
easat-7349	80	11	features	feature	NOUN
easat-7349	80	12	that	that	PRON
easat-7349	80	13	are	be	AUX
easat-7349	80	14	challenging	challenge	VERB
easat-7349	80	15	or	or	CCONJ
easat-7349	80	16	impossible	impossible	ADJ
easat-7349	80	17	to	to	PART
easat-7349	80	18	uncover	uncover	VERB
easat-7349	80	19	using	use	VERB
easat-7349	80	20	traditional	traditional	ADJ
easat-7349	80	21	machine	machine	NOUN
easat-7349	80	22	learning	learning	NOUN
easat-7349	80	23	approaches	approach	NOUN
easat-7349	80	24	.	.	PUNCT
easat-7349	81	1	common	common	ADJ
easat-7349	81	2	types	type	NOUN
easat-7349	81	3	of	of	ADP
easat-7349	81	4	neural	neural	ADJ
easat-7349	81	5	networks	network	NOUN
easat-7349	81	6	include	include	VERB
easat-7349	81	7	feedforward	feedforward	NOUN
easat-7349	81	8	neural	neural	ADJ
easat-7349	81	9	networks	network	NOUN
easat-7349	81	10	,	,	PUNCT
easat-7349	81	11	convolutional	convolutional	ADJ
easat-7349	81	12	neural	neural	ADJ
easat-7349	81	13	networks	network	NOUN
easat-7349	81	14	(	(	PUNCT
easat-7349	81	15	cnns	cnns	PROPN
easat-7349	81	16	)	)	PUNCT
easat-7349	81	17	,	,	PUNCT
easat-7349	81	18	and	and	CCONJ
easat-7349	81	19	recurrent	recurrent	ADJ
easat-7349	81	20	neural	neural	ADJ
easat-7349	81	21	networks	network	NOUN
easat-7349	81	22	(	(	PUNCT
easat-7349	81	23	rnns	rnns	PROPN
easat-7349	81	24	)	)	PUNCT
easat-7349	81	25	.	.	PUNCT
easat-7349	82	1	feedforward	feedforward	NOUN
easat-7349	82	2	networks	network	NOUN
easat-7349	82	3	are	be	AUX
easat-7349	82	4	the	the	DET
easat-7349	82	5	simplest	simple	ADJ
easat-7349	82	6	type	type	NOUN
easat-7349	82	7	and	and	CCONJ
easat-7349	82	8	are	be	AUX
easat-7349	82	9	often	often	ADV
easat-7349	82	10	used	use	VERB
easat-7349	82	11	for	for	ADP
easat-7349	82	12	classification	classification	NOUN
easat-7349	82	13	tasks	task	NOUN
easat-7349	82	14	.	.	PUNCT
easat-7349	83	1	rnns	rnn	NOUN
easat-7349	83	2	,	,	PUNCT
easat-7349	83	3	on	on	ADP
easat-7349	83	4	the	the	DET
easat-7349	83	5	other	other	ADJ
easat-7349	83	6	hand	hand	NOUN
easat-7349	83	7	,	,	PUNCT
easat-7349	83	8	are	be	AUX
easat-7349	83	9	well	well	ADV
easat-7349	83	10	-	-	PUNCT
easat-7349	83	11	suited	suit	VERB
easat-7349	83	12	for	for	ADP
easat-7349	83	13	natural	natural	ADJ
easat-7349	83	14	language	language	NOUN
easat-7349	83	15	processing	processing	NOUN
easat-7349	83	16	tasks	task	NOUN
easat-7349	83	17	involving	involve	VERB
easat-7349	83	18	sequential	sequential	ADJ
easat-7349	83	19	input	input	NOUN
easat-7349	83	20	,	,	PUNCT
easat-7349	83	21	such	such	ADJ
easat-7349	83	22	as	as	ADP
easat-7349	83	23	text	text	NOUN
easat-7349	83	24	or	or	CCONJ
easat-7349	83	25	speech	speech	NOUN
easat-7349	83	26	.	.	PUNCT
easat-7349	84	1	cnns	cnns	PROPN
easat-7349	84	2	are	be	AUX
easat-7349	84	3	frequently	frequently	ADV
easat-7349	84	4	employed	employ	VERB
easat-7349	84	5	for	for	ADP
easat-7349	84	6	tasks	task	NOUN
easat-7349	84	7	related	relate	VERB
easat-7349	84	8	to	to	ADP
easat-7349	84	9	image	image	NOUN
easat-7349	84	10	recognition	recognition	NOUN
easat-7349	84	11	and	and	CCONJ
easat-7349	84	12	classification	classification	NOUN
easat-7349	84	13	[	[	X
easat-7349	84	14	14	14	NUM
easat-7349	84	15	]	]	PUNCT
easat-7349	84	16	.	.	PUNCT
easat-7349	85	1	epochs	epoch	NOUN
easat-7349	85	2	are	be	AUX
easat-7349	85	3	related	relate	VERB
easat-7349	85	4	to	to	ADP
easat-7349	85	5	the	the	DET
easat-7349	85	6	training	training	NOUN
easat-7349	85	7	process	process	NOUN
easat-7349	85	8	of	of	ADP
easat-7349	85	9	a	a	DET
easat-7349	85	10	neural	neural	ADJ
easat-7349	85	11	network	network	NOUN
easat-7349	85	12	.	.	PUNCT
easat-7349	86	1	an	an	DET
easat-7349	86	2	epoch	epoch	NOUN
easat-7349	86	3	refers	refer	VERB
easat-7349	86	4	to	to	ADP
easat-7349	86	5	a	a	DET
easat-7349	86	6	single	single	ADJ
easat-7349	86	7	iteration	iteration	NOUN
easat-7349	86	8	of	of	ADP
easat-7349	86	9	the	the	DET
easat-7349	86	10	entire	entire	ADJ
easat-7349	86	11	training	training	NOUN
easat-7349	86	12	dataset	dataset	NOUN
easat-7349	86	13	passing	pass	VERB
easat-7349	86	14	through	through	ADP
easat-7349	86	15	the	the	DET
easat-7349	86	16	neural	neural	ADJ
easat-7349	86	17	network	network	NOUN
easat-7349	86	18	.	.	PUNCT
easat-7349	87	1	during	during	ADP
easat-7349	87	2	each	each	DET
easat-7349	87	3	epoch	epoch	NOUN
easat-7349	87	4	,	,	PUNCT
easat-7349	87	5	the	the	DET
easat-7349	87	6	network	network	NOUN
easat-7349	87	7	's	's	PART
easat-7349	87	8	weights	weight	NOUN
easat-7349	87	9	are	be	AUX
easat-7349	87	10	updated	update	VERB
easat-7349	87	11	based	base	VERB
easat-7349	87	12	on	on	ADP
easat-7349	87	13	the	the	DET
easat-7349	87	14	gradients	gradient	NOUN
easat-7349	87	15	computed	compute	VERB
easat-7349	87	16	through	through	ADP
easat-7349	87	17	backpropagation	backpropagation	NOUN
easat-7349	87	18	.	.	PUNCT
easat-7349	88	1	the	the	DET
easat-7349	88	2	training	training	NOUN
easat-7349	88	3	process	process	NOUN
easat-7349	88	4	typically	typically	ADV
easat-7349	88	5	involves	involve	VERB
easat-7349	88	6	multiple	multiple	ADJ
easat-7349	88	7	epochs	epoch	NOUN
easat-7349	88	8	,	,	PUNCT
easat-7349	88	9	where	where	SCONJ
easat-7349	88	10	the	the	DET
easat-7349	88	11	dataset	dataset	NOUN
easat-7349	88	12	is	be	AUX
easat-7349	88	13	presented	present	VERB
easat-7349	88	14	to	to	ADP
easat-7349	88	15	the	the	DET
easat-7349	88	16	network	network	NOUN
easat-7349	88	17	in	in	ADP
easat-7349	88	18	batches	batch	NOUN
easat-7349	88	19	or	or	CCONJ
easat-7349	88	20	as	as	ADP
easat-7349	88	21	a	a	DET
easat-7349	88	22	whole	whole	NOUN
easat-7349	88	23	.	.	PUNCT
easat-7349	89	1	the	the	DET
easat-7349	89	2	number	number	NOUN
easat-7349	89	3	of	of	ADP
easat-7349	89	4	epochs	epoch	NOUN
easat-7349	89	5	is	be	AUX
easat-7349	89	6	a	a	DET
easat-7349	89	7	hyperparameter	hyperparameter	NOUN
easat-7349	89	8	that	that	PRON
easat-7349	89	9	determines	determine	VERB
easat-7349	89	10	how	how	SCONJ
easat-7349	89	11	many	many	ADJ
easat-7349	89	12	times	time	NOUN
easat-7349	89	13	the	the	DET
easat-7349	89	14	network	network	NOUN
easat-7349	89	15	will	will	AUX
easat-7349	89	16	see	see	VERB
easat-7349	89	17	the	the	DET
easat-7349	89	18	entire	entire	ADJ
easat-7349	89	19	training	training	NOUN
easat-7349	89	20	dataset	dataset	NOUN
easat-7349	89	21	.	.	PUNCT
easat-7349	90	1	the	the	DET
easat-7349	90	2	purpose	purpose	NOUN
easat-7349	90	3	of	of	ADP
easat-7349	90	4	using	use	VERB
easat-7349	90	5	multiple	multiple	ADJ
easat-7349	90	6	epochs	epoch	NOUN
easat-7349	90	7	is	be	AUX
easat-7349	90	8	to	to	PART
easat-7349	90	9	allow	allow	VERB
easat-7349	90	10	the	the	DET
easat-7349	90	11	network	network	NOUN
easat-7349	90	12	to	to	PART
easat-7349	90	13	learn	learn	VERB
easat-7349	90	14	and	and	CCONJ
easat-7349	90	15	refine	refine	VERB
easat-7349	90	16	its	its	PRON
easat-7349	90	17	predictions	prediction	NOUN
easat-7349	90	18	over	over	ADP
easat-7349	90	19	time	time	NOUN
easat-7349	90	20	.	.	PUNCT
easat-7349	91	1	in	in	ADP
easat-7349	91	2	each	each	DET
easat-7349	91	3	epoch	epoch	NOUN
easat-7349	91	4	,	,	PUNCT
easat-7349	91	5	the	the	DET
easat-7349	91	6	network	network	NOUN
easat-7349	91	7	learns	learn	VERB
easat-7349	91	8	from	from	ADP
easat-7349	91	9	the	the	DET
easat-7349	91	10	patterns	pattern	NOUN
easat-7349	91	11	and	and	CCONJ
easat-7349	91	12	relationships	relationship	NOUN
easat-7349	91	13	present	present	ADJ
easat-7349	91	14	in	in	ADP
easat-7349	91	15	the	the	DET
easat-7349	91	16	training	training	NOUN
easat-7349	91	17	data	datum	NOUN
easat-7349	91	18	and	and	CCONJ
easat-7349	91	19	adjusts	adjust	VERB
easat-7349	91	20	its	its	PRON
easat-7349	91	21	weights	weight	NOUN
easat-7349	91	22	to	to	PART
easat-7349	91	23	minimize	minimize	VERB
easat-7349	91	24	the	the	DET
easat-7349	91	25	error	error	NOUN
easat-7349	91	26	between	between	ADP
easat-7349	91	27	predicted	predict	VERB
easat-7349	91	28	and	and	CCONJ
easat-7349	91	29	actual	actual	ADJ
easat-7349	91	30	outputs	output	NOUN
easat-7349	91	31	.	.	PUNCT
easat-7349	92	1	by	by	ADP
easat-7349	92	2	using	use	VERB
easat-7349	92	3	multiple	multiple	ADJ
easat-7349	92	4	epochs	epoch	NOUN
easat-7349	92	5	,	,	PUNCT
easat-7349	92	6	the	the	DET
easat-7349	92	7	network	network	NOUN
easat-7349	92	8	can	can	AUX
easat-7349	92	9	improve	improve	VERB
easat-7349	92	10	its	its	PRON
easat-7349	92	11	performance	performance	NOUN
easat-7349	92	12	by	by	ADP
easat-7349	92	13	iteratively	iteratively	ADV
easat-7349	92	14	updating	update	VERB
easat-7349	92	15	the	the	DET
easat-7349	92	16	weights	weight	NOUN
easat-7349	92	17	and	and	CCONJ
easat-7349	92	18	capturing	capture	VERB
easat-7349	92	19	more	more	ADJ
easat-7349	92	20	complex	complex	ADJ
easat-7349	92	21	patterns	pattern	NOUN
easat-7349	92	22	in	in	ADP
easat-7349	92	23	the	the	DET
easat-7349	92	24	data	datum	NOUN
easat-7349	92	25	.	.	PUNCT
easat-7349	93	1	with	with	ADP
easat-7349	93	2	each	each	DET
easat-7349	93	3	epoch	epoch	NOUN
easat-7349	93	4	,	,	PUNCT
easat-7349	93	5	the	the	DET
easat-7349	93	6	network	network	NOUN
easat-7349	93	7	adjusts	adjust	VERB
easat-7349	93	8	its	its	PRON
easat-7349	93	9	weights	weight	NOUN
easat-7349	93	10	based	base	VERB
easat-7349	93	11	on	on	ADP
easat-7349	93	12	the	the	DET
easat-7349	93	13	gradients	gradient	NOUN
easat-7349	93	14	calculated	calculate	VERB
easat-7349	93	15	through	through	ADP
easat-7349	93	16	backpropagation	backpropagation	NOUN
easat-7349	93	17	,	,	PUNCT
easat-7349	93	18	gradually	gradually	ADV
easat-7349	93	19	reducing	reduce	VERB
easat-7349	93	20	the	the	DET
easat-7349	93	21	training	training	NOUN
easat-7349	93	22	loss	loss	NOUN
easat-7349	93	23	and	and	CCONJ
easat-7349	93	24	improving	improve	VERB
easat-7349	93	25	the	the	DET
easat-7349	93	26	accuracy	accuracy	NOUN
easat-7349	93	27	of	of	ADP
easat-7349	93	28	predictions	prediction	NOUN
easat-7349	93	29	.	.	PUNCT
easat-7349	94	1	however	however	ADV
easat-7349	94	2	,	,	PUNCT
easat-7349	94	3	it	it	PRON
easat-7349	94	4	's	be	AUX
easat-7349	94	5	important	important	ADJ
easat-7349	94	6	to	to	PART
easat-7349	94	7	find	find	VERB
easat-7349	94	8	the	the	DET
easat-7349	94	9	right	right	ADJ
easat-7349	94	10	balance	balance	NOUN
easat-7349	94	11	when	when	SCONJ
easat-7349	94	12	choosing	choose	VERB
easat-7349	94	13	the	the	DET
easat-7349	94	14	number	number	NOUN
easat-7349	94	15	of	of	ADP
easat-7349	94	16	epochs	epoch	NOUN
easat-7349	94	17	.	.	PUNCT
easat-7349	95	1	too	too	ADV
easat-7349	95	2	few	few	ADJ
easat-7349	95	3	epochs	epoch	NOUN
easat-7349	95	4	may	may	AUX
easat-7349	95	5	result	result	VERB
easat-7349	95	6	in	in	ADP
easat-7349	95	7	underfitting	underfitting	NOUN
easat-7349	95	8	,	,	PUNCT
easat-7349	95	9	where	where	SCONJ
easat-7349	95	10	the	the	DET
easat-7349	95	11	network	network	NOUN
easat-7349	95	12	fails	fail	VERB
easat-7349	95	13	to	to	PART
easat-7349	95	14	capture	capture	VERB
easat-7349	95	15	all	all	DET
easat-7349	95	16	the	the	DET
easat-7349	95	17	patterns	pattern	NOUN
easat-7349	95	18	in	in	ADP
easat-7349	95	19	the	the	DET
easat-7349	95	20	data	datum	NOUN
easat-7349	95	21	.	.	PUNCT
easat-7349	96	1	on	on	ADP
easat-7349	96	2	the	the	DET
easat-7349	96	3	other	other	ADJ
easat-7349	96	4	hand	hand	NOUN
easat-7349	96	5	,	,	PUNCT
easat-7349	96	6	too	too	ADV
easat-7349	96	7	many	many	ADJ
easat-7349	96	8	epochs	epoch	NOUN
easat-7349	96	9	may	may	AUX
easat-7349	96	10	lead	lead	VERB
easat-7349	96	11	to	to	ADP
easat-7349	96	12	overfitting	overfitte	VERB
easat-7349	96	13	,	,	PUNCT
easat-7349	96	14	where	where	SCONJ
easat-7349	96	15	the	the	DET
easat-7349	96	16	network	network	NOUN
easat-7349	96	17	becomes	become	VERB
easat-7349	96	18	too	too	ADV
easat-7349	96	19	specialized	specialized	ADJ
easat-7349	96	20	to	to	ADP
easat-7349	96	21	the	the	DET
easat-7349	96	22	training	training	NOUN
easat-7349	96	23	data	datum	NOUN
easat-7349	96	24	and	and	CCONJ
easat-7349	96	25	performs	perform	VERB
easat-7349	96	26	poorly	poorly	ADV
easat-7349	96	27	on	on	ADP
easat-7349	96	28	unseen	unseen	ADJ
easat-7349	96	29	data	datum	NOUN
easat-7349	96	30	.	.	PUNCT
easat-7349	97	1	finding	find	VERB
easat-7349	97	2	the	the	DET
easat-7349	97	3	optimal	optimal	ADJ
easat-7349	97	4	number	number	NOUN
easat-7349	97	5	of	of	ADP
easat-7349	97	6	epochs	epoch	NOUN
easat-7349	97	7	often	often	ADV
easat-7349	97	8	requires	require	VERB
easat-7349	97	9	experimentation	experimentation	NOUN
easat-7349	97	10	and	and	CCONJ
easat-7349	97	11	validation	validation	NOUN
easat-7349	97	12	on	on	ADP
easat-7349	97	13	a	a	DET
easat-7349	97	14	separate	separate	ADJ
easat-7349	97	15	validation	validation	NOUN
easat-7349	97	16	dataset	dataset	NOUN
easat-7349	97	17	.	.	PUNCT
easat-7349	98	1	techniques	technique	NOUN
easat-7349	98	2	like	like	ADP
easat-7349	98	3	early	early	ADJ
easat-7349	98	4	stopping	stopping	NOUN
easat-7349	98	5	,	,	PUNCT
easat-7349	98	6	which	which	PRON
easat-7349	98	7	monitor	monitor	VERB
easat-7349	98	8	the	the	DET
easat-7349	98	9	validation	validation	NOUN
easat-7349	98	10	loss	loss	NOUN
easat-7349	98	11	and	and	CCONJ
easat-7349	98	12	stop	stop	VERB
easat-7349	98	13	the	the	DET
easat-7349	98	14	training	training	NOUN
easat-7349	98	15	when	when	SCONJ
easat-7349	98	16	it	it	PRON
easat-7349	98	17	starts	start	VERB
easat-7349	98	18	to	to	PART
easat-7349	98	19	increase	increase	VERB
easat-7349	98	20	,	,	PUNCT
easat-7349	98	21	can	can	AUX
easat-7349	98	22	help	help	VERB
easat-7349	98	23	prevent	prevent	VERB
easat-7349	98	24	overfitting	overfitting	NOUN
easat-7349	98	25	and	and	CCONJ
easat-7349	98	26	determine	determine	VERB
easat-7349	98	27	the	the	DET
easat-7349	98	28	optimal	optimal	ADJ
easat-7349	98	29	number	number	NOUN
easat-7349	98	30	of	of	ADP
easat-7349	98	31	epochs	epoch	NOUN
easat-7349	98	32	.	.	PUNCT
easat-7349	99	1	2	2	X
easat-7349	99	2	.	.	X
easat-7349	99	3	related	relate	VERB
easat-7349	99	4	work	work	NOUN
easat-7349	99	5	predicting	predict	VERB
easat-7349	99	6	diseases	disease	NOUN
easat-7349	99	7	using	use	VERB
easat-7349	99	8	neural	neural	ADJ
easat-7349	99	9	networks	network	NOUN
easat-7349	99	10	has	have	AUX
easat-7349	99	11	been	be	AUX
easat-7349	99	12	a	a	DET
easat-7349	99	13	subject	subject	NOUN
easat-7349	99	14	of	of	ADP
easat-7349	99	15	extensive	extensive	ADJ
easat-7349	99	16	research	research	NOUN
easat-7349	99	17	in	in	ADP
easat-7349	99	18	the	the	DET
easat-7349	99	19	field	field	NOUN
easat-7349	99	20	of	of	ADP
easat-7349	99	21	healthcare	healthcare	PROPN
easat-7349	99	22	.	.	PUNCT
easat-7349	100	1	numerous	numerous	ADJ
easat-7349	100	2	studies	study	NOUN
easat-7349	100	3	have	have	AUX
easat-7349	100	4	explored	explore	VERB
easat-7349	100	5	the	the	DET
easat-7349	100	6	application	application	NOUN
easat-7349	100	7	of	of	ADP
easat-7349	100	8	neural	neural	ADJ
easat-7349	100	9	networks	network	NOUN
easat-7349	100	10	in	in	ADP
easat-7349	100	11	disease	disease	NOUN
easat-7349	100	12	prediction	prediction	NOUN
easat-7349	100	13	,	,	PUNCT
easat-7349	100	14	demonstrating	demonstrate	VERB
easat-7349	100	15	promising	promising	ADJ
easat-7349	100	16	results	result	NOUN
easat-7349	100	17	.	.	PUNCT
easat-7349	101	1	according	accord	VERB
easat-7349	101	2	to	to	ADP
easat-7349	101	3	ashfaq	ashfaq	NOUN
easat-7349	101	4	,	,	PUNCT
easat-7349	101	5	et	et	PROPN
easat-7349	101	6	al	al	PROPN
easat-7349	101	7	.	.	PUNCT
easat-7349	102	1	[	[	X
easat-7349	102	2	15	15	NUM
easat-7349	102	3	]	]	X
easat-7349	102	4	a	a	DET
easat-7349	102	5	convolutional	convolutional	ADJ
easat-7349	102	6	neural	neural	ADJ
easat-7349	102	7	network	network	NOUN
easat-7349	102	8	1935	1935	NUM
easat-7349	102	9	edelweiss	edelweiss	PROPN
easat-7349	102	10	applied	apply	VERB
easat-7349	102	11	science	science	NOUN
easat-7349	102	12	and	and	CCONJ
easat-7349	102	13	technology	technology	NOUN
easat-7349	102	14	issn	issn	PROPN
easat-7349	102	15	:	:	PUNCT
easat-7349	102	16	2576	2576	NUM
easat-7349	102	17	-	-	SYM
easat-7349	102	18	8484	8484	NUM
easat-7349	102	19	vol	vol	NOUN
easat-7349	102	20	.	.	PROPN
easat-7349	103	1	9	9	NUM
easat-7349	103	2	,	,	PUNCT
easat-7349	103	3	no	no	INTJ
easat-7349	103	4	.	.	NOUN
easat-7349	103	5	5	5	NUM
easat-7349	103	6	:	:	SYM
easat-7349	103	7	1932	1932	NUM
easat-7349	103	8	-	-	SYM
easat-7349	103	9	1941	1941	NUM
easat-7349	103	10	,	,	PUNCT
easat-7349	103	11	2025	2025	NUM
easat-7349	103	12	doi	doi	NOUN
easat-7349	103	13	:	:	PUNCT
easat-7349	103	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	103	15	©	©	PROPN
easat-7349	103	16	2025	2025	NUM
easat-7349	103	17	by	by	ADP
easat-7349	103	18	the	the	DET
easat-7349	103	19	authors	author	NOUN
easat-7349	103	20	;	;	PUNCT
easat-7349	103	21	licensee	licensee	PROPN
easat-7349	103	22	learning	learning	NOUN
easat-7349	103	23	gate	gate	NOUN
easat-7349	103	24	(	(	PUNCT
easat-7349	103	25	cnn	cnn	PROPN
easat-7349	103	26	)	)	PUNCT
easat-7349	103	27	was	be	AUX
easat-7349	103	28	employed	employ	VERB
easat-7349	103	29	to	to	PART
easat-7349	103	30	predict	predict	VERB
easat-7349	103	31	the	the	DET
easat-7349	103	32	development	development	NOUN
easat-7349	103	33	of	of	ADP
easat-7349	103	34	diabetic	diabetic	ADJ
easat-7349	103	35	retinopathy	retinopathy	NOUN
easat-7349	103	36	.	.	PUNCT
easat-7349	104	1	the	the	DET
easat-7349	104	2	model	model	NOUN
easat-7349	104	3	achieved	achieve	VERB
easat-7349	104	4	high	high	ADJ
easat-7349	104	5	accuracy	accuracy	NOUN
easat-7349	104	6	in	in	ADP
easat-7349	104	7	diagnosing	diagnose	VERB
easat-7349	104	8	the	the	DET
easat-7349	104	9	disease	disease	NOUN
easat-7349	104	10	based	base	VERB
easat-7349	104	11	on	on	ADP
easat-7349	104	12	retinal	retinal	ADJ
easat-7349	104	13	images	image	NOUN
easat-7349	104	14	.	.	PUNCT
easat-7349	105	1	another	another	DET
easat-7349	105	2	study	study	NOUN
easat-7349	105	3	done	do	VERB
easat-7349	105	4	by	by	ADP
easat-7349	105	5	dong	dong	PROPN
easat-7349	105	6	,	,	PUNCT
easat-7349	105	7	et	et	PROPN
easat-7349	105	8	al	al	PROPN
easat-7349	105	9	.	.	PUNCT
easat-7349	106	1	[	[	X
easat-7349	106	2	16	16	NUM
easat-7349	106	3	]	]	PUNCT
easat-7349	106	4	focuses	focus	VERB
easat-7349	106	5	on	on	ADP
easat-7349	106	6	the	the	DET
easat-7349	106	7	importance	importance	NOUN
easat-7349	106	8	of	of	ADP
easat-7349	106	9	targeted	target	VERB
easat-7349	106	10	interventions	intervention	NOUN
easat-7349	106	11	for	for	ADP
easat-7349	106	12	high	high	ADJ
easat-7349	106	13	-	-	PUNCT
easat-7349	106	14	risk	risk	NOUN
easat-7349	106	15	patients	patient	NOUN
easat-7349	106	16	to	to	PART
easat-7349	106	17	reduce	reduce	VERB
easat-7349	106	18	hospital	hospital	NOUN
easat-7349	106	19	readmissions	readmission	NOUN
easat-7349	106	20	and	and	CCONJ
easat-7349	106	21	healthcare	healthcare	NOUN
easat-7349	106	22	costs	cost	NOUN
easat-7349	106	23	.	.	PUNCT
easat-7349	107	1	the	the	DET
easat-7349	107	2	researchers	researcher	NOUN
easat-7349	107	3	propose	propose	VERB
easat-7349	107	4	a	a	DET
easat-7349	107	5	deep	deep	ADJ
easat-7349	107	6	learning	learning	NOUN
easat-7349	107	7	framework	framework	NOUN
easat-7349	107	8	that	that	PRON
easat-7349	107	9	combines	combine	VERB
easat-7349	107	10	both	both	DET
easat-7349	107	11	human	human	ADJ
easat-7349	107	12	and	and	CCONJ
easat-7349	107	13	machine	machine	NOUN
easat-7349	107	14	-	-	PUNCT
easat-7349	107	15	derived	derive	VERB
easat-7349	107	16	features	feature	NOUN
easat-7349	107	17	in	in	ADP
easat-7349	107	18	a	a	DET
easat-7349	107	19	sequential	sequential	ADJ
easat-7349	107	20	manner	manner	NOUN
easat-7349	107	21	using	use	VERB
easat-7349	107	22	a	a	DET
easat-7349	107	23	cost	cost	NOUN
easat-7349	107	24	-	-	PUNCT
easat-7349	107	25	sensitive	sensitive	ADJ
easat-7349	107	26	lstm	lstm	NOUN
easat-7349	107	27	model	model	NOUN
easat-7349	107	28	to	to	PART
easat-7349	107	29	predict	predict	VERB
easat-7349	107	30	the	the	DET
easat-7349	107	31	risk	risk	NOUN
easat-7349	107	32	of	of	ADP
easat-7349	107	33	readmission	readmission	NOUN
easat-7349	107	34	,	,	PUNCT
easat-7349	107	35	achieving	achieve	VERB
easat-7349	107	36	an	an	DET
easat-7349	107	37	area	area	NOUN
easat-7349	107	38	under	under	ADP
easat-7349	107	39	the	the	DET
easat-7349	107	40	curve	curve	NOUN
easat-7349	107	41	(	(	PUNCT
easat-7349	107	42	auc	auc	NOUN
easat-7349	107	43	)	)	PUNCT
easat-7349	107	44	of	of	ADP
easat-7349	107	45	0.77	0.77	NUM
easat-7349	107	46	.	.	PUNCT
easat-7349	108	1	the	the	DET
easat-7349	108	2	incorporation	incorporation	NOUN
easat-7349	108	3	of	of	ADP
easat-7349	108	4	sequential	sequential	ADJ
easat-7349	108	5	trajectories	trajectory	NOUN
easat-7349	108	6	had	have	VERB
easat-7349	108	7	the	the	DET
easat-7349	108	8	most	most	ADV
easat-7349	108	9	significant	significant	ADJ
easat-7349	108	10	impact	impact	NOUN
easat-7349	108	11	on	on	ADP
easat-7349	108	12	the	the	DET
easat-7349	108	13	prediction	prediction	NOUN
easat-7349	108	14	performance	performance	NOUN
easat-7349	108	15	,	,	PUNCT
easat-7349	108	16	contributing	contribute	VERB
easat-7349	108	17	26	26	NUM
easat-7349	108	18	%	%	NOUN
easat-7349	108	19	improvement	improvement	NOUN
easat-7349	108	20	,	,	PUNCT
easat-7349	108	21	followed	follow	VERB
easat-7349	108	22	by	by	ADP
easat-7349	108	23	the	the	DET
easat-7349	108	24	inclusion	inclusion	NOUN
easat-7349	108	25	of	of	ADP
easat-7349	108	26	expert	expert	NOUN
easat-7349	108	27	features	feature	NOUN
easat-7349	108	28	alongside	alongside	ADP
easat-7349	108	29	machine	machine	NOUN
easat-7349	108	30	-	-	PUNCT
easat-7349	108	31	derived	derive	VERB
easat-7349	108	32	features	feature	NOUN
easat-7349	108	33	,	,	PUNCT
easat-7349	108	34	which	which	PRON
easat-7349	108	35	added	add	VERB
easat-7349	108	36	a	a	DET
easat-7349	108	37	3	3	NUM
easat-7349	108	38	%	%	NOUN
easat-7349	108	39	improvement	improvement	NOUN
easat-7349	108	40	.	.	PUNCT
easat-7349	109	1	the	the	DET
easat-7349	109	2	study	study	NOUN
easat-7349	109	3	also	also	ADV
easat-7349	109	4	presents	present	VERB
easat-7349	109	5	heatmaps	heatmap	NOUN
easat-7349	109	6	that	that	PRON
easat-7349	109	7	demonstrate	demonstrate	VERB
easat-7349	109	8	substantial	substantial	ADJ
easat-7349	109	9	cost	cost	NOUN
easat-7349	109	10	savings	saving	NOUN
easat-7349	109	11	when	when	SCONJ
easat-7349	109	12	targeted	target	VERB
easat-7349	109	13	interventions	intervention	NOUN
easat-7349	109	14	are	be	AUX
easat-7349	109	15	provided	provide	VERB
easat-7349	109	16	to	to	ADP
easat-7349	109	17	high	high	ADJ
easat-7349	109	18	-	-	PUNCT
easat-7349	109	19	risk	risk	NOUN
easat-7349	109	20	patients	patient	NOUN
easat-7349	109	21	.	.	PUNCT
easat-7349	110	1	these	these	DET
easat-7349	110	2	findings	finding	NOUN
easat-7349	110	3	emphasize	emphasize	VERB
easat-7349	110	4	the	the	DET
easat-7349	110	5	potential	potential	NOUN
easat-7349	110	6	of	of	ADP
easat-7349	110	7	the	the	DET
easat-7349	110	8	proposed	propose	VERB
easat-7349	110	9	deep	deep	ADJ
easat-7349	110	10	learning	learning	NOUN
easat-7349	110	11	model	model	NOUN
easat-7349	110	12	in	in	ADP
easat-7349	110	13	identifying	identify	VERB
easat-7349	110	14	patients	patient	NOUN
easat-7349	110	15	at	at	ADP
easat-7349	110	16	risk	risk	NOUN
easat-7349	110	17	of	of	ADP
easat-7349	110	18	readmission	readmission	NOUN
easat-7349	110	19	,	,	PUNCT
easat-7349	110	20	allowing	allow	VERB
easat-7349	110	21	healthcare	healthcare	NOUN
easat-7349	110	22	providers	provider	NOUN
easat-7349	110	23	to	to	PART
easat-7349	110	24	allocate	allocate	VERB
easat-7349	110	25	appropriate	appropriate	ADJ
easat-7349	110	26	resources	resource	NOUN
easat-7349	110	27	and	and	CCONJ
easat-7349	110	28	interventions	intervention	NOUN
easat-7349	110	29	,	,	PUNCT
easat-7349	110	30	thereby	thereby	ADV
easat-7349	110	31	improving	improve	VERB
easat-7349	110	32	patient	patient	ADJ
easat-7349	110	33	outcomes	outcome	NOUN
easat-7349	110	34	and	and	CCONJ
easat-7349	110	35	reducing	reduce	VERB
easat-7349	110	36	healthcare	healthcare	NOUN
easat-7349	110	37	costs	cost	NOUN
easat-7349	110	38	.	.	PUNCT
easat-7349	111	1	the	the	DET
easat-7349	111	2	researchers	researcher	NOUN
easat-7349	111	3	in	in	ADP
easat-7349	111	4	ali	ali	PROPN
easat-7349	111	5	,	,	PUNCT
easat-7349	111	6	et	et	PROPN
easat-7349	111	7	al	al	PROPN
easat-7349	111	8	.	.	PUNCT
easat-7349	112	1	[	[	X
easat-7349	112	2	17	17	NUM
easat-7349	112	3	]	]	PUNCT
easat-7349	112	4	developed	develop	VERB
easat-7349	112	5	a	a	DET
easat-7349	112	6	model	model	NOUN
easat-7349	112	7	that	that	PRON
easat-7349	112	8	achieved	achieve	VERB
easat-7349	112	9	a	a	DET
easat-7349	112	10	high	high	ADJ
easat-7349	112	11	level	level	NOUN
easat-7349	112	12	of	of	ADP
easat-7349	112	13	success	success	NOUN
easat-7349	112	14	in	in	ADP
easat-7349	112	15	predicting	predict	VERB
easat-7349	112	16	stage	stage	NOUN
easat-7349	112	17	2/3	2/3	NUM
easat-7349	112	18	acute	acute	ADJ
easat-7349	112	19	kidney	kidney	NOUN
easat-7349	112	20	injury	injury	NOUN
easat-7349	112	21	(	(	PUNCT
easat-7349	112	22	aki	aki	NOUN
easat-7349	112	23	)	)	PUNCT
easat-7349	112	24	before	before	ADP
easat-7349	112	25	its	its	PRON
easat-7349	112	26	detection	detection	NOUN
easat-7349	112	27	using	use	VERB
easat-7349	112	28	conventional	conventional	ADJ
easat-7349	112	29	criteria	criterion	NOUN
easat-7349	112	30	,	,	PUNCT
easat-7349	112	31	with	with	ADP
easat-7349	112	32	a	a	DET
easat-7349	112	33	median	median	ADJ
easat-7349	112	34	lead	lead	NOUN
easat-7349	112	35	-	-	PUNCT
easat-7349	112	36	time	time	NOUN
easat-7349	112	37	of	of	ADP
easat-7349	112	38	30	30	NUM
easat-7349	112	39	hours	hour	NOUN
easat-7349	112	40	and	and	CCONJ
easat-7349	112	41	an	an	DET
easat-7349	112	42	area	area	NOUN
easat-7349	112	43	under	under	ADP
easat-7349	112	44	the	the	DET
easat-7349	112	45	receiver	receiver	NOUN
easat-7349	112	46	operating	operate	VERB
easat-7349	112	47	characteristic	characteristic	NOUN
easat-7349	112	48	(	(	PUNCT
easat-7349	112	49	auroc	auroc	NOUN
easat-7349	112	50	)	)	PUNCT
easat-7349	112	51	curve	curve	NOUN
easat-7349	112	52	of	of	ADP
easat-7349	112	53	0.89	0.89	NUM
easat-7349	112	54	.	.	PUNCT
easat-7349	113	1	it	it	PRON
easat-7349	113	2	accurately	accurately	ADV
easat-7349	113	3	predicted	predict	VERB
easat-7349	113	4	70	70	NUM
easat-7349	113	5	%	%	NOUN
easat-7349	113	6	of	of	ADP
easat-7349	113	7	subsequent	subsequent	ADJ
easat-7349	113	8	renal	renal	ADJ
easat-7349	113	9	replacement	replacement	NOUN
easat-7349	113	10	therapy	therapy	NOUN
easat-7349	113	11	(	(	PUNCT
easat-7349	113	12	rrt	rrt	NOUN
easat-7349	113	13	)	)	PUNCT
easat-7349	113	14	episodes	episode	NOUN
easat-7349	113	15	,	,	PUNCT
easat-7349	113	16	58	58	NUM
easat-7349	113	17	%	%	NOUN
easat-7349	113	18	of	of	ADP
easat-7349	113	19	stage	stage	NOUN
easat-7349	113	20	2/3	2/3	NUM
easat-7349	113	21	aki	aki	NOUN
easat-7349	113	22	episodes	episode	NOUN
easat-7349	113	23	,	,	PUNCT
easat-7349	113	24	and	and	CCONJ
easat-7349	113	25	41	41	NUM
easat-7349	113	26	%	%	NOUN
easat-7349	113	27	of	of	ADP
easat-7349	113	28	any	any	DET
easat-7349	113	29	aki	aki	NOUN
easat-7349	113	30	episodes	episode	NOUN
easat-7349	113	31	.	.	PUNCT
easat-7349	114	1	the	the	DET
easat-7349	114	2	ratio	ratio	NOUN
easat-7349	114	3	of	of	ADP
easat-7349	114	4	false	false	ADJ
easat-7349	114	5	alerts	alert	NOUN
easat-7349	114	6	to	to	ADP
easat-7349	114	7	true	true	ADJ
easat-7349	114	8	alerts	alert	NOUN
easat-7349	114	9	for	for	ADP
easat-7349	114	10	any	any	DET
easat-7349	114	11	aki	aki	NOUN
easat-7349	114	12	episodes	episode	NOUN
easat-7349	114	13	was	be	AUX
easat-7349	114	14	approximately	approximately	ADV
easat-7349	114	15	one	one	NUM
easat-7349	114	16	-	-	PUNCT
easat-7349	114	17	to	to	ADP
easat-7349	114	18	-	-	PUNCT
easat-7349	114	19	one	one	NUM
easat-7349	114	20	,	,	PUNCT
easat-7349	114	21	indicating	indicate	VERB
easat-7349	114	22	a	a	DET
easat-7349	114	23	positive	positive	ADJ
easat-7349	114	24	predictive	predictive	ADJ
easat-7349	114	25	value	value	NOUN
easat-7349	114	26	(	(	PUNCT
easat-7349	114	27	ppv	ppv	NOUN
easat-7349	114	28	)	)	PUNCT
easat-7349	114	29	of	of	ADP
easat-7349	114	30	47	47	NUM
easat-7349	114	31	%	%	NOUN
easat-7349	114	32	.	.	PUNCT
easat-7349	115	1	notably	notably	ADV
easat-7349	115	2	,	,	PUNCT
easat-7349	115	3	among	among	ADP
easat-7349	115	4	the	the	DET
easat-7349	115	5	patients	patient	NOUN
easat-7349	115	6	identified	identify	VERB
easat-7349	115	7	as	as	ADP
easat-7349	115	8	at	at	ADP
easat-7349	115	9	risk	risk	NOUN
easat-7349	115	10	by	by	ADP
easat-7349	115	11	the	the	DET
easat-7349	115	12	model	model	NOUN
easat-7349	115	13	,	,	PUNCT
easat-7349	115	14	79	79	NUM
easat-7349	115	15	%	%	NOUN
easat-7349	115	16	received	receive	VERB
easat-7349	115	17	potentially	potentially	ADV
easat-7349	115	18	nephrotoxic	nephrotoxic	ADJ
easat-7349	115	19	medication	medication	NOUN
easat-7349	115	20	after	after	ADP
easat-7349	115	21	being	be	AUX
easat-7349	115	22	flagged	flag	VERB
easat-7349	115	23	by	by	ADP
easat-7349	115	24	the	the	DET
easat-7349	115	25	model	model	NOUN
easat-7349	115	26	but	but	CCONJ
easat-7349	115	27	before	before	ADP
easat-7349	115	28	the	the	DET
easat-7349	115	29	development	development	NOUN
easat-7349	115	30	of	of	ADP
easat-7349	115	31	aki	aki	PROPN
easat-7349	115	32	.	.	PUNCT
easat-7349	116	1	these	these	DET
easat-7349	116	2	results	result	NOUN
easat-7349	116	3	demonstrate	demonstrate	VERB
easat-7349	116	4	the	the	DET
easat-7349	116	5	effectiveness	effectiveness	NOUN
easat-7349	116	6	of	of	ADP
easat-7349	116	7	the	the	DET
easat-7349	116	8	model	model	NOUN
easat-7349	116	9	in	in	ADP
easat-7349	116	10	early	early	ADJ
easat-7349	116	11	detection	detection	NOUN
easat-7349	116	12	of	of	ADP
easat-7349	116	13	aki	aki	NOUN
easat-7349	116	14	and	and	CCONJ
easat-7349	116	15	its	its	PRON
easat-7349	116	16	potential	potential	NOUN
easat-7349	116	17	to	to	PART
easat-7349	116	18	guide	guide	VERB
easat-7349	116	19	timely	timely	ADJ
easat-7349	116	20	interventions	intervention	NOUN
easat-7349	116	21	and	and	CCONJ
easat-7349	116	22	prevent	prevent	VERB
easat-7349	116	23	further	further	ADJ
easat-7349	116	24	complications	complication	NOUN
easat-7349	116	25	.	.	PUNCT
easat-7349	117	1	these	these	DET
easat-7349	117	2	studies	study	NOUN
easat-7349	117	3	highlight	highlight	VERB
easat-7349	117	4	the	the	DET
easat-7349	117	5	effectiveness	effectiveness	NOUN
easat-7349	117	6	of	of	ADP
easat-7349	117	7	neural	neural	ADJ
easat-7349	117	8	networks	network	NOUN
easat-7349	117	9	in	in	ADP
easat-7349	117	10	disease	disease	NOUN
easat-7349	117	11	prediction	prediction	NOUN
easat-7349	117	12	across	across	ADP
easat-7349	117	13	various	various	ADJ
easat-7349	117	14	medical	medical	ADJ
easat-7349	117	15	domains	domain	NOUN
easat-7349	117	16	.	.	PUNCT
easat-7349	118	1	by	by	ADP
easat-7349	118	2	leveraging	leverage	VERB
easat-7349	118	3	the	the	DET
easat-7349	118	4	power	power	NOUN
easat-7349	118	5	of	of	ADP
easat-7349	118	6	deep	deep	ADJ
easat-7349	118	7	learning	learning	NOUN
easat-7349	118	8	algorithms	algorithm	NOUN
easat-7349	118	9	,	,	PUNCT
easat-7349	118	10	these	these	DET
easat-7349	118	11	models	model	NOUN
easat-7349	118	12	can	can	AUX
easat-7349	118	13	effectively	effectively	ADV
easat-7349	118	14	analyze	analyze	VERB
easat-7349	118	15	complex	complex	ADJ
easat-7349	118	16	medical	medical	ADJ
easat-7349	118	17	data	datum	NOUN
easat-7349	118	18	,	,	PUNCT
easat-7349	118	19	such	such	ADJ
easat-7349	118	20	as	as	ADP
easat-7349	118	21	images	image	NOUN
easat-7349	118	22	,	,	PUNCT
easat-7349	118	23	ehrs	ehrs	X
easat-7349	118	24	,	,	PUNCT
easat-7349	118	25	and	and	CCONJ
easat-7349	118	26	clinical	clinical	ADJ
easat-7349	118	27	parameters	parameter	NOUN
easat-7349	118	28	,	,	PUNCT
easat-7349	118	29	to	to	PART
easat-7349	118	30	provide	provide	VERB
easat-7349	118	31	accurate	accurate	ADJ
easat-7349	118	32	predictions	prediction	NOUN
easat-7349	118	33	.	.	PUNCT
easat-7349	119	1	the	the	DET
easat-7349	119	2	use	use	NOUN
easat-7349	119	3	of	of	ADP
easat-7349	119	4	neural	neural	ADJ
easat-7349	119	5	networks	network	NOUN
easat-7349	119	6	in	in	ADP
easat-7349	119	7	disease	disease	NOUN
easat-7349	119	8	prediction	prediction	NOUN
easat-7349	119	9	offers	offer	VERB
easat-7349	119	10	great	great	ADJ
easat-7349	119	11	potential	potential	NOUN
easat-7349	119	12	for	for	ADP
easat-7349	119	13	improving	improve	VERB
easat-7349	119	14	patient	patient	ADJ
easat-7349	119	15	outcomes	outcome	NOUN
easat-7349	119	16	and	and	CCONJ
easat-7349	119	17	assisting	assist	VERB
easat-7349	119	18	healthcare	healthcare	NOUN
easat-7349	119	19	professionals	professional	NOUN
easat-7349	119	20	in	in	ADP
easat-7349	119	21	making	make	VERB
easat-7349	119	22	informed	informed	ADJ
easat-7349	119	23	decisions	decision	NOUN
easat-7349	119	24	.	.	PUNCT
easat-7349	120	1	another	another	DET
easat-7349	120	2	study	study	NOUN
easat-7349	120	3	by	by	ADP
easat-7349	120	4	kaggle	kaggle	PROPN
easat-7349	120	5	[	[	X
easat-7349	120	6	18	18	NUM
easat-7349	120	7	]	]	PUNCT
easat-7349	120	8	they	they	PRON
easat-7349	120	9	mentioned	mention	VERB
easat-7349	120	10	that	that	SCONJ
easat-7349	120	11	previous	previous	ADJ
easat-7349	120	12	studies	study	NOUN
easat-7349	120	13	have	have	AUX
easat-7349	120	14	extensively	extensively	ADV
easat-7349	120	15	presented	present	VERB
easat-7349	120	16	various	various	ADJ
easat-7349	120	17	automated	automate	VERB
easat-7349	120	18	decision	decision	NOUN
easat-7349	120	19	support	support	NOUN
easat-7349	120	20	systems	system	NOUN
easat-7349	120	21	for	for	ADP
easat-7349	120	22	heart	heart	NOUN
easat-7349	120	23	disease	disease	NOUN
easat-7349	120	24	detection	detection	NOUN
easat-7349	120	25	based	base	VERB
easat-7349	120	26	on	on	ADP
easat-7349	120	27	artificial	artificial	ADJ
easat-7349	120	28	neural	neural	ADJ
easat-7349	120	29	networks	network	NOUN
easat-7349	120	30	(	(	PUNCT
easat-7349	120	31	anns	anns	PROPN
easat-7349	120	32	)	)	PUNCT
easat-7349	120	33	.	.	PUNCT
easat-7349	121	1	however	however	ADV
easat-7349	121	2	,	,	PUNCT
easat-7349	121	3	most	most	ADJ
easat-7349	121	4	of	of	ADP
easat-7349	121	5	these	these	DET
easat-7349	121	6	techniques	technique	NOUN
easat-7349	121	7	primarily	primarily	ADV
easat-7349	121	8	focus	focus	VERB
easat-7349	121	9	on	on	ADP
easat-7349	121	10	preprocessing	preprocesse	VERB
easat-7349	121	11	the	the	DET
easat-7349	121	12	features	feature	NOUN
easat-7349	121	13	.	.	PUNCT
easat-7349	122	1	in	in	ADP
easat-7349	122	2	contrast	contrast	NOUN
easat-7349	122	3	,	,	PUNCT
easat-7349	122	4	this	this	DET
easat-7349	122	5	paper	paper	NOUN
easat-7349	122	6	emphasizes	emphasize	VERB
easat-7349	122	7	both	both	DET
easat-7349	122	8	feature	feature	NOUN
easat-7349	122	9	refinement	refinement	NOUN
easat-7349	122	10	and	and	CCONJ
easat-7349	122	11	addressing	address	VERB
easat-7349	122	12	issues	issue	NOUN
easat-7349	122	13	related	relate	VERB
easat-7349	122	14	to	to	ADP
easat-7349	122	15	the	the	DET
easat-7349	122	16	predictive	predictive	ADJ
easat-7349	122	17	model	model	NOUN
easat-7349	122	18	,	,	PUNCT
easat-7349	122	19	specifically	specifically	ADV
easat-7349	122	20	underfitting	underfitte	VERB
easat-7349	122	21	and	and	CCONJ
easat-7349	122	22	overfitting	overfitte	VERB
easat-7349	122	23	problems	problem	NOUN
easat-7349	122	24	.	.	PUNCT
easat-7349	123	1	by	by	ADP
easat-7349	123	2	effectively	effectively	ADV
easat-7349	123	3	addressing	address	VERB
easat-7349	123	4	these	these	DET
easat-7349	123	5	challenges	challenge	NOUN
easat-7349	123	6	,	,	PUNCT
easat-7349	123	7	the	the	DET
easat-7349	123	8	model	model	NOUN
easat-7349	123	9	demonstrates	demonstrate	VERB
easat-7349	123	10	strong	strong	ADJ
easat-7349	123	11	performance	performance	NOUN
easat-7349	123	12	on	on	ADP
easat-7349	123	13	both	both	DET
easat-7349	123	14	training	training	NOUN
easat-7349	123	15	and	and	CCONJ
easat-7349	123	16	testing	testing	NOUN
easat-7349	123	17	datasets	dataset	NOUN
easat-7349	123	18	.	.	PUNCT
easat-7349	124	1	overfitting	overfitte	VERB
easat-7349	124	2	and	and	CCONJ
easat-7349	124	3	underfitting	underfitting	NOUN
easat-7349	124	4	issues	issue	NOUN
easat-7349	124	5	often	often	ADV
easat-7349	124	6	arise	arise	VERB
easat-7349	124	7	from	from	ADP
easat-7349	124	8	inappropriate	inappropriate	ADJ
easat-7349	124	9	network	network	NOUN
easat-7349	124	10	configurations	configuration	NOUN
easat-7349	124	11	and	and	CCONJ
easat-7349	124	12	the	the	DET
easat-7349	124	13	inclusion	inclusion	NOUN
easat-7349	124	14	of	of	ADP
easat-7349	124	15	irrelevant	irrelevant	ADJ
easat-7349	124	16	features	feature	NOUN
easat-7349	124	17	,	,	PUNCT
easat-7349	124	18	which	which	PRON
easat-7349	124	19	can	can	AUX
easat-7349	124	20	lead	lead	VERB
easat-7349	124	21	to	to	ADP
easat-7349	124	22	poor	poor	ADJ
easat-7349	124	23	generalization	generalization	NOUN
easat-7349	124	24	on	on	ADP
easat-7349	124	25	new	new	ADJ
easat-7349	124	26	data	datum	NOUN
easat-7349	124	27	.	.	PUNCT
easat-7349	125	1	to	to	PART
easat-7349	125	2	overcome	overcome	VERB
easat-7349	125	3	these	these	DET
easat-7349	125	4	problems	problem	NOUN
easat-7349	125	5	,	,	PUNCT
easat-7349	125	6	our	our	PRON
easat-7349	125	7	approach	approach	NOUN
easat-7349	125	8	incorporates	incorporate	VERB
easat-7349	125	9	the	the	DET
easat-7349	125	10	χ2	χ2	PROPN
easat-7349	125	11	statistical	statistical	ADJ
easat-7349	125	12	model	model	NOUN
easat-7349	125	13	for	for	ADP
easat-7349	125	14	eliminating	eliminate	VERB
easat-7349	125	15	irrelevant	irrelevant	ADJ
easat-7349	125	16	features	feature	NOUN
easat-7349	125	17	,	,	PUNCT
easat-7349	125	18	while	while	SCONJ
easat-7349	125	19	simultaneously	simultaneously	ADV
easat-7349	125	20	utilizing	utilize	VERB
easat-7349	125	21	an	an	DET
easat-7349	125	22	optimally	optimally	ADV
easat-7349	125	23	configured	configure	VERB
easat-7349	125	24	deep	deep	ADJ
easat-7349	125	25	neural	neural	ADJ
easat-7349	125	26	network	network	NOUN
easat-7349	125	27	(	(	PUNCT
easat-7349	125	28	dnn	dnn	PROPN
easat-7349	125	29	)	)	PUNCT
easat-7349	125	30	achieved	achieve	VERB
easat-7349	125	31	through	through	ADP
easat-7349	125	32	an	an	DET
easat-7349	125	33	exhaustive	exhaustive	ADJ
easat-7349	125	34	search	search	NOUN
easat-7349	125	35	strategy	strategy	NOUN
easat-7349	125	36	.	.	PUNCT
easat-7349	126	1	the	the	DET
easat-7349	126	2	hybrid	hybrid	ADJ
easat-7349	126	3	model	model	NOUN
easat-7349	126	4	,	,	PUNCT
easat-7349	126	5	named	name	VERB
easat-7349	126	6	χ2	χ2	PROPN
easat-7349	126	7	-	-	PUNCT
easat-7349	126	8	dnn	dnn	PROPN
easat-7349	126	9	,	,	PUNCT
easat-7349	126	10	is	be	AUX
easat-7349	126	11	evaluated	evaluate	VERB
easat-7349	126	12	against	against	ADP
easat-7349	126	13	conventional	conventional	ADJ
easat-7349	126	14	ann	ann	PROPN
easat-7349	126	15	and	and	CCONJ
easat-7349	126	16	dnn	dnn	PROPN
easat-7349	126	17	models	model	NOUN
easat-7349	126	18	,	,	PUNCT
easat-7349	126	19	as	as	ADV
easat-7349	126	20	well	well	ADV
easat-7349	126	21	as	as	ADP
easat-7349	126	22	other	other	ADJ
easat-7349	126	23	state	state	NOUN
easat-7349	126	24	-	-	PUNCT
easat-7349	126	25	of	of	ADP
easat-7349	126	26	-	-	PUNCT
easat-7349	126	27	the	the	DET
easat-7349	126	28	-	-	PUNCT
easat-7349	126	29	art	art	NOUN
easat-7349	126	30	machine	machine	NOUN
easat-7349	126	31	learning	learning	NOUN
easat-7349	126	32	models	model	NOUN
easat-7349	126	33	and	and	CCONJ
easat-7349	126	34	previously	previously	ADV
easat-7349	126	35	reported	report	VERB
easat-7349	126	36	methods	method	NOUN
easat-7349	126	37	for	for	ADP
easat-7349	126	38	heart	heart	NOUN
easat-7349	126	39	disease	disease	NOUN
easat-7349	126	40	prediction	prediction	NOUN
easat-7349	126	41	.	.	PUNCT
easat-7349	127	1	impressively	impressively	ADV
easat-7349	127	2	,	,	PUNCT
easat-7349	127	3	the	the	DET
easat-7349	127	4	proposed	propose	VERB
easat-7349	127	5	model	model	NOUN
easat-7349	127	6	achieves	achieve	VERB
easat-7349	127	7	a	a	DET
easat-7349	127	8	prediction	prediction	NOUN
easat-7349	127	9	accuracy	accuracy	NOUN
easat-7349	127	10	of	of	ADP
easat-7349	127	11	95.6	95.6	NUM
easat-7349	127	12	%	%	NOUN
easat-7349	127	13	,	,	PUNCT
easat-7349	127	14	demonstrating	demonstrate	VERB
easat-7349	127	15	promising	promising	ADJ
easat-7349	127	16	results	result	NOUN
easat-7349	127	17	when	when	SCONJ
easat-7349	127	18	compared	compare	VERB
easat-7349	127	19	to	to	ADP
easat-7349	127	20	existing	exist	VERB
easat-7349	127	21	approaches	approach	NOUN
easat-7349	127	22	.	.	PUNCT
easat-7349	128	1	the	the	DET
easat-7349	128	2	study	study	NOUN
easat-7349	128	3	's	's	PART
easat-7349	128	4	findings	finding	NOUN
easat-7349	128	5	highlight	highlight	VERB
easat-7349	128	6	the	the	DET
easat-7349	128	7	potential	potential	NOUN
easat-7349	128	8	of	of	ADP
easat-7349	128	9	the	the	DET
easat-7349	128	10	proposed	propose	VERB
easat-7349	128	11	diagnostic	diagnostic	ADJ
easat-7349	128	12	system	system	NOUN
easat-7349	128	13	for	for	ADP
easat-7349	128	14	accurately	accurately	ADV
easat-7349	128	15	predicting	predict	VERB
easat-7349	128	16	heart	heart	NOUN
easat-7349	128	17	disease	disease	NOUN
easat-7349	128	18	,	,	PUNCT
easat-7349	128	19	thereby	thereby	ADV
easat-7349	128	20	serving	serve	VERB
easat-7349	128	21	as	as	ADP
easat-7349	128	22	a	a	DET
easat-7349	128	23	valuable	valuable	ADJ
easat-7349	128	24	tool	tool	NOUN
easat-7349	128	25	for	for	ADP
easat-7349	128	26	physicians	physician	NOUN
easat-7349	128	27	in	in	ADP
easat-7349	128	28	their	their	PRON
easat-7349	128	29	clinical	clinical	ADJ
easat-7349	128	30	practice	practice	NOUN
easat-7349	128	31	.	.	PUNCT
easat-7349	129	1	3	3	X
easat-7349	129	2	.	.	X
easat-7349	129	3	method	method	VERB
easat-7349	129	4	the	the	DET
easat-7349	129	5	virtual	virtual	ADJ
easat-7349	129	6	diagnosis	diagnosis	NOUN
easat-7349	129	7	program	program	NOUN
easat-7349	129	8	was	be	AUX
easat-7349	129	9	developed	develop	VERB
easat-7349	129	10	using	use	VERB
easat-7349	129	11	neural	neural	ADJ
easat-7349	129	12	networks	network	NOUN
easat-7349	129	13	to	to	PART
easat-7349	129	14	predict	predict	VERB
easat-7349	129	15	diseases	disease	NOUN
easat-7349	129	16	based	base	VERB
easat-7349	129	17	on	on	ADP
easat-7349	129	18	a	a	DET
easat-7349	129	19	dataset	dataset	NOUN
easat-7349	129	20	consisting	consist	VERB
easat-7349	129	21	of	of	ADP
easat-7349	129	22	4920	4920	NUM
easat-7349	129	23	patients	patient	NOUN
easat-7349	129	24	with	with	ADP
easat-7349	129	25	132	132	NUM
easat-7349	129	26	symptoms	symptom	NOUN
easat-7349	129	27	.	.	PUNCT
easat-7349	130	1	initially	initially	ADV
easat-7349	130	2	,	,	PUNCT
easat-7349	130	3	exploratory	exploratory	ADJ
easat-7349	130	4	data	datum	NOUN
easat-7349	130	5	analysis	analysis	NOUN
easat-7349	130	6	and	and	CCONJ
easat-7349	130	7	visualization	visualization	NOUN
easat-7349	130	8	techniques	technique	NOUN
easat-7349	130	9	were	be	AUX
easat-7349	130	10	applied	apply	VERB
easat-7349	130	11	by	by	ADP
easat-7349	130	12	the	the	DET
easat-7349	130	13	researcher	researcher	NOUN
easat-7349	130	14	using	use	VERB
easat-7349	130	15	python	python	NOUN
easat-7349	130	16	libraries	library	NOUN
easat-7349	130	17	such	such	ADJ
easat-7349	130	18	as	as	ADP
easat-7349	130	19	pandas	panda	NOUN
easat-7349	130	20	and	and	CCONJ
easat-7349	130	21	matplotlib	matplotlib	PROPN
easat-7349	130	22	.	.	PUNCT
easat-7349	131	1	this	this	DET
easat-7349	131	2	process	process	NOUN
easat-7349	131	3	allowed	allow	VERB
easat-7349	131	4	for	for	ADP
easat-7349	131	5	a	a	DET
easat-7349	131	6	better	well	ADJ
easat-7349	131	7	understanding	understanding	NOUN
easat-7349	131	8	of	of	ADP
easat-7349	131	9	the	the	DET
easat-7349	131	10	dataset	dataset	NOUN
easat-7349	131	11	and	and	CCONJ
easat-7349	131	12	revealed	reveal	VERB
easat-7349	131	13	important	important	ADJ
easat-7349	131	14	1936	1936	NUM
easat-7349	131	15	edelweiss	edelweiss	PROPN
easat-7349	131	16	applied	apply	VERB
easat-7349	131	17	science	science	NOUN
easat-7349	131	18	and	and	CCONJ
easat-7349	131	19	technology	technology	NOUN
easat-7349	131	20	issn	issn	PROPN
easat-7349	131	21	:	:	PUNCT
easat-7349	131	22	2576	2576	NUM
easat-7349	131	23	-	-	SYM
easat-7349	131	24	8484	8484	NUM
easat-7349	131	25	vol	vol	NOUN
easat-7349	131	26	.	.	PROPN
easat-7349	132	1	9	9	NUM
easat-7349	132	2	,	,	PUNCT
easat-7349	132	3	no	no	INTJ
easat-7349	132	4	.	.	NOUN
easat-7349	132	5	5	5	NUM
easat-7349	132	6	:	:	SYM
easat-7349	132	7	1932	1932	NUM
easat-7349	132	8	-	-	SYM
easat-7349	132	9	1941	1941	NUM
easat-7349	132	10	,	,	PUNCT
easat-7349	132	11	2025	2025	NUM
easat-7349	132	12	doi	doi	NOUN
easat-7349	132	13	:	:	PUNCT
easat-7349	132	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	132	15	©	©	PROPN
easat-7349	132	16	2025	2025	NUM
easat-7349	132	17	by	by	ADP
easat-7349	132	18	the	the	DET
easat-7349	132	19	authors	author	NOUN
easat-7349	132	20	;	;	PUNCT
easat-7349	132	21	licensee	licensee	PROPN
easat-7349	132	22	learning	learn	VERB
easat-7349	132	23	gate	gate	NOUN
easat-7349	132	24	insights	insight	NOUN
easat-7349	132	25	.	.	PUNCT
easat-7349	133	1	correlation	correlation	NOUN
easat-7349	133	2	analysis	analysis	NOUN
easat-7349	133	3	was	be	AUX
easat-7349	133	4	then	then	ADV
easat-7349	133	5	performed	perform	VERB
easat-7349	133	6	to	to	PART
easat-7349	133	7	determine	determine	VERB
easat-7349	133	8	the	the	DET
easat-7349	133	9	relationships	relationship	NOUN
easat-7349	133	10	between	between	ADP
easat-7349	133	11	symptoms	symptom	NOUN
easat-7349	133	12	and	and	CCONJ
easat-7349	133	13	the	the	DET
easat-7349	133	14	corresponding	corresponding	ADJ
easat-7349	133	15	diagnosis	diagnosis	NOUN
easat-7349	133	16	.	.	PUNCT
easat-7349	134	1	by	by	ADP
easat-7349	134	2	examining	examine	VERB
easat-7349	134	3	the	the	DET
easat-7349	134	4	correlation	correlation	NOUN
easat-7349	134	5	coefficients	coefficient	NOUN
easat-7349	134	6	,	,	PUNCT
easat-7349	134	7	it	it	PRON
easat-7349	134	8	became	become	VERB
easat-7349	134	9	possible	possible	ADJ
easat-7349	134	10	to	to	PART
easat-7349	134	11	identify	identify	VERB
easat-7349	134	12	symptoms	symptom	NOUN
easat-7349	134	13	that	that	PRON
easat-7349	134	14	were	be	AUX
easat-7349	134	15	strongly	strongly	ADV
easat-7349	134	16	associated	associate	VERB
easat-7349	134	17	with	with	ADP
easat-7349	134	18	specific	specific	ADJ
easat-7349	134	19	diseases	disease	NOUN
easat-7349	134	20	.	.	PUNCT
easat-7349	135	1	this	this	DET
easat-7349	135	2	analysis	analysis	NOUN
easat-7349	135	3	served	serve	VERB
easat-7349	135	4	as	as	ADP
easat-7349	135	5	a	a	DET
easat-7349	135	6	crucial	crucial	ADJ
easat-7349	135	7	step	step	NOUN
easat-7349	135	8	in	in	ADP
easat-7349	135	9	selecting	select	VERB
easat-7349	135	10	relevant	relevant	ADJ
easat-7349	135	11	features	feature	NOUN
easat-7349	135	12	for	for	ADP
easat-7349	135	13	training	train	VERB
easat-7349	135	14	the	the	DET
easat-7349	135	15	neural	neural	ADJ
easat-7349	135	16	network	network	NOUN
easat-7349	135	17	model	model	NOUN
easat-7349	135	18	.	.	PUNCT
easat-7349	136	1	the	the	DET
easat-7349	136	2	program	program	NOUN
easat-7349	136	3	leverages	leverage	VERB
easat-7349	136	4	the	the	DET
easat-7349	136	5	power	power	NOUN
easat-7349	136	6	of	of	ADP
easat-7349	136	7	neural	neural	ADJ
easat-7349	136	8	networks	network	NOUN
easat-7349	136	9	to	to	PART
easat-7349	136	10	predict	predict	VERB
easat-7349	136	11	the	the	DET
easat-7349	136	12	diagnosis	diagnosis	NOUN
easat-7349	136	13	of	of	ADP
easat-7349	136	14	a	a	DET
easat-7349	136	15	patient	patient	NOUN
easat-7349	136	16	based	base	VERB
easat-7349	136	17	on	on	ADP
easat-7349	136	18	their	their	PRON
easat-7349	136	19	reported	report	VERB
easat-7349	136	20	symptoms	symptom	NOUN
easat-7349	136	21	.	.	PUNCT
easat-7349	137	1	neural	neural	ADJ
easat-7349	137	2	networks	network	NOUN
easat-7349	137	3	are	be	AUX
easat-7349	137	4	a	a	DET
easat-7349	137	5	type	type	NOUN
easat-7349	137	6	of	of	ADP
easat-7349	137	7	machine	machine	NOUN
easat-7349	137	8	learning	learn	VERB
easat-7349	137	9	algorithm	algorithm	NOUN
easat-7349	137	10	inspired	inspire	VERB
easat-7349	137	11	by	by	ADP
easat-7349	137	12	the	the	DET
easat-7349	137	13	human	human	ADJ
easat-7349	137	14	brain	brain	NOUN
easat-7349	137	15	's	's	PART
easat-7349	137	16	structure	structure	NOUN
easat-7349	137	17	and	and	CCONJ
easat-7349	137	18	functioning	functioning	NOUN
easat-7349	137	19	.	.	PUNCT
easat-7349	138	1	they	they	PRON
easat-7349	138	2	consist	consist	VERB
easat-7349	138	3	of	of	ADP
easat-7349	138	4	interconnected	interconnected	ADJ
easat-7349	138	5	layers	layer	NOUN
easat-7349	138	6	of	of	ADP
easat-7349	138	7	artificial	artificial	ADJ
easat-7349	138	8	neurons	neuron	NOUN
easat-7349	138	9	that	that	PRON
easat-7349	138	10	learn	learn	VERB
easat-7349	138	11	patterns	pattern	NOUN
easat-7349	138	12	and	and	CCONJ
easat-7349	138	13	relationships	relationship	NOUN
easat-7349	138	14	from	from	ADP
easat-7349	138	15	the	the	DET
easat-7349	138	16	input	input	NOUN
easat-7349	138	17	data	datum	NOUN
easat-7349	138	18	.	.	PUNCT
easat-7349	139	1	the	the	DET
easat-7349	139	2	neural	neural	ADJ
easat-7349	139	3	network	network	NOUN
easat-7349	139	4	model	model	NOUN
easat-7349	139	5	was	be	AUX
easat-7349	139	6	trained	train	VERB
easat-7349	139	7	on	on	ADP
easat-7349	139	8	the	the	DET
easat-7349	139	9	symptom	symptom	NOUN
easat-7349	139	10	dataset	dataset	NOUN
easat-7349	139	11	using	use	VERB
easat-7349	139	12	advanced	advanced	ADJ
easat-7349	139	13	optimization	optimization	NOUN
easat-7349	139	14	techniques	technique	NOUN
easat-7349	139	15	such	such	ADJ
easat-7349	139	16	as	as	ADP
easat-7349	139	17	gradient	gradient	ADJ
easat-7349	139	18	descent	descent	NOUN
easat-7349	139	19	and	and	CCONJ
easat-7349	139	20	backpropagation	backpropagation	NOUN
easat-7349	139	21	.	.	PUNCT
easat-7349	140	1	this	this	DET
easat-7349	140	2	process	process	NOUN
easat-7349	140	3	involved	involve	VERB
easat-7349	140	4	feeding	feed	VERB
easat-7349	140	5	the	the	DET
easat-7349	140	6	input	input	NOUN
easat-7349	140	7	symptoms	symptom	NOUN
easat-7349	140	8	into	into	ADP
easat-7349	140	9	the	the	DET
easat-7349	140	10	network	network	NOUN
easat-7349	140	11	and	and	CCONJ
easat-7349	140	12	adjusting	adjust	VERB
easat-7349	140	13	the	the	DET
easat-7349	140	14	model	model	NOUN
easat-7349	140	15	's	's	PART
easat-7349	140	16	parameters	parameter	NOUN
easat-7349	140	17	to	to	PART
easat-7349	140	18	minimize	minimize	VERB
easat-7349	140	19	the	the	DET
easat-7349	140	20	prediction	prediction	NOUN
easat-7349	140	21	error	error	NOUN
easat-7349	140	22	.	.	PUNCT
easat-7349	141	1	through	through	ADP
easat-7349	141	2	repeated	repeat	VERB
easat-7349	141	3	iterations	iteration	NOUN
easat-7349	141	4	,	,	PUNCT
easat-7349	141	5	the	the	DET
easat-7349	141	6	neural	neural	ADJ
easat-7349	141	7	network	network	NOUN
easat-7349	141	8	learned	learn	VERB
easat-7349	141	9	to	to	PART
easat-7349	141	10	recognize	recognize	VERB
easat-7349	141	11	patterns	pattern	NOUN
easat-7349	141	12	and	and	CCONJ
easat-7349	141	13	make	make	VERB
easat-7349	141	14	accurate	accurate	ADJ
easat-7349	141	15	predictions	prediction	NOUN
easat-7349	141	16	.	.	PUNCT
easat-7349	142	1	the	the	DET
easat-7349	142	2	results	result	NOUN
easat-7349	142	3	of	of	ADP
easat-7349	142	4	the	the	DET
easat-7349	142	5	study	study	NOUN
easat-7349	142	6	demonstrated	demonstrate	VERB
easat-7349	142	7	that	that	SCONJ
easat-7349	142	8	the	the	DET
easat-7349	142	9	developed	develop	VERB
easat-7349	142	10	system	system	NOUN
easat-7349	142	11	achieved	achieve	VERB
easat-7349	142	12	high	high	ADJ
easat-7349	142	13	accuracy	accuracy	NOUN
easat-7349	142	14	in	in	ADP
easat-7349	142	15	predicting	predict	VERB
easat-7349	142	16	the	the	DET
easat-7349	142	17	diagnosis	diagnosis	NOUN
easat-7349	142	18	of	of	ADP
easat-7349	142	19	diseases	disease	NOUN
easat-7349	142	20	.	.	PUNCT
easat-7349	143	1	the	the	DET
easat-7349	143	2	neural	neural	ADJ
easat-7349	143	3	network	network	NOUN
easat-7349	143	4	algorithm	algorithm	NOUN
easat-7349	143	5	's	's	PART
easat-7349	143	6	ability	ability	NOUN
easat-7349	143	7	to	to	PART
easat-7349	143	8	generalize	generalize	VERB
easat-7349	143	9	from	from	ADP
easat-7349	143	10	the	the	DET
easat-7349	143	11	symptom	symptom	NOUN
easat-7349	143	12	dataset	dataset	NOUN
easat-7349	143	13	enabled	enable	VERB
easat-7349	143	14	it	it	PRON
easat-7349	143	15	to	to	PART
easat-7349	143	16	effectively	effectively	ADV
easat-7349	143	17	diagnose	diagnose	VERB
easat-7349	143	18	patients	patient	NOUN
easat-7349	143	19	based	base	VERB
easat-7349	143	20	on	on	ADP
easat-7349	143	21	their	their	PRON
easat-7349	143	22	reported	report	VERB
easat-7349	143	23	symptoms	symptom	NOUN
easat-7349	143	24	.	.	PUNCT
easat-7349	144	1	this	this	DET
easat-7349	144	2	success	success	NOUN
easat-7349	144	3	holds	hold	VERB
easat-7349	144	4	significant	significant	ADJ
easat-7349	144	5	potential	potential	NOUN
easat-7349	144	6	for	for	ADP
easat-7349	144	7	assisting	assist	VERB
easat-7349	144	8	healthcare	healthcare	NOUN
easat-7349	144	9	professionals	professional	NOUN
easat-7349	144	10	in	in	ADP
easat-7349	144	11	their	their	PRON
easat-7349	144	12	diagnosis	diagnosis	NOUN
easat-7349	144	13	,	,	PUNCT
easat-7349	144	14	providing	provide	VERB
easat-7349	144	15	them	they	PRON
easat-7349	144	16	with	with	ADP
easat-7349	144	17	a	a	DET
easat-7349	144	18	valuable	valuable	ADJ
easat-7349	144	19	tool	tool	NOUN
easat-7349	144	20	to	to	PART
easat-7349	144	21	support	support	VERB
easat-7349	144	22	their	their	PRON
easat-7349	144	23	decision	decision	NOUN
easat-7349	144	24	-	-	PUNCT
easat-7349	144	25	making	make	VERB
easat-7349	144	26	process	process	NOUN
easat-7349	144	27	.	.	PUNCT
easat-7349	145	1	by	by	ADP
easat-7349	145	2	utilizing	utilize	VERB
easat-7349	145	3	neural	neural	ADJ
easat-7349	145	4	networks	network	NOUN
easat-7349	145	5	,	,	PUNCT
easat-7349	145	6	this	this	DET
easat-7349	145	7	virtual	virtual	ADJ
easat-7349	145	8	diagnosis	diagnosis	NOUN
easat-7349	145	9	tool	tool	NOUN
easat-7349	145	10	improves	improve	VERB
easat-7349	145	11	the	the	DET
easat-7349	145	12	accuracy	accuracy	NOUN
easat-7349	145	13	and	and	CCONJ
easat-7349	145	14	efficiency	efficiency	NOUN
easat-7349	145	15	of	of	ADP
easat-7349	145	16	disease	disease	NOUN
easat-7349	145	17	diagnosis	diagnosis	NOUN
easat-7349	145	18	.	.	PUNCT
easat-7349	146	1	it	it	PRON
easat-7349	146	2	offers	offer	VERB
easat-7349	146	3	a	a	DET
easat-7349	146	4	data	data	NOUN
easat-7349	146	5	-	-	PUNCT
easat-7349	146	6	driven	drive	VERB
easat-7349	146	7	approach	approach	NOUN
easat-7349	146	8	that	that	PRON
easat-7349	146	9	complements	complement	VERB
easat-7349	146	10	the	the	DET
easat-7349	146	11	expertise	expertise	NOUN
easat-7349	146	12	of	of	ADP
easat-7349	146	13	healthcare	healthcare	PROPN
easat-7349	146	14	professionals	professional	NOUN
easat-7349	146	15	,	,	PUNCT
easat-7349	146	16	leading	lead	VERB
easat-7349	146	17	to	to	ADP
easat-7349	146	18	more	more	ADV
easat-7349	146	19	precise	precise	ADJ
easat-7349	146	20	and	and	CCONJ
easat-7349	146	21	timely	timely	ADJ
easat-7349	146	22	diagnoses	diagnosis	NOUN
easat-7349	146	23	.	.	PUNCT
easat-7349	147	1	3.1	3.1	NUM
easat-7349	147	2	.	.	PUNCT
easat-7349	148	1	dataset	dataset	NOUN
easat-7349	148	2	kaggle	kaggle	PROPN
easat-7349	149	1	[	[	X
easat-7349	149	2	18	18	NUM
easat-7349	149	3	]	]	PUNCT
easat-7349	149	4	is	be	AUX
easat-7349	149	5	a	a	DET
easat-7349	149	6	renowned	renowned	ADJ
easat-7349	149	7	platform	platform	NOUN
easat-7349	149	8	catering	cater	VERB
easat-7349	149	9	to	to	ADP
easat-7349	149	10	both	both	DET
easat-7349	149	11	novice	novice	NOUN
easat-7349	149	12	and	and	CCONJ
easat-7349	149	13	expert	expert	NOUN
easat-7349	149	14	data	datum	NOUN
easat-7349	149	15	scientists	scientist	NOUN
easat-7349	149	16	.	.	PUNCT
easat-7349	150	1	it	it	PRON
easat-7349	150	2	offers	offer	VERB
easat-7349	150	3	an	an	DET
easat-7349	150	4	extensive	extensive	ADJ
easat-7349	150	5	collection	collection	NOUN
easat-7349	150	6	of	of	ADP
easat-7349	150	7	publicly	publicly	ADV
easat-7349	150	8	accessible	accessible	ADJ
easat-7349	150	9	and	and	CCONJ
easat-7349	150	10	free	free	ADJ
easat-7349	150	11	-	-	PUNCT
easat-7349	150	12	to	to	ADP
easat-7349	150	13	-	-	PUNCT
easat-7349	150	14	use	use	NOUN
easat-7349	150	15	datasets	dataset	NOUN
easat-7349	150	16	.	.	PUNCT
easat-7349	151	1	the	the	DET
easat-7349	151	2	range	range	NOUN
easat-7349	151	3	of	of	ADP
easat-7349	151	4	datasets	dataset	NOUN
easat-7349	151	5	on	on	ADP
easat-7349	151	6	kaggle	kaggle	ADJ
easat-7349	151	7	spans	span	NOUN
easat-7349	151	8	diverse	diverse	ADJ
easat-7349	151	9	domains	domain	NOUN
easat-7349	151	10	such	such	ADJ
easat-7349	151	11	as	as	ADP
easat-7349	151	12	social	social	ADJ
easat-7349	151	13	sciences	science	NOUN
easat-7349	151	14	,	,	PUNCT
easat-7349	151	15	finance	finance	NOUN
easat-7349	151	16	,	,	PUNCT
easat-7349	151	17	healthcare	healthcare	PROPN
easat-7349	151	18	,	,	PUNCT
easat-7349	151	19	natural	natural	ADJ
easat-7349	151	20	language	language	NOUN
easat-7349	151	21	processing	processing	NOUN
easat-7349	151	22	,	,	PUNCT
easat-7349	151	23	computer	computer	NOUN
easat-7349	151	24	vision	vision	NOUN
easat-7349	151	25	,	,	PUNCT
easat-7349	151	26	and	and	CCONJ
easat-7349	151	27	more	more	ADJ
easat-7349	151	28	.	.	PUNCT
easat-7349	152	1	these	these	DET
easat-7349	152	2	databases	database	NOUN
easat-7349	152	3	vary	vary	VERB
easat-7349	152	4	in	in	ADP
easat-7349	152	5	size	size	NOUN
easat-7349	152	6	and	and	CCONJ
easat-7349	152	7	complexity	complexity	NOUN
easat-7349	152	8	,	,	PUNCT
easat-7349	152	9	with	with	ADP
easat-7349	152	10	some	some	PRON
easat-7349	152	11	being	be	AUX
easat-7349	152	12	curated	curate	VERB
easat-7349	152	13	and	and	CCONJ
easat-7349	152	14	maintained	maintain	VERB
easat-7349	152	15	by	by	ADP
easat-7349	152	16	subject	subject	NOUN
easat-7349	152	17	matter	matter	NOUN
easat-7349	152	18	experts	expert	NOUN
easat-7349	152	19	.	.	PUNCT
easat-7349	153	1	kaggle	kaggle	NOUN
easat-7349	153	2	datasets	dataset	NOUN
easat-7349	153	3	are	be	AUX
easat-7349	153	4	frequently	frequently	ADV
easat-7349	153	5	employed	employ	VERB
easat-7349	153	6	in	in	ADP
easat-7349	153	7	educational	educational	ADJ
easat-7349	153	8	settings	setting	NOUN
easat-7349	153	9	,	,	PUNCT
easat-7349	153	10	research	research	NOUN
easat-7349	153	11	endeavors	endeavor	NOUN
easat-7349	153	12	,	,	PUNCT
easat-7349	153	13	and	and	CCONJ
easat-7349	153	14	the	the	DET
easat-7349	153	15	development	development	NOUN
easat-7349	153	16	and	and	CCONJ
easat-7349	153	17	evaluation	evaluation	NOUN
easat-7349	153	18	of	of	ADP
easat-7349	153	19	machine	machine	NOUN
easat-7349	153	20	learning	learning	NOUN
easat-7349	153	21	models	model	NOUN
easat-7349	153	22	.	.	PUNCT
easat-7349	154	1	moreover	moreover	ADV
easat-7349	154	2	,	,	PUNCT
easat-7349	154	3	kaggle	kaggle	VERB
easat-7349	154	4	organizes	organize	VERB
easat-7349	154	5	competitions	competition	NOUN
easat-7349	154	6	that	that	PRON
easat-7349	154	7	motivate	motivate	VERB
easat-7349	154	8	data	datum	NOUN
easat-7349	154	9	scientists	scientist	NOUN
easat-7349	154	10	to	to	PART
easat-7349	154	11	create	create	VERB
easat-7349	154	12	highly	highly	ADV
easat-7349	154	13	accurate	accurate	ADJ
easat-7349	154	14	models	model	NOUN
easat-7349	154	15	for	for	ADP
easat-7349	154	16	specific	specific	ADJ
easat-7349	154	17	tasks	task	NOUN
easat-7349	154	18	using	use	VERB
easat-7349	154	19	the	the	DET
easat-7349	154	20	provided	provide	VERB
easat-7349	154	21	datasets	dataset	NOUN
easat-7349	154	22	.	.	PUNCT
easat-7349	155	1	hence	hence	ADV
easat-7349	155	2	,	,	PUNCT
easat-7349	155	3	for	for	ADP
easat-7349	155	4	this	this	DET
easat-7349	155	5	project	project	NOUN
easat-7349	155	6	,	,	PUNCT
easat-7349	155	7	the	the	DET
easat-7349	155	8	dataset	dataset	NOUN
easat-7349	155	9	was	be	AUX
easat-7349	155	10	sourced	source	VERB
easat-7349	155	11	from	from	ADP
easat-7349	155	12	kaggle	kaggle	PROPN
easat-7349	155	13	,	,	PUNCT
easat-7349	155	14	chosen	choose	VERB
easat-7349	155	15	based	base	VERB
easat-7349	155	16	on	on	ADP
easat-7349	155	17	project	project	NOUN
easat-7349	155	18	objectives	objective	NOUN
easat-7349	155	19	and	and	CCONJ
easat-7349	155	20	adherence	adherence	NOUN
easat-7349	155	21	to	to	ADP
easat-7349	155	22	the	the	DET
easat-7349	155	23	university	university	NOUN
easat-7349	155	24	's	's	PART
easat-7349	155	25	requirements	requirement	NOUN
easat-7349	155	26	for	for	ADP
easat-7349	155	27	the	the	DET
easat-7349	155	28	research	research	NOUN
easat-7349	155	29	method	method	NOUN
easat-7349	155	30	project	project	NOUN
easat-7349	155	31	.	.	PUNCT
easat-7349	156	1	the	the	DET
easat-7349	156	2	dataset	dataset	NOUN
easat-7349	156	3	comprises	comprise	VERB
easat-7349	156	4	132	132	NUM
easat-7349	156	5	independent	independent	ADJ
easat-7349	156	6	variables	variable	NOUN
easat-7349	156	7	(	(	PUNCT
easat-7349	156	8	symptoms	symptom	NOUN
easat-7349	156	9	)	)	PUNCT
easat-7349	156	10	and	and	CCONJ
easat-7349	156	11	one	one	NUM
easat-7349	156	12	dependent	dependent	ADJ
easat-7349	156	13	variable	variable	NOUN
easat-7349	156	14	(	(	PUNCT
easat-7349	156	15	diagnosis	diagnosis	NOUN
easat-7349	156	16	)	)	PUNCT
easat-7349	156	17	.	.	PUNCT
easat-7349	157	1	it	it	PRON
easat-7349	157	2	encompasses	encompass	VERB
easat-7349	157	3	valid	valid	ADJ
easat-7349	157	4	data	datum	NOUN
easat-7349	157	5	for	for	ADP
easat-7349	157	6	4920	4920	NUM
easat-7349	157	7	patients	patient	NOUN
easat-7349	157	8	.	.	PUNCT
easat-7349	158	1	3.2	3.2	NUM
easat-7349	158	2	.	.	PUNCT
easat-7349	159	1	using	use	VERB
easat-7349	159	2	keras	keras	PROPN
easat-7349	159	3	and	and	CCONJ
easat-7349	159	4	tensorflow	tensorflow	PROPN
easat-7349	159	5	keras	keras	PROPN
easat-7349	159	6	and	and	CCONJ
easat-7349	159	7	tensorflow	tensorflow	NOUN
easat-7349	160	1	[	[	X
easat-7349	160	2	19	19	NUM
easat-7349	160	3	]	]	PUNCT
easat-7349	160	4	were	be	AUX
easat-7349	160	5	used	use	VERB
easat-7349	160	6	in	in	ADP
easat-7349	160	7	the	the	DET
easat-7349	160	8	development	development	NOUN
easat-7349	160	9	of	of	ADP
easat-7349	160	10	the	the	DET
easat-7349	160	11	program	program	NOUN
easat-7349	160	12	aimed	aim	VERB
easat-7349	160	13	at	at	ADP
easat-7349	160	14	predicting	predict	VERB
easat-7349	160	15	diseases	disease	NOUN
easat-7349	160	16	.	.	PUNCT
easat-7349	161	1	leveraging	leverage	VERB
easat-7349	161	2	the	the	DET
easat-7349	161	3	capabilities	capability	NOUN
easat-7349	161	4	of	of	ADP
easat-7349	161	5	keras	keras	PROPN
easat-7349	161	6	,	,	PUNCT
easat-7349	161	7	an	an	DET
easat-7349	161	8	open	open	ADJ
easat-7349	161	9	-	-	PUNCT
easat-7349	161	10	source	source	NOUN
easat-7349	161	11	deep	deep	ADJ
easat-7349	161	12	learning	learning	NOUN
easat-7349	161	13	package	package	NOUN
easat-7349	161	14	based	base	VERB
easat-7349	161	15	on	on	ADP
easat-7349	161	16	tensorflow	tensorflow	NOUN
easat-7349	161	17	,	,	PUNCT
easat-7349	161	18	proved	prove	VERB
easat-7349	161	19	instrumental	instrumental	ADJ
easat-7349	161	20	in	in	ADP
easat-7349	161	21	his	his	PRON
easat-7349	161	22	work	work	NOUN
easat-7349	161	23	.	.	PUNCT
easat-7349	162	1	keras	keras	PROPN
easat-7349	162	2	offered	offer	VERB
easat-7349	162	3	a	a	DET
easat-7349	162	4	straightforward	straightforward	ADJ
easat-7349	162	5	interface	interface	NOUN
easat-7349	162	6	that	that	PRON
easat-7349	162	7	simplified	simplify	VERB
easat-7349	162	8	the	the	DET
easat-7349	162	9	creation	creation	NOUN
easat-7349	162	10	and	and	CCONJ
easat-7349	162	11	training	training	NOUN
easat-7349	162	12	of	of	ADP
easat-7349	162	13	neural	neural	ADJ
easat-7349	162	14	networks	network	NOUN
easat-7349	162	15	,	,	PUNCT
easat-7349	162	16	enabling	enable	VERB
easat-7349	162	17	him	he	PRON
easat-7349	162	18	to	to	PART
easat-7349	162	19	design	design	VERB
easat-7349	162	20	intricate	intricate	ADJ
easat-7349	162	21	models	model	NOUN
easat-7349	162	22	with	with	ADP
easat-7349	162	23	minimal	minimal	ADJ
easat-7349	162	24	coding	code	VERB
easat-7349	162	25	effort	effort	NOUN
easat-7349	162	26	.	.	PUNCT
easat-7349	163	1	furthermore	furthermore	ADV
easat-7349	163	2	,	,	PUNCT
easat-7349	163	3	tensorflow	tensorflow	NOUN
easat-7349	163	4	,	,	PUNCT
easat-7349	163	5	a	a	DET
easat-7349	163	6	comprehensive	comprehensive	ADJ
easat-7349	163	7	library	library	NOUN
easat-7349	163	8	for	for	ADP
easat-7349	163	9	numerical	numerical	PROPN
easat-7349	163	10	computing	computing	NOUN
easat-7349	163	11	and	and	CCONJ
easat-7349	163	12	machine	machine	NOUN
easat-7349	163	13	learning	learning	NOUN
easat-7349	163	14	,	,	PUNCT
easat-7349	163	15	complemented	complement	VERB
easat-7349	163	16	keras	keras	PROPN
easat-7349	163	17	by	by	ADP
easat-7349	163	18	providing	provide	VERB
easat-7349	163	19	low	low	ADJ
easat-7349	163	20	-	-	PUNCT
easat-7349	163	21	level	level	NOUN
easat-7349	163	22	operations	operation	NOUN
easat-7349	163	23	necessary	necessary	ADJ
easat-7349	163	24	for	for	ADP
easat-7349	163	25	optimizing	optimize	VERB
easat-7349	163	26	the	the	DET
easat-7349	163	27	training	training	NOUN
easat-7349	163	28	process	process	NOUN
easat-7349	163	29	.	.	PUNCT
easat-7349	164	1	its	its	PRON
easat-7349	164	2	support	support	NOUN
easat-7349	164	3	for	for	ADP
easat-7349	164	4	both	both	DET
easat-7349	164	5	central	central	ADJ
easat-7349	164	6	processing	processing	NOUN
easat-7349	164	7	unit	unit	NOUN
easat-7349	164	8	(	(	PUNCT
easat-7349	164	9	cpu	cpu	PROPN
easat-7349	164	10	)	)	PUNCT
easat-7349	164	11	and	and	CCONJ
easat-7349	164	12	graphics	graphic	NOUN
easat-7349	164	13	processing	processing	NOUN
easat-7349	164	14	unit	unit	NOUN
easat-7349	164	15	(	(	PUNCT
easat-7349	164	16	gpu	gpu	NOUN
easat-7349	164	17	)	)	PUNCT
easat-7349	164	18	processing	processing	NOUN
easat-7349	164	19	contributed	contribute	VERB
easat-7349	164	20	to	to	ADP
easat-7349	164	21	efficient	efficient	ADJ
easat-7349	164	22	model	model	NOUN
easat-7349	164	23	development	development	NOUN
easat-7349	164	24	and	and	CCONJ
easat-7349	164	25	deployment	deployment	NOUN
easat-7349	164	26	.	.	PUNCT
easat-7349	165	1	the	the	DET
easat-7349	165	2	combined	combined	ADJ
easat-7349	165	3	power	power	NOUN
easat-7349	165	4	of	of	ADP
easat-7349	165	5	keras	keras	PROPN
easat-7349	165	6	and	and	CCONJ
easat-7349	165	7	tensorflow	tensorflow	PROPN
easat-7349	165	8	established	establish	VERB
easat-7349	165	9	them	they	PRON
easat-7349	165	10	as	as	ADP
easat-7349	165	11	the	the	DET
easat-7349	165	12	de	de	X
easat-7349	165	13	facto	facto	X
easat-7349	165	14	standard	standard	NOUN
easat-7349	165	15	for	for	ADP
easat-7349	165	16	building	build	VERB
easat-7349	165	17	neural	neural	ADJ
easat-7349	165	18	networks	network	NOUN
easat-7349	165	19	in	in	ADP
easat-7349	165	20	the	the	DET
easat-7349	165	21	field	field	NOUN
easat-7349	165	22	of	of	ADP
easat-7349	165	23	deep	deep	ADJ
easat-7349	165	24	learning	learning	NOUN
easat-7349	165	25	.	.	PUNCT
easat-7349	166	1	their	their	PRON
easat-7349	166	2	extensive	extensive	ADJ
easat-7349	166	3	documentation	documentation	NOUN
easat-7349	166	4	and	and	CCONJ
easat-7349	166	5	vibrant	vibrant	ADJ
easat-7349	166	6	developer	developer	NOUN
easat-7349	166	7	communities	community	NOUN
easat-7349	166	8	facilitated	facilitate	VERB
easat-7349	166	9	problemsolving	problemsolve	VERB
easat-7349	166	10	and	and	CCONJ
easat-7349	166	11	ensured	ensure	VERB
easat-7349	166	12	he	he	PRON
easat-7349	166	13	stayed	stayed	AUX
easat-7349	166	14	updated	update	VERB
easat-7349	166	15	with	with	ADP
easat-7349	166	16	the	the	DET
easat-7349	166	17	latest	late	ADJ
easat-7349	166	18	advancements	advancement	NOUN
easat-7349	166	19	in	in	ADP
easat-7349	166	20	the	the	DET
easat-7349	166	21	field	field	NOUN
easat-7349	166	22	.	.	PUNCT
easat-7349	167	1	by	by	ADP
easat-7349	167	2	harnessing	harness	VERB
easat-7349	167	3	the	the	DET
easat-7349	167	4	capabilities	capability	NOUN
easat-7349	167	5	of	of	ADP
easat-7349	167	6	keras	keras	PROPN
easat-7349	167	7	and	and	CCONJ
easat-7349	167	8	tensorflow	tensorflow	NOUN
easat-7349	167	9	,	,	PUNCT
easat-7349	167	10	the	the	DET
easat-7349	167	11	researcher	researcher	NOUN
easat-7349	167	12	created	create	VERB
easat-7349	167	13	a	a	DET
easat-7349	167	14	robust	robust	ADJ
easat-7349	167	15	framework	framework	NOUN
easat-7349	167	16	for	for	ADP
easat-7349	167	17	disease	disease	NOUN
easat-7349	167	18	prediction	prediction	NOUN
easat-7349	167	19	,	,	PUNCT
easat-7349	167	20	utilizing	utilize	VERB
easat-7349	167	21	the	the	DET
easat-7349	167	22	strengths	strength	NOUN
easat-7349	167	23	of	of	ADP
easat-7349	167	24	both	both	DET
easat-7349	167	25	libraries	library	NOUN
easat-7349	167	26	to	to	PART
easat-7349	167	27	enhance	enhance	VERB
easat-7349	167	28	the	the	DET
easat-7349	167	29	accuracy	accuracy	NOUN
easat-7349	167	30	and	and	CCONJ
easat-7349	167	31	efficiency	efficiency	NOUN
easat-7349	167	32	of	of	ADP
easat-7349	167	33	the	the	DET
easat-7349	167	34	developed	develop	VERB
easat-7349	167	35	program	program	NOUN
easat-7349	167	36	.	.	PUNCT
easat-7349	168	1	this	this	DET
easat-7349	168	2	architecture	architecture	NOUN
easat-7349	168	3	is	be	AUX
easat-7349	168	4	referred	refer	VERB
easat-7349	168	5	to	to	ADP
easat-7349	168	6	as	as	ADP
easat-7349	168	7	a	a	DET
easat-7349	168	8	multilayer	multilayer	ADJ
easat-7349	168	9	feed	feed	NOUN
easat-7349	168	10	-	-	PUNCT
easat-7349	168	11	forward	forward	NOUN
easat-7349	168	12	network	network	NOUN
easat-7349	168	13	(	(	PUNCT
easat-7349	168	14	see	see	VERB
easat-7349	168	15	fig	fig	NOUN
easat-7349	168	16	1	1	NUM
easat-7349	168	17	)	)	PUNCT
easat-7349	168	18	,	,	PUNCT
easat-7349	168	19	where	where	SCONJ
easat-7349	168	20	information	information	NOUN
easat-7349	168	21	flows	flow	VERB
easat-7349	168	22	sequentially	sequentially	ADV
easat-7349	168	23	from	from	ADP
easat-7349	168	24	one	one	NUM
easat-7349	168	25	layer	layer	NOUN
easat-7349	168	26	of	of	ADP
easat-7349	168	27	nodes	node	NOUN
easat-7349	168	28	to	to	ADP
easat-7349	168	29	the	the	DET
easat-7349	168	30	next	next	ADJ
easat-7349	168	31	.	.	PUNCT
easat-7349	169	1	each	each	DET
easat-7349	169	2	node	node	NOUN
easat-7349	169	3	in	in	ADP
easat-7349	169	4	a	a	DET
easat-7349	169	5	layer	layer	NOUN
easat-7349	169	6	receives	receive	VERB
easat-7349	169	7	inputs	input	NOUN
easat-7349	169	8	from	from	ADP
easat-7349	169	9	the	the	DET
easat-7349	169	10	1937	1937	NUM
easat-7349	169	11	edelweiss	edelweiss	PROPN
easat-7349	169	12	applied	apply	VERB
easat-7349	169	13	science	science	NOUN
easat-7349	169	14	and	and	CCONJ
easat-7349	169	15	technology	technology	NOUN
easat-7349	169	16	issn	issn	PROPN
easat-7349	169	17	:	:	PUNCT
easat-7349	169	18	2576	2576	NUM
easat-7349	169	19	-	-	SYM
easat-7349	169	20	8484	8484	NUM
easat-7349	169	21	vol	vol	NOUN
easat-7349	169	22	.	.	PROPN
easat-7349	170	1	9	9	NUM
easat-7349	170	2	,	,	PUNCT
easat-7349	170	3	no	no	INTJ
easat-7349	170	4	.	.	NOUN
easat-7349	170	5	5	5	NUM
easat-7349	170	6	:	:	SYM
easat-7349	170	7	1932	1932	NUM
easat-7349	170	8	-	-	SYM
easat-7349	170	9	1941	1941	NUM
easat-7349	170	10	,	,	PUNCT
easat-7349	170	11	2025	2025	NUM
easat-7349	170	12	doi	doi	NOUN
easat-7349	170	13	:	:	PUNCT
easat-7349	170	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	170	15	©	©	PROPN
easat-7349	170	16	2025	2025	NUM
easat-7349	170	17	by	by	ADP
easat-7349	170	18	the	the	DET
easat-7349	170	19	authors	author	NOUN
easat-7349	170	20	;	;	PUNCT
easat-7349	170	21	licensee	licensee	PROPN
easat-7349	170	22	learning	learning	NOUN
easat-7349	170	23	gate	gate	VERB
easat-7349	170	24	previous	previous	ADJ
easat-7349	170	25	layer	layer	NOUN
easat-7349	170	26	and	and	CCONJ
easat-7349	170	27	produces	produce	VERB
easat-7349	170	28	outputs	output	NOUN
easat-7349	170	29	that	that	PRON
easat-7349	170	30	serve	serve	VERB
easat-7349	170	31	as	as	ADP
easat-7349	170	32	inputs	input	NOUN
easat-7349	170	33	for	for	ADP
easat-7349	170	34	the	the	DET
easat-7349	170	35	subsequent	subsequent	ADJ
easat-7349	170	36	layer	layer	NOUN
easat-7349	170	37	.	.	PUNCT
easat-7349	171	1	the	the	DET
easat-7349	171	2	inputs	input	NOUN
easat-7349	171	3	to	to	ADP
easat-7349	171	4	each	each	DET
easat-7349	171	5	node	node	NOUN
easat-7349	171	6	are	be	AUX
easat-7349	171	7	aggregated	aggregate	VERB
easat-7349	171	8	using	use	VERB
easat-7349	171	9	a	a	DET
easat-7349	171	10	weighted	weight	VERB
easat-7349	171	11	linear	linear	ADJ
easat-7349	171	12	combination	combination	NOUN
easat-7349	171	13	.	.	PUNCT
easat-7349	172	1	the	the	DET
easat-7349	172	2	resulting	result	VERB
easat-7349	172	3	value	value	NOUN
easat-7349	172	4	is	be	AUX
easat-7349	172	5	then	then	ADV
easat-7349	172	6	subjected	subject	VERB
easat-7349	172	7	to	to	ADP
easat-7349	172	8	a	a	DET
easat-7349	172	9	non	non	ADJ
easat-7349	172	10	-	-	ADJ
easat-7349	172	11	linear	linear	ADJ
easat-7349	172	12	activation	activation	NOUN
easat-7349	172	13	function	function	NOUN
easat-7349	172	14	before	before	ADP
easat-7349	172	15	being	be	AUX
easat-7349	172	16	outputted	output	VERB
easat-7349	172	17	.	.	PUNCT
easat-7349	173	1	figure	figure	NOUN
easat-7349	173	2	1	1	NUM
easat-7349	173	3	.	.	PUNCT
easat-7349	173	4	neural	neural	ADJ
easat-7349	173	5	network	network	NOUN
easat-7349	173	6	structure	structure	NOUN
easat-7349	173	7	as	as	SCONJ
easat-7349	173	8	indicated	indicate	VERB
easat-7349	173	9	by	by	ADP
easat-7349	173	10	[	[	X
easat-7349	173	11	19	19	NUM
easat-7349	173	12	]	]	PUNCT
easat-7349	173	13	.	.	PUNCT
easat-7349	174	1	the	the	DET
easat-7349	174	2	inputs	input	NOUN
easat-7349	174	3	into	into	ADP
easat-7349	174	4	the	the	DET
easat-7349	174	5	hidden	hide	VERB
easat-7349	174	6	neuron	neuron	NOUN
easat-7349	174	7	labelled	label	VERB
easat-7349	174	8	as	as	ADP
easat-7349	174	9	"	"	PUNCT
easat-7349	174	10	j	j	NOUN
easat-7349	174	11	"	"	PUNCT
easat-7349	174	12	are	be	AUX
easat-7349	174	13	combined	combine	VERB
easat-7349	174	14	linearly	linearly	ADV
easat-7349	174	15	to	to	PART
easat-7349	174	16	generate	generate	VERB
easat-7349	174	17	the	the	DET
easat-7349	174	18	intermediate	intermediate	ADJ
easat-7349	174	19	result	result	NOUN
easat-7349	174	20	.	.	PUNCT
easat-7349	175	1	𝑧𝑖	𝑧𝑖	X
easat-7349	176	1	=	=	SYM
easat-7349	176	2	𝑏𝑗	𝑏𝑗	PROPN
easat-7349	177	1	+	+	CCONJ
easat-7349	177	2	∑	∑	PROPN
easat-7349	177	3	𝑤𝑖,𝑗𝑥𝑖	𝑤𝑖,𝑗𝑥𝑖	PROPN
easat-7349	177	4	4	4	NUM
easat-7349	177	5	𝑖=1	𝑖=1	SYM
easat-7349	177	6	(	(	PUNCT
easat-7349	177	7	1	1	NUM
easat-7349	177	8	)	)	PUNCT
easat-7349	177	9	within	within	ADP
easat-7349	177	10	the	the	DET
easat-7349	177	11	hidden	hide	VERB
easat-7349	177	12	layer	layer	NOUN
easat-7349	177	13	,	,	PUNCT
easat-7349	177	14	this	this	DET
easat-7349	177	15	modification	modification	NOUN
easat-7349	177	16	is	be	AUX
easat-7349	177	17	achieved	achieve	VERB
easat-7349	177	18	by	by	ADP
easat-7349	177	19	applying	apply	VERB
easat-7349	177	20	a	a	DET
easat-7349	177	21	non	non	ADJ
easat-7349	177	22	-	-	ADJ
easat-7349	177	23	linear	linear	ADJ
easat-7349	177	24	function	function	NOUN
easat-7349	177	25	,	,	PUNCT
easat-7349	177	26	such	such	ADJ
easat-7349	177	27	as	as	ADP
easat-7349	177	28	a	a	DET
easat-7349	177	29	sigmoidal	sigmoidal	NOUN
easat-7349	177	30	function	function	NOUN
easat-7349	177	31	,	,	PUNCT
easat-7349	177	32	to	to	ADP
easat-7349	177	33	the	the	DET
easat-7349	177	34	intermediate	intermediate	ADJ
easat-7349	177	35	result	result	NOUN
easat-7349	177	36	.	.	PUNCT
easat-7349	178	1	𝑠(𝑧	𝑠(𝑧	X
easat-7349	178	2	)	)	PUNCT
easat-7349	178	3	=	=	SYM
easat-7349	178	4	1	1	NUM
easat-7349	178	5	1+𝑒−𝑧	1+𝑒−𝑧	NUM
easat-7349	178	6	(	(	PUNCT
easat-7349	178	7	2	2	NUM
easat-7349	178	8	)	)	PUNCT
easat-7349	178	9	the	the	DET
easat-7349	178	10	next	next	ADJ
easat-7349	178	11	layer	layer	NOUN
easat-7349	178	12	in	in	ADP
easat-7349	178	13	the	the	DET
easat-7349	178	14	network	network	NOUN
easat-7349	178	15	receives	receive	VERB
easat-7349	178	16	this	this	DET
easat-7349	178	17	modified	modify	VERB
easat-7349	178	18	output	output	NOUN
easat-7349	178	19	as	as	ADP
easat-7349	178	20	its	its	PRON
easat-7349	178	21	input	input	NOUN
easat-7349	178	22	.	.	PUNCT
easat-7349	179	1	this	this	DET
easat-7349	179	2	non	non	ADJ
easat-7349	179	3	-	-	ADJ
easat-7349	179	4	linear	linear	ADJ
easat-7349	179	5	transformation	transformation	NOUN
easat-7349	179	6	helps	help	VERB
easat-7349	179	7	to	to	PART
easat-7349	179	8	mitigate	mitigate	VERB
easat-7349	179	9	the	the	DET
easat-7349	179	10	impact	impact	NOUN
easat-7349	179	11	of	of	ADP
easat-7349	179	12	extreme	extreme	ADJ
easat-7349	179	13	input	input	NOUN
easat-7349	179	14	values	value	NOUN
easat-7349	179	15	,	,	PUNCT
easat-7349	179	16	thus	thus	ADV
easat-7349	179	17	enhancing	enhance	VERB
easat-7349	179	18	the	the	DET
easat-7349	179	19	network	network	NOUN
easat-7349	179	20	's	's	PART
easat-7349	179	21	resilience	resilience	NOUN
easat-7349	179	22	to	to	ADP
easat-7349	179	23	outliers	outlier	NOUN
easat-7349	179	24	.	.	PUNCT
easat-7349	180	1	the	the	DET
easat-7349	180	2	parameters	parameter	NOUN
easat-7349	180	3	,	,	PUNCT
easat-7349	180	4	denoted	denote	VERB
easat-7349	180	5	as	as	ADP
easat-7349	180	6	b1	b1	NOUN
easat-7349	180	7	,	,	PUNCT
easat-7349	180	8	b2	b2	NOUN
easat-7349	180	9	,	,	PUNCT
easat-7349	180	10	b3	b3	PROPN
easat-7349	180	11	,	,	PUNCT
easat-7349	180	12	and	and	CCONJ
easat-7349	180	13	w1,1	w1,1	NOUN
easat-7349	180	14	,	,	PUNCT
easat-7349	180	15	...	...	PUNCT
easat-7349	180	16	,	,	PUNCT
easat-7349	180	17	w4,3	w4,3	PROPN
easat-7349	180	18	,	,	PUNCT
easat-7349	180	19	are	be	AUX
easat-7349	180	20	"	"	PUNCT
easat-7349	180	21	learned	learn	VERB
easat-7349	180	22	"	"	PUNCT
easat-7349	180	23	from	from	ADP
easat-7349	180	24	the	the	DET
easat-7349	180	25	available	available	ADJ
easat-7349	180	26	data	datum	NOUN
easat-7349	180	27	.	.	PUNCT
easat-7349	181	1	to	to	PART
easat-7349	181	2	prevent	prevent	VERB
easat-7349	181	3	the	the	DET
easat-7349	181	4	weights	weight	NOUN
easat-7349	181	5	from	from	ADP
easat-7349	181	6	becoming	become	VERB
easat-7349	181	7	excessively	excessively	ADV
easat-7349	181	8	large	large	ADJ
easat-7349	181	9	,	,	PUNCT
easat-7349	181	10	they	they	PRON
easat-7349	181	11	are	be	AUX
easat-7349	181	12	often	often	ADV
easat-7349	181	13	subject	subject	ADJ
easat-7349	181	14	to	to	ADP
easat-7349	181	15	restrictions	restriction	NOUN
easat-7349	181	16	.	.	PUNCT
easat-7349	182	1	this	this	PRON
easat-7349	182	2	is	be	AUX
easat-7349	182	3	achieved	achieve	VERB
easat-7349	182	4	using	use	VERB
easat-7349	182	5	a	a	DET
easat-7349	182	6	"	"	PUNCT
easat-7349	182	7	decay	decay	NOUN
easat-7349	182	8	parameter	parameter	NOUN
easat-7349	182	9	,	,	PUNCT
easat-7349	182	10	"	"	PUNCT
easat-7349	182	11	typically	typically	ADV
easat-7349	182	12	set	set	VERB
easat-7349	182	13	to	to	ADP
easat-7349	182	14	0.1	0.1	NUM
easat-7349	182	15	.	.	PUNCT
easat-7349	183	1	initially	initially	ADV
easat-7349	183	2	,	,	PUNCT
easat-7349	183	3	the	the	DET
easat-7349	183	4	weights	weight	NOUN
easat-7349	183	5	are	be	AUX
easat-7349	183	6	assigned	assign	VERB
easat-7349	183	7	random	random	ADJ
easat-7349	183	8	values	value	NOUN
easat-7349	183	9	and	and	CCONJ
easat-7349	183	10	are	be	AUX
easat-7349	183	11	then	then	ADV
easat-7349	183	12	iteratively	iteratively	ADV
easat-7349	183	13	updated	update	VERB
easat-7349	183	14	based	base	VERB
easat-7349	183	15	on	on	ADP
easat-7349	183	16	the	the	DET
easat-7349	183	17	observed	observe	VERB
easat-7349	183	18	data	datum	NOUN
easat-7349	183	19	.	.	PUNCT
easat-7349	184	1	consequently	consequently	ADV
easat-7349	184	2	,	,	PUNCT
easat-7349	184	3	the	the	DET
easat-7349	184	4	predictions	prediction	NOUN
easat-7349	184	5	generated	generate	VERB
easat-7349	184	6	by	by	ADP
easat-7349	184	7	a	a	DET
easat-7349	184	8	neural	neural	ADJ
easat-7349	184	9	network	network	NOUN
easat-7349	184	10	incorporate	incorporate	VERB
easat-7349	184	11	an	an	DET
easat-7349	184	12	element	element	NOUN
easat-7349	184	13	of	of	ADP
easat-7349	184	14	randomness	randomness	NOUN
easat-7349	184	15	.	.	PUNCT
easat-7349	185	1	to	to	PART
easat-7349	185	2	account	account	VERB
easat-7349	185	3	for	for	ADP
easat-7349	185	4	this	this	DET
easat-7349	185	5	variability	variability	NOUN
easat-7349	185	6	,	,	PUNCT
easat-7349	185	7	the	the	DET
easat-7349	185	8	network	network	NOUN
easat-7349	185	9	is	be	AUX
easat-7349	185	10	typically	typically	ADV
easat-7349	185	11	trained	train	VERB
easat-7349	185	12	multiple	multiple	ADJ
easat-7349	185	13	times	time	NOUN
easat-7349	185	14	using	use	VERB
easat-7349	185	15	different	different	ADJ
easat-7349	185	16	initializations	initialization	NOUN
easat-7349	185	17	,	,	PUNCT
easat-7349	185	18	and	and	CCONJ
easat-7349	185	19	the	the	DET
easat-7349	185	20	results	result	NOUN
easat-7349	185	21	are	be	AUX
easat-7349	185	22	averaged	average	VERB
easat-7349	185	23	.	.	PUNCT
easat-7349	186	1	the	the	DET
easat-7349	186	2	determination	determination	NOUN
easat-7349	186	3	of	of	ADP
easat-7349	186	4	the	the	DET
easat-7349	186	5	number	number	NOUN
easat-7349	186	6	of	of	ADP
easat-7349	186	7	hidden	hide	VERB
easat-7349	186	8	layers	layer	NOUN
easat-7349	186	9	and	and	CCONJ
easat-7349	186	10	the	the	DET
easat-7349	186	11	number	number	NOUN
easat-7349	186	12	of	of	ADP
easat-7349	186	13	nodes	node	NOUN
easat-7349	186	14	in	in	ADP
easat-7349	186	15	each	each	DET
easat-7349	186	16	hidden	hide	VERB
easat-7349	186	17	layer	layer	NOUN
easat-7349	186	18	needs	need	VERB
easat-7349	186	19	to	to	PART
easat-7349	186	20	be	be	AUX
easat-7349	186	21	pre	pre	VERB
easat-7349	186	22	-	-	VERB
easat-7349	186	23	determined	determined	ADJ
easat-7349	186	24	.	.	PUNCT
easat-7349	187	1	in	in	ADP
easat-7349	187	2	a	a	DET
easat-7349	187	3	later	later	ADJ
easat-7349	187	4	section	section	NOUN
easat-7349	187	5	of	of	ADP
easat-7349	187	6	this	this	DET
easat-7349	187	7	chapter	chapter	NOUN
easat-7349	187	8	,	,	PUNCT
easat-7349	187	9	we	we	PRON
easat-7349	187	10	will	will	AUX
easat-7349	187	11	explore	explore	VERB
easat-7349	187	12	how	how	SCONJ
easat-7349	187	13	these	these	DET
easat-7349	187	14	parameters	parameter	NOUN
easat-7349	187	15	can	can	AUX
easat-7349	187	16	be	be	AUX
easat-7349	187	17	selected	select	VERB
easat-7349	187	18	through	through	ADP
easat-7349	187	19	cross	cross	ADJ
easat-7349	187	20	-	-	ADJ
easat-7349	187	21	validation	validation	ADJ
easat-7349	187	22	fig.2	fig.2	PROPN
easat-7349	187	23	elicits	elicit	VERB
easat-7349	187	24	a	a	DET
easat-7349	187	25	snapshot	snapshot	NOUN
easat-7349	187	26	of	of	ADP
easat-7349	187	27	the	the	DET
easat-7349	187	28	code	code	NOUN
easat-7349	187	29	snippet	snippet	NOUN
easat-7349	187	30	used	use	VERB
easat-7349	187	31	to	to	PART
easat-7349	187	32	implement	implement	VERB
easat-7349	187	33	keras	keras	PROPN
easat-7349	187	34	and	and	CCONJ
easat-7349	187	35	tensorflow	tensorflow	NOUN
easat-7349	187	36	.	.	PUNCT
easat-7349	188	1	1938	1938	NUM
easat-7349	188	2	edelweiss	edelweiss	PROPN
easat-7349	188	3	applied	apply	VERB
easat-7349	188	4	science	science	NOUN
easat-7349	188	5	and	and	CCONJ
easat-7349	188	6	technology	technology	NOUN
easat-7349	188	7	issn	issn	PROPN
easat-7349	188	8	:	:	PUNCT
easat-7349	188	9	2576	2576	NUM
easat-7349	188	10	-	-	SYM
easat-7349	188	11	8484	8484	NUM
easat-7349	188	12	vol	vol	NOUN
easat-7349	188	13	.	.	PROPN
easat-7349	189	1	9	9	NUM
easat-7349	189	2	,	,	PUNCT
easat-7349	189	3	no	no	INTJ
easat-7349	189	4	.	.	NOUN
easat-7349	189	5	5	5	NUM
easat-7349	189	6	:	:	SYM
easat-7349	189	7	1932	1932	NUM
easat-7349	189	8	-	-	SYM
easat-7349	189	9	1941	1941	NUM
easat-7349	189	10	,	,	PUNCT
easat-7349	189	11	2025	2025	NUM
easat-7349	189	12	doi	doi	NOUN
easat-7349	189	13	:	:	PUNCT
easat-7349	189	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	189	15	©	©	PROPN
easat-7349	189	16	2025	2025	NUM
easat-7349	189	17	by	by	ADP
easat-7349	189	18	the	the	DET
easat-7349	189	19	authors	author	NOUN
easat-7349	189	20	;	;	PUNCT
easat-7349	189	21	licensee	licensee	PROPN
easat-7349	189	22	learning	learn	VERB
easat-7349	189	23	gate	gate	NOUN
easat-7349	189	24	figure	figure	NOUN
easat-7349	189	25	2	2	NUM
easat-7349	189	26	.	.	PUNCT
easat-7349	189	27	neural	neural	ADJ
easat-7349	189	28	network	network	PROPN
easat-7349	189	29	code	code	PROPN
easat-7349	189	30	snippet	snippet	NOUN
easat-7349	189	31	.	.	PUNCT
easat-7349	190	1	an	an	DET
easat-7349	190	2	epoch	epoch	NOUN
easat-7349	190	3	,	,	PUNCT
easat-7349	190	4	within	within	ADP
easat-7349	190	5	the	the	DET
easat-7349	190	6	context	context	NOUN
easat-7349	190	7	of	of	ADP
easat-7349	190	8	neural	neural	ADJ
easat-7349	190	9	networks	network	NOUN
easat-7349	190	10	,	,	PUNCT
easat-7349	190	11	refers	refer	VERB
easat-7349	190	12	to	to	ADP
easat-7349	190	13	a	a	DET
easat-7349	190	14	complete	complete	ADJ
easat-7349	190	15	iteration	iteration	NOUN
easat-7349	190	16	through	through	ADP
easat-7349	190	17	the	the	DET
easat-7349	190	18	entire	entire	ADJ
easat-7349	190	19	training	training	NOUN
easat-7349	190	20	dataset	dataset	NOUN
easat-7349	190	21	during	during	ADP
easat-7349	190	22	the	the	DET
easat-7349	190	23	model	model	NOUN
easat-7349	190	24	-	-	PUNCT
easat-7349	190	25	training	training	NOUN
easat-7349	190	26	process	process	NOUN
easat-7349	190	27	.	.	PUNCT
easat-7349	191	1	it	it	PRON
easat-7349	191	2	involves	involve	VERB
easat-7349	191	3	utilizing	utilize	VERB
easat-7349	191	4	the	the	DET
easat-7349	191	5	training	training	NOUN
easat-7349	191	6	data	datum	NOUN
easat-7349	191	7	from	from	ADP
easat-7349	191	8	the	the	DET
easat-7349	191	9	dataset	dataset	NOUN
easat-7349	191	10	to	to	PART
easat-7349	191	11	train	train	VERB
easat-7349	191	12	the	the	DET
easat-7349	191	13	neural	neural	ADJ
easat-7349	191	14	network	network	NOUN
easat-7349	191	15	,	,	PUNCT
easat-7349	191	16	often	often	ADV
easat-7349	191	17	in	in	ADP
easat-7349	191	18	batches	batch	NOUN
easat-7349	191	19	.	.	PUNCT
easat-7349	192	1	as	as	ADP
easat-7349	192	2	training	training	NOUN
easat-7349	192	3	progresses	progress	NOUN
easat-7349	192	4	,	,	PUNCT
easat-7349	192	5	the	the	DET
easat-7349	192	6	neural	neural	ADJ
easat-7349	192	7	network	network	NOUN
easat-7349	192	8	adjusts	adjust	VERB
easat-7349	192	9	its	its	PRON
easat-7349	192	10	parameters	parameter	NOUN
easat-7349	192	11	to	to	PART
easat-7349	192	12	minimize	minimize	VERB
easat-7349	192	13	the	the	DET
easat-7349	192	14	difference	difference	NOUN
easat-7349	192	15	between	between	ADP
easat-7349	192	16	the	the	DET
easat-7349	192	17	expected	expect	VERB
easat-7349	192	18	and	and	CCONJ
easat-7349	192	19	actual	actual	ADJ
easat-7349	192	20	output	output	NOUN
easat-7349	192	21	.	.	PUNCT
easat-7349	193	1	the	the	DET
easat-7349	193	2	primary	primary	ADJ
easat-7349	193	3	objective	objective	NOUN
easat-7349	193	4	is	be	AUX
easat-7349	193	5	to	to	PART
easat-7349	193	6	achieve	achieve	VERB
easat-7349	193	7	optimal	optimal	ADJ
easat-7349	193	8	performance	performance	NOUN
easat-7349	193	9	on	on	ADP
easat-7349	193	10	the	the	DET
easat-7349	193	11	training	training	NOUN
easat-7349	193	12	data	datum	NOUN
easat-7349	193	13	and	and	CCONJ
easat-7349	193	14	ideally	ideally	ADV
easat-7349	193	15	generalize	generalize	VERB
easat-7349	193	16	well	well	ADV
easat-7349	193	17	to	to	ADP
easat-7349	193	18	new	new	ADJ
easat-7349	193	19	,	,	PUNCT
easat-7349	193	20	unseen	unseen	ADJ
easat-7349	193	21	data	datum	NOUN
easat-7349	193	22	.	.	PUNCT
easat-7349	194	1	the	the	DET
easat-7349	194	2	number	number	NOUN
easat-7349	194	3	of	of	ADP
easat-7349	194	4	epochs	epoch	NOUN
easat-7349	194	5	is	be	AUX
easat-7349	194	6	a	a	DET
easat-7349	194	7	critical	critical	ADJ
easat-7349	194	8	hyperparameter	hyperparameter	NOUN
easat-7349	194	9	in	in	ADP
easat-7349	194	10	neural	neural	ADJ
easat-7349	194	11	network	network	NOUN
easat-7349	194	12	training	training	NOUN
easat-7349	194	13	.	.	PUNCT
easat-7349	195	1	increasing	increase	VERB
easat-7349	195	2	the	the	DET
easat-7349	195	3	number	number	NOUN
easat-7349	195	4	of	of	ADP
easat-7349	195	5	epochs	epoch	NOUN
easat-7349	195	6	may	may	AUX
easat-7349	195	7	lead	lead	VERB
easat-7349	195	8	to	to	ADP
easat-7349	195	9	improved	improve	VERB
easat-7349	195	10	training	training	NOUN
easat-7349	195	11	accuracy	accuracy	NOUN
easat-7349	195	12	.	.	PUNCT
easat-7349	196	1	however	however	ADV
easat-7349	196	2	,	,	PUNCT
easat-7349	196	3	it	it	PRON
easat-7349	196	4	is	be	AUX
easat-7349	196	5	important	important	ADJ
easat-7349	196	6	to	to	PART
easat-7349	196	7	be	be	AUX
easat-7349	196	8	cautious	cautious	ADJ
easat-7349	196	9	as	as	ADP
easat-7349	196	10	excessive	excessive	ADJ
easat-7349	196	11	epochs	epoch	NOUN
easat-7349	196	12	can	can	AUX
easat-7349	196	13	potentially	potentially	ADV
easat-7349	196	14	result	result	VERB
easat-7349	196	15	in	in	ADP
easat-7349	196	16	overfitting	overfitte	VERB
easat-7349	196	17	,	,	PUNCT
easat-7349	196	18	where	where	SCONJ
easat-7349	196	19	the	the	DET
easat-7349	196	20	model	model	NOUN
easat-7349	196	21	becomes	become	VERB
easat-7349	196	22	too	too	ADV
easat-7349	196	23	specialized	specialized	ADJ
easat-7349	196	24	to	to	ADP
easat-7349	196	25	the	the	DET
easat-7349	196	26	training	training	NOUN
easat-7349	196	27	set	set	NOUN
easat-7349	196	28	and	and	CCONJ
easat-7349	196	29	performs	perform	VERB
easat-7349	196	30	poorly	poorly	ADV
easat-7349	196	31	on	on	ADP
easat-7349	196	32	new	new	ADJ
easat-7349	196	33	data	datum	NOUN
easat-7349	196	34	.	.	PUNCT
easat-7349	197	1	in	in	ADP
easat-7349	197	2	figure	figure	NOUN
easat-7349	197	3	3	3	NUM
easat-7349	197	4	,	,	PUNCT
easat-7349	197	5	the	the	DET
easat-7349	197	6	figure	figure	NOUN
easat-7349	197	7	below	below	ADV
easat-7349	197	8	indicates	indicate	VERB
easat-7349	197	9	that	that	SCONJ
easat-7349	197	10	the	the	DET
easat-7349	197	11	training	training	NOUN
easat-7349	197	12	process	process	NOUN
easat-7349	197	13	was	be	AUX
easat-7349	197	14	executed	execute	VERB
easat-7349	197	15	for	for	ADP
easat-7349	197	16	a	a	DET
easat-7349	197	17	total	total	NOUN
easat-7349	197	18	of	of	ADP
easat-7349	197	19	100	100	NUM
easat-7349	197	20	epochs	epoch	NOUN
easat-7349	197	21	.	.	PUNCT
easat-7349	198	1	figure	figure	NOUN
easat-7349	198	2	3	3	NUM
easat-7349	198	3	.	.	PUNCT
easat-7349	199	1	sample	sample	NOUN
easat-7349	199	2	epochs	epoch	VERB
easat-7349	199	3	4	4	NUM
easat-7349	199	4	.	.	NOUN
easat-7349	199	5	results	result	NOUN
easat-7349	199	6	and	and	CCONJ
easat-7349	199	7	discussion	discussion	VERB
easat-7349	199	8	the	the	DET
easat-7349	199	9	neural	neural	ADJ
easat-7349	199	10	network	network	NOUN
easat-7349	199	11	algorithm	algorithm	NOUN
easat-7349	199	12	employed	employ	VERB
easat-7349	199	13	to	to	PART
easat-7349	199	14	develop	develop	VERB
easat-7349	199	15	a	a	DET
easat-7349	199	16	medical	medical	ADJ
easat-7349	199	17	virtual	virtual	ADJ
easat-7349	199	18	diagnosis	diagnosis	NOUN
easat-7349	199	19	system	system	NOUN
easat-7349	199	20	utilizing	utilize	VERB
easat-7349	199	21	132	132	NUM
easat-7349	199	22	symptoms	symptom	NOUN
easat-7349	199	23	and	and	CCONJ
easat-7349	199	24	one	one	NUM
easat-7349	199	25	target	target	NOUN
easat-7349	199	26	variable	variable	NOUN
easat-7349	199	27	has	have	AUX
easat-7349	199	28	yielded	yield	VERB
easat-7349	199	29	highly	highly	ADV
easat-7349	199	30	promising	promising	ADJ
easat-7349	199	31	results	result	NOUN
easat-7349	199	32	.	.	PUNCT
easat-7349	200	1	the	the	DET
easat-7349	200	2	accuracy	accuracy	NOUN
easat-7349	200	3	of	of	ADP
easat-7349	200	4	the	the	DET
easat-7349	200	5	model	model	NOUN
easat-7349	200	6	was	be	AUX
easat-7349	200	7	reported	report	VERB
easat-7349	200	8	at	at	ADP
easat-7349	200	9	an	an	DET
easat-7349	200	10	impressive	impressive	ADJ
easat-7349	200	11	95.6	95.6	NUM
easat-7349	200	12	%	%	NOUN
easat-7349	200	13	,	,	PUNCT
easat-7349	200	14	indicating	indicate	VERB
easat-7349	200	15	a	a	DET
easat-7349	200	16	substantial	substantial	ADJ
easat-7349	200	17	level	level	NOUN
easat-7349	200	18	of	of	ADP
easat-7349	200	19	success	success	NOUN
easat-7349	200	20	in	in	ADP
easat-7349	200	21	predicting	predict	VERB
easat-7349	200	22	the	the	DET
easat-7349	200	23	diagnosis	diagnosis	NOUN
easat-7349	200	24	1939	1939	NUM
easat-7349	200	25	edelweiss	edelweiss	PROPN
easat-7349	200	26	applied	apply	VERB
easat-7349	200	27	science	science	NOUN
easat-7349	200	28	and	and	CCONJ
easat-7349	200	29	technology	technology	NOUN
easat-7349	200	30	issn	issn	PROPN
easat-7349	200	31	:	:	PUNCT
easat-7349	200	32	2576	2576	NUM
easat-7349	200	33	-	-	SYM
easat-7349	200	34	8484	8484	NUM
easat-7349	200	35	vol	vol	NOUN
easat-7349	200	36	.	.	PROPN
easat-7349	201	1	9	9	NUM
easat-7349	201	2	,	,	PUNCT
easat-7349	201	3	no	no	INTJ
easat-7349	201	4	.	.	NOUN
easat-7349	201	5	5	5	NUM
easat-7349	201	6	:	:	SYM
easat-7349	201	7	1932	1932	NUM
easat-7349	201	8	-	-	SYM
easat-7349	201	9	1941	1941	NUM
easat-7349	201	10	,	,	PUNCT
easat-7349	201	11	2025	2025	NUM
easat-7349	201	12	doi	doi	NOUN
easat-7349	201	13	:	:	PUNCT
easat-7349	201	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	201	15	©	©	PROPN
easat-7349	201	16	2025	2025	NUM
easat-7349	201	17	by	by	ADP
easat-7349	201	18	the	the	DET
easat-7349	201	19	authors	author	NOUN
easat-7349	201	20	;	;	PUNCT
easat-7349	201	21	licensee	licensee	PROPN
easat-7349	201	22	learning	learning	NOUN
easat-7349	201	23	gate	gate	NOUN
easat-7349	201	24	based	base	VERB
easat-7349	201	25	on	on	ADP
easat-7349	201	26	the	the	DET
easat-7349	201	27	provided	provide	VERB
easat-7349	201	28	symptoms	symptom	NOUN
easat-7349	201	29	.	.	PUNCT
easat-7349	202	1	in	in	ADP
easat-7349	202	2	this	this	DET
easat-7349	202	3	discussion	discussion	NOUN
easat-7349	202	4	,	,	PUNCT
easat-7349	202	5	we	we	PRON
easat-7349	202	6	will	will	AUX
easat-7349	202	7	explore	explore	VERB
easat-7349	202	8	the	the	DET
easat-7349	202	9	implications	implication	NOUN
easat-7349	202	10	and	and	CCONJ
easat-7349	202	11	potential	potential	ADJ
easat-7349	202	12	applications	application	NOUN
easat-7349	202	13	of	of	ADP
easat-7349	202	14	these	these	DET
easat-7349	202	15	outstanding	outstanding	ADJ
easat-7349	202	16	outcomes	outcome	NOUN
easat-7349	202	17	.	.	PUNCT
easat-7349	203	1	achieving	achieve	VERB
easat-7349	203	2	a	a	DET
easat-7349	203	3	95.6	95.6	NUM
easat-7349	203	4	%	%	NOUN
easat-7349	203	5	accuracy	accuracy	NOUN
easat-7349	203	6	rate	rate	NOUN
easat-7349	203	7	signifies	signify	VERB
easat-7349	203	8	that	that	SCONJ
easat-7349	203	9	the	the	DET
easat-7349	203	10	neural	neural	ADJ
easat-7349	203	11	network	network	NOUN
easat-7349	203	12	algorithm	algorithm	NOUN
easat-7349	203	13	has	have	AUX
easat-7349	203	14	demonstrated	demonstrate	VERB
easat-7349	203	15	exceptional	exceptional	ADJ
easat-7349	203	16	proficiency	proficiency	NOUN
easat-7349	203	17	in	in	ADP
easat-7349	203	18	accurately	accurately	ADV
easat-7349	203	19	classifying	classify	VERB
easat-7349	203	20	medical	medical	ADJ
easat-7349	203	21	conditions	condition	NOUN
easat-7349	203	22	using	use	VERB
easat-7349	203	23	symptom	symptom	NOUN
easat-7349	203	24	inputs	input	NOUN
easat-7349	203	25	.	.	PUNCT
easat-7349	204	1	this	this	DET
easat-7349	204	2	high	high	ADJ
easat-7349	204	3	accuracy	accuracy	NOUN
easat-7349	204	4	level	level	NOUN
easat-7349	204	5	suggests	suggest	VERB
easat-7349	204	6	that	that	SCONJ
easat-7349	204	7	the	the	DET
easat-7349	204	8	model	model	NOUN
easat-7349	204	9	has	have	AUX
easat-7349	204	10	learned	learn	VERB
easat-7349	204	11	intricate	intricate	ADJ
easat-7349	204	12	patterns	pattern	NOUN
easat-7349	204	13	and	and	CCONJ
easat-7349	204	14	relationships	relationship	NOUN
easat-7349	204	15	within	within	ADP
easat-7349	204	16	the	the	DET
easat-7349	204	17	dataset	dataset	NOUN
easat-7349	204	18	,	,	PUNCT
easat-7349	204	19	enabling	enable	VERB
easat-7349	204	20	it	it	PRON
easat-7349	204	21	to	to	PART
easat-7349	204	22	make	make	VERB
easat-7349	204	23	remarkably	remarkably	ADV
easat-7349	204	24	accurate	accurate	ADJ
easat-7349	204	25	predictions	prediction	NOUN
easat-7349	204	26	.	.	PUNCT
easat-7349	205	1	this	this	DET
easat-7349	205	2	accomplishment	accomplishment	NOUN
easat-7349	205	3	opens	open	VERB
easat-7349	205	4	up	up	ADP
easat-7349	205	5	exciting	exciting	ADJ
easat-7349	205	6	possibilities	possibility	NOUN
easat-7349	205	7	for	for	ADP
easat-7349	205	8	utilizing	utilize	VERB
easat-7349	205	9	machine	machine	NOUN
easat-7349	205	10	learning	learn	VERB
easat-7349	205	11	techniques	technique	NOUN
easat-7349	205	12	in	in	ADP
easat-7349	205	13	the	the	DET
easat-7349	205	14	healthcare	healthcare	NOUN
easat-7349	205	15	industry	industry	NOUN
easat-7349	205	16	.	.	PUNCT
easat-7349	206	1	the	the	DET
easat-7349	206	2	outstanding	outstanding	ADJ
easat-7349	206	3	accuracy	accuracy	NOUN
easat-7349	206	4	rate	rate	NOUN
easat-7349	206	5	implies	imply	VERB
easat-7349	206	6	that	that	SCONJ
easat-7349	206	7	the	the	DET
easat-7349	206	8	virtual	virtual	ADJ
easat-7349	206	9	diagnosis	diagnosis	NOUN
easat-7349	206	10	system	system	NOUN
easat-7349	206	11	developed	develop	VERB
easat-7349	206	12	using	use	VERB
easat-7349	206	13	the	the	DET
easat-7349	206	14	neural	neural	ADJ
easat-7349	206	15	network	network	NOUN
easat-7349	206	16	algorithm	algorithm	NOUN
easat-7349	206	17	can	can	AUX
easat-7349	206	18	provide	provide	VERB
easat-7349	206	19	valuable	valuable	ADJ
easat-7349	206	20	support	support	NOUN
easat-7349	206	21	to	to	ADP
easat-7349	206	22	medical	medical	ADJ
easat-7349	206	23	professionals	professional	NOUN
easat-7349	206	24	.	.	PUNCT
easat-7349	207	1	with	with	ADP
easat-7349	207	2	such	such	DET
easat-7349	207	3	a	a	DET
easat-7349	207	4	high	high	ADJ
easat-7349	207	5	accuracy	accuracy	NOUN
easat-7349	207	6	level	level	NOUN
easat-7349	207	7	,	,	PUNCT
easat-7349	207	8	the	the	DET
easat-7349	207	9	model	model	NOUN
easat-7349	207	10	can	can	AUX
easat-7349	207	11	effectively	effectively	ADV
easat-7349	207	12	assist	assist	VERB
easat-7349	207	13	in	in	ADP
easat-7349	207	14	diagnosing	diagnose	VERB
easat-7349	207	15	patients	patient	NOUN
easat-7349	207	16	,	,	PUNCT
easat-7349	207	17	potentially	potentially	ADV
easat-7349	207	18	leading	lead	VERB
easat-7349	207	19	to	to	ADP
easat-7349	207	20	improved	improve	VERB
easat-7349	207	21	patient	patient	ADJ
easat-7349	207	22	outcomes	outcome	NOUN
easat-7349	207	23	and	and	CCONJ
easat-7349	207	24	more	more	ADV
easat-7349	207	25	efficient	efficient	ADJ
easat-7349	207	26	healthcare	healthcare	NOUN
easat-7349	207	27	delivery	delivery	NOUN
easat-7349	207	28	.	.	PUNCT
easat-7349	208	1	by	by	ADP
easat-7349	208	2	leveraging	leverage	VERB
easat-7349	208	3	the	the	DET
easat-7349	208	4	comprehensive	comprehensive	ADJ
easat-7349	208	5	set	set	NOUN
easat-7349	208	6	of	of	ADP
easat-7349	208	7	132	132	NUM
easat-7349	208	8	symptoms	symptom	NOUN
easat-7349	208	9	,	,	PUNCT
easat-7349	208	10	the	the	DET
easat-7349	208	11	model	model	NOUN
easat-7349	208	12	offers	offer	VERB
easat-7349	208	13	a	a	DET
easat-7349	208	14	detailed	detailed	ADJ
easat-7349	208	15	and	and	CCONJ
easat-7349	208	16	comprehensive	comprehensive	ADJ
easat-7349	208	17	analysis	analysis	NOUN
easat-7349	208	18	,	,	PUNCT
easat-7349	208	19	enhancing	enhance	VERB
easat-7349	208	20	the	the	DET
easat-7349	208	21	accuracy	accuracy	NOUN
easat-7349	208	22	of	of	ADP
easat-7349	208	23	the	the	DET
easat-7349	208	24	predictions	prediction	NOUN
easat-7349	208	25	.	.	PUNCT
easat-7349	209	1	however	however	ADV
easat-7349	209	2	,	,	PUNCT
easat-7349	209	3	it	it	PRON
easat-7349	209	4	is	be	AUX
easat-7349	209	5	important	important	ADJ
easat-7349	209	6	to	to	PART
easat-7349	209	7	acknowledge	acknowledge	VERB
easat-7349	209	8	the	the	DET
easat-7349	209	9	potential	potential	ADJ
easat-7349	209	10	limitations	limitation	NOUN
easat-7349	209	11	of	of	ADP
easat-7349	209	12	the	the	DET
easat-7349	209	13	model	model	NOUN
easat-7349	209	14	despite	despite	SCONJ
easat-7349	209	15	its	its	PRON
easat-7349	209	16	exceptional	exceptional	ADJ
easat-7349	209	17	accuracy	accuracy	NOUN
easat-7349	209	18	.	.	PUNCT
easat-7349	210	1	medical	medical	ADJ
easat-7349	210	2	diagnosis	diagnosis	NOUN
easat-7349	210	3	involves	involve	VERB
easat-7349	210	4	complex	complex	ADJ
easat-7349	210	5	and	and	CCONJ
easat-7349	210	6	nuanced	nuanced	ADJ
easat-7349	210	7	decision	decision	NOUN
easat-7349	210	8	-	-	PUNCT
easat-7349	210	9	making	making	NOUN
easat-7349	210	10	,	,	PUNCT
easat-7349	210	11	taking	take	VERB
easat-7349	210	12	into	into	ADP
easat-7349	210	13	account	account	NOUN
easat-7349	210	14	various	various	ADJ
easat-7349	210	15	factors	factor	NOUN
easat-7349	210	16	beyond	beyond	ADP
easat-7349	210	17	symptoms	symptom	NOUN
easat-7349	210	18	alone	alone	ADV
easat-7349	210	19	.	.	PUNCT
easat-7349	211	1	the	the	DET
easat-7349	211	2	model	model	NOUN
easat-7349	211	3	's	's	PART
easat-7349	211	4	reliance	reliance	NOUN
easat-7349	211	5	solely	solely	ADV
easat-7349	211	6	on	on	ADP
easat-7349	211	7	symptom	symptom	NOUN
easat-7349	211	8	inputs	input	NOUN
easat-7349	211	9	may	may	AUX
easat-7349	211	10	overlook	overlook	VERB
easat-7349	211	11	other	other	ADJ
easat-7349	211	12	critical	critical	ADJ
easat-7349	211	13	aspects	aspect	NOUN
easat-7349	211	14	,	,	PUNCT
easat-7349	211	15	such	such	ADJ
easat-7349	211	16	as	as	ADP
easat-7349	211	17	patient	patient	ADJ
easat-7349	211	18	history	history	NOUN
easat-7349	211	19	,	,	PUNCT
easat-7349	211	20	risk	risk	NOUN
easat-7349	211	21	factors	factor	NOUN
easat-7349	211	22	,	,	PUNCT
easat-7349	211	23	and	and	CCONJ
easat-7349	211	24	laboratory	laboratory	NOUN
easat-7349	211	25	results	result	NOUN
easat-7349	211	26	.	.	PUNCT
easat-7349	212	1	therefore	therefore	ADV
easat-7349	212	2	,	,	PUNCT
easat-7349	212	3	while	while	SCONJ
easat-7349	212	4	the	the	DET
easat-7349	212	5	virtual	virtual	ADJ
easat-7349	212	6	diagnosis	diagnosis	NOUN
easat-7349	212	7	system	system	NOUN
easat-7349	212	8	can	can	AUX
easat-7349	212	9	provide	provide	VERB
easat-7349	212	10	valuable	valuable	ADJ
easat-7349	212	11	insights	insight	NOUN
easat-7349	212	12	and	and	CCONJ
easat-7349	212	13	predictions	prediction	NOUN
easat-7349	212	14	,	,	PUNCT
easat-7349	212	15	it	it	PRON
easat-7349	212	16	should	should	AUX
easat-7349	212	17	be	be	AUX
easat-7349	212	18	used	use	VERB
easat-7349	212	19	as	as	ADP
easat-7349	212	20	an	an	DET
easat-7349	212	21	adjunct	adjunct	ADJ
easat-7349	212	22	tool	tool	NOUN
easat-7349	212	23	to	to	PART
easat-7349	212	24	complement	complement	VERB
easat-7349	212	25	the	the	DET
easat-7349	212	26	expertise	expertise	NOUN
easat-7349	212	27	and	and	CCONJ
easat-7349	212	28	judgment	judgment	NOUN
easat-7349	212	29	of	of	ADP
easat-7349	212	30	medical	medical	ADJ
easat-7349	212	31	professionals	professional	NOUN
easat-7349	212	32	.	.	PUNCT
easat-7349	213	1	furthermore	furthermore	ADV
easat-7349	213	2	,	,	PUNCT
easat-7349	213	3	ensuring	ensure	VERB
easat-7349	213	4	the	the	DET
easat-7349	213	5	reliability	reliability	NOUN
easat-7349	213	6	and	and	CCONJ
easat-7349	213	7	consistency	consistency	NOUN
easat-7349	213	8	of	of	ADP
easat-7349	213	9	symptom	symptom	NOUN
easat-7349	213	10	data	datum	NOUN
easat-7349	213	11	remains	remain	VERB
easat-7349	213	12	a	a	DET
easat-7349	213	13	critical	critical	ADJ
easat-7349	213	14	consideration	consideration	NOUN
easat-7349	213	15	.	.	PUNCT
easat-7349	214	1	the	the	DET
easat-7349	214	2	inclusion	inclusion	NOUN
easat-7349	214	3	of	of	ADP
easat-7349	214	4	a	a	DET
easat-7349	214	5	large	large	ADJ
easat-7349	214	6	number	number	NOUN
easat-7349	214	7	of	of	ADP
easat-7349	214	8	symptoms	symptom	NOUN
easat-7349	214	9	in	in	ADP
easat-7349	214	10	the	the	DET
easat-7349	214	11	model	model	NOUN
easat-7349	214	12	provides	provide	VERB
easat-7349	214	13	a	a	DET
easat-7349	214	14	comprehensive	comprehensive	ADJ
easat-7349	214	15	foundation	foundation	NOUN
easat-7349	214	16	for	for	ADP
easat-7349	214	17	diagnosis	diagnosis	NOUN
easat-7349	214	18	.	.	PUNCT
easat-7349	215	1	however	however	ADV
easat-7349	215	2	,	,	PUNCT
easat-7349	215	3	standardizing	standardize	VERB
easat-7349	215	4	symptom	symptom	NOUN
easat-7349	215	5	data	datum	NOUN
easat-7349	215	6	collection	collection	NOUN
easat-7349	215	7	across	across	ADP
easat-7349	215	8	different	different	ADJ
easat-7349	215	9	patients	patient	NOUN
easat-7349	215	10	and	and	CCONJ
easat-7349	215	11	healthcare	healthcare	NOUN
easat-7349	215	12	settings	setting	NOUN
easat-7349	215	13	is	be	AUX
easat-7349	215	14	crucial	crucial	ADJ
easat-7349	215	15	to	to	PART
easat-7349	215	16	ensure	ensure	VERB
easat-7349	215	17	accurate	accurate	ADJ
easat-7349	215	18	predictions	prediction	NOUN
easat-7349	215	19	.	.	PUNCT
easat-7349	216	1	consistency	consistency	NOUN
easat-7349	216	2	in	in	ADP
easat-7349	216	3	symptom	symptom	NOUN
easat-7349	216	4	reporting	reporting	NOUN
easat-7349	216	5	and	and	CCONJ
easat-7349	216	6	accounting	account	VERB
easat-7349	216	7	for	for	ADP
easat-7349	216	8	individual	individual	ADJ
easat-7349	216	9	variations	variation	NOUN
easat-7349	216	10	in	in	ADP
easat-7349	216	11	expressing	express	VERB
easat-7349	216	12	symptoms	symptom	NOUN
easat-7349	216	13	can	can	AUX
easat-7349	216	14	further	far	ADV
easat-7349	216	15	enhance	enhance	VERB
easat-7349	216	16	the	the	DET
easat-7349	216	17	reliability	reliability	NOUN
easat-7349	216	18	of	of	ADP
easat-7349	216	19	the	the	DET
easat-7349	216	20	virtual	virtual	ADJ
easat-7349	216	21	diagnosis	diagnosis	NOUN
easat-7349	216	22	system	system	NOUN
easat-7349	216	23	.	.	PUNCT
easat-7349	217	1	the	the	DET
easat-7349	217	2	exceptional	exceptional	ADJ
easat-7349	217	3	accuracy	accuracy	NOUN
easat-7349	217	4	rate	rate	NOUN
easat-7349	217	5	achieved	achieve	VERB
easat-7349	217	6	by	by	ADP
easat-7349	217	7	the	the	DET
easat-7349	217	8	model	model	NOUN
easat-7349	217	9	raises	raise	VERB
easat-7349	217	10	optimism	optimism	NOUN
easat-7349	217	11	about	about	ADP
easat-7349	217	12	its	its	PRON
easat-7349	217	13	real	real	ADJ
easat-7349	217	14	-	-	PUNCT
easat-7349	217	15	world	world	NOUN
easat-7349	217	16	implications	implication	NOUN
easat-7349	217	17	.	.	PUNCT
easat-7349	218	1	nevertheless	nevertheless	ADV
easat-7349	218	2	,	,	PUNCT
easat-7349	218	3	it	it	PRON
easat-7349	218	4	is	be	AUX
easat-7349	218	5	essential	essential	ADJ
easat-7349	218	6	to	to	PART
easat-7349	218	7	assess	assess	VERB
easat-7349	218	8	the	the	DET
easat-7349	218	9	generalizability	generalizability	NOUN
easat-7349	218	10	and	and	CCONJ
easat-7349	218	11	scalability	scalability	NOUN
easat-7349	218	12	of	of	ADP
easat-7349	218	13	the	the	DET
easat-7349	218	14	model	model	NOUN
easat-7349	218	15	to	to	PART
easat-7349	218	16	diverse	diverse	VERB
easat-7349	218	17	patient	patient	ADJ
easat-7349	218	18	populations	population	NOUN
easat-7349	218	19	and	and	CCONJ
easat-7349	218	20	unseen	unseen	ADJ
easat-7349	218	21	data	datum	NOUN
easat-7349	218	22	.	.	PUNCT
easat-7349	219	1	validation	validation	NOUN
easat-7349	219	2	on	on	ADP
easat-7349	219	3	independent	independent	ADJ
easat-7349	219	4	datasets	dataset	NOUN
easat-7349	219	5	,	,	PUNCT
easat-7349	219	6	evaluation	evaluation	NOUN
easat-7349	219	7	of	of	ADP
easat-7349	219	8	the	the	DET
easat-7349	219	9	model	model	NOUN
easat-7349	219	10	's	's	PART
easat-7349	219	11	robustness	robustness	NOUN
easat-7349	219	12	against	against	ADP
easat-7349	219	13	variations	variation	NOUN
easat-7349	219	14	in	in	ADP
easat-7349	219	15	symptoms	symptom	NOUN
easat-7349	219	16	and	and	CCONJ
easat-7349	219	17	patient	patient	ADJ
easat-7349	219	18	demographics	demographic	NOUN
easat-7349	219	19	,	,	PUNCT
easat-7349	219	20	and	and	CCONJ
easat-7349	219	21	rigorous	rigorous	ADJ
easat-7349	219	22	testing	testing	NOUN
easat-7349	219	23	in	in	ADP
easat-7349	219	24	real	real	ADJ
easat-7349	219	25	-	-	PUNCT
easat-7349	219	26	world	world	NOUN
easat-7349	219	27	healthcare	healthcare	NOUN
easat-7349	219	28	settings	setting	NOUN
easat-7349	219	29	are	be	AUX
easat-7349	219	30	necessary	necessary	ADJ
easat-7349	219	31	to	to	PART
easat-7349	219	32	ascertain	ascertain	VERB
easat-7349	219	33	its	its	PRON
easat-7349	219	34	reliability	reliability	NOUN
easat-7349	219	35	and	and	CCONJ
easat-7349	219	36	applicability	applicability	NOUN
easat-7349	219	37	.	.	PUNCT
easat-7349	220	1	the	the	DET
easat-7349	220	2	remarkable	remarkable	ADJ
easat-7349	220	3	accuracy	accuracy	NOUN
easat-7349	220	4	rate	rate	NOUN
easat-7349	220	5	of	of	ADP
easat-7349	220	6	95.6	95.6	NUM
easat-7349	220	7	%	%	NOUN
easat-7349	220	8	achieved	achieve	VERB
easat-7349	220	9	by	by	ADP
easat-7349	220	10	the	the	DET
easat-7349	220	11	neural	neural	ADJ
easat-7349	220	12	network	network	NOUN
easat-7349	220	13	algorithm	algorithm	NOUN
easat-7349	220	14	in	in	ADP
easat-7349	220	15	the	the	DET
easat-7349	220	16	medical	medical	ADJ
easat-7349	220	17	virtual	virtual	ADJ
easat-7349	220	18	diagnosis	diagnosis	NOUN
easat-7349	220	19	system	system	NOUN
easat-7349	220	20	using	use	VERB
easat-7349	220	21	132	132	NUM
easat-7349	220	22	symptoms	symptom	NOUN
easat-7349	220	23	and	and	CCONJ
easat-7349	220	24	one	one	NUM
easat-7349	220	25	target	target	NOUN
easat-7349	220	26	variable	variable	NOUN
easat-7349	220	27	showcases	showcase	VERB
easat-7349	220	28	its	its	PRON
easat-7349	220	29	immense	immense	ADJ
easat-7349	220	30	potential	potential	NOUN
easat-7349	220	31	for	for	ADP
easat-7349	220	32	assisting	assist	VERB
easat-7349	220	33	medical	medical	ADJ
easat-7349	220	34	professionals	professional	NOUN
easat-7349	220	35	and	and	CCONJ
easat-7349	220	36	improving	improve	VERB
easat-7349	220	37	patient	patient	ADJ
easat-7349	220	38	care	care	NOUN
easat-7349	220	39	.	.	PUNCT
easat-7349	221	1	while	while	SCONJ
easat-7349	221	2	the	the	DET
easat-7349	221	3	model	model	NOUN
easat-7349	221	4	's	's	PART
easat-7349	221	5	accuracy	accuracy	NOUN
easat-7349	221	6	is	be	AUX
easat-7349	221	7	highly	highly	ADV
easat-7349	221	8	promising	promising	ADJ
easat-7349	221	9	,	,	PUNCT
easat-7349	221	10	it	it	PRON
easat-7349	221	11	is	be	AUX
easat-7349	221	12	crucial	crucial	ADJ
easat-7349	221	13	to	to	PART
easat-7349	221	14	consider	consider	VERB
easat-7349	221	15	the	the	DET
easat-7349	221	16	limitations	limitation	NOUN
easat-7349	221	17	and	and	CCONJ
easat-7349	221	18	complexities	complexity	NOUN
easat-7349	221	19	of	of	ADP
easat-7349	221	20	medical	medical	ADJ
easat-7349	221	21	diagnosis	diagnosis	NOUN
easat-7349	221	22	.	.	PUNCT
easat-7349	222	1	the	the	DET
easat-7349	222	2	virtual	virtual	ADJ
easat-7349	222	3	diagnosis	diagnosis	NOUN
easat-7349	222	4	system	system	NOUN
easat-7349	222	5	should	should	AUX
easat-7349	222	6	be	be	AUX
easat-7349	222	7	regarded	regard	VERB
easat-7349	222	8	as	as	ADP
easat-7349	222	9	a	a	DET
easat-7349	222	10	valuable	valuable	ADJ
easat-7349	222	11	tool	tool	NOUN
easat-7349	222	12	to	to	PART
easat-7349	222	13	support	support	VERB
easat-7349	222	14	healthcare	healthcare	NOUN
easat-7349	222	15	professionals	professional	NOUN
easat-7349	222	16	rather	rather	ADV
easat-7349	222	17	than	than	ADP
easat-7349	222	18	a	a	DET
easat-7349	222	19	substitute	substitute	NOUN
easat-7349	222	20	for	for	ADP
easat-7349	222	21	their	their	PRON
easat-7349	222	22	expertise	expertise	NOUN
easat-7349	222	23	.	.	PUNCT
easat-7349	223	1	ongoing	ongoing	ADJ
easat-7349	223	2	research	research	NOUN
easat-7349	223	3	,	,	PUNCT
easat-7349	223	4	validation	validation	NOUN
easat-7349	223	5	,	,	PUNCT
easat-7349	223	6	and	and	CCONJ
easat-7349	223	7	refinement	refinement	NOUN
easat-7349	223	8	will	will	AUX
easat-7349	223	9	further	far	ADV
easat-7349	223	10	enhance	enhance	VERB
easat-7349	223	11	the	the	DET
easat-7349	223	12	model	model	NOUN
easat-7349	223	13	's	's	PART
easat-7349	223	14	performance	performance	NOUN
easat-7349	223	15	,	,	PUNCT
easat-7349	223	16	reliability	reliability	NOUN
easat-7349	223	17	,	,	PUNCT
easat-7349	223	18	and	and	CCONJ
easat-7349	223	19	practical	practical	ADJ
easat-7349	223	20	application	application	NOUN
easat-7349	223	21	,	,	PUNCT
easat-7349	223	22	driving	drive	VERB
easat-7349	223	23	advancements	advancement	NOUN
easat-7349	223	24	in	in	ADP
easat-7349	223	25	the	the	DET
easat-7349	223	26	field	field	NOUN
easat-7349	223	27	of	of	ADP
easat-7349	223	28	healthcare	healthcare	PROPN
easat-7349	223	29	.	.	PUNCT
easat-7349	224	1	yet	yet	ADV
easat-7349	224	2	,	,	PUNCT
easat-7349	224	3	to	to	PART
easat-7349	224	4	improve	improve	VERB
easat-7349	224	5	the	the	DET
easat-7349	224	6	accuracy	accuracy	NOUN
easat-7349	224	7	of	of	ADP
easat-7349	224	8	the	the	DET
easat-7349	224	9	neural	neural	ADJ
easat-7349	224	10	network	network	NOUN
easat-7349	224	11	algorithm	algorithm	NOUN
easat-7349	224	12	,	,	PUNCT
easat-7349	224	13	the	the	DET
easat-7349	224	14	following	follow	VERB
easat-7349	224	15	steps	step	NOUN
easat-7349	224	16	could	could	AUX
easat-7349	224	17	be	be	AUX
easat-7349	224	18	considered	consider	VERB
easat-7349	224	19	:	:	PUNCT
easat-7349	224	20	•	•	NUM
easat-7349	224	21	step	step	NOUN
easat-7349	224	22	1	1	NUM
easat-7349	224	23	:	:	PUNCT
easat-7349	224	24	increase	increase	VERB
easat-7349	224	25	the	the	DET
easat-7349	224	26	number	number	NOUN
easat-7349	224	27	of	of	ADP
easat-7349	224	28	hidden	hidden	ADJ
easat-7349	224	29	layers	layer	NOUN
easat-7349	224	30	:	:	PUNCT
easat-7349	224	31	by	by	ADP
easat-7349	224	32	adding	add	VERB
easat-7349	224	33	more	more	ADV
easat-7349	224	34	hidden	hidden	ADJ
easat-7349	224	35	layers	layer	NOUN
easat-7349	224	36	to	to	ADP
easat-7349	224	37	the	the	DET
easat-7349	224	38	neural	neural	ADJ
easat-7349	224	39	network	network	NOUN
easat-7349	224	40	,	,	PUNCT
easat-7349	224	41	its	its	PRON
easat-7349	224	42	complexity	complexity	NOUN
easat-7349	224	43	increases	increase	NOUN
easat-7349	224	44	,	,	PUNCT
easat-7349	224	45	allowing	allow	VERB
easat-7349	224	46	it	it	PRON
easat-7349	224	47	to	to	PART
easat-7349	224	48	potentially	potentially	ADV
easat-7349	224	49	capture	capture	VERB
easat-7349	224	50	intricate	intricate	ADJ
easat-7349	224	51	non	non	ADJ
easat-7349	224	52	-	-	ADJ
easat-7349	224	53	linear	linear	ADJ
easat-7349	224	54	relationships	relationship	NOUN
easat-7349	224	55	present	present	ADJ
easat-7349	224	56	in	in	ADP
easat-7349	224	57	the	the	DET
easat-7349	224	58	data	datum	NOUN
easat-7349	224	59	.	.	PUNCT
easat-7349	225	1	this	this	PRON
easat-7349	225	2	can	can	AUX
easat-7349	225	3	enhance	enhance	VERB
easat-7349	225	4	the	the	DET
easat-7349	225	5	model	model	NOUN
easat-7349	225	6	's	's	PART
easat-7349	225	7	ability	ability	NOUN
easat-7349	225	8	to	to	PART
easat-7349	225	9	learn	learn	VERB
easat-7349	225	10	and	and	CCONJ
easat-7349	225	11	make	make	VERB
easat-7349	225	12	accurate	accurate	ADJ
easat-7349	225	13	predictions	prediction	NOUN
easat-7349	225	14	.	.	PUNCT
easat-7349	226	1	•	•	NUM
easat-7349	226	2	step	step	NOUN
easat-7349	226	3	2	2	NUM
easat-7349	226	4	:	:	PUNCT
easat-7349	226	5	explore	explore	VERB
easat-7349	226	6	different	different	ADJ
easat-7349	226	7	activation	activation	NOUN
easat-7349	226	8	functions	function	NOUN
easat-7349	226	9	:	:	PUNCT
easat-7349	226	10	neural	neural	ADJ
easat-7349	226	11	networks	network	NOUN
easat-7349	226	12	utilize	utilize	VERB
easat-7349	226	13	activation	activation	NOUN
easat-7349	226	14	functions	function	NOUN
easat-7349	226	15	to	to	PART
easat-7349	226	16	introduce	introduce	VERB
easat-7349	226	17	nonlinearity	nonlinearity	NOUN
easat-7349	226	18	into	into	ADP
easat-7349	226	19	the	the	DET
easat-7349	226	20	model	model	NOUN
easat-7349	226	21	.	.	PUNCT
easat-7349	227	1	trying	try	VERB
easat-7349	227	2	out	out	ADP
easat-7349	227	3	different	different	ADJ
easat-7349	227	4	activation	activation	NOUN
easat-7349	227	5	functions	function	NOUN
easat-7349	227	6	can	can	AUX
easat-7349	227	7	help	help	VERB
easat-7349	227	8	the	the	DET
easat-7349	227	9	neural	neural	ADJ
easat-7349	227	10	network	network	NOUN
easat-7349	227	11	effectively	effectively	ADV
easat-7349	227	12	capture	capture	VERB
easat-7349	227	13	complex	complex	ADJ
easat-7349	227	14	patterns	pattern	NOUN
easat-7349	227	15	and	and	CCONJ
easat-7349	227	16	relationships	relationship	NOUN
easat-7349	227	17	in	in	ADP
easat-7349	227	18	the	the	DET
easat-7349	227	19	data	datum	NOUN
easat-7349	227	20	.	.	PUNCT
easat-7349	228	1	each	each	DET
easat-7349	228	2	activation	activation	NOUN
easat-7349	228	3	function	function	NOUN
easat-7349	228	4	has	have	VERB
easat-7349	228	5	its	its	PRON
easat-7349	228	6	own	own	ADJ
easat-7349	228	7	characteristics	characteristic	NOUN
easat-7349	228	8	and	and	CCONJ
easat-7349	228	9	may	may	AUX
easat-7349	228	10	perform	perform	VERB
easat-7349	228	11	better	well	ADV
easat-7349	228	12	for	for	ADP
easat-7349	228	13	specific	specific	ADJ
easat-7349	228	14	types	type	NOUN
easat-7349	228	15	of	of	ADP
easat-7349	228	16	data	datum	NOUN
easat-7349	228	17	or	or	CCONJ
easat-7349	228	18	tasks	task	NOUN
easat-7349	228	19	.	.	PUNCT
easat-7349	229	1	1940	1940	NUM
easat-7349	229	2	edelweiss	edelweiss	PROPN
easat-7349	229	3	applied	apply	VERB
easat-7349	229	4	science	science	NOUN
easat-7349	229	5	and	and	CCONJ
easat-7349	229	6	technology	technology	NOUN
easat-7349	229	7	issn	issn	PROPN
easat-7349	229	8	:	:	PUNCT
easat-7349	229	9	2576	2576	NUM
easat-7349	229	10	-	-	SYM
easat-7349	229	11	8484	8484	NUM
easat-7349	229	12	vol	vol	NOUN
easat-7349	229	13	.	.	PROPN
easat-7349	230	1	9	9	NUM
easat-7349	230	2	,	,	PUNCT
easat-7349	230	3	no	no	INTJ
easat-7349	230	4	.	.	NOUN
easat-7349	230	5	5	5	NUM
easat-7349	230	6	:	:	SYM
easat-7349	230	7	1932	1932	NUM
easat-7349	230	8	-	-	SYM
easat-7349	230	9	1941	1941	NUM
easat-7349	230	10	,	,	PUNCT
easat-7349	230	11	2025	2025	NUM
easat-7349	230	12	doi	doi	NOUN
easat-7349	230	13	:	:	PUNCT
easat-7349	230	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	230	15	©	©	PROPN
easat-7349	230	16	2025	2025	NUM
easat-7349	230	17	by	by	ADP
easat-7349	230	18	the	the	DET
easat-7349	230	19	authors	author	NOUN
easat-7349	230	20	;	;	PUNCT
easat-7349	230	21	licensee	licensee	PROPN
easat-7349	230	22	learning	learning	NOUN
easat-7349	230	23	gate	gate	NOUN
easat-7349	230	24	5	5	NUM
easat-7349	230	25	.	.	PUNCT
easat-7349	231	1	conclusion	conclusion	NOUN
easat-7349	231	2	neural	neural	ADJ
easat-7349	231	3	networks	network	NOUN
easat-7349	231	4	have	have	AUX
easat-7349	231	5	gained	gain	VERB
easat-7349	231	6	significant	significant	ADJ
easat-7349	231	7	attention	attention	NOUN
easat-7349	231	8	and	and	CCONJ
easat-7349	231	9	success	success	NOUN
easat-7349	231	10	in	in	ADP
easat-7349	231	11	disease	disease	NOUN
easat-7349	231	12	prediction	prediction	NOUN
easat-7349	231	13	due	due	ADP
easat-7349	231	14	to	to	ADP
easat-7349	231	15	their	their	PRON
easat-7349	231	16	ability	ability	NOUN
easat-7349	231	17	to	to	PART
easat-7349	231	18	handle	handle	VERB
easat-7349	231	19	complex	complex	ADJ
easat-7349	231	20	and	and	CCONJ
easat-7349	231	21	high	high	ADV
easat-7349	231	22	-	-	PUNCT
easat-7349	231	23	dimensional	dimensional	ADJ
easat-7349	231	24	data	datum	NOUN
easat-7349	231	25	.	.	PUNCT
easat-7349	232	1	these	these	DET
easat-7349	232	2	models	model	NOUN
easat-7349	232	3	consist	consist	VERB
easat-7349	232	4	of	of	ADP
easat-7349	232	5	interconnected	interconnected	ADJ
easat-7349	232	6	layers	layer	NOUN
easat-7349	232	7	of	of	ADP
easat-7349	232	8	artificial	artificial	ADJ
easat-7349	232	9	neurons	neuron	NOUN
easat-7349	232	10	that	that	PRON
easat-7349	232	11	mimic	mimic	VERB
easat-7349	232	12	the	the	DET
easat-7349	232	13	structure	structure	NOUN
easat-7349	232	14	and	and	CCONJ
easat-7349	232	15	functioning	functioning	NOUN
easat-7349	232	16	of	of	ADP
easat-7349	232	17	the	the	DET
easat-7349	232	18	human	human	ADJ
easat-7349	232	19	brain	brain	NOUN
easat-7349	232	20	.	.	PUNCT
easat-7349	233	1	the	the	DET
easat-7349	233	2	input	input	NOUN
easat-7349	233	3	layer	layer	NOUN
easat-7349	233	4	receives	receive	VERB
easat-7349	233	5	various	various	ADJ
easat-7349	233	6	patient	patient	NOUN
easat-7349	233	7	-	-	PUNCT
easat-7349	233	8	related	relate	VERB
easat-7349	233	9	features	feature	NOUN
easat-7349	233	10	,	,	PUNCT
easat-7349	233	11	such	such	ADJ
easat-7349	233	12	as	as	ADP
easat-7349	233	13	demographics	demographic	NOUN
easat-7349	233	14	,	,	PUNCT
easat-7349	233	15	medical	medical	ADJ
easat-7349	233	16	history	history	NOUN
easat-7349	233	17	,	,	PUNCT
easat-7349	233	18	and	and	CCONJ
easat-7349	233	19	symptoms	symptom	NOUN
easat-7349	233	20	,	,	PUNCT
easat-7349	233	21	while	while	SCONJ
easat-7349	233	22	the	the	DET
easat-7349	233	23	output	output	NOUN
easat-7349	233	24	layer	layer	NOUN
easat-7349	233	25	generates	generate	VERB
easat-7349	233	26	predictions	prediction	NOUN
easat-7349	233	27	about	about	ADP
easat-7349	233	28	the	the	DET
easat-7349	233	29	presence	presence	NOUN
easat-7349	233	30	or	or	CCONJ
easat-7349	233	31	risk	risk	NOUN
easat-7349	233	32	of	of	ADP
easat-7349	233	33	a	a	DET
easat-7349	233	34	specific	specific	ADJ
easat-7349	233	35	disease	disease	NOUN
easat-7349	233	36	.	.	PUNCT
easat-7349	234	1	the	the	DET
easat-7349	234	2	strength	strength	NOUN
easat-7349	234	3	of	of	ADP
easat-7349	234	4	neural	neural	ADJ
easat-7349	234	5	networks	network	NOUN
easat-7349	234	6	lies	lie	VERB
easat-7349	234	7	in	in	ADP
easat-7349	234	8	their	their	PRON
easat-7349	234	9	ability	ability	NOUN
easat-7349	234	10	to	to	PART
easat-7349	234	11	learn	learn	VERB
easat-7349	234	12	and	and	CCONJ
easat-7349	234	13	recognize	recognize	VERB
easat-7349	234	14	patterns	pattern	NOUN
easat-7349	234	15	from	from	ADP
easat-7349	234	16	large	large	ADJ
easat-7349	234	17	datasets	dataset	NOUN
easat-7349	234	18	.	.	PUNCT
easat-7349	235	1	through	through	ADP
easat-7349	235	2	a	a	DET
easat-7349	235	3	process	process	NOUN
easat-7349	235	4	known	know	VERB
easat-7349	235	5	as	as	ADP
easat-7349	235	6	training	training	NOUN
easat-7349	235	7	,	,	PUNCT
easat-7349	235	8	the	the	DET
easat-7349	235	9	network	network	NOUN
easat-7349	235	10	adjusts	adjust	VERB
easat-7349	235	11	the	the	DET
easat-7349	235	12	weights	weight	NOUN
easat-7349	235	13	of	of	ADP
easat-7349	235	14	its	its	PRON
easat-7349	235	15	connections	connection	NOUN
easat-7349	235	16	based	base	VERB
easat-7349	235	17	on	on	ADP
easat-7349	235	18	labelled	label	VERB
easat-7349	235	19	data	datum	NOUN
easat-7349	235	20	,	,	PUNCT
easat-7349	235	21	optimizing	optimize	VERB
easat-7349	235	22	its	its	PRON
easat-7349	235	23	performance	performance	NOUN
easat-7349	235	24	and	and	CCONJ
easat-7349	235	25	improving	improve	VERB
easat-7349	235	26	its	its	PRON
easat-7349	235	27	accuracy	accuracy	NOUN
easat-7349	235	28	over	over	ADP
easat-7349	235	29	time	time	NOUN
easat-7349	235	30	.	.	PUNCT
easat-7349	236	1	this	this	DET
easat-7349	236	2	process	process	NOUN
easat-7349	236	3	involves	involve	VERB
easat-7349	236	4	minimizing	minimize	VERB
easat-7349	236	5	the	the	DET
easat-7349	236	6	discrepancy	discrepancy	NOUN
easat-7349	236	7	between	between	ADP
easat-7349	236	8	predicted	predict	VERB
easat-7349	236	9	and	and	CCONJ
easat-7349	236	10	actual	actual	ADJ
easat-7349	236	11	outcomes	outcome	NOUN
easat-7349	236	12	,	,	PUNCT
easat-7349	236	13	typically	typically	ADV
easat-7349	236	14	using	use	VERB
easat-7349	236	15	optimization	optimization	NOUN
easat-7349	236	16	algorithms	algorithm	NOUN
easat-7349	236	17	like	like	ADP
easat-7349	236	18	gradient	gradient	ADJ
easat-7349	236	19	descent	descent	NOUN
easat-7349	236	20	.	.	PUNCT
easat-7349	237	1	neural	neural	ADJ
easat-7349	237	2	networks	network	NOUN
easat-7349	237	3	can	can	AUX
easat-7349	237	4	effectively	effectively	ADV
easat-7349	237	5	model	model	VERB
easat-7349	237	6	complex	complex	ADJ
easat-7349	237	7	relationships	relationship	NOUN
easat-7349	237	8	and	and	CCONJ
easat-7349	237	9	interactions	interaction	NOUN
easat-7349	237	10	among	among	ADP
easat-7349	237	11	different	different	ADJ
easat-7349	237	12	variables	variable	NOUN
easat-7349	237	13	,	,	PUNCT
easat-7349	237	14	which	which	PRON
easat-7349	237	15	is	be	AUX
easat-7349	237	16	crucial	crucial	ADJ
easat-7349	237	17	in	in	ADP
easat-7349	237	18	disease	disease	NOUN
easat-7349	237	19	prediction	prediction	NOUN
easat-7349	237	20	.	.	PUNCT
easat-7349	238	1	they	they	PRON
easat-7349	238	2	excel	excel	VERB
easat-7349	238	3	in	in	ADP
easat-7349	238	4	capturing	capture	VERB
easat-7349	238	5	non	non	ADJ
easat-7349	238	6	-	-	ADJ
easat-7349	238	7	linear	linear	ADJ
easat-7349	238	8	dependencies	dependency	NOUN
easat-7349	238	9	,	,	PUNCT
easat-7349	238	10	such	such	ADJ
easat-7349	238	11	as	as	ADP
easat-7349	238	12	the	the	DET
easat-7349	238	13	intricate	intricate	ADJ
easat-7349	238	14	interplay	interplay	NOUN
easat-7349	238	15	between	between	ADP
easat-7349	238	16	genetic	genetic	ADJ
easat-7349	238	17	factors	factor	NOUN
easat-7349	238	18	,	,	PUNCT
easat-7349	238	19	lifestyle	lifestyle	NOUN
easat-7349	238	20	choices	choice	NOUN
easat-7349	238	21	,	,	PUNCT
easat-7349	238	22	and	and	CCONJ
easat-7349	238	23	environmental	environmental	ADJ
easat-7349	238	24	influences	influence	NOUN
easat-7349	238	25	.	.	PUNCT
easat-7349	239	1	by	by	ADP
easat-7349	239	2	leveraging	leverage	VERB
easat-7349	239	3	their	their	PRON
easat-7349	239	4	multi	multi	ADJ
easat-7349	239	5	-	-	ADJ
easat-7349	239	6	layer	layer	ADJ
easat-7349	239	7	structure	structure	NOUN
easat-7349	239	8	and	and	CCONJ
easat-7349	239	9	non	non	ADJ
easat-7349	239	10	-	-	ADJ
easat-7349	239	11	linear	linear	ADJ
easat-7349	239	12	activation	activation	NOUN
easat-7349	239	13	functions	function	NOUN
easat-7349	239	14	,	,	PUNCT
easat-7349	239	15	neural	neural	ADJ
easat-7349	239	16	networks	network	NOUN
easat-7349	239	17	can	can	AUX
easat-7349	239	18	identify	identify	VERB
easat-7349	239	19	and	and	CCONJ
easat-7349	239	20	extract	extract	VERB
easat-7349	239	21	relevant	relevant	ADJ
easat-7349	239	22	features	feature	NOUN
easat-7349	239	23	from	from	ADP
easat-7349	239	24	the	the	DET
easat-7349	239	25	input	input	NOUN
easat-7349	239	26	data	datum	NOUN
easat-7349	239	27	,	,	PUNCT
easat-7349	239	28	enabling	enable	VERB
easat-7349	239	29	accurate	accurate	ADJ
easat-7349	239	30	disease	disease	NOUN
easat-7349	239	31	predictions	prediction	NOUN
easat-7349	239	32	.	.	PUNCT
easat-7349	240	1	however	however	ADV
easat-7349	240	2	,	,	PUNCT
easat-7349	240	3	the	the	DET
easat-7349	240	4	success	success	NOUN
easat-7349	240	5	of	of	ADP
easat-7349	240	6	neural	neural	ADJ
easat-7349	240	7	networks	network	NOUN
easat-7349	240	8	in	in	ADP
easat-7349	240	9	disease	disease	NOUN
easat-7349	240	10	prediction	prediction	NOUN
easat-7349	240	11	relies	rely	VERB
easat-7349	240	12	on	on	ADP
easat-7349	240	13	the	the	DET
easat-7349	240	14	availability	availability	NOUN
easat-7349	240	15	of	of	ADP
easat-7349	240	16	highquality	highquality	NOUN
easat-7349	240	17	and	and	CCONJ
easat-7349	240	18	diverse	diverse	ADJ
easat-7349	240	19	datasets	dataset	NOUN
easat-7349	240	20	.	.	PUNCT
easat-7349	241	1	gathering	gather	VERB
easat-7349	241	2	comprehensive	comprehensive	ADJ
easat-7349	241	3	and	and	CCONJ
easat-7349	241	4	labeled	label	VERB
easat-7349	241	5	patient	patient	ADJ
easat-7349	241	6	data	datum	NOUN
easat-7349	241	7	,	,	PUNCT
easat-7349	241	8	including	include	VERB
easat-7349	241	9	clinical	clinical	ADJ
easat-7349	241	10	records	record	NOUN
easat-7349	241	11	,	,	PUNCT
easat-7349	241	12	imaging	imaging	NOUN
easat-7349	241	13	data	datum	NOUN
easat-7349	241	14	,	,	PUNCT
easat-7349	241	15	and	and	CCONJ
easat-7349	241	16	genetic	genetic	ADJ
easat-7349	241	17	information	information	NOUN
easat-7349	241	18	,	,	PUNCT
easat-7349	241	19	is	be	AUX
easat-7349	241	20	essential	essential	ADJ
easat-7349	241	21	for	for	ADP
easat-7349	241	22	training	train	VERB
easat-7349	241	23	robust	robust	ADJ
easat-7349	241	24	models	model	NOUN
easat-7349	241	25	.	.	PUNCT
easat-7349	242	1	furthermore	furthermore	ADV
easat-7349	242	2	,	,	PUNCT
easat-7349	242	3	the	the	DET
easat-7349	242	4	performance	performance	NOUN
easat-7349	242	5	of	of	ADP
easat-7349	242	6	neural	neural	ADJ
easat-7349	242	7	networks	network	NOUN
easat-7349	242	8	heavily	heavily	ADV
easat-7349	242	9	depends	depend	VERB
easat-7349	242	10	on	on	ADP
easat-7349	242	11	the	the	DET
easat-7349	242	12	quality	quality	NOUN
easat-7349	242	13	of	of	ADP
easat-7349	242	14	the	the	DET
easat-7349	242	15	input	input	NOUN
easat-7349	242	16	features	feature	NOUN
easat-7349	242	17	and	and	CCONJ
easat-7349	242	18	the	the	DET
easat-7349	242	19	representativeness	representativeness	NOUN
easat-7349	242	20	of	of	ADP
easat-7349	242	21	the	the	DET
easat-7349	242	22	training	training	NOUN
easat-7349	242	23	data	datum	NOUN
easat-7349	242	24	.	.	PUNCT
easat-7349	243	1	one	one	NUM
easat-7349	243	2	challenge	challenge	NOUN
easat-7349	243	3	in	in	ADP
easat-7349	243	4	using	use	VERB
easat-7349	243	5	neural	neural	ADJ
easat-7349	243	6	networks	network	NOUN
easat-7349	243	7	for	for	ADP
easat-7349	243	8	disease	disease	NOUN
easat-7349	243	9	prediction	prediction	NOUN
easat-7349	243	10	is	be	AUX
easat-7349	243	11	the	the	DET
easat-7349	243	12	interpretability	interpretability	NOUN
easat-7349	243	13	of	of	ADP
easat-7349	243	14	their	their	PRON
easat-7349	243	15	predictions	prediction	NOUN
easat-7349	243	16	.	.	PUNCT
easat-7349	244	1	the	the	DET
easat-7349	244	2	complex	complex	ADJ
easat-7349	244	3	nature	nature	NOUN
easat-7349	244	4	of	of	ADP
easat-7349	244	5	these	these	DET
easat-7349	244	6	models	model	NOUN
easat-7349	244	7	often	often	ADV
easat-7349	244	8	makes	make	VERB
easat-7349	244	9	it	it	PRON
easat-7349	244	10	difficult	difficult	ADJ
easat-7349	244	11	to	to	PART
easat-7349	244	12	understand	understand	VERB
easat-7349	244	13	the	the	DET
easat-7349	244	14	underlying	underlying	ADJ
easat-7349	244	15	reasoning	reasoning	NOUN
easat-7349	244	16	behind	behind	ADP
easat-7349	244	17	their	their	PRON
easat-7349	244	18	predictions	prediction	NOUN
easat-7349	244	19	.	.	PUNCT
easat-7349	245	1	research	research	NOUN
easat-7349	245	2	efforts	effort	NOUN
easat-7349	245	3	are	be	AUX
easat-7349	245	4	ongoing	ongoing	ADJ
easat-7349	245	5	to	to	PART
easat-7349	245	6	develop	develop	VERB
easat-7349	245	7	techniques	technique	NOUN
easat-7349	245	8	that	that	PRON
easat-7349	245	9	enhance	enhance	VERB
easat-7349	245	10	the	the	DET
easat-7349	245	11	interpretability	interpretability	NOUN
easat-7349	245	12	of	of	ADP
easat-7349	245	13	neural	neural	ADJ
easat-7349	245	14	networks	network	NOUN
easat-7349	245	15	,	,	PUNCT
easat-7349	245	16	allowing	allow	VERB
easat-7349	245	17	healthcare	healthcare	NOUN
easat-7349	245	18	professionals	professional	NOUN
easat-7349	245	19	to	to	PART
easat-7349	245	20	gain	gain	VERB
easat-7349	245	21	insights	insight	NOUN
easat-7349	245	22	into	into	ADP
easat-7349	245	23	the	the	DET
easat-7349	245	24	decisionmaking	decisionmake	VERB
easat-7349	245	25	process	process	NOUN
easat-7349	245	26	of	of	ADP
easat-7349	245	27	the	the	DET
easat-7349	245	28	model	model	NOUN
easat-7349	245	29	and	and	CCONJ
easat-7349	245	30	increasing	increase	VERB
easat-7349	245	31	trust	trust	NOUN
easat-7349	245	32	and	and	CCONJ
easat-7349	245	33	acceptance	acceptance	NOUN
easat-7349	245	34	in	in	ADP
easat-7349	245	35	clinical	clinical	ADJ
easat-7349	245	36	settings	setting	NOUN
easat-7349	245	37	.	.	PUNCT
easat-7349	246	1	transparency	transparency	NOUN
easat-7349	246	2	:	:	PUNCT
easat-7349	246	3	the	the	DET
easat-7349	246	4	authors	author	NOUN
easat-7349	246	5	confirm	confirm	VERB
easat-7349	246	6	that	that	SCONJ
easat-7349	246	7	the	the	DET
easat-7349	246	8	manuscript	manuscript	NOUN
easat-7349	246	9	is	be	AUX
easat-7349	246	10	an	an	DET
easat-7349	246	11	honest	honest	ADJ
easat-7349	246	12	,	,	PUNCT
easat-7349	246	13	accurate	accurate	ADJ
easat-7349	246	14	,	,	PUNCT
easat-7349	246	15	and	and	CCONJ
easat-7349	246	16	transparent	transparent	ADJ
easat-7349	246	17	account	account	NOUN
easat-7349	246	18	of	of	ADP
easat-7349	246	19	the	the	DET
easat-7349	246	20	study	study	NOUN
easat-7349	246	21	;	;	PUNCT
easat-7349	246	22	that	that	SCONJ
easat-7349	246	23	no	no	DET
easat-7349	246	24	vital	vital	ADJ
easat-7349	246	25	features	feature	NOUN
easat-7349	246	26	of	of	ADP
easat-7349	246	27	the	the	DET
easat-7349	246	28	study	study	NOUN
easat-7349	246	29	have	have	AUX
easat-7349	246	30	been	be	AUX
easat-7349	246	31	omitted	omit	VERB
easat-7349	246	32	;	;	PUNCT
easat-7349	246	33	and	and	CCONJ
easat-7349	246	34	that	that	SCONJ
easat-7349	246	35	any	any	DET
easat-7349	246	36	discrepancies	discrepancy	NOUN
easat-7349	246	37	from	from	ADP
easat-7349	246	38	the	the	DET
easat-7349	246	39	study	study	NOUN
easat-7349	246	40	as	as	SCONJ
easat-7349	246	41	planned	plan	VERB
easat-7349	246	42	have	have	AUX
easat-7349	246	43	been	be	AUX
easat-7349	246	44	explained	explain	VERB
easat-7349	246	45	.	.	PUNCT
easat-7349	247	1	this	this	DET
easat-7349	247	2	study	study	NOUN
easat-7349	247	3	followed	follow	VERB
easat-7349	247	4	all	all	DET
easat-7349	247	5	ethical	ethical	ADJ
easat-7349	247	6	practices	practice	NOUN
easat-7349	247	7	during	during	ADP
easat-7349	247	8	writing	writing	NOUN
easat-7349	247	9	.	.	PUNCT
easat-7349	248	1	copyright	copyright	NOUN
easat-7349	248	2	:	:	PUNCT
easat-7349	248	3	©	©	PROPN
easat-7349	248	4	2025	2025	NUM
easat-7349	248	5	by	by	ADP
easat-7349	248	6	the	the	DET
easat-7349	248	7	authors	author	NOUN
easat-7349	248	8	.	.	PUNCT
easat-7349	249	1	this	this	DET
easat-7349	249	2	open	open	ADJ
easat-7349	249	3	-	-	PUNCT
easat-7349	249	4	access	access	NOUN
easat-7349	249	5	article	article	NOUN
easat-7349	249	6	is	be	AUX
easat-7349	249	7	distributed	distribute	VERB
easat-7349	249	8	under	under	ADP
easat-7349	249	9	the	the	DET
easat-7349	249	10	terms	term	NOUN
easat-7349	249	11	and	and	CCONJ
easat-7349	249	12	conditions	condition	NOUN
easat-7349	249	13	of	of	ADP
easat-7349	249	14	the	the	DET
easat-7349	249	15	creative	creative	ADJ
easat-7349	249	16	commons	common	NOUN
easat-7349	249	17	attribution	attribution	NOUN
easat-7349	249	18	(	(	PUNCT
easat-7349	249	19	cc	cc	NOUN
easat-7349	249	20	by	by	ADP
easat-7349	249	21	)	)	PUNCT
easat-7349	249	22	license	license	NOUN
easat-7349	249	23	(	(	PUNCT
easat-7349	249	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7349	249	25	)	)	PUNCT
easat-7349	249	26	.	.	PUNCT
easat-7349	250	1	references	reference	NOUN
easat-7349	250	2	[	[	X
easat-7349	250	3	1	1	X
easat-7349	250	4	]	]	PUNCT
easat-7349	250	5	s.	s.	PROPN
easat-7349	250	6	j.	j.	PROPN
easat-7349	250	7	trenfield	trenfield	VERB
easat-7349	250	8	et	et	PROPN
easat-7349	250	9	al	al	PROPN
easat-7349	250	10	.	.	PROPN
easat-7349	250	11	,	,	PUNCT
easat-7349	250	12	"	"	PUNCT
easat-7349	250	13	advancing	advance	VERB
easat-7349	250	14	pharmacy	pharmacy	NOUN
easat-7349	250	15	and	and	CCONJ
easat-7349	250	16	healthcare	healthcare	NOUN
easat-7349	250	17	with	with	ADP
easat-7349	250	18	virtual	virtual	ADJ
easat-7349	250	19	digital	digital	ADJ
easat-7349	250	20	technologies	technology	NOUN
easat-7349	250	21	,	,	PUNCT
easat-7349	250	22	"	"	PUNCT
easat-7349	250	23	advanced	advanced	ADJ
easat-7349	250	24	drug	drug	NOUN
easat-7349	250	25	delivery	delivery	NOUN
easat-7349	250	26	reviews	review	NOUN
easat-7349	250	27	,	,	PUNCT
easat-7349	250	28	vol	vol	NOUN
easat-7349	250	29	.	.	PROPN
easat-7349	250	30	182	182	NUM
easat-7349	250	31	,	,	PUNCT
easat-7349	250	32	p.	p.	NOUN
easat-7349	250	33	114098	114098	NUM
easat-7349	250	34	,	,	PUNCT
easat-7349	250	35	2022	2022	NUM
easat-7349	250	36	.	.	PUNCT
easat-7349	251	1	[	[	X
easat-7349	251	2	2	2	NUM
easat-7349	251	3	]	]	PUNCT
easat-7349	251	4	m.	m.	NOUN
easat-7349	251	5	j.	j.	PROPN
easat-7349	251	6	iqbal	iqbal	PROPN
easat-7349	251	7	et	et	PROPN
easat-7349	251	8	al	al	PROPN
easat-7349	251	9	.	.	PROPN
easat-7349	251	10	,	,	PUNCT
easat-7349	251	11	"	"	PUNCT
easat-7349	251	12	clinical	clinical	ADJ
easat-7349	251	13	applications	application	NOUN
easat-7349	251	14	of	of	ADP
easat-7349	251	15	artificial	artificial	ADJ
easat-7349	251	16	intelligence	intelligence	NOUN
easat-7349	251	17	and	and	CCONJ
easat-7349	251	18	machine	machine	NOUN
easat-7349	251	19	learning	learning	NOUN
easat-7349	251	20	in	in	ADP
easat-7349	251	21	cancer	cancer	NOUN
easat-7349	251	22	diagnosis	diagnosis	NOUN
easat-7349	251	23	:	:	PUNCT
easat-7349	251	24	looking	look	VERB
easat-7349	251	25	into	into	ADP
easat-7349	251	26	the	the	DET
easat-7349	251	27	future	future	NOUN
easat-7349	251	28	,	,	PUNCT
easat-7349	251	29	"	"	PUNCT
easat-7349	251	30	cancer	cancer	NOUN
easat-7349	251	31	cell	cell	NOUN
easat-7349	251	32	international	international	ADJ
easat-7349	251	33	,	,	PUNCT
easat-7349	251	34	vol	vol	NOUN
easat-7349	251	35	.	.	PROPN
easat-7349	251	36	21	21	NUM
easat-7349	251	37	,	,	PUNCT
easat-7349	251	38	no	no	INTJ
easat-7349	251	39	.	.	NOUN
easat-7349	251	40	1	1	NUM
easat-7349	251	41	,	,	PUNCT
easat-7349	251	42	pp	pp	ADJ
easat-7349	251	43	.	.	PUNCT
easat-7349	252	1	1	1	NUM
easat-7349	252	2	-	-	SYM
easat-7349	252	3	11	11	NUM
easat-7349	252	4	,	,	PUNCT
easat-7349	252	5	2021	2021	NUM
easat-7349	252	6	.	.	PUNCT
easat-7349	253	1	[	[	X
easat-7349	253	2	3	3	X
easat-7349	253	3	]	]	PUNCT
easat-7349	253	4	m.	m.	NOUN
easat-7349	253	5	d.	d.	PROPN
easat-7349	253	6	paranjpe	paranjpe	PROPN
easat-7349	253	7	,	,	PUNCT
easat-7349	253	8	a.	a.	PROPN
easat-7349	253	9	taubes	taubes	PROPN
easat-7349	253	10	,	,	PUNCT
easat-7349	253	11	and	and	CCONJ
easat-7349	253	12	m.	m.	NOUN
easat-7349	253	13	sirota	sirota	PROPN
easat-7349	253	14	,	,	PUNCT
easat-7349	253	15	"	"	PUNCT
easat-7349	253	16	insights	insight	NOUN
easat-7349	253	17	into	into	ADP
easat-7349	253	18	computational	computational	ADJ
easat-7349	253	19	drug	drug	NOUN
easat-7349	253	20	repurposing	repurpose	VERB
easat-7349	253	21	for	for	ADP
easat-7349	253	22	neurodegenerative	neurodegenerative	ADJ
easat-7349	253	23	disease	disease	NOUN
easat-7349	253	24	,	,	PUNCT
easat-7349	253	25	"	"	PUNCT
easat-7349	253	26	trends	trend	NOUN
easat-7349	253	27	in	in	ADP
easat-7349	253	28	pharmacological	pharmacological	ADJ
easat-7349	253	29	sciences	science	NOUN
easat-7349	253	30	,	,	PUNCT
easat-7349	253	31	vol	vol	NOUN
easat-7349	253	32	.	.	PROPN
easat-7349	253	33	40	40	NUM
easat-7349	253	34	,	,	PUNCT
easat-7349	253	35	no	no	INTJ
easat-7349	253	36	.	.	NOUN
easat-7349	253	37	8	8	NUM
easat-7349	253	38	,	,	PUNCT
easat-7349	253	39	pp	pp	ADJ
easat-7349	253	40	.	.	PUNCT
easat-7349	254	1	565	565	NUM
easat-7349	254	2	-	-	SYM
easat-7349	254	3	576	576	NUM
easat-7349	254	4	,	,	PUNCT
easat-7349	254	5	2019	2019	NUM
easat-7349	254	6	.	.	PUNCT
easat-7349	255	1	[	[	X
easat-7349	255	2	4	4	X
easat-7349	255	3	]	]	X
easat-7349	255	4	d.	d.	PROPN
easat-7349	255	5	oliver	oliver	PROPN
easat-7349	255	6	,	,	PUNCT
easat-7349	255	7	"	"	PUNCT
easat-7349	255	8	david	david	PROPN
easat-7349	255	9	oliver	oliver	PROPN
easat-7349	255	10	:	:	PUNCT
easat-7349	255	11	lessons	lesson	NOUN
easat-7349	255	12	from	from	ADP
easat-7349	255	13	the	the	DET
easat-7349	255	14	babylon	babylon	PROPN
easat-7349	255	15	health	health	NOUN
easat-7349	255	16	saga	saga	NOUN
easat-7349	255	17	,	,	PUNCT
easat-7349	255	18	"	"	PUNCT
easat-7349	255	19	bmj	bmj	NOUN
easat-7349	255	20	,	,	PUNCT
easat-7349	255	21	vol	vol	NOUN
easat-7349	255	22	.	.	PROPN
easat-7349	256	1	365	365	NUM
easat-7349	256	2	,	,	PUNCT
easat-7349	256	3	pp	pp	ADJ
easat-7349	256	4	.	.	PUNCT
easat-7349	257	1	1	1	NUM
easat-7349	257	2	-	-	SYM
easat-7349	257	3	2	2	NUM
easat-7349	257	4	,	,	PUNCT
easat-7349	257	5	2019	2019	NUM
easat-7349	257	6	.	.	PUNCT
easat-7349	258	1	https://doi.org/10.1136/bmj.l2387	https://doi.org/10.1136/bmj.l2387	PRON
easat-7349	259	1	[	[	X
easat-7349	259	2	5	5	NUM
easat-7349	259	3	]	]	PUNCT
easat-7349	259	4	f.	f.	PROPN
easat-7349	259	5	shi	shi	PROPN
easat-7349	259	6	et	et	PROPN
easat-7349	259	7	al	al	PROPN
easat-7349	259	8	.	.	PROPN
easat-7349	259	9	,	,	PUNCT
easat-7349	259	10	"	"	PUNCT
easat-7349	259	11	large	large	ADJ
easat-7349	259	12	-	-	PUNCT
easat-7349	259	13	scale	scale	NOUN
easat-7349	259	14	screening	screening	NOUN
easat-7349	259	15	to	to	PART
easat-7349	259	16	distinguish	distinguish	VERB
easat-7349	259	17	between	between	ADP
easat-7349	259	18	covid-19	covid-19	PROPN
easat-7349	259	19	and	and	CCONJ
easat-7349	259	20	community	community	NOUN
easat-7349	259	21	-	-	PUNCT
easat-7349	259	22	acquired	acquire	VERB
easat-7349	259	23	pneumonia	pneumonia	NOUN
easat-7349	259	24	using	use	VERB
easat-7349	259	25	infection	infection	NOUN
easat-7349	259	26	size	size	NOUN
easat-7349	259	27	-	-	PUNCT
easat-7349	259	28	aware	aware	ADJ
easat-7349	259	29	classification	classification	NOUN
easat-7349	259	30	,	,	PUNCT
easat-7349	259	31	"	"	PUNCT
easat-7349	259	32	physics	physics	NOUN
easat-7349	259	33	in	in	ADP
easat-7349	259	34	medicine	medicine	PROPN
easat-7349	259	35	&	&	CCONJ
easat-7349	259	36	biology	biology	NOUN
easat-7349	259	37	,	,	PUNCT
easat-7349	259	38	vol	vol	NOUN
easat-7349	259	39	.	.	PROPN
easat-7349	259	40	66	66	NUM
easat-7349	259	41	,	,	PUNCT
easat-7349	259	42	no	no	INTJ
easat-7349	259	43	.	.	NOUN
easat-7349	259	44	6	6	NUM
easat-7349	259	45	,	,	PUNCT
easat-7349	259	46	p.	p.	NOUN
easat-7349	259	47	065031	065031	NUM
easat-7349	259	48	,	,	PUNCT
easat-7349	259	49	2021	2021	NUM
easat-7349	259	50	.	.	PUNCT
easat-7349	260	1	https://doi.org/10.1088/1361-6560/abe838	https://doi.org/10.1088/1361-6560/abe838	PRON
easat-7349	261	1	[	[	X
easat-7349	261	2	6	6	NUM
easat-7349	261	3	]	]	PUNCT
easat-7349	261	4	h.-j	h.-j	PROPN
easat-7349	261	5	.	.	PUNCT
easat-7349	262	1	jang	jang	PROPN
easat-7349	262	2	and	and	CCONJ
easat-7349	262	3	k.-o	k.-o	NOUN
easat-7349	262	4	.	.	PUNCT
easat-7349	263	1	cho	cho	PROPN
easat-7349	263	2	,	,	PUNCT
easat-7349	263	3	"	"	PUNCT
easat-7349	263	4	applications	application	NOUN
easat-7349	263	5	of	of	ADP
easat-7349	263	6	deep	deep	ADJ
easat-7349	263	7	learning	learning	NOUN
easat-7349	263	8	for	for	ADP
easat-7349	263	9	the	the	DET
easat-7349	263	10	analysis	analysis	NOUN
easat-7349	263	11	of	of	ADP
easat-7349	263	12	medical	medical	ADJ
easat-7349	263	13	data	datum	NOUN
easat-7349	263	14	,	,	PUNCT
easat-7349	263	15	"	"	PUNCT
easat-7349	263	16	archives	archive	NOUN
easat-7349	263	17	of	of	ADP
easat-7349	263	18	pharmacal	pharmacal	ADJ
easat-7349	263	19	research	research	NOUN
easat-7349	263	20	,	,	PUNCT
easat-7349	263	21	vol	vol	NOUN
easat-7349	263	22	.	.	PROPN
easat-7349	264	1	42	42	NUM
easat-7349	264	2	,	,	PUNCT
easat-7349	264	3	no	no	INTJ
easat-7349	264	4	.	.	NOUN
easat-7349	264	5	6	6	NUM
easat-7349	264	6	,	,	PUNCT
easat-7349	264	7	pp	pp	ADJ
easat-7349	264	8	.	.	PUNCT
easat-7349	265	1	492	492	NUM
easat-7349	265	2	-	-	SYM
easat-7349	265	3	504	504	NUM
easat-7349	265	4	,	,	PUNCT
easat-7349	265	5	2019	2019	NUM
easat-7349	265	6	.	.	PUNCT
easat-7349	266	1	[	[	X
easat-7349	266	2	7	7	X
easat-7349	266	3	]	]	X
easat-7349	266	4	s.	s.	PROPN
easat-7349	266	5	ciranka	ciranka	PROPN
easat-7349	266	6	,	,	PUNCT
easat-7349	266	7	j.	j.	PROPN
easat-7349	266	8	linde	linde	PROPN
easat-7349	266	9	-	-	PUNCT
easat-7349	266	10	domingo	domingo	PROPN
easat-7349	266	11	,	,	PUNCT
easat-7349	266	12	i.	i.	PROPN
easat-7349	266	13	padezhki	padezhki	PROPN
easat-7349	266	14	,	,	PUNCT
easat-7349	266	15	c.	c.	PROPN
easat-7349	266	16	wicharz	wicharz	PROPN
easat-7349	266	17	,	,	PUNCT
easat-7349	266	18	c.	c.	PROPN
easat-7349	266	19	m.	m.	PROPN
easat-7349	266	20	wu	wu	PROPN
easat-7349	266	21	,	,	PUNCT
easat-7349	266	22	and	and	CCONJ
easat-7349	266	23	b.	b.	PROPN
easat-7349	266	24	spitzer	spitzer	PROPN
easat-7349	266	25	,	,	PUNCT
easat-7349	266	26	"	"	PUNCT
easat-7349	266	27	asymmetric	asymmetric	ADJ
easat-7349	266	28	reinforcement	reinforcement	NOUN
easat-7349	266	29	learning	learning	NOUN
easat-7349	266	30	facilitates	facilitate	VERB
easat-7349	266	31	human	human	ADJ
easat-7349	266	32	inference	inference	NOUN
easat-7349	266	33	of	of	ADP
easat-7349	266	34	transitive	transitive	ADJ
easat-7349	266	35	relations	relation	NOUN
easat-7349	266	36	,	,	PUNCT
easat-7349	266	37	"	"	PUNCT
easat-7349	266	38	nature	nature	NOUN
easat-7349	266	39	human	human	ADJ
easat-7349	266	40	behaviour	behaviour	NOUN
easat-7349	266	41	,	,	PUNCT
easat-7349	266	42	vol	vol	NOUN
easat-7349	266	43	.	.	PROPN
easat-7349	266	44	6	6	NUM
easat-7349	266	45	,	,	PUNCT
easat-7349	266	46	no	no	INTJ
easat-7349	266	47	.	.	NOUN
easat-7349	266	48	4	4	NUM
easat-7349	266	49	,	,	PUNCT
easat-7349	266	50	pp	pp	ADJ
easat-7349	266	51	.	.	PUNCT
easat-7349	267	1	555	555	NUM
easat-7349	267	2	-	-	SYM
easat-7349	267	3	564	564	NUM
easat-7349	267	4	,	,	PUNCT
easat-7349	267	5	2022	2022	NUM
easat-7349	267	6	.	.	PUNCT
easat-7349	268	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7349	268	2	https://doi.org/10.1136/bmj.l2387	https://doi.org/10.1136/bmj.l2387	PROPN
easat-7349	268	3	https://doi.org/10.1088/1361-6560/abe838	https://doi.org/10.1088/1361-6560/abe838	PROPN
easat-7349	268	4	1941	1941	NUM
easat-7349	268	5	edelweiss	edelweiss	PROPN
easat-7349	268	6	applied	apply	VERB
easat-7349	268	7	science	science	NOUN
easat-7349	268	8	and	and	CCONJ
easat-7349	268	9	technology	technology	NOUN
easat-7349	268	10	issn	issn	PROPN
easat-7349	268	11	:	:	PUNCT
easat-7349	268	12	2576	2576	NUM
easat-7349	268	13	-	-	SYM
easat-7349	268	14	8484	8484	NUM
easat-7349	268	15	vol	vol	NOUN
easat-7349	268	16	.	.	PROPN
easat-7349	269	1	9	9	NUM
easat-7349	269	2	,	,	PUNCT
easat-7349	269	3	no	no	INTJ
easat-7349	269	4	.	.	NOUN
easat-7349	269	5	5	5	NUM
easat-7349	269	6	:	:	SYM
easat-7349	269	7	1932	1932	NUM
easat-7349	269	8	-	-	SYM
easat-7349	269	9	1941	1941	NUM
easat-7349	269	10	,	,	PUNCT
easat-7349	269	11	2025	2025	NUM
easat-7349	269	12	doi	doi	NOUN
easat-7349	269	13	:	:	PUNCT
easat-7349	269	14	10.55214/25768484.v9i5.7349	10.55214/25768484.v9i5.7349	NUM
easat-7349	269	15	©	©	PROPN
easat-7349	269	16	2025	2025	NUM
easat-7349	269	17	by	by	ADP
easat-7349	269	18	the	the	DET
easat-7349	269	19	authors	author	NOUN
easat-7349	269	20	;	;	PUNCT
easat-7349	269	21	licensee	licensee	PROPN
easat-7349	269	22	learning	learning	NOUN
easat-7349	269	23	gate	gate	NOUN
easat-7349	270	1	[	[	X
easat-7349	270	2	8	8	NUM
easat-7349	270	3	]	]	PUNCT
easat-7349	270	4	t.	t.	PROPN
easat-7349	270	5	r.	r.	PROPN
easat-7349	270	6	gadekallu	gadekallu	PROPN
easat-7349	270	7	,	,	PUNCT
easat-7349	270	8	n.	n.	PROPN
easat-7349	270	9	khare	khare	PROPN
easat-7349	270	10	,	,	PUNCT
easat-7349	270	11	s.	s.	PROPN
easat-7349	270	12	bhattacharya	bhattacharya	PROPN
easat-7349	270	13	,	,	PUNCT
easat-7349	270	14	s.	s.	PROPN
easat-7349	270	15	singh	singh	PROPN
easat-7349	270	16	,	,	PUNCT
easat-7349	271	1	p.	p.	PROPN
easat-7349	271	2	k.	k.	PROPN
easat-7349	272	1	r.	r.	PROPN
easat-7349	272	2	maddikunta	maddikunta	PROPN
easat-7349	272	3	,	,	PUNCT
easat-7349	272	4	and	and	CCONJ
easat-7349	272	5	g.	g.	PROPN
easat-7349	272	6	srivastava	srivastava	PROPN
easat-7349	272	7	,	,	PUNCT
easat-7349	272	8	"	"	PUNCT
easat-7349	272	9	deep	deep	ADJ
easat-7349	272	10	neural	neural	ADJ
easat-7349	272	11	networks	network	NOUN
easat-7349	272	12	to	to	PART
easat-7349	272	13	predict	predict	VERB
easat-7349	272	14	diabetic	diabetic	ADJ
easat-7349	272	15	retinopathy	retinopathy	NOUN
easat-7349	272	16	,	,	PUNCT
easat-7349	272	17	"	"	PUNCT
easat-7349	272	18	journal	journal	NOUN
easat-7349	272	19	of	of	ADP
easat-7349	272	20	ambient	ambient	ADJ
easat-7349	272	21	intelligence	intelligence	NOUN
easat-7349	272	22	and	and	CCONJ
easat-7349	272	23	humanized	humanize	VERB
easat-7349	272	24	computing	computing	NOUN
easat-7349	272	25	,	,	PUNCT
easat-7349	272	26	pp	pp	ADJ
easat-7349	272	27	.	.	PUNCT
easat-7349	273	1	1	1	NUM
easat-7349	273	2	-	-	SYM
easat-7349	273	3	14	14	NUM
easat-7349	273	4	,	,	PUNCT
easat-7349	273	5	2023	2023	NUM
easat-7349	273	6	.	.	PUNCT
easat-7349	274	1	[	[	X
easat-7349	274	2	9	9	NUM
easat-7349	274	3	]	]	X
easat-7349	274	4	r.	r.	NOUN
easat-7349	274	5	babukarthik	babukarthik	PROPN
easat-7349	274	6	,	,	PUNCT
easat-7349	274	7	v.	v.	ADP
easat-7349	274	8	a.	a.	PROPN
easat-7349	274	9	k.	k.	PROPN
easat-7349	274	10	adiga	adiga	PROPN
easat-7349	274	11	,	,	PUNCT
easat-7349	274	12	g.	g.	PROPN
easat-7349	274	13	sambasivam	sambasivam	PROPN
easat-7349	274	14	,	,	PUNCT
easat-7349	274	15	d.	d.	PROPN
easat-7349	274	16	chandramohan	chandramohan	PROPN
easat-7349	274	17	,	,	PUNCT
easat-7349	274	18	and	and	CCONJ
easat-7349	274	19	j.	j.	PROPN
easat-7349	274	20	amudhavel	amudhavel	PROPN
easat-7349	274	21	,	,	PUNCT
easat-7349	274	22	"	"	PUNCT
easat-7349	274	23	prediction	prediction	NOUN
easat-7349	274	24	of	of	ADP
easat-7349	274	25	covid-19	covid-19	PROPN
easat-7349	274	26	using	use	VERB
easat-7349	274	27	genetic	genetic	ADJ
easat-7349	274	28	deep	deep	ADJ
easat-7349	274	29	learning	learn	VERB
easat-7349	274	30	convolutional	convolutional	ADJ
easat-7349	274	31	neural	neural	ADJ
easat-7349	274	32	network	network	NOUN
easat-7349	274	33	(	(	PUNCT
easat-7349	274	34	gdcnn	gdcnn	PROPN
easat-7349	274	35	)	)	PUNCT
easat-7349	274	36	,	,	PUNCT
easat-7349	274	37	"	"	PUNCT
easat-7349	274	38	ieee	ieee	NOUN
easat-7349	274	39	access	access	NOUN
easat-7349	274	40	,	,	PUNCT
easat-7349	274	41	vol	vol	NOUN
easat-7349	274	42	.	.	PROPN
easat-7349	274	43	8	8	NUM
easat-7349	274	44	,	,	PUNCT
easat-7349	274	45	pp	pp	ADJ
easat-7349	274	46	.	.	PUNCT
easat-7349	274	47	177647	177647	NUM
easat-7349	274	48	-	-	SYM
easat-7349	274	49	177666	177666	NUM
easat-7349	274	50	,	,	PUNCT
easat-7349	274	51	2020	2020	NUM
easat-7349	274	52	.	.	PUNCT
easat-7349	275	1	[	[	X
easat-7349	275	2	10	10	NUM
easat-7349	275	3	]	]	X
easat-7349	275	4	f.	f.	PROPN
easat-7349	275	5	schwendicke	schwendicke	PROPN
easat-7349	275	6	,	,	PUNCT
easat-7349	275	7	t.	t.	PROPN
easat-7349	275	8	golla	golla	PROPN
easat-7349	275	9	,	,	PUNCT
easat-7349	275	10	m.	m.	NOUN
easat-7349	275	11	dreher	dreher	PROPN
easat-7349	275	12	,	,	PUNCT
easat-7349	275	13	and	and	CCONJ
easat-7349	275	14	j.	j.	PROPN
easat-7349	275	15	krois	krois	PROPN
easat-7349	275	16	,	,	PUNCT
easat-7349	275	17	"	"	PUNCT
easat-7349	275	18	convolutional	convolutional	ADJ
easat-7349	275	19	neural	neural	ADJ
easat-7349	275	20	networks	network	NOUN
easat-7349	275	21	for	for	ADP
easat-7349	275	22	dental	dental	ADJ
easat-7349	275	23	image	image	NOUN
easat-7349	275	24	diagnostics	diagnostic	NOUN
easat-7349	275	25	:	:	PUNCT
easat-7349	275	26	a	a	DET
easat-7349	275	27	scoping	scope	VERB
easat-7349	275	28	review	review	NOUN
easat-7349	275	29	,	,	PUNCT
easat-7349	275	30	"	"	PUNCT
easat-7349	275	31	journal	journal	NOUN
easat-7349	275	32	of	of	ADP
easat-7349	275	33	dentistry	dentistry	NOUN
easat-7349	275	34	,	,	PUNCT
easat-7349	275	35	vol	vol	NOUN
easat-7349	275	36	.	.	PROPN
easat-7349	275	37	91	91	NUM
easat-7349	275	38	,	,	PUNCT
easat-7349	275	39	p.	p.	NOUN
easat-7349	275	40	103226	103226	NUM
easat-7349	275	41	,	,	PUNCT
easat-7349	275	42	2019	2019	NUM
easat-7349	275	43	.	.	PUNCT
easat-7349	276	1	[	[	X
easat-7349	276	2	11	11	NUM
easat-7349	276	3	]	]	PUNCT
easat-7349	276	4	m.	m.	NOUN
easat-7349	276	5	t.	t.	NOUN
easat-7349	276	6	garcía	garcía	NOUN
easat-7349	276	7	-	-	PUNCT
easat-7349	276	8	ordás	ordás	PROPN
easat-7349	276	9	,	,	PUNCT
easat-7349	276	10	j.	j.	PROPN
easat-7349	276	11	a.	a.	PROPN
easat-7349	276	12	benítez	benítez	PROPN
easat-7349	276	13	-	-	PUNCT
easat-7349	276	14	andrades	andrade	NOUN
easat-7349	276	15	,	,	PUNCT
easat-7349	276	16	i.	i.	NOUN
easat-7349	276	17	garcía	garcía	NOUN
easat-7349	276	18	-	-	PUNCT
easat-7349	276	19	rodríguez	rodríguez	NOUN
easat-7349	276	20	,	,	PUNCT
easat-7349	276	21	c.	c.	PROPN
easat-7349	276	22	benavides	benavides	PROPN
easat-7349	276	23	,	,	PUNCT
easat-7349	276	24	and	and	CCONJ
easat-7349	276	25	h.	h.	PROPN
easat-7349	276	26	alaiz	alaiz	PROPN
easat-7349	276	27	-	-	PUNCT
easat-7349	276	28	moretón	moretón	PROPN
easat-7349	276	29	,	,	PUNCT
easat-7349	276	30	"	"	PUNCT
easat-7349	276	31	detecting	detect	VERB
easat-7349	276	32	respiratory	respiratory	ADJ
easat-7349	276	33	pathologies	pathology	NOUN
easat-7349	276	34	using	use	VERB
easat-7349	276	35	convolutional	convolutional	ADJ
easat-7349	276	36	neural	neural	ADJ
easat-7349	276	37	networks	network	NOUN
easat-7349	276	38	and	and	CCONJ
easat-7349	276	39	variational	variational	ADJ
easat-7349	276	40	autoencoders	autoencoder	NOUN
easat-7349	276	41	for	for	ADP
easat-7349	276	42	unbalancing	unbalancing	ADJ
easat-7349	276	43	data	datum	NOUN
easat-7349	276	44	,	,	PUNCT
easat-7349	276	45	"	"	PUNCT
easat-7349	276	46	sensors	sensor	NOUN
easat-7349	276	47	,	,	PUNCT
easat-7349	276	48	vol	vol	NOUN
easat-7349	276	49	.	.	PROPN
easat-7349	276	50	20	20	NUM
easat-7349	276	51	,	,	PUNCT
easat-7349	276	52	no	no	INTJ
easat-7349	276	53	.	.	NOUN
easat-7349	276	54	4	4	NUM
easat-7349	276	55	,	,	PUNCT
easat-7349	276	56	p.	p.	NOUN
easat-7349	276	57	1214	1214	NUM
easat-7349	276	58	,	,	PUNCT
easat-7349	276	59	2020	2020	NUM
easat-7349	276	60	.	.	PUNCT
easat-7349	277	1	https://doi.org/10.3390/s20041214	https://doi.org/10.3390/s20041214	NUM
easat-7349	278	1	[	[	X
easat-7349	278	2	12	12	NUM
easat-7349	278	3	]	]	PUNCT
easat-7349	278	4	m.	m.	NOUN
easat-7349	278	5	uzair	uzair	PROPN
easat-7349	278	6	and	and	CCONJ
easat-7349	278	7	n.	n.	PROPN
easat-7349	278	8	jamil	jamil	PROPN
easat-7349	278	9	,	,	PUNCT
easat-7349	278	10	"	"	PUNCT
easat-7349	278	11	effects	effect	NOUN
easat-7349	278	12	of	of	ADP
easat-7349	278	13	hidden	hidden	ADJ
easat-7349	278	14	layers	layer	NOUN
easat-7349	278	15	on	on	ADP
easat-7349	278	16	the	the	DET
easat-7349	278	17	efficiency	efficiency	NOUN
easat-7349	278	18	of	of	ADP
easat-7349	278	19	neural	neural	ADJ
easat-7349	278	20	networks	network	NOUN
easat-7349	278	21	,	,	PUNCT
easat-7349	278	22	"	"	PUNCT
easat-7349	278	23	in	in	ADP
easat-7349	278	24	2020	2020	NUM
easat-7349	278	25	ieee	ieee	NOUN
easat-7349	278	26	23rd	23rd	ADJ
easat-7349	278	27	international	international	ADJ
easat-7349	278	28	multitopic	multitopic	ADJ
easat-7349	278	29	conference	conference	NOUN
easat-7349	278	30	(	(	PUNCT
easat-7349	278	31	inmic	inmic	ADJ
easat-7349	278	32	)	)	PUNCT
easat-7349	278	33	,	,	PUNCT
easat-7349	278	34	2020	2020	NUM
easat-7349	278	35	:	:	PUNCT
easat-7349	278	36	ieee	ieee	NOUN
easat-7349	278	37	,	,	PUNCT
easat-7349	278	38	pp	pp	ADJ
easat-7349	278	39	.	.	PUNCT
easat-7349	279	1	1	1	NUM
easat-7349	279	2	-	-	SYM
easat-7349	279	3	6	6	NUM
easat-7349	279	4	.	.	PUNCT
easat-7349	280	1	[	[	X
easat-7349	280	2	13	13	NUM
easat-7349	280	3	]	]	PUNCT
easat-7349	280	4	j.	j.	PROPN
easat-7349	280	5	gawlikowski	gawlikowski	PROPN
easat-7349	280	6	et	et	PROPN
easat-7349	280	7	al	al	PROPN
easat-7349	280	8	.	.	PROPN
easat-7349	280	9	,	,	PUNCT
easat-7349	280	10	"	"	PUNCT
easat-7349	280	11	a	a	DET
easat-7349	280	12	survey	survey	NOUN
easat-7349	280	13	of	of	ADP
easat-7349	280	14	uncertainty	uncertainty	NOUN
easat-7349	280	15	in	in	ADP
easat-7349	280	16	deep	deep	ADJ
easat-7349	280	17	neural	neural	ADJ
easat-7349	280	18	networks	network	NOUN
easat-7349	280	19	,	,	PUNCT
easat-7349	280	20	"	"	PUNCT
easat-7349	280	21	artificial	artificial	ADJ
easat-7349	280	22	intelligence	intelligence	NOUN
easat-7349	280	23	review	review	NOUN
easat-7349	280	24	,	,	PUNCT
easat-7349	280	25	vol	vol	NOUN
easat-7349	280	26	.	.	PROPN
easat-7349	281	1	56	56	NUM
easat-7349	281	2	,	,	PUNCT
easat-7349	281	3	no	no	INTJ
easat-7349	281	4	.	.	PUNCT
easat-7349	282	1	suppl	suppl	PROPN
easat-7349	282	2	1	1	NUM
easat-7349	282	3	,	,	PUNCT
easat-7349	282	4	pp	pp	ADJ
easat-7349	282	5	.	.	PUNCT
easat-7349	283	1	1513	1513	NUM
easat-7349	283	2	-	-	SYM
easat-7349	283	3	1589	1589	NUM
easat-7349	283	4	,	,	PUNCT
easat-7349	283	5	2023	2023	NUM
easat-7349	283	6	.	.	PUNCT
easat-7349	284	1	https://doi.org/10.48550/arxiv.2107.03342	https://doi.org/10.48550/arxiv.2107.03342	PROPN
easat-7349	285	1	[	[	X
easat-7349	285	2	14	14	NUM
easat-7349	285	3	]	]	PUNCT
easat-7349	285	4	j.	j.	PROPN
easat-7349	285	5	wen	wen	PROPN
easat-7349	285	6	et	et	PROPN
easat-7349	285	7	al	al	PROPN
easat-7349	285	8	.	.	PROPN
easat-7349	285	9	,	,	PUNCT
easat-7349	285	10	"	"	PUNCT
easat-7349	285	11	convolutional	convolutional	ADJ
easat-7349	285	12	neural	neural	ADJ
easat-7349	285	13	networks	network	NOUN
easat-7349	285	14	for	for	ADP
easat-7349	285	15	classification	classification	NOUN
easat-7349	285	16	of	of	ADP
easat-7349	285	17	alzheimer	alzheimer	PROPN
easat-7349	285	18	's	's	PART
easat-7349	285	19	disease	disease	NOUN
easat-7349	285	20	:	:	PUNCT
easat-7349	285	21	overview	overview	NOUN
easat-7349	285	22	and	and	CCONJ
easat-7349	285	23	reproducible	reproducible	ADJ
easat-7349	285	24	evaluation	evaluation	NOUN
easat-7349	285	25	,	,	PUNCT
easat-7349	285	26	"	"	PUNCT
easat-7349	285	27	medical	medical	ADJ
easat-7349	285	28	image	image	NOUN
easat-7349	285	29	analysis	analysis	NOUN
easat-7349	285	30	,	,	PUNCT
easat-7349	285	31	vol	vol	NOUN
easat-7349	285	32	.	.	PROPN
easat-7349	285	33	63	63	NUM
easat-7349	285	34	,	,	PUNCT
easat-7349	285	35	p.	p.	NOUN
easat-7349	285	36	101694	101694	NUM
easat-7349	285	37	,	,	PUNCT
easat-7349	285	38	2020	2020	NUM
easat-7349	285	39	.	.	PUNCT
easat-7349	286	1	https://doi.org/10.1016/j.media.2020.101694	https://doi.org/10.1016/j.media.2020.101694	PROPN
easat-7349	286	2	[	[	X
easat-7349	286	3	15	15	NUM
easat-7349	286	4	]	]	X
easat-7349	286	5	a.	a.	NOUN
easat-7349	286	6	ashfaq	ashfaq	PROPN
easat-7349	286	7	,	,	PUNCT
easat-7349	286	8	a.	a.	NOUN
easat-7349	286	9	sant’anna	sant’anna	NOUN
easat-7349	286	10	,	,	PUNCT
easat-7349	286	11	m.	m.	NOUN
easat-7349	286	12	lingman	lingman	PROPN
easat-7349	286	13	,	,	PUNCT
easat-7349	286	14	and	and	CCONJ
easat-7349	286	15	s.	s.	PROPN
easat-7349	286	16	nowaczyk	nowaczyk	PROPN
easat-7349	286	17	,	,	PUNCT
easat-7349	286	18	"	"	PUNCT
easat-7349	286	19	readmission	readmission	NOUN
easat-7349	286	20	prediction	prediction	NOUN
easat-7349	286	21	using	use	VERB
easat-7349	286	22	deep	deep	ADJ
easat-7349	286	23	learning	learning	NOUN
easat-7349	286	24	on	on	ADP
easat-7349	286	25	electronic	electronic	ADJ
easat-7349	286	26	health	health	NOUN
easat-7349	286	27	records	record	NOUN
easat-7349	286	28	,	,	PUNCT
easat-7349	286	29	"	"	PUNCT
easat-7349	286	30	journal	journal	NOUN
easat-7349	286	31	of	of	ADP
easat-7349	286	32	biomedical	biomedical	ADJ
easat-7349	286	33	informatics	informatic	NOUN
easat-7349	286	34	,	,	PUNCT
easat-7349	286	35	vol	vol	NOUN
easat-7349	286	36	.	.	PROPN
easat-7349	287	1	97	97	NUM
easat-7349	287	2	,	,	PUNCT
easat-7349	287	3	p.	p.	NOUN
easat-7349	287	4	103256	103256	NUM
easat-7349	287	5	,	,	PUNCT
easat-7349	287	6	2019	2019	NUM
easat-7349	287	7	.	.	PUNCT
easat-7349	288	1	https://doi.org/10.1016/j.jbi.2019.103256	https://doi.org/10.1016/j.jbi.2019.103256	PROPN
easat-7349	289	1	[	[	X
easat-7349	289	2	16	16	NUM
easat-7349	289	3	]	]	PUNCT
easat-7349	289	4	j.	j.	PROPN
easat-7349	289	5	dong	dong	PROPN
easat-7349	289	6	et	et	PROPN
easat-7349	289	7	al	al	PROPN
easat-7349	289	8	.	.	PROPN
easat-7349	289	9	,	,	PUNCT
easat-7349	289	10	"	"	PUNCT
easat-7349	289	11	machine	machine	NOUN
easat-7349	289	12	learning	learning	NOUN
easat-7349	289	13	model	model	NOUN
easat-7349	289	14	for	for	ADP
easat-7349	289	15	early	early	ADJ
easat-7349	289	16	prediction	prediction	NOUN
easat-7349	289	17	of	of	ADP
easat-7349	289	18	acute	acute	ADJ
easat-7349	289	19	kidney	kidney	NOUN
easat-7349	289	20	injury	injury	NOUN
easat-7349	289	21	(	(	PUNCT
easat-7349	289	22	aki	aki	NOUN
easat-7349	289	23	)	)	PUNCT
easat-7349	289	24	in	in	ADP
easat-7349	289	25	pediatric	pediatric	ADJ
easat-7349	289	26	critical	critical	ADJ
easat-7349	289	27	care	care	NOUN
easat-7349	289	28	,	,	PUNCT
easat-7349	289	29	"	"	PUNCT
easat-7349	289	30	critical	critical	ADJ
easat-7349	289	31	care	care	NOUN
easat-7349	289	32	,	,	PUNCT
easat-7349	289	33	vol	vol	NOUN
easat-7349	289	34	.	.	PROPN
easat-7349	289	35	25	25	NUM
easat-7349	289	36	,	,	PUNCT
easat-7349	289	37	no	no	INTJ
easat-7349	289	38	.	.	NOUN
easat-7349	289	39	1	1	NUM
easat-7349	289	40	,	,	PUNCT
easat-7349	289	41	p.	p.	NOUN
easat-7349	289	42	288	288	NUM
easat-7349	289	43	,	,	PUNCT
easat-7349	289	44	2021	2021	NUM
easat-7349	289	45	.	.	PUNCT
easat-7349	290	1	https://doi.org/10.1186/s13054-021-03724-0	https://doi.org/10.1186/s13054-021-03724-0	NUM
easat-7349	291	1	[	[	X
easat-7349	291	2	17	17	NUM
easat-7349	291	3	]	]	X
easat-7349	291	4	l.	l.	PROPN
easat-7349	291	5	ali	ali	PROPN
easat-7349	291	6	,	,	PUNCT
easat-7349	291	7	a.	a.	PROPN
easat-7349	291	8	rahman	rahman	PROPN
easat-7349	291	9	,	,	PUNCT
easat-7349	291	10	a.	a.	PROPN
easat-7349	291	11	khan	khan	PROPN
easat-7349	291	12	,	,	PUNCT
easat-7349	291	13	m.	m.	NOUN
easat-7349	291	14	zhou	zhou	PROPN
easat-7349	291	15	,	,	PUNCT
easat-7349	291	16	a.	a.	NOUN
easat-7349	291	17	javeed	javeed	NOUN
easat-7349	291	18	,	,	PUNCT
easat-7349	291	19	and	and	CCONJ
easat-7349	291	20	j.	j.	PROPN
easat-7349	291	21	a.	a.	PROPN
easat-7349	291	22	khan	khan	PROPN
easat-7349	291	23	,	,	PUNCT
easat-7349	291	24	"	"	PUNCT
easat-7349	291	25	an	an	DET
easat-7349	291	26	automated	automate	VERB
easat-7349	291	27	diagnostic	diagnostic	ADJ
easat-7349	291	28	system	system	NOUN
easat-7349	291	29	for	for	ADP
easat-7349	291	30	heart	heart	NOUN
easat-7349	291	31	disease	disease	NOUN
easat-7349	291	32	prediction	prediction	NOUN
easat-7349	291	33	based	base	VERB
easat-7349	291	34	on	on	ADP
easat-7349	291	35	$	$	SYM
easat-7349	291	36	{	{	PUNCT
easat-7349	291	37	\chi^{2	\chi^{2	NOUN
easat-7349	291	38	}	}	PUNCT
easat-7349	291	39	}	}	PUNCT
easat-7349	291	40	$	$	SYM
easat-7349	291	41	statistical	statistical	ADJ
easat-7349	291	42	model	model	NOUN
easat-7349	291	43	and	and	CCONJ
easat-7349	291	44	optimally	optimally	ADV
easat-7349	291	45	configured	configure	VERB
easat-7349	291	46	deep	deep	ADJ
easat-7349	291	47	neural	neural	ADJ
easat-7349	291	48	network	network	NOUN
easat-7349	291	49	,	,	PUNCT
easat-7349	291	50	"	"	PUNCT
easat-7349	291	51	ieee	ieee	NOUN
easat-7349	291	52	access	access	NOUN
easat-7349	291	53	,	,	PUNCT
easat-7349	291	54	vol	vol	NOUN
easat-7349	291	55	.	.	PROPN
easat-7349	292	1	7	7	NUM
easat-7349	292	2	,	,	PUNCT
easat-7349	292	3	pp	pp	ADJ
easat-7349	292	4	.	.	PUNCT
easat-7349	293	1	34938	34938	NUM
easat-7349	293	2	-	-	SYM
easat-7349	293	3	34945	34945	NUM
easat-7349	293	4	,	,	PUNCT
easat-7349	293	5	2019	2019	NUM
easat-7349	293	6	.	.	PUNCT
easat-7349	294	1	[	[	X
easat-7349	294	2	18	18	NUM
easat-7349	294	3	]	]	PUNCT
easat-7349	294	4	kaggle	kaggle	PROPN
easat-7349	294	5	,	,	PUNCT
easat-7349	294	6	"	"	PUNCT
easat-7349	294	7	find	find	VERB
easat-7349	294	8	open	open	ADJ
easat-7349	294	9	datasets	dataset	NOUN
easat-7349	294	10	and	and	CCONJ
easat-7349	294	11	machine	machine	NOUN
easat-7349	294	12	learning	learning	NOUN
easat-7349	294	13	projects	project	NOUN
easat-7349	294	14	,	,	PUNCT
easat-7349	294	15	kaggle	kaggle	VERB
easat-7349	294	16	,	,	PUNCT
easat-7349	294	17	"	"	PUNCT
easat-7349	294	18	retrieved	retrieve	VERB
easat-7349	294	19	:	:	PUNCT
easat-7349	294	20	https://www.kaggle.com/datasets	https://www.kaggle.com/dataset	NOUN
easat-7349	294	21	.	.	PUNCT
easat-7349	295	1	[	[	X
easat-7349	295	2	accessed	access	VERB
easat-7349	295	3	jun	jun	PROPN
easat-7349	295	4	.	.	PROPN
easat-7349	295	5	04	04	NUM
easat-7349	295	6	,	,	PUNCT
easat-7349	295	7	2023	2023	NUM
easat-7349	295	8	]	]	PUNCT
easat-7349	295	9	,	,	PUNCT
easat-7349	295	10	2023	2023	NUM
easat-7349	295	11	.	.	PUNCT
easat-7349	296	1	[	[	X
easat-7349	296	2	19	19	NUM
easat-7349	296	3	]	]	X
easat-7349	296	4	f.	f.	PROPN
easat-7349	296	5	j.	j.	PROPN
easat-7349	296	6	j.	j.	PROPN
easat-7349	296	7	joseph	joseph	PROPN
easat-7349	296	8	,	,	PUNCT
easat-7349	296	9	s.	s.	PROPN
easat-7349	296	10	nonsiri	nonsiri	PROPN
easat-7349	296	11	,	,	PUNCT
easat-7349	296	12	and	and	CCONJ
easat-7349	296	13	a.	a.	NOUN
easat-7349	296	14	monsakul	monsakul	PROPN
easat-7349	296	15	,	,	PUNCT
easat-7349	296	16	"	"	PUNCT
easat-7349	296	17	keras	keras	PROPN
easat-7349	296	18	and	and	CCONJ
easat-7349	296	19	tensorflow	tensorflow	NOUN
easat-7349	296	20	:	:	PUNCT
easat-7349	296	21	a	a	DET
easat-7349	296	22	hands	hand	NOUN
easat-7349	296	23	-	-	PUNCT
easat-7349	296	24	on	on	ADP
easat-7349	296	25	experience	experience	NOUN
easat-7349	296	26	,	,	PUNCT
easat-7349	296	27	"	"	PUNCT
easat-7349	296	28	advanced	advanced	ADJ
easat-7349	296	29	deep	deep	ADJ
easat-7349	296	30	learning	learning	NOUN
easat-7349	296	31	for	for	ADP
easat-7349	296	32	engineers	engineer	NOUN
easat-7349	296	33	and	and	CCONJ
easat-7349	296	34	scientists	scientist	NOUN
easat-7349	296	35	:	:	PUNCT
easat-7349	296	36	a	a	DET
easat-7349	296	37	practical	practical	ADJ
easat-7349	296	38	approach	approach	NOUN
easat-7349	296	39	,	,	PUNCT
easat-7349	296	40	pp	pp	ADP
easat-7349	296	41	.	.	PUNCT
easat-7349	296	42	85	85	NUM
easat-7349	296	43	-	-	SYM
easat-7349	296	44	111	111	NUM
easat-7349	296	45	,	,	PUNCT
easat-7349	296	46	2021	2021	NUM
easat-7349	296	47	.	.	PUNCT
easat-7349	297	1	https://doi.org/10.1007/978-3-030-66519-7_4	https://doi.org/10.1007/978-3-030-66519-7_4	AUX
easat-7349	297	2	https://doi.org/10.3390/s20041214	https://doi.org/10.3390/s20041214	PROPN
easat-7349	297	3	https://doi.org/10.48550/arxiv.2107.03342	https://doi.org/10.48550/arxiv.2107.03342	PROPN
easat-7349	297	4	https://doi.org/10.1016/j.media.2020.101694	https://doi.org/10.1016/j.media.2020.101694	PROPN
easat-7349	297	5	https://doi.org/10.1016/j.jbi.2019.103256	https://doi.org/10.1016/j.jbi.2019.103256	PROPN
easat-7349	297	6	https://doi.org/10.1186/s13054-021-03724-0	https://doi.org/10.1186/s13054-021-03724-0	NUM
easat-7349	297	7	https://www.kaggle.com/datasets	https://www.kaggle.com/dataset	NOUN
easat-7349	297	8	https://doi.org/10.1007/978-3-030-66519-7_4	https://doi.org/10.1007/978-3-030-66519-7_4	NOUN