id	sid	tid	token	lemma	pos
easat-4508	1	1	edelweiss	edelweiss	PROPN
easat-4508	1	2	applied	apply	VERB
easat-4508	1	3	science	science	NOUN
easat-4508	1	4	and	and	CCONJ
easat-4508	1	5	technology	technology	NOUN
easat-4508	1	6	issn	issn	PROPN
easat-4508	1	7	:	:	PUNCT
easat-4508	1	8	2576	2576	NUM
easat-4508	1	9	-	-	SYM
easat-4508	1	10	8484	8484	NUM
easat-4508	1	11	vol	vol	NOUN
easat-4508	1	12	.	.	PROPN
easat-4508	2	1	9	9	NUM
easat-4508	2	2	,	,	PUNCT
easat-4508	2	3	no	no	INTJ
easat-4508	2	4	.	.	NOUN
easat-4508	2	5	2	2	NUM
easat-4508	2	6	,	,	PUNCT
easat-4508	2	7	448	448	NUM
easat-4508	2	8	-	-	SYM
easat-4508	2	9	456	456	NUM
easat-4508	2	10	2025	2025	NUM
easat-4508	2	11	publisher	publisher	NOUN
easat-4508	2	12	:	:	PUNCT
easat-4508	2	13	learning	learn	VERB
easat-4508	2	14	gate	gate	NOUN
easat-4508	2	15	doi	doi	PROPN
easat-4508	2	16	:	:	PUNCT
easat-4508	2	17	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	2	18	©	©	PROPN
easat-4508	2	19	2025	2025	NUM
easat-4508	2	20	by	by	ADP
easat-4508	2	21	the	the	DET
easat-4508	2	22	authors	author	NOUN
easat-4508	2	23	;	;	PUNCT
easat-4508	2	24	licensee	licensee	PROPN
easat-4508	2	25	learning	learning	NOUN
easat-4508	2	26	gate	gate	NOUN
easat-4508	3	1	©	©	PROPN
easat-4508	3	2	2025	2025	NUM
easat-4508	3	3	by	by	ADP
easat-4508	3	4	the	the	DET
easat-4508	3	5	authors	author	NOUN
easat-4508	3	6	;	;	PUNCT
easat-4508	3	7	licensee	licensee	PROPN
easat-4508	3	8	learning	learning	NOUN
easat-4508	3	9	gate	gate	NOUN
easat-4508	3	10	history	history	NOUN
easat-4508	3	11	:	:	PUNCT
easat-4508	3	12	received	receive	VERB
easat-4508	3	13	:	:	PUNCT
easat-4508	3	14	4	4	NUM
easat-4508	3	15	december	december	PROPN
easat-4508	3	16	2024	2024	NUM
easat-4508	3	17	;	;	PUNCT
easat-4508	3	18	revised	revise	VERB
easat-4508	3	19	:	:	PUNCT
easat-4508	3	20	24	24	NUM
easat-4508	3	21	january	january	PROPN
easat-4508	3	22	2025	2025	NUM
easat-4508	3	23	;	;	PUNCT
easat-4508	3	24	accepted	accept	VERB
easat-4508	3	25	:	:	PUNCT
easat-4508	3	26	27	27	NUM
easat-4508	3	27	january	january	NOUN
easat-4508	3	28	2025	2025	NUM
easat-4508	3	29	;	;	PUNCT
easat-4508	3	30	published	publish	VERB
easat-4508	3	31	:	:	PUNCT
easat-4508	3	32	30	30	NUM
easat-4508	3	33	january	january	NOUN
easat-4508	3	34	2025	2025	NUM
easat-4508	3	35	*	*	PUNCT
easat-4508	3	36	correspondence	correspondence	NOUN
easat-4508	3	37	:	:	PUNCT
easat-4508	3	38	jmartinezp@ipn.mx	jmartinezp@ipn.mx	PROPN
easat-4508	3	39	detection	detection	NOUN
easat-4508	3	40	and	and	CCONJ
easat-4508	3	41	severity	severity	NOUN
easat-4508	3	42	of	of	ADP
easat-4508	3	43	covid-19	covid-19	PROPN
easat-4508	3	44	cases	case	NOUN
easat-4508	3	45	based	base	VERB
easat-4508	3	46	on	on	ADP
easat-4508	3	47	patient	patient	ADJ
easat-4508	3	48	symptoms	symptom	NOUN
easat-4508	3	49	using	use	VERB
easat-4508	3	50	decision	decision	NOUN
easat-4508	3	51	trees	tree	NOUN
easat-4508	3	52	benjamín	benjamín	VERB
easat-4508	3	53	luna	luna	PROPN
easat-4508	3	54	benoso1	benoso1	PROPN
easat-4508	3	55	,	,	PUNCT
easat-4508	4	1	josé	josé	PROPN
easat-4508	4	2	cruz	cruz	PROPN
easat-4508	4	3	martínez	martínez	PROPN
easat-4508	4	4	perales2	perales2	PROPN
easat-4508	4	5	*	*	PROPN
easat-4508	4	6	,	,	PUNCT
easat-4508	4	7	úrsula	úrsula	ADJ
easat-4508	4	8	samantha	samantha	PROPN
easat-4508	4	9	morales	morales	PROPN
easat-4508	4	10	rodríguez3	rodríguez3	PROPN
easat-4508	4	11	,	,	PUNCT
easat-4508	4	12	jorge	jorge	VERB
easat-4508	4	13	cortés	cortés	PROPN
easat-4508	4	14	galicia4	galicia4	PROPN
easat-4508	4	15	1,2,3,4escuela	1,2,3,4escuela	NUM
easat-4508	4	16	superior	superior	ADJ
easat-4508	4	17	de	de	X
easat-4508	4	18	cómputo	cómputo	PROPN
easat-4508	4	19	,	,	PUNCT
easat-4508	4	20	instituto	instituto	PROPN
easat-4508	4	21	politécnico	politécnico	PROPN
easat-4508	4	22	nacional	nacional	PROPN
easat-4508	4	23	,	,	PUNCT
easat-4508	4	24	mexico	mexico	PROPN
easat-4508	4	25	city	city	NOUN
easat-4508	4	26	07738	07738	NUM
easat-4508	4	27	,	,	PUNCT
easat-4508	4	28	mexico	mexico	PROPN
easat-4508	4	29	;	;	PUNCT
easat-4508	4	30	blunab@ipn.mx	blunab@ipn.mx	PROPN
easat-4508	4	31	(	(	PUNCT
easat-4508	4	32	b.l	b.l	PROPN
easat-4508	4	33	-	-	PUNCT
easat-4508	4	34	b.	b.	NOUN
easat-4508	4	35	)	)	PUNCT
easat-4508	4	36	;	;	PUNCT
easat-4508	4	37	jmartinezp@ipn.mx	jmartinezp@ipn.mx	X
easat-4508	4	38	(	(	PUNCT
easat-4508	4	39	j.c.m	j.c.m	NOUN
easat-4508	4	40	-	-	NOUN
easat-4508	4	41	p.	p.	PROPN
easat-4508	4	42	)	)	PUNCT
easat-4508	4	43	;	;	PUNCT
easat-4508	4	44	umoralesr@ipn.mx	umoralesr@ipn.mx	X
easat-4508	4	45	(	(	PUNCT
easat-4508	4	46	u.s.m	u.s.m	PROPN
easat-4508	4	47	-	-	PUNCT
easat-4508	4	48	r.	r.	NOUN
easat-4508	4	49	)	)	PUNCT
easat-4508	4	50	;	;	PUNCT
easat-4508	4	51	jcortesg@ipn.mx	jcortesg@ipn.mx	X
easat-4508	4	52	(	(	PUNCT
easat-4508	4	53	j.c	j.c	PROPN
easat-4508	4	54	-	-	PUNCT
easat-4508	4	55	g.	g.	PROPN
easat-4508	4	56	)	)	PUNCT
easat-4508	4	57	.	.	PUNCT
easat-4508	5	1	abstract	abstract	ADV
easat-4508	5	2	:	:	PUNCT
easat-4508	5	3	at	at	ADP
easat-4508	5	4	the	the	DET
easat-4508	5	5	end	end	NOUN
easat-4508	5	6	of	of	ADP
easat-4508	5	7	2019	2019	NUM
easat-4508	5	8	,	,	PUNCT
easat-4508	5	9	a	a	DET
easat-4508	5	10	type	type	NOUN
easat-4508	5	11	of	of	ADP
easat-4508	5	12	pneumonia	pneumonia	NOUN
easat-4508	5	13	of	of	ADP
easat-4508	5	14	unknown	unknown	ADJ
easat-4508	5	15	origin	origin	NOUN
easat-4508	5	16	was	be	AUX
easat-4508	5	17	detected	detect	VERB
easat-4508	5	18	in	in	ADP
easat-4508	5	19	wuhan	wuhan	PROPN
easat-4508	5	20	,	,	PUNCT
easat-4508	5	21	china	china	PROPN
easat-4508	5	22	.	.	PUNCT
easat-4508	6	1	it	it	PRON
easat-4508	6	2	was	be	AUX
easat-4508	6	3	later	later	ADV
easat-4508	6	4	determined	determined	ADJ
easat-4508	6	5	that	that	SCONJ
easat-4508	6	6	the	the	DET
easat-4508	6	7	illness	illness	NOUN
easat-4508	6	8	was	be	AUX
easat-4508	6	9	caused	cause	VERB
easat-4508	6	10	by	by	ADP
easat-4508	6	11	the	the	DET
easat-4508	6	12	sars	sar	NOUN
easat-4508	6	13	-	-	PUNCT
easat-4508	6	14	cov-2	cov-2	NOUN
easat-4508	6	15	virus	virus	NOUN
easat-4508	6	16	,	,	PUNCT
easat-4508	6	17	and	and	CCONJ
easat-4508	6	18	in	in	ADP
easat-4508	6	19	2020	2020	NUM
easat-4508	6	20	,	,	PUNCT
easat-4508	6	21	the	the	DET
easat-4508	6	22	world	world	PROPN
easat-4508	6	23	health	health	PROPN
easat-4508	6	24	organization	organization	NOUN
easat-4508	6	25	designated	designate	VERB
easat-4508	6	26	this	this	DET
easat-4508	6	27	disease	disease	NOUN
easat-4508	6	28	as	as	ADP
easat-4508	6	29	covid-19	covid-19	PROPN
easat-4508	6	30	.	.	PUNCT
easat-4508	7	1	various	various	ADJ
easat-4508	7	2	efforts	effort	NOUN
easat-4508	7	3	have	have	AUX
easat-4508	7	4	been	be	AUX
easat-4508	7	5	made	make	VERB
easat-4508	7	6	to	to	PART
easat-4508	7	7	enable	enable	VERB
easat-4508	7	8	timely	timely	ADJ
easat-4508	7	9	detection	detection	NOUN
easat-4508	7	10	of	of	ADP
easat-4508	7	11	covid-19	covid-19	PROPN
easat-4508	7	12	within	within	ADP
easat-4508	7	13	the	the	DET
easat-4508	7	14	field	field	NOUN
easat-4508	7	15	of	of	ADP
easat-4508	7	16	computational	computational	ADJ
easat-4508	7	17	systems	system	NOUN
easat-4508	7	18	.	.	PUNCT
easat-4508	8	1	this	this	DET
easat-4508	8	2	study	study	NOUN
easat-4508	8	3	proposes	propose	VERB
easat-4508	8	4	detecting	detect	VERB
easat-4508	8	5	covid-19	covid-19	PROPN
easat-4508	8	6	based	base	VERB
easat-4508	8	7	on	on	ADP
easat-4508	8	8	the	the	DET
easat-4508	8	9	symptoms	symptom	NOUN
easat-4508	8	10	experienced	experience	VERB
easat-4508	8	11	by	by	ADP
easat-4508	8	12	patients	patient	NOUN
easat-4508	8	13	,	,	PUNCT
easat-4508	8	14	utilizing	utilize	VERB
easat-4508	8	15	data	datum	NOUN
easat-4508	8	16	provided	provide	VERB
easat-4508	8	17	by	by	ADP
easat-4508	8	18	the	the	DET
easat-4508	8	19	national	national	ADJ
easat-4508	8	20	epidemiological	epidemiological	ADJ
easat-4508	8	21	surveillance	surveillance	NOUN
easat-4508	8	22	system	system	NOUN
easat-4508	8	23	(	(	PUNCT
easat-4508	8	24	sinave	sinave	NOUN
easat-4508	8	25	)	)	PUNCT
easat-4508	8	26	of	of	ADP
easat-4508	8	27	mexico	mexico	PROPN
easat-4508	8	28	city	city	NOUN
easat-4508	8	29	,	,	PUNCT
easat-4508	8	30	from	from	ADP
easat-4508	8	31	which	which	PRON
easat-4508	8	32	403,185	403,185	NUM
easat-4508	8	33	records	record	NOUN
easat-4508	8	34	were	be	AUX
easat-4508	8	35	used	use	VERB
easat-4508	8	36	.	.	PUNCT
easat-4508	9	1	in	in	ADP
easat-4508	9	2	situations	situation	NOUN
easat-4508	9	3	where	where	SCONJ
easat-4508	9	4	positive	positive	ADJ
easat-4508	9	5	cases	case	NOUN
easat-4508	9	6	of	of	ADP
easat-4508	9	7	covid-19	covid-19	PROPN
easat-4508	9	8	are	be	AUX
easat-4508	9	9	detected	detect	VERB
easat-4508	9	10	,	,	PUNCT
easat-4508	9	11	it	it	PRON
easat-4508	9	12	is	be	AUX
easat-4508	9	13	predicted	predict	VERB
easat-4508	9	14	whether	whether	SCONJ
easat-4508	9	15	it	it	PRON
easat-4508	9	16	will	will	AUX
easat-4508	9	17	be	be	AUX
easat-4508	9	18	a	a	DET
easat-4508	9	19	serious	serious	ADJ
easat-4508	9	20	case	case	NOUN
easat-4508	9	21	in	in	ADP
easat-4508	9	22	which	which	PRON
easat-4508	9	23	the	the	DET
easat-4508	9	24	patient	patient	NOUN
easat-4508	9	25	needs	need	VERB
easat-4508	9	26	to	to	PART
easat-4508	9	27	be	be	AUX
easat-4508	9	28	intubated	intubate	VERB
easat-4508	9	29	or	or	CCONJ
easat-4508	9	30	admitted	admit	VERB
easat-4508	9	31	to	to	ADP
easat-4508	9	32	the	the	DET
easat-4508	9	33	intensive	intensive	ADJ
easat-4508	9	34	care	care	NOUN
easat-4508	9	35	unit	unit	NOUN
easat-4508	9	36	.	.	PUNCT
easat-4508	10	1	for	for	ADP
easat-4508	10	2	this	this	PRON
easat-4508	10	3	,	,	PUNCT
easat-4508	10	4	classification	classification	NOUN
easat-4508	10	5	and	and	CCONJ
easat-4508	10	6	regression	regression	NOUN
easat-4508	10	7	decision	decision	NOUN
easat-4508	10	8	trees	tree	NOUN
easat-4508	10	9	(	(	PUNCT
easat-4508	10	10	cart	cart	NOUN
easat-4508	10	11	)	)	PUNCT
easat-4508	10	12	are	be	AUX
easat-4508	10	13	used	use	VERB
easat-4508	10	14	.	.	PUNCT
easat-4508	11	1	different	different	ADJ
easat-4508	11	2	parameters	parameter	NOUN
easat-4508	11	3	were	be	AUX
easat-4508	11	4	considered	consider	VERB
easat-4508	11	5	to	to	PART
easat-4508	11	6	define	define	VERB
easat-4508	11	7	the	the	DET
easat-4508	11	8	cart	cart	NOUN
easat-4508	11	9	model	model	NOUN
easat-4508	11	10	,	,	PUNCT
easat-4508	11	11	and	and	CCONJ
easat-4508	11	12	the	the	DET
easat-4508	11	13	stepwise	stepwise	ADJ
easat-4508	11	14	variable	variable	ADJ
easat-4508	11	15	selection	selection	NOUN
easat-4508	11	16	process	process	NOUN
easat-4508	11	17	was	be	AUX
easat-4508	11	18	also	also	ADV
easat-4508	11	19	used	use	VERB
easat-4508	11	20	to	to	PART
easat-4508	11	21	determine	determine	VERB
easat-4508	11	22	the	the	DET
easat-4508	11	23	significant	significant	ADJ
easat-4508	11	24	variables	variable	NOUN
easat-4508	11	25	that	that	PRON
easat-4508	11	26	offer	offer	VERB
easat-4508	11	27	the	the	DET
easat-4508	11	28	best	good	ADJ
easat-4508	11	29	results	result	NOUN
easat-4508	11	30	,	,	PUNCT
easat-4508	11	31	obtaining	obtain	VERB
easat-4508	11	32	an	an	DET
easat-4508	11	33	accuracy	accuracy	NOUN
easat-4508	11	34	of	of	ADP
easat-4508	11	35	87.04	87.04	NUM
easat-4508	11	36	%	%	NOUN
easat-4508	11	37	.	.	PUNCT
easat-4508	12	1	this	this	DET
easat-4508	12	2	study	study	NOUN
easat-4508	12	3	shows	show	VERB
easat-4508	12	4	progress	progress	NOUN
easat-4508	12	5	in	in	ADP
easat-4508	12	6	the	the	DET
easat-4508	12	7	detection	detection	NOUN
easat-4508	12	8	of	of	ADP
easat-4508	12	9	covid-19	covid-19	PROPN
easat-4508	12	10	using	use	VERB
easat-4508	12	11	only	only	ADV
easat-4508	12	12	the	the	DET
easat-4508	12	13	symptoms	symptom	NOUN
easat-4508	12	14	presented	present	VERB
easat-4508	12	15	by	by	ADP
easat-4508	12	16	the	the	DET
easat-4508	12	17	patients	patient	NOUN
easat-4508	12	18	.	.	PUNCT
easat-4508	13	1	keywords	keyword	NOUN
easat-4508	13	2	:	:	PUNCT
easat-4508	13	3	covid-19	covid-19	PROPN
easat-4508	13	4	,	,	PUNCT
easat-4508	13	5	decision	decision	NOUN
easat-4508	13	6	trees	tree	NOUN
easat-4508	13	7	,	,	PUNCT
easat-4508	13	8	machine	machine	NOUN
easat-4508	13	9	learning	learning	NOUN
easat-4508	13	10	,	,	PUNCT
easat-4508	13	11	variable	variable	ADJ
easat-4508	13	12	selection	selection	NOUN
easat-4508	13	13	.	.	PUNCT
easat-4508	14	1	1	1	X
easat-4508	14	2	.	.	X
easat-4508	14	3	introduction	introduction	NOUN
easat-4508	14	4	at	at	ADP
easat-4508	14	5	the	the	DET
easat-4508	14	6	end	end	NOUN
easat-4508	14	7	of	of	ADP
easat-4508	14	8	2019	2019	NUM
easat-4508	14	9	,	,	PUNCT
easat-4508	14	10	cases	case	NOUN
easat-4508	14	11	of	of	ADP
easat-4508	14	12	a	a	DET
easat-4508	14	13	novel	novel	ADJ
easat-4508	14	14	disease	disease	NOUN
easat-4508	14	15	characterized	characterize	VERB
easat-4508	14	16	by	by	ADP
easat-4508	14	17	pneumonia	pneumonia	NOUN
easat-4508	14	18	caused	cause	VERB
easat-4508	14	19	by	by	ADP
easat-4508	14	20	the	the	DET
easat-4508	14	21	new	new	ADJ
easat-4508	14	22	sarscov-2	sarscov-2	PROPN
easat-4508	14	23	coronavirus	coronavirus	NOUN
easat-4508	14	24	were	be	AUX
easat-4508	14	25	reported	report	VERB
easat-4508	14	26	.	.	PUNCT
easat-4508	15	1	in	in	ADP
easat-4508	15	2	2020	2020	NUM
easat-4508	15	3	,	,	PUNCT
easat-4508	15	4	the	the	DET
easat-4508	15	5	world	world	PROPN
easat-4508	15	6	health	health	PROPN
easat-4508	15	7	organization	organization	NOUN
easat-4508	15	8	officially	officially	ADV
easat-4508	15	9	named	name	VERB
easat-4508	15	10	this	this	DET
easat-4508	15	11	disease	disease	NOUN
easat-4508	15	12	covid-19	covid-19	PROPN
easat-4508	15	13	and	and	CCONJ
easat-4508	15	14	declared	declare	VERB
easat-4508	15	15	it	it	PRON
easat-4508	15	16	a	a	DET
easat-4508	15	17	global	global	ADJ
easat-4508	15	18	pandemic	pandemic	NOUN
easat-4508	15	19	in	in	ADP
easat-4508	15	20	the	the	DET
easat-4508	15	21	same	same	ADJ
easat-4508	15	22	year	year	NOUN
easat-4508	15	23	.	.	PUNCT
easat-4508	16	1	by	by	ADP
easat-4508	16	2	february	february	PROPN
easat-4508	16	3	2023	2023	NUM
easat-4508	16	4	,	,	PUNCT
easat-4508	16	5	there	there	PRON
easat-4508	16	6	were	be	VERB
easat-4508	16	7	762	762	NUM
easat-4508	16	8	million	million	NUM
easat-4508	16	9	reported	report	VERB
easat-4508	16	10	covid-19	covid-19	PROPN
easat-4508	16	11	cases	case	NOUN
easat-4508	16	12	and	and	CCONJ
easat-4508	16	13	6.8	6.8	NUM
easat-4508	16	14	million	million	NUM
easat-4508	16	15	deaths	death	NOUN
easat-4508	16	16	worldwide	worldwide	ADV
easat-4508	17	1	[	[	X
easat-4508	17	2	1	1	NUM
easat-4508	17	3	]	]	PUNCT
easat-4508	17	4	.	.	PUNCT
easat-4508	18	1	since	since	SCONJ
easat-4508	18	2	the	the	DET
easat-4508	18	3	onset	onset	NOUN
easat-4508	18	4	of	of	ADP
easat-4508	18	5	the	the	DET
easat-4508	18	6	pandemic	pandemic	ADJ
easat-4508	18	7	,	,	PUNCT
easat-4508	18	8	various	various	ADJ
easat-4508	18	9	scientific	scientific	ADJ
easat-4508	18	10	and	and	CCONJ
easat-4508	18	11	medical	medical	ADJ
easat-4508	18	12	fields	field	NOUN
easat-4508	18	13	have	have	AUX
easat-4508	18	14	conducted	conduct	VERB
easat-4508	18	15	research	research	NOUN
easat-4508	18	16	to	to	PART
easat-4508	18	17	understand	understand	VERB
easat-4508	18	18	,	,	PUNCT
easat-4508	18	19	characterize	characterize	VERB
easat-4508	18	20	,	,	PUNCT
easat-4508	18	21	detect	detect	NOUN
easat-4508	18	22	,	,	PUNCT
easat-4508	18	23	and	and	CCONJ
easat-4508	18	24	combat	combat	VERB
easat-4508	18	25	the	the	DET
easat-4508	18	26	disease	disease	NOUN
easat-4508	18	27	.	.	PUNCT
easat-4508	19	1	for	for	ADP
easat-4508	19	2	its	its	PRON
easat-4508	19	3	part	part	NOUN
easat-4508	19	4	,	,	PUNCT
easat-4508	19	5	artificial	artificial	ADJ
easat-4508	19	6	intelligence	intelligence	NOUN
easat-4508	19	7	(	(	PUNCT
easat-4508	19	8	ai	ai	NOUN
easat-4508	19	9	)	)	PUNCT
easat-4508	19	10	has	have	AUX
easat-4508	19	11	played	play	VERB
easat-4508	19	12	an	an	DET
easat-4508	19	13	important	important	ADJ
easat-4508	19	14	role	role	NOUN
easat-4508	19	15	in	in	ADP
easat-4508	19	16	the	the	DET
easat-4508	19	17	development	development	NOUN
easat-4508	19	18	of	of	ADP
easat-4508	19	19	applications	application	NOUN
easat-4508	19	20	in	in	ADP
easat-4508	19	21	the	the	DET
easat-4508	19	22	field	field	NOUN
easat-4508	19	23	of	of	ADP
easat-4508	19	24	medicine	medicine	NOUN
easat-4508	19	25	,	,	PUNCT
easat-4508	19	26	being	be	AUX
easat-4508	19	27	a	a	DET
easat-4508	19	28	key	key	ADJ
easat-4508	19	29	piece	piece	NOUN
easat-4508	19	30	in	in	ADP
easat-4508	19	31	the	the	DET
easat-4508	19	32	rapid	rapid	ADJ
easat-4508	19	33	diagnosis	diagnosis	NOUN
easat-4508	19	34	of	of	ADP
easat-4508	19	35	the	the	DET
easat-4508	19	36	disease	disease	NOUN
easat-4508	19	37	[	[	X
easat-4508	19	38	2	2	NUM
easat-4508	19	39	]	]	PUNCT
easat-4508	19	40	.	.	PUNCT
easat-4508	20	1	machine	machine	NOUN
easat-4508	20	2	learning	learning	NOUN
easat-4508	20	3	is	be	AUX
easat-4508	20	4	a	a	DET
easat-4508	20	5	part	part	NOUN
easat-4508	20	6	of	of	ADP
easat-4508	20	7	ai	ai	NOUN
easat-4508	20	8	and	and	CCONJ
easat-4508	20	9	focuses	focus	VERB
easat-4508	20	10	on	on	ADP
easat-4508	20	11	developing	develop	VERB
easat-4508	20	12	systems	system	NOUN
easat-4508	20	13	that	that	PRON
easat-4508	20	14	learn	learn	VERB
easat-4508	20	15	or	or	CCONJ
easat-4508	20	16	improve	improve	VERB
easat-4508	20	17	performance	performance	NOUN
easat-4508	20	18	from	from	ADP
easat-4508	20	19	certain	certain	ADJ
easat-4508	20	20	input	input	NOUN
easat-4508	20	21	data	datum	NOUN
easat-4508	20	22	.	.	PUNCT
easat-4508	21	1	within	within	ADP
easat-4508	21	2	the	the	DET
easat-4508	21	3	field	field	NOUN
easat-4508	21	4	of	of	ADP
easat-4508	21	5	machine	machine	NOUN
easat-4508	21	6	learning	learning	NOUN
easat-4508	21	7	,	,	PUNCT
easat-4508	21	8	work	work	NOUN
easat-4508	21	9	has	have	AUX
easat-4508	21	10	been	be	AUX
easat-4508	21	11	developed	develop	VERB
easat-4508	21	12	that	that	PRON
easat-4508	21	13	includes	include	VERB
easat-4508	21	14	the	the	DET
easat-4508	21	15	detection	detection	NOUN
easat-4508	21	16	of	of	ADP
easat-4508	21	17	covid-19	covid-19	PROPN
easat-4508	21	18	from	from	ADP
easat-4508	21	19	voice	voice	NOUN
easat-4508	21	20	signals	signal	NOUN
easat-4508	21	21	.	.	PUNCT
easat-4508	22	1	dash	dash	NOUN
easat-4508	22	2	,	,	PUNCT
easat-4508	22	3	et	et	PROPN
easat-4508	22	4	al	al	PROPN
easat-4508	22	5	.	.	PUNCT
easat-4508	23	1	[	[	X
easat-4508	23	2	3	3	NUM
easat-4508	23	3	]	]	PUNCT
easat-4508	23	4	coughs	cough	NOUN
easat-4508	23	5	,	,	PUNCT
easat-4508	23	6	and	and	CCONJ
easat-4508	23	7	breathing	breathing	NOUN
easat-4508	23	8	patterns	pattern	NOUN
easat-4508	23	9	[	[	X
easat-4508	23	10	4	4	NUM
easat-4508	23	11	,	,	PUNCT
easat-4508	23	12	5	5	NUM
easat-4508	23	13	]	]	PUNCT
easat-4508	23	14	.	.	PUNCT
easat-4508	24	1	additionally	additionally	ADV
easat-4508	24	2	,	,	PUNCT
easat-4508	24	3	research	research	NOUN
easat-4508	24	4	has	have	AUX
easat-4508	24	5	employed	employ	VERB
easat-4508	24	6	chest	chest	NOUN
easat-4508	24	7	x	x	NOUN
easat-4508	24	8	-	-	NOUN
easat-4508	24	9	rays	ray	NOUN
easat-4508	24	10	for	for	ADP
easat-4508	24	11	covid-19	covid-19	PROPN
easat-4508	24	12	detection	detection	NOUN
easat-4508	24	13	,	,	PUNCT
easat-4508	24	14	leveraging	leverage	VERB
easat-4508	24	15	deep	deep	ADJ
easat-4508	24	16	learning	learning	NOUN
easat-4508	24	17	to	to	PART
easat-4508	24	18	achieve	achieve	VERB
easat-4508	24	19	results	result	NOUN
easat-4508	24	20	[	[	X
easat-4508	24	21	6	6	NUM
easat-4508	24	22	-	-	SYM
easat-4508	24	23	8	8	NUM
easat-4508	24	24	]	]	PUNCT
easat-4508	24	25	.	.	PUNCT
easat-4508	25	1	other	other	ADJ
easat-4508	25	2	studies	study	NOUN
easat-4508	25	3	have	have	AUX
easat-4508	25	4	utilized	utilize	VERB
easat-4508	25	5	human	human	ADJ
easat-4508	25	6	genome	genome	NOUN
easat-4508	25	7	data	datum	NOUN
easat-4508	25	8	alongside	alongside	ADP
easat-4508	25	9	classifiers	classifier	NOUN
easat-4508	25	10	such	such	ADJ
easat-4508	25	11	as	as	ADP
easat-4508	25	12	decision	decision	NOUN
easat-4508	25	13	trees	tree	NOUN
easat-4508	25	14	and	and	CCONJ
easat-4508	25	15	support	support	VERB
easat-4508	25	16	vector	vector	NOUN
easat-4508	25	17	machines	machine	NOUN
easat-4508	25	18	[	[	X
easat-4508	25	19	9	9	NUM
easat-4508	25	20	]	]	PUNCT
easat-4508	25	21	.	.	PUNCT
easat-4508	26	1	some	some	DET
easat-4508	26	2	researchers	researcher	NOUN
easat-4508	26	3	focus	focus	VERB
easat-4508	26	4	on	on	ADP
easat-4508	26	5	the	the	DET
easat-4508	26	6	appearance	appearance	NOUN
easat-4508	26	7	of	of	ADP
easat-4508	26	8	covid-19	covid-19	PROPN
easat-4508	26	9	symptoms	symptom	NOUN
easat-4508	26	10	,	,	PUNCT
easat-4508	26	11	some	some	PRON
easat-4508	26	12	of	of	ADP
easat-4508	26	13	them	they	PRON
easat-4508	26	14	looking	look	VERB
easat-4508	26	15	for	for	ADP
easat-4508	26	16	the	the	DET
easat-4508	26	17	relationship	relationship	NOUN
easat-4508	26	18	between	between	ADP
easat-4508	26	19	the	the	DET
easat-4508	26	20	initial	initial	ADJ
easat-4508	26	21	symptoms	symptom	NOUN
easat-4508	26	22	and	and	CCONJ
easat-4508	26	23	the	the	DET
easat-4508	26	24	anxiety	anxiety	NOUN
easat-4508	26	25	associated	associate	VERB
easat-4508	26	26	with	with	ADP
easat-4508	26	27	the	the	DET
easat-4508	26	28	virus	virus	NOUN
easat-4508	27	1	[	[	X
easat-4508	27	2	10	10	NUM
easat-4508	27	3	]	]	PUNCT
easat-4508	27	4	while	while	SCONJ
easat-4508	27	5	other	other	ADJ
easat-4508	27	6	researchers	researcher	NOUN
easat-4508	27	7	are	be	AUX
easat-4508	27	8	tasked	task	VERB
easat-4508	27	9	with	with	ADP
easat-4508	27	10	monitoring	monitor	VERB
easat-4508	27	11	the	the	DET
easat-4508	27	12	symptoms	symptom	NOUN
easat-4508	27	13	that	that	PRON
easat-4508	27	14	patients	patient	NOUN
easat-4508	27	15	suffer	suffer	VERB
easat-4508	27	16	to	to	PART
easat-4508	27	17	control	control	VERB
easat-4508	27	18	the	the	DET
easat-4508	27	19	virus	virus	NOUN
easat-4508	27	20	and	and	CCONJ
easat-4508	27	21	prevent	prevent	VERB
easat-4508	27	22	hospitalizations	hospitalization	NOUN
easat-4508	27	23	[	[	X
easat-4508	27	24	11	11	NUM
easat-4508	27	25	]	]	PUNCT
easat-4508	27	26	on	on	ADP
easat-4508	27	27	the	the	DET
easat-4508	27	28	other	other	ADJ
easat-4508	27	29	hand	hand	NOUN
easat-4508	27	30	,	,	PUNCT
easat-4508	27	31	there	there	PRON
easat-4508	27	32	are	be	VERB
easat-4508	27	33	other	other	ADJ
easat-4508	27	34	researchers	researcher	NOUN
easat-4508	27	35	whose	whose	DET
easat-4508	27	36	main	main	ADJ
easat-4508	27	37	interest	interest	NOUN
easat-4508	27	38	is	be	AUX
easat-4508	27	39	to	to	PART
easat-4508	27	40	understand	understand	VERB
easat-4508	27	41	the	the	DET
easat-4508	27	42	number	number	NOUN
easat-4508	27	43	of	of	ADP
easat-4508	27	44	symptoms	symptom	NOUN
easat-4508	27	45	identified	identify	VERB
easat-4508	27	46	in	in	ADP
easat-4508	27	47	patients	patient	NOUN
easat-4508	27	48	with	with	ADP
easat-4508	27	49	covid-19	covid-19	PROPN
easat-4508	27	50	and	and	CCONJ
easat-4508	27	51	their	their	PRON
easat-4508	27	52	association	association	NOUN
easat-4508	27	53	with	with	ADP
easat-4508	27	54	different	different	ADJ
easat-4508	27	55	age	age	NOUN
easat-4508	27	56	groups	group	NOUN
easat-4508	27	57	[	[	X
easat-4508	27	58	12	12	NUM
easat-4508	27	59	]	]	X
easat-4508	27	60	it	it	PRON
easat-4508	27	61	is	be	AUX
easat-4508	27	62	observed	observe	VERB
easat-4508	27	63	that	that	SCONJ
easat-4508	27	64	all	all	DET
easat-4508	27	65	these	these	DET
easat-4508	27	66	works	work	NOUN
easat-4508	27	67	are	be	AUX
easat-4508	27	68	related	relate	VERB
easat-4508	27	69	to	to	ADP
easat-4508	27	70	the	the	DET
easat-4508	27	71	symptoms	symptom	NOUN
easat-4508	27	72	of	of	ADP
easat-4508	27	73	the	the	DET
easat-4508	27	74	disease	disease	NOUN
easat-4508	27	75	.	.	PUNCT
easat-4508	28	1	https://orcid.org/0000-0002-3519-6328	https://orcid.org/0000-0002-3519-6328	ADV
easat-4508	28	2	https://orcid.org/0000-0001-9421-5923	https://orcid.org/0000-0001-9421-5923	PRON
easat-4508	28	3	https://orcid.org/0000-0001-9265-4228	https://orcid.org/0000-0001-9265-4228	PROPN
easat-4508	28	4	https://orcid.org/0009-0007-9540-9157	https://orcid.org/0009-0007-9540-9157	PROPN
easat-4508	28	5	449	449	NUM
easat-4508	28	6	edelweiss	edelweiss	PROPN
easat-4508	28	7	applied	apply	VERB
easat-4508	28	8	science	science	NOUN
easat-4508	28	9	and	and	CCONJ
easat-4508	28	10	technology	technology	NOUN
easat-4508	28	11	issn	issn	PROPN
easat-4508	28	12	:	:	PUNCT
easat-4508	28	13	2576	2576	NUM
easat-4508	28	14	-	-	SYM
easat-4508	28	15	8484	8484	NUM
easat-4508	28	16	vol	vol	NOUN
easat-4508	28	17	.	.	PROPN
easat-4508	29	1	9	9	NUM
easat-4508	29	2	,	,	PUNCT
easat-4508	29	3	no	no	INTJ
easat-4508	29	4	.	.	NOUN
easat-4508	29	5	2	2	NUM
easat-4508	29	6	:	:	PUNCT
easat-4508	29	7	448	448	NUM
easat-4508	29	8	-	-	SYM
easat-4508	29	9	456	456	NUM
easat-4508	29	10	,	,	PUNCT
easat-4508	29	11	2025	2025	NUM
easat-4508	29	12	doi	doi	NOUN
easat-4508	29	13	:	:	PUNCT
easat-4508	29	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	29	15	©	©	PROPN
easat-4508	29	16	2025	2025	NUM
easat-4508	29	17	by	by	ADP
easat-4508	29	18	the	the	DET
easat-4508	29	19	authors	author	NOUN
easat-4508	29	20	;	;	PUNCT
easat-4508	29	21	licensee	licensee	PROPN
easat-4508	29	22	learning	learning	NOUN
easat-4508	29	23	gate	gate	VERB
easat-4508	29	24	some	some	DET
easat-4508	29	25	investigations	investigation	NOUN
easat-4508	29	26	have	have	AUX
easat-4508	29	27	relied	rely	VERB
easat-4508	29	28	on	on	ADP
easat-4508	29	29	health	health	NOUN
easat-4508	29	30	information	information	NOUN
easat-4508	29	31	systems	system	NOUN
easat-4508	29	32	that	that	PRON
easat-4508	29	33	provide	provide	VERB
easat-4508	29	34	statistical	statistical	ADJ
easat-4508	29	35	data	datum	NOUN
easat-4508	29	36	to	to	PART
easat-4508	29	37	compare	compare	VERB
easat-4508	29	38	morbidity	morbidity	NOUN
easat-4508	29	39	information	information	NOUN
easat-4508	29	40	across	across	ADP
easat-4508	29	41	databases	database	NOUN
easat-4508	29	42	for	for	ADP
easat-4508	29	43	managing	manage	VERB
easat-4508	29	44	covid-19	covid-19	PROPN
easat-4508	30	1	[	[	X
easat-4508	30	2	13	13	NUM
easat-4508	30	3	]	]	PUNCT
easat-4508	30	4	.	.	PUNCT
easat-4508	31	1	these	these	DET
easat-4508	31	2	data	datum	NOUN
easat-4508	31	3	have	have	AUX
easat-4508	31	4	also	also	ADV
easat-4508	31	5	been	be	AUX
easat-4508	31	6	used	use	VERB
easat-4508	31	7	for	for	ADP
easat-4508	31	8	clinical	clinical	ADJ
easat-4508	31	9	and	and	CCONJ
easat-4508	31	10	hospitalization	hospitalization	NOUN
easat-4508	31	11	predictions	prediction	NOUN
easat-4508	31	12	[	[	X
easat-4508	31	13	14	14	NUM
easat-4508	31	14	]	]	PUNCT
easat-4508	31	15	and	and	CCONJ
easat-4508	31	16	mortality	mortality	NOUN
easat-4508	31	17	forecasts	forecast	NOUN
easat-4508	31	18	[	[	X
easat-4508	31	19	15	15	NUM
easat-4508	31	20	]	]	PUNCT
easat-4508	31	21	.	.	PUNCT
easat-4508	32	1	other	other	ADJ
easat-4508	32	2	research	research	NOUN
easat-4508	32	3	has	have	AUX
easat-4508	32	4	utilized	utilize	VERB
easat-4508	32	5	clinical	clinical	ADJ
easat-4508	32	6	data	datum	NOUN
easat-4508	32	7	to	to	PART
easat-4508	32	8	assess	assess	VERB
easat-4508	32	9	the	the	DET
easat-4508	32	10	severity	severity	NOUN
easat-4508	32	11	of	of	ADP
easat-4508	32	12	covid-19	covid-19	PROPN
easat-4508	32	13	cases	case	NOUN
easat-4508	32	14	[	[	X
easat-4508	32	15	16	16	NUM
easat-4508	32	16	,	,	PUNCT
easat-4508	32	17	17	17	NUM
easat-4508	32	18	]	]	PUNCT
easat-4508	32	19	while	while	SCONJ
easat-4508	32	20	some	some	DET
easat-4508	32	21	studies	study	NOUN
easat-4508	32	22	have	have	AUX
easat-4508	32	23	calculated	calculate	VERB
easat-4508	32	24	the	the	DET
easat-4508	32	25	probability	probability	NOUN
easat-4508	32	26	of	of	ADP
easat-4508	32	27	hospitalization	hospitalization	NOUN
easat-4508	32	28	and	and	CCONJ
easat-4508	32	29	mortality	mortality	NOUN
easat-4508	32	30	for	for	ADP
easat-4508	32	31	covid-19	covid-19	PROPN
easat-4508	32	32	patients	patient	NOUN
easat-4508	32	33	with	with	ADP
easat-4508	32	34	comorbidities	comorbiditie	NOUN
easat-4508	32	35	using	use	VERB
easat-4508	32	36	clinical	clinical	ADJ
easat-4508	32	37	data	datum	NOUN
easat-4508	32	38	[	[	X
easat-4508	32	39	18	18	NUM
easat-4508	32	40	]	]	PUNCT
easat-4508	32	41	.	.	PUNCT
easat-4508	33	1	this	this	DET
easat-4508	33	2	study	study	NOUN
easat-4508	33	3	proposes	propose	VERB
easat-4508	33	4	using	use	VERB
easat-4508	33	5	statistical	statistical	ADJ
easat-4508	33	6	data	datum	NOUN
easat-4508	33	7	from	from	ADP
easat-4508	33	8	health	health	NOUN
easat-4508	33	9	information	information	NOUN
easat-4508	33	10	systems	system	NOUN
easat-4508	33	11	in	in	ADP
easat-4508	33	12	mexico	mexico	PROPN
easat-4508	33	13	city	city	NOUN
easat-4508	33	14	to	to	PART
easat-4508	33	15	detect	detect	VERB
easat-4508	33	16	covid-19	covid-19	PROPN
easat-4508	33	17	based	base	VERB
easat-4508	33	18	on	on	ADP
easat-4508	33	19	symptoms	symptom	NOUN
easat-4508	33	20	reported	report	VERB
easat-4508	33	21	by	by	ADP
easat-4508	33	22	patients	patient	NOUN
easat-4508	33	23	.	.	PUNCT
easat-4508	34	1	if	if	SCONJ
easat-4508	34	2	a	a	DET
easat-4508	34	3	positive	positive	ADJ
easat-4508	34	4	covid-19	covid-19	PROPN
easat-4508	34	5	diagnosis	diagnosis	NOUN
easat-4508	34	6	is	be	AUX
easat-4508	34	7	determined	determine	VERB
easat-4508	34	8	,	,	PUNCT
easat-4508	34	9	the	the	DET
easat-4508	34	10	study	study	NOUN
easat-4508	34	11	aims	aim	VERB
easat-4508	34	12	to	to	PART
easat-4508	34	13	predict	predict	VERB
easat-4508	34	14	the	the	DET
easat-4508	34	15	severity	severity	NOUN
easat-4508	34	16	of	of	ADP
easat-4508	34	17	the	the	DET
easat-4508	34	18	case	case	NOUN
easat-4508	34	19	,	,	PUNCT
easat-4508	34	20	including	include	VERB
easat-4508	34	21	the	the	DET
easat-4508	34	22	likelihood	likelihood	NOUN
easat-4508	34	23	of	of	ADP
easat-4508	34	24	intubation	intubation	NOUN
easat-4508	34	25	and	and	CCONJ
easat-4508	34	26	the	the	DET
easat-4508	34	27	need	need	NOUN
easat-4508	34	28	for	for	ADP
easat-4508	34	29	icu	icu	PROPN
easat-4508	34	30	admission	admission	NOUN
easat-4508	34	31	.	.	PUNCT
easat-4508	35	1	the	the	DET
easat-4508	35	2	health	health	NOUN
easat-4508	35	3	information	information	NOUN
easat-4508	35	4	data	datum	NOUN
easat-4508	35	5	are	be	AUX
easat-4508	35	6	sourced	source	VERB
easat-4508	35	7	from	from	ADP
easat-4508	35	8	the	the	DET
easat-4508	35	9	national	national	ADJ
easat-4508	35	10	epidemiological	epidemiological	ADJ
easat-4508	35	11	surveillance	surveillance	NOUN
easat-4508	35	12	system	system	NOUN
easat-4508	35	13	(	(	PUNCT
easat-4508	35	14	sinave	sinave	NOUN
easat-4508	35	15	)	)	PUNCT
easat-4508	35	16	database	database	NOUN
easat-4508	35	17	.	.	PUNCT
easat-4508	36	1	2	2	X
easat-4508	36	2	.	.	X
easat-4508	36	3	materials	material	NOUN
easat-4508	36	4	and	and	CCONJ
easat-4508	36	5	methods	method	NOUN
easat-4508	36	6	2.1	2.1	NUM
easat-4508	36	7	.	.	PUNCT
easat-4508	37	1	decision	decision	NOUN
easat-4508	37	2	trees	tree	NOUN
easat-4508	37	3	a	a	DET
easat-4508	37	4	decision	decision	NOUN
easat-4508	37	5	tree	tree	NOUN
easat-4508	37	6	is	be	AUX
easat-4508	37	7	a	a	DET
easat-4508	37	8	classification	classification	NOUN
easat-4508	37	9	model	model	NOUN
easat-4508	37	10	structured	structure	VERB
easat-4508	37	11	like	like	ADP
easat-4508	37	12	a	a	DET
easat-4508	37	13	tree	tree	NOUN
easat-4508	37	14	.	.	PUNCT
easat-4508	38	1	each	each	DET
easat-4508	38	2	internal	internal	ADJ
easat-4508	38	3	node	node	NOUN
easat-4508	38	4	represents	represent	VERB
easat-4508	38	5	a	a	DET
easat-4508	38	6	decision	decision	NOUN
easat-4508	38	7	attribute	attribute	NOUN
easat-4508	38	8	or	or	CCONJ
easat-4508	38	9	feature	feature	NOUN
easat-4508	38	10	,	,	PUNCT
easat-4508	38	11	and	and	CCONJ
easat-4508	38	12	the	the	DET
easat-4508	38	13	branches	branch	NOUN
easat-4508	38	14	correspond	correspond	VERB
easat-4508	38	15	to	to	ADP
easat-4508	38	16	decision	decision	NOUN
easat-4508	38	17	rules	rule	NOUN
easat-4508	38	18	.	.	PUNCT
easat-4508	39	1	the	the	DET
easat-4508	39	2	leaf	leaf	NOUN
easat-4508	39	3	nodes	node	NOUN
easat-4508	39	4	represent	represent	VERB
easat-4508	39	5	the	the	DET
easat-4508	39	6	model	model	NOUN
easat-4508	39	7	's	's	PART
easat-4508	39	8	outputs	output	NOUN
easat-4508	39	9	,	,	PUNCT
easat-4508	39	10	facilitating	facilitate	VERB
easat-4508	39	11	decision	decision	NOUN
easat-4508	39	12	-	-	PUNCT
easat-4508	39	13	making	making	NOUN
easat-4508	39	14	by	by	ADP
easat-4508	39	15	formulating	formulate	VERB
easat-4508	39	16	a	a	DET
easat-4508	39	17	test	test	NOUN
easat-4508	39	18	that	that	PRON
easat-4508	39	19	begins	begin	VERB
easat-4508	39	20	at	at	ADP
easat-4508	39	21	the	the	DET
easat-4508	39	22	root	root	NOUN
easat-4508	39	23	node	node	NOUN
easat-4508	39	24	and	and	CCONJ
easat-4508	39	25	proceeds	proceed	VERB
easat-4508	39	26	to	to	ADP
easat-4508	39	27	a	a	DET
easat-4508	39	28	leaf	leaf	NOUN
easat-4508	39	29	node	node	NOUN
easat-4508	39	30	.	.	PUNCT
easat-4508	40	1	2.2	2.2	NUM
easat-4508	40	2	.	.	PUNCT
easat-4508	40	3	confusion	confusion	NOUN
easat-4508	40	4	matrix	matrix	NOUN
easat-4508	40	5	the	the	DET
easat-4508	40	6	confusion	confusion	NOUN
easat-4508	40	7	matrix	matrix	NOUN
easat-4508	40	8	is	be	AUX
easat-4508	40	9	a	a	DET
easat-4508	40	10	table	table	NOUN
easat-4508	40	11	1	1	NUM
easat-4508	40	12	that	that	PRON
easat-4508	40	13	records	record	VERB
easat-4508	40	14	the	the	DET
easat-4508	40	15	true	true	ADJ
easat-4508	40	16	positive	positive	ADJ
easat-4508	40	17	(	(	PUNCT
easat-4508	40	18	tp	tp	NOUN
easat-4508	40	19	)	)	PUNCT
easat-4508	40	20	,	,	PUNCT
easat-4508	40	21	true	true	ADJ
easat-4508	40	22	negative	negative	ADJ
easat-4508	40	23	(	(	PUNCT
easat-4508	40	24	tn	tn	NOUN
easat-4508	40	25	)	)	PUNCT
easat-4508	40	26	,	,	PUNCT
easat-4508	40	27	false	false	ADJ
easat-4508	40	28	positive	positive	ADJ
easat-4508	40	29	(	(	PUNCT
easat-4508	40	30	fp	fp	NOUN
easat-4508	40	31	)	)	PUNCT
easat-4508	40	32	,	,	PUNCT
easat-4508	40	33	and	and	CCONJ
easat-4508	40	34	false	false	ADJ
easat-4508	40	35	negative	negative	ADJ
easat-4508	40	36	(	(	PUNCT
easat-4508	40	37	fn	fn	NOUN
easat-4508	40	38	)	)	PUNCT
easat-4508	40	39	values	value	NOUN
easat-4508	40	40	(	(	PUNCT
easat-4508	40	41	figure	figure	NOUN
easat-4508	40	42	1	1	NUM
easat-4508	40	43	)	)	PUNCT
easat-4508	40	44	produced	produce	VERB
easat-4508	40	45	by	by	ADP
easat-4508	40	46	a	a	DET
easat-4508	40	47	classification	classification	NOUN
easat-4508	40	48	model	model	NOUN
easat-4508	40	49	.	.	PUNCT
easat-4508	41	1	these	these	DET
easat-4508	41	2	values	value	NOUN
easat-4508	41	3	enable	enable	VERB
easat-4508	41	4	the	the	DET
easat-4508	41	5	calculation	calculation	NOUN
easat-4508	41	6	of	of	ADP
easat-4508	41	7	metrics	metric	NOUN
easat-4508	41	8	such	such	ADJ
easat-4508	41	9	as	as	ADP
easat-4508	41	10	sensitivity	sensitivity	NOUN
easat-4508	41	11	(	(	PUNCT
easat-4508	41	12	𝑆𝐸	𝑆𝐸	PROPN
easat-4508	41	13	)	)	PUNCT
easat-4508	41	14	,	,	PUNCT
easat-4508	41	15	specificity	specificity	NOUN
easat-4508	41	16	(	(	PUNCT
easat-4508	41	17	𝑆𝑃	𝑆𝑃	PROPN
easat-4508	41	18	)	)	PUNCT
easat-4508	41	19	,	,	PUNCT
easat-4508	41	20	and	and	CCONJ
easat-4508	41	21	accuracy	accuracy	NOUN
easat-4508	41	22	(	(	PUNCT
easat-4508	41	23	𝐴𝐶𝐶	𝐴𝐶𝐶	PROPN
easat-4508	41	24	)	)	PUNCT
easat-4508	41	25	,	,	PUNCT
easat-4508	41	26	which	which	PRON
easat-4508	41	27	indicate	indicate	VERB
easat-4508	41	28	the	the	DET
easat-4508	41	29	model	model	NOUN
easat-4508	41	30	's	's	PART
easat-4508	41	31	ability	ability	NOUN
easat-4508	41	32	to	to	PART
easat-4508	41	33	distinguish	distinguish	VERB
easat-4508	41	34	positive	positive	ADJ
easat-4508	41	35	cases	case	NOUN
easat-4508	41	36	from	from	ADP
easat-4508	41	37	negative	negative	ADJ
easat-4508	41	38	ones	one	NOUN
easat-4508	41	39	,	,	PUNCT
easat-4508	41	40	as	as	ADV
easat-4508	41	41	well	well	ADV
easat-4508	41	42	as	as	ADP
easat-4508	41	43	the	the	DET
easat-4508	41	44	overall	overall	ADJ
easat-4508	41	45	percentage	percentage	NOUN
easat-4508	41	46	of	of	ADP
easat-4508	41	47	correct	correct	ADJ
easat-4508	41	48	predictions	prediction	NOUN
easat-4508	41	49	.	.	PUNCT
easat-4508	42	1	figure	figure	NOUN
easat-4508	42	2	.	.	PUNCT
easat-4508	43	1	1	1	X
easat-4508	43	2	.	.	X
easat-4508	43	3	confusion	confusion	NOUN
easat-4508	43	4	matrix	matrix	NOUN
easat-4508	43	5	.	.	PUNCT
easat-4508	44	1	the	the	DET
easat-4508	44	2	confusion	confusion	NOUN
easat-4508	44	3	matrix	matrix	NOUN
easat-4508	44	4	generated	generate	VERB
easat-4508	44	5	by	by	ADP
easat-4508	44	6	the	the	DET
easat-4508	44	7	cart	cart	NOUN
easat-4508	44	8	model	model	NOUN
easat-4508	44	9	shows	show	VERB
easat-4508	44	10	the	the	DET
easat-4508	44	11	true	true	ADJ
easat-4508	44	12	positive	positive	ADJ
easat-4508	44	13	(	(	PUNCT
easat-4508	44	14	tp	tp	NOUN
easat-4508	44	15	)	)	PUNCT
easat-4508	44	16	,	,	PUNCT
easat-4508	44	17	true	true	ADJ
easat-4508	44	18	negative	negative	ADJ
easat-4508	44	19	(	(	PUNCT
easat-4508	44	20	tn	tn	NOUN
easat-4508	44	21	)	)	PUNCT
easat-4508	44	22	,	,	PUNCT
easat-4508	44	23	false	false	ADJ
easat-4508	44	24	positive	positive	ADJ
easat-4508	44	25	(	(	PUNCT
easat-4508	44	26	fp	fp	NOUN
easat-4508	44	27	)	)	PUNCT
easat-4508	44	28	,	,	PUNCT
easat-4508	44	29	and	and	CCONJ
easat-4508	44	30	false	false	ADJ
easat-4508	44	31	negative	negative	ADJ
easat-4508	44	32	(	(	PUNCT
easat-4508	44	33	fn	fn	NOUN
easat-4508	44	34	)	)	PUNCT
easat-4508	44	35	values	value	NOUN
easat-4508	44	36	used	use	VERB
easat-4508	44	37	to	to	PART
easat-4508	44	38	calculate	calculate	VERB
easat-4508	44	39	sensitivity	sensitivity	NOUN
easat-4508	44	40	,	,	PUNCT
easat-4508	44	41	specificity	specificity	NOUN
easat-4508	44	42	,	,	PUNCT
easat-4508	44	43	and	and	CCONJ
easat-4508	44	44	accuracy	accuracy	NOUN
easat-4508	44	45	metrics	metric	NOUN
easat-4508	44	46	.	.	PUNCT
easat-4508	45	1	450	450	NUM
easat-4508	45	2	edelweiss	edelweiss	PROPN
easat-4508	45	3	applied	apply	VERB
easat-4508	45	4	science	science	NOUN
easat-4508	45	5	and	and	CCONJ
easat-4508	45	6	technology	technology	NOUN
easat-4508	45	7	issn	issn	PROPN
easat-4508	45	8	:	:	PUNCT
easat-4508	45	9	2576	2576	NUM
easat-4508	45	10	-	-	SYM
easat-4508	45	11	8484	8484	NUM
easat-4508	45	12	vol	vol	NOUN
easat-4508	45	13	.	.	PROPN
easat-4508	46	1	9	9	NUM
easat-4508	46	2	,	,	PUNCT
easat-4508	46	3	no	no	INTJ
easat-4508	46	4	.	.	NOUN
easat-4508	46	5	2	2	NUM
easat-4508	46	6	:	:	PUNCT
easat-4508	46	7	448	448	NUM
easat-4508	46	8	-	-	SYM
easat-4508	46	9	456	456	NUM
easat-4508	46	10	,	,	PUNCT
easat-4508	46	11	2025	2025	NUM
easat-4508	46	12	doi	doi	NOUN
easat-4508	46	13	:	:	PUNCT
easat-4508	46	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	46	15	©	©	PROPN
easat-4508	46	16	2025	2025	NUM
easat-4508	46	17	by	by	ADP
easat-4508	46	18	the	the	DET
easat-4508	46	19	authors	author	NOUN
easat-4508	46	20	;	;	PUNCT
easat-4508	46	21	licensee	licensee	PROPN
easat-4508	46	22	learning	learning	NOUN
easat-4508	46	23	gate	gate	VERB
easat-4508	46	24	the	the	DET
easat-4508	46	25	equations	equation	NOUN
easat-4508	46	26	used	use	VERB
easat-4508	46	27	to	to	PART
easat-4508	46	28	calculate	calculate	VERB
easat-4508	46	29	the	the	DET
easat-4508	46	30	values	value	NOUN
easat-4508	46	31	of	of	ADP
easat-4508	46	32	𝑆𝐸	𝑆𝐸	PROPN
easat-4508	46	33	,	,	PUNCT
easat-4508	46	34	𝑆𝑃	𝑆𝑃	PROPN
easat-4508	46	35	,	,	PUNCT
easat-4508	46	36	and	and	CCONJ
easat-4508	46	37	𝐴𝐶𝐶	𝐴𝐶𝐶	PROPN
easat-4508	46	38	are	be	AUX
easat-4508	46	39	shown	show	VERB
easat-4508	46	40	below	below	ADP
easat-4508	46	41	:	:	PUNCT
easat-4508	47	1	𝑆𝐸	𝑆𝐸	PROPN
easat-4508	47	2	=	=	PUNCT
easat-4508	47	3	𝑇𝑃	𝑇𝑃	PROPN
easat-4508	47	4	𝑇𝑃	𝑇𝑃	NOUN
easat-4508	47	5	+	+	CCONJ
easat-4508	48	1	𝐹𝑁	𝐹𝑁	PROPN
easat-4508	49	1	𝑆𝑃	𝑆𝑃	NOUN
easat-4508	50	1	=	=	SYM
easat-4508	51	1	𝑇𝑁	𝑇𝑁	PROPN
easat-4508	51	2	𝑇𝑁	𝑇𝑁	PROPN
easat-4508	51	3	+	+	CCONJ
easat-4508	51	4	𝐹𝑃	𝐹𝑃	NOUN
easat-4508	51	5	𝐴𝐶𝐶	𝐴𝐶𝐶	NOUN
easat-4508	51	6	=	=	SYM
easat-4508	51	7	𝑇𝑁	𝑇𝑁	PROPN
easat-4508	51	8	+	+	NUM
easat-4508	51	9	𝑇𝑃	𝑇𝑃	NOUN
easat-4508	51	10	𝐹𝑁	𝐹𝑁	PROPN
easat-4508	51	11	+	+	CCONJ
easat-4508	51	12	𝐹𝑃	𝐹𝑃	PROPN
easat-4508	52	1	+	+	CCONJ
easat-4508	52	2	𝑇𝑁	𝑇𝑁	PROPN
easat-4508	52	3	+	+	CCONJ
easat-4508	52	4	𝑇𝑃	𝑇𝑃	PROPN
easat-4508	52	5	2.3	2.3	NUM
easat-4508	52	6	.	.	PUNCT
easat-4508	53	1	covid-19	covid-19	PROPN
easat-4508	53	2	dataset	dataset	ADJ
easat-4508	53	3	sinave	sinave	NOUN
easat-4508	53	4	is	be	AUX
easat-4508	53	5	an	an	DET
easat-4508	53	6	epidemiological	epidemiological	ADJ
easat-4508	53	7	dataset	dataset	NOUN
easat-4508	53	8	endorsed	endorse	VERB
easat-4508	53	9	by	by	ADP
easat-4508	53	10	mexico	mexico	PROPN
easat-4508	53	11	's	's	PART
easat-4508	53	12	national	national	ADJ
easat-4508	53	13	epidemiological	epidemiological	ADJ
easat-4508	53	14	surveillance	surveillance	NOUN
easat-4508	53	15	system	system	NOUN
easat-4508	53	16	(	(	PUNCT
easat-4508	53	17	https://datos.cdmx.gob.mx/dataset/base-covid-sinave	https://datos.cdmx.gob.mx/dataset/base-covid-sinave	PROPN
easat-4508	53	18	)	)	PUNCT
easat-4508	53	19	.	.	PUNCT
easat-4508	54	1	sinave	sinave	NOUN
easat-4508	54	2	provides	provide	VERB
easat-4508	54	3	a	a	DET
easat-4508	54	4	covid-19	covid-19	PROPN
easat-4508	54	5	dataset	dataset	NOUN
easat-4508	54	6	that	that	SCONJ
easat-4508	54	7	tracks	track	VERB
easat-4508	54	8	registered	register	VERB
easat-4508	54	9	cases	case	NOUN
easat-4508	54	10	throughout	throughout	ADP
easat-4508	54	11	mexico	mexico	PROPN
easat-4508	54	12	.	.	PUNCT
easat-4508	55	1	it	it	PRON
easat-4508	55	2	includes	include	VERB
easat-4508	55	3	information	information	NOUN
easat-4508	55	4	on	on	ADP
easat-4508	55	5	suspected	suspect	VERB
easat-4508	55	6	and	and	CCONJ
easat-4508	55	7	confirmed	confirm	VERB
easat-4508	55	8	covid-19	covid-19	PROPN
easat-4508	55	9	cases	case	NOUN
easat-4508	55	10	.	.	PUNCT
easat-4508	56	1	the	the	DET
easat-4508	56	2	dataset	dataset	NOUN
easat-4508	56	3	comprises	comprise	VERB
easat-4508	56	4	89	89	NUM
easat-4508	56	5	fields	field	NOUN
easat-4508	56	6	and	and	CCONJ
easat-4508	56	7	403,185	403,185	NUM
easat-4508	56	8	records	record	NOUN
easat-4508	56	9	fields	field	NOUN
easat-4508	56	10	containing	contain	VERB
easat-4508	56	11	demographic	demographic	ADJ
easat-4508	56	12	data	datum	NOUN
easat-4508	56	13	,	,	PUNCT
easat-4508	56	14	patient	patient	ADJ
easat-4508	56	15	comorbidities	comorbiditie	NOUN
easat-4508	56	16	,	,	PUNCT
easat-4508	56	17	and	and	CCONJ
easat-4508	56	18	additional	additional	ADJ
easat-4508	56	19	details	detail	NOUN
easat-4508	56	20	such	such	ADJ
easat-4508	56	21	as	as	ADP
easat-4508	56	22	gender	gender	NOUN
easat-4508	56	23	,	,	PUNCT
easat-4508	56	24	age	age	NOUN
easat-4508	56	25	,	,	PUNCT
easat-4508	56	26	and	and	CCONJ
easat-4508	56	27	nationality	nationality	NOUN
easat-4508	56	28	.	.	PUNCT
easat-4508	57	1	it	it	PRON
easat-4508	57	2	also	also	ADV
easat-4508	57	3	includes	include	VERB
easat-4508	57	4	fields	field	NOUN
easat-4508	57	5	describing	describe	VERB
easat-4508	57	6	symptoms	symptom	NOUN
easat-4508	57	7	presented	present	VERB
easat-4508	57	8	by	by	ADP
easat-4508	57	9	patients	patient	NOUN
easat-4508	57	10	at	at	ADP
easat-4508	57	11	the	the	DET
easat-4508	57	12	time	time	NOUN
easat-4508	57	13	of	of	ADP
easat-4508	57	14	diagnosis	diagnosis	NOUN
easat-4508	57	15	,	,	PUNCT
easat-4508	57	16	such	such	ADJ
easat-4508	57	17	as	as	ADP
easat-4508	57	18	diarrhea	diarrhea	NOUN
easat-4508	57	19	,	,	PUNCT
easat-4508	57	20	headache	headache	NOUN
easat-4508	57	21	,	,	PUNCT
easat-4508	57	22	vomiting	vomiting	NOUN
easat-4508	57	23	,	,	PUNCT
easat-4508	57	24	and	and	CCONJ
easat-4508	57	25	myalgia	myalgia	NOUN
easat-4508	57	26	.	.	PUNCT
easat-4508	58	1	additionally	additionally	ADV
easat-4508	58	2	,	,	PUNCT
easat-4508	58	3	the	the	DET
easat-4508	58	4	dataset	dataset	NOUN
easat-4508	58	5	contains	contain	VERB
easat-4508	58	6	information	information	NOUN
easat-4508	58	7	on	on	ADP
easat-4508	58	8	severe	severe	ADJ
easat-4508	58	9	cases	case	NOUN
easat-4508	58	10	and	and	CCONJ
easat-4508	58	11	patients	patient	NOUN
easat-4508	58	12	who	who	PRON
easat-4508	58	13	required	require	VERB
easat-4508	58	14	admission	admission	NOUN
easat-4508	58	15	to	to	ADP
easat-4508	58	16	the	the	DET
easat-4508	58	17	intensive	intensive	ADJ
easat-4508	58	18	care	care	NOUN
easat-4508	58	19	unit	unit	NOUN
easat-4508	58	20	.	.	PUNCT
easat-4508	59	1	2.4	2.4	NUM
easat-4508	59	2	.	.	PUNCT
easat-4508	59	3	selection	selection	NOUN
easat-4508	59	4	processes	process	VERB
easat-4508	59	5	the	the	DET
easat-4508	59	6	variable	variable	ADJ
easat-4508	59	7	selection	selection	NOUN
easat-4508	59	8	process	process	NOUN
easat-4508	59	9	involves	involves	AUX
easat-4508	59	10	sequentially	sequentially	ADV
easat-4508	59	11	refining	refine	VERB
easat-4508	59	12	the	the	DET
easat-4508	59	13	set	set	NOUN
easat-4508	59	14	of	of	ADP
easat-4508	59	15	variables	variable	NOUN
easat-4508	59	16	in	in	ADP
easat-4508	59	17	a	a	DET
easat-4508	59	18	dataset	dataset	NOUN
easat-4508	59	19	by	by	ADP
easat-4508	59	20	including	include	VERB
easat-4508	59	21	or	or	CCONJ
easat-4508	59	22	excluding	exclude	VERB
easat-4508	59	23	variables	variable	NOUN
easat-4508	59	24	at	at	ADP
easat-4508	59	25	each	each	DET
easat-4508	59	26	step	step	NOUN
easat-4508	59	27	.	.	PUNCT
easat-4508	60	1	initially	initially	ADV
easat-4508	60	2	,	,	PUNCT
easat-4508	60	3	a	a	DET
easat-4508	60	4	student	student	NOUN
easat-4508	60	5	's	's	PART
easat-4508	60	6	𝑇-test	𝑇-test	PROPN
easat-4508	60	7	is	be	AUX
easat-4508	60	8	performed	perform	VERB
easat-4508	60	9	.	.	PUNCT
easat-4508	61	1	this	this	DET
easat-4508	61	2	test	test	NOUN
easat-4508	61	3	is	be	AUX
easat-4508	61	4	used	use	VERB
easat-4508	61	5	to	to	PART
easat-4508	61	6	determine	determine	VERB
easat-4508	61	7	whether	whether	SCONJ
easat-4508	61	8	the	the	DET
easat-4508	61	9	null	null	ADJ
easat-4508	61	10	hypothesis	hypothesis	NOUN
easat-4508	61	11	for	for	ADP
easat-4508	61	12	a	a	DET
easat-4508	61	13	variable	variable	NOUN
easat-4508	61	14	is	be	AUX
easat-4508	61	15	true	true	ADJ
easat-4508	61	16	,	,	PUNCT
easat-4508	61	17	meaning	mean	VERB
easat-4508	61	18	that	that	SCONJ
easat-4508	61	19	the	the	DET
easat-4508	61	20	variable	variable	NOUN
easat-4508	61	21	does	do	AUX
easat-4508	61	22	not	not	PART
easat-4508	61	23	influence	influence	VERB
easat-4508	61	24	the	the	DET
easat-4508	61	25	model	model	NOUN
easat-4508	61	26	's	's	PART
easat-4508	61	27	output	output	NOUN
easat-4508	61	28	.	.	PUNCT
easat-4508	62	1	the	the	DET
easat-4508	62	2	student	student	NOUN
easat-4508	62	3	's	's	PART
easat-4508	62	4	𝑇-test	𝑇-test	PROPN
easat-4508	62	5	is	be	AUX
easat-4508	62	6	carried	carry	VERB
easat-4508	62	7	out	out	ADP
easat-4508	62	8	using	use	VERB
easat-4508	62	9	the	the	DET
easat-4508	62	10	following	follow	VERB
easat-4508	62	11	formula	formula	NOUN
easat-4508	62	12	:	:	PUNCT
easat-4508	62	13	𝑡	𝑡	X
easat-4508	62	14	=	=	VERB
easat-4508	62	15	𝑥1̅̅	𝑥1̅̅	NOUN
easat-4508	62	16	̅	̅	NOUN
easat-4508	62	17	−	−	PRON
easat-4508	62	18	𝑥2̅̅	𝑥2̅̅	NOUN
easat-4508	62	19	̅	̅	NOUN
easat-4508	62	20	√	√	X
easat-4508	63	1	𝑆𝐶	𝑆𝐶	PROPN
easat-4508	63	2	2	2	NUM
easat-4508	63	3	𝑛1	𝑛1	NOUN
easat-4508	63	4	+	+	CCONJ
easat-4508	63	5	𝑆𝐶	𝑆𝐶	PROPN
easat-4508	63	6	2	2	NUM
easat-4508	63	7	𝑛2	𝑛2	NOUN
easat-4508	63	8	where	where	SCONJ
easat-4508	63	9	𝑡	𝑡	PROPN
easat-4508	63	10	is	be	AUX
easat-4508	63	11	the	the	DET
easat-4508	63	12	calculated	calculated	ADJ
easat-4508	63	13	𝑇	𝑇	PROPN
easat-4508	63	14	statistic	statistic	NOUN
easat-4508	63	15	,	,	PUNCT
easat-4508	63	16	𝑥1̅̅	𝑥1̅̅	NOUN
easat-4508	63	17	̅	̅	NOUN
easat-4508	63	18	and	and	CCONJ
easat-4508	63	19	𝑥2̅̅	𝑥2̅̅	NOUN
easat-4508	63	20	̅	̅	NOUN
easat-4508	63	21	are	be	AUX
easat-4508	63	22	the	the	DET
easat-4508	63	23	sample	sample	NOUN
easat-4508	63	24	means	mean	NOUN
easat-4508	63	25	,	,	PUNCT
easat-4508	63	26	and	and	CCONJ
easat-4508	63	27	𝑆𝐶	𝑆𝐶	PROPN
easat-4508	63	28	2	2	NUM
easat-4508	63	29	is	be	AUX
easat-4508	63	30	the	the	DET
easat-4508	63	31	pooled	pooled	ADJ
easat-4508	63	32	variance	variance	NOUN
easat-4508	63	33	,	,	PUNCT
easat-4508	63	34	calculated	calculate	VERB
easat-4508	63	35	as	as	ADP
easat-4508	63	36	,	,	PUNCT
easat-4508	63	37	𝑆𝐶	𝑆𝐶	PROPN
easat-4508	63	38	2	2	NUM
easat-4508	63	39	=	=	SYM
easat-4508	63	40	(	(	PUNCT
easat-4508	63	41	𝑛1−1)𝑆1	𝑛1−1)𝑆1	PROPN
easat-4508	63	42	2+(𝑛2−1)𝑆2	2+(𝑛2−1)𝑆2	NOUN
easat-4508	63	43	2	2	NUM
easat-4508	63	44	𝑛1+𝑛2−2	𝑛1+𝑛2−2	ADP
easat-4508	63	45	.	.	PUNCT
easat-4508	64	1	the	the	DET
easat-4508	64	2	null	null	ADJ
easat-4508	64	3	hypothesis	hypothesis	NOUN
easat-4508	64	4	is	be	AUX
easat-4508	64	5	rejected	reject	VERB
easat-4508	64	6	if	if	SCONJ
easat-4508	64	7	𝑡	𝑡	PROPN
easat-4508	64	8	>	>	X
easat-4508	64	9	𝑡(1−𝛼	𝑡(1−𝛼	NOUN
easat-4508	64	10	2⁄	2⁄	NUM
easat-4508	64	11	)	)	PUNCT
easat-4508	64	12	,	,	PUNCT
easat-4508	64	13	(	(	PUNCT
easat-4508	64	14	𝑛1+𝑛2−2	𝑛1+𝑛2−2	ADP
easat-4508	64	15	)	)	PUNCT
easat-4508	64	16	,	,	PUNCT
easat-4508	64	17	where	where	SCONJ
easat-4508	64	18	𝑡(1−𝑎	𝑡(1−𝑎	NOUN
easat-4508	64	19	2⁄	2⁄	NUM
easat-4508	64	20	)	)	PUNCT
easat-4508	64	21	,	,	PUNCT
easat-4508	64	22	(	(	PUNCT
easat-4508	64	23	𝑛1+𝑛2−2	𝑛1+𝑛2−2	ADP
easat-4508	64	24	)	)	PUNCT
easat-4508	64	25	is	be	AUX
easat-4508	64	26	the	the	DET
easat-4508	64	27	inverse	inverse	NOUN
easat-4508	64	28	of	of	ADP
easat-4508	64	29	the	the	DET
easat-4508	64	30	𝑇	𝑇	PROPN
easat-4508	64	31	distribution	distribution	NOUN
easat-4508	64	32	,	,	PUNCT
easat-4508	64	33	known	know	VERB
easat-4508	64	34	as	as	ADP
easat-4508	64	35	the	the	DET
easat-4508	64	36	critical	critical	ADJ
easat-4508	64	37	value	value	NOUN
easat-4508	64	38	𝛼	𝛼	NOUN
easat-4508	64	39	is	be	AUX
easat-4508	64	40	the	the	DET
easat-4508	64	41	maximum	maximum	ADJ
easat-4508	64	42	assigned	assign	VERB
easat-4508	64	43	probability	probability	NOUN
easat-4508	64	44	value	value	NOUN
easat-4508	64	45	,	,	PUNCT
easat-4508	64	46	commonly	commonly	ADV
easat-4508	64	47	set	set	VERB
easat-4508	64	48	to	to	ADP
easat-4508	64	49	0.05	0.05	NUM
easat-4508	64	50	,	,	PUNCT
easat-4508	64	51	and	and	CCONJ
easat-4508	64	52	𝑛1	𝑛1	ADJ
easat-4508	64	53	+	+	CCONJ
easat-4508	64	54	𝑛2	𝑛2	NOUN
easat-4508	64	55	−	−	PROPN
easat-4508	64	56	2	2	NUM
easat-4508	64	57	is	be	AUX
easat-4508	64	58	the	the	DET
easat-4508	64	59	model	model	NOUN
easat-4508	64	60	's	's	PART
easat-4508	64	61	degrees	degree	NOUN
easat-4508	64	62	of	of	ADP
easat-4508	64	63	freedom	freedom	NOUN
easat-4508	64	64	.	.	PUNCT
easat-4508	65	1	additionally	additionally	ADV
easat-4508	65	2	,	,	PUNCT
easat-4508	65	3	the	the	DET
easat-4508	65	4	𝑃-value	𝑃-value	PROPN
easat-4508	65	5	is	be	AUX
easat-4508	65	6	often	often	ADV
easat-4508	65	7	calculated	calculate	VERB
easat-4508	65	8	,	,	PUNCT
easat-4508	65	9	representing	represent	VERB
easat-4508	65	10	the	the	DET
easat-4508	65	11	probability	probability	NOUN
easat-4508	65	12	associated	associate	VERB
easat-4508	65	13	with	with	ADP
easat-4508	65	14	the	the	DET
easat-4508	65	15	statistic	statistic	NOUN
easat-4508	65	16	.	.	PUNCT
easat-4508	66	1	the	the	DET
easat-4508	66	2	𝑃-value	𝑃-value	PROPN
easat-4508	66	3	is	be	AUX
easat-4508	66	4	obtained	obtain	VERB
easat-4508	66	5	by	by	ADP
easat-4508	66	6	evaluating	evaluate	VERB
easat-4508	66	7	the	the	DET
easat-4508	66	8	𝑇	𝑇	PROPN
easat-4508	66	9	distribution	distribution	NOUN
easat-4508	66	10	of	of	ADP
easat-4508	66	11	the	the	DET
easat-4508	66	12	absolute	absolute	ADJ
easat-4508	66	13	value	value	NOUN
easat-4508	66	14	of	of	ADP
easat-4508	66	15	𝑡	𝑡	PROPN
easat-4508	66	16	and	and	CCONJ
easat-4508	66	17	the	the	DET
easat-4508	66	18	model	model	NOUN
easat-4508	66	19	's	's	PART
easat-4508	66	20	degrees	degree	NOUN
easat-4508	66	21	of	of	ADP
easat-4508	66	22	freedom	freedom	NOUN
easat-4508	66	23	.	.	PUNCT
easat-4508	67	1	the	the	DET
easat-4508	67	2	variable	variable	ADJ
easat-4508	67	3	selection	selection	NOUN
easat-4508	67	4	process	process	NOUN
easat-4508	67	5	,	,	PUNCT
easat-4508	67	6	three	three	NUM
easat-4508	67	7	primary	primary	ADJ
easat-4508	67	8	methods	method	NOUN
easat-4508	67	9	are	be	AUX
easat-4508	67	10	used	use	VERB
easat-4508	67	11	:	:	PUNCT
easat-4508	67	12	forward	forward	ADV
easat-4508	67	13	method	method	NOUN
easat-4508	67	14	,	,	PUNCT
easat-4508	67	15	backward	backward	ADJ
easat-4508	67	16	y	y	PROPN
easat-4508	67	17	stepwise	stepwise	NOUN
easat-4508	67	18	.	.	PUNCT
easat-4508	68	1	in	in	ADP
easat-4508	68	2	the	the	DET
easat-4508	68	3	forward	forward	ADJ
easat-4508	68	4	method	method	NOUN
easat-4508	68	5	,	,	PUNCT
easat-4508	68	6	variables	variable	NOUN
easat-4508	68	7	are	be	AUX
easat-4508	68	8	introduced	introduce	VERB
easat-4508	68	9	into	into	ADP
easat-4508	68	10	the	the	DET
easat-4508	68	11	model	model	NOUN
easat-4508	68	12	one	one	NUM
easat-4508	68	13	at	at	ADP
easat-4508	68	14	a	a	DET
easat-4508	68	15	time	time	NOUN
easat-4508	68	16	based	base	VERB
easat-4508	68	17	on	on	ADP
easat-4508	68	18	their	their	PRON
easat-4508	68	19	relevance	relevance	NOUN
easat-4508	68	20	,	,	PUNCT
easat-4508	68	21	as	as	SCONJ
easat-4508	68	22	determined	determine	VERB
easat-4508	68	23	by	by	ADP
easat-4508	68	24	their	their	PRON
easat-4508	68	25	𝑇	𝑇	PROPN
easat-4508	68	26	statistic	statistic	ADJ
easat-4508	68	27	values	value	NOUN
easat-4508	68	28	.	.	PUNCT
easat-4508	69	1	the	the	DET
easat-4508	69	2	process	process	NOUN
easat-4508	69	3	continues	continue	VERB
easat-4508	69	4	until	until	ADP
easat-4508	69	5	adding	add	VERB
easat-4508	69	6	further	further	ADJ
easat-4508	69	7	variables	variable	NOUN
easat-4508	69	8	no	no	ADV
easat-4508	69	9	longer	long	ADV
easat-4508	69	10	improves	improve	VERB
easat-4508	69	11	the	the	DET
easat-4508	69	12	model	model	NOUN
easat-4508	69	13	's	's	PART
easat-4508	69	14	performance	performance	NOUN
easat-4508	69	15	.	.	PUNCT
easat-4508	70	1	in	in	ADP
easat-4508	70	2	contrast	contrast	NOUN
easat-4508	70	3	,	,	PUNCT
easat-4508	70	4	the	the	DET
easat-4508	70	5	backward	backward	ADJ
easat-4508	70	6	method	method	NOUN
easat-4508	70	7	begins	begin	VERB
easat-4508	70	8	with	with	ADP
easat-4508	70	9	all	all	DET
easat-4508	70	10	potential	potential	ADJ
easat-4508	70	11	variables	variable	NOUN
easat-4508	70	12	included	include	VERB
easat-4508	70	13	in	in	ADP
easat-4508	70	14	the	the	DET
easat-4508	70	15	model	model	NOUN
easat-4508	70	16	.	.	PUNCT
easat-4508	71	1	variables	variable	NOUN
easat-4508	71	2	are	be	AUX
easat-4508	71	3	then	then	ADV
easat-4508	71	4	sequentially	sequentially	ADV
easat-4508	71	5	removed	remove	VERB
easat-4508	71	6	based	base	VERB
easat-4508	71	7	on	on	ADP
easat-4508	71	8	their	their	PRON
easat-4508	71	9	low	low	ADJ
easat-4508	71	10	𝑇	𝑇	PROPN
easat-4508	71	11	statistic	statistic	ADJ
easat-4508	71	12	values	value	NOUN
easat-4508	71	13	,	,	PUNCT
easat-4508	71	14	eliminating	eliminate	VERB
easat-4508	71	15	those	those	PRON
easat-4508	71	16	deemed	deem	VERB
easat-4508	71	17	less	less	ADV
easat-4508	71	18	significant	significant	ADJ
easat-4508	71	19	.	.	PUNCT
easat-4508	72	1	the	the	DET
easat-4508	72	2	process	process	NOUN
easat-4508	72	3	stops	stop	VERB
easat-4508	72	4	when	when	SCONJ
easat-4508	72	5	further	further	ADJ
easat-4508	72	6	removals	removal	NOUN
easat-4508	72	7	negatively	negatively	ADV
easat-4508	72	8	impact	impact	VERB
easat-4508	72	9	the	the	DET
easat-4508	72	10	model	model	NOUN
easat-4508	72	11	's	's	PART
easat-4508	72	12	performance	performance	NOUN
easat-4508	72	13	.	.	PUNCT
easat-4508	73	1	the	the	DET
easat-4508	73	2	stepwise	stepwise	PROPN
easat-4508	73	3	method	method	NOUN
easat-4508	73	4	combines	combine	VERB
easat-4508	73	5	the	the	DET
easat-4508	73	6	forward	forward	ADJ
easat-4508	73	7	and	and	CCONJ
easat-4508	73	8	backward	backward	ADJ
easat-4508	73	9	approaches	approach	NOUN
easat-4508	73	10	.	.	PUNCT
easat-4508	74	1	initially	initially	ADV
easat-4508	74	2	,	,	PUNCT
easat-4508	74	3	variables	variable	NOUN
easat-4508	74	4	are	be	AUX
easat-4508	74	5	added	add	VERB
easat-4508	74	6	using	use	VERB
easat-4508	74	7	the	the	DET
easat-4508	74	8	forward	forward	ADJ
easat-4508	74	9	method	method	NOUN
easat-4508	74	10	,	,	PUNCT
easat-4508	74	11	but	but	CCONJ
easat-4508	74	12	at	at	ADP
easat-4508	74	13	specific	specific	ADJ
easat-4508	74	14	stages	stage	NOUN
easat-4508	74	15	,	,	PUNCT
easat-4508	74	16	the	the	DET
easat-4508	74	17	backward	backward	ADJ
easat-4508	74	18	method	method	NOUN
easat-4508	74	19	is	be	AUX
easat-4508	74	20	applied	apply	VERB
easat-4508	74	21	.	.	PUNCT
easat-4508	75	1	by	by	ADP
easat-4508	75	2	alternating	alternate	VERB
easat-4508	75	3	between	between	ADP
easat-4508	75	4	these	these	DET
easat-4508	75	5	two	two	NUM
easat-4508	75	6	methods	method	NOUN
easat-4508	75	7	,	,	PUNCT
easat-4508	75	8	the	the	DET
easat-4508	75	9	model	model	NOUN
easat-4508	75	10	can	can	AUX
easat-4508	75	11	be	be	AUX
easat-4508	75	12	evaluated	evaluate	VERB
easat-4508	75	13	to	to	PART
easat-4508	75	14	determine	determine	VERB
easat-4508	75	15	whether	whether	SCONJ
easat-4508	75	16	adding	add	VERB
easat-4508	75	17	or	or	CCONJ
easat-4508	75	18	removing	remove	VERB
easat-4508	75	19	variables	variable	NOUN
easat-4508	75	20	improves	improve	VERB
easat-4508	75	21	its	its	PRON
easat-4508	75	22	performance	performance	NOUN
easat-4508	75	23	.	.	PUNCT
easat-4508	76	1	the	the	DET
easat-4508	76	2	process	process	NOUN
easat-4508	76	3	concludes	conclude	VERB
easat-4508	76	4	when	when	SCONJ
easat-4508	76	5	no	no	DET
easat-4508	76	6	additional	additional	ADJ
easat-4508	76	7	variables	variable	NOUN
easat-4508	76	8	enhance	enhance	VERB
easat-4508	76	9	the	the	DET
easat-4508	76	10	model	model	NOUN
easat-4508	76	11	,	,	PUNCT
easat-4508	76	12	but	but	CCONJ
easat-4508	76	13	removing	remove	VERB
easat-4508	76	14	any	any	DET
easat-4508	76	15	already	already	ADV
easat-4508	76	16	included	include	VERB
easat-4508	76	17	variables	variable	NOUN
easat-4508	76	18	would	would	AUX
easat-4508	76	19	negatively	negatively	ADV
easat-4508	76	20	affect	affect	VERB
easat-4508	76	21	it	it	PRON
easat-4508	76	22	.	.	PUNCT
easat-4508	77	1	https://datos.cdmx.gob.mx/dataset/base-covid-sinave	https://datos.cdmx.gob.mx/dataset/base-covid-sinave	VERB
easat-4508	77	2	451	451	NUM
easat-4508	77	3	edelweiss	edelweiss	PROPN
easat-4508	77	4	applied	apply	VERB
easat-4508	77	5	science	science	NOUN
easat-4508	77	6	and	and	CCONJ
easat-4508	77	7	technology	technology	NOUN
easat-4508	77	8	issn	issn	PROPN
easat-4508	77	9	:	:	PUNCT
easat-4508	77	10	2576	2576	NUM
easat-4508	77	11	-	-	SYM
easat-4508	77	12	8484	8484	NUM
easat-4508	77	13	vol	vol	NOUN
easat-4508	77	14	.	.	PROPN
easat-4508	78	1	9	9	NUM
easat-4508	78	2	,	,	PUNCT
easat-4508	78	3	no	no	INTJ
easat-4508	78	4	.	.	NOUN
easat-4508	78	5	2	2	NUM
easat-4508	78	6	:	:	PUNCT
easat-4508	78	7	448	448	NUM
easat-4508	78	8	-	-	SYM
easat-4508	78	9	456	456	NUM
easat-4508	78	10	,	,	PUNCT
easat-4508	78	11	2025	2025	NUM
easat-4508	78	12	doi	doi	NOUN
easat-4508	78	13	:	:	PUNCT
easat-4508	78	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	78	15	©	©	PROPN
easat-4508	78	16	2025	2025	NUM
easat-4508	78	17	by	by	ADP
easat-4508	78	18	the	the	DET
easat-4508	78	19	authors	author	NOUN
easat-4508	78	20	;	;	PUNCT
easat-4508	78	21	licensee	licensee	PROPN
easat-4508	78	22	learning	learning	NOUN
easat-4508	78	23	gate	gate	NOUN
easat-4508	78	24	3	3	NUM
easat-4508	78	25	.	.	PUNCT
easat-4508	78	26	experimentation	experimentation	NOUN
easat-4508	78	27	and	and	CCONJ
easat-4508	78	28	results	result	VERB
easat-4508	78	29	this	this	DET
easat-4508	78	30	section	section	NOUN
easat-4508	78	31	presents	present	VERB
easat-4508	78	32	the	the	DET
easat-4508	78	33	experiments	experiment	NOUN
easat-4508	78	34	conducted	conduct	VERB
easat-4508	78	35	and	and	CCONJ
easat-4508	78	36	the	the	DET
easat-4508	78	37	results	result	NOUN
easat-4508	78	38	obtained	obtain	VERB
easat-4508	78	39	in	in	ADP
easat-4508	78	40	identifying	identify	VERB
easat-4508	78	41	positive	positive	ADJ
easat-4508	78	42	cases	case	NOUN
easat-4508	78	43	and	and	CCONJ
easat-4508	78	44	determining	determine	VERB
easat-4508	78	45	the	the	DET
easat-4508	78	46	severity	severity	NOUN
easat-4508	78	47	of	of	ADP
easat-4508	78	48	covid-19	covid-19	PROPN
easat-4508	78	49	in	in	ADP
easat-4508	78	50	patients	patient	NOUN
easat-4508	78	51	using	use	VERB
easat-4508	78	52	decision	decision	NOUN
easat-4508	78	53	trees	tree	NOUN
easat-4508	78	54	.	.	PUNCT
easat-4508	79	1	the	the	DET
easat-4508	79	2	dataset	dataset	NOUN
easat-4508	79	3	used	use	VERB
easat-4508	79	4	for	for	ADP
easat-4508	79	5	this	this	DET
easat-4508	79	6	work	work	NOUN
easat-4508	79	7	is	be	AUX
easat-4508	79	8	sinave	sinave	NOUN
easat-4508	79	9	,	,	PUNCT
easat-4508	79	10	which	which	PRON
easat-4508	79	11	consists	consist	VERB
easat-4508	79	12	of	of	ADP
easat-4508	79	13	89	89	NUM
easat-4508	79	14	fields	field	NOUN
easat-4508	79	15	.	.	PUNCT
easat-4508	80	1	these	these	PRON
easat-4508	80	2	include	include	VERB
easat-4508	80	3	personal	personal	ADJ
easat-4508	80	4	information	information	NOUN
easat-4508	80	5	about	about	ADP
easat-4508	80	6	the	the	DET
easat-4508	80	7	patients	patient	NOUN
easat-4508	80	8	,	,	PUNCT
easat-4508	80	9	such	such	ADJ
easat-4508	80	10	as	as	ADP
easat-4508	80	11	age	age	NOUN
easat-4508	80	12	,	,	PUNCT
easat-4508	80	13	gender	gender	NOUN
easat-4508	80	14	,	,	PUNCT
easat-4508	80	15	and	and	CCONJ
easat-4508	80	16	nationality	nationality	NOUN
easat-4508	80	17	.	.	PUNCT
easat-4508	81	1	additionally	additionally	ADV
easat-4508	81	2	,	,	PUNCT
easat-4508	81	3	the	the	DET
easat-4508	81	4	dataset	dataset	NOUN
easat-4508	81	5	contains	contain	VERB
easat-4508	81	6	information	information	NOUN
easat-4508	81	7	on	on	ADP
easat-4508	81	8	symptoms	symptom	NOUN
easat-4508	81	9	typically	typically	ADV
easat-4508	81	10	associated	associate	VERB
easat-4508	81	11	with	with	ADP
easat-4508	81	12	covid-19	covid-19	PROPN
easat-4508	81	13	infection	infection	NOUN
easat-4508	81	14	,	,	PUNCT
easat-4508	81	15	such	such	ADJ
easat-4508	81	16	as	as	ADP
easat-4508	81	17	fever	fever	NOUN
easat-4508	81	18	,	,	PUNCT
easat-4508	81	19	chest	chest	NOUN
easat-4508	81	20	pain	pain	NOUN
easat-4508	81	21	,	,	PUNCT
easat-4508	81	22	cough	cough	NOUN
easat-4508	81	23	,	,	PUNCT
easat-4508	81	24	and	and	CCONJ
easat-4508	81	25	shortness	shortness	NOUN
easat-4508	81	26	of	of	ADP
easat-4508	81	27	breath	breath	NOUN
easat-4508	81	28	,	,	PUNCT
easat-4508	81	29	among	among	ADP
easat-4508	81	30	others	other	NOUN
easat-4508	81	31	.	.	PUNCT
easat-4508	82	1	sinave	sinave	NOUN
easat-4508	82	2	also	also	ADV
easat-4508	82	3	includes	include	VERB
easat-4508	82	4	data	datum	NOUN
easat-4508	82	5	on	on	ADP
easat-4508	82	6	severe	severe	ADJ
easat-4508	82	7	covid-19	covid-19	PROPN
easat-4508	82	8	cases	case	NOUN
easat-4508	82	9	,	,	PUNCT
easat-4508	82	10	patients	patient	NOUN
easat-4508	82	11	who	who	PRON
easat-4508	82	12	required	require	VERB
easat-4508	82	13	intubation	intubation	NOUN
easat-4508	82	14	,	,	PUNCT
easat-4508	82	15	and	and	CCONJ
easat-4508	82	16	those	those	PRON
easat-4508	82	17	admitted	admit	VERB
easat-4508	82	18	to	to	ADP
easat-4508	82	19	the	the	DET
easat-4508	82	20	intensive	intensive	ADJ
easat-4508	82	21	care	care	NOUN
easat-4508	82	22	unit	unit	NOUN
easat-4508	82	23	.	.	PUNCT
easat-4508	83	1	the	the	DET
easat-4508	83	2	first	first	ADJ
easat-4508	83	3	step	step	NOUN
easat-4508	83	4	in	in	ADP
easat-4508	83	5	this	this	DET
easat-4508	83	6	work	work	NOUN
easat-4508	83	7	involved	involve	VERB
easat-4508	83	8	cleaning	clean	VERB
easat-4508	83	9	the	the	DET
easat-4508	83	10	dataset	dataset	NOUN
easat-4508	83	11	to	to	PART
easat-4508	83	12	retain	retain	VERB
easat-4508	83	13	only	only	ADV
easat-4508	83	14	the	the	DET
easat-4508	83	15	necessary	necessary	ADJ
easat-4508	83	16	fields	field	NOUN
easat-4508	83	17	for	for	ADP
easat-4508	83	18	detecting	detect	VERB
easat-4508	83	19	covid-19	covid-19	PROPN
easat-4508	83	20	and	and	CCONJ
easat-4508	83	21	predicting	predict	VERB
easat-4508	83	22	severe	severe	ADJ
easat-4508	83	23	cases	case	NOUN
easat-4508	83	24	,	,	PUNCT
easat-4508	83	25	intubation	intubation	NOUN
easat-4508	83	26	requirements	requirement	NOUN
easat-4508	83	27	,	,	PUNCT
easat-4508	83	28	and	and	CCONJ
easat-4508	83	29	icu	icu	PROPN
easat-4508	83	30	admissions	admission	NOUN
easat-4508	83	31	.	.	PUNCT
easat-4508	84	1	after	after	ADP
easat-4508	84	2	processing	processing	NOUN
easat-4508	84	3	,	,	PUNCT
easat-4508	84	4	a	a	DET
easat-4508	84	5	total	total	NOUN
easat-4508	84	6	of	of	ADP
easat-4508	84	7	50	50	NUM
easat-4508	84	8	fields	field	NOUN
easat-4508	84	9	were	be	AUX
easat-4508	84	10	selected	select	VERB
easat-4508	84	11	:	:	PUNCT
easat-4508	84	12	46	46	NUM
easat-4508	84	13	for	for	ADP
easat-4508	84	14	input	input	NOUN
easat-4508	84	15	data	datum	NOUN
easat-4508	84	16	used	use	VERB
easat-4508	84	17	to	to	PART
easat-4508	84	18	train	train	VERB
easat-4508	84	19	the	the	DET
easat-4508	84	20	decision	decision	NOUN
easat-4508	84	21	tree	tree	NOUN
easat-4508	84	22	and	and	CCONJ
easat-4508	84	23	4	4	NUM
easat-4508	84	24	as	as	ADP
easat-4508	84	25	output	output	NOUN
easat-4508	84	26	data	datum	NOUN
easat-4508	84	27	,	,	PUNCT
easat-4508	84	28	corresponding	correspond	VERB
easat-4508	84	29	to	to	ADP
easat-4508	84	30	covid-19	covid-19	PROPN
easat-4508	84	31	detection	detection	NOUN
easat-4508	84	32	,	,	PUNCT
easat-4508	84	33	severity	severity	NOUN
easat-4508	84	34	,	,	PUNCT
easat-4508	84	35	intubation	intubation	NOUN
easat-4508	84	36	cases	case	NOUN
easat-4508	84	37	,	,	PUNCT
easat-4508	84	38	and	and	CCONJ
easat-4508	84	39	icu	icu	NOUN
easat-4508	84	40	admission	admission	NOUN
easat-4508	84	41	requirements	requirement	NOUN
easat-4508	84	42	.	.	PUNCT
easat-4508	85	1	for	for	ADP
easat-4508	85	2	this	this	DET
easat-4508	85	3	study	study	NOUN
easat-4508	85	4	,	,	PUNCT
easat-4508	85	5	a	a	DET
easat-4508	85	6	classification	classification	NOUN
easat-4508	85	7	and	and	CCONJ
easat-4508	85	8	regression	regression	NOUN
easat-4508	85	9	tree	tree	NOUN
easat-4508	85	10	(	(	PUNCT
easat-4508	85	11	cart	cart	NOUN
easat-4508	85	12	)	)	PUNCT
easat-4508	85	13	model	model	NOUN
easat-4508	85	14	was	be	AUX
easat-4508	85	15	used	use	VERB
easat-4508	85	16	.	.	PUNCT
easat-4508	86	1	figure	figure	NOUN
easat-4508	86	2	2	2	NUM
easat-4508	86	3	illustrates	illustrate	VERB
easat-4508	86	4	the	the	DET
easat-4508	86	5	training	training	NOUN
easat-4508	86	6	dataset	dataset	NOUN
easat-4508	86	7	percentage	percentage	NOUN
easat-4508	86	8	that	that	PRON
easat-4508	86	9	yielded	yield	VERB
easat-4508	86	10	the	the	DET
easat-4508	86	11	best	good	ADJ
easat-4508	86	12	results	result	NOUN
easat-4508	86	13	.	.	PUNCT
easat-4508	87	1	the	the	DET
easat-4508	87	2	optimal	optimal	ADJ
easat-4508	87	3	results	result	NOUN
easat-4508	87	4	were	be	AUX
easat-4508	87	5	achieved	achieve	VERB
easat-4508	87	6	with	with	ADP
easat-4508	87	7	85	85	NUM
easat-4508	87	8	%	%	NOUN
easat-4508	87	9	of	of	ADP
easat-4508	87	10	the	the	DET
easat-4508	87	11	data	datum	NOUN
easat-4508	87	12	allocated	allocate	VERB
easat-4508	87	13	for	for	ADP
easat-4508	87	14	training	training	NOUN
easat-4508	87	15	and	and	CCONJ
easat-4508	87	16	15	15	NUM
easat-4508	87	17	%	%	NOUN
easat-4508	87	18	for	for	ADP
easat-4508	87	19	testing	testing	NOUN
easat-4508	87	20	.	.	PUNCT
easat-4508	88	1	the	the	DET
easat-4508	88	2	model	model	NOUN
easat-4508	88	3	achieved	achieve	VERB
easat-4508	88	4	an	an	DET
easat-4508	88	5	accuracy	accuracy	NOUN
easat-4508	88	6	rate	rate	NOUN
easat-4508	88	7	of	of	ADP
easat-4508	88	8	82.28	82.28	NUM
easat-4508	88	9	%	%	NOUN
easat-4508	88	10	using	use	VERB
easat-4508	88	11	5	5	NUM
easat-4508	88	12	-	-	ADJ
easat-4508	88	13	fold	fold	ADJ
easat-4508	88	14	random	random	ADJ
easat-4508	88	15	cross	cross	NOUN
easat-4508	88	16	-	-	NOUN
easat-4508	88	17	validation	validation	NOUN
easat-4508	88	18	.	.	PUNCT
easat-4508	89	1	the	the	DET
easat-4508	89	2	next	next	ADJ
easat-4508	89	3	step	step	NOUN
easat-4508	89	4	involves	involve	VERB
easat-4508	89	5	determining	determine	VERB
easat-4508	89	6	the	the	DET
easat-4508	89	7	splitting	splitting	NOUN
easat-4508	89	8	criterion	criterion	NOUN
easat-4508	89	9	.	.	PUNCT
easat-4508	90	1	the	the	DET
easat-4508	90	2	splitting	splitting	NOUN
easat-4508	90	3	criterion	criterion	NOUN
easat-4508	90	4	is	be	AUX
easat-4508	90	5	a	a	DET
easat-4508	90	6	technique	technique	NOUN
easat-4508	90	7	used	use	VERB
easat-4508	90	8	to	to	PART
easat-4508	90	9	decide	decide	VERB
easat-4508	90	10	how	how	SCONJ
easat-4508	90	11	a	a	DET
easat-4508	90	12	tree	tree	NOUN
easat-4508	90	13	should	should	AUX
easat-4508	90	14	branch	branch	VERB
easat-4508	90	15	.	.	PUNCT
easat-4508	91	1	figure	figure	NOUN
easat-4508	91	2	3	3	NUM
easat-4508	91	3	shows	show	VERB
easat-4508	91	4	the	the	DET
easat-4508	91	5	results	result	NOUN
easat-4508	91	6	of	of	ADP
easat-4508	91	7	applying	apply	VERB
easat-4508	91	8	the	the	DET
easat-4508	91	9	splitting	splitting	NOUN
easat-4508	91	10	criteria	criterion	NOUN
easat-4508	91	11	:	:	PUNCT
easat-4508	92	1	gini	gini	NOUN
easat-4508	92	2	,	,	PUNCT
easat-4508	92	3	entropy	entropy	PROPN
easat-4508	92	4	,	,	PUNCT
easat-4508	92	5	and	and	CCONJ
easat-4508	92	6	log	log	VERB
easat-4508	92	7	loss	loss	NOUN
easat-4508	92	8	.	.	PUNCT
easat-4508	93	1	among	among	ADP
easat-4508	93	2	these	these	PRON
easat-4508	93	3	,	,	PUNCT
easat-4508	93	4	entropy	entropy	PROPN
easat-4508	93	5	yielded	yield	VERB
easat-4508	93	6	the	the	DET
easat-4508	93	7	best	good	ADJ
easat-4508	93	8	results	result	NOUN
easat-4508	93	9	,	,	PUNCT
easat-4508	93	10	achieving	achieve	VERB
easat-4508	93	11	an	an	DET
easat-4508	93	12	accuracy	accuracy	NOUN
easat-4508	93	13	of	of	ADP
easat-4508	93	14	82.42	82.42	NUM
easat-4508	93	15	%	%	NOUN
easat-4508	93	16	.	.	PUNCT
easat-4508	94	1	another	another	DET
easat-4508	94	2	parameter	parameter	NOUN
easat-4508	94	3	to	to	PART
easat-4508	94	4	consider	consider	VERB
easat-4508	94	5	is	be	AUX
easat-4508	94	6	the	the	DET
easat-4508	94	7	maximum	maximum	ADJ
easat-4508	94	8	depth	depth	NOUN
easat-4508	94	9	of	of	ADP
easat-4508	94	10	the	the	DET
easat-4508	94	11	tree	tree	NOUN
easat-4508	94	12	.	.	PUNCT
easat-4508	95	1	figure	figure	VERB
easat-4508	95	2	4	4	NUM
easat-4508	95	3	presents	present	VERB
easat-4508	95	4	the	the	DET
easat-4508	95	5	experimental	experimental	ADJ
easat-4508	95	6	results	result	NOUN
easat-4508	95	7	for	for	ADP
easat-4508	95	8	different	different	ADJ
easat-4508	95	9	depth	depth	NOUN
easat-4508	95	10	levels	level	NOUN
easat-4508	95	11	,	,	PUNCT
easat-4508	95	12	showing	show	VERB
easat-4508	95	13	that	that	SCONJ
easat-4508	95	14	the	the	DET
easat-4508	95	15	accuracy	accuracy	NOUN
easat-4508	95	16	of	of	ADP
easat-4508	95	17	the	the	DET
easat-4508	95	18	cart	cart	NOUN
easat-4508	95	19	model	model	NOUN
easat-4508	95	20	reaches	reach	VERB
easat-4508	95	21	its	its	PRON
easat-4508	95	22	peak	peak	NOUN
easat-4508	95	23	at	at	ADP
easat-4508	95	24	a	a	DET
easat-4508	95	25	depth	depth	NOUN
easat-4508	95	26	of	of	ADP
easat-4508	95	27	6	6	NUM
easat-4508	95	28	,	,	PUNCT
easat-4508	95	29	achieving	achieve	VERB
easat-4508	95	30	an	an	DET
easat-4508	95	31	accuracy	accuracy	NOUN
easat-4508	95	32	of	of	ADP
easat-4508	95	33	86.8	86.8	NUM
easat-4508	95	34	%	%	NOUN
easat-4508	95	35	.	.	PUNCT
easat-4508	96	1	figure	figure	NOUN
easat-4508	96	2	.	.	PUNCT
easat-4508	97	1	2	2	X
easat-4508	97	2	.	.	X
easat-4508	97	3	training	training	NOUN
easat-4508	97	4	set	set	NOUN
easat-4508	97	5	percentage	percentage	NOUN
easat-4508	97	6	and	and	CCONJ
easat-4508	97	7	accuracy	accuracy	NOUN
easat-4508	97	8	of	of	ADP
easat-4508	97	9	the	the	DET
easat-4508	97	10	cart	cart	NOUN
easat-4508	97	11	model	model	NOUN
easat-4508	97	12	.	.	PUNCT
easat-4508	98	1	figure	figure	NOUN
easat-4508	98	2	3	3	NUM
easat-4508	98	3	illustrates	illustrate	VERB
easat-4508	98	4	the	the	DET
easat-4508	98	5	accuracy	accuracy	NOUN
easat-4508	98	6	achieved	achieve	VERB
easat-4508	98	7	by	by	ADP
easat-4508	98	8	the	the	DET
easat-4508	98	9	cart	cart	NOUN
easat-4508	98	10	model	model	NOUN
easat-4508	98	11	when	when	SCONJ
easat-4508	98	12	varying	vary	VERB
easat-4508	98	13	the	the	DET
easat-4508	98	14	percentage	percentage	NOUN
easat-4508	98	15	of	of	ADP
easat-4508	98	16	data	datum	NOUN
easat-4508	98	17	used	use	VERB
easat-4508	98	18	for	for	ADP
easat-4508	98	19	training	training	NOUN
easat-4508	98	20	and	and	CCONJ
easat-4508	98	21	testing	testing	NOUN
easat-4508	98	22	,	,	PUNCT
easat-4508	98	23	with	with	ADP
easat-4508	98	24	optimal	optimal	ADJ
easat-4508	98	25	results	result	NOUN
easat-4508	98	26	observed	observe	VERB
easat-4508	98	27	at	at	ADP
easat-4508	98	28	85	85	NUM
easat-4508	98	29	%	%	NOUN
easat-4508	98	30	training	training	NOUN
easat-4508	98	31	data	datum	NOUN
easat-4508	98	32	.	.	PUNCT
easat-4508	99	1	452	452	NUM
easat-4508	99	2	edelweiss	edelweiss	PROPN
easat-4508	99	3	applied	apply	VERB
easat-4508	99	4	science	science	NOUN
easat-4508	99	5	and	and	CCONJ
easat-4508	99	6	technology	technology	NOUN
easat-4508	99	7	issn	issn	PROPN
easat-4508	99	8	:	:	PUNCT
easat-4508	99	9	2576	2576	NUM
easat-4508	99	10	-	-	SYM
easat-4508	99	11	8484	8484	NUM
easat-4508	99	12	vol	vol	NOUN
easat-4508	99	13	.	.	PROPN
easat-4508	100	1	9	9	NUM
easat-4508	100	2	,	,	PUNCT
easat-4508	100	3	no	no	INTJ
easat-4508	100	4	.	.	NOUN
easat-4508	100	5	2	2	NUM
easat-4508	100	6	:	:	PUNCT
easat-4508	100	7	448	448	NUM
easat-4508	100	8	-	-	SYM
easat-4508	100	9	456	456	NUM
easat-4508	100	10	,	,	PUNCT
easat-4508	100	11	2025	2025	NUM
easat-4508	100	12	doi	doi	NOUN
easat-4508	100	13	:	:	PUNCT
easat-4508	100	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	100	15	©	©	PROPN
easat-4508	100	16	2025	2025	NUM
easat-4508	100	17	by	by	ADP
easat-4508	100	18	the	the	DET
easat-4508	100	19	authors	author	NOUN
easat-4508	100	20	;	;	PUNCT
easat-4508	100	21	licensee	licensee	PROPN
easat-4508	100	22	learning	learn	VERB
easat-4508	100	23	gate	gate	PROPN
easat-4508	100	24	figure	figure	NOUN
easat-4508	100	25	3	3	NUM
easat-4508	100	26	.	.	PUNCT
easat-4508	100	27	division	division	NOUN
easat-4508	100	28	criteria	criterion	NOUN
easat-4508	100	29	applied	apply	VERB
easat-4508	100	30	to	to	ADP
easat-4508	100	31	the	the	DET
easat-4508	100	32	cart	cart	NOUN
easat-4508	100	33	model	model	NOUN
easat-4508	100	34	.	.	PUNCT
easat-4508	101	1	figure	figure	NOUN
easat-4508	101	2	4	4	NUM
easat-4508	101	3	compares	compare	VERB
easat-4508	101	4	the	the	DET
easat-4508	101	5	accuracy	accuracy	NOUN
easat-4508	101	6	achieved	achieve	VERB
easat-4508	101	7	using	use	VERB
easat-4508	101	8	different	different	ADJ
easat-4508	101	9	splitting	splitting	NOUN
easat-4508	101	10	criteria	criterion	NOUN
easat-4508	101	11	(	(	PUNCT
easat-4508	101	12	gini	gini	NOUN
easat-4508	101	13	,	,	PUNCT
easat-4508	101	14	entropy	entropy	PROPN
easat-4508	101	15	,	,	PUNCT
easat-4508	101	16	log	log	VERB
easat-4508	101	17	loss	loss	NOUN
easat-4508	101	18	)	)	PUNCT
easat-4508	101	19	for	for	ADP
easat-4508	101	20	the	the	DET
easat-4508	101	21	cart	cart	NOUN
easat-4508	101	22	model	model	NOUN
easat-4508	101	23	.	.	PUNCT
easat-4508	102	1	the	the	DET
easat-4508	102	2	entropy	entropy	PROPN
easat-4508	102	3	criterion	criterion	NOUN
easat-4508	102	4	provided	provide	VERB
easat-4508	102	5	the	the	DET
easat-4508	102	6	highest	high	ADJ
easat-4508	102	7	accuracy	accuracy	NOUN
easat-4508	102	8	.	.	PUNCT
easat-4508	103	1	figure	figure	NOUN
easat-4508	103	2	4	4	NUM
easat-4508	103	3	.	.	PUNCT
easat-4508	103	4	depth	depth	NOUN
easat-4508	103	5	levels	level	NOUN
easat-4508	103	6	,	,	PUNCT
easat-4508	103	7	cart	cart	NOUN
easat-4508	103	8	model	model	NOUN
easat-4508	103	9	.	.	PUNCT
easat-4508	104	1	a	a	DET
easat-4508	104	2	total	total	NOUN
easat-4508	104	3	of	of	ADP
easat-4508	104	4	nine	nine	NUM
easat-4508	104	5	parameters	parameter	NOUN
easat-4508	104	6	were	be	AUX
easat-4508	104	7	considered	consider	VERB
easat-4508	104	8	for	for	ADP
easat-4508	104	9	the	the	DET
easat-4508	104	10	implementation	implementation	NOUN
easat-4508	104	11	of	of	ADP
easat-4508	104	12	the	the	DET
easat-4508	104	13	cart	cart	NOUN
easat-4508	104	14	model	model	NOUN
easat-4508	104	15	.	.	PUNCT
easat-4508	105	1	the	the	DET
easat-4508	105	2	parameters	parameter	NOUN
easat-4508	105	3	used	use	VERB
easat-4508	105	4	are	be	AUX
easat-4508	105	5	as	as	SCONJ
easat-4508	105	6	follows	follow	NOUN
easat-4508	105	7	.	.	PUNCT
easat-4508	106	1	•	•	NUM
easat-4508	106	2	85	85	NUM
easat-4508	106	3	%	%	NOUN
easat-4508	106	4	of	of	ADP
easat-4508	106	5	the	the	DET
easat-4508	106	6	dataset	dataset	NOUN
easat-4508	106	7	was	be	AUX
easat-4508	106	8	allocated	allocate	VERB
easat-4508	106	9	for	for	ADP
easat-4508	106	10	training	training	NOUN
easat-4508	106	11	,	,	PUNCT
easat-4508	106	12	and	and	CCONJ
easat-4508	106	13	15	15	NUM
easat-4508	106	14	%	%	NOUN
easat-4508	106	15	for	for	ADP
easat-4508	106	16	testing	testing	NOUN
easat-4508	106	17	.	.	PUNCT
easat-4508	107	1	•	•	NUM
easat-4508	107	2	entropy	entropy	PROPN
easat-4508	107	3	was	be	AUX
easat-4508	107	4	used	use	VERB
easat-4508	107	5	as	as	ADP
easat-4508	107	6	the	the	DET
easat-4508	107	7	splitting	splitting	NOUN
easat-4508	107	8	criterion	criterion	NOUN
easat-4508	107	9	.	.	PUNCT
easat-4508	108	1	453	453	NUM
easat-4508	108	2	edelweiss	edelweiss	PROPN
easat-4508	108	3	applied	apply	VERB
easat-4508	108	4	science	science	NOUN
easat-4508	108	5	and	and	CCONJ
easat-4508	108	6	technology	technology	NOUN
easat-4508	108	7	issn	issn	PROPN
easat-4508	108	8	:	:	PUNCT
easat-4508	108	9	2576	2576	NUM
easat-4508	108	10	-	-	SYM
easat-4508	108	11	8484	8484	NUM
easat-4508	108	12	vol	vol	NOUN
easat-4508	108	13	.	.	PROPN
easat-4508	109	1	9	9	NUM
easat-4508	109	2	,	,	PUNCT
easat-4508	109	3	no	no	INTJ
easat-4508	109	4	.	.	NOUN
easat-4508	109	5	2	2	NUM
easat-4508	109	6	:	:	PUNCT
easat-4508	109	7	448	448	NUM
easat-4508	109	8	-	-	SYM
easat-4508	109	9	456	456	NUM
easat-4508	109	10	,	,	PUNCT
easat-4508	109	11	2025	2025	NUM
easat-4508	109	12	doi	doi	NOUN
easat-4508	109	13	:	:	PUNCT
easat-4508	109	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	109	15	©	©	PROPN
easat-4508	109	16	2025	2025	NUM
easat-4508	109	17	by	by	ADP
easat-4508	109	18	the	the	DET
easat-4508	109	19	authors	author	NOUN
easat-4508	109	20	;	;	PUNCT
easat-4508	109	21	licensee	licensee	PROPN
easat-4508	109	22	learning	learning	NOUN
easat-4508	109	23	gate	gate	NOUN
easat-4508	109	24	•	•	ADP
easat-4508	109	25	a	a	DET
easat-4508	109	26	"	"	PUNCT
easat-4508	109	27	best	good	ADJ
easat-4508	109	28	"	"	PUNCT
easat-4508	109	29	splitting	splitting	NOUN
easat-4508	109	30	strategy	strategy	NOUN
easat-4508	109	31	was	be	AUX
easat-4508	109	32	applied	apply	VERB
easat-4508	109	33	.	.	PUNCT
easat-4508	110	1	•	•	NUM
easat-4508	110	2	the	the	DET
easat-4508	110	3	tree	tree	NOUN
easat-4508	110	4	was	be	AUX
easat-4508	110	5	limited	limit	VERB
easat-4508	110	6	to	to	ADP
easat-4508	110	7	a	a	DET
easat-4508	110	8	maximum	maximum	ADJ
easat-4508	110	9	depth	depth	NOUN
easat-4508	110	10	of	of	ADP
easat-4508	110	11	6	6	NUM
easat-4508	110	12	levels	level	NOUN
easat-4508	110	13	.	.	PUNCT
easat-4508	111	1	•	•	NUM
easat-4508	111	2	a	a	DET
easat-4508	111	3	minimum	minimum	NOUN
easat-4508	111	4	of	of	ADP
easat-4508	111	5	2	2	NUM
easat-4508	111	6	samples	sample	NOUN
easat-4508	111	7	was	be	AUX
easat-4508	111	8	required	require	VERB
easat-4508	111	9	to	to	PART
easat-4508	111	10	split	split	VERB
easat-4508	111	11	an	an	DET
easat-4508	111	12	internal	internal	ADJ
easat-4508	111	13	node	node	NOUN
easat-4508	111	14	.	.	PUNCT
easat-4508	112	1	•	•	NUM
easat-4508	112	2	a	a	DET
easat-4508	112	3	minimum	minimum	NOUN
easat-4508	112	4	of	of	ADP
easat-4508	112	5	5	5	NUM
easat-4508	112	6	samples	sample	NOUN
easat-4508	112	7	was	be	AUX
easat-4508	112	8	required	require	VERB
easat-4508	112	9	to	to	PART
easat-4508	112	10	create	create	VERB
easat-4508	112	11	a	a	DET
easat-4508	112	12	leaf	leaf	NOUN
easat-4508	112	13	node	node	NOUN
easat-4508	112	14	.	.	PUNCT
easat-4508	113	1	•	•	NUM
easat-4508	113	2	a	a	DET
easat-4508	113	3	total	total	NOUN
easat-4508	113	4	of	of	ADP
easat-4508	113	5	42	42	NUM
easat-4508	113	6	features	feature	NOUN
easat-4508	113	7	were	be	AUX
easat-4508	113	8	considered	consider	VERB
easat-4508	113	9	for	for	ADP
easat-4508	113	10	determining	determine	VERB
easat-4508	113	11	the	the	DET
easat-4508	113	12	best	good	ADJ
easat-4508	113	13	split	split	NOUN
easat-4508	113	14	at	at	ADP
easat-4508	113	15	each	each	DET
easat-4508	113	16	node	node	NOUN
easat-4508	113	17	.	.	PUNCT
easat-4508	114	1	•	•	NUM
easat-4508	114	2	the	the	DET
easat-4508	114	3	tree	tree	NOUN
easat-4508	114	4	consisted	consist	VERB
easat-4508	114	5	of	of	ADP
easat-4508	114	6	a	a	DET
easat-4508	114	7	maximum	maximum	NOUN
easat-4508	114	8	of	of	ADP
easat-4508	114	9	180	180	NUM
easat-4508	114	10	leaves	leave	NOUN
easat-4508	114	11	.	.	PUNCT
easat-4508	115	1	•	•	NUM
easat-4508	115	2	no	no	DET
easat-4508	115	3	fraction	fraction	NOUN
easat-4508	115	4	of	of	ADP
easat-4508	115	5	weight	weight	NOUN
easat-4508	115	6	in	in	ADP
easat-4508	115	7	the	the	DET
easat-4508	115	8	leaves	leave	NOUN
easat-4508	115	9	,	,	PUNCT
easat-4508	115	10	minimum	minimum	ADJ
easat-4508	115	11	impurity	impurity	NOUN
easat-4508	115	12	decrease	decrease	NOUN
easat-4508	115	13	,	,	PUNCT
easat-4508	115	14	class	class	NOUN
easat-4508	115	15	weights	weight	NOUN
easat-4508	115	16	,	,	PUNCT
easat-4508	115	17	or	or	CCONJ
easat-4508	115	18	alpha	alpha	NOUN
easat-4508	115	19	complexity	complexity	NOUN
easat-4508	115	20	parameter	parameter	NOUN
easat-4508	115	21	was	be	AUX
easat-4508	115	22	applied	apply	VERB
easat-4508	115	23	.	.	PUNCT
easat-4508	116	1	the	the	DET
easat-4508	116	2	cart	cart	NOUN
easat-4508	116	3	model	model	NOUN
easat-4508	116	4	with	with	ADP
easat-4508	116	5	these	these	DET
easat-4508	116	6	parameters	parameter	NOUN
easat-4508	116	7	achieved	achieve	VERB
easat-4508	116	8	an	an	DET
easat-4508	116	9	accuracy	accuracy	NOUN
easat-4508	116	10	of	of	ADP
easat-4508	116	11	86.90	86.90	NUM
easat-4508	116	12	%	%	NOUN
easat-4508	116	13	using	use	VERB
easat-4508	116	14	5	5	NUM
easat-4508	116	15	-	-	ADJ
easat-4508	116	16	fold	fold	ADJ
easat-4508	116	17	random	random	ADJ
easat-4508	116	18	crossvalidation	crossvalidation	NOUN
easat-4508	116	19	.	.	PUNCT
easat-4508	117	1	following	follow	VERB
easat-4508	117	2	this	this	PRON
easat-4508	117	3	,	,	PUNCT
easat-4508	117	4	a	a	DET
easat-4508	117	5	stepwise	stepwise	ADJ
easat-4508	117	6	variable	variable	ADJ
easat-4508	117	7	selection	selection	NOUN
easat-4508	117	8	process	process	NOUN
easat-4508	117	9	was	be	AUX
easat-4508	117	10	performed	perform	VERB
easat-4508	117	11	.	.	PUNCT
easat-4508	118	1	initially	initially	ADV
easat-4508	118	2	,	,	PUNCT
easat-4508	118	3	a	a	DET
easat-4508	118	4	student	student	NOUN
easat-4508	118	5	's	's	PART
easat-4508	118	6	t	t	PROPN
easat-4508	118	7	-	-	PUNCT
easat-4508	118	8	test	test	NOUN
easat-4508	118	9	was	be	AUX
easat-4508	118	10	used	use	VERB
easat-4508	118	11	to	to	PART
easat-4508	118	12	identify	identify	VERB
easat-4508	118	13	the	the	DET
easat-4508	118	14	five	five	NUM
easat-4508	118	15	most	most	ADV
easat-4508	118	16	relevant	relevant	ADJ
easat-4508	118	17	variables	variable	NOUN
easat-4508	118	18	for	for	ADP
easat-4508	118	19	constructing	construct	VERB
easat-4508	118	20	the	the	DET
easat-4508	118	21	cart	cart	NOUN
easat-4508	118	22	model	model	NOUN
easat-4508	118	23	.	.	PUNCT
easat-4508	119	1	table	table	NOUN
easat-4508	119	2	1	1	NUM
easat-4508	119	3	presents	present	VERB
easat-4508	119	4	the	the	DET
easat-4508	119	5	top	top	ADJ
easat-4508	119	6	five	five	NUM
easat-4508	119	7	variables	variable	NOUN
easat-4508	119	8	ranked	rank	VERB
easat-4508	119	9	by	by	ADP
easat-4508	119	10	their	their	PRON
easat-4508	119	11	significance	significance	NOUN
easat-4508	119	12	using	use	VERB
easat-4508	119	13	the	the	DET
easat-4508	119	14	forward	forward	ADJ
easat-4508	119	15	method	method	NOUN
easat-4508	119	16	.	.	PUNCT
easat-4508	120	1	subsequently	subsequently	ADV
easat-4508	120	2	,	,	PUNCT
easat-4508	120	3	the	the	DET
easat-4508	120	4	backward	backward	ADJ
easat-4508	120	5	method	method	NOUN
easat-4508	120	6	was	be	AUX
easat-4508	120	7	applied	apply	VERB
easat-4508	120	8	to	to	PART
easat-4508	120	9	eliminate	eliminate	VERB
easat-4508	120	10	unnecessary	unnecessary	ADJ
easat-4508	120	11	variables	variable	NOUN
easat-4508	120	12	.	.	PUNCT
easat-4508	121	1	table	table	NOUN
easat-4508	121	2	2	2	NUM
easat-4508	121	3	shows	show	VERB
easat-4508	121	4	the	the	DET
easat-4508	121	5	results	result	NOUN
easat-4508	121	6	of	of	ADP
easat-4508	121	7	applying	apply	VERB
easat-4508	121	8	the	the	DET
easat-4508	121	9	backward	backward	ADJ
easat-4508	121	10	method	method	NOUN
easat-4508	121	11	.	.	PUNCT
easat-4508	122	1	it	it	PRON
easat-4508	122	2	can	can	AUX
easat-4508	122	3	be	be	AUX
easat-4508	122	4	observed	observe	VERB
easat-4508	122	5	that	that	SCONJ
easat-4508	122	6	in	in	ADP
easat-4508	122	7	the	the	DET
easat-4508	122	8	first	first	ADJ
easat-4508	122	9	stage	stage	NOUN
easat-4508	122	10	,	,	PUNCT
easat-4508	122	11	the	the	DET
easat-4508	122	12	variable	variable	ADJ
easat-4508	122	13	cough	cough	NOUN
easat-4508	122	14	was	be	AUX
easat-4508	122	15	removed	remove	VERB
easat-4508	122	16	.	.	PUNCT
easat-4508	123	1	excluding	exclude	VERB
easat-4508	123	2	this	this	DET
easat-4508	123	3	variable	variable	NOUN
easat-4508	123	4	increased	increase	VERB
easat-4508	123	5	the	the	DET
easat-4508	123	6	accuracy	accuracy	NOUN
easat-4508	123	7	of	of	ADP
easat-4508	123	8	the	the	DET
easat-4508	123	9	cart	cart	NOUN
easat-4508	123	10	model	model	NOUN
easat-4508	123	11	,	,	PUNCT
easat-4508	123	12	reaching	reach	VERB
easat-4508	123	13	84.534	84.534	NUM
easat-4508	123	14	%	%	NOUN
easat-4508	123	15	.	.	PUNCT
easat-4508	124	1	table	table	NOUN
easat-4508	124	2	1	1	NUM
easat-4508	124	3	.	.	PUNCT
easat-4508	125	1	forward	forward	ADJ
easat-4508	125	2	method	method	NOUN
easat-4508	125	3	,	,	PUNCT
easat-4508	125	4	first	first	ADJ
easat-4508	125	5	stage	stage	NOUN
easat-4508	125	6	.	.	PUNCT
easat-4508	126	1	number	number	NOUN
easat-4508	126	2	of	of	ADP
easat-4508	126	3	variables	variable	NOUN
easat-4508	126	4	variable	variable	ADJ
easat-4508	126	5	added	add	VERB
easat-4508	126	6	accuracy	accuracy	NOUN
easat-4508	126	7	(	(	PUNCT
easat-4508	126	8	%	%	NOUN
easat-4508	126	9	)	)	PUNCT
easat-4508	126	10	1	1	NUM
easat-4508	126	11	diassint	diassint	NOUN
easat-4508	126	12	83.338	83.338	NUM
easat-4508	126	13	2	2	NUM
easat-4508	126	14	cough	cough	NOUN
easat-4508	126	15	83.668	83.668	NUM
easat-4508	126	16	3	3	NUM
easat-4508	126	17	myalgias	myalgias	PROPN
easat-4508	126	18	83.89	83.89	NUM
easat-4508	126	19	4	4	NUM
easat-4508	126	20	arthralgia	arthralgia	NOUN
easat-4508	126	21	84.12	84.12	NUM
easat-4508	126	22	5	5	NUM
easat-4508	126	23	age	age	NOUN
easat-4508	126	24	84.264	84.264	NUM
easat-4508	126	25	table	table	NOUN
easat-4508	126	26	2	2	NUM
easat-4508	126	27	.	.	PUNCT
easat-4508	126	28	backward	backward	ADJ
easat-4508	126	29	method	method	NOUN
easat-4508	126	30	,	,	PUNCT
easat-4508	126	31	first	first	ADJ
easat-4508	126	32	stage	stage	NOUN
easat-4508	126	33	.	.	PUNCT
easat-4508	127	1	number	number	NOUN
easat-4508	127	2	of	of	ADP
easat-4508	127	3	variables	variable	NOUN
easat-4508	127	4	deleted	delete	VERB
easat-4508	127	5	variable	variable	ADJ
easat-4508	127	6	accuracy	accuracy	NOUN
easat-4508	127	7	(	(	PUNCT
easat-4508	127	8	%	%	NOUN
easat-4508	127	9	)	)	PUNCT
easat-4508	127	10	4	4	NUM
easat-4508	127	11	diassint	diassint	NOUN
easat-4508	127	12	83.428	83.428	NUM
easat-4508	127	13	4	4	NUM
easat-4508	127	14	cough	cough	NOUN
easat-4508	127	15	84.534	84.534	NUM
easat-4508	127	16	the	the	DET
easat-4508	127	17	variable	variable	ADJ
easat-4508	127	18	cough	cough	NOUN
easat-4508	127	19	has	have	AUX
easat-4508	127	20	been	be	AUX
easat-4508	127	21	removed	remove	VERB
easat-4508	127	22	from	from	ADP
easat-4508	127	23	the	the	DET
easat-4508	127	24	model	model	NOUN
easat-4508	127	25	3	3	NUM
easat-4508	127	26	myalgias	myalgias	PROPN
easat-4508	127	27	83.912	83.912	NUM
easat-4508	127	28	3	3	NUM
easat-4508	127	29	arthralgia	arthralgia	NOUN
easat-4508	127	30	84.36	84.36	NUM
easat-4508	127	31	3	3	NUM
easat-4508	127	32	age	age	NOUN
easat-4508	127	33	84.11	84.11	NUM
easat-4508	127	34	table	table	NOUN
easat-4508	127	35	3	3	NUM
easat-4508	127	36	.	.	PUNCT
easat-4508	127	37	forward	forward	ADJ
easat-4508	127	38	method	method	NOUN
easat-4508	127	39	,	,	PUNCT
easat-4508	127	40	second	second	ADJ
easat-4508	127	41	stage	stage	NOUN
easat-4508	127	42	.	.	PUNCT
easat-4508	128	1	number	number	NOUN
easat-4508	128	2	of	of	ADP
easat-4508	128	3	variables	variable	NOUN
easat-4508	128	4	added	add	VERB
easat-4508	128	5	variable	variable	ADJ
easat-4508	128	6	accuracy	accuracy	NOUN
easat-4508	128	7	(	(	PUNCT
easat-4508	128	8	%	%	INTJ
easat-4508	128	9	)	)	PUNCT
easat-4508	128	10	5	5	NUM
easat-4508	128	11	headache	headache	NOUN
easat-4508	128	12	84.26	84.26	NUM
easat-4508	128	13	6	6	NUM
easat-4508	128	14	odynophagia	odynophagia	NOUN
easat-4508	128	15	84.27	84.27	NUM
easat-4508	128	16	7	7	NUM
easat-4508	128	17	dyspnea	dyspnea	NOUN
easat-4508	128	18	86.326	86.326	NUM
easat-4508	128	19	8	8	NUM
easat-4508	128	20	fever	fever	NOUN
easat-4508	128	21	86.949	86.949	NUM
easat-4508	128	22	9	9	NUM
easat-4508	128	23	ageusia	ageusia	NOUN
easat-4508	128	24	86.538	86.538	NUM
easat-4508	128	25	454	454	NUM
easat-4508	128	26	edelweiss	edelweiss	PROPN
easat-4508	128	27	applied	apply	VERB
easat-4508	128	28	science	science	NOUN
easat-4508	128	29	and	and	CCONJ
easat-4508	128	30	technology	technology	NOUN
easat-4508	128	31	issn	issn	PROPN
easat-4508	128	32	:	:	PUNCT
easat-4508	128	33	2576	2576	NUM
easat-4508	128	34	-	-	SYM
easat-4508	128	35	8484	8484	NUM
easat-4508	128	36	vol	vol	NOUN
easat-4508	128	37	.	.	PROPN
easat-4508	129	1	9	9	NUM
easat-4508	129	2	,	,	PUNCT
easat-4508	129	3	no	no	INTJ
easat-4508	129	4	.	.	NOUN
easat-4508	129	5	2	2	NUM
easat-4508	129	6	:	:	PUNCT
easat-4508	129	7	448	448	NUM
easat-4508	129	8	-	-	SYM
easat-4508	129	9	456	456	NUM
easat-4508	129	10	,	,	PUNCT
easat-4508	129	11	2025	2025	NUM
easat-4508	129	12	doi	doi	NOUN
easat-4508	129	13	:	:	PUNCT
easat-4508	129	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	129	15	©	©	PROPN
easat-4508	129	16	2025	2025	NUM
easat-4508	129	17	by	by	ADP
easat-4508	129	18	the	the	DET
easat-4508	129	19	authors	author	NOUN
easat-4508	129	20	;	;	PUNCT
easat-4508	129	21	licensee	licensee	PROPN
easat-4508	129	22	learning	learn	VERB
easat-4508	129	23	gate	gate	NOUN
easat-4508	129	24	table	table	NOUN
easat-4508	129	25	4	4	NUM
easat-4508	129	26	.	.	PUNCT
easat-4508	129	27	backward	backward	ADJ
easat-4508	129	28	method	method	NOUN
easat-4508	129	29	,	,	PUNCT
easat-4508	129	30	second	second	ADJ
easat-4508	129	31	stage	stage	NOUN
easat-4508	129	32	.	.	PUNCT
easat-4508	130	1	number	number	NOUN
easat-4508	130	2	of	of	ADP
easat-4508	130	3	variables	variable	NOUN
easat-4508	130	4	deleted	delete	VERB
easat-4508	130	5	variable	variable	ADJ
easat-4508	130	6	accuracy	accuracy	NOUN
easat-4508	130	7	(	(	PUNCT
easat-4508	130	8	%	%	NOUN
easat-4508	130	9	)	)	PUNCT
easat-4508	130	10	8	8	NUM
easat-4508	130	11	headache	headache	NOUN
easat-4508	130	12	86.086	86.086	NUM
easat-4508	130	13	8	8	NUM
easat-4508	130	14	odynophagia	odynophagia	NOUN
easat-4508	130	15	86.274	86.274	NUM
easat-4508	130	16	8	8	NUM
easat-4508	130	17	dyspnea	dyspnea	NOUN
easat-4508	130	18	84.556	84.556	NUM
easat-4508	130	19	8	8	NUM
easat-4508	130	20	fever	fever	NOUN
easat-4508	130	21	86.026	86.026	NUM
easat-4508	130	22	8	8	NUM
easat-4508	130	23	ageusia	ageusia	NOUN
easat-4508	130	24	86.444	86.444	NUM
easat-4508	130	25	8	8	NUM
easat-4508	130	26	diassint	diassint	NOUN
easat-4508	130	27	86.568	86.568	NUM
easat-4508	130	28	8	8	NUM
easat-4508	130	29	myalgia	myalgia	NOUN
easat-4508	130	30	86.412	86.412	NUM
easat-4508	130	31	8	8	NUM
easat-4508	130	32	arthralgia	arthralgia	NOUN
easat-4508	130	33	86.182	86.182	NUM
easat-4508	130	34	8	8	NUM
easat-4508	130	35	age	age	NOUN
easat-4508	130	36	85.974	85.974	NUM
easat-4508	130	37	in	in	ADP
easat-4508	130	38	the	the	DET
easat-4508	130	39	second	second	ADJ
easat-4508	130	40	stage	stage	NOUN
easat-4508	130	41	,	,	PUNCT
easat-4508	130	42	the	the	DET
easat-4508	130	43	following	follow	VERB
easat-4508	130	44	5	5	NUM
easat-4508	130	45	variables	variable	NOUN
easat-4508	130	46	were	be	AUX
easat-4508	130	47	added	add	VERB
easat-4508	130	48	that	that	SCONJ
easat-4508	130	49	were	be	AUX
easat-4508	130	50	of	of	ADP
easat-4508	130	51	the	the	DET
easat-4508	130	52	highest	high	ADJ
easat-4508	130	53	relevance	relevance	NOUN
easat-4508	130	54	,	,	PUNCT
easat-4508	130	55	according	accord	VERB
easat-4508	130	56	to	to	ADP
easat-4508	130	57	the	the	DET
easat-4508	130	58	student	student	NOUN
easat-4508	130	59	's	's	PART
easat-4508	130	60	t	t	NOUN
easat-4508	130	61	-	-	PUNCT
easat-4508	130	62	test	test	NOUN
easat-4508	130	63	.	.	PUNCT
easat-4508	131	1	the	the	DET
easat-4508	131	2	table	table	NOUN
easat-4508	131	3	3	3	NUM
easat-4508	131	4	shows	show	VERB
easat-4508	131	5	the	the	DET
easat-4508	131	6	results	result	NOUN
easat-4508	131	7	of	of	ADP
easat-4508	131	8	applying	apply	VERB
easat-4508	131	9	the	the	DET
easat-4508	131	10	forward	forward	ADJ
easat-4508	131	11	method	method	NOUN
easat-4508	131	12	to	to	ADP
easat-4508	131	13	these	these	DET
easat-4508	131	14	5	5	NUM
easat-4508	131	15	variables	variable	NOUN
easat-4508	131	16	.	.	PUNCT
easat-4508	132	1	table	table	NOUN
easat-4508	132	2	4	4	NUM
easat-4508	132	3	shows	show	VERB
easat-4508	132	4	the	the	DET
easat-4508	132	5	backward	backward	ADJ
easat-4508	132	6	method	method	NOUN
easat-4508	132	7	applied	apply	VERB
easat-4508	132	8	to	to	ADP
easat-4508	132	9	the	the	DET
easat-4508	132	10	variables	variable	NOUN
easat-4508	132	11	added	add	VERB
easat-4508	132	12	from	from	ADP
easat-4508	132	13	table	table	NOUN
easat-4508	132	14	2	2	NUM
easat-4508	132	15	and	and	CCONJ
easat-4508	132	16	table	table	NOUN
easat-4508	132	17	3	3	NUM
easat-4508	132	18	.	.	PUNCT
easat-4508	133	1	in	in	ADP
easat-4508	133	2	this	this	DET
easat-4508	133	3	case	case	NOUN
easat-4508	133	4	,	,	PUNCT
easat-4508	133	5	no	no	DET
easat-4508	133	6	variables	variable	NOUN
easat-4508	133	7	were	be	AUX
easat-4508	133	8	eliminated	eliminate	VERB
easat-4508	133	9	,	,	PUNCT
easat-4508	133	10	and	and	CCONJ
easat-4508	133	11	the	the	DET
easat-4508	133	12	resulting	result	VERB
easat-4508	133	13	accuracy	accuracy	NOUN
easat-4508	133	14	was	be	AUX
easat-4508	133	15	86.949	86.949	NUM
easat-4508	133	16	%	%	NOUN
easat-4508	133	17	.	.	PUNCT
easat-4508	134	1	figure	figure	NOUN
easat-4508	134	2	5	5	NUM
easat-4508	134	3	.	.	PUNCT
easat-4508	134	4	confusion	confusion	NOUN
easat-4508	134	5	matrix	matrix	NOUN
easat-4508	134	6	for	for	ADP
easat-4508	134	7	each	each	PRON
easat-4508	134	8	of	of	ADP
easat-4508	134	9	the	the	DET
easat-4508	134	10	output	output	NOUN
easat-4508	134	11	variables	variable	NOUN
easat-4508	134	12	of	of	ADP
easat-4508	134	13	the	the	DET
easat-4508	134	14	cart	cart	NOUN
easat-4508	134	15	model	model	NOUN
easat-4508	134	16	.	.	PUNCT
easat-4508	135	1	subfigures	subfigure	NOUN
easat-4508	135	2	represent	represent	VERB
easat-4508	135	3	the	the	DET
easat-4508	135	4	confusion	confusion	NOUN
easat-4508	135	5	matrices	matrix	NOUN
easat-4508	135	6	for	for	ADP
easat-4508	135	7	each	each	DET
easat-4508	135	8	output	output	NOUN
easat-4508	135	9	variable	variable	NOUN
easat-4508	135	10	:	:	PUNCT
easat-4508	135	11	•	•	NUM
easat-4508	135	12	figure	figure	NOUN
easat-4508	135	13	5a	5a	NUM
easat-4508	135	14	.	.	PUNCT
easat-4508	136	1	covid-19	covid-19	PROPN
easat-4508	136	2	detection	detection	NOUN
easat-4508	136	3	.	.	PUNCT
easat-4508	137	1	•	•	NUM
easat-4508	137	2	figure	figure	NOUN
easat-4508	137	3	5b	5b	NUM
easat-4508	137	4	.	.	PUNCT
easat-4508	138	1	severe	severe	ADJ
easat-4508	138	2	case	case	NOUN
easat-4508	138	3	identification	identification	NOUN
easat-4508	138	4	.	.	PUNCT
easat-4508	139	1	•	•	NUM
easat-4508	139	2	figure	figure	NOUN
easat-4508	139	3	5c	5c	NOUN
easat-4508	139	4	.	.	PUNCT
easat-4508	140	1	intubation	intubation	NOUN
easat-4508	140	2	requirement	requirement	NOUN
easat-4508	140	3	.	.	PUNCT
easat-4508	141	1	•	•	NUM
easat-4508	141	2	figure	figure	NOUN
easat-4508	141	3	5d	5d	NUM
easat-4508	141	4	.	.	PUNCT
easat-4508	142	1	icu	icu	PROPN
easat-4508	142	2	admission	admission	NOUN
easat-4508	142	3	necessity	necessity	NOUN
easat-4508	142	4	.	.	PUNCT
easat-4508	143	1	each	each	DET
easat-4508	143	2	subfigure	subfigure	NOUN
easat-4508	143	3	includes	include	VERB
easat-4508	143	4	sensitivity	sensitivity	NOUN
easat-4508	143	5	,	,	PUNCT
easat-4508	143	6	specificity	specificity	NOUN
easat-4508	143	7	,	,	PUNCT
easat-4508	143	8	and	and	CCONJ
easat-4508	143	9	accuracy	accuracy	NOUN
easat-4508	143	10	metrics	metric	NOUN
easat-4508	143	11	for	for	ADP
easat-4508	143	12	its	its	PRON
easat-4508	143	13	respective	respective	ADJ
easat-4508	143	14	output	output	NOUN
easat-4508	143	15	.	.	PUNCT
easat-4508	144	1	figure	figure	NOUN
easat-4508	144	2	5	5	NUM
easat-4508	144	3	presents	present	VERB
easat-4508	144	4	the	the	DET
easat-4508	144	5	impact	impact	NOUN
easat-4508	144	6	of	of	ADP
easat-4508	144	7	varying	vary	VERB
easat-4508	144	8	the	the	DET
easat-4508	144	9	maximum	maximum	ADJ
easat-4508	144	10	depth	depth	NOUN
easat-4508	144	11	levels	level	NOUN
easat-4508	144	12	of	of	ADP
easat-4508	144	13	the	the	DET
easat-4508	144	14	cart	cart	NOUN
easat-4508	144	15	model	model	NOUN
easat-4508	144	16	on	on	ADP
easat-4508	144	17	its	its	PRON
easat-4508	144	18	accuracy	accuracy	NOUN
easat-4508	144	19	,	,	PUNCT
easat-4508	144	20	with	with	ADP
easat-4508	144	21	the	the	DET
easat-4508	144	22	optimal	optimal	ADJ
easat-4508	144	23	depth	depth	NOUN
easat-4508	144	24	determined	determine	VERB
easat-4508	144	25	to	to	PART
easat-4508	144	26	be	be	AUX
easat-4508	144	27	six	six	NUM
easat-4508	144	28	levels	level	NOUN
easat-4508	144	29	.	.	PUNCT
easat-4508	145	1	following	follow	VERB
easat-4508	145	2	the	the	DET
easat-4508	145	3	same	same	ADJ
easat-4508	145	4	procedure	procedure	NOUN
easat-4508	145	5	,	,	PUNCT
easat-4508	145	6	five	five	NUM
easat-4508	145	7	stages	stage	NOUN
easat-4508	145	8	were	be	AUX
easat-4508	145	9	carried	carry	VERB
easat-4508	145	10	out	out	ADP
easat-4508	145	11	.	.	PUNCT
easat-4508	146	1	however	however	ADV
easat-4508	146	2	,	,	PUNCT
easat-4508	146	3	the	the	DET
easat-4508	146	4	accuracy	accuracy	NOUN
easat-4508	146	5	value	value	NOUN
easat-4508	146	6	obtained	obtain	VERB
easat-4508	146	7	in	in	ADP
easat-4508	146	8	the	the	DET
easat-4508	146	9	fifth	fifth	ADJ
easat-4508	146	10	stage	stage	NOUN
easat-4508	146	11	decreased	decrease	VERB
easat-4508	146	12	compared	compare	VERB
easat-4508	146	13	to	to	ADP
easat-4508	146	14	the	the	DET
easat-4508	146	15	fourth	fourth	ADJ
easat-4508	146	16	stage	stage	NOUN
easat-4508	146	17	.	.	PUNCT
easat-4508	147	1	therefore	therefore	ADV
easat-4508	147	2	,	,	PUNCT
easat-4508	147	3	four	four	NUM
easat-4508	147	4	stages	stage	NOUN
easat-4508	147	5	were	be	AUX
easat-4508	147	6	finally	finally	ADV
easat-4508	147	7	considered	consider	VERB
easat-4508	147	8	,	,	PUNCT
easat-4508	147	9	resulting	result	VERB
easat-4508	147	10	in	in	ADP
easat-4508	147	11	a	a	DET
easat-4508	147	12	total	total	NOUN
easat-4508	147	13	of	of	ADP
easat-4508	147	14	16	16	NUM
easat-4508	147	15	variables	variable	NOUN
easat-4508	147	16	and	and	CCONJ
easat-4508	147	17	an	an	DET
easat-4508	147	18	accuracy	accuracy	NOUN
easat-4508	147	19	of	of	ADP
easat-4508	147	20	87.04	87.04	NUM
easat-4508	147	21	%	%	NOUN
easat-4508	147	22	.	.	PUNCT
easat-4508	148	1	the	the	DET
easat-4508	148	2	16	16	NUM
easat-4508	148	3	variables	variable	NOUN
easat-4508	148	4	were	be	AUX
easat-4508	148	5	then	then	ADV
easat-4508	148	6	used	use	VERB
easat-4508	148	7	to	to	PART
easat-4508	148	8	construct	construct	VERB
easat-4508	148	9	the	the	DET
easat-4508	148	10	confusion	confusion	NOUN
easat-4508	148	11	matrix	matrix	NOUN
easat-4508	148	12	for	for	ADP
easat-4508	148	13	each	each	PRON
easat-4508	148	14	of	of	ADP
easat-4508	148	15	the	the	DET
easat-4508	148	16	output	output	NOUN
easat-4508	148	17	variables	variable	NOUN
easat-4508	148	18	.	.	PUNCT
easat-4508	149	1	specifically	specifically	ADV
easat-4508	149	2	,	,	PUNCT
easat-4508	149	3	a	a	DET
easat-4508	149	4	confusion	confusion	NOUN
easat-4508	149	5	matrix	matrix	NOUN
easat-4508	149	6	was	be	AUX
easat-4508	149	7	created	create	VERB
easat-4508	149	8	for	for	ADP
easat-4508	149	9	the	the	DET
easat-4508	149	10	detection	detection	NOUN
easat-4508	149	11	of	of	ADP
easat-4508	149	12	covid-19	covid-19	PROPN
easat-4508	149	13	cases	case	NOUN
easat-4508	149	14	(	(	PUNCT
easat-4508	149	15	figure	figure	NOUN
easat-4508	149	16	5	5	NUM
easat-4508	149	17	-	-	PUNCT
easat-4508	149	18	a	a	NOUN
easat-4508	149	19	)	)	PUNCT
easat-4508	149	20	,	,	PUNCT
easat-4508	149	21	another	another	PRON
easat-4508	149	22	for	for	ADP
easat-4508	149	23	determining	determine	VERB
easat-4508	149	24	severe	severe	ADJ
easat-4508	149	25	cases	case	NOUN
easat-4508	149	26	(	(	PUNCT
easat-4508	149	27	figure	figure	NOUN
easat-4508	149	28	5	5	NUM
easat-4508	149	29	-	-	PUNCT
easat-4508	149	30	b	b	NOUN
easat-4508	149	31	)	)	PUNCT
easat-4508	149	32	,	,	PUNCT
easat-4508	149	33	one	one	NUM
easat-4508	149	34	for	for	ADP
easat-4508	149	35	identifying	identify	VERB
easat-4508	149	36	cases	case	NOUN
easat-4508	149	37	requiring	require	VERB
easat-4508	149	38	intubation	intubation	NOUN
easat-4508	149	39	(	(	PUNCT
easat-4508	149	40	figure	figure	NOUN
easat-4508	149	41	5	5	NUM
easat-4508	149	42	-	-	SYM
easat-4508	149	43	c	c	NOUN
easat-4508	149	44	)	)	PUNCT
easat-4508	149	45	,	,	PUNCT
easat-4508	149	46	and	and	CCONJ
easat-4508	149	47	one	one	NUM
easat-4508	149	48	more	more	ADJ
easat-4508	149	49	for	for	ADP
easat-4508	149	50	cases	case	NOUN
easat-4508	149	51	needing	need	VERB
easat-4508	149	52	admission	admission	NOUN
easat-4508	149	53	to	to	ADP
easat-4508	149	54	the	the	DET
easat-4508	149	55	intensive	intensive	ADJ
easat-4508	149	56	care	care	NOUN
easat-4508	149	57	unit	unit	NOUN
easat-4508	149	58	(	(	PUNCT
easat-4508	149	59	figure	figure	NOUN
easat-4508	149	60	5	5	NUM
easat-4508	149	61	-	-	SYM
easat-4508	149	62	d	d	NOUN
easat-4508	149	63	)	)	PUNCT
easat-4508	149	64	.	.	PUNCT
easat-4508	150	1	figure	figure	VERB
easat-4508	150	2	5	5	NUM
easat-4508	150	3	presents	present	VERB
easat-4508	150	4	the	the	DET
easat-4508	150	5	confusion	confusion	NOUN
easat-4508	150	6	matrix	matrix	NOUN
easat-4508	150	7	for	for	ADP
easat-4508	150	8	each	each	DET
easat-4508	150	9	output	output	NOUN
easat-4508	150	10	variable	variable	NOUN
easat-4508	150	11	and	and	CCONJ
easat-4508	150	12	their	their	PRON
easat-4508	150	13	respective	respective	ADJ
easat-4508	150	14	sensitivity	sensitivity	NOUN
easat-4508	150	15	,	,	PUNCT
easat-4508	150	16	specificity	specificity	NOUN
easat-4508	150	17	,	,	PUNCT
easat-4508	150	18	and	and	CCONJ
easat-4508	150	19	accuracy	accuracy	NOUN
easat-4508	150	20	values	value	NOUN
easat-4508	150	21	using	use	VERB
easat-4508	150	22	the	the	DET
easat-4508	150	23	cart	cart	NOUN
easat-4508	150	24	model	model	NOUN
easat-4508	150	25	.	.	PUNCT
easat-4508	151	1	455	455	NUM
easat-4508	151	2	edelweiss	edelweiss	PROPN
easat-4508	151	3	applied	apply	VERB
easat-4508	151	4	science	science	NOUN
easat-4508	151	5	and	and	CCONJ
easat-4508	151	6	technology	technology	NOUN
easat-4508	151	7	issn	issn	PROPN
easat-4508	151	8	:	:	PUNCT
easat-4508	151	9	2576	2576	NUM
easat-4508	151	10	-	-	SYM
easat-4508	151	11	8484	8484	NUM
easat-4508	151	12	vol	vol	NOUN
easat-4508	151	13	.	.	PROPN
easat-4508	152	1	9	9	NUM
easat-4508	152	2	,	,	PUNCT
easat-4508	152	3	no	no	INTJ
easat-4508	152	4	.	.	NOUN
easat-4508	152	5	2	2	NUM
easat-4508	152	6	:	:	PUNCT
easat-4508	152	7	448	448	NUM
easat-4508	152	8	-	-	SYM
easat-4508	152	9	456	456	NUM
easat-4508	152	10	,	,	PUNCT
easat-4508	152	11	2025	2025	NUM
easat-4508	152	12	doi	doi	NOUN
easat-4508	152	13	:	:	PUNCT
easat-4508	152	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	152	15	©	©	PROPN
easat-4508	152	16	2025	2025	NUM
easat-4508	152	17	by	by	ADP
easat-4508	152	18	the	the	DET
easat-4508	152	19	authors	author	NOUN
easat-4508	152	20	;	;	PUNCT
easat-4508	152	21	licensee	licensee	PROPN
easat-4508	152	22	learning	learning	NOUN
easat-4508	152	23	gate	gate	NOUN
easat-4508	152	24	4	4	NUM
easat-4508	152	25	.	.	PUNCT
easat-4508	153	1	discussion	discussion	NOUN
easat-4508	153	2	the	the	DET
easat-4508	153	3	cart	cart	NOUN
easat-4508	153	4	model	model	NOUN
easat-4508	153	5	was	be	AUX
easat-4508	153	6	presented	present	VERB
easat-4508	153	7	for	for	ADP
easat-4508	153	8	the	the	DET
easat-4508	153	9	detection	detection	NOUN
easat-4508	153	10	of	of	ADP
easat-4508	153	11	covid-19	covid-19	PROPN
easat-4508	153	12	based	base	VERB
easat-4508	153	13	on	on	ADP
easat-4508	153	14	the	the	DET
easat-4508	153	15	symptoms	symptom	NOUN
easat-4508	153	16	exhibited	exhibit	VERB
easat-4508	153	17	by	by	ADP
easat-4508	153	18	a	a	DET
easat-4508	153	19	patient	patient	NOUN
easat-4508	153	20	,	,	PUNCT
easat-4508	153	21	and	and	CCONJ
easat-4508	153	22	,	,	PUNCT
easat-4508	153	23	in	in	ADP
easat-4508	153	24	the	the	DET
easat-4508	153	25	case	case	NOUN
easat-4508	153	26	of	of	ADP
easat-4508	153	27	a	a	DET
easat-4508	153	28	positive	positive	ADJ
easat-4508	153	29	diagnosis	diagnosis	NOUN
easat-4508	153	30	,	,	PUNCT
easat-4508	153	31	for	for	ADP
easat-4508	153	32	predicting	predict	VERB
easat-4508	153	33	whether	whether	SCONJ
easat-4508	153	34	the	the	DET
easat-4508	153	35	case	case	NOUN
easat-4508	153	36	will	will	AUX
easat-4508	153	37	be	be	AUX
easat-4508	153	38	severe	severe	ADJ
easat-4508	153	39	,	,	PUNCT
easat-4508	153	40	require	require	ADJ
easat-4508	153	41	intubation	intubation	NOUN
easat-4508	153	42	,	,	PUNCT
easat-4508	153	43	or	or	CCONJ
easat-4508	153	44	necessitate	necessitate	ADJ
easat-4508	153	45	admission	admission	NOUN
easat-4508	153	46	to	to	ADP
easat-4508	153	47	the	the	DET
easat-4508	153	48	intensive	intensive	ADJ
easat-4508	153	49	care	care	NOUN
easat-4508	153	50	unit	unit	NOUN
easat-4508	153	51	(	(	PUNCT
easat-4508	153	52	icu	icu	PROPN
easat-4508	153	53	)	)	PUNCT
easat-4508	153	54	.	.	PUNCT
easat-4508	154	1	the	the	DET
easat-4508	154	2	initial	initial	ADJ
easat-4508	154	3	results	result	NOUN
easat-4508	154	4	showed	show	VERB
easat-4508	154	5	that	that	SCONJ
easat-4508	154	6	the	the	DET
easat-4508	154	7	best	good	ADJ
easat-4508	154	8	accuracy	accuracy	NOUN
easat-4508	154	9	for	for	ADP
easat-4508	154	10	the	the	DET
easat-4508	154	11	cart	cart	NOUN
easat-4508	154	12	model	model	NOUN
easat-4508	154	13	was	be	AUX
easat-4508	154	14	obtained	obtain	VERB
easat-4508	154	15	by	by	ADP
easat-4508	154	16	using	use	VERB
easat-4508	154	17	85	85	NUM
easat-4508	154	18	%	%	NOUN
easat-4508	154	19	of	of	ADP
easat-4508	154	20	the	the	DET
easat-4508	154	21	total	total	ADJ
easat-4508	154	22	samples	sample	NOUN
easat-4508	154	23	for	for	ADP
easat-4508	154	24	the	the	DET
easat-4508	154	25	training	training	NOUN
easat-4508	154	26	set	set	NOUN
easat-4508	154	27	and	and	CCONJ
easat-4508	154	28	15	15	NUM
easat-4508	154	29	%	%	NOUN
easat-4508	154	30	for	for	ADP
easat-4508	154	31	the	the	DET
easat-4508	154	32	test	test	NOUN
easat-4508	154	33	set	set	NOUN
easat-4508	154	34	,	,	PUNCT
easat-4508	154	35	achieving	achieve	VERB
easat-4508	154	36	an	an	DET
easat-4508	154	37	accuracy	accuracy	NOUN
easat-4508	154	38	of	of	ADP
easat-4508	154	39	82.28	82.28	NUM
easat-4508	154	40	%	%	NOUN
easat-4508	154	41	with	with	ADP
easat-4508	154	42	5	5	NUM
easat-4508	154	43	-	-	ADJ
easat-4508	154	44	fold	fold	ADJ
easat-4508	154	45	cross	cross	NOUN
easat-4508	154	46	-	-	NOUN
easat-4508	154	47	validation	validation	NOUN
easat-4508	154	48	in	in	ADP
easat-4508	154	49	all	all	DET
easat-4508	154	50	experiments	experiment	NOUN
easat-4508	154	51	.	.	PUNCT
easat-4508	155	1	however	however	ADV
easat-4508	155	2	,	,	PUNCT
easat-4508	155	3	by	by	ADP
easat-4508	155	4	applying	apply	VERB
easat-4508	155	5	the	the	DET
easat-4508	155	6	entropy	entropy	NOUN
easat-4508	155	7	division	division	NOUN
easat-4508	155	8	criterion	criterion	NOUN
easat-4508	155	9	,	,	PUNCT
easat-4508	155	10	cart	cart	NOUN
easat-4508	155	11	increased	increase	VERB
easat-4508	155	12	its	its	PRON
easat-4508	155	13	accuracy	accuracy	NOUN
easat-4508	155	14	by	by	ADP
easat-4508	155	15	0.14	0.14	NUM
easat-4508	155	16	%	%	NOUN
easat-4508	155	17	.	.	PUNCT
easat-4508	156	1	when	when	SCONJ
easat-4508	156	2	other	other	ADJ
easat-4508	156	3	parameters	parameter	NOUN
easat-4508	156	4	such	such	ADJ
easat-4508	156	5	as	as	ADP
easat-4508	156	6	maximum	maximum	ADJ
easat-4508	156	7	depth	depth	NOUN
easat-4508	156	8	and	and	CCONJ
easat-4508	156	9	division	division	NOUN
easat-4508	156	10	strategy	strategy	NOUN
easat-4508	156	11	type	type	NOUN
easat-4508	156	12	were	be	AUX
easat-4508	156	13	considered	consider	VERB
easat-4508	156	14	,	,	PUNCT
easat-4508	156	15	among	among	ADP
easat-4508	156	16	others	other	NOUN
easat-4508	156	17	,	,	PUNCT
easat-4508	156	18	cart	cart	NOUN
easat-4508	156	19	reached	reach	VERB
easat-4508	156	20	an	an	DET
easat-4508	156	21	accuracy	accuracy	NOUN
easat-4508	156	22	of	of	ADP
easat-4508	156	23	86.90	86.90	NUM
easat-4508	156	24	%	%	NOUN
easat-4508	156	25	.	.	PUNCT
easat-4508	157	1	subsequently	subsequently	ADV
easat-4508	157	2	,	,	PUNCT
easat-4508	157	3	by	by	ADP
easat-4508	157	4	using	use	VERB
easat-4508	157	5	a	a	DET
easat-4508	157	6	stepwise	stepwise	ADJ
easat-4508	157	7	variable	variable	ADJ
easat-4508	157	8	selection	selection	NOUN
easat-4508	157	9	process	process	NOUN
easat-4508	157	10	,	,	PUNCT
easat-4508	157	11	consisting	consist	VERB
easat-4508	157	12	of	of	ADP
easat-4508	157	13	alternating	alternate	VERB
easat-4508	157	14	forward	forward	ADV
easat-4508	157	15	and	and	CCONJ
easat-4508	157	16	backward	backward	ADJ
easat-4508	157	17	methods	method	NOUN
easat-4508	157	18	,	,	PUNCT
easat-4508	157	19	an	an	DET
easat-4508	157	20	accuracy	accuracy	NOUN
easat-4508	157	21	of	of	ADP
easat-4508	157	22	87.04	87.04	NUM
easat-4508	157	23	%	%	NOUN
easat-4508	157	24	was	be	AUX
easat-4508	157	25	achieved	achieve	VERB
easat-4508	157	26	by	by	ADP
easat-4508	157	27	using	use	VERB
easat-4508	157	28	16	16	NUM
easat-4508	157	29	variables	variable	NOUN
easat-4508	157	30	determined	determine	VERB
easat-4508	157	31	through	through	ADP
easat-4508	157	32	the	the	DET
easat-4508	157	33	variable	variable	ADJ
easat-4508	157	34	selection	selection	NOUN
easat-4508	157	35	process	process	NOUN
easat-4508	157	36	.	.	PUNCT
easat-4508	158	1	additionally	additionally	ADV
easat-4508	158	2	,	,	PUNCT
easat-4508	158	3	by	by	ADP
easat-4508	158	4	using	use	VERB
easat-4508	158	5	the	the	DET
easat-4508	158	6	confusion	confusion	NOUN
easat-4508	158	7	matrix	matrix	NOUN
easat-4508	158	8	,	,	PUNCT
easat-4508	158	9	the	the	DET
easat-4508	158	10	following	follow	VERB
easat-4508	158	11	accuracy	accuracy	NOUN
easat-4508	158	12	values	value	NOUN
easat-4508	158	13	were	be	AUX
easat-4508	158	14	obtained	obtain	VERB
easat-4508	158	15	:	:	PUNCT
easat-4508	158	16	0.7758	0.7758	NUM
easat-4508	158	17	for	for	ADP
easat-4508	158	18	covid-19	covid-19	PROPN
easat-4508	158	19	detection	detection	NOUN
easat-4508	158	20	,	,	PUNCT
easat-4508	158	21	0.8110	0.8110	NUM
easat-4508	158	22	for	for	ADP
easat-4508	158	23	severe	severe	ADJ
easat-4508	158	24	cases	case	NOUN
easat-4508	158	25	,	,	PUNCT
easat-4508	158	26	0.9449	0.9449	NUM
easat-4508	158	27	for	for	ADP
easat-4508	158	28	intubation	intubation	NOUN
easat-4508	158	29	-	-	PUNCT
easat-4508	158	30	required	require	VERB
easat-4508	158	31	cases	case	NOUN
easat-4508	158	32	,	,	PUNCT
easat-4508	158	33	and	and	CCONJ
easat-4508	158	34	0.9529	0.9529	NUM
easat-4508	158	35	for	for	ADP
easat-4508	158	36	icu	icu	PROPN
easat-4508	158	37	admission	admission	NOUN
easat-4508	158	38	-	-	PUNCT
easat-4508	158	39	required	require	VERB
easat-4508	158	40	cases	case	NOUN
easat-4508	158	41	.	.	PUNCT
easat-4508	159	1	the	the	DET
easat-4508	159	2	results	result	NOUN
easat-4508	159	3	shown	show	VERB
easat-4508	159	4	in	in	ADP
easat-4508	159	5	figure	figure	NOUN
easat-4508	159	6	5	5	NUM
easat-4508	159	7	indicate	indicate	VERB
easat-4508	159	8	that	that	SCONJ
easat-4508	159	9	the	the	DET
easat-4508	159	10	specificity	specificity	NOUN
easat-4508	159	11	metric	metric	ADJ
easat-4508	159	12	values	value	NOUN
easat-4508	159	13	are	be	AUX
easat-4508	159	14	acceptable	acceptable	ADJ
easat-4508	159	15	,	,	PUNCT
easat-4508	159	16	being	be	AUX
easat-4508	159	17	above	above	ADP
easat-4508	159	18	0.85	0.85	NUM
easat-4508	159	19	for	for	ADP
easat-4508	159	20	each	each	PRON
easat-4508	159	21	of	of	ADP
easat-4508	159	22	the	the	DET
easat-4508	159	23	expected	expect	VERB
easat-4508	159	24	outputs	output	NOUN
easat-4508	159	25	,	,	PUNCT
easat-4508	159	26	meaning	mean	VERB
easat-4508	159	27	that	that	SCONJ
easat-4508	159	28	cart	cart	NOUN
easat-4508	159	29	classifies	classify	VERB
easat-4508	159	30	negative	negative	ADJ
easat-4508	159	31	cases	case	NOUN
easat-4508	159	32	reasonably	reasonably	ADV
easat-4508	159	33	well	well	ADV
easat-4508	159	34	.	.	PUNCT
easat-4508	160	1	however	however	ADV
easat-4508	160	2	,	,	PUNCT
easat-4508	160	3	the	the	DET
easat-4508	160	4	sensitivity	sensitivity	NOUN
easat-4508	160	5	values	value	NOUN
easat-4508	160	6	provided	provide	VERB
easat-4508	160	7	by	by	ADP
easat-4508	160	8	the	the	DET
easat-4508	160	9	cart	cart	NOUN
easat-4508	160	10	model	model	NOUN
easat-4508	160	11	are	be	AUX
easat-4508	160	12	generally	generally	ADV
easat-4508	160	13	low	low	ADJ
easat-4508	160	14	,	,	PUNCT
easat-4508	160	15	indicating	indicate	VERB
easat-4508	160	16	that	that	SCONJ
easat-4508	160	17	cart	cart	NOUN
easat-4508	160	18	does	do	AUX
easat-4508	160	19	not	not	PART
easat-4508	160	20	adequately	adequately	ADV
easat-4508	160	21	detect	detect	VERB
easat-4508	160	22	positive	positive	ADJ
easat-4508	160	23	cases	case	NOUN
easat-4508	160	24	.	.	PUNCT
easat-4508	161	1	5	5	X
easat-4508	161	2	.	.	X
easat-4508	161	3	conclusions	conclusion	NOUN
easat-4508	161	4	in	in	ADP
easat-4508	161	5	this	this	DET
easat-4508	161	6	work	work	NOUN
easat-4508	161	7	,	,	PUNCT
easat-4508	161	8	the	the	DET
easat-4508	161	9	cart	cart	NOUN
easat-4508	161	10	model	model	NOUN
easat-4508	161	11	was	be	AUX
easat-4508	161	12	presented	present	VERB
easat-4508	161	13	for	for	ADP
easat-4508	161	14	the	the	DET
easat-4508	161	15	detection	detection	NOUN
easat-4508	161	16	of	of	ADP
easat-4508	161	17	covid-19	covid-19	PROPN
easat-4508	161	18	and	and	CCONJ
easat-4508	161	19	,	,	PUNCT
easat-4508	161	20	in	in	ADP
easat-4508	161	21	the	the	DET
easat-4508	161	22	case	case	NOUN
easat-4508	161	23	of	of	ADP
easat-4508	161	24	a	a	DET
easat-4508	161	25	positive	positive	ADJ
easat-4508	161	26	diagnosis	diagnosis	NOUN
easat-4508	161	27	,	,	PUNCT
easat-4508	161	28	for	for	ADP
easat-4508	161	29	predicting	predict	VERB
easat-4508	161	30	whether	whether	SCONJ
easat-4508	161	31	the	the	DET
easat-4508	161	32	case	case	NOUN
easat-4508	161	33	will	will	AUX
easat-4508	161	34	be	be	AUX
easat-4508	161	35	severe	severe	ADJ
easat-4508	161	36	,	,	PUNCT
easat-4508	161	37	require	require	ADJ
easat-4508	161	38	intubation	intubation	NOUN
easat-4508	161	39	,	,	PUNCT
easat-4508	161	40	or	or	CCONJ
easat-4508	161	41	necessitate	necessitate	ADJ
easat-4508	161	42	admission	admission	NOUN
easat-4508	161	43	to	to	ADP
easat-4508	161	44	the	the	DET
easat-4508	161	45	intensive	intensive	ADJ
easat-4508	161	46	care	care	NOUN
easat-4508	161	47	unit	unit	NOUN
easat-4508	161	48	(	(	PUNCT
easat-4508	161	49	icu	icu	PROPN
easat-4508	161	50	)	)	PUNCT
easat-4508	161	51	,	,	PUNCT
easat-4508	161	52	based	base	VERB
easat-4508	161	53	on	on	ADP
easat-4508	161	54	the	the	DET
easat-4508	161	55	symptoms	symptom	NOUN
easat-4508	161	56	exhibited	exhibit	VERB
easat-4508	161	57	by	by	ADP
easat-4508	161	58	a	a	DET
easat-4508	161	59	patient	patient	NOUN
easat-4508	161	60	.	.	PUNCT
easat-4508	162	1	the	the	DET
easat-4508	162	2	sinave	sinave	NOUN
easat-4508	162	3	dataset	dataset	VERB
easat-4508	162	4	,	,	PUNCT
easat-4508	162	5	provided	provide	VERB
easat-4508	162	6	by	by	ADP
easat-4508	162	7	the	the	DET
easat-4508	162	8	government	government	NOUN
easat-4508	162	9	of	of	ADP
easat-4508	162	10	mexico	mexico	PROPN
easat-4508	162	11	city	city	NOUN
easat-4508	162	12	,	,	PUNCT
easat-4508	162	13	was	be	AUX
easat-4508	162	14	used	use	VERB
easat-4508	162	15	for	for	ADP
easat-4508	162	16	this	this	DET
easat-4508	162	17	purpose	purpose	NOUN
easat-4508	162	18	.	.	PUNCT
easat-4508	163	1	different	different	ADJ
easat-4508	163	2	parameters	parameter	NOUN
easat-4508	163	3	were	be	AUX
easat-4508	163	4	tested	test	VERB
easat-4508	163	5	on	on	ADP
easat-4508	163	6	the	the	DET
easat-4508	163	7	cart	cart	NOUN
easat-4508	163	8	model	model	NOUN
easat-4508	163	9	to	to	PART
easat-4508	163	10	obtain	obtain	VERB
easat-4508	163	11	the	the	DET
easat-4508	163	12	best	good	ADJ
easat-4508	163	13	performance	performance	NOUN
easat-4508	163	14	,	,	PUNCT
easat-4508	163	15	ultimately	ultimately	ADV
easat-4508	163	16	achieving	achieve	VERB
easat-4508	163	17	an	an	DET
easat-4508	163	18	accuracy	accuracy	NOUN
easat-4508	163	19	of	of	ADP
easat-4508	163	20	87.04	87.04	NUM
easat-4508	163	21	%	%	NOUN
easat-4508	163	22	.	.	PUNCT
easat-4508	164	1	additionally	additionally	ADV
easat-4508	164	2	,	,	PUNCT
easat-4508	164	3	metrics	metric	NOUN
easat-4508	164	4	such	such	ADJ
easat-4508	164	5	as	as	ADP
easat-4508	164	6	sensitivity	sensitivity	NOUN
easat-4508	164	7	,	,	PUNCT
easat-4508	164	8	specificity	specificity	NOUN
easat-4508	164	9	,	,	PUNCT
easat-4508	164	10	and	and	CCONJ
easat-4508	164	11	accuracy	accuracy	NOUN
easat-4508	164	12	were	be	AUX
easat-4508	164	13	used	use	VERB
easat-4508	164	14	based	base	VERB
easat-4508	164	15	on	on	ADP
easat-4508	164	16	the	the	DET
easat-4508	164	17	confusion	confusion	NOUN
easat-4508	164	18	matrix	matrix	NOUN
easat-4508	164	19	for	for	ADP
easat-4508	164	20	each	each	PRON
easat-4508	164	21	of	of	ADP
easat-4508	164	22	the	the	DET
easat-4508	164	23	expected	expect	VERB
easat-4508	164	24	outputs	output	NOUN
easat-4508	164	25	.	.	PUNCT
easat-4508	165	1	for	for	ADP
easat-4508	165	2	the	the	DET
easat-4508	165	3	detection	detection	NOUN
easat-4508	165	4	of	of	ADP
easat-4508	165	5	covid-19	covid-19	PROPN
easat-4508	165	6	,	,	PUNCT
easat-4508	165	7	as	as	ADV
easat-4508	165	8	well	well	ADV
easat-4508	165	9	as	as	ADP
easat-4508	165	10	the	the	DET
easat-4508	165	11	prediction	prediction	NOUN
easat-4508	165	12	of	of	ADP
easat-4508	165	13	severe	severe	ADJ
easat-4508	165	14	cases	case	NOUN
easat-4508	165	15	,	,	PUNCT
easat-4508	165	16	cases	case	NOUN
easat-4508	165	17	requiring	require	VERB
easat-4508	165	18	intubation	intubation	NOUN
easat-4508	165	19	,	,	PUNCT
easat-4508	165	20	and	and	CCONJ
easat-4508	165	21	those	those	PRON
easat-4508	165	22	requiring	require	VERB
easat-4508	165	23	icu	icu	PROPN
easat-4508	165	24	admission	admission	NOUN
easat-4508	165	25	,	,	PUNCT
easat-4508	165	26	acceptable	acceptable	ADJ
easat-4508	165	27	accuracy	accuracy	NOUN
easat-4508	165	28	values	value	NOUN
easat-4508	165	29	were	be	AUX
easat-4508	165	30	obtained	obtain	VERB
easat-4508	165	31	:	:	PUNCT
easat-4508	165	32	0.7758	0.7758	NUM
easat-4508	165	33	,	,	PUNCT
easat-4508	165	34	0.8110	0.8110	NUM
easat-4508	165	35	,	,	PUNCT
easat-4508	165	36	0.9449	0.9449	NUM
easat-4508	165	37	,	,	PUNCT
easat-4508	165	38	and	and	CCONJ
easat-4508	165	39	0.9529	0.9529	NUM
easat-4508	165	40	,	,	PUNCT
easat-4508	165	41	respectively	respectively	ADV
easat-4508	165	42	.	.	PUNCT
easat-4508	166	1	this	this	DET
easat-4508	166	2	study	study	NOUN
easat-4508	166	3	shows	show	VERB
easat-4508	166	4	the	the	DET
easat-4508	166	5	importance	importance	NOUN
easat-4508	166	6	of	of	ADP
easat-4508	166	7	using	use	VERB
easat-4508	166	8	non	non	ADJ
easat-4508	166	9	-	-	ADJ
easat-4508	166	10	invasive	invasive	ADJ
easat-4508	166	11	techniques	technique	NOUN
easat-4508	166	12	by	by	ADP
easat-4508	166	13	using	use	VERB
easat-4508	166	14	only	only	ADV
easat-4508	166	15	the	the	DET
easat-4508	166	16	symptoms	symptom	NOUN
easat-4508	166	17	presented	present	VERB
easat-4508	166	18	by	by	ADP
easat-4508	166	19	patients	patient	NOUN
easat-4508	166	20	as	as	ADP
easat-4508	166	21	a	a	DET
easat-4508	166	22	first	first	ADJ
easat-4508	166	23	analysis	analysis	NOUN
easat-4508	166	24	or	or	CCONJ
easat-4508	166	25	approach	approach	NOUN
easat-4508	166	26	in	in	ADP
easat-4508	166	27	the	the	DET
easat-4508	166	28	detection	detection	NOUN
easat-4508	166	29	of	of	ADP
easat-4508	166	30	covid-19	covid-19	PROPN
easat-4508	166	31	instead	instead	ADV
easat-4508	166	32	of	of	ADP
easat-4508	166	33	invasive	invasive	ADJ
easat-4508	166	34	techniques	technique	NOUN
easat-4508	166	35	such	such	ADJ
easat-4508	166	36	as	as	ADP
easat-4508	166	37	the	the	DET
easat-4508	166	38	pcr	pcr	PROPN
easat-4508	166	39	test	test	NOUN
easat-4508	166	40	or	or	CCONJ
easat-4508	166	41	the	the	DET
easat-4508	166	42	antigen	antigen	ADJ
easat-4508	166	43	test	test	NOUN
easat-4508	166	44	for	for	ADP
easat-4508	166	45	the	the	DET
easat-4508	166	46	detection	detection	NOUN
easat-4508	166	47	of	of	ADP
easat-4508	166	48	covid-19	covid-19	PROPN
easat-4508	166	49	.	.	PUNCT
easat-4508	167	1	transparency	transparency	NOUN
easat-4508	167	2	:	:	PUNCT
easat-4508	167	3	the	the	DET
easat-4508	167	4	authors	author	NOUN
easat-4508	167	5	confirm	confirm	VERB
easat-4508	167	6	that	that	SCONJ
easat-4508	167	7	the	the	DET
easat-4508	167	8	manuscript	manuscript	NOUN
easat-4508	167	9	is	be	AUX
easat-4508	167	10	an	an	DET
easat-4508	167	11	honest	honest	ADJ
easat-4508	167	12	,	,	PUNCT
easat-4508	167	13	accurate	accurate	ADJ
easat-4508	167	14	,	,	PUNCT
easat-4508	167	15	and	and	CCONJ
easat-4508	167	16	transparent	transparent	ADJ
easat-4508	167	17	account	account	NOUN
easat-4508	167	18	of	of	ADP
easat-4508	167	19	the	the	DET
easat-4508	167	20	study	study	NOUN
easat-4508	167	21	;	;	PUNCT
easat-4508	167	22	that	that	SCONJ
easat-4508	167	23	no	no	DET
easat-4508	167	24	vital	vital	ADJ
easat-4508	167	25	features	feature	NOUN
easat-4508	167	26	of	of	ADP
easat-4508	167	27	the	the	DET
easat-4508	167	28	study	study	NOUN
easat-4508	167	29	have	have	AUX
easat-4508	167	30	been	be	AUX
easat-4508	167	31	omitted	omit	VERB
easat-4508	167	32	;	;	PUNCT
easat-4508	167	33	and	and	CCONJ
easat-4508	167	34	that	that	SCONJ
easat-4508	167	35	any	any	DET
easat-4508	167	36	discrepancies	discrepancy	NOUN
easat-4508	167	37	from	from	ADP
easat-4508	167	38	the	the	DET
easat-4508	167	39	study	study	NOUN
easat-4508	167	40	as	as	SCONJ
easat-4508	167	41	planned	plan	VERB
easat-4508	167	42	have	have	AUX
easat-4508	167	43	been	be	AUX
easat-4508	167	44	explained	explain	VERB
easat-4508	167	45	.	.	PUNCT
easat-4508	168	1	this	this	DET
easat-4508	168	2	study	study	NOUN
easat-4508	168	3	followed	follow	VERB
easat-4508	168	4	all	all	DET
easat-4508	168	5	ethical	ethical	ADJ
easat-4508	168	6	practices	practice	NOUN
easat-4508	168	7	during	during	ADP
easat-4508	168	8	writing	writing	NOUN
easat-4508	168	9	.	.	PUNCT
easat-4508	169	1	authors	author	NOUN
easat-4508	169	2	’	'	PUNCT
easat-4508	169	3	contributions	contribution	NOUN
easat-4508	169	4	:	:	PUNCT
easat-4508	169	5	all	all	DET
easat-4508	169	6	authors	author	NOUN
easat-4508	169	7	contributed	contribute	VERB
easat-4508	169	8	equally	equally	ADV
easat-4508	169	9	to	to	ADP
easat-4508	169	10	the	the	DET
easat-4508	169	11	conception	conception	NOUN
easat-4508	169	12	and	and	CCONJ
easat-4508	169	13	design	design	NOUN
easat-4508	169	14	of	of	ADP
easat-4508	169	15	the	the	DET
easat-4508	169	16	study	study	NOUN
easat-4508	169	17	.	.	PUNCT
easat-4508	170	1	all	all	DET
easat-4508	170	2	authors	author	NOUN
easat-4508	170	3	have	have	AUX
easat-4508	170	4	read	read	VERB
easat-4508	170	5	and	and	CCONJ
easat-4508	170	6	agreed	agree	VERB
easat-4508	170	7	to	to	ADP
easat-4508	170	8	the	the	DET
easat-4508	170	9	published	publish	VERB
easat-4508	170	10	version	version	NOUN
easat-4508	170	11	of	of	ADP
easat-4508	170	12	the	the	DET
easat-4508	170	13	manuscript	manuscript	NOUN
easat-4508	170	14	.	.	PUNCT
easat-4508	171	1	acknowledgments	acknowledgment	NOUN
easat-4508	171	2	:	:	PUNCT
easat-4508	171	3	the	the	DET
easat-4508	171	4	authors	author	NOUN
easat-4508	171	5	would	would	AUX
easat-4508	171	6	like	like	VERB
easat-4508	171	7	to	to	PART
easat-4508	171	8	thank	thank	VERB
easat-4508	171	9	the	the	DET
easat-4508	171	10	instituto	instituto	PROPN
easat-4508	171	11	politécnico	politécnico	NOUN
easat-4508	171	12	nacional	nacional	PROPN
easat-4508	171	13	(	(	PUNCT
easat-4508	171	14	secretaría	secretaría	NOUN
easat-4508	171	15	académica	académica	PROPN
easat-4508	171	16	,	,	PUNCT
easat-4508	171	17	cofaa	cofaa	NOUN
easat-4508	171	18	,	,	PUNCT
easat-4508	171	19	edd	edd	PROPN
easat-4508	171	20	,	,	PUNCT
easat-4508	171	21	edi	edi	PROPN
easat-4508	171	22	,	,	PUNCT
easat-4508	171	23	sip	sip	NOUN
easat-4508	171	24	and	and	CCONJ
easat-4508	171	25	escom	escom	NOUN
easat-4508	171	26	)	)	PUNCT
easat-4508	171	27	and	and	CCONJ
easat-4508	171	28	conahcyt	conahcyt	NOUN
easat-4508	171	29	for	for	ADP
easat-4508	171	30	their	their	PRON
easat-4508	171	31	financial	financial	ADJ
easat-4508	171	32	support	support	NOUN
easat-4508	171	33	for	for	ADP
easat-4508	171	34	the	the	DET
easat-4508	171	35	development	development	NOUN
easat-4508	171	36	of	of	ADP
easat-4508	171	37	this	this	DET
easat-4508	171	38	work	work	NOUN
easat-4508	171	39	.	.	PUNCT
easat-4508	172	1	copyright	copyright	NOUN
easat-4508	172	2	:	:	PUNCT
easat-4508	172	3	©	©	PROPN
easat-4508	172	4	2025	2025	NUM
easat-4508	172	5	by	by	ADP
easat-4508	172	6	the	the	DET
easat-4508	172	7	authors	author	NOUN
easat-4508	172	8	.	.	PUNCT
easat-4508	173	1	this	this	DET
easat-4508	173	2	open	open	ADJ
easat-4508	173	3	-	-	PUNCT
easat-4508	173	4	access	access	NOUN
easat-4508	173	5	article	article	NOUN
easat-4508	173	6	is	be	AUX
easat-4508	173	7	distributed	distribute	VERB
easat-4508	173	8	under	under	ADP
easat-4508	173	9	the	the	DET
easat-4508	173	10	terms	term	NOUN
easat-4508	173	11	and	and	CCONJ
easat-4508	173	12	conditions	condition	NOUN
easat-4508	173	13	of	of	ADP
easat-4508	173	14	the	the	DET
easat-4508	173	15	creative	creative	ADJ
easat-4508	173	16	commons	common	NOUN
easat-4508	173	17	attribution	attribution	NOUN
easat-4508	173	18	(	(	PUNCT
easat-4508	173	19	cc	cc	NOUN
easat-4508	173	20	by	by	ADP
easat-4508	173	21	)	)	PUNCT
easat-4508	173	22	license	license	NOUN
easat-4508	173	23	(	(	PUNCT
easat-4508	173	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4508	173	25	)	)	PUNCT
easat-4508	173	26	.	.	PUNCT
easat-4508	174	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4508	174	2	456	456	PROPN
easat-4508	174	3	edelweiss	edelweiss	PROPN
easat-4508	174	4	applied	apply	VERB
easat-4508	174	5	science	science	NOUN
easat-4508	174	6	and	and	CCONJ
easat-4508	174	7	technology	technology	NOUN
easat-4508	174	8	issn	issn	PROPN
easat-4508	174	9	:	:	PUNCT
easat-4508	174	10	2576	2576	NUM
easat-4508	174	11	-	-	SYM
easat-4508	174	12	8484	8484	NUM
easat-4508	174	13	vol	vol	NOUN
easat-4508	174	14	.	.	PROPN
easat-4508	175	1	9	9	NUM
easat-4508	175	2	,	,	PUNCT
easat-4508	175	3	no	no	INTJ
easat-4508	175	4	.	.	NOUN
easat-4508	175	5	2	2	NUM
easat-4508	175	6	:	:	PUNCT
easat-4508	175	7	448	448	NUM
easat-4508	175	8	-	-	SYM
easat-4508	175	9	456	456	NUM
easat-4508	175	10	,	,	PUNCT
easat-4508	175	11	2025	2025	NUM
easat-4508	175	12	doi	doi	NOUN
easat-4508	175	13	:	:	PUNCT
easat-4508	175	14	10.55214/25768484.v9i2.4508	10.55214/25768484.v9i2.4508	NUM
easat-4508	175	15	©	©	PROPN
easat-4508	175	16	2025	2025	NUM
easat-4508	175	17	by	by	ADP
easat-4508	175	18	the	the	DET
easat-4508	175	19	authors	author	NOUN
easat-4508	175	20	;	;	PUNCT
easat-4508	175	21	licensee	licensee	PROPN
easat-4508	175	22	learning	learn	VERB
easat-4508	175	23	gate	gate	NOUN
easat-4508	175	24	references	reference	NOUN
easat-4508	175	25	[	[	X
easat-4508	175	26	1	1	NUM
easat-4508	175	27	]	]	PUNCT
easat-4508	175	28	covid-19	covid-19	PROPN
easat-4508	175	29	weekly	weekly	ADJ
easat-4508	175	30	epidemiological	epidemiological	ADJ
easat-4508	175	31	update	update	NOUN
easat-4508	175	32	,	,	PUNCT
easat-4508	175	33	"	"	PUNCT
easat-4508	175	34	world	world	NOUN
easat-4508	175	35	health	health	NOUN
easat-4508	175	36	organization	organization	NOUN
easat-4508	175	37	.	.	PUNCT
easat-4508	176	1	edition	edition	NOUN
easat-4508	176	2	138	138	NUM
easat-4508	176	3	published	publish	VERB
easat-4508	176	4	13	13	NUM
easat-4508	176	5	abril	abril	PROPN
easat-4508	176	6	2023	2023	NUM
easat-4508	176	7	,	,	PUNCT
easat-4508	176	8	"	"	PUNCT
easat-4508	176	9	2023	2023	NUM
easat-4508	176	10	.	.	PUNCT
easat-4508	177	1	[	[	X
easat-4508	177	2	2	2	NUM
easat-4508	177	3	]	]	X
easat-4508	177	4	i.	i.	PROPN
easat-4508	177	5	bengana	bengana	PROPN
easat-4508	177	6	,	,	PUNCT
easat-4508	177	7	k.	k.	PROPN
easat-4508	177	8	mili	mili	PROPN
easat-4508	177	9	,	,	PUNCT
easat-4508	177	10	l.	l.	PROPN
easat-4508	177	11	h.	h.	PROPN
easat-4508	177	12	mehaouat	mehaouat	PROPN
easat-4508	177	13	,	,	PUNCT
easat-4508	177	14	a.	a.	NOUN
easat-4508	177	15	bounsiar	bounsiar	NOUN
easat-4508	177	16	,	,	PUNCT
easat-4508	177	17	and	and	CCONJ
easat-4508	177	18	m.	m.	PROPN
easat-4508	177	19	l.	l.	PROPN
easat-4508	177	20	cherbi	cherbi	PROPN
easat-4508	177	21	,	,	PUNCT
easat-4508	177	22	"	"	PUNCT
easat-4508	177	23	the	the	DET
easat-4508	177	24	economic	economic	ADJ
easat-4508	177	25	impact	impact	NOUN
easat-4508	177	26	of	of	ADP
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easat-4508	177	28	and	and	CCONJ
easat-4508	177	29	the	the	DET
easat-4508	177	30	rise	rise	NOUN
easat-4508	177	31	of	of	ADP
easat-4508	177	32	artificial	artificial	ADJ
easat-4508	177	33	intelligence	intelligence	NOUN
easat-4508	177	34	:	:	PUNCT
easat-4508	177	35	a	a	DET
easat-4508	177	36	comprehensive	comprehensive	ADJ
easat-4508	177	37	analysis	analysis	NOUN
easat-4508	177	38	,	,	PUNCT
easat-4508	177	39	"	"	PUNCT
easat-4508	177	40	edelweiss	edelweiss	PROPN
easat-4508	177	41	applied	apply	VERB
easat-4508	177	42	science	science	NOUN
easat-4508	177	43	and	and	CCONJ
easat-4508	177	44	technology	technology	NOUN
easat-4508	177	45	,	,	PUNCT
easat-4508	177	46	vol	vol	NOUN
easat-4508	177	47	.	.	PROPN
easat-4508	177	48	8	8	NUM
easat-4508	177	49	,	,	PUNCT
easat-4508	177	50	no	no	INTJ
easat-4508	177	51	.	.	NOUN
easat-4508	177	52	6	6	NUM
easat-4508	177	53	,	,	PUNCT
easat-4508	177	54	pp	pp	ADJ
easat-4508	177	55	.	.	PUNCT
easat-4508	177	56	40784088	40784088	NUM
easat-4508	177	57	,	,	PUNCT
easat-4508	177	58	2024	2024	NUM
easat-4508	177	59	.	.	PUNCT
easat-4508	178	1	https://doi.org/10.55214/25768484.v8i6.2898	https://doi.org/10.55214/25768484.v8i6.2898	PROPN
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easat-4508	179	3	]	]	PUNCT
easat-4508	179	4	t.	t.	PROPN
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easat-4508	179	8	s.	s.	PROPN
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easat-4508	179	10	,	,	PUNCT
easat-4508	179	11	g.	g.	PROPN
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easat-4508	179	13	,	,	PUNCT
easat-4508	179	14	and	and	CCONJ
easat-4508	179	15	s.	s.	PROPN
easat-4508	179	16	c.	c.	PROPN
easat-4508	179	17	satapathy	satapathy	ADJ
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easat-4508	179	19	"	"	PUNCT
easat-4508	179	20	detection	detection	NOUN
easat-4508	179	21	of	of	ADP
easat-4508	179	22	covid-19	covid-19	PROPN
easat-4508	179	23	from	from	ADP
easat-4508	179	24	speech	speech	NOUN
easat-4508	179	25	signal	signal	NOUN
easat-4508	179	26	using	use	VERB
easat-4508	179	27	bio	bio	PROPN
easat-4508	179	28	-	-	PUNCT
easat-4508	179	29	inspired	inspire	VERB
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easat-4508	179	32	features	feature	NOUN
easat-4508	179	33	,	,	PUNCT
easat-4508	179	34	"	"	PUNCT
easat-4508	179	35	pattern	pattern	NOUN
easat-4508	179	36	recognition	recognition	NOUN
easat-4508	179	37	,	,	PUNCT
easat-4508	179	38	vol	vol	NOUN
easat-4508	179	39	.	.	PROPN
easat-4508	179	40	117	117	NUM
easat-4508	179	41	,	,	PUNCT
easat-4508	179	42	p.	p.	NOUN
easat-4508	179	43	107999	107999	NUM
easat-4508	179	44	,	,	PUNCT
easat-4508	179	45	2021	2021	NUM
easat-4508	179	46	.	.	PUNCT
easat-4508	180	1	https://doi.org/10.1016/j.patcog.2021.107999	https://doi.org/10.1016/j.patcog.2021.107999	VERB
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easat-4508	180	4	]	]	PUNCT
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easat-4508	180	9	klopper	klopper	PROPN
easat-4508	180	10	,	,	PUNCT
easat-4508	180	11	r.	r.	PROPN
easat-4508	180	12	warren	warren	PROPN
easat-4508	180	13	,	,	PUNCT
easat-4508	180	14	and	and	CCONJ
easat-4508	180	15	t.	t.	PROPN
easat-4508	180	16	niesler	niesler	PROPN
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easat-4508	180	18	"	"	PUNCT
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easat-4508	180	21	in	in	ADP
easat-4508	180	22	cough	cough	NOUN
easat-4508	180	23	,	,	PUNCT
easat-4508	180	24	breath	breath	NOUN
easat-4508	180	25	and	and	CCONJ
easat-4508	180	26	speech	speech	NOUN
easat-4508	180	27	using	use	VERB
easat-4508	180	28	deep	deep	ADJ
easat-4508	180	29	transfer	transfer	NOUN
easat-4508	180	30	learning	learning	NOUN
easat-4508	180	31	and	and	CCONJ
easat-4508	180	32	bottleneck	bottleneck	NOUN
easat-4508	180	33	features	feature	NOUN
easat-4508	180	34	,	,	PUNCT
easat-4508	180	35	"	"	PUNCT
easat-4508	180	36	computers	computer	NOUN
easat-4508	180	37	in	in	ADP
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easat-4508	180	41	,	,	PUNCT
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easat-4508	180	43	.	.	PROPN
easat-4508	180	44	141	141	NUM
easat-4508	180	45	,	,	PUNCT
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easat-4508	180	48	,	,	PUNCT
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easat-4508	180	50	.	.	PUNCT
easat-4508	181	1	https://doi.org/10.1016/j.compbiomed.2021.105153	https://doi.org/10.1016/j.compbiomed.2021.105153	ADJ
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easat-4508	181	4	]	]	PUNCT
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easat-4508	181	11	m.	m.	NOUN
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easat-4508	181	19	g.	g.	PROPN
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easat-4508	181	21	,	,	PUNCT
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easat-4508	181	30	and	and	CCONJ
easat-4508	181	31	breathing	breathing	NOUN
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easat-4508	181	45	,	,	PUNCT
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easat-4508	181	49	,	,	PUNCT
easat-4508	181	50	p.	p.	NOUN
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easat-4508	181	52	,	,	PUNCT
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easat-4508	181	54	.	.	PUNCT
easat-4508	182	1	https://doi.org/10.1016/j.compbiomed.2021.104944	https://doi.org/10.1016/j.compbiomed.2021.104944	NOUN
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easat-4508	182	8	a.	a.	PROPN
easat-4508	182	9	al	al	PROPN
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easat-4508	182	12	,	,	PUNCT
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easat-4508	182	19	pruned	prune	VERB
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easat-4508	182	23	texture	texture	NOUN
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easat-4508	182	25	and	and	CCONJ
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easat-4508	182	30	computers	computer	NOUN
easat-4508	182	31	in	in	ADP
easat-4508	182	32	biology	biology	NOUN
easat-4508	182	33	and	and	CCONJ
easat-4508	182	34	medicine	medicine	NOUN
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easat-4508	182	36	vol	vol	NOUN
easat-4508	182	37	.	.	PROPN
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easat-4508	182	39	,	,	PUNCT
easat-4508	182	40	p.	p.	NOUN
easat-4508	182	41	104781	104781	NUM
easat-4508	182	42	,	,	PUNCT
easat-4508	182	43	2021	2021	NUM
easat-4508	182	44	.	.	PUNCT
easat-4508	183	1	https://doi.org/10.1016/j.compbiomed.2021.104781	https://doi.org/10.1016/j.compbiomed.2021.104781	VERB
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easat-4508	183	3	7	7	NUM
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easat-4508	183	19	images	image	NOUN
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easat-4508	183	23	and	and	CCONJ
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easat-4508	183	37	,	,	PUNCT
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easat-4508	183	39	.	.	PUNCT
easat-4508	184	1	https://doi.org/10.1016/j.asoc.2022.108966	https://doi.org/10.1016/j.asoc.2022.108966	PROPN
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easat-4508	184	10	t.	t.	PROPN
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easat-4508	184	43	"	"	PUNCT
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easat-4508	185	39	,	,	PUNCT
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easat-4508	185	42	,	,	PUNCT
easat-4508	185	43	2022	2022	NUM
easat-4508	185	44	.	.	PUNCT
easat-4508	186	1	https://doi.org/10.1016/j.measen.2022.100537	https://doi.org/10.1016/j.measen.2022.100537	PROPN
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easat-4508	187	39	and	and	CCONJ
easat-4508	187	40	covid-19	covid-19	PROPN
easat-4508	187	41	symptoms	symptom	NOUN
easat-4508	187	42	:	:	PUNCT
easat-4508	187	43	a	a	DET
easat-4508	187	44	case	case	NOUN
easat-4508	187	45	-	-	PUNCT
easat-4508	187	46	control	control	NOUN
easat-4508	187	47	study	study	NOUN
easat-4508	187	48	,	,	PUNCT
easat-4508	187	49	"	"	PUNCT
easat-4508	187	50	journal	journal	NOUN
easat-4508	187	51	of	of	ADP
easat-4508	187	52	mood	mood	NOUN
easat-4508	187	53	&	&	CCONJ
easat-4508	187	54	anxiety	anxiety	NOUN
easat-4508	187	55	disorders	disorder	NOUN
easat-4508	187	56	,	,	PUNCT
easat-4508	187	57	vol	vol	NOUN
easat-4508	187	58	.	.	NOUN
easat-4508	187	59	9	9	NUM
easat-4508	187	60	,	,	PUNCT
easat-4508	187	61	p.	p.	NOUN
easat-4508	187	62	100108	100108	NUM
easat-4508	187	63	,	,	PUNCT
easat-4508	187	64	2025	2025	NUM
easat-4508	187	65	.	.	PUNCT
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easat-4508	188	3	11	11	NUM
easat-4508	188	4	]	]	PUNCT
easat-4508	188	5	c.	c.	PROPN
easat-4508	188	6	costa	costa	PROPN
easat-4508	188	7	et	et	PROPN
easat-4508	188	8	al	al	PROPN
easat-4508	188	9	.	.	PROPN
easat-4508	188	10	,	,	PUNCT
easat-4508	188	11	"	"	PUNCT
easat-4508	188	12	a	a	DET
easat-4508	188	13	wearable	wearable	ADJ
easat-4508	188	14	monitoring	monitoring	NOUN
easat-4508	188	15	device	device	NOUN
easat-4508	188	16	for	for	ADP
easat-4508	188	17	covid-19	covid-19	PROPN
easat-4508	188	18	biometric	biometric	ADJ
easat-4508	188	19	symptoms	symptom	NOUN
easat-4508	188	20	detection	detection	NOUN
easat-4508	188	21	,	,	PUNCT
easat-4508	188	22	"	"	PUNCT
easat-4508	188	23	irbm	irbm	NOUN
easat-4508	188	24	,	,	PUNCT
easat-4508	188	25	vol	vol	NOUN
easat-4508	188	26	.	.	PROPN
easat-4508	188	27	44	44	NUM
easat-4508	188	28	,	,	PUNCT
easat-4508	188	29	no	no	INTJ
easat-4508	188	30	.	.	NOUN
easat-4508	188	31	6	6	NUM
easat-4508	188	32	,	,	PUNCT
easat-4508	188	33	p.	p.	NOUN
easat-4508	188	34	100810	100810	NUM
easat-4508	188	35	,	,	PUNCT
easat-4508	188	36	2023	2023	NUM
easat-4508	188	37	.	.	PUNCT
easat-4508	189	1	https://doi.org/10.1016/j.irbm.2023.100810	https://doi.org/10.1016/j.irbm.2023.100810	PROPN
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easat-4508	189	3	12	12	NUM
easat-4508	189	4	]	]	PUNCT
easat-4508	189	5	b.	b.	PROPN
easat-4508	189	6	fakieh	fakieh	PROPN
easat-4508	189	7	and	and	CCONJ
easat-4508	189	8	f.	f.	PROPN
easat-4508	189	9	saleem	saleem	PROPN
easat-4508	189	10	,	,	PUNCT
easat-4508	189	11	"	"	PUNCT
easat-4508	189	12	covid-19	covid-19	PROPN
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easat-4508	189	14	symptoms	symptom	NOUN
easat-4508	189	15	to	to	ADP
easat-4508	189	16	prediction	prediction	NOUN
easat-4508	189	17	:	:	PUNCT
easat-4508	189	18	a	a	DET
easat-4508	189	19	statistical	statistical	ADJ
easat-4508	189	20	and	and	CCONJ
easat-4508	189	21	machine	machine	NOUN
easat-4508	189	22	learning	learning	NOUN
easat-4508	189	23	approach	approach	NOUN
easat-4508	189	24	,	,	PUNCT
easat-4508	189	25	"	"	PUNCT
easat-4508	189	26	computers	computer	NOUN
easat-4508	189	27	in	in	ADP
easat-4508	189	28	biology	biology	NOUN
easat-4508	189	29	and	and	CCONJ
easat-4508	189	30	medicine	medicine	NOUN
easat-4508	189	31	,	,	PUNCT
easat-4508	189	32	vol	vol	NOUN
easat-4508	189	33	.	.	PROPN
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easat-4508	189	35	,	,	PUNCT
easat-4508	189	36	p.	p.	NOUN
easat-4508	189	37	109211	109211	NUM
easat-4508	189	38	,	,	PUNCT
easat-4508	189	39	2024	2024	NUM
easat-4508	189	40	.	.	PUNCT
easat-4508	190	1	https://doi.org/10.1016/j.compbiomed.2024.109211	https://doi.org/10.1016/j.compbiomed.2024.109211	PROPN
easat-4508	190	2	[	[	X
easat-4508	190	3	13	13	NUM
easat-4508	190	4	]	]	PUNCT
easat-4508	190	5	r.	r.	PROPN
easat-4508	190	6	feteira	feteira	PROPN
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easat-4508	190	8	santos	santos	PROPN
easat-4508	190	9	et	et	PROPN
easat-4508	190	10	al	al	PROPN
easat-4508	190	11	.	.	PROPN
easat-4508	190	12	,	,	PUNCT
easat-4508	190	13	"	"	PUNCT
easat-4508	190	14	improving	improve	VERB
easat-4508	190	15	morbidity	morbidity	NOUN
easat-4508	190	16	information	information	NOUN
easat-4508	190	17	in	in	ADP
easat-4508	190	18	portugal	portugal	PROPN
easat-4508	190	19	:	:	PUNCT
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easat-4508	190	21	from	from	ADP
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easat-4508	190	25	covid-19	covid-19	PROPN
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easat-4508	190	27	surveillance	surveillance	NOUN
easat-4508	190	28	and	and	CCONJ
easat-4508	190	29	mortality	mortality	NOUN
easat-4508	190	30	systems	system	NOUN
easat-4508	190	31	,	,	PUNCT
easat-4508	190	32	"	"	PUNCT
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easat-4508	190	34	journal	journal	NOUN
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easat-4508	190	36	medical	medical	ADJ
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easat-4508	190	38	,	,	PUNCT
easat-4508	190	39	vol	vol	NOUN
easat-4508	190	40	.	.	PROPN
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easat-4508	190	42	,	,	PUNCT
easat-4508	190	43	p.	p.	NOUN
easat-4508	190	44	104763	104763	NUM
easat-4508	190	45	,	,	PUNCT
easat-4508	190	46	2022	2022	NUM
easat-4508	190	47	.	.	PUNCT
easat-4508	191	1	https://doi.org/10.1016/j.ijmedinf.2022.104763	https://doi.org/10.1016/j.ijmedinf.2022.104763	PROPN
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easat-4508	192	8	al	al	PROPN
easat-4508	192	9	.	.	PROPN
easat-4508	192	10	,	,	PUNCT
easat-4508	192	11	"	"	PUNCT
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easat-4508	192	22	of	of	ADP
easat-4508	192	23	the	the	DET
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easat-4508	192	25	,	,	PUNCT
easat-4508	192	26	portugal	portugal	PROPN
easat-4508	192	27	,	,	PUNCT
easat-4508	192	28	"	"	PUNCT
easat-4508	192	29	plos	plos	PROPN
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easat-4508	192	31	,	,	PUNCT
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easat-4508	192	33	.	.	PROPN
easat-4508	192	34	16	16	NUM
easat-4508	192	35	,	,	PUNCT
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easat-4508	192	37	.	.	NOUN
easat-4508	192	38	11	11	NUM
easat-4508	192	39	,	,	PUNCT
easat-4508	192	40	p.	p.	NOUN
easat-4508	192	41	e0260249	e0260249	PROPN
easat-4508	192	42	,	,	PUNCT
easat-4508	192	43	2021	2021	NUM
easat-4508	192	44	.	.	PUNCT
easat-4508	193	1	https://doi.org/10.1371/journal.pone.0260249	https://doi.org/10.1371/journal.pone.0260249	NOUN
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easat-4508	193	3	15	15	NUM
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easat-4508	193	6	a.	a.	PROPN
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easat-4508	193	8	,	,	PUNCT
easat-4508	193	9	a.	a.	NOUN
easat-4508	193	10	musattat	musattat	PROPN
easat-4508	193	11	,	,	PUNCT
easat-4508	193	12	m.	m.	NOUN
easat-4508	193	13	alanazi	alanazi	PROPN
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easat-4508	193	15	s.	s.	PROPN
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easat-4508	193	19	m.	m.	NOUN
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easat-4508	193	21	,	,	PUNCT
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easat-4508	193	34	-	-	PUNCT
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easat-4508	193	36	mortality	mortality	NOUN
easat-4508	193	37	in	in	ADP
easat-4508	193	38	saudi	saudi	PROPN
easat-4508	193	39	arabia	arabia	PROPN
easat-4508	193	40	,	,	PUNCT
easat-4508	193	41	"	"	PUNCT
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easat-4508	193	45	,	,	PUNCT
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easat-4508	193	47	.	.	PROPN
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easat-4508	194	2	,	,	PUNCT
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easat-4508	194	5	1	1	NUM
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easat-4508	194	9	,	,	PUNCT
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easat-4508	196	19	machine	machine	NOUN
easat-4508	196	20	learning	learning	NOUN
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easat-4508	196	27	.	.	PROPN
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easat-4508	196	29	,	,	PUNCT
easat-4508	196	30	no	no	INTJ
easat-4508	196	31	.	.	NOUN
easat-4508	196	32	1	1	NUM
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easat-4508	196	36	,	,	PUNCT
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easat-4508	196	38	.	.	PUNCT
easat-4508	197	1	https://doi.org/10.1016/j.irbm.2022.05.006	https://doi.org/10.1016/j.irbm.2022.05.006	PROPN
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easat-4508	197	30	,	,	PUNCT
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easat-4508	197	63	,	,	PUNCT
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easat-4508	197	66	,	,	PUNCT
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easat-4508	199	39	,	,	PUNCT
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easat-4508	199	42	,	,	PUNCT
easat-4508	199	43	2022	2022	NUM
easat-4508	199	44	.	.	PUNCT
easat-4508	200	1	https://doi.org/10.7189/jogh.12.05038	https://doi.org/10.7189/jogh.12.05038	NOUN
easat-4508	200	2	https://doi.org/10.55214/25768484.v8i6.2898	https://doi.org/10.55214/25768484.v8i6.2898	PART
easat-4508	200	3	https://doi.org/10.1016/j.patcog.2021.107999	https://doi.org/10.1016/j.patcog.2021.107999	ADJ
easat-4508	200	4	https://doi.org/10.1016/j.compbiomed.2021.105153	https://doi.org/10.1016/j.compbiomed.2021.105153	ADJ
easat-4508	200	5	https://doi.org/10.1016/j.compbiomed.2021.104944	https://doi.org/10.1016/j.compbiomed.2021.104944	NOUN
easat-4508	200	6	https://doi.org/10.1016/j.compbiomed.2021.104781	https://doi.org/10.1016/j.compbiomed.2021.104781	ADJ
easat-4508	200	7	https://doi.org/10.1016/j.asoc.2022.108966	https://doi.org/10.1016/j.asoc.2022.108966	PROPN
easat-4508	200	8	https://doi.org/10.1016/j.asoc.2022.109851	https://doi.org/10.1016/j.asoc.2022.109851	NOUN
easat-4508	200	9	https://doi.org/10.1016/j.measen.2022.100537	https://doi.org/10.1016/j.measen.2022.100537	PROPN
easat-4508	200	10	https://doi.org/10.1016/j.xjmad.2025.100108	https://doi.org/10.1016/j.xjmad.2025.100108	PROPN
easat-4508	200	11	https://doi.org/10.1016/j.irbm.2023.100810	https://doi.org/10.1016/j.irbm.2023.100810	PROPN
easat-4508	200	12	https://doi.org/10.1016/j.compbiomed.2024.109211	https://doi.org/10.1016/j.compbiomed.2024.109211	PROPN
easat-4508	200	13	https://doi.org/10.1016/j.ijmedinf.2022.104763	https://doi.org/10.1016/j.ijmedinf.2022.104763	PROPN
easat-4508	200	14	https://doi.org/10.1371/journal.pone.0260249	https://doi.org/10.1371/journal.pone.0260249	PROPN
easat-4508	200	15	https://doi.org/10.1186/s12879-022-07945-8	https://doi.org/10.1186/s12879-022-07945-8	NUM
easat-4508	200	16	https://doi.org/10.1016/j.irbm.2022.05.006	https://doi.org/10.1016/j.irbm.2022.05.006	PROPN
easat-4508	200	17	https://doi.org/10.1017/s095026882100234x	https://doi.org/10.1017/s095026882100234x	NOUN
easat-4508	200	18	https://doi.org/10.7189/jogh.12.05038	https://doi.org/10.7189/jogh.12.05038	NOUN