id	sid	tid	token	lemma	pos
cana-5096	1	1	communications	communication	NOUN
cana-5096	1	2	on	on	ADP
cana-5096	1	3	applied	apply	VERB
cana-5096	1	4	nonlinear	nonlinear	ADJ
cana-5096	1	5	analysis	analysis	NOUN
cana-5096	1	6	issn	issn	NOUN
cana-5096	1	7	:	:	PUNCT
cana-5096	1	8	1074	1074	NUM
cana-5096	1	9	-	-	PUNCT
cana-5096	1	10	133x	133x	NUM
cana-5096	1	11	vol	vol	NOUN
cana-5096	1	12	32	32	NUM
cana-5096	1	13	no	no	NOUN
cana-5096	1	14	.	.	PUNCT
cana-5096	2	1	icmasd	icmasd	NOUN
cana-5096	2	2	(	(	PUNCT
cana-5096	2	3	2025	2025	NUM
cana-5096	2	4	)	)	PUNCT
cana-5096	2	5	667	667	NUM
cana-5096	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	2	7	a	a	DET
cana-5096	2	8	comprehensive	comprehensive	ADJ
cana-5096	2	9	overview	overview	NOUN
cana-5096	2	10	of	of	ADP
cana-5096	2	11	machine	machine	NOUN
cana-5096	2	12	learning	learn	VERB
cana-5096	2	13	techniques	technique	NOUN
cana-5096	2	14	in	in	ADP
cana-5096	2	15	predicting	predict	VERB
cana-5096	2	16	mental	mental	ADJ
cana-5096	2	17	stress	stress	NOUN
cana-5096	2	18	amanpreet	amanpreet	PROPN
cana-5096	2	19	kaur1	kaur1	PROPN
cana-5096	2	20	,	,	PUNCT
cana-5096	2	21	kamal	kamal	PROPN
cana-5096	2	22	malik1	malik1	PROPN
cana-5096	2	23	1	1	NUM
cana-5096	2	24	school	school	NOUN
cana-5096	2	25	of	of	ADP
cana-5096	2	26	engineering	engineering	NOUN
cana-5096	2	27	and	and	CCONJ
cana-5096	2	28	technology	technology	NOUN
cana-5096	2	29	,	,	PUNCT
cana-5096	2	30	ct	ct	PROPN
cana-5096	2	31	university	university	NOUN
cana-5096	2	32	,	,	PUNCT
cana-5096	2	33	ludhiana	ludhiana	PROPN
cana-5096	2	34	article	article	NOUN
cana-5096	2	35	history	history	NOUN
cana-5096	2	36	:	:	PUNCT
cana-5096	2	37	received	receive	VERB
cana-5096	2	38	:	:	PUNCT
cana-5096	2	39	12	12	NUM
cana-5096	2	40	-	-	SYM
cana-5096	2	41	12	12	NUM
cana-5096	2	42	-	-	PUNCT
cana-5096	2	43	2024	2024	NUM
cana-5096	2	44	revised	revise	VERB
cana-5096	2	45	:	:	PUNCT
cana-5096	2	46	25	25	NUM
cana-5096	2	47	-	-	PUNCT
cana-5096	2	48	01	01	NUM
cana-5096	2	49	-	-	PUNCT
cana-5096	2	50	2025	2025	NUM
cana-5096	2	51	accepted	accept	VERB
cana-5096	2	52	:	:	PUNCT
cana-5096	2	53	05	05	NUM
cana-5096	2	54	-	-	PUNCT
cana-5096	2	55	02	02	NUM
cana-5096	2	56	-	-	PUNCT
cana-5096	2	57	2025	2025	NUM
cana-5096	2	58	abstract	abstract	NOUN
cana-5096	2	59	:	:	PUNCT
cana-5096	2	60	mental	mental	ADJ
cana-5096	2	61	stress	stress	NOUN
cana-5096	2	62	has	have	AUX
cana-5096	2	63	become	become	VERB
cana-5096	2	64	a	a	DET
cana-5096	2	65	pervasive	pervasive	ADJ
cana-5096	2	66	global	global	ADJ
cana-5096	2	67	health	health	NOUN
cana-5096	2	68	challenge	challenge	NOUN
cana-5096	2	69	with	with	ADP
cana-5096	2	70	significant	significant	ADJ
cana-5096	2	71	physiological	physiological	ADJ
cana-5096	2	72	and	and	CCONJ
cana-5096	2	73	psychological	psychological	ADJ
cana-5096	2	74	implications	implication	NOUN
cana-5096	2	75	.	.	PUNCT
cana-5096	3	1	this	this	DET
cana-5096	3	2	comprehensive	comprehensive	ADJ
cana-5096	3	3	research	research	NOUN
cana-5096	3	4	paper	paper	NOUN
cana-5096	3	5	explores	explore	VERB
cana-5096	3	6	the	the	DET
cana-5096	3	7	potential	potential	NOUN
cana-5096	3	8	of	of	ADP
cana-5096	3	9	machine	machine	NOUN
cana-5096	3	10	learning	learn	VERB
cana-5096	3	11	techniques	technique	NOUN
cana-5096	3	12	in	in	ADP
cana-5096	3	13	accurately	accurately	ADV
cana-5096	3	14	predicting	predict	VERB
cana-5096	3	15	and	and	CCONJ
cana-5096	3	16	understanding	understand	VERB
cana-5096	3	17	mental	mental	ADJ
cana-5096	3	18	stress	stress	NOUN
cana-5096	3	19	using	use	VERB
cana-5096	3	20	advanced	advanced	ADJ
cana-5096	3	21	data	datum	NOUN
cana-5096	3	22	analysis	analysis	NOUN
cana-5096	3	23	methodologies	methodology	NOUN
cana-5096	3	24	.	.	PUNCT
cana-5096	4	1	by	by	ADP
cana-5096	4	2	leveraging	leverage	VERB
cana-5096	4	3	smart	smart	ADJ
cana-5096	4	4	watch	watch	NOUN
cana-5096	4	5	technologies	technology	NOUN
cana-5096	4	6	and	and	CCONJ
cana-5096	4	7	sophisticated	sophisticated	ADJ
cana-5096	4	8	computational	computational	ADJ
cana-5096	4	9	models	model	NOUN
cana-5096	4	10	,	,	PUNCT
cana-5096	4	11	various	various	ADJ
cana-5096	4	12	machine	machine	NOUN
cana-5096	4	13	learning	learn	VERB
cana-5096	4	14	algorithms	algorithm	NOUN
cana-5096	4	15	for	for	ADP
cana-5096	4	16	stress	stress	NOUN
cana-5096	4	17	detection	detection	NOUN
cana-5096	4	18	and	and	CCONJ
cana-5096	4	19	prediction	prediction	NOUN
cana-5096	4	20	have	have	AUX
cana-5096	4	21	been	be	AUX
cana-5096	4	22	investigated	investigate	VERB
cana-5096	4	23	in	in	ADP
cana-5096	4	24	this	this	DET
cana-5096	4	25	paper	paper	NOUN
cana-5096	4	26	.	.	PUNCT
cana-5096	5	1	our	our	PRON
cana-5096	5	2	study	study	NOUN
cana-5096	5	3	examines	examine	VERB
cana-5096	5	4	multiple	multiple	ADJ
cana-5096	5	5	predictive	predictive	ADJ
cana-5096	5	6	models	model	NOUN
cana-5096	5	7	,	,	PUNCT
cana-5096	5	8	including	include	VERB
cana-5096	5	9	random	random	ADJ
cana-5096	5	10	forests	forest	NOUN
cana-5096	5	11	,	,	PUNCT
cana-5096	5	12	decision	decision	NOUN
cana-5096	5	13	trees	tree	NOUN
cana-5096	5	14	,	,	PUNCT
cana-5096	5	15	support	support	NOUN
cana-5096	5	16	vector	vector	NOUN
cana-5096	5	17	machines	machine	NOUN
cana-5096	5	18	,	,	PUNCT
cana-5096	5	19	naive	naive	ADJ
cana-5096	5	20	bayes	bayes	NOUN
cana-5096	5	21	,	,	PUNCT
cana-5096	5	22	logistic	logistic	ADJ
cana-5096	5	23	regression	regression	NOUN
cana-5096	5	24	,	,	PUNCT
cana-5096	5	25	and	and	CCONJ
cana-5096	5	26	k	k	X
cana-5096	5	27	-	-	PUNCT
cana-5096	5	28	nearest	near	ADJ
cana-5096	5	29	neighbor	neighbor	NOUN
cana-5096	5	30	approaches	approach	NOUN
cana-5096	5	31	,	,	PUNCT
cana-5096	5	32	applied	apply	VERB
cana-5096	5	33	to	to	ADP
cana-5096	5	34	physiological	physiological	ADJ
cana-5096	5	35	data	datum	NOUN
cana-5096	5	36	collected	collect	VERB
cana-5096	5	37	through	through	ADP
cana-5096	5	38	wearable	wearable	ADJ
cana-5096	5	39	devices	device	NOUN
cana-5096	5	40	.	.	PUNCT
cana-5096	6	1	through	through	ADP
cana-5096	6	2	rigorous	rigorous	ADJ
cana-5096	6	3	k	k	ADJ
cana-5096	6	4	-	-	ADJ
cana-5096	6	5	fold	fold	ADJ
cana-5096	6	6	cross	cross	ADJ
cana-5096	6	7	-	-	ADJ
cana-5096	6	8	validation	validation	ADJ
cana-5096	6	9	and	and	CCONJ
cana-5096	6	10	voting	vote	VERB
cana-5096	6	11	ensemble	ensemble	ADJ
cana-5096	6	12	learning	learning	NOUN
cana-5096	6	13	techniques	technique	NOUN
cana-5096	6	14	,	,	PUNCT
cana-5096	6	15	we	we	PRON
cana-5096	6	16	analyze	analyze	VERB
cana-5096	6	17	the	the	DET
cana-5096	6	18	effectiveness	effectiveness	NOUN
cana-5096	6	19	of	of	ADP
cana-5096	6	20	these	these	DET
cana-5096	6	21	algorithms	algorithm	NOUN
cana-5096	6	22	in	in	ADP
cana-5096	6	23	identifying	identify	VERB
cana-5096	6	24	stress	stress	NOUN
cana-5096	6	25	indicators	indicator	NOUN
cana-5096	6	26	.	.	PUNCT
cana-5096	7	1	the	the	DET
cana-5096	7	2	research	research	NOUN
cana-5096	7	3	highlights	highlight	VERB
cana-5096	7	4	the	the	DET
cana-5096	7	5	support	support	NOUN
cana-5096	7	6	vector	vector	NOUN
cana-5096	7	7	machine	machine	NOUN
cana-5096	7	8	model	model	NOUN
cana-5096	7	9	's	's	PART
cana-5096	7	10	exceptional	exceptional	ADJ
cana-5096	7	11	performance	performance	NOUN
cana-5096	7	12	,	,	PUNCT
cana-5096	7	13	achieving	achieve	VERB
cana-5096	7	14	a	a	DET
cana-5096	7	15	remarkable	remarkable	ADJ
cana-5096	7	16	94	94	NUM
cana-5096	7	17	%	%	NOUN
cana-5096	7	18	binary	binary	ADJ
cana-5096	7	19	class	class	NOUN
cana-5096	7	20	stress	stress	NOUN
cana-5096	7	21	prediction	prediction	NOUN
cana-5096	7	22	accuracy	accuracy	NOUN
cana-5096	7	23	.	.	PUNCT
cana-5096	8	1	the	the	DET
cana-5096	8	2	findings	finding	NOUN
cana-5096	8	3	underscore	underscore	VERB
cana-5096	8	4	the	the	DET
cana-5096	8	5	transformative	transformative	ADJ
cana-5096	8	6	potential	potential	NOUN
cana-5096	8	7	of	of	ADP
cana-5096	8	8	machine	machine	NOUN
cana-5096	8	9	learning	learning	NOUN
cana-5096	8	10	in	in	ADP
cana-5096	8	11	mental	mental	ADJ
cana-5096	8	12	health	health	NOUN
cana-5096	8	13	diagnostics	diagnostic	NOUN
cana-5096	8	14	,	,	PUNCT
cana-5096	8	15	offering	offer	VERB
cana-5096	8	16	a	a	DET
cana-5096	8	17	non	non	ADJ
cana-5096	8	18	-	-	ADJ
cana-5096	8	19	invasive	invasive	ADJ
cana-5096	8	20	,	,	PUNCT
cana-5096	8	21	data	data	NOUN
cana-5096	8	22	-	-	PUNCT
cana-5096	8	23	driven	drive	VERB
cana-5096	8	24	approach	approach	NOUN
cana-5096	8	25	to	to	ADP
cana-5096	8	26	early	early	ADJ
cana-5096	8	27	stress	stress	NOUN
cana-5096	8	28	detection	detection	NOUN
cana-5096	8	29	.	.	PUNCT
cana-5096	9	1	keywords	keyword	NOUN
cana-5096	9	2	:	:	PUNCT
cana-5096	9	3	mental	mental	ADJ
cana-5096	9	4	stress	stress	NOUN
cana-5096	9	5	,	,	PUNCT
cana-5096	9	6	machine	machine	NOUN
cana-5096	9	7	learning	learning	NOUN
cana-5096	9	8	,	,	PUNCT
cana-5096	9	9	predictive	predictive	ADJ
cana-5096	9	10	modeling	modeling	NOUN
cana-5096	9	11	,	,	PUNCT
cana-5096	9	12	health	health	NOUN
cana-5096	9	13	diagnostics	diagnostic	NOUN
cana-5096	9	14	,	,	PUNCT
cana-5096	9	15	supervised	supervise	VERB
cana-5096	9	16	learning	learn	VERB
cana-5096	9	17	i.introduction	i.introduction	NOUN
cana-5096	9	18	the	the	DET
cana-5096	9	19	increasing	increase	VERB
cana-5096	9	20	prevalence	prevalence	NOUN
cana-5096	9	21	of	of	ADP
cana-5096	9	22	mental	mental	ADJ
cana-5096	9	23	health	health	NOUN
cana-5096	9	24	issues	issue	NOUN
cana-5096	9	25	in	in	ADP
cana-5096	9	26	modern	modern	ADJ
cana-5096	9	27	society	society	NOUN
cana-5096	9	28	has	have	AUX
cana-5096	9	29	spurred	spur	VERB
cana-5096	9	30	considerable	considerable	ADJ
cana-5096	9	31	interest	interest	NOUN
cana-5096	9	32	in	in	ADP
cana-5096	9	33	innovative	innovative	ADJ
cana-5096	9	34	approaches	approach	NOUN
cana-5096	9	35	to	to	ADP
cana-5096	9	36	their	their	PRON
cana-5096	9	37	assessment	assessment	NOUN
cana-5096	9	38	and	and	CCONJ
cana-5096	9	39	management	management	NOUN
cana-5096	9	40	.	.	PUNCT
cana-5096	10	1	among	among	ADP
cana-5096	10	2	these	these	DET
cana-5096	10	3	approaches	approach	NOUN
cana-5096	10	4	,	,	PUNCT
cana-5096	10	5	machine	machine	NOUN
cana-5096	10	6	learning	learning	NOUN
cana-5096	10	7	techniques	technique	NOUN
cana-5096	10	8	have	have	AUX
cana-5096	10	9	emerged	emerge	VERB
cana-5096	10	10	as	as	ADP
cana-5096	10	11	a	a	DET
cana-5096	10	12	promising	promising	ADJ
cana-5096	10	13	field	field	NOUN
cana-5096	10	14	,	,	PUNCT
cana-5096	10	15	leveraging	leverage	VERB
cana-5096	10	16	vast	vast	ADJ
cana-5096	10	17	amounts	amount	NOUN
cana-5096	10	18	of	of	ADP
cana-5096	10	19	data	datum	NOUN
cana-5096	10	20	to	to	PART
cana-5096	10	21	enhance	enhance	VERB
cana-5096	10	22	our	our	PRON
cana-5096	10	23	understanding	understanding	NOUN
cana-5096	10	24	of	of	ADP
cana-5096	10	25	mental	mental	ADJ
cana-5096	10	26	stress	stress	NOUN
cana-5096	10	27	.	.	PUNCT
cana-5096	11	1	this	this	DET
cana-5096	11	2	research	research	NOUN
cana-5096	11	3	paper	paper	NOUN
cana-5096	11	4	delves	delf	NOUN
cana-5096	11	5	into	into	ADP
cana-5096	11	6	the	the	DET
cana-5096	11	7	intricate	intricate	ADJ
cana-5096	11	8	landscape	landscape	NOUN
cana-5096	11	9	of	of	ADP
cana-5096	11	10	machine	machine	NOUN
cana-5096	11	11	learning	learn	VERB
cana-5096	11	12	methods	method	NOUN
cana-5096	11	13	applied	apply	VERB
cana-5096	11	14	to	to	PART
cana-5096	11	15	predict	predict	VERB
cana-5096	11	16	mental	mental	ADJ
cana-5096	11	17	stress	stress	NOUN
cana-5096	11	18	,	,	PUNCT
cana-5096	11	19	showcasing	showcase	VERB
cana-5096	11	20	how	how	SCONJ
cana-5096	11	21	algorithms	algorithm	NOUN
cana-5096	11	22	can	can	AUX
cana-5096	11	23	analyze	analyze	VERB
cana-5096	11	24	various	various	ADJ
cana-5096	11	25	physiological	physiological	ADJ
cana-5096	11	26	and	and	CCONJ
cana-5096	11	27	psychological	psychological	ADJ
cana-5096	11	28	indicators	indicator	NOUN
cana-5096	11	29	.	.	PUNCT
cana-5096	12	1	by	by	ADP
cana-5096	12	2	examining	examine	VERB
cana-5096	12	3	the	the	DET
cana-5096	12	4	interplay	interplay	NOUN
cana-5096	12	5	between	between	ADP
cana-5096	12	6	technology	technology	NOUN
cana-5096	12	7	and	and	CCONJ
cana-5096	12	8	mental	mental	ADJ
cana-5096	12	9	health	health	NOUN
cana-5096	12	10	,	,	PUNCT
cana-5096	12	11	it	it	PRON
cana-5096	12	12	is	be	AUX
cana-5096	12	13	aimed	aim	VERB
cana-5096	12	14	to	to	PART
cana-5096	12	15	elucidate	elucidate	VERB
cana-5096	12	16	the	the	DET
cana-5096	12	17	potential	potential	NOUN
cana-5096	12	18	for	for	ADP
cana-5096	12	19	machine	machine	NOUN
cana-5096	12	20	learning	learn	VERB
cana-5096	12	21	to	to	PART
cana-5096	12	22	transform	transform	VERB
cana-5096	12	23	traditional	traditional	ADJ
cana-5096	12	24	practices	practice	NOUN
cana-5096	12	25	,	,	PUNCT
cana-5096	12	26	offering	offer	VERB
cana-5096	12	27	more	more	ADV
cana-5096	12	28	accurate	accurate	ADJ
cana-5096	12	29	predictions	prediction	NOUN
cana-5096	12	30	and	and	CCONJ
cana-5096	12	31	tailored	tailor	VERB
cana-5096	12	32	interventions	intervention	NOUN
cana-5096	12	33	.	.	PUNCT
cana-5096	13	1	ultimately	ultimately	ADV
cana-5096	13	2	,	,	PUNCT
cana-5096	13	3	this	this	DET
cana-5096	13	4	exploration	exploration	NOUN
cana-5096	13	5	not	not	PART
cana-5096	13	6	only	only	ADV
cana-5096	13	7	highlights	highlight	NOUN
cana-5096	13	8	the	the	DET
cana-5096	13	9	advancements	advancement	NOUN
cana-5096	13	10	made	make	VERB
cana-5096	13	11	thus	thus	ADV
cana-5096	13	12	far	far	ADV
cana-5096	13	13	but	but	CCONJ
cana-5096	13	14	also	also	ADV
cana-5096	13	15	signals	signal	VERB
cana-5096	13	16	the	the	DET
cana-5096	13	17	need	need	NOUN
cana-5096	13	18	for	for	ADP
cana-5096	13	19	ongoing	ongoing	ADJ
cana-5096	13	20	research	research	NOUN
cana-5096	13	21	into	into	ADP
cana-5096	13	22	ethical	ethical	ADJ
cana-5096	13	23	considerations	consideration	NOUN
cana-5096	13	24	and	and	CCONJ
cana-5096	13	25	the	the	DET
cana-5096	13	26	integration	integration	NOUN
cana-5096	13	27	of	of	ADP
cana-5096	13	28	these	these	DET
cana-5096	13	29	techniques	technique	NOUN
cana-5096	13	30	into	into	ADP
cana-5096	13	31	broader	broad	ADJ
cana-5096	13	32	mental	mental	ADJ
cana-5096	13	33	health	health	NOUN
cana-5096	13	34	paradigms	paradigm	NOUN
cana-5096	13	35	.	.	PUNCT
cana-5096	14	1	mental	mental	ADJ
cana-5096	14	2	stress	stress	NOUN
cana-5096	14	3	detection	detection	NOUN
cana-5096	14	4	has	have	AUX
cana-5096	14	5	emerged	emerge	VERB
cana-5096	14	6	as	as	ADP
cana-5096	14	7	a	a	DET
cana-5096	14	8	critical	critical	ADJ
cana-5096	14	9	interdisciplinary	interdisciplinary	ADJ
cana-5096	14	10	field	field	NOUN
cana-5096	14	11	,	,	PUNCT
cana-5096	14	12	bridging	bridge	VERB
cana-5096	14	13	psychology	psychology	NOUN
cana-5096	14	14	,	,	PUNCT
cana-5096	14	15	biomedical	biomedical	ADJ
cana-5096	14	16	engineering	engineering	NOUN
cana-5096	14	17	,	,	PUNCT
cana-5096	14	18	and	and	CCONJ
cana-5096	14	19	advanced	advanced	ADJ
cana-5096	14	20	computational	computational	ADJ
cana-5096	14	21	technologies(khan	technologies(khan	PROPN
cana-5096	14	22	and	and	CCONJ
cana-5096	14	23	k.	k.	PROPN
cana-5096	14	24	p.	p.	PROPN
cana-5096	14	25	,	,	PUNCT
cana-5096	14	26	2023	2023	NUM
cana-5096	14	27	)	)	PUNCT
cana-5096	14	28	.	.	PUNCT
cana-5096	15	1	researchers	researcher	NOUN
cana-5096	15	2	have	have	AUX
cana-5096	15	3	developed	develop	VERB
cana-5096	15	4	sophisticated	sophisticated	ADJ
cana-5096	15	5	methodologies	methodology	NOUN
cana-5096	15	6	to	to	PART
cana-5096	15	7	identify	identify	VERB
cana-5096	15	8	and	and	CCONJ
cana-5096	15	9	quantify	quantify	VERB
cana-5096	15	10	mental	mental	ADJ
cana-5096	15	11	stress	stress	NOUN
cana-5096	15	12	through	through	ADP
cana-5096	15	13	multiple	multiple	ADJ
cana-5096	15	14	approaches	approach	NOUN
cana-5096	15	15	,	,	PUNCT
cana-5096	15	16	with	with	SCONJ
cana-5096	15	17	physiological	physiological	ADJ
cana-5096	15	18	communications	communication	NOUN
cana-5096	15	19	on	on	ADP
cana-5096	15	20	applied	apply	VERB
cana-5096	15	21	nonlinear	nonlinear	ADJ
cana-5096	15	22	analysis	analysis	NOUN
cana-5096	15	23	issn	issn	NOUN
cana-5096	15	24	:	:	PUNCT
cana-5096	15	25	1074	1074	NUM
cana-5096	15	26	-	-	PUNCT
cana-5096	15	27	133x	133x	NUM
cana-5096	15	28	vol	vol	NOUN
cana-5096	15	29	32	32	NUM
cana-5096	15	30	no	no	NOUN
cana-5096	15	31	.	.	PUNCT
cana-5096	16	1	icmasd	icmasd	NOUN
cana-5096	16	2	(	(	PUNCT
cana-5096	16	3	2025	2025	NUM
cana-5096	16	4	)	)	PUNCT
cana-5096	16	5	668	668	NUM
cana-5096	16	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	16	7	signal	signal	NOUN
cana-5096	16	8	analysis	analysis	NOUN
cana-5096	16	9	forming	form	VERB
cana-5096	16	10	the	the	DET
cana-5096	16	11	foundational	foundational	ADJ
cana-5096	16	12	framework	framework	NOUN
cana-5096	16	13	.	.	PUNCT
cana-5096	17	1	wearable	wearable	ADJ
cana-5096	17	2	technologies	technology	NOUN
cana-5096	17	3	and	and	CCONJ
cana-5096	17	4	biosensors	biosensor	NOUN
cana-5096	17	5	play	play	VERB
cana-5096	17	6	a	a	DET
cana-5096	17	7	pivotal	pivotal	ADJ
cana-5096	17	8	role	role	NOUN
cana-5096	17	9	in	in	ADP
cana-5096	17	10	capturing	capture	VERB
cana-5096	17	11	intricate	intricate	ADJ
cana-5096	17	12	physiological	physiological	ADJ
cana-5096	17	13	markers	marker	NOUN
cana-5096	17	14	such	such	ADJ
cana-5096	17	15	as	as	ADP
cana-5096	17	16	heart	heart	NOUN
cana-5096	17	17	rate	rate	NOUN
cana-5096	17	18	variability	variability	NOUN
cana-5096	17	19	(	(	PUNCT
cana-5096	17	20	hrv	hrv	NOUN
cana-5096	17	21	)	)	PUNCT
cana-5096	17	22	,	,	PUNCT
cana-5096	17	23	electrodermal	electrodermal	NOUN
cana-5096	17	24	activity	activity	NOUN
cana-5096	17	25	(	(	PUNCT
cana-5096	17	26	eda	eda	PROPN
cana-5096	17	27	)	)	PUNCT
cana-5096	17	28	,	,	PUNCT
cana-5096	17	29	and	and	CCONJ
cana-5096	17	30	subtle	subtle	ADJ
cana-5096	17	31	changes	change	NOUN
cana-5096	17	32	in	in	ADP
cana-5096	17	33	body	body	NOUN
cana-5096	17	34	temperature	temperature	NOUN
cana-5096	17	35	,	,	PUNCT
cana-5096	17	36	which	which	PRON
cana-5096	17	37	serve	serve	VERB
cana-5096	17	38	as	as	ADP
cana-5096	17	39	primary	primary	ADJ
cana-5096	17	40	indicators	indicator	NOUN
cana-5096	17	41	of	of	ADP
cana-5096	17	42	psychological	psychological	ADJ
cana-5096	17	43	stress	stress	NOUN
cana-5096	17	44	states	state	NOUN
cana-5096	17	45	.	.	PUNCT
cana-5096	18	1	(	(	PUNCT
cana-5096	18	2	huckvale	huckvale	NOUN
cana-5096	18	3	et	et	PROPN
cana-5096	18	4	al	al	PROPN
cana-5096	18	5	.	.	PROPN
cana-5096	18	6	,	,	PUNCT
cana-5096	18	7	2023)machine	2023)machine	NUM
cana-5096	18	8	learning	learning	NOUN
cana-5096	18	9	and	and	CCONJ
cana-5096	18	10	advanced	advanced	ADJ
cana-5096	18	11	signal	signal	NOUN
cana-5096	18	12	processing	processing	NOUN
cana-5096	18	13	techniques	technique	NOUN
cana-5096	18	14	have	have	AUX
cana-5096	18	15	revolutionized	revolutionize	VERB
cana-5096	18	16	stress	stress	NOUN
cana-5096	18	17	detection	detection	NOUN
cana-5096	18	18	methodologies	methodology	NOUN
cana-5096	18	19	,	,	PUNCT
cana-5096	18	20	enabling	enable	VERB
cana-5096	18	21	researchers	researcher	NOUN
cana-5096	18	22	to	to	PART
cana-5096	18	23	develop	develop	VERB
cana-5096	18	24	increasingly	increasingly	ADV
cana-5096	18	25	precise	precise	ADJ
cana-5096	18	26	computational	computational	ADJ
cana-5096	18	27	models	model	NOUN
cana-5096	18	28	.	.	PUNCT
cana-5096	19	1	deep	deep	ADJ
cana-5096	19	2	learning	learning	NOUN
cana-5096	19	3	algorithms	algorithm	NOUN
cana-5096	19	4	,	,	PUNCT
cana-5096	19	5	including	include	VERB
cana-5096	19	6	convolutional	convolutional	ADJ
cana-5096	19	7	neural	neural	ADJ
cana-5096	19	8	networks	network	NOUN
cana-5096	19	9	(	(	PUNCT
cana-5096	19	10	cnns	cnns	PROPN
cana-5096	19	11	)	)	PUNCT
cana-5096	19	12	and	and	CCONJ
cana-5096	19	13	recurrent	recurrent	ADJ
cana-5096	19	14	neural	neural	ADJ
cana-5096	19	15	networks	network	NOUN
cana-5096	19	16	(	(	PUNCT
cana-5096	19	17	rnns	rnns	PROPN
cana-5096	19	18	)	)	PUNCT
cana-5096	19	19	,	,	PUNCT
cana-5096	19	20	have	have	AUX
cana-5096	19	21	demonstrated	demonstrate	VERB
cana-5096	19	22	remarkable	remarkable	ADJ
cana-5096	19	23	capabilities	capability	NOUN
cana-5096	19	24	in	in	ADP
cana-5096	19	25	extracting	extract	VERB
cana-5096	19	26	complex	complex	ADJ
cana-5096	19	27	features	feature	NOUN
cana-5096	19	28	from	from	ADP
cana-5096	19	29	physiological	physiological	ADJ
cana-5096	19	30	data	datum	NOUN
cana-5096	19	31	streams	stream	NOUN
cana-5096	19	32	.	.	PUNCT
cana-5096	20	1	these	these	DET
cana-5096	20	2	computational	computational	ADJ
cana-5096	20	3	approaches	approach	NOUN
cana-5096	20	4	allow	allow	VERB
cana-5096	20	5	for	for	ADP
cana-5096	20	6	realtime	realtime	NOUN
cana-5096	20	7	analysis	analysis	NOUN
cana-5096	20	8	and	and	CCONJ
cana-5096	20	9	interpretation	interpretation	NOUN
cana-5096	20	10	of	of	ADP
cana-5096	20	11	stress	stress	NOUN
cana-5096	20	12	-	-	PUNCT
cana-5096	20	13	related	relate	VERB
cana-5096	20	14	signals	signal	NOUN
cana-5096	20	15	,	,	PUNCT
cana-5096	20	16	transforming	transform	VERB
cana-5096	20	17	raw	raw	ADJ
cana-5096	20	18	physiological	physiological	ADJ
cana-5096	20	19	data	datum	NOUN
cana-5096	20	20	into	into	ADP
cana-5096	20	21	meaningful	meaningful	ADJ
cana-5096	20	22	psychological	psychological	ADJ
cana-5096	20	23	insights	insight	NOUN
cana-5096	20	24	.	.	PUNCT
cana-5096	21	1	multimodal	multimodal	NOUN
cana-5096	21	2	stress	stress	NOUN
cana-5096	21	3	detection	detection	NOUN
cana-5096	21	4	frameworks	framework	NOUN
cana-5096	21	5	represent	represent	VERB
cana-5096	21	6	the	the	DET
cana-5096	21	7	cutting	cut	VERB
cana-5096	21	8	edge	edge	NOUN
cana-5096	21	9	of	of	ADP
cana-5096	21	10	research	research	NOUN
cana-5096	21	11	,	,	PUNCT
cana-5096	21	12	integrating	integrate	VERB
cana-5096	21	13	diverse	diverse	ADJ
cana-5096	21	14	data	datum	NOUN
cana-5096	21	15	sources	source	NOUN
cana-5096	21	16	to	to	PART
cana-5096	21	17	create	create	VERB
cana-5096	21	18	comprehensive	comprehensive	ADJ
cana-5096	21	19	stress	stress	NOUN
cana-5096	21	20	assessment	assessment	NOUN
cana-5096	21	21	models	model	NOUN
cana-5096	21	22	.	.	PUNCT
cana-5096	22	1	by	by	ADP
cana-5096	22	2	combining	combine	VERB
cana-5096	22	3	physiological	physiological	ADJ
cana-5096	22	4	signals	signal	NOUN
cana-5096	22	5	with	with	ADP
cana-5096	22	6	contextual	contextual	ADJ
cana-5096	22	7	information	information	NOUN
cana-5096	22	8	like	like	ADP
cana-5096	22	9	speech	speech	NOUN
cana-5096	22	10	characteristics	characteristic	NOUN
cana-5096	22	11	,	,	PUNCT
cana-5096	22	12	facial	facial	ADJ
cana-5096	22	13	micro	micro	NOUN
cana-5096	22	14	-	-	NOUN
cana-5096	22	15	expressions	expression	NOUN
cana-5096	22	16	,	,	PUNCT
cana-5096	22	17	and	and	CCONJ
cana-5096	22	18	behavioral	behavioral	ADJ
cana-5096	22	19	patterns	pattern	NOUN
cana-5096	22	20	,	,	PUNCT
cana-5096	22	21	researchers	researcher	NOUN
cana-5096	22	22	can	can	AUX
cana-5096	22	23	develop	develop	VERB
cana-5096	22	24	more	more	ADV
cana-5096	22	25	nuanced	nuanced	ADJ
cana-5096	22	26	and	and	CCONJ
cana-5096	22	27	accurate	accurate	ADJ
cana-5096	22	28	stress	stress	NOUN
cana-5096	22	29	detection	detection	NOUN
cana-5096	22	30	systems	system	NOUN
cana-5096	22	31	.	.	PUNCT
cana-5096	23	1	this	this	DET
cana-5096	23	2	holistic	holistic	ADJ
cana-5096	23	3	approach	approach	NOUN
cana-5096	23	4	addresses	address	VERB
cana-5096	23	5	individual	individual	ADJ
cana-5096	23	6	variability	variability	NOUN
cana-5096	23	7	and	and	CCONJ
cana-5096	23	8	provides	provide	VERB
cana-5096	23	9	a	a	DET
cana-5096	23	10	more	more	ADV
cana-5096	23	11	sophisticated	sophisticated	ADJ
cana-5096	23	12	understanding	understanding	NOUN
cana-5096	23	13	of	of	ADP
cana-5096	23	14	psychological	psychological	ADJ
cana-5096	23	15	stress	stress	NOUN
cana-5096	23	16	manifestations(omarov	manifestations(omarov	PROPN
cana-5096	23	17	et	et	PROPN
cana-5096	23	18	al	al	PROPN
cana-5096	23	19	.	.	PROPN
cana-5096	23	20	,	,	PUNCT
cana-5096	23	21	2023	2023	NUM
cana-5096	23	22	)	)	PUNCT
cana-5096	23	23	.	.	PUNCT
cana-5096	24	1	1.2	1.2	NUM
cana-5096	24	2	.	.	PUNCT
cana-5096	24	3	significance	significance	NOUN
cana-5096	24	4	of	of	ADP
cana-5096	24	5	mental	mental	ADJ
cana-5096	24	6	stress	stress	NOUN
cana-5096	24	7	prediction	prediction	NOUN
cana-5096	24	8	mental	mental	ADJ
cana-5096	24	9	stress	stress	NOUN
cana-5096	24	10	prediction	prediction	NOUN
cana-5096	24	11	involves	involve	VERB
cana-5096	24	12	leveraging	leverage	VERB
cana-5096	24	13	various	various	ADJ
cana-5096	24	14	methods	method	NOUN
cana-5096	24	15	and	and	CCONJ
cana-5096	24	16	technologies	technology	NOUN
cana-5096	24	17	to	to	PART
cana-5096	24	18	foresee	foresee	VERB
cana-5096	24	19	an	an	DET
cana-5096	24	20	individual	individual	NOUN
cana-5096	24	21	's	's	PART
cana-5096	24	22	stress	stress	NOUN
cana-5096	24	23	levels	level	NOUN
cana-5096	24	24	before	before	SCONJ
cana-5096	24	25	they	they	PRON
cana-5096	24	26	escalate	escalate	VERB
cana-5096	24	27	into	into	ADP
cana-5096	24	28	significant	significant	ADJ
cana-5096	24	29	mental	mental	ADJ
cana-5096	24	30	health	health	NOUN
cana-5096	24	31	issues	issue	NOUN
cana-5096	24	32	.	.	PUNCT
cana-5096	25	1	this	this	DET
cana-5096	25	2	predictive	predictive	ADJ
cana-5096	25	3	capability	capability	NOUN
cana-5096	25	4	is	be	AUX
cana-5096	25	5	increasingly	increasingly	ADV
cana-5096	25	6	important	important	ADJ
cana-5096	25	7	in	in	ADP
cana-5096	25	8	today	today	NOUN
cana-5096	25	9	’s	’s	PART
cana-5096	25	10	fast	fast	ADV
cana-5096	25	11	-	-	PUNCT
cana-5096	25	12	paced	pace	VERB
cana-5096	25	13	world	world	NOUN
cana-5096	25	14	,	,	PUNCT
cana-5096	25	15	where	where	SCONJ
cana-5096	25	16	chronic	chronic	ADJ
cana-5096	25	17	stress	stress	NOUN
cana-5096	25	18	can	can	AUX
cana-5096	25	19	lead	lead	VERB
cana-5096	25	20	to	to	ADP
cana-5096	25	21	a	a	DET
cana-5096	25	22	multitude	multitude	NOUN
cana-5096	25	23	of	of	ADP
cana-5096	25	24	health	health	NOUN
cana-5096	25	25	problems	problem	NOUN
cana-5096	25	26	,	,	PUNCT
cana-5096	25	27	including	include	VERB
cana-5096	25	28	anxiety	anxiety	NOUN
cana-5096	25	29	and	and	CCONJ
cana-5096	25	30	depression.(dzedzickis	depression.(dzedzicki	NOUN
cana-5096	25	31	et	et	PROPN
cana-5096	25	32	al	al	PROPN
cana-5096	25	33	.	.	PROPN
cana-5096	25	34	,	,	PUNCT
cana-5096	25	35	2022	2022	NUM
cana-5096	25	36	)	)	PUNCT
cana-5096	25	37	understanding	understanding	NOUN
cana-5096	25	38	and	and	CCONJ
cana-5096	25	39	predicting	predict	VERB
cana-5096	25	40	mental	mental	ADJ
cana-5096	25	41	stress	stress	NOUN
cana-5096	25	42	can	can	AUX
cana-5096	25	43	empower	empower	VERB
cana-5096	25	44	individuals	individual	NOUN
cana-5096	25	45	to	to	PART
cana-5096	25	46	take	take	VERB
cana-5096	25	47	preemptive	preemptive	ADJ
cana-5096	25	48	actions	action	NOUN
cana-5096	25	49	,	,	PUNCT
cana-5096	25	50	such	such	ADJ
cana-5096	25	51	as	as	ADP
cana-5096	25	52	practicing	practice	VERB
cana-5096	25	53	mindfulness	mindfulness	NOUN
cana-5096	25	54	or	or	CCONJ
cana-5096	25	55	seeking	seek	VERB
cana-5096	25	56	social	social	ADJ
cana-5096	25	57	support	support	NOUN
cana-5096	25	58	,	,	PUNCT
cana-5096	25	59	ultimately	ultimately	ADV
cana-5096	25	60	encouraging	encourage	VERB
cana-5096	25	61	healthier	healthy	ADJ
cana-5096	25	62	coping	cope	VERB
cana-5096	25	63	mechanisms	mechanism	NOUN
cana-5096	25	64	.	.	PUNCT
cana-5096	26	1	moreover	moreover	ADV
cana-5096	26	2	,	,	PUNCT
cana-5096	26	3	advancements	advancement	NOUN
cana-5096	26	4	in	in	ADP
cana-5096	26	5	machine	machine	NOUN
cana-5096	26	6	learning	learn	VERB
cana-5096	26	7	techniques	technique	NOUN
cana-5096	26	8	can	can	AUX
cana-5096	26	9	refine	refine	VERB
cana-5096	26	10	the	the	DET
cana-5096	26	11	accuracy	accuracy	NOUN
cana-5096	26	12	of	of	ADP
cana-5096	26	13	stress	stress	NOUN
cana-5096	26	14	prediction	prediction	NOUN
cana-5096	26	15	by	by	ADP
cana-5096	26	16	analyzing	analyze	VERB
cana-5096	26	17	data	datum	NOUN
cana-5096	26	18	from	from	ADP
cana-5096	26	19	wearable	wearable	ADJ
cana-5096	26	20	devices	device	NOUN
cana-5096	26	21	and	and	CCONJ
cana-5096	26	22	mobile	mobile	ADJ
cana-5096	26	23	applications	application	NOUN
cana-5096	26	24	that	that	PRON
cana-5096	26	25	monitor	monitor	VERB
cana-5096	26	26	physiological	physiological	ADJ
cana-5096	26	27	signals	signal	NOUN
cana-5096	26	28	,	,	PUNCT
cana-5096	26	29	thereby	thereby	ADV
cana-5096	26	30	enhancing	enhance	VERB
cana-5096	26	31	the	the	DET
cana-5096	26	32	efficacy	efficacy	NOUN
cana-5096	26	33	of	of	ADP
cana-5096	26	34	interventions	intervention	NOUN
cana-5096	26	35	tailored	tailor	VERB
cana-5096	26	36	to	to	ADP
cana-5096	26	37	individual	individual	ADJ
cana-5096	26	38	needs	need	NOUN
cana-5096	26	39	.	.	PUNCT
cana-5096	27	1	as	as	SCONJ
cana-5096	27	2	highlighted	highlight	VERB
cana-5096	27	3	,	,	PUNCT
cana-5096	27	4	the	the	DET
cana-5096	27	5	exploration	exploration	NOUN
cana-5096	27	6	of	of	ADP
cana-5096	27	7	soft	soft	ADJ
cana-5096	27	8	biometrics	biometric	NOUN
cana-5096	27	9	offers	offer	VERB
cana-5096	27	10	a	a	DET
cana-5096	27	11	complementary	complementary	ADJ
cana-5096	27	12	approach	approach	NOUN
cana-5096	27	13	in	in	ADP
cana-5096	27	14	understanding	understand	VERB
cana-5096	27	15	characteristics	characteristic	NOUN
cana-5096	27	16	such	such	ADJ
cana-5096	27	17	as	as	ADP
cana-5096	27	18	emotional	emotional	ADJ
cana-5096	27	19	states	state	NOUN
cana-5096	27	20	,	,	PUNCT
cana-5096	27	21	which	which	PRON
cana-5096	27	22	can	can	AUX
cana-5096	27	23	further	far	ADV
cana-5096	27	24	enrich	enrich	VERB
cana-5096	27	25	predictive	predictive	ADJ
cana-5096	27	26	models	model	NOUN
cana-5096	27	27	,	,	PUNCT
cana-5096	27	28	thereby	thereby	ADV
cana-5096	27	29	underscoring	underscore	VERB
cana-5096	27	30	the	the	DET
cana-5096	27	31	vital	vital	ADJ
cana-5096	27	32	role	role	NOUN
cana-5096	27	33	of	of	ADP
cana-5096	27	34	mental	mental	ADJ
cana-5096	27	35	stress	stress	NOUN
cana-5096	27	36	prediction	prediction	NOUN
cana-5096	27	37	in	in	ADP
cana-5096	27	38	fostering	foster	VERB
cana-5096	27	39	overall	overall	ADJ
cana-5096	27	40	well	well	ADV
cana-5096	27	41	-	-	PUNCT
cana-5096	27	42	being(tahan	being(tahan	ADJ
cana-5096	27	43	and	and	CCONJ
cana-5096	27	44	saleem	saleem	NOUN
cana-5096	27	45	,	,	PUNCT
cana-5096	27	46	2023	2023	NUM
cana-5096	27	47	)	)	PUNCT
cana-5096	27	48	(	(	PUNCT
cana-5096	27	49	putri	putri	ADJ
cana-5096	27	50	,	,	PUNCT
cana-5096	27	51	2023)despite	2023)despite	NUM
cana-5096	27	52	significant	significant	ADJ
cana-5096	27	53	technological	technological	ADJ
cana-5096	27	54	advancements	advancement	NOUN
cana-5096	27	55	,	,	PUNCT
cana-5096	27	56	researchers	researcher	NOUN
cana-5096	27	57	continue	continue	VERB
cana-5096	27	58	to	to	PART
cana-5096	27	59	grapple	grapple	VERB
cana-5096	27	60	with	with	ADP
cana-5096	27	61	critical	critical	ADJ
cana-5096	27	62	challenges	challenge	NOUN
cana-5096	27	63	in	in	ADP
cana-5096	27	64	mental	mental	ADJ
cana-5096	27	65	stress	stress	NOUN
cana-5096	27	66	detection	detection	NOUN
cana-5096	27	67	.	.	PUNCT
cana-5096	28	1	accuracy	accuracy	NOUN
cana-5096	28	2	,	,	PUNCT
cana-5096	28	3	reliability	reliability	NOUN
cana-5096	28	4	,	,	PUNCT
cana-5096	28	5	and	and	CCONJ
cana-5096	28	6	privacy	privacy	NOUN
cana-5096	28	7	remain	remain	VERB
cana-5096	28	8	paramount	paramount	ADJ
cana-5096	28	9	concerns	concern	NOUN
cana-5096	28	10	,	,	PUNCT
cana-5096	28	11	driving	drive	VERB
cana-5096	28	12	ongoing	ongoing	ADJ
cana-5096	28	13	innovation	innovation	NOUN
cana-5096	28	14	in	in	ADP
cana-5096	28	15	non	non	ADJ
cana-5096	28	16	-	-	ADJ
cana-5096	28	17	invasive	invasive	ADJ
cana-5096	28	18	monitoring	monitoring	NOUN
cana-5096	28	19	techniques	technique	NOUN
cana-5096	28	20	and	and	CCONJ
cana-5096	28	21	ethical	ethical	ADJ
cana-5096	28	22	data	datum	NOUN
cana-5096	28	23	collection	collection	NOUN
cana-5096	28	24	methodologies	methodology	NOUN
cana-5096	28	25	.	.	PUNCT
cana-5096	29	1	the	the	DET
cana-5096	29	2	development	development	NOUN
cana-5096	29	3	of	of	ADP
cana-5096	29	4	adaptive	adaptive	ADJ
cana-5096	29	5	machine	machine	NOUN
cana-5096	29	6	learning	learning	NOUN
cana-5096	29	7	models	model	NOUN
cana-5096	29	8	that	that	PRON
cana-5096	29	9	can	can	AUX
cana-5096	29	10	account	account	VERB
cana-5096	29	11	for	for	ADP
cana-5096	29	12	individual	individual	ADJ
cana-5096	29	13	physiological	physiological	ADJ
cana-5096	29	14	differences	difference	NOUN
cana-5096	29	15	represents	represent	VERB
cana-5096	29	16	a	a	DET
cana-5096	29	17	key	key	ADJ
cana-5096	29	18	research	research	NOUN
cana-5096	29	19	priority	priority	NOUN
cana-5096	29	20	.	.	PUNCT
cana-5096	30	1	(	(	PUNCT
cana-5096	30	2	li	li	PROPN
cana-5096	30	3	et	et	PROPN
cana-5096	30	4	al	al	PROPN
cana-5096	30	5	.	.	PROPN
cana-5096	30	6	,	,	PUNCT
cana-5096	30	7	2021)the	2021)the	DET
cana-5096	30	8	potential	potential	ADJ
cana-5096	30	9	applications	application	NOUN
cana-5096	30	10	of	of	ADP
cana-5096	30	11	stress	stress	NOUN
cana-5096	30	12	detection	detection	NOUN
cana-5096	30	13	technologies	technology	NOUN
cana-5096	30	14	are	be	AUX
cana-5096	30	15	vast	vast	ADJ
cana-5096	30	16	and	and	CCONJ
cana-5096	30	17	transformative	transformative	ADJ
cana-5096	30	18	,	,	PUNCT
cana-5096	30	19	spanning	span	VERB
cana-5096	30	20	domains	domain	NOUN
cana-5096	30	21	such	such	ADJ
cana-5096	30	22	as	as	ADP
cana-5096	30	23	workplace	workplace	NOUN
cana-5096	30	24	mental	mental	ADJ
cana-5096	30	25	health	health	NOUN
cana-5096	30	26	,	,	PUNCT
cana-5096	30	27	healthcare	healthcare	NOUN
cana-5096	30	28	monitoring	monitoring	NOUN
cana-5096	30	29	,	,	PUNCT
cana-5096	30	30	and	and	CCONJ
cana-5096	30	31	performance	performance	NOUN
cana-5096	30	32	optimization	optimization	NOUN
cana-5096	30	33	.	.	PUNCT
cana-5096	31	1	in	in	ADP
cana-5096	31	2	professional	professional	ADJ
cana-5096	31	3	settings	setting	NOUN
cana-5096	31	4	,	,	PUNCT
cana-5096	31	5	these	these	DET
cana-5096	31	6	technologies	technology	NOUN
cana-5096	31	7	offer	offer	VERB
cana-5096	31	8	promising	promising	ADJ
cana-5096	31	9	interventions	intervention	NOUN
cana-5096	31	10	for	for	ADP
cana-5096	31	11	early	early	ADJ
cana-5096	31	12	burnout	burnout	NOUN
cana-5096	31	13	detection	detection	NOUN
cana-5096	31	14	,	,	PUNCT
cana-5096	31	15	personalized	personalize	VERB
cana-5096	31	16	stress	stress	NOUN
cana-5096	31	17	management	management	NOUN
cana-5096	31	18	strategies	strategy	NOUN
cana-5096	31	19	,	,	PUNCT
cana-5096	31	20	and	and	CCONJ
cana-5096	31	21	supporting	support	VERB
cana-5096	31	22	mental	mental	ADJ
cana-5096	31	23	wellcommunications	wellcommunication	NOUN
cana-5096	31	24	on	on	ADP
cana-5096	31	25	applied	apply	VERB
cana-5096	31	26	nonlinear	nonlinear	ADJ
cana-5096	31	27	analysis	analysis	NOUN
cana-5096	31	28	issn	issn	NOUN
cana-5096	31	29	:	:	PUNCT
cana-5096	31	30	1074	1074	NUM
cana-5096	31	31	-	-	PUNCT
cana-5096	31	32	133x	133x	NUM
cana-5096	31	33	vol	vol	NOUN
cana-5096	31	34	32	32	NUM
cana-5096	31	35	no	no	NOUN
cana-5096	31	36	.	.	PUNCT
cana-5096	32	1	icmasd	icmasd	NOUN
cana-5096	32	2	(	(	PUNCT
cana-5096	32	3	2025	2025	NUM
cana-5096	32	4	)	)	PUNCT
cana-5096	32	5	669	669	NUM
cana-5096	32	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	32	7	being	being	NOUN
cana-5096	32	8	.	.	PUNCT
cana-5096	33	1	healthcare	healthcare	NOUN
cana-5096	33	2	practitioners	practitioner	NOUN
cana-5096	33	3	could	could	AUX
cana-5096	33	4	leverage	leverage	VERB
cana-5096	33	5	these	these	DET
cana-5096	33	6	tools	tool	NOUN
cana-5096	33	7	for	for	ADP
cana-5096	33	8	more	more	ADV
cana-5096	33	9	comprehensive	comprehensive	ADJ
cana-5096	33	10	mental	mental	ADJ
cana-5096	33	11	health	health	NOUN
cana-5096	33	12	assessments	assessment	NOUN
cana-5096	33	13	,	,	PUNCT
cana-5096	33	14	while	while	SCONJ
cana-5096	33	15	high	high	ADJ
cana-5096	33	16	-	-	PUNCT
cana-5096	33	17	stress	stress	NOUN
cana-5096	33	18	professional	professional	ADJ
cana-5096	33	19	environments	environment	NOUN
cana-5096	33	20	might	might	AUX
cana-5096	33	21	implement	implement	VERB
cana-5096	33	22	proactive	proactive	ADJ
cana-5096	33	23	stress	stress	NOUN
cana-5096	33	24	monitoring	monitoring	NOUN
cana-5096	33	25	systems	system	NOUN
cana-5096	33	26	.	.	PUNCT
cana-5096	34	1	emerging	emerge	VERB
cana-5096	34	2	research	research	NOUN
cana-5096	34	3	continues	continue	VERB
cana-5096	34	4	to	to	PART
cana-5096	34	5	push	push	VERB
cana-5096	34	6	the	the	DET
cana-5096	34	7	boundaries	boundary	NOUN
cana-5096	34	8	of	of	ADP
cana-5096	34	9	what	what	PRON
cana-5096	34	10	's	be	AUX
cana-5096	34	11	possible	possible	ADJ
cana-5096	34	12	in	in	ADP
cana-5096	34	13	mental	mental	ADJ
cana-5096	34	14	stress	stress	NOUN
cana-5096	34	15	detection	detection	NOUN
cana-5096	34	16	.	.	PUNCT
cana-5096	35	1	interdisciplinary	interdisciplinary	ADJ
cana-5096	35	2	collaborations	collaboration	NOUN
cana-5096	35	3	between	between	ADP
cana-5096	35	4	psychologists	psychologist	NOUN
cana-5096	35	5	,	,	PUNCT
cana-5096	35	6	data	datum	NOUN
cana-5096	35	7	scientists	scientist	NOUN
cana-5096	35	8	,	,	PUNCT
cana-5096	35	9	medical	medical	ADJ
cana-5096	35	10	professionals	professional	NOUN
cana-5096	35	11	,	,	PUNCT
cana-5096	35	12	and	and	CCONJ
cana-5096	35	13	technology	technology	NOUN
cana-5096	35	14	experts	expert	NOUN
cana-5096	35	15	are	be	AUX
cana-5096	35	16	driving	drive	VERB
cana-5096	35	17	innovation	innovation	NOUN
cana-5096	35	18	,	,	PUNCT
cana-5096	35	19	creating	create	VERB
cana-5096	35	20	more	more	ADV
cana-5096	35	21	sophisticated	sophisticated	ADJ
cana-5096	35	22	,	,	PUNCT
cana-5096	35	23	accurate	accurate	ADJ
cana-5096	35	24	,	,	PUNCT
cana-5096	35	25	and	and	CCONJ
cana-5096	35	26	ethical	ethical	ADJ
cana-5096	35	27	approaches	approach	NOUN
cana-5096	35	28	to	to	ADP
cana-5096	35	29	understanding	understanding	NOUN
cana-5096	35	30	and	and	CCONJ
cana-5096	35	31	managing	manage	VERB
cana-5096	35	32	psychological	psychological	ADJ
cana-5096	35	33	stress	stress	NOUN
cana-5096	35	34	.	.	PUNCT
cana-5096	36	1	as	as	SCONJ
cana-5096	36	2	technologies	technology	NOUN
cana-5096	36	3	evolve	evolve	VERB
cana-5096	36	4	,	,	PUNCT
cana-5096	36	5	we	we	PRON
cana-5096	36	6	can	can	AUX
cana-5096	36	7	anticipate	anticipate	VERB
cana-5096	36	8	increasingly	increasingly	ADV
cana-5096	36	9	refined	refine	VERB
cana-5096	36	10	methodologies	methodology	NOUN
cana-5096	36	11	that	that	PRON
cana-5096	36	12	not	not	PART
cana-5096	36	13	only	only	ADV
cana-5096	36	14	detect	detect	VERB
cana-5096	36	15	stress	stress	NOUN
cana-5096	36	16	but	but	CCONJ
cana-5096	36	17	also	also	ADV
cana-5096	36	18	provide	provide	VERB
cana-5096	36	19	meaningful	meaningful	ADJ
cana-5096	36	20	,	,	PUNCT
cana-5096	36	21	personalized	personalized	ADJ
cana-5096	36	22	insights	insight	NOUN
cana-5096	36	23	into	into	ADP
cana-5096	36	24	mental	mental	ADJ
cana-5096	36	25	health	health	NOUN
cana-5096	36	26	and	and	CCONJ
cana-5096	36	27	well	well	ADV
cana-5096	36	28	-	-	PUNCT
cana-5096	36	29	being(omarov	being(omarov	PROPN
cana-5096	36	30	et	et	NOUN
cana-5096	36	31	al	al	PROPN
cana-5096	36	32	.	.	PROPN
cana-5096	36	33	,	,	PUNCT
cana-5096	36	34	2023	2023	NUM
cana-5096	36	35	)	)	PUNCT
cana-5096	36	36	.	.	PUNCT
cana-5096	37	1	2	2	X
cana-5096	37	2	.	.	X
cana-5096	37	3	literature	literature	NOUN
cana-5096	37	4	review	review	PROPN
cana-5096	37	5	machine	machine	NOUN
cana-5096	37	6	learning	learn	VERB
cana-5096	37	7	techniques	technique	NOUN
cana-5096	37	8	in	in	ADP
cana-5096	37	9	predicting	predict	VERB
cana-5096	37	10	stress	stress	NOUN
cana-5096	37	11	the	the	DET
cana-5096	37	12	examination	examination	NOUN
cana-5096	37	13	of	of	ADP
cana-5096	37	14	machine	machine	NOUN
cana-5096	37	15	learning	learn	VERB
cana-5096	37	16	techniques	technique	NOUN
cana-5096	37	17	reveals	reveal	VERB
cana-5096	37	18	a	a	DET
cana-5096	37	19	diverse	diverse	ADJ
cana-5096	37	20	array	array	NOUN
cana-5096	37	21	of	of	ADP
cana-5096	37	22	methodologies	methodology	NOUN
cana-5096	37	23	aimed	aim	VERB
cana-5096	37	24	at	at	ADP
cana-5096	37	25	enhancing	enhance	VERB
cana-5096	37	26	the	the	DET
cana-5096	37	27	prediction	prediction	NOUN
cana-5096	37	28	of	of	ADP
cana-5096	37	29	mental	mental	ADJ
cana-5096	37	30	stress	stress	NOUN
cana-5096	37	31	.	.	PUNCT
cana-5096	38	1	among	among	ADP
cana-5096	38	2	these	these	PRON
cana-5096	38	3	,	,	PUNCT
cana-5096	38	4	support	support	VERB
cana-5096	38	5	vector	vector	NOUN
cana-5096	38	6	machines	machine	NOUN
cana-5096	38	7	,	,	PUNCT
cana-5096	38	8	neural	neural	ADJ
cana-5096	38	9	networks	network	NOUN
cana-5096	38	10	,	,	PUNCT
cana-5096	38	11	and	and	CCONJ
cana-5096	38	12	decision	decision	NOUN
cana-5096	38	13	trees	tree	NOUN
cana-5096	38	14	stand	stand	VERB
cana-5096	38	15	out	out	ADP
cana-5096	38	16	due	due	ADP
cana-5096	38	17	to	to	ADP
cana-5096	38	18	their	their	PRON
cana-5096	38	19	superior	superior	ADJ
cana-5096	38	20	accuracy	accuracy	NOUN
cana-5096	38	21	and	and	CCONJ
cana-5096	38	22	ability	ability	NOUN
cana-5096	38	23	to	to	PART
cana-5096	38	24	handle	handle	VERB
cana-5096	38	25	complex	complex	ADJ
cana-5096	38	26	datasets	dataset	NOUN
cana-5096	38	27	.	.	PUNCT
cana-5096	39	1	for	for	ADP
cana-5096	39	2	instance	instance	NOUN
cana-5096	39	3	,	,	PUNCT
cana-5096	39	4	research	research	NOUN
cana-5096	39	5	indicates	indicate	VERB
cana-5096	39	6	that	that	SCONJ
cana-5096	39	7	techniques	technique	NOUN
cana-5096	39	8	such	such	ADJ
cana-5096	39	9	as	as	ADP
cana-5096	39	10	support	support	NOUN
cana-5096	39	11	vector	vector	NOUN
cana-5096	39	12	machines	machine	NOUN
cana-5096	39	13	have	have	AUX
cana-5096	39	14	consistently	consistently	ADV
cana-5096	39	15	demonstrated	demonstrate	VERB
cana-5096	39	16	robust	robust	ADJ
cana-5096	39	17	performance	performance	NOUN
cana-5096	39	18	in	in	ADP
cana-5096	39	19	classifying	classify	VERB
cana-5096	39	20	stress	stress	NOUN
cana-5096	39	21	-	-	PUNCT
cana-5096	39	22	related	relate	VERB
cana-5096	39	23	conditions	condition	NOUN
cana-5096	39	24	,	,	PUNCT
cana-5096	39	25	reinforcing	reinforce	VERB
cana-5096	39	26	their	their	PRON
cana-5096	39	27	relevance	relevance	NOUN
cana-5096	39	28	in	in	ADP
cana-5096	39	29	mental	mental	ADJ
cana-5096	39	30	health	health	NOUN
cana-5096	39	31	analysis	analysis	NOUN
cana-5096	39	32	(	(	PUNCT
cana-5096	39	33	razavi	razavi	NOUN
cana-5096	39	34	m	m	VERB
cana-5096	39	35	et	et	PROPN
cana-5096	39	36	al	al	PROPN
cana-5096	39	37	.	.	PROPN
cana-5096	39	38	)	)	PUNCT
cana-5096	39	39	.	.	PUNCT
cana-5096	40	1	additionally	additionally	ADV
cana-5096	40	2	,	,	PUNCT
cana-5096	40	3	the	the	DET
cana-5096	40	4	implementation	implementation	NOUN
cana-5096	40	5	of	of	ADP
cana-5096	40	6	algorithms	algorithm	NOUN
cana-5096	40	7	like	like	ADP
cana-5096	40	8	the	the	DET
cana-5096	40	9	decision	decision	NOUN
cana-5096	40	10	tree	tree	NOUN
cana-5096	40	11	model	model	NOUN
cana-5096	40	12	has	have	AUX
cana-5096	40	13	shown	show	VERB
cana-5096	40	14	significant	significant	ADJ
cana-5096	40	15	promise	promise	NOUN
cana-5096	40	16	in	in	ADP
cana-5096	40	17	identifying	identify	VERB
cana-5096	40	18	mental	mental	ADJ
cana-5096	40	19	health	health	NOUN
cana-5096	40	20	issues	issue	NOUN
cana-5096	40	21	within	within	ADP
cana-5096	40	22	workplace	workplace	NOUN
cana-5096	40	23	settings	setting	NOUN
cana-5096	40	24	,	,	PUNCT
cana-5096	40	25	effectively	effectively	ADV
cana-5096	40	26	capturing	capture	VERB
cana-5096	40	27	the	the	DET
cana-5096	40	28	nuances	nuance	NOUN
cana-5096	40	29	of	of	ADP
cana-5096	40	30	employee	employee	NOUN
cana-5096	40	31	stress	stress	NOUN
cana-5096	40	32	levels	level	NOUN
cana-5096	40	33	(	(	PUNCT
cana-5096	40	34	kapoor	kapoor	PROPN
cana-5096	40	35	a	a	X
cana-5096	40	36	et	et	PROPN
cana-5096	40	37	al	al	PROPN
cana-5096	40	38	.	.	PROPN
cana-5096	40	39	,	,	PUNCT
cana-5096	40	40	p.	p.	NOUN
cana-5096	40	41	15	15	NUM
cana-5096	40	42	)	)	PUNCT
cana-5096	40	43	.	.	PUNCT
cana-5096	41	1	as	as	SCONJ
cana-5096	41	2	these	these	DET
cana-5096	41	3	tools	tool	NOUN
cana-5096	41	4	evolve	evolve	VERB
cana-5096	41	5	,	,	PUNCT
cana-5096	41	6	they	they	PRON
cana-5096	41	7	enhance	enhance	VERB
cana-5096	41	8	our	our	PRON
cana-5096	41	9	understanding	understanding	NOUN
cana-5096	41	10	of	of	ADP
cana-5096	41	11	individual	individual	ADJ
cana-5096	41	12	stress	stress	NOUN
cana-5096	41	13	responses	response	NOUN
cana-5096	41	14	by	by	ADP
cana-5096	41	15	incorporating	incorporate	VERB
cana-5096	41	16	physiological	physiological	ADJ
cana-5096	41	17	data	datum	NOUN
cana-5096	41	18	,	,	PUNCT
cana-5096	41	19	thereby	thereby	ADV
cana-5096	41	20	offering	offer	VERB
cana-5096	41	21	more	more	ADJ
cana-5096	41	22	personalized	personalized	ADJ
cana-5096	41	23	and	and	CCONJ
cana-5096	41	24	effective	effective	ADJ
cana-5096	41	25	predictions	prediction	NOUN
cana-5096	41	26	.	.	PUNCT
cana-5096	42	1	this	this	DET
cana-5096	42	2	ongoing	ongoing	ADJ
cana-5096	42	3	integration	integration	NOUN
cana-5096	42	4	of	of	ADP
cana-5096	42	5	machine	machine	NOUN
cana-5096	42	6	learning	learn	VERB
cana-5096	42	7	in	in	ADP
cana-5096	42	8	mental	mental	ADJ
cana-5096	42	9	health	health	NOUN
cana-5096	42	10	not	not	PART
cana-5096	42	11	only	only	ADV
cana-5096	42	12	streamlines	streamline	VERB
cana-5096	42	13	diagnosis	diagnosis	NOUN
cana-5096	42	14	but	but	CCONJ
cana-5096	42	15	also	also	ADV
cana-5096	42	16	paves	pave	VERB
cana-5096	42	17	the	the	DET
cana-5096	42	18	way	way	NOUN
cana-5096	42	19	for	for	ADP
cana-5096	42	20	more	more	ADV
cana-5096	42	21	targeted	target	VERB
cana-5096	42	22	interventions	intervention	NOUN
cana-5096	42	23	.	.	PUNCT
cana-5096	43	1	(	(	PUNCT
cana-5096	43	2	iram	iram	NOUN
cana-5096	43	3	et	et	PROPN
cana-5096	43	4	al	al	PROPN
cana-5096	43	5	.	.	PROPN
cana-5096	43	6	,	,	PUNCT
cana-5096	43	7	2015)most	2015)most	NUM
cana-5096	43	8	of	of	ADP
cana-5096	43	9	the	the	DET
cana-5096	43	10	researchers	researcher	NOUN
cana-5096	43	11	have	have	AUX
cana-5096	43	12	highlighted	highlight	VERB
cana-5096	43	13	the	the	DET
cana-5096	43	14	growing	grow	VERB
cana-5096	43	15	significance	significance	NOUN
cana-5096	43	16	of	of	ADP
cana-5096	43	17	technological	technological	ADJ
cana-5096	43	18	approaches	approach	NOUN
cana-5096	43	19	to	to	ADP
cana-5096	43	20	mental	mental	ADJ
cana-5096	43	21	stress	stress	NOUN
cana-5096	43	22	detection	detection	NOUN
cana-5096	43	23	.	.	PUNCT
cana-5096	44	1	usually	usually	ADV
cana-5096	44	2	,	,	PUNCT
cana-5096	44	3	the	the	DET
cana-5096	44	4	critical	critical	ADJ
cana-5096	44	5	role	role	NOUN
cana-5096	44	6	of	of	ADP
cana-5096	44	7	physiological	physiological	ADJ
cana-5096	44	8	signal	signal	NOUN
cana-5096	44	9	analysis	analysis	NOUN
cana-5096	44	10	in	in	ADP
cana-5096	44	11	understanding	understand	VERB
cana-5096	44	12	stress	stress	NOUN
cana-5096	44	13	mechanisms	mechanism	NOUN
cana-5096	44	14	is	be	AUX
cana-5096	44	15	depicted	depict	VERB
cana-5096	44	16	and	and	CCONJ
cana-5096	44	17	analyzed	analyze	VERB
cana-5096	44	18	.	.	PUNCT
cana-5096	45	1	multimodal	multimodal	ADJ
cana-5096	45	2	sensing	sense	VERB
cana-5096	45	3	techniques	technique	NOUN
cana-5096	45	4	have	have	AUX
cana-5096	45	5	emerged	emerge	VERB
cana-5096	45	6	as	as	ADP
cana-5096	45	7	a	a	DET
cana-5096	45	8	powerful	powerful	ADJ
cana-5096	45	9	methodology	methodology	NOUN
cana-5096	45	10	,	,	PUNCT
cana-5096	45	11	integrating	integrate	VERB
cana-5096	45	12	various	various	ADJ
cana-5096	45	13	biological	biological	ADJ
cana-5096	45	14	signals	signal	NOUN
cana-5096	45	15	to	to	PART
cana-5096	45	16	create	create	VERB
cana-5096	45	17	more	more	ADV
cana-5096	45	18	robust	robust	ADJ
cana-5096	45	19	stress	stress	NOUN
cana-5096	45	20	detection	detection	NOUN
cana-5096	45	21	models	model	NOUN
cana-5096	45	22	.	.	PUNCT
cana-5096	46	1	a	a	DET
cana-5096	46	2	notable	notable	ADJ
cana-5096	46	3	study	study	NOUN
cana-5096	46	4	in	in	ADP
cana-5096	46	5	the	the	DET
cana-5096	46	6	journal	journal	NOUN
cana-5096	46	7	of	of	ADP
cana-5096	46	8	biomedical	biomedical	ADJ
cana-5096	46	9	informatics	informatic	NOUN
cana-5096	46	10	(	(	PUNCT
cana-5096	46	11	elsevier	elsevier	PROPN
cana-5096	46	12	)	)	PUNCT
cana-5096	46	13	by	by	ADP
cana-5096	46	14	chandrasekaran	chandrasekaran	PROPN
cana-5096	46	15	et	et	PROPN
cana-5096	46	16	al	al	PROPN
cana-5096	46	17	.	.	PROPN
cana-5096	46	18	explored	explore	VERB
cana-5096	46	19	advanced	advanced	ADJ
cana-5096	46	20	machine	machine	NOUN
cana-5096	46	21	learning	learn	VERB
cana-5096	46	22	techniques	technique	NOUN
cana-5096	46	23	for	for	ADP
cana-5096	46	24	stress	stress	NOUN
cana-5096	46	25	recognition	recognition	NOUN
cana-5096	46	26	.	.	PUNCT
cana-5096	47	1	the	the	DET
cana-5096	47	2	research	research	NOUN
cana-5096	47	3	demonstrates	demonstrate	VERB
cana-5096	47	4	that	that	SCONJ
cana-5096	47	5	deep	deep	ADJ
cana-5096	47	6	learning	learning	NOUN
cana-5096	47	7	algorithms	algorithm	NOUN
cana-5096	47	8	,	,	PUNCT
cana-5096	47	9	particularly	particularly	ADV
cana-5096	47	10	long	long	ADJ
cana-5096	47	11	short	short	ADJ
cana-5096	47	12	-	-	PUNCT
cana-5096	47	13	term	term	NOUN
cana-5096	47	14	memory	memory	NOUN
cana-5096	47	15	(	(	PUNCT
cana-5096	47	16	lstm	lstm	NOUN
cana-5096	47	17	)	)	PUNCT
cana-5096	47	18	networks	network	NOUN
cana-5096	47	19	,	,	PUNCT
cana-5096	47	20	can	can	AUX
cana-5096	47	21	achieve	achieve	VERB
cana-5096	47	22	up	up	ADP
cana-5096	47	23	to	to	PART
cana-5096	47	24	92	92	NUM
cana-5096	47	25	%	%	NOUN
cana-5096	47	26	accuracy	accuracy	NOUN
cana-5096	47	27	in	in	ADP
cana-5096	47	28	stress	stress	NOUN
cana-5096	47	29	classification	classification	NOUN
cana-5096	47	30	by	by	ADP
cana-5096	47	31	analyzing	analyze	VERB
cana-5096	47	32	multimodal	multimodal	ADJ
cana-5096	47	33	physiological	physiological	ADJ
cana-5096	47	34	data	datum	NOUN
cana-5096	47	35	.	.	PUNCT
cana-5096	48	1	the	the	DET
cana-5096	48	2	study	study	NOUN
cana-5096	48	3	specifically	specifically	ADV
cana-5096	48	4	focused	focus	VERB
cana-5096	48	5	on	on	ADP
cana-5096	48	6	integrating	integrate	VERB
cana-5096	48	7	heart	heart	NOUN
cana-5096	48	8	rate	rate	NOUN
cana-5096	48	9	variability	variability	NOUN
cana-5096	48	10	,	,	PUNCT
cana-5096	48	11	electrodermal	electrodermal	NOUN
cana-5096	48	12	activity	activity	NOUN
cana-5096	48	13	,	,	PUNCT
cana-5096	48	14	and	and	CCONJ
cana-5096	48	15	skin	skin	NOUN
cana-5096	48	16	temperature	temperature	NOUN
cana-5096	48	17	measurements	measurement	NOUN
cana-5096	48	18	.	.	PUNCT
cana-5096	49	1	(	(	PUNCT
cana-5096	49	2	tahan	tahan	PROPN
cana-5096	49	3	and	and	CCONJ
cana-5096	49	4	saleem	saleem	PROPN
cana-5096	49	5	,	,	PUNCT
cana-5096	49	6	2023)the	2023)the	DET
cana-5096	49	7	international	international	ADJ
cana-5096	49	8	journal	journal	NOUN
cana-5096	49	9	of	of	ADP
cana-5096	49	10	human	human	ADJ
cana-5096	49	11	-	-	PUNCT
cana-5096	49	12	computer	computer	NOUN
cana-5096	49	13	studies	study	NOUN
cana-5096	49	14	published	publish	VERB
cana-5096	49	15	research	research	NOUN
cana-5096	49	16	highlighting	highlight	VERB
cana-5096	49	17	the	the	DET
cana-5096	49	18	importance	importance	NOUN
cana-5096	49	19	of	of	ADP
cana-5096	49	20	wearable	wearable	ADJ
cana-5096	49	21	technologies	technology	NOUN
cana-5096	49	22	in	in	ADP
cana-5096	49	23	continuous	continuous	ADJ
cana-5096	49	24	stress	stress	NOUN
cana-5096	49	25	monitoring	monitoring	NOUN
cana-5096	49	26	.	.	PUNCT
cana-5096	50	1	researchers	researcher	NOUN
cana-5096	50	2	developed	develop	VERB
cana-5096	50	3	a	a	DET
cana-5096	50	4	novel	novel	ADJ
cana-5096	50	5	approach	approach	NOUN
cana-5096	50	6	using	use	VERB
cana-5096	50	7	smart	smart	ADJ
cana-5096	50	8	wearables	wearable	NOUN
cana-5096	50	9	that	that	PRON
cana-5096	50	10	capture	capture	VERB
cana-5096	50	11	real	real	ADJ
cana-5096	50	12	-	-	PUNCT
cana-5096	50	13	time	time	NOUN
cana-5096	50	14	physiological	physiological	ADJ
cana-5096	50	15	indicators	indicator	NOUN
cana-5096	50	16	.	.	PUNCT
cana-5096	51	1	their	their	PRON
cana-5096	51	2	methodology	methodology	NOUN
cana-5096	51	3	leverages	leverage	VERB
cana-5096	51	4	advanced	advanced	ADJ
cana-5096	51	5	signal	signal	NOUN
cana-5096	51	6	processing	processing	NOUN
cana-5096	51	7	techniques	technique	NOUN
cana-5096	51	8	to	to	PART
cana-5096	51	9	distinguish	distinguish	VERB
cana-5096	51	10	between	between	ADP
cana-5096	51	11	different	different	ADJ
cana-5096	51	12	stress	stress	NOUN
cana-5096	51	13	levels	level	NOUN
cana-5096	51	14	,	,	PUNCT
cana-5096	51	15	addressing	address	VERB
cana-5096	51	16	the	the	DET
cana-5096	51	17	challenge	challenge	NOUN
cana-5096	51	18	of	of	ADP
cana-5096	51	19	individual	individual	ADJ
cana-5096	51	20	physiological	physiological	ADJ
cana-5096	51	21	variations	variation	NOUN
cana-5096	51	22	.	.	PUNCT
cana-5096	52	1	(	(	PUNCT
cana-5096	52	2	johnson	johnson	PROPN
cana-5096	52	3	,	,	PUNCT
cana-5096	52	4	2022)in	2022)in	PROPN
cana-5096	52	5	the	the	DET
cana-5096	52	6	exploration	exploration	NOUN
cana-5096	52	7	of	of	ADP
cana-5096	52	8	mental	mental	ADJ
cana-5096	52	9	stress	stress	NOUN
cana-5096	52	10	prediction	prediction	NOUN
cana-5096	52	11	,	,	PUNCT
cana-5096	52	12	various	various	ADJ
cana-5096	52	13	machine	machine	NOUN
cana-5096	52	14	learning	learn	VERB
cana-5096	52	15	algorithms	algorithm	NOUN
cana-5096	52	16	demonstrate	demonstrate	VERB
cana-5096	52	17	significant	significant	ADJ
cana-5096	52	18	efficacy	efficacy	NOUN
cana-5096	52	19	in	in	ADP
cana-5096	52	20	analyzing	analyze	VERB
cana-5096	52	21	intricate	intricate	ADJ
cana-5096	52	22	behavioral	behavioral	ADJ
cana-5096	52	23	patterns	pattern	NOUN
cana-5096	52	24	.	.	PUNCT
cana-5096	53	1	among	among	ADP
cana-5096	53	2	the	the	DET
cana-5096	53	3	most	most	ADV
cana-5096	53	4	prominent	prominent	ADJ
cana-5096	53	5	techniques	technique	NOUN
cana-5096	53	6	are	be	AUX
cana-5096	53	7	decision	decision	NOUN
cana-5096	53	8	trees	tree	NOUN
cana-5096	53	9	,	,	PUNCT
cana-5096	53	10	which	which	PRON
cana-5096	53	11	offer	offer	VERB
cana-5096	53	12	intuitive	intuitive	ADJ
cana-5096	53	13	decision	decision	NOUN
cana-5096	53	14	-	-	PUNCT
cana-5096	53	15	making	make	VERB
cana-5096	53	16	processes	process	NOUN
cana-5096	53	17	,	,	PUNCT
cana-5096	53	18	and	and	CCONJ
cana-5096	53	19	random	random	ADJ
cana-5096	53	20	forests	forest	NOUN
cana-5096	53	21	,	,	PUNCT
cana-5096	53	22	known	know	VERB
cana-5096	53	23	for	for	ADP
cana-5096	53	24	their	their	PRON
cana-5096	53	25	robustness	robustness	NOUN
cana-5096	53	26	through	through	ADP
cana-5096	53	27	ensemble	ensemble	ADJ
cana-5096	53	28	learning	learning	NOUN
cana-5096	53	29	.	.	PUNCT
cana-5096	54	1	these	these	DET
cana-5096	54	2	methods	method	NOUN
cana-5096	54	3	excel	excel	VERB
cana-5096	54	4	in	in	ADP
cana-5096	54	5	communications	communication	NOUN
cana-5096	54	6	on	on	ADP
cana-5096	54	7	applied	apply	VERB
cana-5096	54	8	nonlinear	nonlinear	ADJ
cana-5096	54	9	analysis	analysis	NOUN
cana-5096	54	10	issn	issn	NOUN
cana-5096	54	11	:	:	PUNCT
cana-5096	54	12	1074	1074	NUM
cana-5096	54	13	-	-	PUNCT
cana-5096	54	14	133x	133x	NUM
cana-5096	54	15	vol	vol	NOUN
cana-5096	54	16	32	32	NUM
cana-5096	54	17	no	no	NOUN
cana-5096	54	18	.	.	PUNCT
cana-5096	55	1	icmasd	icmasd	NOUN
cana-5096	55	2	(	(	PUNCT
cana-5096	55	3	2025	2025	NUM
cana-5096	55	4	)	)	PUNCT
cana-5096	55	5	670	670	NUM
cana-5096	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	55	7	dealing	deal	VERB
cana-5096	55	8	with	with	ADP
cana-5096	55	9	complex	complex	ADJ
cana-5096	55	10	datasets	dataset	NOUN
cana-5096	55	11	acquired	acquire	VERB
cana-5096	55	12	from	from	ADP
cana-5096	55	13	mental	mental	ADJ
cana-5096	55	14	health	health	NOUN
cana-5096	55	15	research	research	NOUN
cana-5096	55	16	,	,	PUNCT
cana-5096	55	17	as	as	SCONJ
cana-5096	55	18	noted	note	VERB
cana-5096	55	19	in	in	ADP
cana-5096	55	20	the	the	DET
cana-5096	55	21	comprehensive	comprehensive	ADJ
cana-5096	55	22	analysis	analysis	NOUN
cana-5096	55	23	of	of	ADP
cana-5096	55	24	psycho	psycho	NOUN
cana-5096	55	25	-	-	PUNCT
cana-5096	55	26	linguistic	linguistic	ADJ
cana-5096	55	27	features	feature	NOUN
cana-5096	55	28	that	that	PRON
cana-5096	55	29	influence	influence	NOUN
cana-5096	55	30	stress	stress	NOUN
cana-5096	55	31	levels	level	NOUN
cana-5096	55	32	(	(	PUNCT
cana-5096	55	33	agnihotri	agnihotri	PROPN
cana-5096	55	34	n	n	PROPN
cana-5096	55	35	et	et	NOUN
cana-5096	55	36	al	al	PROPN
cana-5096	55	37	.	.	PROPN
cana-5096	55	38	)	)	PUNCT
cana-5096	55	39	.	.	PUNCT
cana-5096	56	1	support	support	NOUN
cana-5096	56	2	vector	vector	NOUN
cana-5096	56	3	machines	machine	NOUN
cana-5096	56	4	(	(	PUNCT
cana-5096	56	5	svm	svm	PROPN
cana-5096	56	6	)	)	PUNCT
cana-5096	56	7	also	also	ADV
cana-5096	56	8	play	play	VERB
cana-5096	56	9	a	a	DET
cana-5096	56	10	critical	critical	ADJ
cana-5096	56	11	role	role	NOUN
cana-5096	56	12	by	by	ADP
cana-5096	56	13	creating	create	VERB
cana-5096	56	14	optimal	optimal	ADJ
cana-5096	56	15	hyperplanes	hyperplane	NOUN
cana-5096	56	16	for	for	ADP
cana-5096	56	17	the	the	DET
cana-5096	56	18	classification	classification	NOUN
cana-5096	56	19	of	of	ADP
cana-5096	56	20	mental	mental	ADJ
cana-5096	56	21	states	state	NOUN
cana-5096	56	22	based	base	VERB
cana-5096	56	23	on	on	ADP
cana-5096	56	24	specific	specific	ADJ
cana-5096	56	25	traits	trait	NOUN
cana-5096	56	26	.	.	PUNCT
cana-5096	57	1	adding	add	VERB
cana-5096	57	2	to	to	ADP
cana-5096	57	3	this	this	DET
cana-5096	57	4	array	array	NOUN
cana-5096	57	5	of	of	ADP
cana-5096	57	6	algorithms	algorithm	NOUN
cana-5096	57	7	,	,	PUNCT
cana-5096	57	8	machine	machine	NOUN
cana-5096	57	9	learning	learning	NOUN
cana-5096	57	10	approaches	approach	NOUN
cana-5096	57	11	increasingly	increasingly	ADV
cana-5096	57	12	incorporate	incorporate	VERB
cana-5096	57	13	data	datum	NOUN
cana-5096	57	14	from	from	ADP
cana-5096	57	15	social	social	ADJ
cana-5096	57	16	media	medium	NOUN
cana-5096	57	17	interactions	interaction	NOUN
cana-5096	57	18	,	,	PUNCT
cana-5096	57	19	enabling	enable	VERB
cana-5096	57	20	timely	timely	ADJ
cana-5096	57	21	identification	identification	NOUN
cana-5096	57	22	of	of	ADP
cana-5096	57	23	suicidal	suicidal	ADJ
cana-5096	57	24	ideation	ideation	NOUN
cana-5096	57	25	.	.	PUNCT
cana-5096	58	1	studies	study	NOUN
cana-5096	58	2	utilizing	utilize	VERB
cana-5096	58	3	fine	fine	ADV
cana-5096	58	4	-	-	PUNCT
cana-5096	58	5	tuned	tune	VERB
cana-5096	58	6	language	language	NOUN
cana-5096	58	7	models	model	NOUN
cana-5096	58	8	capitalize	capitalize	VERB
cana-5096	58	9	on	on	ADP
cana-5096	58	10	usergenerated	usergenerated	ADJ
cana-5096	58	11	content	content	NOUN
cana-5096	58	12	,	,	PUNCT
cana-5096	58	13	highlighting	highlight	VERB
cana-5096	58	14	the	the	DET
cana-5096	58	15	potential	potential	NOUN
cana-5096	58	16	of	of	ADP
cana-5096	58	17	advanced	advanced	ADJ
cana-5096	58	18	algorithms	algorithm	NOUN
cana-5096	58	19	in	in	ADP
cana-5096	58	20	discerning	discern	VERB
cana-5096	58	21	subtle	subtle	ADJ
cana-5096	58	22	psychological	psychological	ADJ
cana-5096	58	23	signals	signal	NOUN
cana-5096	58	24	that	that	PRON
cana-5096	58	25	indicate	indicate	VERB
cana-5096	58	26	elevated	elevated	ADJ
cana-5096	58	27	mental	mental	ADJ
cana-5096	58	28	stress	stress	NOUN
cana-5096	58	29	levels	level	NOUN
cana-5096	58	30	(	(	PUNCT
cana-5096	58	31	bhattacharyya	bhattacharyya	INTJ
cana-5096	58	32	et	et	PROPN
cana-5096	58	33	al	al	PROPN
cana-5096	58	34	.	.	PROPN
cana-5096	58	35	)	)	PUNCT
cana-5096	58	36	.	.	PUNCT
cana-5096	59	1	(	(	PUNCT
cana-5096	59	2	adikari	adikari	PROPN
cana-5096	59	3	et	et	PROPN
cana-5096	59	4	al	al	PROPN
cana-5096	59	5	.	.	PROPN
cana-5096	59	6	,	,	PUNCT
cana-5096	59	7	2021)machine	2021)machine	NUM
cana-5096	59	8	learning	learn	VERB
cana-5096	59	9	algorithms	algorithm	NOUN
cana-5096	59	10	have	have	AUX
cana-5096	59	11	revolutionized	revolutionize	VERB
cana-5096	59	12	mental	mental	ADJ
cana-5096	59	13	stress	stress	NOUN
cana-5096	59	14	prediction	prediction	NOUN
cana-5096	59	15	by	by	ADP
cana-5096	59	16	offering	offer	VERB
cana-5096	59	17	sophisticated	sophisticated	ADJ
cana-5096	59	18	computational	computational	ADJ
cana-5096	59	19	approaches	approach	NOUN
cana-5096	59	20	to	to	PART
cana-5096	59	21	analyze	analyze	VERB
cana-5096	59	22	complex	complex	ADJ
cana-5096	59	23	physiological	physiological	ADJ
cana-5096	59	24	and	and	CCONJ
cana-5096	59	25	psychological	psychological	ADJ
cana-5096	59	26	data	datum	NOUN
cana-5096	59	27	.	.	PUNCT
cana-5096	60	1	supervised	supervise	VERB
cana-5096	60	2	learning	learning	NOUN
cana-5096	60	3	algorithms	algorithm	NOUN
cana-5096	60	4	,	,	PUNCT
cana-5096	60	5	particularly	particularly	ADV
cana-5096	60	6	support	support	VERB
cana-5096	60	7	vector	vector	NOUN
cana-5096	60	8	machines	machine	NOUN
cana-5096	60	9	(	(	PUNCT
cana-5096	60	10	svm	svm	PROPN
cana-5096	60	11	)	)	PUNCT
cana-5096	60	12	,	,	PUNCT
cana-5096	60	13	have	have	AUX
cana-5096	60	14	emerged	emerge	VERB
cana-5096	60	15	as	as	ADP
cana-5096	60	16	powerful	powerful	ADJ
cana-5096	60	17	tools	tool	NOUN
cana-5096	60	18	for	for	ADP
cana-5096	60	19	stress	stress	NOUN
cana-5096	60	20	classification	classification	NOUN
cana-5096	60	21	,	,	PUNCT
cana-5096	60	22	enabling	enable	VERB
cana-5096	60	23	researchers	researcher	NOUN
cana-5096	60	24	to	to	PART
cana-5096	60	25	develop	develop	VERB
cana-5096	60	26	robust	robust	ADJ
cana-5096	60	27	predictive	predictive	ADJ
cana-5096	60	28	models	model	NOUN
cana-5096	60	29	by	by	ADP
cana-5096	60	30	training	training	NOUN
cana-5096	60	31	on	on	ADP
cana-5096	60	32	labeled	label	VERB
cana-5096	60	33	datasets	dataset	NOUN
cana-5096	60	34	of	of	ADP
cana-5096	60	35	physiological	physiological	ADJ
cana-5096	60	36	signals	signal	NOUN
cana-5096	60	37	.	.	PUNCT
cana-5096	61	1	these	these	DET
cana-5096	61	2	algorithms	algorithm	NOUN
cana-5096	61	3	excel	excel	VERB
cana-5096	61	4	at	at	ADP
cana-5096	61	5	identifying	identify	VERB
cana-5096	61	6	intricate	intricate	ADJ
cana-5096	61	7	patterns	pattern	NOUN
cana-5096	61	8	and	and	CCONJ
cana-5096	61	9	distinguishing	distinguish	VERB
cana-5096	61	10	between	between	ADP
cana-5096	61	11	different	different	ADJ
cana-5096	61	12	stress	stress	NOUN
cana-5096	61	13	levels	level	NOUN
cana-5096	61	14	by	by	ADP
cana-5096	61	15	mapping	map	VERB
cana-5096	61	16	multidimensional	multidimensional	ADJ
cana-5096	61	17	input	input	NOUN
cana-5096	61	18	features	feature	NOUN
cana-5096	61	19	to	to	ADP
cana-5096	61	20	specific	specific	ADJ
cana-5096	61	21	stress	stress	NOUN
cana-5096	61	22	categories	category	NOUN
cana-5096	61	23	with	with	ADP
cana-5096	61	24	high	high	ADJ
cana-5096	61	25	accuracy	accuracy	NOUN
cana-5096	61	26	.	.	PUNCT
cana-5096	62	1	deep	deep	ADJ
cana-5096	62	2	learning	learning	NOUN
cana-5096	62	3	techniques	technique	NOUN
cana-5096	62	4	,	,	PUNCT
cana-5096	62	5	especially	especially	ADV
cana-5096	62	6	neural	neural	ADJ
cana-5096	62	7	network	network	NOUN
cana-5096	62	8	architectures	architecture	NOUN
cana-5096	62	9	like	like	ADP
cana-5096	62	10	convolutional	convolutional	ADJ
cana-5096	62	11	neural	neural	ADJ
cana-5096	62	12	networks	network	NOUN
cana-5096	62	13	(	(	PUNCT
cana-5096	62	14	cnn	cnn	PROPN
cana-5096	62	15	)	)	PUNCT
cana-5096	62	16	and	and	CCONJ
cana-5096	62	17	long	long	ADJ
cana-5096	62	18	short	short	ADJ
cana-5096	62	19	-	-	PUNCT
cana-5096	62	20	term	term	NOUN
cana-5096	62	21	memory	memory	NOUN
cana-5096	62	22	(	(	PUNCT
cana-5096	62	23	lstm	lstm	NOUN
cana-5096	62	24	)	)	PUNCT
cana-5096	62	25	networks	network	NOUN
cana-5096	62	26	,	,	PUNCT
cana-5096	62	27	have	have	AUX
cana-5096	62	28	demonstrated	demonstrate	VERB
cana-5096	62	29	remarkable	remarkable	ADJ
cana-5096	62	30	capabilities	capability	NOUN
cana-5096	62	31	in	in	ADP
cana-5096	62	32	mental	mental	ADJ
cana-5096	62	33	stress	stress	NOUN
cana-5096	62	34	prediction	prediction	NOUN
cana-5096	62	35	.	.	PUNCT
cana-5096	63	1	these	these	DET
cana-5096	63	2	advanced	advanced	ADJ
cana-5096	63	3	algorithms	algorithm	NOUN
cana-5096	63	4	can	can	AUX
cana-5096	63	5	automatically	automatically	ADV
cana-5096	63	6	extract	extract	VERB
cana-5096	63	7	hierarchical	hierarchical	ADJ
cana-5096	63	8	features	feature	NOUN
cana-5096	63	9	from	from	ADP
cana-5096	63	10	multimodal	multimodal	ADJ
cana-5096	63	11	data	datum	NOUN
cana-5096	63	12	sources	source	NOUN
cana-5096	63	13	,	,	PUNCT
cana-5096	63	14	including	include	VERB
cana-5096	63	15	physiological	physiological	ADJ
cana-5096	63	16	signals	signal	NOUN
cana-5096	63	17	,	,	PUNCT
cana-5096	63	18	behavioral	behavioral	ADJ
cana-5096	63	19	patterns	pattern	NOUN
cana-5096	63	20	,	,	PUNCT
cana-5096	63	21	and	and	CCONJ
cana-5096	63	22	contextual	contextual	ADJ
cana-5096	63	23	information	information	NOUN
cana-5096	63	24	.	.	PUNCT
cana-5096	64	1	cnns	cnns	PROPN
cana-5096	64	2	are	be	AUX
cana-5096	64	3	particularly	particularly	ADV
cana-5096	64	4	effective	effective	ADJ
cana-5096	64	5	in	in	ADP
cana-5096	64	6	processing	process	VERB
cana-5096	64	7	time	time	NOUN
cana-5096	64	8	-	-	PUNCT
cana-5096	64	9	series	series	NOUN
cana-5096	64	10	physiological	physiological	ADJ
cana-5096	64	11	data	datum	NOUN
cana-5096	64	12	,	,	PUNCT
cana-5096	64	13	while	while	SCONJ
cana-5096	64	14	lstm	lstm	ADJ
cana-5096	64	15	networks	network	NOUN
cana-5096	64	16	excel	excel	VERB
cana-5096	64	17	at	at	ADP
cana-5096	64	18	capturing	capture	VERB
cana-5096	64	19	temporal	temporal	ADJ
cana-5096	64	20	dependencies	dependency	NOUN
cana-5096	64	21	and	and	CCONJ
cana-5096	64	22	long	long	ADJ
cana-5096	64	23	-	-	PUNCT
cana-5096	64	24	term	term	NOUN
cana-5096	64	25	stress	stress	NOUN
cana-5096	64	26	-	-	PUNCT
cana-5096	64	27	related	relate	VERB
cana-5096	64	28	patterns	pattern	NOUN
cana-5096	64	29	that	that	PRON
cana-5096	64	30	traditional	traditional	ADJ
cana-5096	64	31	machine	machine	NOUN
cana-5096	64	32	learning	learning	NOUN
cana-5096	64	33	methods	method	NOUN
cana-5096	64	34	might	might	AUX
cana-5096	64	35	overlook	overlook	VERB
cana-5096	64	36	.	.	PUNCT
cana-5096	65	1	(	(	PUNCT
cana-5096	65	2	xie	xie	PROPN
cana-5096	65	3	and	and	CCONJ
cana-5096	65	4	pentina	pentina	PROPN
cana-5096	65	5	,	,	PUNCT
cana-5096	65	6	2022	2022	NUM
cana-5096	65	7	)	)	PUNCT
cana-5096	65	8	,	,	PUNCT
cana-5096	65	9	ensemble	ensemble	ADJ
cana-5096	65	10	learning	learning	NOUN
cana-5096	65	11	methods	method	NOUN
cana-5096	65	12	,	,	PUNCT
cana-5096	65	13	such	such	ADJ
cana-5096	65	14	as	as	ADP
cana-5096	65	15	random	random	ADJ
cana-5096	65	16	forest	forest	NOUN
cana-5096	65	17	and	and	CCONJ
cana-5096	65	18	gradient	gradient	ADJ
cana-5096	65	19	boosting	boost	VERB
cana-5096	65	20	algorithms	algorithm	NOUN
cana-5096	65	21	,	,	PUNCT
cana-5096	65	22	have	have	AUX
cana-5096	65	23	gained	gain	VERB
cana-5096	65	24	significant	significant	ADJ
cana-5096	65	25	traction	traction	NOUN
cana-5096	65	26	in	in	ADP
cana-5096	65	27	stress	stress	NOUN
cana-5096	65	28	prediction	prediction	NOUN
cana-5096	65	29	research	research	NOUN
cana-5096	65	30	.	.	PUNCT
cana-5096	66	1	these	these	DET
cana-5096	66	2	approaches	approach	NOUN
cana-5096	66	3	combine	combine	VERB
cana-5096	66	4	multiple	multiple	ADJ
cana-5096	66	5	learning	learning	NOUN
cana-5096	66	6	models	model	NOUN
cana-5096	66	7	to	to	PART
cana-5096	66	8	create	create	VERB
cana-5096	66	9	more	more	ADV
cana-5096	66	10	robust	robust	ADJ
cana-5096	66	11	and	and	CCONJ
cana-5096	66	12	accurate	accurate	ADJ
cana-5096	66	13	predictive	predictive	ADJ
cana-5096	66	14	systems	system	NOUN
cana-5096	66	15	,	,	PUNCT
cana-5096	66	16	mitigating	mitigate	VERB
cana-5096	66	17	individual	individual	ADJ
cana-5096	66	18	algorithm	algorithm	NOUN
cana-5096	66	19	limitations	limitation	NOUN
cana-5096	66	20	and	and	CCONJ
cana-5096	66	21	reducing	reduce	VERB
cana-5096	66	22	over	over	ADP
cana-5096	66	23	fitting	fitting	ADJ
cana-5096	66	24	.	.	PUNCT
cana-5096	67	1	by	by	ADP
cana-5096	67	2	aggregating	aggregate	VERB
cana-5096	67	3	predictions	prediction	NOUN
cana-5096	67	4	from	from	ADP
cana-5096	67	5	diverse	diverse	ADJ
cana-5096	67	6	algorithms	algorithm	NOUN
cana-5096	67	7	,	,	PUNCT
cana-5096	67	8	ensemble	ensemble	ADJ
cana-5096	67	9	methods	method	NOUN
cana-5096	67	10	can	can	AUX
cana-5096	67	11	provide	provide	VERB
cana-5096	67	12	more	more	ADV
cana-5096	67	13	comprehensive	comprehensive	ADJ
cana-5096	67	14	and	and	CCONJ
cana-5096	67	15	reliable	reliable	ADJ
cana-5096	67	16	stress	stress	NOUN
cana-5096	67	17	detection	detection	NOUN
cana-5096	67	18	frameworks	framework	NOUN
cana-5096	67	19	that	that	PRON
cana-5096	67	20	account	account	VERB
cana-5096	67	21	for	for	ADP
cana-5096	67	22	individual	individual	ADJ
cana-5096	67	23	variability	variability	NOUN
cana-5096	67	24	and	and	CCONJ
cana-5096	67	25	complex	complex	ADJ
cana-5096	67	26	stress	stress	NOUN
cana-5096	67	27	manifestations	manifestation	NOUN
cana-5096	67	28	.	.	PUNCT
cana-5096	68	1	unsupervised	unsupervised	ADJ
cana-5096	68	2	learning	learning	NOUN
cana-5096	68	3	algorithms	algorithm	NOUN
cana-5096	68	4	,	,	PUNCT
cana-5096	68	5	including	include	VERB
cana-5096	68	6	clustering	cluster	VERB
cana-5096	68	7	techniques	technique	NOUN
cana-5096	68	8	like	like	ADP
cana-5096	68	9	k	k	NOUN
cana-5096	68	10	-	-	PUNCT
cana-5096	68	11	means	mean	NOUN
cana-5096	68	12	and	and	CCONJ
cana-5096	68	13	hierarchical	hierarchical	ADJ
cana-5096	68	14	clustering	clustering	NOUN
cana-5096	68	15	,	,	PUNCT
cana-5096	68	16	play	play	VERB
cana-5096	68	17	a	a	DET
cana-5096	68	18	crucial	crucial	ADJ
cana-5096	68	19	role	role	NOUN
cana-5096	68	20	in	in	ADP
cana-5096	68	21	exploring	explore	VERB
cana-5096	68	22	underlying	underlie	VERB
cana-5096	68	23	stress	stress	NOUN
cana-5096	68	24	-	-	PUNCT
cana-5096	68	25	related	relate	VERB
cana-5096	68	26	patterns	pattern	NOUN
cana-5096	68	27	and	and	CCONJ
cana-5096	68	28	identifying	identify	VERB
cana-5096	68	29	novel	novel	ADJ
cana-5096	68	30	stress	stress	NOUN
cana-5096	68	31	signatures	signature	NOUN
cana-5096	68	32	.	.	PUNCT
cana-5096	69	1	(	(	PUNCT
cana-5096	69	2	saini	saini	PROPN
cana-5096	69	3	and	and	CCONJ
cana-5096	69	4	gupta	gupta	PROPN
cana-5096	69	5	,	,	PUNCT
cana-5096	69	6	2022)the	2022)the	DET
cana-5096	69	7	authors	author	NOUN
cana-5096	69	8	indicated	indicate	VERB
cana-5096	69	9	the	the	DET
cana-5096	69	10	algorithms	algorithm	NOUN
cana-5096	69	11	that	that	PRON
cana-5096	69	12	enable	enable	VERB
cana-5096	69	13	researchers	researcher	NOUN
cana-5096	69	14	to	to	PART
cana-5096	69	15	discover	discover	VERB
cana-5096	69	16	hidden	hidden	ADJ
cana-5096	69	17	structures	structure	NOUN
cana-5096	69	18	within	within	ADP
cana-5096	69	19	physiological	physiological	ADJ
cana-5096	69	20	data	datum	NOUN
cana-5096	69	21	,	,	PUNCT
cana-5096	69	22	potentially	potentially	ADV
cana-5096	69	23	revealing	reveal	VERB
cana-5096	69	24	previously	previously	ADV
cana-5096	69	25	unrecognized	unrecognize	VERB
cana-5096	69	26	stress	stress	ADJ
cana-5096	69	27	indicators	indicator	NOUN
cana-5096	69	28	and	and	CCONJ
cana-5096	69	29	supporting	support	VERB
cana-5096	69	30	the	the	DET
cana-5096	69	31	development	development	NOUN
cana-5096	69	32	of	of	ADP
cana-5096	69	33	more	more	ADV
cana-5096	69	34	nuanced	nuanced	ADJ
cana-5096	69	35	stress	stress	NOUN
cana-5096	69	36	detection	detection	NOUN
cana-5096	69	37	methodologies	methodology	NOUN
cana-5096	69	38	.	.	PUNCT
cana-5096	70	1	reinforcement	reinforcement	NOUN
cana-5096	70	2	learning	learning	NOUN
cana-5096	70	3	algorithms	algorithm	NOUN
cana-5096	70	4	are	be	AUX
cana-5096	70	5	emerging	emerge	VERB
cana-5096	70	6	as	as	ADP
cana-5096	70	7	innovative	innovative	ADJ
cana-5096	70	8	approaches	approach	NOUN
cana-5096	70	9	in	in	ADP
cana-5096	70	10	mental	mental	ADJ
cana-5096	70	11	stress	stress	NOUN
cana-5096	70	12	prediction	prediction	NOUN
cana-5096	70	13	,	,	PUNCT
cana-5096	70	14	offering	offer	VERB
cana-5096	70	15	dynamic	dynamic	ADJ
cana-5096	70	16	and	and	CCONJ
cana-5096	70	17	adaptive	adaptive	ADJ
cana-5096	70	18	stress	stress	NOUN
cana-5096	70	19	monitoring	monitoring	NOUN
cana-5096	70	20	systems	system	NOUN
cana-5096	70	21	.	.	PUNCT
cana-5096	71	1	these	these	DET
cana-5096	71	2	algorithms	algorithm	NOUN
cana-5096	71	3	can	can	AUX
cana-5096	71	4	learn	learn	VERB
cana-5096	71	5	and	and	CCONJ
cana-5096	71	6	adjust	adjust	VERB
cana-5096	71	7	stress	stress	NOUN
cana-5096	71	8	detection	detection	NOUN
cana-5096	71	9	strategies	strategy	NOUN
cana-5096	71	10	based	base	VERB
cana-5096	71	11	on	on	ADP
cana-5096	71	12	continuous	continuous	ADJ
cana-5096	71	13	feedback	feedback	NOUN
cana-5096	71	14	,	,	PUNCT
cana-5096	71	15	potentially	potentially	ADV
cana-5096	71	16	creating	create	VERB
cana-5096	71	17	personalized	personalized	ADJ
cana-5096	71	18	stress	stress	NOUN
cana-5096	71	19	management	management	NOUN
cana-5096	71	20	interventions	intervention	NOUN
cana-5096	71	21	that	that	PRON
cana-5096	71	22	evolve	evolve	VERB
cana-5096	71	23	with	with	ADP
cana-5096	71	24	an	an	DET
cana-5096	71	25	individual	individual	NOUN
cana-5096	71	26	's	's	PART
cana-5096	71	27	changing	change	VERB
cana-5096	71	28	physiological	physiological	ADJ
cana-5096	71	29	and	and	CCONJ
cana-5096	71	30	psychological	psychological	ADJ
cana-5096	71	31	responses	response	NOUN
cana-5096	71	32	.	.	PUNCT
cana-5096	72	1	the	the	DET
cana-5096	72	2	integration	integration	NOUN
cana-5096	72	3	of	of	ADP
cana-5096	72	4	transfer	transfer	NOUN
cana-5096	72	5	learning	learning	NOUN
cana-5096	72	6	techniques	technique	NOUN
cana-5096	72	7	has	have	AUX
cana-5096	72	8	further	far	ADV
cana-5096	72	9	expanded	expand	VERB
cana-5096	72	10	the	the	DET
cana-5096	72	11	capabilities	capability	NOUN
cana-5096	72	12	of	of	ADP
cana-5096	72	13	machine	machine	NOUN
cana-5096	72	14	learning	learn	VERB
cana-5096	72	15	in	in	ADP
cana-5096	72	16	stress	stress	NOUN
cana-5096	72	17	prediction	prediction	NOUN
cana-5096	72	18	.	.	PUNCT
cana-5096	73	1	by	by	ADP
cana-5096	73	2	leveraging	leverage	VERB
cana-5096	73	3	pre	pre	ADJ
cana-5096	73	4	-	-	ADJ
cana-5096	73	5	trained	train	VERB
cana-5096	73	6	models	model	NOUN
cana-5096	73	7	and	and	CCONJ
cana-5096	73	8	knowledge	knowledge	NOUN
cana-5096	73	9	from	from	ADP
cana-5096	73	10	related	related	ADJ
cana-5096	73	11	domains	domain	NOUN
cana-5096	73	12	,	,	PUNCT
cana-5096	73	13	researchers	researcher	NOUN
cana-5096	73	14	can	can	AUX
cana-5096	73	15	develop	develop	VERB
cana-5096	73	16	more	more	ADV
cana-5096	73	17	generalized	generalized	ADJ
cana-5096	73	18	and	and	CCONJ
cana-5096	73	19	adaptable	adaptable	ADJ
cana-5096	73	20	stress	stress	NOUN
cana-5096	73	21	communications	communication	NOUN
cana-5096	73	22	on	on	ADP
cana-5096	73	23	applied	apply	VERB
cana-5096	73	24	nonlinear	nonlinear	ADJ
cana-5096	73	25	analysis	analysis	NOUN
cana-5096	73	26	issn	issn	NOUN
cana-5096	73	27	:	:	PUNCT
cana-5096	73	28	1074	1074	NUM
cana-5096	73	29	-	-	PUNCT
cana-5096	73	30	133x	133x	NUM
cana-5096	73	31	vol	vol	NOUN
cana-5096	73	32	32	32	NUM
cana-5096	73	33	no	no	NOUN
cana-5096	73	34	.	.	PUNCT
cana-5096	74	1	icmasd	icmasd	NOUN
cana-5096	74	2	(	(	PUNCT
cana-5096	74	3	2025	2025	NUM
cana-5096	74	4	)	)	PUNCT
cana-5096	74	5	671	671	NUM
cana-5096	74	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	74	7	detection	detection	NOUN
cana-5096	74	8	frameworks	framework	NOUN
cana-5096	74	9	that	that	PRON
cana-5096	74	10	can	can	AUX
cana-5096	74	11	be	be	AUX
cana-5096	74	12	applied	apply	VERB
cana-5096	74	13	across	across	ADP
cana-5096	74	14	diverse	diverse	ADJ
cana-5096	74	15	populations	population	NOUN
cana-5096	74	16	and	and	CCONJ
cana-5096	74	17	contexts	contexts	NOUN
cana-5096	74	18	,	,	PUNCT
cana-5096	74	19	addressing	address	VERB
cana-5096	74	20	the	the	DET
cana-5096	74	21	challenge	challenge	NOUN
cana-5096	74	22	of	of	ADP
cana-5096	74	23	limited	limited	ADJ
cana-5096	74	24	labeled	label	VERB
cana-5096	74	25	stress	stress	NOUN
cana-5096	74	26	datasets	dataset	NOUN
cana-5096	74	27	.	.	PUNCT
cana-5096	75	1	(	(	PUNCT
cana-5096	75	2	iyortsuun	iyortsuun	NOUN
cana-5096	75	3	et	et	PROPN
cana-5096	75	4	al	al	PROPN
cana-5096	75	5	.	.	PROPN
cana-5096	75	6	,	,	PUNCT
cana-5096	75	7	2023	2023	NUM
cana-5096	75	8	)	)	PUNCT
cana-5096	75	9	,	,	PUNCT
cana-5096	75	10	mental	mental	ADJ
cana-5096	75	11	health	health	NOUN
cana-5096	75	12	disorders	disorder	NOUN
cana-5096	75	13	have	have	AUX
cana-5096	75	14	become	become	VERB
cana-5096	75	15	a	a	DET
cana-5096	75	16	critical	critical	ADJ
cana-5096	75	17	global	global	ADJ
cana-5096	75	18	health	health	NOUN
cana-5096	75	19	challenge	challenge	NOUN
cana-5096	75	20	,	,	PUNCT
cana-5096	75	21	prompting	prompt	VERB
cana-5096	75	22	researchers	researcher	NOUN
cana-5096	75	23	to	to	PART
cana-5096	75	24	explore	explore	VERB
cana-5096	75	25	innovative	innovative	ADJ
cana-5096	75	26	diagnostic	diagnostic	ADJ
cana-5096	75	27	and	and	CCONJ
cana-5096	75	28	predictive	predictive	ADJ
cana-5096	75	29	approaches	approach	NOUN
cana-5096	75	30	using	use	VERB
cana-5096	75	31	machine	machine	NOUN
cana-5096	75	32	learning	learning	NOUN
cana-5096	75	33	technologies	technology	NOUN
cana-5096	75	34	.	.	PUNCT
cana-5096	76	1	in	in	ADP
cana-5096	76	2	a	a	DET
cana-5096	76	3	comprehensive	comprehensive	ADJ
cana-5096	76	4	systematic	systematic	ADJ
cana-5096	76	5	review	review	NOUN
cana-5096	76	6	following	follow	VERB
cana-5096	76	7	the	the	DET
cana-5096	76	8	prisma	prisma	PROPN
cana-5096	76	9	methodology	methodology	NOUN
cana-5096	76	10	,	,	PUNCT
cana-5096	76	11	researchers	researcher	NOUN
cana-5096	76	12	examined	examine	VERB
cana-5096	76	13	33	33	NUM
cana-5096	76	14	scientific	scientific	ADJ
cana-5096	76	15	articles	article	NOUN
cana-5096	76	16	focusing	focus	VERB
cana-5096	76	17	on	on	ADP
cana-5096	76	18	applying	apply	VERB
cana-5096	76	19	advanced	advanced	ADJ
cana-5096	76	20	computational	computational	ADJ
cana-5096	76	21	techniques	technique	NOUN
cana-5096	76	22	to	to	PART
cana-5096	76	23	diagnose	diagnose	VERB
cana-5096	76	24	and	and	CCONJ
cana-5096	76	25	predict	predict	VERB
cana-5096	76	26	treatment	treatment	NOUN
cana-5096	76	27	outcomes	outcome	NOUN
cana-5096	76	28	for	for	ADP
cana-5096	76	29	various	various	ADJ
cana-5096	76	30	mental	mental	ADJ
cana-5096	76	31	health	health	NOUN
cana-5096	76	32	conditions	condition	NOUN
cana-5096	76	33	,	,	PUNCT
cana-5096	76	34	including	include	VERB
cana-5096	76	35	schizophrenia	schizophrenia	NOUN
cana-5096	76	36	,	,	PUNCT
cana-5096	76	37	depression	depression	NOUN
cana-5096	76	38	,	,	PUNCT
cana-5096	76	39	anxiety	anxiety	NOUN
cana-5096	76	40	,	,	PUNCT
cana-5096	76	41	bipolar	bipolar	ADJ
cana-5096	76	42	disorder	disorder	NOUN
cana-5096	76	43	,	,	PUNCT
cana-5096	76	44	ptsd	ptsd	PROPN
cana-5096	76	45	,	,	PUNCT
cana-5096	76	46	anorexia	anorexia	ADJ
cana-5096	76	47	nervosa	nervosa	NOUN
cana-5096	76	48	,	,	PUNCT
cana-5096	76	49	and	and	CCONJ
cana-5096	76	50	adhd	adhd	NOUN
cana-5096	76	51	.	.	PUNCT
cana-5096	77	1	the	the	DET
cana-5096	77	2	study	study	NOUN
cana-5096	77	3	meticulously	meticulously	ADV
cana-5096	77	4	analyzed	analyze	VERB
cana-5096	77	5	each	each	DET
cana-5096	77	6	publication	publication	NOUN
cana-5096	77	7	's	's	PART
cana-5096	77	8	machine	machine	NOUN
cana-5096	77	9	learning	learning	NOUN
cana-5096	77	10	and	and	CCONJ
cana-5096	77	11	deep	deep	ADJ
cana-5096	77	12	learning	learning	NOUN
cana-5096	77	13	methodologies	methodology	NOUN
cana-5096	77	14	,	,	PUNCT
cana-5096	77	15	categorizing	categorize	VERB
cana-5096	77	16	their	their	PRON
cana-5096	77	17	approaches	approach	NOUN
cana-5096	77	18	according	accord	VERB
cana-5096	77	19	to	to	ADP
cana-5096	77	20	the	the	DET
cana-5096	77	21	specific	specific	ADJ
cana-5096	77	22	mental	mental	ADJ
cana-5096	77	23	health	health	NOUN
cana-5096	77	24	disorders	disorder	NOUN
cana-5096	77	25	they	they	PRON
cana-5096	77	26	addressed	address	VERB
cana-5096	77	27	,	,	PUNCT
cana-5096	77	28	to	to	PART
cana-5096	77	29	provide	provide	VERB
cana-5096	77	30	insights	insight	NOUN
cana-5096	77	31	to	to	PART
cana-5096	77	32	guide	guide	VERB
cana-5096	77	33	future	future	ADJ
cana-5096	77	34	research	research	NOUN
cana-5096	77	35	in	in	ADP
cana-5096	77	36	this	this	DET
cana-5096	77	37	rapidly	rapidly	ADV
cana-5096	77	38	evolving	evolve	VERB
cana-5096	77	39	field	field	NOUN
cana-5096	77	40	.	.	PUNCT
cana-5096	78	1	(	(	PUNCT
cana-5096	78	2	verma	verma	PROPN
cana-5096	78	3	and	and	CCONJ
cana-5096	78	4	singh	singh	PROPN
cana-5096	78	5	,	,	PUNCT
cana-5096	78	6	2023	2023	NUM
cana-5096	78	7	)	)	PUNCT
cana-5096	78	8	,	,	PUNCT
cana-5096	78	9	stress	stress	NOUN
cana-5096	78	10	has	have	AUX
cana-5096	78	11	emerged	emerge	VERB
cana-5096	78	12	as	as	ADP
cana-5096	78	13	a	a	DET
cana-5096	78	14	critical	critical	ADJ
cana-5096	78	15	mental	mental	ADJ
cana-5096	78	16	health	health	NOUN
cana-5096	78	17	challenge	challenge	NOUN
cana-5096	78	18	,	,	PUNCT
cana-5096	78	19	directly	directly	ADV
cana-5096	78	20	contributing	contribute	VERB
cana-5096	78	21	to	to	ADP
cana-5096	78	22	numerous	numerous	ADJ
cana-5096	78	23	health	health	NOUN
cana-5096	78	24	conditions	condition	NOUN
cana-5096	78	25	including	include	VERB
cana-5096	78	26	heart	heart	NOUN
cana-5096	78	27	disease	disease	NOUN
cana-5096	78	28	,	,	PUNCT
cana-5096	78	29	migraines	migraine	NOUN
cana-5096	78	30	,	,	PUNCT
cana-5096	78	31	infertility	infertility	NOUN
cana-5096	78	32	,	,	PUNCT
cana-5096	78	33	obesity	obesity	NOUN
cana-5096	78	34	,	,	PUNCT
cana-5096	78	35	and	and	CCONJ
cana-5096	78	36	insomnia	insomnia	NOUN
cana-5096	78	37	.	.	PUNCT
cana-5096	79	1	recognizing	recognize	VERB
cana-5096	79	2	the	the	DET
cana-5096	79	3	importance	importance	NOUN
cana-5096	79	4	of	of	ADP
cana-5096	79	5	early	early	ADJ
cana-5096	79	6	stress	stress	NOUN
cana-5096	79	7	detection	detection	NOUN
cana-5096	79	8	,	,	PUNCT
cana-5096	79	9	researchers	researcher	NOUN
cana-5096	79	10	are	be	AUX
cana-5096	79	11	developing	develop	VERB
cana-5096	79	12	innovative	innovative	ADJ
cana-5096	79	13	methods	method	NOUN
cana-5096	79	14	to	to	PART
cana-5096	79	15	identify	identify	VERB
cana-5096	79	16	and	and	CCONJ
cana-5096	79	17	predict	predict	VERB
cana-5096	79	18	stress	stress	NOUN
cana-5096	79	19	levels	level	NOUN
cana-5096	79	20	.	.	PUNCT
cana-5096	80	1	traditional	traditional	ADJ
cana-5096	80	2	stress	stress	NOUN
cana-5096	80	3	monitoring	monitoring	NOUN
cana-5096	80	4	technologies	technology	NOUN
cana-5096	80	5	involving	involve	VERB
cana-5096	80	6	uncomfortable	uncomfortable	ADJ
cana-5096	80	7	electrode	electrode	NOUN
cana-5096	80	8	and	and	CCONJ
cana-5096	80	9	wire	wire	NOUN
cana-5096	80	10	setups	setup	NOUN
cana-5096	80	11	have	have	AUX
cana-5096	80	12	been	be	AUX
cana-5096	80	13	largely	largely	ADV
cana-5096	80	14	replaced	replace	VERB
cana-5096	80	15	by	by	ADP
cana-5096	80	16	more	more	ADJ
cana-5096	80	17	user	user	NOUN
cana-5096	80	18	-	-	PUNCT
cana-5096	80	19	friendly	friendly	ADJ
cana-5096	80	20	smart	smart	ADJ
cana-5096	80	21	watches	watch	NOUN
cana-5096	80	22	,	,	PUNCT
cana-5096	80	23	which	which	PRON
cana-5096	80	24	can	can	AUX
cana-5096	80	25	conveniently	conveniently	ADV
cana-5096	80	26	measure	measure	VERB
cana-5096	80	27	heart	heart	NOUN
cana-5096	80	28	rate	rate	NOUN
cana-5096	80	29	and	and	CCONJ
cana-5096	80	30	activity	activity	NOUN
cana-5096	80	31	levels	level	NOUN
cana-5096	80	32	directly	directly	ADV
cana-5096	80	33	from	from	ADP
cana-5096	80	34	the	the	DET
cana-5096	80	35	wrist	wrist	NOUN
cana-5096	80	36	.	.	PUNCT
cana-5096	81	1	this	this	DET
cana-5096	81	2	study	study	NOUN
cana-5096	81	3	explored	explore	VERB
cana-5096	81	4	stress	stress	NOUN
cana-5096	81	5	prediction	prediction	NOUN
cana-5096	81	6	using	use	VERB
cana-5096	81	7	various	various	ADJ
cana-5096	81	8	machine	machine	NOUN
cana-5096	81	9	learning	learning	NOUN
cana-5096	81	10	models	model	NOUN
cana-5096	81	11	applied	apply	VERB
cana-5096	81	12	to	to	ADP
cana-5096	81	13	smart	smart	ADJ
cana-5096	81	14	watch	watch	NOUN
cana-5096	81	15	data	datum	NOUN
cana-5096	81	16	(	(	PUNCT
cana-5096	81	17	specifically	specifically	ADV
cana-5096	81	18	fitbit	fitbit	NOUN
cana-5096	81	19	)	)	PUNCT
cana-5096	81	20	.	.	PUNCT
cana-5096	82	1	(	(	PUNCT
cana-5096	82	2	ahmad	ahmad	PROPN
cana-5096	82	3	et	et	PROPN
cana-5096	82	4	al	al	PROPN
cana-5096	82	5	.	.	PROPN
cana-5096	82	6	,	,	PUNCT
cana-5096	82	7	2023	2023	NUM
cana-5096	82	8	)	)	PUNCT
cana-5096	82	9	,	,	PUNCT
cana-5096	82	10	the	the	DET
cana-5096	82	11	researchers	researcher	NOUN
cana-5096	82	12	employed	employ	VERB
cana-5096	82	13	multiple	multiple	ADJ
cana-5096	82	14	techniques	technique	NOUN
cana-5096	82	15	including	include	VERB
cana-5096	82	16	random	random	ADJ
cana-5096	82	17	forests	forest	NOUN
cana-5096	82	18	,	,	PUNCT
cana-5096	82	19	decision	decision	NOUN
cana-5096	82	20	trees	tree	NOUN
cana-5096	82	21	,	,	PUNCT
cana-5096	82	22	support	support	NOUN
cana-5096	82	23	vector	vector	NOUN
cana-5096	82	24	machines	machine	NOUN
cana-5096	82	25	,	,	PUNCT
cana-5096	82	26	naive	naive	ADJ
cana-5096	82	27	bayes	bayes	NOUN
cana-5096	82	28	,	,	PUNCT
cana-5096	82	29	logistic	logistic	ADJ
cana-5096	82	30	regression	regression	NOUN
cana-5096	82	31	,	,	PUNCT
cana-5096	82	32	and	and	CCONJ
cana-5096	82	33	k	k	X
cana-5096	82	34	-	-	PUNCT
cana-5096	82	35	nearest	near	ADJ
cana-5096	82	36	neighbor	neighbor	NOUN
cana-5096	82	37	models	model	NOUN
cana-5096	82	38	,	,	PUNCT
cana-5096	82	39	utilizing	utilize	VERB
cana-5096	82	40	k	k	ADJ
cana-5096	82	41	-	-	ADJ
cana-5096	82	42	fold	fold	ADJ
cana-5096	82	43	cross	cross	ADJ
cana-5096	82	44	-	-	ADJ
cana-5096	82	45	validation	validation	ADJ
cana-5096	82	46	and	and	CCONJ
cana-5096	82	47	voting	vote	VERB
cana-5096	82	48	ensemble	ensemble	ADJ
cana-5096	82	49	learning	learning	NOUN
cana-5096	82	50	.	.	PUNCT
cana-5096	83	1	the	the	DET
cana-5096	83	2	results	result	NOUN
cana-5096	83	3	were	be	AUX
cana-5096	83	4	particularly	particularly	ADV
cana-5096	83	5	promising	promising	ADJ
cana-5096	83	6	,	,	PUNCT
cana-5096	83	7	with	with	ADP
cana-5096	83	8	the	the	DET
cana-5096	83	9	support	support	NOUN
cana-5096	83	10	vector	vector	NOUN
cana-5096	83	11	machine	machine	NOUN
cana-5096	83	12	model	model	NOUN
cana-5096	83	13	achieving	achieve	VERB
cana-5096	83	14	an	an	DET
cana-5096	83	15	impressive	impressive	ADJ
cana-5096	83	16	94	94	NUM
cana-5096	83	17	%	%	NOUN
cana-5096	83	18	binary	binary	ADJ
cana-5096	83	19	class	class	NOUN
cana-5096	83	20	stress	stress	NOUN
cana-5096	83	21	prediction	prediction	NOUN
cana-5096	83	22	accuracy	accuracy	NOUN
cana-5096	83	23	.	.	PUNCT
cana-5096	84	1	ultimately	ultimately	ADV
cana-5096	84	2	,	,	PUNCT
cana-5096	84	3	the	the	DET
cana-5096	84	4	research	research	NOUN
cana-5096	84	5	suggests	suggest	VERB
cana-5096	84	6	that	that	SCONJ
cana-5096	84	7	combining	combine	VERB
cana-5096	84	8	support	support	NOUN
cana-5096	84	9	vector	vector	NOUN
cana-5096	84	10	machine	machine	NOUN
cana-5096	84	11	techniques	technique	NOUN
cana-5096	84	12	with	with	ADP
cana-5096	84	13	voting	vote	VERB
cana-5096	84	14	ensemble	ensemble	ADJ
cana-5096	84	15	approaches	approach	NOUN
cana-5096	84	16	could	could	AUX
cana-5096	84	17	provide	provide	VERB
cana-5096	84	18	a	a	DET
cana-5096	84	19	highly	highly	ADV
cana-5096	84	20	effective	effective	ADJ
cana-5096	84	21	method	method	NOUN
cana-5096	84	22	for	for	ADP
cana-5096	84	23	stress	stress	NOUN
cana-5096	84	24	identification	identification	NOUN
cana-5096	84	25	using	use	VERB
cana-5096	84	26	wearable	wearable	ADJ
cana-5096	84	27	technology	technology	NOUN
cana-5096	84	28	.	.	PUNCT
cana-5096	85	1	(	(	PUNCT
cana-5096	85	2	saini	saini	PROPN
cana-5096	85	3	and	and	CCONJ
cana-5096	85	4	gupta	gupta	PROPN
cana-5096	85	5	,	,	PUNCT
cana-5096	85	6	2022b	2022b	NUM
cana-5096	85	7	)	)	PUNCT
cana-5096	85	8	,	,	PUNCT
cana-5096	85	9	probabilistic	probabilistic	ADJ
cana-5096	85	10	graphical	graphical	ADJ
cana-5096	85	11	models	model	NOUN
cana-5096	85	12	,	,	PUNCT
cana-5096	85	13	such	such	ADJ
cana-5096	85	14	as	as	ADP
cana-5096	85	15	bayesian	bayesian	NOUN
cana-5096	85	16	networks	network	NOUN
cana-5096	85	17	and	and	CCONJ
cana-5096	85	18	hidden	hide	VERB
cana-5096	85	19	markov	markov	NOUN
cana-5096	85	20	models	model	NOUN
cana-5096	85	21	,	,	PUNCT
cana-5096	85	22	provide	provide	VERB
cana-5096	85	23	sophisticated	sophisticated	ADJ
cana-5096	85	24	probabilistic	probabilistic	ADJ
cana-5096	85	25	frameworks	framework	NOUN
cana-5096	85	26	for	for	ADP
cana-5096	85	27	understanding	understanding	NOUN
cana-5096	85	28	and	and	CCONJ
cana-5096	85	29	predicting	predict	VERB
cana-5096	85	30	mental	mental	ADJ
cana-5096	85	31	stress	stress	NOUN
cana-5096	85	32	.	.	PUNCT
cana-5096	86	1	these	these	DET
cana-5096	86	2	algorithms	algorithm	NOUN
cana-5096	86	3	excel	excel	VERB
cana-5096	86	4	at	at	ADP
cana-5096	86	5	modeling	model	VERB
cana-5096	86	6	complex	complex	ADJ
cana-5096	86	7	relationships	relationship	NOUN
cana-5096	86	8	between	between	ADP
cana-5096	86	9	various	various	ADJ
cana-5096	86	10	physiological	physiological	ADJ
cana-5096	86	11	and	and	CCONJ
cana-5096	86	12	environmental	environmental	ADJ
cana-5096	86	13	factors	factor	NOUN
cana-5096	86	14	,	,	PUNCT
cana-5096	86	15	offering	offer	VERB
cana-5096	86	16	nuanced	nuanced	ADJ
cana-5096	86	17	insights	insight	NOUN
cana-5096	86	18	into	into	ADP
cana-5096	86	19	stress	stress	NOUN
cana-5096	86	20	dynamics	dynamic	NOUN
cana-5096	86	21	that	that	PRON
cana-5096	86	22	traditional	traditional	ADJ
cana-5096	86	23	deterministic	deterministic	ADJ
cana-5096	86	24	approaches	approach	NOUN
cana-5096	86	25	might	might	AUX
cana-5096	86	26	miss	miss	VERB
cana-5096	86	27	.	.	PUNCT
cana-5096	87	1	as	as	SCONJ
cana-5096	87	2	machine	machine	NOUN
cana-5096	87	3	learning	learning	NOUN
cana-5096	87	4	technologies	technology	NOUN
cana-5096	87	5	continue	continue	VERB
cana-5096	87	6	to	to	PART
cana-5096	87	7	advance	advance	VERB
cana-5096	87	8	,	,	PUNCT
cana-5096	87	9	the	the	DET
cana-5096	87	10	field	field	NOUN
cana-5096	87	11	of	of	ADP
cana-5096	87	12	mental	mental	ADJ
cana-5096	87	13	stress	stress	NOUN
cana-5096	87	14	prediction	prediction	NOUN
cana-5096	87	15	is	be	AUX
cana-5096	87	16	witnessing	witness	VERB
cana-5096	87	17	unprecedented	unprecedented	ADJ
cana-5096	87	18	innovation	innovation	NOUN
cana-5096	87	19	.	.	PUNCT
cana-5096	88	1	the	the	DET
cana-5096	88	2	convergence	convergence	NOUN
cana-5096	88	3	of	of	ADP
cana-5096	88	4	advanced	advanced	ADJ
cana-5096	88	5	computational	computational	ADJ
cana-5096	88	6	techniques	technique	NOUN
cana-5096	88	7	,	,	PUNCT
cana-5096	88	8	sophisticated	sophisticated	ADJ
cana-5096	88	9	sensor	sensor	NOUN
cana-5096	88	10	technologies	technology	NOUN
cana-5096	88	11	,	,	PUNCT
cana-5096	88	12	and	and	CCONJ
cana-5096	88	13	interdisciplinary	interdisciplinary	ADJ
cana-5096	88	14	research	research	NOUN
cana-5096	88	15	approaches	approach	NOUN
cana-5096	88	16	promises	promise	VERB
cana-5096	88	17	increasingly	increasingly	ADV
cana-5096	88	18	precise	precise	ADJ
cana-5096	88	19	,	,	PUNCT
cana-5096	88	20	personalized	personalized	ADJ
cana-5096	88	21	,	,	PUNCT
cana-5096	88	22	and	and	CCONJ
cana-5096	88	23	proactive	proactive	ADJ
cana-5096	88	24	strategies	strategy	NOUN
cana-5096	88	25	for	for	ADP
cana-5096	88	26	understanding	understanding	NOUN
cana-5096	88	27	and	and	CCONJ
cana-5096	88	28	managing	manage	VERB
cana-5096	88	29	mental	mental	ADJ
cana-5096	88	30	stress	stress	NOUN
cana-5096	88	31	.	.	PUNCT
cana-5096	89	1	(	(	PUNCT
cana-5096	89	2	ratul	ratul	NOUN
cana-5096	89	3	et	et	PROPN
cana-5096	89	4	al	al	PROPN
cana-5096	89	5	.	.	PROPN
cana-5096	89	6	,	,	PUNCT
cana-5096	89	7	2023	2023	NUM
cana-5096	89	8	)	)	PUNCT
cana-5096	89	9	,	,	PUNCT
cana-5096	89	10	the	the	DET
cana-5096	89	11	covid-19	covid-19	PROPN
cana-5096	89	12	pandemic	pandemic	NOUN
cana-5096	89	13	has	have	AUX
cana-5096	89	14	significantly	significantly	ADV
cana-5096	89	15	escalated	escalate	VERB
cana-5096	89	16	psychological	psychological	ADJ
cana-5096	89	17	and	and	CCONJ
cana-5096	89	18	social	social	ADJ
cana-5096	89	19	stress	stress	NOUN
cana-5096	89	20	among	among	ADP
cana-5096	89	21	university	university	NOUN
cana-5096	89	22	students	student	NOUN
cana-5096	89	23	,	,	PUNCT
cana-5096	89	24	driven	drive	VERB
cana-5096	89	25	by	by	ADP
cana-5096	89	26	multiple	multiple	ADJ
cana-5096	89	27	interconnected	interconnected	ADJ
cana-5096	89	28	factors	factor	NOUN
cana-5096	89	29	including	include	VERB
cana-5096	89	30	potential	potential	ADJ
cana-5096	89	31	health	health	NOUN
cana-5096	89	32	risks	risk	NOUN
cana-5096	89	33	,	,	PUNCT
cana-5096	89	34	increased	increase	VERB
cana-5096	89	35	digital	digital	ADJ
cana-5096	89	36	device	device	NOUN
cana-5096	89	37	dependency	dependency	NOUN
cana-5096	89	38	,	,	PUNCT
cana-5096	89	39	reduced	reduce	VERB
cana-5096	89	40	social	social	ADJ
cana-5096	89	41	interactions	interaction	NOUN
cana-5096	89	42	,	,	PUNCT
cana-5096	89	43	and	and	CCONJ
cana-5096	89	44	prolonged	prolonged	ADJ
cana-5096	89	45	home	home	NOUN
cana-5096	89	46	confinement	confinement	NOUN
cana-5096	89	47	.	.	PUNCT
cana-5096	90	1	this	this	DET
cana-5096	90	2	unprecedented	unprecedented	ADJ
cana-5096	90	3	situation	situation	NOUN
cana-5096	90	4	has	have	AUX
cana-5096	90	5	highlighted	highlight	VERB
cana-5096	90	6	the	the	DET
cana-5096	90	7	critical	critical	ADJ
cana-5096	90	8	importance	importance	NOUN
cana-5096	90	9	of	of	ADP
cana-5096	90	10	early	early	ADJ
cana-5096	90	11	stress	stress	NOUN
cana-5096	90	12	detection	detection	NOUN
cana-5096	90	13	to	to	PART
cana-5096	90	14	safeguard	safeguard	VERB
cana-5096	90	15	students	student	NOUN
cana-5096	90	16	'	'	PART
cana-5096	90	17	academic	academic	ADJ
cana-5096	90	18	performance	performance	NOUN
cana-5096	90	19	and	and	CCONJ
cana-5096	90	20	mental	mental	ADJ
cana-5096	90	21	well	well	ADV
cana-5096	90	22	-	-	PUNCT
cana-5096	90	23	being	being	NOUN
cana-5096	90	24	.	.	PUNCT
cana-5096	91	1	recognizing	recognize	VERB
cana-5096	91	2	the	the	DET
cana-5096	91	3	communications	communication	NOUN
cana-5096	91	4	on	on	ADP
cana-5096	91	5	applied	apply	VERB
cana-5096	91	6	nonlinear	nonlinear	ADJ
cana-5096	91	7	analysis	analysis	NOUN
cana-5096	91	8	issn	issn	NOUN
cana-5096	91	9	:	:	PUNCT
cana-5096	91	10	1074	1074	NUM
cana-5096	91	11	-	-	PUNCT
cana-5096	91	12	133x	133x	NUM
cana-5096	91	13	vol	vol	NOUN
cana-5096	91	14	32	32	NUM
cana-5096	91	15	no	no	NOUN
cana-5096	91	16	.	.	PUNCT
cana-5096	92	1	icmasd	icmasd	NOUN
cana-5096	92	2	(	(	PUNCT
cana-5096	92	3	2025	2025	NUM
cana-5096	92	4	)	)	PUNCT
cana-5096	92	5	672	672	NUM
cana-5096	92	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	92	7	potential	potential	NOUN
cana-5096	92	8	of	of	ADP
cana-5096	92	9	advanced	advanced	ADJ
cana-5096	92	10	computational	computational	ADJ
cana-5096	92	11	technologies	technology	NOUN
cana-5096	92	12	,	,	PUNCT
cana-5096	92	13	researchers	researcher	NOUN
cana-5096	92	14	explored	explore	VERB
cana-5096	92	15	machine	machine	NOUN
cana-5096	92	16	learning	learning	NOUN
cana-5096	92	17	-	-	PUNCT
cana-5096	92	18	based	base	VERB
cana-5096	92	19	prediction	prediction	NOUN
cana-5096	92	20	models	model	NOUN
cana-5096	92	21	as	as	ADP
cana-5096	92	22	an	an	DET
cana-5096	92	23	innovative	innovative	ADJ
cana-5096	92	24	approach	approach	NOUN
cana-5096	92	25	to	to	ADP
cana-5096	92	26	identifying	identify	VERB
cana-5096	92	27	and	and	CCONJ
cana-5096	92	28	mitigating	mitigate	VERB
cana-5096	92	29	stress	stress	NOUN
cana-5096	92	30	at	at	ADP
cana-5096	92	31	its	its	PRON
cana-5096	92	32	nascent	nascent	ADJ
cana-5096	92	33	stages	stage	NOUN
cana-5096	92	34	.	.	PUNCT
cana-5096	93	1	the	the	DET
cana-5096	93	2	study	study	NOUN
cana-5096	93	3	undertaken	undertake	VERB
cana-5096	93	4	was	be	AUX
cana-5096	93	5	designed	design	VERB
cana-5096	93	6	to	to	PART
cana-5096	93	7	develop	develop	VERB
cana-5096	93	8	and	and	CCONJ
cana-5096	93	9	validate	validate	VERB
cana-5096	93	10	a	a	DET
cana-5096	93	11	robust	robust	ADJ
cana-5096	93	12	machine	machine	NOUN
cana-5096	93	13	learning	learn	VERB
cana-5096	93	14	prediction	prediction	NOUN
cana-5096	93	15	model	model	NOUN
cana-5096	93	16	for	for	ADP
cana-5096	93	17	perceived	perceive	VERB
cana-5096	93	18	stress	stress	NOUN
cana-5096	93	19	assessment	assessment	NOUN
cana-5096	93	20	,	,	PUNCT
cana-5096	93	21	utilizing	utilize	VERB
cana-5096	93	22	real	real	ADJ
cana-5096	93	23	-	-	PUNCT
cana-5096	93	24	world	world	NOUN
cana-5096	93	25	data	datum	NOUN
cana-5096	93	26	collected	collect	VERB
cana-5096	93	27	through	through	ADP
cana-5096	93	28	a	a	DET
cana-5096	93	29	comprehensive	comprehensive	ADJ
cana-5096	93	30	online	online	ADJ
cana-5096	93	31	survey	survey	NOUN
cana-5096	93	32	involving	involve	VERB
cana-5096	93	33	444	444	NUM
cana-5096	93	34	university	university	NOUN
cana-5096	93	35	students	student	NOUN
cana-5096	93	36	representing	represent	VERB
cana-5096	93	37	diverse	diverse	ADJ
cana-5096	93	38	ethnic	ethnic	ADJ
cana-5096	93	39	backgrounds	background	NOUN
cana-5096	93	40	.	.	PUNCT
cana-5096	94	1	the	the	DET
cana-5096	94	2	research	research	NOUN
cana-5096	94	3	methodology	methodology	NOUN
cana-5096	94	4	incorporated	incorporate	VERB
cana-5096	94	5	sophisticated	sophisticated	ADJ
cana-5096	94	6	supervised	supervised	ADJ
cana-5096	94	7	machine	machine	NOUN
cana-5096	94	8	learning	learning	NOUN
cana-5096	94	9	algorithms	algorithm	NOUN
cana-5096	94	10	,	,	PUNCT
cana-5096	94	11	complemented	complement	VERB
cana-5096	94	12	by	by	ADP
cana-5096	94	13	advanced	advanced	ADJ
cana-5096	94	14	feature	feature	NOUN
cana-5096	94	15	reduction	reduction	NOUN
cana-5096	94	16	techniques	technique	NOUN
cana-5096	94	17	such	such	ADJ
cana-5096	94	18	as	as	ADP
cana-5096	94	19	principal	principal	ADJ
cana-5096	94	20	component	component	NOUN
cana-5096	94	21	analysis	analysis	NOUN
cana-5096	94	22	(	(	PUNCT
cana-5096	94	23	pca	pca	NOUN
cana-5096	94	24	)	)	PUNCT
cana-5096	94	25	and	and	CCONJ
cana-5096	94	26	chi	chi	ADJ
cana-5096	94	27	-	-	PUNCT
cana-5096	94	28	squared	square	VERB
cana-5096	94	29	testing	testing	NOUN
cana-5096	94	30	.	.	PUNCT
cana-5096	95	1	to	to	PART
cana-5096	95	2	enhance	enhance	VERB
cana-5096	95	3	model	model	NOUN
cana-5096	95	4	precision	precision	NOUN
cana-5096	95	5	,	,	PUNCT
cana-5096	95	6	the	the	DET
cana-5096	95	7	researchers	researcher	NOUN
cana-5096	95	8	employed	employ	VERB
cana-5096	95	9	sophisticated	sophisticated	ADJ
cana-5096	95	10	optimization	optimization	NOUN
cana-5096	95	11	strategies	strategy	NOUN
cana-5096	95	12	including	include	VERB
cana-5096	95	13	grid	grid	NOUN
cana-5096	95	14	search	search	NOUN
cana-5096	95	15	cross	cross	NOUN
cana-5096	95	16	-	-	ADJ
cana-5096	95	17	validation	validation	ADJ
cana-5096	95	18	and	and	CCONJ
cana-5096	95	19	genetic	genetic	ADJ
cana-5096	95	20	algorithm	algorithm	NOUN
cana-5096	95	21	for	for	ADP
cana-5096	95	22	finetuning	finetune	VERB
cana-5096	95	23	hyper	hyper	ADJ
cana-5096	95	24	parameters	parameter	NOUN
cana-5096	95	25	.	.	PUNCT
cana-5096	96	1	3	3	X
cana-5096	96	2	.	.	X
cana-5096	96	3	applications	application	NOUN
cana-5096	96	4	of	of	ADP
cana-5096	96	5	machine	machine	NOUN
cana-5096	96	6	learning	learning	NOUN
cana-5096	96	7	in	in	ADP
cana-5096	96	8	mental	mental	ADJ
cana-5096	96	9	stress	stress	NOUN
cana-5096	96	10	prediction	prediction	NOUN
cana-5096	96	11	the	the	DET
cana-5096	96	12	utilization	utilization	NOUN
cana-5096	96	13	of	of	ADP
cana-5096	96	14	machine	machine	NOUN
cana-5096	96	15	learning	learn	VERB
cana-5096	96	16	in	in	ADP
cana-5096	96	17	predicting	predict	VERB
cana-5096	96	18	mental	mental	ADJ
cana-5096	96	19	stress	stress	NOUN
cana-5096	96	20	is	be	AUX
cana-5096	96	21	rapidly	rapidly	ADV
cana-5096	96	22	advancing	advance	VERB
cana-5096	96	23	,	,	PUNCT
cana-5096	96	24	with	with	ADP
cana-5096	96	25	researchers	researcher	NOUN
cana-5096	96	26	employing	employ	VERB
cana-5096	96	27	various	various	ADJ
cana-5096	96	28	innovative	innovative	ADJ
cana-5096	96	29	techniques	technique	NOUN
cana-5096	96	30	to	to	PART
cana-5096	96	31	analyze	analyze	VERB
cana-5096	96	32	large	large	ADJ
cana-5096	96	33	datasets	dataset	NOUN
cana-5096	96	34	.	.	PUNCT
cana-5096	97	1	by	by	ADP
cana-5096	97	2	harnessing	harness	VERB
cana-5096	97	3	natural	natural	ADJ
cana-5096	97	4	language	language	NOUN
cana-5096	97	5	processing	processing	NOUN
cana-5096	97	6	(	(	PUNCT
cana-5096	97	7	nlp	nlp	NOUN
cana-5096	97	8	)	)	PUNCT
cana-5096	97	9	,	,	PUNCT
cana-5096	97	10	models	model	NOUN
cana-5096	97	11	can	can	AUX
cana-5096	97	12	analyze	analyze	VERB
cana-5096	97	13	user	user	NOUN
cana-5096	97	14	-	-	PUNCT
cana-5096	97	15	generated	generate	VERB
cana-5096	97	16	content	content	NOUN
cana-5096	97	17	,	,	PUNCT
cana-5096	97	18	such	such	ADJ
cana-5096	97	19	as	as	ADP
cana-5096	97	20	social	social	ADJ
cana-5096	97	21	media	medium	NOUN
cana-5096	97	22	posts	post	NOUN
cana-5096	97	23	,	,	PUNCT
cana-5096	97	24	to	to	PART
cana-5096	97	25	detect	detect	VERB
cana-5096	97	26	linguistic	linguistic	ADJ
cana-5096	97	27	patterns	pattern	NOUN
cana-5096	97	28	indicative	indicative	ADJ
cana-5096	97	29	of	of	ADP
cana-5096	97	30	mental	mental	ADJ
cana-5096	97	31	states	state	NOUN
cana-5096	97	32	.	.	PUNCT
cana-5096	98	1	for	for	ADP
cana-5096	98	2	instance	instance	NOUN
cana-5096	98	3	,	,	PUNCT
cana-5096	98	4	sentiment	sentiment	NOUN
cana-5096	98	5	analysis	analysis	NOUN
cana-5096	98	6	has	have	AUX
cana-5096	98	7	emerged	emerge	VERB
cana-5096	98	8	as	as	ADP
cana-5096	98	9	a	a	DET
cana-5096	98	10	pivotal	pivotal	ADJ
cana-5096	98	11	application	application	NOUN
cana-5096	98	12	,	,	PUNCT
cana-5096	98	13	effectively	effectively	ADV
cana-5096	98	14	predicting	predict	VERB
cana-5096	98	15	mental	mental	ADJ
cana-5096	98	16	health	health	NOUN
cana-5096	98	17	disorders	disorder	NOUN
cana-5096	98	18	from	from	ADP
cana-5096	98	19	text	text	NOUN
cana-5096	98	20	data	datum	NOUN
cana-5096	98	21	.	.	PUNCT
cana-5096	99	1	research	research	NOUN
cana-5096	99	2	indicates	indicate	VERB
cana-5096	99	3	that	that	SCONJ
cana-5096	99	4	incorporating	incorporate	VERB
cana-5096	99	5	machine	machine	NOUN
cana-5096	99	6	learning	learning	NOUN
cana-5096	99	7	algorithms	algorithm	NOUN
cana-5096	99	8	,	,	PUNCT
cana-5096	99	9	like	like	ADP
cana-5096	99	10	random	random	ADJ
cana-5096	99	11	forest	forest	NOUN
cana-5096	99	12	and	and	CCONJ
cana-5096	99	13	logistic	logistic	ADJ
cana-5096	99	14	regression	regression	NOUN
cana-5096	99	15	,	,	PUNCT
cana-5096	99	16	can	can	AUX
cana-5096	99	17	enhance	enhance	VERB
cana-5096	99	18	prediction	prediction	NOUN
cana-5096	99	19	accuracy	accuracy	NOUN
cana-5096	99	20	while	while	SCONJ
cana-5096	99	21	ensuring	ensure	VERB
cana-5096	99	22	model	model	NOUN
cana-5096	99	23	interpretability	interpretability	NOUN
cana-5096	99	24	in	in	ADP
cana-5096	99	25	real	real	ADJ
cana-5096	99	26	-	-	PUNCT
cana-5096	99	27	world	world	NOUN
cana-5096	99	28	applications	application	NOUN
cana-5096	99	29	(	(	PUNCT
cana-5096	99	30	mr	mr	PROPN
cana-5096	99	31	.	.	PROPN
cana-5096	99	32	dias	dias	PROPN
cana-5096	99	33	j	j	PROPN
cana-5096	99	34	et	et	PROPN
cana-5096	99	35	al	al	PROPN
cana-5096	99	36	.	.	PROPN
cana-5096	99	37	)	)	PUNCT
cana-5096	99	38	.	.	PUNCT
cana-5096	100	1	additionally	additionally	ADV
cana-5096	100	2	,	,	PUNCT
cana-5096	100	3	transformer	transformer	NOUN
cana-5096	100	4	-	-	PUNCT
cana-5096	100	5	based	base	VERB
cana-5096	100	6	models	model	NOUN
cana-5096	100	7	such	such	ADJ
cana-5096	100	8	as	as	ADP
cana-5096	100	9	bert	bert	PROPN
cana-5096	100	10	and	and	CCONJ
cana-5096	100	11	roberta	roberta	PROPN
cana-5096	100	12	offer	offer	VERB
cana-5096	100	13	robust	robust	ADJ
cana-5096	100	14	solutions	solution	NOUN
cana-5096	100	15	,	,	PUNCT
cana-5096	100	16	demonstrating	demonstrate	VERB
cana-5096	100	17	superior	superior	ADJ
cana-5096	100	18	performance	performance	NOUN
cana-5096	100	19	in	in	ADP
cana-5096	100	20	analyzing	analyze	VERB
cana-5096	100	21	complex	complex	ADJ
cana-5096	100	22	language	language	NOUN
cana-5096	100	23	used	use	VERB
cana-5096	100	24	by	by	ADP
cana-5096	100	25	individuals	individual	NOUN
cana-5096	100	26	expressing	express	VERB
cana-5096	100	27	mental	mental	ADJ
cana-5096	100	28	stress	stress	NOUN
cana-5096	100	29	online	online	ADV
cana-5096	100	30	(	(	PUNCT
cana-5096	100	31	pandey	pandey	PROPN
cana-5096	100	32	a	a	X
cana-5096	100	33	et	et	PROPN
cana-5096	100	34	al	al	PROPN
cana-5096	100	35	.	.	PROPN
cana-5096	100	36	,	,	PUNCT
cana-5096	100	37	p.	p.	NOUN
cana-5096	100	38	61	61	NUM
cana-5096	100	39	-	-	SYM
cana-5096	100	40	66	66	NUM
cana-5096	100	41	)	)	PUNCT
cana-5096	100	42	.	.	PUNCT
cana-5096	101	1	thus	thus	ADV
cana-5096	101	2	,	,	PUNCT
cana-5096	101	3	these	these	DET
cana-5096	101	4	machine	machine	NOUN
cana-5096	101	5	learning	learn	VERB
cana-5096	101	6	applications	application	NOUN
cana-5096	101	7	are	be	AUX
cana-5096	101	8	not	not	PART
cana-5096	101	9	only	only	ADV
cana-5096	101	10	improving	improve	VERB
cana-5096	101	11	early	early	ADJ
cana-5096	101	12	detection	detection	NOUN
cana-5096	101	13	of	of	ADP
cana-5096	101	14	mental	mental	ADJ
cana-5096	101	15	health	health	NOUN
cana-5096	101	16	issues	issue	NOUN
cana-5096	101	17	but	but	CCONJ
cana-5096	101	18	also	also	ADV
cana-5096	101	19	paving	pave	VERB
cana-5096	101	20	the	the	DET
cana-5096	101	21	way	way	NOUN
cana-5096	101	22	for	for	ADP
cana-5096	101	23	more	more	ADV
cana-5096	101	24	personalized	personalized	ADJ
cana-5096	101	25	and	and	CCONJ
cana-5096	101	26	effective	effective	ADJ
cana-5096	101	27	intervention	intervention	NOUN
cana-5096	101	28	strategies	strategy	NOUN
cana-5096	101	29	.	.	PUNCT
cana-5096	102	1	3.1	3.1	NUM
cana-5096	102	2	.	.	PUNCT
cana-5096	102	3	case	case	NOUN
cana-5096	102	4	studies	study	NOUN
cana-5096	102	5	demonstrating	demonstrate	VERB
cana-5096	102	6	effectiveness	effectiveness	NOUN
cana-5096	102	7	in	in	ADP
cana-5096	102	8	real	real	ADJ
cana-5096	102	9	-	-	PUNCT
cana-5096	102	10	world	world	NOUN
cana-5096	102	11	scenarios	scenario	NOUN
cana-5096	102	12	(	(	PUNCT
cana-5096	102	13	xie	xie	PROPN
cana-5096	102	14	and	and	CCONJ
cana-5096	102	15	pentina	pentina	PROPN
cana-5096	102	16	,	,	PUNCT
cana-5096	102	17	2022)one	2022)one	NUM
cana-5096	102	18	compelling	compelling	ADJ
cana-5096	102	19	approach	approach	NOUN
cana-5096	102	20	to	to	ADP
cana-5096	102	21	understanding	understand	VERB
cana-5096	102	22	the	the	DET
cana-5096	102	23	effectiveness	effectiveness	NOUN
cana-5096	102	24	of	of	ADP
cana-5096	102	25	machine	machine	NOUN
cana-5096	102	26	learning	learn	VERB
cana-5096	102	27	techniques	technique	NOUN
cana-5096	102	28	in	in	ADP
cana-5096	102	29	predicting	predict	VERB
cana-5096	102	30	mental	mental	ADJ
cana-5096	102	31	stress	stress	NOUN
cana-5096	102	32	is	be	AUX
cana-5096	102	33	through	through	ADP
cana-5096	102	34	the	the	DET
cana-5096	102	35	examination	examination	NOUN
cana-5096	102	36	of	of	ADP
cana-5096	102	37	case	case	NOUN
cana-5096	102	38	studies	study	NOUN
cana-5096	102	39	that	that	PRON
cana-5096	102	40	showcase	showcase	VERB
cana-5096	102	41	real	real	ADJ
cana-5096	102	42	-	-	PUNCT
cana-5096	102	43	world	world	NOUN
cana-5096	102	44	applications	application	NOUN
cana-5096	102	45	.	.	PUNCT
cana-5096	103	1	for	for	ADP
cana-5096	103	2	instance	instance	NOUN
cana-5096	103	3	,	,	PUNCT
cana-5096	103	4	organizations	organization	NOUN
cana-5096	103	5	that	that	PRON
cana-5096	103	6	have	have	VERB
cana-5096	103	7	integrated	integrate	VERB
cana-5096	103	8	machine	machine	NOUN
cana-5096	103	9	learning	learn	VERB
cana-5096	103	10	algorithms	algorithm	NOUN
cana-5096	103	11	into	into	ADP
cana-5096	103	12	their	their	PRON
cana-5096	103	13	employee	employee	NOUN
cana-5096	103	14	wellness	wellness	NOUN
cana-5096	103	15	programs	program	NOUN
cana-5096	103	16	have	have	AUX
cana-5096	103	17	observed	observe	VERB
cana-5096	103	18	significant	significant	ADJ
cana-5096	103	19	improvements	improvement	NOUN
cana-5096	103	20	in	in	ADP
cana-5096	103	21	mental	mental	ADJ
cana-5096	103	22	health	health	NOUN
cana-5096	103	23	outcomes	outcome	NOUN
cana-5096	103	24	.	.	PUNCT
cana-5096	104	1	these	these	DET
cana-5096	104	2	case	case	NOUN
cana-5096	104	3	studies	study	NOUN
cana-5096	104	4	reveal	reveal	VERB
cana-5096	104	5	how	how	SCONJ
cana-5096	104	6	predictive	predictive	ADJ
cana-5096	104	7	models	model	NOUN
cana-5096	104	8	can	can	AUX
cana-5096	104	9	analyze	analyze	VERB
cana-5096	104	10	employee	employee	NOUN
cana-5096	104	11	data	datum	NOUN
cana-5096	104	12	—	—	PUNCT
cana-5096	104	13	such	such	ADJ
cana-5096	104	14	as	as	ADP
cana-5096	104	15	surveys	survey	NOUN
cana-5096	104	16	and	and	CCONJ
cana-5096	104	17	performance	performance	NOUN
cana-5096	104	18	metrics	metric	NOUN
cana-5096	104	19	—	—	PUNCT
cana-5096	104	20	to	to	PART
cana-5096	104	21	identify	identify	VERB
cana-5096	104	22	at	at	ADP
cana-5096	104	23	-	-	PUNCT
cana-5096	104	24	risk	risk	NOUN
cana-5096	104	25	individuals	individual	NOUN
cana-5096	104	26	and	and	CCONJ
cana-5096	104	27	provide	provide	VERB
cana-5096	104	28	timely	timely	ADJ
cana-5096	104	29	interventions	intervention	NOUN
cana-5096	104	30	.	.	PUNCT
cana-5096	105	1	according	accord	VERB
cana-5096	105	2	to	to	ADP
cana-5096	105	3	(	(	PUNCT
cana-5096	105	4	castel	castel	NOUN
cana-5096	105	5	-	-	PUNCT
cana-5096	105	6	branco	branco	NOUN
cana-5096	105	7	et	et	PROPN
cana-5096	105	8	al	al	PROPN
cana-5096	105	9	.	.	PROPN
cana-5096	105	10	)	)	PUNCT
cana-5096	105	11	,	,	PUNCT
cana-5096	105	12	the	the	DET
cana-5096	105	13	research	research	NOUN
cana-5096	105	14	highlights	highlight	VERB
cana-5096	105	15	the	the	DET
cana-5096	105	16	importance	importance	NOUN
cana-5096	105	17	of	of	ADP
cana-5096	105	18	leveraging	leverage	VERB
cana-5096	105	19	diverse	diverse	ADJ
cana-5096	105	20	data	datum	NOUN
cana-5096	105	21	sources	source	NOUN
cana-5096	105	22	to	to	PART
cana-5096	105	23	establish	establish	VERB
cana-5096	105	24	a	a	DET
cana-5096	105	25	comprehensive	comprehensive	ADJ
cana-5096	105	26	understanding	understanding	NOUN
cana-5096	105	27	of	of	ADP
cana-5096	105	28	employee	employee	NOUN
cana-5096	105	29	mental	mental	ADJ
cana-5096	105	30	health	health	NOUN
cana-5096	105	31	,	,	PUNCT
cana-5096	105	32	ultimately	ultimately	ADV
cana-5096	105	33	enhancing	enhance	VERB
cana-5096	105	34	workplace	workplace	ADJ
cana-5096	105	35	performance	performance	NOUN
cana-5096	105	36	.	.	PUNCT
cana-5096	106	1	furthermore	furthermore	ADV
cana-5096	106	2	,	,	PUNCT
cana-5096	106	3	(	(	PUNCT
cana-5096	106	4	mcc	mcc	PROPN
cana-5096	106	5	a	a	PROPN
cana-5096	106	6	et	et	PROPN
cana-5096	106	7	al	al	PROPN
cana-5096	106	8	.	.	PROPN
cana-5096	106	9	)	)	PUNCT
cana-5096	106	10	underscores	underscore	VERB
cana-5096	106	11	the	the	DET
cana-5096	106	12	potential	potential	NOUN
cana-5096	106	13	of	of	ADP
cana-5096	106	14	soft	soft	ADJ
cana-5096	106	15	biometrics	biometric	NOUN
cana-5096	106	16	in	in	ADP
cana-5096	106	17	this	this	DET
cana-5096	106	18	context	context	NOUN
cana-5096	106	19	,	,	PUNCT
cana-5096	106	20	suggesting	suggest	VERB
cana-5096	106	21	that	that	SCONJ
cana-5096	106	22	characteristics	characteristic	NOUN
cana-5096	106	23	such	such	ADJ
cana-5096	106	24	as	as	ADP
cana-5096	106	25	emotional	emotional	ADJ
cana-5096	106	26	states	state	NOUN
cana-5096	106	27	can	can	AUX
cana-5096	106	28	be	be	AUX
cana-5096	106	29	predictive	predictive	ADJ
cana-5096	106	30	of	of	ADP
cana-5096	106	31	mental	mental	ADJ
cana-5096	106	32	stress	stress	NOUN
cana-5096	106	33	.	.	PUNCT
cana-5096	107	1	by	by	ADP
cana-5096	107	2	analyzing	analyze	VERB
cana-5096	107	3	such	such	ADJ
cana-5096	107	4	case	case	NOUN
cana-5096	107	5	studies	study	NOUN
cana-5096	107	6	,	,	PUNCT
cana-5096	107	7	it	it	PRON
cana-5096	107	8	becomes	become	VERB
cana-5096	107	9	evident	evident	ADJ
cana-5096	107	10	that	that	SCONJ
cana-5096	107	11	the	the	DET
cana-5096	107	12	practical	practical	ADJ
cana-5096	107	13	application	application	NOUN
cana-5096	107	14	of	of	ADP
cana-5096	107	15	machine	machine	NOUN
cana-5096	107	16	learning	learn	VERB
cana-5096	107	17	not	not	PART
cana-5096	107	18	only	only	ADV
cana-5096	107	19	identifies	identify	VERB
cana-5096	107	20	stressors	stressor	NOUN
cana-5096	107	21	but	but	CCONJ
cana-5096	107	22	also	also	ADV
cana-5096	107	23	facilitates	facilitate	VERB
cana-5096	107	24	the	the	DET
cana-5096	107	25	development	development	NOUN
cana-5096	107	26	of	of	ADP
cana-5096	107	27	targeted	target	VERB
cana-5096	107	28	support	support	NOUN
cana-5096	107	29	strategies	strategy	NOUN
cana-5096	107	30	,	,	PUNCT
cana-5096	107	31	fostering	foster	VERB
cana-5096	107	32	a	a	DET
cana-5096	107	33	healthier	healthy	ADJ
cana-5096	107	34	work	work	NOUN
cana-5096	107	35	environment	environment	NOUN
cana-5096	107	36	.	.	PUNCT
cana-5096	108	1	4	4	X
cana-5096	108	2	.	.	X
cana-5096	108	3	conclusion	conclusion	NOUN
cana-5096	108	4	communications	communication	NOUN
cana-5096	108	5	on	on	ADP
cana-5096	108	6	applied	apply	VERB
cana-5096	108	7	nonlinear	nonlinear	ADJ
cana-5096	108	8	analysis	analysis	NOUN
cana-5096	108	9	issn	issn	NOUN
cana-5096	108	10	:	:	PUNCT
cana-5096	108	11	1074	1074	NUM
cana-5096	108	12	-	-	PUNCT
cana-5096	108	13	133x	133x	NUM
cana-5096	108	14	vol	vol	NOUN
cana-5096	108	15	32	32	NUM
cana-5096	108	16	no	no	NOUN
cana-5096	108	17	.	.	PUNCT
cana-5096	109	1	icmasd	icmasd	NOUN
cana-5096	109	2	(	(	PUNCT
cana-5096	109	3	2025	2025	NUM
cana-5096	109	4	)	)	PUNCT
cana-5096	109	5	673	673	NUM
cana-5096	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	109	7	in	in	ADP
cana-5096	109	8	summary	summary	NOUN
cana-5096	109	9	,	,	PUNCT
cana-5096	109	10	the	the	DET
cana-5096	109	11	utilization	utilization	NOUN
cana-5096	109	12	of	of	ADP
cana-5096	109	13	machine	machine	NOUN
cana-5096	109	14	learning	learn	VERB
cana-5096	109	15	techniques	technique	NOUN
cana-5096	109	16	in	in	ADP
cana-5096	109	17	predicting	predict	VERB
cana-5096	109	18	mental	mental	ADJ
cana-5096	109	19	stress	stress	NOUN
cana-5096	109	20	offers	offer	VERB
cana-5096	109	21	significant	significant	ADJ
cana-5096	109	22	promise	promise	NOUN
cana-5096	109	23	for	for	ADP
cana-5096	109	24	enhancing	enhance	VERB
cana-5096	109	25	student	student	NOUN
cana-5096	109	26	well	well	ADV
cana-5096	109	27	-	-	PUNCT
cana-5096	109	28	being	being	NOUN
cana-5096	109	29	and	and	CCONJ
cana-5096	109	30	academic	academic	ADJ
cana-5096	109	31	performance	performance	NOUN
cana-5096	109	32	.	.	PUNCT
cana-5096	110	1	as	as	SCONJ
cana-5096	110	2	demonstrated	demonstrate	VERB
cana-5096	110	3	in	in	ADP
cana-5096	110	4	recent	recent	ADJ
cana-5096	110	5	studies	study	NOUN
cana-5096	110	6	,	,	PUNCT
cana-5096	110	7	such	such	ADJ
cana-5096	110	8	as	as	ADP
cana-5096	110	9	the	the	DET
cana-5096	110	10	comprehensive	comprehensive	ADJ
cana-5096	110	11	analysis	analysis	NOUN
cana-5096	110	12	of	of	ADP
cana-5096	110	13	biometric	biometric	ADJ
cana-5096	110	14	data	datum	NOUN
cana-5096	110	15	for	for	ADP
cana-5096	110	16	predictive	predictive	ADJ
cana-5096	110	17	capabilities	capability	NOUN
cana-5096	110	18	,	,	PUNCT
cana-5096	110	19	the	the	DET
cana-5096	110	20	integration	integration	NOUN
cana-5096	110	21	of	of	ADP
cana-5096	110	22	soft	soft	ADJ
cana-5096	110	23	biometrics	biometric	NOUN
cana-5096	110	24	provides	provide	VERB
cana-5096	110	25	a	a	DET
cana-5096	110	26	nuanced	nuanced	ADJ
cana-5096	110	27	understanding	understanding	NOUN
cana-5096	110	28	of	of	ADP
cana-5096	110	29	stress	stress	ADJ
cana-5096	110	30	factors	factor	NOUN
cana-5096	110	31	affecting	affect	VERB
cana-5096	110	32	individuals	individual	NOUN
cana-5096	110	33	.	.	PUNCT
cana-5096	111	1	specifically	specifically	ADV
cana-5096	111	2	,	,	PUNCT
cana-5096	111	3	research	research	NOUN
cana-5096	111	4	indicates	indicate	VERB
cana-5096	111	5	that	that	SCONJ
cana-5096	111	6	factors	factor	NOUN
cana-5096	111	7	like	like	ADP
cana-5096	111	8	age	age	NOUN
cana-5096	111	9	and	and	CCONJ
cana-5096	111	10	emotional	emotional	ADJ
cana-5096	111	11	states	state	NOUN
cana-5096	111	12	can	can	AUX
cana-5096	111	13	serve	serve	VERB
cana-5096	111	14	as	as	ADP
cana-5096	111	15	valuable	valuable	ADJ
cana-5096	111	16	indicators	indicator	NOUN
cana-5096	111	17	for	for	ADP
cana-5096	111	18	predicting	predict	VERB
cana-5096	111	19	mental	mental	ADJ
cana-5096	111	20	health	health	NOUN
cana-5096	111	21	issues	issue	NOUN
cana-5096	111	22	(	(	PUNCT
cana-5096	111	23	mcc	mcc	PROPN
cana-5096	111	24	a	a	PROPN
cana-5096	111	25	et	et	PROPN
cana-5096	111	26	al	al	PROPN
cana-5096	111	27	.	.	PROPN
cana-5096	111	28	)	)	PUNCT
cana-5096	111	29	.	.	PUNCT
cana-5096	112	1	furthermore	furthermore	ADV
cana-5096	112	2	,	,	PUNCT
cana-5096	112	3	the	the	DET
cana-5096	112	4	development	development	NOUN
cana-5096	112	5	of	of	ADP
cana-5096	112	6	innovative	innovative	ADJ
cana-5096	112	7	technologies	technology	NOUN
cana-5096	112	8	,	,	PUNCT
cana-5096	112	9	such	such	ADJ
cana-5096	112	10	as	as	ADP
cana-5096	112	11	wearable	wearable	ADJ
cana-5096	112	12	devices	device	NOUN
cana-5096	112	13	to	to	PART
cana-5096	112	14	monitor	monitor	VERB
cana-5096	112	15	heart	heart	NOUN
cana-5096	112	16	rate	rate	NOUN
cana-5096	112	17	variability	variability	NOUN
cana-5096	112	18	,	,	PUNCT
cana-5096	112	19	exemplifies	exemplify	VERB
cana-5096	112	20	the	the	DET
cana-5096	112	21	intersection	intersection	NOUN
cana-5096	112	22	of	of	ADP
cana-5096	112	23	advanced	advanced	ADJ
cana-5096	112	24	technology	technology	NOUN
cana-5096	112	25	and	and	CCONJ
cana-5096	112	26	education	education	NOUN
cana-5096	112	27	that	that	PRON
cana-5096	112	28	can	can	AUX
cana-5096	112	29	directly	directly	ADV
cana-5096	112	30	address	address	VERB
cana-5096	112	31	the	the	DET
cana-5096	112	32	pressing	press	VERB
cana-5096	112	33	concerns	concern	NOUN
cana-5096	112	34	of	of	ADP
cana-5096	112	35	student	student	NOUN
cana-5096	112	36	mental	mental	ADJ
cana-5096	112	37	health	health	NOUN
cana-5096	112	38	(	(	PUNCT
cana-5096	112	39	kazmi	kazmi	PROPN
cana-5096	112	40	et	et	PROPN
cana-5096	112	41	al	al	PROPN
cana-5096	112	42	.	.	PROPN
cana-5096	112	43	)	)	PUNCT
cana-5096	112	44	.	.	PUNCT
cana-5096	113	1	moving	move	VERB
cana-5096	113	2	forward	forward	ADV
cana-5096	113	3	,	,	PUNCT
cana-5096	113	4	embracing	embrace	VERB
cana-5096	113	5	these	these	DET
cana-5096	113	6	methodologies	methodology	NOUN
cana-5096	113	7	not	not	PART
cana-5096	113	8	only	only	ADV
cana-5096	113	9	fosters	foster	VERB
cana-5096	113	10	improved	improve	VERB
cana-5096	113	11	academic	academic	ADJ
cana-5096	113	12	outcomes	outcome	NOUN
cana-5096	113	13	but	but	CCONJ
cana-5096	113	14	also	also	ADV
cana-5096	113	15	cultivates	cultivate	VERB
cana-5096	113	16	healthier	healthy	ADJ
cana-5096	113	17	emotional	emotional	ADJ
cana-5096	113	18	environments	environment	NOUN
cana-5096	113	19	within	within	ADP
cana-5096	113	20	educational	educational	ADJ
cana-5096	113	21	settings	setting	NOUN
cana-5096	113	22	,	,	PUNCT
cana-5096	113	23	underscoring	underscore	VERB
cana-5096	113	24	the	the	DET
cana-5096	113	25	critical	critical	ADJ
cana-5096	113	26	role	role	NOUN
cana-5096	113	27	of	of	ADP
cana-5096	113	28	machine	machine	NOUN
cana-5096	113	29	learning	learn	VERB
cana-5096	113	30	in	in	ADP
cana-5096	113	31	addressing	address	VERB
cana-5096	113	32	contemporary	contemporary	ADJ
cana-5096	113	33	mental	mental	ADJ
cana-5096	113	34	health	health	NOUN
cana-5096	113	35	challenges	challenge	NOUN
cana-5096	113	36	.	.	PUNCT
cana-5096	114	1	4.1	4.1	NUM
cana-5096	114	2	.	.	PUNCT
cana-5096	115	1	future	future	ADJ
cana-5096	115	2	directions	direction	NOUN
cana-5096	115	3	and	and	CCONJ
cana-5096	115	4	implications	implication	NOUN
cana-5096	115	5	for	for	ADP
cana-5096	115	6	mental	mental	ADJ
cana-5096	115	7	health	health	NOUN
cana-5096	115	8	interventions	intervention	NOUN
cana-5096	115	9	as	as	SCONJ
cana-5096	115	10	mental	mental	ADJ
cana-5096	115	11	health	health	NOUN
cana-5096	115	12	issues	issue	NOUN
cana-5096	115	13	continue	continue	VERB
cana-5096	115	14	to	to	PART
cana-5096	115	15	escalate	escalate	VERB
cana-5096	115	16	globally	globally	ADV
cana-5096	115	17	,	,	PUNCT
cana-5096	115	18	innovative	innovative	ADJ
cana-5096	115	19	interventions	intervention	NOUN
cana-5096	115	20	leveraging	leverage	VERB
cana-5096	115	21	technology	technology	NOUN
cana-5096	115	22	must	must	AUX
cana-5096	115	23	evolve	evolve	VERB
cana-5096	115	24	accordingly	accordingly	ADV
cana-5096	115	25	.	.	PUNCT
cana-5096	116	1	integrating	integrate	VERB
cana-5096	116	2	machine	machine	NOUN
cana-5096	116	3	learning	learn	VERB
cana-5096	116	4	techniques	technique	NOUN
cana-5096	116	5	into	into	ADP
cana-5096	116	6	mental	mental	ADJ
cana-5096	116	7	health	health	NOUN
cana-5096	116	8	care	care	NOUN
cana-5096	116	9	presents	present	VERB
cana-5096	116	10	a	a	DET
cana-5096	116	11	promising	promising	ADJ
cana-5096	116	12	avenue	avenue	NOUN
cana-5096	116	13	for	for	ADP
cana-5096	116	14	enhancing	enhance	VERB
cana-5096	116	15	intervention	intervention	NOUN
cana-5096	116	16	strategies	strategy	NOUN
cana-5096	116	17	.	.	PUNCT
cana-5096	117	1	by	by	ADP
cana-5096	117	2	analyzing	analyze	VERB
cana-5096	117	3	large	large	ADJ
cana-5096	117	4	datasets	dataset	NOUN
cana-5096	117	5	,	,	PUNCT
cana-5096	117	6	algorithms	algorithm	NOUN
cana-5096	117	7	can	can	AUX
cana-5096	117	8	identify	identify	VERB
cana-5096	117	9	patterns	pattern	NOUN
cana-5096	117	10	and	and	CCONJ
cana-5096	117	11	predictors	predictor	NOUN
cana-5096	117	12	of	of	ADP
cana-5096	117	13	mental	mental	ADJ
cana-5096	117	14	stress	stress	NOUN
cana-5096	117	15	,	,	PUNCT
cana-5096	117	16	allowing	allow	VERB
cana-5096	117	17	for	for	ADP
cana-5096	117	18	more	more	ADJ
cana-5096	117	19	personalized	personalized	ADJ
cana-5096	117	20	treatment	treatment	NOUN
cana-5096	117	21	plans	plan	NOUN
cana-5096	117	22	.	.	PUNCT
cana-5096	118	1	this	this	DET
cana-5096	118	2	technological	technological	ADJ
cana-5096	118	3	approach	approach	NOUN
cana-5096	118	4	not	not	PART
cana-5096	118	5	only	only	ADV
cana-5096	118	6	facilitates	facilitate	VERB
cana-5096	118	7	early	early	ADJ
cana-5096	118	8	detection	detection	NOUN
cana-5096	118	9	but	but	CCONJ
cana-5096	118	10	also	also	ADV
cana-5096	118	11	enables	enable	VERB
cana-5096	118	12	practitioners	practitioner	NOUN
cana-5096	118	13	to	to	PART
cana-5096	118	14	tailor	tailor	VERB
cana-5096	118	15	interventions	intervention	NOUN
cana-5096	118	16	to	to	ADP
cana-5096	118	17	individual	individual	ADJ
cana-5096	118	18	needs	need	VERB
cana-5096	118	19	more	more	ADV
cana-5096	118	20	effectively	effectively	ADV
cana-5096	118	21	.	.	PUNCT
cana-5096	119	1	furthermore	furthermore	ADV
cana-5096	119	2	,	,	PUNCT
cana-5096	119	3	the	the	DET
cana-5096	119	4	incorporation	incorporation	NOUN
cana-5096	119	5	of	of	ADP
cana-5096	119	6	real	real	ADJ
cana-5096	119	7	-	-	PUNCT
cana-5096	119	8	time	time	NOUN
cana-5096	119	9	data	datum	NOUN
cana-5096	119	10	collection	collection	NOUN
cana-5096	119	11	through	through	ADP
cana-5096	119	12	mobile	mobile	ADJ
cana-5096	119	13	applications	application	NOUN
cana-5096	119	14	and	and	CCONJ
cana-5096	119	15	wearables	wearable	NOUN
cana-5096	119	16	can	can	AUX
cana-5096	119	17	lead	lead	VERB
cana-5096	119	18	to	to	ADP
cana-5096	119	19	timely	timely	ADJ
cana-5096	119	20	adjustments	adjustment	NOUN
cana-5096	119	21	in	in	ADP
cana-5096	119	22	therapeutic	therapeutic	ADJ
cana-5096	119	23	strategies	strategy	NOUN
cana-5096	119	24	,	,	PUNCT
cana-5096	119	25	ensuring	ensure	VERB
cana-5096	119	26	that	that	SCONJ
cana-5096	119	27	they	they	PRON
cana-5096	119	28	remain	remain	VERB
cana-5096	119	29	relevant	relevant	ADJ
cana-5096	119	30	and	and	CCONJ
cana-5096	119	31	effective	effective	ADJ
cana-5096	119	32	.	.	PUNCT
cana-5096	120	1	ultimately	ultimately	ADV
cana-5096	120	2	,	,	PUNCT
cana-5096	120	3	the	the	DET
cana-5096	120	4	shift	shift	NOUN
cana-5096	120	5	toward	toward	ADP
cana-5096	120	6	data	data	NOUN
cana-5096	120	7	-	-	PUNCT
cana-5096	120	8	driven	drive	VERB
cana-5096	120	9	mental	mental	ADJ
cana-5096	120	10	health	health	NOUN
cana-5096	120	11	care	care	NOUN
cana-5096	120	12	models	model	NOUN
cana-5096	120	13	holds	hold	VERB
cana-5096	120	14	considerable	considerable	ADJ
cana-5096	120	15	implications	implication	NOUN
cana-5096	120	16	for	for	ADP
cana-5096	120	17	accessibility	accessibility	NOUN
cana-5096	120	18	and	and	CCONJ
cana-5096	120	19	efficiency	efficiency	NOUN
cana-5096	120	20	,	,	PUNCT
cana-5096	120	21	suggesting	suggest	VERB
cana-5096	120	22	that	that	SCONJ
cana-5096	120	23	future	future	ADJ
cana-5096	120	24	interventions	intervention	NOUN
cana-5096	120	25	will	will	AUX
cana-5096	120	26	be	be	AUX
cana-5096	120	27	more	more	ADV
cana-5096	120	28	targeted	targeted	ADJ
cana-5096	120	29	and	and	CCONJ
cana-5096	120	30	impactful	impactful	ADJ
cana-5096	120	31	,	,	PUNCT
cana-5096	120	32	ultimately	ultimately	ADV
cana-5096	120	33	aiming	aim	VERB
cana-5096	120	34	to	to	PART
cana-5096	120	35	alleviate	alleviate	VERB
cana-5096	120	36	the	the	DET
cana-5096	120	37	mounting	mount	VERB
cana-5096	120	38	burden	burden	NOUN
cana-5096	120	39	of	of	ADP
cana-5096	120	40	mental	mental	ADJ
cana-5096	120	41	health	health	NOUN
cana-5096	120	42	disorders	disorder	NOUN
cana-5096	120	43	in	in	ADP
cana-5096	120	44	an	an	DET
cana-5096	120	45	increasingly	increasingly	ADV
cana-5096	120	46	complex	complex	ADJ
cana-5096	120	47	world	world	NOUN
cana-5096	120	48	.	.	PUNCT
cana-5096	121	1	references	reference	NOUN
cana-5096	121	2	:	:	PUNCT
cana-5096	122	1	[	[	X
cana-5096	122	2	1	1	X
cana-5096	122	3	]	]	X
cana-5096	122	4	adikari	adikari	ADJ
cana-5096	122	5	,	,	PUNCT
cana-5096	122	6	a.	a.	PROPN
cana-5096	122	7	et	et	PROPN
cana-5096	122	8	al	al	PROPN
cana-5096	122	9	.	.	PROPN
cana-5096	122	10	(	(	PUNCT
cana-5096	122	11	2021	2021	NUM
cana-5096	122	12	)	)	PUNCT
cana-5096	122	13	‘	'	PUNCT
cana-5096	122	14	emotions	emotion	NOUN
cana-5096	122	15	of	of	ADP
cana-5096	122	16	covid-19	covid-19	PROPN
cana-5096	122	17	:	:	PUNCT
cana-5096	122	18	content	content	NOUN
cana-5096	122	19	analysis	analysis	NOUN
cana-5096	122	20	of	of	ADP
cana-5096	122	21	self	self	NOUN
cana-5096	122	22	-	-	PUNCT
cana-5096	122	23	reported	report	VERB
cana-5096	122	24	information	information	NOUN
cana-5096	122	25	using	use	VERB
cana-5096	122	26	artificial	artificial	ADJ
cana-5096	122	27	intelligence	intelligence	NOUN
cana-5096	122	28	’	'	PUNCT
cana-5096	122	29	,	,	PUNCT
cana-5096	122	30	journal	journal	NOUN
cana-5096	122	31	of	of	ADP
cana-5096	122	32	medical	medical	ADJ
cana-5096	122	33	internet	internet	NOUN
cana-5096	122	34	research	research	NOUN
cana-5096	122	35	,	,	PUNCT
cana-5096	122	36	23(4	23(4	NOUN
cana-5096	122	37	)	)	PUNCT
cana-5096	122	38	.	.	PUNCT
cana-5096	123	1	available	available	ADJ
cana-5096	123	2	at	at	ADP
cana-5096	123	3	:	:	PUNCT
cana-5096	123	4	https://doi.org/10.2196/27341	https://doi.org/10.2196/27341	X
cana-5096	123	5	.	.	PUNCT
cana-5096	124	1	[	[	X
cana-5096	124	2	2	2	NUM
cana-5096	124	3	]	]	X
cana-5096	124	4	ahmad	ahmad	PROPN
cana-5096	124	5	,	,	PUNCT
cana-5096	124	6	s.s	s.s	PROPN
cana-5096	124	7	.	.	PROPN
cana-5096	124	8	et	et	PROPN
cana-5096	124	9	al	al	PROPN
cana-5096	124	10	.	.	PROPN
cana-5096	124	11	(	(	PUNCT
cana-5096	124	12	2023	2023	NUM
cana-5096	124	13	)	)	PUNCT
cana-5096	124	14	‘	'	PUNCT
cana-5096	124	15	hybrid	hybrid	ADJ
cana-5096	124	16	recommender	recommender	NOUN
cana-5096	124	17	system	system	NOUN
cana-5096	124	18	for	for	ADP
cana-5096	124	19	mental	mental	ADJ
cana-5096	124	20	illness	illness	NOUN
cana-5096	124	21	detection	detection	NOUN
cana-5096	124	22	in	in	ADP
cana-5096	124	23	social	social	ADJ
cana-5096	124	24	media	medium	NOUN
cana-5096	124	25	using	use	VERB
cana-5096	124	26	deep	deep	ADJ
cana-5096	124	27	learning	learning	NOUN
cana-5096	124	28	techniques	technique	NOUN
cana-5096	124	29	’	'	PUNCT
cana-5096	124	30	,	,	PUNCT
cana-5096	124	31	computational	computational	ADJ
cana-5096	124	32	intelligence	intelligence	NOUN
cana-5096	124	33	and	and	CCONJ
cana-5096	124	34	neuroscience	neuroscience	NOUN
cana-5096	124	35	,	,	PUNCT
cana-5096	124	36	2023(1	2023(1	NUM
cana-5096	124	37	)	)	PUNCT
cana-5096	124	38	.	.	PUNCT
cana-5096	124	39	available	available	ADJ
cana-5096	124	40	at	at	ADP
cana-5096	124	41	:	:	PUNCT
cana-5096	124	42	https://doi.org/10.1155/2023/8110588	https://doi.org/10.1155/2023/8110588	PROPN
cana-5096	124	43	.	.	PUNCT
cana-5096	125	1	[	[	X
cana-5096	125	2	3	3	X
cana-5096	125	3	]	]	PUNCT
cana-5096	125	4	dzedzickis	dzedzicki	VERB
cana-5096	125	5	,	,	PUNCT
cana-5096	125	6	a.	a.	PROPN
cana-5096	125	7	et	et	PROPN
cana-5096	125	8	al	al	PROPN
cana-5096	125	9	.	.	PROPN
cana-5096	126	1	(	(	PUNCT
cana-5096	126	2	2022	2022	NUM
cana-5096	126	3	)	)	PUNCT
cana-5096	126	4	‘	'	PUNCT
cana-5096	126	5	advanced	advanced	ADJ
cana-5096	126	6	applications	application	NOUN
cana-5096	126	7	of	of	ADP
cana-5096	126	8	industrial	industrial	ADJ
cana-5096	126	9	robotics	robotic	NOUN
cana-5096	126	10	:	:	PUNCT
cana-5096	126	11	new	new	ADJ
cana-5096	126	12	trends	trend	NOUN
cana-5096	126	13	and	and	CCONJ
cana-5096	126	14	possibilities	possibility	NOUN
cana-5096	126	15	’	'	PUNCT
cana-5096	126	16	,	,	PUNCT
cana-5096	126	17	applied	apply	VERB
cana-5096	126	18	sciences	science	NOUN
cana-5096	126	19	(	(	PUNCT
cana-5096	126	20	switzerland	switzerland	PROPN
cana-5096	126	21	)	)	PUNCT
cana-5096	126	22	.	.	PUNCT
cana-5096	127	1	available	available	ADJ
cana-5096	127	2	at	at	ADP
cana-5096	127	3	:	:	PUNCT
cana-5096	127	4	https://doi.org/10.3390/app12010135	https://doi.org/10.3390/app12010135	NUM
cana-5096	127	5	.	.	PUNCT
cana-5096	128	1	[	[	X
cana-5096	128	2	4	4	NUM
cana-5096	128	3	]	]	SYM
cana-5096	128	4	huckvale	huckvale	NOUN
cana-5096	128	5	,	,	PUNCT
cana-5096	128	6	k.	k.	PROPN
cana-5096	128	7	et	et	PROPN
cana-5096	128	8	al	al	PROPN
cana-5096	128	9	.	.	PROPN
cana-5096	128	10	(	(	PUNCT
cana-5096	128	11	2023	2023	NUM
cana-5096	128	12	)	)	PUNCT
cana-5096	128	13	‘	'	PUNCT
cana-5096	128	14	protocol	protocol	NOUN
cana-5096	128	15	for	for	ADP
cana-5096	128	16	a	a	DET
cana-5096	128	17	bandit	bandit	NOUN
cana-5096	128	18	-	-	PUNCT
cana-5096	128	19	based	base	VERB
cana-5096	128	20	response	response	NOUN
cana-5096	128	21	adaptive	adaptive	ADJ
cana-5096	128	22	trial	trial	NOUN
cana-5096	128	23	to	to	PART
cana-5096	128	24	evaluate	evaluate	VERB
cana-5096	128	25	the	the	DET
cana-5096	128	26	effectiveness	effectiveness	NOUN
cana-5096	128	27	of	of	ADP
cana-5096	128	28	brief	brief	ADJ
cana-5096	128	29	self	self	NOUN
cana-5096	128	30	-	-	PUNCT
cana-5096	128	31	guided	guide	VERB
cana-5096	128	32	digital	digital	ADJ
cana-5096	128	33	interventions	intervention	NOUN
cana-5096	128	34	for	for	ADP
cana-5096	128	35	reducing	reduce	VERB
cana-5096	128	36	psychological	psychological	ADJ
cana-5096	128	37	distress	distress	NOUN
cana-5096	128	38	in	in	ADP
cana-5096	128	39	university	university	NOUN
cana-5096	128	40	students	student	NOUN
cana-5096	128	41	:	:	PUNCT
cana-5096	128	42	the	the	DET
cana-5096	128	43	vibe	vibe	NOUN
cana-5096	128	44	up	up	ADP
cana-5096	128	45	study	study	NOUN
cana-5096	128	46	’	'	PUNCT
cana-5096	128	47	,	,	PUNCT
cana-5096	128	48	bmj	bmj	PROPN
cana-5096	128	49	open	open	ADJ
cana-5096	128	50	,	,	PUNCT
cana-5096	128	51	13(4	13(4	NUM
cana-5096	128	52	)	)	PUNCT
cana-5096	128	53	.	.	PUNCT
cana-5096	129	1	available	available	ADJ
cana-5096	129	2	at	at	ADP
cana-5096	129	3	:	:	PUNCT
cana-5096	129	4	https://doi.org/10.1136/bmjopen-2022-066249	https://doi.org/10.1136/bmjopen-2022-066249	PROPN
cana-5096	129	5	.	.	PUNCT
cana-5096	130	1	[	[	X
cana-5096	130	2	5	5	NUM
cana-5096	130	3	]	]	PUNCT
cana-5096	130	4	iram	iram	NOUN
cana-5096	130	5	,	,	PUNCT
cana-5096	130	6	s.	s.	PROPN
cana-5096	130	7	et	et	PROPN
cana-5096	130	8	al	al	PROPN
cana-5096	130	9	.	.	PROPN
cana-5096	130	10	(	(	PUNCT
cana-5096	130	11	2015	2015	NUM
cana-5096	130	12	)	)	PUNCT
cana-5096	130	13	‘	'	PUNCT
cana-5096	130	14	computational	computational	ADJ
cana-5096	130	15	data	datum	NOUN
cana-5096	130	16	analysis	analysis	NOUN
cana-5096	130	17	for	for	ADP
cana-5096	130	18	movement	movement	NOUN
cana-5096	130	19	signals	signal	NOUN
cana-5096	130	20	based	base	VERB
cana-5096	130	21	on	on	ADP
cana-5096	130	22	statistical	statistical	ADJ
cana-5096	130	23	pattern	pattern	NOUN
cana-5096	130	24	recognition	recognition	NOUN
cana-5096	130	25	techniques	technique	NOUN
cana-5096	130	26	for	for	ADP
cana-5096	130	27	neurodegenerative	neurodegenerative	ADJ
cana-5096	130	28	diseases	disease	NOUN
cana-5096	130	29	’	'	PUNCT
cana-5096	130	30	,	,	PUNCT
cana-5096	130	31	gait	gait	NOUN
cana-5096	130	32	and	and	CCONJ
cana-5096	130	33	posture	posture	NOUN
cana-5096	130	34	,	,	PUNCT
cana-5096	130	35	14(1	14(1	NUM
cana-5096	130	36	)	)	PUNCT
cana-5096	130	37	.	.	PUNCT
cana-5096	131	1	communications	communication	NOUN
cana-5096	131	2	on	on	ADP
cana-5096	131	3	applied	apply	VERB
cana-5096	131	4	nonlinear	nonlinear	ADJ
cana-5096	131	5	analysis	analysis	NOUN
cana-5096	131	6	issn	issn	NOUN
cana-5096	131	7	:	:	PUNCT
cana-5096	131	8	1074	1074	NUM
cana-5096	131	9	-	-	PUNCT
cana-5096	131	10	133x	133x	NUM
cana-5096	131	11	vol	vol	NOUN
cana-5096	131	12	32	32	NUM
cana-5096	131	13	no	no	NOUN
cana-5096	131	14	.	.	PUNCT
cana-5096	132	1	icmasd	icmasd	NOUN
cana-5096	132	2	(	(	PUNCT
cana-5096	132	3	2025	2025	NUM
cana-5096	132	4	)	)	PUNCT
cana-5096	132	5	674	674	NUM
cana-5096	132	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5096	133	1	[	[	X
cana-5096	133	2	6	6	NUM
cana-5096	133	3	]	]	X
cana-5096	133	4	iyortsuun	iyortsuun	PROPN
cana-5096	133	5	,	,	PUNCT
cana-5096	133	6	n.k	n.k	PROPN
cana-5096	133	7	.	.	PROPN
cana-5096	133	8	et	et	PROPN
cana-5096	133	9	al	al	PROPN
cana-5096	133	10	.	.	PROPN
cana-5096	134	1	(	(	PUNCT
cana-5096	134	2	2023	2023	NUM
cana-5096	134	3	)	)	PUNCT
cana-5096	135	1	‘	'	PUNCT
cana-5096	135	2	a	a	DET
cana-5096	135	3	review	review	NOUN
cana-5096	135	4	of	of	ADP
cana-5096	135	5	machine	machine	NOUN
cana-5096	135	6	learning	learning	NOUN
cana-5096	135	7	and	and	CCONJ
cana-5096	135	8	deep	deep	ADJ
cana-5096	135	9	learning	learning	NOUN
cana-5096	135	10	approaches	approach	NOUN
cana-5096	135	11	on	on	ADP
cana-5096	135	12	mental	mental	ADJ
cana-5096	135	13	health	health	NOUN
cana-5096	135	14	diagnosis	diagnosis	NOUN
cana-5096	135	15	’	'	PUNCT
cana-5096	135	16	,	,	PUNCT
cana-5096	135	17	healthcare	healthcare	PROPN
cana-5096	135	18	(	(	PUNCT
cana-5096	135	19	switzerland	switzerland	PROPN
cana-5096	135	20	)	)	PUNCT
cana-5096	135	21	.	.	PUNCT
cana-5096	136	1	available	available	ADJ
cana-5096	136	2	at	at	ADP
cana-5096	136	3	:	:	PUNCT
cana-5096	136	4	https://doi.org/10.3390/healthcare11030285	https://doi.org/10.3390/healthcare11030285	PROPN
cana-5096	136	5	.	.	PUNCT
cana-5096	137	1	[	[	X
cana-5096	137	2	7	7	NUM
cana-5096	137	3	]	]	X
cana-5096	137	4	johnson	johnson	PROPN
cana-5096	137	5	,	,	PUNCT
cana-5096	137	6	j.	j.	PROPN
cana-5096	137	7	(	(	PUNCT
cana-5096	137	8	2022	2022	NUM
cana-5096	137	9	)	)	PUNCT
cana-5096	137	10	‘	'	PUNCT
cana-5096	137	11	the	the	DET
cana-5096	137	12	ai	ai	PROPN
cana-5096	137	13	commander	commander	NOUN
cana-5096	137	14	problem	problem	NOUN
cana-5096	137	15	:	:	PUNCT
cana-5096	137	16	ethical	ethical	ADJ
cana-5096	137	17	,	,	PUNCT
cana-5096	137	18	political	political	ADJ
cana-5096	137	19	,	,	PUNCT
cana-5096	137	20	and	and	CCONJ
cana-5096	137	21	psychological	psychological	ADJ
cana-5096	137	22	dilemmas	dilemma	NOUN
cana-5096	137	23	of	of	ADP
cana-5096	137	24	human	human	ADJ
cana-5096	137	25	-	-	PUNCT
cana-5096	137	26	machine	machine	NOUN
cana-5096	137	27	interactions	interaction	NOUN
cana-5096	137	28	in	in	ADP
cana-5096	137	29	ai	ai	ADJ
cana-5096	137	30	-	-	PUNCT
cana-5096	137	31	enabled	enable	VERB
cana-5096	137	32	warfare	warfare	NOUN
cana-5096	137	33	’	'	PUNCT
cana-5096	137	34	,	,	PUNCT
cana-5096	137	35	journal	journal	NOUN
cana-5096	137	36	of	of	ADP
cana-5096	137	37	military	military	ADJ
cana-5096	137	38	ethics	ethic	NOUN
cana-5096	137	39	,	,	PUNCT
cana-5096	137	40	21(3–4	21(3–4	PROPN
cana-5096	137	41	)	)	PUNCT
cana-5096	137	42	.	.	PUNCT
cana-5096	137	43	available	available	ADJ
cana-5096	137	44	at	at	ADP
cana-5096	137	45	:	:	PUNCT
cana-5096	137	46	https://doi.org/10.1080/15027570.2023.2175887	https://doi.org/10.1080/15027570.2023.2175887	ADJ
cana-5096	137	47	.	.	PUNCT
cana-5096	138	1	[	[	X
cana-5096	138	2	8	8	NUM
cana-5096	138	3	]	]	X
cana-5096	138	4	khan	khan	PROPN
cana-5096	138	5	,	,	PUNCT
cana-5096	138	6	a.	a.	NOUN
cana-5096	138	7	and	and	CCONJ
cana-5096	138	8	k.	k.	PROPN
cana-5096	138	9	p.	p.	PROPN
cana-5096	138	10	,	,	PUNCT
cana-5096	138	11	a.	a.	NOUN
cana-5096	138	12	(	(	PUNCT
cana-5096	138	13	2023	2023	NUM
cana-5096	138	14	)	)	PUNCT
cana-5096	138	15	‘	'	PUNCT
cana-5096	138	16	the	the	DET
cana-5096	138	17	casino	casino	NOUN
cana-5096	138	18	syndrome	syndrome	NOUN
cana-5096	138	19	:	:	PUNCT
cana-5096	138	20	analysing	analyse	VERB
cana-5096	138	21	the	the	DET
cana-5096	138	22	detrimental	detrimental	ADJ
cana-5096	138	23	impact	impact	NOUN
cana-5096	138	24	of	of	ADP
cana-5096	138	25	aidriven	aidriven	ADJ
cana-5096	138	26	globalization	globalization	NOUN
cana-5096	138	27	on	on	ADP
cana-5096	138	28	human	human	PROPN
cana-5096	138	29	&	&	CCONJ
cana-5096	138	30	cultural	cultural	ADJ
cana-5096	138	31	consciousness	consciousness	NOUN
cana-5096	138	32	and	and	CCONJ
cana-5096	138	33	its	its	PRON
cana-5096	138	34	effect	effect	NOUN
cana-5096	138	35	on	on	ADP
cana-5096	138	36	social	social	ADJ
cana-5096	138	37	disadvantages	disadvantage	NOUN
cana-5096	138	38	’	'	PUNCT
cana-5096	138	39	,	,	PUNCT
cana-5096	138	40	international	international	ADJ
cana-5096	138	41	journal	journal	NOUN
cana-5096	138	42	of	of	ADP
cana-5096	138	43	english	english	PROPN
cana-5096	138	44	literature	literature	PROPN
cana-5096	138	45	and	and	CCONJ
cana-5096	138	46	social	social	ADJ
cana-5096	138	47	sciences	science	NOUN
cana-5096	138	48	,	,	PUNCT
cana-5096	138	49	8(6	8(6	NUM
cana-5096	138	50	)	)	PUNCT
cana-5096	138	51	.	.	PUNCT
cana-5096	139	1	available	available	ADJ
cana-5096	139	2	at	at	ADP
cana-5096	139	3	:	:	PUNCT
cana-5096	139	4	https://doi.org/10.22161/ijels.86.31	https://doi.org/10.22161/ijels.86.31	ADJ
cana-5096	139	5	.	.	PUNCT
cana-5096	140	1	[	[	X
cana-5096	140	2	9	9	NUM
cana-5096	140	3	]	]	SYM
cana-5096	140	4	li	li	PROPN
cana-5096	140	5	,	,	PUNCT
cana-5096	140	6	l.	l.	PROPN
cana-5096	140	7	et	et	PROPN
cana-5096	140	8	al	al	PROPN
cana-5096	140	9	.	.	PROPN
cana-5096	140	10	(	(	PUNCT
cana-5096	140	11	2021	2021	NUM
cana-5096	140	12	)	)	PUNCT
cana-5096	140	13	‘	'	PUNCT
cana-5096	140	14	digital	digital	ADJ
cana-5096	140	15	data	datum	NOUN
cana-5096	140	16	sources	source	NOUN
cana-5096	140	17	and	and	CCONJ
cana-5096	140	18	their	their	PRON
cana-5096	140	19	impact	impact	NOUN
cana-5096	140	20	on	on	ADP
cana-5096	140	21	people	people	NOUN
cana-5096	140	22	’s	’s	PART
cana-5096	140	23	health	health	NOUN
cana-5096	140	24	:	:	PUNCT
cana-5096	140	25	a	a	DET
cana-5096	140	26	systematic	systematic	ADJ
cana-5096	140	27	review	review	NOUN
cana-5096	140	28	of	of	ADP
cana-5096	140	29	systematic	systematic	ADJ
cana-5096	140	30	reviews	review	NOUN
cana-5096	140	31	’	'	PUNCT
cana-5096	140	32	,	,	PUNCT
cana-5096	140	33	frontiers	frontier	NOUN
cana-5096	140	34	in	in	ADP
cana-5096	140	35	public	public	ADJ
cana-5096	140	36	health	health	NOUN
cana-5096	140	37	.	.	PUNCT
cana-5096	140	38	available	available	ADJ
cana-5096	140	39	at	at	ADP
cana-5096	140	40	:	:	PUNCT
cana-5096	140	41	https://doi.org/10.3389/fpubh.2021.645260	https://doi.org/10.3389/fpubh.2021.645260	PROPN
cana-5096	140	42	.	.	PUNCT
cana-5096	141	1	[	[	X
cana-5096	141	2	10	10	NUM
cana-5096	141	3	]	]	X
cana-5096	141	4	omarov	omarov	NOUN
cana-5096	141	5	,	,	PUNCT
cana-5096	141	6	b.	b.	PROPN
cana-5096	141	7	et	et	PROPN
cana-5096	141	8	al	al	PROPN
cana-5096	141	9	.	.	PROPN
cana-5096	141	10	(	(	PUNCT
cana-5096	141	11	2023	2023	NUM
cana-5096	141	12	)	)	PUNCT
cana-5096	141	13	‘	'	PUNCT
cana-5096	141	14	artificial	artificial	ADJ
cana-5096	141	15	intelligence	intelligence	NOUN
cana-5096	141	16	enabled	enable	VERB
cana-5096	141	17	mobile	mobile	ADJ
cana-5096	141	18	chatbot	chatbot	NOUN
cana-5096	141	19	psychologist	psychologist	NOUN
cana-5096	141	20	using	use	VERB
cana-5096	141	21	aiml	aiml	NOUN
cana-5096	141	22	and	and	CCONJ
cana-5096	141	23	cognitive	cognitive	ADJ
cana-5096	141	24	behavioral	behavioral	ADJ
cana-5096	141	25	therapy	therapy	NOUN
cana-5096	141	26	’	'	PUNCT
cana-5096	141	27	,	,	PUNCT
cana-5096	141	28	international	international	ADJ
cana-5096	141	29	journal	journal	NOUN
cana-5096	141	30	of	of	ADP
cana-5096	141	31	advanced	advanced	ADJ
cana-5096	141	32	computer	computer	NOUN
cana-5096	141	33	science	science	NOUN
cana-5096	141	34	and	and	CCONJ
cana-5096	141	35	applications	application	NOUN
cana-5096	141	36	,	,	PUNCT
cana-5096	141	37	14(6	14(6	NOUN
cana-5096	141	38	)	)	PUNCT
cana-5096	141	39	.	.	PUNCT
cana-5096	142	1	available	available	ADJ
cana-5096	142	2	at	at	ADP
cana-5096	142	3	:	:	PUNCT
cana-5096	142	4	https://doi.org/10.14569/ijacsa.2023.0140616	https://doi.org/10.14569/ijacsa.2023.0140616	X
cana-5096	142	5	.	.	PUNCT
cana-5096	143	1	[	[	X
cana-5096	143	2	11	11	NUM
cana-5096	143	3	]	]	X
cana-5096	143	4	putri	putri	ADJ
cana-5096	143	5	,	,	PUNCT
cana-5096	143	6	i.m	i.m	PROPN
cana-5096	143	7	.	.	PUNCT
cana-5096	143	8	(	(	PUNCT
cana-5096	143	9	2023	2023	NUM
cana-5096	143	10	)	)	PUNCT
cana-5096	143	11	‘	'	PUNCT
cana-5096	143	12	asuhan	asuhan	PROPN
cana-5096	143	13	keperawatan	keperawatan	PROPN
cana-5096	143	14	pada	pada	PROPN
cana-5096	143	15	tn.si	tn.si	PROPN
cana-5096	143	16	dengan	dengan	PROPN
cana-5096	143	17	chronic	chronic	PROPN
cana-5096	143	18	obstructive	obstructive	ADJ
cana-5096	143	19	pulmonary	pulmonary	ADJ
cana-5096	143	20	disease	disease	NOUN
cana-5096	143	21	(	(	PUNCT
cana-5096	143	22	copd	copd	PROPN
cana-5096	143	23	)	)	PUNCT
cana-5096	143	24	di	di	PROPN
cana-5096	143	25	ruang	ruang	PROPN
cana-5096	143	26	rawat	rawat	PROPN
cana-5096	143	27	inap	inap	VERB
cana-5096	143	28	a	a	DET
cana-5096	143	29	rsud	rsud	PROPN
cana-5096	143	30	kanjuruan	kanjuruan	PROPN
cana-5096	143	31	kepanjen	kepanjen	PROPN
cana-5096	143	32	’	'	PUNCT
cana-5096	143	33	,	,	PUNCT
cana-5096	143	34	undergraduate	undergraduate	NOUN
cana-5096	143	35	thesis	thesis	NOUN
cana-5096	143	36	,	,	PUNCT
cana-5096	143	37	universitas	universita	NOUN
cana-5096	143	38	muhammadiyah	muhammadiyah	ADP
cana-5096	143	39	malang	malang	PROPN
cana-5096	143	40	.	.	PROPN
cana-5096	143	41	,	,	PUNCT
cana-5096	143	42	14(1	14(1	NUM
cana-5096	143	43	)	)	PUNCT
cana-5096	143	44	.	.	PUNCT
cana-5096	144	1	[	[	X
cana-5096	144	2	12	12	NUM
cana-5096	144	3	]	]	PUNCT
cana-5096	144	4	ratul	ratul	NOUN
cana-5096	144	5	,	,	PUNCT
cana-5096	144	6	i.j	i.j	PROPN
cana-5096	144	7	.	.	PROPN
cana-5096	144	8	et	et	PROPN
cana-5096	144	9	al	al	PROPN
cana-5096	144	10	.	.	PROPN
cana-5096	144	11	(	(	PUNCT
cana-5096	144	12	2023	2023	NUM
cana-5096	144	13	)	)	PUNCT
cana-5096	144	14	‘	'	PUNCT
cana-5096	144	15	analyzing	analyze	VERB
cana-5096	144	16	perceived	perceive	VERB
cana-5096	144	17	psychological	psychological	ADJ
cana-5096	144	18	and	and	CCONJ
cana-5096	144	19	social	social	ADJ
cana-5096	144	20	stress	stress	NOUN
cana-5096	144	21	of	of	ADP
cana-5096	144	22	university	university	NOUN
cana-5096	144	23	students	student	NOUN
cana-5096	144	24	:	:	PUNCT
cana-5096	144	25	a	a	DET
cana-5096	144	26	machine	machine	NOUN
cana-5096	144	27	learning	learn	VERB
cana-5096	144	28	approach	approach	NOUN
cana-5096	144	29	’	'	PUNCT
cana-5096	144	30	,	,	PUNCT
cana-5096	144	31	heliyon	heliyon	NOUN
cana-5096	144	32	,	,	PUNCT
cana-5096	144	33	9(6	9(6	NUM
cana-5096	144	34	)	)	PUNCT
cana-5096	144	35	.	.	PUNCT
cana-5096	145	1	available	available	ADJ
cana-5096	145	2	at	at	ADP
cana-5096	145	3	:	:	PUNCT
cana-5096	145	4	https://doi.org/10.1016/j.heliyon.2023.e17307	https://doi.org/10.1016/j.heliyon.2023.e17307	X
cana-5096	145	5	.	.	PUNCT
cana-5096	146	1	[	[	X
cana-5096	146	2	13	13	NUM
cana-5096	146	3	]	]	X
cana-5096	146	4	saini	saini	PROPN
cana-5096	146	5	,	,	PUNCT
cana-5096	146	6	s.k	s.k	PROPN
cana-5096	146	7	.	.	PROPN
cana-5096	146	8	and	and	CCONJ
cana-5096	146	9	gupta	gupta	PROPN
cana-5096	146	10	,	,	PUNCT
cana-5096	146	11	r.	r.	PROPN
cana-5096	146	12	(	(	PUNCT
cana-5096	146	13	2022a	2022a	NUM
cana-5096	146	14	)	)	PUNCT
cana-5096	146	15	‘	'	PUNCT
cana-5096	146	16	artificial	artificial	ADJ
cana-5096	146	17	intelligence	intelligence	NOUN
cana-5096	146	18	methods	method	NOUN
cana-5096	146	19	for	for	ADP
cana-5096	146	20	analysis	analysis	NOUN
cana-5096	146	21	of	of	ADP
cana-5096	146	22	electrocardiogram	electrocardiogram	NOUN
cana-5096	146	23	signals	signal	NOUN
cana-5096	146	24	for	for	ADP
cana-5096	146	25	cardiac	cardiac	ADJ
cana-5096	146	26	abnormalities	abnormality	NOUN
cana-5096	146	27	:	:	PUNCT
cana-5096	146	28	state	state	NOUN
cana-5096	146	29	-	-	PUNCT
cana-5096	146	30	of	of	ADP
cana-5096	146	31	-	-	PUNCT
cana-5096	146	32	the	the	DET
cana-5096	146	33	-	-	PUNCT
cana-5096	146	34	art	art	NOUN
cana-5096	146	35	and	and	CCONJ
cana-5096	146	36	future	future	ADJ
cana-5096	146	37	challenges	challenge	NOUN
cana-5096	146	38	’	'	PUNCT
cana-5096	146	39	,	,	PUNCT
cana-5096	146	40	artificial	artificial	ADJ
cana-5096	146	41	intelligence	intelligence	NOUN
cana-5096	146	42	review	review	NOUN
cana-5096	146	43	,	,	PUNCT
cana-5096	146	44	55(2	55(2	NUM
cana-5096	146	45	)	)	PUNCT
cana-5096	146	46	.	.	PUNCT
cana-5096	147	1	available	available	ADJ
cana-5096	147	2	at	at	ADP
cana-5096	147	3	:	:	PUNCT
cana-5096	147	4	https://doi.org/10.1007/s10462-021-09999-7	https://doi.org/10.1007/s10462-021-09999-7	NUM
cana-5096	147	5	.	.	PUNCT
cana-5096	148	1	[	[	X
cana-5096	148	2	14	14	NUM
cana-5096	148	3	]	]	X
cana-5096	148	4	saini	saini	PROPN
cana-5096	148	5	,	,	PUNCT
cana-5096	148	6	s.k	s.k	PROPN
cana-5096	148	7	.	.	PROPN
cana-5096	148	8	and	and	CCONJ
cana-5096	148	9	gupta	gupta	PROPN
cana-5096	148	10	,	,	PUNCT
cana-5096	148	11	r.	r.	PROPN
cana-5096	148	12	(	(	PUNCT
cana-5096	148	13	2022b	2022b	NUM
cana-5096	148	14	)	)	PUNCT
cana-5096	148	15	‘	'	PUNCT
cana-5096	148	16	artificial	artificial	ADJ
cana-5096	148	17	intelligence	intelligence	NOUN
cana-5096	148	18	methods	method	NOUN
cana-5096	148	19	for	for	ADP
cana-5096	148	20	analysis	analysis	NOUN
cana-5096	148	21	of	of	ADP
cana-5096	148	22	electrocardiogram	electrocardiogram	NOUN
cana-5096	148	23	signals	signal	NOUN
cana-5096	148	24	for	for	ADP
cana-5096	148	25	cardiac	cardiac	ADJ
cana-5096	148	26	abnormalities	abnormality	NOUN
cana-5096	148	27	:	:	PUNCT
cana-5096	148	28	state	state	NOUN
cana-5096	148	29	-	-	PUNCT
cana-5096	148	30	of	of	ADP
cana-5096	148	31	-	-	PUNCT
cana-5096	148	32	the	the	DET
cana-5096	148	33	-	-	PUNCT
cana-5096	148	34	art	art	NOUN
cana-5096	148	35	and	and	CCONJ
cana-5096	148	36	future	future	ADJ
cana-5096	148	37	challenges	challenge	NOUN
cana-5096	148	38	’	'	PUNCT
cana-5096	148	39	,	,	PUNCT
cana-5096	148	40	artificial	artificial	ADJ
cana-5096	148	41	intelligence	intelligence	NOUN
cana-5096	148	42	review	review	NOUN
cana-5096	148	43	,	,	PUNCT
cana-5096	148	44	55(2	55(2	NUM
cana-5096	148	45	)	)	PUNCT
cana-5096	148	46	.	.	PUNCT
cana-5096	148	47	available	available	ADJ
cana-5096	148	48	at	at	ADP
cana-5096	148	49	:	:	PUNCT
cana-5096	148	50	https://doi.org/10.1007/s10462-021-09999-7	https://doi.org/10.1007/s10462-021-09999-7	NUM
cana-5096	148	51	.	.	PUNCT
cana-5096	149	1	[	[	X
cana-5096	149	2	15	15	NUM
cana-5096	149	3	]	]	X
cana-5096	149	4	tahan	tahan	PROPN
cana-5096	149	5	,	,	PUNCT
cana-5096	149	6	m.	m.	NOUN
cana-5096	149	7	and	and	CCONJ
cana-5096	149	8	saleem	saleem	NOUN
cana-5096	149	9	,	,	PUNCT
cana-5096	149	10	t.	t.	PROPN
cana-5096	149	11	(	(	PUNCT
cana-5096	149	12	2023	2023	NUM
cana-5096	149	13	)	)	PUNCT
cana-5096	149	14	‘	'	PUNCT
cana-5096	149	15	application	application	NOUN
cana-5096	149	16	of	of	ADP
cana-5096	149	17	artificial	artificial	ADJ
cana-5096	149	18	intelligence	intelligence	NOUN
cana-5096	149	19	for	for	ADP
cana-5096	149	20	diagnosis	diagnosis	NOUN
cana-5096	149	21	,	,	PUNCT
cana-5096	149	22	prognosis	prognosis	NOUN
cana-5096	149	23	and	and	CCONJ
cana-5096	149	24	treatment	treatment	NOUN
cana-5096	149	25	in	in	ADP
cana-5096	149	26	psychology	psychology	NOUN
cana-5096	149	27	:	:	PUNCT
cana-5096	149	28	a	a	DET
cana-5096	149	29	review	review	NOUN
cana-5096	149	30	’	'	PUNCT
cana-5096	149	31	,	,	PUNCT
cana-5096	149	32	neuropsychiatria	neuropsychiatria	NOUN
cana-5096	149	33	i	i	PROPN
cana-5096	149	34	neuropsychologia	neuropsychologia	PROPN
cana-5096	149	35	.	.	PUNCT
cana-5096	150	1	available	available	ADJ
cana-5096	150	2	at	at	ADP
cana-5096	150	3	:	:	PUNCT
cana-5096	150	4	https://doi.org/10.5114/nan.2023.129070	https://doi.org/10.5114/nan.2023.129070	NOUN
cana-5096	150	5	.	.	PUNCT
cana-5096	151	1	[	[	X
cana-5096	151	2	16	16	NUM
cana-5096	151	3	]	]	PUNCT
cana-5096	151	4	verma	verma	PROPN
cana-5096	151	5	,	,	PUNCT
cana-5096	151	6	p.	p.	NOUN
cana-5096	151	7	and	and	CCONJ
cana-5096	151	8	singh	singh	PROPN
cana-5096	151	9	,	,	PUNCT
cana-5096	151	10	r.	r.	PROPN
cana-5096	151	11	(	(	PUNCT
cana-5096	151	12	2023	2023	NUM
cana-5096	151	13	)	)	PUNCT
cana-5096	151	14	‘	'	PUNCT
cana-5096	151	15	mental	mental	ADJ
cana-5096	151	16	stress	stress	NOUN
cana-5096	151	17	prediction	prediction	NOUN
cana-5096	151	18	using	use	VERB
cana-5096	151	19	wrist	wrist	NOUN
cana-5096	151	20	wearable	wearable	ADJ
cana-5096	151	21	through	through	ADP
cana-5096	151	22	machine	machine	NOUN
cana-5096	151	23	learning	learn	VERB
cana-5096	151	24	approaches	approach	NOUN
cana-5096	151	25	’	'	PUNCT
cana-5096	151	26	,	,	PUNCT
cana-5096	151	27	in	in	ADP
cana-5096	151	28	2023	2023	NUM
cana-5096	151	29	international	international	ADJ
cana-5096	151	30	conference	conference	NOUN
cana-5096	151	31	on	on	ADP
cana-5096	151	32	sustainable	sustainable	ADJ
cana-5096	151	33	emerging	emerge	VERB
cana-5096	151	34	innovations	innovation	NOUN
cana-5096	151	35	in	in	ADP
cana-5096	151	36	engineering	engineering	NOUN
cana-5096	151	37	and	and	CCONJ
cana-5096	151	38	technology	technology	NOUN
cana-5096	151	39	,	,	PUNCT
cana-5096	151	40	icseiet	icseiet	NOUN
cana-5096	151	41	2023	2023	NUM
cana-5096	151	42	.	.	PUNCT
cana-5096	151	43	available	available	ADJ
cana-5096	151	44	at	at	ADP
cana-5096	151	45	:	:	PUNCT
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cana-5096	151	47	.	.	PUNCT
cana-5096	152	1	[	[	X
cana-5096	152	2	17	17	NUM
cana-5096	152	3	]	]	X
cana-5096	152	4	xie	xie	PROPN
cana-5096	152	5	,	,	PUNCT
cana-5096	152	6	t.	t.	PROPN
cana-5096	152	7	and	and	CCONJ
cana-5096	152	8	pentina	pentina	PROPN
cana-5096	152	9	,	,	PUNCT
cana-5096	152	10	i.	i.	NOUN
cana-5096	152	11	(	(	PUNCT
cana-5096	152	12	2022	2022	NUM
cana-5096	152	13	)	)	PUNCT
cana-5096	152	14	‘	'	PUNCT
cana-5096	152	15	attachment	attachment	NOUN
cana-5096	152	16	theory	theory	NOUN
cana-5096	152	17	as	as	ADP
cana-5096	152	18	a	a	DET
cana-5096	152	19	framework	framework	NOUN
cana-5096	152	20	to	to	PART
cana-5096	152	21	understand	understand	VERB
cana-5096	152	22	relationships	relationship	NOUN
cana-5096	152	23	with	with	ADP
cana-5096	152	24	social	social	ADJ
cana-5096	152	25	chatbots	chatbot	NOUN
cana-5096	152	26	:	:	PUNCT
cana-5096	152	27	a	a	DET
cana-5096	152	28	case	case	NOUN
cana-5096	152	29	study	study	NOUN
cana-5096	152	30	of	of	ADP
cana-5096	152	31	replika	replika	NOUN
cana-5096	152	32	’	'	PUNCT
cana-5096	152	33	,	,	PUNCT
cana-5096	152	34	in	in	ADP
cana-5096	152	35	proceedings	proceeding	NOUN
cana-5096	152	36	of	of	ADP
cana-5096	152	37	the	the	DET
cana-5096	152	38	annual	annual	ADJ
cana-5096	152	39	hawaii	hawaii	PROPN
cana-5096	152	40	international	international	PROPN
cana-5096	152	41	conference	conference	NOUN
cana-5096	152	42	on	on	ADP
cana-5096	152	43	system	system	NOUN
cana-5096	152	44	sciences	science	NOUN
cana-5096	152	45	.	.	PUNCT
cana-5096	153	1	available	available	ADJ
cana-5096	153	2	at	at	ADP
cana-5096	153	3	:	:	PUNCT
cana-5096	153	4	https://doi.org/10.24251/hicss.2022.258	https://doi.org/10.24251/hicss.2022.258	PROPN
cana-5096	153	5	.	.	PUNCT