id	sid	tid	token	lemma	pos
cana-3391	1	1	communications	communication	NOUN
cana-3391	1	2	on	on	ADP
cana-3391	1	3	applied	apply	VERB
cana-3391	1	4	nonlinear	nonlinear	ADJ
cana-3391	1	5	analysis	analysis	NOUN
cana-3391	1	6	issn	issn	NOUN
cana-3391	1	7	:	:	PUNCT
cana-3391	1	8	1074	1074	NUM
cana-3391	1	9	-	-	PUNCT
cana-3391	1	10	133x	133x	NUM
cana-3391	1	11	vol	vol	NOUN
cana-3391	1	12	32	32	NUM
cana-3391	1	13	no	no	NOUN
cana-3391	1	14	.	.	PUNCT
cana-3391	2	1	7s	7	NOUN
cana-3391	2	2	(	(	PUNCT
cana-3391	2	3	2025	2025	NUM
cana-3391	2	4	)	)	PUNCT
cana-3391	2	5	257	257	NUM
cana-3391	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	2	7	advancing	advance	VERB
cana-3391	2	8	mental	mental	ADJ
cana-3391	2	9	health	health	NOUN
cana-3391	2	10	diagnostics	diagnostic	NOUN
cana-3391	2	11	through	through	ADP
cana-3391	2	12	the	the	DET
cana-3391	2	13	fusion	fusion	NOUN
cana-3391	2	14	of	of	ADP
cana-3391	2	15	multimodal	multimodal	NOUN
cana-3391	2	16	data	datum	NOUN
cana-3391	2	17	with	with	ADP
cana-3391	2	18	cnn	cnn	PROPN
cana-3391	2	19	and	and	CCONJ
cana-3391	2	20	lstm	lstm	PROPN
cana-3391	2	21	techniques	technique	NOUN
cana-3391	2	22	chhaya	chhaya	PROPN
cana-3391	2	23	nayak1	nayak1	PROPN
cana-3391	3	1	*	*	PUNCT
cana-3391	3	2	,	,	PUNCT
cana-3391	3	3	sachin	sachin	ADJ
cana-3391	3	4	patel2	patel2	NOUN
cana-3391	3	5	1	1	NUM
cana-3391	3	6	research	research	NOUN
cana-3391	3	7	scholar	scholar	NOUN
cana-3391	3	8	department	department	NOUN
cana-3391	3	9	of	of	ADP
cana-3391	3	10	computer	computer	NOUN
cana-3391	3	11	science	science	NOUN
cana-3391	3	12	,	,	PUNCT
cana-3391	3	13	sage	sage	NOUN
cana-3391	3	14	university	university	NOUN
cana-3391	3	15	,	,	PUNCT
cana-3391	3	16	indore	indore	PROPN
cana-3391	3	17	,	,	PUNCT
cana-3391	3	18	madhya	madhya	PROPN
cana-3391	3	19	pradesh	pradesh	PROPN
cana-3391	3	20	1	1	NUM
cana-3391	3	21	assistant	assistant	NOUN
cana-3391	3	22	professor	professor	NOUN
cana-3391	3	23	,	,	PUNCT
cana-3391	3	24	pimpri	pimpri	NOUN
cana-3391	3	25	chinchwad	chinchwad	PROPN
cana-3391	3	26	college	college	PROPN
cana-3391	3	27	of	of	ADP
cana-3391	3	28	engineering	engineering	PROPN
cana-3391	3	29	,	,	PUNCT
cana-3391	3	30	pune	pune	PROPN
cana-3391	3	31	,	,	PUNCT
cana-3391	3	32	maharashtra	maharashtra	PROPN
cana-3391	3	33	2	2	NUM
cana-3391	3	34	associate	associate	NOUN
cana-3391	3	35	professor	professor	NOUN
cana-3391	3	36	department	department	NOUN
cana-3391	3	37	of	of	ADP
cana-3391	3	38	computer	computer	NOUN
cana-3391	3	39	science	science	NOUN
cana-3391	3	40	,	,	PUNCT
cana-3391	3	41	sage	sage	NOUN
cana-3391	3	42	university	university	NOUN
cana-3391	3	43	,	,	PUNCT
cana-3391	3	44	indore	indore	PROPN
cana-3391	3	45	,	,	PUNCT
cana-3391	3	46	madhya	madhya	PROPN
cana-3391	3	47	pradesh	pradesh	PROPN
cana-3391	3	48	mail	mail	PROPN
cana-3391	3	49	:	:	PUNCT
cana-3391	4	1	chhaya2007@gmail.com	chhaya2007@gmail.com	X
cana-3391	4	2	article	article	NOUN
cana-3391	4	3	history	history	NOUN
cana-3391	4	4	:	:	PUNCT
cana-3391	4	5	received	receive	VERB
cana-3391	4	6	:	:	PUNCT
cana-3391	4	7	25	25	NUM
cana-3391	4	8	-	-	SYM
cana-3391	4	9	10	10	NUM
cana-3391	4	10	-	-	PUNCT
cana-3391	4	11	2024	2024	NUM
cana-3391	4	12	revised:07	revised:07	ADJ
cana-3391	4	13	-	-	PUNCT
cana-3391	4	14	11	11	NUM
cana-3391	4	15	-	-	PUNCT
cana-3391	4	16	2024	2024	NUM
cana-3391	4	17	accepted:15	accepted:15	NOUN
cana-3391	4	18	-	-	PUNCT
cana-3391	4	19	12	12	NUM
cana-3391	4	20	-	-	PUNCT
cana-3391	4	21	2024	2024	NUM
cana-3391	4	22	abstract	abstract	NOUN
cana-3391	4	23	:	:	PUNCT
cana-3391	4	24	multimodal	multimodal	ADJ
cana-3391	4	25	assessment	assessment	NOUN
cana-3391	4	26	of	of	ADP
cana-3391	4	27	mental	mental	ADJ
cana-3391	4	28	health	health	NOUN
cana-3391	4	29	disorders	disorder	NOUN
cana-3391	4	30	is	be	AUX
cana-3391	4	31	an	an	DET
cana-3391	4	32	important	important	ADJ
cana-3391	4	33	problem	problem	NOUN
cana-3391	4	34	to	to	PART
cana-3391	4	35	solve	solve	VERB
cana-3391	4	36	since	since	SCONJ
cana-3391	4	37	millions	million	NOUN
cana-3391	4	38	of	of	ADP
cana-3391	4	39	people	people	NOUN
cana-3391	4	40	suffer	suffer	VERB
cana-3391	4	41	from	from	ADP
cana-3391	4	42	disorders	disorder	NOUN
cana-3391	4	43	while	while	SCONJ
cana-3391	4	44	approaches	approach	NOUN
cana-3391	4	45	to	to	PART
cana-3391	4	46	detect	detect	VERB
cana-3391	4	47	them	they	PRON
cana-3391	4	48	are	be	AUX
cana-3391	4	49	often	often	ADV
cana-3391	4	50	time	time	NOUN
cana-3391	4	51	-	-	PUNCT
cana-3391	4	52	consuming	consume	VERB
cana-3391	4	53	and	and	CCONJ
cana-3391	4	54	non	non	ADJ
cana-3391	4	55	-	-	NOUN
cana-3391	4	56	objective	objective	ADJ
cana-3391	4	57	.	.	PUNCT
cana-3391	5	1	this	this	DET
cana-3391	5	2	work	work	NOUN
cana-3391	5	3	aims	aim	VERB
cana-3391	5	4	to	to	PART
cana-3391	5	5	develop	develop	VERB
cana-3391	5	6	advanced	advanced	ADJ
cana-3391	5	7	diagnostic	diagnostic	ADJ
cana-3391	5	8	approaches	approach	NOUN
cana-3391	5	9	by	by	ADP
cana-3391	5	10	using	use	VERB
cana-3391	5	11	the	the	DET
cana-3391	5	12	additional	additional	ADJ
cana-3391	5	13	modalities	modality	NOUN
cana-3391	5	14	like	like	ADP
cana-3391	5	15	speech	speech	NOUN
cana-3391	5	16	,	,	PUNCT
cana-3391	5	17	facial	facial	ADJ
cana-3391	5	18	expression	expression	NOUN
cana-3391	5	19	,	,	PUNCT
cana-3391	5	20	and	and	CCONJ
cana-3391	5	21	physiological	physiological	ADJ
cana-3391	5	22	data	datum	NOUN
cana-3391	5	23	to	to	PART
cana-3391	5	24	include	include	VERB
cana-3391	5	25	the	the	DET
cana-3391	5	26	complex	complex	ADJ
cana-3391	5	27	and	and	CCONJ
cana-3391	5	28	multiple	multiple	ADJ
cana-3391	5	29	signals	signal	NOUN
cana-3391	5	30	of	of	ADP
cana-3391	5	31	psychopathology	psychopathology	NOUN
cana-3391	5	32	.	.	PUNCT
cana-3391	6	1	in	in	ADP
cana-3391	6	2	this	this	DET
cana-3391	6	3	paper	paper	NOUN
cana-3391	6	4	,	,	PUNCT
cana-3391	6	5	synthetic	synthetic	ADJ
cana-3391	6	6	spatial	spatial	ADJ
cana-3391	6	7	features	feature	NOUN
cana-3391	6	8	are	be	AUX
cana-3391	6	9	extracted	extract	VERB
cana-3391	6	10	using	use	VERB
cana-3391	6	11	the	the	DET
cana-3391	6	12	convolutional	convolutional	ADJ
cana-3391	6	13	neural	neural	ADJ
cana-3391	6	14	networks	network	NOUN
cana-3391	6	15	(	(	PUNCT
cana-3391	6	16	cnns	cnns	PROPN
cana-3391	6	17	)	)	PUNCT
cana-3391	6	18	while	while	SCONJ
cana-3391	6	19	the	the	DET
cana-3391	6	20	temporal	temporal	ADJ
cana-3391	6	21	features	feature	NOUN
cana-3391	6	22	are	be	AUX
cana-3391	6	23	adopted	adopt	VERB
cana-3391	6	24	by	by	ADP
cana-3391	6	25	utilizing	utilize	VERB
cana-3391	6	26	the	the	DET
cana-3391	6	27	long	long	ADJ
cana-3391	6	28	short	short	ADJ
cana-3391	6	29	-	-	PUNCT
cana-3391	6	30	term	term	NOUN
cana-3391	6	31	memory	memory	NOUN
cana-3391	6	32	(	(	PUNCT
cana-3391	6	33	lstm	lstm	NOUN
cana-3391	6	34	)	)	PUNCT
cana-3391	6	35	network	network	NOUN
cana-3391	6	36	to	to	PART
cana-3391	6	37	solve	solve	VERB
cana-3391	6	38	both	both	CCONJ
cana-3391	6	39	spatial	spatial	ADJ
cana-3391	6	40	and	and	CCONJ
cana-3391	6	41	sequential	sequential	ADJ
cana-3391	6	42	data	datum	NOUN
cana-3391	6	43	problems	problem	NOUN
cana-3391	6	44	.	.	PUNCT
cana-3391	7	1	when	when	SCONJ
cana-3391	7	2	integrating	integrate	VERB
cana-3391	7	3	these	these	DET
cana-3391	7	4	models	model	NOUN
cana-3391	7	5	,	,	PUNCT
cana-3391	7	6	we	we	PRON
cana-3391	7	7	obtain	obtain	VERB
cana-3391	7	8	a	a	DET
cana-3391	7	9	solid	solid	ADJ
cana-3391	7	10	diagnostic	diagnostic	ADJ
cana-3391	7	11	system	system	NOUN
cana-3391	7	12	that	that	PRON
cana-3391	7	13	offers	offer	VERB
cana-3391	7	14	more	more	ADJ
cana-3391	7	15	profound	profound	ADJ
cana-3391	7	16	analysis	analysis	NOUN
cana-3391	7	17	of	of	ADP
cana-3391	7	18	diverse	diverse	ADJ
cana-3391	7	19	mental	mental	ADJ
cana-3391	7	20	health	health	NOUN
cana-3391	7	21	conditions	condition	NOUN
cana-3391	7	22	.	.	PUNCT
cana-3391	8	1	the	the	DET
cana-3391	8	2	findings	finding	NOUN
cana-3391	8	3	also	also	ADV
cana-3391	8	4	corroborate	corroborate	VERB
cana-3391	8	5	that	that	SCONJ
cana-3391	8	6	the	the	DET
cana-3391	8	7	fusion	fusion	NOUN
cana-3391	8	8	model	model	NOUN
cana-3391	8	9	has	have	VERB
cana-3391	8	10	higher	high	ADJ
cana-3391	8	11	accuracy	accuracy	NOUN
cana-3391	8	12	and	and	CCONJ
cana-3391	8	13	reliability	reliability	NOUN
cana-3391	8	14	than	than	ADP
cana-3391	8	15	single	single	ADJ
cana-3391	8	16	modal	modal	NOUN
cana-3391	8	17	and	and	CCONJ
cana-3391	8	18	single	single	ADJ
cana-3391	8	19	technique	technique	NOUN
cana-3391	8	20	-	-	PUNCT
cana-3391	8	21	based	base	VERB
cana-3391	8	22	approaches	approach	NOUN
cana-3391	8	23	in	in	ADP
cana-3391	8	24	different	different	ADJ
cana-3391	8	25	mental	mental	ADJ
cana-3391	8	26	health	health	NOUN
cana-3391	8	27	conditions	condition	NOUN
cana-3391	8	28	.	.	PUNCT
cana-3391	9	1	what	what	PRON
cana-3391	9	2	is	be	AUX
cana-3391	9	3	more	more	ADJ
cana-3391	9	4	it	it	PRON
cana-3391	9	5	not	not	PART
cana-3391	9	6	only	only	ADV
cana-3391	9	7	refining	refine	VERB
cana-3391	9	8	diagnostics	diagnostic	NOUN
cana-3391	9	9	but	but	CCONJ
cana-3391	9	10	also	also	ADV
cana-3391	9	11	creates	create	VERB
cana-3391	9	12	new	new	ADJ
cana-3391	9	13	opportunities	opportunity	NOUN
cana-3391	9	14	for	for	ADP
cana-3391	9	15	early	early	ADJ
cana-3391	9	16	detection	detection	NOUN
cana-3391	9	17	and	and	CCONJ
cana-3391	9	18	individual	individual	ADJ
cana-3391	9	19	approach	approach	NOUN
cana-3391	9	20	in	in	ADP
cana-3391	9	21	immediate	immediate	ADJ
cana-3391	9	22	treatment	treatment	NOUN
cana-3391	9	23	.	.	PUNCT
cana-3391	10	1	the	the	DET
cana-3391	10	2	work	work	NOUN
cana-3391	10	3	underlines	underline	VERB
cana-3391	10	4	how	how	SCONJ
cana-3391	10	5	ai	ai	AUX
cana-3391	10	6	improves	improve	VERB
cana-3391	10	7	and	and	CCONJ
cana-3391	10	8	speeds	speed	VERB
cana-3391	10	9	up	up	ADP
cana-3391	10	10	mental	mental	ADJ
cana-3391	10	11	health	health	NOUN
cana-3391	10	12	diagnostic	diagnostic	ADJ
cana-3391	10	13	opportunities	opportunity	NOUN
cana-3391	10	14	and	and	CCONJ
cana-3391	10	15	underlines	underline	VERB
cana-3391	10	16	the	the	DET
cana-3391	10	17	necessity	necessity	NOUN
cana-3391	10	18	of	of	ADP
cana-3391	10	19	using	use	VERB
cana-3391	10	20	a	a	DET
cana-3391	10	21	multi	multi	ADJ
cana-3391	10	22	-	-	ADJ
cana-3391	10	23	modal	modal	ADJ
cana-3391	10	24	approach	approach	NOUN
cana-3391	10	25	for	for	ADP
cana-3391	10	26	the	the	DET
cana-3391	10	27	assessment	assessment	NOUN
cana-3391	10	28	and	and	CCONJ
cana-3391	10	29	management	management	NOUN
cana-3391	10	30	of	of	ADP
cana-3391	10	31	patients	patient	NOUN
cana-3391	10	32	’	'	PUNCT
cana-3391	10	33	conditions	condition	NOUN
cana-3391	10	34	.	.	PUNCT
cana-3391	11	1	keywords	keyword	NOUN
cana-3391	11	2	:	:	PUNCT
cana-3391	11	3	mental	mental	ADJ
cana-3391	11	4	health	health	NOUN
cana-3391	11	5	diagnostics	diagnostic	NOUN
cana-3391	11	6	,	,	PUNCT
cana-3391	11	7	multimodal	multimodal	NOUN
cana-3391	11	8	data	datum	NOUN
cana-3391	11	9	,	,	PUNCT
cana-3391	11	10	cnn	cnn	PROPN
cana-3391	11	11	,	,	PUNCT
cana-3391	11	12	lstm	lstm	PROPN
cana-3391	11	13	,	,	PUNCT
cana-3391	11	14	ai	ai	VERB
cana-3391	11	15	in	in	ADP
cana-3391	11	16	healthcare	healthcare	NOUN
cana-3391	11	17	,	,	PUNCT
cana-3391	11	18	temporal	temporal	ADJ
cana-3391	11	19	dynamics	dynamic	NOUN
cana-3391	11	20	.	.	PUNCT
cana-3391	12	1	introduction	introduction	NOUN
cana-3391	12	2	difficulties	difficulty	NOUN
cana-3391	12	3	in	in	ADP
cana-3391	12	4	current	current	ADJ
cana-3391	12	5	mental	mental	ADJ
cana-3391	12	6	health	health	NOUN
cana-3391	12	7	diagnostics	diagnostic	NOUN
cana-3391	12	8	depression	depression	NOUN
cana-3391	12	9	,	,	PUNCT
cana-3391	12	10	anxiety	anxiety	NOUN
cana-3391	12	11	,	,	PUNCT
cana-3391	12	12	schizophrenia	schizophrenia	NOUN
cana-3391	12	13	,	,	PUNCT
cana-3391	12	14	bipolar	bipolar	ADJ
cana-3391	12	15	affective	affective	ADJ
cana-3391	12	16	disorder	disorder	NOUN
cana-3391	12	17	,	,	PUNCT
cana-3391	12	18	are	be	AUX
cana-3391	12	19	some	some	PRON
cana-3391	12	20	of	of	ADP
cana-3391	12	21	the	the	DET
cana-3391	12	22	most	most	ADV
cana-3391	12	23	significant	significant	ADJ
cana-3391	12	24	noncommunicable	noncommunicable	ADJ
cana-3391	12	25	diseases	disease	NOUN
cana-3391	12	26	causing	cause	VERB
cana-3391	12	27	disability	disability	NOUN
cana-3391	12	28	as	as	SCONJ
cana-3391	12	29	postulated	postulate	VERB
cana-3391	12	30	by	by	ADP
cana-3391	12	31	who	who	PRON
cana-3391	12	32	.	.	PUNCT
cana-3391	13	1	diagnostic	diagnostic	ADJ
cana-3391	13	2	procedures	procedure	NOUN
cana-3391	13	3	in	in	ADP
cana-3391	13	4	mental	mental	ADJ
cana-3391	13	5	health	health	NOUN
cana-3391	13	6	are	be	AUX
cana-3391	13	7	still	still	ADV
cana-3391	13	8	not	not	PART
cana-3391	13	9	very	very	ADV
cana-3391	13	10	accurate	accurate	ADJ
cana-3391	13	11	,	,	PUNCT
cana-3391	13	12	and	and	CCONJ
cana-3391	13	13	mostly	mostly	ADV
cana-3391	13	14	based	base	VERB
cana-3391	13	15	on	on	ADP
cana-3391	13	16	subjective	subjective	ADJ
cana-3391	13	17	judgments	judgment	NOUN
cana-3391	13	18	despite	despite	SCONJ
cana-3391	13	19	they	they	PRON
cana-3391	13	20	are	be	AUX
cana-3391	13	21	widespread[1	widespread[1	X
cana-3391	13	22	]	]	PUNCT
cana-3391	13	23	and	and	CCONJ
cana-3391	13	24	crucial	crucial	ADJ
cana-3391	13	25	in	in	ADP
cana-3391	13	26	clinical	clinical	ADJ
cana-3391	13	27	practice	practice	NOUN
cana-3391	13	28	.	.	PUNCT
cana-3391	14	1	a	a	DET
cana-3391	14	2	number	number	NOUN
cana-3391	14	3	of	of	ADP
cana-3391	14	4	conventional	conventional	ADJ
cana-3391	14	5	approaches	approach	NOUN
cana-3391	14	6	,	,	PUNCT
cana-3391	14	7	such	such	ADJ
cana-3391	14	8	as	as	ADP
cana-3391	14	9	interviewing	interview	VERB
cana-3391	14	10	the	the	DET
cana-3391	14	11	patient	patient	NOUN
cana-3391	14	12	,	,	PUNCT
cana-3391	14	13	using	use	VERB
cana-3391	14	14	self	self	NOUN
cana-3391	14	15	-	-	PUNCT
cana-3391	14	16	completed	complete	VERB
cana-3391	14	17	questionnaires	questionnaire	NOUN
cana-3391	14	18	and	and	CCONJ
cana-3391	14	19	clinical	clinical	ADJ
cana-3391	14	20	assessments	assessment	NOUN
cana-3391	14	21	,	,	PUNCT
cana-3391	14	22	contain	contain	VERB
cana-3391	14	23	a	a	DET
cana-3391	14	24	great	great	ADJ
cana-3391	14	25	number	number	NOUN
cana-3391	14	26	of	of	ADP
cana-3391	14	27	subjective	subjective	ADJ
cana-3391	14	28	factors	factor	NOUN
cana-3391	14	29	.	.	PUNCT
cana-3391	15	1	such	such	ADJ
cana-3391	15	2	approaches	approach	NOUN
cana-3391	15	3	usually	usually	ADV
cana-3391	15	4	miss	miss	VERB
cana-3391	15	5	such	such	ADJ
cana-3391	15	6	symptoms	symptom	NOUN
cana-3391	15	7	or	or	CCONJ
cana-3391	15	8	the	the	DET
cana-3391	15	9	onset	onset	NOUN
cana-3391	15	10	symptoms	symptom	NOUN
cana-3391	15	11	of	of	ADP
cana-3391	15	12	the	the	DET
cana-3391	15	13	disease	disease	NOUN
cana-3391	15	14	,	,	PUNCT
cana-3391	15	15	hence	hence	ADV
cana-3391	15	16	delaying	delay	VERB
cana-3391	15	17	management	management	NOUN
cana-3391	15	18	.	.	PUNCT
cana-3391	16	1	again	again	ADV
cana-3391	16	2	,	,	PUNCT
cana-3391	16	3	these	these	DET
cana-3391	16	4	vague	vague	ADJ
cana-3391	16	5	terms	term	NOUN
cana-3391	16	6	do	do	AUX
cana-3391	16	7	not	not	PART
cana-3391	16	8	help	help	VERB
cana-3391	16	9	in	in	ADP
cana-3391	16	10	demarcating	demarcating	NOUN
cana-3391	16	11	between	between	ADP
cana-3391	16	12	conditions	condition	NOUN
cana-3391	16	13	that	that	PRON
cana-3391	16	14	may	may	AUX
cana-3391	16	15	have	have	VERB
cana-3391	16	16	some	some	DET
cana-3391	16	17	or	or	CCONJ
cana-3391	16	18	significant	significant	ADJ
cana-3391	16	19	overlap	overlap	NOUN
cana-3391	16	20	or	or	CCONJ
cana-3391	16	21	those	those	PRON
cana-3391	16	22	with	with	ADP
cana-3391	16	23	comorbidity	comorbidity	NOUN
cana-3391	16	24	status	status	NOUN
cana-3391	16	25	;	;	PUNCT
cana-3391	16	26	the	the	DET
cana-3391	16	27	absence	absence	NOUN
cana-3391	16	28	of	of	ADP
cana-3391	16	29	quantifiable	quantifiable	ADJ
cana-3391	16	30	and	and	CCONJ
cana-3391	16	31	consistent	consistent	ADJ
cana-3391	16	32	diagnosis	diagnosis	NOUN
cana-3391	16	33	instruments	instrument	NOUN
cana-3391	16	34	compounds	compound	VERB
cana-3391	16	35	this	this	DET
cana-3391	16	36	problem	problem	NOUN
cana-3391	16	37	to	to	ADP
cana-3391	16	38	the	the	DET
cana-3391	16	39	caregiver	caregiver	NOUN
cana-3391	16	40	.	.	PUNCT
cana-3391	17	1	communications	communication	NOUN
cana-3391	17	2	on	on	ADP
cana-3391	17	3	applied	apply	VERB
cana-3391	17	4	nonlinear	nonlinear	ADJ
cana-3391	17	5	analysis	analysis	NOUN
cana-3391	17	6	issn	issn	NOUN
cana-3391	17	7	:	:	PUNCT
cana-3391	17	8	1074	1074	NUM
cana-3391	17	9	-	-	PUNCT
cana-3391	17	10	133x	133x	NUM
cana-3391	17	11	vol	vol	NOUN
cana-3391	17	12	32	32	NUM
cana-3391	17	13	no	no	NOUN
cana-3391	17	14	.	.	PUNCT
cana-3391	18	1	7s	7	NOUN
cana-3391	18	2	(	(	PUNCT
cana-3391	18	3	2025	2025	NUM
cana-3391	18	4	)	)	PUNCT
cana-3391	18	5	258	258	NUM
cana-3391	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	18	7	importance	importance	NOUN
cana-3391	18	8	of	of	ADP
cana-3391	18	9	multimodal	multimodal	NOUN
cana-3391	18	10	data	datum	NOUN
cana-3391	18	11	big	big	ADJ
cana-3391	18	12	data	datum	NOUN
cana-3391	18	13	in	in	ADP
cana-3391	18	14	its	its	PRON
cana-3391	18	15	multimodal	multimodal	NOUN
cana-3391	18	16	form	form	NOUN
cana-3391	18	17	is	be	AUX
cana-3391	18	18	a	a	DET
cana-3391	18	19	transformative	transformative	ADJ
cana-3391	18	20	opportunity	opportunity	NOUN
cana-3391	18	21	to	to	PART
cana-3391	18	22	expand	expand	VERB
cana-3391	18	23	and	and	CCONJ
cana-3391	18	24	enrich	enrich	VERB
cana-3391	18	25	the	the	DET
cana-3391	18	26	reliability	reliability	NOUN
cana-3391	18	27	of	of	ADP
cana-3391	18	28	mental	mental	ADJ
cana-3391	18	29	health	health	NOUN
cana-3391	18	30	diagnostics	diagnostic	NOUN
cana-3391	18	31	.	.	PUNCT
cana-3391	19	1	by	by	ADP
cana-3391	19	2	blending	blend	VERB
cana-3391	19	3	call	call	NOUN
cana-3391	19	4	,	,	PUNCT
cana-3391	19	5	face	face	NOUN
cana-3391	19	6	and/or	and/or	CCONJ
cana-3391	19	7	body	body	NOUN
cana-3391	19	8	movements	movement	NOUN
cana-3391	19	9	,	,	PUNCT
cana-3391	19	10	heart	heart	NOUN
cana-3391	19	11	rate	rate	NOUN
cana-3391	19	12	,	,	PUNCT
cana-3391	19	13	skin	skin	NOUN
cana-3391	19	14	electric	electric	ADJ
cana-3391	19	15	conductivity	conductivity	NOUN
cana-3391	19	16	,	,	PUNCT
cana-3391	19	17	and	and	CCONJ
cana-3391	19	18	text	text	NOUN
cana-3391	19	19	analysis	analysis	NOUN
cana-3391	19	20	of	of	ADP
cana-3391	19	21	the	the	DET
cana-3391	19	22	language	language	NOUN
cana-3391	19	23	used	use	VERB
cana-3391	19	24	by	by	ADP
cana-3391	19	25	or	or	CCONJ
cana-3391	19	26	to	to	ADP
cana-3391	19	27	the	the	DET
cana-3391	19	28	patient	patient	NOUN
cana-3391	19	29	,	,	PUNCT
cana-3391	19	30	the	the	DET
cana-3391	19	31	medical	medical	ADJ
cana-3391	19	32	professionals	professional	NOUN
cana-3391	19	33	can	can	AUX
cana-3391	19	34	gain	gain	VERB
cana-3391	19	35	a	a	DET
cana-3391	19	36	broader	broad	ADJ
cana-3391	19	37	view	view	NOUN
cana-3391	19	38	of	of	ADP
cana-3391	19	39	the	the	DET
cana-3391	19	40	state	state	NOUN
cana-3391	19	41	the	the	DET
cana-3391	19	42	referred	refer	VERB
cana-3391	19	43	patient	patient	NOUN
cana-3391	19	44	is	be	AUX
cana-3391	19	45	in	in	ADP
cana-3391	19	46	.	.	PUNCT
cana-3391	20	1	all	all	PRON
cana-3391	20	2	of	of	ADP
cana-3391	20	3	the	the	DET
cana-3391	20	4	above	above	ADV
cana-3391	20	5	-	-	PUNCT
cana-3391	20	6	mentioned	mention	VERB
cana-3391	20	7	modalities	modality	NOUN
cana-3391	20	8	make	make	VERB
cana-3391	20	9	an	an	DET
cana-3391	20	10	assessment	assessment	NOUN
cana-3391	20	11	of	of	ADP
cana-3391	20	12	behavior	behavior	NOUN
cana-3391	20	13	and	and	CCONJ
cana-3391	20	14	cognition	cognition	NOUN
cana-3391	20	15	garner	garner	VERB
cana-3391	20	16	different	different	ADJ
cana-3391	20	17	facets	facet	NOUN
cana-3391	20	18	thus	thus	ADV
cana-3391	20	19	making	make	VERB
cana-3391	20	20	the	the	DET
cana-3391	20	21	approach	approach	NOUN
cana-3391	20	22	more	more	ADV
cana-3391	20	23	inclusive[2	inclusive[2	NOUN
cana-3391	20	24	]	]	PUNCT
cana-3391	20	25	.	.	PUNCT
cana-3391	21	1	for	for	ADP
cana-3391	21	2	example	example	NOUN
cana-3391	21	3	,	,	PUNCT
cana-3391	21	4	duration	duration	NOUN
cana-3391	21	5	,	,	PUNCT
cana-3391	21	6	energy	energy	NOUN
cana-3391	21	7	,	,	PUNCT
cana-3391	21	8	or	or	CCONJ
cana-3391	21	9	pitch	pitch	NOUN
cana-3391	21	10	could	could	AUX
cana-3391	21	11	point	point	VERB
cana-3391	21	12	to	to	ADP
cana-3391	21	13	the	the	DET
cana-3391	21	14	speaker	speaker	NOUN
cana-3391	21	15	’s	’s	PART
cana-3391	21	16	attitude	attitude	NOUN
cana-3391	21	17	,	,	PUNCT
cana-3391	21	18	while	while	SCONJ
cana-3391	21	19	the	the	DET
cana-3391	21	20	mind	mind	NOUN
cana-3391	21	21	might	might	AUX
cana-3391	21	22	show	show	VERB
cana-3391	21	23	that	that	SCONJ
cana-3391	21	24	the	the	DET
cana-3391	21	25	speaker	speaker	NOUN
cana-3391	21	26	is	be	AUX
cana-3391	21	27	lying	lie	VERB
cana-3391	21	28	or	or	CCONJ
cana-3391	21	29	hiding	hide	VERB
cana-3391	21	30	something	something	PRON
cana-3391	21	31	,	,	PUNCT
cana-3391	21	32	body	body	NOUN
cana-3391	21	33	activation	activation	NOUN
cana-3391	21	34	reveals	reveal	VERB
cana-3391	21	35	stress	stress	NOUN
cana-3391	21	36	or	or	CCONJ
cana-3391	21	37	anxiety	anxiety	NOUN
cana-3391	21	38	.	.	PUNCT
cana-3391	22	1	incorporation	incorporation	NOUN
cana-3391	22	2	of	of	ADP
cana-3391	22	3	all	all	DET
cana-3391	22	4	these	these	DET
cana-3391	22	5	data	datum	NOUN
cana-3391	22	6	sources	source	NOUN
cana-3391	22	7	makes	make	VERB
cana-3391	22	8	it	it	PRON
cana-3391	22	9	easier	easy	ADJ
cana-3391	22	10	to	to	PART
cana-3391	22	11	provide	provide	VERB
cana-3391	22	12	a	a	DET
cana-3391	22	13	more	more	ADV
cana-3391	22	14	precise	precise	ADJ
cana-3391	22	15	and	and	CCONJ
cana-3391	22	16	detailed	detailed	ADJ
cana-3391	22	17	assessment	assessment	NOUN
cana-3391	22	18	of	of	ADP
cana-3391	22	19	mental	mental	ADJ
cana-3391	22	20	health	health	NOUN
cana-3391	22	21	conditions	condition	NOUN
cana-3391	22	22	than	than	ADP
cana-3391	22	23	single	single	ADJ
cana-3391	22	24	-	-	PUNCT
cana-3391	22	25	modal	modal	NOUN
cana-3391	22	26	approaches	approach	NOUN
cana-3391	22	27	.	.	PUNCT
cana-3391	23	1	in	in	ADP
cana-3391	23	2	this	this	DET
cana-3391	23	3	part	part	NOUN
cana-3391	23	4	,	,	PUNCT
cana-3391	23	5	motivation	motivation	NOUN
cana-3391	23	6	for	for	ADP
cana-3391	23	7	the	the	DET
cana-3391	23	8	integration	integration	NOUN
cana-3391	23	9	of	of	ADP
cana-3391	23	10	both	both	CCONJ
cana-3391	23	11	cnns	cnn	NOUN
cana-3391	23	12	and	and	CCONJ
cana-3391	23	13	lstms	lstms	NOUN
cana-3391	23	14	has	have	AUX
cana-3391	23	15	been	be	AUX
cana-3391	23	16	described	describe	VERB
cana-3391	23	17	.	.	PUNCT
cana-3391	24	1	the	the	DET
cana-3391	24	2	reported	report	VERB
cana-3391	24	3	improvement	improvement	NOUN
cana-3391	24	4	in	in	ADP
cana-3391	24	5	deep	deep	ADJ
cana-3391	24	6	learning	learning	NOUN
cana-3391	24	7	capabilities	capability	NOUN
cana-3391	24	8	has	have	AUX
cana-3391	24	9	revealed	reveal	VERB
cana-3391	24	10	a	a	DET
cana-3391	24	11	lot	lot	NOUN
cana-3391	24	12	of	of	ADP
cana-3391	24	13	prospects	prospect	NOUN
cana-3391	24	14	in	in	ADP
cana-3391	24	15	handling	handling	NOUN
cana-3391	24	16	and	and	CCONJ
cana-3391	24	17	analyzing	analyze	VERB
cana-3391	24	18	multidimensional	multidimensional	ADJ
cana-3391	24	19	data	datum	NOUN
cana-3391	24	20	.	.	PUNCT
cana-3391	25	1	cnns	cnns	PROPN
cana-3391	25	2	are	be	AUX
cana-3391	25	3	particularly	particularly	ADV
cana-3391	25	4	effective	effective	ADJ
cana-3391	25	5	in	in	ADP
cana-3391	25	6	local	local	ADJ
cana-3391	25	7	feature	feature	NOUN
cana-3391	25	8	extraction	extraction	NOUN
cana-3391	25	9	and	and	CCONJ
cana-3391	25	10	therefore	therefore	ADV
cana-3391	25	11	ideal	ideal	ADJ
cana-3391	25	12	for	for	ADP
cana-3391	25	13	analysis	analysis	NOUN
cana-3391	25	14	of	of	ADP
cana-3391	25	15	spatiotemporal	spatiotemporal	ADJ
cana-3391	25	16	data	datum	NOUN
cana-3391	25	17	like	like	ADP
cana-3391	25	18	facial	facial	ADJ
cana-3391	25	19	expressions	expression	NOUN
cana-3391	25	20	and	and	CCONJ
cana-3391	25	21	video	video	NOUN
cana-3391	25	22	frames	frame	NOUN
cana-3391	25	23	.	.	PUNCT
cana-3391	26	1	while	while	SCONJ
cana-3391	26	2	recurrent	recurrent	ADJ
cana-3391	26	3	neural	neural	ADJ
cana-3391	26	4	networks	network	NOUN
cana-3391	26	5	rnns	rnn	NOUN
cana-3391	26	6	are	be	AUX
cana-3391	26	7	suitable	suitable	ADJ
cana-3391	26	8	for	for	ADP
cana-3391	26	9	sequential	sequential	ADJ
cana-3391	26	10	data	datum	NOUN
cana-3391	26	11	which	which	PRON
cana-3391	26	12	allows	allow	VERB
cana-3391	26	13	to	to	PART
cana-3391	26	14	model	model	VERB
cana-3391	26	15	temporal	temporal	ADJ
cana-3391	26	16	dependencies	dependency	NOUN
cana-3391	26	17	in	in	ADP
cana-3391	26	18	the	the	DET
cana-3391	26	19	audio	audio	ADJ
cana-3391	26	20	signals	signal	NOUN
cana-3391	26	21	,	,	PUNCT
cana-3391	26	22	physiological	physiological	ADJ
cana-3391	26	23	data	datum	NOUN
cana-3391	26	24	and	and	CCONJ
cana-3391	26	25	text	text	NOUN
cana-3391	26	26	sequences	sequence	NOUN
cana-3391	26	27	long	long	ADJ
cana-3391	26	28	short	short	ADJ
cana-3391	26	29	-	-	PUNCT
cana-3391	26	30	term	term	NOUN
cana-3391	26	31	memory	memory	NOUN
cana-3391	26	32	(	(	PUNCT
cana-3391	26	33	lstm	lstm	NOUN
cana-3391	26	34	)	)	PUNCT
cana-3391	26	35	networks	network	NOUN
cana-3391	26	36	are	be	AUX
cana-3391	26	37	also	also	ADV
cana-3391	26	38	a	a	DET
cana-3391	26	39	good	good	ADJ
cana-3391	26	40	choice	choice	NOUN
cana-3391	26	41	for	for	ADP
cana-3391	26	42	sequential	sequential	ADJ
cana-3391	26	43	data	datum	NOUN
cana-3391	26	44	.	.	PUNCT
cana-3391	27	1	combining	combine	VERB
cana-3391	27	2	the	the	DET
cana-3391	27	3	cnns	cnn	NOUN
cana-3391	27	4	for	for	ADP
cana-3391	27	5	spatial	spatial	ADJ
cana-3391	27	6	understanding	understanding	NOUN
cana-3391	27	7	and	and	CCONJ
cana-3391	27	8	lstms	lstms	NOUN
cana-3391	27	9	for	for	ADP
cana-3391	27	10	temporal	temporal	ADJ
cana-3391	27	11	interpretation	interpretation	NOUN
cana-3391	27	12	,	,	PUNCT
cana-3391	27	13	a	a	DET
cana-3391	27	14	highly	highly	ADV
cana-3391	27	15	effective	effective	ADJ
cana-3391	27	16	system	system	NOUN
cana-3391	27	17	can	can	AUX
cana-3391	27	18	be	be	AUX
cana-3391	27	19	devised	devise	VERB
cana-3391	27	20	to	to	PART
cana-3391	27	21	work	work	VERB
cana-3391	27	22	for	for	ADP
cana-3391	27	23	both	both	CCONJ
cana-3391	27	24	spatial	spatial	ADJ
cana-3391	27	25	and	and	CCONJ
cana-3391	27	26	temporal	temporal	ADJ
cana-3391	27	27	data	datum	NOUN
cana-3391	27	28	analysis	analysis	NOUN
cana-3391	27	29	at	at	ADP
cana-3391	27	30	one	one	NUM
cana-3391	27	31	go	go	NOUN
cana-3391	27	32	.	.	PUNCT
cana-3391	28	1	collectively	collectively	ADV
cana-3391	28	2	,	,	PUNCT
cana-3391	28	3	this	this	DET
cana-3391	28	4	configuration	configuration	NOUN
cana-3391	28	5	is	be	AUX
cana-3391	28	6	able	able	ADJ
cana-3391	28	7	to	to	PART
cana-3391	28	8	handle	handle	VERB
cana-3391	28	9	elements	element	NOUN
cana-3391	28	10	specific	specific	ADJ
cana-3391	28	11	to	to	ADP
cana-3391	28	12	mental	mental	ADJ
cana-3391	28	13	health	health	NOUN
cana-3391	28	14	multi	multi	ADJ
cana-3391	28	15	-	-	ADJ
cana-3391	28	16	modal	modal	ADJ
cana-3391	28	17	data	datum	NOUN
cana-3391	28	18	,	,	PUNCT
cana-3391	28	19	leading	lead	VERB
cana-3391	28	20	to	to	ADP
cana-3391	28	21	a	a	DET
cana-3391	28	22	more	more	ADV
cana-3391	28	23	detailed	detailed	ADJ
cana-3391	28	24	interpretation	interpretation	NOUN
cana-3391	28	25	of	of	ADP
cana-3391	28	26	patient	patient	ADJ
cana-3391	28	27	conditions	condition	NOUN
cana-3391	28	28	.	.	PUNCT
cana-3391	29	1	the	the	DET
cana-3391	29	2	purpose	purpose	NOUN
cana-3391	29	3	of	of	ADP
cana-3391	29	4	this	this	DET
cana-3391	29	5	research	research	NOUN
cana-3391	29	6	paper	paper	NOUN
cana-3391	29	7	is	be	AUX
cana-3391	29	8	or	or	CCONJ
cana-3391	29	9	objectives	objective	NOUN
cana-3391	29	10	of	of	ADP
cana-3391	29	11	the	the	DET
cana-3391	29	12	paper	paper	NOUN
cana-3391	29	13	include	include	VERB
cana-3391	29	14	the	the	DET
cana-3391	29	15	objective	objective	NOUN
cana-3391	29	16	of	of	ADP
cana-3391	29	17	this	this	DET
cana-3391	29	18	paper	paper	NOUN
cana-3391	29	19	is	be	AUX
cana-3391	29	20	to	to	PART
cana-3391	29	21	propose	propose	VERB
cana-3391	29	22	an	an	DET
cana-3391	29	23	integrated	integrated	ADJ
cana-3391	29	24	diagnostic	diagnostic	ADJ
cana-3391	29	25	model	model	NOUN
cana-3391	29	26	based	base	VERB
cana-3391	29	27	on	on	ADP
cana-3391	29	28	the	the	DET
cana-3391	29	29	combination	combination	NOUN
cana-3391	29	30	of	of	ADP
cana-3391	29	31	cnns	cnn	NOUN
cana-3391	29	32	and	and	CCONJ
cana-3391	29	33	lstms	lstms	NOUN
cana-3391	29	34	to	to	PART
cana-3391	29	35	analyze	analyze	VERB
cana-3391	29	36	multiple	multiple	ADJ
cana-3391	29	37	data	datum	NOUN
cana-3391	29	38	streams	stream	NOUN
cana-3391	29	39	for	for	ADP
cana-3391	29	40	mental	mental	ADJ
cana-3391	29	41	health	health	NOUN
cana-3391	29	42	assessment[3	assessment[3	NOUN
cana-3391	29	43	]	]	PUNCT
cana-3391	29	44	.	.	PUNCT
cana-3391	30	1	they	they	PRON
cana-3391	30	2	include	include	VERB
cana-3391	30	3	enhancing	enhance	VERB
cana-3391	30	4	diagnostic	diagnostic	ADJ
cana-3391	30	5	precision	precision	NOUN
cana-3391	30	6	,	,	PUNCT
cana-3391	30	7	raising	raise	VERB
cana-3391	30	8	awareness	awareness	NOUN
cana-3391	30	9	of	of	ADP
cana-3391	30	10	mental	mental	ADJ
cana-3391	30	11	health	health	NOUN
cana-3391	30	12	disorders	disorder	NOUN
cana-3391	30	13	and	and	CCONJ
cana-3391	30	14	enhancing	enhance	VERB
cana-3391	30	15	individualised	individualised	ADJ
cana-3391	30	16	treatment	treatment	NOUN
cana-3391	30	17	plans	plan	NOUN
cana-3391	30	18	.	.	PUNCT
cana-3391	31	1	the	the	DET
cana-3391	31	2	emphasis	emphasis	NOUN
cana-3391	31	3	of	of	ADP
cana-3391	31	4	the	the	DET
cana-3391	31	5	work	work	NOUN
cana-3391	31	6	is	be	AUX
cana-3391	31	7	the	the	DET
cana-3391	31	8	proposal	proposal	NOUN
cana-3391	31	9	,	,	PUNCT
cana-3391	31	10	training	training	NOUN
cana-3391	31	11	,	,	PUNCT
cana-3391	31	12	and	and	CCONJ
cana-3391	31	13	evaluation	evaluation	NOUN
cana-3391	31	14	of	of	ADP
cana-3391	31	15	a	a	DET
cana-3391	31	16	model	model	NOUN
cana-3391	31	17	that	that	PRON
cana-3391	31	18	is	be	AUX
cana-3391	31	19	aimed	aim	VERB
cana-3391	31	20	to	to	PART
cana-3391	31	21	achieve	achieve	VERB
cana-3391	31	22	multimodal	multimodal	ADJ
cana-3391	31	23	integration	integration	NOUN
cana-3391	31	24	of	of	ADP
cana-3391	31	25	data	datum	NOUN
cana-3391	31	26	while	while	SCONJ
cana-3391	31	27	showcasing	showcase	VERB
cana-3391	31	28	outperforming	outperforming	NOUN
cana-3391	31	29	results	result	NOUN
cana-3391	31	30	in	in	ADP
cana-3391	31	31	comparison	comparison	NOUN
cana-3391	31	32	to	to	ADP
cana-3391	31	33	one	one	NUM
cana-3391	31	34	-	-	PUNCT
cana-3391	31	35	modal	modal	NOUN
cana-3391	31	36	approaches	approach	NOUN
cana-3391	31	37	.	.	PUNCT
cana-3391	32	1	regarding	regard	VERB
cana-3391	32	2	current	current	ADJ
cana-3391	32	3	issues	issue	NOUN
cana-3391	32	4	and	and	CCONJ
cana-3391	32	5	the	the	DET
cana-3391	32	6	development	development	NOUN
cana-3391	32	7	of	of	ADP
cana-3391	32	8	multimodal	multimodal	NOUN
cana-3391	32	9	diagnostics	diagnostic	NOUN
cana-3391	32	10	,	,	PUNCT
cana-3391	32	11	this	this	DET
cana-3391	32	12	work	work	NOUN
cana-3391	32	13	is	be	AUX
cana-3391	32	14	aimed	aim	VERB
cana-3391	32	15	at	at	ADP
cana-3391	32	16	improving	improve	VERB
cana-3391	32	17	the	the	DET
cana-3391	32	18	paradigm	paradigm	NOUN
cana-3391	32	19	of	of	ADP
cana-3391	32	20	mental	mental	ADJ
cana-3391	32	21	health	health	NOUN
cana-3391	32	22	support	support	NOUN
cana-3391	32	23	by	by	ADP
cana-3391	32	24	enhancing	enhance	VERB
cana-3391	32	25	timely	timely	ADJ
cana-3391	32	26	and	and	CCONJ
cana-3391	32	27	accurate	accurate	ADJ
cana-3391	32	28	diagnostics	diagnostic	NOUN
cana-3391	32	29	.	.	PUNCT
cana-3391	33	1	related	relate	VERB
cana-3391	33	2	work	work	NOUN
cana-3391	33	3	previous	previous	ADJ
cana-3391	33	4	diagnostic	diagnostic	ADJ
cana-3391	33	5	methodologies	methodology	NOUN
cana-3391	33	6	and	and	CCONJ
cana-3391	33	7	their	their	PRON
cana-3391	33	8	disadvantages	disadvantage	NOUN
cana-3391	33	9	most	most	ADV
cana-3391	33	10	conventional	conventional	ADJ
cana-3391	33	11	approaches	approach	NOUN
cana-3391	33	12	to	to	ADP
cana-3391	33	13	diagnosis	diagnosis	NOUN
cana-3391	33	14	in	in	ADP
cana-3391	33	15	mental	mental	ADJ
cana-3391	33	16	health	health	NOUN
cana-3391	33	17	mainly	mainly	ADV
cana-3391	33	18	involve	involve	VERB
cana-3391	33	19	assessments	assessment	NOUN
cana-3391	33	20	from	from	ADP
cana-3391	33	21	the	the	DET
cana-3391	33	22	clinician	clinician	NOUN
cana-3391	33	23	,	,	PUNCT
cana-3391	33	24	interview	interview	NOUN
cana-3391	33	25	methods	method	NOUN
cana-3391	33	26	along	along	ADP
cana-3391	33	27	with	with	ADP
cana-3391	33	28	some	some	DET
cana-3391	33	29	questionnaires	questionnaire	NOUN
cana-3391	33	30	which	which	PRON
cana-3391	33	31	include	include	VERB
cana-3391	33	32	the	the	DET
cana-3391	33	33	dsm-5/	dsm-5/	ADJ
cana-3391	33	34	icd-10	icd-10	PRON
cana-3391	33	35	criteria	criterion	NOUN
cana-3391	33	36	.	.	PUNCT
cana-3391	34	1	despite	despite	SCONJ
cana-3391	34	2	useful	useful	ADJ
cana-3391	34	3	to	to	PART
cana-3391	34	4	establish	establish	VERB
cana-3391	34	5	the	the	DET
cana-3391	34	6	minimum	minimum	ADJ
cana-3391	34	7	standards	standard	NOUN
cana-3391	34	8	to	to	PART
cana-3391	34	9	define	define	VERB
cana-3391	34	10	mental	mental	ADJ
cana-3391	34	11	health	health	NOUN
cana-3391	34	12	conditions	condition	NOUN
cana-3391	34	13	,	,	PUNCT
cana-3391	34	14	these	these	DET
cana-3391	34	15	frameworks	framework	NOUN
cana-3391	34	16	are	be	AUX
cana-3391	34	17	clearly	clearly	ADV
cana-3391	34	18	subjective	subjective	ADJ
cana-3391	34	19	and	and	CCONJ
cana-3391	34	20	can	can	AUX
cana-3391	34	21	exhibit	exhibit	VERB
cana-3391	34	22	high	high	ADJ
cana-3391	34	23	inter	inter	ADJ
cana-3391	34	24	-	-	ADJ
cana-3391	34	25	observer	observer	ADJ
cana-3391	34	26	variability	variability	NOUN
cana-3391	34	27	.	.	PUNCT
cana-3391	35	1	patient	patient	ADJ
cana-3391	35	2	self	self	NOUN
cana-3391	35	3	-	-	PUNCT
cana-3391	35	4	reports	report	NOUN
cana-3391	35	5	necessitated	necessitate	VERB
cana-3391	35	6	to	to	PART
cana-3391	35	7	diagnose	diagnose	VERB
cana-3391	35	8	conditions	condition	NOUN
cana-3391	35	9	may	may	AUX
cana-3391	35	10	be	be	AUX
cana-3391	35	11	underreported	underreported	ADJ
cana-3391	35	12	or	or	CCONJ
cana-3391	35	13	misinterpreted	misinterpret	VERB
cana-3391	35	14	,	,	PUNCT
cana-3391	35	15	this	this	PRON
cana-3391	35	16	complicates	complicate	VERB
cana-3391	35	17	the	the	DET
cana-3391	35	18	diagnostic	diagnostic	ADJ
cana-3391	35	19	process	process	NOUN
cana-3391	35	20	.	.	PUNCT
cana-3391	36	1	also	also	ADV
cana-3391	36	2	,	,	PUNCT
cana-3391	36	3	such	such	ADJ
cana-3391	36	4	methods	method	NOUN
cana-3391	36	5	are	be	AUX
cana-3391	36	6	not	not	PART
cana-3391	36	7	sufficiently	sufficiently	ADV
cana-3391	36	8	detailed	detailed	ADJ
cana-3391	36	9	to	to	PART
cana-3391	36	10	identify	identify	VERB
cana-3391	36	11	the	the	DET
cana-3391	36	12	first	first	ADJ
cana-3391	36	13	or	or	CCONJ
cana-3391	36	14	barely	barely	ADV
cana-3391	36	15	noticeable	noticeable	ADJ
cana-3391	36	16	symptoms	symptom	NOUN
cana-3391	36	17	of	of	ADP
cana-3391	36	18	mental	mental	ADJ
cana-3391	36	19	disorders	disorder	NOUN
cana-3391	36	20	,	,	PUNCT
cana-3391	36	21	meaning	mean	VERB
cana-3391	36	22	treatment	treatment	NOUN
cana-3391	36	23	is	be	AUX
cana-3391	36	24	often	often	ADV
cana-3391	36	25	not	not	PART
cana-3391	36	26	initiated	initiate	VERB
cana-3391	36	27	.	.	PUNCT
cana-3391	37	1	the	the	DET
cana-3391	37	2	increasing	increase	VERB
cana-3391	37	3	communications	communication	NOUN
cana-3391	37	4	on	on	ADP
cana-3391	37	5	applied	apply	VERB
cana-3391	37	6	nonlinear	nonlinear	ADJ
cana-3391	37	7	analysis	analysis	NOUN
cana-3391	37	8	issn	issn	NOUN
cana-3391	37	9	:	:	PUNCT
cana-3391	37	10	1074	1074	NUM
cana-3391	37	11	-	-	PUNCT
cana-3391	37	12	133x	133x	NUM
cana-3391	37	13	vol	vol	NOUN
cana-3391	37	14	32	32	NUM
cana-3391	37	15	no	no	NOUN
cana-3391	37	16	.	.	PUNCT
cana-3391	38	1	7s	7	NOUN
cana-3391	38	2	(	(	PUNCT
cana-3391	38	3	2025	2025	NUM
cana-3391	38	4	)	)	PUNCT
cana-3391	38	5	259	259	NUM
cana-3391	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	38	7	concerns	concern	NOUN
cana-3391	38	8	for	for	ADP
cana-3391	38	9	evidence	evidence	NOUN
cana-3391	38	10	-	-	PUNCT
cana-3391	38	11	based	base	VERB
cana-3391	38	12	practices	practice	NOUN
cana-3391	38	13	and	and	CCONJ
cana-3391	38	14	needs	need	NOUN
cana-3391	38	15	for	for	ADP
cana-3391	38	16	precise	precise	ADJ
cana-3391	38	17	diagnostic	diagnostic	ADJ
cana-3391	38	18	reveal	reveal	VERB
cana-3391	38	19	the	the	DET
cana-3391	38	20	inadequacy	inadequacy	NOUN
cana-3391	38	21	of	of	ADP
cana-3391	38	22	applied	apply	VERB
cana-3391	38	23	methods	method	NOUN
cana-3391	38	24	in	in	ADP
cana-3391	38	25	handling	handle	VERB
cana-3391	38	26	the	the	DET
cana-3391	38	27	variability	variability	NOUN
cana-3391	38	28	and	and	CCONJ
cana-3391	38	29	nature	nature	NOUN
cana-3391	38	30	of	of	ADP
cana-3391	38	31	mental	mental	ADJ
cana-3391	38	32	health	health	NOUN
cana-3391	38	33	disturbances	disturbance	NOUN
cana-3391	38	34	.	.	PUNCT
cana-3391	39	1	a	a	DET
cana-3391	39	2	systematic	systematic	ADJ
cana-3391	39	3	critique	critique	NOUN
cana-3391	39	4	of	of	ADP
cana-3391	39	5	machine	machine	NOUN
cana-3391	39	6	learning	learning	NOUN
cana-3391	39	7	and	and	CCONJ
cana-3391	39	8	deep	deep	ADJ
cana-3391	39	9	learning	learning	NOUN
cana-3391	39	10	techniques	technique	NOUN
cana-3391	39	11	in	in	ADP
cana-3391	39	12	mental	mental	ADJ
cana-3391	39	13	health	health	NOUN
cana-3391	39	14	disorders	disorder	NOUN
cana-3391	39	15	assessment	assessment	NOUN
cana-3391	39	16	in	in	ADP
cana-3391	39	17	the	the	DET
cana-3391	39	18	recent	recent	ADJ
cana-3391	39	19	past	past	NOUN
cana-3391	39	20	,	,	PUNCT
cana-3391	39	21	there	there	PRON
cana-3391	39	22	has	have	AUX
cana-3391	39	23	been	be	AUX
cana-3391	39	24	a	a	DET
cana-3391	39	25	surge	surge	NOUN
cana-3391	39	26	in	in	ADP
cana-3391	39	27	using	use	VERB
cana-3391	39	28	machine	machine	NOUN
cana-3391	39	29	learning	learning	NOUN
cana-3391	39	30	(	(	PUNCT
cana-3391	39	31	ml	ml	NOUN
cana-3391	39	32	)	)	PUNCT
cana-3391	39	33	and	and	CCONJ
cana-3391	39	34	deep	deep	ADJ
cana-3391	39	35	learning	learning	NOUN
cana-3391	39	36	(	(	PUNCT
cana-3391	39	37	dl	dl	NOUN
cana-3391	39	38	)	)	PUNCT
cana-3391	39	39	particularly	particularly	ADV
cana-3391	39	40	when	when	SCONJ
cana-3391	39	41	diagnosing	diagnose	VERB
cana-3391	39	42	mental	mental	ADJ
cana-3391	39	43	diseases	disease	NOUN
cana-3391	39	44	by	by	ADP
cana-3391	39	45	using	use	VERB
cana-3391	39	46	large	large	ADJ
cana-3391	39	47	datasets	dataset	NOUN
cana-3391	39	48	that	that	PRON
cana-3391	39	49	would	would	AUX
cana-3391	39	50	reveal	reveal	VERB
cana-3391	39	51	some	some	DET
cana-3391	39	52	pattern	pattern	NOUN
cana-3391	39	53	.	.	PUNCT
cana-3391	40	1	svm	svm	ADJ
cana-3391	40	2	and	and	CCONJ
cana-3391	40	3	random	random	ADJ
cana-3391	40	4	forests	forest	NOUN
cana-3391	40	5	are	be	AUX
cana-3391	40	6	two	two	NUM
cana-3391	40	7	major	major	ADJ
cana-3391	40	8	ml	ml	NOUN
cana-3391	40	9	algorithms	algorithm	NOUN
cana-3391	40	10	that	that	PRON
cana-3391	40	11	have	have	AUX
cana-3391	40	12	been	be	AUX
cana-3391	40	13	applied	apply	VERB
cana-3391	40	14	in	in	ADP
cana-3391	40	15	this	this	DET
cana-3391	40	16	area	area	NOUN
cana-3391	40	17	including	include	VERB
cana-3391	40	18	stress	stress	NOUN
cana-3391	40	19	detection	detection	NOUN
cana-3391	40	20	,	,	PUNCT
cana-3391	40	21	sentiment	sentiment	NOUN
cana-3391	40	22	analysis	analysis	NOUN
cana-3391	40	23	,	,	PUNCT
cana-3391	40	24	and	and	CCONJ
cana-3391	40	25	intensity	intensity	NOUN
cana-3391	40	26	of	of	ADP
cana-3391	40	27	depression	depression	NOUN
cana-3391	40	28	.	.	PUNCT
cana-3391	41	1	advanced	advanced	ADJ
cana-3391	41	2	neural	neural	ADJ
cana-3391	41	3	networks	network	NOUN
cana-3391	41	4	including	include	VERB
cana-3391	41	5	cnn	cnn	PROPN
cana-3391	41	6	&	&	CCONJ
cana-3391	41	7	rnn	rnn	PROPN
cana-3391	41	8	have	have	AUX
cana-3391	41	9	shown	show	VERB
cana-3391	41	10	better	well	ADJ
cana-3391	41	11	performance	performance	NOUN
cana-3391	41	12	while	while	SCONJ
cana-3391	41	13	handling	handle	VERB
cana-3391	41	14	voluminous	voluminous	ADJ
cana-3391	41	15	data	datum	NOUN
cana-3391	41	16	for	for	ADP
cana-3391	41	17	image	image	NOUN
cana-3391	41	18	,	,	PUNCT
cana-3391	41	19	voice	voice	NOUN
cana-3391	41	20	,	,	PUNCT
cana-3391	41	21	and	and	CCONJ
cana-3391	41	22	other	other	ADJ
cana-3391	41	23	vital	vital	ADJ
cana-3391	41	24	body	body	NOUN
cana-3391	41	25	signals	signal	NOUN
cana-3391	41	26	.	.	PUNCT
cana-3391	42	1	for	for	ADP
cana-3391	42	2	instance	instance	NOUN
cana-3391	42	3	,	,	PUNCT
cana-3391	42	4	cnns	cnn	NOUN
cana-3391	42	5	have	have	AUX
cana-3391	42	6	been	be	AUX
cana-3391	42	7	used	use	VERB
cana-3391	42	8	to	to	PART
cana-3391	42	9	detect	detect	VERB
cana-3391	42	10	federal	federal	ADJ
cana-3391	42	11	expressions	expression	NOUN
cana-3391	42	12	for	for	ADP
cana-3391	42	13	emotion	emotion	NOUN
cana-3391	42	14	detection	detection	NOUN
cana-3391	42	15	and	and	CCONJ
cana-3391	42	16	rnns	rnn	NOUN
cana-3391	42	17	for	for	ADP
cana-3391	42	18	speech	speech	NOUN
cana-3391	42	19	and	and	CCONJ
cana-3391	42	20	textual	textual	ADJ
cana-3391	42	21	data	datum	NOUN
cana-3391	42	22	for	for	ADP
cana-3391	42	23	identifying	identify	VERB
cana-3391	42	24	the	the	DET
cana-3391	42	25	markers	marker	NOUN
cana-3391	42	26	of	of	ADP
cana-3391	42	27	mental	mental	ADJ
cana-3391	42	28	health	health	NOUN
cana-3391	42	29	.	.	PUNCT
cana-3391	43	1	while	while	SCONJ
cana-3391	43	2	effective	effective	ADJ
cana-3391	43	3	on	on	ADP
cana-3391	43	4	their	their	PRON
cana-3391	43	5	own	own	ADJ
cana-3391	43	6	,	,	PUNCT
cana-3391	43	7	single	single	ADJ
cana-3391	43	8	-	-	PUNCT
cana-3391	43	9	modal	modal	NOUN
cana-3391	43	10	methods	method	NOUN
cana-3391	43	11	mostly	mostly	ADV
cana-3391	43	12	do	do	AUX
cana-3391	43	13	not	not	PART
cana-3391	43	14	capture	capture	VERB
cana-3391	43	15	the	the	DET
cana-3391	43	16	complexity	complexity	NOUN
cana-3391	43	17	of	of	ADP
cana-3391	43	18	mental	mental	ADJ
cana-3391	43	19	health	health	NOUN
cana-3391	43	20	disorders	disorder	NOUN
cana-3391	43	21	and	and	CCONJ
cana-3391	43	22	thus	thus	ADV
cana-3391	43	23	can	can	AUX
cana-3391	43	24	be	be	AUX
cana-3391	43	25	imprecise	imprecise	ADV
cana-3391	43	26	.	.	PUNCT
cana-3391	44	1	research	research	NOUN
cana-3391	44	2	of	of	ADP
cana-3391	44	3	using	use	VERB
cana-3391	44	4	the	the	DET
cana-3391	44	5	information	information	NOUN
cana-3391	44	6	fusion	fusion	NOUN
cana-3391	44	7	technique	technique	NOUN
cana-3391	44	8	to	to	PART
cana-3391	44	9	increase	increase	VERB
cana-3391	44	10	the	the	DET
cana-3391	44	11	accuracy	accuracy	NOUN
cana-3391	44	12	of	of	ADP
cana-3391	44	13	the	the	DET
cana-3391	44	14	multimodal	multimodal	NOUN
cana-3391	44	15	data	datum	NOUN
cana-3391	44	16	.	.	PUNCT
cana-3391	45	1	the	the	DET
cana-3391	45	2	use	use	NOUN
cana-3391	45	3	of	of	ADP
cana-3391	45	4	fusion	fusion	NOUN
cana-3391	45	5	of	of	ADP
cana-3391	45	6	two	two	NUM
cana-3391	45	7	or	or	CCONJ
cana-3391	45	8	more	more	ADJ
cana-3391	45	9	modalities	modality	NOUN
cana-3391	45	10	of	of	ADP
cana-3391	45	11	data	datum	NOUN
cana-3391	45	12	has	have	AUX
cana-3391	45	13	been	be	AUX
cana-3391	45	14	embraced	embrace	VERB
cana-3391	45	15	as	as	ADP
cana-3391	45	16	a	a	DET
cana-3391	45	17	possible	possible	ADJ
cana-3391	45	18	way	way	NOUN
cana-3391	45	19	of	of	ADP
cana-3391	45	20	improving	improve	VERB
cana-3391	45	21	the	the	DET
cana-3391	45	22	diagnosis	diagnosis	NOUN
cana-3391	45	23	of	of	ADP
cana-3391	45	24	mental	mental	ADJ
cana-3391	45	25	health	health	NOUN
cana-3391	45	26	.	.	PUNCT
cana-3391	46	1	research	research	NOUN
cana-3391	46	2	has	have	AUX
cana-3391	46	3	shown	show	VERB
cana-3391	46	4	that	that	SCONJ
cana-3391	46	5	,	,	PUNCT
cana-3391	46	6	for	for	ADP
cana-3391	46	7	example	example	NOUN
cana-3391	46	8	,	,	PUNCT
cana-3391	46	9	the	the	DET
cana-3391	46	10	use	use	NOUN
cana-3391	46	11	of	of	ADP
cana-3391	46	12	audiovisual	audiovisual	ADJ
cana-3391	46	13	information	information	NOUN
cana-3391	46	14	coupled	couple	VERB
cana-3391	46	15	with	with	ADP
cana-3391	46	16	physiological	physiological	ADJ
cana-3391	46	17	data	datum	NOUN
cana-3391	46	18	further	far	ADV
cana-3391	46	19	increases	increase	VERB
cana-3391	46	20	diagnostic	diagnostic	ADJ
cana-3391	46	21	efficiency	efficiency	NOUN
cana-3391	46	22	and	and	CCONJ
cana-3391	46	23	reliability	reliability	NOUN
cana-3391	46	24	.	.	PUNCT
cana-3391	47	1	for	for	ADP
cana-3391	47	2	example	example	NOUN
cana-3391	47	3	,	,	PUNCT
cana-3391	47	4	the	the	DET
cana-3391	47	5	research	research	NOUN
cana-3391	47	6	that	that	PRON
cana-3391	47	7	combines	combine	VERB
cana-3391	47	8	facial	facial	ADJ
cana-3391	47	9	expression	expression	NOUN
cana-3391	47	10	analysis	analysis	NOUN
cana-3391	47	11	with	with	ADP
cana-3391	47	12	the	the	DET
cana-3391	47	13	features	feature	NOUN
cana-3391	47	14	of	of	ADP
cana-3391	47	15	the	the	DET
cana-3391	47	16	speech	speech	NOUN
cana-3391	47	17	generates	generate	VERB
cana-3391	47	18	a	a	DET
cana-3391	47	19	better	well	ADJ
cana-3391	47	20	performance	performance	NOUN
cana-3391	47	21	in	in	ADP
cana-3391	47	22	detecting	detect	VERB
cana-3391	47	23	depression	depression	NOUN
cana-3391	47	24	.	.	PUNCT
cana-3391	48	1	similarly	similarly	ADV
cana-3391	48	2	,	,	PUNCT
cana-3391	48	3	integrating	integrating	NOUN
cana-3391	48	4	of	of	ADP
cana-3391	48	5	textual	textual	ADJ
cana-3391	48	6	sentiment	sentiment	NOUN
cana-3391	48	7	analysis	analysis	NOUN
cana-3391	48	8	with	with	ADP
cana-3391	48	9	physiological	physiological	ADJ
cana-3391	48	10	signals	signal	NOUN
cana-3391	48	11	has	have	AUX
cana-3391	48	12	been	be	AUX
cana-3391	48	13	useful	useful	ADJ
cana-3391	48	14	in	in	ADP
cana-3391	48	15	stress	stress	NOUN
cana-3391	48	16	detection	detection	NOUN
cana-3391	48	17	.	.	PUNCT
cana-3391	49	1	however	however	ADV
cana-3391	49	2	,	,	PUNCT
cana-3391	49	3	many	many	ADJ
cana-3391	49	4	prior	prior	ADJ
cana-3391	49	5	works	work	NOUN
cana-3391	49	6	utilize	utilize	VERB
cana-3391	49	7	concatenation	concatenation	NOUN
cana-3391	49	8	of	of	ADP
cana-3391	49	9	features	feature	NOUN
cana-3391	49	10	or	or	CCONJ
cana-3391	49	11	a	a	DET
cana-3391	49	12	simple	simple	ADJ
cana-3391	49	13	task	task	NOUN
cana-3391	49	14	-	-	PUNCT
cana-3391	49	15	by	by	ADP
cana-3391	49	16	-	-	PUNCT
cana-3391	49	17	task	task	NOUN
cana-3391	49	18	fusion	fusion	NOUN
cana-3391	49	19	approach	approach	NOUN
cana-3391	49	20	for	for	ADP
cana-3391	49	21	capturing	capture	VERB
cana-3391	49	22	the	the	DET
cana-3391	49	23	multitask	multitask	ADJ
cana-3391	49	24	relationships	relationship	NOUN
cana-3391	49	25	in	in	ADP
cana-3391	49	26	different	different	ADJ
cana-3391	49	27	modalities	modality	NOUN
cana-3391	49	28	.	.	PUNCT
cana-3391	50	1	this	this	PRON
cana-3391	50	2	has	have	AUX
cana-3391	50	3	been	be	AUX
cana-3391	50	4	underscored	underscore	VERB
cana-3391	50	5	by	by	ADP
cana-3391	50	6	the	the	DET
cana-3391	50	7	need	need	NOUN
cana-3391	50	8	to	to	PART
cana-3391	50	9	adopt	adopt	VERB
cana-3391	50	10	sophisticated	sophisticated	ADJ
cana-3391	50	11	approaches	approach	NOUN
cana-3391	50	12	particularly	particularly	ADV
cana-3391	50	13	in	in	ADP
cana-3391	50	14	processing	process	VERB
cana-3391	50	15	multimodal	multimodal	NOUN
cana-3391	50	16	data	datum	NOUN
cana-3391	50	17	within	within	ADP
cana-3391	50	18	the	the	DET
cana-3391	50	19	context	context	NOUN
cana-3391	50	20	it	it	PRON
cana-3391	50	21	was	be	AUX
cana-3391	50	22	generated	generate	VERB
cana-3391	50	23	.	.	PUNCT
cana-3391	51	1	the	the	DET
cana-3391	51	2	authors	author	NOUN
cana-3391	51	3	have	have	AUX
cana-3391	51	4	used	use	VERB
cana-3391	51	5	convolutional	convolutional	ADJ
cana-3391	51	6	neural	neural	ADJ
cana-3391	51	7	network	network	NOUN
cana-3391	51	8	(	(	PUNCT
cana-3391	51	9	cnn	cnn	PROPN
cana-3391	51	10	)	)	PUNCT
cana-3391	51	11	and	and	CCONJ
cana-3391	51	12	long	long	ADJ
cana-3391	51	13	short	short	ADJ
cana-3391	51	14	-	-	PUNCT
cana-3391	51	15	term	term	NOUN
cana-3391	51	16	memory	memory	NOUN
cana-3391	51	17	(	(	PUNCT
cana-3391	51	18	lstm	lstm	NOUN
cana-3391	51	19	)	)	PUNCT
cana-3391	51	20	techniques	technique	NOUN
cana-3391	51	21	for	for	ADP
cana-3391	51	22	the	the	DET
cana-3391	51	23	following	follow	VERB
cana-3391	51	24	reasons	reason	NOUN
cana-3391	51	25	.	.	PUNCT
cana-3391	52	1	the	the	DET
cana-3391	52	2	proposed	propose	VERB
cana-3391	52	3	approach	approach	NOUN
cana-3391	52	4	of	of	ADP
cana-3391	52	5	using	use	VERB
cana-3391	52	6	cnns	cnn	NOUN
cana-3391	52	7	supplemented	supplement	VERB
cana-3391	52	8	with	with	ADP
cana-3391	52	9	lstms	lstms	NOUN
cana-3391	52	10	is	be	AUX
cana-3391	52	11	a	a	DET
cana-3391	52	12	robust	robust	ADJ
cana-3391	52	13	solution	solution	NOUN
cana-3391	52	14	to	to	ADP
cana-3391	52	15	the	the	DET
cana-3391	52	16	questions	question	NOUN
cana-3391	52	17	connected	connect	VERB
cana-3391	52	18	with	with	ADP
cana-3391	52	19	fusion	fusion	NOUN
cana-3391	52	20	of	of	ADP
cana-3391	52	21	multimodal	multimodal	NOUN
cana-3391	52	22	data	datum	NOUN
cana-3391	52	23	in	in	ADP
cana-3391	52	24	diagnostics	diagnostic	NOUN
cana-3391	52	25	of	of	ADP
cana-3391	52	26	the	the	DET
cana-3391	52	27	mental	mental	ADJ
cana-3391	52	28	health	health	PROPN
cana-3391	52	29	state	state	NOUN
cana-3391	52	30	.	.	PUNCT
cana-3391	53	1	cnns	cnns	PROPN
cana-3391	53	2	are	be	AUX
cana-3391	53	3	used	use	VERB
cana-3391	53	4	to	to	PART
cana-3391	53	5	extract	extract	VERB
cana-3391	53	6	spatial	spatial	ADJ
cana-3391	53	7	features	feature	NOUN
cana-3391	53	8	from	from	ADP
cana-3391	53	9	image	image	NOUN
cana-3391	53	10	and	and	CCONJ
cana-3391	53	11	video	video	NOUN
cana-3391	53	12	data	datum	NOUN
cana-3391	53	13	,	,	PUNCT
cana-3391	53	14	thus	thus	ADV
cana-3391	53	15	they	they	PRON
cana-3391	53	16	are	be	AUX
cana-3391	53	17	effective	effective	ADJ
cana-3391	53	18	in	in	ADP
cana-3391	53	19	recognizing	recognize	VERB
cana-3391	53	20	emotions	emotion	NOUN
cana-3391	53	21	in	in	ADP
cana-3391	53	22	faces	face	NOUN
cana-3391	53	23	and	and	CCONJ
cana-3391	53	24	other	other	ADJ
cana-3391	53	25	body	body	NOUN
cana-3391	53	26	signs	sign	NOUN
cana-3391	53	27	.	.	PUNCT
cana-3391	54	1	lstms	lstms	NOUN
cana-3391	54	2	as	as	SCONJ
cana-3391	54	3	they	they	PRON
cana-3391	54	4	encode	encode	VERB
cana-3391	54	5	temporal	temporal	ADJ
cana-3391	54	6	structure	structure	NOUN
cana-3391	54	7	of	of	ADP
cana-3391	54	8	data	datum	NOUN
cana-3391	54	9	and	and	CCONJ
cana-3391	54	10	therefore	therefore	ADV
cana-3391	54	11	can	can	AUX
cana-3391	54	12	be	be	AUX
cana-3391	54	13	employ	employ	VERB
cana-3391	54	14	for	for	ADP
cana-3391	54	15	analysis	analysis	NOUN
cana-3391	54	16	of	of	ADP
cana-3391	54	17	sequential	sequential	ADJ
cana-3391	54	18	data	datum	NOUN
cana-3391	54	19	such	such	ADJ
cana-3391	54	20	as	as	ADP
cana-3391	54	21	speech	speech	NOUN
cana-3391	54	22	,	,	PUNCT
cana-3391	54	23	physiological	physiological	ADJ
cana-3391	54	24	signals	signal	NOUN
cana-3391	54	25	and	and	CCONJ
cana-3391	54	26	text	text	NOUN
cana-3391	54	27	.	.	PUNCT
cana-3391	55	1	this	this	PRON
cana-3391	55	2	reveals	reveal	VERB
cana-3391	55	3	that	that	SCONJ
cana-3391	55	4	it	it	PRON
cana-3391	55	5	is	be	AUX
cana-3391	55	6	possible	possible	ADJ
cana-3391	55	7	to	to	PART
cana-3391	55	8	apply	apply	VERB
cana-3391	55	9	a	a	DET
cana-3391	55	10	system	system	NOUN
cana-3391	55	11	which	which	PRON
cana-3391	55	12	consists	consist	VERB
cana-3391	55	13	of	of	ADP
cana-3391	55	14	both	both	DET
cana-3391	55	15	models	model	NOUN
cana-3391	55	16	and	and	CCONJ
cana-3391	55	17	thereby	thereby	ADV
cana-3391	55	18	analyze	analyze	VERB
cana-3391	55	19	both	both	CCONJ
cana-3391	55	20	the	the	DET
cana-3391	55	21	static	static	ADJ
cana-3391	55	22	and	and	CCONJ
cana-3391	55	23	temporal	temporal	ADJ
cana-3391	55	24	components	component	NOUN
cana-3391	55	25	which	which	PRON
cana-3391	55	26	are	be	AUX
cana-3391	55	27	distinct	distinct	ADJ
cana-3391	55	28	features	feature	NOUN
cana-3391	55	29	of	of	ADP
cana-3391	55	30	mental	mental	ADJ
cana-3391	55	31	health	health	NOUN
cana-3391	55	32	diseases	disease	NOUN
cana-3391	55	33	.	.	PUNCT
cana-3391	56	1	this	this	PRON
cana-3391	56	2	not	not	PART
cana-3391	56	3	only	only	ADV
cana-3391	56	4	help	help	VERB
cana-3391	56	5	to	to	PART
cana-3391	56	6	enhance	enhance	VERB
cana-3391	56	7	the	the	DET
cana-3391	56	8	diagnostic	diagnostic	ADJ
cana-3391	56	9	accuracy	accuracy	NOUN
cana-3391	56	10	but	but	CCONJ
cana-3391	56	11	also	also	ADV
cana-3391	56	12	allow	allow	VERB
cana-3391	56	13	for	for	ADP
cana-3391	56	14	more	more	ADV
cana-3391	56	15	extensive	extensive	ADJ
cana-3391	56	16	and	and	CCONJ
cana-3391	56	17	broad	broad	ADJ
cana-3391	56	18	perspective	perspective	NOUN
cana-3391	56	19	of	of	ADP
cana-3391	56	20	the	the	DET
cana-3391	56	21	patient	patient	ADJ
cana-3391	56	22	conditions	condition	NOUN
cana-3391	56	23	;	;	PUNCT
cana-3391	56	24	therefore	therefore	ADV
cana-3391	56	25	,	,	PUNCT
cana-3391	56	26	the	the	DET
cana-3391	56	27	reason	reason	NOUN
cana-3391	56	28	for	for	ADP
cana-3391	56	29	using	use	VERB
cana-3391	56	30	of	of	ADP
cana-3391	56	31	cnn	cnn	PROPN
cana-3391	56	32	and	and	CCONJ
cana-3391	56	33	lstm	lstm	NOUN
cana-3391	56	34	in	in	ADP
cana-3391	56	35	this	this	DET
cana-3391	56	36	work	work	NOUN
cana-3391	56	37	.	.	PUNCT
cana-3391	57	1	x.	x.	PROPN
cana-3391	57	2	xie	xie	PROPN
cana-3391	58	1	(	(	PUNCT
cana-3391	58	2	2024)[4	2024)[4	NUM
cana-3391	58	3	]	]	X
cana-3391	58	4	in	in	ADP
cana-3391	58	5	this	this	DET
cana-3391	58	6	paper	paper	NOUN
cana-3391	58	7	,	,	PUNCT
cana-3391	58	8	we	we	PRON
cana-3391	58	9	study	study	VERB
cana-3391	58	10	if	if	SCONJ
cana-3391	58	11	it	it	PRON
cana-3391	58	12	is	be	AUX
cana-3391	58	13	beneficial	beneficial	ADJ
cana-3391	58	14	to	to	PART
cana-3391	58	15	combine	combine	VERB
cana-3391	58	16	convolutional	convolutional	ADJ
cana-3391	58	17	neural	neural	ADJ
cana-3391	58	18	networks	network	NOUN
cana-3391	58	19	(	(	PUNCT
cana-3391	58	20	cnn	cnn	PROPN
cana-3391	58	21	)	)	PUNCT
cana-3391	58	22	with	with	ADP
cana-3391	58	23	long	long	ADJ
cana-3391	58	24	short	short	ADJ
cana-3391	58	25	-	-	PUNCT
cana-3391	58	26	term	term	NOUN
cana-3391	58	27	memory	memory	NOUN
cana-3391	58	28	(	(	PUNCT
cana-3391	58	29	lstm	lstm	NOUN
cana-3391	58	30	)	)	PUNCT
cana-3391	58	31	networks	network	NOUN
cana-3391	58	32	for	for	ADP
cana-3391	58	33	music	music	NOUN
cana-3391	58	34	genre	genre	NOUN
cana-3391	58	35	classification	classification	NOUN
cana-3391	58	36	.	.	PUNCT
cana-3391	59	1	by	by	ADP
cana-3391	59	2	combining	combine	VERB
cana-3391	59	3	cnn	cnn	PROPN
cana-3391	59	4	’s	’s	PART
cana-3391	59	5	strength	strength	NOUN
cana-3391	59	6	of	of	ADP
cana-3391	59	7	spatial	spatial	ADJ
cana-3391	59	8	information	information	NOUN
cana-3391	59	9	retrieval	retrieval	NOUN
cana-3391	59	10	and	and	CCONJ
cana-3391	59	11	lstm	lstm	PROPN
cana-3391	59	12	’s	’s	PART
cana-3391	59	13	good	good	ADJ
cana-3391	59	14	at	at	ADP
cana-3391	59	15	temporal	temporal	ADJ
cana-3391	59	16	communications	communication	NOUN
cana-3391	59	17	on	on	ADP
cana-3391	59	18	applied	apply	VERB
cana-3391	59	19	nonlinear	nonlinear	ADJ
cana-3391	59	20	analysis	analysis	NOUN
cana-3391	59	21	issn	issn	NOUN
cana-3391	59	22	:	:	PUNCT
cana-3391	59	23	1074	1074	NUM
cana-3391	59	24	-	-	PUNCT
cana-3391	59	25	133x	133x	NUM
cana-3391	59	26	vol	vol	NOUN
cana-3391	59	27	32	32	NUM
cana-3391	59	28	no	no	NOUN
cana-3391	59	29	.	.	PUNCT
cana-3391	60	1	7s	7	NOUN
cana-3391	60	2	(	(	PUNCT
cana-3391	60	3	2025	2025	NUM
cana-3391	60	4	)	)	PUNCT
cana-3391	60	5	260	260	NUM
cana-3391	60	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	60	7	dependency	dependency	NOUN
cana-3391	60	8	,	,	PUNCT
cana-3391	60	9	the	the	DET
cana-3391	60	10	hybrid	hybrid	ADJ
cana-3391	60	11	cnn	cnn	PROPN
cana-3391	60	12	-	-	PUNCT
cana-3391	60	13	lstm	lstm	PROPN
cana-3391	60	14	model	model	NOUN
cana-3391	60	15	achieved	achieve	VERB
cana-3391	60	16	better	well	ADJ
cana-3391	60	17	performance	performance	NOUN
cana-3391	60	18	than	than	ADP
cana-3391	60	19	that	that	PRON
cana-3391	60	20	of	of	ADP
cana-3391	60	21	conventional	conventional	ADJ
cana-3391	60	22	models	model	NOUN
cana-3391	60	23	proposed	propose	VERB
cana-3391	60	24	.	.	PUNCT
cana-3391	61	1	tests	test	NOUN
cana-3391	61	2	on	on	ADP
cana-3391	61	3	10	10	NUM
cana-3391	61	4	different	different	ADJ
cana-3391	61	5	music	music	NOUN
cana-3391	61	6	genres	genre	NOUN
cana-3391	61	7	show	show	VERB
cana-3391	61	8	the	the	DET
cana-3391	61	9	proposed	propose	VERB
cana-3391	61	10	method	method	NOUN
cana-3391	61	11	yields	yield	VERB
cana-3391	61	12	higher	high	ADJ
cana-3391	61	13	classification	classification	NOUN
cana-3391	61	14	accuracy	accuracy	NOUN
cana-3391	61	15	,	,	PUNCT
cana-3391	61	16	more	more	ADV
cana-3391	61	17	so	so	ADV
cana-3391	61	18	in	in	ADP
cana-3391	61	19	genres	genre	NOUN
cana-3391	61	20	with	with	ADP
cana-3391	61	21	extremely	extremely	ADV
cana-3391	61	22	complex	complex	ADJ
cana-3391	61	23	temporal	temporal	ADJ
cana-3391	61	24	patterns	pattern	NOUN
cana-3391	61	25	as	as	ADP
cana-3391	61	26	in	in	ADP
cana-3391	61	27	the	the	DET
cana-3391	61	28	case	case	NOUN
cana-3391	61	29	of	of	ADP
cana-3391	61	30	rock	rock	NOUN
cana-3391	61	31	,	,	PUNCT
cana-3391	61	32	pop	pop	NOUN
cana-3391	61	33	,	,	PUNCT
cana-3391	61	34	and	and	CCONJ
cana-3391	61	35	hip	hip	NOUN
cana-3391	61	36	hop	hop	NOUN
cana-3391	61	37	.	.	PUNCT
cana-3391	62	1	this	this	DET
cana-3391	62	2	finding	finding	NOUN
cana-3391	62	3	serves	serve	VERB
cana-3391	62	4	to	to	PART
cana-3391	62	5	demonstrate	demonstrate	VERB
cana-3391	62	6	the	the	DET
cana-3391	62	7	capability	capability	NOUN
cana-3391	62	8	of	of	ADP
cana-3391	62	9	this	this	DET
cana-3391	62	10	architecture	architecture	NOUN
cana-3391	62	11	towards	towards	ADP
cana-3391	62	12	improving	improve	VERB
cana-3391	62	13	genre	genre	NOUN
cana-3391	62	14	categorization	categorization	NOUN
cana-3391	62	15	tasks	task	NOUN
cana-3391	62	16	.	.	PUNCT
cana-3391	63	1	s.	s.	PROPN
cana-3391	63	2	-n	-n	PRON
cana-3391	63	3	.	.	PROPN
cana-3391	63	4	tang	tang	PROPN
cana-3391	63	5	et	et	PROPN
cana-3391	63	6	al	al	PROPN
cana-3391	63	7	.	.	PROPN
cana-3391	63	8	,	,	PUNCT
cana-3391	63	9	(	(	PUNCT
cana-3391	63	10	2023)[5	2023)[5	PROPN
cana-3391	63	11	]	]	PUNCT
cana-3391	63	12	a	a	DET
cana-3391	63	13	hybrid	hybrid	ADJ
cana-3391	63	14	cnn	cnn	PROPN
cana-3391	63	15	lstm	lstm	PROPN
cana-3391	63	16	network	network	NOUN
cana-3391	63	17	has	have	AUX
cana-3391	63	18	been	be	AUX
cana-3391	63	19	established	establish	VERB
cana-3391	63	20	for	for	ADP
cana-3391	63	21	the	the	DET
cana-3391	63	22	classification	classification	NOUN
cana-3391	63	23	of	of	ADP
cana-3391	63	24	the	the	DET
cana-3391	63	25	electrocardiography	electrocardiography	NOUN
cana-3391	63	26	signals	signal	NOUN
cana-3391	63	27	in	in	ADP
cana-3391	63	28	this	this	DET
cana-3391	63	29	study	study	NOUN
cana-3391	63	30	.	.	PUNCT
cana-3391	64	1	we	we	PRON
cana-3391	64	2	moreover	moreover	ADV
cana-3391	64	3	advised	advise	VERB
cana-3391	64	4	a	a	DET
cana-3391	64	5	softwarehardware	softwarehardware	NOUN
cana-3391	64	6	co	co	NOUN
cana-3391	64	7	design	design	NOUN
cana-3391	64	8	technique	technique	NOUN
cana-3391	64	9	making	making	NOUN
cana-3391	64	10	use	use	NOUN
cana-3391	64	11	of	of	ADP
cana-3391	64	12	a	a	DET
cana-3391	64	13	system	system	NOUN
cana-3391	64	14	on	on	ADP
cana-3391	64	15	chip	chip	NOUN
cana-3391	64	16	area	area	NOUN
cana-3391	64	17	modellable	modellable	PROPN
cana-3391	64	18	gate	gate	PROPN
cana-3391	64	19	array	array	PROPN
cana-3391	64	20	platform	platform	NOUN
cana-3391	64	21	for	for	ADP
cana-3391	64	22	performing	perform	VERB
cana-3391	64	23	hybrid	hybrid	ADJ
cana-3391	64	24	cnn	cnn	PROPN
cana-3391	64	25	lstm	lstm	PROPN
cana-3391	64	26	inference	inference	PROPN
cana-3391	64	27	.	.	PUNCT
cana-3391	65	1	in	in	ADP
cana-3391	65	2	our	our	PRON
cana-3391	65	3	soc	soc	NOUN
cana-3391	65	4	-	-	PUNCT
cana-3391	65	5	fpga	fpga	NOUN
cana-3391	65	6	system	system	NOUN
cana-3391	65	7	we	we	PRON
cana-3391	65	8	implemented	implement	VERB
cana-3391	65	9	the	the	DET
cana-3391	65	10	cnn	cnn	PROPN
cana-3391	65	11	model	model	NOUN
cana-3391	65	12	as	as	ADP
cana-3391	65	13	software	software	NOUN
cana-3391	65	14	and	and	CCONJ
cana-3391	65	15	the	the	DET
cana-3391	65	16	lstm	lstm	PROPN
cana-3391	65	17	model	model	NOUN
cana-3391	65	18	featuring	feature	VERB
cana-3391	65	19	the	the	DET
cana-3391	65	20	block	block	NOUN
cana-3391	65	21	circulant	circulant	NOUN
cana-3391	65	22	weight	weight	NOUN
cana-3391	65	23	matrix	matrix	NOUN
cana-3391	65	24	is	be	AUX
cana-3391	65	25	conducted	conduct	VERB
cana-3391	65	26	on	on	ADP
cana-3391	65	27	the	the	DET
cana-3391	65	28	hardware	hardware	NOUN
cana-3391	65	29	on	on	ADP
cana-3391	65	30	the	the	DET
cana-3391	65	31	fpga	fpga	NOUN
cana-3391	65	32	.	.	PUNCT
cana-3391	66	1	to	to	PART
cana-3391	66	2	achieve	achieve	VERB
cana-3391	66	3	98.63	98.63	NUM
cana-3391	66	4	%	%	NOUN
cana-3391	66	5	accuracy	accuracy	NOUN
cana-3391	66	6	in	in	ADP
cana-3391	66	7	ecg	ecg	PROPN
cana-3391	66	8	detection	detection	NOUN
cana-3391	66	9	with	with	ADP
cana-3391	66	10	208.2ms	208.2ms	NUM
cana-3391	66	11	,	,	PUNCT
cana-3391	66	12	an	an	DET
cana-3391	66	13	experiment	experiment	NOUN
cana-3391	66	14	was	be	AUX
cana-3391	66	15	performed	perform	VERB
cana-3391	66	16	using	use	VERB
cana-3391	66	17	the	the	DET
cana-3391	66	18	proposed	propose	VERB
cana-3391	66	19	soc	soc	PROPN
cana-3391	66	20	-	-	PUNCT
cana-3391	66	21	fpga	fpga	PROPN
cana-3391	66	22	methodology	methodology	NOUN
cana-3391	66	23	of	of	ADP
cana-3391	66	24	sw	sw	PROPN
cana-3391	66	25	-	-	PUNCT
cana-3391	66	26	hw	hw	PROPN
cana-3391	66	27	co	co	NOUN
cana-3391	66	28	-	-	NOUN
cana-3391	66	29	design	design	NOUN
cana-3391	66	30	.	.	PUNCT
cana-3391	67	1	h.	h.	PROPN
cana-3391	67	2	l.	l.	PROPN
cana-3391	67	3	leka	leka	PROPN
cana-3391	67	4	(	(	PUNCT
cana-3391	67	5	2021)[6	2021)[6	NUM
cana-3391	67	6	]	]	PUNCT
cana-3391	67	7	an	an	DET
cana-3391	67	8	architecture	architecture	NOUN
cana-3391	67	9	combining	combine	VERB
cana-3391	67	10	a	a	DET
cana-3391	67	11	convolutional	convolutional	ADJ
cana-3391	67	12	neural	neural	ADJ
cana-3391	67	13	network	network	NOUN
cana-3391	67	14	architecture	architecture	NOUN
cana-3391	67	15	(	(	PUNCT
cana-3391	67	16	cnn	cnn	PROPN
cana-3391	67	17	)	)	PUNCT
cana-3391	67	18	and	and	CCONJ
cana-3391	67	19	a	a	DET
cana-3391	67	20	long	long	ADJ
cana-3391	67	21	short	short	ADJ
cana-3391	67	22	-	-	PUNCT
cana-3391	67	23	term	term	NOUN
cana-3391	67	24	memory	memory	NOUN
cana-3391	67	25	neural	neural	ADJ
cana-3391	67	26	network	network	NOUN
cana-3391	67	27	(	(	PUNCT
cana-3391	67	28	lstm	lstm	PROPN
cana-3391	67	29	)	)	PUNCT
cana-3391	67	30	was	be	AUX
cana-3391	67	31	proposed	propose	VERB
cana-3391	67	32	based	base	VERB
cana-3391	67	33	on	on	ADP
cana-3391	67	34	which	which	PRON
cana-3391	67	35	the	the	DET
cana-3391	67	36	forecasts	forecast	NOUN
cana-3391	67	37	generated	generate	VERB
cana-3391	67	38	were	be	AUX
cana-3391	67	39	very	very	ADV
cana-3391	67	40	precise	precise	ADJ
cana-3391	67	41	.	.	PUNCT
cana-3391	68	1	in	in	ADP
cana-3391	68	2	the	the	DET
cana-3391	68	3	cnn	cnn	PROPN
cana-3391	68	4	component	component	NOUN
cana-3391	68	5	,	,	PUNCT
cana-3391	68	6	it	it	PRON
cana-3391	68	7	discovers	discover	VERB
cana-3391	68	8	intricate	intricate	ADJ
cana-3391	68	9	distinguishing	distinguish	VERB
cana-3391	68	10	features	feature	NOUN
cana-3391	68	11	of	of	ADP
cana-3391	68	12	vm	vm	PROPN
cana-3391	68	13	workload	workload	NOUN
cana-3391	68	14	data	datum	NOUN
cana-3391	68	15	,	,	PUNCT
cana-3391	68	16	while	while	SCONJ
cana-3391	68	17	the	the	DET
cana-3391	68	18	lstm	lstm	PROPN
cana-3391	68	19	component	component	NOUN
cana-3391	68	20	studies	study	NOUN
cana-3391	68	21	temporal	temporal	ADJ
cana-3391	68	22	information	information	NOUN
cana-3391	68	23	and	and	CCONJ
cana-3391	68	24	predicts	predict	VERB
cana-3391	68	25	the	the	DET
cana-3391	68	26	future	future	NOUN
cana-3391	68	27	vm	vm	PROPN
cana-3391	68	28	workload	workload	NOUN
cana-3391	68	29	.	.	PUNCT
cana-3391	69	1	finally	finally	ADV
cana-3391	69	2	,	,	PUNCT
cana-3391	69	3	experimental	experimental	ADJ
cana-3391	69	4	results	result	NOUN
cana-3391	69	5	over	over	ADP
cana-3391	69	6	a	a	DET
cana-3391	69	7	real	real	ADJ
cana-3391	69	8	-	-	PUNCT
cana-3391	69	9	world	world	NOUN
cana-3391	69	10	dataset	dataset	NOUN
cana-3391	69	11	demonstrate	demonstrate	VERB
cana-3391	69	12	both	both	CCONJ
cana-3391	69	13	the	the	DET
cana-3391	69	14	success	success	NOUN
cana-3391	69	15	of	of	ADP
cana-3391	69	16	the	the	DET
cana-3391	69	17	suggested	suggest	VERB
cana-3391	69	18	cnn	cnn	PROPN
cana-3391	69	19	-	-	PUNCT
cana-3391	69	20	lstm	lstm	PROPN
cana-3391	69	21	model	model	NOUN
cana-3391	69	22	for	for	ADP
cana-3391	69	23	vm	vm	PROPN
cana-3391	69	24	workload	workload	NOUN
cana-3391	69	25	prediction	prediction	NOUN
cana-3391	69	26	,	,	PUNCT
cana-3391	69	27	and	and	CCONJ
cana-3391	69	28	an	an	DET
cana-3391	69	29	improved	improved	ADJ
cana-3391	69	30	forecast	forecast	NOUN
cana-3391	69	31	performance	performance	NOUN
cana-3391	69	32	over	over	ADP
cana-3391	69	33	commonly	commonly	ADV
cana-3391	69	34	used	use	VERB
cana-3391	69	35	workload	workload	NOUN
cana-3391	69	36	prediction	prediction	NOUN
cana-3391	69	37	models	model	NOUN
cana-3391	69	38	.	.	PUNCT
cana-3391	70	1	a.	a.	PROPN
cana-3391	70	2	sharma	sharma	PROPN
cana-3391	70	3	et	et	PROPN
cana-3391	70	4	al	al	PROPN
cana-3391	70	5	.	.	PROPN
cana-3391	70	6	,	,	PUNCT
cana-3391	70	7	(	(	PUNCT
cana-3391	70	8	2024)[7	2024)[7	PROPN
cana-3391	70	9	]	]	X
cana-3391	70	10	we	we	PRON
cana-3391	70	11	show	show	VERB
cana-3391	70	12	here	here	ADV
cana-3391	70	13	how	how	SCONJ
cana-3391	70	14	an	an	DET
cana-3391	70	15	ensemble	ensemble	ADJ
cana-3391	70	16	model	model	NOUN
cana-3391	70	17	combining	combine	VERB
cana-3391	70	18	three	three	NUM
cana-3391	70	19	state	state	NOUN
cana-3391	70	20	-	-	PUNCT
cana-3391	70	21	of	of	ADP
cana-3391	70	22	-	-	PUNCT
cana-3391	70	23	the	the	DET
cana-3391	70	24	-	-	PUNCT
cana-3391	70	25	art	art	NOUN
cana-3391	70	26	machine	machine	NOUN
cana-3391	70	27	learning	learn	VERB
cana-3391	70	28	algorithms	algorithm	NOUN
cana-3391	70	29	logistic	logistic	ADJ
cana-3391	70	30	regression	regression	NOUN
cana-3391	70	31	,	,	PUNCT
cana-3391	70	32	random	random	ADJ
cana-3391	70	33	forests	forest	NOUN
cana-3391	70	34	and	and	CCONJ
cana-3391	70	35	gradient	gradient	ADJ
cana-3391	70	36	boosting	boost	VERB
cana-3391	70	37	classifier	classifier	NOUN
cana-3391	70	38	—	—	PUNCT
cana-3391	70	39	can	can	AUX
cana-3391	70	40	enhance	enhance	VERB
cana-3391	70	41	the	the	DET
cana-3391	70	42	accuracy	accuracy	NOUN
cana-3391	70	43	of	of	ADP
cana-3391	70	44	diagnosis	diagnosis	NOUN
cana-3391	70	45	and	and	CCONJ
cana-3391	70	46	treatment	treatment	NOUN
cana-3391	70	47	planning	planning	NOUN
cana-3391	70	48	in	in	ADP
cana-3391	70	49	psychiatry	psychiatry	NOUN
cana-3391	70	50	and	and	CCONJ
cana-3391	70	51	psychology	psychology	NOUN
cana-3391	70	52	.	.	PUNCT
cana-3391	71	1	the	the	DET
cana-3391	71	2	ensemble	ensemble	ADJ
cana-3391	71	3	model	model	NOUN
cana-3391	71	4	learns	learn	VERB
cana-3391	71	5	hidden	hide	VERB
cana-3391	71	6	variable	variable	ADJ
cana-3391	71	7	combinations	combination	NOUN
cana-3391	71	8	that	that	PRON
cana-3391	71	9	lead	lead	VERB
cana-3391	71	10	to	to	ADP
cana-3391	71	11	improved	improve	VERB
cana-3391	71	12	diagnostic	diagnostic	ADJ
cana-3391	71	13	accuracy	accuracy	NOUN
cana-3391	71	14	through	through	ADP
cana-3391	71	15	examination	examination	NOUN
cana-3391	71	16	of	of	ADP
cana-3391	71	17	multiple	multiple	ADJ
cana-3391	71	18	datasets	dataset	NOUN
cana-3391	71	19	including	include	VERB
cana-3391	71	20	genetic	genetic	ADJ
cana-3391	71	21	,	,	PUNCT
cana-3391	71	22	neuroscientific	neuroscientific	ADJ
cana-3391	71	23	,	,	PUNCT
cana-3391	71	24	digital	digital	ADJ
cana-3391	71	25	biomarkers	biomarker	NOUN
cana-3391	71	26	,	,	PUNCT
cana-3391	71	27	clinical	clinical	ADJ
cana-3391	71	28	and	and	CCONJ
cana-3391	71	29	behavioral	behavioral	ADJ
cana-3391	71	30	patterns	pattern	NOUN
cana-3391	71	31	.	.	PUNCT
cana-3391	72	1	this	this	DET
cana-3391	72	2	approach	approach	NOUN
cana-3391	72	3	has	have	VERB
cana-3391	72	4	a	a	DET
cana-3391	72	5	98	98	NUM
cana-3391	72	6	%	%	NOUN
cana-3391	72	7	success	success	NOUN
cana-3391	72	8	rate	rate	NOUN
cana-3391	72	9	,	,	PUNCT
cana-3391	72	10	the	the	DET
cana-3391	72	11	highest	high	ADJ
cana-3391	72	12	of	of	ADP
cana-3391	72	13	any	any	DET
cana-3391	72	14	methodology	methodology	NOUN
cana-3391	72	15	for	for	ADP
cana-3391	72	16	determining	determine	VERB
cana-3391	72	17	and	and	CCONJ
cana-3391	72	18	treating	treat	VERB
cana-3391	72	19	mental	mental	ADJ
cana-3391	72	20	processes	process	NOUN
cana-3391	72	21	involving	involve	VERB
cana-3391	72	22	the	the	DET
cana-3391	72	23	early	early	ADJ
cana-3391	72	24	diagnosis	diagnosis	NOUN
cana-3391	72	25	or	or	CCONJ
cana-3391	72	26	treatment	treatment	NOUN
cana-3391	72	27	of	of	ADP
cana-3391	72	28	mental	mental	ADJ
cana-3391	72	29	health	health	NOUN
cana-3391	72	30	disorders	disorder	NOUN
cana-3391	72	31	.	.	PUNCT
cana-3391	73	1	machine	machine	NOUN
cana-3391	73	2	learning	learning	NOUN
cana-3391	73	3	technology	technology	NOUN
cana-3391	73	4	has	have	VERB
cana-3391	73	5	great	great	ADJ
cana-3391	73	6	potential	potential	NOUN
cana-3391	73	7	for	for	ADP
cana-3391	73	8	entering	enter	VERB
cana-3391	73	9	clinical	clinical	ADJ
cana-3391	73	10	processes	process	NOUN
cana-3391	73	11	and	and	CCONJ
cana-3391	73	12	improving	improve	VERB
cana-3391	73	13	individualized	individualized	ADJ
cana-3391	73	14	mental	mental	ADJ
cana-3391	73	15	healthcare	healthcare	NOUN
cana-3391	73	16	and	and	CCONJ
cana-3391	73	17	to	to	PART
cana-3391	73	18	develop	develop	VERB
cana-3391	73	19	future	future	ADJ
cana-3391	73	20	research	research	NOUN
cana-3391	73	21	to	to	PART
cana-3391	73	22	improve	improve	VERB
cana-3391	73	23	diagnostic	diagnostic	ADJ
cana-3391	73	24	accuracy	accuracy	NOUN
cana-3391	73	25	and	and	CCONJ
cana-3391	73	26	improve	improve	VERB
cana-3391	73	27	treatment	treatment	NOUN
cana-3391	73	28	effectiveness	effectiveness	NOUN
cana-3391	73	29	.	.	PUNCT
cana-3391	74	1	m.	m.	NOUN
cana-3391	74	2	danner	danner	PROPN
cana-3391	74	3	et	et	PROPN
cana-3391	74	4	al	al	PROPN
cana-3391	74	5	.	.	PROPN
cana-3391	74	6	,	,	PUNCT
cana-3391	74	7	(	(	PUNCT
cana-3391	74	8	2023)[8	2023)[8	NUM
cana-3391	74	9	]	]	PUNCT
cana-3391	74	10	using	use	VERB
cana-3391	74	11	bert	bert	PROPN
cana-3391	74	12	based	base	VERB
cana-3391	74	13	models	model	NOUN
cana-3391	74	14	,	,	PUNCT
cana-3391	74	15	gpt-3.5	gpt-3.5	NOUN
cana-3391	74	16	,	,	PUNCT
cana-3391	74	17	and	and	CCONJ
cana-3391	74	18	chatgpt-4	chatgpt-4	PROPN
cana-3391	74	19	,	,	PUNCT
cana-3391	74	20	our	our	PRON
cana-3391	74	21	methodology	methodology	NOUN
cana-3391	74	22	outperforms	outperform	VERB
cana-3391	74	23	previous	previous	ADJ
cana-3391	74	24	work	work	NOUN
cana-3391	74	25	while	while	SCONJ
cana-3391	74	26	identifying	identify	VERB
cana-3391	74	27	depression	depression	NOUN
cana-3391	74	28	through	through	ADP
cana-3391	74	29	linguistic	linguistic	ADJ
cana-3391	74	30	models	model	NOUN
cana-3391	74	31	,	,	PUNCT
cana-3391	74	32	contextual	contextual	ADJ
cana-3391	74	33	information	information	NOUN
cana-3391	74	34	,	,	PUNCT
cana-3391	74	35	well	well	ADV
cana-3391	74	36	above	above	ADP
cana-3391	74	37	previous	previous	ADJ
cana-3391	74	38	methods	method	NOUN
cana-3391	74	39	.	.	PUNCT
cana-3391	75	1	in	in	ADP
cana-3391	75	2	this	this	DET
cana-3391	75	3	work	work	NOUN
cana-3391	75	4	,	,	PUNCT
cana-3391	75	5	we	we	PRON
cana-3391	75	6	show	show	VERB
cana-3391	75	7	that	that	SCONJ
cana-3391	75	8	the	the	DET
cana-3391	75	9	proposed	propose	VERB
cana-3391	75	10	application	application	NOUN
cana-3391	75	11	can	can	AUX
cana-3391	75	12	have	have	VERB
cana-3391	75	13	the	the	DET
cana-3391	75	14	capability	capability	NOUN
cana-3391	75	15	of	of	ADP
cana-3391	75	16	transforming	transform	VERB
cana-3391	75	17	the	the	DET
cana-3391	75	18	mental	mental	ADJ
cana-3391	75	19	health	health	NOUN
cana-3391	75	20	care	care	NOUN
cana-3391	75	21	and	and	CCONJ
cana-3391	75	22	to	to	PART
cana-3391	75	23	detect	detect	VERB
cana-3391	75	24	and	and	CCONJ
cana-3391	75	25	intervene	intervene	VERB
cana-3391	75	26	the	the	DET
cana-3391	75	27	depression	depression	NOUN
cana-3391	75	28	early	early	ADV
cana-3391	75	29	using	use	VERB
cana-3391	75	30	the	the	DET
cana-3391	75	31	daic	daic	PROPN
cana-3391	75	32	-	-	PUNCT
cana-3391	75	33	woz	woz	PROPN
cana-3391	75	34	and	and	CCONJ
cana-3391	75	35	extended	extend	VERB
cana-3391	75	36	-	-	PUNCT
cana-3391	75	37	daic	daic	ADJ
cana-3391	75	38	datasets	dataset	NOUN
cana-3391	75	39	.	.	PUNCT
cana-3391	76	1	our	our	PRON
cana-3391	76	2	approach	approach	NOUN
cana-3391	76	3	shows	show	VERB
cana-3391	76	4	promise	promise	NOUN
cana-3391	76	5	with	with	ADP
cana-3391	76	6	empirical	empirical	ADJ
cana-3391	76	7	results	result	NOUN
cana-3391	76	8	from	from	ADP
cana-3391	76	9	various	various	ADJ
cana-3391	76	10	experiments	experiment	NOUN
cana-3391	76	11	and	and	CCONJ
cana-3391	76	12	for	for	ADP
cana-3391	76	13	practical	practical	ADJ
cana-3391	76	14	use	use	NOUN
cana-3391	76	15	in	in	ADP
cana-3391	76	16	the	the	DET
cana-3391	76	17	real	real	ADJ
cana-3391	76	18	world	world	NOUN
cana-3391	76	19	.	.	PUNCT
cana-3391	77	1	and	and	CCONJ
cana-3391	77	2	it	it	PRON
cana-3391	77	3	's	be	AUX
cana-3391	77	4	also	also	ADV
cana-3391	77	5	about	about	ADP
cana-3391	77	6	the	the	DET
cana-3391	77	7	ethical	ethical	ADJ
cana-3391	77	8	,	,	PUNCT
cana-3391	77	9	legal	legal	ADJ
cana-3391	77	10	and	and	CCONJ
cana-3391	77	11	social	social	ADJ
cana-3391	77	12	implications	implication	NOUN
cana-3391	77	13	of	of	ADP
cana-3391	77	14	artificial	artificial	ADJ
cana-3391	77	15	intelligence	intelligence	NOUN
cana-3391	77	16	for	for	ADP
cana-3391	77	17	mental	mental	ADJ
cana-3391	77	18	health	health	NOUN
cana-3391	77	19	assessment	assessment	NOUN
cana-3391	77	20	.	.	PUNCT
cana-3391	78	1	using	use	VERB
cana-3391	78	2	our	our	PRON
cana-3391	78	3	work	work	NOUN
cana-3391	78	4	as	as	ADP
cana-3391	78	5	a	a	DET
cana-3391	78	6	guide	guide	NOUN
cana-3391	78	7	,	,	PUNCT
cana-3391	78	8	the	the	DET
cana-3391	78	9	revolutionized	revolutionize	VERB
cana-3391	78	10	power	power	NOUN
cana-3391	78	11	of	of	ADP
cana-3391	78	12	artificial	artificial	ADJ
cana-3391	78	13	intelligence	intelligence	NOUN
cana-3391	78	14	in	in	ADP
cana-3391	78	15	mental	mental	ADJ
cana-3391	78	16	health	health	NOUN
cana-3391	78	17	diagnostics	diagnostic	NOUN
cana-3391	78	18	is	be	AUX
cana-3391	78	19	paving	pave	VERB
cana-3391	78	20	way	way	NOUN
cana-3391	78	21	for	for	ADP
cana-3391	78	22	creative	creative	ADJ
cana-3391	78	23	solutions	solution	NOUN
cana-3391	78	24	that	that	PRON
cana-3391	78	25	solve	solve	VERB
cana-3391	78	26	for	for	ADP
cana-3391	78	27	early	early	ADJ
cana-3391	78	28	intervention	intervention	NOUN
cana-3391	78	29	and	and	CCONJ
cana-3391	78	30	ultimately	ultimately	ADV
cana-3391	78	31	better	well	ADJ
cana-3391	78	32	patient	patient	ADJ
cana-3391	78	33	outcomes	outcome	NOUN
cana-3391	78	34	.	.	PUNCT
cana-3391	79	1	communications	communication	NOUN
cana-3391	79	2	on	on	ADP
cana-3391	79	3	applied	apply	VERB
cana-3391	79	4	nonlinear	nonlinear	ADJ
cana-3391	79	5	analysis	analysis	NOUN
cana-3391	79	6	issn	issn	NOUN
cana-3391	79	7	:	:	PUNCT
cana-3391	79	8	1074	1074	NUM
cana-3391	79	9	-	-	PUNCT
cana-3391	79	10	133x	133x	NUM
cana-3391	79	11	vol	vol	NOUN
cana-3391	79	12	32	32	NUM
cana-3391	79	13	no	no	NOUN
cana-3391	79	14	.	.	PUNCT
cana-3391	80	1	7s	7	NOUN
cana-3391	80	2	(	(	PUNCT
cana-3391	80	3	2025	2025	NUM
cana-3391	80	4	)	)	PUNCT
cana-3391	80	5	261	261	NUM
cana-3391	80	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	80	7	table	table	NOUN
cana-3391	80	8	1	1	NUM
cana-3391	80	9	:	:	PUNCT
cana-3391	80	10	comparative	comparative	ADJ
cana-3391	80	11	analysis	analysis	NOUN
cana-3391	80	12	citation	citation	NOUN
cana-3391	80	13	methods	method	NOUN
cana-3391	80	14	advantages	advantage	NOUN
cana-3391	80	15	disadvantages	disadvantage	VERB
cana-3391	80	16	research	research	NOUN
cana-3391	80	17	gap	gap	NOUN
cana-3391	80	18	p.	p.	PROPN
cana-3391	80	19	swaroop	swaroop	PROPN
cana-3391	80	20	et	et	PROPN
cana-3391	80	21	al	al	PROPN
cana-3391	80	22	.	.	PUNCT
cana-3391	81	1	(	(	PUNCT
cana-3391	81	2	2024)[9	2024)[9	NUM
cana-3391	81	3	]	]	X
cana-3391	81	4	hybrid	hybrid	ADJ
cana-3391	81	5	cnnlstm	cnnlstm	NOUN
cana-3391	81	6	for	for	ADP
cana-3391	81	7	arrhythmia	arrhythmia	NOUN
cana-3391	81	8	high	high	ADJ
cana-3391	81	9	accuracy	accuracy	NOUN
cana-3391	81	10	,	,	PUNCT
cana-3391	81	11	time	time	NOUN
cana-3391	81	12	-	-	PUNCT
cana-3391	81	13	series	series	NOUN
cana-3391	81	14	data	datum	NOUN
cana-3391	81	15	complex	complex	NOUN
cana-3391	81	16	,	,	PUNCT
cana-3391	81	17	slow	slow	ADJ
cana-3391	81	18	training	training	NOUN
cana-3391	81	19	larger	large	ADJ
cana-3391	81	20	,	,	PUNCT
cana-3391	81	21	diverse	diverse	ADJ
cana-3391	81	22	datasets	dataset	NOUN
cana-3391	81	23	needed	need	VERB
cana-3391	81	24	h.	h.	PROPN
cana-3391	81	25	l.	l.	PROPN
cana-3391	81	26	leka	leka	PROPN
cana-3391	81	27	et	et	PROPN
cana-3391	81	28	al	al	PROPN
cana-3391	81	29	.	.	PROPN
cana-3391	82	1	(	(	PUNCT
cana-3391	82	2	2021)[10	2021)[10	NUM
cana-3391	82	3	]	]	X
cana-3391	82	4	hybrid	hybrid	ADJ
cana-3391	82	5	cnnlstm	cnnlstm	NOUN
cana-3391	82	6	for	for	ADP
cana-3391	82	7	cloud	cloud	NOUN
cana-3391	82	8	workload	workload	NOUN
cana-3391	82	9	accurate	accurate	ADJ
cana-3391	82	10	,	,	PUNCT
cana-3391	82	11	optimizes	optimize	VERB
cana-3391	82	12	resources	resource	NOUN
cana-3391	82	13	high	high	ADJ
cana-3391	82	14	computational	computational	ADJ
cana-3391	82	15	cost	cost	NOUN
cana-3391	82	16	real	real	ADJ
cana-3391	82	17	-	-	PUNCT
cana-3391	82	18	time	time	NOUN
cana-3391	82	19	optimization	optimization	PROPN
cana-3391	82	20	b.	b.	PROPN
cana-3391	82	21	c.	c.	PROPN
cana-3391	82	22	loftness	loftness	PROPN
cana-3391	82	23	et	et	PROPN
cana-3391	82	24	al	al	PROPN
cana-3391	82	25	.	.	PROPN
cana-3391	83	1	(	(	PUNCT
cana-3391	83	2	2023	2023	NUM
cana-3391	83	3	)	)	PUNCT
cana-3391	83	4	machine	machine	NOUN
cana-3391	83	5	learning	learning	NOUN
cana-3391	83	6	for	for	ADP
cana-3391	83	7	childhood	childhood	NOUN
cana-3391	83	8	mental	mental	ADJ
cana-3391	83	9	health	health	PROPN
cana-3391	83	10	early	early	ADJ
cana-3391	83	11	intervention	intervention	NOUN
cana-3391	83	12	,	,	PUNCT
cana-3391	83	13	potential	potential	NOUN
cana-3391	83	14	for	for	ADP
cana-3391	83	15	good	good	ADJ
cana-3391	83	16	results	result	NOUN
cana-3391	83	17	data	datum	NOUN
cana-3391	83	18	quality	quality	NOUN
cana-3391	83	19	issues	issue	NOUN
cana-3391	83	20	standardized	standardize	VERB
cana-3391	83	21	datasets	dataset	NOUN
cana-3391	83	22	needed	need	VERB
cana-3391	83	23	s.	s.	PROPN
cana-3391	83	24	kataru	kataru	PROPN
cana-3391	83	25	et	et	PROPN
cana-3391	83	26	al	al	PROPN
cana-3391	83	27	.	.	PROPN
cana-3391	84	1	(	(	PUNCT
cana-3391	84	2	2024)[11	2024)[11	NUM
cana-3391	84	3	]	]	X
cana-3391	84	4	machine	machine	NOUN
cana-3391	84	5	learning	learn	VERB
cana-3391	84	6	for	for	ADP
cana-3391	84	7	mental	mental	ADJ
cana-3391	84	8	health	health	NOUN
cana-3391	84	9	detection	detection	NOUN
cana-3391	84	10	early	early	ADJ
cana-3391	84	11	detection	detection	NOUN
cana-3391	84	12	,	,	PUNCT
cana-3391	84	13	reduces	reduce	VERB
cana-3391	84	14	professional	professional	ADJ
cana-3391	84	15	burden	burden	NOUN
cana-3391	84	16	data	datum	NOUN
cana-3391	84	17	imbalance	imbalance	NOUN
cana-3391	84	18	,	,	PUNCT
cana-3391	84	19	hard	hard	ADJ
cana-3391	84	20	interpretation	interpretation	NOUN
cana-3391	84	21	standardized	standardized	ADJ
cana-3391	84	22	data	datum	NOUN
cana-3391	84	23	,	,	PUNCT
cana-3391	84	24	explainability	explainability	NOUN
cana-3391	84	25	g.	g.	PROPN
cana-3391	84	26	corbin	corbin	PROPN
cana-3391	84	27	et	et	PROPN
cana-3391	84	28	al	al	PROPN
cana-3391	84	29	.	.	PROPN
cana-3391	85	1	(	(	PUNCT
cana-3391	85	2	2022)[12	2022)[12	NOUN
cana-3391	85	3	]	]	X
cana-3391	85	4	brief	brief	ADJ
cana-3391	85	5	mental	mental	ADJ
cana-3391	85	6	health	health	NOUN
cana-3391	85	7	screener	screener	NOUN
cana-3391	85	8	for	for	ADP
cana-3391	85	9	jails	jail	NOUN
cana-3391	85	10	useful	useful	ADJ
cana-3391	85	11	for	for	ADP
cana-3391	85	12	severe	severe	ADJ
cana-3391	85	13	mental	mental	ADJ
cana-3391	85	14	illness	illness	NOUN
cana-3391	85	15	limited	limited	ADJ
cana-3391	85	16	scope	scope	NOUN
cana-3391	85	17	,	,	PUNCT
cana-3391	85	18	no	no	DET
cana-3391	85	19	real	real	ADJ
cana-3391	85	20	-	-	PUNCT
cana-3391	85	21	time	time	NOUN
cana-3391	85	22	analysis	analysis	NOUN
cana-3391	85	23	broader	broad	ADJ
cana-3391	85	24	applications	application	NOUN
cana-3391	85	25	,	,	PUNCT
cana-3391	85	26	ml	ml	ADP
cana-3391	85	27	integration	integration	NOUN
cana-3391	85	28	methodology	methodology	NOUN
cana-3391	85	29	the	the	DET
cana-3391	85	30	strategy	strategy	NOUN
cana-3391	85	31	for	for	ADP
cana-3391	85	32	boosting	boost	VERB
cana-3391	85	33	mental	mental	ADJ
cana-3391	85	34	health	health	NOUN
cana-3391	85	35	diagnosis	diagnosis	NOUN
cana-3391	85	36	with	with	ADP
cana-3391	85	37	the	the	DET
cana-3391	85	38	help	help	NOUN
cana-3391	85	39	of	of	ADP
cana-3391	85	40	the	the	DET
cana-3391	85	41	cnn	cnn	PROPN
cana-3391	85	42	and	and	CCONJ
cana-3391	85	43	lstm	lstm	NOUN
cana-3391	85	44	approaches	approach	NOUN
cana-3391	85	45	when	when	SCONJ
cana-3391	85	46	combining	combine	VERB
cana-3391	85	47	multimodal	multimodal	NOUN
cana-3391	85	48	data	datum	NOUN
cana-3391	85	49	is	be	AUX
cana-3391	85	50	as	as	SCONJ
cana-3391	85	51	follows	follow	VERB
cana-3391	85	52	:	:	PUNCT
cana-3391	85	53	first	first	ADV
cana-3391	85	54	,	,	PUNCT
cana-3391	85	55	several	several	ADJ
cana-3391	85	56	forms	form	NOUN
cana-3391	85	57	of	of	ADP
cana-3391	85	58	multimodal	multimodal	NOUN
cana-3391	85	59	data	datum	NOUN
cana-3391	85	60	are	be	AUX
cana-3391	85	61	gathered	gather	VERB
cana-3391	85	62	,	,	PUNCT
cana-3391	85	63	for	for	ADP
cana-3391	85	64	instance	instance	NOUN
cana-3391	85	65	,	,	PUNCT
cana-3391	85	66	electroencephalogram	electroencephalogram	NOUN
cana-3391	85	67	,	,	PUNCT
cana-3391	85	68	facial	facial	ADJ
cana-3391	85	69	imagery	imagery	NOUN
cana-3391	85	70	,	,	PUNCT
cana-3391	85	71	voice	voice	NOUN
cana-3391	85	72	porosity	porosity	NOUN
cana-3391	85	73	,	,	PUNCT
cana-3391	85	74	and	and	CCONJ
cana-3391	85	75	word	word	NOUN
cana-3391	85	76	transcripts	transcript	NOUN
cana-3391	85	77	.	.	PUNCT
cana-3391	86	1	these	these	DET
cana-3391	86	2	data	datum	NOUN
cana-3391	86	3	types	type	NOUN
cana-3391	86	4	are	be	AUX
cana-3391	86	5	very	very	ADV
cana-3391	86	6	useful	useful	ADJ
cana-3391	86	7	for	for	ADP
cana-3391	86	8	giving	give	VERB
cana-3391	86	9	insights	insight	NOUN
cana-3391	86	10	about	about	ADP
cana-3391	86	11	emotional	emotional	ADJ
cana-3391	86	12	,	,	PUNCT
cana-3391	86	13	cognitive	cognitive	ADJ
cana-3391	86	14	&	&	CCONJ
cana-3391	86	15	neural	neural	ADJ
cana-3391	86	16	conditions[13	conditions[13	NOUN
cana-3391	86	17	]	]	X
cana-3391	86	18	.	.	PUNCT
cana-3391	87	1	the	the	DET
cana-3391	87	2	gathered	gather	VERB
cana-3391	87	3	data	data	NOUN
cana-3391	87	4	is	be	AUX
cana-3391	87	5	also	also	ADV
cana-3391	87	6	preprocessed	preprocesse	VERB
cana-3391	87	7	which	which	PRON
cana-3391	87	8	means	mean	VERB
cana-3391	87	9	that	that	SCONJ
cana-3391	87	10	all	all	DET
cana-3391	87	11	data	datum	NOUN
cana-3391	87	12	is	be	AUX
cana-3391	87	13	normalized	normalize	VERB
cana-3391	87	14	,	,	PUNCT
cana-3391	87	15	noisy	noisy	ADJ
cana-3391	87	16	data	datum	NOUN
cana-3391	87	17	is	be	AUX
cana-3391	87	18	removed	remove	VERB
cana-3391	87	19	and	and	CCONJ
cana-3391	87	20	features	feature	NOUN
cana-3391	87	21	that	that	PRON
cana-3391	87	22	are	be	AUX
cana-3391	87	23	extracted	extract	VERB
cana-3391	87	24	can	can	AUX
cana-3391	87	25	be	be	AUX
cana-3391	87	26	in	in	ADP
cana-3391	87	27	the	the	DET
cana-3391	87	28	form	form	NOUN
cana-3391	87	29	of	of	ADP
cana-3391	87	30	spectrograms	spectrogram	NOUN
cana-3391	87	31	for	for	ADP
cana-3391	87	32	audio	audio	ADJ
cana-3391	87	33	or	or	CCONJ
cana-3391	87	34	word	word	NOUN
cana-3391	87	35	embedding	embed	VERB
cana-3391	87	36	for	for	ADP
cana-3391	87	37	text	text	NOUN
cana-3391	87	38	.	.	PUNCT
cana-3391	88	1	spatial	spatial	ADJ
cana-3391	88	2	features	feature	NOUN
cana-3391	88	3	are	be	AUX
cana-3391	88	4	obtained	obtain	VERB
cana-3391	88	5	from	from	ADP
cana-3391	88	6	images	image	NOUN
cana-3391	88	7	,	,	PUNCT
cana-3391	88	8	videos	video	NOUN
cana-3391	88	9	or	or	CCONJ
cana-3391	88	10	spectrograms	spectrogram	NOUN
cana-3391	88	11	using	use	VERB
cana-3391	88	12	cnns	cnn	NOUN
cana-3391	88	13	and	and	CCONJ
cana-3391	88	14	temporal	temporal	ADJ
cana-3391	88	15	features	feature	NOUN
cana-3391	88	16	from	from	ADP
cana-3391	88	17	sequential	sequential	ADJ
cana-3391	88	18	eeg	eeg	NOUN
cana-3391	88	19	signals	signal	NOUN
cana-3391	88	20	and	and	CCONJ
cana-3391	88	21	audio	audio	NOUN
cana-3391	88	22	are	be	AUX
cana-3391	88	23	obtained	obtain	VERB
cana-3391	88	24	using	use	VERB
cana-3391	88	25	lstms	lstms	NOUN
cana-3391	88	26	.	.	PUNCT
cana-3391	89	1	concatenation	concatenation	NOUN
cana-3391	89	2	or	or	CCONJ
cana-3391	89	3	attention	attention	NOUN
cana-3391	89	4	mechanism	mechanism	NOUN
cana-3391	89	5	is	be	AUX
cana-3391	89	6	applied	apply	VERB
cana-3391	89	7	while	while	SCONJ
cana-3391	89	8	joining	join	VERB
cana-3391	89	9	features	feature	NOUN
cana-3391	89	10	of	of	ADP
cana-3391	89	11	different	different	ADJ
cana-3391	89	12	modalities	modality	NOUN
cana-3391	89	13	for	for	ADP
cana-3391	89	14	a	a	DET
cana-3391	89	15	fusion	fusion	NOUN
cana-3391	89	16	strategy	strategy	NOUN
cana-3391	89	17	.	.	PUNCT
cana-3391	90	1	the	the	DET
cana-3391	90	2	algorithm	algorithm	NOUN
cana-3391	90	3	being	be	AUX
cana-3391	90	4	used	use	VERB
cana-3391	90	5	to	to	PART
cana-3391	90	6	train	train	VERB
cana-3391	90	7	the	the	DET
cana-3391	90	8	model	model	NOUN
cana-3391	90	9	is	be	AUX
cana-3391	90	10	back	back	ADJ
cana-3391	90	11	propagation	propagation	NOUN
cana-3391	90	12	and	and	CCONJ
cana-3391	90	13	the	the	DET
cana-3391	90	14	parameters	parameter	NOUN
cana-3391	90	15	are	be	AUX
cana-3391	90	16	tuned	tune	VERB
cana-3391	90	17	by	by	ADP
cana-3391	90	18	various	various	ADJ
cana-3391	90	19	forms	form	NOUN
cana-3391	90	20	of	of	ADP
cana-3391	90	21	gradient	gradient	ADJ
cana-3391	90	22	descent	descent	NOUN
cana-3391	90	23	techniques	technique	NOUN
cana-3391	90	24	;	;	PUNCT
cana-3391	90	25	the	the	DET
cana-3391	90	26	diagnostic	diagnostic	ADJ
cana-3391	90	27	power	power	NOUN
cana-3391	90	28	of	of	ADP
cana-3391	90	29	the	the	DET
cana-3391	90	30	trained	train	VERB
cana-3391	90	31	model	model	NOUN
cana-3391	90	32	is	be	AUX
cana-3391	90	33	checked	check	VERB
cana-3391	90	34	by	by	ADP
cana-3391	90	35	various	various	ADJ
cana-3391	90	36	indicators	indicator	NOUN
cana-3391	90	37	such	such	ADJ
cana-3391	90	38	as	as	ADP
cana-3391	90	39	accuracy	accuracy	NOUN
cana-3391	90	40	,	,	PUNCT
cana-3391	90	41	precision	precision	NOUN
cana-3391	90	42	,	,	PUNCT
cana-3391	90	43	recall	recall	NOUN
cana-3391	90	44	etc	etc	X
cana-3391	90	45	.	.	X
cana-3391	90	46	1	1	X
cana-3391	90	47	.	.	X
cana-3391	90	48	data	datum	NOUN
cana-3391	90	49	collection	collection	NOUN
cana-3391	90	50	the	the	DET
cana-3391	90	51	first	first	ADJ
cana-3391	90	52	aspect	aspect	NOUN
cana-3391	90	53	of	of	ADP
cana-3391	90	54	moving	move	VERB
cana-3391	90	55	mental	mental	ADJ
cana-3391	90	56	health	health	NOUN
cana-3391	90	57	diagnosis	diagnosis	NOUN
cana-3391	90	58	forward	forward	ADV
cana-3391	90	59	is	be	AUX
cana-3391	90	60	the	the	DET
cana-3391	90	61	acquisition	acquisition	NOUN
cana-3391	90	62	of	of	ADP
cana-3391	90	63	multiple	multiple	ADJ
cana-3391	90	64	types	type	NOUN
cana-3391	90	65	of	of	ADP
cana-3391	90	66	multimodal	multimodal	NOUN
cana-3391	90	67	data	datum	NOUN
cana-3391	90	68	.	.	PUNCT
cana-3391	91	1	such	such	ADJ
cana-3391	91	2	data	datum	NOUN
cana-3391	91	3	types	type	NOUN
cana-3391	91	4	of	of	ADP
cana-3391	91	5	concern	concern	NOUN
cana-3391	91	6	eeg	eeg	NOUN
cana-3391	91	7	signals	signal	NOUN
cana-3391	91	8	,	,	PUNCT
cana-3391	91	9	which	which	PRON
cana-3391	91	10	records	record	VERB
cana-3391	91	11	the	the	DET
cana-3391	91	12	brain	brain	NOUN
cana-3391	91	13	waves	wave	NOUN
cana-3391	91	14	and	and	CCONJ
cana-3391	91	15	gives	give	VERB
cana-3391	91	16	information	information	NOUN
cana-3391	91	17	concerning	concern	VERB
cana-3391	91	18	the	the	DET
cana-3391	91	19	neurological	neurological	ADJ
cana-3391	91	20	disorders	disorder	NOUN
cana-3391	91	21	.	.	PUNCT
cana-3391	92	1	another	another	DET
cana-3391	92	2	valuable	valuable	ADJ
cana-3391	92	3	modality	modality	NOUN
cana-3391	92	4	is	be	AUX
cana-3391	92	5	videos	video	NOUN
cana-3391	92	6	of	of	ADP
cana-3391	92	7	facial	facial	ADJ
cana-3391	92	8	expressions	expression	NOUN
cana-3391	92	9	:	:	PUNCT
cana-3391	92	10	it	it	PRON
cana-3391	92	11	is	be	AUX
cana-3391	92	12	widely	widely	ADV
cana-3391	92	13	known	know	VERB
cana-3391	92	14	that	that	SCONJ
cana-3391	92	15	these	these	PRON
cana-3391	92	16	are	be	AUX
cana-3391	92	17	closely	closely	ADV
cana-3391	92	18	linked	link	VERB
cana-3391	92	19	to	to	ADP
cana-3391	92	20	emotions	emotion	NOUN
cana-3391	92	21	.	.	PUNCT
cana-3391	93	1	the	the	DET
cana-3391	93	2	analysis	analysis	NOUN
cana-3391	93	3	of	of	ADP
cana-3391	93	4	the	the	DET
cana-3391	93	5	voice	voice	NOUN
cana-3391	93	6	tone	tone	NOUN
cana-3391	93	7	entails	entail	VERB
cana-3391	93	8	some	some	DET
cana-3391	93	9	recordings	recording	NOUN
cana-3391	93	10	of	of	ADP
cana-3391	93	11	the	the	DET
cana-3391	93	12	voice	voice	NOUN
cana-3391	93	13	;	;	PUNCT
cana-3391	93	14	in	in	ADP
cana-3391	93	15	this	this	DET
cana-3391	93	16	case	case	NOUN
cana-3391	93	17	,	,	PUNCT
cana-3391	93	18	it	it	PRON
cana-3391	93	19	can	can	AUX
cana-3391	93	20	indicate	indicate	VERB
cana-3391	93	21	the	the	DET
cana-3391	93	22	emotion	emotion	NOUN
cana-3391	93	23	the	the	DET
cana-3391	93	24	person	person	NOUN
cana-3391	93	25	in	in	ADP
cana-3391	93	26	question	question	NOUN
cana-3391	93	27	was	be	AUX
cana-3391	93	28	feeling	feel	VERB
cana-3391	93	29	when	when	SCONJ
cana-3391	93	30	saying	say	VERB
cana-3391	93	31	something	something	PRON
cana-3391	93	32	.	.	PUNCT
cana-3391	94	1	finally	finally	ADV
cana-3391	94	2	,	,	PUNCT
cana-3391	94	3	assessment	assessment	NOUN
cana-3391	94	4	type	type	NOUN
cana-3391	94	5	data	datum	NOUN
cana-3391	94	6	is	be	AUX
cana-3391	94	7	taken	take	VERB
cana-3391	94	8	from	from	ADP
cana-3391	94	9	texts	text	NOUN
cana-3391	94	10	in	in	ADP
cana-3391	94	11	the	the	DET
cana-3391	94	12	form	form	NOUN
cana-3391	94	13	of	of	ADP
cana-3391	94	14	interview	interview	NOUN
cana-3391	94	15	transcriptions	transcription	NOUN
cana-3391	94	16	,	,	PUNCT
cana-3391	94	17	questionnaires	questionnaire	NOUN
cana-3391	94	18	,	,	PUNCT
cana-3391	94	19	social	social	ADJ
cana-3391	94	20	media	medium	NOUN
cana-3391	94	21	posts	post	NOUN
cana-3391	94	22	etc	etc	VERB
cana-3391	94	23	in	in	ADP
cana-3391	94	24	order	order	NOUN
cana-3391	94	25	to	to	PART
cana-3391	94	26	comprehend	comprehend	VERB
cana-3391	94	27	cognitive	cognitive	ADJ
cana-3391	94	28	and	and	CCONJ
cana-3391	94	29	emotional	emotional	ADJ
cana-3391	94	30	ailments	ailment	NOUN
cana-3391	94	31	.	.	PUNCT
cana-3391	95	1	the	the	DET
cana-3391	95	2	kind	kind	NOUN
cana-3391	95	3	of	of	ADP
cana-3391	95	4	data	datum	NOUN
cana-3391	95	5	that	that	PRON
cana-3391	95	6	is	be	AUX
cana-3391	95	7	either	either	CCONJ
cana-3391	95	8	used	use	VERB
cana-3391	95	9	to	to	PART
cana-3391	95	10	train	train	VERB
cana-3391	95	11	the	the	DET
cana-3391	95	12	system	system	NOUN
cana-3391	95	13	or	or	CCONJ
cana-3391	95	14	acquired	acquire	VERB
cana-3391	95	15	with	with	ADP
cana-3391	95	16	the	the	DET
cana-3391	95	17	purpose	purpose	NOUN
cana-3391	95	18	involves	involve	VERB
cana-3391	95	19	datasets	dataset	NOUN
cana-3391	95	20	such	such	ADJ
cana-3391	95	21	as	as	ADP
cana-3391	95	22	deap	deap	NOUN
cana-3391	95	23	(	(	PUNCT
cana-3391	95	24	eeg	eeg	PROPN
cana-3391	95	25	signals)[14	signals)[14	PROPN
cana-3391	95	26	]	]	PUNCT
cana-3391	95	27	,	,	PUNCT
cana-3391	95	28	affect	affect	VERB
cana-3391	95	29	net	net	ADJ
cana-3391	95	30	(	(	PUNCT
cana-3391	95	31	facial	facial	ADJ
cana-3391	95	32	images	image	NOUN
cana-3391	95	33	)	)	PUNCT
cana-3391	95	34	,	,	PUNCT
cana-3391	95	35	communications	communication	NOUN
cana-3391	95	36	on	on	ADP
cana-3391	95	37	applied	apply	VERB
cana-3391	95	38	nonlinear	nonlinear	ADJ
cana-3391	95	39	analysis	analysis	NOUN
cana-3391	95	40	issn	issn	NOUN
cana-3391	95	41	:	:	PUNCT
cana-3391	95	42	1074	1074	NUM
cana-3391	95	43	-	-	PUNCT
cana-3391	95	44	133x	133x	NUM
cana-3391	95	45	vol	vol	NOUN
cana-3391	95	46	32	32	NUM
cana-3391	95	47	no	no	NOUN
cana-3391	95	48	.	.	PUNCT
cana-3391	96	1	7s	7	NOUN
cana-3391	96	2	(	(	PUNCT
cana-3391	96	3	2025	2025	NUM
cana-3391	96	4	)	)	PUNCT
cana-3391	96	5	262	262	NUM
cana-3391	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	96	7	ravdess	ravdess	NOUN
cana-3391	96	8	(	(	PUNCT
cana-3391	96	9	audio	audio	NOUN
cana-3391	96	10	-	-	PUNCT
cana-3391	96	11	based	base	VERB
cana-3391	96	12	emotions	emotion	NOUN
cana-3391	96	13	)	)	PUNCT
cana-3391	96	14	,	,	PUNCT
cana-3391	96	15	and	and	CCONJ
cana-3391	96	16	clpsych	clpsych	NOUN
cana-3391	96	17	(	(	PUNCT
cana-3391	96	18	clinical	clinical	ADJ
cana-3391	96	19	text	text	NOUN
cana-3391	96	20	data	datum	NOUN
cana-3391	96	21	)	)	PUNCT
cana-3391	96	22	.	.	PUNCT
cana-3391	97	1	2	2	X
cana-3391	97	2	.	.	X
cana-3391	97	3	preprocessing	preprocesse	VERB
cana-3391	97	4	the	the	DET
cana-3391	97	5	raw	raw	ADJ
cana-3391	97	6	multimodal	multimodal	NOUN
cana-3391	97	7	data	datum	NOUN
cana-3391	97	8	collected	collect	VERB
cana-3391	97	9	has	have	VERB
cana-3391	97	10	to	to	PART
cana-3391	97	11	be	be	AUX
cana-3391	97	12	pre	pre	VERB
cana-3391	97	13	-	-	VERB
cana-3391	97	14	processed	process	VERB
cana-3391	97	15	before	before	ADP
cana-3391	97	16	analysis	analysis	NOUN
cana-3391	97	17	to	to	PART
cana-3391	97	18	make	make	VERB
cana-3391	97	19	them	they	PRON
cana-3391	97	20	standardized	standardized	ADJ
cana-3391	97	21	and	and	CCONJ
cana-3391	97	22	of	of	ADP
cana-3391	97	23	quality	quality	NOUN
cana-3391	97	24	.	.	PUNCT
cana-3391	98	1	preprocessing	preprocesse	VERB
cana-3391	98	2	for	for	ADP
cana-3391	98	3	eeg	eeg	NOUN
cana-3391	98	4	signals	signal	NOUN
cana-3391	98	5	is	be	AUX
cana-3391	98	6	accomplished	accomplish	VERB
cana-3391	98	7	by	by	ADP
cana-3391	98	8	eliminating	eliminate	VERB
cana-3391	98	9	noise	noise	NOUN
cana-3391	98	10	,	,	PUNCT
cana-3391	98	11	adjusting	adjust	VERB
cana-3391	98	12	the	the	DET
cana-3391	98	13	amplitude	amplitude	NOUN
cana-3391	98	14	to	to	PART
cana-3391	98	15	range	range	VERB
cana-3391	98	16	in	in	ADP
cana-3391	98	17	the	the	DET
cana-3391	98	18	mid-180s	mid-180	NOUN
cana-3391	98	19	to	to	PART
cana-3391	98	20	mid-200s	mid-200s	ADJ
cana-3391	98	21	,	,	PUNCT
cana-3391	98	22	and	and	CCONJ
cana-3391	98	23	filtering	filter	VERB
cana-3391	98	24	out	out	ADP
cana-3391	98	25	artifacts	artifact	NOUN
cana-3391	98	26	.	.	PUNCT
cana-3391	99	1	some	some	PRON
cana-3391	99	2	of	of	ADP
cana-3391	99	3	the	the	DET
cana-3391	99	4	operations	operation	NOUN
cana-3391	99	5	where	where	SCONJ
cana-3391	99	6	required	require	VERB
cana-3391	99	7	in	in	ADP
cana-3391	99	8	the	the	DET
cana-3391	99	9	preprocessing	preprocessing	NOUN
cana-3391	99	10	stage	stage	NOUN
cana-3391	99	11	are	be	AUX
cana-3391	99	12	face	face	NOUN
cana-3391	99	13	alignment	alignment	NOUN
cana-3391	99	14	and	and	CCONJ
cana-3391	99	15	landmark	landmark	NOUN
cana-3391	99	16	detection	detection	NOUN
cana-3391	99	17	for	for	ADP
cana-3391	99	18	facial	facial	ADJ
cana-3391	99	19	expressions	expression	NOUN
cana-3391	99	20	.	.	PUNCT
cana-3391	100	1	in	in	ADP
cana-3391	100	2	the	the	DET
cana-3391	100	3	case	case	NOUN
cana-3391	100	4	of	of	ADP
cana-3391	100	5	audio	audio	NOUN
cana-3391	100	6	,	,	PUNCT
cana-3391	100	7	the	the	DET
cana-3391	100	8	movement	movement	NOUN
cana-3391	100	9	of	of	ADP
cana-3391	100	10	speech	speech	NOUN
cana-3391	100	11	signals	signal	NOUN
cana-3391	100	12	is	be	AUX
cana-3391	100	13	standardized	standardize	VERB
cana-3391	100	14	,	,	PUNCT
cana-3391	100	15	and	and	CCONJ
cana-3391	100	16	the	the	DET
cana-3391	100	17	degree	degree	NOUN
cana-3391	100	18	of	of	ADP
cana-3391	100	19	noise	noise	NOUN
cana-3391	100	20	is	be	AUX
cana-3391	100	21	also	also	ADV
cana-3391	100	22	reduced	reduce	VERB
cana-3391	100	23	.	.	PUNCT
cana-3391	101	1	the	the	DET
cana-3391	101	2	text	text	NOUN
cana-3391	101	3	values	value	NOUN
cana-3391	101	4	go	go	VERB
cana-3391	101	5	through	through	ADP
cana-3391	101	6	tokenization	tokenization	NOUN
cana-3391	101	7	;	;	PUNCT
cana-3391	101	8	followed	follow	VERB
cana-3391	101	9	by	by	ADP
cana-3391	101	10	stop	stop	VERB
cana-3391	101	11	words	word	NOUN
cana-3391	101	12	extraction	extraction	NOUN
cana-3391	101	13	;	;	PUNCT
cana-3391	101	14	finally	finally	ADV
cana-3391	101	15	,	,	PUNCT
cana-3391	101	16	lemmatization	lemmatization	NOUN
cana-3391	101	17	is	be	AUX
cana-3391	101	18	applied	apply	VERB
cana-3391	101	19	.	.	PUNCT
cana-3391	102	1	moreover	moreover	ADV
cana-3391	102	2	,	,	PUNCT
cana-3391	102	3	signal	signal	VERB
cana-3391	102	4	pre	pre	ADJ
cana-3391	102	5	-	-	ADJ
cana-3391	102	6	processing	processing	ADJ
cana-3391	102	7	methods	method	NOUN
cana-3391	102	8	that	that	PRON
cana-3391	102	9	include	include	VERB
cana-3391	102	10	spectrograms	spectrogram	NOUN
cana-3391	102	11	for	for	ADP
cana-3391	102	12	converting	convert	VERB
cana-3391	102	13	audio	audio	ADJ
cana-3391	102	14	data	datum	NOUN
cana-3391	102	15	and	and	CCONJ
cana-3391	102	16	word	word	NOUN
cana-3391	102	17	embeddings	embedding	NOUN
cana-3391	102	18	for	for	ADP
cana-3391	102	19	converting	convert	VERB
cana-3391	102	20	textual	textual	ADJ
cana-3391	102	21	data	datum	NOUN
cana-3391	102	22	into	into	ADP
cana-3391	102	23	suitable	suitable	ADJ
cana-3391	102	24	feature	feature	NOUN
cana-3391	102	25	vectors	vector	NOUN
cana-3391	102	26	are	be	AUX
cana-3391	102	27	employed	employ	VERB
cana-3391	102	28	.	.	PUNCT
cana-3391	103	1	for	for	ADP
cana-3391	103	2	audio	audio	NOUN
cana-3391	103	3	,	,	PUNCT
cana-3391	103	4	a	a	DET
cana-3391	103	5	spectrogram[15	spectrogram[15	PROPN
cana-3391	103	6	]	]	PUNCT
cana-3391	103	7	is	be	AUX
cana-3391	103	8	generated	generate	VERB
cana-3391	103	9	using	use	VERB
cana-3391	103	10	the	the	DET
cana-3391	103	11	shorttime	shorttime	NOUN
cana-3391	103	12	fourier	fourier	NOUN
cana-3391	103	13	transform	transform	NOUN
cana-3391	103	14	(	(	PUNCT
cana-3391	103	15	stft	stft	ADV
cana-3391	103	16	):	):	PUNCT
cana-3391	103	17	s(t	s(t	PROPN
cana-3391	103	18	,	,	PUNCT
cana-3391	103	19	f	f	X
cana-3391	103	20	)	)	PUNCT
cana-3391	104	1	=	=	SYM
cana-3391	104	2	∫	∫	PROPN
cana-3391	104	3	x(τ)w(τ	x(τ)w(τ	PROPN
cana-3391	105	1	−	−	PROPN
cana-3391	105	2	t)e−j2πfτ	t)e−j2πfτ	NOUN
cana-3391	105	3	∞	∞	NUM
cana-3391	105	4	−∞	−∞	X
cana-3391	105	5	 	 	SPACE
cana-3391	105	6	d	d	PROPN
cana-3391	105	7	where	where	SCONJ
cana-3391	105	8	,	,	PUNCT
cana-3391	105	9	s(t	s(t	PROPN
cana-3391	105	10	,	,	PUNCT
cana-3391	105	11	f	f	X
cana-3391	105	12	)	)	PUNCT
cana-3391	105	13	=	=	PUNCT
cana-3391	106	1	|	|	ADV
cana-3391	106	2	x(τ	x(τ	PROPN
cana-3391	106	3	)	)	PUNCT
cana-3391	107	1	*	*	PUNCT
cana-3391	108	1	w(τ	w(τ	PROPN
cana-3391	108	2	−	−	PROPN
cana-3391	108	3	t)|2	t)|2	NOUN
cana-3391	108	4	which	which	PRON
cana-3391	108	5	is	be	AUX
cana-3391	108	6	spectrogram	spectrogram	NOUN
cana-3391	108	7	,	,	PUNCT
cana-3391	108	8	audio	audio	ADJ
cana-3391	108	9	signal	signal	NOUN
cana-3391	108	10	is	be	AUX
cana-3391	108	11	represented	represent	VERB
cana-3391	108	12	by	by	ADP
cana-3391	108	13	x(τ	x(τ	PROPN
cana-3391	108	14	)	)	PUNCT
cana-3391	108	15	and	and	CCONJ
cana-3391	108	16	w(τ	w(τ	PROPN
cana-3391	108	17	−	−	PROPN
cana-3391	108	18	t	t	PROPN
cana-3391	108	19	)	)	PUNCT
cana-3391	108	20	is	be	AUX
cana-3391	108	21	the	the	DET
cana-3391	108	22	window	window	NOUN
cana-3391	108	23	function	function	NOUN
cana-3391	108	24	.	.	PUNCT
cana-3391	109	1	text	text	NOUN
cana-3391	109	2	data	datum	NOUN
cana-3391	109	3	of	of	ADP
cana-3391	109	4	words	word	NOUN
cana-3391	109	5	are	be	AUX
cana-3391	109	6	transformed	transform	VERB
cana-3391	109	7	into	into	ADP
cana-3391	109	8	dense	dense	ADJ
cana-3391	109	9	vectorsword2vec	vectorsword2vec	NOUN
cana-3391	109	10	or	or	CCONJ
cana-3391	109	11	bert	bert	NOUN
cana-3391	109	12	,	,	PUNCT
cana-3391	109	13	giving	give	VERB
cana-3391	109	14	those	those	DET
cana-3391	109	15	words	word	NOUN
cana-3391	109	16	semantic	semantic	ADJ
cana-3391	109	17	meanings	meaning	NOUN
cana-3391	109	18	.	.	PUNCT
cana-3391	110	1	3	3	X
cana-3391	110	2	.	.	NOUN
cana-3391	110	3	model	model	NOUN
cana-3391	110	4	architecture	architecture	NOUN
cana-3391	110	5	in	in	ADP
cana-3391	110	6	the	the	DET
cana-3391	110	7	model	model	NOUN
cana-3391	110	8	architecture	architecture	NOUN
cana-3391	110	9	data	datum	NOUN
cana-3391	110	10	like	like	ADP
cana-3391	110	11	images	image	NOUN
cana-3391	110	12	or	or	CCONJ
cana-3391	110	13	spectrograms	spectrogram	NOUN
cana-3391	110	14	can	can	AUX
cana-3391	110	15	be	be	AUX
cana-3391	110	16	considered	consider	VERB
cana-3391	110	17	using	use	VERB
cana-3391	110	18	convolutional	convolutional	ADJ
cana-3391	110	19	neural	neural	ADJ
cana-3391	110	20	networks	network	NOUN
cana-3391	110	21	(	(	PUNCT
cana-3391	110	22	cnns	cnns	PROPN
cana-3391	110	23	)	)	PUNCT
cana-3391	110	24	.	.	PUNCT
cana-3391	111	1	cnns	cnns	PROPN
cana-3391	111	2	are	be	AUX
cana-3391	111	3	supposed	suppose	VERB
cana-3391	111	4	to	to	PART
cana-3391	111	5	learn	learn	VERB
cana-3391	111	6	spatial	spatial	ADJ
cana-3391	111	7	pyramids	pyramid	NOUN
cana-3391	111	8	of	of	ADP
cana-3391	111	9	features	feature	NOUN
cana-3391	111	10	inherent	inherent	ADJ
cana-3391	111	11	in	in	ADP
cana-3391	111	12	the	the	DET
cana-3391	111	13	input	input	NOUN
cana-3391	111	14	data	datum	NOUN
cana-3391	111	15	,	,	PUNCT
cana-3391	111	16	including	include	VERB
cana-3391	111	17	facial	facial	ADJ
cana-3391	111	18	expressions	expression	NOUN
cana-3391	111	19	and	and	CCONJ
cana-3391	111	20	spectrograms	spectrogram	NOUN
cana-3391	111	21	.	.	PUNCT
cana-3391	112	1	the	the	DET
cana-3391	112	2	convolution	convolution	NOUN
cana-3391	112	3	operation	operation	NOUN
cana-3391	112	4	is	be	AUX
cana-3391	112	5	defined	define	VERB
cana-3391	112	6	as	as	ADP
cana-3391	112	7	:	:	PUNCT
cana-3391	112	8	y(i	y(i	PROPN
cana-3391	112	9	,	,	PUNCT
cana-3391	112	10	j	j	PROPN
cana-3391	112	11	)	)	PUNCT
cana-3391	112	12	=	=	PUNCT
cana-3391	113	1	∑∑x(i	∑∑x(i	PROPN
cana-3391	113	2	+	+	CCONJ
cana-3391	113	3	m	m	PROPN
cana-3391	113	4	,	,	PUNCT
cana-3391	113	5	j	j	PROPN
cana-3391	113	6	+	+	CCONJ
cana-3391	113	7	n	n	CCONJ
cana-3391	113	8	)	)	PUNCT
cana-3391	113	9	nm	nm	ADJ
cana-3391	113	10	⋅	⋅	PROPN
cana-3391	113	11	w(m	w(m	PROPN
cana-3391	113	12	,	,	PUNCT
cana-3391	113	13	n	n	CCONJ
cana-3391	113	14	)	)	PUNCT
cana-3391	113	15	where	where	SCONJ
cana-3391	113	16	for	for	ADP
cana-3391	113	17	x	x	PROPN
cana-3391	113	18	is	be	AUX
cana-3391	113	19	an	an	DET
cana-3391	113	20	input	input	NOUN
cana-3391	113	21	image	image	NOUN
cana-3391	113	22	or	or	CCONJ
cana-3391	113	23	spectrogram	spectrogram	NOUN
cana-3391	113	24	,	,	PUNCT
cana-3391	113	25	w	w	PROPN
cana-3391	113	26	is	be	AUX
cana-3391	113	27	a	a	DET
cana-3391	113	28	convolution	convolution	NOUN
cana-3391	113	29	filter	filter	NOUN
cana-3391	113	30	,	,	PUNCT
cana-3391	113	31	and	and	CCONJ
cana-3391	113	32	y	y	PROPN
cana-3391	113	33	is	be	AUX
cana-3391	113	34	feature	feature	NOUN
cana-3391	113	35	map	map	NOUN
cana-3391	113	36	output	output	NOUN
cana-3391	113	37	.	.	PUNCT
cana-3391	114	1	for	for	SCONJ
cana-3391	114	2	temporal	temporal	ADJ
cana-3391	114	3	data	datum	NOUN
cana-3391	114	4	like	like	ADP
cana-3391	114	5	eeg	eeg	NOUN
cana-3391	114	6	signals	signal	NOUN
cana-3391	114	7	,	,	PUNCT
cana-3391	114	8	voice	voice	NOUN
cana-3391	114	9	tone	tone	NOUN
cana-3391	114	10	and	and	CCONJ
cana-3391	114	11	textual	textual	ADJ
cana-3391	114	12	,	,	PUNCT
cana-3391	114	13	long	long	ADJ
cana-3391	114	14	short	short	ADJ
cana-3391	114	15	-	-	PUNCT
cana-3391	114	16	term	term	NOUN
cana-3391	114	17	memory	memory	NOUN
cana-3391	114	18	(	(	PUNCT
cana-3391	114	19	lstm	lstm	NOUN
cana-3391	114	20	)	)	PUNCT
cana-3391	114	21	is	be	AUX
cana-3391	114	22	used	use	VERB
cana-3391	114	23	.	.	PUNCT
cana-3391	115	1	lstms	lstms	PROPN
cana-3391	115	2	are	be	AUX
cana-3391	115	3	a	a	DET
cana-3391	115	4	kind	kind	NOUN
cana-3391	115	5	of	of	ADP
cana-3391	115	6	rnn	rnn	NOUN
cana-3391	115	7	model	model	NOUN
cana-3391	115	8	,	,	PUNCT
cana-3391	115	9	which	which	PRON
cana-3391	115	10	are	be	AUX
cana-3391	115	11	used	use	VERB
cana-3391	115	12	to	to	PART
cana-3391	115	13	break	break	VERB
cana-3391	115	14	the	the	DET
cana-3391	115	15	long	long	ADJ
cana-3391	115	16	-	-	PUNCT
cana-3391	115	17	term	term	NOUN
cana-3391	115	18	dependency	dependency	NOUN
cana-3391	115	19	problem	problem	NOUN
cana-3391	115	20	.	.	PUNCT
cana-3391	116	1	the	the	DET
cana-3391	116	2	lstm	lstm	PROPN
cana-3391	116	3	cell	cell	NOUN
cana-3391	116	4	equations	equation	NOUN
cana-3391	116	5	are	be	AUX
cana-3391	116	6	as	as	SCONJ
cana-3391	116	7	follows	follow	VERB
cana-3391	116	8	:	:	PUNCT
cana-3391	116	9	ft	ft	PROPN
cana-3391	116	10	=	=	PUNCT
cana-3391	116	11	σ(wf[ht−1	σ(wf[ht−1	PROPN
cana-3391	116	12	,	,	PUNCT
cana-3391	116	13	xt	xt	ADP
cana-3391	116	14	]	]	X
cana-3391	116	15	+	+	CCONJ
cana-3391	116	16	bf	bf	X
cana-3391	116	17	)	)	PUNCT
cana-3391	116	18	it	it	PRON
cana-3391	116	19	=	=	SYM
cana-3391	116	20	σ(wi[ht−1	σ(wi[ht−1	PROPN
cana-3391	116	21	,	,	PUNCT
cana-3391	116	22	xt	xt	ADP
cana-3391	116	23	]	]	X
cana-3391	117	1	+	+	CCONJ
cana-3391	117	2	bi	bi	NOUN
cana-3391	117	3	)	)	PUNCT
cana-3391	117	4	ot	ot	NOUN
cana-3391	117	5	=	=	PUNCT
cana-3391	117	6	σ(wo[ht−1	σ(wo[ht−1	PROPN
cana-3391	117	7	,	,	PUNCT
cana-3391	117	8	xt	xt	ADP
cana-3391	117	9	]	]	X
cana-3391	117	10	+	+	CCONJ
cana-3391	117	11	bo	bo	NOUN
cana-3391	117	12	)	)	PUNCT
cana-3391	117	13	ct	ct	PROPN
cana-3391	117	14	=	=	PUNCT
cana-3391	117	15	ft	ft	PROPN
cana-3391	117	16	∗	∗	NOUN
cana-3391	117	17	ct−1	ct−1	NOUN
cana-3391	118	1	+	+	CCONJ
cana-3391	118	2	it	it	PRON
cana-3391	118	3	∗	∗	VERB
cana-3391	118	4	tanh(wc[ht−1	tanh(wc[ht−1	PROPN
cana-3391	118	5	,	,	PUNCT
cana-3391	118	6	xt	xt	ADP
cana-3391	118	7	]	]	X
cana-3391	118	8	+	+	CCONJ
cana-3391	118	9	bc	bc	PROPN
cana-3391	118	10	)	)	PUNCT
cana-3391	118	11	ht	ht	PROPN
cana-3391	118	12	=	=	PUNCT
cana-3391	118	13	ot	ot	PROPN
cana-3391	118	14	∗	∗	NOUN
cana-3391	118	15	tanh(ct	tanh(ct	NOUN
cana-3391	118	16	)	)	PUNCT
cana-3391	118	17	where	where	SCONJ
cana-3391	118	18	ft	ft	NOUN
cana-3391	118	19	is	be	AUX
cana-3391	118	20	the	the	DET
cana-3391	118	21	forget	forget	NOUN
cana-3391	118	22	gate	gate	NOUN
cana-3391	118	23	,	,	PUNCT
cana-3391	118	24	it	it	PRON
cana-3391	118	25	is	be	AUX
cana-3391	118	26	the	the	DET
cana-3391	118	27	input	input	NOUN
cana-3391	118	28	gate	gate	NOUN
cana-3391	118	29	,	,	PUNCT
cana-3391	118	30	ot	ot	X
cana-3391	118	31	is	be	AUX
cana-3391	118	32	the	the	DET
cana-3391	118	33	output	output	NOUN
cana-3391	118	34	gate[16	gate[16	PROPN
cana-3391	118	35	]	]	PUNCT
cana-3391	118	36	,	,	PUNCT
cana-3391	118	37	ct	ct	PROPN
cana-3391	118	38	is	be	AUX
cana-3391	118	39	the	the	DET
cana-3391	118	40	cell	cell	NOUN
cana-3391	118	41	state	state	NOUN
cana-3391	118	42	and	and	CCONJ
cana-3391	118	43	ht	ht	PROPN
cana-3391	118	44	is	be	AUX
cana-3391	118	45	the	the	DET
cana-3391	118	46	hidden	hidden	ADJ
cana-3391	118	47	state	state	NOUN
cana-3391	118	48	at	at	ADP
cana-3391	118	49	the	the	DET
cana-3391	118	50	t	t	PROPN
cana-3391	118	51	time	time	NOUN
cana-3391	118	52	.	.	PUNCT
cana-3391	119	1	finally	finally	ADV
cana-3391	119	2	,	,	PUNCT
cana-3391	119	3	the	the	DET
cana-3391	119	4	features	feature	NOUN
cana-3391	119	5	from	from	ADP
cana-3391	119	6	the	the	DET
cana-3391	119	7	cnn	cnn	PROPN
cana-3391	119	8	and	and	CCONJ
cana-3391	119	9	lstm	lstm	NOUN
cana-3391	119	10	models	model	NOUN
cana-3391	119	11	are	be	AUX
cana-3391	119	12	deserted	desert	VERB
cana-3391	119	13	by	by	ADP
cana-3391	119	14	concatenation	concatenation	NOUN
cana-3391	119	15	or	or	CCONJ
cana-3391	119	16	non	non	ADJ
cana-3391	119	17	-	-	ADJ
cana-3391	119	18	attention	attention	ADJ
cana-3391	119	19	coordination	coordination	NOUN
cana-3391	119	20	.	.	PUNCT
cana-3391	120	1	in	in	ADP
cana-3391	120	2	concatenation	concatenation	NOUN
cana-3391	120	3	,	,	PUNCT
cana-3391	120	4	the	the	DET
cana-3391	120	5	features	feature	NOUN
cana-3391	120	6	are	be	AUX
cana-3391	120	7	directly	directly	ADV
cana-3391	120	8	merged	merge	VERB
cana-3391	120	9	into	into	ADP
cana-3391	120	10	one	one	NUM
cana-3391	120	11	unified	unified	ADJ
cana-3391	120	12	vector	vector	NOUN
cana-3391	120	13	:	:	PUNCT
cana-3391	120	14	communications	communication	NOUN
cana-3391	120	15	on	on	ADP
cana-3391	120	16	applied	apply	VERB
cana-3391	120	17	nonlinear	nonlinear	ADJ
cana-3391	120	18	analysis	analysis	NOUN
cana-3391	120	19	issn	issn	NOUN
cana-3391	120	20	:	:	PUNCT
cana-3391	120	21	1074	1074	NUM
cana-3391	120	22	-	-	PUNCT
cana-3391	120	23	133x	133x	NUM
cana-3391	120	24	vol	vol	NOUN
cana-3391	120	25	32	32	NUM
cana-3391	120	26	no	no	NOUN
cana-3391	120	27	.	.	PUNCT
cana-3391	121	1	7s	7	NOUN
cana-3391	121	2	(	(	PUNCT
cana-3391	121	3	2025	2025	NUM
cana-3391	121	4	)	)	PUNCT
cana-3391	121	5	263	263	NUM
cana-3391	122	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	122	2	f	f	X
cana-3391	123	1	=	=	PUNCT
cana-3391	124	1	[	[	X
cana-3391	124	2	fcnn	fcnn	X
cana-3391	124	3	,	,	PUNCT
cana-3391	124	4	flstm	flstm	ADJ
cana-3391	124	5	]	]	PUNCT
cana-3391	124	6	alternatively	alternatively	ADV
cana-3391	124	7	,	,	PUNCT
cana-3391	124	8	an	an	DET
cana-3391	124	9	attention	attention	NOUN
cana-3391	124	10	mechanism	mechanism	NOUN
cana-3391	124	11	can	can	AUX
cana-3391	124	12	be	be	AUX
cana-3391	124	13	used	use	VERB
cana-3391	124	14	to	to	PART
cana-3391	124	15	focus	focus	VERB
cana-3391	124	16	on	on	ADP
cana-3391	124	17	the	the	DET
cana-3391	124	18	most	most	ADV
cana-3391	124	19	relevant	relevant	ADJ
cana-3391	124	20	features	feature	NOUN
cana-3391	124	21	from	from	ADP
cana-3391	124	22	both	both	PRON
cana-3391	124	23	cnn	cnn	PROPN
cana-3391	124	24	and	and	CCONJ
cana-3391	124	25	lstm	lstm	NOUN
cana-3391	124	26	models	model	NOUN
cana-3391	124	27	:	:	PUNCT
cana-3391	124	28	at	at	ADP
cana-3391	124	29	=	=	PUNCT
cana-3391	124	30	∑	∑	PUNCT
cana-3391	124	31	escore	escore	PROPN
cana-3391	124	32	t′	t′	NUM
cana-3391	124	33	escoret	escoret	NOUN
cana-3391	124	34	t′	t′	NOUN
cana-3391	124	35	here	here	ADV
cana-3391	124	36	at	at	ADP
cana-3391	124	37	is	be	AUX
cana-3391	124	38	the	the	DET
cana-3391	124	39	attention	attention	NOUN
cana-3391	124	40	weight	weight	NOUN
cana-3391	124	41	at	at	ADP
cana-3391	124	42	time	time	NOUN
cana-3391	124	43	t	t	PROPN
cana-3391	124	44	,	,	PUNCT
cana-3391	124	45	and	and	CCONJ
cana-3391	124	46	st	st	PROPN
cana-3391	124	47	is	be	AUX
cana-3391	124	48	the	the	DET
cana-3391	124	49	attention	attention	NOUN
cana-3391	124	50	score	score	NOUN
cana-3391	124	51	.	.	PUNCT
cana-3391	125	1	4	4	X
cana-3391	125	2	.	.	X
cana-3391	125	3	training	training	NOUN
cana-3391	125	4	and	and	CCONJ
cana-3391	125	5	validation	validation	NOUN
cana-3391	125	6	the	the	DET
cana-3391	125	7	calculations	calculation	NOUN
cana-3391	125	8	for	for	ADP
cana-3391	125	9	the	the	DET
cana-3391	125	10	required	require	VERB
cana-3391	125	11	weights	weight	NOUN
cana-3391	125	12	for	for	ADP
cana-3391	125	13	the	the	DET
cana-3391	125	14	model	model	NOUN
cana-3391	125	15	are	be	AUX
cana-3391	125	16	made	make	VERB
cana-3391	125	17	using	use	VERB
cana-3391	125	18	backpropagation[17	backpropagation[17	ADJ
cana-3391	125	19	]	]	PUNCT
cana-3391	125	20	and	and	CCONJ
cana-3391	125	21	gradient	gradient	ADJ
cana-3391	125	22	descent	descent	NOUN
cana-3391	125	23	.	.	PUNCT
cana-3391	126	1	the	the	DET
cana-3391	126	2	loss	loss	NOUN
cana-3391	126	3	function	function	NOUN
cana-3391	126	4	for	for	ADP
cana-3391	126	5	classification	classification	NOUN
cana-3391	126	6	tasks	task	NOUN
cana-3391	126	7	is	be	AUX
cana-3391	126	8	typically	typically	ADV
cana-3391	126	9	cross	cross	ADJ
cana-3391	126	10	-	-	ADJ
cana-3391	126	11	entropy	entropy	ADJ
cana-3391	126	12	loss	loss	NOUN
cana-3391	126	13	:	:	PUNCT
cana-3391	126	14	l	l	X
cana-3391	126	15	=	=	PUNCT
cana-3391	126	16	−∑yc	−∑yc	X
cana-3391	126	17	c	c	X
cana-3391	126	18	c=1	c=1	PROPN
cana-3391	126	19	lo	lo	PROPN
cana-3391	126	20	g(yĉ	g(yĉ	NOUN
cana-3391	126	21	)	)	PUNCT
cana-3391	126	22	where	where	SCONJ
cana-3391	126	23	yc	yc	PROPN
cana-3391	126	24	is	be	AUX
cana-3391	126	25	the	the	DET
cana-3391	126	26	true	true	ADJ
cana-3391	126	27	class	class	NOUN
cana-3391	126	28	label	label	NOUN
cana-3391	126	29	and	and	CCONJ
cana-3391	126	30	y^c	y^c	NOUN
cana-3391	126	31	is	be	AUX
cana-3391	126	32	the	the	DET
cana-3391	126	33	predicted	predict	VERB
cana-3391	126	34	probability	probability	NOUN
cana-3391	126	35	.	.	PUNCT
cana-3391	127	1	the	the	DET
cana-3391	127	2	model	model	NOUN
cana-3391	127	3	is	be	AUX
cana-3391	127	4	optimized	optimize	VERB
cana-3391	127	5	using	use	VERB
cana-3391	127	6	adam	adam	PROPN
cana-3391	127	7	optimizer	optimizer	NOUN
cana-3391	127	8	or	or	CCONJ
cana-3391	127	9	stochastic	stochastic	ADJ
cana-3391	127	10	gradient	gradient	ADJ
cana-3391	127	11	descent	descent	NOUN
cana-3391	127	12	(	(	PUNCT
cana-3391	127	13	sgd	sgd	PROPN
cana-3391	127	14	):	):	PUNCT
cana-3391	128	1	θ	θ	X
cana-3391	128	2	=	=	PUNCT
cana-3391	128	3	θ	θ	X
cana-3391	128	4	−	−	NOUN
cana-3391	128	5	η∇θl(θ	η∇θl(θ	NOUN
cana-3391	128	6	)	)	PUNCT
cana-3391	128	7	in	in	ADP
cana-3391	128	8	this	this	DET
cana-3391	128	9	context	context	NOUN
cana-3391	128	10	,	,	PUNCT
cana-3391	128	11	θ	θ	PROPN
cana-3391	128	12	is	be	AUX
cana-3391	128	13	the	the	DET
cana-3391	128	14	model	model	NOUN
cana-3391	128	15	parameters	parameter	NOUN
cana-3391	128	16	,	,	PUNCT
cana-3391	128	17	η	η	PROPN
cana-3391	128	18	stands	stand	VERB
cana-3391	128	19	for	for	ADP
cana-3391	128	20	learning	learn	VERB
cana-3391	128	21	rate	rate	NOUN
cana-3391	128	22	,	,	PUNCT
cana-3391	128	23	∇θl(θ	∇θl(θ	PROPN
cana-3391	128	24	)	)	PUNCT
cana-3391	128	25	is	be	AUX
cana-3391	128	26	the	the	DET
cana-3391	128	27	gradient	gradient	NOUN
cana-3391	128	28	of	of	ADP
cana-3391	128	29	the	the	DET
cana-3391	128	30	loss	loss	NOUN
cana-3391	128	31	function	function	NOUN
cana-3391	128	32	.	.	PUNCT
cana-3391	129	1	hyperparameters	hyperparameter	NOUN
cana-3391	129	2	optimization	optimization	NOUN
cana-3391	129	3	includes	include	VERB
cana-3391	129	4	choosing	choose	VERB
cana-3391	129	5	right	right	ADV
cana-3391	129	6	,	,	PUNCT
cana-3391	129	7	learning	learn	VERB
cana-3391	129	8	rate	rate	NOUN
cana-3391	129	9	,	,	PUNCT
cana-3391	129	10	batch	batch	NOUN
cana-3391	129	11	size	size	NOUN
cana-3391	129	12	,	,	PUNCT
cana-3391	129	13	number	number	NOUN
cana-3391	129	14	of	of	ADP
cana-3391	129	15	layers	layer	NOUN
cana-3391	129	16	in	in	ADP
cana-3391	129	17	cnn	cnn	PROPN
cana-3391	129	18	and	and	CCONJ
cana-3391	129	19	lstm	lstm	PROPN
cana-3391	129	20	,	,	PUNCT
cana-3391	129	21	and	and	CCONJ
cana-3391	129	22	utilizing	utilize	VERB
cana-3391	129	23	alphanumeric	alphanumeric	ADJ
cana-3391	129	24	search	search	NOUN
cana-3391	129	25	like	like	ADP
cana-3391	129	26	grid	grid	NOUN
cana-3391	129	27	search	search	NOUN
cana-3391	129	28	,	,	PUNCT
cana-3391	129	29	and	and	CCONJ
cana-3391	129	30	bayesian	bayesian	NOUN
cana-3391	129	31	optimization[17	optimization[17	NOUN
cana-3391	129	32	]	]	PUNCT
cana-3391	129	33	.	.	PUNCT
cana-3391	130	1	5	5	X
cana-3391	130	2	.	.	X
cana-3391	130	3	performance	performance	NOUN
cana-3391	130	4	evaluation	evaluation	NOUN
cana-3391	130	5	based	base	VERB
cana-3391	130	6	on	on	ADP
cana-3391	130	7	the	the	DET
cana-3391	130	8	trained	train	VERB
cana-3391	130	9	model	model	NOUN
cana-3391	130	10	,	,	PUNCT
cana-3391	130	11	several	several	ADJ
cana-3391	130	12	measures	measure	NOUN
cana-3391	130	13	of	of	ADP
cana-3391	130	14	accuracy	accuracy	NOUN
cana-3391	130	15	,	,	PUNCT
cana-3391	130	16	such	such	ADJ
cana-3391	130	17	as	as	ADP
cana-3391	130	18	accuracy	accuracy	NOUN
cana-3391	130	19	,	,	PUNCT
cana-3391	130	20	precision	precision	NOUN
cana-3391	130	21	,	,	PUNCT
cana-3391	130	22	recall	recall	NOUN
cana-3391	130	23	,	,	PUNCT
cana-3391	130	24	f1	f1	NOUN
cana-3391	130	25	measure	measure	NOUN
cana-3391	130	26	and	and	CCONJ
cana-3391	130	27	roc	roc	NOUN
cana-3391	130	28	-	-	PUNCT
cana-3391	130	29	auc	auc	NOUN
cana-3391	130	30	are	be	AUX
cana-3391	130	31	used	use	VERB
cana-3391	130	32	.	.	PUNCT
cana-3391	131	1	these	these	DET
cana-3391	131	2	measures	measure	NOUN
cana-3391	131	3	allow	allow	VERB
cana-3391	131	4	evaluating	evaluate	VERB
cana-3391	131	5	the	the	DET
cana-3391	131	6	model	model	NOUN
cana-3391	131	7	’s	’s	PART
cana-3391	131	8	capability	capability	NOUN
cana-3391	131	9	to	to	PART
cana-3391	131	10	identify	identify	VERB
cana-3391	131	11	mental	mental	ADJ
cana-3391	131	12	health	health	NOUN
cana-3391	131	13	disorders	disorder	NOUN
cana-3391	131	14	and	and	CCONJ
cana-3391	131	15	do	do	VERB
cana-3391	131	16	it	it	PRON
cana-3391	131	17	stably	stably	ADV
cana-3391	131	18	across	across	ADP
cana-3391	131	19	different	different	ADJ
cana-3391	131	20	formats	format	NOUN
cana-3391	131	21	of	of	ADP
cana-3391	131	22	inputs	input	NOUN
cana-3391	131	23	.	.	PUNCT
cana-3391	132	1	this	this	DET
cana-3391	132	2	methodology	methodology	NOUN
cana-3391	132	3	utilizes	utilize	VERB
cana-3391	132	4	cnns	cnn	NOUN
cana-3391	132	5	and	and	CCONJ
cana-3391	132	6	lstms	lstms	NOUN
cana-3391	132	7	together	together	ADV
cana-3391	132	8	with	with	ADP
cana-3391	132	9	multimodal	multimodal	ADJ
cana-3391	132	10	data	datum	NOUN
cana-3391	132	11	which	which	PRON
cana-3391	132	12	can	can	AUX
cana-3391	132	13	improve	improve	VERB
cana-3391	132	14	the	the	DET
cana-3391	132	15	understanding	understanding	NOUN
cana-3391	132	16	and	and	CCONJ
cana-3391	132	17	diagnosis	diagnosis	NOUN
cana-3391	132	18	of	of	ADP
cana-3391	132	19	the	the	DET
cana-3391	132	20	mental	mental	ADJ
cana-3391	132	21	health	health	NOUN
cana-3391	132	22	conditions	condition	NOUN
cana-3391	132	23	by	by	ADP
cana-3391	132	24	leveraging	leverage	VERB
cana-3391	132	25	each	each	PRON
cana-3391	132	26	of	of	ADP
cana-3391	132	27	the	the	DET
cana-3391	132	28	data	data	NOUN
cana-3391	132	29	modalities	modality	NOUN
cana-3391	132	30	that	that	PRON
cana-3391	132	31	have	have	VERB
cana-3391	132	32	specific	specific	ADJ
cana-3391	132	33	features	feature	NOUN
cana-3391	132	34	.	.	PUNCT
cana-3391	133	1	system	system	NOUN
cana-3391	133	2	architecture	architecture	VERB
cana-3391	133	3	the	the	DET
cana-3391	133	4	motion	motion	NOUN
cana-3391	133	5	scheme	scheme	NOUN
cana-3391	133	6	for	for	ADP
cana-3391	133	7	improving	improve	VERB
cana-3391	133	8	the	the	DET
cana-3391	133	9	diagnostic	diagnostic	ADJ
cana-3391	133	10	capabilities	capability	NOUN
cana-3391	133	11	for	for	ADP
cana-3391	133	12	mental	mental	ADJ
cana-3391	133	13	health	health	NOUN
cana-3391	133	14	using	use	VERB
cana-3391	133	15	multimodal	multimodal	NOUN
cana-3391	133	16	data	datum	NOUN
cana-3391	133	17	with	with	ADP
cana-3391	133	18	cnn	cnn	PROPN
cana-3391	133	19	and	and	CCONJ
cana-3391	133	20	lstm	lstm	NOUN
cana-3391	133	21	techniques	technique	NOUN
cana-3391	133	22	encompasses	encompass	VERB
cana-3391	133	23	different	different	ADJ
cana-3391	133	24	segments	segment	NOUN
cana-3391	133	25	for	for	ADP
cana-3391	133	26	analyzing	analyze	VERB
cana-3391	133	27	numerous	numerous	ADJ
cana-3391	133	28	databases	database	NOUN
cana-3391	133	29	.	.	PUNCT
cana-3391	134	1	this	this	PRON
cana-3391	134	2	starts	start	VERB
cana-3391	134	3	by	by	ADP
cana-3391	134	4	capturing	capture	VERB
cana-3391	134	5	data	datum	NOUN
cana-3391	134	6	at	at	ADP
cana-3391	134	7	the	the	DET
cana-3391	134	8	input	input	NOUN
cana-3391	134	9	layer	layer	NOUN
cana-3391	134	10	of	of	ADP
cana-3391	134	11	features	feature	NOUN
cana-3391	134	12	from	from	ADP
cana-3391	134	13	various	various	ADJ
cana-3391	134	14	modalities	modality	NOUN
cana-3391	134	15	;	;	PUNCT
cana-3391	134	16	acoustic	acoustic	ADJ
cana-3391	134	17	(	(	PUNCT
cana-3391	134	18	voice	voice	NOUN
cana-3391	134	19	)	)	PUNCT
cana-3391	134	20	,	,	PUNCT
cana-3391	134	21	opto	opto	ADJ
cana-3391	134	22	-	-	PUNCT
cana-3391	134	23	visual	visual	ADJ
cana-3391	134	24	(	(	PUNCT
cana-3391	134	25	facial	facial	ADJ
cana-3391	134	26	and	and	CCONJ
cana-3391	134	27	gestural	gestural	ADJ
cana-3391	134	28	videos	video	NOUN
cana-3391	134	29	)	)	PUNCT
cana-3391	134	30	,	,	PUNCT
cana-3391	134	31	physiological	physiological	NOUN
cana-3391	134	32	(	(	PUNCT
cana-3391	134	33	fhr	fhr	NOUN
cana-3391	134	34	,	,	PUNCT
cana-3391	134	35	eeg	eeg	PROPN
cana-3391	134	36	)	)	PUNCT
cana-3391	134	37	,	,	PUNCT
cana-3391	134	38	and	and	CCONJ
cana-3391	134	39	textual	textual	ADJ
cana-3391	134	40	(	(	PUNCT
cana-3391	134	41	interview	interview	NOUN
cana-3391	134	42	transcripts	transcript	NOUN
cana-3391	134	43	,	,	PUNCT
cana-3391	134	44	questionnaires	questionnaire	NOUN
cana-3391	134	45	)	)	PUNCT
cana-3391	134	46	.	.	PUNCT
cana-3391	135	1	this	this	DET
cana-3391	135	2	raw	raw	ADJ
cana-3391	135	3	data	datum	NOUN
cana-3391	135	4	is	be	AUX
cana-3391	135	5	analyzed	analyze	VERB
cana-3391	135	6	in	in	ADP
cana-3391	135	7	a	a	DET
cana-3391	135	8	preprocessing	preprocessing	NOUN
cana-3391	135	9	step	step	NOUN
cana-3391	135	10	where	where	SCONJ
cana-3391	135	11	unwanted	unwanted	ADJ
cana-3391	135	12	noise	noise	NOUN
cana-3391	135	13	is	be	AUX
cana-3391	135	14	eliminated	eliminate	VERB
cana-3391	135	15	and	and	CCONJ
cana-3391	135	16	selective	selective	ADJ
cana-3391	135	17	features[18	features[18	NOUN
cana-3391	135	18	]	]	PUNCT
cana-3391	135	19	are	be	AUX
cana-3391	135	20	extracted	extract	VERB
cana-3391	135	21	that	that	PRON
cana-3391	135	22	include	include	VERB
cana-3391	135	23	the	the	DET
cana-3391	135	24	mfcc	mfcc	NOUN
cana-3391	135	25	for	for	ADP
cana-3391	135	26	audio	audio	ADJ
cana-3391	135	27	,	,	PUNCT
cana-3391	135	28	facial	facial	ADJ
cana-3391	135	29	landmarks	landmark	NOUN
cana-3391	135	30	for	for	ADP
cana-3391	135	31	video	video	NOUN
cana-3391	135	32	,	,	PUNCT
cana-3391	135	33	heart	heart	NOUN
cana-3391	135	34	rate	rate	NOUN
cana-3391	135	35	variability	variability	NOUN
cana-3391	135	36	for	for	ADP
cana-3391	135	37	physiology	physiology	NOUN
cana-3391	135	38	and	and	CCONJ
cana-3391	135	39	sentiment	sentiment	NOUN
cana-3391	135	40	analysis	analysis	NOUN
cana-3391	135	41	for	for	ADP
cana-3391	135	42	text.the	text.the	DET
cana-3391	135	43	multimodal	multimodal	NOUN
cana-3391	135	44	data	datum	NOUN
cana-3391	135	45	fusion	fusion	NOUN
cana-3391	135	46	step	step	NOUN
cana-3391	135	47	integrates	integrate	NOUN
cana-3391	135	48	these	these	DET
cana-3391	135	49	features	feature	NOUN
cana-3391	135	50	into	into	ADP
cana-3391	135	51	a	a	DET
cana-3391	135	52	single	single	ADJ
cana-3391	135	53	mode	mode	NOUN
cana-3391	135	54	.	.	PUNCT
cana-3391	136	1	whereas	whereas	SCONJ
cana-3391	136	2	,	,	PUNCT
cana-3391	136	3	the	the	DET
cana-3391	136	4	cnn	cnn	PROPN
cana-3391	136	5	module	module	NOUN
cana-3391	136	6	extracts	extract	NOUN
cana-3391	136	7	spatial	spatial	ADJ
cana-3391	136	8	communications	communication	NOUN
cana-3391	136	9	on	on	ADP
cana-3391	136	10	applied	apply	VERB
cana-3391	136	11	nonlinear	nonlinear	ADJ
cana-3391	136	12	analysis	analysis	NOUN
cana-3391	136	13	issn	issn	NOUN
cana-3391	136	14	:	:	PUNCT
cana-3391	136	15	1074	1074	NUM
cana-3391	136	16	-	-	PUNCT
cana-3391	136	17	133x	133x	NUM
cana-3391	136	18	vol	vol	NOUN
cana-3391	136	19	32	32	NUM
cana-3391	136	20	no	no	NOUN
cana-3391	136	21	.	.	PUNCT
cana-3391	137	1	7s	7	NOUN
cana-3391	137	2	(	(	PUNCT
cana-3391	137	3	2025	2025	NUM
cana-3391	137	4	)	)	PUNCT
cana-3391	137	5	264	264	NUM
cana-3391	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	137	7	characteristics	characteristic	NOUN
cana-3391	137	8	from	from	ADP
cana-3391	137	9	the	the	DET
cana-3391	137	10	images	image	NOUN
cana-3391	137	11	or	or	CCONJ
cana-3391	137	12	facial	facial	ADJ
cana-3391	137	13	expressions	expression	NOUN
cana-3391	137	14	and	and	CCONJ
cana-3391	137	15	the	the	DET
cana-3391	137	16	lstm	lstm	NOUN
cana-3391	137	17	from	from	ADP
cana-3391	137	18	other	other	ADJ
cana-3391	137	19	sound	sound	NOUN
cana-3391	137	20	and	and	CCONJ
cana-3391	137	21	physiological	physiological	ADJ
cana-3391	137	22	data	datum	NOUN
cana-3391	137	23	where	where	SCONJ
cana-3391	137	24	time	time	NOUN
cana-3391	137	25	dependencies	dependency	NOUN
cana-3391	137	26	are	be	AUX
cana-3391	137	27	present	present	ADJ
cana-3391	137	28	.	.	PUNCT
cana-3391	138	1	features	feature	NOUN
cana-3391	138	2	generated	generate	VERB
cana-3391	138	3	by	by	ADP
cana-3391	138	4	cnn	cnn	PROPN
cana-3391	138	5	and	and	CCONJ
cana-3391	138	6	lstm	lstm	NOUN
cana-3391	138	7	are	be	AUX
cana-3391	138	8	combined	combine	VERB
cana-3391	138	9	to	to	PART
cana-3391	138	10	make	make	VERB
cana-3391	138	11	a	a	DET
cana-3391	138	12	complete	complete	ADJ
cana-3391	138	13	feature	feature	NOUN
cana-3391	138	14	data	datum	NOUN
cana-3391	138	15	set	set	VERB
cana-3391	138	16	for	for	ADP
cana-3391	138	17	decision	decision	NOUN
cana-3391	138	18	making.the	making.the	DET
cana-3391	138	19	decision	decision	NOUN
cana-3391	138	20	layer	layer	NOUN
cana-3391	138	21	identifies	identify	VERB
cana-3391	138	22	a	a	DET
cana-3391	138	23	mental	mental	ADJ
cana-3391	138	24	status	status	NOUN
cana-3391	138	25	,	,	PUNCT
cana-3391	138	26	for	for	ADP
cana-3391	138	27	example	example	NOUN
cana-3391	138	28	,	,	PUNCT
cana-3391	138	29	depression	depression	NOUN
cana-3391	138	30	or	or	CCONJ
cana-3391	138	31	anxiety	anxiety	NOUN
cana-3391	138	32	.	.	PUNCT
cana-3391	139	1	possible	possible	ADJ
cana-3391	139	2	measures	measure	NOUN
cana-3391	139	3	of	of	ADP
cana-3391	139	4	such	such	DET
cana-3391	139	5	a	a	DET
cana-3391	139	6	model	model	NOUN
cana-3391	139	7	include	include	VERB
cana-3391	139	8	accuracy	accuracy	NOUN
cana-3391	139	9	,	,	PUNCT
cana-3391	139	10	precision	precision	NOUN
cana-3391	139	11	,	,	PUNCT
cana-3391	139	12	recall	recall	NOUN
cana-3391	139	13	and	and	CCONJ
cana-3391	139	14	the	the	DET
cana-3391	139	15	like	like	ADJ
cana-3391	139	16	.	.	PUNCT
cana-3391	140	1	as	as	ADP
cana-3391	140	2	a	a	DET
cana-3391	140	3	conclusion	conclusion	NOUN
cana-3391	140	4	,	,	PUNCT
cana-3391	140	5	the	the	DET
cana-3391	140	6	outcomes	outcome	NOUN
cana-3391	140	7	are	be	AUX
cana-3391	140	8	presented	present	VERB
cana-3391	140	9	in	in	ADP
cana-3391	140	10	various	various	ADJ
cana-3391	140	11	forms	form	NOUN
cana-3391	140	12	of	of	ADP
cana-3391	140	13	graphical	graphical	ADJ
cana-3391	140	14	and	and	CCONJ
cana-3391	140	15	chart	chart	NOUN
cana-3391	140	16	forms	form	NOUN
cana-3391	140	17	.	.	PUNCT
cana-3391	141	1	this	this	DET
cana-3391	141	2	architecture	architecture	NOUN
cana-3391	141	3	guarantees	guarantee	VERB
cana-3391	141	4	the	the	DET
cana-3391	141	5	process	process	NOUN
cana-3391	141	6	of	of	ADP
cana-3391	141	7	incorporating	incorporate	VERB
cana-3391	141	8	a	a	DET
cana-3391	141	9	variety	variety	NOUN
cana-3391	141	10	of	of	ADP
cana-3391	141	11	data	datum	NOUN
cana-3391	141	12	sources	source	NOUN
cana-3391	141	13	in	in	ADP
cana-3391	141	14	order	order	NOUN
cana-3391	141	15	to	to	PART
cana-3391	141	16	provide	provide	VERB
cana-3391	141	17	precise	precise	ADJ
cana-3391	141	18	and	and	CCONJ
cana-3391	141	19	efficient	efficient	ADJ
cana-3391	141	20	mental	mental	ADJ
cana-3391	141	21	health	health	NOUN
cana-3391	141	22	diagnosis	diagnosis	NOUN
cana-3391	141	23	.	.	PUNCT
cana-3391	142	1	figure	figure	NOUN
cana-3391	142	2	:	:	PUNCT
cana-3391	142	3	multimodal	multimodal	ADJ
cana-3391	142	4	data	datum	NOUN
cana-3391	142	5	fusion	fusion	NOUN
cana-3391	142	6	for	for	ADP
cana-3391	142	7	mental	mental	ADJ
cana-3391	142	8	health	health	NOUN
cana-3391	142	9	diagnosis	diagnosis	NOUN
cana-3391	142	10	figure2	figure2	ADJ
cana-3391	142	11	:	:	PUNCT
cana-3391	142	12	flowchart	flowchart	NOUN
cana-3391	142	13	algorithm	algorithm	PROPN
cana-3391	142	14	input	input	NOUN
cana-3391	142	15	:	:	PUNCT
cana-3391	143	1	multimodal	multimodal	NOUN
cana-3391	143	2	datafile	datafile	NOUN
cana-3391	143	3	d	d	NOUN
cana-3391	143	4	,	,	PUNCT
cana-3391	143	5	pre	pre	ADJ
cana-3391	143	6	-	-	ADJ
cana-3391	143	7	trained	train	VERB
cana-3391	143	8	models	model	NOUN
cana-3391	143	9	cnn_model	cnn_model	VERB
cana-3391	143	10	,	,	PUNCT
cana-3391	143	11	lstm_model	lstm_model	PROPN
cana-3391	143	12	.	.	PUNCT
cana-3391	143	13	output	output	NOUN
cana-3391	143	14	:	:	PUNCT
cana-3391	143	15	diagnosis	diagnosis	NOUN
cana-3391	143	16	result	result	NOUN
cana-3391	143	17	r	r	NOUN
cana-3391	143	18	,	,	PUNCT
cana-3391	143	19	performance	performance	NOUN
cana-3391	143	20	metrics	metric	NOUN
cana-3391	143	21	p.	p.	NOUN
cana-3391	143	22	1	1	NUM
cana-3391	143	23	:	:	PUNCT
cana-3391	143	24	if	if	SCONJ
cana-3391	143	25	(	(	PUNCT
cana-3391	143	26	datafile	datafile	NOUN
cana-3391	143	27	is	be	AUX
cana-3391	143	28	of	of	ADP
cana-3391	143	29	the	the	DET
cana-3391	143	30	correct	correct	ADJ
cana-3391	143	31	format	format	NOUN
cana-3391	143	32	)	)	PUNCT
cana-3391	143	33	then	then	ADV
cana-3391	143	34	2	2	NUM
cana-3391	143	35	:	:	PUNCT
cana-3391	143	36	if	if	SCONJ
cana-3391	143	37	(	(	PUNCT
cana-3391	143	38	datafile	datafile	VERB
cana-3391	143	39	passes	pass	NOUN
cana-3391	143	40	preprocessing	preprocesse	VERB
cana-3391	143	41	checks	check	NOUN
cana-3391	143	42	)	)	PUNCT
cana-3391	143	43	then	then	ADV
cana-3391	143	44	3	3	X
cana-3391	143	45	:	:	PUNCT
cana-3391	143	46	preprocesseddatapreprocessdata(d	preprocesseddatapreprocessdata(d	NOUN
cana-3391	143	47	)	)	PUNCT
cana-3391	143	48	;	;	PUNCT
cana-3391	143	49	4	4	NUM
cana-3391	143	50	:	:	PUNCT
cana-3391	143	51	else	else	ADV
cana-3391	143	52	5	5	NUM
cana-3391	143	53	:	:	PUNCT
cana-3391	143	54	datafile	datafile	NOUN
cana-3391	143	55	is	be	AUX
cana-3391	143	56	not	not	PART
cana-3391	143	57	compliant	compliant	ADJ
cana-3391	143	58	;	;	PUNCT
cana-3391	143	59	6	6	NUM
cana-3391	143	60	:	:	PUNCT
cana-3391	143	61	end	end	VERB
cana-3391	143	62	if	if	SCONJ
cana-3391	143	63	communications	communication	NOUN
cana-3391	143	64	on	on	ADP
cana-3391	143	65	applied	apply	VERB
cana-3391	143	66	nonlinear	nonlinear	ADJ
cana-3391	143	67	analysis	analysis	NOUN
cana-3391	143	68	issn	issn	NOUN
cana-3391	143	69	:	:	PUNCT
cana-3391	143	70	1074	1074	NUM
cana-3391	143	71	-	-	PUNCT
cana-3391	143	72	133x	133x	NUM
cana-3391	143	73	vol	vol	NOUN
cana-3391	143	74	32	32	NUM
cana-3391	143	75	no	no	NOUN
cana-3391	143	76	.	.	PUNCT
cana-3391	144	1	7s	7	NOUN
cana-3391	144	2	(	(	PUNCT
cana-3391	144	3	2025	2025	NUM
cana-3391	144	4	)	)	PUNCT
cana-3391	144	5	265	265	NUM
cana-3391	144	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	144	7	7	7	NUM
cana-3391	144	8	:	:	PUNCT
cana-3391	144	9	else	else	ADV
cana-3391	144	10	8	8	NUM
cana-3391	144	11	:	:	PUNCT
cana-3391	144	12	datafile	datafile	NOUN
cana-3391	144	13	is	be	AUX
cana-3391	144	14	of	of	ADP
cana-3391	144	15	incorrect	incorrect	ADJ
cana-3391	144	16	format	format	NOUN
cana-3391	144	17	;	;	PUNCT
cana-3391	144	18	9	9	NUM
cana-3391	144	19	:	:	PUNCT
cana-3391	144	20	end	end	VERB
cana-3391	144	21	if	if	SCONJ
cana-3391	144	22	10	10	NUM
cana-3391	144	23	:	:	PUNCT
cana-3391	144	24	if	if	SCONJ
cana-3391	144	25	(	(	PUNCT
cana-3391	144	26	preprocesseddata	preprocesseddata	NOUN
cana-3391	144	27	not	not	PART
cana-3391	144	28	empty	empty	ADJ
cana-3391	144	29	)	)	PUNCT
cana-3391	144	30	then	then	ADV
cana-3391	144	31	11	11	NUM
cana-3391	144	32	:	:	PUNCT
cana-3391	144	33	extractedfeaturesextractfeatures(preprocesseddata	extractedfeaturesextractfeatures(preprocesseddata	PROPN
cana-3391	144	34	)	)	PUNCT
cana-3391	144	35	;	;	PUNCT
cana-3391	144	36	12	12	NUM
cana-3391	144	37	:	:	PUNCT
cana-3391	144	38	else	else	ADV
cana-3391	144	39	13	13	NUM
cana-3391	144	40	:	:	PUNCT
cana-3391	144	41	return	return	NOUN
cana-3391	144	42	;	;	PUNCT
cana-3391	144	43	14	14	NUM
cana-3391	144	44	:	:	PUNCT
cana-3391	144	45	end	end	VERB
cana-3391	144	46	if	if	SCONJ
cana-3391	144	47	15	15	NUM
cana-3391	144	48	:	:	PUNCT
cana-3391	144	49	cnn_features	cnn_feature	VERB
cana-3391	144	50	cnn_model(extractedfeatures	cnn_model(extractedfeature	NOUN
cana-3391	144	51	)	)	PUNCT
cana-3391	144	52	;	;	PUNCT
cana-3391	144	53	16	16	NUM
cana-3391	144	54	:	:	PUNCT
cana-3391	144	55	lstm_featureslstm_model(extractedfeatures	lstm_featureslstm_model(extractedfeature	NOUN
cana-3391	144	56	)	)	PUNCT
cana-3391	144	57	;	;	PUNCT
cana-3391	144	58	17	17	NUM
cana-3391	144	59	:	:	PUNCT
cana-3391	145	1	combinedfeaturesfusefeatures(cnn_features	combinedfeaturesfusefeatures(cnn_feature	NOUN
cana-3391	145	2	,	,	PUNCT
cana-3391	145	3	lstm_features	lstm_feature	NOUN
cana-3391	145	4	)	)	PUNCT
cana-3391	145	5	;	;	PUNCT
cana-3391	145	6	18	18	NUM
cana-3391	145	7	:	:	PUNCT
cana-3391	145	8	r	r	NOUN
cana-3391	145	9	diagnosementalhealth(combinedfeatures	diagnosementalhealth(combinedfeature	NOUN
cana-3391	145	10	)	)	PUNCT
cana-3391	145	11	;	;	PUNCT
cana-3391	146	1	19	19	NUM
cana-3391	146	2	:	:	PUNCT
cana-3391	146	3	p	p	PROPN
cana-3391	146	4	evaluatemodelperformance(r	evaluatemodelperformance(r	NOUN
cana-3391	146	5	)	)	PUNCT
cana-3391	146	6	;	;	PUNCT
cana-3391	146	7	20	20	NUM
cana-3391	146	8	:	:	PUNCT
cana-3391	146	9	encoderesultsencodetobinary(r	encoderesultsencodetobinary(r	NOUN
cana-3391	146	10	)	)	PUNCT
cana-3391	146	11	;	;	PUNCT
cana-3391	146	12	21	21	NUM
cana-3391	146	13	:	:	PUNCT
cana-3391	146	14	uploadresultstodatabase(r	uploadresultstodatabase(r	X
cana-3391	146	15	)	)	PUNCT
cana-3391	146	16	;	;	PUNCT
cana-3391	146	17	22	22	NUM
cana-3391	146	18	:	:	PUNCT
cana-3391	146	19	displayresults(r	displayresults(r	ADJ
cana-3391	146	20	)	)	PUNCT
cana-3391	146	21	;	;	PUNCT
cana-3391	146	22	23	23	NUM
cana-3391	146	23	:	:	PUNCT
cana-3391	146	24	return	return	VERB
cana-3391	146	25	r	r	NOUN
cana-3391	146	26	,	,	PUNCT
cana-3391	146	27	p	p	X
cana-3391	146	28	;	;	PUNCT
cana-3391	146	29	the	the	DET
cana-3391	146	30	algorithm	algorithm	NOUN
cana-3391	146	31	in	in	ADP
cana-3391	146	32	pseudocode	pseudocode	NOUN
cana-3391	146	33	for	for	ADP
cana-3391	146	34	the	the	DET
cana-3391	146	35	paper	paper	NOUN
cana-3391	146	36	with	with	ADP
cana-3391	146	37	the	the	DET
cana-3391	146	38	title	title	NOUN
cana-3391	146	39	“	"	PUNCT
cana-3391	146	40	advancing	advance	VERB
cana-3391	146	41	mental	mental	ADJ
cana-3391	146	42	health	health	NOUN
cana-3391	146	43	diagnostics	diagnostic	NOUN
cana-3391	146	44	through	through	ADP
cana-3391	146	45	the	the	DET
cana-3391	146	46	fusion	fusion	NOUN
cana-3391	146	47	of	of	ADP
cana-3391	146	48	multimodal	multimodal	NOUN
cana-3391	146	49	data	datum	NOUN
cana-3391	146	50	with	with	ADP
cana-3391	146	51	cnn	cnn	PROPN
cana-3391	146	52	and	and	CCONJ
cana-3391	146	53	lstm	lstm	PROPN
cana-3391	146	54	techniques	technique	NOUN
cana-3391	146	55	”	"	PUNCT
cana-3391	146	56	explains	explain	VERB
cana-3391	146	57	the	the	DET
cana-3391	146	58	input	input	NOUN
cana-3391	146	59	in	in	ADP
cana-3391	146	60	any	any	DET
cana-3391	146	61	mental	mental	ADJ
cana-3391	146	62	diagnosis	diagnosis	NOUN
cana-3391	146	63	with	with	ADP
cana-3391	146	64	multiple	multiple	ADJ
cana-3391	146	65	inputs	input	NOUN
cana-3391	146	66	as	as	ADP
cana-3391	146	67	data	datum	NOUN
cana-3391	146	68	.	.	PUNCT
cana-3391	147	1	first	first	ADV
cana-3391	147	2	,	,	PUNCT
cana-3391	147	3	the	the	DET
cana-3391	147	4	algorithm	algorithm	NOUN
cana-3391	147	5	checks	check	VERB
cana-3391	147	6	for	for	ADP
cana-3391	147	7	a	a	DET
cana-3391	147	8	format	format	NOUN
cana-3391	147	9	of	of	ADP
cana-3391	147	10	a	a	DET
cana-3391	147	11	given	give	VERB
cana-3391	147	12	input	input	NOUN
cana-3391	147	13	data[19	data[19	NOUN
cana-3391	147	14	]	]	PUNCT
cana-3391	147	15	and	and	CCONJ
cana-3391	147	16	checks	check	NOUN
cana-3391	147	17	if	if	SCONJ
cana-3391	147	18	it	it	PRON
cana-3391	147	19	passes	pass	VERB
cana-3391	147	20	some	some	DET
cana-3391	147	21	preprocessing	preprocessing	NOUN
cana-3391	147	22	scans	scan	NOUN
cana-3391	147	23	.	.	PUNCT
cana-3391	148	1	should	should	AUX
cana-3391	148	2	the	the	DET
cana-3391	148	3	obtained	obtain	VERB
cana-3391	148	4	data	datum	NOUN
cana-3391	148	5	be	be	AUX
cana-3391	148	6	valid	valid	ADJ
cana-3391	148	7	,	,	PUNCT
cana-3391	148	8	most	most	ADV
cana-3391	148	9	likely	likely	ADJ
cana-3391	148	10	the	the	DET
cana-3391	148	11	data	data	NOUN
cana-3391	148	12	is	be	AUX
cana-3391	148	13	pre	pre	ADJ
cana-3391	148	14	-	-	VERB
cana-3391	148	15	processed	processed	ADJ
cana-3391	148	16	and	and	CCONJ
cana-3391	148	17	a	a	DET
cana-3391	148	18	number	number	NOUN
cana-3391	148	19	of	of	ADP
cana-3391	148	20	features	feature	NOUN
cana-3391	148	21	are	be	AUX
cana-3391	148	22	selected	select	VERB
cana-3391	148	23	.	.	PUNCT
cana-3391	149	1	convolutional	convolutional	ADJ
cana-3391	149	2	neural	neural	ADJ
cana-3391	149	3	networks	network	NOUN
cana-3391	149	4	(	(	PUNCT
cana-3391	149	5	cnn	cnn	PROPN
cana-3391	149	6	)	)	PUNCT
cana-3391	149	7	is	be	AUX
cana-3391	149	8	used	use	VERB
cana-3391	149	9	for	for	ADP
cana-3391	149	10	spatial	spatial	ADJ
cana-3391	149	11	learning	learning	NOUN
cana-3391	149	12	from	from	ADP
cana-3391	149	13	visual	visual	ADJ
cana-3391	149	14	or	or	CCONJ
cana-3391	149	15	audio	audio	NOUN
cana-3391	149	16	data	datum	NOUN
cana-3391	149	17	whereas	whereas	SCONJ
cana-3391	149	18	recurrent	recurrent	ADJ
cana-3391	149	19	neural	neural	ADJ
cana-3391	149	20	network	network	NOUN
cana-3391	149	21	(	(	PUNCT
cana-3391	149	22	r	r	NOUN
cana-3391	149	23	-	-	PUNCT
cana-3391	149	24	nn)[20	nn)[20	NOUN
cana-3391	149	25	]	]	PUNCT
cana-3391	149	26	,	,	PUNCT
cana-3391	149	27	particularly	particularly	ADV
cana-3391	149	28	the	the	DET
cana-3391	149	29	long	long	ADJ
cana-3391	149	30	short	short	ADJ
cana-3391	149	31	term	term	NOUN
cana-3391	149	32	memory	memory	NOUN
cana-3391	149	33	network	network	NOUN
cana-3391	149	34	(	(	PUNCT
cana-3391	149	35	lstm	lstm	PROPN
cana-3391	149	36	)	)	PUNCT
cana-3391	149	37	is	be	AUX
cana-3391	149	38	used	use	VERB
cana-3391	149	39	for	for	ADP
cana-3391	149	40	sequential	sequential	ADJ
cana-3391	149	41	learning	learning	NOUN
cana-3391	149	42	including	include	VERB
cana-3391	149	43	signals	signal	NOUN
cana-3391	149	44	including	include	VERB
cana-3391	149	45	physiology	physiology	NOUN
cana-3391	149	46	signals	signal	NOUN
cana-3391	149	47	or	or	CCONJ
cana-3391	149	48	natural	natural	ADJ
cana-3391	149	49	language	language	NOUN
cana-3391	149	50	.	.	PUNCT
cana-3391	150	1	the	the	DET
cana-3391	150	2	outputs	output	NOUN
cana-3391	150	3	from	from	ADP
cana-3391	150	4	both	both	DET
cana-3391	150	5	models	model	NOUN
cana-3391	150	6	are	be	AUX
cana-3391	150	7	then	then	ADV
cana-3391	150	8	combined	combine	VERB
cana-3391	150	9	in	in	ADP
cana-3391	150	10	order	order	NOUN
cana-3391	150	11	to	to	PART
cana-3391	150	12	create	create	VERB
cana-3391	150	13	a	a	DET
cana-3391	150	14	feature	feature	NOUN
cana-3391	150	15	vector	vector	NOUN
cana-3391	150	16	encompassing	encompass	VERB
cana-3391	150	17	all	all	DET
cana-3391	150	18	information	information	NOUN
cana-3391	150	19	.	.	PUNCT
cana-3391	151	1	these	these	DET
cana-3391	151	2	combined	combined	ADJ
cana-3391	151	3	features	feature	NOUN
cana-3391	151	4	of	of	ADP
cana-3391	151	5	the	the	DET
cana-3391	151	6	system	system	NOUN
cana-3391	151	7	help	help	VERB
cana-3391	151	8	the	the	DET
cana-3391	151	9	system	system	NOUN
cana-3391	151	10	in	in	ADP
cana-3391	151	11	making	make	VERB
cana-3391	151	12	a	a	DET
cana-3391	151	13	diagnostic	diagnostic	ADJ
cana-3391	151	14	decision	decision	NOUN
cana-3391	151	15	.	.	PUNCT
cana-3391	152	1	observed	observed	ADJ
cana-3391	152	2	model	model	NOUN
cana-3391	152	3	performance	performance	NOUN
cana-3391	152	4	is	be	AUX
cana-3391	152	5	quantified	quantify	VERB
cana-3391	152	6	in	in	ADP
cana-3391	152	7	terms	term	NOUN
cana-3391	152	8	of	of	ADP
cana-3391	152	9	accuracy	accuracy	NOUN
cana-3391	152	10	and	and	CCONJ
cana-3391	152	11	precision	precision	NOUN
cana-3391	152	12	,	,	PUNCT
cana-3391	152	13	the	the	DET
cana-3391	152	14	output	output	NOUN
cana-3391	152	15	is	be	AUX
cana-3391	152	16	encoded	encode	VERB
cana-3391	152	17	,	,	PUNCT
cana-3391	152	18	transferred	transfer	VERB
cana-3391	152	19	to	to	ADP
cana-3391	152	20	a	a	DET
cana-3391	152	21	database	database	NOUN
cana-3391	152	22	,	,	PUNCT
cana-3391	152	23	and	and	CCONJ
cana-3391	152	24	portrayed	portray	VERB
cana-3391	152	25	for	for	ADP
cana-3391	152	26	analysis	analysis	NOUN
cana-3391	152	27	.	.	PUNCT
cana-3391	153	1	this	this	DET
cana-3391	153	2	approach	approach	NOUN
cana-3391	153	3	organizes	organize	VERB
cana-3391	153	4	the	the	DET
cana-3391	153	5	structured	structured	ADJ
cana-3391	153	6	data	datum	NOUN
cana-3391	153	7	and	and	CCONJ
cana-3391	153	8	seamlessly	seamlessly	ADV
cana-3391	153	9	incorporates	incorporate	VERB
cana-3391	153	10	multimodal	multimodal	ADJ
cana-3391	153	11	data	datum	NOUN
cana-3391	153	12	for	for	ADP
cana-3391	153	13	utilizing	utilize	VERB
cana-3391	153	14	deep	deep	ADJ
cana-3391	153	15	learning	learning	NOUN
cana-3391	153	16	approaches	approach	NOUN
cana-3391	153	17	for	for	ADP
cana-3391	153	18	efficient	efficient	ADJ
cana-3391	153	19	diagnostic	diagnostic	NOUN
cana-3391	153	20	of	of	ADP
cana-3391	153	21	mental	mental	ADJ
cana-3391	153	22	conditions	condition	NOUN
cana-3391	153	23	.	.	PUNCT
cana-3391	154	1	result	result	VERB
cana-3391	154	2	analysis	analysis	NOUN
cana-3391	154	3	using	use	VERB
cana-3391	154	4	cnn	cnn	PROPN
cana-3391	154	5	and	and	CCONJ
cana-3391	154	6	lstm	lstm	PROPN
cana-3391	154	7	,	,	PUNCT
cana-3391	154	8	multimodal	multimodal	ADJ
cana-3391	154	9	data	datum	NOUN
cana-3391	154	10	fusion	fusion	NOUN
cana-3391	154	11	for	for	ADP
cana-3391	154	12	prioritizing	prioritize	VERB
cana-3391	154	13	mental	mental	ADJ
cana-3391	154	14	health	health	NOUN
cana-3391	154	15	diagnostics	diagnostic	NOUN
cana-3391	154	16	follows	follow	VERB
cana-3391	154	17	a	a	DET
cana-3391	154	18	concept	concept	NOUN
cana-3391	154	19	of	of	ADP
cana-3391	154	20	combining	combine	VERB
cana-3391	154	21	various	various	ADJ
cana-3391	154	22	data	datum	NOUN
cana-3391	154	23	such	such	ADJ
cana-3391	154	24	as	as	ADP
cana-3391	154	25	imaging	imaging	NOUN
cana-3391	154	26	,	,	PUNCT
cana-3391	154	27	text	text	NOUN
cana-3391	154	28	,	,	PUNCT
cana-3391	154	29	and	and	CCONJ
cana-3391	154	30	speech	speech	NOUN
cana-3391	154	31	.	.	PUNCT
cana-3391	155	1	programming	programming	NOUN
cana-3391	155	2	languages	language	NOUN
cana-3391	155	3	like	like	ADP
cana-3391	155	4	tensorflow	tensorflow	NOUN
cana-3391	155	5	,	,	PUNCT
cana-3391	155	6	pytorch	pytorch	NOUN
cana-3391	155	7	and	and	CCONJ
cana-3391	155	8	matlab	matlab	PROPN
cana-3391	155	9	provides	provide	VERB
cana-3391	155	10	high	high	ADJ
cana-3391	155	11	end	end	NOUN
cana-3391	155	12	simulation	simulation	NOUN
cana-3391	155	13	capabilities	capability	NOUN
cana-3391	155	14	where	where	SCONJ
cana-3391	155	15	machine	machine	NOUN
cana-3391	155	16	learning	learning	NOUN
cana-3391	155	17	is	be	AUX
cana-3391	155	18	applied	apply	VERB
cana-3391	155	19	with	with	ADP
cana-3391	155	20	neuroinformatics	neuroinformatic	NOUN
cana-3391	155	21	.	.	PUNCT
cana-3391	156	1	it	it	PRON
cana-3391	156	2	provides	provide	VERB
cana-3391	156	3	more	more	ADV
cana-3391	156	4	accurate	accurate	ADJ
cana-3391	156	5	diagnostic	diagnostic	ADJ
cana-3391	156	6	and	and	CCONJ
cana-3391	156	7	favourable	favourable	ADJ
cana-3391	156	8	performance	performance	NOUN
cana-3391	156	9	,	,	PUNCT
cana-3391	156	10	makes	make	VERB
cana-3391	156	11	personalized	personalized	ADJ
cana-3391	156	12	diagnosis	diagnosis	NOUN
cana-3391	156	13	and	and	CCONJ
cana-3391	156	14	opens	open	VERB
cana-3391	156	15	the	the	DET
cana-3391	156	16	path	path	NOUN
cana-3391	156	17	to	to	ADP
cana-3391	156	18	unique	unique	ADJ
cana-3391	156	19	solutions	solution	NOUN
cana-3391	156	20	in	in	ADP
cana-3391	156	21	the	the	DET
cana-3391	156	22	sphere	sphere	NOUN
cana-3391	156	23	of	of	ADP
cana-3391	156	24	mental	mental	ADJ
cana-3391	156	25	health	health	NOUN
cana-3391	156	26	care	care	NOUN
cana-3391	156	27	.	.	PUNCT
cana-3391	157	1	communications	communication	NOUN
cana-3391	157	2	on	on	ADP
cana-3391	157	3	applied	apply	VERB
cana-3391	157	4	nonlinear	nonlinear	ADJ
cana-3391	157	5	analysis	analysis	NOUN
cana-3391	157	6	issn	issn	NOUN
cana-3391	157	7	:	:	PUNCT
cana-3391	157	8	1074	1074	NUM
cana-3391	157	9	-	-	PUNCT
cana-3391	157	10	133x	133x	NUM
cana-3391	157	11	vol	vol	NOUN
cana-3391	157	12	32	32	NUM
cana-3391	157	13	no	no	NOUN
cana-3391	157	14	.	.	PUNCT
cana-3391	158	1	7s	7	NOUN
cana-3391	158	2	(	(	PUNCT
cana-3391	158	3	2025	2025	NUM
cana-3391	158	4	)	)	PUNCT
cana-3391	158	5	266	266	NUM
cana-3391	158	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	158	7	table	table	NOUN
cana-3391	158	8	2	2	NUM
cana-3391	158	9	:	:	PUNCT
cana-3391	158	10	performance	performance	NOUN
cana-3391	158	11	metrics	metric	NOUN
cana-3391	158	12	of	of	ADP
cana-3391	158	13	the	the	DET
cana-3391	158	14	proposed	propose	VERB
cana-3391	158	15	model	model	NOUN
cana-3391	158	16	metric	metric	PROPN
cana-3391	158	17	proposed	propose	VERB
cana-3391	158	18	model	model	NOUN
cana-3391	158	19	(	(	PUNCT
cana-3391	158	20	cnn	cnn	PROPN
cana-3391	158	21	+	+	CCONJ
cana-3391	158	22	lstm	lstm	NOUN
cana-3391	158	23	)	)	PUNCT
cana-3391	158	24	existing	exist	VERB
cana-3391	158	25	method	method	NOUN
cana-3391	158	26	1	1	NUM
cana-3391	158	27	existing	exist	VERB
cana-3391	158	28	method	method	NOUN
cana-3391	158	29	2	2	NUM
cana-3391	158	30	improvement	improvement	NOUN
cana-3391	158	31	(	(	PUNCT
cana-3391	158	32	%	%	NOUN
cana-3391	158	33	)	)	PUNCT
cana-3391	158	34	accuracy	accuracy	NOUN
cana-3391	158	35	91.5	91.5	NUM
cana-3391	158	36	%	%	NOUN
cana-3391	158	37	85.2	85.2	NUM
cana-3391	158	38	%	%	NOUN
cana-3391	158	39	83.8	83.8	NUM
cana-3391	158	40	%	%	NOUN
cana-3391	158	41	+7.4	+7.4	NUM
cana-3391	158	42	%	%	NOUN
cana-3391	158	43	precision	precision	NOUN
cana-3391	158	44	89.8	89.8	NUM
cana-3391	158	45	%	%	NOUN
cana-3391	158	46	82.5	82.5	NUM
cana-3391	158	47	%	%	NOUN
cana-3391	158	48	81.2	81.2	NUM
cana-3391	158	49	%	%	NOUN
cana-3391	158	50	+8.9	+8.9	PROPN
cana-3391	158	51	%	%	NOUN
cana-3391	158	52	recall	recall	VERB
cana-3391	158	53	92.1	92.1	NUM
cana-3391	158	54	%	%	NOUN
cana-3391	158	55	83.9	83.9	NUM
cana-3391	158	56	%	%	NOUN
cana-3391	158	57	82.6	82.6	NUM
cana-3391	158	58	%	%	NOUN
cana-3391	158	59	+9.6	+9.6	NOUN
cana-3391	158	60	%	%	NOUN
cana-3391	158	61	f1	f1	NOUN
cana-3391	158	62	-	-	PUNCT
cana-3391	158	63	score	score	NOUN
cana-3391	158	64	90.9	90.9	NUM
cana-3391	158	65	%	%	NOUN
cana-3391	158	66	83.2	83.2	NUM
cana-3391	158	67	%	%	NOUN
cana-3391	158	68	81.8	81.8	NUM
cana-3391	158	69	%	%	NOUN
cana-3391	158	70	+8.4	+8.4	NOUN
cana-3391	158	71	%	%	NOUN
cana-3391	158	72	rocauc	rocauc	NOUN
cana-3391	158	73	93.7	93.7	NUM
cana-3391	158	74	%	%	NOUN
cana-3391	158	75	87.4	87.4	NUM
cana-3391	158	76	%	%	NOUN
cana-3391	158	77	85.9	85.9	NUM
cana-3391	158	78	%	%	NOUN
cana-3391	158	79	+6.8	+6.8	NOUN
cana-3391	158	80	%	%	NOUN
cana-3391	158	81	table	table	NOUN
cana-3391	158	82	3	3	NUM
cana-3391	158	83	:	:	PUNCT
cana-3391	158	84	case	case	NOUN
cana-3391	158	85	studies	study	NOUN
cana-3391	158	86	and	and	CCONJ
cana-3391	158	87	error	error	NOUN
cana-3391	158	88	analysis	analysis	NOUN
cana-3391	158	89	case	case	NOUN
cana-3391	158	90	study	study	NOUN
cana-3391	158	91	/	/	SYM
cana-3391	158	92	scenario	scenario	NOUN
cana-3391	159	1	correctly	correctly	ADV
cana-3391	159	2	diagnosed	diagnose	VERB
cana-3391	159	3	misdiagnosed	misdiagnose	VERB
cana-3391	159	4	insights	insight	NOUN
cana-3391	159	5	depression	depression	NOUN
cana-3391	159	6	detection	detection	NOUN
cana-3391	159	7	45/50	45/50	NUM
cana-3391	159	8	(	(	PUNCT
cana-3391	159	9	90.0	90.0	NUM
cana-3391	159	10	%	%	NOUN
cana-3391	159	11	)	)	PUNCT
cana-3391	159	12	5	5	NUM
cana-3391	159	13	(	(	PUNCT
cana-3391	159	14	10.0	10.0	NUM
cana-3391	159	15	%	%	NOUN
cana-3391	159	16	)	)	PUNCT
cana-3391	159	17	misdiagnosed	misdiagnose	VERB
cana-3391	159	18	cases	case	NOUN
cana-3391	159	19	involved	involve	VERB
cana-3391	159	20	ambiguous	ambiguous	ADJ
cana-3391	159	21	multimodal	multimodal	NOUN
cana-3391	159	22	signals	signal	NOUN
cana-3391	159	23	or	or	CCONJ
cana-3391	159	24	noisy	noisy	ADJ
cana-3391	159	25	data	datum	NOUN
cana-3391	159	26	.	.	PUNCT
cana-3391	160	1	anxiety	anxiety	NOUN
cana-3391	160	2	detection	detection	NOUN
cana-3391	160	3	42/46	42/46	NUM
cana-3391	160	4	(	(	PUNCT
cana-3391	160	5	91.3	91.3	NUM
cana-3391	160	6	%	%	NOUN
cana-3391	160	7	)	)	PUNCT
cana-3391	160	8	4	4	NUM
cana-3391	160	9	(	(	PUNCT
cana-3391	160	10	8.7	8.7	NUM
cana-3391	160	11	%	%	NOUN
cana-3391	160	12	)	)	PUNCT
cana-3391	160	13	high	high	ADJ
cana-3391	160	14	accuracy	accuracy	NOUN
cana-3391	160	15	achieved	achieve	VERB
cana-3391	160	16	through	through	ADP
cana-3391	160	17	strong	strong	ADJ
cana-3391	160	18	correlation	correlation	NOUN
cana-3391	160	19	between	between	ADP
cana-3391	160	20	physiological	physiological	ADJ
cana-3391	160	21	data	datum	NOUN
cana-3391	160	22	and	and	CCONJ
cana-3391	160	23	text	text	NOUN
cana-3391	160	24	.	.	PUNCT
cana-3391	161	1	bipolar	bipolar	ADJ
cana-3391	161	2	disorder	disorder	NOUN
cana-3391	161	3	detection	detection	NOUN
cana-3391	161	4	39/45	39/45	NUM
cana-3391	161	5	(	(	PUNCT
cana-3391	161	6	86.7	86.7	NUM
cana-3391	161	7	%	%	NOUN
cana-3391	161	8	)	)	PUNCT
cana-3391	161	9	6	6	NUM
cana-3391	161	10	(	(	PUNCT
cana-3391	161	11	13.3	13.3	NUM
cana-3391	161	12	%	%	NOUN
cana-3391	161	13	)	)	PUNCT
cana-3391	161	14	errors	error	NOUN
cana-3391	161	15	mainly	mainly	ADV
cana-3391	161	16	occurred	occur	VERB
cana-3391	161	17	in	in	ADP
cana-3391	161	18	mixed	mixed	ADJ
cana-3391	161	19	episodes	episode	NOUN
cana-3391	161	20	with	with	ADP
cana-3391	161	21	overlapping	overlap	VERB
cana-3391	161	22	features	feature	NOUN
cana-3391	161	23	.	.	PUNCT
cana-3391	162	1	average	average	ADJ
cana-3391	162	2	across	across	ADP
cana-3391	162	3	cases	case	NOUN
cana-3391	162	4	126/141	126/141	NUM
cana-3391	162	5	(	(	PUNCT
cana-3391	162	6	89.4	89.4	NUM
cana-3391	162	7	%	%	NOUN
cana-3391	162	8	)	)	PUNCT
cana-3391	162	9	15	15	NUM
cana-3391	162	10	(	(	PUNCT
cana-3391	162	11	10.6	10.6	NUM
cana-3391	162	12	%	%	NOUN
cana-3391	162	13	)	)	PUNCT
cana-3391	162	14	misdiagnoses	misdiagnose	NOUN
cana-3391	162	15	highlight	highlight	VERB
cana-3391	162	16	the	the	DET
cana-3391	162	17	need	need	NOUN
cana-3391	162	18	for	for	ADP
cana-3391	162	19	improved	improved	ADJ
cana-3391	162	20	data	datum	NOUN
cana-3391	162	21	preprocessing	preprocessing	NOUN
cana-3391	162	22	and	and	CCONJ
cana-3391	162	23	contextual	contextual	ADJ
cana-3391	162	24	analysis	analysis	NOUN
cana-3391	162	25	.	.	PUNCT
cana-3391	163	1	communications	communication	NOUN
cana-3391	163	2	on	on	ADP
cana-3391	163	3	applied	apply	VERB
cana-3391	163	4	nonlinear	nonlinear	ADJ
cana-3391	163	5	analysis	analysis	NOUN
cana-3391	163	6	issn	issn	NOUN
cana-3391	163	7	:	:	PUNCT
cana-3391	163	8	1074	1074	NUM
cana-3391	163	9	-	-	PUNCT
cana-3391	163	10	133x	133x	NUM
cana-3391	163	11	vol	vol	NOUN
cana-3391	163	12	32	32	NUM
cana-3391	163	13	no	no	NOUN
cana-3391	163	14	.	.	PUNCT
cana-3391	164	1	7s	7	NOUN
cana-3391	164	2	(	(	PUNCT
cana-3391	164	3	2025	2025	NUM
cana-3391	164	4	)	)	PUNCT
cana-3391	164	5	267	267	NUM
cana-3391	164	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	164	7	discussion	discussion	NOUN
cana-3391	164	8	a	a	DET
cana-3391	164	9	discussion	discussion	NOUN
cana-3391	164	10	of	of	ADP
cana-3391	164	11	the	the	DET
cana-3391	164	12	application	application	NOUN
cana-3391	164	13	of	of	ADP
cana-3391	164	14	the	the	DET
cana-3391	164	15	findings	finding	NOUN
cana-3391	164	16	in	in	ADP
cana-3391	164	17	mental	mental	ADJ
cana-3391	164	18	health	health	NOUN
cana-3391	164	19	diagnosis	diagnosis	NOUN
cana-3391	164	20	.	.	PUNCT
cana-3391	165	1	the	the	DET
cana-3391	165	2	work	work	NOUN
cana-3391	165	3	done	do	VERB
cana-3391	165	4	in	in	ADP
cana-3391	165	5	this	this	DET
cana-3391	165	6	study	study	NOUN
cana-3391	165	7	has	have	AUX
cana-3391	165	8	revealed	reveal	VERB
cana-3391	165	9	how	how	SCONJ
cana-3391	165	10	the	the	DET
cana-3391	165	11	presence	presence	NOUN
cana-3391	165	12	of	of	ADP
cana-3391	165	13	multiple	multiple	ADJ
cana-3391	165	14	data	datum	NOUN
cana-3391	165	15	modalities	modality	NOUN
cana-3391	165	16	alongside	alongside	ADP
cana-3391	165	17	cnn	cnn	PROPN
cana-3391	165	18	and	and	CCONJ
cana-3391	165	19	lstm	lstm	NOUN
cana-3391	165	20	to	to	PART
cana-3391	165	21	support	support	VERB
cana-3391	165	22	the	the	DET
cana-3391	165	23	diagnostic	diagnostic	ADJ
cana-3391	165	24	process	process	NOUN
cana-3391	165	25	of	of	ADP
cana-3391	165	26	mental	mental	ADJ
cana-3391	165	27	disorders	disorder	NOUN
cana-3391	165	28	.	.	PUNCT
cana-3391	166	1	in	in	ADP
cana-3391	166	2	contrast	contrast	NOUN
cana-3391	166	3	to	to	ADP
cana-3391	166	4	using	use	VERB
cana-3391	166	5	speech	speech	NOUN
cana-3391	166	6	audit	audit	NOUN
cana-3391	166	7	as	as	ADP
cana-3391	166	8	the	the	DET
cana-3391	166	9	sole	sole	ADJ
cana-3391	166	10	source	source	NOUN
cana-3391	166	11	of	of	ADP
cana-3391	166	12	information	information	NOUN
cana-3391	166	13	about	about	ADP
cana-3391	166	14	the	the	DET
cana-3391	166	15	patient	patient	NOUN
cana-3391	166	16	’s	’s	PART
cana-3391	166	17	condition	condition	NOUN
cana-3391	166	18	,	,	PUNCT
cana-3391	166	19	the	the	DET
cana-3391	166	20	proposed	propose	VERB
cana-3391	166	21	method	method	NOUN
cana-3391	166	22	utilizes	utilize	VERB
cana-3391	166	23	multiple	multiple	ADJ
cana-3391	166	24	sources	source	NOUN
cana-3391	166	25	of	of	ADP
cana-3391	166	26	data	datum	NOUN
cana-3391	166	27	,	,	PUNCT
cana-3391	166	28	including	include	VERB
cana-3391	166	29	voice	voice	NOUN
cana-3391	166	30	,	,	PUNCT
cana-3391	166	31	facial	facial	ADJ
cana-3391	166	32	expressions	expression	NOUN
cana-3391	166	33	,	,	PUNCT
cana-3391	166	34	physiological	physiological	ADJ
cana-3391	166	35	data	datum	NOUN
cana-3391	166	36	,	,	PUNCT
cana-3391	166	37	and	and	CCONJ
cana-3391	166	38	text	text	NOUN
cana-3391	166	39	,	,	PUNCT
cana-3391	166	40	which	which	PRON
cana-3391	166	41	inherently	inherently	ADV
cana-3391	166	42	eliminates	eliminate	VERB
cana-3391	166	43	subjectivity	subjectivity	NOUN
cana-3391	166	44	and	and	CCONJ
cana-3391	166	45	increases	increase	VERB
cana-3391	166	46	precision	precision	NOUN
cana-3391	166	47	by	by	ADP
cana-3391	166	48	reducing	reduce	VERB
cana-3391	166	49	imprecision	imprecision	NOUN
cana-3391	166	50	of	of	ADP
cana-3391	166	51	diagnostic	diagnostic	ADJ
cana-3391	166	52	practices	practice	NOUN
cana-3391	166	53	.	.	PUNCT
cana-3391	167	1	the	the	DET
cana-3391	167	2	increased	increase	VERB
cana-3391	167	3	precision	precision	NOUN
cana-3391	167	4	and	and	CCONJ
cana-3391	167	5	stability	stability	NOUN
cana-3391	167	6	of	of	ADP
cana-3391	167	7	the	the	DET
cana-3391	167	8	model	model	NOUN
cana-3391	167	9	are	be	AUX
cana-3391	167	10	the	the	DET
cana-3391	167	11	foundation	foundation	NOUN
cana-3391	167	12	for	for	ADP
cana-3391	167	13	more	more	ADV
cana-3391	167	14	precise	precise	ADJ
cana-3391	167	15	diagnosis	diagnosis	NOUN
cana-3391	167	16	and	and	CCONJ
cana-3391	167	17	examination	examination	NOUN
cana-3391	167	18	of	of	ADP
cana-3391	167	19	mental	mental	ADJ
cana-3391	167	20	conditions	condition	NOUN
cana-3391	167	21	.	.	PUNCT
cana-3391	168	1	these	these	DET
cana-3391	168	2	innovations	innovation	NOUN
cana-3391	168	3	could	could	AUX
cana-3391	168	4	help	help	VERB
cana-3391	168	5	in	in	ADP
cana-3391	168	6	improving	improve	VERB
cana-3391	168	7	diagnostic	diagnostic	ADJ
cana-3391	168	8	procedures	procedure	NOUN
cana-3391	168	9	of	of	ADP
cana-3391	168	10	the	the	DET
cana-3391	168	11	first	first	ADJ
cana-3391	168	12	stage	stage	NOUN
cana-3391	168	13	of	of	ADP
cana-3391	168	14	various	various	ADJ
cana-3391	168	15	mental	mental	ADJ
cana-3391	168	16	disorders	disorder	NOUN
cana-3391	168	17	,	,	PUNCT
cana-3391	168	18	provide	provide	VERB
cana-3391	168	19	timely	timely	ADJ
cana-3391	168	20	interventions	intervention	NOUN
cana-3391	168	21	and	and	CCONJ
cana-3391	168	22	prepare	prepare	VERB
cana-3391	168	23	an	an	DET
cana-3391	168	24	individualized	individualized	ADJ
cana-3391	168	25	treatment	treatment	NOUN
cana-3391	168	26	plan	plan	NOUN
cana-3391	168	27	that	that	PRON
cana-3391	168	28	would	would	AUX
cana-3391	168	29	in	in	ADP
cana-3391	168	30	the	the	DET
cana-3391	168	31	long	long	ADJ
cana-3391	168	32	run	run	NOUN
cana-3391	168	33	bring	bring	VERB
cana-3391	168	34	more	more	ADV
cana-3391	168	35	favourable	favourable	ADJ
cana-3391	168	36	results	result	NOUN
cana-3391	168	37	for	for	ADP
cana-3391	168	38	patients	patient	NOUN
cana-3391	168	39	and	and	CCONJ
cana-3391	168	40	yield	yield	VERB
cana-3391	168	41	less	less	ADJ
cana-3391	168	42	impact	impact	NOUN
cana-3391	168	43	on	on	ADP
cana-3391	168	44	the	the	DET
cana-3391	168	45	society	society	NOUN
cana-3391	168	46	.	.	PUNCT
cana-3391	169	1	advantages	advantage	NOUN
cana-3391	169	2	of	of	ADP
cana-3391	169	3	the	the	DET
cana-3391	169	4	proposed	propose	VERB
cana-3391	169	5	method	method	NOUN
cana-3391	169	6	each	each	DET
cana-3391	169	7	step	step	NOUN
cana-3391	169	8	one	one	NUM
cana-3391	169	9	of	of	ADP
cana-3391	169	10	the	the	DET
cana-3391	169	11	major	major	ADJ
cana-3391	169	12	advantages	advantage	NOUN
cana-3391	169	13	of	of	ADP
cana-3391	169	14	the	the	DET
cana-3391	169	15	proposed	propose	VERB
cana-3391	169	16	framework	framework	NOUN
cana-3391	169	17	is	be	AUX
cana-3391	169	18	the	the	DET
cana-3391	169	19	integration	integration	NOUN
cana-3391	169	20	of	of	ADP
cana-3391	169	21	the	the	DET
cana-3391	169	22	high	high	ADJ
cana-3391	169	23	performance	performance	NOUN
cana-3391	169	24	of	of	ADP
cana-3391	169	25	cnns	cnn	NOUN
cana-3391	169	26	for	for	ADP
cana-3391	169	27	spatial	spatial	ADJ
cana-3391	169	28	feature	feature	NOUN
cana-3391	169	29	extraction	extraction	NOUN
cana-3391	169	30	with	with	ADP
cana-3391	169	31	that	that	PRON
cana-3391	169	32	of	of	ADP
cana-3391	169	33	lstms	lstms	NOUN
cana-3391	169	34	for	for	ADP
cana-3391	169	35	sequential	sequential	ADJ
cana-3391	169	36	data	datum	NOUN
cana-3391	169	37	processing	processing	NOUN
cana-3391	169	38	.	.	PUNCT
cana-3391	170	1	this	this	PRON
cana-3391	170	2	will	will	AUX
cana-3391	170	3	allow	allow	VERB
cana-3391	170	4	the	the	DET
cana-3391	170	5	model	model	NOUN
cana-3391	170	6	to	to	PART
cana-3391	170	7	map	map	VERB
cana-3391	170	8	and	and	CCONJ
cana-3391	170	9	resolve	resolve	VERB
cana-3391	170	10	multimodal	multimodal	NOUN
cana-3391	170	11	inputs	input	NOUN
cana-3391	170	12	in	in	ADP
cana-3391	170	13	terms	term	NOUN
cana-3391	170	14	of	of	ADP
cana-3391	170	15	both	both	CCONJ
cana-3391	170	16	structural	structural	ADJ
cana-3391	170	17	and	and	CCONJ
cana-3391	170	18	temporal	temporal	ADJ
cana-3391	170	19	relationships	relationship	NOUN
cana-3391	170	20	and	and	CCONJ
cana-3391	170	21	provide	provide	VERB
cana-3391	170	22	a	a	DET
cana-3391	170	23	detailed	detailed	ADJ
cana-3391	170	24	analysis	analysis	NOUN
cana-3391	170	25	of	of	ADP
cana-3391	170	26	intricate	intricate	ADJ
cana-3391	170	27	mental	mental	ADJ
cana-3391	170	28	health	health	NOUN
cana-3391	170	29	status	status	NOUN
cana-3391	170	30	.	.	PUNCT
cana-3391	171	1	moreover	moreover	ADV
cana-3391	171	2	,	,	PUNCT
cana-3391	171	3	concerted	concerted	ADJ
cana-3391	171	4	approaches	approach	NOUN
cana-3391	171	5	even	even	ADV
cana-3391	171	6	in	in	ADP
cana-3391	171	7	the	the	DET
cana-3391	171	8	diagnostics	diagnostic	NOUN
cana-3391	171	9	level	level	NOUN
cana-3391	171	10	enjoy	enjoy	VERB
cana-3391	171	11	higher	high	ADJ
cana-3391	171	12	accuracy	accuracy	NOUN
cana-3391	171	13	than	than	ADP
cana-3391	171	14	solitary	solitary	ADJ
cana-3391	171	15	modalities	modality	NOUN
cana-3391	171	16	would	would	AUX
cana-3391	171	17	provide	provide	VERB
cana-3391	171	18	in	in	ADP
cana-3391	171	19	the	the	DET
cana-3391	171	20	context	context	NOUN
cana-3391	171	21	of	of	ADP
cana-3391	171	22	ad	ad	NOUN
cana-3391	171	23	.	.	PUNCT
cana-3391	172	1	the	the	DET
cana-3391	172	2	flexibility	flexibility	NOUN
cana-3391	172	3	and	and	CCONJ
cana-3391	172	4	efficiency	efficiency	NOUN
cana-3391	172	5	of	of	ADP
cana-3391	172	6	the	the	DET
cana-3391	172	7	framework	framework	NOUN
cana-3391	172	8	represent	represent	VERB
cana-3391	172	9	the	the	DET
cana-3391	172	10	additional	additional	ADJ
cana-3391	172	11	advantage	advantage	NOUN
cana-3391	172	12	of	of	ADP
cana-3391	172	13	this	this	DET
cana-3391	172	14	tool	tool	NOUN
cana-3391	172	15	for	for	ADP
cana-3391	172	16	different	different	ADJ
cana-3391	172	17	populations	population	NOUN
cana-3391	172	18	and	and	CCONJ
cana-3391	172	19	mental	mental	ADJ
cana-3391	172	20	health	health	NOUN
cana-3391	172	21	disorders	disorder	NOUN
cana-3391	172	22	.	.	PUNCT
cana-3391	173	1	recommendations	recommendation	NOUN
cana-3391	173	2	and	and	CCONJ
cana-3391	173	3	suggestions	suggestion	NOUN
cana-3391	173	4	however	however	ADV
cana-3391	173	5	,	,	PUNCT
cana-3391	173	6	recognizing	recognize	VERB
cana-3391	173	7	that	that	SCONJ
cana-3391	173	8	,	,	PUNCT
cana-3391	173	9	the	the	DET
cana-3391	173	10	proposed	propose	VERB
cana-3391	173	11	method	method	NOUN
cana-3391	173	12	also	also	ADV
cana-3391	173	13	has	have	VERB
cana-3391	173	14	some	some	DET
cana-3391	173	15	limitations	limitation	NOUN
cana-3391	173	16	that	that	PRON
cana-3391	173	17	should	should	AUX
cana-3391	173	18	be	be	AUX
cana-3391	173	19	discussed	discuss	VERB
cana-3391	173	20	further	far	ADV
cana-3391	173	21	in	in	ADP
cana-3391	173	22	the	the	DET
cana-3391	173	23	future	future	ADJ
cana-3391	173	24	work	work	NOUN
cana-3391	173	25	.	.	PUNCT
cana-3391	174	1	a	a	DET
cana-3391	174	2	major	major	ADJ
cana-3391	174	3	drawback	drawback	NOUN
cana-3391	174	4	is	be	AUX
cana-3391	174	5	that	that	SCONJ
cana-3391	174	6	applying	apply	VERB
cana-3391	174	7	the	the	DET
cana-3391	174	8	model	model	NOUN
cana-3391	174	9	for	for	ADP
cana-3391	174	10	different	different	ADJ
cana-3391	174	11	cultures	culture	NOUN
cana-3391	174	12	,	,	PUNCT
cana-3391	174	13	linguistic	linguistic	ADJ
cana-3391	174	14	background	background	NOUN
cana-3391	174	15	,	,	PUNCT
cana-3391	174	16	and	and	CCONJ
cana-3391	174	17	other	other	ADJ
cana-3391	174	18	behavioural	behavioural	ADJ
cana-3391	174	19	differences	difference	NOUN
cana-3391	174	20	might	might	AUX
cana-3391	174	21	be	be	AUX
cana-3391	174	22	a	a	DET
cana-3391	174	23	problem	problem	NOUN
cana-3391	174	24	.	.	PUNCT
cana-3391	175	1	such	such	ADJ
cana-3391	175	2	parameters	parameter	NOUN
cana-3391	175	3	can	can	AUX
cana-3391	175	4	be	be	AUX
cana-3391	175	5	improved	improve	VERB
cana-3391	175	6	by	by	ADP
cana-3391	175	7	updating	update	VERB
cana-3391	175	8	training	training	NOUN
cana-3391	175	9	data	datum	NOUN
cana-3391	175	10	with	with	ADP
cana-3391	175	11	larger	large	ADJ
cana-3391	175	12	and	and	CCONJ
cana-3391	175	13	diverse	diverse	ADJ
cana-3391	175	14	ones	one	NOUN
cana-3391	175	15	.	.	PUNCT
cana-3391	176	1	data	datum	NOUN
cana-3391	176	2	privacy	privacy	NOUN
cana-3391	176	3	issues	issue	NOUN
cana-3391	176	4	for	for	ADP
cana-3391	176	5	example	example	NOUN
cana-3391	176	6	should	should	AUX
cana-3391	176	7	also	also	ADV
cana-3391	176	8	be	be	AUX
cana-3391	176	9	considered	consider	VERB
cana-3391	176	10	as	as	ADV
cana-3391	176	11	well	well	ADV
cana-3391	176	12	as	as	ADP
cana-3391	176	13	issues	issue	NOUN
cana-3391	176	14	to	to	PART
cana-3391	176	15	do	do	VERB
cana-3391	176	16	with	with	ADP
cana-3391	176	17	informed	informed	ADJ
cana-3391	176	18	consent	consent	NOUN
cana-3391	176	19	in	in	ADP
cana-3391	176	20	order	order	NOUN
cana-3391	176	21	to	to	PART
cana-3391	176	22	build	build	VERB
cana-3391	176	23	trust	trust	NOUN
cana-3391	176	24	in	in	ADP
cana-3391	176	25	this	this	DET
cana-3391	176	26	technology	technology	NOUN
cana-3391	176	27	.	.	PUNCT
cana-3391	177	1	additionally	additionally	ADV
cana-3391	177	2	,	,	PUNCT
cana-3391	177	3	high	high	ADJ
cana-3391	177	4	dimensional	dimensional	ADJ
cana-3391	177	5	fusion	fusion	NOUN
cana-3391	177	6	may	may	AUX
cana-3391	177	7	have	have	VERB
cana-3391	177	8	an	an	DET
cana-3391	177	9	impact	impact	NOUN
cana-3391	177	10	on	on	ADP
cana-3391	177	11	time	time	NOUN
cana-3391	177	12	responsiveness	responsiveness	NOUN
cana-3391	177	13	in	in	ADP
cana-3391	177	14	terms	term	NOUN
cana-3391	177	15	of	of	ADP
cana-3391	177	16	performance	performance	NOUN
cana-3391	177	17	constrains	constrain	VERB
cana-3391	177	18	when	when	SCONJ
cana-3391	177	19	handling	handle	VERB
cana-3391	177	20	samples	sample	NOUN
cana-3391	177	21	of	of	ADP
cana-3391	177	22	complex	complex	ADJ
cana-3391	177	23	modes	mode	NOUN
cana-3391	177	24	of	of	ADP
cana-3391	177	25	data	datum	NOUN
cana-3391	177	26	,	,	PUNCT
cana-3391	177	27	highlighting	highlight	VERB
cana-3391	177	28	the	the	DET
cana-3391	177	29	need	need	NOUN
cana-3391	177	30	for	for	ADP
cana-3391	177	31	model	model	NOUN
cana-3391	177	32	’s	’s	PART
cana-3391	177	33	optimization	optimization	NOUN
cana-3391	177	34	for	for	ADP
cana-3391	177	35	efficiency	efficiency	NOUN
cana-3391	177	36	.	.	PUNCT
cana-3391	178	1	further	far	ADV
cana-3391	178	2	,	,	PUNCT
cana-3391	178	3	more	more	ADJ
cana-3391	178	4	investigations	investigation	NOUN
cana-3391	178	5	should	should	AUX
cana-3391	178	6	be	be	AUX
cana-3391	178	7	done	do	VERB
cana-3391	178	8	in	in	ADP
cana-3391	178	9	the	the	DET
cana-3391	178	10	area	area	NOUN
cana-3391	178	11	of	of	ADP
cana-3391	178	12	enhancing	enhance	VERB
cana-3391	178	13	the	the	DET
cana-3391	178	14	explanatory	explanatory	ADJ
cana-3391	178	15	capabilities	capability	NOUN
cana-3391	178	16	of	of	ADP
cana-3391	178	17	the	the	DET
cana-3391	178	18	model	model	NOUN
cana-3391	178	19	for	for	ADP
cana-3391	178	20	better	well	ADJ
cana-3391	178	21	clinical	clinical	ADJ
cana-3391	178	22	acceptance	acceptance	NOUN
cana-3391	178	23	of	of	ADP
cana-3391	178	24	the	the	DET
cana-3391	178	25	solution.in	solution.in	PROPN
cana-3391	178	26	general	general	NOUN
cana-3391	178	27	,	,	PUNCT
cana-3391	178	28	this	this	DET
cana-3391	178	29	work	work	NOUN
cana-3391	178	30	can	can	AUX
cana-3391	178	31	suggest	suggest	VERB
cana-3391	178	32	the	the	DET
cana-3391	178	33	possibilities	possibility	NOUN
cana-3391	178	34	of	of	ADP
cana-3391	178	35	using	use	VERB
cana-3391	178	36	ai	ai	NOUN
cana-3391	178	37	-	-	PUNCT
cana-3391	178	38	based	base	VERB
cana-3391	178	39	solutions	solution	NOUN
cana-3391	178	40	in	in	ADP
cana-3391	178	41	changing	change	VERB
cana-3391	178	42	mental	mental	ADJ
cana-3391	178	43	health	health	NOUN
cana-3391	178	44	diagnostic	diagnostic	ADJ
cana-3391	178	45	techniques	technique	NOUN
cana-3391	178	46	and	and	CCONJ
cana-3391	178	47	indicate	indicate	VERB
cana-3391	178	48	further	further	ADJ
cana-3391	178	49	directions	direction	NOUN
cana-3391	178	50	for	for	ADP
cana-3391	178	51	development	development	NOUN
cana-3391	178	52	and	and	CCONJ
cana-3391	178	53	fine	fine	ADV
cana-3391	178	54	-	-	PUNCT
cana-3391	178	55	tuning	tuning	NOUN
cana-3391	178	56	.	.	PUNCT
cana-3391	179	1	conclusion	conclusion	NOUN
cana-3391	179	2	to	to	ADP
cana-3391	179	3	this	this	DET
cana-3391	179	4	purpose	purpose	NOUN
cana-3391	179	5	,	,	PUNCT
cana-3391	179	6	this	this	DET
cana-3391	179	7	work	work	NOUN
cana-3391	179	8	puts	put	VERB
cana-3391	179	9	forward	forward	ADP
cana-3391	179	10	an	an	DET
cana-3391	179	11	original	original	ADJ
cana-3391	179	12	approach	approach	NOUN
cana-3391	179	13	for	for	ADP
cana-3391	179	14	improving	improve	VERB
cana-3391	179	15	the	the	DET
cana-3391	179	16	process	process	NOUN
cana-3391	179	17	of	of	ADP
cana-3391	179	18	mental	mental	ADJ
cana-3391	179	19	health	health	NOUN
cana-3391	179	20	diagnostics	diagnostic	NOUN
cana-3391	179	21	through	through	ADP
cana-3391	179	22	integration	integration	NOUN
cana-3391	179	23	of	of	ADP
cana-3391	179	24	multimodal	multimodal	NOUN
cana-3391	179	25	features	feature	NOUN
cana-3391	179	26	with	with	ADP
cana-3391	179	27	convolutional	convolutional	ADJ
cana-3391	179	28	neural	neural	ADJ
cana-3391	179	29	networks	network	NOUN
cana-3391	179	30	(	(	PUNCT
cana-3391	179	31	cnns	cnns	PROPN
cana-3391	179	32	)	)	PUNCT
cana-3391	179	33	and	and	CCONJ
cana-3391	179	34	long	long	ADJ
cana-3391	179	35	short	short	ADJ
cana-3391	179	36	-	-	PUNCT
cana-3391	179	37	term	term	NOUN
cana-3391	179	38	memory	memory	NOUN
cana-3391	179	39	(	(	PUNCT
cana-3391	179	40	lstm	lstm	ADJ
cana-3391	179	41	)	)	PUNCT
cana-3391	179	42	models	model	NOUN
cana-3391	179	43	.	.	PUNCT
cana-3391	180	1	in	in	ADP
cana-3391	180	2	eradicating	eradicate	VERB
cana-3391	180	3	the	the	DET
cana-3391	180	4	weaknesses	weakness	NOUN
cana-3391	180	5	of	of	ADP
cana-3391	180	6	conventional	conventional	ADJ
cana-3391	180	7	diagnostic	diagnostic	ADJ
cana-3391	180	8	methods	method	NOUN
cana-3391	180	9	,	,	PUNCT
cana-3391	180	10	which	which	PRON
cana-3391	180	11	just	just	ADV
cana-3391	180	12	depend	depend	VERB
cana-3391	180	13	on	on	ADP
cana-3391	180	14	the	the	DET
cana-3391	180	15	impressions	impression	NOUN
cana-3391	180	16	,	,	PUNCT
cana-3391	180	17	this	this	DET
cana-3391	180	18	work	work	NOUN
cana-3391	180	19	shows	show	VERB
cana-3391	180	20	the	the	DET
cana-3391	180	21	practical	practical	ADJ
cana-3391	180	22	value	value	NOUN
cana-3391	180	23	of	of	ADP
cana-3391	180	24	combining	combine	VERB
cana-3391	180	25	spatial	spatial	ADJ
cana-3391	180	26	and	and	CCONJ
cana-3391	180	27	temporal	temporal	ADJ
cana-3391	180	28	attributes	attribute	NOUN
cana-3391	180	29	from	from	ADP
cana-3391	180	30	various	various	ADJ
cana-3391	180	31	data	datum	NOUN
cana-3391	180	32	modalities	modality	NOUN
cana-3391	180	33	including	include	VERB
cana-3391	180	34	audio	audio	NOUN
cana-3391	180	35	,	,	PUNCT
cana-3391	180	36	video	video	NOUN
cana-3391	180	37	,	,	PUNCT
cana-3391	180	38	physiological	physiological	ADJ
cana-3391	180	39	signals	signal	NOUN
cana-3391	180	40	,	,	PUNCT
cana-3391	180	41	and	and	CCONJ
cana-3391	180	42	textual	textual	ADJ
cana-3391	180	43	data	datum	NOUN
cana-3391	180	44	.	.	PUNCT
cana-3391	181	1	the	the	DET
cana-3391	181	2	model	model	NOUN
cana-3391	181	3	developed	develop	VERB
cana-3391	181	4	in	in	ADP
cana-3391	181	5	the	the	DET
cana-3391	181	6	paper	paper	NOUN
cana-3391	181	7	yields	yield	VERB
cana-3391	181	8	higher	high	ADJ
cana-3391	181	9	communications	communication	NOUN
cana-3391	181	10	on	on	ADP
cana-3391	181	11	applied	apply	VERB
cana-3391	181	12	nonlinear	nonlinear	ADJ
cana-3391	181	13	analysis	analysis	NOUN
cana-3391	181	14	issn	issn	NOUN
cana-3391	181	15	:	:	PUNCT
cana-3391	181	16	1074	1074	NUM
cana-3391	181	17	-	-	PUNCT
cana-3391	181	18	133x	133x	NUM
cana-3391	181	19	vol	vol	NOUN
cana-3391	181	20	32	32	NUM
cana-3391	181	21	no	no	NOUN
cana-3391	181	22	.	.	PUNCT
cana-3391	182	1	7s	7	NOUN
cana-3391	182	2	(	(	PUNCT
cana-3391	182	3	2025	2025	NUM
cana-3391	182	4	)	)	PUNCT
cana-3391	182	5	268	268	NUM
cana-3391	183	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	183	2	diagnostic	diagnostic	ADJ
cana-3391	183	3	validity	validity	NOUN
cana-3391	183	4	testing	testing	NOUN
cana-3391	183	5	and	and	CCONJ
cana-3391	183	6	offers	offer	VERB
cana-3391	183	7	insights	insight	NOUN
cana-3391	183	8	into	into	ADP
cana-3391	183	9	intricate	intricate	ADJ
cana-3391	183	10	disorders	disorder	NOUN
cana-3391	183	11	of	of	ADP
cana-3391	183	12	the	the	DET
cana-3391	183	13	mind.the	mind.the	DET
cana-3391	183	14	findings	finding	NOUN
cana-3391	183	15	of	of	ADP
cana-3391	183	16	this	this	DET
cana-3391	183	17	research	research	NOUN
cana-3391	183	18	benefit	benefit	NOUN
cana-3391	183	19	more	more	ADJ
cana-3391	183	20	than	than	ADP
cana-3391	183	21	technical	technical	ADJ
cana-3391	183	22	developments	development	NOUN
cana-3391	183	23	.	.	PUNCT
cana-3391	184	1	the	the	DET
cana-3391	184	2	use	use	NOUN
cana-3391	184	3	of	of	ADP
cana-3391	184	4	this	this	DET
cana-3391	184	5	framework	framework	NOUN
cana-3391	184	6	could	could	AUX
cana-3391	184	7	change	change	VERB
cana-3391	184	8	clinical	clinical	ADJ
cana-3391	184	9	practices	practice	NOUN
cana-3391	184	10	,	,	PUNCT
cana-3391	184	11	giving	give	VERB
cana-3391	184	12	clinicians	clinician	NOUN
cana-3391	184	13	objective	objective	ADJ
cana-3391	184	14	ball	ball	NOUN
cana-3391	184	15	and	and	CCONJ
cana-3391	184	16	reliable	reliable	ADJ
cana-3391	184	17	approaches	approach	NOUN
cana-3391	184	18	to	to	ADP
cana-3391	184	19	early	early	ADJ
cana-3391	184	20	-	-	PUNCT
cana-3391	184	21	stage	stage	NOUN
cana-3391	184	22	identification	identification	NOUN
cana-3391	184	23	and	and	CCONJ
cana-3391	184	24	management	management	NOUN
cana-3391	184	25	of	of	ADP
cana-3391	184	26	mental	mental	ADJ
cana-3391	184	27	well	well	ADV
cana-3391	184	28	-	-	PUNCT
cana-3391	184	29	being	being	NOUN
cana-3391	184	30	.	.	PUNCT
cana-3391	185	1	they	they	PRON
cana-3391	185	2	could	could	AUX
cana-3391	185	3	help	help	VERB
cana-3391	185	4	the	the	DET
cana-3391	185	5	clinician	clinician	NOUN
cana-3391	185	6	to	to	PART
cana-3391	185	7	correct	correct	VERB
cana-3391	185	8	some	some	DET
cana-3391	185	9	conclusions	conclusion	NOUN
cana-3391	185	10	,	,	PUNCT
cana-3391	185	11	minimize	minimize	VERB
cana-3391	185	12	diagnostic	diagnostic	ADJ
cana-3391	185	13	bias	bias	NOUN
cana-3391	185	14	,	,	PUNCT
cana-3391	185	15	and	and	CCONJ
cana-3391	185	16	prompt	prompt	VERB
cana-3391	185	17	right	right	ADJ
cana-3391	185	18	actions	action	NOUN
cana-3391	185	19	that	that	PRON
cana-3391	185	20	would	would	AUX
cana-3391	185	21	have	have	VERB
cana-3391	185	22	a	a	DET
cana-3391	185	23	positive	positive	ADJ
cana-3391	185	24	impact	impact	NOUN
cana-3391	185	25	on	on	ADP
cana-3391	185	26	the	the	DET
cana-3391	185	27	patient	patient	NOUN
cana-3391	185	28	care.future	care.future	NOUN
cana-3391	185	29	work	work	NOUN
cana-3391	185	30	should	should	AUX
cana-3391	185	31	target	target	VERB
cana-3391	185	32	applications	application	NOUN
cana-3391	185	33	of	of	ADP
cana-3391	185	34	virtual	virtual	ADJ
cana-3391	185	35	human	human	ADJ
cana-3391	185	36	models	model	NOUN
cana-3391	185	37	in	in	ADP
cana-3391	185	38	real	real	ADJ
cana-3391	185	39	and	and	CCONJ
cana-3391	185	40	various	various	ADJ
cana-3391	185	41	clinical	clinical	ADJ
cana-3391	185	42	contexts	contexts	NOUN
cana-3391	185	43	.	.	PUNCT
cana-3391	186	1	these	these	PRON
cana-3391	186	2	involve	involve	VERB
cana-3391	186	3	the	the	DET
cana-3391	186	4	use	use	NOUN
cana-3391	186	5	of	of	ADP
cana-3391	186	6	the	the	DET
cana-3391	186	7	model	model	NOUN
cana-3391	186	8	in	in	ADP
cana-3391	186	9	current	current	ADJ
cana-3391	186	10	healthcare	healthcare	NOUN
cana-3391	186	11	frameworks	framework	NOUN
cana-3391	186	12	,	,	PUNCT
cana-3391	186	13	solving	solve	VERB
cana-3391	186	14	the	the	DET
cana-3391	186	15	problem	problem	NOUN
cana-3391	186	16	of	of	ADP
cana-3391	186	17	large	large	ADJ
cana-3391	186	18	-	-	PUNCT
cana-3391	186	19	scale	scale	NOUN
cana-3391	186	20	implementation	implementation	NOUN
cana-3391	186	21	,	,	PUNCT
cana-3391	186	22	and	and	CCONJ
cana-3391	186	23	other	other	ADJ
cana-3391	186	24	concerns	concern	NOUN
cana-3391	186	25	,	,	PUNCT
cana-3391	186	26	including	include	VERB
cana-3391	186	27	data	data	NOUN
cana-3391	186	28	rights	right	NOUN
cana-3391	186	29	and	and	CCONJ
cana-3391	186	30	protection	protection	NOUN
cana-3391	186	31	.	.	PUNCT
cana-3391	187	1	moreover	moreover	ADV
cana-3391	187	2	,	,	PUNCT
cana-3391	187	3	extending	extend	VERB
cana-3391	187	4	the	the	DET
cana-3391	187	5	scope	scope	NOUN
cana-3391	187	6	of	of	ADP
cana-3391	187	7	its	its	PRON
cana-3391	187	8	data	datum	NOUN
cana-3391	187	9	modalities	modality	NOUN
cana-3391	187	10	and	and	CCONJ
cana-3391	187	11	increasing	increase	VERB
cana-3391	187	12	model	model	NOUN
cana-3391	187	13	interpretability	interpretability	NOUN
cana-3391	187	14	will	will	AUX
cana-3391	187	15	advance	advance	VERB
cana-3391	187	16	its	its	PRON
cana-3391	187	17	use	use	NOUN
cana-3391	187	18	even	even	ADV
cana-3391	187	19	more	more	ADJ
cana-3391	187	20	.	.	PUNCT
cana-3391	188	1	this	this	DET
cana-3391	188	2	research	research	NOUN
cana-3391	188	3	provides	provide	VERB
cana-3391	188	4	a	a	DET
cana-3391	188	5	foundation	foundation	NOUN
cana-3391	188	6	for	for	ADP
cana-3391	188	7	a	a	DET
cana-3391	188	8	better	well	ADJ
cana-3391	188	9	,	,	PUNCT
cana-3391	188	10	clearer	clear	ADJ
cana-3391	188	11	,	,	PUNCT
cana-3391	188	12	and	and	CCONJ
cana-3391	188	13	more	more	ADV
cana-3391	188	14	reachable	reachable	ADJ
cana-3391	188	15	and	and	CCONJ
cana-3391	188	16	effective	effective	ADJ
cana-3391	188	17	model	model	NOUN
cana-3391	188	18	to	to	ADP
cana-3391	188	19	mental	mental	ADJ
cana-3391	188	20	illness	illness	NOUN
cana-3391	188	21	.	.	PUNCT
cana-3391	189	1	references	reference	NOUN
cana-3391	189	2	[	[	X
cana-3391	189	3	1	1	NUM
cana-3391	189	4	]	]	PUNCT
cana-3391	189	5	a.	a.	NOUN
cana-3391	189	6	rawat	rawat	PROPN
cana-3391	189	7	and	and	CCONJ
cana-3391	189	8	s.	s.	PROPN
cana-3391	189	9	gochhait	gochhait	PROPN
cana-3391	189	10	,	,	PUNCT
cana-3391	189	11	"	"	PUNCT
cana-3391	189	12	iot	iot	PROPN
cana-3391	189	13	enabled	enable	VERB
cana-3391	189	14	mental	mental	ADJ
cana-3391	189	15	health	health	NOUN
cana-3391	189	16	diagnostic	diagnostic	ADJ
cana-3391	189	17	system	system	NOUN
cana-3391	189	18	leveraging	leverage	VERB
cana-3391	189	19	cognitive	cognitive	ADJ
cana-3391	189	20	behavioural	behavioural	ADJ
cana-3391	189	21	science	science	NOUN
cana-3391	189	22	,	,	PUNCT
cana-3391	189	23	"	"	PUNCT
cana-3391	189	24	2022	2022	NUM
cana-3391	189	25	international	international	ADJ
cana-3391	189	26	conference	conference	NOUN
cana-3391	189	27	on	on	ADP
cana-3391	189	28	decision	decision	NOUN
cana-3391	189	29	aid	aid	NOUN
cana-3391	189	30	sciences	science	NOUN
cana-3391	189	31	and	and	CCONJ
cana-3391	189	32	applications	application	NOUN
cana-3391	189	33	(	(	PUNCT
cana-3391	189	34	dasa	dasa	PROPN
cana-3391	189	35	)	)	PUNCT
cana-3391	189	36	,	,	PUNCT
cana-3391	189	37	chiangrai	chiangrai	PROPN
cana-3391	189	38	,	,	PUNCT
cana-3391	189	39	thailand	thailand	PROPN
cana-3391	189	40	,	,	PUNCT
cana-3391	189	41	2022	2022	NUM
cana-3391	189	42	,	,	PUNCT
cana-3391	189	43	pp	pp	ADJ
cana-3391	189	44	.	.	PUNCT
cana-3391	190	1	1401	1401	NUM
cana-3391	190	2	-	-	SYM
cana-3391	190	3	1405	1405	NUM
cana-3391	190	4	,	,	PUNCT
cana-3391	190	5	doi	doi	NOUN
cana-3391	190	6	:	:	PUNCT
cana-3391	190	7	10.1109	10.1109	NUM
cana-3391	190	8	/	/	SYM
cana-3391	190	9	dasa54658.2022.9765032	dasa54658.2022.9765032	NOUN
cana-3391	190	10	.	.	PUNCT
cana-3391	191	1	[	[	X
cana-3391	191	2	2	2	NUM
cana-3391	191	3	]	]	PUNCT
cana-3391	191	4	p.	p.	NOUN
cana-3391	191	5	kaushik	kaushik	PROPN
cana-3391	191	6	,	,	PUNCT
cana-3391	191	7	k.	k.	PROPN
cana-3391	191	8	bansal	bansal	PROPN
cana-3391	191	9	and	and	CCONJ
cana-3391	191	10	y.	y.	PROPN
cana-3391	191	11	kumar	kumar	PROPN
cana-3391	191	12	,	,	PUNCT
cana-3391	191	13	"	"	PUNCT
cana-3391	191	14	deep	deep	ADJ
cana-3391	191	15	learning	learning	NOUN
cana-3391	191	16	in	in	ADP
cana-3391	191	17	mental	mental	ADJ
cana-3391	191	18	health	health	NOUN
cana-3391	191	19	:	:	PUNCT
cana-3391	191	20	an	an	DET
cana-3391	191	21	in	in	ADP
cana-3391	191	22	-	-	PUNCT
cana-3391	191	23	depth	depth	NOUN
cana-3391	191	24	analysis	analysis	NOUN
cana-3391	191	25	of	of	ADP
cana-3391	191	26	prediction	prediction	NOUN
cana-3391	191	27	systems	system	NOUN
cana-3391	191	28	,	,	PUNCT
cana-3391	191	29	"	"	PUNCT
cana-3391	191	30	2023	2023	NUM
cana-3391	191	31	international	international	ADJ
cana-3391	191	32	conference	conference	NOUN
cana-3391	191	33	on	on	ADP
cana-3391	191	34	communication	communication	NOUN
cana-3391	191	35	,	,	PUNCT
cana-3391	191	36	security	security	NOUN
cana-3391	191	37	and	and	CCONJ
cana-3391	191	38	artificial	artificial	ADJ
cana-3391	191	39	intelligence	intelligence	NOUN
cana-3391	191	40	(	(	PUNCT
cana-3391	191	41	iccsai	iccsai	PROPN
cana-3391	191	42	)	)	PUNCT
cana-3391	191	43	,	,	PUNCT
cana-3391	191	44	greater	great	ADJ
cana-3391	191	45	noida	noida	PROPN
cana-3391	191	46	,	,	PUNCT
cana-3391	191	47	india	india	PROPN
cana-3391	191	48	,	,	PUNCT
cana-3391	191	49	2023	2023	NUM
cana-3391	191	50	,	,	PUNCT
cana-3391	191	51	pp	pp	ADJ
cana-3391	191	52	.	.	PUNCT
cana-3391	192	1	364	364	NUM
cana-3391	192	2	-	-	SYM
cana-3391	192	3	369	369	NUM
cana-3391	192	4	,	,	PUNCT
cana-3391	192	5	doi	doi	NOUN
cana-3391	192	6	:	:	PUNCT
cana-3391	192	7	10.1109	10.1109	NUM
cana-3391	192	8	/	/	SYM
cana-3391	192	9	iccsai59793.2023.10421590	iccsai59793.2023.10421590	NOUN
cana-3391	192	10	.	.	PUNCT
cana-3391	193	1	[	[	X
cana-3391	193	2	3	3	X
cana-3391	193	3	]	]	X
cana-3391	193	4	s.	s.	PROPN
cana-3391	193	5	verma	verma	PROPN
cana-3391	193	6	,	,	PUNCT
cana-3391	193	7	c.	c.	PROPN
cana-3391	193	8	sharma	sharma	PROPN
cana-3391	193	9	,	,	PUNCT
cana-3391	193	10	g.	g.	PROPN
cana-3391	193	11	aggarwal	aggarwal	PROPN
cana-3391	193	12	and	and	CCONJ
cana-3391	193	13	p.	p.	PROPN
cana-3391	193	14	upadhya	upadhya	PROPN
cana-3391	193	15	,	,	PUNCT
cana-3391	193	16	"	"	PUNCT
cana-3391	193	17	artificial	artificial	ADJ
cana-3391	193	18	intelligence	intelligence	NOUN
cana-3391	193	19	-	-	PUNCT
cana-3391	193	20	based	base	VERB
cana-3391	193	21	approach	approach	NOUN
cana-3391	193	22	for	for	ADP
cana-3391	193	23	classification	classification	NOUN
cana-3391	193	24	and	and	CCONJ
cana-3391	193	25	prediction	prediction	NOUN
cana-3391	193	26	of	of	ADP
cana-3391	193	27	mental	mental	ADJ
cana-3391	193	28	health	health	NOUN
cana-3391	193	29	,	,	PUNCT
cana-3391	193	30	"	"	PUNCT
cana-3391	193	31	2024	2024	NUM
cana-3391	193	32	14th	14th	ADJ
cana-3391	193	33	international	international	ADJ
cana-3391	193	34	conference	conference	NOUN
cana-3391	193	35	on	on	ADP
cana-3391	193	36	cloud	cloud	NOUN
cana-3391	193	37	computing	computing	NOUN
cana-3391	193	38	,	,	PUNCT
cana-3391	193	39	data	data	NOUN
cana-3391	193	40	science	science	PROPN
cana-3391	193	41	&	&	CCONJ
cana-3391	193	42	engineering	engineering	PROPN
cana-3391	193	43	(	(	PUNCT
cana-3391	193	44	confluence	confluence	NOUN
cana-3391	193	45	)	)	PUNCT
cana-3391	193	46	,	,	PUNCT
cana-3391	193	47	noida	noida	PROPN
cana-3391	193	48	,	,	PUNCT
cana-3391	193	49	india	india	PROPN
cana-3391	193	50	,	,	PUNCT
cana-3391	193	51	2024	2024	NUM
cana-3391	193	52	,	,	PUNCT
cana-3391	193	53	pp	pp	ADV
cana-3391	193	54	.	.	PUNCT
cana-3391	194	1	708	708	NUM
cana-3391	194	2	-	-	SYM
cana-3391	194	3	713	713	NUM
cana-3391	194	4	,	,	PUNCT
cana-3391	194	5	doi	doi	NOUN
cana-3391	194	6	:	:	PUNCT
cana-3391	194	7	10.1109	10.1109	NUM
cana-3391	194	8	/	/	SYM
cana-3391	194	9	confluence60223.2024.10463203	confluence60223.2024.10463203	PROPN
cana-3391	194	10	.	.	PUNCT
cana-3391	195	1	[	[	X
cana-3391	195	2	4	4	NUM
cana-3391	195	3	]	]	PUNCT
cana-3391	195	4	x.	x.	NOUN
cana-3391	195	5	xie	xie	PROPN
cana-3391	195	6	,	,	PUNCT
cana-3391	195	7	"	"	PUNCT
cana-3391	195	8	a	a	DET
cana-3391	195	9	hybrid	hybrid	ADJ
cana-3391	195	10	cnn	cnn	PROPN
cana-3391	195	11	-	-	PUNCT
cana-3391	195	12	lstm	lstm	ADJ
cana-3391	195	13	architecture	architecture	NOUN
cana-3391	195	14	for	for	ADP
cana-3391	195	15	enhanced	enhanced	ADJ
cana-3391	195	16	music	music	NOUN
cana-3391	195	17	genre	genre	NOUN
cana-3391	195	18	classification	classification	NOUN
cana-3391	195	19	,	,	PUNCT
cana-3391	195	20	"	"	PUNCT
cana-3391	195	21	2024	2024	NUM
cana-3391	195	22	5th	5th	ADJ
cana-3391	195	23	international	international	ADJ
cana-3391	195	24	conference	conference	NOUN
cana-3391	195	25	on	on	ADP
cana-3391	195	26	machine	machine	NOUN
cana-3391	195	27	learning	learning	NOUN
cana-3391	195	28	and	and	CCONJ
cana-3391	195	29	computer	computer	NOUN
cana-3391	195	30	application	application	NOUN
cana-3391	195	31	(	(	PUNCT
cana-3391	195	32	icmlca	icmlca	NOUN
cana-3391	195	33	)	)	PUNCT
cana-3391	195	34	,	,	PUNCT
cana-3391	195	35	hangzhou	hangzhou	PROPN
cana-3391	195	36	,	,	PUNCT
cana-3391	195	37	china	china	PROPN
cana-3391	195	38	,	,	PUNCT
cana-3391	195	39	2024	2024	NUM
cana-3391	195	40	,	,	PUNCT
cana-3391	195	41	pp	pp	ADV
cana-3391	195	42	.	.	PUNCT
cana-3391	195	43	72	72	NUM
cana-3391	195	44	-	-	SYM
cana-3391	195	45	75	75	NUM
cana-3391	195	46	,	,	PUNCT
cana-3391	195	47	doi	doi	NOUN
cana-3391	195	48	:	:	PUNCT
cana-3391	195	49	10.1109	10.1109	NUM
cana-3391	195	50	/	/	SYM
cana-3391	195	51	icmlca63499.2024.10753693	icmlca63499.2024.10753693	PROPN
cana-3391	195	52	.	.	PUNCT
cana-3391	196	1	[	[	X
cana-3391	196	2	5	5	X
cana-3391	196	3	]	]	PUNCT
cana-3391	196	4	s.	s.	PROPN
cana-3391	196	5	-n	-n	PROPN
cana-3391	196	6	.	.	PROPN
cana-3391	196	7	tang	tang	PROPN
cana-3391	196	8	,	,	PUNCT
cana-3391	196	9	y.	y.	PROPN
cana-3391	196	10	-h	-h	PROPN
cana-3391	196	11	.	.	PUNCT
cana-3391	197	1	chen	chen	PROPN
cana-3391	197	2	,	,	PUNCT
cana-3391	198	1	y.	y.	PROPN
cana-3391	198	2	-w	-w	PROPN
cana-3391	198	3	.	.	PUNCT
cana-3391	198	4	chang	chang	PROPN
cana-3391	198	5	,	,	PUNCT
cana-3391	198	6	y.	y.	PROPN
cana-3391	198	7	-t	-t	PROPN
cana-3391	198	8	.	.	PUNCT
cana-3391	199	1	chen	chen	PROPN
cana-3391	199	2	and	and	CCONJ
cana-3391	199	3	s.	s.	PROPN
cana-3391	199	4	-h	-h	PROPN
cana-3391	199	5	.	.	PUNCT
cana-3391	200	1	chou	chou	NOUN
cana-3391	200	2	,	,	PUNCT
cana-3391	200	3	"	"	PUNCT
cana-3391	200	4	hybrid	hybrid	ADJ
cana-3391	200	5	cnn	cnn	PROPN
cana-3391	200	6	-	-	PUNCT
cana-3391	200	7	lstm	lstm	PROPN
cana-3391	200	8	network	network	NOUN
cana-3391	200	9	for	for	ADP
cana-3391	200	10	ecg	ecg	PROPN
cana-3391	200	11	classification	classification	NOUN
cana-3391	200	12	and	and	CCONJ
cana-3391	200	13	its	its	PRON
cana-3391	200	14	software	software	NOUN
cana-3391	200	15	-	-	PUNCT
cana-3391	200	16	hardware	hardware	NOUN
cana-3391	200	17	co	co	NOUN
cana-3391	200	18	-	-	NOUN
cana-3391	200	19	design	design	ADJ
cana-3391	200	20	approach	approach	NOUN
cana-3391	200	21	,	,	PUNCT
cana-3391	200	22	"	"	PUNCT
cana-3391	200	23	2023	2023	NUM
cana-3391	200	24	20th	20th	ADJ
cana-3391	200	25	international	international	ADJ
cana-3391	200	26	soc	soc	NOUN
cana-3391	200	27	design	design	NOUN
cana-3391	200	28	conference	conference	NOUN
cana-3391	200	29	(	(	PUNCT
cana-3391	200	30	isocc	isocc	NOUN
cana-3391	200	31	)	)	PUNCT
cana-3391	200	32	,	,	PUNCT
cana-3391	200	33	jeju	jeju	PROPN
cana-3391	200	34	,	,	PUNCT
cana-3391	200	35	korea	korea	PROPN
cana-3391	200	36	,	,	PUNCT
cana-3391	200	37	republic	republic	NOUN
cana-3391	200	38	of	of	ADP
cana-3391	200	39	,	,	PUNCT
cana-3391	200	40	2023	2023	NUM
cana-3391	200	41	,	,	PUNCT
cana-3391	200	42	pp	pp	ADJ
cana-3391	200	43	.	.	PUNCT
cana-3391	201	1	173	173	NUM
cana-3391	201	2	-	-	SYM
cana-3391	201	3	174	174	NUM
cana-3391	201	4	,	,	PUNCT
cana-3391	201	5	doi	doi	NOUN
cana-3391	201	6	:	:	PUNCT
cana-3391	201	7	10.1109	10.1109	NUM
cana-3391	201	8	/	/	SYM
cana-3391	201	9	isocc59558.2023.10396448	isocc59558.2023.10396448	X
cana-3391	201	10	.	.	PUNCT
cana-3391	202	1	[	[	X
cana-3391	202	2	6	6	NUM
cana-3391	202	3	]	]	PUNCT
cana-3391	202	4	r.	r.	PROPN
cana-3391	202	5	g.	g.	PROPN
cana-3391	202	6	tiwari	tiwari	PROPN
cana-3391	202	7	,	,	PUNCT
cana-3391	202	8	h.	h.	PROPN
cana-3391	202	9	maheshwari	maheshwari	PROPN
cana-3391	202	10	,	,	PUNCT
cana-3391	202	11	a.	a.	PROPN
cana-3391	202	12	k.	k.	PROPN
cana-3391	202	13	agarwal	agarwal	PROPN
cana-3391	202	14	and	and	CCONJ
cana-3391	202	15	v.	v.	ADP
cana-3391	202	16	jain	jain	PROPN
cana-3391	202	17	,	,	PUNCT
cana-3391	202	18	"	"	PUNCT
cana-3391	202	19	hybrid	hybrid	ADJ
cana-3391	202	20	cnn	cnn	PROPN
cana-3391	202	21	-	-	PUNCT
cana-3391	202	22	lstm	lstm	PROPN
cana-3391	202	23	model	model	NOUN
cana-3391	202	24	for	for	ADP
cana-3391	202	25	automated	automate	VERB
cana-3391	202	26	violence	violence	NOUN
cana-3391	202	27	detection	detection	NOUN
cana-3391	202	28	and	and	CCONJ
cana-3391	202	29	classification	classification	NOUN
cana-3391	202	30	in	in	ADP
cana-3391	202	31	surveillance	surveillance	NOUN
cana-3391	202	32	systems	system	NOUN
cana-3391	202	33	,	,	PUNCT
cana-3391	202	34	"	"	PUNCT
cana-3391	202	35	2023	2023	NUM
cana-3391	202	36	12th	12th	ADJ
cana-3391	202	37	international	international	ADJ
cana-3391	202	38	conference	conference	NOUN
cana-3391	202	39	on	on	ADP
cana-3391	202	40	system	system	NOUN
cana-3391	202	41	modeling	modeling	NOUN
cana-3391	202	42	&	&	CCONJ
cana-3391	202	43	advancement	advancement	NOUN
cana-3391	202	44	in	in	ADP
cana-3391	202	45	research	research	NOUN
cana-3391	202	46	trends	trend	NOUN
cana-3391	202	47	(	(	PUNCT
cana-3391	202	48	smart	smart	ADJ
cana-3391	202	49	)	)	PUNCT
cana-3391	202	50	,	,	PUNCT
cana-3391	202	51	moradabad	moradabad	PROPN
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cana-3391	202	53	india	india	PROPN
cana-3391	202	54	,	,	PUNCT
cana-3391	202	55	2023	2023	NUM
cana-3391	202	56	,	,	PUNCT
cana-3391	202	57	pp	pp	ADJ
cana-3391	202	58	.	.	PUNCT
cana-3391	202	59	169	169	NUM
cana-3391	202	60	-	-	SYM
cana-3391	202	61	175	175	NUM
cana-3391	202	62	,	,	PUNCT
cana-3391	202	63	doi	doi	NOUN
cana-3391	202	64	:	:	PUNCT
cana-3391	202	65	10.1109	10.1109	NUM
cana-3391	202	66	/	/	SYM
cana-3391	202	67	smart59791.2023.10428538	smart59791.2023.10428538	NOUN
cana-3391	202	68	.	.	PUNCT
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cana-3391	203	2	7	7	X
cana-3391	203	3	]	]	PUNCT
cana-3391	203	4	m.	m.	NOUN
cana-3391	203	5	j.	j.	PROPN
cana-3391	203	6	c.	c.	PROPN
cana-3391	203	7	samonte	samonte	PROPN
cana-3391	203	8	,	,	PUNCT
cana-3391	203	9	a.	a.	NOUN
cana-3391	203	10	t.	t.	PROPN
cana-3391	203	11	g.	g.	PROPN
cana-3391	203	12	dela	dela	PROPN
cana-3391	203	13	rosa	rosa	PROPN
cana-3391	203	14	,	,	PUNCT
cana-3391	203	15	l.	l.	PROPN
cana-3391	203	16	j.	j.	PROPN
cana-3391	203	17	c.	c.	PROPN
cana-3391	203	18	rivera	rivera	PROPN
cana-3391	203	19	and	and	CCONJ
cana-3391	203	20	j.	j.	PROPN
cana-3391	203	21	s.	s.	PROPN
cana-3391	203	22	e.	e.	PROPN
cana-3391	203	23	silo	silo	PROPN
cana-3391	203	24	,	,	PUNCT
cana-3391	203	25	"	"	PUNCT
cana-3391	203	26	using	use	VERB
cana-3391	203	27	hybrid	hybrid	ADJ
cana-3391	203	28	cnn	cnn	PROPN
cana-3391	203	29	-	-	PUNCT
cana-3391	203	30	lstm	lstm	PROPN
cana-3391	203	31	model	model	NOUN
cana-3391	203	32	for	for	ADP
cana-3391	203	33	sentiment	sentiment	NOUN
cana-3391	203	34	analysis	analysis	NOUN
cana-3391	203	35	of	of	ADP
cana-3391	203	36	covid-19	covid-19	PROPN
cana-3391	203	37	tweets	tweet	NOUN
cana-3391	203	38	,	,	PUNCT
cana-3391	203	39	"	"	PUNCT
cana-3391	203	40	2023	2023	NUM
cana-3391	203	41	13th	13th	NOUN
cana-3391	203	42	international	international	ADJ
cana-3391	203	43	conference	conference	NOUN
cana-3391	203	44	on	on	ADP
cana-3391	203	45	software	software	NOUN
cana-3391	203	46	technology	technology	NOUN
cana-3391	203	47	and	and	CCONJ
cana-3391	203	48	engineering	engineering	NOUN
cana-3391	203	49	(	(	PUNCT
cana-3391	203	50	icste	icste	PROPN
cana-3391	203	51	)	)	PUNCT
cana-3391	203	52	,	,	PUNCT
cana-3391	203	53	osaka	osaka	PROPN
cana-3391	203	54	,	,	PUNCT
cana-3391	203	55	japan	japan	PROPN
cana-3391	203	56	,	,	PUNCT
cana-3391	203	57	2023	2023	NUM
cana-3391	203	58	,	,	PUNCT
cana-3391	203	59	pp	pp	ADJ
cana-3391	203	60	.	.	PUNCT
cana-3391	204	1	133	133	NUM
cana-3391	204	2	-	-	SYM
cana-3391	204	3	142	142	NUM
cana-3391	204	4	,	,	PUNCT
cana-3391	204	5	doi	doi	NOUN
cana-3391	204	6	:	:	PUNCT
cana-3391	204	7	10.1109	10.1109	NUM
cana-3391	204	8	/	/	SYM
cana-3391	204	9	icste61649.2023.00029	icste61649.2023.00029	NOUN
cana-3391	204	10	.	.	PUNCT
cana-3391	205	1	[	[	X
cana-3391	205	2	8	8	NUM
cana-3391	205	3	]	]	X
cana-3391	205	4	r.	r.	PROPN
cana-3391	205	5	zhu	zhu	PROPN
cana-3391	205	6	,	,	PUNCT
cana-3391	205	7	y.	y.	PROPN
cana-3391	205	8	yang	yang	PROPN
cana-3391	205	9	and	and	CCONJ
cana-3391	205	10	j.	j.	PROPN
cana-3391	205	11	chen	chen	PROPN
cana-3391	205	12	,	,	PUNCT
cana-3391	205	13	"	"	PUNCT
cana-3391	205	14	xgboost	xgboost	PROPN
cana-3391	205	15	and	and	CCONJ
cana-3391	205	16	cnn	cnn	PROPN
cana-3391	205	17	-	-	PUNCT
cana-3391	205	18	lstm	lstm	ADJ
cana-3391	205	19	hybrid	hybrid	NOUN
cana-3391	205	20	model	model	NOUN
cana-3391	205	21	with	with	ADP
cana-3391	205	22	attention	attention	NOUN
cana-3391	205	23	-	-	PUNCT
cana-3391	205	24	based	base	VERB
cana-3391	205	25	stock	stock	NOUN
cana-3391	205	26	prediction	prediction	NOUN
cana-3391	205	27	,	,	PUNCT
cana-3391	205	28	"	"	PUNCT
cana-3391	205	29	2023	2023	NUM
cana-3391	205	30	ieee	ieee	NOUN
cana-3391	205	31	3rd	3rd	PROPN
cana-3391	205	32	international	international	ADJ
cana-3391	205	33	conference	conference	NOUN
cana-3391	205	34	on	on	ADP
cana-3391	205	35	electronic	electronic	ADJ
cana-3391	205	36	technology	technology	NOUN
cana-3391	205	37	,	,	PUNCT
cana-3391	205	38	communication	communication	NOUN
cana-3391	205	39	and	and	CCONJ
cana-3391	205	40	information	information	NOUN
cana-3391	205	41	(	(	PUNCT
cana-3391	205	42	icetci	icetci	PROPN
cana-3391	205	43	)	)	PUNCT
cana-3391	205	44	,	,	PUNCT
cana-3391	205	45	changchun	changchun	PROPN
cana-3391	205	46	,	,	PUNCT
cana-3391	205	47	china	china	PROPN
cana-3391	205	48	,	,	PUNCT
cana-3391	205	49	2023	2023	NUM
cana-3391	205	50	,	,	PUNCT
cana-3391	205	51	pp	pp	ADJ
cana-3391	205	52	.	.	PUNCT
cana-3391	206	1	359	359	NUM
cana-3391	206	2	-	-	SYM
cana-3391	206	3	365	365	NUM
cana-3391	206	4	,	,	PUNCT
cana-3391	206	5	doi	doi	NOUN
cana-3391	206	6	:	:	PUNCT
cana-3391	206	7	10.1109	10.1109	NUM
cana-3391	206	8	/	/	SYM
cana-3391	206	9	icetci57876.2023.10176988	icetci57876.2023.10176988	PROPN
cana-3391	206	10	.	.	PUNCT
cana-3391	207	1	[	[	X
cana-3391	207	2	9	9	NUM
cana-3391	207	3	]	]	PUNCT
cana-3391	207	4	p.	p.	NOUN
cana-3391	207	5	swaroop	swaroop	PROPN
cana-3391	207	6	,	,	PUNCT
cana-3391	207	7	n.	n.	PROPN
cana-3391	207	8	badolia	badolia	PROPN
cana-3391	207	9	,	,	PUNCT
cana-3391	207	10	r.	r.	PROPN
cana-3391	207	11	ranjan	ranjan	PROPN
cana-3391	207	12	and	and	CCONJ
cana-3391	207	13	m.	m.	PROPN
cana-3391	207	14	kumar	kumar	PROPN
cana-3391	207	15	,	,	PUNCT
cana-3391	207	16	"	"	PUNCT
cana-3391	207	17	arrhythmia	arrhythmia	VERB
cana-3391	207	18	classification	classification	NOUN
cana-3391	207	19	using	use	VERB
cana-3391	207	20	hybrid	hybrid	ADJ
cana-3391	207	21	cnn	cnn	PROPN
cana-3391	207	22	-	-	PUNCT
cana-3391	207	23	lstm	lstm	PROPN
cana-3391	207	24	model	model	NOUN
cana-3391	207	25	,	,	PUNCT
cana-3391	207	26	"	"	PUNCT
cana-3391	207	27	2024	2024	NUM
cana-3391	207	28	first	first	ADJ
cana-3391	207	29	international	international	ADJ
cana-3391	207	30	conference	conference	NOUN
cana-3391	207	31	on	on	ADP
cana-3391	207	32	electronics	electronic	NOUN
cana-3391	207	33	,	,	PUNCT
cana-3391	207	34	communication	communication	NOUN
cana-3391	207	35	and	and	CCONJ
cana-3391	207	36	signal	signal	NOUN
cana-3391	207	37	processing	processing	NOUN
cana-3391	207	38	(	(	PUNCT
cana-3391	207	39	icecsp	icecsp	NOUN
cana-3391	207	40	)	)	PUNCT
cana-3391	207	41	,	,	PUNCT
cana-3391	207	42	new	new	PROPN
cana-3391	207	43	delhi	delhi	PROPN
cana-3391	207	44	,	,	PUNCT
cana-3391	207	45	india	india	PROPN
cana-3391	207	46	,	,	PUNCT
cana-3391	207	47	2024	2024	NUM
cana-3391	207	48	,	,	PUNCT
cana-3391	207	49	pp	pp	ADJ
cana-3391	207	50	.	.	PUNCT
cana-3391	207	51	1	1	NUM
cana-3391	207	52	-	-	SYM
cana-3391	207	53	6	6	NUM
cana-3391	207	54	,	,	PUNCT
cana-3391	207	55	doi	doi	NOUN
cana-3391	207	56	:	:	PUNCT
cana-3391	207	57	10.1109	10.1109	NUM
cana-3391	207	58	/	/	SYM
cana-3391	207	59	icecsp61809.2024.10698222	icecsp61809.2024.10698222	NOUN
cana-3391	207	60	.	.	PUNCT
cana-3391	208	1	[	[	X
cana-3391	208	2	10	10	NUM
cana-3391	208	3	]	]	X
cana-3391	208	4	h.	h.	PROPN
cana-3391	208	5	l.	l.	PROPN
cana-3391	208	6	leka	leka	PROPN
cana-3391	208	7	,	,	PUNCT
cana-3391	208	8	z.	z.	PROPN
cana-3391	208	9	fengli	fengli	PROPN
cana-3391	208	10	,	,	PUNCT
cana-3391	208	11	a.	a.	NOUN
cana-3391	208	12	t.	t.	PROPN
cana-3391	208	13	kenea	kenea	PROPN
cana-3391	208	14	,	,	PUNCT
cana-3391	208	15	a.	a.	NOUN
cana-3391	208	16	t.	t.	PROPN
cana-3391	208	17	tegene	tegene	NOUN
cana-3391	208	18	,	,	PUNCT
cana-3391	208	19	p.	p.	NOUN
cana-3391	208	20	atandoh	atandoh	NOUN
cana-3391	208	21	and	and	CCONJ
cana-3391	208	22	n.	n.	PROPN
cana-3391	208	23	w.	w.	PROPN
cana-3391	208	24	hundera	hundera	PROPN
cana-3391	208	25	,	,	PUNCT
cana-3391	208	26	"	"	PUNCT
cana-3391	208	27	a	a	DET
cana-3391	208	28	hybrid	hybrid	ADJ
cana-3391	208	29	cnn	cnn	PROPN
cana-3391	208	30	-	-	PUNCT
cana-3391	208	31	lstm	lstm	PROPN
cana-3391	208	32	model	model	NOUN
cana-3391	208	33	for	for	ADP
cana-3391	208	34	virtual	virtual	ADJ
cana-3391	208	35	machine	machine	NOUN
cana-3391	208	36	workload	workload	NOUN
cana-3391	208	37	forecasting	forecasting	NOUN
cana-3391	208	38	in	in	ADP
cana-3391	208	39	cloud	cloud	ADJ
cana-3391	208	40	data	datum	NOUN
cana-3391	208	41	center	center	NOUN
cana-3391	208	42	,	,	PUNCT
cana-3391	208	43	"	"	PUNCT
cana-3391	208	44	2021	2021	NUM
cana-3391	208	45	18th	18th	ADJ
cana-3391	208	46	international	international	ADJ
cana-3391	208	47	computer	computer	NOUN
cana-3391	208	48	conference	conference	NOUN
cana-3391	208	49	on	on	ADP
cana-3391	208	50	wavelet	wavelet	NOUN
cana-3391	208	51	active	active	ADJ
cana-3391	208	52	media	medium	NOUN
cana-3391	208	53	technology	technology	NOUN
cana-3391	208	54	and	and	CCONJ
cana-3391	208	55	information	information	NOUN
cana-3391	208	56	processing	processing	NOUN
cana-3391	208	57	(	(	PUNCT
cana-3391	208	58	iccwamtip	iccwamtip	PROPN
cana-3391	208	59	)	)	PUNCT
cana-3391	208	60	,	,	PUNCT
cana-3391	208	61	chengdu	chengdu	PROPN
cana-3391	208	62	,	,	PUNCT
cana-3391	208	63	china	china	PROPN
cana-3391	208	64	,	,	PUNCT
cana-3391	208	65	2021	2021	NUM
cana-3391	208	66	,	,	PUNCT
cana-3391	208	67	pp	pp	ADV
cana-3391	208	68	.	.	PUNCT
cana-3391	209	1	474communications	474communication	NOUN
cana-3391	209	2	on	on	ADP
cana-3391	209	3	applied	apply	VERB
cana-3391	209	4	nonlinear	nonlinear	ADJ
cana-3391	209	5	analysis	analysis	NOUN
cana-3391	209	6	issn	issn	NOUN
cana-3391	209	7	:	:	PUNCT
cana-3391	209	8	1074	1074	NUM
cana-3391	209	9	-	-	PUNCT
cana-3391	209	10	133x	133x	NUM
cana-3391	209	11	vol	vol	NOUN
cana-3391	209	12	32	32	NUM
cana-3391	209	13	no	no	NOUN
cana-3391	209	14	.	.	PUNCT
cana-3391	210	1	7s	7	NOUN
cana-3391	210	2	(	(	PUNCT
cana-3391	210	3	2025	2025	NUM
cana-3391	210	4	)	)	PUNCT
cana-3391	210	5	269	269	NUM
cana-3391	210	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3391	210	7	478	478	NUM
cana-3391	210	8	,	,	PUNCT
cana-3391	210	9	doi	doi	NOUN
cana-3391	210	10	:	:	PUNCT
cana-3391	210	11	10.1109	10.1109	NUM
cana-3391	210	12	/	/	SYM
cana-3391	210	13	iccwamtip53232.2021.9674067	iccwamtip53232.2021.9674067	NOUN
cana-3391	210	14	.	.	PUNCT
cana-3391	211	1	[	[	X
cana-3391	211	2	11	11	NUM
cana-3391	211	3	]	]	X
cana-3391	211	4	b.	b.	PROPN
cana-3391	211	5	c.	c.	PROPN
cana-3391	211	6	loftness	loftness	PROPN
cana-3391	211	7	et	et	PROPN
cana-3391	211	8	al	al	PROPN
cana-3391	211	9	.	.	PROPN
cana-3391	211	10	,	,	PUNCT
cana-3391	211	11	"	"	PUNCT
cana-3391	211	12	toward	toward	ADP
cana-3391	211	13	digital	digital	ADJ
cana-3391	211	14	phenotypes	phenotype	NOUN
cana-3391	211	15	of	of	ADP
cana-3391	211	16	early	early	ADJ
cana-3391	211	17	childhood	childhood	ADJ
cana-3391	211	18	mental	mental	ADJ
cana-3391	211	19	health	health	NOUN
cana-3391	211	20	via	via	ADP
cana-3391	211	21	unsupervised	unsupervised	ADJ
cana-3391	211	22	and	and	CCONJ
cana-3391	211	23	supervised	supervised	ADJ
cana-3391	211	24	machine	machine	NOUN
cana-3391	211	25	learning	learning	NOUN
cana-3391	211	26	,	,	PUNCT
cana-3391	211	27	"	"	PUNCT
cana-3391	211	28	2023	2023	NUM
cana-3391	211	29	45th	45th	ADJ
cana-3391	211	30	annual	annual	ADJ
cana-3391	211	31	international	international	ADJ
cana-3391	211	32	conference	conference	NOUN
cana-3391	211	33	of	of	ADP
cana-3391	211	34	the	the	DET
cana-3391	211	35	ieee	ieee	NOUN
cana-3391	211	36	engineering	engineering	NOUN
cana-3391	211	37	in	in	ADP
cana-3391	211	38	medicine	medicine	PROPN
cana-3391	211	39	&	&	CCONJ
cana-3391	211	40	biology	biology	NOUN
cana-3391	211	41	society	society	NOUN
cana-3391	211	42	(	(	PUNCT
cana-3391	211	43	embc	embc	PROPN
cana-3391	211	44	)	)	PUNCT
cana-3391	211	45	,	,	PUNCT
cana-3391	211	46	sydney	sydney	PROPN
cana-3391	211	47	,	,	PUNCT
cana-3391	211	48	australia	australia	PROPN
cana-3391	211	49	,	,	PUNCT
cana-3391	211	50	2023	2023	NUM
cana-3391	211	51	,	,	PUNCT
cana-3391	211	52	pp	pp	ADJ
cana-3391	211	53	.	.	PUNCT
cana-3391	212	1	1	1	NUM
cana-3391	212	2	-	-	SYM
cana-3391	212	3	4	4	NUM
cana-3391	212	4	,	,	PUNCT
cana-3391	212	5	doi	doi	NOUN
cana-3391	212	6	:	:	PUNCT
cana-3391	212	7	10.1109	10.1109	NUM
cana-3391	212	8	/	/	SYM
cana-3391	212	9	embc40787.2023.10340806	embc40787.2023.10340806	NOUN
cana-3391	212	10	.	.	PUNCT
cana-3391	213	1	[	[	X
cana-3391	213	2	12	12	NUM
cana-3391	213	3	]	]	X
cana-3391	213	4	s.	s.	PROPN
cana-3391	213	5	kataru	kataru	PROPN
cana-3391	213	6	,	,	PUNCT
cana-3391	213	7	k.	k.	PROPN
cana-3391	213	8	king	king	PROPN
cana-3391	213	9	and	and	CCONJ
cana-3391	213	10	l.	l.	PROPN
cana-3391	213	11	fernando	fernando	PROPN
cana-3391	213	12	,	,	PUNCT
cana-3391	213	13	"	"	PUNCT
cana-3391	213	14	machine	machine	NOUN
cana-3391	213	15	learning	learning	NOUN
cana-3391	213	16	-	-	PUNCT
cana-3391	213	17	based	base	VERB
cana-3391	213	18	early	early	ADJ
cana-3391	213	19	detection	detection	NOUN
cana-3391	213	20	and	and	CCONJ
cana-3391	213	21	intervention	intervention	NOUN
cana-3391	213	22	for	for	ADP
cana-3391	213	23	mental	mental	ADJ
cana-3391	213	24	health	health	NOUN
cana-3391	213	25	issues	issue	NOUN
cana-3391	213	26	in	in	ADP
cana-3391	213	27	children	child	NOUN
cana-3391	213	28	,	,	PUNCT
cana-3391	213	29	"	"	PUNCT
cana-3391	213	30	2024	2024	NUM
cana-3391	213	31	ieee	ieee	NOUN
cana-3391	213	32	48th	48th	ADJ
cana-3391	213	33	annual	annual	ADJ
cana-3391	213	34	computers	computer	NOUN
cana-3391	213	35	,	,	PUNCT
cana-3391	213	36	software	software	NOUN
cana-3391	213	37	,	,	PUNCT
cana-3391	213	38	and	and	CCONJ
cana-3391	213	39	applications	application	NOUN
cana-3391	213	40	conference	conference	NOUN
cana-3391	213	41	(	(	PUNCT
cana-3391	213	42	compsac	compsac	NOUN
cana-3391	213	43	)	)	PUNCT
cana-3391	213	44	,	,	PUNCT
cana-3391	213	45	osaka	osaka	PROPN
cana-3391	213	46	,	,	PUNCT
cana-3391	213	47	japan	japan	PROPN
cana-3391	213	48	,	,	PUNCT
cana-3391	213	49	2024	2024	NUM
cana-3391	213	50	,	,	PUNCT
cana-3391	213	51	pp	pp	ADV
cana-3391	213	52	.	.	PUNCT
cana-3391	214	1	2001	2001	NUM
cana-3391	214	2	-	-	SYM
cana-3391	214	3	2007	2007	NUM
cana-3391	214	4	,	,	PUNCT
cana-3391	214	5	doi	doi	NOUN
cana-3391	214	6	:	:	PUNCT
cana-3391	214	7	10.1109	10.1109	NUM
cana-3391	214	8	/	/	SYM
cana-3391	214	9	compsac61105.2024.00320	compsac61105.2024.00320	NOUN
cana-3391	214	10	.	.	PUNCT
cana-3391	215	1	[	[	X
cana-3391	215	2	13	13	NUM
cana-3391	215	3	]	]	X
cana-3391	215	4	g.	g.	PROPN
cana-3391	215	5	corbin	corbin	PROPN
cana-3391	215	6	et	et	PROPN
cana-3391	215	7	al	al	PROPN
cana-3391	215	8	.	.	PROPN
cana-3391	215	9	,	,	PUNCT
cana-3391	215	10	"	"	PUNCT
cana-3391	215	11	evaluating	evaluate	VERB
cana-3391	215	12	administered	administer	VERB
cana-3391	215	13	differences	difference	NOUN
cana-3391	215	14	of	of	ADP
cana-3391	215	15	brief	brief	ADJ
cana-3391	215	16	jail	jail	NOUN
cana-3391	215	17	mental	mental	ADJ
cana-3391	215	18	health	health	NOUN
cana-3391	215	19	screener	screener	NOUN
cana-3391	215	20	and	and	CCONJ
cana-3391	215	21	impacts	impact	NOUN
cana-3391	215	22	of	of	ADP
cana-3391	215	23	diagnoses	diagnosis	NOUN
cana-3391	215	24	&	&	CCONJ
cana-3391	215	25	treatment	treatment	NOUN
cana-3391	215	26	of	of	ADP
cana-3391	215	27	linked	link	VERB
cana-3391	215	28	inmates	inmate	NOUN
cana-3391	215	29	with	with	ADP
cana-3391	215	30	severe	severe	ADJ
cana-3391	215	31	mental	mental	ADJ
cana-3391	215	32	illness	illness	NOUN
cana-3391	215	33	,	,	PUNCT
cana-3391	215	34	"	"	PUNCT
cana-3391	215	35	2022	2022	NUM
cana-3391	215	36	systems	system	NOUN
cana-3391	215	37	and	and	CCONJ
cana-3391	215	38	information	information	NOUN
cana-3391	215	39	engineering	engineering	NOUN
cana-3391	215	40	design	design	NOUN
cana-3391	215	41	symposium	symposium	NOUN
cana-3391	215	42	(	(	PUNCT
cana-3391	215	43	sieds	sied	NOUN
cana-3391	215	44	)	)	PUNCT
cana-3391	215	45	,	,	PUNCT
cana-3391	215	46	charlottesville	charlottesville	PROPN
cana-3391	215	47	,	,	PUNCT
cana-3391	215	48	va	va	PROPN
cana-3391	215	49	,	,	PUNCT
cana-3391	215	50	usa	usa	PROPN
cana-3391	215	51	,	,	PUNCT
cana-3391	215	52	2022	2022	NUM
cana-3391	215	53	,	,	PUNCT
cana-3391	215	54	pp	pp	ADJ
cana-3391	215	55	.	.	PUNCT
cana-3391	216	1	351	351	NUM
cana-3391	216	2	-	-	SYM
cana-3391	216	3	356	356	NUM
cana-3391	216	4	,	,	PUNCT
cana-3391	216	5	doi	doi	NOUN
cana-3391	216	6	:	:	PUNCT
cana-3391	216	7	10.1109	10.1109	NUM
cana-3391	216	8	/	/	SYM
cana-3391	216	9	sieds55548.2022.9799360	sieds55548.2022.9799360	NOUN
cana-3391	216	10	.	.	PUNCT
cana-3391	217	1	[	[	X
cana-3391	217	2	14	14	NUM
cana-3391	217	3	]	]	PUNCT
cana-3391	217	4	a.	a.	NOUN
cana-3391	217	5	sharma	sharma	PROPN
cana-3391	217	6	,	,	PUNCT
cana-3391	217	7	m.	m.	NOUN
cana-3391	217	8	kalra	kalra	PROPN
cana-3391	217	9	and	and	CCONJ
cana-3391	217	10	v.	v.	ADP
cana-3391	217	11	sukhija	sukhija	NOUN
cana-3391	217	12	,	,	PUNCT
cana-3391	217	13	"	"	PUNCT
cana-3391	217	14	ml	ml	VERB
cana-3391	217	15	-	-	PUNCT
cana-3391	217	16	enhanced	enhance	VERB
cana-3391	217	17	mental	mental	ADJ
cana-3391	217	18	health	health	NOUN
cana-3391	217	19	assessment	assessment	NOUN
cana-3391	217	20	:	:	PUNCT
cana-3391	217	21	optimizing	optimize	VERB
cana-3391	217	22	machine	machine	NOUN
cana-3391	217	23	learning	learn	VERB
cana-3391	217	24	for	for	ADP
cana-3391	217	25	diagnosis	diagnosis	NOUN
cana-3391	217	26	,	,	PUNCT
cana-3391	217	27	"	"	PUNCT
cana-3391	217	28	2024	2024	NUM
cana-3391	217	29	15th	15th	ADJ
cana-3391	217	30	international	international	ADJ
cana-3391	217	31	conference	conference	NOUN
cana-3391	217	32	on	on	ADP
cana-3391	217	33	computing	compute	VERB
cana-3391	217	34	communication	communication	NOUN
cana-3391	217	35	and	and	CCONJ
cana-3391	217	36	networking	networking	NOUN
cana-3391	217	37	technologies	technology	NOUN
cana-3391	217	38	(	(	PUNCT
cana-3391	217	39	icccnt	icccnt	ADJ
cana-3391	217	40	)	)	PUNCT
cana-3391	217	41	,	,	PUNCT
cana-3391	217	42	kamand	kamand	PROPN
cana-3391	217	43	,	,	PUNCT
cana-3391	217	44	india	india	PROPN
cana-3391	217	45	,	,	PUNCT
cana-3391	217	46	2024	2024	NUM
cana-3391	217	47	,	,	PUNCT
cana-3391	217	48	pp	pp	ADJ
cana-3391	217	49	.	.	PUNCT
cana-3391	218	1	1	1	NUM
cana-3391	218	2	-	-	SYM
cana-3391	218	3	6	6	NUM
cana-3391	218	4	,	,	PUNCT
cana-3391	218	5	doi	doi	NOUN
cana-3391	218	6	:	:	PUNCT
cana-3391	218	7	10.1109	10.1109	NUM
cana-3391	218	8	/	/	SYM
cana-3391	218	9	icccnt61001.2024.10724430	icccnt61001.2024.10724430	PROPN
cana-3391	218	10	.	.	PUNCT
cana-3391	219	1	[	[	X
cana-3391	219	2	15	15	NUM
cana-3391	219	3	]	]	PUNCT
cana-3391	219	4	t.	t.	PROPN
cana-3391	219	5	thamaraimanalan	thamaraimanalan	PROPN
cana-3391	219	6	et	et	PROPN
cana-3391	219	7	al	al	PROPN
cana-3391	219	8	.	.	PROPN
cana-3391	219	9	,	,	PUNCT
cana-3391	219	10	"	"	PUNCT
cana-3391	219	11	machine	machine	NOUN
cana-3391	219	12	learning	learning	NOUN
cana-3391	219	13	based	base	VERB
cana-3391	219	14	patient	patient	ADJ
cana-3391	219	15	mental	mental	ADJ
cana-3391	219	16	health	health	NOUN
cana-3391	219	17	prediction	prediction	NOUN
cana-3391	219	18	using	use	VERB
cana-3391	219	19	spectral	spectral	ADJ
cana-3391	219	20	clustering	clustering	NOUN
cana-3391	219	21	and	and	CCONJ
cana-3391	219	22	rbfn	rbfn	NOUN
cana-3391	219	23	algorithms	algorithm	NOUN
cana-3391	219	24	,	,	PUNCT
cana-3391	219	25	"	"	PUNCT
cana-3391	219	26	2022	2022	NUM
cana-3391	219	27	8th	8th	ADJ
cana-3391	219	28	international	international	ADJ
cana-3391	219	29	conference	conference	NOUN
cana-3391	219	30	on	on	ADP
cana-3391	219	31	advanced	advanced	ADJ
cana-3391	219	32	computing	computing	NOUN
cana-3391	219	33	and	and	CCONJ
cana-3391	219	34	communication	communication	NOUN
cana-3391	219	35	systems	system	NOUN
cana-3391	219	36	(	(	PUNCT
cana-3391	219	37	icaccs	icaccs	NOUN
cana-3391	219	38	)	)	PUNCT
cana-3391	219	39	,	,	PUNCT
cana-3391	219	40	coimbatore	coimbatore	PROPN
cana-3391	219	41	,	,	PUNCT
cana-3391	219	42	india	india	PROPN
cana-3391	219	43	,	,	PUNCT
cana-3391	219	44	2022	2022	NUM
cana-3391	219	45	,	,	PUNCT
cana-3391	219	46	pp	pp	ADJ
cana-3391	219	47	.	.	PUNCT
cana-3391	220	1	1840	1840	NUM
cana-3391	220	2	-	-	SYM
cana-3391	220	3	1843	1843	NUM
cana-3391	220	4	,	,	PUNCT
cana-3391	220	5	doi	doi	NOUN
cana-3391	220	6	:	:	PUNCT
cana-3391	220	7	10.1109	10.1109	NUM
cana-3391	220	8	/	/	SYM
cana-3391	220	9	icaccs54159.2022.9785142	icaccs54159.2022.9785142	PRON
cana-3391	220	10	.	.	PUNCT
cana-3391	221	1	[	[	X
cana-3391	221	2	16	16	NUM
cana-3391	221	3	]	]	PUNCT
cana-3391	221	4	a.	a.	NOUN
cana-3391	221	5	danowitz	danowitz	PROPN
cana-3391	221	6	and	and	CCONJ
cana-3391	221	7	k.	k.	PROPN
cana-3391	221	8	beddoes	beddoes	PROPN
cana-3391	221	9	,	,	PUNCT
cana-3391	221	10	"	"	PUNCT
cana-3391	221	11	mental	mental	ADJ
cana-3391	221	12	health	health	NOUN
cana-3391	221	13	in	in	ADP
cana-3391	221	14	engineering	engineering	NOUN
cana-3391	221	15	education	education	NOUN
cana-3391	221	16	:	:	PUNCT
cana-3391	221	17	identifying	identify	VERB
cana-3391	221	18	population	population	NOUN
cana-3391	221	19	and	and	CCONJ
cana-3391	221	20	intersectional	intersectional	ADJ
cana-3391	221	21	variation	variation	NOUN
cana-3391	221	22	,	,	PUNCT
cana-3391	221	23	"	"	PUNCT
cana-3391	221	24	in	in	ADP
cana-3391	221	25	ieee	ieee	NOUN
cana-3391	221	26	transactions	transaction	NOUN
cana-3391	221	27	on	on	ADP
cana-3391	221	28	education	education	NOUN
cana-3391	221	29	,	,	PUNCT
cana-3391	221	30	vol	vol	NOUN
cana-3391	221	31	.	.	PROPN
cana-3391	222	1	65	65	NUM
cana-3391	222	2	,	,	PUNCT
cana-3391	222	3	no	no	INTJ
cana-3391	222	4	.	.	NOUN
cana-3391	222	5	3	3	NUM
cana-3391	222	6	,	,	PUNCT
cana-3391	222	7	pp	pp	ADJ
cana-3391	222	8	.	.	PUNCT
cana-3391	223	1	257	257	NUM
cana-3391	223	2	-	-	SYM
cana-3391	223	3	266	266	NUM
cana-3391	223	4	,	,	PUNCT
cana-3391	223	5	aug	aug	PROPN
cana-3391	223	6	.	.	PROPN
cana-3391	223	7	2022	2022	NUM
cana-3391	223	8	,	,	PUNCT
cana-3391	223	9	doi	doi	NOUN
cana-3391	223	10	:	:	PUNCT
cana-3391	223	11	10.1109	10.1109	NUM
cana-3391	223	12	/	/	SYM
cana-3391	223	13	te.2022.3182626	te.2022.3182626	NOUN
cana-3391	223	14	.	.	PUNCT
cana-3391	224	1	[	[	X
cana-3391	224	2	17	17	NUM
cana-3391	224	3	]	]	PUNCT
cana-3391	224	4	a.	a.	NOUN
cana-3391	224	5	paul	paul	PROPN
cana-3391	224	6	and	and	CCONJ
cana-3391	224	7	j.	j.	PROPN
cana-3391	224	8	george	george	PROPN
cana-3391	224	9	,	,	PUNCT
cana-3391	224	10	"	"	PUNCT
cana-3391	224	11	mental	mental	ADJ
cana-3391	224	12	health	health	NOUN
cana-3391	224	13	data	datum	NOUN
cana-3391	224	14	analysis	analysis	NOUN
cana-3391	224	15	using	use	VERB
cana-3391	224	16	cloud	cloud	NOUN
cana-3391	224	17	,	,	PUNCT
cana-3391	224	18	"	"	PUNCT
cana-3391	224	19	2020	2020	NUM
cana-3391	224	20	international	international	ADJ
cana-3391	224	21	conference	conference	NOUN
cana-3391	224	22	on	on	ADP
cana-3391	224	23	electrical	electrical	ADJ
cana-3391	224	24	,	,	PUNCT
cana-3391	224	25	communication	communication	NOUN
cana-3391	224	26	,	,	PUNCT
cana-3391	224	27	and	and	CCONJ
cana-3391	224	28	computer	computer	NOUN
cana-3391	224	29	engineering	engineering	NOUN
cana-3391	224	30	(	(	PUNCT
cana-3391	224	31	icecce	icecce	NOUN
cana-3391	224	32	)	)	PUNCT
cana-3391	224	33	,	,	PUNCT
cana-3391	224	34	istanbul	istanbul	PROPN
cana-3391	224	35	,	,	PUNCT
cana-3391	224	36	turkey	turkey	PROPN
cana-3391	224	37	,	,	PUNCT
cana-3391	224	38	2020	2020	NUM
cana-3391	224	39	,	,	PUNCT
cana-3391	224	40	pp	pp	ADV
cana-3391	224	41	.	.	PUNCT
cana-3391	225	1	1	1	NUM
cana-3391	225	2	-	-	SYM
cana-3391	225	3	4	4	NUM
cana-3391	225	4	,	,	PUNCT
cana-3391	225	5	doi	doi	NOUN
cana-3391	225	6	:	:	PUNCT
cana-3391	225	7	10.1109	10.1109	NUM
cana-3391	225	8	/	/	SYM
cana-3391	225	9	icecce49384.2020.9179289	icecce49384.2020.9179289	NOUN
cana-3391	225	10	.	.	PUNCT
cana-3391	226	1	[	[	X
cana-3391	226	2	18	18	NUM
cana-3391	226	3	]	]	X
cana-3391	226	4	h.	h.	PROPN
cana-3391	226	5	agarwal	agarwal	PROPN
cana-3391	226	6	and	and	CCONJ
cana-3391	226	7	v.	v.	ADP
cana-3391	226	8	kešelj	kešelj	NOUN
cana-3391	226	9	,	,	PUNCT
cana-3391	226	10	"	"	PUNCT
cana-3391	226	11	common	common	ADJ
cana-3391	226	12	n	n	CCONJ
cana-3391	226	13	-	-	PUNCT
cana-3391	226	14	gram	gram	NOUN
cana-3391	226	15	method	method	NOUN
cana-3391	226	16	(	(	PUNCT
cana-3391	226	17	cng	cng	PROPN
cana-3391	226	18	):	):	PUNCT
cana-3391	226	19	a	a	DET
cana-3391	226	20	promising	promising	ADJ
cana-3391	226	21	approach	approach	NOUN
cana-3391	226	22	to	to	ADP
cana-3391	226	23	detecting	detect	VERB
cana-3391	226	24	mental	mental	ADJ
cana-3391	226	25	health	health	NOUN
cana-3391	226	26	disorders	disorder	NOUN
cana-3391	226	27	on	on	ADP
cana-3391	226	28	social	social	ADJ
cana-3391	226	29	media	medium	NOUN
cana-3391	226	30	,	,	PUNCT
cana-3391	226	31	"	"	PUNCT
cana-3391	226	32	2024	2024	NUM
cana-3391	226	33	23rd	23rd	NOUN
cana-3391	226	34	international	international	ADJ
cana-3391	226	35	symposium	symposium	NOUN
cana-3391	226	36	infoteh	infoteh	NOUN
cana-3391	226	37	-	-	PUNCT
cana-3391	226	38	jahorina	jahorina	PROPN
cana-3391	226	39	(	(	PUNCT
cana-3391	226	40	infoteh	infoteh	NOUN
cana-3391	226	41	)	)	PUNCT
cana-3391	226	42	,	,	PUNCT
cana-3391	226	43	east	east	PROPN
cana-3391	226	44	sarajevo	sarajevo	PROPN
cana-3391	226	45	,	,	PUNCT
cana-3391	226	46	bosnia	bosnia	PROPN
cana-3391	226	47	and	and	CCONJ
cana-3391	226	48	herzegovina	herzegovina	PROPN
cana-3391	226	49	,	,	PUNCT
cana-3391	226	50	2024	2024	NUM
cana-3391	226	51	,	,	PUNCT
cana-3391	226	52	pp	pp	ADJ
cana-3391	226	53	.	.	PUNCT
cana-3391	227	1	1	1	NUM
cana-3391	227	2	-	-	SYM
cana-3391	227	3	6	6	NUM
cana-3391	227	4	,	,	PUNCT
cana-3391	227	5	doi	doi	NOUN
cana-3391	227	6	:	:	PUNCT
cana-3391	227	7	10.1109	10.1109	NUM
cana-3391	227	8	/	/	SYM
cana-3391	227	9	infoteh60418.2024.10495942	infoteh60418.2024.10495942	NOUN
cana-3391	227	10	.	.	PUNCT
cana-3391	228	1	[	[	X
cana-3391	228	2	19	19	NUM
cana-3391	228	3	]	]	PUNCT
cana-3391	228	4	m.	m.	NOUN
cana-3391	228	5	danner	danner	PROPN
cana-3391	228	6	et	et	PROPN
cana-3391	228	7	al	al	PROPN
cana-3391	228	8	.	.	PROPN
cana-3391	228	9	,	,	PUNCT
cana-3391	228	10	"	"	PUNCT
cana-3391	228	11	advancing	advance	VERB
cana-3391	228	12	mental	mental	ADJ
cana-3391	228	13	health	health	NOUN
cana-3391	228	14	diagnostics	diagnostic	NOUN
cana-3391	228	15	:	:	PUNCT
cana-3391	228	16	gpt	gpt	NOUN
cana-3391	228	17	-	-	PUNCT
cana-3391	228	18	based	base	VERB
cana-3391	228	19	method	method	NOUN
cana-3391	228	20	for	for	ADP
cana-3391	228	21	depression	depression	NOUN
cana-3391	228	22	detection	detection	NOUN
cana-3391	228	23	,	,	PUNCT
cana-3391	228	24	"	"	PUNCT
cana-3391	228	25	2023	2023	NUM
cana-3391	228	26	62nd	62nd	NOUN
cana-3391	228	27	annual	annual	ADJ
cana-3391	228	28	conference	conference	NOUN
cana-3391	228	29	of	of	ADP
cana-3391	228	30	the	the	DET
cana-3391	228	31	society	society	NOUN
cana-3391	228	32	of	of	ADP
cana-3391	228	33	instrument	instrument	NOUN
cana-3391	228	34	and	and	CCONJ
cana-3391	228	35	control	control	NOUN
cana-3391	228	36	engineers	engineer	NOUN
cana-3391	228	37	(	(	PUNCT
cana-3391	228	38	sice	sice	ADV
cana-3391	228	39	)	)	PUNCT
cana-3391	228	40	,	,	PUNCT
cana-3391	228	41	tsu	tsu	PROPN
cana-3391	228	42	,	,	PUNCT
cana-3391	228	43	japan	japan	PROPN
cana-3391	228	44	,	,	PUNCT
cana-3391	228	45	2023	2023	NUM
cana-3391	228	46	,	,	PUNCT
cana-3391	228	47	pp	pp	ADJ
cana-3391	228	48	.	.	PUNCT
cana-3391	228	49	1290	1290	NUM
cana-3391	228	50	-	-	SYM
cana-3391	228	51	1296	1296	NUM
cana-3391	228	52	,	,	PUNCT
cana-3391	228	53	doi	doi	NOUN
cana-3391	228	54	:	:	PUNCT
cana-3391	228	55	10.23919	10.23919	NUM
cana-3391	228	56	/	/	SYM
cana-3391	228	57	sice59929.2023.10354236	sice59929.2023.10354236	NOUN
cana-3391	228	58	.	.	PUNCT
cana-3391	229	1	[	[	X
cana-3391	229	2	20	20	NUM
cana-3391	229	3	]	]	PUNCT
cana-3391	229	4	x.	x.	PROPN
cana-3391	229	5	zhang	zhang	PROPN
cana-3391	229	6	and	and	CCONJ
cana-3391	229	7	l.	l.	PROPN
cana-3391	229	8	liu	liu	PROPN
cana-3391	229	9	,	,	PUNCT
cana-3391	229	10	"	"	PUNCT
cana-3391	229	11	technical	technical	ADJ
cana-3391	229	12	optimization	optimization	NOUN
cana-3391	229	13	of	of	ADP
cana-3391	229	14	physical	physical	ADJ
cana-3391	229	15	fitness	fitness	PROPN
cana-3391	229	16	and	and	CCONJ
cana-3391	229	17	mental	mental	ADJ
cana-3391	229	18	health	health	NOUN
cana-3391	229	19	monitoring	monitoring	NOUN
cana-3391	229	20	system	system	NOUN
cana-3391	229	21	under	under	ADP
cana-3391	229	22	the	the	DET
cana-3391	229	23	background	background	NOUN
cana-3391	229	24	of	of	ADP
cana-3391	229	25	big	big	ADJ
cana-3391	229	26	data	datum	NOUN
cana-3391	229	27	,	,	PUNCT
cana-3391	229	28	"	"	PUNCT
cana-3391	229	29	2021	2021	NUM
cana-3391	229	30	international	international	ADJ
cana-3391	229	31	conference	conference	NOUN
cana-3391	229	32	on	on	ADP
cana-3391	229	33	forthcoming	forthcoming	ADJ
cana-3391	229	34	networks	network	NOUN
cana-3391	229	35	and	and	CCONJ
cana-3391	229	36	sustainability	sustainability	NOUN
cana-3391	229	37	in	in	ADP
cana-3391	229	38	aiot	aiot	NOUN
cana-3391	229	39	era	era	NOUN
cana-3391	229	40	(	(	PUNCT
cana-3391	229	41	fones	fone	NOUN
cana-3391	229	42	-	-	PUNCT
cana-3391	229	43	aiot	aiot	NOUN
cana-3391	229	44	)	)	PUNCT
cana-3391	229	45	,	,	PUNCT
cana-3391	229	46	nicosia	nicosia	PROPN
cana-3391	229	47	,	,	PUNCT
cana-3391	229	48	turkey	turkey	PROPN
cana-3391	229	49	,	,	PUNCT
cana-3391	229	50	2021	2021	NUM
cana-3391	229	51	,	,	PUNCT
cana-3391	229	52	pp	pp	ADJ
cana-3391	229	53	.	.	PUNCT
cana-3391	230	1	105	105	NUM
cana-3391	230	2	-	-	SYM
cana-3391	230	3	109	109	NUM
cana-3391	230	4	,	,	PUNCT
cana-3391	230	5	doi	doi	NOUN
cana-3391	230	6	:	:	PUNCT
cana-3391	230	7	10.1109	10.1109	NUM
cana-3391	230	8	/	/	SYM
cana-3391	230	9	fones	fone	NOUN
cana-3391	230	10	-	-	PUNCT
cana-3391	230	11	aiot54873.2021.000	aiot54873.2021.000	NOUN