id	sid	tid	token	lemma	pos
easat-8944	1	1	edelweiss	edelweiss	PROPN
easat-8944	1	2	applied	apply	VERB
easat-8944	1	3	science	science	NOUN
easat-8944	1	4	and	and	CCONJ
easat-8944	1	5	technology	technology	NOUN
easat-8944	1	6	issn	issn	PROPN
easat-8944	1	7	:	:	PUNCT
easat-8944	1	8	2576	2576	NUM
easat-8944	1	9	-	-	SYM
easat-8944	1	10	8484	8484	NUM
easat-8944	1	11	vol	vol	NOUN
easat-8944	1	12	.	.	PROPN
easat-8944	2	1	9	9	NUM
easat-8944	2	2	,	,	PUNCT
easat-8944	2	3	no	no	INTJ
easat-8944	2	4	.	.	NOUN
easat-8944	2	5	7	7	NUM
easat-8944	2	6	,	,	PUNCT
easat-8944	2	7	1482	1482	NUM
easat-8944	2	8	-	-	SYM
easat-8944	2	9	1495	1495	NUM
easat-8944	2	10	2025	2025	NUM
easat-8944	2	11	publisher	publisher	NOUN
easat-8944	2	12	:	:	PUNCT
easat-8944	2	13	learning	learn	VERB
easat-8944	2	14	gate	gate	NOUN
easat-8944	2	15	doi	doi	PROPN
easat-8944	2	16	:	:	PUNCT
easat-8944	2	17	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	2	18	©	©	PROPN
easat-8944	2	19	2025	2025	NUM
easat-8944	2	20	by	by	ADP
easat-8944	2	21	the	the	DET
easat-8944	2	22	author	author	NOUN
easat-8944	2	23	;	;	PUNCT
easat-8944	2	24	licensee	licensee	PROPN
easat-8944	2	25	learning	learning	NOUN
easat-8944	2	26	gate	gate	NOUN
easat-8944	3	1	©	©	PROPN
easat-8944	3	2	2025	2025	NUM
easat-8944	3	3	by	by	ADP
easat-8944	3	4	the	the	DET
easat-8944	3	5	author	author	NOUN
easat-8944	3	6	;	;	PUNCT
easat-8944	3	7	licensee	licensee	PROPN
easat-8944	3	8	learning	learning	NOUN
easat-8944	3	9	gate	gate	NOUN
easat-8944	3	10	history	history	NOUN
easat-8944	3	11	:	:	PUNCT
easat-8944	3	12	received	receive	VERB
easat-8944	3	13	:	:	PUNCT
easat-8944	3	14	15	15	NUM
easat-8944	3	15	may	may	PROPN
easat-8944	3	16	2025	2025	NUM
easat-8944	3	17	;	;	PUNCT
easat-8944	3	18	revised	revise	VERB
easat-8944	3	19	:	:	PUNCT
easat-8944	3	20	17	17	NUM
easat-8944	3	21	june	june	PROPN
easat-8944	3	22	2025	2025	NUM
easat-8944	3	23	;	;	PUNCT
easat-8944	3	24	accepted	accept	VERB
easat-8944	3	25	:	:	PUNCT
easat-8944	3	26	20	20	NUM
easat-8944	3	27	june	june	PROPN
easat-8944	3	28	2025	2025	NUM
easat-8944	3	29	;	;	PUNCT
easat-8944	3	30	published	publish	VERB
easat-8944	3	31	:	:	PUNCT
easat-8944	3	32	18	18	NUM
easat-8944	3	33	july	july	PROPN
easat-8944	3	34	2025	2025	NUM
easat-8944	3	35	*	*	PUNCT
easat-8944	3	36	correspondence	correspondence	NOUN
easat-8944	3	37	:	:	PUNCT
easat-8944	4	1	jrliedu@163.com	jrliedu@163.com	NUM
easat-8944	4	2	multimodal	multimodal	ADJ
easat-8944	4	3	emotion	emotion	NOUN
easat-8944	4	4	recognition	recognition	NOUN
easat-8944	4	5	in	in	ADP
easat-8944	4	6	children	child	NOUN
easat-8944	4	7	's	's	PART
easat-8944	4	8	online	online	ADJ
easat-8944	4	9	learning	learning	NOUN
easat-8944	4	10	:	:	PUNCT
easat-8944	4	11	emotion	emotion	NOUN
easat-8944	4	12	monitoring	monitoring	NOUN
easat-8944	4	13	and	and	CCONJ
easat-8944	4	14	intervention	intervention	NOUN
easat-8944	4	15	strategy	strategy	NOUN
easat-8944	4	16	design	design	NOUN
easat-8944	4	17	jingru	jingru	PROPN
easat-8944	4	18	li1	li1	NOUN
easat-8944	4	19	*	*	PROPN
easat-8944	4	20	1national	1national	NUM
easat-8944	4	21	institute	institute	NOUN
easat-8944	4	22	of	of	ADP
easat-8944	4	23	education，nanyang	education，nanyang	PROPN
easat-8944	4	24	technological	technological	ADJ
easat-8944	4	25	university	university	NOUN
easat-8944	4	26	,	,	PUNCT
easat-8944	4	27	singapore	singapore	PROPN
easat-8944	4	28	;	;	PUNCT
easat-8944	4	29	jrliedu@163.com	jrliedu@163.com	PROPN
easat-8944	4	30	(	(	PUNCT
easat-8944	4	31	j.l	j.l	PROPN
easat-8944	4	32	.	.	PROPN
easat-8944	4	33	)	)	PUNCT
easat-8944	4	34	.	.	PUNCT
easat-8944	5	1	abstract	abstract	ADV
easat-8944	5	2	:	:	PUNCT
easat-8944	5	3	the	the	DET
easat-8944	5	4	increasing	increase	VERB
easat-8944	5	5	prevalence	prevalence	NOUN
easat-8944	5	6	of	of	ADP
easat-8944	5	7	online	online	ADJ
easat-8944	5	8	education	education	NOUN
easat-8944	5	9	for	for	ADP
easat-8944	5	10	children	child	NOUN
easat-8944	5	11	underscores	underscore	VERB
easat-8944	5	12	the	the	DET
easat-8944	5	13	need	need	NOUN
easat-8944	5	14	for	for	ADP
easat-8944	5	15	intelligent	intelligent	ADJ
easat-8944	5	16	systems	system	NOUN
easat-8944	5	17	capable	capable	ADJ
easat-8944	5	18	of	of	ADP
easat-8944	5	19	recognizing	recognize	VERB
easat-8944	5	20	and	and	CCONJ
easat-8944	5	21	responding	respond	VERB
easat-8944	5	22	to	to	ADP
easat-8944	5	23	learners	learner	NOUN
easat-8944	5	24	'	'	PART
easat-8944	5	25	emotional	emotional	ADJ
easat-8944	5	26	states	state	NOUN
easat-8944	5	27	in	in	ADP
easat-8944	5	28	real	real	ADJ
easat-8944	5	29	time	time	NOUN
easat-8944	5	30	.	.	PUNCT
easat-8944	6	1	emotional	emotional	ADJ
easat-8944	6	2	fluctuations	fluctuation	NOUN
easat-8944	6	3	,	,	PUNCT
easat-8944	6	4	such	such	ADJ
easat-8944	6	5	as	as	ADP
easat-8944	6	6	boredom	boredom	NOUN
easat-8944	6	7	,	,	PUNCT
easat-8944	6	8	frustration	frustration	NOUN
easat-8944	6	9	,	,	PUNCT
easat-8944	6	10	or	or	CCONJ
easat-8944	6	11	confusion	confusion	NOUN
easat-8944	6	12	,	,	PUNCT
easat-8944	6	13	have	have	AUX
easat-8944	6	14	been	be	AUX
easat-8944	6	15	empirically	empirically	ADV
easat-8944	6	16	linked	link	VERB
easat-8944	6	17	to	to	ADP
easat-8944	6	18	cognitive	cognitive	ADJ
easat-8944	6	19	disengagement	disengagement	NOUN
easat-8944	6	20	and	and	CCONJ
easat-8944	6	21	poor	poor	ADJ
easat-8944	6	22	learning	learn	VERB
easat-8944	6	23	outcomes	outcome	NOUN
easat-8944	6	24	,	,	PUNCT
easat-8944	6	25	particularly	particularly	ADV
easat-8944	6	26	in	in	ADP
easat-8944	6	27	younger	young	ADJ
easat-8944	6	28	learners	learner	NOUN
easat-8944	6	29	.	.	PUNCT
easat-8944	7	1	however	however	ADV
easat-8944	7	2	,	,	PUNCT
easat-8944	7	3	existing	exist	VERB
easat-8944	7	4	educational	educational	ADJ
easat-8944	7	5	platforms	platform	NOUN
easat-8944	7	6	lack	lack	VERB
easat-8944	7	7	reliable	reliable	ADJ
easat-8944	7	8	mechanisms	mechanism	NOUN
easat-8944	7	9	for	for	ADP
easat-8944	7	10	detecting	detect	VERB
easat-8944	7	11	such	such	ADJ
easat-8944	7	12	states	state	NOUN
easat-8944	7	13	and	and	CCONJ
easat-8944	7	14	initiating	initiate	VERB
easat-8944	7	15	timely	timely	ADJ
easat-8944	7	16	pedagogical	pedagogical	ADJ
easat-8944	7	17	interventions	intervention	NOUN
easat-8944	7	18	.	.	PUNCT
easat-8944	8	1	this	this	DET
easat-8944	8	2	study	study	NOUN
easat-8944	8	3	proposes	propose	VERB
easat-8944	8	4	a	a	DET
easat-8944	8	5	multimodal	multimodal	ADJ
easat-8944	8	6	emotion	emotion	NOUN
easat-8944	8	7	recognition	recognition	NOUN
easat-8944	8	8	and	and	CCONJ
easat-8944	8	9	intervention	intervention	NOUN
easat-8944	8	10	framework	framework	NOUN
easat-8944	8	11	tailored	tailor	VERB
easat-8944	8	12	for	for	ADP
easat-8944	8	13	children	child	NOUN
easat-8944	8	14	's	's	PART
easat-8944	8	15	online	online	ADJ
easat-8944	8	16	learning	learn	VERB
easat-8944	8	17	environments	environment	NOUN
easat-8944	8	18	.	.	PUNCT
easat-8944	9	1	the	the	DET
easat-8944	9	2	proposed	propose	VERB
easat-8944	9	3	system	system	NOUN
easat-8944	9	4	integrates	integrate	VERB
easat-8944	9	5	facial	facial	ADJ
easat-8944	9	6	expression	expression	NOUN
easat-8944	9	7	analysis	analysis	NOUN
easat-8944	9	8	,	,	PUNCT
easat-8944	9	9	speech	speech	NOUN
easat-8944	9	10	emotion	emotion	NOUN
easat-8944	9	11	recognition	recognition	NOUN
easat-8944	9	12	,	,	PUNCT
easat-8944	9	13	and	and	CCONJ
easat-8944	9	14	behavioral	behavioral	ADJ
easat-8944	9	15	signal	signal	NOUN
easat-8944	9	16	tracking	tracking	NOUN
easat-8944	9	17	to	to	PART
easat-8944	9	18	detect	detect	VERB
easat-8944	9	19	six	six	NUM
easat-8944	9	20	core	core	ADJ
easat-8944	9	21	emotional	emotional	ADJ
easat-8944	9	22	states	state	NOUN
easat-8944	9	23	commonly	commonly	ADV
easat-8944	9	24	observed	observe	VERB
easat-8944	9	25	in	in	ADP
easat-8944	9	26	child	child	NOUN
easat-8944	9	27	learners	learner	NOUN
easat-8944	9	28	.	.	PUNCT
easat-8944	10	1	a	a	DET
easat-8944	10	2	hierarchical	hierarchical	ADJ
easat-8944	10	3	fusion	fusion	NOUN
easat-8944	10	4	architecture	architecture	NOUN
easat-8944	10	5	,	,	PUNCT
easat-8944	10	6	combining	combine	VERB
easat-8944	10	7	cnn	cnn	PROPN
easat-8944	10	8	-	-	PUNCT
easat-8944	10	9	lstm	lstm	ADJ
easat-8944	10	10	visual	visual	ADJ
easat-8944	10	11	encoders	encoder	NOUN
easat-8944	10	12	and	and	CCONJ
easat-8944	10	13	transformer	transformer	NOUN
easat-8944	10	14	-	-	PUNCT
easat-8944	10	15	based	base	VERB
easat-8944	10	16	cross	cross	ADJ
easat-8944	10	17	-	-	ADJ
easat-8944	10	18	modal	modal	ADJ
easat-8944	10	19	attention	attention	NOUN
easat-8944	10	20	modules	module	NOUN
easat-8944	10	21	,	,	PUNCT
easat-8944	10	22	enables	enable	VERB
easat-8944	10	23	robust	robust	ADJ
easat-8944	10	24	emotion	emotion	NOUN
easat-8944	10	25	classification	classification	NOUN
easat-8944	10	26	even	even	ADV
easat-8944	10	27	under	under	ADP
easat-8944	10	28	modality	modality	NOUN
easat-8944	10	29	loss	loss	NOUN
easat-8944	10	30	or	or	CCONJ
easat-8944	10	31	environmental	environmental	ADJ
easat-8944	10	32	noise	noise	NOUN
easat-8944	10	33	.	.	PUNCT
easat-8944	11	1	in	in	ADP
easat-8944	11	2	parallel	parallel	NOUN
easat-8944	11	3	,	,	PUNCT
easat-8944	11	4	a	a	DET
easat-8944	11	5	rule	rule	NOUN
easat-8944	11	6	-	-	PUNCT
easat-8944	11	7	enhanced	enhance	VERB
easat-8944	11	8	policy	policy	NOUN
easat-8944	11	9	engine	engine	NOUN
easat-8944	11	10	maps	map	NOUN
easat-8944	11	11	detected	detect	VERB
easat-8944	11	12	emotions	emotion	NOUN
easat-8944	11	13	to	to	ADP
easat-8944	11	14	personalized	personalize	VERB
easat-8944	11	15	intervention	intervention	NOUN
easat-8944	11	16	strategies	strategy	NOUN
easat-8944	11	17	,	,	PUNCT
easat-8944	11	18	including	include	VERB
easat-8944	11	19	task	task	NOUN
easat-8944	11	20	scaffolding	scaffolding	NOUN
easat-8944	11	21	,	,	PUNCT
easat-8944	11	22	verbal	verbal	ADJ
easat-8944	11	23	encouragement	encouragement	NOUN
easat-8944	11	24	,	,	PUNCT
easat-8944	11	25	and	and	CCONJ
easat-8944	11	26	content	content	NOUN
easat-8944	11	27	pacing	pace	VERB
easat-8944	11	28	adjustments	adjustment	NOUN
easat-8944	11	29	.	.	PUNCT
easat-8944	12	1	the	the	DET
easat-8944	12	2	framework	framework	NOUN
easat-8944	12	3	is	be	AUX
easat-8944	12	4	evaluated	evaluate	VERB
easat-8944	12	5	on	on	ADP
easat-8944	12	6	a	a	DET
easat-8944	12	7	newly	newly	ADV
easat-8944	12	8	curated	curate	VERB
easat-8944	12	9	multimodal	multimodal	ADJ
easat-8944	12	10	dataset	dataset	NOUN
easat-8944	12	11	of	of	ADP
easat-8944	12	12	primary	primary	ADJ
easat-8944	12	13	school	school	NOUN
easat-8944	12	14	students	student	NOUN
easat-8944	12	15	engaged	engage	VERB
easat-8944	12	16	in	in	ADP
easat-8944	12	17	online	online	ADJ
easat-8944	12	18	learning	learning	NOUN
easat-8944	12	19	tasks	task	NOUN
easat-8944	12	20	,	,	PUNCT
easat-8944	12	21	demonstrating	demonstrate	VERB
easat-8944	12	22	superior	superior	ADJ
easat-8944	12	23	performance	performance	NOUN
easat-8944	12	24	over	over	ADP
easat-8944	12	25	unimodal	unimodal	ADJ
easat-8944	12	26	and	and	CCONJ
easat-8944	12	27	early	early	ADJ
easat-8944	12	28	-	-	PUNCT
easat-8944	12	29	fusion	fusion	NOUN
easat-8944	12	30	baselines	baseline	NOUN
easat-8944	12	31	across	across	ADP
easat-8944	12	32	multiple	multiple	ADJ
easat-8944	12	33	metrics	metric	NOUN
easat-8944	12	34	.	.	PUNCT
easat-8944	13	1	in	in	ADP
easat-8944	13	2	real	real	ADJ
easat-8944	13	3	-	-	PUNCT
easat-8944	13	4	world	world	NOUN
easat-8944	13	5	deployment	deployment	NOUN
easat-8944	13	6	trials	trial	NOUN
easat-8944	13	7	,	,	PUNCT
easat-8944	13	8	the	the	DET
easat-8944	13	9	system	system	NOUN
easat-8944	13	10	significantly	significantly	ADV
easat-8944	13	11	improves	improve	VERB
easat-8944	13	12	learners	learner	NOUN
easat-8944	13	13	'	'	PART
easat-8944	13	14	task	task	NOUN
easat-8944	13	15	completion	completion	NOUN
easat-8944	13	16	rates	rate	NOUN
easat-8944	13	17	and	and	CCONJ
easat-8944	13	18	emotional	emotional	ADJ
easat-8944	13	19	stability	stability	NOUN
easat-8944	13	20	.	.	PUNCT
easat-8944	14	1	furthermore	furthermore	ADV
easat-8944	14	2	,	,	PUNCT
easat-8944	14	3	ablation	ablation	NOUN
easat-8944	14	4	studies	study	NOUN
easat-8944	14	5	and	and	CCONJ
easat-8944	14	6	statistical	statistical	ADJ
easat-8944	14	7	significance	significance	NOUN
easat-8944	14	8	tests	test	NOUN
easat-8944	14	9	confirm	confirm	VERB
easat-8944	14	10	the	the	DET
easat-8944	14	11	contributions	contribution	NOUN
easat-8944	14	12	of	of	ADP
easat-8944	14	13	each	each	DET
easat-8944	14	14	modality	modality	NOUN
easat-8944	14	15	and	and	CCONJ
easat-8944	14	16	fusion	fusion	NOUN
easat-8944	14	17	mechanism	mechanism	NOUN
easat-8944	14	18	.	.	PUNCT
easat-8944	15	1	the	the	DET
easat-8944	15	2	results	result	NOUN
easat-8944	15	3	suggest	suggest	VERB
easat-8944	15	4	that	that	SCONJ
easat-8944	15	5	incorporating	incorporate	VERB
easat-8944	15	6	multimodal	multimodal	NOUN
easat-8944	15	7	affective	affective	NOUN
easat-8944	15	8	computing	computing	NOUN
easat-8944	15	9	into	into	ADP
easat-8944	15	10	online	online	ADJ
easat-8944	15	11	learning	learning	NOUN
easat-8944	15	12	platforms	platform	NOUN
easat-8944	15	13	offers	offer	VERB
easat-8944	15	14	a	a	DET
easat-8944	15	15	promising	promising	ADJ
easat-8944	15	16	pathway	pathway	NOUN
easat-8944	15	17	toward	toward	ADP
easat-8944	15	18	emotionally	emotionally	ADV
easat-8944	15	19	adaptive	adaptive	ADJ
easat-8944	15	20	and	and	CCONJ
easat-8944	15	21	child	child	NOUN
easat-8944	15	22	-	-	PUNCT
easat-8944	15	23	centric	centric	ADJ
easat-8944	15	24	digital	digital	ADJ
easat-8944	15	25	education	education	NOUN
easat-8944	15	26	.	.	PUNCT
easat-8944	16	1	this	this	DET
easat-8944	16	2	work	work	NOUN
easat-8944	16	3	contributes	contribute	VERB
easat-8944	16	4	both	both	PRON
easat-8944	16	5	a	a	DET
easat-8944	16	6	scalable	scalable	ADJ
easat-8944	16	7	technical	technical	ADJ
easat-8944	16	8	solution	solution	NOUN
easat-8944	16	9	and	and	CCONJ
easat-8944	16	10	empirical	empirical	ADJ
easat-8944	16	11	evidence	evidence	NOUN
easat-8944	16	12	supporting	support	VERB
easat-8944	16	13	the	the	DET
easat-8944	16	14	integration	integration	NOUN
easat-8944	16	15	of	of	ADP
easat-8944	16	16	emotional	emotional	ADJ
easat-8944	16	17	monitoring	monitoring	NOUN
easat-8944	16	18	and	and	CCONJ
easat-8944	16	19	intervention	intervention	NOUN
easat-8944	16	20	in	in	ADP
easat-8944	16	21	intelligent	intelligent	ADJ
easat-8944	16	22	tutoring	tutoring	NOUN
easat-8944	16	23	systems	system	NOUN
easat-8944	16	24	.	.	PUNCT
easat-8944	17	1	keywords	keyword	NOUN
easat-8944	17	2	:	:	PUNCT
easat-8944	17	3	adaptive	adaptive	ADJ
easat-8944	17	4	learning	learning	NOUN
easat-8944	17	5	systems	system	NOUN
easat-8944	17	6	,	,	PUNCT
easat-8944	17	7	affective	affective	NOUN
easat-8944	17	8	computing	computing	NOUN
easat-8944	17	9	,	,	PUNCT
easat-8944	17	10	children	child	NOUN
easat-8944	17	11	,	,	PUNCT
easat-8944	17	12	educational	educational	ADJ
easat-8944	17	13	intervention	intervention	NOUN
easat-8944	17	14	,	,	PUNCT
easat-8944	17	15	multimodal	multimodal	ADJ
easat-8944	17	16	emotion	emotion	NOUN
easat-8944	17	17	recognition	recognition	NOUN
easat-8944	17	18	,	,	PUNCT
easat-8944	17	19	online	online	PROPN
easat-8944	17	20	learning	learning	NOUN
easat-8944	17	21	.	.	PUNCT
easat-8944	18	1	1	1	X
easat-8944	18	2	.	.	X
easat-8944	18	3	introduction	introduction	NOUN
easat-8944	18	4	the	the	DET
easat-8944	18	5	growing	grow	VERB
easat-8944	18	6	prevalence	prevalence	NOUN
easat-8944	18	7	of	of	ADP
easat-8944	18	8	online	online	ADJ
easat-8944	18	9	learning	learn	VERB
easat-8944	18	10	environments	environment	NOUN
easat-8944	18	11	,	,	PUNCT
easat-8944	18	12	particularly	particularly	ADV
easat-8944	18	13	among	among	ADP
easat-8944	18	14	children	child	NOUN
easat-8944	18	15	,	,	PUNCT
easat-8944	18	16	has	have	AUX
easat-8944	18	17	introduced	introduce	VERB
easat-8944	18	18	new	new	ADJ
easat-8944	18	19	opportunities	opportunity	NOUN
easat-8944	18	20	and	and	CCONJ
easat-8944	18	21	challenges	challenge	NOUN
easat-8944	18	22	in	in	ADP
easat-8944	18	23	the	the	DET
easat-8944	18	24	design	design	NOUN
easat-8944	18	25	of	of	ADP
easat-8944	18	26	intelligent	intelligent	ADJ
easat-8944	18	27	and	and	CCONJ
easat-8944	18	28	emotionally	emotionally	ADV
easat-8944	18	29	responsive	responsive	ADJ
easat-8944	18	30	educational	educational	ADJ
easat-8944	18	31	systems	system	NOUN
easat-8944	18	32	.	.	PUNCT
easat-8944	19	1	while	while	SCONJ
easat-8944	19	2	digital	digital	ADJ
easat-8944	19	3	learning	learning	NOUN
easat-8944	19	4	platforms	platform	NOUN
easat-8944	19	5	facilitate	facilitate	VERB
easat-8944	19	6	flexibility	flexibility	NOUN
easat-8944	19	7	,	,	PUNCT
easat-8944	19	8	scalability	scalability	NOUN
easat-8944	19	9	,	,	PUNCT
easat-8944	19	10	and	and	CCONJ
easat-8944	19	11	individualized	individualized	ADJ
easat-8944	19	12	content	content	NOUN
easat-8944	19	13	delivery	delivery	NOUN
easat-8944	19	14	,	,	PUNCT
easat-8944	19	15	they	they	PRON
easat-8944	19	16	also	also	ADV
easat-8944	19	17	reduce	reduce	VERB
easat-8944	19	18	opportunities	opportunity	NOUN
easat-8944	19	19	for	for	ADP
easat-8944	19	20	spontaneous	spontaneous	ADJ
easat-8944	19	21	emotional	emotional	ADJ
easat-8944	19	22	interaction	interaction	NOUN
easat-8944	19	23	and	and	CCONJ
easat-8944	19	24	non	non	ADJ
easat-8944	19	25	-	-	ADJ
easat-8944	19	26	verbal	verbal	ADJ
easat-8944	19	27	feedback	feedback	NOUN
easat-8944	19	28	,	,	PUNCT
easat-8944	19	29	which	which	PRON
easat-8944	19	30	are	be	AUX
easat-8944	19	31	vital	vital	ADJ
easat-8944	19	32	to	to	AUX
easat-8944	19	33	cognitive	cognitive	ADJ
easat-8944	19	34	and	and	CCONJ
easat-8944	19	35	affective	affective	ADJ
easat-8944	19	36	development	development	NOUN
easat-8944	19	37	in	in	ADP
easat-8944	19	38	younger	young	ADJ
easat-8944	19	39	learners	learner	NOUN
easat-8944	19	40	.	.	PUNCT
easat-8944	20	1	emotional	emotional	ADJ
easat-8944	20	2	engagement	engagement	NOUN
easat-8944	20	3	,	,	PUNCT
easat-8944	20	4	long	long	ADV
easat-8944	20	5	recognized	recognize	VERB
easat-8944	20	6	as	as	ADP
easat-8944	20	7	a	a	DET
easat-8944	20	8	key	key	ADJ
easat-8944	20	9	determinant	determinant	NOUN
easat-8944	20	10	of	of	ADP
easat-8944	20	11	learning	learn	VERB
easat-8944	20	12	outcomes	outcome	NOUN
easat-8944	20	13	,	,	PUNCT
easat-8944	20	14	is	be	AUX
easat-8944	20	15	especially	especially	ADV
easat-8944	20	16	critical	critical	ADJ
easat-8944	20	17	in	in	ADP
easat-8944	20	18	childhood	childhood	ADJ
easat-8944	20	19	education	education	NOUN
easat-8944	20	20	,	,	PUNCT
easat-8944	20	21	where	where	SCONJ
easat-8944	20	22	attention	attention	NOUN
easat-8944	20	23	,	,	PUNCT
easat-8944	20	24	motivation	motivation	NOUN
easat-8944	20	25	,	,	PUNCT
easat-8944	20	26	and	and	CCONJ
easat-8944	20	27	comprehension	comprehension	NOUN
easat-8944	20	28	are	be	AUX
easat-8944	20	29	tightly	tightly	ADV
easat-8944	20	30	coupled	couple	VERB
easat-8944	20	31	with	with	ADP
easat-8944	20	32	emotional	emotional	ADJ
easat-8944	20	33	states	state	NOUN
easat-8944	20	34	such	such	ADJ
easat-8944	20	35	as	as	ADP
easat-8944	20	36	curiosity	curiosity	NOUN
easat-8944	20	37	,	,	PUNCT
easat-8944	20	38	boredom	boredom	NOUN
easat-8944	20	39	,	,	PUNCT
easat-8944	20	40	or	or	CCONJ
easat-8944	20	41	frustration	frustration	NOUN
easat-8944	20	42	[	[	X
easat-8944	20	43	1	1	NUM
easat-8944	20	44	,	,	PUNCT
easat-8944	20	45	2	2	NUM
easat-8944	20	46	]	]	PUNCT
easat-8944	20	47	.	.	PUNCT
easat-8944	21	1	recent	recent	ADJ
easat-8944	21	2	advances	advance	NOUN
easat-8944	21	3	in	in	ADP
easat-8944	21	4	multimodal	multimodal	ADJ
easat-8944	21	5	emotion	emotion	NOUN
easat-8944	21	6	recognition	recognition	NOUN
easat-8944	21	7	(	(	PUNCT
easat-8944	21	8	mer	mer	X
easat-8944	21	9	)	)	PUNCT
easat-8944	21	10	provide	provide	VERB
easat-8944	21	11	a	a	DET
easat-8944	21	12	promising	promising	ADJ
easat-8944	21	13	avenue	avenue	NOUN
easat-8944	21	14	for	for	ADP
easat-8944	21	15	mitigating	mitigate	VERB
easat-8944	21	16	the	the	DET
easat-8944	21	17	limitations	limitation	NOUN
easat-8944	21	18	of	of	ADP
easat-8944	21	19	emotion	emotion	NOUN
easat-8944	21	20	-	-	PUNCT
easat-8944	21	21	insensitive	insensitive	ADJ
easat-8944	21	22	digital	digital	ADJ
easat-8944	21	23	learning	learning	NOUN
easat-8944	21	24	platforms	platform	NOUN
easat-8944	21	25	.	.	PUNCT
easat-8944	22	1	mer	mer	NOUN
easat-8944	22	2	leverages	leverage	NOUN
easat-8944	22	3	signals	signal	NOUN
easat-8944	22	4	from	from	ADP
easat-8944	22	5	multiple	multiple	ADJ
easat-8944	22	6	sources	source	NOUN
easat-8944	22	7	,	,	PUNCT
easat-8944	22	8	such	such	ADJ
easat-8944	22	9	as	as	ADP
easat-8944	22	10	facial	facial	ADJ
easat-8944	22	11	expressions	expression	NOUN
easat-8944	22	12	,	,	PUNCT
easat-8944	22	13	vocal	vocal	ADJ
easat-8944	22	14	intonations	intonation	NOUN
easat-8944	22	15	,	,	PUNCT
easat-8944	22	16	body	body	NOUN
easat-8944	22	17	movements	movement	NOUN
easat-8944	22	18	,	,	PUNCT
easat-8944	22	19	and	and	CCONJ
easat-8944	22	20	contextual	contextual	ADJ
easat-8944	22	21	1483	1483	NUM
easat-8944	22	22	edelweiss	edelweiss	PROPN
easat-8944	22	23	applied	apply	VERB
easat-8944	22	24	science	science	NOUN
easat-8944	22	25	and	and	CCONJ
easat-8944	22	26	technology	technology	NOUN
easat-8944	22	27	issn	issn	PROPN
easat-8944	22	28	:	:	PUNCT
easat-8944	22	29	2576	2576	NUM
easat-8944	22	30	-	-	SYM
easat-8944	22	31	8484	8484	NUM
easat-8944	22	32	vol	vol	NOUN
easat-8944	22	33	.	.	PROPN
easat-8944	23	1	9	9	NUM
easat-8944	23	2	,	,	PUNCT
easat-8944	23	3	no	no	INTJ
easat-8944	23	4	.	.	NOUN
easat-8944	23	5	7	7	NUM
easat-8944	23	6	:	:	SYM
easat-8944	23	7	1482	1482	NUM
easat-8944	23	8	-	-	SYM
easat-8944	23	9	1495	1495	NUM
easat-8944	23	10	,	,	PUNCT
easat-8944	23	11	2025	2025	NUM
easat-8944	23	12	doi	doi	NOUN
easat-8944	23	13	:	:	PUNCT
easat-8944	23	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	23	15	©	©	PROPN
easat-8944	23	16	2025	2025	NUM
easat-8944	23	17	by	by	ADP
easat-8944	23	18	the	the	DET
easat-8944	23	19	author	author	NOUN
easat-8944	23	20	;	;	PUNCT
easat-8944	24	1	licensee	licensee	PROPN
easat-8944	24	2	learning	learn	VERB
easat-8944	24	3	gate	gate	NOUN
easat-8944	24	4	behavior	behavior	PROPN
easat-8944	24	5	,	,	PUNCT
easat-8944	24	6	to	to	PART
easat-8944	24	7	infer	infer	VERB
easat-8944	24	8	the	the	DET
easat-8944	24	9	learner	learner	NOUN
easat-8944	24	10	's	's	PART
easat-8944	24	11	emotional	emotional	ADJ
easat-8944	24	12	state	state	NOUN
easat-8944	24	13	with	with	ADP
easat-8944	24	14	greater	great	ADJ
easat-8944	24	15	accuracy	accuracy	NOUN
easat-8944	24	16	and	and	CCONJ
easat-8944	24	17	reliability	reliability	NOUN
easat-8944	24	18	[	[	X
easat-8944	24	19	3	3	NUM
easat-8944	24	20	]	]	PUNCT
easat-8944	24	21	.	.	PUNCT
easat-8944	25	1	deep	deep	ADJ
easat-8944	25	2	learningbased	learningbase	VERB
easat-8944	25	3	mer	mer	PROPN
easat-8944	25	4	systems	system	NOUN
easat-8944	25	5	,	,	PUNCT
easat-8944	25	6	particularly	particularly	ADV
easat-8944	25	7	those	those	PRON
easat-8944	25	8	utilizing	utilize	VERB
easat-8944	25	9	hybrid	hybrid	ADJ
easat-8944	25	10	architectures	architecture	NOUN
easat-8944	25	11	and	and	CCONJ
easat-8944	25	12	fusion	fusion	NOUN
easat-8944	25	13	techniques	technique	NOUN
easat-8944	25	14	,	,	PUNCT
easat-8944	25	15	have	have	AUX
easat-8944	25	16	demonstrated	demonstrate	VERB
easat-8944	25	17	state	state	NOUN
easat-8944	25	18	-	-	PUNCT
easat-8944	25	19	of	of	ADP
easat-8944	25	20	-	-	PUNCT
easat-8944	25	21	the	the	DET
easat-8944	25	22	-	-	PUNCT
easat-8944	25	23	art	art	NOUN
easat-8944	25	24	performance	performance	NOUN
easat-8944	25	25	across	across	ADP
easat-8944	25	26	a	a	DET
easat-8944	25	27	range	range	NOUN
easat-8944	25	28	of	of	ADP
easat-8944	25	29	affective	affective	ADJ
easat-8944	25	30	computing	computing	NOUN
easat-8944	25	31	tasks	task	NOUN
easat-8944	25	32	[	[	X
easat-8944	25	33	4	4	NUM
easat-8944	25	34	]	]	PUNCT
easat-8944	25	35	.	.	PUNCT
easat-8944	26	1	these	these	DET
easat-8944	26	2	methods	method	NOUN
easat-8944	26	3	include	include	VERB
easat-8944	26	4	model	model	ADJ
easat-8944	26	5	-	-	PUNCT
easat-8944	26	6	level	level	NOUN
easat-8944	26	7	and	and	CCONJ
easat-8944	26	8	attention	attention	NOUN
easat-8944	26	9	-	-	PUNCT
easat-8944	26	10	based	base	VERB
easat-8944	26	11	fusion	fusion	NOUN
easat-8944	26	12	strategies	strategy	NOUN
easat-8944	26	13	that	that	PRON
easat-8944	26	14	combine	combine	VERB
easat-8944	26	15	audio	audio	ADJ
easat-8944	26	16	-	-	ADJ
easat-8944	26	17	visual	visual	ADJ
easat-8944	26	18	modalities	modality	NOUN
easat-8944	26	19	to	to	PART
easat-8944	26	20	capture	capture	VERB
easat-8944	26	21	complex	complex	ADJ
easat-8944	26	22	emotional	emotional	ADJ
easat-8944	26	23	dynamics	dynamic	NOUN
easat-8944	26	24	that	that	PRON
easat-8944	26	25	are	be	AUX
easat-8944	26	26	otherwise	otherwise	ADV
easat-8944	26	27	undetectable	undetectable	ADJ
easat-8944	26	28	in	in	ADP
easat-8944	26	29	unimodal	unimodal	ADJ
easat-8944	26	30	systems	system	NOUN
easat-8944	26	31	[	[	X
easat-8944	26	32	5	5	NUM
easat-8944	26	33	,	,	PUNCT
easat-8944	26	34	6	6	NUM
easat-8944	26	35	]	]	PUNCT
easat-8944	26	36	.	.	PUNCT
easat-8944	27	1	despite	despite	SCONJ
easat-8944	27	2	these	these	DET
easat-8944	27	3	technological	technological	ADJ
easat-8944	27	4	advances	advance	NOUN
easat-8944	27	5	,	,	PUNCT
easat-8944	27	6	the	the	DET
easat-8944	27	7	application	application	NOUN
easat-8944	27	8	of	of	ADP
easat-8944	27	9	mer	mer	PROPN
easat-8944	27	10	in	in	ADP
easat-8944	27	11	child	child	NOUN
easat-8944	27	12	-	-	PUNCT
easat-8944	27	13	centered	center	VERB
easat-8944	27	14	online	online	ADJ
easat-8944	27	15	education	education	NOUN
easat-8944	27	16	remains	remain	VERB
easat-8944	27	17	underexplored	underexplored	ADJ
easat-8944	27	18	.	.	PUNCT
easat-8944	28	1	most	most	ADJ
easat-8944	28	2	existing	exist	VERB
easat-8944	28	3	mer	mer	NOUN
easat-8944	28	4	frameworks	framework	NOUN
easat-8944	28	5	are	be	AUX
easat-8944	28	6	optimized	optimize	VERB
easat-8944	28	7	for	for	ADP
easat-8944	28	8	adult	adult	NOUN
easat-8944	28	9	users	user	NOUN
easat-8944	28	10	or	or	CCONJ
easat-8944	28	11	generalized	generalized	ADJ
easat-8944	28	12	multimedia	multimedia	NOUN
easat-8944	28	13	analysis	analysis	NOUN
easat-8944	28	14	,	,	PUNCT
easat-8944	28	15	and	and	CCONJ
easat-8944	28	16	fail	fail	VERB
easat-8944	28	17	to	to	PART
easat-8944	28	18	account	account	VERB
easat-8944	28	19	for	for	ADP
easat-8944	28	20	the	the	DET
easat-8944	28	21	developmental	developmental	ADJ
easat-8944	28	22	,	,	PUNCT
easat-8944	28	23	linguistic	linguistic	ADJ
easat-8944	28	24	,	,	PUNCT
easat-8944	28	25	and	and	CCONJ
easat-8944	28	26	expressive	expressive	ADJ
easat-8944	28	27	variability	variability	NOUN
easat-8944	28	28	found	find	VERB
easat-8944	28	29	in	in	ADP
easat-8944	28	30	child	child	NOUN
easat-8944	28	31	populations	population	NOUN
easat-8944	28	32	.	.	PUNCT
easat-8944	29	1	moreover	moreover	ADV
easat-8944	29	2	,	,	PUNCT
easat-8944	29	3	emotion	emotion	NOUN
easat-8944	29	4	recognition	recognition	NOUN
easat-8944	29	5	in	in	ADP
easat-8944	29	6	children	child	NOUN
easat-8944	29	7	presents	present	VERB
easat-8944	29	8	unique	unique	ADJ
easat-8944	29	9	challenges	challenge	NOUN
easat-8944	29	10	due	due	ADJ
easat-8944	29	11	to	to	ADP
easat-8944	29	12	rapid	rapid	ADJ
easat-8944	29	13	affective	affective	ADJ
easat-8944	29	14	transitions	transition	NOUN
easat-8944	29	15	,	,	PUNCT
easat-8944	29	16	inconsistent	inconsistent	ADJ
easat-8944	29	17	expressions	expression	NOUN
easat-8944	29	18	,	,	PUNCT
easat-8944	29	19	and	and	CCONJ
easat-8944	29	20	age	age	NOUN
easat-8944	29	21	-	-	PUNCT
easat-8944	29	22	dependent	dependent	ADJ
easat-8944	29	23	behavioral	behavioral	ADJ
easat-8944	29	24	cues	cue	NOUN
easat-8944	29	25	.	.	PUNCT
easat-8944	30	1	there	there	PRON
easat-8944	30	2	is	be	VERB
easat-8944	30	3	thus	thus	ADV
easat-8944	30	4	a	a	DET
easat-8944	30	5	growing	grow	VERB
easat-8944	30	6	need	need	NOUN
easat-8944	30	7	to	to	PART
easat-8944	30	8	design	design	VERB
easat-8944	30	9	educational	educational	ADJ
easat-8944	30	10	technologies	technology	NOUN
easat-8944	30	11	that	that	PRON
easat-8944	30	12	incorporate	incorporate	VERB
easat-8944	30	13	child	child	NOUN
easat-8944	30	14	-	-	PUNCT
easat-8944	30	15	specific	specific	ADJ
easat-8944	30	16	emotional	emotional	ADJ
easat-8944	30	17	models	model	NOUN
easat-8944	30	18	and	and	CCONJ
easat-8944	30	19	learning	learning	NOUN
easat-8944	30	20	-	-	PUNCT
easat-8944	30	21	responsive	responsive	ADJ
easat-8944	30	22	strategies	strategy	NOUN
easat-8944	30	23	.	.	PUNCT
easat-8944	31	1	simultaneously	simultaneously	ADV
easat-8944	31	2	,	,	PUNCT
easat-8944	31	3	the	the	DET
easat-8944	31	4	educational	educational	ADJ
easat-8944	31	5	domain	domain	NOUN
easat-8944	31	6	is	be	AUX
easat-8944	31	7	witnessing	witness	VERB
easat-8944	31	8	increasing	increase	VERB
easat-8944	31	9	interest	interest	NOUN
easat-8944	31	10	in	in	ADP
easat-8944	31	11	artificial	artificial	ADJ
easat-8944	31	12	intelligencedriven	intelligencedriven	ADJ
easat-8944	31	13	personalization	personalization	NOUN
easat-8944	31	14	,	,	PUNCT
easat-8944	31	15	including	include	VERB
easat-8944	31	16	affect	affect	NOUN
easat-8944	31	17	-	-	PUNCT
easat-8944	31	18	aware	aware	ADJ
easat-8944	31	19	interventions	intervention	NOUN
easat-8944	31	20	that	that	PRON
easat-8944	31	21	adapt	adapt	VERB
easat-8944	31	22	instructional	instructional	ADJ
easat-8944	31	23	content	content	NOUN
easat-8944	31	24	based	base	VERB
easat-8944	31	25	on	on	ADP
easat-8944	31	26	learners	learner	NOUN
easat-8944	31	27	'	'	PART
easat-8944	31	28	cognitive	cognitive	ADJ
easat-8944	31	29	and	and	CCONJ
easat-8944	31	30	emotional	emotional	ADJ
easat-8944	31	31	needs	need	NOUN
easat-8944	31	32	[	[	X
easat-8944	31	33	7	7	NUM
easat-8944	31	34	]	]	PUNCT
easat-8944	31	35	.	.	PUNCT
easat-8944	32	1	studies	study	NOUN
easat-8944	32	2	have	have	AUX
easat-8944	32	3	shown	show	VERB
easat-8944	32	4	that	that	SCONJ
easat-8944	32	5	such	such	ADJ
easat-8944	32	6	personalized	personalize	VERB
easat-8944	32	7	,	,	PUNCT
easat-8944	32	8	emotionally	emotionally	ADV
easat-8944	32	9	adaptive	adaptive	ADJ
easat-8944	32	10	learning	learning	NOUN
easat-8944	32	11	systems	system	NOUN
easat-8944	32	12	can	can	AUX
easat-8944	32	13	enhance	enhance	VERB
easat-8944	32	14	engagement	engagement	NOUN
easat-8944	32	15	,	,	PUNCT
easat-8944	32	16	reduce	reduce	VERB
easat-8944	32	17	dropout	dropout	NOUN
easat-8944	32	18	,	,	PUNCT
easat-8944	32	19	and	and	CCONJ
easat-8944	32	20	improve	improve	VERB
easat-8944	32	21	learning	learn	VERB
easat-8944	32	22	performance	performance	NOUN
easat-8944	32	23	in	in	ADP
easat-8944	32	24	both	both	CCONJ
easat-8944	32	25	synchronous	synchronous	ADJ
easat-8944	32	26	and	and	CCONJ
easat-8944	32	27	asynchronous	asynchronous	ADJ
easat-8944	32	28	settings	setting	NOUN
easat-8944	32	29	[	[	X
easat-8944	32	30	8	8	NUM
easat-8944	32	31	,	,	PUNCT
easat-8944	32	32	9	9	NUM
easat-8944	32	33	]	]	PUNCT
easat-8944	32	34	.	.	PUNCT
easat-8944	33	1	in	in	ADP
easat-8944	33	2	particular	particular	ADJ
easat-8944	33	3	,	,	PUNCT
easat-8944	33	4	emotional	emotional	ADJ
easat-8944	33	5	states	state	NOUN
easat-8944	33	6	like	like	ADP
easat-8944	33	7	anxiety	anxiety	NOUN
easat-8944	33	8	or	or	CCONJ
easat-8944	33	9	confusion	confusion	NOUN
easat-8944	33	10	,	,	PUNCT
easat-8944	33	11	if	if	SCONJ
easat-8944	33	12	left	leave	VERB
easat-8944	33	13	unaddressed	unaddresse	VERB
easat-8944	33	14	,	,	PUNCT
easat-8944	33	15	can	can	AUX
easat-8944	33	16	negatively	negatively	ADV
easat-8944	33	17	influence	influence	VERB
easat-8944	33	18	motivation	motivation	NOUN
easat-8944	33	19	and	and	CCONJ
easat-8944	33	20	lead	lead	VERB
easat-8944	33	21	to	to	ADP
easat-8944	33	22	disengagement	disengagement	NOUN
easat-8944	33	23	in	in	ADP
easat-8944	33	24	online	online	ADJ
easat-8944	33	25	classrooms	classroom	NOUN
easat-8944	33	26	[	[	X
easat-8944	33	27	10	10	NUM
easat-8944	33	28	]	]	PUNCT
easat-8944	33	29	.	.	PUNCT
easat-8944	34	1	these	these	DET
easat-8944	34	2	concerns	concern	NOUN
easat-8944	34	3	are	be	AUX
easat-8944	34	4	especially	especially	ADV
easat-8944	34	5	urgent	urgent	ADJ
easat-8944	34	6	in	in	ADP
easat-8944	34	7	the	the	DET
easat-8944	34	8	context	context	NOUN
easat-8944	34	9	of	of	ADP
easat-8944	34	10	young	young	ADJ
easat-8944	34	11	learners	learner	NOUN
easat-8944	34	12	,	,	PUNCT
easat-8944	34	13	whose	whose	DET
easat-8944	34	14	longterm	longterm	ADJ
easat-8944	34	15	relationship	relationship	NOUN
easat-8944	34	16	with	with	ADP
easat-8944	34	17	learning	learning	NOUN
easat-8944	34	18	can	can	AUX
easat-8944	34	19	be	be	AUX
easat-8944	34	20	shaped	shape	VERB
easat-8944	34	21	by	by	ADP
easat-8944	34	22	early	early	ADJ
easat-8944	34	23	online	online	ADJ
easat-8944	34	24	experiences	experience	NOUN
easat-8944	34	25	[	[	X
easat-8944	34	26	11	11	NUM
easat-8944	34	27	]	]	PUNCT
easat-8944	34	28	.	.	PUNCT
easat-8944	35	1	this	this	DET
easat-8944	35	2	study	study	NOUN
easat-8944	35	3	aims	aim	VERB
easat-8944	35	4	to	to	PART
easat-8944	35	5	address	address	VERB
easat-8944	35	6	these	these	DET
easat-8944	35	7	gaps	gap	NOUN
easat-8944	35	8	by	by	ADP
easat-8944	35	9	proposing	propose	VERB
easat-8944	35	10	a	a	DET
easat-8944	35	11	deep	deep	ADJ
easat-8944	35	12	learning	learning	NOUN
easat-8944	35	13	-	-	PUNCT
easat-8944	35	14	based	base	VERB
easat-8944	35	15	multimodal	multimodal	NOUN
easat-8944	35	16	emotion	emotion	NOUN
easat-8944	35	17	recognition	recognition	NOUN
easat-8944	35	18	and	and	CCONJ
easat-8944	35	19	intervention	intervention	NOUN
easat-8944	35	20	framework	framework	NOUN
easat-8944	35	21	specifically	specifically	ADV
easat-8944	35	22	tailored	tailor	VERB
easat-8944	35	23	for	for	ADP
easat-8944	35	24	children	child	NOUN
easat-8944	35	25	's	's	PART
easat-8944	35	26	online	online	ADJ
easat-8944	35	27	learning	learning	NOUN
easat-8944	35	28	.	.	PUNCT
easat-8944	36	1	by	by	ADP
easat-8944	36	2	integrating	integrate	VERB
easat-8944	36	3	audio	audio	NOUN
easat-8944	36	4	,	,	PUNCT
easat-8944	36	5	visual	visual	ADJ
easat-8944	36	6	,	,	PUNCT
easat-8944	36	7	and	and	CCONJ
easat-8944	36	8	behavioral	behavioral	ADJ
easat-8944	36	9	signals	signal	NOUN
easat-8944	36	10	within	within	ADP
easat-8944	36	11	a	a	DET
easat-8944	36	12	unified	unified	ADJ
easat-8944	36	13	hierarchical	hierarchical	ADJ
easat-8944	36	14	architecture	architecture	NOUN
easat-8944	36	15	,	,	PUNCT
easat-8944	36	16	and	and	CCONJ
easat-8944	36	17	linking	link	VERB
easat-8944	36	18	emotion	emotion	NOUN
easat-8944	36	19	detection	detection	NOUN
easat-8944	36	20	to	to	ADP
easat-8944	36	21	a	a	DET
easat-8944	36	22	responsive	responsive	ADJ
easat-8944	36	23	intervention	intervention	NOUN
easat-8944	36	24	engine	engine	NOUN
easat-8944	36	25	,	,	PUNCT
easat-8944	36	26	we	we	PRON
easat-8944	36	27	construct	construct	VERB
easat-8944	36	28	an	an	DET
easat-8944	36	29	end	end	NOUN
easat-8944	36	30	-	-	PUNCT
easat-8944	36	31	to	to	ADP
easat-8944	36	32	-	-	PUNCT
easat-8944	36	33	end	end	NOUN
easat-8944	36	34	system	system	NOUN
easat-8944	36	35	capable	capable	ADJ
easat-8944	36	36	of	of	ADP
easat-8944	36	37	monitoring	monitor	VERB
easat-8944	36	38	emotional	emotional	ADJ
easat-8944	36	39	fluctuations	fluctuation	NOUN
easat-8944	36	40	and	and	CCONJ
easat-8944	36	41	triggering	trigger	VERB
easat-8944	36	42	real	real	ADJ
easat-8944	36	43	-	-	PUNCT
easat-8944	36	44	time	time	NOUN
easat-8944	36	45	pedagogical	pedagogical	ADJ
easat-8944	36	46	strategies	strategy	NOUN
easat-8944	36	47	.	.	PUNCT
easat-8944	37	1	this	this	DET
easat-8944	37	2	research	research	NOUN
easat-8944	37	3	contributes	contribute	VERB
easat-8944	37	4	both	both	PRON
easat-8944	37	5	a	a	DET
easat-8944	37	6	novel	novel	ADJ
easat-8944	37	7	technical	technical	ADJ
easat-8944	37	8	framework	framework	NOUN
easat-8944	37	9	and	and	CCONJ
easat-8944	37	10	empirical	empirical	ADJ
easat-8944	37	11	validation	validation	NOUN
easat-8944	37	12	,	,	PUNCT
easat-8944	37	13	offering	offer	VERB
easat-8944	37	14	insights	insight	NOUN
easat-8944	37	15	into	into	ADP
easat-8944	37	16	how	how	SCONJ
easat-8944	37	17	emotion	emotion	NOUN
easat-8944	37	18	-	-	PUNCT
easat-8944	37	19	aware	aware	ADJ
easat-8944	37	20	online	online	ADJ
easat-8944	37	21	systems	system	NOUN
easat-8944	37	22	can	can	AUX
easat-8944	37	23	foster	foster	VERB
easat-8944	37	24	more	more	ADV
easat-8944	37	25	engaging	engaging	ADJ
easat-8944	37	26	,	,	PUNCT
easat-8944	37	27	personalized	personalized	ADJ
easat-8944	37	28	,	,	PUNCT
easat-8944	37	29	and	and	CCONJ
easat-8944	37	30	developmentally	developmentally	ADV
easat-8944	37	31	appropriate	appropriate	ADJ
easat-8944	37	32	digital	digital	ADJ
easat-8944	37	33	learning	learning	NOUN
easat-8944	37	34	environments	environment	NOUN
easat-8944	37	35	for	for	ADP
easat-8944	37	36	children	child	NOUN
easat-8944	37	37	.	.	PUNCT
easat-8944	38	1	2	2	X
easat-8944	38	2	.	.	NUM
easat-8944	38	3	related	relate	VERB
easat-8944	38	4	works	work	NOUN
easat-8944	38	5	understanding	understand	VERB
easat-8944	38	6	children	child	NOUN
easat-8944	38	7	's	's	PART
easat-8944	38	8	emotional	emotional	ADJ
easat-8944	38	9	states	state	NOUN
easat-8944	38	10	in	in	ADP
easat-8944	38	11	digital	digital	ADJ
easat-8944	38	12	learning	learning	NOUN
easat-8944	38	13	environments	environment	NOUN
easat-8944	38	14	requires	require	VERB
easat-8944	38	15	attention	attention	NOUN
easat-8944	38	16	not	not	PART
easat-8944	38	17	only	only	ADV
easat-8944	38	18	to	to	ADP
easat-8944	38	19	technical	technical	ADJ
easat-8944	38	20	emotion	emotion	NOUN
easat-8944	38	21	recognition	recognition	NOUN
easat-8944	38	22	methods	method	NOUN
easat-8944	38	23	but	but	CCONJ
easat-8944	38	24	also	also	ADV
easat-8944	38	25	to	to	ADP
easat-8944	38	26	developmental	developmental	ADJ
easat-8944	38	27	and	and	CCONJ
easat-8944	38	28	ethical	ethical	ADJ
easat-8944	38	29	contexts	context	NOUN
easat-8944	38	30	.	.	PUNCT
easat-8944	39	1	bendavid	bendavid	PROPN
easat-8944	39	2	et	et	PROPN
easat-8944	39	3	al	al	PROPN
easat-8944	39	4	.	.	PROPN
easat-8944	39	5	investigated	investigate	VERB
easat-8944	39	6	the	the	DET
easat-8944	39	7	impact	impact	NOUN
easat-8944	39	8	of	of	ADP
easat-8944	39	9	armed	armed	ADJ
easat-8944	39	10	conflict	conflict	NOUN
easat-8944	39	11	on	on	ADP
easat-8944	39	12	women	woman	NOUN
easat-8944	39	13	and	and	CCONJ
easat-8944	39	14	children	child	NOUN
easat-8944	39	15	's	's	PART
easat-8944	39	16	health	health	NOUN
easat-8944	39	17	,	,	PUNCT
easat-8944	39	18	highlighting	highlight	VERB
easat-8944	39	19	how	how	SCONJ
easat-8944	39	20	environmental	environmental	ADJ
easat-8944	39	21	stressors	stressor	NOUN
easat-8944	39	22	can	can	AUX
easat-8944	39	23	disrupt	disrupt	VERB
easat-8944	39	24	emotional	emotional	ADJ
easat-8944	39	25	and	and	CCONJ
easat-8944	39	26	cognitive	cognitive	ADJ
easat-8944	39	27	development	development	NOUN
easat-8944	39	28	,	,	PUNCT
easat-8944	39	29	which	which	PRON
easat-8944	39	30	in	in	ADP
easat-8944	39	31	turn	turn	NOUN
easat-8944	39	32	reinforces	reinforce	VERB
easat-8944	39	33	the	the	DET
easat-8944	39	34	importance	importance	NOUN
easat-8944	39	35	of	of	ADP
easat-8944	39	36	emotionally	emotionally	ADV
easat-8944	39	37	supportive	supportive	ADJ
easat-8944	39	38	infrastructures	infrastructure	NOUN
easat-8944	39	39	in	in	ADP
easat-8944	39	40	child	child	NOUN
easat-8944	39	41	-	-	PUNCT
easat-8944	39	42	related	relate	VERB
easat-8944	39	43	domains	domain	NOUN
easat-8944	39	44	such	such	ADJ
easat-8944	39	45	as	as	ADP
easat-8944	39	46	education	education	NOUN
easat-8944	39	47	[	[	X
easat-8944	39	48	12	12	NUM
easat-8944	39	49	]	]	PUNCT
easat-8944	39	50	.	.	PUNCT
easat-8944	40	1	expanding	expand	VERB
easat-8944	40	2	from	from	ADP
easat-8944	40	3	this	this	PRON
easat-8944	40	4	,	,	PUNCT
easat-8944	40	5	bodén	bodén	AUX
easat-8944	40	6	proposed	propose	VERB
easat-8944	40	7	a	a	DET
easat-8944	40	8	child	child	NOUN
easat-8944	40	9	-	-	PUNCT
easat-8944	40	10	centered	center	VERB
easat-8944	40	11	ethical	ethical	ADJ
easat-8944	40	12	framework	framework	NOUN
easat-8944	40	13	for	for	ADP
easat-8944	40	14	research	research	NOUN
easat-8944	40	15	,	,	PUNCT
easat-8944	40	16	advocating	advocate	VERB
easat-8944	40	17	methodological	methodological	ADJ
easat-8944	40	18	approaches	approach	NOUN
easat-8944	40	19	that	that	PRON
easat-8944	40	20	view	view	VERB
easat-8944	40	21	children	child	NOUN
easat-8944	40	22	as	as	ADP
easat-8944	40	23	epistemic	epistemic	ADJ
easat-8944	40	24	collaborators	collaborator	NOUN
easat-8944	40	25	,	,	PUNCT
easat-8944	40	26	a	a	DET
easat-8944	40	27	perspective	perspective	NOUN
easat-8944	40	28	essential	essential	ADJ
easat-8944	40	29	to	to	ADP
easat-8944	40	30	the	the	DET
easat-8944	40	31	development	development	NOUN
easat-8944	40	32	of	of	ADP
easat-8944	40	33	emotionally	emotionally	ADV
easat-8944	40	34	intelligent	intelligent	ADJ
easat-8944	40	35	learning	learning	NOUN
easat-8944	40	36	systems	system	NOUN
easat-8944	40	37	[	[	X
easat-8944	40	38	13	13	NUM
easat-8944	40	39	]	]	PUNCT
easat-8944	40	40	.	.	PUNCT
easat-8944	41	1	in	in	ADP
easat-8944	41	2	the	the	DET
easat-8944	41	3	domain	domain	NOUN
easat-8944	41	4	of	of	ADP
easat-8944	41	5	affective	affective	NOUN
easat-8944	41	6	computing	computing	NOUN
easat-8944	41	7	,	,	PUNCT
easat-8944	41	8	wang	wang	PROPN
easat-8944	41	9	et	et	PROPN
easat-8944	41	10	al	al	PROPN
easat-8944	41	11	.	.	PROPN
easat-8944	41	12	provided	provide	VERB
easat-8944	41	13	a	a	DET
easat-8944	41	14	systematic	systematic	ADJ
easat-8944	41	15	review	review	NOUN
easat-8944	41	16	of	of	ADP
easat-8944	41	17	emotion	emotion	NOUN
easat-8944	41	18	models	model	NOUN
easat-8944	41	19	and	and	CCONJ
easat-8944	41	20	recognition	recognition	NOUN
easat-8944	41	21	algorithms	algorithm	NOUN
easat-8944	41	22	,	,	PUNCT
easat-8944	41	23	emphasizing	emphasize	VERB
easat-8944	41	24	the	the	DET
easat-8944	41	25	role	role	NOUN
easat-8944	41	26	of	of	ADP
easat-8944	41	27	deep	deep	ADJ
easat-8944	41	28	learning	learning	NOUN
easat-8944	41	29	and	and	CCONJ
easat-8944	41	30	multimodal	multimodal	NOUN
easat-8944	41	31	databases	database	NOUN
easat-8944	41	32	in	in	ADP
easat-8944	41	33	achieving	achieve	VERB
easat-8944	41	34	accurate	accurate	ADJ
easat-8944	41	35	emotional	emotional	ADJ
easat-8944	41	36	inference	inference	NOUN
easat-8944	41	37	[	[	X
easat-8944	41	38	14	14	NUM
easat-8944	41	39	]	]	PUNCT
easat-8944	41	40	.	.	PUNCT
easat-8944	42	1	building	build	VERB
easat-8944	42	2	on	on	ADP
easat-8944	42	3	these	these	DET
easat-8944	42	4	findings	finding	NOUN
easat-8944	42	5	,	,	PUNCT
easat-8944	42	6	pei	pei	PROPN
easat-8944	42	7	et	et	PROPN
easat-8944	42	8	al	al	PROPN
easat-8944	42	9	.	.	PROPN
easat-8944	42	10	categorized	categorize	VERB
easat-8944	42	11	recent	recent	ADJ
easat-8944	42	12	trends	trend	NOUN
easat-8944	42	13	in	in	ADP
easat-8944	42	14	affective	affective	ADJ
easat-8944	42	15	computing	computing	NOUN
easat-8944	42	16	,	,	PUNCT
easat-8944	42	17	identifying	identify	VERB
easat-8944	42	18	key	key	ADJ
easat-8944	42	19	challenges	challenge	NOUN
easat-8944	42	20	such	such	ADJ
easat-8944	42	21	as	as	ADP
easat-8944	42	22	emotion	emotion	NOUN
easat-8944	42	23	ambiguity	ambiguity	NOUN
easat-8944	42	24	,	,	PUNCT
easat-8944	42	25	dataset	dataset	ADJ
easat-8944	42	26	imbalance	imbalance	NOUN
easat-8944	42	27	,	,	PUNCT
easat-8944	42	28	and	and	CCONJ
easat-8944	42	29	lack	lack	NOUN
easat-8944	42	30	of	of	ADP
easat-8944	42	31	real	real	ADJ
easat-8944	42	32	-	-	PUNCT
easat-8944	42	33	time	time	NOUN
easat-8944	42	34	adaptability	adaptability	NOUN
easat-8944	42	35	.	.	PUNCT
easat-8944	43	1	they	they	PRON
easat-8944	43	2	proposed	propose	VERB
easat-8944	43	3	advanced	advanced	ADJ
easat-8944	43	4	fusion	fusion	NOUN
easat-8944	43	5	methods	method	NOUN
easat-8944	43	6	,	,	PUNCT
easat-8944	43	7	including	include	VERB
easat-8944	43	8	late	late	ADV
easat-8944	43	9	and	and	CCONJ
easat-8944	43	10	hybrid	hybrid	ADJ
easat-8944	43	11	fusion	fusion	NOUN
easat-8944	43	12	strategies	strategy	NOUN
easat-8944	43	13	,	,	PUNCT
easat-8944	43	14	to	to	PART
easat-8944	43	15	mitigate	mitigate	VERB
easat-8944	43	16	these	these	DET
easat-8944	43	17	limitations	limitation	NOUN
easat-8944	43	18	and	and	CCONJ
easat-8944	43	19	enhance	enhance	VERB
easat-8944	43	20	multimodal	multimodal	NOUN
easat-8944	43	21	emotion	emotion	NOUN
easat-8944	43	22	recognition	recognition	NOUN
easat-8944	43	23	performance	performance	NOUN
easat-8944	43	24	[	[	X
easat-8944	43	25	15	15	NUM
easat-8944	43	26	]	]	PUNCT
easat-8944	43	27	.	.	PUNCT
easat-8944	44	1	amin	amin	PROPN
easat-8944	44	2	et	et	PROPN
easat-8944	44	3	al	al	PROPN
easat-8944	44	4	.	.	PROPN
easat-8944	44	5	further	further	PROPN
easat-8944	44	6	explored	explore	VERB
easat-8944	44	7	the	the	DET
easat-8944	44	8	relationship	relationship	NOUN
easat-8944	44	9	between	between	ADP
easat-8944	44	10	affective	affective	NOUN
easat-8944	44	11	computing	computing	NOUN
easat-8944	44	12	and	and	CCONJ
easat-8944	44	13	general	general	ADJ
easat-8944	44	14	artificial	artificial	ADJ
easat-8944	44	15	intelligence	intelligence	NOUN
easat-8944	44	16	,	,	PUNCT
easat-8944	44	17	evaluating	evaluate	VERB
easat-8944	44	18	the	the	DET
easat-8944	44	19	capabilities	capability	NOUN
easat-8944	44	20	of	of	ADP
easat-8944	44	21	chatgpt	chatgpt	NOUN
easat-8944	44	22	for	for	ADP
easat-8944	44	23	emotion	emotion	NOUN
easat-8944	44	24	detection	detection	NOUN
easat-8944	44	25	.	.	PUNCT
easat-8944	45	1	their	their	PRON
easat-8944	45	2	results	result	NOUN
easat-8944	45	3	suggest	suggest	VERB
easat-8944	45	4	that	that	SCONJ
easat-8944	45	5	while	while	SCONJ
easat-8944	45	6	foundation	foundation	NOUN
easat-8944	45	7	models	model	NOUN
easat-8944	45	8	hold	hold	VERB
easat-8944	45	9	potential	potential	ADJ
easat-8944	45	10	,	,	PUNCT
easat-8944	45	11	task	task	NOUN
easat-8944	45	12	-	-	PUNCT
easat-8944	45	13	specific	specific	ADJ
easat-8944	45	14	tuning	tuning	NOUN
easat-8944	45	15	and	and	CCONJ
easat-8944	45	16	multimodal	multimodal	NOUN
easat-8944	45	17	alignment	alignment	NOUN
easat-8944	45	18	remain	remain	VERB
easat-8944	45	19	necessary	necessary	ADJ
easat-8944	45	20	for	for	ADP
easat-8944	45	21	educational	educational	ADJ
easat-8944	45	22	applications	application	NOUN
easat-8944	45	23	involving	involve	VERB
easat-8944	45	24	children	child	NOUN
easat-8944	45	25	's	's	PART
easat-8944	45	26	affect	affect	NOUN
easat-8944	45	27	amin	amin	NOUN
easat-8944	45	28	,	,	PUNCT
easat-8944	45	29	et	et	PROPN
easat-8944	45	30	al	al	PROPN
easat-8944	45	31	.	.	PUNCT
easat-8944	46	1	[	[	X
easat-8944	46	2	16	16	NUM
easat-8944	46	3	]	]	PUNCT
easat-8944	46	4	.	.	PUNCT
easat-8944	47	1	arya	arya	PROPN
easat-8944	47	2	,	,	PUNCT
easat-8944	47	3	et	et	PROPN
easat-8944	47	4	al	al	PROPN
easat-8944	47	5	.	.	PUNCT
easat-8944	48	1	[	[	X
easat-8944	48	2	17	17	NUM
easat-8944	48	3	]	]	PUNCT
easat-8944	48	4	surveyed	survey	VERB
easat-8944	48	5	interdisciplinary	interdisciplinary	ADJ
easat-8944	48	6	contributions	contribution	NOUN
easat-8944	48	7	to	to	ADP
easat-8944	48	8	affective	affective	ADJ
easat-8944	48	9	computing	computing	NOUN
easat-8944	48	10	,	,	PUNCT
easat-8944	48	11	noting	note	VERB
easat-8944	48	12	the	the	DET
easat-8944	48	13	convergence	convergence	NOUN
easat-8944	48	14	of	of	ADP
easat-8944	48	15	psychological	psychological	ADJ
easat-8944	48	16	1484	1484	NUM
easat-8944	48	17	edelweiss	edelweiss	PROPN
easat-8944	48	18	applied	apply	VERB
easat-8944	48	19	science	science	NOUN
easat-8944	48	20	and	and	CCONJ
easat-8944	48	21	technology	technology	NOUN
easat-8944	48	22	issn	issn	PROPN
easat-8944	48	23	:	:	PUNCT
easat-8944	48	24	2576	2576	NUM
easat-8944	48	25	-	-	SYM
easat-8944	48	26	8484	8484	NUM
easat-8944	48	27	vol	vol	NOUN
easat-8944	48	28	.	.	PROPN
easat-8944	49	1	9	9	NUM
easat-8944	49	2	,	,	PUNCT
easat-8944	49	3	no	no	INTJ
easat-8944	49	4	.	.	NOUN
easat-8944	49	5	7	7	NUM
easat-8944	49	6	:	:	SYM
easat-8944	49	7	1482	1482	NUM
easat-8944	49	8	-	-	SYM
easat-8944	49	9	1495	1495	NUM
easat-8944	49	10	,	,	PUNCT
easat-8944	49	11	2025	2025	NUM
easat-8944	49	12	doi	doi	NOUN
easat-8944	49	13	:	:	PUNCT
easat-8944	49	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	49	15	©	©	PROPN
easat-8944	49	16	2025	2025	NUM
easat-8944	49	17	by	by	ADP
easat-8944	49	18	the	the	DET
easat-8944	49	19	author	author	NOUN
easat-8944	49	20	;	;	PUNCT
easat-8944	49	21	licensee	licensee	PROPN
easat-8944	49	22	learning	learning	PROPN
easat-8944	49	23	gate	gate	PROPN
easat-8944	49	24	theory	theory	NOUN
easat-8944	49	25	,	,	PUNCT
easat-8944	49	26	machine	machine	NOUN
easat-8944	49	27	learning	learning	NOUN
easat-8944	49	28	,	,	PUNCT
easat-8944	49	29	and	and	CCONJ
easat-8944	49	30	educational	educational	ADJ
easat-8944	49	31	technology	technology	NOUN
easat-8944	49	32	as	as	ADP
easat-8944	49	33	a	a	DET
easat-8944	49	34	basis	basis	NOUN
easat-8944	49	35	for	for	ADP
easat-8944	49	36	building	build	VERB
easat-8944	49	37	emotionally	emotionally	ADV
easat-8944	49	38	aware	aware	ADJ
easat-8944	49	39	systems	system	NOUN
easat-8944	49	40	capable	capable	ADJ
easat-8944	49	41	of	of	ADP
easat-8944	49	42	supporting	support	VERB
easat-8944	49	43	learners	learner	NOUN
easat-8944	49	44	in	in	ADP
easat-8944	49	45	real	real	ADJ
easat-8944	49	46	-	-	PUNCT
easat-8944	49	47	time	time	NOUN
easat-8944	49	48	[	[	X
easat-8944	49	49	17	17	NUM
easat-8944	49	50	]	]	PUNCT
easat-8944	49	51	.	.	PUNCT
easat-8944	50	1	research	research	NOUN
easat-8944	50	2	on	on	ADP
easat-8944	50	3	intervention	intervention	NOUN
easat-8944	50	4	strategies	strategy	NOUN
easat-8944	50	5	also	also	ADV
easat-8944	50	6	provides	provide	VERB
easat-8944	50	7	valuable	valuable	ADJ
easat-8944	50	8	insight	insight	NOUN
easat-8944	50	9	for	for	ADP
easat-8944	50	10	educational	educational	ADJ
easat-8944	50	11	emotion	emotion	NOUN
easat-8944	50	12	-	-	PUNCT
easat-8944	50	13	aware	aware	ADJ
easat-8944	50	14	frameworks	framework	NOUN
easat-8944	50	15	.	.	PUNCT
easat-8944	51	1	ohta	ohta	PROPN
easat-8944	51	2	,	,	PUNCT
easat-8944	51	3	et	et	PROPN
easat-8944	51	4	al	al	PROPN
easat-8944	51	5	.	.	PUNCT
easat-8944	52	1	[	[	X
easat-8944	52	2	18	18	NUM
easat-8944	52	3	]	]	PUNCT
easat-8944	52	4	conducted	conduct	VERB
easat-8944	52	5	a	a	DET
easat-8944	52	6	community	community	NOUN
easat-8944	52	7	-	-	PUNCT
easat-8944	52	8	based	base	VERB
easat-8944	52	9	educational	educational	ADJ
easat-8944	52	10	intervention	intervention	NOUN
easat-8944	52	11	aimed	aim	VERB
easat-8944	52	12	at	at	ADP
easat-8944	52	13	improving	improve	VERB
easat-8944	52	14	healthcare	healthcare	NOUN
easat-8944	52	15	participation	participation	NOUN
easat-8944	52	16	in	in	ADP
easat-8944	52	17	rural	rural	ADJ
easat-8944	52	18	areas	area	NOUN
easat-8944	52	19	,	,	PUNCT
easat-8944	52	20	using	use	VERB
easat-8944	52	21	iterative	iterative	ADJ
easat-8944	52	22	educational	educational	ADJ
easat-8944	52	23	modules	module	NOUN
easat-8944	52	24	and	and	CCONJ
easat-8944	52	25	feedbackbased	feedbackbased	ADJ
easat-8944	52	26	adaptation	adaptation	NOUN
easat-8944	52	27	,	,	PUNCT
easat-8944	52	28	which	which	PRON
easat-8944	52	29	proved	prove	VERB
easat-8944	52	30	effective	effective	ADJ
easat-8944	52	31	in	in	ADP
easat-8944	52	32	modifying	modify	VERB
easat-8944	52	33	participant	participant	ADJ
easat-8944	52	34	attitudes	attitude	NOUN
easat-8944	52	35	and	and	CCONJ
easat-8944	52	36	behaviors	behavior	NOUN
easat-8944	52	37	[	[	X
easat-8944	52	38	18	18	NUM
easat-8944	52	39	]	]	PUNCT
easat-8944	52	40	.	.	PUNCT
easat-8944	53	1	similarly	similarly	ADV
easat-8944	53	2	,	,	PUNCT
easat-8944	53	3	darnall	darnall	PROPN
easat-8944	53	4	,	,	PUNCT
easat-8944	53	5	et	et	PROPN
easat-8944	53	6	al	al	PROPN
easat-8944	53	7	.	.	PUNCT
easat-8944	54	1	[	[	X
easat-8944	54	2	19	19	NUM
easat-8944	54	3	]	]	PUNCT
easat-8944	54	4	compared	compare	VERB
easat-8944	54	5	a	a	DET
easat-8944	54	6	single	single	ADJ
easat-8944	54	7	-	-	PUNCT
easat-8944	54	8	session	session	NOUN
easat-8944	54	9	psychological	psychological	ADJ
easat-8944	54	10	skills	skill	NOUN
easat-8944	54	11	intervention	intervention	NOUN
easat-8944	54	12	with	with	ADP
easat-8944	54	13	both	both	CCONJ
easat-8944	54	14	educational	educational	ADJ
easat-8944	54	15	and	and	CCONJ
easat-8944	54	16	multi	multi	ADJ
easat-8944	54	17	-	-	ADJ
easat-8944	54	18	session	session	ADJ
easat-8944	54	19	cognitive	cognitive	ADJ
easat-8944	54	20	behavioral	behavioral	ADJ
easat-8944	54	21	therapy	therapy	NOUN
easat-8944	54	22	(	(	PUNCT
easat-8944	54	23	cbt	cbt	NOUN
easat-8944	54	24	)	)	PUNCT
easat-8944	54	25	models	model	NOUN
easat-8944	54	26	.	.	PUNCT
easat-8944	55	1	they	they	PRON
easat-8944	55	2	found	find	VERB
easat-8944	55	3	that	that	SCONJ
easat-8944	55	4	even	even	ADV
easat-8944	55	5	brief	brief	ADJ
easat-8944	55	6	,	,	PUNCT
easat-8944	55	7	targeted	target	VERB
easat-8944	55	8	interventions	intervention	NOUN
easat-8944	55	9	could	could	AUX
easat-8944	55	10	significantly	significantly	ADV
easat-8944	55	11	alleviate	alleviate	VERB
easat-8944	55	12	chronic	chronic	ADJ
easat-8944	55	13	pain	pain	NOUN
easat-8944	55	14	and	and	CCONJ
easat-8944	55	15	improve	improve	VERB
easat-8944	55	16	emotional	emotional	ADJ
easat-8944	55	17	regulation	regulation	NOUN
easat-8944	55	18	,	,	PUNCT
easat-8944	55	19	suggesting	suggest	VERB
easat-8944	55	20	that	that	SCONJ
easat-8944	55	21	time	time	NOUN
easat-8944	55	22	-	-	PUNCT
easat-8944	55	23	efficient	efficient	ADJ
easat-8944	55	24	strategies	strategy	NOUN
easat-8944	55	25	may	may	AUX
easat-8944	55	26	be	be	AUX
easat-8944	55	27	effective	effective	ADJ
easat-8944	55	28	in	in	ADP
easat-8944	55	29	emotionally	emotionally	ADV
easat-8944	55	30	supporting	support	VERB
easat-8944	55	31	learners	learner	NOUN
easat-8944	55	32	as	as	ADV
easat-8944	55	33	well	well	ADV
easat-8944	55	34	[	[	X
easat-8944	55	35	19	19	NUM
easat-8944	55	36	]	]	PUNCT
easat-8944	55	37	.	.	PUNCT
easat-8944	56	1	in	in	ADP
easat-8944	56	2	educational	educational	ADJ
easat-8944	56	3	health	health	NOUN
easat-8944	56	4	contexts	contexts	NOUN
easat-8944	56	5	,	,	PUNCT
easat-8944	56	6	da	da	PROPN
easat-8944	56	7	silva	silva	PROPN
easat-8944	56	8	chaves	chave	NOUN
easat-8944	56	9	,	,	PUNCT
easat-8944	56	10	et	et	PROPN
easat-8944	56	11	al	al	PROPN
easat-8944	56	12	.	.	PUNCT
easat-8944	57	1	[	[	X
easat-8944	57	2	20	20	NUM
easat-8944	57	3	]	]	PUNCT
easat-8944	57	4	synthesized	synthesize	VERB
easat-8944	57	5	findings	finding	NOUN
easat-8944	57	6	from	from	ADP
easat-8944	57	7	diabetes	diabetes	NOUN
easat-8944	57	8	education	education	NOUN
easat-8944	57	9	programs	program	NOUN
easat-8944	57	10	and	and	CCONJ
easat-8944	57	11	reported	report	VERB
easat-8944	57	12	that	that	SCONJ
easat-8944	57	13	intervention	intervention	NOUN
easat-8944	57	14	efficacy	efficacy	NOUN
easat-8944	57	15	was	be	AUX
easat-8944	57	16	closely	closely	ADV
easat-8944	57	17	related	relate	VERB
easat-8944	57	18	to	to	ADP
easat-8944	57	19	patients	patient	NOUN
easat-8944	57	20	'	'	PART
easat-8944	57	21	baseline	baseline	ADJ
easat-8944	57	22	literacy	literacy	NOUN
easat-8944	57	23	levels	level	NOUN
easat-8944	57	24	.	.	PUNCT
easat-8944	58	1	they	they	PRON
easat-8944	58	2	emphasized	emphasize	VERB
easat-8944	58	3	the	the	DET
easat-8944	58	4	importance	importance	NOUN
easat-8944	58	5	of	of	ADP
easat-8944	58	6	tailoring	tailor	VERB
easat-8944	58	7	content	content	NOUN
easat-8944	58	8	complexity	complexity	NOUN
easat-8944	58	9	and	and	CCONJ
easat-8944	58	10	delivery	delivery	NOUN
easat-8944	58	11	mode	mode	NOUN
easat-8944	58	12	to	to	ADP
easat-8944	58	13	learner	learner	NOUN
easat-8944	58	14	profiles	profile	NOUN
easat-8944	58	15	,	,	PUNCT
easat-8944	58	16	a	a	DET
easat-8944	58	17	principle	principle	NOUN
easat-8944	58	18	also	also	ADV
easat-8944	58	19	relevant	relevant	ADJ
easat-8944	58	20	in	in	ADP
easat-8944	58	21	emotion	emotion	NOUN
easat-8944	58	22	-	-	PUNCT
easat-8944	58	23	based	base	VERB
easat-8944	58	24	online	online	ADJ
easat-8944	58	25	learning	learning	NOUN
easat-8944	58	26	systems	system	NOUN
easat-8944	58	27	for	for	ADP
easat-8944	58	28	children	child	NOUN
easat-8944	58	29	da	da	PROPN
easat-8944	58	30	silva	silva	PROPN
easat-8944	58	31	chaves	chave	NOUN
easat-8944	58	32	,	,	PUNCT
easat-8944	58	33	et	et	PROPN
easat-8944	58	34	al	al	PROPN
easat-8944	58	35	.	.	PUNCT
easat-8944	59	1	[	[	X
easat-8944	59	2	20	20	NUM
easat-8944	59	3	]	]	PUNCT
easat-8944	59	4	.	.	PUNCT
easat-8944	60	1	reis	reis	NOUN
easat-8944	60	2	,	,	PUNCT
easat-8944	60	3	et	et	PROPN
easat-8944	60	4	al	al	PROPN
easat-8944	60	5	.	.	PUNCT
easat-8944	61	1	[	[	X
easat-8944	61	2	21	21	NUM
easat-8944	61	3	]	]	PUNCT
easat-8944	61	4	demonstrated	demonstrate	VERB
easat-8944	61	5	the	the	DET
easat-8944	61	6	impact	impact	NOUN
easat-8944	61	7	of	of	ADP
easat-8944	61	8	a	a	DET
easat-8944	61	9	school	school	NOUN
easat-8944	61	10	-	-	PUNCT
easat-8944	61	11	based	base	VERB
easat-8944	61	12	physical	physical	ADJ
easat-8944	61	13	education	education	NOUN
easat-8944	61	14	intervention	intervention	NOUN
easat-8944	61	15	on	on	ADP
easat-8944	61	16	children	child	NOUN
easat-8944	61	17	's	's	PART
easat-8944	61	18	activity	activity	NOUN
easat-8944	61	19	levels	level	NOUN
easat-8944	61	20	and	and	CCONJ
easat-8944	61	21	physical	physical	ADJ
easat-8944	61	22	fitness	fitness	NOUN
easat-8944	61	23	,	,	PUNCT
easat-8944	61	24	using	use	VERB
easat-8944	61	25	a	a	DET
easat-8944	61	26	controlled	control	VERB
easat-8944	61	27	experimental	experimental	ADJ
easat-8944	61	28	design	design	NOUN
easat-8944	61	29	.	.	PUNCT
easat-8944	62	1	their	their	PRON
easat-8944	62	2	profit	profit	NOUN
easat-8944	62	3	study	study	NOUN
easat-8944	62	4	confirmed	confirm	VERB
easat-8944	62	5	that	that	SCONJ
easat-8944	62	6	well	well	ADV
easat-8944	62	7	-	-	PUNCT
easat-8944	62	8	designed	design	VERB
easat-8944	62	9	,	,	PUNCT
easat-8944	62	10	age	age	NOUN
easat-8944	62	11	-	-	PUNCT
easat-8944	62	12	appropriate	appropriate	ADJ
easat-8944	62	13	programs	program	NOUN
easat-8944	62	14	can	can	AUX
easat-8944	62	15	yield	yield	VERB
easat-8944	62	16	measurable	measurable	ADJ
easat-8944	62	17	improvements	improvement	NOUN
easat-8944	62	18	in	in	ADP
easat-8944	62	19	behavioral	behavioral	ADJ
easat-8944	62	20	outcomes	outcome	NOUN
easat-8944	62	21	[	[	X
easat-8944	62	22	21	21	NUM
easat-8944	62	23	]	]	PUNCT
easat-8944	62	24	.	.	PUNCT
easat-8944	63	1	the	the	DET
easat-8944	63	2	relevance	relevance	NOUN
easat-8944	63	3	of	of	ADP
easat-8944	63	4	these	these	DET
easat-8944	63	5	findings	finding	NOUN
easat-8944	63	6	is	be	AUX
easat-8944	63	7	further	far	ADV
easat-8944	63	8	supported	support	VERB
easat-8944	63	9	by	by	ADP
easat-8944	63	10	work	work	NOUN
easat-8944	63	11	on	on	ADP
easat-8944	63	12	stereotype	stereotype	NOUN
easat-8944	63	13	sensitivity	sensitivity	NOUN
easat-8944	63	14	in	in	ADP
easat-8944	63	15	education	education	NOUN
easat-8944	63	16	.	.	PUNCT
easat-8944	64	1	de	de	PROPN
easat-8944	64	2	diego	diego	PROPN
easat-8944	64	3	-	-	PUNCT
easat-8944	64	4	cordero	cordero	PROPN
easat-8944	64	5	,	,	PUNCT
easat-8944	64	6	et	et	PROPN
easat-8944	64	7	al	al	PROPN
easat-8944	64	8	.	.	PUNCT
easat-8944	65	1	[	[	X
easat-8944	65	2	22	22	NUM
easat-8944	65	3	]	]	PUNCT
easat-8944	65	4	implemented	implement	VERB
easat-8944	65	5	an	an	DET
easat-8944	65	6	educational	educational	ADJ
easat-8944	65	7	intervention	intervention	NOUN
easat-8944	65	8	aimed	aim	VERB
easat-8944	65	9	at	at	ADP
easat-8944	65	10	changing	change	VERB
easat-8944	65	11	nursing	nursing	NOUN
easat-8944	65	12	students	student	NOUN
easat-8944	65	13	'	'	PART
easat-8944	65	14	attitudes	attitude	NOUN
easat-8944	65	15	toward	toward	ADP
easat-8944	65	16	marginalized	marginalize	VERB
easat-8944	65	17	populations	population	NOUN
easat-8944	65	18	.	.	PUNCT
easat-8944	66	1	using	use	VERB
easat-8944	66	2	a	a	DET
easat-8944	66	3	quasi	quasi	ADJ
easat-8944	66	4	-	-	ADJ
easat-8944	66	5	experimental	experimental	ADJ
easat-8944	66	6	design	design	NOUN
easat-8944	66	7	,	,	PUNCT
easat-8944	66	8	they	they	PRON
easat-8944	66	9	found	find	VERB
easat-8944	66	10	that	that	SCONJ
easat-8944	66	11	targeted	target	VERB
easat-8944	66	12	instruction	instruction	NOUN
easat-8944	66	13	could	could	AUX
easat-8944	66	14	measurably	measurably	ADV
easat-8944	66	15	shift	shift	VERB
easat-8944	66	16	perceptions	perception	NOUN
easat-8944	66	17	and	and	CCONJ
easat-8944	66	18	emotional	emotional	ADJ
easat-8944	66	19	receptivity	receptivity	NOUN
easat-8944	66	20	,	,	PUNCT
easat-8944	66	21	illustrating	illustrate	VERB
easat-8944	66	22	how	how	SCONJ
easat-8944	66	23	structured	structured	ADJ
easat-8944	66	24	interventions	intervention	NOUN
easat-8944	66	25	can	can	AUX
easat-8944	66	26	reshape	reshape	VERB
easat-8944	66	27	affective	affective	NOUN
easat-8944	66	28	and	and	CCONJ
easat-8944	66	29	cognitive	cognitive	ADJ
easat-8944	66	30	dispositions	disposition	NOUN
easat-8944	66	31	[	[	X
easat-8944	66	32	22	22	NUM
easat-8944	66	33	]	]	PUNCT
easat-8944	66	34	.	.	PUNCT
easat-8944	67	1	the	the	DET
easat-8944	67	2	replication	replication	NOUN
easat-8944	67	3	of	of	ADP
easat-8944	67	4	darnall	darnall	NOUN
easat-8944	67	5	,	,	PUNCT
easat-8944	67	6	et	et	PROPN
easat-8944	67	7	al	al	PROPN
easat-8944	67	8	.	.	PUNCT
easat-8944	68	1	[	[	X
easat-8944	68	2	19	19	NUM
easat-8944	68	3	]	]	ADJ
easat-8944	68	4	pain	pain	NOUN
easat-8944	68	5	intervention	intervention	NOUN
easat-8944	68	6	study	study	NOUN
easat-8944	68	7	in	in	ADP
easat-8944	68	8	a	a	DET
easat-8944	68	9	broader	broad	ADJ
easat-8944	68	10	patient	patient	ADJ
easat-8944	68	11	population	population	NOUN
easat-8944	68	12	confirmed	confirm	VERB
easat-8944	68	13	its	its	PRON
easat-8944	68	14	statistical	statistical	ADJ
easat-8944	68	15	robustness	robustness	NOUN
easat-8944	68	16	,	,	PUNCT
easat-8944	68	17	reinforcing	reinforce	VERB
easat-8944	68	18	the	the	DET
easat-8944	68	19	efficacy	efficacy	NOUN
easat-8944	68	20	of	of	ADP
easat-8944	68	21	brief	brief	ADJ
easat-8944	68	22	but	but	CCONJ
easat-8944	68	23	impactful	impactful	ADJ
easat-8944	68	24	intervention	intervention	NOUN
easat-8944	68	25	strategies	strategy	NOUN
easat-8944	68	26	in	in	ADP
easat-8944	68	27	altering	alter	VERB
easat-8944	68	28	affectrelated	affectrelate	VERB
easat-8944	68	29	behaviors[19	behaviors[19	NOUN
easat-8944	68	30	]	]	PUNCT
easat-8944	68	31	.	.	PUNCT
easat-8944	69	1	a	a	DET
easat-8944	69	2	second	second	ADJ
easat-8944	69	3	synthesis	synthesis	NOUN
easat-8944	69	4	by	by	ADP
easat-8944	69	5	da	da	PROPN
easat-8944	69	6	silva	silva	PROPN
easat-8944	69	7	chaves	chaves	PROPN
easat-8944	69	8	et	et	PROPN
easat-8944	69	9	al	al	PROPN
easat-8944	69	10	.	.	PROPN
easat-8944	69	11	reiterated	reiterate	VERB
easat-8944	69	12	that	that	SCONJ
easat-8944	69	13	emotion	emotion	NOUN
easat-8944	69	14	-	-	PUNCT
easat-8944	69	15	oriented	orient	VERB
easat-8944	69	16	interventions	intervention	NOUN
easat-8944	69	17	must	must	AUX
easat-8944	69	18	account	account	VERB
easat-8944	69	19	for	for	ADP
easat-8944	69	20	cognitive	cognitive	ADJ
easat-8944	69	21	readiness	readiness	NOUN
easat-8944	69	22	and	and	CCONJ
easat-8944	69	23	comprehension	comprehension	NOUN
easat-8944	69	24	ability	ability	NOUN
easat-8944	69	25	,	,	PUNCT
easat-8944	69	26	particularly	particularly	ADV
easat-8944	69	27	in	in	ADP
easat-8944	69	28	populations	population	NOUN
easat-8944	69	29	with	with	ADP
easat-8944	69	30	variable	variable	ADJ
easat-8944	69	31	educational	educational	ADJ
easat-8944	69	32	backgrounds	background	NOUN
easat-8944	69	33	.	.	PUNCT
easat-8944	70	1	their	their	PRON
easat-8944	70	2	work	work	NOUN
easat-8944	70	3	highlights	highlight	VERB
easat-8944	70	4	the	the	DET
easat-8944	70	5	need	need	NOUN
easat-8944	70	6	for	for	ADP
easat-8944	70	7	adaptive	adaptive	ADJ
easat-8944	70	8	instructional	instructional	ADJ
easat-8944	70	9	design	design	NOUN
easat-8944	70	10	when	when	SCONJ
easat-8944	70	11	implementing	implement	VERB
easat-8944	70	12	affective	affective	ADJ
easat-8944	70	13	feedback	feedback	NOUN
easat-8944	70	14	systems	system	NOUN
easat-8944	70	15	[	[	X
easat-8944	70	16	21	21	NUM
easat-8944	70	17	]	]	PUNCT
easat-8944	70	18	.	.	PUNCT
easat-8944	71	1	finally	finally	ADV
easat-8944	71	2	,	,	PUNCT
easat-8944	71	3	reis	reis	VERB
easat-8944	71	4	et	et	PROPN
easat-8944	71	5	al	al	PROPN
easat-8944	71	6	.	.	PROPN
easat-8944	71	7	,	,	PUNCT
easat-8944	71	8	in	in	ADP
easat-8944	71	9	their	their	PRON
easat-8944	71	10	follow	follow	NOUN
easat-8944	71	11	-	-	PUNCT
easat-8944	71	12	up	up	NOUN
easat-8944	71	13	to	to	ADP
easat-8944	71	14	the	the	DET
easat-8944	71	15	profit	profit	NOUN
easat-8944	71	16	pilot	pilot	NOUN
easat-8944	71	17	,	,	PUNCT
easat-8944	71	18	reaffirmed	reaffirm	VERB
easat-8944	71	19	that	that	SCONJ
easat-8944	71	20	sustained	sustain	VERB
easat-8944	71	21	improvements	improvement	NOUN
easat-8944	71	22	in	in	ADP
easat-8944	71	23	children	child	NOUN
easat-8944	71	24	's	's	PART
easat-8944	71	25	well	well	ADV
easat-8944	71	26	-	-	PUNCT
easat-8944	71	27	being	being	NOUN
easat-8944	71	28	require	require	NOUN
easat-8944	71	29	both	both	PRON
easat-8944	71	30	structured	structure	VERB
easat-8944	71	31	intervention	intervention	NOUN
easat-8944	71	32	and	and	CCONJ
easat-8944	71	33	continuous	continuous	ADJ
easat-8944	71	34	emotional	emotional	ADJ
easat-8944	71	35	engagement	engagement	NOUN
easat-8944	71	36	,	,	PUNCT
easat-8944	71	37	a	a	DET
easat-8944	71	38	concept	concept	NOUN
easat-8944	71	39	central	central	ADJ
easat-8944	71	40	to	to	ADP
easat-8944	71	41	the	the	DET
easat-8944	71	42	current	current	ADJ
easat-8944	71	43	study	study	NOUN
easat-8944	71	44	's	's	PART
easat-8944	71	45	goal	goal	NOUN
easat-8944	71	46	of	of	ADP
easat-8944	71	47	integrating	integrate	VERB
easat-8944	71	48	multimodal	multimodal	NOUN
easat-8944	71	49	emotion	emotion	NOUN
easat-8944	71	50	recognition	recognition	NOUN
easat-8944	71	51	with	with	ADP
easat-8944	71	52	real	real	ADJ
easat-8944	71	53	-	-	PUNCT
easat-8944	71	54	time	time	NOUN
easat-8944	71	55	adaptive	adaptive	ADJ
easat-8944	71	56	support	support	NOUN
easat-8944	71	57	in	in	ADP
easat-8944	71	58	online	online	ADJ
easat-8944	71	59	learning	learn	VERB
easat-8944	71	60	environments	environment	NOUN
easat-8944	71	61	[	[	X
easat-8944	71	62	21	21	NUM
easat-8944	71	63	]	]	PUNCT
easat-8944	71	64	.	.	PUNCT
easat-8944	72	1	3	3	X
easat-8944	72	2	.	.	X
easat-8944	72	3	methodology	methodology	NOUN
easat-8944	72	4	this	this	DET
easat-8944	72	5	section	section	NOUN
easat-8944	72	6	presents	present	VERB
easat-8944	72	7	the	the	DET
easat-8944	72	8	methodological	methodological	ADJ
easat-8944	72	9	framework	framework	NOUN
easat-8944	72	10	for	for	ADP
easat-8944	72	11	multimodal	multimodal	ADJ
easat-8944	72	12	emotion	emotion	NOUN
easat-8944	72	13	recognition	recognition	NOUN
easat-8944	72	14	and	and	CCONJ
easat-8944	72	15	emotion	emotion	NOUN
easat-8944	72	16	-	-	PUNCT
easat-8944	72	17	driven	drive	VERB
easat-8944	72	18	intervention	intervention	NOUN
easat-8944	72	19	in	in	ADP
easat-8944	72	20	children	child	NOUN
easat-8944	72	21	's	's	PART
easat-8944	72	22	online	online	ADJ
easat-8944	72	23	learning	learn	VERB
easat-8944	72	24	environments	environment	NOUN
easat-8944	72	25	.	.	PUNCT
easat-8944	73	1	the	the	DET
easat-8944	73	2	system	system	NOUN
easat-8944	73	3	is	be	AUX
easat-8944	73	4	composed	compose	VERB
easat-8944	73	5	of	of	ADP
easat-8944	73	6	four	four	NUM
easat-8944	73	7	key	key	ADJ
easat-8944	73	8	components	component	NOUN
easat-8944	73	9	:	:	PUNCT
easat-8944	73	10	multimodal	multimodal	ADJ
easat-8944	73	11	dataset	dataset	NOUN
easat-8944	73	12	construction	construction	NOUN
easat-8944	73	13	,	,	PUNCT
easat-8944	73	14	hierarchical	hierarchical	ADJ
easat-8944	73	15	emotion	emotion	NOUN
easat-8944	73	16	recognition	recognition	NOUN
easat-8944	73	17	modeling	modeling	NOUN
easat-8944	73	18	,	,	PUNCT
easat-8944	73	19	emotionstate	emotionstate	NOUN
easat-8944	73	20	-	-	PUNCT
easat-8944	73	21	driven	drive	VERB
easat-8944	73	22	intervention	intervention	NOUN
easat-8944	73	23	strategy	strategy	NOUN
easat-8944	73	24	design	design	NOUN
easat-8944	73	25	,	,	PUNCT
easat-8944	73	26	and	and	CCONJ
easat-8944	73	27	system	system	NOUN
easat-8944	73	28	optimization	optimization	NOUN
easat-8944	73	29	for	for	ADP
easat-8944	73	30	real	real	ADJ
easat-8944	73	31	-	-	PUNCT
easat-8944	73	32	time	time	NOUN
easat-8944	73	33	deployment	deployment	NOUN
easat-8944	73	34	.	.	PUNCT
easat-8944	74	1	figure	figure	NOUN
easat-8944	74	2	1	1	NUM
easat-8944	74	3	illustrates	illustrate	VERB
easat-8944	74	4	the	the	DET
easat-8944	74	5	overall	overall	ADJ
easat-8944	74	6	system	system	NOUN
easat-8944	74	7	architecture	architecture	NOUN
easat-8944	74	8	,	,	PUNCT
easat-8944	74	9	integrating	integrate	VERB
easat-8944	74	10	the	the	DET
easat-8944	74	11	emotion	emotion	NOUN
easat-8944	74	12	recognition	recognition	NOUN
easat-8944	74	13	module	module	NOUN
easat-8944	74	14	with	with	ADP
easat-8944	74	15	the	the	DET
easat-8944	74	16	adaptive	adaptive	ADJ
easat-8944	74	17	intervention	intervention	NOUN
easat-8944	74	18	engine	engine	NOUN
easat-8944	74	19	.	.	PUNCT
easat-8944	75	1	as	as	SCONJ
easat-8944	75	2	shown	show	VERB
easat-8944	75	3	in	in	ADP
easat-8944	75	4	figure	figure	NOUN
easat-8944	75	5	1	1	NUM
easat-8944	75	6	.	.	NOUN
easat-8944	75	7	1485	1485	NUM
easat-8944	75	8	edelweiss	edelweiss	PROPN
easat-8944	75	9	applied	apply	VERB
easat-8944	75	10	science	science	NOUN
easat-8944	75	11	and	and	CCONJ
easat-8944	75	12	technology	technology	NOUN
easat-8944	75	13	issn	issn	PROPN
easat-8944	75	14	:	:	PUNCT
easat-8944	75	15	2576	2576	NUM
easat-8944	75	16	-	-	SYM
easat-8944	75	17	8484	8484	NUM
easat-8944	75	18	vol	vol	NOUN
easat-8944	75	19	.	.	PROPN
easat-8944	76	1	9	9	NUM
easat-8944	76	2	,	,	PUNCT
easat-8944	76	3	no	no	INTJ
easat-8944	76	4	.	.	NOUN
easat-8944	76	5	7	7	NUM
easat-8944	76	6	:	:	SYM
easat-8944	76	7	1482	1482	NUM
easat-8944	76	8	-	-	SYM
easat-8944	76	9	1495	1495	NUM
easat-8944	76	10	,	,	PUNCT
easat-8944	76	11	2025	2025	NUM
easat-8944	76	12	doi	doi	NOUN
easat-8944	76	13	:	:	PUNCT
easat-8944	76	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	76	15	©	©	PROPN
easat-8944	76	16	2025	2025	NUM
easat-8944	76	17	by	by	ADP
easat-8944	76	18	the	the	DET
easat-8944	76	19	author	author	NOUN
easat-8944	76	20	;	;	PUNCT
easat-8944	76	21	licensee	licensee	PROPN
easat-8944	76	22	learning	learn	VERB
easat-8944	76	23	gate	gate	PROPN
easat-8944	76	24	figure	figure	NOUN
easat-8944	76	25	1	1	NUM
easat-8944	76	26	.	.	PUNCT
easat-8944	76	27	system	system	NOUN
easat-8944	76	28	architecture	architecture	NOUN
easat-8944	76	29	of	of	ADP
easat-8944	76	30	multimodal	multimodal	ADJ
easat-8944	76	31	emotion	emotion	NOUN
easat-8944	76	32	monitoring	monitoring	NOUN
easat-8944	76	33	and	and	CCONJ
easat-8944	76	34	adaptive	adaptive	ADJ
easat-8944	76	35	intervention	intervention	NOUN
easat-8944	76	36	for	for	ADP
easat-8944	76	37	online	online	ADJ
easat-8944	76	38	learning	learning	NOUN
easat-8944	76	39	.	.	PUNCT
easat-8944	77	1	3.1	3.1	NUM
easat-8944	77	2	.	.	PUNCT
easat-8944	77	3	dataset	dataset	VERB
easat-8944	77	4	construction	construction	NOUN
easat-8944	77	5	3.1.1	3.1.1	NUM
easat-8944	77	6	.	.	PUNCT
easat-8944	78	1	data	datum	NOUN
easat-8944	78	2	acquisition	acquisition	NOUN
easat-8944	78	3	a	a	DET
easat-8944	78	4	child	child	NOUN
easat-8944	78	5	-	-	PUNCT
easat-8944	78	6	specific	specific	ADJ
easat-8944	78	7	multimodal	multimodal	NOUN
easat-8944	78	8	dataset	dataset	NOUN
easat-8944	78	9	was	be	AUX
easat-8944	78	10	constructed	construct	VERB
easat-8944	78	11	by	by	ADP
easat-8944	78	12	collecting	collect	VERB
easat-8944	78	13	audio	audio	ADJ
easat-8944	78	14	-	-	ADJ
easat-8944	78	15	visual	visual	ADJ
easat-8944	78	16	recordings	recording	NOUN
easat-8944	78	17	and	and	CCONJ
easat-8944	78	18	behavioral	behavioral	ADJ
easat-8944	78	19	logs	log	NOUN
easat-8944	78	20	from	from	ADP
easat-8944	78	21	120	120	NUM
easat-8944	78	22	participants	participant	NOUN
easat-8944	78	23	(	(	PUNCT
easat-8944	78	24	aged	aged	ADJ
easat-8944	78	25	6–10	6–10	NOUN
easat-8944	78	26	)	)	PUNCT
easat-8944	78	27	engaged	engage	VERB
easat-8944	78	28	in	in	ADP
easat-8944	78	29	online	online	ADJ
easat-8944	78	30	learning	learning	NOUN
easat-8944	78	31	tasks	task	NOUN
easat-8944	78	32	across	across	ADP
easat-8944	78	33	language	language	NOUN
easat-8944	78	34	,	,	PUNCT
easat-8944	78	35	mathematics	mathematic	NOUN
easat-8944	78	36	,	,	PUNCT
easat-8944	78	37	and	and	CCONJ
easat-8944	78	38	science	science	NOUN
easat-8944	78	39	modules	module	NOUN
easat-8944	78	40	.	.	PUNCT
easat-8944	79	1	data	datum	NOUN
easat-8944	79	2	modalities	modality	NOUN
easat-8944	79	3	include	include	VERB
easat-8944	79	4	:	:	PUNCT
easat-8944	79	5	facial	facial	ADJ
easat-8944	79	6	video	video	NOUN
easat-8944	79	7	(	(	PUNCT
easat-8944	79	8	30	30	NUM
easat-8944	79	9	fps	fps	NOUN
easat-8944	79	10	)	)	PUNCT
easat-8944	79	11	captured	capture	VERB
easat-8944	79	12	via	via	ADP
easat-8944	79	13	webcam	webcam	PROPN
easat-8944	79	14	;	;	PUNCT
easat-8944	79	15	speech	speech	NOUN
easat-8944	79	16	audio	audio	NOUN
easat-8944	79	17	(	(	PUNCT
easat-8944	79	18	16	16	NUM
easat-8944	79	19	khz	khz	NOUN
easat-8944	79	20	)	)	PUNCT
easat-8944	79	21	recorded	record	VERB
easat-8944	79	22	through	through	ADP
easat-8944	79	23	platformintegrated	platformintegrate	VERB
easat-8944	79	24	microphones	microphone	NOUN
easat-8944	79	25	;	;	PUNCT
easat-8944	79	26	interaction	interaction	NOUN
easat-8944	79	27	logs	log	NOUN
easat-8944	79	28	including	include	VERB
easat-8944	79	29	task	task	NOUN
easat-8944	79	30	completion	completion	NOUN
easat-8944	79	31	time	time	NOUN
easat-8944	79	32	,	,	PUNCT
easat-8944	79	33	mouse	mouse	NOUN
easat-8944	79	34	movements	movement	NOUN
easat-8944	79	35	,	,	PUNCT
easat-8944	79	36	and	and	CCONJ
easat-8944	79	37	idle	idle	ADJ
easat-8944	79	38	durations	duration	NOUN
easat-8944	79	39	.	.	PUNCT
easat-8944	80	1	3.1.2	3.1.2	X
easat-8944	80	2	.	.	PUNCT
easat-8944	80	3	emotion	emotion	NOUN
easat-8944	80	4	labeling	labeling	NOUN
easat-8944	80	5	and	and	CCONJ
easat-8944	80	6	taxonomy	taxonomy	NOUN
easat-8944	80	7	the	the	DET
easat-8944	80	8	dataset	dataset	NOUN
easat-8944	80	9	was	be	AUX
easat-8944	80	10	annotated	annotate	VERB
easat-8944	80	11	using	use	VERB
easat-8944	80	12	a	a	DET
easat-8944	80	13	six	six	NUM
easat-8944	80	14	-	-	PUNCT
easat-8944	80	15	class	class	NOUN
easat-8944	80	16	emotion	emotion	NOUN
easat-8944	80	17	scheme	scheme	NOUN
easat-8944	80	18	adapted	adapt	VERB
easat-8944	80	19	from	from	ADP
easat-8944	80	20	developmental	developmental	ADJ
easat-8944	80	21	psychology	psychology	NOUN
easat-8944	80	22	:	:	PUNCT
easat-8944	80	23	happy	happy	ADJ
easat-8944	80	24	,	,	PUNCT
easat-8944	80	25	focused	focused	ADJ
easat-8944	80	26	,	,	PUNCT
easat-8944	80	27	confused	confused	ADJ
easat-8944	80	28	,	,	PUNCT
easat-8944	80	29	frustrated	frustrated	ADJ
easat-8944	80	30	,	,	PUNCT
easat-8944	80	31	bored	bored	ADJ
easat-8944	80	32	,	,	PUNCT
easat-8944	80	33	and	and	CCONJ
easat-8944	80	34	neutral	neutral	ADJ
easat-8944	80	35	.	.	PUNCT
easat-8944	81	1	three	three	NUM
easat-8944	81	2	expert	expert	NOUN
easat-8944	81	3	annotators	annotator	NOUN
easat-8944	81	4	labeled	label	VERB
easat-8944	81	5	the	the	DET
easat-8944	81	6	data	datum	NOUN
easat-8944	81	7	based	base	VERB
easat-8944	81	8	on	on	ADP
easat-8944	81	9	multimodal	multimodal	ADJ
easat-8944	81	10	cues	cue	NOUN
easat-8944	81	11	,	,	PUNCT
easat-8944	81	12	and	and	CCONJ
easat-8944	81	13	final	final	ADJ
easat-8944	81	14	labels	label	NOUN
easat-8944	81	15	were	be	AUX
easat-8944	81	16	derived	derive	VERB
easat-8944	81	17	using	use	VERB
easat-8944	81	18	majority	majority	NOUN
easat-8944	81	19	voting	voting	NOUN
easat-8944	81	20	.	.	PUNCT
easat-8944	82	1	fleiss	fleiss	PROPN
easat-8944	82	2	'	'	PUNCT
easat-8944	82	3	kappa	kappa	PROPN
easat-8944	82	4	yielded	yield	VERB
easat-8944	82	5	an	an	DET
easat-8944	82	6	inter	inter	ADJ
easat-8944	82	7	-	-	ADJ
easat-8944	82	8	annotator	annotator	ADJ
easat-8944	82	9	agreement	agreement	NOUN
easat-8944	82	10	score	score	NOUN
easat-8944	82	11	of	of	ADP
easat-8944	82	12	0.83	0.83	NUM
easat-8944	82	13	,	,	PUNCT
easat-8944	82	14	indicating	indicate	VERB
easat-8944	82	15	substantial	substantial	ADJ
easat-8944	82	16	agreement	agreement	NOUN
easat-8944	82	17	.	.	PUNCT
easat-8944	83	1	as	as	SCONJ
easat-8944	83	2	shown	show	VERB
easat-8944	83	3	in	in	ADP
easat-8944	83	4	table	table	NOUN
easat-8944	83	5	1	1	NUM
easat-8944	83	6	.	.	PUNCT
easat-8944	83	7	table	table	NOUN
easat-8944	83	8	1	1	NUM
easat-8944	83	9	.	.	PUNCT
easat-8944	84	1	emotion	emotion	NOUN
easat-8944	84	2	taxonomy	taxonomy	NOUN
easat-8944	84	3	and	and	CCONJ
easat-8944	84	4	operational	operational	ADJ
easat-8944	84	5	definitions	definition	NOUN
easat-8944	84	6	.	.	PUNCT
easat-8944	85	1	emotion	emotion	NOUN
easat-8944	85	2	definition	definition	NOUN
easat-8944	85	3	typical	typical	ADJ
easat-8944	85	4	cues	cue	NOUN
easat-8944	85	5	happy	happy	ADJ
easat-8944	85	6	positive	positive	ADJ
easat-8944	85	7	affect	affect	NOUN
easat-8944	85	8	,	,	PUNCT
easat-8944	85	9	enjoyment	enjoyment	NOUN
easat-8944	85	10	smiling	smile	VERB
easat-8944	85	11	,	,	PUNCT
easat-8944	85	12	excited	excited	ADJ
easat-8944	85	13	tone	tone	NOUN
easat-8944	85	14	focused	focus	VERB
easat-8944	85	15	task	task	NOUN
easat-8944	85	16	-	-	PUNCT
easat-8944	85	17	oriented	orient	VERB
easat-8944	85	18	engagement	engagement	NOUN
easat-8944	85	19	sustained	sustain	VERB
easat-8944	85	20	gaze	gaze	NOUN
easat-8944	85	21	,	,	PUNCT
easat-8944	85	22	quiet	quiet	ADJ
easat-8944	85	23	speech	speech	NOUN
easat-8944	85	24	confused	confuse	VERB
easat-8944	85	25	cognitive	cognitive	ADJ
easat-8944	85	26	dissonance	dissonance	NOUN
easat-8944	85	27	or	or	CCONJ
easat-8944	85	28	doubt	doubt	ADV
easat-8944	85	29	furrowed	furrow	VERB
easat-8944	85	30	brow	brow	NOUN
easat-8944	85	31	,	,	PUNCT
easat-8944	85	32	rising	rise	VERB
easat-8944	85	33	intonation	intonation	NOUN
easat-8944	85	34	frustrated	frustrate	VERB
easat-8944	85	35	affective	affective	ADJ
easat-8944	85	36	resistance	resistance	NOUN
easat-8944	85	37	to	to	ADP
easat-8944	85	38	task	task	NOUN
easat-8944	85	39	difficulty	difficulty	NOUN
easat-8944	85	40	sighing	sigh	VERB
easat-8944	85	41	,	,	PUNCT
easat-8944	85	42	facial	facial	ADJ
easat-8944	85	43	tension	tension	NOUN
easat-8944	85	44	bored	bore	VERB
easat-8944	85	45	disengagement	disengagement	NOUN
easat-8944	85	46	and	and	CCONJ
easat-8944	85	47	apathy	apathy	NOUN
easat-8944	85	48	gaze	gaze	NOUN
easat-8944	85	49	aversion	aversion	NOUN
easat-8944	85	50	,	,	PUNCT
easat-8944	85	51	slow	slow	ADJ
easat-8944	85	52	speech	speech	NOUN
easat-8944	85	53	neutral	neutral	ADJ
easat-8944	85	54	baseline	baseline	NOUN
easat-8944	85	55	or	or	CCONJ
easat-8944	85	56	unexpressive	unexpressive	ADJ
easat-8944	85	57	state	state	NOUN
easat-8944	85	58	flat	flat	ADJ
easat-8944	85	59	affect	affect	NOUN
easat-8944	85	60	,	,	PUNCT
easat-8944	85	61	stable	stable	ADJ
easat-8944	85	62	voice	voice	NOUN
easat-8944	85	63	1486	1486	NUM
easat-8944	85	64	edelweiss	edelweiss	PROPN
easat-8944	85	65	applied	apply	VERB
easat-8944	85	66	science	science	NOUN
easat-8944	85	67	and	and	CCONJ
easat-8944	85	68	technology	technology	NOUN
easat-8944	85	69	issn	issn	PROPN
easat-8944	85	70	:	:	PUNCT
easat-8944	85	71	2576	2576	NUM
easat-8944	85	72	-	-	SYM
easat-8944	85	73	8484	8484	NUM
easat-8944	85	74	vol	vol	NOUN
easat-8944	85	75	.	.	PROPN
easat-8944	86	1	9	9	NUM
easat-8944	86	2	,	,	PUNCT
easat-8944	86	3	no	no	INTJ
easat-8944	86	4	.	.	NOUN
easat-8944	86	5	7	7	NUM
easat-8944	86	6	:	:	SYM
easat-8944	86	7	1482	1482	NUM
easat-8944	86	8	-	-	SYM
easat-8944	86	9	1495	1495	NUM
easat-8944	86	10	,	,	PUNCT
easat-8944	86	11	2025	2025	NUM
easat-8944	86	12	doi	doi	NOUN
easat-8944	86	13	:	:	PUNCT
easat-8944	86	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	86	15	©	©	PROPN
easat-8944	86	16	2025	2025	NUM
easat-8944	86	17	by	by	ADP
easat-8944	86	18	the	the	DET
easat-8944	86	19	author	author	NOUN
easat-8944	86	20	;	;	PUNCT
easat-8944	86	21	licensee	licensee	PROPN
easat-8944	86	22	learning	learn	VERB
easat-8944	86	23	gate	gate	NOUN
easat-8944	87	1	3.1.3	3.1.3	NUM
easat-8944	87	2	.	.	PUNCT
easat-8944	87	3	data	datum	NOUN
easat-8944	87	4	preprocessing	preprocessing	NOUN
easat-8944	87	5	and	and	CCONJ
easat-8944	87	6	normalization	normalization	NOUN
easat-8944	87	7	facial	facial	ADJ
easat-8944	87	8	frames	frame	NOUN
easat-8944	87	9	were	be	AUX
easat-8944	87	10	extracted	extract	VERB
easat-8944	87	11	and	and	CCONJ
easat-8944	87	12	aligned	align	VERB
easat-8944	87	13	using	using	NOUN
easat-8944	87	14	mediapipe	mediapipe	NOUN
easat-8944	87	15	,	,	PUNCT
easat-8944	87	16	then	then	ADV
easat-8944	87	17	resized	resize	VERB
easat-8944	87	18	to	to	ADP
easat-8944	87	19	112×112	112×112	NUM
easat-8944	87	20	pixels	pixel	NOUN
easat-8944	87	21	.	.	PUNCT
easat-8944	88	1	speech	speech	NOUN
easat-8944	88	2	data	datum	NOUN
easat-8944	88	3	was	be	AUX
easat-8944	88	4	segmented	segment	VERB
easat-8944	88	5	into	into	ADP
easat-8944	88	6	3	3	NUM
easat-8944	88	7	-	-	PUNCT
easat-8944	88	8	second	second	NOUN
easat-8944	88	9	chunks	chunk	NOUN
easat-8944	88	10	and	and	CCONJ
easat-8944	88	11	transformed	transform	VERB
easat-8944	88	12	into	into	ADP
easat-8944	88	13	log	log	NOUN
easat-8944	88	14	-	-	PUNCT
easat-8944	88	15	mel	mel	NOUN
easat-8944	88	16	spectrograms	spectrogram	NOUN
easat-8944	88	17	with	with	ADP
easat-8944	88	18	64	64	NUM
easat-8944	88	19	filterbanks	filterbank	NOUN
easat-8944	88	20	.	.	PUNCT
easat-8944	89	1	behavioral	behavioral	ADJ
easat-8944	89	2	logs	log	NOUN
easat-8944	89	3	were	be	AUX
easat-8944	89	4	z	z	NOUN
easat-8944	89	5	-	-	PUNCT
easat-8944	89	6	normalized	normalize	VERB
easat-8944	89	7	across	across	ADP
easat-8944	89	8	sessions	session	NOUN
easat-8944	89	9	.	.	PUNCT
easat-8944	90	1	missing	miss	VERB
easat-8944	90	2	modalities	modality	NOUN
easat-8944	90	3	were	be	AUX
easat-8944	90	4	simulated	simulate	VERB
easat-8944	90	5	by	by	ADP
easat-8944	90	6	randomly	randomly	ADV
easat-8944	90	7	masking	mask	VERB
easat-8944	90	8	15	15	NUM
easat-8944	90	9	%	%	NOUN
easat-8944	90	10	of	of	ADP
easat-8944	90	11	samples	sample	NOUN
easat-8944	90	12	to	to	PART
easat-8944	90	13	evaluate	evaluate	VERB
easat-8944	90	14	model	model	NOUN
easat-8944	90	15	robustness	robustness	NOUN
easat-8944	90	16	under	under	ADP
easat-8944	90	17	partial	partial	ADJ
easat-8944	90	18	input	input	NOUN
easat-8944	90	19	.	.	PUNCT
easat-8944	91	1	3.2	3.2	NUM
easat-8944	91	2	.	.	PUNCT
easat-8944	92	1	multimodal	multimodal	ADJ
easat-8944	92	2	emotion	emotion	NOUN
easat-8944	92	3	recognition	recognition	NOUN
easat-8944	92	4	framework	framework	NOUN
easat-8944	92	5	we	we	PRON
easat-8944	92	6	propose	propose	VERB
easat-8944	92	7	a	a	DET
easat-8944	92	8	hierarchical	hierarchical	ADJ
easat-8944	92	9	cross	cross	ADJ
easat-8944	92	10	-	-	ADJ
easat-8944	92	11	modal	modal	ADJ
easat-8944	92	12	emotion	emotion	NOUN
easat-8944	92	13	recognition	recognition	NOUN
easat-8944	92	14	model	model	NOUN
easat-8944	92	15	,	,	PUNCT
easat-8944	92	16	where	where	SCONJ
easat-8944	92	17	each	each	DET
easat-8944	92	18	modality	modality	NOUN
easat-8944	92	19	is	be	AUX
easat-8944	92	20	encoded	encode	VERB
easat-8944	92	21	by	by	ADP
easat-8944	92	22	a	a	DET
easat-8944	92	23	dedicated	dedicated	ADJ
easat-8944	92	24	encoder	encoder	NOUN
easat-8944	92	25	and	and	CCONJ
easat-8944	92	26	fused	fuse	VERB
easat-8944	92	27	via	via	ADP
easat-8944	92	28	attention	attention	NOUN
easat-8944	92	29	-	-	PUNCT
easat-8944	92	30	based	base	VERB
easat-8944	92	31	fusion	fusion	NOUN
easat-8944	92	32	.	.	PUNCT
easat-8944	93	1	the	the	DET
easat-8944	93	2	framework	framework	NOUN
easat-8944	93	3	operates	operate	VERB
easat-8944	93	4	in	in	ADP
easat-8944	93	5	three	three	NUM
easat-8944	93	6	stages	stage	NOUN
easat-8944	93	7	:	:	PUNCT
easat-8944	93	8	unimodal	unimodal	ADJ
easat-8944	93	9	encoding	encoding	NOUN
easat-8944	93	10	,	,	PUNCT
easat-8944	93	11	multimodal	multimodal	NOUN
easat-8944	93	12	fusion	fusion	NOUN
easat-8944	93	13	,	,	PUNCT
easat-8944	93	14	and	and	CCONJ
easat-8944	93	15	emotion	emotion	NOUN
easat-8944	93	16	classification	classification	NOUN
easat-8944	93	17	.	.	PUNCT
easat-8944	94	1	3.2.1	3.2.1	X
easat-8944	94	2	.	.	PUNCT
easat-8944	94	3	unimodal	unimodal	ADJ
easat-8944	94	4	encoders	encoder	NOUN
easat-8944	94	5	visual	visual	ADJ
easat-8944	94	6	encoder	encoder	NOUN
easat-8944	94	7	:	:	PUNCT
easat-8944	94	8	a	a	DET
easat-8944	94	9	cnn	cnn	PROPN
easat-8944	94	10	-	-	PUNCT
easat-8944	94	11	lstm	lstm	ADJ
easat-8944	94	12	pipeline	pipeline	NOUN
easat-8944	94	13	is	be	AUX
easat-8944	94	14	employed	employ	VERB
easat-8944	94	15	to	to	PART
easat-8944	94	16	model	model	VERB
easat-8944	94	17	spatial	spatial	ADJ
easat-8944	94	18	-	-	PUNCT
easat-8944	94	19	temporal	temporal	ADJ
easat-8944	94	20	facial	facial	ADJ
easat-8944	94	21	features	feature	NOUN
easat-8944	94	22	.	.	PUNCT
easat-8944	95	1	given	give	VERB
easat-8944	95	2	a	a	DET
easat-8944	95	3	frame	frame	NOUN
easat-8944	95	4	sequence	sequence	NOUN
easat-8944	95	5	x(𝑣	x(𝑣	PROPN
easat-8944	95	6	)	)	PUNCT
easat-8944	95	7	=	=	PRON
easat-8944	95	8	{	{	PUNCT
easat-8944	95	9	𝑥1	𝑥1	NOUN
easat-8944	95	10	,	,	PUNCT
easat-8944	95	11	𝑥2	𝑥2	NOUN
easat-8944	95	12	,	,	PUNCT
easat-8944	95	13	.	.	PUNCT
easat-8944	95	14	.	.	PUNCT
easat-8944	95	15	.	.	PUNCT
easat-8944	96	1	,	,	PUNCT
easat-8944	96	2	𝑥𝑇	𝑥𝑇	PROPN
easat-8944	96	3	}	}	PUNCT
easat-8944	96	4	,	,	PUNCT
easat-8944	96	5	cnns	cnn	NOUN
easat-8944	96	6	extract	extract	VERB
easat-8944	96	7	spatial	spatial	ADJ
easat-8944	96	8	features	feature	NOUN
easat-8944	96	9	𝑓𝑡	𝑓𝑡	NOUN
easat-8944	96	10	,	,	PUNCT
easat-8944	96	11	followed	follow	VERB
easat-8944	96	12	by	by	ADP
easat-8944	96	13	lstm	lstm	NOUN
easat-8944	96	14	aggregation	aggregation	NOUN
easat-8944	96	15	.	.	PUNCT
easat-8944	97	1	as	as	SCONJ
easat-8944	97	2	shown	show	VERB
easat-8944	97	3	in	in	ADP
easat-8944	97	4	formula	formula	NOUN
easat-8944	97	5	(	(	PUNCT
easat-8944	97	6	1	1	NUM
easat-8944	97	7	):	):	PUNCT
easat-8944	97	8	h𝑡	h𝑡	X
easat-8944	97	9	(	(	PUNCT
easat-8944	97	10	𝑣	𝑣	NOUN
easat-8944	97	11	)	)	PUNCT
easat-8944	97	12	=	=	SYM
easat-8944	97	13	lstm(f𝑡	lstm(f𝑡	PROPN
easat-8944	97	14	)	)	PUNCT
easat-8944	97	15	(	(	PUNCT
easat-8944	97	16	1	1	X
easat-8944	97	17	)	)	PUNCT
easat-8944	97	18	audio	audio	ADJ
easat-8944	97	19	encoder	encoder	NOUN
easat-8944	97	20	:	:	PUNCT
easat-8944	97	21	a	a	DET
easat-8944	97	22	1d	1d	NUM
easat-8944	97	23	convolutional	convolutional	ADJ
easat-8944	97	24	network	network	NOUN
easat-8944	97	25	with	with	ADP
easat-8944	97	26	residual	residual	ADJ
easat-8944	97	27	layers	layer	NOUN
easat-8944	97	28	processes	process	VERB
easat-8944	97	29	spectrogram	spectrogram	NOUN
easat-8944	97	30	features	feature	NOUN
easat-8944	97	31	x(𝑎	x(𝑎	PROPN
easat-8944	97	32	)	)	PUNCT
easat-8944	97	33	,	,	PUNCT
easat-8944	97	34	producing	produce	VERB
easat-8944	97	35	embeddings	embedding	NOUN
easat-8944	97	36	h(𝑎	h(𝑎	NOUN
easat-8944	97	37	)	)	PUNCT
easat-8944	97	38	∈	∈	PROPN
easat-8944	97	39	r𝑑.	r𝑑.	VERB
easat-8944	97	40	behavior	behavior	NOUN
easat-8944	97	41	encoder	encoder	NOUN
easat-8944	97	42	:	:	PUNCT
easat-8944	97	43	sequential	sequential	ADJ
easat-8944	97	44	patterns	pattern	NOUN
easat-8944	97	45	from	from	ADP
easat-8944	97	46	interaction	interaction	NOUN
easat-8944	97	47	logs	log	NOUN
easat-8944	97	48	𝐗(𝑏)are	𝐗(𝑏)are	PRON
easat-8944	97	49	encoded	encode	VERB
easat-8944	97	50	via	via	ADP
easat-8944	97	51	a	a	DET
easat-8944	97	52	bigru	bigru	NOUN
easat-8944	97	53	.	.	PUNCT
easat-8944	98	1	as	as	SCONJ
easat-8944	98	2	shown	show	VERB
easat-8944	98	3	in	in	ADP
easat-8944	98	4	formula	formula	NOUN
easat-8944	98	5	(	(	PUNCT
easat-8944	98	6	2	2	NUM
easat-8944	98	7	):	):	PUNCT
easat-8944	98	8	h(𝑏	h(𝑏	NOUN
easat-8944	98	9	)	)	PUNCT
easat-8944	98	10	=	=	SYM
easat-8944	98	11	bigru(x(𝑏	bigru(x(𝑏	NOUN
easat-8944	98	12	)	)	PUNCT
easat-8944	98	13	)	)	PUNCT
easat-8944	99	1	(	(	PUNCT
easat-8944	99	2	2	2	X
easat-8944	99	3	)	)	PUNCT
easat-8944	99	4	3.2.2	3.2.2	NUM
easat-8944	99	5	.	.	PUNCT
easat-8944	100	1	cross	cross	ADJ
easat-8944	100	2	-	-	ADJ
easat-8944	100	3	modal	modal	ADJ
easat-8944	100	4	attention	attention	NOUN
easat-8944	100	5	fusion	fusion	NOUN
easat-8944	100	6	the	the	DET
easat-8944	100	7	extracted	extract	VERB
easat-8944	100	8	features	feature	NOUN
easat-8944	100	9	from	from	ADP
easat-8944	100	10	each	each	DET
easat-8944	100	11	modality	modality	NOUN
easat-8944	100	12	are	be	AUX
easat-8944	100	13	integrated	integrate	VERB
easat-8944	100	14	using	use	VERB
easat-8944	100	15	a	a	DET
easat-8944	100	16	self	self	NOUN
easat-8944	100	17	-	-	PUNCT
easat-8944	100	18	attention	attention	NOUN
easat-8944	100	19	-	-	PUNCT
easat-8944	100	20	based	base	VERB
easat-8944	100	21	fusion	fusion	NOUN
easat-8944	100	22	mechanism	mechanism	NOUN
easat-8944	100	23	,	,	PUNCT
easat-8944	100	24	where	where	SCONJ
easat-8944	100	25	modality	modality	NOUN
easat-8944	100	26	-	-	PUNCT
easat-8944	100	27	specific	specific	ADJ
easat-8944	100	28	embeddings	embedding	NOUN
easat-8944	100	29	attend	attend	VERB
easat-8944	100	30	to	to	ADP
easat-8944	100	31	one	one	NUM
easat-8944	100	32	another	another	DET
easat-8944	100	33	.	.	PUNCT
easat-8944	101	1	let	let	VERB
easat-8944	101	2	𝐻	𝐻	PROPN
easat-8944	101	3	=	=	PUNCT
easat-8944	101	4	{	{	PUNCT
easat-8944	101	5	h(𝑣	h(𝑣	NOUN
easat-8944	101	6	)	)	PUNCT
easat-8944	101	7	,	,	PUNCT
easat-8944	101	8	h(𝑎	h(𝑎	PROPN
easat-8944	101	9	)	)	PUNCT
easat-8944	101	10	,	,	PUNCT
easat-8944	101	11	h(𝑏	h(𝑏	NOUN
easat-8944	101	12	)	)	PUNCT
easat-8944	101	13	}	}	PUNCT
easat-8944	101	14	,	,	PUNCT
easat-8944	101	15	then	then	ADV
easat-8944	101	16	the	the	DET
easat-8944	101	17	fused	fuse	VERB
easat-8944	101	18	representation	representation	NOUN
easat-8944	101	19	z	z	NOUN
easat-8944	101	20	is	be	AUX
easat-8944	101	21	computed	compute	VERB
easat-8944	101	22	via	via	ADP
easat-8944	101	23	.	.	PROPN
easat-8944	102	1	as	as	SCONJ
easat-8944	102	2	shown	show	VERB
easat-8944	102	3	in	in	ADP
easat-8944	102	4	formula	formula	NOUN
easat-8944	102	5	(	(	PUNCT
easat-8944	102	6	3	3	NUM
easat-8944	102	7	):	):	PUNCT
easat-8944	102	8	𝑧	𝑧	PROPN
easat-8944	102	9	=	=	PUNCT
easat-8944	102	10	attentionfusion(𝐻	attentionfusion(𝐻	NOUN
easat-8944	102	11	)	)	PUNCT
easat-8944	103	1	=	=	PUNCT
easat-8944	103	2	∑	∑	ADP
easat-8944	103	3	𝛼𝑖𝑖	𝛼𝑖𝑖	VERB
easat-8944	103	4	h(𝑖	h(𝑖	PROPN
easat-8944	103	5	)	)	PUNCT
easat-8944	103	6	(	(	PUNCT
easat-8944	103	7	3	3	X
easat-8944	103	8	)	)	PUNCT
easat-8944	103	9	where	where	SCONJ
easat-8944	103	10	attention	attention	NOUN
easat-8944	103	11	weights	weight	VERB
easat-8944	103	12	𝛼𝑖	𝛼𝑖	PROPN
easat-8944	103	13	are	be	AUX
easat-8944	103	14	learned	learn	VERB
easat-8944	103	15	via	via	ADP
easat-8944	103	16	scaled	scale	VERB
easat-8944	103	17	dot	dot	NOUN
easat-8944	103	18	-	-	PUNCT
easat-8944	103	19	product	product	NOUN
easat-8944	103	20	attention	attention	NOUN
easat-8944	103	21	.	.	PUNCT
easat-8944	104	1	as	as	SCONJ
easat-8944	104	2	shown	show	VERB
easat-8944	104	3	in	in	ADP
easat-8944	104	4	formula	formula	NOUN
easat-8944	104	5	(	(	PUNCT
easat-8944	104	6	4	4	NUM
easat-8944	104	7	):	):	PUNCT
easat-8944	104	8	𝛼𝑖	𝛼𝑖	PROPN
easat-8944	104	9	=	=	PUNCT
easat-8944	104	10	softmax	softmax	NOUN
easat-8944	104	11	(	(	PUNCT
easat-8944	104	12	𝑄𝐾⊤	𝑄𝐾⊤	NOUN
easat-8944	104	13	√𝑑	√𝑑	ADJ
easat-8944	104	14	)	)	PUNCT
easat-8944	104	15	(	(	PUNCT
easat-8944	104	16	4	4	NUM
easat-8944	104	17	)	)	PUNCT
easat-8944	104	18	3.2.3	3.2.3	NUM
easat-8944	104	19	.	.	PUNCT
easat-8944	104	20	classification	classification	NOUN
easat-8944	104	21	layer	layer	NOUN
easat-8944	104	22	the	the	DET
easat-8944	104	23	fused	fuse	VERB
easat-8944	104	24	representation	representation	NOUN
easat-8944	104	25	z	z	NOUN
easat-8944	104	26	is	be	AUX
easat-8944	104	27	passed	pass	VERB
easat-8944	104	28	through	through	ADP
easat-8944	104	29	a	a	DET
easat-8944	104	30	two	two	NUM
easat-8944	104	31	-	-	PUNCT
easat-8944	104	32	layer	layer	NOUN
easat-8944	104	33	feedforward	feedforward	NOUN
easat-8944	104	34	network	network	NOUN
easat-8944	104	35	with	with	ADP
easat-8944	104	36	dropout	dropout	NOUN
easat-8944	104	37	and	and	CCONJ
easat-8944	104	38	softmax	softmax	NOUN
easat-8944	104	39	activation	activation	NOUN
easat-8944	104	40	to	to	PART
easat-8944	104	41	output	output	VERB
easat-8944	104	42	emotion	emotion	NOUN
easat-8944	104	43	probabilities	probability	NOUN
easat-8944	104	44	.	.	PUNCT
easat-8944	105	1	as	as	SCONJ
easat-8944	105	2	shown	show	VERB
easat-8944	105	3	in	in	ADP
easat-8944	105	4	formula	formula	NOUN
easat-8944	105	5	(	(	PUNCT
easat-8944	105	6	5	5	NUM
easat-8944	105	7	):	):	PUNCT
easat-8944	105	8	�	�	PROPN
easat-8944	105	9	̂	̂	SYM
easat-8944	105	10	�	�	NOUN
easat-8944	105	11	=	=	SYM
easat-8944	105	12	softmax(𝑊2	softmax(𝑊2	NOUN
easat-8944	105	13	⋅	⋅	PROPN
easat-8944	105	14	relu(𝑊1	relu(𝑊1	PROPN
easat-8944	106	1	⋅	⋅	PROPN
easat-8944	106	2	𝑧	𝑧	PROPN
easat-8944	106	3	+	+	CCONJ
easat-8944	106	4	𝑏1	𝑏1	ADJ
easat-8944	106	5	)	)	PUNCT
easat-8944	106	6	+	+	CCONJ
easat-8944	106	7	𝑏2	𝑏2	NOUN
easat-8944	106	8	)	)	PUNCT
easat-8944	106	9	(	(	PUNCT
easat-8944	106	10	5	5	X
easat-8944	106	11	)	)	PUNCT
easat-8944	106	12	the	the	DET
easat-8944	106	13	model	model	NOUN
easat-8944	106	14	is	be	AUX
easat-8944	106	15	trained	train	VERB
easat-8944	106	16	using	use	VERB
easat-8944	106	17	cross	cross	ADJ
easat-8944	106	18	-	-	ADJ
easat-8944	106	19	entropy	entropy	ADJ
easat-8944	106	20	loss	loss	NOUN
easat-8944	106	21	.	.	PUNCT
easat-8944	107	1	as	as	SCONJ
easat-8944	107	2	shown	show	VERB
easat-8944	107	3	in	in	ADP
easat-8944	107	4	formula	formula	NOUN
easat-8944	107	5	(	(	PUNCT
easat-8944	107	6	6	6	NUM
easat-8944	107	7	):	):	PUNCT
easat-8944	107	8	ℒce	ℒce	PROPN
easat-8944	107	9	=	=	SYM
easat-8944	107	10	−	−	PROPN
easat-8944	107	11	∑	∑	PROPN
easat-8944	107	12	𝑦𝑖	𝑦𝑖	PROPN
easat-8944	107	13	𝐶	𝐶	PROPN
easat-8944	107	14	𝑖=1	𝑖=1	PROPN
easat-8944	107	15	log	log	PROPN
easat-8944	107	16	(	(	PUNCT
easat-8944	107	17	�	�	PROPN
easat-8944	107	18	̂	̂	NOUN
easat-8944	107	19	�	�	NOUN
easat-8944	107	20	𝑖	𝑖	NUM
easat-8944	107	21	)	)	PUNCT
easat-8944	107	22	(	(	PUNCT
easat-8944	107	23	6	6	NUM
easat-8944	107	24	)	)	PUNCT
easat-8944	107	25	and	and	CCONJ
easat-8944	107	26	the	the	DET
easat-8944	107	27	multimodal	multimodal	ADJ
easat-8944	107	28	emotion	emotion	NOUN
easat-8944	107	29	recognition	recognition	NOUN
easat-8944	107	30	pipeline	pipeline	NOUN
easat-8944	107	31	with	with	ADP
easat-8944	107	32	cross	cross	ADJ
easat-8944	107	33	-	-	ADJ
easat-8944	107	34	modal	modal	ADJ
easat-8944	107	35	attention	attention	NOUN
easat-8944	107	36	is	be	AUX
easat-8944	107	37	shown	show	VERB
easat-8944	107	38	as	as	ADP
easat-8944	107	39	figure	figure	NOUN
easat-8944	107	40	2	2	NUM
easat-8944	107	41	.	.	NOUN
easat-8944	107	42	1487	1487	NUM
easat-8944	107	43	edelweiss	edelweiss	PROPN
easat-8944	107	44	applied	apply	VERB
easat-8944	107	45	science	science	NOUN
easat-8944	107	46	and	and	CCONJ
easat-8944	107	47	technology	technology	NOUN
easat-8944	107	48	issn	issn	PROPN
easat-8944	107	49	:	:	PUNCT
easat-8944	107	50	2576	2576	NUM
easat-8944	107	51	-	-	SYM
easat-8944	107	52	8484	8484	NUM
easat-8944	107	53	vol	vol	NOUN
easat-8944	107	54	.	.	PROPN
easat-8944	108	1	9	9	NUM
easat-8944	108	2	,	,	PUNCT
easat-8944	108	3	no	no	INTJ
easat-8944	108	4	.	.	NOUN
easat-8944	108	5	7	7	NUM
easat-8944	108	6	:	:	SYM
easat-8944	108	7	1482	1482	NUM
easat-8944	108	8	-	-	SYM
easat-8944	108	9	1495	1495	NUM
easat-8944	108	10	,	,	PUNCT
easat-8944	108	11	2025	2025	NUM
easat-8944	108	12	doi	doi	NOUN
easat-8944	108	13	:	:	PUNCT
easat-8944	108	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	108	15	©	©	PROPN
easat-8944	108	16	2025	2025	NUM
easat-8944	108	17	by	by	ADP
easat-8944	108	18	the	the	DET
easat-8944	108	19	author	author	NOUN
easat-8944	108	20	;	;	PUNCT
easat-8944	108	21	licensee	licensee	PROPN
easat-8944	108	22	learning	learn	VERB
easat-8944	108	23	gate	gate	NOUN
easat-8944	108	24	figure	figure	NOUN
easat-8944	108	25	2	2	NUM
easat-8944	108	26	.	.	PUNCT
easat-8944	108	27	multimodal	multimodal	ADJ
easat-8944	108	28	emotion	emotion	NOUN
easat-8944	108	29	recognition	recognition	NOUN
easat-8944	108	30	pipeline	pipeline	NOUN
easat-8944	108	31	with	with	ADP
easat-8944	108	32	cross	cross	ADJ
easat-8944	108	33	-	-	ADJ
easat-8944	108	34	modal	modal	ADJ
easat-8944	108	35	attention	attention	NOUN
easat-8944	108	36	.	.	PUNCT
easat-8944	109	1	3.3	3.3	NUM
easat-8944	109	2	.	.	PUNCT
easat-8944	110	1	emotion	emotion	NOUN
easat-8944	110	2	-	-	PUNCT
easat-8944	110	3	state	state	NOUN
easat-8944	110	4	driven	drive	VERB
easat-8944	110	5	intervention	intervention	NOUN
easat-8944	110	6	strategy	strategy	NOUN
easat-8944	110	7	design	design	VERB
easat-8944	110	8	the	the	DET
easat-8944	110	9	second	second	ADJ
easat-8944	110	10	stage	stage	NOUN
easat-8944	110	11	of	of	ADP
easat-8944	110	12	the	the	DET
easat-8944	110	13	framework	framework	NOUN
easat-8944	110	14	focuses	focus	VERB
easat-8944	110	15	on	on	ADP
easat-8944	110	16	mapping	mapping	NOUN
easat-8944	110	17	detected	detect	VERB
easat-8944	110	18	emotional	emotional	ADJ
easat-8944	110	19	states	state	NOUN
easat-8944	110	20	to	to	ADP
easat-8944	110	21	pedagogically	pedagogically	ADV
easat-8944	110	22	appropriate	appropriate	ADJ
easat-8944	110	23	interventions	intervention	NOUN
easat-8944	110	24	in	in	ADP
easat-8944	110	25	real	real	ADJ
easat-8944	110	26	time	time	NOUN
easat-8944	110	27	.	.	PUNCT
easat-8944	111	1	3.3.1	3.3.1	X
easat-8944	111	2	.	.	X
easat-8944	111	3	intervention	intervention	NOUN
easat-8944	111	4	strategy	strategy	PROPN
easat-8944	111	5	library	library	NOUN
easat-8944	111	6	interventions	intervention	NOUN
easat-8944	111	7	are	be	AUX
easat-8944	111	8	categorized	categorize	VERB
easat-8944	111	9	into	into	ADP
easat-8944	111	10	three	three	NUM
easat-8944	111	11	tiers	tier	NOUN
easat-8944	111	12	based	base	VERB
easat-8944	111	13	on	on	ADP
easat-8944	111	14	arousal	arousal	NOUN
easat-8944	111	15	and	and	CCONJ
easat-8944	111	16	valence	valence	NOUN
easat-8944	111	17	dimensions	dimension	NOUN
easat-8944	111	18	:	:	PUNCT
easat-8944	111	19	cognitive	cognitive	ADJ
easat-8944	111	20	support	support	NOUN
easat-8944	111	21	:	:	PUNCT
easat-8944	111	22	clarification	clarification	NOUN
easat-8944	111	23	prompts	prompt	NOUN
easat-8944	111	24	,	,	PUNCT
easat-8944	111	25	simplified	simplified	ADJ
easat-8944	111	26	content	content	NOUN
easat-8944	111	27	;	;	PUNCT
easat-8944	111	28	emotional	emotional	ADJ
easat-8944	111	29	encouragement	encouragement	NOUN
easat-8944	111	30	:	:	PUNCT
easat-8944	111	31	verbal	verbal	ADJ
easat-8944	111	32	praise	praise	NOUN
easat-8944	111	33	,	,	PUNCT
easat-8944	111	34	animated	animate	VERB
easat-8944	111	35	agents	agent	NOUN
easat-8944	111	36	;	;	PUNCT
easat-8944	111	37	pacing	pace	VERB
easat-8944	111	38	adjustments	adjustment	NOUN
easat-8944	111	39	:	:	PUNCT
easat-8944	111	40	reduced	reduce	VERB
easat-8944	111	41	task	task	NOUN
easat-8944	111	42	difficulty	difficulty	NOUN
easat-8944	111	43	,	,	PUNCT
easat-8944	111	44	additional	additional	ADJ
easat-8944	111	45	breaks	break	NOUN
easat-8944	111	46	.	.	PUNCT
easat-8944	112	1	as	as	SCONJ
easat-8944	112	2	shown	show	VERB
easat-8944	112	3	in	in	ADP
easat-8944	112	4	table	table	NOUN
easat-8944	112	5	2	2	NUM
easat-8944	112	6	.	.	PUNCT
easat-8944	112	7	table	table	NOUN
easat-8944	112	8	2	2	NUM
easat-8944	112	9	.	.	PUNCT
easat-8944	112	10	emotion	emotion	NOUN
easat-8944	112	11	-	-	PUNCT
easat-8944	112	12	intervention	intervention	NOUN
easat-8944	112	13	mapping	mapping	NOUN
easat-8944	112	14	matrix	matrix	NOUN
easat-8944	112	15	.	.	PUNCT
easat-8944	113	1	emotion	emotion	NOUN
easat-8944	113	2	strategy	strategy	NOUN
easat-8944	113	3	type	type	NOUN
easat-8944	113	4	intervention	intervention	NOUN
easat-8944	113	5	example	example	NOUN
easat-8944	113	6	confused	confuse	VERB
easat-8944	113	7	cognitive	cognitive	ADJ
easat-8944	113	8	support	support	NOUN
easat-8944	113	9	“	"	PUNCT
easat-8944	113	10	let	let	VERB
easat-8944	113	11	's	us	PRON
easat-8944	113	12	go	go	VERB
easat-8944	113	13	over	over	ADP
easat-8944	113	14	this	this	PRON
easat-8944	113	15	again	again	ADV
easat-8944	113	16	!	!	PUNCT
easat-8944	113	17	”	"	PUNCT
easat-8944	114	1	frustrated	frustrate	VERB
easat-8944	114	2	emotional	emotional	ADJ
easat-8944	114	3	encouragement	encouragement	NOUN
easat-8944	114	4	“	"	PUNCT
easat-8944	114	5	you	you	PRON
easat-8944	114	6	're	be	AUX
easat-8944	114	7	doing	do	VERB
easat-8944	114	8	great	great	ADJ
easat-8944	114	9	,	,	PUNCT
easat-8944	114	10	do	do	AUX
easat-8944	114	11	n't	not	PART
easat-8944	114	12	worry	worry	VERB
easat-8944	114	13	”	"	PUNCT
easat-8944	114	14	bored	bored	ADJ
easat-8944	114	15	pacing	pace	VERB
easat-8944	114	16	adjustment	adjustment	NOUN
easat-8944	114	17	shorter	short	ADJ
easat-8944	114	18	subtask	subtask	NOUN
easat-8944	114	19	+	+	CCONJ
easat-8944	114	20	emoji	emoji	PROPN
easat-8944	114	21	prompt	prompt	ADJ
easat-8944	114	22	3.3.2	3.3.2	NUM
easat-8944	114	23	.	.	PUNCT
easat-8944	115	1	mapping	mapping	NOUN
easat-8944	115	2	function	function	NOUN
easat-8944	115	3	and	and	CCONJ
easat-8944	115	4	triggering	triggering	NOUN
easat-8944	115	5	given	give	VERB
easat-8944	115	6	the	the	DET
easat-8944	115	7	predicted	predict	VERB
easat-8944	115	8	emotion	emotion	NOUN
easat-8944	115	9	e	e	NOUN
easat-8944	115	10	,	,	PUNCT
easat-8944	115	11	an	an	DET
easat-8944	115	12	intervention	intervention	NOUN
easat-8944	115	13	i	i	PRON
easat-8944	115	14	is	be	AUX
easat-8944	115	15	selected	select	VERB
easat-8944	115	16	based	base	VERB
easat-8944	115	17	on	on	ADP
easat-8944	115	18	an	an	DET
easat-8944	115	19	empirical	empirical	ADJ
easat-8944	115	20	rule	rule	NOUN
easat-8944	115	21	-	-	PUNCT
easat-8944	115	22	based	base	VERB
easat-8944	115	23	mapping	mapping	NOUN
easat-8944	115	24	.	.	PUNCT
easat-8944	116	1	as	as	SCONJ
easat-8944	116	2	shown	show	VERB
easat-8944	116	3	in	in	ADP
easat-8944	116	4	formula	formula	NOUN
easat-8944	116	5	(	(	PUNCT
easat-8944	116	6	7	7	NUM
easat-8944	116	7	):	):	PUNCT
easat-8944	116	8	𝐼	𝐼	PROPN
easat-8944	116	9	=	=	PUNCT
easat-8944	116	10	ℳ(𝑒	ℳ(𝑒	PROPN
easat-8944	116	11	)	)	PUNCT
easat-8944	116	12	whereℳ	whereℳ	PROPN
easat-8944	116	13	:	:	PUNCT
easat-8944	116	14	ℰ	ℰ	PROPN
easat-8944	116	15	→	→	SYM
easat-8944	116	16	ℐ	ℐ	PROPN
easat-8944	116	17	(	(	PUNCT
easat-8944	116	18	7	7	NUM
easat-8944	116	19	)	)	PUNCT
easat-8944	116	20	in	in	ADP
easat-8944	116	21	cases	case	NOUN
easat-8944	116	22	where	where	SCONJ
easat-8944	116	23	multiple	multiple	ADJ
easat-8944	116	24	emotions	emotion	NOUN
easat-8944	116	25	are	be	AUX
easat-8944	116	26	detected	detect	VERB
easat-8944	116	27	with	with	ADP
easat-8944	116	28	similar	similar	ADJ
easat-8944	116	29	confidence	confidence	NOUN
easat-8944	116	30	,	,	PUNCT
easat-8944	116	31	a	a	DET
easat-8944	116	32	weighted	weight	VERB
easat-8944	116	33	strategy	strategy	NOUN
easat-8944	116	34	ensemble	ensemble	ADJ
easat-8944	116	35	is	be	AUX
easat-8944	116	36	used	use	VERB
easat-8944	116	37	.	.	PUNCT
easat-8944	117	1	as	as	SCONJ
easat-8944	117	2	shown	show	VERB
easat-8944	117	3	in	in	ADP
easat-8944	117	4	formula	formula	NOUN
easat-8944	117	5	(	(	PUNCT
easat-8944	117	6	8)	8)	NUM
easat-8944	117	7	:	:	PUNCT
easat-8944	117	8	𝐼∗	𝐼∗	X
easat-8944	118	1	=	=	PUNCT
easat-8944	118	2	∑	∑	PUNCT
easat-8944	118	3	𝑤𝑘	𝑤𝑘	PROPN
easat-8944	118	4	𝐾	𝐾	PROPN
easat-8944	118	5	𝑘=1	𝑘=1	PROPN
easat-8944	118	6	⋅	⋅	PROPN
easat-8944	118	7	ℳ(𝑒𝑘	ℳ(𝑒𝑘	X
easat-8944	118	8	)	)	PUNCT
easat-8944	118	9	,	,	PUNCT
easat-8944	118	10	𝑤𝑘	𝑤𝑘	ADP
easat-8944	118	11	=	=	PUNCT
easat-8944	118	12	�	�	PROPN
easat-8944	118	13	̂	̂	NOUN
easat-8944	118	14	�	�	PROPN
easat-8944	118	15	𝑘	𝑘	PROPN
easat-8944	118	16	(	(	PUNCT
easat-8944	118	17	8)	8)	NUM
easat-8944	118	18	trigger	trigger	NOUN
easat-8944	118	19	thresholds	threshold	NOUN
easat-8944	118	20	are	be	AUX
easat-8944	118	21	tuned	tune	VERB
easat-8944	118	22	to	to	PART
easat-8944	118	23	minimize	minimize	VERB
easat-8944	118	24	intrusiveness	intrusiveness	ADJ
easat-8944	118	25	and	and	CCONJ
easat-8944	118	26	maximize	maximize	VERB
easat-8944	118	27	effectiveness	effectiveness	NOUN
easat-8944	118	28	,	,	PUNCT
easat-8944	118	29	based	base	VERB
easat-8944	118	30	on	on	ADP
easat-8944	118	31	engagement	engagement	NOUN
easat-8944	118	32	fluctuation	fluctuation	NOUN
easat-8944	118	33	metrics	metric	NOUN
easat-8944	118	34	(	(	PUNCT
easat-8944	118	35	e.g.	e.g.	ADV
easat-8944	118	36	,	,	PUNCT
easat-8944	118	37	mouse	mouse	NOUN
easat-8944	118	38	idle	idle	ADJ
easat-8944	118	39	duration	duration	NOUN
easat-8944	118	40	>	>	X
easat-8944	118	41	30s	30	NOUN
easat-8944	118	42	,	,	PUNCT
easat-8944	118	43	emotional	emotional	ADJ
easat-8944	118	44	volatility	volatility	NOUN
easat-8944	118	45	score	score	NOUN
easat-8944	118	46	>	>	X
easat-8944	118	47	0.4	0.4	NUM
easat-8944	118	48	)	)	PUNCT
easat-8944	118	49	.	.	PUNCT
easat-8944	119	1	3.4	3.4	NUM
easat-8944	119	2	.	.	PUNCT
easat-8944	119	3	model	model	NOUN
easat-8944	119	4	training	training	NOUN
easat-8944	119	5	and	and	CCONJ
easat-8944	119	6	optimization	optimization	NOUN
easat-8944	119	7	to	to	PART
easat-8944	119	8	ensure	ensure	VERB
easat-8944	119	9	computational	computational	ADJ
easat-8944	119	10	feasibility	feasibility	NOUN
easat-8944	119	11	in	in	ADP
easat-8944	119	12	classroom	classroom	NOUN
easat-8944	119	13	deployment	deployment	NOUN
easat-8944	119	14	,	,	PUNCT
easat-8944	119	15	we	we	PRON
easat-8944	119	16	employ	employ	VERB
easat-8944	119	17	lightweight	lightweight	ADJ
easat-8944	119	18	optimization	optimization	NOUN
easat-8944	119	19	techniques	technique	NOUN
easat-8944	119	20	:	:	PUNCT
easat-8944	119	21	model	model	NOUN
easat-8944	119	22	distillation	distillation	NOUN
easat-8944	119	23	:	:	PUNCT
easat-8944	119	24	transformer	transformer	ADJ
easat-8944	119	25	fusion	fusion	NOUN
easat-8944	119	26	models	model	NOUN
easat-8944	119	27	are	be	AUX
easat-8944	119	28	distilled	distil	VERB
easat-8944	119	29	into	into	ADP
easat-8944	119	30	smaller	small	ADJ
easat-8944	119	31	student	student	NOUN
easat-8944	119	32	models	model	NOUN
easat-8944	119	33	(	(	PUNCT
easat-8944	119	34	distillbert	distillbert	NOUN
easat-8944	119	35	-	-	PUNCT
easat-8944	119	36	audio	audio	NOUN
easat-8944	119	37	-	-	PUNCT
easat-8944	119	38	face	face	NOUN
easat-8944	119	39	)	)	PUNCT
easat-8944	119	40	;	;	PUNCT
easat-8944	119	41	quantization	quantization	NOUN
easat-8944	119	42	:	:	PUNCT
easat-8944	119	43	8	8	NUM
easat-8944	119	44	-	-	PUNCT
easat-8944	119	45	bit	bit	NOUN
easat-8944	119	46	post	post	ADJ
easat-8944	119	47	-	-	ADJ
easat-8944	119	48	training	training	ADJ
easat-8944	119	49	quantization	quantization	NOUN
easat-8944	119	50	reduces	reduce	VERB
easat-8944	119	51	memory	memory	NOUN
easat-8944	119	52	overhead	overhead	NOUN
easat-8944	119	53	;	;	PUNCT
easat-8944	119	54	inference	inference	NOUN
easat-8944	119	55	acceleration	acceleration	NOUN
easat-8944	119	56	:	:	PUNCT
easat-8944	119	57	tensorrt	tensorrt	NOUN
easat-8944	119	58	-	-	PUNCT
easat-8944	119	59	based	base	VERB
easat-8944	119	60	gpu	gpu	NOUN
easat-8944	119	61	optimization	optimization	NOUN
easat-8944	119	62	decreases	decrease	VERB
easat-8944	119	63	latency	latency	NOUN
easat-8944	119	64	to	to	ADP
easat-8944	119	65	42ms	42ms	NOUN
easat-8944	119	66	per	per	ADP
easat-8944	119	67	sample	sample	NOUN
easat-8944	119	68	.	.	PUNCT
easat-8944	120	1	1488	1488	NUM
easat-8944	120	2	edelweiss	edelweiss	PROPN
easat-8944	120	3	applied	apply	VERB
easat-8944	120	4	science	science	NOUN
easat-8944	120	5	and	and	CCONJ
easat-8944	120	6	technology	technology	NOUN
easat-8944	120	7	issn	issn	PROPN
easat-8944	120	8	:	:	PUNCT
easat-8944	120	9	2576	2576	NUM
easat-8944	120	10	-	-	SYM
easat-8944	120	11	8484	8484	NUM
easat-8944	120	12	vol	vol	NOUN
easat-8944	120	13	.	.	PROPN
easat-8944	121	1	9	9	NUM
easat-8944	121	2	,	,	PUNCT
easat-8944	121	3	no	no	INTJ
easat-8944	121	4	.	.	NOUN
easat-8944	121	5	7	7	NUM
easat-8944	121	6	:	:	SYM
easat-8944	121	7	1482	1482	NUM
easat-8944	121	8	-	-	SYM
easat-8944	121	9	1495	1495	NUM
easat-8944	121	10	,	,	PUNCT
easat-8944	121	11	2025	2025	NUM
easat-8944	121	12	doi	doi	NOUN
easat-8944	121	13	:	:	PUNCT
easat-8944	121	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	121	15	©	©	PROPN
easat-8944	121	16	2025	2025	NUM
easat-8944	121	17	by	by	ADP
easat-8944	121	18	the	the	DET
easat-8944	121	19	author	author	NOUN
easat-8944	121	20	;	;	PUNCT
easat-8944	121	21	licensee	licensee	PROPN
easat-8944	121	22	learning	learning	NOUN
easat-8944	121	23	gate	gate	NOUN
easat-8944	121	24	4	4	NUM
easat-8944	121	25	.	.	PUNCT
easat-8944	121	26	experiments	experiment	NOUN
easat-8944	121	27	and	and	CCONJ
easat-8944	121	28	results	result	VERB
easat-8944	121	29	this	this	DET
easat-8944	121	30	section	section	NOUN
easat-8944	121	31	presents	present	VERB
easat-8944	121	32	the	the	DET
easat-8944	121	33	experimental	experimental	ADJ
easat-8944	121	34	setup	setup	NOUN
easat-8944	121	35	,	,	PUNCT
easat-8944	121	36	evaluation	evaluation	NOUN
easat-8944	121	37	protocols	protocol	NOUN
easat-8944	121	38	,	,	PUNCT
easat-8944	121	39	and	and	CCONJ
easat-8944	121	40	results	result	NOUN
easat-8944	121	41	of	of	ADP
easat-8944	121	42	the	the	DET
easat-8944	121	43	proposed	propose	VERB
easat-8944	121	44	multimodal	multimodal	NOUN
easat-8944	121	45	emotion	emotion	NOUN
easat-8944	121	46	recognition	recognition	NOUN
easat-8944	121	47	and	and	CCONJ
easat-8944	121	48	adaptive	adaptive	ADJ
easat-8944	121	49	intervention	intervention	NOUN
easat-8944	121	50	framework	framework	NOUN
easat-8944	121	51	.	.	PUNCT
easat-8944	122	1	we	we	PRON
easat-8944	122	2	report	report	VERB
easat-8944	122	3	results	result	NOUN
easat-8944	122	4	from	from	ADP
easat-8944	122	5	both	both	DET
easat-8944	122	6	technical	technical	ADJ
easat-8944	122	7	evaluations	evaluation	NOUN
easat-8944	122	8	of	of	ADP
easat-8944	122	9	recognition	recognition	NOUN
easat-8944	122	10	accuracy	accuracy	NOUN
easat-8944	122	11	and	and	CCONJ
easat-8944	122	12	empirical	empirical	ADJ
easat-8944	122	13	assessments	assessment	NOUN
easat-8944	122	14	of	of	ADP
easat-8944	122	15	intervention	intervention	NOUN
easat-8944	122	16	effectiveness	effectiveness	NOUN
easat-8944	122	17	in	in	ADP
easat-8944	122	18	real	real	ADJ
easat-8944	122	19	-	-	PUNCT
easat-8944	122	20	world	world	NOUN
easat-8944	122	21	online	online	ADJ
easat-8944	122	22	learning	learning	NOUN
easat-8944	122	23	environments	environment	NOUN
easat-8944	122	24	.	.	PUNCT
easat-8944	123	1	4.1	4.1	NUM
easat-8944	123	2	.	.	PUNCT
easat-8944	123	3	experimental	experimental	ADJ
easat-8944	123	4	setup	setup	NOUN
easat-8944	123	5	4.1.1	4.1.1	NUM
easat-8944	123	6	.	.	PUNCT
easat-8944	124	1	dataset	dataset	ADJ
easat-8944	124	2	configuration	configuration	NOUN
easat-8944	124	3	the	the	DET
easat-8944	124	4	curated	curate	VERB
easat-8944	124	5	dataset	dataset	NOUN
easat-8944	124	6	includes	include	VERB
easat-8944	124	7	multimodal	multimodal	NOUN
easat-8944	124	8	recordings	recording	NOUN
easat-8944	124	9	from	from	ADP
easat-8944	124	10	120	120	NUM
easat-8944	124	11	children	child	NOUN
easat-8944	124	12	(	(	PUNCT
easat-8944	124	13	ages	age	NOUN
easat-8944	124	14	6–10	6–10	NOUN
easat-8944	124	15	)	)	PUNCT
easat-8944	124	16	,	,	PUNCT
easat-8944	124	17	each	each	PRON
easat-8944	124	18	completing	complete	VERB
easat-8944	124	19	five	five	NUM
easat-8944	124	20	20	20	NUM
easat-8944	124	21	-	-	PUNCT
easat-8944	124	22	minute	minute	NOUN
easat-8944	124	23	learning	learning	NOUN
easat-8944	124	24	tasks	task	NOUN
easat-8944	124	25	across	across	ADP
easat-8944	124	26	three	three	NUM
easat-8944	124	27	subjects	subject	NOUN
easat-8944	124	28	.	.	PUNCT
easat-8944	125	1	the	the	DET
easat-8944	125	2	dataset	dataset	NOUN
easat-8944	125	3	is	be	AUX
easat-8944	125	4	split	split	VERB
easat-8944	125	5	as	as	SCONJ
easat-8944	125	6	follows	follow	VERB
easat-8944	125	7	:	:	PUNCT
easat-8944	125	8	70	70	NUM
easat-8944	125	9	%	%	NOUN
easat-8944	125	10	for	for	ADP
easat-8944	125	11	training	training	NOUN
easat-8944	125	12	,	,	PUNCT
easat-8944	125	13	15	15	NUM
easat-8944	125	14	%	%	NOUN
easat-8944	125	15	for	for	ADP
easat-8944	125	16	validation	validation	NOUN
easat-8944	125	17	,	,	PUNCT
easat-8944	125	18	and	and	CCONJ
easat-8944	125	19	15	15	NUM
easat-8944	125	20	%	%	NOUN
easat-8944	125	21	for	for	ADP
easat-8944	125	22	testing	testing	NOUN
easat-8944	125	23	.	.	PUNCT
easat-8944	126	1	modality	modality	NOUN
easat-8944	126	2	availability	availability	NOUN
easat-8944	126	3	is	be	AUX
easat-8944	126	4	as	as	SCONJ
easat-8944	126	5	follows	follow	VERB
easat-8944	126	6	:	:	PUNCT
easat-8944	126	7	facial	facial	ADJ
easat-8944	126	8	video	video	NOUN
easat-8944	126	9	(	(	PUNCT
easat-8944	126	10	100	100	NUM
easat-8944	126	11	%	%	NOUN
easat-8944	126	12	)	)	PUNCT
easat-8944	126	13	,	,	PUNCT
easat-8944	126	14	speech	speech	NOUN
easat-8944	126	15	audio	audio	NOUN
easat-8944	126	16	(	(	PUNCT
easat-8944	126	17	94	94	NUM
easat-8944	126	18	%	%	NOUN
easat-8944	126	19	)	)	PUNCT
easat-8944	126	20	,	,	PUNCT
easat-8944	126	21	and	and	CCONJ
easat-8944	126	22	behavioral	behavioral	ADJ
easat-8944	126	23	logs	log	NOUN
easat-8944	126	24	(	(	PUNCT
easat-8944	126	25	100	100	NUM
easat-8944	126	26	%	%	NOUN
easat-8944	126	27	)	)	PUNCT
easat-8944	126	28	,	,	PUNCT
easat-8944	126	29	with	with	ADP
easat-8944	126	30	simulated	simulated	ADJ
easat-8944	126	31	modality	modality	NOUN
easat-8944	126	32	-	-	PUNCT
easat-8944	126	33	missing	miss	VERB
easat-8944	126	34	samples	sample	NOUN
easat-8944	126	35	introduced	introduce	VERB
easat-8944	126	36	at	at	ADP
easat-8944	126	37	15	15	NUM
easat-8944	126	38	%	%	NOUN
easat-8944	126	39	during	during	ADP
easat-8944	126	40	testing	testing	NOUN
easat-8944	126	41	.	.	PUNCT
easat-8944	127	1	4.1.2	4.1.2	X
easat-8944	127	2	.	.	PUNCT
easat-8944	127	3	evaluation	evaluation	NOUN
easat-8944	127	4	metrics	metric	NOUN
easat-8944	127	5	we	we	PRON
easat-8944	127	6	evaluate	evaluate	VERB
easat-8944	127	7	emotion	emotion	NOUN
easat-8944	127	8	classification	classification	NOUN
easat-8944	127	9	performance	performance	NOUN
easat-8944	127	10	using	use	VERB
easat-8944	127	11	accuracy	accuracy	NOUN
easat-8944	127	12	(	(	PUNCT
easat-8944	127	13	acc	acc	PROPN
easat-8944	127	14	)	)	PUNCT
easat-8944	127	15	for	for	ADP
easat-8944	127	16	overall	overall	ADJ
easat-8944	127	17	prediction	prediction	NOUN
easat-8944	127	18	correctness	correctness	NOUN
easat-8944	127	19	,	,	PUNCT
easat-8944	127	20	f1	f1	NOUN
easat-8944	127	21	score	score	NOUN
easat-8944	127	22	(	(	PUNCT
easat-8944	127	23	f1	f1	NOUN
easat-8944	127	24	)	)	PUNCT
easat-8944	127	25	for	for	ADP
easat-8944	127	26	per	per	ADP
easat-8944	127	27	-	-	PUNCT
easat-8944	127	28	class	class	NOUN
easat-8944	127	29	precision	precision	NOUN
easat-8944	127	30	-	-	PUNCT
easat-8944	127	31	recall	recall	NOUN
easat-8944	127	32	balance	balance	NOUN
easat-8944	127	33	,	,	PUNCT
easat-8944	127	34	and	and	CCONJ
easat-8944	127	35	macro	macro	NOUN
easat-8944	127	36	-	-	NOUN
easat-8944	127	37	f1	f1	NOUN
easat-8944	127	38	to	to	PART
easat-8944	127	39	assess	assess	VERB
easat-8944	127	40	class	class	NOUN
easat-8944	127	41	-	-	PUNCT
easat-8944	127	42	balanced	balance	VERB
easat-8944	127	43	performance	performance	NOUN
easat-8944	127	44	,	,	PUNCT
easat-8944	127	45	alongside	alongside	ADP
easat-8944	127	46	inference	inference	NOUN
easat-8944	127	47	time	time	NOUN
easat-8944	127	48	(	(	PUNCT
easat-8944	127	49	ms	ms	NOUN
easat-8944	127	50	)	)	PUNCT
easat-8944	127	51	to	to	PART
easat-8944	127	52	measure	measure	VERB
easat-8944	127	53	real	real	ADJ
easat-8944	127	54	-	-	PUNCT
easat-8944	127	55	time	time	NOUN
easat-8944	127	56	efficiency	efficiency	NOUN
easat-8944	127	57	.	.	PUNCT
easat-8944	128	1	for	for	ADP
easat-8944	128	2	intervention	intervention	NOUN
easat-8944	128	3	effectiveness	effectiveness	NOUN
easat-8944	128	4	,	,	PUNCT
easat-8944	128	5	we	we	PRON
easat-8944	128	6	track	track	VERB
easat-8944	128	7	engagement	engagement	NOUN
easat-8944	128	8	gain	gain	NOUN
easat-8944	128	9	(	(	PUNCT
easat-8944	128	10	eg	eg	NOUN
easat-8944	128	11	)	)	PUNCT
easat-8944	128	12	to	to	PART
easat-8944	128	13	quantify	quantify	VERB
easat-8944	128	14	changes	change	NOUN
easat-8944	128	15	in	in	ADP
easat-8944	128	16	attention	attention	NOUN
easat-8944	128	17	duration	duration	NOUN
easat-8944	128	18	,	,	PUNCT
easat-8944	128	19	task	task	NOUN
easat-8944	128	20	completion	completion	NOUN
easat-8944	128	21	rate	rate	NOUN
easat-8944	128	22	(	(	PUNCT
easat-8944	128	23	tcr	tcr	PROPN
easat-8944	128	24	)	)	PUNCT
easat-8944	128	25	to	to	PART
easat-8944	128	26	measure	measure	VERB
easat-8944	128	27	subtask	subtask	NOUN
easat-8944	128	28	completion	completion	NOUN
easat-8944	128	29	within	within	ADP
easat-8944	128	30	time	time	NOUN
easat-8944	128	31	limits	limit	NOUN
easat-8944	128	32	,	,	PUNCT
easat-8944	128	33	and	and	CCONJ
easat-8944	128	34	user	user	NOUN
easat-8944	128	35	feedback	feedback	NOUN
easat-8944	128	36	score	score	NOUN
easat-8944	128	37	(	(	PUNCT
easat-8944	128	38	ufs	ufs	NOUN
easat-8944	128	39	)	)	PUNCT
easat-8944	128	40	capturing	capture	VERB
easat-8944	128	41	child	child	NOUN
easat-8944	128	42	-	-	PUNCT
easat-8944	128	43	rated	rate	VERB
easat-8944	128	44	satisfaction	satisfaction	NOUN
easat-8944	128	45	on	on	ADP
easat-8944	128	46	a	a	DET
easat-8944	128	47	5	5	NUM
easat-8944	128	48	-	-	PUNCT
easat-8944	128	49	point	point	NOUN
easat-8944	128	50	likert	likert	ADJ
easat-8944	128	51	scale	scale	NOUN
easat-8944	128	52	,	,	PUNCT
easat-8944	128	53	ensuring	ensure	VERB
easat-8944	128	54	a	a	DET
easat-8944	128	55	holistic	holistic	ADJ
easat-8944	128	56	assessment	assessment	NOUN
easat-8944	128	57	of	of	ADP
easat-8944	128	58	both	both	DET
easat-8944	128	59	model	model	NOUN
easat-8944	128	60	performance	performance	NOUN
easat-8944	128	61	and	and	CCONJ
easat-8944	128	62	practical	practical	ADJ
easat-8944	128	63	impact	impact	NOUN
easat-8944	128	64	.	.	PUNCT
easat-8944	129	1	4.2	4.2	NUM
easat-8944	129	2	.	.	PUNCT
easat-8944	130	1	emotion	emotion	NOUN
easat-8944	130	2	recognition	recognition	NOUN
easat-8944	130	3	performance	performance	NOUN
easat-8944	130	4	4.2.1	4.2.1	NOUN
easat-8944	130	5	.	.	PUNCT
easat-8944	131	1	overall	overall	ADJ
easat-8944	131	2	performance	performance	NOUN
easat-8944	131	3	table	table	NOUN
easat-8944	131	4	3	3	NUM
easat-8944	131	5	compares	compare	VERB
easat-8944	131	6	the	the	DET
easat-8944	131	7	performance	performance	NOUN
easat-8944	131	8	of	of	ADP
easat-8944	131	9	our	our	PRON
easat-8944	131	10	proposed	propose	VERB
easat-8944	131	11	model	model	NOUN
easat-8944	131	12	with	with	ADP
easat-8944	131	13	several	several	ADJ
easat-8944	131	14	baselines	baseline	NOUN
easat-8944	131	15	,	,	PUNCT
easat-8944	131	16	including	include	VERB
easat-8944	131	17	unimodal	unimodal	ADJ
easat-8944	131	18	cnn	cnn	PROPN
easat-8944	131	19	,	,	PUNCT
easat-8944	131	20	early	early	ADJ
easat-8944	131	21	fusion	fusion	NOUN
easat-8944	131	22	,	,	PUNCT
easat-8944	131	23	and	and	CCONJ
easat-8944	131	24	a	a	DET
easat-8944	131	25	knowledge	knowledge	NOUN
easat-8944	131	26	-	-	PUNCT
easat-8944	131	27	enhanced	enhance	VERB
easat-8944	131	28	transformer	transformer	NOUN
easat-8944	131	29	model	model	NOUN
easat-8944	131	30	.	.	PUNCT
easat-8944	132	1	table	table	NOUN
easat-8944	132	2	3	3	NUM
easat-8944	132	3	.	.	PUNCT
easat-8944	133	1	emotion	emotion	NOUN
easat-8944	133	2	recognition	recognition	NOUN
easat-8944	133	3	performance	performance	NOUN
easat-8944	133	4	across	across	ADP
easat-8944	133	5	models	model	NOUN
easat-8944	133	6	.	.	PUNCT
easat-8944	134	1	model	model	NOUN
easat-8944	134	2	accuracy	accuracy	NOUN
easat-8944	134	3	(	(	PUNCT
easat-8944	134	4	%	%	INTJ
easat-8944	134	5	)	)	PUNCT
easat-8944	134	6	macro	macro	NOUN
easat-8944	134	7	-	-	NOUN
easat-8944	134	8	f1	f1	ADJ
easat-8944	134	9	(	(	PUNCT
easat-8944	134	10	%	%	INTJ
easat-8944	134	11	)	)	PUNCT
easat-8944	134	12	inference	inference	NOUN
easat-8944	134	13	time	time	NOUN
easat-8944	134	14	(	(	PUNCT
easat-8944	134	15	ms	ms	PROPN
easat-8944	134	16	)	)	PUNCT
easat-8944	134	17	cnn	cnn	PROPN
easat-8944	134	18	(	(	PUNCT
easat-8944	134	19	visual	visual	ADJ
easat-8944	134	20	only	only	ADV
easat-8944	134	21	)	)	PUNCT
easat-8944	134	22	74.3	74.3	NUM
easat-8944	134	23	70.8	70.8	NUM
easat-8944	134	24	35	35	NUM
easat-8944	134	25	cnn	cnn	NOUN
easat-8944	134	26	+	+	X
easat-8944	134	27	gru	gru	PROPN
easat-8944	134	28	(	(	PUNCT
easat-8944	134	29	audio	audio	NOUN
easat-8944	134	30	only	only	ADV
easat-8944	134	31	)	)	PUNCT
easat-8944	134	32	70.2	70.2	NUM
easat-8944	134	33	66.7	66.7	NUM
easat-8944	134	34	28	28	NUM
easat-8944	134	35	behavior	behavior	NOUN
easat-8944	134	36	-	-	PUNCT
easat-8944	134	37	only	only	ADV
easat-8944	134	38	bigru	bigru	VERB
easat-8944	134	39	68.5	68.5	NUM
easat-8944	134	40	65.9	65.9	NUM
easat-8944	134	41	24	24	NUM
easat-8944	134	42	early	early	ADJ
easat-8944	134	43	fusion	fusion	NOUN
easat-8944	134	44	(	(	PUNCT
easat-8944	134	45	concat+mlp	concat+mlp	NOUN
easat-8944	134	46	)	)	PUNCT
easat-8944	134	47	78.4	78.4	NUM
easat-8944	134	48	74.2	74.2	NUM
easat-8944	134	49	58	58	NUM
easat-8944	134	50	transformer	transformer	NOUN
easat-8944	134	51	(	(	PUNCT
easat-8944	134	52	baseline	baseline	NOUN
easat-8944	134	53	)	)	PUNCT
easat-8944	134	54	84.1	84.1	NUM
easat-8944	134	55	81.6	81.6	NUM
easat-8944	134	56	85	85	NUM
easat-8944	134	57	ours	our	NOUN
easat-8944	134	58	(	(	PUNCT
easat-8944	134	59	attn	attn	NOUN
easat-8944	134	60	-	-	PUNCT
easat-8944	134	61	fusion	fusion	NOUN
easat-8944	134	62	)	)	PUNCT
easat-8944	134	63	88.6	88.6	NUM
easat-8944	134	64	85.9	85.9	NUM
easat-8944	134	65	49	49	NUM
easat-8944	134	66	the	the	DET
easat-8944	134	67	proposed	propose	VERB
easat-8944	134	68	model	model	NOUN
easat-8944	134	69	achieves	achieve	VERB
easat-8944	134	70	the	the	DET
easat-8944	134	71	highest	high	ADJ
easat-8944	134	72	accuracy	accuracy	NOUN
easat-8944	134	73	and	and	CCONJ
easat-8944	134	74	macro	macro	ADJ
easat-8944	134	75	-	-	NOUN
easat-8944	134	76	f1	f1	NOUN
easat-8944	134	77	score	score	NOUN
easat-8944	134	78	,	,	PUNCT
easat-8944	134	79	with	with	ADP
easat-8944	134	80	significant	significant	ADJ
easat-8944	134	81	latency	latency	NOUN
easat-8944	134	82	reduction	reduction	NOUN
easat-8944	134	83	compared	compare	VERB
easat-8944	134	84	to	to	ADP
easat-8944	134	85	the	the	DET
easat-8944	134	86	baseline	baseline	NOUN
easat-8944	134	87	transformer	transformer	NOUN
easat-8944	134	88	.	.	PUNCT
easat-8944	135	1	as	as	SCONJ
easat-8944	135	2	shown	show	VERB
easat-8944	135	3	in	in	ADP
easat-8944	135	4	figure	figure	NOUN
easat-8944	135	5	3	3	NUM
easat-8944	135	6	.	.	SYM
easat-8944	135	7	1489	1489	NUM
easat-8944	135	8	edelweiss	edelweiss	PROPN
easat-8944	135	9	applied	apply	VERB
easat-8944	135	10	science	science	NOUN
easat-8944	135	11	and	and	CCONJ
easat-8944	135	12	technology	technology	NOUN
easat-8944	135	13	issn	issn	PROPN
easat-8944	135	14	:	:	PUNCT
easat-8944	135	15	2576	2576	NUM
easat-8944	135	16	-	-	SYM
easat-8944	135	17	8484	8484	NUM
easat-8944	135	18	vol	vol	NOUN
easat-8944	135	19	.	.	PROPN
easat-8944	136	1	9	9	NUM
easat-8944	136	2	,	,	PUNCT
easat-8944	136	3	no	no	INTJ
easat-8944	136	4	.	.	NOUN
easat-8944	136	5	7	7	NUM
easat-8944	136	6	:	:	SYM
easat-8944	136	7	1482	1482	NUM
easat-8944	136	8	-	-	SYM
easat-8944	136	9	1495	1495	NUM
easat-8944	136	10	,	,	PUNCT
easat-8944	136	11	2025	2025	NUM
easat-8944	136	12	doi	doi	NOUN
easat-8944	136	13	:	:	PUNCT
easat-8944	136	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	136	15	©	©	PROPN
easat-8944	136	16	2025	2025	NUM
easat-8944	136	17	by	by	ADP
easat-8944	136	18	the	the	DET
easat-8944	136	19	author	author	NOUN
easat-8944	136	20	;	;	PUNCT
easat-8944	136	21	licensee	licensee	PROPN
easat-8944	136	22	learning	learn	VERB
easat-8944	136	23	gate	gate	PROPN
easat-8944	136	24	figure	figure	NOUN
easat-8944	136	25	3	3	NUM
easat-8944	136	26	.	.	PUNCT
easat-8944	136	27	proposed	propose	VERB
easat-8944	136	28	model	model	NOUN
easat-8944	136	29	on	on	ADP
easat-8944	136	30	test	test	NOUN
easat-8944	136	31	set	set	VERB
easat-8944	136	32	.	.	PUNCT
easat-8944	137	1	the	the	DET
easat-8944	137	2	confusion	confusion	NOUN
easat-8944	137	3	matrix	matrix	NOUN
easat-8944	137	4	shows	show	VERB
easat-8944	137	5	most	most	ADJ
easat-8944	137	6	errors	error	NOUN
easat-8944	137	7	occur	occur	VERB
easat-8944	137	8	between	between	ADP
easat-8944	137	9	confused	confused	ADJ
easat-8944	137	10	and	and	CCONJ
easat-8944	137	11	frustrated	frustrate	VERB
easat-8944	137	12	,	,	PUNCT
easat-8944	137	13	confirming	confirm	VERB
easat-8944	137	14	the	the	DET
easat-8944	137	15	psychological	psychological	ADJ
easat-8944	137	16	closeness	closeness	NOUN
easat-8944	137	17	of	of	ADP
easat-8944	137	18	these	these	DET
easat-8944	137	19	states	state	NOUN
easat-8944	137	20	in	in	ADP
easat-8944	137	21	children	child	NOUN
easat-8944	137	22	.	.	PUNCT
easat-8944	138	1	4.2.2	4.2.2	X
easat-8944	138	2	.	.	PUNCT
easat-8944	138	3	modality	modality	NOUN
easat-8944	138	4	ablation	ablation	NOUN
easat-8944	138	5	study	study	NOUN
easat-8944	138	6	we	we	PRON
easat-8944	138	7	conduct	conduct	VERB
easat-8944	138	8	an	an	DET
easat-8944	138	9	ablation	ablation	NOUN
easat-8944	138	10	study	study	NOUN
easat-8944	138	11	to	to	PART
easat-8944	138	12	assess	assess	VERB
easat-8944	138	13	the	the	DET
easat-8944	138	14	impact	impact	NOUN
easat-8944	138	15	of	of	ADP
easat-8944	138	16	each	each	DET
easat-8944	138	17	modality	modality	NOUN
easat-8944	138	18	on	on	ADP
easat-8944	138	19	final	final	ADJ
easat-8944	138	20	performance	performance	NOUN
easat-8944	138	21	.	.	PUNCT
easat-8944	139	1	as	as	SCONJ
easat-8944	139	2	shown	show	VERB
easat-8944	139	3	in	in	ADP
easat-8944	139	4	table	table	NOUN
easat-8944	139	5	4	4	NUM
easat-8944	139	6	.	.	PUNCT
easat-8944	139	7	table	table	NOUN
easat-8944	139	8	4	4	NUM
easat-8944	139	9	.	.	PUNCT
easat-8944	139	10	modality	modality	NOUN
easat-8944	139	11	ablation	ablation	NOUN
easat-8944	139	12	results	result	NOUN
easat-8944	139	13	(	(	PUNCT
easat-8944	139	14	accuracy	accuracy	NOUN
easat-8944	139	15	%	%	INTJ
easat-8944	139	16	)	)	PUNCT
easat-8944	139	17	.	.	PUNCT
easat-8944	140	1	modality	modality	NOUN
easat-8944	140	2	configuration	configuration	NOUN
easat-8944	140	3	accuracy	accuracy	NOUN
easat-8944	140	4	visual	visual	ADJ
easat-8944	140	5	only	only	ADV
easat-8944	140	6	74.3	74.3	NUM
easat-8944	140	7	audio	audio	ADJ
easat-8944	140	8	only	only	ADV
easat-8944	140	9	70.2	70.2	NUM
easat-8944	140	10	visual	visual	ADJ
easat-8944	140	11	+	+	CCONJ
easat-8944	140	12	audio	audio	ADJ
easat-8944	140	13	81.7	81.7	NUM
easat-8944	140	14	visual	visual	ADJ
easat-8944	140	15	+	+	CCONJ
easat-8944	140	16	behavior	behavior	NOUN
easat-8944	140	17	83.2	83.2	NUM
easat-8944	140	18	audio	audio	NOUN
easat-8944	140	19	+	+	CCONJ
easat-8944	140	20	behavior	behavior	NOUN
easat-8944	140	21	78.0	78.0	NUM
easat-8944	140	22	all	all	DET
easat-8944	140	23	modalities	modality	NOUN
easat-8944	140	24	(	(	PUNCT
easat-8944	140	25	full	full	ADJ
easat-8944	140	26	)	)	PUNCT
easat-8944	140	27	88.6	88.6	NUM
easat-8944	140	28	multimodal	multimodal	NOUN
easat-8944	140	29	fusion	fusion	NOUN
easat-8944	140	30	significantly	significantly	ADV
easat-8944	140	31	improves	improve	VERB
easat-8944	140	32	performance	performance	NOUN
easat-8944	140	33	,	,	PUNCT
easat-8944	140	34	particularly	particularly	ADV
easat-8944	140	35	with	with	ADP
easat-8944	140	36	visual	visual	ADJ
easat-8944	140	37	-	-	PUNCT
easat-8944	140	38	behavioral	behavioral	ADJ
easat-8944	140	39	combinations	combination	NOUN
easat-8944	140	40	.	.	PUNCT
easat-8944	141	1	4.3	4.3	NUM
easat-8944	141	2	.	.	PUNCT
easat-8944	141	3	intervention	intervention	NOUN
easat-8944	141	4	effectiveness	effectiveness	NOUN
easat-8944	141	5	evaluation	evaluation	NOUN
easat-8944	141	6	to	to	PART
easat-8944	141	7	evaluate	evaluate	VERB
easat-8944	141	8	the	the	DET
easat-8944	141	9	impact	impact	NOUN
easat-8944	141	10	of	of	ADP
easat-8944	141	11	emotion	emotion	NOUN
easat-8944	141	12	-	-	PUNCT
easat-8944	141	13	state	state	NOUN
easat-8944	141	14	-	-	PUNCT
easat-8944	141	15	based	base	VERB
easat-8944	141	16	interventions	intervention	NOUN
easat-8944	141	17	,	,	PUNCT
easat-8944	141	18	we	we	PRON
easat-8944	141	19	conducted	conduct	VERB
easat-8944	141	20	a	a	DET
easat-8944	141	21	classroom	classroom	NOUN
easat-8944	141	22	simulation	simulation	NOUN
easat-8944	141	23	involving	involve	VERB
easat-8944	141	24	40	40	NUM
easat-8944	141	25	children	child	NOUN
easat-8944	141	26	divided	divide	VERB
easat-8944	141	27	into	into	ADP
easat-8944	141	28	an	an	DET
easat-8944	141	29	experimental	experimental	ADJ
easat-8944	141	30	group	group	NOUN
easat-8944	141	31	(	(	PUNCT
easat-8944	141	32	with	with	ADP
easat-8944	141	33	adaptive	adaptive	ADJ
easat-8944	141	34	intervention	intervention	NOUN
easat-8944	141	35	)	)	PUNCT
easat-8944	141	36	and	and	CCONJ
easat-8944	141	37	a	a	DET
easat-8944	141	38	control	control	NOUN
easat-8944	141	39	group	group	NOUN
easat-8944	141	40	(	(	PUNCT
easat-8944	141	41	no	no	DET
easat-8944	141	42	intervention	intervention	NOUN
easat-8944	141	43	)	)	PUNCT
easat-8944	141	44	.	.	PUNCT
easat-8944	142	1	each	each	DET
easat-8944	142	2	group	group	NOUN
easat-8944	142	3	completed	complete	VERB
easat-8944	142	4	three	three	NUM
easat-8944	142	5	20	20	NUM
easat-8944	142	6	-	-	PUNCT
easat-8944	142	7	minute	minute	NOUN
easat-8944	142	8	online	online	ADJ
easat-8944	142	9	learning	learning	NOUN
easat-8944	142	10	tasks	task	NOUN
easat-8944	142	11	.	.	PUNCT
easat-8944	143	1	1490	1490	NUM
easat-8944	143	2	edelweiss	edelweiss	PROPN
easat-8944	143	3	applied	apply	VERB
easat-8944	143	4	science	science	NOUN
easat-8944	143	5	and	and	CCONJ
easat-8944	143	6	technology	technology	NOUN
easat-8944	143	7	issn	issn	PROPN
easat-8944	143	8	:	:	PUNCT
easat-8944	143	9	2576	2576	NUM
easat-8944	143	10	-	-	SYM
easat-8944	143	11	8484	8484	NUM
easat-8944	143	12	vol	vol	NOUN
easat-8944	143	13	.	.	PROPN
easat-8944	144	1	9	9	NUM
easat-8944	144	2	,	,	PUNCT
easat-8944	144	3	no	no	INTJ
easat-8944	144	4	.	.	NOUN
easat-8944	144	5	7	7	NUM
easat-8944	144	6	:	:	SYM
easat-8944	144	7	1482	1482	NUM
easat-8944	144	8	-	-	SYM
easat-8944	144	9	1495	1495	NUM
easat-8944	144	10	,	,	PUNCT
easat-8944	144	11	2025	2025	NUM
easat-8944	144	12	doi	doi	NOUN
easat-8944	144	13	:	:	PUNCT
easat-8944	144	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	144	15	©	©	PROPN
easat-8944	144	16	2025	2025	NUM
easat-8944	144	17	by	by	ADP
easat-8944	144	18	the	the	DET
easat-8944	144	19	author	author	NOUN
easat-8944	144	20	;	;	PUNCT
easat-8944	144	21	licensee	licensee	NOUN
easat-8944	144	22	learning	learn	VERB
easat-8944	144	23	gate	gate	NOUN
easat-8944	144	24	4.3.1	4.3.1	X
easat-8944	144	25	.	.	PUNCT
easat-8944	145	1	quantitative	quantitative	ADJ
easat-8944	145	2	outcomes	outcome	NOUN
easat-8944	145	3	the	the	DET
easat-8944	145	4	intervention	intervention	NOUN
easat-8944	145	5	group	group	NOUN
easat-8944	145	6	showed	show	VERB
easat-8944	145	7	a	a	DET
easat-8944	145	8	25.5s	25.5s	NUM
easat-8944	145	9	increase	increase	NOUN
easat-8944	145	10	in	in	ADP
easat-8944	145	11	average	average	ADJ
easat-8944	145	12	engagement	engagement	NOUN
easat-8944	145	13	time	time	NOUN
easat-8944	145	14	and	and	CCONJ
easat-8944	145	15	improved	improve	VERB
easat-8944	145	16	task	task	NOUN
easat-8944	145	17	completion	completion	NOUN
easat-8944	145	18	by	by	ADP
easat-8944	145	19	14.6	14.6	NUM
easat-8944	145	20	%	%	NOUN
easat-8944	145	21	.	.	PUNCT
easat-8944	146	1	as	as	SCONJ
easat-8944	146	2	shown	show	VERB
easat-8944	146	3	in	in	ADP
easat-8944	146	4	table	table	NOUN
easat-8944	146	5	5	5	NUM
easat-8944	146	6	.	.	PUNCT
easat-8944	147	1	and	and	CCONJ
easat-8944	147	2	line	line	NOUN
easat-8944	147	3	plots	plot	NOUN
easat-8944	147	4	of	of	ADP
easat-8944	147	5	attention	attention	NOUN
easat-8944	147	6	time	time	NOUN
easat-8944	147	7	over	over	ADP
easat-8944	147	8	20	20	NUM
easat-8944	147	9	-	-	PUNCT
easat-8944	147	10	minute	minute	NOUN
easat-8944	147	11	sessions	session	NOUN
easat-8944	147	12	show	show	VERB
easat-8944	147	13	visible	visible	ADJ
easat-8944	147	14	stabilization	stabilization	NOUN
easat-8944	147	15	in	in	ADP
easat-8944	147	16	emotional	emotional	ADJ
easat-8944	147	17	volatility	volatility	NOUN
easat-8944	147	18	in	in	ADP
easat-8944	147	19	the	the	DET
easat-8944	147	20	experimental	experimental	ADJ
easat-8944	147	21	group	group	NOUN
easat-8944	147	22	.	.	PUNCT
easat-8944	148	1	as	as	SCONJ
easat-8944	148	2	shown	show	VERB
easat-8944	148	3	in	in	ADP
easat-8944	148	4	figure	figure	NOUN
easat-8944	148	5	4	4	NUM
easat-8944	148	6	.	.	PUNCT
easat-8944	148	7	table	table	NOUN
easat-8944	148	8	5	5	NUM
easat-8944	148	9	.	.	PUNCT
easat-8944	148	10	intervention	intervention	NOUN
easat-8944	148	11	impact	impact	NOUN
easat-8944	148	12	metrics	metric	NOUN
easat-8944	148	13	.	.	PUNCT
easat-8944	149	1	metric	metric	ADJ
easat-8944	149	2	control	control	PROPN
easat-8944	149	3	group	group	PROPN
easat-8944	149	4	intervention	intervention	PROPN
easat-8944	149	5	group	group	PROPN
easat-8944	149	6	δ	δ	PROPN
easat-8944	149	7	(	(	PUNCT
easat-8944	149	8	effect	effect	NOUN
easat-8944	149	9	size	size	NOUN
easat-8944	149	10	)	)	PUNCT
easat-8944	149	11	avg	avg	PROPN
easat-8944	149	12	.	.	PROPN
easat-8944	149	13	engagement	engagement	PROPN
easat-8944	149	14	gain	gain	NOUN
easat-8944	149	15	(	(	PUNCT
easat-8944	149	16	s	s	NOUN
easat-8944	149	17	)	)	PUNCT
easat-8944	149	18	13.4	13.4	NUM
easat-8944	149	19	38.9	38.9	NUM
easat-8944	149	20	+25.5	+25.5	NOUN
easat-8944	149	21	task	task	NOUN
easat-8944	149	22	completion	completion	NOUN
easat-8944	149	23	rate	rate	NOUN
easat-8944	149	24	(	(	PUNCT
easat-8944	149	25	%	%	INTJ
easat-8944	149	26	)	)	PUNCT
easat-8944	149	27	74.5	74.5	NUM
easat-8944	149	28	89.1	89.1	NUM
easat-8944	149	29	+14.6	+14.6	NOUN
easat-8944	149	30	user	user	NOUN
easat-8944	149	31	feedback	feedback	NOUN
easat-8944	149	32	score	score	VERB
easat-8944	149	33	3.2	3.2	NUM
easat-8944	149	34	4.4	4.4	NUM
easat-8944	149	35	+1.2	+1.2	NOUN
easat-8944	149	36	figure	figure	NOUN
easat-8944	149	37	4	4	NUM
easat-8944	149	38	.	.	PUNCT
easat-8944	149	39	engagement	engagement	NOUN
easat-8944	149	40	trajectories	trajectory	NOUN
easat-8944	149	41	during	during	ADP
easat-8944	149	42	intervention	intervention	NOUN
easat-8944	149	43	sessions	session	NOUN
easat-8944	149	44	.	.	PUNCT
easat-8944	150	1	4.3.2	4.3.2	X
easat-8944	150	2	.	.	PUNCT
easat-8944	151	1	subjective	subjective	ADJ
easat-8944	151	2	feedback	feedback	NOUN
easat-8944	151	3	qualitative	qualitative	NOUN
easat-8944	151	4	observations	observation	NOUN
easat-8944	151	5	suggest	suggest	VERB
easat-8944	151	6	that	that	SCONJ
easat-8944	151	7	emotion	emotion	NOUN
easat-8944	151	8	-	-	PUNCT
easat-8944	151	9	appropriate	appropriate	ADJ
easat-8944	151	10	feedback	feedback	NOUN
easat-8944	151	11	(	(	PUNCT
easat-8944	151	12	e.g.	e.g.	ADV
easat-8944	151	13	,	,	PUNCT
easat-8944	151	14	verbal	verbal	ADJ
easat-8944	151	15	encouragement	encouragement	NOUN
easat-8944	151	16	for	for	ADP
easat-8944	151	17	frustration	frustration	NOUN
easat-8944	151	18	)	)	PUNCT
easat-8944	151	19	was	be	AUX
easat-8944	151	20	well	well	ADV
easat-8944	151	21	received	receive	VERB
easat-8944	151	22	.	.	PUNCT
easat-8944	152	1	children	child	NOUN
easat-8944	152	2	reported	report	VERB
easat-8944	152	3	feeling	feel	VERB
easat-8944	152	4	“	"	PUNCT
easat-8944	152	5	less	less	ADV
easat-8944	152	6	stuck	stuck	ADJ
easat-8944	152	7	”	"	PUNCT
easat-8944	152	8	and	and	CCONJ
easat-8944	152	9	“	"	PUNCT
easat-8944	152	10	more	more	ADV
easat-8944	152	11	understood	understand	VERB
easat-8944	152	12	,	,	PUNCT
easat-8944	152	13	”	"	PUNCT
easat-8944	152	14	indicating	indicate	VERB
easat-8944	152	15	the	the	DET
easat-8944	152	16	importance	importance	NOUN
easat-8944	152	17	of	of	ADP
easat-8944	152	18	timely	timely	ADJ
easat-8944	152	19	,	,	PUNCT
easat-8944	152	20	emotionally	emotionally	ADV
easat-8944	152	21	aligned	aligned	ADJ
easat-8944	152	22	interventions	intervention	NOUN
easat-8944	152	23	.	.	PUNCT
easat-8944	153	1	4.4	4.4	NUM
easat-8944	153	2	.	.	PUNCT
easat-8944	153	3	generalization	generalization	NOUN
easat-8944	153	4	and	and	CCONJ
easat-8944	153	5	robustness	robustness	NOUN
easat-8944	153	6	we	we	PRON
easat-8944	153	7	evaluated	evaluate	VERB
easat-8944	153	8	the	the	DET
easat-8944	153	9	model	model	NOUN
easat-8944	153	10	under	under	ADP
easat-8944	153	11	modality	modality	NOUN
easat-8944	153	12	-	-	PUNCT
easat-8944	153	13	drop	drop	NOUN
easat-8944	153	14	scenarios	scenario	NOUN
easat-8944	153	15	and	and	CCONJ
easat-8944	153	16	cross	cross	ADJ
easat-8944	153	17	-	-	ADJ
easat-8944	153	18	task	task	ADJ
easat-8944	153	19	generalization	generalization	NOUN
easat-8944	153	20	:	:	PUNCT
easat-8944	153	21	with	with	ADP
easat-8944	153	22	1	1	NUM
easat-8944	153	23	missing	miss	VERB
easat-8944	153	24	modality	modality	NOUN
easat-8944	153	25	(	(	PUNCT
easat-8944	153	26	random	random	ADJ
easat-8944	153	27	):	):	PUNCT
easat-8944	153	28	accuracy	accuracy	NOUN
easat-8944	153	29	only	only	ADV
easat-8944	153	30	dropped	drop	VERB
easat-8944	153	31	by	by	ADP
easat-8944	153	32	3.2	3.2	NUM
easat-8944	153	33	%	%	NOUN
easat-8944	153	34	.	.	PUNCT
easat-8944	154	1	across	across	ADP
easat-8944	154	2	unseen	unseen	ADJ
easat-8944	154	3	subject	subject	ADJ
easat-8944	154	4	tasks	task	NOUN
easat-8944	154	5	:	:	PUNCT
easat-8944	154	6	accuracy	accuracy	NOUN
easat-8944	154	7	retained	retain	VERB
easat-8944	154	8	at	at	ADP
easat-8944	154	9	85.1	85.1	NUM
easat-8944	154	10	%	%	NOUN
easat-8944	154	11	,	,	PUNCT
easat-8944	154	12	confirming	confirm	VERB
easat-8944	154	13	task	task	NOUN
easat-8944	154	14	independence	independence	NOUN
easat-8944	154	15	.	.	PUNCT
easat-8944	155	1	for	for	ADP
easat-8944	155	2	high	high	ADJ
easat-8944	155	3	emotional	emotional	ADJ
easat-8944	155	4	fluctuation	fluctuation	NOUN
easat-8944	155	5	cases	case	NOUN
easat-8944	155	6	(	(	PUNCT
easat-8944	155	7	identified	identify	VERB
easat-8944	155	8	via	via	ADP
easat-8944	155	9	entropy	entropy	NOUN
easat-8944	155	10	thresholding	thresholding	NOUN
easat-8944	155	11	):	):	PUNCT
easat-8944	155	12	f1	f1	NOUN
easat-8944	155	13	remained	remain	VERB
easat-8944	155	14	stable	stable	ADJ
easat-8944	155	15	at	at	ADP
easat-8944	155	16	82.4	82.4	NUM
easat-8944	155	17	%	%	NOUN
easat-8944	155	18	.	.	PUNCT
easat-8944	156	1	as	as	SCONJ
easat-8944	156	2	shown	show	VERB
easat-8944	156	3	in	in	ADP
easat-8944	156	4	figure	figure	NOUN
easat-8944	156	5	5	5	NUM
easat-8944	156	6	.	.	NOUN
easat-8944	156	7	13.4	13.4	NUM
easat-8944	156	8	74.5	74.5	NUM
easat-8944	156	9	3.2	3.2	NUM
easat-8944	156	10	38.9	38.9	NUM
easat-8944	156	11	89.1	89.1	NUM
easat-8944	156	12	4.4	4.4	NUM
easat-8944	156	13	25.5	25.5	NUM
easat-8944	156	14	14.6	14.6	NUM
easat-8944	156	15	1.2	1.2	NUM
easat-8944	156	16	0	0	NUM
easat-8944	156	17	10	10	NUM
easat-8944	156	18	20	20	NUM
easat-8944	156	19	30	30	NUM
easat-8944	156	20	40	40	NUM
easat-8944	156	21	50	50	NUM
easat-8944	156	22	60	60	NUM
easat-8944	156	23	70	70	NUM
easat-8944	156	24	80	80	NUM
easat-8944	156	25	90	90	NUM
easat-8944	156	26	100	100	NUM
easat-8944	156	27	avg	avg	NOUN
easat-8944	156	28	.	.	PROPN
easat-8944	157	1	engagement	engagement	PROPN
easat-8944	157	2	gain	gain	NOUN
easat-8944	157	3	(	(	PUNCT
easat-8944	157	4	s	s	NOUN
easat-8944	157	5	)	)	PUNCT
easat-8944	157	6	task	task	NOUN
easat-8944	157	7	completion	completion	NOUN
easat-8944	157	8	rate	rate	NOUN
easat-8944	157	9	(	(	PUNCT
easat-8944	157	10	%	%	INTJ
easat-8944	157	11	)	)	PUNCT
easat-8944	157	12	user	user	NOUN
easat-8944	157	13	feedback	feedback	NOUN
easat-8944	157	14	score	score	NOUN
easat-8944	157	15	δ	δ	PROPN
easat-8944	157	16	(	(	PUNCT
easat-8944	157	17	effect	effect	NOUN
easat-8944	157	18	size	size	NOUN
easat-8944	157	19	)	)	PUNCT
easat-8944	157	20	intervention	intervention	NOUN
easat-8944	157	21	group	group	PROPN
easat-8944	157	22	control	control	PROPN
easat-8944	157	23	group	group	PROPN
easat-8944	157	24	1491	1491	NUM
easat-8944	157	25	edelweiss	edelweiss	PROPN
easat-8944	157	26	applied	apply	VERB
easat-8944	157	27	science	science	NOUN
easat-8944	157	28	and	and	CCONJ
easat-8944	157	29	technology	technology	NOUN
easat-8944	157	30	issn	issn	PROPN
easat-8944	157	31	:	:	PUNCT
easat-8944	157	32	2576	2576	NUM
easat-8944	157	33	-	-	SYM
easat-8944	157	34	8484	8484	NUM
easat-8944	157	35	vol	vol	NOUN
easat-8944	157	36	.	.	PROPN
easat-8944	158	1	9	9	NUM
easat-8944	158	2	,	,	PUNCT
easat-8944	158	3	no	no	INTJ
easat-8944	158	4	.	.	NOUN
easat-8944	158	5	7	7	NUM
easat-8944	158	6	:	:	SYM
easat-8944	158	7	1482	1482	NUM
easat-8944	158	8	-	-	SYM
easat-8944	158	9	1495	1495	NUM
easat-8944	158	10	,	,	PUNCT
easat-8944	158	11	2025	2025	NUM
easat-8944	158	12	doi	doi	NOUN
easat-8944	158	13	:	:	PUNCT
easat-8944	158	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	158	15	©	©	PROPN
easat-8944	158	16	2025	2025	NUM
easat-8944	158	17	by	by	ADP
easat-8944	158	18	the	the	DET
easat-8944	158	19	author	author	NOUN
easat-8944	158	20	;	;	PUNCT
easat-8944	158	21	licensee	licensee	PROPN
easat-8944	158	22	learning	learn	VERB
easat-8944	158	23	gate	gate	PROPN
easat-8944	158	24	figure	figure	NOUN
easat-8944	158	25	5	5	NUM
easat-8944	158	26	.	.	PUNCT
easat-8944	158	27	accuracy	accuracy	NOUN
easat-8944	158	28	under	under	ADP
easat-8944	158	29	modality	modality	NOUN
easat-8944	158	30	availability	availability	NOUN
easat-8944	158	31	conditions	condition	NOUN
easat-8944	158	32	.	.	PUNCT
easat-8944	159	1	bar	bar	NOUN
easat-8944	159	2	plots	plot	NOUN
easat-8944	159	3	demonstrate	demonstrate	VERB
easat-8944	159	4	graceful	graceful	ADJ
easat-8944	159	5	performance	performance	NOUN
easat-8944	159	6	degradation	degradation	NOUN
easat-8944	159	7	as	as	SCONJ
easat-8944	159	8	modalities	modality	NOUN
easat-8944	159	9	are	be	AUX
easat-8944	159	10	reduced	reduce	VERB
easat-8944	159	11	.	.	PUNCT
easat-8944	160	1	4.5	4.5	NUM
easat-8944	160	2	.	.	PUNCT
easat-8944	161	1	statistical	statistical	ADJ
easat-8944	161	2	significance	significance	NOUN
easat-8944	161	3	and	and	CCONJ
easat-8944	161	4	consistency	consistency	NOUN
easat-8944	161	5	we	we	PRON
easat-8944	161	6	conducted	conduct	VERB
easat-8944	161	7	paired	pair	VERB
easat-8944	161	8	t	t	NOUN
easat-8944	161	9	-	-	PUNCT
easat-8944	161	10	tests	test	NOUN
easat-8944	161	11	over	over	ADP
easat-8944	161	12	five	five	NUM
easat-8944	161	13	experimental	experimental	ADJ
easat-8944	161	14	folds	fold	NOUN
easat-8944	161	15	comparing	compare	VERB
easat-8944	161	16	our	our	PRON
easat-8944	161	17	model	model	NOUN
easat-8944	161	18	with	with	ADP
easat-8944	161	19	the	the	DET
easat-8944	161	20	bestperforming	bestperforme	VERB
easat-8944	161	21	baseline	baseline	NOUN
easat-8944	161	22	(	(	PUNCT
easat-8944	161	23	early	early	ADJ
easat-8944	161	24	fusion	fusion	NOUN
easat-8944	161	25	)	)	PUNCT
easat-8944	161	26	.	.	PUNCT
easat-8944	162	1	as	as	SCONJ
easat-8944	162	2	shown	show	VERB
easat-8944	162	3	in	in	ADP
easat-8944	162	4	table	table	NOUN
easat-8944	162	5	6	6	NUM
easat-8944	162	6	.	.	PUNCT
easat-8944	162	7	table	table	NOUN
easat-8944	162	8	6	6	NUM
easat-8944	162	9	.	.	PUNCT
easat-8944	162	10	paired	pair	VERB
easat-8944	162	11	t	t	PROPN
easat-8944	162	12	-	-	PUNCT
easat-8944	162	13	test	test	NOUN
easat-8944	162	14	results	result	NOUN
easat-8944	162	15	vs.	vs.	ADP
easat-8944	162	16	baseline	baseline	NOUN
easat-8944	162	17	(	(	PUNCT
easat-8944	162	18	p	p	X
easat-8944	162	19	<	<	X
easat-8944	162	20	0.05	0.05	NUM
easat-8944	162	21	)	)	PUNCT
easat-8944	162	22	.	.	PUNCT
easat-8944	163	1	metric	metric	ADJ
easat-8944	163	2	baseline	baseline	PROPN
easat-8944	163	3	mean	mean	VERB
easat-8944	163	4	ours	ours	PRON
easat-8944	163	5	mean	mean	VERB
easat-8944	163	6	p	p	ADJ
easat-8944	163	7	-	-	PUNCT
easat-8944	163	8	value	value	NOUN
easat-8944	163	9	accuracy	accuracy	NOUN
easat-8944	163	10	(	(	PUNCT
easat-8944	163	11	%	%	NOUN
easat-8944	163	12	)	)	PUNCT
easat-8944	163	13	78.4	78.4	NUM
easat-8944	163	14	88.6	88.6	NUM
easat-8944	163	15	0.0037	0.0037	NUM
easat-8944	163	16	macro	macro	NOUN
easat-8944	163	17	-	-	NOUN
easat-8944	163	18	f1	f1	ADJ
easat-8944	163	19	(	(	PUNCT
easat-8944	163	20	%	%	NOUN
easat-8944	163	21	)	)	PUNCT
easat-8944	163	22	74.2	74.2	NUM
easat-8944	163	23	85.9	85.9	NUM
easat-8944	163	24	0.0024	0.0024	NUM
easat-8944	163	25	engagement	engagement	NOUN
easat-8944	163	26	δ	δ	PROPN
easat-8944	163	27	14.5	14.5	NUM
easat-8944	163	28	38.9	38.9	NUM
easat-8944	163	29	0.0049	0.0049	NUM
easat-8944	163	30	all	all	DET
easat-8944	163	31	improvements	improvement	NOUN
easat-8944	163	32	are	be	AUX
easat-8944	163	33	statistically	statistically	ADV
easat-8944	163	34	significant	significant	ADJ
easat-8944	163	35	,	,	PUNCT
easat-8944	163	36	affirming	affirm	VERB
easat-8944	163	37	the	the	DET
easat-8944	163	38	model	model	NOUN
easat-8944	163	39	's	's	PART
easat-8944	163	40	advantage	advantage	NOUN
easat-8944	163	41	in	in	ADP
easat-8944	163	42	both	both	DET
easat-8944	163	43	recognition	recognition	NOUN
easat-8944	163	44	and	and	CCONJ
easat-8944	163	45	behavioral	behavioral	ADJ
easat-8944	163	46	outcomes	outcome	NOUN
easat-8944	163	47	.	.	PUNCT
easat-8944	164	1	5	5	X
easat-8944	164	2	.	.	NOUN
easat-8944	164	3	comparative	comparative	ADJ
easat-8944	164	4	evaluation	evaluation	NOUN
easat-8944	164	5	to	to	PART
easat-8944	164	6	assess	assess	VERB
easat-8944	164	7	the	the	DET
easat-8944	164	8	relative	relative	ADJ
easat-8944	164	9	performance	performance	NOUN
easat-8944	164	10	and	and	CCONJ
easat-8944	164	11	practical	practical	ADJ
easat-8944	164	12	value	value	NOUN
easat-8944	164	13	of	of	ADP
easat-8944	164	14	the	the	DET
easat-8944	164	15	proposed	propose	VERB
easat-8944	164	16	multimodal	multimodal	NOUN
easat-8944	164	17	emotion	emotion	NOUN
easat-8944	164	18	recognition	recognition	NOUN
easat-8944	164	19	and	and	CCONJ
easat-8944	164	20	intervention	intervention	NOUN
easat-8944	164	21	framework	framework	NOUN
easat-8944	164	22	,	,	PUNCT
easat-8944	164	23	we	we	PRON
easat-8944	164	24	conducted	conduct	VERB
easat-8944	164	25	a	a	DET
easat-8944	164	26	comparative	comparative	ADJ
easat-8944	164	27	evaluation	evaluation	NOUN
easat-8944	164	28	against	against	ADP
easat-8944	164	29	state	state	NOUN
easat-8944	164	30	-	-	PUNCT
easat-8944	164	31	of	of	ADP
easat-8944	164	32	-	-	PUNCT
easat-8944	164	33	the	the	DET
easat-8944	164	34	-	-	PUNCT
easat-8944	164	35	art	art	NOUN
easat-8944	164	36	baseline	baseline	NOUN
easat-8944	164	37	systems	system	NOUN
easat-8944	164	38	.	.	PUNCT
easat-8944	165	1	the	the	DET
easat-8944	165	2	evaluation	evaluation	NOUN
easat-8944	165	3	was	be	AUX
easat-8944	165	4	carried	carry	VERB
easat-8944	165	5	out	out	ADP
easat-8944	165	6	across	across	ADP
easat-8944	165	7	two	two	NUM
easat-8944	165	8	core	core	NOUN
easat-8944	165	9	dimensions	dimension	NOUN
easat-8944	165	10	:	:	PUNCT
easat-8944	165	11	the	the	DET
easat-8944	165	12	accuracy	accuracy	NOUN
easat-8944	165	13	and	and	CCONJ
easat-8944	165	14	robustness	robustness	NOUN
easat-8944	165	15	of	of	ADP
easat-8944	165	16	emotion	emotion	NOUN
easat-8944	165	17	recognition	recognition	NOUN
easat-8944	165	18	,	,	PUNCT
easat-8944	165	19	and	and	CCONJ
easat-8944	165	20	the	the	DET
easat-8944	165	21	efficacy	efficacy	NOUN
easat-8944	165	22	of	of	ADP
easat-8944	165	23	emotion	emotion	NOUN
easat-8944	165	24	-	-	PUNCT
easat-8944	165	25	driven	drive	VERB
easat-8944	165	26	adaptive	adaptive	ADJ
easat-8944	165	27	intervention	intervention	NOUN
easat-8944	165	28	on	on	ADP
easat-8944	165	29	learner	learner	NOUN
easat-8944	165	30	engagement	engagement	NOUN
easat-8944	165	31	and	and	CCONJ
easat-8944	165	32	task	task	NOUN
easat-8944	165	33	outcomes	outcome	NOUN
easat-8944	165	34	.	.	PUNCT
easat-8944	166	1	5.1	5.1	NUM
easat-8944	166	2	.	.	PUNCT
easat-8944	167	1	emotion	emotion	NOUN
easat-8944	167	2	recognition	recognition	NOUN
easat-8944	167	3	comparison	comparison	NOUN
easat-8944	167	4	with	with	ADP
easat-8944	167	5	baselines	baseline	NOUN
easat-8944	167	6	the	the	DET
easat-8944	167	7	emotion	emotion	NOUN
easat-8944	167	8	recognition	recognition	NOUN
easat-8944	167	9	component	component	NOUN
easat-8944	167	10	was	be	AUX
easat-8944	167	11	compared	compare	VERB
easat-8944	167	12	against	against	ADP
easat-8944	167	13	several	several	ADJ
easat-8944	167	14	widely	widely	ADV
easat-8944	167	15	used	use	VERB
easat-8944	167	16	unimodal	unimodal	ADJ
easat-8944	167	17	and	and	CCONJ
easat-8944	167	18	multimodal	multimodal	NOUN
easat-8944	167	19	models	model	NOUN
easat-8944	167	20	,	,	PUNCT
easat-8944	167	21	including	include	VERB
easat-8944	167	22	traditional	traditional	ADJ
easat-8944	167	23	early	early	ADJ
easat-8944	167	24	fusion	fusion	NOUN
easat-8944	167	25	approaches	approach	NOUN
easat-8944	167	26	,	,	PUNCT
easat-8944	167	27	as	as	ADV
easat-8944	167	28	well	well	ADV
easat-8944	167	29	as	as	ADP
easat-8944	167	30	knowledge	knowledge	NOUN
easat-8944	167	31	-	-	PUNCT
easat-8944	167	32	enhanced	enhance	VERB
easat-8944	167	33	deep	deep	ADJ
easat-8944	167	34	learning	learning	NOUN
easat-8944	167	35	models	model	NOUN
easat-8944	167	36	such	such	ADJ
easat-8944	167	37	as	as	ADP
easat-8944	167	38	emotionnet	emotionnet	NOUN
easat-8944	167	39	and	and	CCONJ
easat-8944	167	40	a	a	DET
easat-8944	167	41	transformer	transformer	NOUN
easat-8944	167	42	-	-	PUNCT
easat-8944	167	43	based	base	VERB
easat-8944	167	44	attention	attention	NOUN
easat-8944	167	45	fusion	fusion	NOUN
easat-8944	167	46	framework	framework	NOUN
easat-8944	167	47	.	.	PUNCT
easat-8944	168	1	as	as	SCONJ
easat-8944	168	2	shown	show	VERB
easat-8944	168	3	in	in	ADP
easat-8944	168	4	table	table	NOUN
easat-8944	168	5	7	7	NUM
easat-8944	168	6	.	.	NOUN
easat-8944	168	7	65	65	NUM
easat-8944	168	8	70	70	NUM
easat-8944	168	9	75	75	NUM
easat-8944	168	10	80	80	NUM
easat-8944	168	11	85	85	NUM
easat-8944	168	12	90	90	NUM
easat-8944	168	13	all	all	DET
easat-8944	168	14	modalities	modality	NOUN
easat-8944	168	15	1	1	NUM
easat-8944	168	16	modality	modality	NOUN
easat-8944	168	17	missing	miss	VERB
easat-8944	168	18	2	2	NUM
easat-8944	168	19	modalities	modality	NOUN
easat-8944	168	20	missing	miss	VERB
easat-8944	168	21	3	3	NUM
easat-8944	168	22	modalities	modality	NOUN
easat-8944	168	23	missing	miss	VERB
easat-8944	168	24	accuracy	accuracy	NOUN
easat-8944	168	25	(	(	PUNCT
easat-8944	168	26	%	%	INTJ
easat-8944	168	27	)	)	PUNCT
easat-8944	168	28	1492	1492	NUM
easat-8944	168	29	edelweiss	edelweiss	PROPN
easat-8944	168	30	applied	apply	VERB
easat-8944	168	31	science	science	NOUN
easat-8944	168	32	and	and	CCONJ
easat-8944	168	33	technology	technology	NOUN
easat-8944	168	34	issn	issn	PROPN
easat-8944	168	35	:	:	PUNCT
easat-8944	168	36	2576	2576	NUM
easat-8944	168	37	-	-	SYM
easat-8944	168	38	8484	8484	NUM
easat-8944	168	39	vol	vol	NOUN
easat-8944	168	40	.	.	PROPN
easat-8944	169	1	9	9	NUM
easat-8944	169	2	,	,	PUNCT
easat-8944	169	3	no	no	INTJ
easat-8944	169	4	.	.	NOUN
easat-8944	169	5	7	7	NUM
easat-8944	169	6	:	:	SYM
easat-8944	169	7	1482	1482	NUM
easat-8944	169	8	-	-	SYM
easat-8944	169	9	1495	1495	NUM
easat-8944	169	10	,	,	PUNCT
easat-8944	169	11	2025	2025	NUM
easat-8944	169	12	doi	doi	NOUN
easat-8944	169	13	:	:	PUNCT
easat-8944	169	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	169	15	©	©	PROPN
easat-8944	169	16	2025	2025	NUM
easat-8944	169	17	by	by	ADP
easat-8944	169	18	the	the	DET
easat-8944	169	19	author	author	NOUN
easat-8944	169	20	;	;	PUNCT
easat-8944	169	21	licensee	licensee	PROPN
easat-8944	169	22	learning	learn	VERB
easat-8944	169	23	gate	gate	NOUN
easat-8944	169	24	table	table	NOUN
easat-8944	169	25	7	7	NUM
easat-8944	169	26	.	.	PUNCT
easat-8944	169	27	comparative	comparative	ADJ
easat-8944	169	28	performance	performance	NOUN
easat-8944	169	29	of	of	ADP
easat-8944	169	30	emotion	emotion	NOUN
easat-8944	169	31	recognition	recognition	NOUN
easat-8944	169	32	models	model	NOUN
easat-8944	169	33	model	model	VERB
easat-8944	169	34	input	input	NOUN
easat-8944	169	35	modalities	modality	NOUN
easat-8944	169	36	accuracy	accuracy	NOUN
easat-8944	169	37	(	(	PUNCT
easat-8944	169	38	%	%	INTJ
easat-8944	169	39	)	)	PUNCT
easat-8944	169	40	macro	macro	NOUN
easat-8944	169	41	-	-	NOUN
easat-8944	169	42	f1	f1	ADJ
easat-8944	169	43	(	(	PUNCT
easat-8944	169	44	%	%	INTJ
easat-8944	169	45	)	)	PUNCT
easat-8944	169	46	robustness	robustness	NOUN
easat-8944	169	47	(	(	PUNCT
easat-8944	169	48	δacc	δacc	NOUN
easat-8944	169	49	under	under	ADP
easat-8944	169	50	missing	miss	VERB
easat-8944	169	51	modality	modality	NOUN
easat-8944	169	52	)	)	PUNCT
easat-8944	169	53	emotionnet	emotionnet	NOUN
easat-8944	169	54	(	(	PUNCT
easat-8944	169	55	visual	visual	ADJ
easat-8944	169	56	only	only	ADV
easat-8944	169	57	)	)	PUNCT
easat-8944	169	58	video	video	NOUN
easat-8944	169	59	74.3	74.3	NUM
easat-8944	169	60	70.8	70.8	NUM
easat-8944	169	61	-11.4	-11.4	NOUN
easat-8944	169	62	speechrnn	speechrnn	NOUN
easat-8944	169	63	(	(	PUNCT
easat-8944	169	64	audio	audio	ADJ
easat-8944	169	65	only	only	ADV
easat-8944	169	66	)	)	PUNCT
easat-8944	169	67	audio	audio	NOUN
easat-8944	169	68	70.2	70.2	NUM
easat-8944	169	69	66.7	66.7	NUM
easat-8944	169	70	-8.2	-8.2	PROPN
easat-8944	169	71	earlyfusion	earlyfusion	NOUN
easat-8944	169	72	-	-	PUNCT
easat-8944	169	73	mlp	mlp	NOUN
easat-8944	169	74	visual	visual	ADJ
easat-8944	169	75	+	+	CCONJ
easat-8944	169	76	audio	audio	NOUN
easat-8944	169	77	+	+	CCONJ
easat-8944	169	78	logs	log	NOUN
easat-8944	169	79	78.4	78.4	NUM
easat-8944	169	80	74.2	74.2	NUM
easat-8944	169	81	-6.3	-6.3	NOUN
easat-8944	169	82	cross	cross	ADJ
easat-8944	169	83	-	-	ADJ
easat-8944	169	84	attn	attn	ADJ
easat-8944	169	85	transformer	transformer	NOUN
easat-8944	169	86	(	(	PUNCT
easat-8944	169	87	baseline	baseline	NOUN
easat-8944	169	88	)	)	PUNCT
easat-8944	169	89	visual	visual	ADJ
easat-8944	169	90	+	+	CCONJ
easat-8944	169	91	audio	audio	NOUN
easat-8944	169	92	84.1	84.1	NUM
easat-8944	169	93	81.6	81.6	NUM
easat-8944	169	94	-4.5	-4.5	VERB
easat-8944	169	95	proposed	propose	VERB
easat-8944	169	96	(	(	PUNCT
easat-8944	169	97	full	full	ADJ
easat-8944	169	98	fusion	fusion	NOUN
easat-8944	169	99	model	model	NOUN
easat-8944	169	100	)	)	PUNCT
easat-8944	169	101	visual	visual	ADJ
easat-8944	169	102	+	+	CCONJ
easat-8944	169	103	audio	audio	NOUN
easat-8944	169	104	+	+	CCONJ
easat-8944	169	105	logs	logs	NOUN
easat-8944	169	106	88.6	88.6	NUM
easat-8944	169	107	85.9	85.9	NUM
easat-8944	169	108	-3.2	-3.2	NOUN
easat-8944	169	109	the	the	DET
easat-8944	169	110	proposed	propose	VERB
easat-8944	169	111	model	model	NOUN
easat-8944	169	112	outperformed	outperform	VERB
easat-8944	169	113	all	all	DET
easat-8944	169	114	baseline	baseline	ADJ
easat-8944	169	115	methods	method	NOUN
easat-8944	169	116	across	across	ADP
easat-8944	169	117	all	all	DET
easat-8944	169	118	recognition	recognition	NOUN
easat-8944	169	119	metrics	metric	NOUN
easat-8944	169	120	.	.	PUNCT
easat-8944	170	1	in	in	ADP
easat-8944	170	2	particular	particular	ADJ
easat-8944	170	3	,	,	PUNCT
easat-8944	170	4	it	it	PRON
easat-8944	170	5	demonstrated	demonstrate	VERB
easat-8944	170	6	superior	superior	ADJ
easat-8944	170	7	robustness	robustness	NOUN
easat-8944	170	8	to	to	ADP
easat-8944	170	9	missing	miss	VERB
easat-8944	170	10	modalities	modality	NOUN
easat-8944	170	11	,	,	PUNCT
easat-8944	170	12	achieving	achieve	VERB
easat-8944	170	13	less	less	ADJ
easat-8944	170	14	than	than	ADP
easat-8944	170	15	3.5	3.5	NUM
easat-8944	170	16	%	%	NOUN
easat-8944	170	17	degradation	degradation	NOUN
easat-8944	170	18	in	in	ADP
easat-8944	170	19	accuracy	accuracy	NOUN
easat-8944	170	20	,	,	PUNCT
easat-8944	170	21	while	while	SCONJ
easat-8944	170	22	maintaining	maintain	VERB
easat-8944	170	23	a	a	DET
easat-8944	170	24	high	high	ADJ
easat-8944	170	25	macro	macro	ADJ
easat-8944	170	26	-	-	NOUN
easat-8944	170	27	f1	f1	NOUN
easat-8944	170	28	score	score	NOUN
easat-8944	170	29	.	.	PUNCT
easat-8944	171	1	this	this	DET
easat-8944	171	2	performance	performance	NOUN
easat-8944	171	3	advantage	advantage	NOUN
easat-8944	171	4	stems	stem	VERB
easat-8944	171	5	from	from	ADP
easat-8944	171	6	its	its	PRON
easat-8944	171	7	hierarchical	hierarchical	ADJ
easat-8944	171	8	attention	attention	NOUN
easat-8944	171	9	-	-	PUNCT
easat-8944	171	10	based	base	VERB
easat-8944	171	11	fusion	fusion	NOUN
easat-8944	171	12	,	,	PUNCT
easat-8944	171	13	which	which	PRON
easat-8944	171	14	dynamically	dynamically	ADV
easat-8944	171	15	re	re	NOUN
easat-8944	171	16	-	-	NOUN
easat-8944	171	17	weights	weight	NOUN
easat-8944	171	18	available	available	ADJ
easat-8944	171	19	inputs	input	NOUN
easat-8944	171	20	rather	rather	ADV
easat-8944	171	21	than	than	ADP
easat-8944	171	22	assuming	assume	VERB
easat-8944	171	23	modality	modality	NOUN
easat-8944	171	24	completeness	completeness	NOUN
easat-8944	171	25	.	.	PUNCT
easat-8944	172	1	5.2	5.2	NUM
easat-8944	172	2	.	.	PUNCT
easat-8944	172	3	comparative	comparative	ADJ
easat-8944	172	4	evaluation	evaluation	NOUN
easat-8944	172	5	of	of	ADP
easat-8944	172	6	intervention	intervention	NOUN
easat-8944	172	7	efficacy	efficacy	NOUN
easat-8944	172	8	to	to	PART
easat-8944	172	9	benchmark	benchmark	VERB
easat-8944	172	10	the	the	DET
easat-8944	172	11	effectiveness	effectiveness	NOUN
easat-8944	172	12	of	of	ADP
easat-8944	172	13	emotion	emotion	NOUN
easat-8944	172	14	-	-	PUNCT
easat-8944	172	15	driven	drive	VERB
easat-8944	172	16	interventions	intervention	NOUN
easat-8944	172	17	,	,	PUNCT
easat-8944	172	18	we	we	PRON
easat-8944	172	19	compared	compare	VERB
easat-8944	172	20	three	three	NUM
easat-8944	172	21	systems	system	NOUN
easat-8944	172	22	:	:	PUNCT
easat-8944	172	23	no	no	DET
easat-8944	172	24	-	-	PUNCT
easat-8944	172	25	intervention	intervention	NOUN
easat-8944	172	26	baseline	baseline	NOUN
easat-8944	172	27	:	:	PUNCT
easat-8944	172	28	a	a	DET
easat-8944	172	29	conventional	conventional	ADJ
easat-8944	172	30	online	online	ADJ
easat-8944	172	31	learning	learn	VERB
easat-8944	172	32	platform	platform	NOUN
easat-8944	172	33	with	with	ADP
easat-8944	172	34	no	no	DET
easat-8944	172	35	emotional	emotional	ADJ
easat-8944	172	36	monitoring	monitoring	NOUN
easat-8944	172	37	or	or	CCONJ
easat-8944	172	38	adaptive	adaptive	ADJ
easat-8944	172	39	feedback	feedback	NOUN
easat-8944	172	40	;	;	PUNCT
easat-8944	172	41	rule	rule	NOUN
easat-8944	172	42	-	-	PUNCT
easat-8944	172	43	based	base	VERB
easat-8944	172	44	prompting	prompt	VERB
easat-8944	172	45	system	system	NOUN
easat-8944	172	46	:	:	PUNCT
easat-8944	172	47	a	a	DET
easat-8944	172	48	keyword	keyword	NOUN
easat-8944	172	49	-	-	PUNCT
easat-8944	172	50	triggered	trigger	VERB
easat-8944	172	51	intervention	intervention	NOUN
easat-8944	172	52	system	system	NOUN
easat-8944	172	53	using	use	VERB
easat-8944	172	54	static	static	ADJ
easat-8944	172	55	behavior	behavior	NOUN
easat-8944	172	56	heuristics	heuristic	NOUN
easat-8944	172	57	(	(	PUNCT
easat-8944	172	58	e.g.	e.g.	ADV
easat-8944	172	59	,	,	PUNCT
easat-8944	172	60	inactivity	inactivity	NOUN
easat-8944	172	61	>	>	X
easat-8944	172	62	30s	30	NOUN
easat-8944	172	63	)	)	PUNCT
easat-8944	172	64	;	;	PUNCT
easat-8944	173	1	proposed	propose	VERB
easat-8944	173	2	framework	framework	NOUN
easat-8944	173	3	:	:	PUNCT
easat-8944	173	4	the	the	DET
easat-8944	173	5	full	full	ADJ
easat-8944	173	6	emotion	emotion	NOUN
easat-8944	173	7	recognition	recognition	NOUN
easat-8944	173	8	and	and	CCONJ
easat-8944	173	9	intervention	intervention	NOUN
easat-8944	173	10	system	system	NOUN
easat-8944	173	11	described	describe	VERB
easat-8944	173	12	in	in	ADP
easat-8944	173	13	section	section	NOUN
easat-8944	173	14	3	3	NUM
easat-8944	173	15	.	.	PUNCT
easat-8944	173	16	as	as	SCONJ
easat-8944	173	17	shown	show	VERB
easat-8944	173	18	in	in	ADP
easat-8944	173	19	table	table	NOUN
easat-8944	173	20	8	8	NUM
easat-8944	173	21	.	.	PUNCT
easat-8944	173	22	table	table	NOUN
easat-8944	173	23	8	8	NUM
easat-8944	173	24	.	.	PUNCT
easat-8944	173	25	comparison	comparison	NOUN
easat-8944	173	26	of	of	ADP
easat-8944	173	27	intervention	intervention	NOUN
easat-8944	173	28	strategies	strategy	NOUN
easat-8944	173	29	on	on	ADP
easat-8944	173	30	learning	learn	VERB
easat-8944	173	31	engagement	engagement	NOUN
easat-8944	173	32	system	system	NOUN
easat-8944	173	33	engagement	engagement	NOUN
easat-8944	173	34	gain	gain	NOUN
easat-8944	173	35	(	(	PUNCT
easat-8944	173	36	s	s	NOUN
easat-8944	173	37	)	)	PUNCT
easat-8944	173	38	task	task	NOUN
easat-8944	173	39	completion	completion	NOUN
easat-8944	173	40	rate	rate	NOUN
easat-8944	173	41	(	(	PUNCT
easat-8944	173	42	%	%	INTJ
easat-8944	173	43	)	)	PUNCT
easat-8944	173	44	user	user	NOUN
easat-8944	173	45	feedback	feedback	NOUN
easat-8944	173	46	score	score	NOUN
easat-8944	173	47	(	(	PUNCT
easat-8944	173	48	1–5	1–5	X
easat-8944	173	49	)	)	PUNCT
easat-8944	173	50	no	no	DET
easat-8944	173	51	intervention	intervention	NOUN
easat-8944	173	52	13.4	13.4	NUM
easat-8944	173	53	74.5	74.5	NUM
easat-8944	173	54	3.2	3.2	NUM
easat-8944	173	55	rule	rule	NOUN
easat-8944	173	56	-	-	PUNCT
easat-8944	173	57	based	base	VERB
easat-8944	173	58	prompting	prompt	VERB
easat-8944	173	59	24.1	24.1	NUM
easat-8944	173	60	82.3	82.3	NUM
easat-8944	173	61	3.8	3.8	NUM
easat-8944	173	62	proposed	propose	VERB
easat-8944	173	63	framework	framework	NOUN
easat-8944	173	64	38.9	38.9	NUM
easat-8944	173	65	89.1	89.1	NUM
easat-8944	173	66	4.4	4.4	NUM
easat-8944	173	67	the	the	DET
easat-8944	173	68	results	result	NOUN
easat-8944	173	69	demonstrate	demonstrate	VERB
easat-8944	173	70	that	that	SCONJ
easat-8944	173	71	while	while	SCONJ
easat-8944	173	72	rule	rule	NOUN
easat-8944	173	73	-	-	PUNCT
easat-8944	173	74	based	base	VERB
easat-8944	173	75	systems	system	NOUN
easat-8944	173	76	can	can	AUX
easat-8944	173	77	improve	improve	VERB
easat-8944	173	78	engagement	engagement	NOUN
easat-8944	173	79	moderately	moderately	ADV
easat-8944	173	80	,	,	PUNCT
easat-8944	173	81	they	they	PRON
easat-8944	173	82	lack	lack	VERB
easat-8944	173	83	emotional	emotional	ADJ
easat-8944	173	84	specificity	specificity	NOUN
easat-8944	173	85	and	and	CCONJ
easat-8944	173	86	context	context	NOUN
easat-8944	173	87	sensitivity	sensitivity	NOUN
easat-8944	173	88	.	.	PUNCT
easat-8944	174	1	the	the	DET
easat-8944	174	2	proposed	propose	VERB
easat-8944	174	3	framework	framework	NOUN
easat-8944	174	4	,	,	PUNCT
easat-8944	174	5	by	by	ADP
easat-8944	174	6	contrast	contrast	NOUN
easat-8944	174	7	,	,	PUNCT
easat-8944	174	8	offers	offer	VERB
easat-8944	174	9	targeted	target	VERB
easat-8944	174	10	and	and	CCONJ
easat-8944	174	11	context	context	NOUN
easat-8944	174	12	-	-	PUNCT
easat-8944	174	13	aware	aware	ADJ
easat-8944	174	14	feedback	feedback	NOUN
easat-8944	174	15	aligned	align	VERB
easat-8944	174	16	with	with	ADP
easat-8944	174	17	the	the	DET
easat-8944	174	18	learner	learner	NOUN
easat-8944	174	19	's	's	PART
easat-8944	174	20	emotional	emotional	ADJ
easat-8944	174	21	state	state	NOUN
easat-8944	174	22	,	,	PUNCT
easat-8944	174	23	resulting	result	VERB
easat-8944	174	24	in	in	ADP
easat-8944	174	25	significantly	significantly	ADV
easat-8944	174	26	higher	high	ADJ
easat-8944	174	27	engagement	engagement	NOUN
easat-8944	174	28	gains	gain	NOUN
easat-8944	174	29	and	and	CCONJ
easat-8944	174	30	subjective	subjective	ADJ
easat-8944	174	31	satisfaction	satisfaction	NOUN
easat-8944	174	32	scores	score	NOUN
easat-8944	174	33	.	.	PUNCT
easat-8944	175	1	notably	notably	ADV
easat-8944	175	2	,	,	PUNCT
easat-8944	175	3	improvements	improvement	NOUN
easat-8944	175	4	in	in	ADP
easat-8944	175	5	task	task	NOUN
easat-8944	175	6	completion	completion	NOUN
easat-8944	175	7	suggest	suggest	VERB
easat-8944	175	8	that	that	SCONJ
easat-8944	175	9	emotional	emotional	ADJ
easat-8944	175	10	intervention	intervention	NOUN
easat-8944	175	11	also	also	ADV
easat-8944	175	12	contributes	contribute	VERB
easat-8944	175	13	to	to	ADP
easat-8944	175	14	behavioral	behavioral	ADJ
easat-8944	175	15	persistence	persistence	NOUN
easat-8944	175	16	and	and	CCONJ
easat-8944	175	17	sustained	sustained	ADJ
easat-8944	175	18	focus	focus	NOUN
easat-8944	175	19	.	.	PUNCT
easat-8944	176	1	5.3	5.3	NUM
easat-8944	176	2	.	.	PUNCT
easat-8944	177	1	cross	cross	ADJ
easat-8944	177	2	-	-	ADJ
easat-8944	177	3	age	age	ADJ
easat-8944	177	4	and	and	CCONJ
easat-8944	177	5	task	task	NOUN
easat-8944	177	6	generalization	generalization	NOUN
easat-8944	177	7	comparison	comparison	NOUN
easat-8944	177	8	to	to	PART
easat-8944	177	9	evaluate	evaluate	VERB
easat-8944	177	10	generalization	generalization	NOUN
easat-8944	177	11	across	across	ADP
easat-8944	177	12	subgroups	subgroup	NOUN
easat-8944	177	13	,	,	PUNCT
easat-8944	177	14	we	we	PRON
easat-8944	177	15	conducted	conduct	VERB
easat-8944	177	16	experiments	experiment	NOUN
easat-8944	177	17	stratified	stratify	VERB
easat-8944	177	18	by	by	ADP
easat-8944	177	19	age	age	NOUN
easat-8944	177	20	(	(	PUNCT
easat-8944	177	21	6–8	6–8	INTJ
easat-8944	177	22	vs.	vs.	ADP
easat-8944	177	23	9–10	9–10	NOUN
easat-8944	177	24	)	)	PUNCT
easat-8944	177	25	and	and	CCONJ
easat-8944	177	26	task	task	NOUN
easat-8944	177	27	type	type	NOUN
easat-8944	177	28	(	(	PUNCT
easat-8944	177	29	math	math	NOUN
easat-8944	177	30	,	,	PUNCT
easat-8944	177	31	language	language	NOUN
easat-8944	177	32	,	,	PUNCT
easat-8944	177	33	science	science	NOUN
easat-8944	177	34	)	)	PUNCT
easat-8944	177	35	.	.	PUNCT
easat-8944	178	1	the	the	DET
easat-8944	178	2	proposed	propose	VERB
easat-8944	178	3	model	model	NOUN
easat-8944	178	4	consistently	consistently	ADV
easat-8944	178	5	outperformed	outperform	VERB
easat-8944	178	6	baselines	baseline	NOUN
easat-8944	178	7	in	in	ADP
easat-8944	178	8	both	both	DET
easat-8944	178	9	subgroups	subgroup	NOUN
easat-8944	178	10	.	.	PUNCT
easat-8944	179	1	for	for	ADP
easat-8944	179	2	younger	young	ADJ
easat-8944	179	3	children	child	NOUN
easat-8944	179	4	(	(	PUNCT
easat-8944	179	5	ages	age	NOUN
easat-8944	179	6	6–8	6–8	NUM
easat-8944	179	7	)	)	PUNCT
easat-8944	179	8	,	,	PUNCT
easat-8944	179	9	accuracy	accuracy	NOUN
easat-8944	179	10	was	be	AUX
easat-8944	179	11	86.9	86.9	NUM
easat-8944	179	12	%	%	NOUN
easat-8944	179	13	,	,	PUNCT
easat-8944	179	14	indicating	indicate	VERB
easat-8944	179	15	that	that	SCONJ
easat-8944	179	16	the	the	DET
easat-8944	179	17	system	system	NOUN
easat-8944	179	18	is	be	AUX
easat-8944	179	19	effective	effective	ADJ
easat-8944	179	20	even	even	ADV
easat-8944	179	21	with	with	ADP
easat-8944	179	22	less	less	ADV
easat-8944	179	23	stable	stable	ADJ
easat-8944	179	24	emotional	emotional	ADJ
easat-8944	179	25	expressions	expression	NOUN
easat-8944	179	26	.	.	PUNCT
easat-8944	180	1	across	across	ADP
easat-8944	180	2	task	task	NOUN
easat-8944	180	3	types	type	NOUN
easat-8944	180	4	,	,	PUNCT
easat-8944	180	5	the	the	DET
easat-8944	180	6	model	model	NOUN
easat-8944	180	7	showed	show	VERB
easat-8944	180	8	strongest	strong	ADJ
easat-8944	180	9	performance	performance	NOUN
easat-8944	180	10	in	in	ADP
easat-8944	180	11	language	language	NOUN
easat-8944	180	12	and	and	CCONJ
easat-8944	180	13	science	science	NOUN
easat-8944	180	14	tasks	task	NOUN
easat-8944	180	15	(	(	PUNCT
easat-8944	180	16	≥89	≥89	X
easat-8944	180	17	%	%	NOUN
easat-8944	180	18	)	)	PUNCT
easat-8944	180	19	,	,	PUNCT
easat-8944	180	20	while	while	SCONJ
easat-8944	180	21	slightly	slightly	ADV
easat-8944	180	22	lower	low	ADJ
easat-8944	180	23	(	(	PUNCT
easat-8944	180	24	85.1	85.1	NUM
easat-8944	180	25	%	%	NOUN
easat-8944	180	26	)	)	PUNCT
easat-8944	180	27	in	in	ADP
easat-8944	180	28	math	math	NOUN
easat-8944	180	29	,	,	PUNCT
easat-8944	180	30	likely	likely	ADJ
easat-8944	180	31	due	due	ADP
easat-8944	180	32	to	to	ADP
easat-8944	180	33	fewer	few	ADJ
easat-8944	180	34	expressive	expressive	ADJ
easat-8944	180	35	cues	cue	NOUN
easat-8944	180	36	during	during	ADP
easat-8944	180	37	calculation	calculation	NOUN
easat-8944	180	38	.	.	PUNCT
easat-8944	181	1	these	these	DET
easat-8944	181	2	findings	finding	NOUN
easat-8944	181	3	affirm	affirm	NOUN
easat-8944	181	4	that	that	SCONJ
easat-8944	181	5	the	the	DET
easat-8944	181	6	proposed	propose	VERB
easat-8944	181	7	framework	framework	NOUN
easat-8944	181	8	maintains	maintain	VERB
easat-8944	181	9	high	high	ADJ
easat-8944	181	10	performance	performance	NOUN
easat-8944	181	11	across	across	ADP
easat-8944	181	12	both	both	PRON
easat-8944	181	13	developmental	developmental	ADJ
easat-8944	181	14	stages	stage	NOUN
easat-8944	181	15	and	and	CCONJ
easat-8944	181	16	disciplinary	disciplinary	ADJ
easat-8944	181	17	contexts	contexts	NOUN
easat-8944	181	18	,	,	PUNCT
easat-8944	181	19	enhancing	enhance	VERB
easat-8944	181	20	its	its	PRON
easat-8944	181	21	practical	practical	ADJ
easat-8944	181	22	applicability	applicability	NOUN
easat-8944	181	23	in	in	ADP
easat-8944	181	24	diverse	diverse	ADJ
easat-8944	181	25	educational	educational	ADJ
easat-8944	181	26	settings	setting	NOUN
easat-8944	181	27	.	.	PUNCT
easat-8944	182	1	through	through	ADP
easat-8944	182	2	comparative	comparative	ADJ
easat-8944	182	3	evaluations	evaluation	NOUN
easat-8944	182	4	on	on	ADP
easat-8944	182	5	technical	technical	ADJ
easat-8944	182	6	accuracy	accuracy	NOUN
easat-8944	182	7	,	,	PUNCT
easat-8944	182	8	behavioral	behavioral	ADJ
easat-8944	182	9	outcomes	outcome	NOUN
easat-8944	182	10	,	,	PUNCT
easat-8944	182	11	and	and	CCONJ
easat-8944	182	12	user	user	NOUN
easat-8944	182	13	perception	perception	NOUN
easat-8944	182	14	,	,	PUNCT
easat-8944	182	15	the	the	DET
easat-8944	182	16	proposed	propose	VERB
easat-8944	182	17	system	system	NOUN
easat-8944	182	18	demonstrates	demonstrate	VERB
easat-8944	182	19	a	a	DET
easat-8944	182	20	clear	clear	ADJ
easat-8944	182	21	and	and	CCONJ
easat-8944	182	22	statistically	statistically	ADV
easat-8944	182	23	significant	significant	ADJ
easat-8944	182	24	advantage	advantage	NOUN
easat-8944	182	25	over	over	ADP
easat-8944	182	26	existing	exist	VERB
easat-8944	182	27	approaches	approach	NOUN
easat-8944	182	28	in	in	ADP
easat-8944	182	29	both	both	DET
easat-8944	182	30	emotion	emotion	NOUN
easat-8944	182	31	recognition	recognition	NOUN
easat-8944	182	32	and	and	CCONJ
easat-8944	182	33	affect	affect	VERB
easat-8944	182	34	-	-	PUNCT
easat-8944	182	35	adaptive	adaptive	ADJ
easat-8944	182	36	intervention	intervention	NOUN
easat-8944	182	37	.	.	PUNCT
easat-8944	183	1	these	these	DET
easat-8944	183	2	results	result	NOUN
easat-8944	183	3	support	support	VERB
easat-8944	183	4	its	its	PRON
easat-8944	183	5	suitability	suitability	NOUN
easat-8944	183	6	for	for	ADP
easat-8944	183	7	real	real	ADJ
easat-8944	183	8	-	-	PUNCT
easat-8944	183	9	world	world	NOUN
easat-8944	183	10	deployment	deployment	NOUN
easat-8944	183	11	in	in	ADP
easat-8944	183	12	emotionally	emotionally	ADV
easat-8944	183	13	responsive	responsive	ADJ
easat-8944	183	14	educational	educational	ADJ
easat-8944	183	15	systems	system	NOUN
easat-8944	183	16	designed	design	VERB
easat-8944	183	17	for	for	ADP
easat-8944	183	18	children	child	NOUN
easat-8944	183	19	.	.	PUNCT
easat-8944	184	1	1493	1493	NUM
easat-8944	184	2	edelweiss	edelweiss	PROPN
easat-8944	184	3	applied	apply	VERB
easat-8944	184	4	science	science	NOUN
easat-8944	184	5	and	and	CCONJ
easat-8944	184	6	technology	technology	NOUN
easat-8944	184	7	issn	issn	PROPN
easat-8944	184	8	:	:	PUNCT
easat-8944	184	9	2576	2576	NUM
easat-8944	184	10	-	-	SYM
easat-8944	184	11	8484	8484	NUM
easat-8944	184	12	vol	vol	NOUN
easat-8944	184	13	.	.	PROPN
easat-8944	185	1	9	9	NUM
easat-8944	185	2	,	,	PUNCT
easat-8944	185	3	no	no	INTJ
easat-8944	185	4	.	.	NOUN
easat-8944	185	5	7	7	NUM
easat-8944	185	6	:	:	SYM
easat-8944	185	7	1482	1482	NUM
easat-8944	185	8	-	-	SYM
easat-8944	185	9	1495	1495	NUM
easat-8944	185	10	,	,	PUNCT
easat-8944	185	11	2025	2025	NUM
easat-8944	185	12	doi	doi	NOUN
easat-8944	185	13	:	:	PUNCT
easat-8944	185	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	185	15	©	©	PROPN
easat-8944	185	16	2025	2025	NUM
easat-8944	185	17	by	by	ADP
easat-8944	185	18	the	the	DET
easat-8944	185	19	author	author	NOUN
easat-8944	185	20	;	;	PUNCT
easat-8944	185	21	licensee	licensee	PROPN
easat-8944	185	22	learning	learning	NOUN
easat-8944	185	23	gate	gate	NOUN
easat-8944	185	24	6	6	NUM
easat-8944	185	25	.	.	PUNCT
easat-8944	186	1	discussion	discussion	NOUN
easat-8944	186	2	the	the	DET
easat-8944	186	3	results	result	NOUN
easat-8944	186	4	of	of	ADP
easat-8944	186	5	this	this	DET
easat-8944	186	6	study	study	NOUN
easat-8944	186	7	highlight	highlight	VERB
easat-8944	186	8	the	the	DET
easat-8944	186	9	feasibility	feasibility	NOUN
easat-8944	186	10	and	and	CCONJ
easat-8944	186	11	effectiveness	effectiveness	NOUN
easat-8944	186	12	of	of	ADP
easat-8944	186	13	integrating	integrate	VERB
easat-8944	186	14	multimodal	multimodal	NOUN
easat-8944	186	15	emotion	emotion	NOUN
easat-8944	186	16	recognition	recognition	NOUN
easat-8944	186	17	with	with	ADP
easat-8944	186	18	adaptive	adaptive	ADJ
easat-8944	186	19	pedagogical	pedagogical	ADJ
easat-8944	186	20	intervention	intervention	NOUN
easat-8944	186	21	in	in	ADP
easat-8944	186	22	children	child	NOUN
easat-8944	186	23	's	's	PART
easat-8944	186	24	online	online	ADJ
easat-8944	186	25	learning	learn	VERB
easat-8944	186	26	environments	environment	NOUN
easat-8944	186	27	.	.	PUNCT
easat-8944	187	1	the	the	DET
easat-8944	187	2	proposed	propose	VERB
easat-8944	187	3	system	system	NOUN
easat-8944	187	4	not	not	PART
easat-8944	187	5	only	only	ADV
easat-8944	187	6	outperformed	outperform	VERB
easat-8944	187	7	unimodal	unimodal	ADJ
easat-8944	187	8	and	and	CCONJ
easat-8944	187	9	early	early	ADJ
easat-8944	187	10	-	-	PUNCT
easat-8944	187	11	fusion	fusion	NOUN
easat-8944	187	12	models	model	NOUN
easat-8944	187	13	in	in	ADP
easat-8944	187	14	emotion	emotion	NOUN
easat-8944	187	15	classification	classification	NOUN
easat-8944	187	16	accuracy	accuracy	NOUN
easat-8944	187	17	but	but	CCONJ
easat-8944	187	18	also	also	ADV
easat-8944	187	19	demonstrated	demonstrate	VERB
easat-8944	187	20	clear	clear	ADJ
easat-8944	187	21	behavioral	behavioral	ADJ
easat-8944	187	22	benefits	benefit	NOUN
easat-8944	187	23	,	,	PUNCT
easat-8944	187	24	such	such	ADJ
easat-8944	187	25	as	as	ADP
easat-8944	187	26	increased	increase	VERB
easat-8944	187	27	engagement	engagement	NOUN
easat-8944	187	28	and	and	CCONJ
easat-8944	187	29	task	task	NOUN
easat-8944	187	30	completion	completion	NOUN
easat-8944	187	31	rates	rate	NOUN
easat-8944	187	32	.	.	PUNCT
easat-8944	188	1	these	these	DET
easat-8944	188	2	findings	finding	NOUN
easat-8944	188	3	align	align	VERB
easat-8944	188	4	with	with	ADP
easat-8944	188	5	prior	prior	ADJ
easat-8944	188	6	studies	study	NOUN
easat-8944	188	7	indicating	indicate	VERB
easat-8944	188	8	that	that	SCONJ
easat-8944	188	9	children	child	NOUN
easat-8944	188	10	's	's	PART
easat-8944	188	11	emotional	emotional	ADJ
easat-8944	188	12	states	state	NOUN
easat-8944	188	13	are	be	AUX
easat-8944	188	14	strong	strong	ADJ
easat-8944	188	15	predictors	predictor	NOUN
easat-8944	188	16	of	of	ADP
easat-8944	188	17	learning	learn	VERB
easat-8944	188	18	persistence	persistence	NOUN
easat-8944	188	19	,	,	PUNCT
easat-8944	188	20	attention	attention	NOUN
easat-8944	188	21	control	control	NOUN
easat-8944	188	22	,	,	PUNCT
easat-8944	188	23	and	and	CCONJ
easat-8944	188	24	affective	affective	ADJ
easat-8944	188	25	receptivity	receptivity	NOUN
easat-8944	188	26	[	[	X
easat-8944	188	27	17	17	NUM
easat-8944	188	28	]	]	PUNCT
easat-8944	188	29	.	.	PUNCT
easat-8944	189	1	by	by	ADP
easat-8944	189	2	fusing	fuse	VERB
easat-8944	189	3	visual	visual	ADJ
easat-8944	189	4	,	,	PUNCT
easat-8944	189	5	auditory	auditory	ADJ
easat-8944	189	6	,	,	PUNCT
easat-8944	189	7	and	and	CCONJ
easat-8944	189	8	behavioral	behavioral	ADJ
easat-8944	189	9	signals	signal	NOUN
easat-8944	189	10	through	through	ADP
easat-8944	189	11	an	an	DET
easat-8944	189	12	attention	attention	NOUN
easat-8944	189	13	-	-	PUNCT
easat-8944	189	14	based	base	VERB
easat-8944	189	15	architecture	architecture	NOUN
easat-8944	189	16	,	,	PUNCT
easat-8944	189	17	our	our	PRON
easat-8944	189	18	model	model	NOUN
easat-8944	189	19	was	be	AUX
easat-8944	189	20	able	able	ADJ
easat-8944	189	21	to	to	PART
easat-8944	189	22	robustly	robustly	ADV
easat-8944	189	23	interpret	interpret	VERB
easat-8944	189	24	nuanced	nuanced	ADJ
easat-8944	189	25	affective	affective	ADJ
easat-8944	189	26	cues	cue	NOUN
easat-8944	189	27	,	,	PUNCT
easat-8944	189	28	even	even	ADV
easat-8944	189	29	under	under	ADP
easat-8944	189	30	partial	partial	ADJ
easat-8944	189	31	modality	modality	NOUN
easat-8944	189	32	conditions	condition	NOUN
easat-8944	189	33	.	.	PUNCT
easat-8944	190	1	this	this	PRON
easat-8944	190	2	suggests	suggest	VERB
easat-8944	190	3	that	that	SCONJ
easat-8944	190	4	deep	deep	ADJ
easat-8944	190	5	multimodal	multimodal	NOUN
easat-8944	190	6	models	model	NOUN
easat-8944	190	7	,	,	PUNCT
easat-8944	190	8	when	when	SCONJ
easat-8944	190	9	carefully	carefully	ADV
easat-8944	190	10	adapted	adapt	VERB
easat-8944	190	11	to	to	ADP
easat-8944	190	12	the	the	DET
easat-8944	190	13	characteristics	characteristic	NOUN
easat-8944	190	14	of	of	ADP
easat-8944	190	15	child	child	NOUN
easat-8944	190	16	learners	learner	NOUN
easat-8944	190	17	,	,	PUNCT
easat-8944	190	18	can	can	AUX
easat-8944	190	19	overcome	overcome	VERB
easat-8944	190	20	many	many	ADJ
easat-8944	190	21	of	of	ADP
easat-8944	190	22	the	the	DET
easat-8944	190	23	limitations	limitation	NOUN
easat-8944	190	24	observed	observe	VERB
easat-8944	190	25	in	in	ADP
easat-8944	190	26	generic	generic	ADJ
easat-8944	190	27	affective	affective	NOUN
easat-8944	190	28	computing	computing	NOUN
easat-8944	190	29	systems	system	NOUN
easat-8944	190	30	[	[	X
easat-8944	190	31	15	15	NUM
easat-8944	190	32	]	]	PUNCT
easat-8944	190	33	.	.	PUNCT
easat-8944	191	1	a	a	DET
easat-8944	191	2	notable	notable	ADJ
easat-8944	191	3	contribution	contribution	NOUN
easat-8944	191	4	of	of	ADP
easat-8944	191	5	this	this	DET
easat-8944	191	6	work	work	NOUN
easat-8944	191	7	lies	lie	VERB
easat-8944	191	8	in	in	ADP
easat-8944	191	9	its	its	PRON
easat-8944	191	10	real	real	ADJ
easat-8944	191	11	-	-	PUNCT
easat-8944	191	12	time	time	NOUN
easat-8944	191	13	emotion	emotion	NOUN
easat-8944	191	14	-	-	PUNCT
easat-8944	191	15	driven	drive	VERB
easat-8944	191	16	intervention	intervention	NOUN
easat-8944	191	17	design	design	NOUN
easat-8944	191	18	,	,	PUNCT
easat-8944	191	19	which	which	PRON
easat-8944	191	20	moves	move	VERB
easat-8944	191	21	beyond	beyond	ADP
easat-8944	191	22	static	static	ADJ
easat-8944	191	23	or	or	CCONJ
easat-8944	191	24	rule	rule	NOUN
easat-8944	191	25	-	-	PUNCT
easat-8944	191	26	based	base	VERB
easat-8944	191	27	systems	system	NOUN
easat-8944	191	28	.	.	PUNCT
easat-8944	192	1	previous	previous	ADJ
easat-8944	192	2	research	research	NOUN
easat-8944	192	3	in	in	ADP
easat-8944	192	4	educational	educational	ADJ
easat-8944	192	5	health	health	NOUN
easat-8944	192	6	interventions	intervention	NOUN
easat-8944	192	7	has	have	AUX
easat-8944	192	8	demonstrated	demonstrate	VERB
easat-8944	192	9	that	that	SCONJ
easat-8944	192	10	behavioral	behavioral	ADJ
easat-8944	192	11	modulation	modulation	NOUN
easat-8944	192	12	,	,	PUNCT
easat-8944	192	13	when	when	SCONJ
easat-8944	192	14	timely	timely	ADJ
easat-8944	192	15	and	and	CCONJ
easat-8944	192	16	emotionally	emotionally	ADV
easat-8944	192	17	congruent	congruent	ADJ
easat-8944	192	18	,	,	PUNCT
easat-8944	192	19	can	can	AUX
easat-8944	192	20	lead	lead	VERB
easat-8944	192	21	to	to	ADP
easat-8944	192	22	significantly	significantly	ADV
easat-8944	192	23	improved	improve	VERB
easat-8944	192	24	outcomes	outcome	NOUN
easat-8944	192	25	,	,	PUNCT
easat-8944	192	26	even	even	ADV
easat-8944	192	27	in	in	ADP
easat-8944	192	28	short	short	ADJ
easat-8944	192	29	-	-	PUNCT
easat-8944	192	30	term	term	NOUN
easat-8944	192	31	implementations	implementation	NOUN
easat-8944	192	32	[	[	X
easat-8944	192	33	18	18	NUM
easat-8944	192	34	]	]	PUNCT
easat-8944	192	35	.	.	PUNCT
easat-8944	193	1	our	our	PRON
easat-8944	193	2	findings	finding	NOUN
easat-8944	193	3	corroborate	corroborate	VERB
easat-8944	193	4	this	this	PRON
easat-8944	193	5	in	in	ADP
easat-8944	193	6	the	the	DET
easat-8944	193	7	educational	educational	ADJ
easat-8944	193	8	domain	domain	NOUN
easat-8944	193	9	,	,	PUNCT
easat-8944	193	10	showing	show	VERB
easat-8944	193	11	that	that	SCONJ
easat-8944	193	12	children	child	NOUN
easat-8944	193	13	respond	respond	VERB
easat-8944	193	14	positively	positively	ADV
easat-8944	193	15	to	to	ADP
easat-8944	193	16	context	context	NOUN
easat-8944	193	17	-	-	PUNCT
easat-8944	193	18	sensitive	sensitive	ADJ
easat-8944	193	19	prompts	prompt	NOUN
easat-8944	193	20	tailored	tailor	VERB
easat-8944	193	21	to	to	ADP
easat-8944	193	22	their	their	PRON
easat-8944	193	23	momentary	momentary	ADJ
easat-8944	193	24	affective	affective	ADJ
easat-8944	193	25	state	state	NOUN
easat-8944	193	26	.	.	PUNCT
easat-8944	194	1	the	the	DET
easat-8944	194	2	emotion	emotion	NOUN
easat-8944	194	3	-	-	PUNCT
easat-8944	194	4	intervention	intervention	NOUN
easat-8944	194	5	mapping	mapping	NOUN
easat-8944	194	6	strategy	strategy	NOUN
easat-8944	194	7	,	,	PUNCT
easat-8944	194	8	grounded	ground	VERB
easat-8944	194	9	in	in	ADP
easat-8944	194	10	developmental	developmental	ADJ
easat-8944	194	11	psychology	psychology	NOUN
easat-8944	194	12	and	and	CCONJ
easat-8944	194	13	supported	support	VERB
easat-8944	194	14	by	by	ADP
easat-8944	194	15	empirical	empirical	ADJ
easat-8944	194	16	behavioral	behavioral	ADJ
easat-8944	194	17	data	datum	NOUN
easat-8944	194	18	,	,	PUNCT
easat-8944	194	19	enables	enable	VERB
easat-8944	194	20	scalable	scalable	ADJ
easat-8944	194	21	yet	yet	ADV
easat-8944	194	22	personalized	personalized	ADJ
easat-8944	194	23	feedback	feedback	NOUN
easat-8944	194	24	mechanisms	mechanism	NOUN
easat-8944	194	25	without	without	ADP
easat-8944	194	26	overburdening	overburden	VERB
easat-8944	194	27	instructors	instructor	NOUN
easat-8944	194	28	or	or	CCONJ
easat-8944	194	29	learners	learner	NOUN
easat-8944	194	30	.	.	PUNCT
easat-8944	195	1	from	from	ADP
easat-8944	195	2	a	a	DET
easat-8944	195	3	design	design	NOUN
easat-8944	195	4	perspective	perspective	NOUN
easat-8944	195	5	,	,	PUNCT
easat-8944	195	6	our	our	PRON
easat-8944	195	7	results	result	NOUN
easat-8944	195	8	offer	offer	VERB
easat-8944	195	9	evidence	evidence	NOUN
easat-8944	195	10	that	that	SCONJ
easat-8944	195	11	emotion	emotion	NOUN
easat-8944	195	12	-	-	PUNCT
easat-8944	195	13	aware	aware	ADJ
easat-8944	195	14	systems	system	NOUN
easat-8944	195	15	must	must	AUX
easat-8944	195	16	consider	consider	VERB
easat-8944	195	17	both	both	CCONJ
easat-8944	195	18	the	the	DET
easat-8944	195	19	multimodal	multimodal	ADJ
easat-8944	195	20	nature	nature	NOUN
easat-8944	195	21	of	of	ADP
easat-8944	195	22	emotional	emotional	ADJ
easat-8944	195	23	expression	expression	NOUN
easat-8944	195	24	and	and	CCONJ
easat-8944	195	25	the	the	DET
easat-8944	195	26	fluidity	fluidity	NOUN
easat-8944	195	27	of	of	ADP
easat-8944	195	28	affect	affect	VERB
easat-8944	195	29	over	over	ADP
easat-8944	195	30	short	short	ADJ
easat-8944	195	31	intervals	interval	NOUN
easat-8944	195	32	,	,	PUNCT
easat-8944	195	33	particularly	particularly	ADV
easat-8944	195	34	in	in	ADP
easat-8944	195	35	younger	young	ADJ
easat-8944	195	36	children	child	NOUN
easat-8944	195	37	.	.	PUNCT
easat-8944	196	1	this	this	PRON
easat-8944	196	2	reinforces	reinforce	VERB
easat-8944	196	3	the	the	DET
easat-8944	196	4	argument	argument	NOUN
easat-8944	196	5	made	make	VERB
easat-8944	196	6	by	by	ADP
easat-8944	196	7	pei	pei	PROPN
easat-8944	196	8	et	et	PROPN
easat-8944	196	9	al	al	PROPN
easat-8944	196	10	.	.	PUNCT
easat-8944	197	1	that	that	SCONJ
easat-8944	197	2	static	static	ADJ
easat-8944	197	3	classification	classification	NOUN
easat-8944	197	4	is	be	AUX
easat-8944	197	5	insufficient	insufficient	ADJ
easat-8944	197	6	and	and	CCONJ
easat-8944	197	7	must	must	AUX
easat-8944	197	8	be	be	AUX
easat-8944	197	9	complemented	complement	VERB
easat-8944	197	10	by	by	ADP
easat-8944	197	11	temporal	temporal	ADJ
easat-8944	197	12	modeling	modeling	NOUN
easat-8944	197	13	and	and	CCONJ
easat-8944	197	14	contextual	contextual	ADJ
easat-8944	197	15	reasoning	reasoning	NOUN
easat-8944	197	16	to	to	PART
easat-8944	197	17	reflect	reflect	VERB
easat-8944	197	18	the	the	DET
easat-8944	197	19	dynamicity	dynamicity	NOUN
easat-8944	197	20	of	of	ADP
easat-8944	197	21	human	human	ADJ
easat-8944	197	22	affect	affect	NOUN
easat-8944	197	23	[	[	X
easat-8944	197	24	15	15	NUM
easat-8944	197	25	]	]	PUNCT
easat-8944	197	26	.	.	PUNCT
easat-8944	198	1	moreover	moreover	ADV
easat-8944	198	2	,	,	PUNCT
easat-8944	198	3	ethical	ethical	ADJ
easat-8944	198	4	considerations	consideration	NOUN
easat-8944	198	5	specific	specific	ADJ
easat-8944	198	6	to	to	ADP
easat-8944	198	7	childcentered	childcentere	VERB
easat-8944	198	8	emotion	emotion	NOUN
easat-8944	198	9	tracking	tracking	NOUN
easat-8944	198	10	,	,	PUNCT
easat-8944	198	11	such	such	ADJ
easat-8944	198	12	as	as	ADP
easat-8944	198	13	data	datum	NOUN
easat-8944	198	14	sensitivity	sensitivity	NOUN
easat-8944	198	15	,	,	PUNCT
easat-8944	198	16	consent	consent	NOUN
easat-8944	198	17	frameworks	framework	NOUN
easat-8944	198	18	,	,	PUNCT
easat-8944	198	19	and	and	CCONJ
easat-8944	198	20	interpretability	interpretability	NOUN
easat-8944	198	21	,	,	PUNCT
easat-8944	198	22	remain	remain	VERB
easat-8944	198	23	critical	critical	ADJ
easat-8944	198	24	.	.	PUNCT
easat-8944	199	1	as	as	SCONJ
easat-8944	199	2	bodén	bodén	PROPN
easat-8944	199	3	[	[	X
easat-8944	199	4	13	13	NUM
easat-8944	199	5	]	]	PUNCT
easat-8944	199	6	argues	argue	VERB
easat-8944	199	7	,	,	PUNCT
easat-8944	199	8	incorporating	incorporate	VERB
easat-8944	199	9	children	child	NOUN
easat-8944	199	10	's	's	PART
easat-8944	199	11	voices	voice	NOUN
easat-8944	199	12	and	and	CCONJ
easat-8944	199	13	agency	agency	NOUN
easat-8944	199	14	in	in	ADP
easat-8944	199	15	research	research	NOUN
easat-8944	199	16	design	design	NOUN
easat-8944	199	17	is	be	AUX
easat-8944	199	18	essential	essential	ADJ
easat-8944	199	19	not	not	PART
easat-8944	199	20	only	only	ADV
easat-8944	199	21	for	for	ADP
easat-8944	199	22	ethical	ethical	ADJ
easat-8944	199	23	compliance	compliance	NOUN
easat-8944	199	24	but	but	CCONJ
easat-8944	199	25	also	also	ADV
easat-8944	199	26	for	for	ADP
easat-8944	199	27	improving	improve	VERB
easat-8944	199	28	system	system	NOUN
easat-8944	199	29	usability	usability	NOUN
easat-8944	199	30	and	and	CCONJ
easat-8944	199	31	relevance	relevance	NOUN
easat-8944	199	32	[	[	X
easat-8944	199	33	13	13	NUM
easat-8944	199	34	]	]	PUNCT
easat-8944	199	35	.	.	PUNCT
easat-8944	200	1	nevertheless	nevertheless	ADV
easat-8944	200	2	,	,	PUNCT
easat-8944	200	3	several	several	ADJ
easat-8944	200	4	limitations	limitation	NOUN
easat-8944	200	5	must	must	AUX
easat-8944	200	6	be	be	AUX
easat-8944	200	7	acknowledged	acknowledge	VERB
easat-8944	200	8	.	.	PUNCT
easat-8944	201	1	first	first	ADV
easat-8944	201	2	,	,	PUNCT
easat-8944	201	3	although	although	SCONJ
easat-8944	201	4	the	the	DET
easat-8944	201	5	proposed	propose	VERB
easat-8944	201	6	framework	framework	NOUN
easat-8944	201	7	generalizes	generalize	VERB
easat-8944	201	8	well	well	ADV
easat-8944	201	9	across	across	ADP
easat-8944	201	10	tasks	task	NOUN
easat-8944	201	11	and	and	CCONJ
easat-8944	201	12	age	age	NOUN
easat-8944	201	13	groups	group	NOUN
easat-8944	201	14	,	,	PUNCT
easat-8944	201	15	it	it	PRON
easat-8944	201	16	remains	remain	VERB
easat-8944	201	17	dependent	dependent	ADJ
easat-8944	201	18	on	on	ADP
easat-8944	201	19	the	the	DET
easat-8944	201	20	quality	quality	NOUN
easat-8944	201	21	and	and	CCONJ
easat-8944	201	22	balance	balance	NOUN
easat-8944	201	23	of	of	ADP
easat-8944	201	24	training	training	NOUN
easat-8944	201	25	data	datum	NOUN
easat-8944	201	26	.	.	PUNCT
easat-8944	202	1	the	the	DET
easat-8944	202	2	emotional	emotional	ADJ
easat-8944	202	3	categories	category	NOUN
easat-8944	202	4	were	be	AUX
easat-8944	202	5	intentionally	intentionally	ADV
easat-8944	202	6	constrained	constrain	VERB
easat-8944	202	7	to	to	ADP
easat-8944	202	8	six	six	NUM
easat-8944	202	9	primary	primary	ADJ
easat-8944	202	10	states	state	NOUN
easat-8944	202	11	for	for	ADP
easat-8944	202	12	annotation	annotation	NOUN
easat-8944	202	13	feasibility	feasibility	NOUN
easat-8944	202	14	and	and	CCONJ
easat-8944	202	15	model	model	NOUN
easat-8944	202	16	interpretability	interpretability	NOUN
easat-8944	202	17	,	,	PUNCT
easat-8944	202	18	which	which	PRON
easat-8944	202	19	may	may	AUX
easat-8944	202	20	limit	limit	VERB
easat-8944	202	21	the	the	DET
easat-8944	202	22	detection	detection	NOUN
easat-8944	202	23	of	of	ADP
easat-8944	202	24	more	more	ADV
easat-8944	202	25	complex	complex	ADJ
easat-8944	202	26	or	or	CCONJ
easat-8944	202	27	overlapping	overlap	VERB
easat-8944	202	28	affective	affective	ADJ
easat-8944	202	29	phenomena	phenomenon	NOUN
easat-8944	202	30	.	.	PUNCT
easat-8944	203	1	furthermore	furthermore	ADV
easat-8944	203	2	,	,	PUNCT
easat-8944	203	3	while	while	SCONJ
easat-8944	203	4	the	the	DET
easat-8944	203	5	study	study	NOUN
easat-8944	203	6	simulated	simulate	VERB
easat-8944	203	7	partial	partial	ADJ
easat-8944	203	8	modality	modality	NOUN
easat-8944	203	9	loss	loss	NOUN
easat-8944	203	10	to	to	PART
easat-8944	203	11	test	test	NOUN
easat-8944	203	12	robustness	robustness	NOUN
easat-8944	203	13	,	,	PUNCT
easat-8944	203	14	true	true	ADJ
easat-8944	203	15	real	real	ADJ
easat-8944	203	16	-	-	PUNCT
easat-8944	203	17	world	world	NOUN
easat-8944	203	18	deployments	deployment	NOUN
easat-8944	203	19	may	may	AUX
easat-8944	203	20	involve	involve	VERB
easat-8944	203	21	more	more	ADV
easat-8944	203	22	severe	severe	ADJ
easat-8944	203	23	environmental	environmental	ADJ
easat-8944	203	24	noise	noise	NOUN
easat-8944	203	25	,	,	PUNCT
easat-8944	203	26	hardware	hardware	NOUN
easat-8944	203	27	variability	variability	NOUN
easat-8944	203	28	,	,	PUNCT
easat-8944	203	29	or	or	CCONJ
easat-8944	203	30	cultural	cultural	ADJ
easat-8944	203	31	-	-	PUNCT
easat-8944	203	32	linguistic	linguistic	ADJ
easat-8944	203	33	diversity	diversity	NOUN
easat-8944	203	34	,	,	PUNCT
easat-8944	203	35	requiring	require	VERB
easat-8944	203	36	future	future	ADJ
easat-8944	203	37	adaptation	adaptation	NOUN
easat-8944	203	38	and	and	CCONJ
easat-8944	203	39	calibration	calibration	NOUN
easat-8944	203	40	of	of	ADP
easat-8944	203	41	the	the	DET
easat-8944	203	42	model	model	NOUN
easat-8944	203	43	.	.	PUNCT
easat-8944	204	1	another	another	DET
easat-8944	204	2	limitation	limitation	NOUN
easat-8944	204	3	concerns	concern	VERB
easat-8944	204	4	the	the	DET
easat-8944	204	5	short	short	ADJ
easat-8944	204	6	-	-	PUNCT
easat-8944	204	7	term	term	NOUN
easat-8944	204	8	scope	scope	NOUN
easat-8944	204	9	of	of	ADP
easat-8944	204	10	the	the	DET
easat-8944	204	11	intervention	intervention	NOUN
easat-8944	204	12	evaluation	evaluation	NOUN
easat-8944	204	13	.	.	PUNCT
easat-8944	205	1	while	while	SCONJ
easat-8944	205	2	immediate	immediate	ADJ
easat-8944	205	3	improvements	improvement	NOUN
easat-8944	205	4	in	in	ADP
easat-8944	205	5	engagement	engagement	NOUN
easat-8944	205	6	and	and	CCONJ
easat-8944	205	7	task	task	NOUN
easat-8944	205	8	performance	performance	NOUN
easat-8944	205	9	were	be	AUX
easat-8944	205	10	observed	observe	VERB
easat-8944	205	11	,	,	PUNCT
easat-8944	205	12	longitudinal	longitudinal	ADJ
easat-8944	205	13	studies	study	NOUN
easat-8944	205	14	are	be	AUX
easat-8944	205	15	needed	need	VERB
easat-8944	205	16	to	to	PART
easat-8944	205	17	assess	assess	VERB
easat-8944	205	18	the	the	DET
easat-8944	205	19	sustained	sustained	ADJ
easat-8944	205	20	impact	impact	NOUN
easat-8944	205	21	of	of	ADP
easat-8944	205	22	emotion	emotion	NOUN
easat-8944	205	23	-	-	PUNCT
easat-8944	205	24	adaptive	adaptive	ADJ
easat-8944	205	25	systems	system	NOUN
easat-8944	205	26	on	on	ADP
easat-8944	205	27	learning	learn	VERB
easat-8944	205	28	motivation	motivation	NOUN
easat-8944	205	29	,	,	PUNCT
easat-8944	205	30	cognitive	cognitive	ADJ
easat-8944	205	31	development	development	NOUN
easat-8944	205	32	,	,	PUNCT
easat-8944	205	33	and	and	CCONJ
easat-8944	205	34	self	self	NOUN
easat-8944	205	35	-	-	PUNCT
easat-8944	205	36	regulation	regulation	NOUN
easat-8944	205	37	strategies	strategy	NOUN
easat-8944	205	38	.	.	PUNCT
easat-8944	206	1	finally	finally	ADV
easat-8944	206	2	,	,	PUNCT
easat-8944	206	3	the	the	DET
easat-8944	206	4	integration	integration	NOUN
easat-8944	206	5	of	of	ADP
easat-8944	206	6	such	such	ADJ
easat-8944	206	7	systems	system	NOUN
easat-8944	206	8	into	into	ADP
easat-8944	206	9	existing	exist	VERB
easat-8944	206	10	educational	educational	ADJ
easat-8944	206	11	infrastructures	infrastructure	NOUN
easat-8944	206	12	must	must	AUX
easat-8944	206	13	be	be	AUX
easat-8944	206	14	carefully	carefully	ADV
easat-8944	206	15	considered	consider	VERB
easat-8944	206	16	.	.	PUNCT
easat-8944	207	1	as	as	SCONJ
easat-8944	207	2	arya	arya	PROPN
easat-8944	207	3	et	et	PROPN
easat-8944	207	4	al	al	PROPN
easat-8944	207	5	.	.	PROPN
easat-8944	207	6	and	and	CCONJ
easat-8944	207	7	amin	amin	PROPN
easat-8944	207	8	et	et	PROPN
easat-8944	207	9	al	al	PROPN
easat-8944	207	10	.	.	PROPN
easat-8944	207	11	have	have	AUX
easat-8944	207	12	noted	note	VERB
easat-8944	207	13	,	,	PUNCT
easat-8944	207	14	the	the	DET
easat-8944	207	15	adoption	adoption	NOUN
easat-8944	207	16	of	of	ADP
easat-8944	207	17	affective	affective	ADJ
easat-8944	207	18	computing	computing	NOUN
easat-8944	207	19	in	in	ADP
easat-8944	207	20	real	real	ADJ
easat-8944	207	21	-	-	PUNCT
easat-8944	207	22	world	world	NOUN
easat-8944	207	23	applications	application	NOUN
easat-8944	207	24	depends	depend	VERB
easat-8944	207	25	not	not	PART
easat-8944	207	26	only	only	ADV
easat-8944	207	27	on	on	ADP
easat-8944	207	28	technical	technical	ADJ
easat-8944	207	29	maturity	maturity	NOUN
easat-8944	207	30	but	but	CCONJ
easat-8944	207	31	also	also	ADV
easat-8944	207	32	on	on	ADP
easat-8944	207	33	stakeholder	stakeholder	PROPN
easat-8944	207	34	trust	trust	PROPN
easat-8944	207	35	,	,	PUNCT
easat-8944	207	36	explainability	explainability	NOUN
easat-8944	207	37	of	of	ADP
easat-8944	207	38	decisions	decision	NOUN
easat-8944	207	39	,	,	PUNCT
easat-8944	207	40	and	and	CCONJ
easat-8944	207	41	alignment	alignment	NOUN
easat-8944	207	42	with	with	ADP
easat-8944	207	43	pedagogical	pedagogical	ADJ
easat-8944	207	44	goals	goal	NOUN
easat-8944	207	45	[	[	X
easat-8944	207	46	16	16	NUM
easat-8944	207	47	]	]	PUNCT
easat-8944	207	48	.	.	PUNCT
easat-8944	208	1	bridging	bridge	VERB
easat-8944	208	2	the	the	DET
easat-8944	208	3	gap	gap	NOUN
easat-8944	208	4	between	between	ADP
easat-8944	208	5	lab	lab	NOUN
easat-8944	208	6	-	-	PUNCT
easat-8944	208	7	scale	scale	NOUN
easat-8944	208	8	prototypes	prototype	NOUN
easat-8944	208	9	and	and	CCONJ
easat-8944	208	10	classroom	classroom	NOUN
easat-8944	208	11	-	-	PUNCT
easat-8944	208	12	ready	ready	ADJ
easat-8944	208	13	systems	system	NOUN
easat-8944	208	14	requires	require	VERB
easat-8944	208	15	interdisciplinary	interdisciplinary	ADJ
easat-8944	208	16	collaboration	collaboration	NOUN
easat-8944	208	17	among	among	ADP
easat-8944	208	18	ai	ai	PROPN
easat-8944	208	19	researchers	researcher	NOUN
easat-8944	208	20	,	,	PUNCT
easat-8944	208	21	educational	educational	ADJ
easat-8944	208	22	psychologists	psychologist	NOUN
easat-8944	208	23	,	,	PUNCT
easat-8944	208	24	teachers	teacher	NOUN
easat-8944	208	25	,	,	PUNCT
easat-8944	208	26	and	and	CCONJ
easat-8944	208	27	policy	policy	NOUN
easat-8944	208	28	makers	maker	NOUN
easat-8944	208	29	.	.	PUNCT
easat-8944	209	1	in	in	ADP
easat-8944	209	2	particular	particular	ADJ
easat-8944	209	3	,	,	PUNCT
easat-8944	209	4	future	future	ADJ
easat-8944	209	5	work	work	NOUN
easat-8944	209	6	may	may	AUX
easat-8944	209	7	explore	explore	VERB
easat-8944	209	8	how	how	SCONJ
easat-8944	209	9	real	real	ADJ
easat-8944	209	10	-	-	PUNCT
easat-8944	209	11	time	time	NOUN
easat-8944	209	12	emotion	emotion	NOUN
easat-8944	209	13	detection	detection	NOUN
easat-8944	209	14	can	can	AUX
easat-8944	209	15	be	be	AUX
easat-8944	209	16	linked	link	VERB
easat-8944	209	17	with	with	ADP
easat-8944	209	18	curriculum	curriculum	NOUN
easat-8944	209	19	adaptation	adaptation	NOUN
easat-8944	209	20	,	,	PUNCT
easat-8944	209	21	peer	peer	NOUN
easat-8944	209	22	collaboration	collaboration	NOUN
easat-8944	209	23	scaffolding	scaffolding	NOUN
easat-8944	209	24	,	,	PUNCT
easat-8944	209	25	or	or	CCONJ
easat-8944	209	26	personalized	personalized	ADJ
easat-8944	209	27	learning	learn	VERB
easat-8944	209	28	pathways	pathway	NOUN
easat-8944	209	29	,	,	PUNCT
easat-8944	209	30	thereby	thereby	ADV
easat-8944	209	31	fostering	foster	VERB
easat-8944	209	32	a	a	DET
easat-8944	209	33	more	more	ADV
easat-8944	209	34	emotionally	emotionally	ADV
easat-8944	209	35	responsive	responsive	ADJ
easat-8944	209	36	and	and	CCONJ
easat-8944	209	37	inclusive	inclusive	ADJ
easat-8944	209	38	digital	digital	ADJ
easat-8944	209	39	education	education	NOUN
easat-8944	209	40	ecosystem	ecosystem	NOUN
easat-8944	209	41	.	.	PUNCT
easat-8944	210	1	1494	1494	NUM
easat-8944	210	2	edelweiss	edelweiss	PROPN
easat-8944	210	3	applied	apply	VERB
easat-8944	210	4	science	science	NOUN
easat-8944	210	5	and	and	CCONJ
easat-8944	210	6	technology	technology	NOUN
easat-8944	210	7	issn	issn	PROPN
easat-8944	210	8	:	:	PUNCT
easat-8944	210	9	2576	2576	NUM
easat-8944	210	10	-	-	SYM
easat-8944	210	11	8484	8484	NUM
easat-8944	210	12	vol	vol	NOUN
easat-8944	210	13	.	.	PROPN
easat-8944	211	1	9	9	NUM
easat-8944	211	2	,	,	PUNCT
easat-8944	211	3	no	no	INTJ
easat-8944	211	4	.	.	NOUN
easat-8944	211	5	7	7	NUM
easat-8944	211	6	:	:	SYM
easat-8944	211	7	1482	1482	NUM
easat-8944	211	8	-	-	SYM
easat-8944	211	9	1495	1495	NUM
easat-8944	211	10	,	,	PUNCT
easat-8944	211	11	2025	2025	NUM
easat-8944	211	12	doi	doi	NOUN
easat-8944	211	13	:	:	PUNCT
easat-8944	211	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	211	15	©	©	PROPN
easat-8944	211	16	2025	2025	NUM
easat-8944	211	17	by	by	ADP
easat-8944	211	18	the	the	DET
easat-8944	211	19	author	author	NOUN
easat-8944	211	20	;	;	PUNCT
easat-8944	211	21	licensee	licensee	PROPN
easat-8944	211	22	learning	learning	NOUN
easat-8944	211	23	gate	gate	NOUN
easat-8944	211	24	7	7	NUM
easat-8944	211	25	.	.	PUNCT
easat-8944	211	26	conclusion	conclusion	NOUN
easat-8944	211	27	this	this	DET
easat-8944	211	28	study	study	NOUN
easat-8944	211	29	presents	present	VERB
easat-8944	211	30	a	a	DET
easat-8944	211	31	comprehensive	comprehensive	ADJ
easat-8944	211	32	framework	framework	NOUN
easat-8944	211	33	that	that	PRON
easat-8944	211	34	combines	combine	VERB
easat-8944	211	35	multimodal	multimodal	ADJ
easat-8944	211	36	emotion	emotion	NOUN
easat-8944	211	37	recognition	recognition	NOUN
easat-8944	211	38	and	and	CCONJ
easat-8944	211	39	adaptive	adaptive	ADJ
easat-8944	211	40	intervention	intervention	NOUN
easat-8944	211	41	strategies	strategy	NOUN
easat-8944	211	42	to	to	PART
easat-8944	211	43	support	support	VERB
easat-8944	211	44	emotionally	emotionally	ADV
easat-8944	211	45	aware	aware	ADJ
easat-8944	211	46	online	online	ADJ
easat-8944	211	47	learning	learning	NOUN
easat-8944	211	48	for	for	ADP
easat-8944	211	49	children	child	NOUN
easat-8944	211	50	.	.	PUNCT
easat-8944	212	1	leveraging	leverage	VERB
easat-8944	212	2	deep	deep	ADJ
easat-8944	212	3	learning	learning	NOUN
easat-8944	212	4	architectures	architecture	NOUN
easat-8944	212	5	for	for	ADP
easat-8944	212	6	multimodal	multimodal	ADJ
easat-8944	212	7	fusion	fusion	NOUN
easat-8944	212	8	and	and	CCONJ
easat-8944	212	9	real	real	ADJ
easat-8944	212	10	-	-	PUNCT
easat-8944	212	11	time	time	NOUN
easat-8944	212	12	analysis	analysis	NOUN
easat-8944	212	13	,	,	PUNCT
easat-8944	212	14	the	the	DET
easat-8944	212	15	system	system	NOUN
easat-8944	212	16	effectively	effectively	ADV
easat-8944	212	17	identifies	identify	VERB
easat-8944	212	18	six	six	NUM
easat-8944	212	19	core	core	ADJ
easat-8944	212	20	emotional	emotional	ADJ
easat-8944	212	21	states	state	NOUN
easat-8944	212	22	from	from	ADP
easat-8944	212	23	facial	facial	ADJ
easat-8944	212	24	,	,	PUNCT
easat-8944	212	25	vocal	vocal	ADJ
easat-8944	212	26	,	,	PUNCT
easat-8944	212	27	and	and	CCONJ
easat-8944	212	28	behavioral	behavioral	ADJ
easat-8944	212	29	data	datum	NOUN
easat-8944	212	30	streams	stream	NOUN
easat-8944	212	31	,	,	PUNCT
easat-8944	212	32	and	and	CCONJ
easat-8944	212	33	maps	map	VERB
easat-8944	212	34	these	these	DET
easat-8944	212	35	states	state	NOUN
easat-8944	212	36	to	to	ADP
easat-8944	212	37	targeted	target	VERB
easat-8944	212	38	pedagogical	pedagogical	ADJ
easat-8944	212	39	responses	response	NOUN
easat-8944	212	40	.	.	PUNCT
easat-8944	213	1	experimental	experimental	ADJ
easat-8944	213	2	results	result	NOUN
easat-8944	213	3	demonstrate	demonstrate	VERB
easat-8944	213	4	not	not	PART
easat-8944	213	5	only	only	ADV
easat-8944	213	6	superior	superior	ADJ
easat-8944	213	7	recognition	recognition	NOUN
easat-8944	213	8	accuracy	accuracy	NOUN
easat-8944	213	9	compared	compare	VERB
easat-8944	213	10	to	to	ADP
easat-8944	213	11	unimodal	unimodal	ADJ
easat-8944	213	12	and	and	CCONJ
easat-8944	213	13	traditional	traditional	ADJ
easat-8944	213	14	fusion	fusion	NOUN
easat-8944	213	15	baselines	baseline	NOUN
easat-8944	213	16	,	,	PUNCT
easat-8944	213	17	but	but	CCONJ
easat-8944	213	18	also	also	ADV
easat-8944	213	19	significant	significant	ADJ
easat-8944	213	20	gains	gain	NOUN
easat-8944	213	21	in	in	ADP
easat-8944	213	22	learner	learner	NOUN
easat-8944	213	23	engagement	engagement	NOUN
easat-8944	213	24	,	,	PUNCT
easat-8944	213	25	task	task	NOUN
easat-8944	213	26	completion	completion	NOUN
easat-8944	213	27	,	,	PUNCT
easat-8944	213	28	and	and	CCONJ
easat-8944	213	29	subjective	subjective	ADJ
easat-8944	213	30	satisfaction	satisfaction	NOUN
easat-8944	213	31	through	through	ADP
easat-8944	213	32	emotion	emotion	NOUN
easat-8944	213	33	-	-	PUNCT
easat-8944	213	34	sensitive	sensitive	ADJ
easat-8944	213	35	feedback	feedback	NOUN
easat-8944	213	36	.	.	PUNCT
easat-8944	214	1	by	by	ADP
easat-8944	214	2	aligning	align	VERB
easat-8944	214	3	affective	affective	ADJ
easat-8944	214	4	computing	computing	NOUN
easat-8944	214	5	with	with	ADP
easat-8944	214	6	developmental	developmental	ADJ
easat-8944	214	7	educational	educational	ADJ
easat-8944	214	8	theory	theory	NOUN
easat-8944	214	9	,	,	PUNCT
easat-8944	214	10	this	this	DET
easat-8944	214	11	research	research	NOUN
easat-8944	214	12	contributes	contribute	VERB
easat-8944	214	13	to	to	ADP
easat-8944	214	14	the	the	DET
easat-8944	214	15	design	design	NOUN
easat-8944	214	16	of	of	ADP
easat-8944	214	17	child	child	NOUN
easat-8944	214	18	-	-	PUNCT
easat-8944	214	19	centered	center	VERB
easat-8944	214	20	,	,	PUNCT
easat-8944	214	21	context	context	NOUN
easat-8944	214	22	-	-	PUNCT
easat-8944	214	23	aware	aware	ADJ
easat-8944	214	24	digital	digital	ADJ
easat-8944	214	25	learning	learning	NOUN
easat-8944	214	26	systems	system	NOUN
easat-8944	214	27	.	.	PUNCT
easat-8944	215	1	the	the	DET
easat-8944	215	2	proposed	propose	VERB
easat-8944	215	3	framework	framework	NOUN
easat-8944	215	4	advances	advance	VERB
easat-8944	215	5	the	the	DET
easat-8944	215	6	field	field	NOUN
easat-8944	215	7	in	in	ADP
easat-8944	215	8	both	both	CCONJ
easat-8944	215	9	methodological	methodological	ADJ
easat-8944	215	10	and	and	CCONJ
easat-8944	215	11	practical	practical	ADJ
easat-8944	215	12	dimensions	dimension	NOUN
easat-8944	215	13	,	,	PUNCT
easat-8944	215	14	offering	offer	VERB
easat-8944	215	15	a	a	DET
easat-8944	215	16	scalable	scalable	ADJ
easat-8944	215	17	approach	approach	NOUN
easat-8944	215	18	that	that	PRON
easat-8944	215	19	is	be	AUX
easat-8944	215	20	robust	robust	ADJ
easat-8944	215	21	to	to	ADP
easat-8944	215	22	missing	miss	VERB
easat-8944	215	23	modalities	modality	NOUN
easat-8944	215	24	,	,	PUNCT
easat-8944	215	25	adaptable	adaptable	ADJ
easat-8944	215	26	to	to	PART
easat-8944	215	27	diverse	diverse	VERB
easat-8944	215	28	learning	learning	NOUN
easat-8944	215	29	tasks	task	NOUN
easat-8944	215	30	,	,	PUNCT
easat-8944	215	31	and	and	CCONJ
easat-8944	215	32	responsive	responsive	ADJ
easat-8944	215	33	to	to	ADP
easat-8944	215	34	emotional	emotional	ADJ
easat-8944	215	35	fluctuations	fluctuation	NOUN
easat-8944	215	36	in	in	ADP
easat-8944	215	37	real	real	ADJ
easat-8944	215	38	time	time	NOUN
easat-8944	215	39	.	.	PUNCT
easat-8944	216	1	the	the	DET
easat-8944	216	2	integration	integration	NOUN
easat-8944	216	3	of	of	ADP
easat-8944	216	4	lightweight	lightweight	ADJ
easat-8944	216	5	model	model	NOUN
easat-8944	216	6	optimization	optimization	NOUN
easat-8944	216	7	also	also	ADV
easat-8944	216	8	facilitates	facilitate	VERB
easat-8944	216	9	deployment	deployment	NOUN
easat-8944	216	10	on	on	ADP
easat-8944	216	11	mainstream	mainstream	ADJ
easat-8944	216	12	educational	educational	ADJ
easat-8944	216	13	platforms	platform	NOUN
easat-8944	216	14	without	without	ADP
easat-8944	216	15	prohibitive	prohibitive	ADJ
easat-8944	216	16	computational	computational	ADJ
easat-8944	216	17	costs	cost	NOUN
easat-8944	216	18	.	.	PUNCT
easat-8944	217	1	looking	look	VERB
easat-8944	217	2	forward	forward	ADV
easat-8944	217	3	,	,	PUNCT
easat-8944	217	4	several	several	ADJ
easat-8944	217	5	research	research	NOUN
easat-8944	217	6	directions	direction	NOUN
easat-8944	217	7	emerge	emerge	VERB
easat-8944	217	8	.	.	PUNCT
easat-8944	218	1	future	future	ADJ
easat-8944	218	2	work	work	NOUN
easat-8944	218	3	should	should	AUX
easat-8944	218	4	explore	explore	VERB
easat-8944	218	5	fine	fine	ADV
easat-8944	218	6	-	-	PUNCT
easat-8944	218	7	grained	grain	VERB
easat-8944	218	8	emotional	emotional	ADJ
easat-8944	218	9	modeling	modeling	NOUN
easat-8944	218	10	,	,	PUNCT
easat-8944	218	11	including	include	VERB
easat-8944	218	12	secondary	secondary	ADJ
easat-8944	218	13	or	or	CCONJ
easat-8944	218	14	composite	composite	ADJ
easat-8944	218	15	emotional	emotional	ADJ
easat-8944	218	16	states	state	NOUN
easat-8944	218	17	,	,	PUNCT
easat-8944	218	18	and	and	CCONJ
easat-8944	218	19	assess	assess	VERB
easat-8944	218	20	the	the	DET
easat-8944	218	21	longitudinal	longitudinal	ADJ
easat-8944	218	22	effectiveness	effectiveness	NOUN
easat-8944	218	23	of	of	ADP
easat-8944	218	24	emotional	emotional	ADJ
easat-8944	218	25	interventions	intervention	NOUN
easat-8944	218	26	on	on	ADP
easat-8944	218	27	academic	academic	ADJ
easat-8944	218	28	and	and	CCONJ
easat-8944	218	29	psychological	psychological	ADJ
easat-8944	218	30	outcomes	outcome	NOUN
easat-8944	218	31	.	.	PUNCT
easat-8944	219	1	there	there	PRON
easat-8944	219	2	is	be	VERB
easat-8944	219	3	also	also	ADV
easat-8944	219	4	potential	potential	ADJ
easat-8944	219	5	to	to	PART
easat-8944	219	6	extend	extend	VERB
easat-8944	219	7	this	this	DET
easat-8944	219	8	framework	framework	NOUN
easat-8944	219	9	to	to	ADP
easat-8944	219	10	inclusive	inclusive	ADJ
easat-8944	219	11	education	education	NOUN
easat-8944	219	12	scenarios	scenario	NOUN
easat-8944	219	13	,	,	PUNCT
easat-8944	219	14	where	where	SCONJ
easat-8944	219	15	emotion	emotion	NOUN
easat-8944	219	16	recognition	recognition	NOUN
easat-8944	219	17	can	can	AUX
easat-8944	219	18	support	support	VERB
easat-8944	219	19	learners	learner	NOUN
easat-8944	219	20	with	with	ADP
easat-8944	219	21	neurodevelopmental	neurodevelopmental	ADJ
easat-8944	219	22	conditions	condition	NOUN
easat-8944	219	23	such	such	ADJ
easat-8944	219	24	as	as	ADP
easat-8944	219	25	adhd	adhd	NOUN
easat-8944	219	26	or	or	CCONJ
easat-8944	219	27	autism	autism	NOUN
easat-8944	219	28	spectrum	spectrum	NOUN
easat-8944	219	29	disorder	disorder	NOUN
easat-8944	219	30	.	.	PUNCT
easat-8944	220	1	furthermore	furthermore	ADV
easat-8944	220	2	,	,	PUNCT
easat-8944	220	3	ethical	ethical	ADJ
easat-8944	220	4	transparency	transparency	NOUN
easat-8944	220	5	,	,	PUNCT
easat-8944	220	6	model	model	NOUN
easat-8944	220	7	explainability	explainability	NOUN
easat-8944	220	8	,	,	PUNCT
easat-8944	220	9	and	and	CCONJ
easat-8944	220	10	culturally	culturally	ADV
easat-8944	220	11	adaptive	adaptive	ADJ
easat-8944	220	12	calibration	calibration	NOUN
easat-8944	220	13	remain	remain	VERB
easat-8944	220	14	essential	essential	ADJ
easat-8944	220	15	in	in	ADP
easat-8944	220	16	ensuring	ensure	VERB
easat-8944	220	17	the	the	DET
easat-8944	220	18	responsible	responsible	ADJ
easat-8944	220	19	deployment	deployment	NOUN
easat-8944	220	20	of	of	ADP
easat-8944	220	21	affective	affective	NOUN
easat-8944	220	22	technologies	technology	NOUN
easat-8944	220	23	in	in	ADP
easat-8944	220	24	education	education	NOUN
easat-8944	220	25	.	.	PUNCT
easat-8944	221	1	in	in	ADP
easat-8944	221	2	conclusion	conclusion	NOUN
easat-8944	221	3	,	,	PUNCT
easat-8944	221	4	the	the	DET
easat-8944	221	5	intersection	intersection	NOUN
easat-8944	221	6	of	of	ADP
easat-8944	221	7	multimodal	multimodal	NOUN
easat-8944	221	8	affective	affective	NOUN
easat-8944	221	9	computing	computing	NOUN
easat-8944	221	10	and	and	CCONJ
easat-8944	221	11	pedagogical	pedagogical	ADJ
easat-8944	221	12	intervention	intervention	NOUN
easat-8944	221	13	design	design	NOUN
easat-8944	221	14	holds	hold	VERB
easat-8944	221	15	transformative	transformative	ADJ
easat-8944	221	16	potential	potential	NOUN
easat-8944	221	17	for	for	ADP
easat-8944	221	18	online	online	ADJ
easat-8944	221	19	education	education	NOUN
easat-8944	221	20	.	.	PUNCT
easat-8944	222	1	emotionally	emotionally	ADV
easat-8944	222	2	intelligent	intelligent	ADJ
easat-8944	222	3	systems	system	NOUN
easat-8944	222	4	,	,	PUNCT
easat-8944	222	5	when	when	SCONJ
easat-8944	222	6	designed	design	VERB
easat-8944	222	7	with	with	ADP
easat-8944	222	8	developmental	developmental	ADJ
easat-8944	222	9	,	,	PUNCT
easat-8944	222	10	ethical	ethical	ADJ
easat-8944	222	11	,	,	PUNCT
easat-8944	222	12	and	and	CCONJ
easat-8944	222	13	technical	technical	ADJ
easat-8944	222	14	sensitivity	sensitivity	NOUN
easat-8944	222	15	,	,	PUNCT
easat-8944	222	16	can	can	AUX
easat-8944	222	17	create	create	VERB
easat-8944	222	18	more	more	ADV
easat-8944	222	19	engaging	engaging	ADJ
easat-8944	222	20	,	,	PUNCT
easat-8944	222	21	supportive	supportive	ADJ
easat-8944	222	22	,	,	PUNCT
easat-8944	222	23	and	and	CCONJ
easat-8944	222	24	equitable	equitable	AUX
easat-8944	222	25	learning	learn	VERB
easat-8944	222	26	environments	environment	NOUN
easat-8944	222	27	for	for	ADP
easat-8944	222	28	all	all	DET
easat-8944	222	29	children	child	NOUN
easat-8944	222	30	.	.	PUNCT
easat-8944	223	1	transparency	transparency	NOUN
easat-8944	223	2	:	:	PUNCT
easat-8944	223	3	the	the	DET
easat-8944	223	4	author	author	NOUN
easat-8944	223	5	confirms	confirm	VERB
easat-8944	223	6	that	that	SCONJ
easat-8944	223	7	the	the	DET
easat-8944	223	8	manuscript	manuscript	NOUN
easat-8944	223	9	is	be	AUX
easat-8944	223	10	an	an	DET
easat-8944	223	11	honest	honest	ADJ
easat-8944	223	12	,	,	PUNCT
easat-8944	223	13	accurate	accurate	ADJ
easat-8944	223	14	,	,	PUNCT
easat-8944	223	15	and	and	CCONJ
easat-8944	223	16	transparent	transparent	ADJ
easat-8944	223	17	account	account	NOUN
easat-8944	223	18	of	of	ADP
easat-8944	223	19	the	the	DET
easat-8944	223	20	study	study	NOUN
easat-8944	223	21	;	;	PUNCT
easat-8944	223	22	that	that	SCONJ
easat-8944	223	23	no	no	DET
easat-8944	223	24	vital	vital	ADJ
easat-8944	223	25	features	feature	NOUN
easat-8944	223	26	of	of	ADP
easat-8944	223	27	the	the	DET
easat-8944	223	28	study	study	NOUN
easat-8944	223	29	have	have	AUX
easat-8944	223	30	been	be	AUX
easat-8944	223	31	omitted	omit	VERB
easat-8944	223	32	;	;	PUNCT
easat-8944	223	33	and	and	CCONJ
easat-8944	223	34	that	that	SCONJ
easat-8944	223	35	any	any	DET
easat-8944	223	36	discrepancies	discrepancy	NOUN
easat-8944	223	37	from	from	ADP
easat-8944	223	38	the	the	DET
easat-8944	223	39	study	study	NOUN
easat-8944	223	40	as	as	SCONJ
easat-8944	223	41	planned	plan	VERB
easat-8944	223	42	have	have	AUX
easat-8944	223	43	been	be	AUX
easat-8944	223	44	explained	explain	VERB
easat-8944	223	45	.	.	PUNCT
easat-8944	224	1	this	this	DET
easat-8944	224	2	study	study	NOUN
easat-8944	224	3	followed	follow	VERB
easat-8944	224	4	all	all	DET
easat-8944	224	5	ethical	ethical	ADJ
easat-8944	224	6	practices	practice	NOUN
easat-8944	224	7	during	during	ADP
easat-8944	224	8	writing	writing	NOUN
easat-8944	224	9	.	.	PUNCT
easat-8944	225	1	copyright	copyright	NOUN
easat-8944	225	2	:	:	PUNCT
easat-8944	225	3	©	©	PROPN
easat-8944	225	4	2025	2025	NUM
easat-8944	225	5	by	by	ADP
easat-8944	225	6	the	the	DET
easat-8944	225	7	author	author	NOUN
easat-8944	225	8	.	.	PUNCT
easat-8944	226	1	this	this	DET
easat-8944	226	2	open	open	ADJ
easat-8944	226	3	-	-	PUNCT
easat-8944	226	4	access	access	NOUN
easat-8944	226	5	article	article	NOUN
easat-8944	226	6	is	be	AUX
easat-8944	226	7	distributed	distribute	VERB
easat-8944	226	8	under	under	ADP
easat-8944	226	9	the	the	DET
easat-8944	226	10	terms	term	NOUN
easat-8944	226	11	and	and	CCONJ
easat-8944	226	12	conditions	condition	NOUN
easat-8944	226	13	of	of	ADP
easat-8944	226	14	the	the	DET
easat-8944	226	15	creative	creative	ADJ
easat-8944	226	16	commons	common	NOUN
easat-8944	226	17	attribution	attribution	NOUN
easat-8944	226	18	(	(	PUNCT
easat-8944	226	19	cc	cc	NOUN
easat-8944	226	20	by	by	ADP
easat-8944	226	21	)	)	PUNCT
easat-8944	226	22	license	license	NOUN
easat-8944	226	23	(	(	PUNCT
easat-8944	226	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8944	226	25	)	)	PUNCT
easat-8944	226	26	.	.	PUNCT
easat-8944	227	1	references	reference	NOUN
easat-8944	227	2	[	[	X
easat-8944	227	3	1	1	X
easat-8944	227	4	]	]	PUNCT
easat-8944	227	5	s.	s.	PROPN
easat-8944	227	6	zhang	zhang	PROPN
easat-8944	227	7	,	,	PUNCT
easat-8944	227	8	y.	y.	PROPN
easat-8944	227	9	yang	yang	PROPN
easat-8944	227	10	,	,	PUNCT
easat-8944	227	11	c.	c.	PROPN
easat-8944	227	12	chen	chen	PROPN
easat-8944	227	13	,	,	PUNCT
easat-8944	227	14	x.	x.	PROPN
easat-8944	227	15	zhang	zhang	PROPN
easat-8944	227	16	,	,	PUNCT
easat-8944	227	17	q.	q.	PROPN
easat-8944	227	18	leng	leng	PROPN
easat-8944	227	19	,	,	PUNCT
easat-8944	227	20	and	and	CCONJ
easat-8944	227	21	x.	x.	PROPN
easat-8944	227	22	zhao	zhao	PROPN
easat-8944	227	23	,	,	PUNCT
easat-8944	227	24	"	"	PUNCT
easat-8944	227	25	deep	deep	ADJ
easat-8944	227	26	learning	learning	NOUN
easat-8944	227	27	-	-	PUNCT
easat-8944	227	28	based	base	VERB
easat-8944	227	29	multimodal	multimodal	NOUN
easat-8944	227	30	emotion	emotion	NOUN
easat-8944	227	31	recognition	recognition	NOUN
easat-8944	227	32	from	from	ADP
easat-8944	227	33	audio	audio	ADJ
easat-8944	227	34	,	,	PUNCT
easat-8944	227	35	visual	visual	ADJ
easat-8944	227	36	,	,	PUNCT
easat-8944	227	37	and	and	CCONJ
easat-8944	227	38	text	text	NOUN
easat-8944	227	39	modalities	modality	NOUN
easat-8944	227	40	:	:	PUNCT
easat-8944	227	41	a	a	DET
easat-8944	227	42	systematic	systematic	ADJ
easat-8944	227	43	review	review	NOUN
easat-8944	227	44	of	of	ADP
easat-8944	227	45	recent	recent	ADJ
easat-8944	227	46	advancements	advancement	NOUN
easat-8944	227	47	and	and	CCONJ
easat-8944	227	48	future	future	ADJ
easat-8944	227	49	prospects	prospect	NOUN
easat-8944	227	50	,	,	PUNCT
easat-8944	227	51	"	"	PUNCT
easat-8944	227	52	expert	expert	NOUN
easat-8944	227	53	systems	system	NOUN
easat-8944	227	54	with	with	ADP
easat-8944	227	55	applications	application	NOUN
easat-8944	227	56	,	,	PUNCT
easat-8944	227	57	vol	vol	NOUN
easat-8944	227	58	.	.	PROPN
easat-8944	227	59	237	237	NUM
easat-8944	227	60	,	,	PUNCT
easat-8944	227	61	p.	p.	NOUN
easat-8944	227	62	121692	121692	NUM
easat-8944	227	63	,	,	PUNCT
easat-8944	227	64	2024	2024	NUM
easat-8944	227	65	.	.	PUNCT
easat-8944	228	1	https://doi.org/10.1016/j.eswa.2023.121692	https://doi.org/10.1016/j.eswa.2023.121692	NOUN
easat-8944	228	2	[	[	X
easat-8944	228	3	2	2	X
easat-8944	228	4	]	]	PUNCT
easat-8944	228	5	b.	b.	PROPN
easat-8944	228	6	pan	pan	PROPN
easat-8944	228	7	,	,	PUNCT
easat-8944	228	8	k.	k.	PROPN
easat-8944	228	9	hirota	hirota	PROPN
easat-8944	228	10	,	,	PUNCT
easat-8944	228	11	z.	z.	PROPN
easat-8944	228	12	jia	jia	PROPN
easat-8944	228	13	,	,	PUNCT
easat-8944	228	14	and	and	CCONJ
easat-8944	228	15	y.	y.	PROPN
easat-8944	228	16	dai	dai	PROPN
easat-8944	228	17	,	,	PUNCT
easat-8944	228	18	"	"	PUNCT
easat-8944	228	19	a	a	DET
easat-8944	228	20	review	review	NOUN
easat-8944	228	21	of	of	ADP
easat-8944	228	22	multimodal	multimodal	ADJ
easat-8944	228	23	emotion	emotion	NOUN
easat-8944	228	24	recognition	recognition	NOUN
easat-8944	228	25	from	from	ADP
easat-8944	228	26	datasets	dataset	NOUN
easat-8944	228	27	,	,	PUNCT
easat-8944	228	28	preprocessing	preprocessing	NOUN
easat-8944	228	29	,	,	PUNCT
easat-8944	228	30	features	feature	NOUN
easat-8944	228	31	,	,	PUNCT
easat-8944	228	32	and	and	CCONJ
easat-8944	228	33	fusion	fusion	NOUN
easat-8944	228	34	methods	method	NOUN
easat-8944	228	35	,	,	PUNCT
easat-8944	228	36	"	"	PUNCT
easat-8944	228	37	neurocomputing	neurocomputing	NOUN
easat-8944	228	38	,	,	PUNCT
easat-8944	228	39	vol	vol	NOUN
easat-8944	228	40	.	.	PROPN
easat-8944	229	1	561	561	NUM
easat-8944	229	2	,	,	PUNCT
easat-8944	229	3	p.	p.	NOUN
easat-8944	229	4	126866	126866	NUM
easat-8944	229	5	,	,	PUNCT
easat-8944	229	6	2023	2023	NUM
easat-8944	229	7	.	.	PUNCT
easat-8944	230	1	https://doi.org/10.1016/j.neucom.2023.126866	https://doi.org/10.1016/j.neucom.2023.126866	PROPN
easat-8944	231	1	[	[	X
easat-8944	231	2	3	3	X
easat-8944	231	3	]	]	PUNCT
easat-8944	231	4	p.	p.	NOUN
easat-8944	231	5	koromilas	koromila	NOUN
easat-8944	231	6	and	and	CCONJ
easat-8944	231	7	t.	t.	PROPN
easat-8944	231	8	giannakopoulos	giannakopoulos	PROPN
easat-8944	231	9	,	,	PUNCT
easat-8944	231	10	"	"	PUNCT
easat-8944	231	11	deep	deep	ADJ
easat-8944	231	12	multimodal	multimodal	NOUN
easat-8944	231	13	emotion	emotion	NOUN
easat-8944	231	14	recognition	recognition	NOUN
easat-8944	231	15	on	on	ADP
easat-8944	231	16	human	human	ADJ
easat-8944	231	17	speech	speech	NOUN
easat-8944	231	18	:	:	PUNCT
easat-8944	231	19	a	a	DET
easat-8944	231	20	review	review	NOUN
easat-8944	231	21	,	,	PUNCT
easat-8944	231	22	"	"	PUNCT
easat-8944	231	23	applied	apply	VERB
easat-8944	231	24	sciences	science	NOUN
easat-8944	231	25	,	,	PUNCT
easat-8944	231	26	vol	vol	NOUN
easat-8944	231	27	.	.	PROPN
easat-8944	232	1	11	11	NUM
easat-8944	232	2	,	,	PUNCT
easat-8944	232	3	no	no	INTJ
easat-8944	232	4	.	.	NOUN
easat-8944	232	5	17	17	NUM
easat-8944	232	6	,	,	PUNCT
easat-8944	232	7	p.	p.	NOUN
easat-8944	232	8	7962	7962	NUM
easat-8944	232	9	,	,	PUNCT
easat-8944	232	10	2021	2021	NUM
easat-8944	232	11	.	.	PUNCT
easat-8944	233	1	https://doi.org/10.3390/app11177962	https://doi.org/10.3390/app11177962	X
easat-8944	234	1	[	[	X
easat-8944	234	2	4	4	X
easat-8944	234	3	]	]	PUNCT
easat-8944	234	4	z.	z.	PROPN
easat-8944	234	5	cheng	cheng	PROPN
easat-8944	234	6	et	et	PROPN
easat-8944	234	7	al	al	PROPN
easat-8944	234	8	.	.	PROPN
easat-8944	234	9	,	,	PUNCT
easat-8944	234	10	"	"	PUNCT
easat-8944	234	11	emotion	emotion	NOUN
easat-8944	234	12	-	-	PUNCT
easat-8944	234	13	llama	llama	NOUN
easat-8944	234	14	:	:	PUNCT
easat-8944	234	15	multimodal	multimodal	ADJ
easat-8944	234	16	emotion	emotion	NOUN
easat-8944	234	17	recognition	recognition	NOUN
easat-8944	234	18	and	and	CCONJ
easat-8944	234	19	reasoning	reason	VERB
easat-8944	234	20	with	with	ADP
easat-8944	234	21	instruction	instruction	NOUN
easat-8944	234	22	tuning	tuning	NOUN
easat-8944	234	23	,	,	PUNCT
easat-8944	234	24	"	"	PUNCT
easat-8944	234	25	advances	advance	NOUN
easat-8944	234	26	in	in	ADP
easat-8944	234	27	neural	neural	ADJ
easat-8944	234	28	information	information	NOUN
easat-8944	234	29	processing	processing	NOUN
easat-8944	234	30	systems	system	NOUN
easat-8944	234	31	,	,	PUNCT
easat-8944	234	32	vol	vol	NOUN
easat-8944	234	33	.	.	PROPN
easat-8944	235	1	37	37	NUM
easat-8944	235	2	,	,	PUNCT
easat-8944	235	3	pp	pp	ADJ
easat-8944	235	4	.	.	PUNCT
easat-8944	236	1	110805	110805	NUM
easat-8944	236	2	-	-	SYM
easat-8944	236	3	110853	110853	NUM
easat-8944	236	4	,	,	PUNCT
easat-8944	236	5	2024	2024	NUM
easat-8944	236	6	.	.	PUNCT
easat-8944	237	1	[	[	X
easat-8944	237	2	5	5	NUM
easat-8944	237	3	]	]	PUNCT
easat-8944	237	4	a.	a.	NOUN
easat-8944	237	5	geetha	geetha	PROPN
easat-8944	237	6	,	,	PUNCT
easat-8944	237	7	t.	t.	PROPN
easat-8944	237	8	mala	mala	PROPN
easat-8944	237	9	,	,	PUNCT
easat-8944	237	10	d.	d.	PROPN
easat-8944	237	11	priyanka	priyanka	PROPN
easat-8944	237	12	,	,	PUNCT
easat-8944	237	13	and	and	CCONJ
easat-8944	237	14	e.	e.	PROPN
easat-8944	237	15	uma	uma	PROPN
easat-8944	237	16	,	,	PUNCT
easat-8944	237	17	"	"	PUNCT
easat-8944	237	18	multimodal	multimodal	ADJ
easat-8944	237	19	emotion	emotion	NOUN
easat-8944	237	20	recognition	recognition	NOUN
easat-8944	237	21	with	with	ADP
easat-8944	237	22	deep	deep	ADJ
easat-8944	237	23	learning	learning	NOUN
easat-8944	237	24	:	:	PUNCT
easat-8944	237	25	advancements	advancement	NOUN
easat-8944	237	26	,	,	PUNCT
easat-8944	237	27	challenges	challenge	NOUN
easat-8944	237	28	,	,	PUNCT
easat-8944	237	29	and	and	CCONJ
easat-8944	237	30	future	future	ADJ
easat-8944	237	31	directions	direction	NOUN
easat-8944	237	32	,	,	PUNCT
easat-8944	237	33	"	"	PUNCT
easat-8944	237	34	information	information	NOUN
easat-8944	237	35	fusion	fusion	NOUN
easat-8944	237	36	,	,	PUNCT
easat-8944	237	37	vol	vol	NOUN
easat-8944	237	38	.	.	PROPN
easat-8944	237	39	105	105	NUM
easat-8944	237	40	,	,	PUNCT
easat-8944	237	41	p.	p.	NOUN
easat-8944	237	42	102218	102218	NUM
easat-8944	237	43	,	,	PUNCT
easat-8944	237	44	2024	2024	NUM
easat-8944	237	45	.	.	PUNCT
easat-8944	238	1	https://doi.org/10.1016/j.inffus.2023.102218	https://doi.org/10.1016/j.inffus.2023.102218	ADJ
easat-8944	238	2	[	[	X
easat-8944	238	3	6	6	NUM
easat-8944	238	4	]	]	PUNCT
easat-8944	238	5	a.	a.	NOUN
easat-8944	238	6	i.	i.	PROPN
easat-8944	238	7	middya	middya	PROPN
easat-8944	238	8	,	,	PUNCT
easat-8944	238	9	b.	b.	PROPN
easat-8944	238	10	nag	nag	VERB
easat-8944	238	11	,	,	PUNCT
easat-8944	238	12	and	and	CCONJ
easat-8944	238	13	s.	s.	PROPN
easat-8944	238	14	roy	roy	PROPN
easat-8944	238	15	,	,	PUNCT
easat-8944	238	16	"	"	PUNCT
easat-8944	238	17	deep	deep	ADJ
easat-8944	238	18	learning	learning	NOUN
easat-8944	238	19	based	base	VERB
easat-8944	238	20	multimodal	multimodal	ADJ
easat-8944	238	21	emotion	emotion	NOUN
easat-8944	238	22	recognition	recognition	NOUN
easat-8944	238	23	using	use	VERB
easat-8944	238	24	model	model	NOUN
easat-8944	238	25	-	-	PUNCT
easat-8944	238	26	level	level	NOUN
easat-8944	238	27	fusion	fusion	NOUN
easat-8944	238	28	of	of	ADP
easat-8944	238	29	audio	audio	ADJ
easat-8944	238	30	–	–	PUNCT
easat-8944	238	31	visual	visual	ADJ
easat-8944	238	32	modalities	modality	NOUN
easat-8944	238	33	,	,	PUNCT
easat-8944	238	34	"	"	PUNCT
easat-8944	238	35	knowledge	knowledge	NOUN
easat-8944	238	36	-	-	PUNCT
easat-8944	238	37	based	base	VERB
easat-8944	238	38	systems	system	NOUN
easat-8944	238	39	,	,	PUNCT
easat-8944	238	40	vol	vol	NOUN
easat-8944	238	41	.	.	PROPN
easat-8944	238	42	244	244	NUM
easat-8944	238	43	,	,	PUNCT
easat-8944	238	44	p.	p.	NOUN
easat-8944	238	45	108580	108580	NUM
easat-8944	238	46	,	,	PUNCT
easat-8944	238	47	2022	2022	NUM
easat-8944	238	48	.	.	PUNCT
easat-8944	239	1	https://doi.org/10.1016/j.knosys.2022.108580	https://doi.org/10.1016/j.knosys.2022.108580	PROPN
easat-8944	239	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8944	239	3	https://doi.org/10.1016/j.eswa.2023.121692	https://doi.org/10.1016/j.eswa.2023.121692	PROPN
easat-8944	239	4	https://doi.org/10.1016/j.neucom.2023.126866	https://doi.org/10.1016/j.neucom.2023.126866	PROPN
easat-8944	239	5	https://doi.org/10.3390/app11177962	https://doi.org/10.3390/app11177962	PROPN
easat-8944	239	6	https://doi.org/10.1016/j.inffus.2023.102218	https://doi.org/10.1016/j.inffus.2023.102218	ADJ
easat-8944	239	7	https://doi.org/10.1016/j.knosys.2022.108580	https://doi.org/10.1016/j.knosys.2022.108580	PROPN
easat-8944	239	8	1495	1495	NUM
easat-8944	239	9	edelweiss	edelweiss	PROPN
easat-8944	239	10	applied	apply	VERB
easat-8944	239	11	science	science	NOUN
easat-8944	239	12	and	and	CCONJ
easat-8944	239	13	technology	technology	NOUN
easat-8944	239	14	issn	issn	PROPN
easat-8944	239	15	:	:	PUNCT
easat-8944	239	16	2576	2576	NUM
easat-8944	239	17	-	-	SYM
easat-8944	239	18	8484	8484	NUM
easat-8944	239	19	vol	vol	NOUN
easat-8944	239	20	.	.	PROPN
easat-8944	240	1	9	9	NUM
easat-8944	240	2	,	,	PUNCT
easat-8944	240	3	no	no	INTJ
easat-8944	240	4	.	.	NOUN
easat-8944	240	5	7	7	NUM
easat-8944	240	6	:	:	SYM
easat-8944	240	7	1482	1482	NUM
easat-8944	240	8	-	-	SYM
easat-8944	240	9	1495	1495	NUM
easat-8944	240	10	,	,	PUNCT
easat-8944	240	11	2025	2025	NUM
easat-8944	240	12	doi	doi	NOUN
easat-8944	240	13	:	:	PUNCT
easat-8944	240	14	10.55214/25768484.v9i7.8944	10.55214/25768484.v9i7.8944	NUM
easat-8944	240	15	©	©	PROPN
easat-8944	240	16	2025	2025	NUM
easat-8944	240	17	by	by	ADP
easat-8944	240	18	the	the	DET
easat-8944	240	19	author	author	NOUN
easat-8944	240	20	;	;	PUNCT
easat-8944	240	21	licensee	licensee	PROPN
easat-8944	240	22	learning	learning	NOUN
easat-8944	240	23	gate	gate	NOUN
easat-8944	241	1	[	[	X
easat-8944	241	2	7	7	NUM
easat-8944	241	3	]	]	PUNCT
easat-8944	241	4	m.	m.	NOUN
easat-8944	241	5	e.	e.	PROPN
easat-8944	241	6	dogan	dogan	PROPN
easat-8944	241	7	,	,	PUNCT
easat-8944	241	8	t.	t.	PROPN
easat-8944	241	9	goru	goru	PROPN
easat-8944	241	10	dogan	dogan	PROPN
easat-8944	241	11	,	,	PUNCT
easat-8944	241	12	and	and	CCONJ
easat-8944	241	13	a.	a.	NOUN
easat-8944	241	14	bozkurt	bozkurt	PROPN
easat-8944	241	15	,	,	PUNCT
easat-8944	241	16	"	"	PUNCT
easat-8944	241	17	the	the	DET
easat-8944	241	18	use	use	NOUN
easat-8944	241	19	of	of	ADP
easat-8944	241	20	artificial	artificial	ADJ
easat-8944	241	21	intelligence	intelligence	NOUN
easat-8944	241	22	(	(	PUNCT
easat-8944	241	23	ai	ai	NOUN
easat-8944	241	24	)	)	PUNCT
easat-8944	241	25	in	in	ADP
easat-8944	241	26	online	online	ADJ
easat-8944	241	27	learning	learning	NOUN
easat-8944	241	28	and	and	CCONJ
easat-8944	241	29	distance	distance	NOUN
easat-8944	241	30	education	education	NOUN
easat-8944	241	31	processes	process	NOUN
easat-8944	241	32	:	:	PUNCT
easat-8944	241	33	a	a	DET
easat-8944	241	34	systematic	systematic	ADJ
easat-8944	241	35	review	review	NOUN
easat-8944	241	36	of	of	ADP
easat-8944	241	37	empirical	empirical	ADJ
easat-8944	241	38	studies	study	NOUN
easat-8944	241	39	,	,	PUNCT
easat-8944	241	40	"	"	PUNCT
easat-8944	241	41	applied	apply	VERB
easat-8944	241	42	sciences	science	NOUN
easat-8944	241	43	,	,	PUNCT
easat-8944	241	44	vol	vol	NOUN
easat-8944	241	45	.	.	PROPN
easat-8944	241	46	13	13	NUM
easat-8944	241	47	,	,	PUNCT
easat-8944	241	48	no	no	INTJ
easat-8944	241	49	.	.	NOUN
easat-8944	241	50	5	5	NUM
easat-8944	241	51	,	,	PUNCT
easat-8944	241	52	p.	p.	NOUN
easat-8944	241	53	3056	3056	NUM
easat-8944	241	54	,	,	PUNCT
easat-8944	241	55	2023	2023	NUM
easat-8944	241	56	.	.	PUNCT
easat-8944	242	1	https://doi.org/10.3390/app13053056	https://doi.org/10.3390/app13053056	PRON
easat-8944	242	2	[	[	X
easat-8944	242	3	8	8	NUM
easat-8944	242	4	]	]	X
easat-8944	242	5	c.	c.	PROPN
easat-8944	242	6	müller	müller	PROPN
easat-8944	242	7	and	and	CCONJ
easat-8944	242	8	t.	t.	PROPN
easat-8944	242	9	mildenberger	mildenberger	NOUN
easat-8944	242	10	,	,	PUNCT
easat-8944	242	11	"	"	PUNCT
easat-8944	242	12	facilitating	facilitate	VERB
easat-8944	242	13	flexible	flexible	ADJ
easat-8944	242	14	learning	learning	NOUN
easat-8944	242	15	by	by	ADP
easat-8944	242	16	replacing	replace	VERB
easat-8944	242	17	classroom	classroom	NOUN
easat-8944	242	18	time	time	NOUN
easat-8944	242	19	with	with	ADP
easat-8944	242	20	an	an	DET
easat-8944	242	21	online	online	ADJ
easat-8944	242	22	learning	learn	VERB
easat-8944	242	23	environment	environment	NOUN
easat-8944	242	24	:	:	PUNCT
easat-8944	242	25	a	a	DET
easat-8944	242	26	systematic	systematic	ADJ
easat-8944	242	27	review	review	NOUN
easat-8944	242	28	of	of	ADP
easat-8944	242	29	blended	blended	ADJ
easat-8944	242	30	learning	learning	NOUN
easat-8944	242	31	in	in	ADP
easat-8944	242	32	higher	high	ADJ
easat-8944	242	33	education	education	NOUN
easat-8944	242	34	,	,	PUNCT
easat-8944	242	35	"	"	PUNCT
easat-8944	242	36	educational	educational	ADJ
easat-8944	242	37	research	research	NOUN
easat-8944	242	38	review	review	NOUN
easat-8944	242	39	,	,	PUNCT
easat-8944	242	40	vol	vol	NOUN
easat-8944	242	41	.	.	PROPN
easat-8944	242	42	34	34	NUM
easat-8944	242	43	,	,	PUNCT
easat-8944	242	44	p.	p.	NOUN
easat-8944	242	45	100394	100394	NUM
easat-8944	242	46	,	,	PUNCT
easat-8944	242	47	2021	2021	NUM
easat-8944	242	48	.	.	PUNCT
easat-8944	243	1	https://doi.org/10.1016/j.edurev.2021.100394	https://doi.org/10.1016/j.edurev.2021.100394	VERB
easat-8944	244	1	[	[	X
easat-8944	244	2	9	9	NUM
easat-8944	244	3	]	]	PUNCT
easat-8944	244	4	s.	s.	PROPN
easat-8944	244	5	c.	c.	PROPN
easat-8944	244	6	hoi	hoi	PROPN
easat-8944	244	7	,	,	PUNCT
easat-8944	244	8	d.	d.	PROPN
easat-8944	244	9	sahoo	sahoo	PROPN
easat-8944	244	10	,	,	PUNCT
easat-8944	244	11	j.	j.	PROPN
easat-8944	244	12	lu	lu	PROPN
easat-8944	244	13	,	,	PUNCT
easat-8944	244	14	and	and	CCONJ
easat-8944	244	15	p.	p.	PROPN
easat-8944	244	16	zhao	zhao	PROPN
easat-8944	244	17	,	,	PUNCT
easat-8944	244	18	"	"	PUNCT
easat-8944	244	19	online	online	ADJ
easat-8944	244	20	learning	learning	NOUN
easat-8944	244	21	:	:	PUNCT
easat-8944	244	22	a	a	DET
easat-8944	244	23	comprehensive	comprehensive	ADJ
easat-8944	244	24	survey	survey	NOUN
easat-8944	244	25	,	,	PUNCT
easat-8944	244	26	"	"	PUNCT
easat-8944	244	27	neurocomputing	neurocomputing	NOUN
easat-8944	244	28	,	,	PUNCT
easat-8944	244	29	vol	vol	NOUN
easat-8944	244	30	.	.	PROPN
easat-8944	244	31	459	459	NUM
easat-8944	244	32	,	,	PUNCT
easat-8944	244	33	pp	pp	ADJ
easat-8944	244	34	.	.	PUNCT
easat-8944	244	35	249289	249289	NUM
easat-8944	244	36	,	,	PUNCT
easat-8944	244	37	2021	2021	NUM
easat-8944	244	38	.	.	PUNCT
easat-8944	245	1	https://doi.org/10.1016/j.neucom.2021.04.112	https://doi.org/10.1016/j.neucom.2021.04.112	PROPN
easat-8944	245	2	[	[	X
easat-8944	245	3	10	10	NUM
easat-8944	245	4	]	]	X
easat-8944	245	5	a.	a.	NOUN
easat-8944	245	6	fiddiyasari	fiddiyasari	PROPN
easat-8944	245	7	and	and	CCONJ
easat-8944	245	8	r.	r.	PROPN
easat-8944	245	9	pustika	pustika	PROPN
easat-8944	245	10	,	,	PUNCT
easat-8944	245	11	"	"	PUNCT
easat-8944	245	12	students	student	NOUN
easat-8944	245	13	’	'	PUNCT
easat-8944	245	14	motivation	motivation	NOUN
easat-8944	245	15	in	in	ADP
easat-8944	245	16	english	english	PROPN
easat-8944	245	17	online	online	NOUN
easat-8944	245	18	learning	learning	NOUN
easat-8944	245	19	during	during	ADP
easat-8944	245	20	covid-19	covid-19	PROPN
easat-8944	245	21	pandemic	pandemic	NOUN
easat-8944	245	22	at	at	ADP
easat-8944	245	23	sma	sma	PROPN
easat-8944	245	24	muhammadiyah	muhammadiyah	ADP
easat-8944	245	25	gadingrejo	gadingrejo	PROPN
easat-8944	245	26	,	,	PUNCT
easat-8944	245	27	"	"	PUNCT
easat-8944	245	28	journal	journal	NOUN
easat-8944	245	29	of	of	ADP
easat-8944	245	30	english	english	PROPN
easat-8944	245	31	language	language	NOUN
easat-8944	245	32	teaching	teaching	NOUN
easat-8944	245	33	and	and	CCONJ
easat-8944	245	34	learning	learning	NOUN
easat-8944	245	35	,	,	PUNCT
easat-8944	245	36	vol	vol	NOUN
easat-8944	245	37	.	.	PROPN
easat-8944	245	38	2	2	NUM
easat-8944	245	39	,	,	PUNCT
easat-8944	245	40	no	no	INTJ
easat-8944	245	41	.	.	NOUN
easat-8944	245	42	2	2	NUM
easat-8944	245	43	,	,	PUNCT
easat-8944	245	44	pp	pp	ADJ
easat-8944	245	45	.	.	PUNCT
easat-8944	246	1	57	57	NUM
easat-8944	246	2	-	-	SYM
easat-8944	246	3	61	61	NUM
easat-8944	246	4	,	,	PUNCT
easat-8944	246	5	2021	2021	NUM
easat-8944	246	6	.	.	PUNCT
easat-8944	247	1	[	[	X
easat-8944	247	2	11	11	NUM
easat-8944	247	3	]	]	PUNCT
easat-8944	247	4	p.	p.	PROPN
easat-8944	247	5	zimmermann	zimmermann	PROPN
easat-8944	247	6	,	,	PUNCT
easat-8944	247	7	l.	l.	PROPN
easat-8944	247	8	f.	f.	PROPN
easat-8944	247	9	pittet	pittet	PROPN
easat-8944	247	10	,	,	PUNCT
easat-8944	247	11	and	and	CCONJ
easat-8944	247	12	n.	n.	PROPN
easat-8944	247	13	curtis	curtis	PROPN
easat-8944	247	14	,	,	PUNCT
easat-8944	247	15	"	"	PUNCT
easat-8944	247	16	how	how	SCONJ
easat-8944	247	17	common	common	ADJ
easat-8944	247	18	is	be	AUX
easat-8944	247	19	long	long	ADJ
easat-8944	247	20	covid	covid	NOUN
easat-8944	247	21	in	in	ADP
easat-8944	247	22	children	child	NOUN
easat-8944	247	23	and	and	CCONJ
easat-8944	247	24	adolescents	adolescent	NOUN
easat-8944	247	25	?	?	PUNCT
easat-8944	247	26	,	,	PUNCT
easat-8944	247	27	"	"	PUNCT
easat-8944	247	28	the	the	DET
easat-8944	247	29	pediatric	pediatric	ADJ
easat-8944	247	30	infectious	infectious	ADJ
easat-8944	247	31	disease	disease	NOUN
easat-8944	247	32	journal	journal	NOUN
easat-8944	247	33	,	,	PUNCT
easat-8944	247	34	vol	vol	NOUN
easat-8944	247	35	.	.	PROPN
easat-8944	247	36	40	40	NUM
easat-8944	247	37	,	,	PUNCT
easat-8944	247	38	no	no	INTJ
easat-8944	247	39	.	.	NOUN
easat-8944	247	40	12	12	NUM
easat-8944	247	41	,	,	PUNCT
easat-8944	247	42	pp	pp	ADJ
easat-8944	247	43	.	.	PUNCT
easat-8944	248	1	e482	e482	PROPN
easat-8944	248	2	-	-	PUNCT
easat-8944	248	3	e487	e487	PROPN
easat-8944	248	4	,	,	PUNCT
easat-8944	248	5	2021	2021	NUM
easat-8944	248	6	.	.	PUNCT
easat-8944	249	1	https://doi.org/10.1097/inf.0000000000003328	https://doi.org/10.1097/inf.0000000000003328	VERB
easat-8944	249	2	[	[	X
easat-8944	249	3	12	12	NUM
easat-8944	249	4	]	]	X
easat-8944	249	5	e.	e.	PROPN
easat-8944	249	6	bendavid	bendavid	PROPN
easat-8944	249	7	et	et	PROPN
easat-8944	249	8	al	al	PROPN
easat-8944	249	9	.	.	PROPN
easat-8944	249	10	,	,	PUNCT
easat-8944	249	11	"	"	PUNCT
easat-8944	249	12	the	the	DET
easat-8944	249	13	effects	effect	NOUN
easat-8944	249	14	of	of	ADP
easat-8944	249	15	armed	armed	ADJ
easat-8944	249	16	conflict	conflict	NOUN
easat-8944	249	17	on	on	ADP
easat-8944	249	18	the	the	DET
easat-8944	249	19	health	health	NOUN
easat-8944	249	20	of	of	ADP
easat-8944	249	21	women	woman	NOUN
easat-8944	249	22	and	and	CCONJ
easat-8944	249	23	children	child	NOUN
easat-8944	249	24	,	,	PUNCT
easat-8944	249	25	"	"	PUNCT
easat-8944	249	26	the	the	DET
easat-8944	249	27	lancet	lancet	NOUN
easat-8944	249	28	,	,	PUNCT
easat-8944	249	29	vol	vol	NOUN
easat-8944	249	30	.	.	PROPN
easat-8944	249	31	397	397	NUM
easat-8944	249	32	,	,	PUNCT
easat-8944	249	33	no	no	NOUN
easat-8944	249	34	.	.	NOUN
easat-8944	249	35	10273	10273	NUM
easat-8944	249	36	,	,	PUNCT
easat-8944	249	37	pp	pp	ADJ
easat-8944	249	38	.	.	PUNCT
easat-8944	250	1	522	522	NUM
easat-8944	250	2	-	-	SYM
easat-8944	250	3	532	532	NUM
easat-8944	250	4	,	,	PUNCT
easat-8944	250	5	2021	2021	NUM
easat-8944	250	6	.	.	PUNCT
easat-8944	251	1	[	[	X
easat-8944	251	2	13	13	NUM
easat-8944	251	3	]	]	X
easat-8944	251	4	l.	l.	PROPN
easat-8944	251	5	bodén	bodén	PROPN
easat-8944	251	6	,	,	PUNCT
easat-8944	251	7	"	"	PUNCT
easat-8944	251	8	on	on	ADP
easat-8944	251	9	,	,	PUNCT
easat-8944	251	10	to	to	PART
easat-8944	251	11	,	,	PUNCT
easat-8944	251	12	with	with	ADP
easat-8944	251	13	,	,	PUNCT
easat-8944	251	14	for	for	ADP
easat-8944	251	15	,	,	PUNCT
easat-8944	251	16	by	by	ADP
easat-8944	251	17	:	:	PUNCT
easat-8944	251	18	ethics	ethic	NOUN
easat-8944	251	19	and	and	CCONJ
easat-8944	251	20	children	child	NOUN
easat-8944	251	21	in	in	ADP
easat-8944	251	22	research	research	NOUN
easat-8944	251	23	,	,	PUNCT
easat-8944	251	24	"	"	PUNCT
easat-8944	251	25	children	child	NOUN
easat-8944	251	26	's	's	PART
easat-8944	251	27	geographies	geography	NOUN
easat-8944	251	28	,	,	PUNCT
easat-8944	251	29	pp	pp	ADJ
easat-8944	251	30	.	.	PUNCT
easat-8944	252	1	1	1	NUM
easat-8944	252	2	-	-	SYM
easat-8944	252	3	16	16	NUM
easat-8944	252	4	,	,	PUNCT
easat-8944	252	5	2021	2021	NUM
easat-8944	252	6	.	.	PUNCT
easat-8944	253	1	[	[	X
easat-8944	253	2	14	14	NUM
easat-8944	253	3	]	]	X
easat-8944	253	4	y.	y.	PROPN
easat-8944	253	5	wang	wang	PROPN
easat-8944	253	6	et	et	PROPN
easat-8944	253	7	al	al	PROPN
easat-8944	253	8	.	.	PROPN
easat-8944	253	9	,	,	PUNCT
easat-8944	253	10	"	"	PUNCT
easat-8944	253	11	a	a	DET
easat-8944	253	12	systematic	systematic	ADJ
easat-8944	253	13	review	review	NOUN
easat-8944	253	14	on	on	ADP
easat-8944	253	15	affective	affective	ADJ
easat-8944	253	16	computing	computing	NOUN
easat-8944	253	17	:	:	PUNCT
easat-8944	253	18	emotion	emotion	NOUN
easat-8944	253	19	models	model	NOUN
easat-8944	253	20	,	,	PUNCT
easat-8944	253	21	databases	database	NOUN
easat-8944	253	22	,	,	PUNCT
easat-8944	253	23	and	and	CCONJ
easat-8944	253	24	recent	recent	ADJ
easat-8944	253	25	advances	advance	NOUN
easat-8944	253	26	,	,	PUNCT
easat-8944	253	27	"	"	PUNCT
easat-8944	253	28	information	information	NOUN
easat-8944	253	29	fusion	fusion	NOUN
easat-8944	253	30	,	,	PUNCT
easat-8944	253	31	vol	vol	NOUN
easat-8944	253	32	.	.	PROPN
easat-8944	253	33	83	83	NUM
easat-8944	253	34	,	,	PUNCT
easat-8944	253	35	pp	pp	ADJ
easat-8944	253	36	.	.	PUNCT
easat-8944	254	1	19	19	NUM
easat-8944	254	2	-	-	SYM
easat-8944	254	3	52	52	NUM
easat-8944	254	4	,	,	PUNCT
easat-8944	254	5	2022	2022	NUM
easat-8944	254	6	.	.	PUNCT
easat-8944	255	1	https://doi.org/10.1016/j.inffus.2022.03.009	https://doi.org/10.1016/j.inffus.2022.03.009	NUM
easat-8944	256	1	[	[	X
easat-8944	256	2	15	15	NUM
easat-8944	256	3	]	]	X
easat-8944	256	4	g.	g.	PROPN
easat-8944	256	5	pei	pei	PROPN
easat-8944	256	6	,	,	PUNCT
easat-8944	256	7	h.	h.	PROPN
easat-8944	256	8	li	li	PROPN
easat-8944	256	9	,	,	PUNCT
easat-8944	256	10	y.	y.	PROPN
easat-8944	256	11	lu	lu	PROPN
easat-8944	256	12	,	,	PUNCT
easat-8944	256	13	y.	y.	PROPN
easat-8944	256	14	wang	wang	PROPN
easat-8944	256	15	,	,	PUNCT
easat-8944	256	16	s.	s.	PROPN
easat-8944	256	17	hua	hua	PROPN
easat-8944	256	18	,	,	PUNCT
easat-8944	256	19	and	and	CCONJ
easat-8944	256	20	t.	t.	PROPN
easat-8944	256	21	li	li	PROPN
easat-8944	256	22	,	,	PUNCT
easat-8944	256	23	"	"	PUNCT
easat-8944	256	24	affective	affective	ADJ
easat-8944	256	25	computing	computing	NOUN
easat-8944	256	26	:	:	PUNCT
easat-8944	256	27	recent	recent	ADJ
easat-8944	256	28	advances	advance	NOUN
easat-8944	256	29	,	,	PUNCT
easat-8944	256	30	challenges	challenge	NOUN
easat-8944	256	31	,	,	PUNCT
easat-8944	256	32	and	and	CCONJ
easat-8944	256	33	future	future	ADJ
easat-8944	256	34	trends	trend	NOUN
easat-8944	256	35	,	,	PUNCT
easat-8944	256	36	"	"	PUNCT
easat-8944	256	37	intelligent	intelligent	ADJ
easat-8944	256	38	computing	computing	NOUN
easat-8944	256	39	,	,	PUNCT
easat-8944	256	40	vol	vol	NOUN
easat-8944	256	41	.	.	PROPN
easat-8944	256	42	3	3	NUM
easat-8944	256	43	,	,	PUNCT
easat-8944	256	44	p.	p.	NOUN
easat-8944	256	45	0076	0076	NUM
easat-8944	256	46	,	,	PUNCT
easat-8944	256	47	2024	2024	NUM
easat-8944	256	48	.	.	PUNCT
easat-8944	257	1	https://doi.org/10.34133/icomputing.0076	https://doi.org/10.34133/icomputing.0076	PRON
easat-8944	257	2	[	[	X
easat-8944	257	3	16	16	NUM
easat-8944	257	4	]	]	PUNCT
easat-8944	257	5	m.	m.	NOUN
easat-8944	257	6	m.	m.	PROPN
easat-8944	257	7	amin	amin	PROPN
easat-8944	257	8	,	,	PUNCT
easat-8944	257	9	e.	e.	PROPN
easat-8944	257	10	cambria	cambria	PROPN
easat-8944	257	11	,	,	PUNCT
easat-8944	257	12	and	and	CCONJ
easat-8944	257	13	b.	b.	PROPN
easat-8944	257	14	w.	w.	PROPN
easat-8944	257	15	schuller	schuller	PROPN
easat-8944	257	16	,	,	PUNCT
easat-8944	257	17	"	"	PUNCT
easat-8944	257	18	will	will	AUX
easat-8944	257	19	affective	affective	VERB
easat-8944	257	20	computing	computing	NOUN
easat-8944	257	21	emerge	emerge	VERB
easat-8944	257	22	from	from	ADP
easat-8944	257	23	foundation	foundation	NOUN
easat-8944	257	24	models	model	NOUN
easat-8944	257	25	and	and	CCONJ
easat-8944	257	26	general	general	ADJ
easat-8944	257	27	artificial	artificial	ADJ
easat-8944	257	28	intelligence	intelligence	NOUN
easat-8944	257	29	?	?	PUNCT
easat-8944	258	1	a	a	DET
easat-8944	258	2	first	first	ADJ
easat-8944	258	3	evaluation	evaluation	NOUN
easat-8944	258	4	of	of	ADP
easat-8944	258	5	chatgpt	chatgpt	NOUN
easat-8944	258	6	,	,	PUNCT
easat-8944	258	7	"	"	PUNCT
easat-8944	258	8	ieee	ieee	NOUN
easat-8944	258	9	intelligent	intelligent	ADJ
easat-8944	258	10	systems	system	NOUN
easat-8944	258	11	,	,	PUNCT
easat-8944	258	12	vol	vol	NOUN
easat-8944	258	13	.	.	PROPN
easat-8944	258	14	38	38	NUM
easat-8944	258	15	,	,	PUNCT
easat-8944	258	16	no	no	INTJ
easat-8944	258	17	.	.	NOUN
easat-8944	258	18	2	2	NUM
easat-8944	258	19	,	,	PUNCT
easat-8944	258	20	pp	pp	ADJ
easat-8944	258	21	.	.	PUNCT
easat-8944	259	1	15	15	NUM
easat-8944	259	2	-	-	SYM
easat-8944	259	3	23	23	NUM
easat-8944	259	4	,	,	PUNCT
easat-8944	259	5	2023	2023	NUM
easat-8944	259	6	.	.	PUNCT
easat-8944	260	1	[	[	X
easat-8944	260	2	17	17	NUM
easat-8944	260	3	]	]	X
easat-8944	260	4	r.	r.	PROPN
easat-8944	260	5	arya	arya	PROPN
easat-8944	260	6	,	,	PUNCT
easat-8944	260	7	j.	j.	PROPN
easat-8944	260	8	singh	singh	PROPN
easat-8944	260	9	,	,	PUNCT
easat-8944	260	10	and	and	CCONJ
easat-8944	260	11	a.	a.	PROPN
easat-8944	260	12	kumar	kumar	PROPN
easat-8944	260	13	,	,	PUNCT
easat-8944	260	14	"	"	PUNCT
easat-8944	260	15	a	a	DET
easat-8944	260	16	survey	survey	NOUN
easat-8944	260	17	of	of	ADP
easat-8944	260	18	multidisciplinary	multidisciplinary	ADJ
easat-8944	260	19	domains	domain	NOUN
easat-8944	260	20	contributing	contribute	VERB
easat-8944	260	21	to	to	ADP
easat-8944	260	22	affective	affective	ADJ
easat-8944	260	23	computing	computing	NOUN
easat-8944	260	24	,	,	PUNCT
easat-8944	260	25	"	"	PUNCT
easat-8944	260	26	computer	computer	NOUN
easat-8944	260	27	science	science	NOUN
easat-8944	260	28	review	review	PROPN
easat-8944	260	29	,	,	PUNCT
easat-8944	260	30	vol	vol	NOUN
easat-8944	260	31	.	.	PROPN
easat-8944	260	32	40	40	NUM
easat-8944	260	33	,	,	PUNCT
easat-8944	260	34	p.	p.	NOUN
easat-8944	260	35	100399	100399	NUM
easat-8944	260	36	,	,	PUNCT
easat-8944	260	37	2021	2021	NUM
easat-8944	260	38	.	.	PUNCT
easat-8944	261	1	[	[	X
easat-8944	261	2	18	18	NUM
easat-8944	261	3	]	]	X
easat-8944	261	4	r.	r.	PROPN
easat-8944	261	5	ohta	ohta	PROPN
easat-8944	261	6	,	,	PUNCT
easat-8944	261	7	y.	y.	PROPN
easat-8944	261	8	ryu	ryu	PROPN
easat-8944	261	9	,	,	PUNCT
easat-8944	261	10	j.	j.	PROPN
easat-8944	261	11	kitayuguchi	kitayuguchi	PROPN
easat-8944	261	12	,	,	PUNCT
easat-8944	261	13	c.	c.	PROPN
easat-8944	261	14	sano	sano	PROPN
easat-8944	261	15	,	,	PUNCT
easat-8944	261	16	and	and	CCONJ
easat-8944	261	17	k.	k.	PROPN
easat-8944	261	18	d.	d.	PROPN
easat-8944	261	19	könings	köning	VERB
easat-8944	261	20	,	,	PUNCT
easat-8944	261	21	"	"	PUNCT
easat-8944	261	22	educational	educational	ADJ
easat-8944	261	23	intervention	intervention	NOUN
easat-8944	261	24	to	to	PART
easat-8944	261	25	improve	improve	VERB
easat-8944	261	26	citizen	citizen	PROPN
easat-8944	261	27	’s	’s	PART
easat-8944	261	28	healthcare	healthcare	NOUN
easat-8944	261	29	participation	participation	NOUN
easat-8944	261	30	perception	perception	NOUN
easat-8944	261	31	in	in	ADP
easat-8944	261	32	rural	rural	ADJ
easat-8944	261	33	japanese	japanese	ADJ
easat-8944	261	34	communities	community	NOUN
easat-8944	261	35	:	:	PUNCT
easat-8944	261	36	a	a	DET
easat-8944	261	37	pilot	pilot	NOUN
easat-8944	261	38	study	study	NOUN
easat-8944	261	39	,	,	PUNCT
easat-8944	261	40	"	"	PUNCT
easat-8944	261	41	international	international	ADJ
easat-8944	261	42	journal	journal	NOUN
easat-8944	261	43	of	of	ADP
easat-8944	261	44	environmental	environmental	ADJ
easat-8944	261	45	research	research	NOUN
easat-8944	261	46	and	and	CCONJ
easat-8944	261	47	public	public	ADJ
easat-8944	261	48	health	health	NOUN
easat-8944	261	49	,	,	PUNCT
easat-8944	261	50	vol	vol	NOUN
easat-8944	261	51	.	.	PROPN
easat-8944	261	52	18	18	NUM
easat-8944	261	53	,	,	PUNCT
easat-8944	261	54	no	no	INTJ
easat-8944	261	55	.	.	NOUN
easat-8944	261	56	4	4	NUM
easat-8944	261	57	,	,	PUNCT
easat-8944	261	58	p.	p.	NOUN
easat-8944	261	59	1782	1782	NUM
easat-8944	261	60	,	,	PUNCT
easat-8944	261	61	2021	2021	NUM
easat-8944	261	62	.	.	PUNCT
easat-8944	262	1	https://doi.org/10.3390/ijerph18041782	https://doi.org/10.3390/ijerph18041782	PROPN
easat-8944	262	2	[	[	X
easat-8944	262	3	19	19	NUM
easat-8944	262	4	]	]	PUNCT
easat-8944	262	5	b.	b.	PROPN
easat-8944	262	6	d.	d.	PROPN
easat-8944	262	7	darnall	darnall	PROPN
easat-8944	262	8	et	et	PROPN
easat-8944	262	9	al	al	PROPN
easat-8944	262	10	.	.	PROPN
easat-8944	262	11	,	,	PUNCT
easat-8944	262	12	"	"	PUNCT
easat-8944	262	13	comparison	comparison	NOUN
easat-8944	262	14	of	of	ADP
easat-8944	262	15	a	a	DET
easat-8944	262	16	single	single	ADJ
easat-8944	262	17	-	-	PUNCT
easat-8944	262	18	session	session	NOUN
easat-8944	262	19	pain	pain	NOUN
easat-8944	262	20	management	management	NOUN
easat-8944	262	21	skills	skill	VERB
easat-8944	262	22	intervention	intervention	NOUN
easat-8944	262	23	with	with	ADP
easat-8944	262	24	a	a	DET
easat-8944	262	25	single	single	ADJ
easat-8944	262	26	-	-	PUNCT
easat-8944	262	27	session	session	NOUN
easat-8944	262	28	health	health	NOUN
easat-8944	262	29	education	education	NOUN
easat-8944	262	30	intervention	intervention	NOUN
easat-8944	262	31	and	and	CCONJ
easat-8944	262	32	8	8	NUM
easat-8944	262	33	sessions	session	NOUN
easat-8944	262	34	of	of	ADP
easat-8944	262	35	cognitive	cognitive	ADJ
easat-8944	262	36	behavioral	behavioral	ADJ
easat-8944	262	37	therapy	therapy	NOUN
easat-8944	262	38	in	in	ADP
easat-8944	262	39	adults	adult	NOUN
easat-8944	262	40	with	with	ADP
easat-8944	262	41	chronic	chronic	ADJ
easat-8944	262	42	low	low	ADJ
easat-8944	262	43	back	back	ADJ
easat-8944	262	44	pain	pain	NOUN
easat-8944	262	45	:	:	PUNCT
easat-8944	262	46	a	a	DET
easat-8944	262	47	randomized	randomized	ADJ
easat-8944	262	48	clinical	clinical	ADJ
easat-8944	262	49	trial	trial	NOUN
easat-8944	262	50	,	,	PUNCT
easat-8944	262	51	"	"	PUNCT
easat-8944	262	52	jama	jama	PROPN
easat-8944	262	53	network	network	NOUN
easat-8944	262	54	open	open	VERB
easat-8944	262	55	,	,	PUNCT
easat-8944	262	56	vol	vol	NOUN
easat-8944	262	57	.	.	PROPN
easat-8944	262	58	4	4	NUM
easat-8944	262	59	,	,	PUNCT
easat-8944	262	60	no	no	INTJ
easat-8944	262	61	.	.	NOUN
easat-8944	262	62	8	8	NUM
easat-8944	262	63	,	,	PUNCT
easat-8944	262	64	p.	p.	NOUN
easat-8944	262	65	e2113401	e2113401	NOUN
easat-8944	262	66	,	,	PUNCT
easat-8944	262	67	2021	2021	NUM
easat-8944	262	68	.	.	PUNCT
easat-8944	263	1	[	[	X
easat-8944	263	2	20	20	NUM
easat-8944	263	3	]	]	X
easat-8944	263	4	g.	g.	PROPN
easat-8944	263	5	s.	s.	PROPN
easat-8944	263	6	da	da	PROPN
easat-8944	263	7	silva	silva	PROPN
easat-8944	263	8	chaves	chaves	PROPN
easat-8944	263	9	,	,	PUNCT
easat-8944	263	10	r.	r.	PROPN
easat-8944	263	11	britto	britto	PROPN
easat-8944	263	12	,	,	PUNCT
easat-8944	263	13	p.	p.	NOUN
easat-8944	264	1	oh	oh	INTJ
easat-8944	264	2	,	,	PUNCT
easat-8944	265	1	and	and	CCONJ
easat-8944	265	2	g.	g.	PROPN
easat-8944	265	3	l.	l.	PROPN
easat-8944	265	4	de	de	PROPN
easat-8944	265	5	melo	melo	PROPN
easat-8944	265	6	ghisi	ghisi	PROPN
easat-8944	265	7	,	,	PUNCT
easat-8944	265	8	"	"	PUNCT
easat-8944	265	9	disease	disease	NOUN
easat-8944	265	10	-	-	PUNCT
easat-8944	265	11	related	relate	VERB
easat-8944	265	12	knowledge	knowledge	NOUN
easat-8944	265	13	,	,	PUNCT
easat-8944	265	14	health	health	NOUN
easat-8944	265	15	behaviours	behaviour	NOUN
easat-8944	265	16	and	and	CCONJ
easat-8944	265	17	clinical	clinical	ADJ
easat-8944	265	18	outcomes	outcome	NOUN
easat-8944	265	19	following	follow	VERB
easat-8944	265	20	an	an	DET
easat-8944	265	21	educational	educational	ADJ
easat-8944	265	22	intervention	intervention	NOUN
easat-8944	265	23	in	in	ADP
easat-8944	265	24	patients	patient	NOUN
easat-8944	265	25	with	with	ADP
easat-8944	265	26	diabetes	diabete	NOUN
easat-8944	265	27	according	accord	VERB
easat-8944	265	28	to	to	ADP
easat-8944	265	29	their	their	PRON
easat-8944	265	30	health	health	NOUN
easat-8944	265	31	literacy	literacy	NOUN
easat-8944	265	32	level	level	NOUN
easat-8944	265	33	:	:	PUNCT
easat-8944	265	34	a	a	DET
easat-8944	265	35	systematic	systematic	ADJ
easat-8944	265	36	review	review	NOUN
easat-8944	265	37	,	,	PUNCT
easat-8944	265	38	"	"	PUNCT
easat-8944	265	39	cardiorespiratory	cardiorespiratory	NOUN
easat-8944	265	40	physiotherapy	physiotherapy	NOUN
easat-8944	265	41	,	,	PUNCT
easat-8944	265	42	critical	critical	ADJ
easat-8944	265	43	care	care	NOUN
easat-8944	265	44	and	and	CCONJ
easat-8944	265	45	rehabilitation	rehabilitation	NOUN
easat-8944	265	46	,	,	PUNCT
easat-8944	265	47	vol	vol	NOUN
easat-8944	265	48	.	.	PROPN
easat-8944	266	1	1	1	NUM
easat-8944	266	2	,	,	PUNCT
easat-8944	266	3	pp	pp	ADJ
easat-8944	266	4	.	.	PUNCT
easat-8944	267	1	0	0	NUM
easat-8944	267	2	-	-	SYM
easat-8944	267	3	0	0	NUM
easat-8944	267	4	,	,	PUNCT
easat-8944	267	5	2021	2021	NUM
easat-8944	267	6	.	.	PUNCT
easat-8944	268	1	https://doi.org/10.4322/2675-9977.cpcr.42809	https://doi.org/10.4322/2675-9977.cpcr.42809	NOUN
easat-8944	269	1	[	[	X
easat-8944	269	2	21	21	NUM
easat-8944	269	3	]	]	X
easat-8944	269	4	l.	l.	PROPN
easat-8944	269	5	n.	n.	PROPN
easat-8944	269	6	reis	reis	PROPN
easat-8944	269	7	et	et	PROPN
easat-8944	269	8	al	al	PROPN
easat-8944	269	9	.	.	PROPN
easat-8944	269	10	,	,	PUNCT
easat-8944	269	11	"	"	PUNCT
easat-8944	269	12	effects	effect	NOUN
easat-8944	269	13	of	of	ADP
easat-8944	269	14	a	a	DET
easat-8944	269	15	physical	physical	ADJ
easat-8944	269	16	education	education	NOUN
easat-8944	269	17	intervention	intervention	NOUN
easat-8944	269	18	on	on	ADP
easat-8944	269	19	children	child	NOUN
easat-8944	269	20	’s	’s	PART
easat-8944	269	21	physical	physical	ADJ
easat-8944	269	22	activity	activity	NOUN
easat-8944	269	23	and	and	CCONJ
easat-8944	269	24	fitness	fitness	NOUN
easat-8944	269	25	:	:	PUNCT
easat-8944	269	26	the	the	DET
easat-8944	269	27	profit	profit	NOUN
easat-8944	269	28	pilot	pilot	NOUN
easat-8944	269	29	study	study	NOUN
easat-8944	269	30	,	,	PUNCT
easat-8944	269	31	"	"	PUNCT
easat-8944	269	32	bmc	bmc	ADJ
easat-8944	269	33	pediatrics	pediatric	NOUN
easat-8944	269	34	,	,	PUNCT
easat-8944	269	35	vol	vol	NOUN
easat-8944	269	36	.	.	PROPN
easat-8944	269	37	24	24	NUM
easat-8944	269	38	,	,	PUNCT
easat-8944	269	39	no	no	INTJ
easat-8944	269	40	.	.	NOUN
easat-8944	269	41	1	1	NUM
easat-8944	269	42	,	,	PUNCT
easat-8944	269	43	p.	p.	NOUN
easat-8944	269	44	78	78	NUM
easat-8944	269	45	,	,	PUNCT
easat-8944	269	46	2024	2024	NUM
easat-8944	269	47	.	.	PUNCT
easat-8944	270	1	https://doi.org/10.1186/s12887-024-04544-1	https://doi.org/10.1186/s12887-024-04544-1	PUNCT
easat-8944	271	1	[	[	X
easat-8944	271	2	22	22	NUM
easat-8944	271	3	]	]	PUNCT
easat-8944	271	4	r.	r.	PROPN
easat-8944	271	5	de	de	PROPN
easat-8944	271	6	diego	diego	PROPN
easat-8944	271	7	-	-	PUNCT
easat-8944	271	8	cordero	cordero	PROPN
easat-8944	271	9	,	,	PUNCT
easat-8944	271	10	l.	l.	PROPN
easat-8944	271	11	tarrino	tarrino	PROPN
easat-8944	271	12	-	-	PUNCT
easat-8944	271	13	concejero	concejero	PROPN
easat-8944	271	14	,	,	PUNCT
easat-8944	271	15	a.	a.	NOUN
easat-8944	271	16	m.	m.	PROPN
easat-8944	271	17	vargas	vargas	PROPN
easat-8944	271	18	-	-	PUNCT
easat-8944	271	19	martínez	martínez	NOUN
easat-8944	271	20	,	,	PUNCT
easat-8944	271	21	and	and	CCONJ
easat-8944	271	22	m.	m.	NOUN
easat-8944	271	23	á	á	PROPN
easat-8944	271	24	.	.	PUNCT
easat-8944	271	25	g.-c	g.-c	PROPN
easat-8944	271	26	.	.	PUNCT
easat-8944	272	1	munoz	munoz	PROPN
easat-8944	272	2	,	,	PUNCT
easat-8944	272	3	"	"	PUNCT
easat-8944	272	4	effects	effect	NOUN
easat-8944	272	5	of	of	ADP
easat-8944	272	6	an	an	DET
easat-8944	272	7	educational	educational	ADJ
easat-8944	272	8	intervention	intervention	NOUN
easat-8944	272	9	on	on	ADP
easat-8944	272	10	nursing	nursing	NOUN
easat-8944	272	11	students	student	NOUN
easat-8944	272	12	'	'	PART
easat-8944	272	13	attitudes	attitude	NOUN
easat-8944	272	14	towards	towards	ADP
easat-8944	272	15	gypsy	gypsy	ADJ
easat-8944	272	16	women	woman	NOUN
easat-8944	272	17	:	:	PUNCT
easat-8944	272	18	a	a	DET
easat-8944	272	19	non	non	ADJ
easat-8944	272	20	-	-	ADJ
easat-8944	272	21	randomized	randomized	ADJ
easat-8944	272	22	controlled	control	VERB
easat-8944	272	23	trial	trial	NOUN
easat-8944	272	24	,	,	PUNCT
easat-8944	272	25	"	"	PUNCT
easat-8944	272	26	nurse	nurse	ADJ
easat-8944	272	27	education	education	NOUN
easat-8944	272	28	today	today	NOUN
easat-8944	272	29	,	,	PUNCT
easat-8944	272	30	vol	vol	NOUN
easat-8944	272	31	.	.	PROPN
easat-8944	272	32	113	113	NUM
easat-8944	272	33	,	,	PUNCT
easat-8944	272	34	p.	p.	NOUN
easat-8944	272	35	105383	105383	NUM
easat-8944	272	36	,	,	PUNCT
easat-8944	272	37	2022	2022	NUM
easat-8944	272	38	.	.	PUNCT
easat-8944	273	1	https://doi.org/10.1016/j.nedt.2022.105383	https://doi.org/10.1016/j.nedt.2022.105383	PROPN
easat-8944	273	2	https://doi.org/10.3390/app13053056	https://doi.org/10.3390/app13053056	PROPN
easat-8944	273	3	https://doi.org/10.1016/j.edurev.2021.100394	https://doi.org/10.1016/j.edurev.2021.100394	PROPN
easat-8944	273	4	https://doi.org/10.1016/j.neucom.2021.04.112	https://doi.org/10.1016/j.neucom.2021.04.112	PROPN
easat-8944	273	5	https://doi.org/10.1097/inf.0000000000003328	https://doi.org/10.1097/inf.0000000000003328	PROPN
easat-8944	273	6	https://doi.org/10.1016/j.inffus.2022.03.009	https://doi.org/10.1016/j.inffus.2022.03.009	NUM
easat-8944	273	7	https://doi.org/10.34133/icomputing.0076	https://doi.org/10.34133/icomputing.0076	PROPN
easat-8944	273	8	https://doi.org/10.3390/ijerph18041782	https://doi.org/10.3390/ijerph18041782	PROPN
easat-8944	273	9	https://doi.org/10.4322/2675-9977.cpcr.42809	https://doi.org/10.4322/2675-9977.cpcr.42809	NOUN
easat-8944	273	10	https://doi.org/10.1186/s12887-024-04544-1	https://doi.org/10.1186/s12887-024-04544-1	PROPN
easat-8944	274	1	https://doi.org/10.1016/j.nedt.2022.105383	https://doi.org/10.1016/j.nedt.2022.105383	PROPN