id	sid	tid	token	lemma	pos
futech-462	1	1	yu	yu	PROPN
futech-462	1	2	li	li	PROPN
futech-462	1	3	et	et	PROPN
futech-462	1	4	al	al	PROPN
futech-462	1	5	.	.	PROPN
futech-462	1	6	/future	/future	PUNCT
futech-462	1	7	technology	technology	PROPN
futech-462	1	8	november	november	PROPN
futech-462	1	9	2025|	2025|	NUM
futech-462	1	10	volume	volume	NOUN
futech-462	1	11	04	04	NUM
futech-462	2	1	|	|	ADV
futech-462	2	2	issue	issue	VERB
futech-462	2	3	04	04	NUM
futech-462	3	1	|	|	CCONJ
futech-462	3	2	pages	page	VERB
futech-462	3	3	100	100	NUM
futech-462	3	4	-	-	SYM
futech-462	3	5	116	116	NUM
futech-462	3	6	100	100	NUM
futech-462	3	7	article	article	NOUN
futech-462	3	8	poa	poa	NOUN
futech-462	3	9	-	-	PUNCT
futech-462	3	10	mlsp	mlsp	NOUN
futech-462	3	11	:	:	PUNCT
futech-462	3	12	a	a	DET
futech-462	3	13	multi	multi	ADJ
futech-462	3	14	-	-	ADJ
futech-462	3	15	dimensional	dimensional	ADJ
futech-462	3	16	learning	learning	NOUN
futech-462	3	17	analytics	analytic	NOUN
futech-462	3	18	framework	framework	NOUN
futech-462	3	19	for	for	ADP
futech-462	3	20	predicting	predict	VERB
futech-462	3	21	cet4	cet4	PROPN
futech-462	3	22	writing	writing	NOUN
futech-462	3	23	performance	performance	NOUN
futech-462	3	24	based	base	VERB
futech-462	3	25	on	on	ADP
futech-462	3	26	a	a	DET
futech-462	3	27	production	production	NOUN
futech-462	3	28	-	-	PUNCT
futech-462	3	29	oriented	orient	VERB
futech-462	3	30	approach	approach	NOUN
futech-462	3	31	and	and	CCONJ
futech-462	3	32	student	student	NOUN
futech-462	3	33	engagement	engagement	NOUN
futech-462	3	34	patterns	pattern	NOUN
futech-462	3	35	yu	yu	PROPN
futech-462	3	36	li1	li1	PROPN
futech-462	3	37	,	,	PUNCT
futech-462	3	38	nur	nur	VERB
futech-462	3	39	ainil	ainil	PROPN
futech-462	3	40	bt	bt	PROPN
futech-462	3	41	.	.	PUNCT
futech-462	4	1	sulaiman1	sulaiman1	PROPN
futech-462	4	2	*	*	PROPN
futech-462	4	3	,	,	PUNCT
futech-462	4	4	halizah	halizah	PROPN
futech-462	4	5	bt	bt	PROPN
futech-462	4	6	.	.	PUNCT
futech-462	4	7	omar2	omar2	PROPN
futech-462	5	1	1faculty	1faculty	NUM
futech-462	5	2	of	of	ADP
futech-462	5	3	education	education	NOUN
futech-462	5	4	,	,	PUNCT
futech-462	5	5	universiti	universiti	PROPN
futech-462	5	6	kebangsaan	kebangsaan	PROPN
futech-462	5	7	malaysia	malaysia	PROPN
futech-462	5	8	,	,	PUNCT
futech-462	5	9	43600	43600	NUM
futech-462	5	10	ukm	ukm	PROPN
futech-462	5	11	bangi	bangi	PROPN
futech-462	5	12	,	,	PUNCT
futech-462	5	13	selangor	selangor	PROPN
futech-462	5	14	,	,	PUNCT
futech-462	5	15	malaysia	malaysia	PROPN
futech-462	5	16	2pusat	2pusat	NUM
futech-462	5	17	pengajian	pengajian	ADJ
futech-462	5	18	citra	citra	PROPN
futech-462	5	19	universiti	universiti	PROPN
futech-462	5	20	,	,	PUNCT
futech-462	5	21	universiti	universiti	PROPN
futech-462	5	22	kebangsaan	kebangsaan	PROPN
futech-462	5	23	malaysia	malaysia	PROPN
futech-462	5	24	,	,	PUNCT
futech-462	5	25	43600	43600	NUM
futech-462	5	26	ukm	ukm	PROPN
futech-462	5	27	bangi	bangi	PROPN
futech-462	5	28	,	,	PUNCT
futech-462	5	29	selangor	selangor	PROPN
futech-462	5	30	,	,	PUNCT
futech-462	5	31	malaysia	malaysia	PROPN
futech-462	5	32	a	a	DET
futech-462	5	33	r	r	NOUN
futech-462	5	34	t	t	NOUN
futech-462	6	1	i	i	PRON
futech-462	6	2	c	c	NOUN
futech-462	6	3	l	l	NOUN
futech-462	6	4	e	e	NOUN
futech-462	7	1	i	i	PRON
futech-462	7	2	n	n	VERB
futech-462	7	3	f	f	NOUN
futech-462	7	4	o	o	NOUN
futech-462	7	5	article	article	NOUN
futech-462	7	6	history	history	NOUN
futech-462	7	7	:	:	PUNCT
futech-462	7	8	received	receive	VERB
futech-462	7	9	01	01	NUM
futech-462	7	10	june	june	PROPN
futech-462	7	11	2025	2025	NUM
futech-462	7	12	received	receive	VERB
futech-462	7	13	in	in	ADP
futech-462	7	14	revised	revise	VERB
futech-462	7	15	form	form	NOUN
futech-462	7	16	17	17	NUM
futech-462	7	17	july	july	PROPN
futech-462	7	18	2025	2025	NUM
futech-462	7	19	accepted	accept	VERB
futech-462	7	20	06	06	NUM
futech-462	7	21	august	august	PROPN
futech-462	7	22	2025	2025	NUM
futech-462	7	23	keywords	keyword	NOUN
futech-462	7	24	:	:	PUNCT
futech-462	7	25	production	production	NOUN
futech-462	7	26	-	-	PUNCT
futech-462	7	27	oriented	orient	VERB
futech-462	7	28	approach	approach	NOUN
futech-462	7	29	,	,	PUNCT
futech-462	7	30	multi	multi	ADJ
futech-462	7	31	-	-	ADJ
futech-462	7	32	dimensional	dimensional	ADJ
futech-462	7	33	learning	learning	NOUN
futech-462	7	34	analytics	analytic	NOUN
futech-462	7	35	,	,	PUNCT
futech-462	7	36	cet-4	cet-4	PUNCT
futech-462	7	37	writing	write	VERB
futech-462	7	38	performance	performance	NOUN
futech-462	7	39	prediction	prediction	NOUN
futech-462	7	40	,	,	PUNCT
futech-462	7	41	student	student	NOUN
futech-462	7	42	engagement	engagement	NOUN
futech-462	7	43	patterns	pattern	NOUN
futech-462	7	44	,	,	PUNCT
futech-462	7	45	self	self	NOUN
futech-462	7	46	-	-	PUNCT
futech-462	7	47	determination	determination	NOUN
futech-462	7	48	theory	theory	NOUN
futech-462	7	49	*	*	PUNCT
futech-462	7	50	corresponding	correspond	VERB
futech-462	7	51	author	author	NOUN
futech-462	7	52	email	email	NOUN
futech-462	7	53	address	address	NOUN
futech-462	7	54	:	:	PUNCT
futech-462	7	55	nurainil@ukm.edu.my	nurainil@ukm.edu.my	NOUN
futech-462	7	56	doi	doi	NOUN
futech-462	7	57	:	:	PUNCT
futech-462	7	58	10.55670	10.55670	NUM
futech-462	7	59	/	/	SYM
futech-462	7	60	fpll.futech.4.4.9	fpll.futech.4.4.9	NOUN
futech-462	7	61	a	a	DET
futech-462	7	62	b	b	PROPN
futech-462	7	63	s	s	ADP
futech-462	7	64	t	t	PROPN
futech-462	7	65	r	r	NOUN
futech-462	7	66	a	a	DET
futech-462	7	67	c	c	NOUN
futech-462	7	68	t	t	PROPN
futech-462	7	69	contemporary	contemporary	PROPN
futech-462	7	70	college	college	PROPN
futech-462	7	71	english	english	PROPN
futech-462	7	72	test	test	NOUN
futech-462	7	73	band	band	NOUN
futech-462	7	74	4	4	NUM
futech-462	7	75	(	(	PUNCT
futech-462	7	76	cet-4	cet-4	NOUN
futech-462	7	77	)	)	PUNCT
futech-462	7	78	writing	writing	NOUN
futech-462	7	79	instruction	instruction	NOUN
futech-462	7	80	faces	face	VERB
futech-462	7	81	significant	significant	ADJ
futech-462	7	82	challenges	challenge	NOUN
futech-462	7	83	in	in	ADP
futech-462	7	84	accurately	accurately	ADV
futech-462	7	85	predicting	predict	VERB
futech-462	7	86	student	student	NOUN
futech-462	7	87	performance	performance	NOUN
futech-462	7	88	and	and	CCONJ
futech-462	7	89	providing	provide	VERB
futech-462	7	90	timely	timely	ADJ
futech-462	7	91	pedagogical	pedagogical	ADJ
futech-462	7	92	interventions	intervention	NOUN
futech-462	7	93	.	.	PUNCT
futech-462	8	1	this	this	DET
futech-462	8	2	study	study	NOUN
futech-462	8	3	develops	develop	VERB
futech-462	8	4	and	and	CCONJ
futech-462	8	5	validates	validate	VERB
futech-462	8	6	the	the	DET
futech-462	8	7	production	production	NOUN
futech-462	8	8	-	-	PUNCT
futech-462	8	9	oriented	orient	VERB
futech-462	8	10	approach	approach	NOUN
futech-462	8	11	multi	multi	ADJ
futech-462	8	12	-	-	ADJ
futech-462	8	13	dimensional	dimensional	ADJ
futech-462	8	14	learning	learning	NOUN
futech-462	8	15	analytics	analytic	NOUN
futech-462	8	16	framework	framework	NOUN
futech-462	8	17	for	for	ADP
futech-462	8	18	student	student	NOUN
futech-462	8	19	performance	performance	NOUN
futech-462	8	20	(	(	PUNCT
futech-462	8	21	poa	poa	NOUN
futech-462	8	22	-	-	PUNCT
futech-462	8	23	mlsp	mlsp	NOUN
futech-462	8	24	)	)	PUNCT
futech-462	8	25	for	for	ADP
futech-462	8	26	predicting	predict	VERB
futech-462	8	27	cet-4	cet-4	NOUN
futech-462	8	28	writing	write	VERB
futech-462	8	29	performance	performance	NOUN
futech-462	8	30	across	across	ADP
futech-462	8	31	five	five	NUM
futech-462	8	32	dimensions	dimension	NOUN
futech-462	8	33	through	through	ADP
futech-462	8	34	systematic	systematic	ADJ
futech-462	8	35	integration	integration	NOUN
futech-462	8	36	of	of	ADP
futech-462	8	37	production	production	NOUN
futech-462	8	38	-	-	PUNCT
futech-462	8	39	oriented	orient	VERB
futech-462	8	40	approach	approach	NOUN
futech-462	8	41	(	(	PUNCT
futech-462	8	42	poa	poa	NOUN
futech-462	8	43	)	)	PUNCT
futech-462	8	44	theory	theory	NOUN
futech-462	8	45	and	and	CCONJ
futech-462	8	46	self	self	NOUN
futech-462	8	47	-	-	PUNCT
futech-462	8	48	determination	determination	NOUN
futech-462	8	49	theory	theory	NOUN
futech-462	8	50	(	(	PUNCT
futech-462	8	51	sdt)-based	sdt)-base	VERB
futech-462	8	52	engagement	engagement	NOUN
futech-462	8	53	modeling	modeling	NOUN
futech-462	8	54	.	.	PUNCT
futech-462	9	1	the	the	DET
futech-462	9	2	framework	framework	NOUN
futech-462	9	3	implements	implement	VERB
futech-462	9	4	a	a	DET
futech-462	9	5	four	four	NUM
futech-462	9	6	-	-	PUNCT
futech-462	9	7	layer	layer	NOUN
futech-462	9	8	architecture	architecture	NOUN
futech-462	9	9	incorporating	incorporate	VERB
futech-462	9	10	feature	feature	NOUN
futech-462	9	11	adaptive	adaptive	ADJ
futech-462	9	12	selection	selection	NOUN
futech-462	9	13	mechanism	mechanism	NOUN
futech-462	9	14	and	and	CCONJ
futech-462	9	15	sdtbased	sdtbase	VERB
futech-462	9	16	engagement	engagement	NOUN
futech-462	9	17	dynamic	dynamic	ADJ
futech-462	9	18	modeling	modeling	NOUN
futech-462	9	19	algorithms	algorithm	NOUN
futech-462	9	20	.	.	PUNCT
futech-462	10	1	validation	validation	NOUN
futech-462	10	2	involves	involve	VERB
futech-462	10	3	124	124	NUM
futech-462	10	4	students	student	NOUN
futech-462	10	5	during	during	ADP
futech-462	10	6	a	a	DET
futech-462	10	7	16	16	NUM
futech-462	10	8	-	-	PUNCT
futech-462	10	9	week	week	NOUN
futech-462	10	10	semester	semester	NOUN
futech-462	10	11	,	,	PUNCT
futech-462	10	12	collecting	collect	VERB
futech-462	10	13	multi	multi	ADJ
futech-462	10	14	-	-	ADJ
futech-462	10	15	source	source	NOUN
futech-462	10	16	data	datum	NOUN
futech-462	10	17	including	include	VERB
futech-462	10	18	jacobs	jacobs	PROPN
futech-462	10	19	'	'	PART
futech-462	10	20	five	five	NUM
futech-462	10	21	-	-	PUNCT
futech-462	10	22	dimensional	dimensional	ADJ
futech-462	10	23	assessments	assessment	NOUN
futech-462	10	24	,	,	PUNCT
futech-462	10	25	utrecht	utrecht	PROPN
futech-462	10	26	work	work	PROPN
futech-462	10	27	engagement	engagement	NOUN
futech-462	10	28	scale	scale	NOUN
futech-462	10	29	-	-	PUNCT
futech-462	10	30	student	student	NOUN
futech-462	10	31	(	(	PUNCT
futech-462	10	32	uwes	uwes	NOUN
futech-462	10	33	-	-	PUNCT
futech-462	10	34	s	s	NOUN
futech-462	10	35	)	)	PUNCT
futech-462	10	36	engagement	engagement	NOUN
futech-462	10	37	measurements	measurement	NOUN
futech-462	10	38	,	,	PUNCT
futech-462	10	39	classroom	classroom	NOUN
futech-462	10	40	observations	observation	NOUN
futech-462	10	41	,	,	PUNCT
futech-462	10	42	and	and	CCONJ
futech-462	10	43	digital	digital	ADJ
futech-462	10	44	platform	platform	NOUN
futech-462	10	45	interactions	interaction	NOUN
futech-462	10	46	across	across	ADP
futech-462	10	47	experimental	experimental	ADJ
futech-462	10	48	and	and	CCONJ
futech-462	10	49	control	control	NOUN
futech-462	10	50	groups	group	NOUN
futech-462	10	51	.	.	PUNCT
futech-462	11	1	poa	poa	NOUN
futech-462	11	2	-	-	PUNCT
futech-462	11	3	mlsp	mlsp	PROPN
futech-462	11	4	achieves	achieve	VERB
futech-462	11	5	r²	r²	NOUN
futech-462	11	6	=	=	SYM
futech-462	11	7	0.75	0.75	NUM
futech-462	11	8	overall	overall	ADJ
futech-462	11	9	prediction	prediction	NOUN
futech-462	11	10	accuracy	accuracy	NOUN
futech-462	11	11	,	,	PUNCT
futech-462	11	12	outperforming	outperform	VERB
futech-462	11	13	linear	linear	PROPN
futech-462	11	14	regression	regression	NOUN
futech-462	11	15	(	(	PUNCT
futech-462	11	16	r²	r²	NOUN
futech-462	11	17	=	=	SYM
futech-462	11	18	0.58	0.58	NUM
futech-462	11	19	)	)	PUNCT
futech-462	11	20	,	,	PUNCT
futech-462	11	21	random	random	ADJ
futech-462	11	22	forest	forest	NOUN
futech-462	11	23	(	(	PUNCT
futech-462	11	24	r²	r²	NOUN
futech-462	11	25	=	=	NOUN
futech-462	11	26	0.66	0.66	NUM
futech-462	11	27	)	)	PUNCT
futech-462	11	28	,	,	PUNCT
futech-462	11	29	and	and	CCONJ
futech-462	11	30	support	support	VERB
futech-462	11	31	vector	vector	NOUN
futech-462	11	32	machines	machine	NOUN
futech-462	11	33	(	(	PUNCT
futech-462	11	34	r²	r²	NOUN
futech-462	11	35	=	=	SYM
futech-462	11	36	0.63	0.63	NUM
futech-462	11	37	)	)	PUNCT
futech-462	11	38	by	by	ADP
futech-462	11	39	17	17	NUM
futech-462	11	40	-	-	SYM
futech-462	11	41	29	29	NUM
futech-462	11	42	%	%	NOUN
futech-462	11	43	.	.	PUNCT
futech-462	12	1	content	content	NOUN
futech-462	12	2	prediction	prediction	NOUN
futech-462	12	3	reaches	reach	VERB
futech-462	12	4	highest	high	ADJ
futech-462	12	5	accuracy	accuracy	NOUN
futech-462	12	6	(	(	PUNCT
futech-462	12	7	r²	r²	NOUN
futech-462	12	8	=	=	SYM
futech-462	12	9	0.78	0.78	NUM
futech-462	12	10	)	)	PUNCT
futech-462	12	11	,	,	PUNCT
futech-462	12	12	while	while	SCONJ
futech-462	12	13	the	the	DET
futech-462	12	14	framework	framework	NOUN
futech-462	12	15	identifies	identify	VERB
futech-462	12	16	five	five	NUM
futech-462	12	17	distinct	distinct	ADJ
futech-462	12	18	engagement	engagement	NOUN
futech-462	12	19	profiles	profile	NOUN
futech-462	12	20	and	and	CCONJ
futech-462	12	21	achieves	achieve	VERB
futech-462	12	22	78.4	78.4	NUM
futech-462	12	23	%	%	NOUN
futech-462	12	24	±	±	NUM
futech-462	12	25	2.1	2.1	NUM
futech-462	12	26	%	%	NOUN
futech-462	12	27	early	early	ADJ
futech-462	12	28	warning	warning	NOUN
futech-462	12	29	accuracy	accuracy	NOUN
futech-462	12	30	with	with	ADP
futech-462	12	31	79.8	79.8	NUM
futech-462	12	32	%	%	NOUN
futech-462	12	33	±	±	NUM
futech-462	12	34	2.9	2.9	NUM
futech-462	12	35	%	%	NOUN
futech-462	12	36	teacher	teacher	NOUN
futech-462	12	37	satisfaction	satisfaction	NOUN
futech-462	12	38	.	.	PUNCT
futech-462	13	1	educational	educational	ADJ
futech-462	13	2	theory	theory	NOUN
futech-462	13	3	-	-	PUNCT
futech-462	13	4	guided	guide	VERB
futech-462	13	5	algorithms	algorithm	NOUN
futech-462	13	6	significantly	significantly	ADV
futech-462	13	7	enhance	enhance	VERB
futech-462	13	8	prediction	prediction	NOUN
futech-462	13	9	performance	performance	NOUN
futech-462	13	10	while	while	SCONJ
futech-462	13	11	maintaining	maintain	VERB
futech-462	13	12	pedagogical	pedagogical	ADJ
futech-462	13	13	interpretability	interpretability	NOUN
futech-462	13	14	,	,	PUNCT
futech-462	13	15	enabling	enable	VERB
futech-462	13	16	proactive	proactive	ADJ
futech-462	13	17	intervention	intervention	NOUN
futech-462	13	18	through	through	ADP
futech-462	13	19	early	early	ADJ
futech-462	13	20	warning	warning	NOUN
futech-462	13	21	systems	system	NOUN
futech-462	13	22	with	with	ADP
futech-462	13	23	minimal	minimal	ADJ
futech-462	13	24	implementation	implementation	NOUN
futech-462	13	25	burden	burden	NOUN
futech-462	13	26	for	for	ADP
futech-462	13	27	authentic	authentic	ADJ
futech-462	13	28	educational	educational	ADJ
futech-462	13	29	applications	application	NOUN
futech-462	13	30	.	.	PUNCT
futech-462	14	1	1	1	X
futech-462	14	2	.	.	X
futech-462	14	3	introduction	introduction	NOUN
futech-462	14	4	the	the	DET
futech-462	14	5	production	production	NOUN
futech-462	14	6	-	-	PUNCT
futech-462	14	7	oriented	orient	VERB
futech-462	14	8	approach	approach	NOUN
futech-462	14	9	(	(	PUNCT
futech-462	14	10	poa	poa	NOUN
futech-462	14	11	)	)	PUNCT
futech-462	14	12	has	have	AUX
futech-462	14	13	emerged	emerge	VERB
futech-462	14	14	as	as	ADP
futech-462	14	15	a	a	DET
futech-462	14	16	revolutionary	revolutionary	ADJ
futech-462	14	17	pedagogical	pedagogical	ADJ
futech-462	14	18	framework	framework	NOUN
futech-462	14	19	within	within	ADP
futech-462	14	20	teaching	teach	VERB
futech-462	14	21	english	english	PROPN
futech-462	14	22	as	as	ADP
futech-462	14	23	a	a	DET
futech-462	14	24	foreign	foreign	ADJ
futech-462	14	25	language	language	NOUN
futech-462	14	26	(	(	PUNCT
futech-462	14	27	efl	efl	NOUN
futech-462	14	28	)	)	PUNCT
futech-462	14	29	contexts	contexts	NOUN
futech-462	14	30	,	,	PUNCT
futech-462	14	31	representing	represent	VERB
futech-462	14	32	a	a	DET
futech-462	14	33	paradigmatic	paradigmatic	ADJ
futech-462	14	34	shift	shift	NOUN
futech-462	14	35	from	from	ADP
futech-462	14	36	input	input	NOUN
futech-462	14	37	-	-	PUNCT
futech-462	14	38	based	base	VERB
futech-462	14	39	teaching	teaching	NOUN
futech-462	14	40	methodologies	methodology	NOUN
futech-462	14	41	toward	toward	ADP
futech-462	14	42	a	a	DET
futech-462	14	43	more	more	ADV
futech-462	14	44	integrative	integrative	ADJ
futech-462	14	45	theory	theory	NOUN
futech-462	14	46	-	-	PUNCT
futech-462	14	47	driven	drive	VERB
futech-462	14	48	pedagogical	pedagogical	ADJ
futech-462	14	49	process	process	NOUN
futech-462	14	50	designed	design	VERB
futech-462	14	51	to	to	PART
futech-462	14	52	enhance	enhance	VERB
futech-462	14	53	comprehensive	comprehensive	ADJ
futech-462	14	54	learning	learning	NOUN
futech-462	14	55	outcomes	outcome	NOUN
futech-462	14	56	.	.	PUNCT
futech-462	15	1	contemporary	contemporary	ADJ
futech-462	15	2	research	research	NOUN
futech-462	15	3	demonstrates	demonstrate	VERB
futech-462	15	4	that	that	SCONJ
futech-462	15	5	poa	poa	PROPN
futech-462	15	6	implementation	implementation	NOUN
futech-462	15	7	within	within	ADP
futech-462	15	8	tertiary	tertiary	ADJ
futech-462	15	9	educational	educational	ADJ
futech-462	15	10	contexts	context	NOUN
futech-462	15	11	effectively	effectively	ADV
futech-462	15	12	bridges	bridge	VERB
futech-462	15	13	the	the	DET
futech-462	15	14	gap	gap	NOUN
futech-462	15	15	between	between	ADP
futech-462	15	16	language	language	NOUN
futech-462	15	17	learning	learning	NOUN
futech-462	15	18	and	and	CCONJ
futech-462	15	19	language	language	NOUN
futech-462	15	20	utilization	utilization	NOUN
futech-462	15	21	through	through	ADP
futech-462	15	22	its	its	PRON
futech-462	15	23	comprehensive	comprehensive	ADJ
futech-462	15	24	three	three	NUM
futech-462	15	25	-	-	PUNCT
futech-462	15	26	stage	stage	NOUN
futech-462	15	27	instructional	instructional	ADJ
futech-462	15	28	model	model	NOUN
futech-462	15	29	encompassing	encompass	VERB
futech-462	15	30	motivating	motivating	NOUN
futech-462	15	31	,	,	PUNCT
futech-462	15	32	enabling	enable	VERB
futech-462	15	33	,	,	PUNCT
futech-462	15	34	and	and	CCONJ
futech-462	15	35	assessing	assess	VERB
futech-462	15	36	phases	phase	NOUN
futech-462	15	37	[	[	X
futech-462	15	38	1	1	NUM
futech-462	15	39	]	]	PUNCT
futech-462	15	40	.	.	PUNCT
futech-462	16	1	the	the	DET
futech-462	16	2	theoretical	theoretical	ADJ
futech-462	16	3	depth	depth	NOUN
futech-462	16	4	of	of	ADP
futech-462	16	5	poa	poa	NOUN
futech-462	16	6	comes	come	VERB
futech-462	16	7	through	through	ADP
futech-462	16	8	multi	multi	ADJ
futech-462	16	9	-	-	ADJ
futech-462	16	10	theoretical	theoretical	ADJ
futech-462	16	11	fusion	fusion	NOUN
futech-462	16	12	(	(	PUNCT
futech-462	16	13	systematic	systematic	ADJ
futech-462	16	14	integration	integration	NOUN
futech-462	16	15	of	of	ADP
futech-462	16	16	complementary	complementary	ADJ
futech-462	16	17	educational	educational	ADJ
futech-462	16	18	frameworks	framework	NOUN
futech-462	16	19	)	)	PUNCT
futech-462	16	20	unifying	unify	VERB
futech-462	16	21	several	several	ADJ
futech-462	16	22	of	of	ADP
futech-462	16	23	the	the	DET
futech-462	16	24	most	most	ADV
futech-462	16	25	basic	basic	ADJ
futech-462	16	26	theoretical	theoretical	ADJ
futech-462	16	27	frameworks	framework	NOUN
futech-462	16	28	,	,	PUNCT
futech-462	16	29	such	such	ADJ
futech-462	16	30	as	as	ADP
futech-462	16	31	krashen	krashen	PROPN
futech-462	16	32	's	's	PART
futech-462	16	33	input	input	NOUN
futech-462	16	34	hypothesis	hypothesis	NOUN
futech-462	16	35	,	,	PUNCT
futech-462	16	36	vygotsky´s	vygotsky´s	VERB
futech-462	16	37	social	social	ADJ
futech-462	16	38	constructivism	constructivism	NOUN
futech-462	16	39	and	and	CCONJ
futech-462	16	40	cognitive	cognitive	ADJ
futech-462	16	41	processing	processing	NOUN
futech-462	16	42	theories	theory	NOUN
futech-462	16	43	of	of	ADP
futech-462	16	44	writing	write	VERB
futech-462	16	45	development	development	NOUN
futech-462	16	46	,	,	PUNCT
futech-462	16	47	as	as	ADV
futech-462	16	48	well	well	ADV
futech-462	16	49	as	as	ADP
futech-462	16	50	sociocultural	sociocultural	ADJ
futech-462	16	51	perspectives	perspective	NOUN
futech-462	16	52	of	of	ADP
futech-462	16	53	language	language	NOUN
futech-462	16	54	learning	learning	NOUN
futech-462	16	55	,	,	PUNCT
futech-462	16	56	in	in	ADP
futech-462	16	57	a	a	DET
futech-462	16	58	multifaceted	multifaceted	ADJ
futech-462	16	59	approach	approach	NOUN
futech-462	16	60	that	that	PRON
futech-462	16	61	attends	attend	VERB
futech-462	16	62	to	to	ADP
futech-462	16	63	various	various	ADJ
futech-462	16	64	dimensions	dimension	NOUN
futech-462	16	65	of	of	ADP
futech-462	16	66	language	language	NOUN
futech-462	16	67	learning	learn	VERB
futech-462	16	68	paths	path	NOUN
futech-462	16	69	at	at	ADP
futech-462	16	70	the	the	DET
futech-462	16	71	same	same	ADJ
futech-462	16	72	time	time	NOUN
futech-462	16	73	[	[	X
futech-462	16	74	2	2	NUM
futech-462	16	75	]	]	PUNCT
futech-462	16	76	.	.	PUNCT
futech-462	17	1	classroom	classroom	NOUN
futech-462	17	2	practices	practice	NOUN
futech-462	17	3	and	and	CCONJ
futech-462	17	4	implementations	implementation	NOUN
futech-462	17	5	suggest	suggest	VERB
futech-462	17	6	that	that	SCONJ
futech-462	17	7	poa	poa	NOUN
futech-462	17	8	-	-	PUNCT
futech-462	17	9	based	base	VERB
futech-462	17	10	instruction	instruction	NOUN
futech-462	17	11	is	be	AUX
futech-462	17	12	highly	highly	ADV
futech-462	17	13	effective	effective	ADJ
futech-462	17	14	at	at	ADP
futech-462	17	15	improving	improve	VERB
futech-462	17	16	student	student	NOUN
futech-462	17	17	writing	writing	NOUN
futech-462	17	18	performance	performance	NOUN
futech-462	17	19	on	on	ADP
futech-462	17	20	a	a	DET
futech-462	17	21	range	range	NOUN
futech-462	17	22	of	of	ADP
futech-462	17	23	competencies	competency	NOUN
futech-462	17	24	when	when	SCONJ
futech-462	17	25	partnered	partner	VERB
futech-462	17	26	with	with	ADP
futech-462	17	27	reciprocal	reciprocal	ADJ
futech-462	17	28	teaching	teaching	NOUN
futech-462	17	29	models	model	NOUN
futech-462	17	30	that	that	PRON
futech-462	17	31	leverage	leverage	VERB
futech-462	17	32	peer	peer	NOUN
futech-462	17	33	interaction	interaction	NOUN
futech-462	17	34	and	and	CCONJ
futech-462	17	35	collaborative	collaborative	ADJ
futech-462	17	36	learning	learning	NOUN
futech-462	17	37	channels	channel	NOUN
futech-462	17	38	[	[	X
futech-462	17	39	3	3	NUM
futech-462	17	40	]	]	PUNCT
futech-462	17	41	.	.	PUNCT
futech-462	18	1	the	the	DET
futech-462	18	2	capability	capability	NOUN
futech-462	18	3	of	of	ADP
futech-462	18	4	poa	poa	NOUN
futech-462	18	5	to	to	PART
futech-462	18	6	encompass	encompass	VERB
futech-462	18	7	both	both	PRON
futech-462	18	8	general	general	ADJ
futech-462	18	9	and	and	CCONJ
futech-462	18	10	business	business	NOUN
futech-462	18	11	.	.	PUNCT
futech-462	19	1	english	english	ADJ
futech-462	19	2	teaching	teaching	NOUN
futech-462	19	3	,	,	PUNCT
futech-462	19	4	as	as	ADV
futech-462	19	5	well	well	ADV
futech-462	19	6	as	as	ADP
futech-462	19	7	specialized	specialized	ADJ
futech-462	19	8	academic	academic	ADJ
futech-462	19	9	teaching	teaching	NOUN
futech-462	19	10	,	,	PUNCT
futech-462	19	11	is	be	AUX
futech-462	19	12	a	a	DET
futech-462	19	13	testimony	testimony	NOUN
futech-462	19	14	to	to	ADP
futech-462	19	15	its	its	PRON
futech-462	19	16	theoretical	theoretical	ADJ
futech-462	19	17	robustness	robustness	NOUN
futech-462	19	18	and	and	CCONJ
futech-462	19	19	practical	practical	ADJ
futech-462	19	20	fit	fit	NOUN
futech-462	19	21	for	for	ADP
futech-462	19	22	diverse	diverse	ADJ
futech-462	19	23	learning	learning	NOUN
futech-462	19	24	goals	goal	NOUN
futech-462	19	25	and	and	CCONJ
futech-462	19	26	student	student	NOUN
futech-462	19	27	groups	group	NOUN
futech-462	19	28	[	[	X
futech-462	19	29	4	4	NUM
futech-462	19	30	]	]	PUNCT
futech-462	19	31	.	.	PUNCT
futech-462	20	1	november	november	PROPN
futech-462	20	2	2025|	2025|	NUM
futech-462	21	1	volume	volume	NOUN
futech-462	21	2	04	04	NUM
futech-462	22	1	|	|	ADV
futech-462	22	2	issue	issue	VERB
futech-462	22	3	04	04	NUM
futech-462	23	1	|	|	CCONJ
futech-462	23	2	pages	page	NOUN
futech-462	23	3	100116	100116	NUM
futech-462	23	4	issn	issn	VERB
futech-462	23	5	2832	2832	NUM
futech-462	23	6	-	-	SYM
futech-462	23	7	0379	0379	NUM
futech-462	23	8	open	open	ADJ
futech-462	23	9	access	access	NOUN
futech-462	23	10	journal	journal	PROPN
futech-462	23	11	journal	journal	PROPN
futech-462	23	12	homepage	homepage	NOUN
futech-462	23	13	:	:	PUNCT
futech-462	23	14	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-462	23	15	https://doi.org/10.55670/fpll.futech.4.4.9	https://doi.org/10.55670/fpll.futech.4.4.9	VERB
futech-462	23	16	future	future	ADJ
futech-462	23	17	technology	technology	NOUN
futech-462	23	18	mailto:nurainil@ukm.edu.my	mailto:nurainil@ukm.edu.my	NOUN
futech-462	23	19	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-462	24	1	https://doi.org/10.55670/fpll.futech.4.4.9	https://doi.org/10.55670/fpll.futech.4.4.9	VERB
futech-462	24	2	yu	yu	PROPN
futech-462	24	3	li	li	PROPN
futech-462	24	4	et	et	PROPN
futech-462	24	5	al	al	PROPN
futech-462	24	6	.	.	PROPN
futech-462	24	7	/future	/future	PUNCT
futech-462	24	8	technology	technology	PROPN
futech-462	24	9	november	november	PROPN
futech-462	24	10	2025|	2025|	NUM
futech-462	24	11	volume	volume	NOUN
futech-462	24	12	04	04	NUM
futech-462	25	1	|	|	ADV
futech-462	25	2	issue	issue	VERB
futech-462	25	3	04	04	NUM
futech-462	26	1	|	|	CCONJ
futech-462	26	2	pages	page	VERB
futech-462	26	3	100	100	NUM
futech-462	26	4	-	-	SYM
futech-462	26	5	116	116	NUM
futech-462	26	6	101	101	NUM
futech-462	26	7	contrary	contrary	ADV
futech-462	26	8	to	to	ADP
futech-462	26	9	the	the	DET
futech-462	26	10	studies	study	NOUN
futech-462	26	11	described	describe	VERB
futech-462	26	12	in	in	ADP
futech-462	26	13	the	the	DET
futech-462	26	14	previous	previous	ADJ
futech-462	26	15	sections	section	NOUN
futech-462	26	16	which	which	PRON
futech-462	26	17	investigated	investigate	VERB
futech-462	26	18	the	the	DET
futech-462	26	19	effects	effect	NOUN
futech-462	26	20	of	of	ADP
futech-462	26	21	poa	poa	NOUN
futech-462	26	22	on	on	ADP
futech-462	26	23	language	language	NOUN
futech-462	26	24	learning	learning	NOUN
futech-462	26	25	in	in	ADP
futech-462	26	26	comparison	comparison	NOUN
futech-462	26	27	to	to	ADP
futech-462	26	28	that	that	PRON
futech-462	26	29	of	of	ADP
futech-462	26	30	tva	tva	PROPN
futech-462	26	31	,	,	PUNCT
futech-462	26	32	recent	recent	ADJ
futech-462	26	33	poa	poa	NOUN
futech-462	26	34	experiments	experiment	NOUN
futech-462	26	35	carried	carry	VERB
futech-462	26	36	out	out	ADP
futech-462	26	37	in	in	ADP
futech-462	26	38	the	the	DET
futech-462	26	39	context	context	NOUN
futech-462	26	40	of	of	ADP
futech-462	26	41	university	university	NOUN
futech-462	26	42	classrooms	classroom	NOUN
futech-462	26	43	in	in	ADP
futech-462	26	44	china	china	PROPN
futech-462	26	45	show	show	VERB
futech-462	26	46	the	the	DET
futech-462	26	47	success	success	NOUN
futech-462	26	48	of	of	ADP
futech-462	26	49	poa	poa	NOUN
futech-462	26	50	in	in	ADP
futech-462	26	51	ameliorating	ameliorate	VERB
futech-462	26	52	learner	learner	NOUN
futech-462	26	53	motivation	motivation	NOUN
futech-462	26	54	and	and	CCONJ
futech-462	26	55	engagement	engagement	NOUN
futech-462	26	56	,	,	PUNCT
futech-462	26	57	factors	factor	VERB
futech-462	26	58	that	that	PRON
futech-462	26	59	,	,	PUNCT
futech-462	26	60	up	up	ADP
futech-462	26	61	to	to	ADP
futech-462	26	62	now	now	ADV
futech-462	26	63	,	,	PUNCT
futech-462	26	64	have	have	AUX
futech-462	26	65	been	be	AUX
futech-462	26	66	depression	depression	NOUN
futech-462	26	67	paving	pave	VERB
futech-462	26	68	the	the	DET
futech-462	26	69	way	way	NOUN
futech-462	26	70	for	for	ADP
futech-462	26	71	language	language	NOUN
futech-462	26	72	learning	learning	NOUN
futech-462	26	73	progress	progress	NOUN
futech-462	26	74	[	[	X
futech-462	26	75	5	5	NUM
futech-462	26	76	]	]	PUNCT
futech-462	26	77	.	.	PUNCT
futech-462	27	1	the	the	DET
futech-462	27	2	inclusion	inclusion	NOUN
futech-462	27	3	of	of	ADP
futech-462	27	4	components	component	NOUN
futech-462	27	5	such	such	ADJ
futech-462	27	6	as	as	ADP
futech-462	27	7	cultural	cultural	ADJ
futech-462	27	8	features	feature	NOUN
futech-462	27	9	and	and	CCONJ
futech-462	27	10	technology	technology	NOUN
futech-462	27	11	-	-	PUNCT
futech-462	27	12	enhanced	enhance	VERB
futech-462	27	13	learning	learning	NOUN
futech-462	27	14	environments	environment	NOUN
futech-462	27	15	in	in	ADP
futech-462	27	16	poa	poa	NOUN
futech-462	27	17	frameworks	framework	NOUN
futech-462	27	18	reflects	reflect	VERB
futech-462	27	19	the	the	DET
futech-462	27	20	comprehensiveness	comprehensiveness	NOUN
futech-462	27	21	of	of	ADP
futech-462	27	22	the	the	DET
futech-462	27	23	approach	approach	NOUN
futech-462	27	24	to	to	PART
futech-462	27	25	change	change	VERB
futech-462	27	26	and	and	CCONJ
futech-462	27	27	its	its	PRON
futech-462	27	28	ability	ability	NOUN
futech-462	27	29	to	to	PART
futech-462	27	30	evolve	evolve	VERB
futech-462	27	31	and	and	CCONJ
futech-462	27	32	respond	respond	VERB
futech-462	27	33	to	to	ADP
futech-462	27	34	the	the	DET
futech-462	27	35	needs	need	NOUN
futech-462	27	36	of	of	ADP
futech-462	27	37	modern	modern	ADJ
futech-462	27	38	education	education	NOUN
futech-462	27	39	[	[	X
futech-462	27	40	6	6	NUM
futech-462	27	41	,	,	PUNCT
futech-462	27	42	7	7	NUM
futech-462	27	43	]	]	PUNCT
futech-462	27	44	.	.	PUNCT
futech-462	28	1	more	more	ADV
futech-462	28	2	advanced	advanced	ADJ
futech-462	28	3	applications	application	NOUN
futech-462	28	4	of	of	ADP
futech-462	28	5	poa	poa	NOUN
futech-462	28	6	in	in	ADP
futech-462	28	7	the	the	DET
futech-462	28	8	flipped	flip	VERB
futech-462	28	9	classroom	classroom	NOUN
futech-462	28	10	,	,	PUNCT
futech-462	28	11	as	as	ADV
futech-462	28	12	well	well	ADV
futech-462	28	13	as	as	ADP
futech-462	28	14	teacher	teacher	NOUN
futech-462	28	15	training	training	NOUN
futech-462	28	16	programs	program	NOUN
futech-462	28	17	,	,	PUNCT
futech-462	28	18	reveal	reveal	VERB
futech-462	28	19	the	the	DET
futech-462	28	20	scalability	scalability	NOUN
futech-462	28	21	and	and	CCONJ
futech-462	28	22	potential	potential	NOUN
futech-462	28	23	of	of	ADP
futech-462	28	24	the	the	DET
futech-462	28	25	approach	approach	NOUN
futech-462	28	26	to	to	PART
futech-462	28	27	revolutionize	revolutionize	VERB
futech-462	28	28	language	language	NOUN
futech-462	28	29	education	education	NOUN
futech-462	28	30	at	at	ADP
futech-462	28	31	various	various	ADJ
futech-462	28	32	educational	educational	ADJ
futech-462	28	33	levels	level	NOUN
futech-462	28	34	and	and	CCONJ
futech-462	28	35	professional	professional	ADJ
futech-462	28	36	development	development	NOUN
futech-462	28	37	contexts	context	NOUN
futech-462	28	38	[	[	X
futech-462	28	39	8	8	NUM
futech-462	28	40	,	,	PUNCT
futech-462	28	41	9	9	NUM
futech-462	28	42	]	]	PUNCT
futech-462	28	43	.	.	PUNCT
futech-462	29	1	theoretical	theoretical	ADJ
futech-462	29	2	underpinnings	underpinning	NOUN
futech-462	29	3	of	of	ADP
futech-462	29	4	student	student	NOUN
futech-462	29	5	engagement	engagement	NOUN
futech-462	29	6	in	in	ADP
futech-462	29	7	poa	poa	NOUN
futech-462	29	8	instruction	instruction	NOUN
futech-462	29	9	.	.	PUNCT
futech-462	30	1	based	base	VERB
futech-462	30	2	on	on	ADP
futech-462	30	3	self	self	NOUN
futech-462	30	4	-	-	PUNCT
futech-462	30	5	determination	determination	NOUN
futech-462	30	6	theory	theory	NOUN
futech-462	30	7	(	(	PUNCT
futech-462	30	8	sdt	sdt	PROPN
futech-462	30	9	)	)	PUNCT
futech-462	30	10	,	,	PUNCT
futech-462	30	11	which	which	PRON
futech-462	30	12	yields	yield	VERB
futech-462	30	13	important	important	ADJ
futech-462	30	14	understandings	understanding	NOUN
futech-462	30	15	about	about	ADP
futech-462	30	16	the	the	DET
futech-462	30	17	motivational	motivational	ADJ
futech-462	30	18	factors	factor	NOUN
futech-462	30	19	that	that	PRON
futech-462	30	20	are	be	AUX
futech-462	30	21	associated	associate	VERB
futech-462	30	22	with	with	ADP
futech-462	30	23	language	language	NOUN
futech-462	30	24	learning	learning	NOUN
futech-462	30	25	effectiveness	effectiveness	NOUN
futech-462	30	26	and	and	CCONJ
futech-462	30	27	the	the	DET
futech-462	30	28	intricate	intricate	ADJ
futech-462	30	29	relationship	relationship	NOUN
futech-462	30	30	between	between	ADP
futech-462	30	31	psychological	psychological	ADJ
futech-462	30	32	need	need	NOUN
futech-462	30	33	fulfilment	fulfilment	NOUN
futech-462	30	34	and	and	CCONJ
futech-462	30	35	academic	academic	ADJ
futech-462	30	36	achievement	achievement	NOUN
futech-462	30	37	,	,	PUNCT
futech-462	30	38	student	student	NOUN
futech-462	30	39	engagement	engagement	NOUN
futech-462	30	40	in	in	ADP
futech-462	30	41	poa	poa	NOUN
futech-462	30	42	instruction	instruction	NOUN
futech-462	30	43	has	have	AUX
futech-462	30	44	been	be	AUX
futech-462	30	45	extensively	extensively	ADV
futech-462	30	46	argued	argue	VERB
futech-462	30	47	.	.	PUNCT
futech-462	31	1	studies	study	NOUN
futech-462	31	2	show	show	VERB
futech-462	31	3	that	that	SCONJ
futech-462	31	4	learning	learn	VERB
futech-462	31	5	environments	environment	NOUN
futech-462	31	6	in	in	ADP
futech-462	31	7	which	which	PRON
futech-462	31	8	freedom	freedom	NOUN
futech-462	31	9	of	of	ADP
futech-462	31	10	choice	choice	NOUN
futech-462	31	11	,	,	PUNCT
futech-462	31	12	competence	competence	NOUN
futech-462	31	13	,	,	PUNCT
futech-462	31	14	and	and	CCONJ
futech-462	31	15	socially	socially	ADV
futech-462	31	16	relatedness	relatedness	NOUN
futech-462	31	17	are	be	AUX
futech-462	31	18	supported	support	VERB
futech-462	31	19	can	can	AUX
futech-462	31	20	be	be	AUX
futech-462	31	21	conducive	conducive	ADJ
futech-462	31	22	to	to	ADP
futech-462	31	23	sustained	sustain	VERB
futech-462	31	24	involvement	involvement	NOUN
futech-462	31	25	and	and	CCONJ
futech-462	31	26	enhanced	enhanced	ADJ
futech-462	31	27	learning	learn	VERB
futech-462	31	28	outcomes	outcome	NOUN
futech-462	31	29	[	[	X
futech-462	31	30	10	10	NUM
futech-462	31	31	]	]	PUNCT
futech-462	31	32	.	.	PUNCT
futech-462	32	1	the	the	DET
futech-462	32	2	difference	difference	NOUN
futech-462	32	3	between	between	ADP
futech-462	32	4	intrinsic	intrinsic	ADJ
futech-462	32	5	and	and	CCONJ
futech-462	32	6	extrinsic	extrinsic	ADJ
futech-462	32	7	motivation	motivation	NOUN
futech-462	32	8	orientations	orientation	NOUN
futech-462	32	9	is	be	AUX
futech-462	32	10	especially	especially	ADV
futech-462	32	11	important	important	ADJ
futech-462	32	12	in	in	ADP
futech-462	32	13	the	the	DET
futech-462	32	14	context	context	NOUN
futech-462	32	15	of	of	ADP
futech-462	32	16	a	a	DET
futech-462	32	17	poa	poa	NOUN
futech-462	32	18	,	,	PUNCT
futech-462	32	19	as	as	SCONJ
futech-462	32	20	challenging	challenging	ADJ
futech-462	32	21	activities	activity	NOUN
futech-462	32	22	on	on	ADP
futech-462	32	23	unlimited	unlimited	ADJ
futech-462	32	24	progression	progression	NOUN
futech-462	32	25	levels	level	NOUN
futech-462	32	26	or	or	CCONJ
futech-462	32	27	limited	limited	ADJ
futech-462	32	28	progression	progression	NOUN
futech-462	32	29	levels	level	NOUN
futech-462	32	30	must	must	AUX
futech-462	32	31	strike	strike	VERB
futech-462	32	32	a	a	DET
futech-462	32	33	balance	balance	NOUN
futech-462	32	34	between	between	ADP
futech-462	32	35	challenge	challenge	NOUN
futech-462	32	36	and	and	CCONJ
futech-462	32	37	the	the	DET
futech-462	32	38	capability	capability	NOUN
futech-462	32	39	level	level	NOUN
futech-462	32	40	of	of	ADP
futech-462	32	41	the	the	DET
futech-462	32	42	learner	learner	NOUN
futech-462	32	43	to	to	PART
futech-462	32	44	ensure	ensure	VERB
futech-462	32	45	that	that	SCONJ
futech-462	32	46	motivation	motivation	NOUN
futech-462	32	47	remains	remain	VERB
futech-462	32	48	at	at	ADP
futech-462	32	49	a	a	DET
futech-462	32	50	high	high	ADJ
futech-462	32	51	level	level	NOUN
futech-462	32	52	and	and	CCONJ
futech-462	32	53	no	no	DET
futech-462	32	54	disengagement	disengagement	NOUN
futech-462	32	55	occurs	occur	VERB
futech-462	32	56	[	[	X
futech-462	32	57	11	11	NUM
futech-462	32	58	]	]	PUNCT
futech-462	32	59	.	.	PUNCT
futech-462	33	1	dlas	dla	NOUN
futech-462	33	2	provide	provide	VERB
futech-462	33	3	opportunities	opportunity	NOUN
futech-462	33	4	for	for	ADP
futech-462	33	5	the	the	DET
futech-462	33	6	facilitation	facilitation	NOUN
futech-462	33	7	of	of	ADP
futech-462	33	8	students	student	NOUN
futech-462	33	9	’	'	PUNCT
futech-462	33	10	engagement	engagement	NOUN
futech-462	33	11	through	through	ADP
futech-462	33	12	welldesigned	welldesigne	VERB
futech-462	33	13	technological	technological	ADJ
futech-462	33	14	interventions	intervention	NOUN
futech-462	33	15	,	,	PUNCT
futech-462	33	16	which	which	PRON
futech-462	33	17	are	be	AUX
futech-462	33	18	in	in	ADP
futech-462	33	19	alignment	alignment	NOUN
futech-462	33	20	with	with	ADP
futech-462	33	21	sdt	sdt	PROPN
futech-462	33	22	,	,	PUNCT
futech-462	33	23	especially	especially	ADV
futech-462	33	24	in	in	ADP
futech-462	33	25	blended	blended	ADJ
futech-462	33	26	learning	learning	NOUN
futech-462	33	27	settings	setting	NOUN
futech-462	33	28	where	where	SCONJ
futech-462	33	29	the	the	DET
futech-462	33	30	conventional	conventional	ADJ
futech-462	33	31	classroom	classroom	NOUN
futech-462	33	32	environment	environment	NOUN
futech-462	33	33	is	be	AUX
futech-462	33	34	complemented	complement	VERB
futech-462	33	35	with	with	ADP
futech-462	33	36	online	online	ADJ
futech-462	33	37	elements	element	NOUN
futech-462	33	38	[	[	X
futech-462	33	39	12	12	NUM
futech-462	33	40	]	]	PUNCT
futech-462	33	41	.	.	PUNCT
futech-462	34	1	during	during	ADP
futech-462	34	2	this	this	DET
futech-462	34	3	transition	transition	NOUN
futech-462	34	4	to	to	ADP
futech-462	34	5	the	the	DET
futech-462	34	6	pandemic	pandemic	ADJ
futech-462	34	7	mode	mode	NOUN
futech-462	34	8	of	of	ADP
futech-462	34	9	online	online	ADJ
futech-462	34	10	learning	learning	NOUN
futech-462	34	11	,	,	PUNCT
futech-462	34	12	a	a	DET
futech-462	34	13	better	well	ADJ
futech-462	34	14	understanding	understanding	NOUN
futech-462	34	15	of	of	ADP
futech-462	34	16	what	what	PRON
futech-462	34	17	drives	drive	VERB
futech-462	34	18	students	student	NOUN
futech-462	34	19	to	to	PART
futech-462	34	20	engage	engage	VERB
futech-462	34	21	across	across	ADP
futech-462	34	22	different	different	ADJ
futech-462	34	23	delivery	delivery	NOUN
futech-462	34	24	and	and	CCONJ
futech-462	34	25	online	online	ADJ
futech-462	34	26	modalities	modality	NOUN
futech-462	34	27	has	have	AUX
futech-462	34	28	also	also	ADV
futech-462	34	29	become	become	VERB
futech-462	34	30	clear	clear	ADJ
futech-462	34	31	,	,	PUNCT
futech-462	34	32	demonstrating	demonstrate	VERB
futech-462	34	33	the	the	DET
futech-462	34	34	power	power	NOUN
futech-462	34	35	of	of	ADP
futech-462	34	36	ensuring	ensure	VERB
futech-462	34	37	sustained	sustained	ADJ
futech-462	34	38	psychological	psychological	ADJ
futech-462	34	39	need	need	NOUN
futech-462	34	40	satisfaction	satisfaction	NOUN
futech-462	34	41	regardless	regardless	ADV
futech-462	34	42	of	of	ADP
futech-462	34	43	delivery	delivery	NOUN
futech-462	34	44	form	form	NOUN
futech-462	34	45	[	[	X
futech-462	34	46	13	13	NUM
futech-462	34	47	]	]	PUNCT
futech-462	34	48	.	.	PUNCT
futech-462	35	1	collaborative	collaborative	ADJ
futech-462	35	2	learning	learning	NOUN
futech-462	35	3	approaches	approach	NOUN
futech-462	35	4	within	within	ADP
futech-462	35	5	english	english	ADJ
futech-462	35	6	language	language	NOUN
futech-462	35	7	programs	program	NOUN
futech-462	35	8	demonstrate	demonstrate	VERB
futech-462	35	9	significant	significant	ADJ
futech-462	35	10	potential	potential	NOUN
futech-462	35	11	for	for	ADP
futech-462	35	12	enhancing	enhance	VERB
futech-462	35	13	engagement	engagement	NOUN
futech-462	35	14	through	through	ADP
futech-462	35	15	peer	peer	NOUN
futech-462	35	16	support	support	NOUN
futech-462	35	17	mechanisms	mechanism	NOUN
futech-462	35	18	,	,	PUNCT
futech-462	35	19	though	though	SCONJ
futech-462	35	20	the	the	DET
futech-462	35	21	effectiveness	effectiveness	NOUN
futech-462	35	22	of	of	ADP
futech-462	35	23	such	such	ADJ
futech-462	35	24	interventions	intervention	NOUN
futech-462	35	25	depends	depend	VERB
futech-462	35	26	heavily	heavily	ADV
futech-462	35	27	on	on	ADP
futech-462	35	28	group	group	NOUN
futech-462	35	29	dynamics	dynamic	NOUN
futech-462	35	30	and	and	CCONJ
futech-462	35	31	task	task	NOUN
futech-462	35	32	design	design	NOUN
futech-462	35	33	considerations	consideration	NOUN
futech-462	35	34	[	[	X
futech-462	35	35	14	14	NUM
futech-462	35	36	]	]	PUNCT
futech-462	35	37	.	.	PUNCT
futech-462	36	1	the	the	DET
futech-462	36	2	complex	complex	ADJ
futech-462	36	3	relationships	relationship	NOUN
futech-462	36	4	between	between	ADP
futech-462	36	5	motivational	motivational	ADJ
futech-462	36	6	factors	factor	NOUN
futech-462	36	7	,	,	PUNCT
futech-462	36	8	including	include	VERB
futech-462	36	9	the	the	DET
futech-462	36	10	mediating	mediate	VERB
futech-462	36	11	effects	effect	NOUN
futech-462	36	12	of	of	ADP
futech-462	36	13	emotional	emotional	ADJ
futech-462	36	14	states	state	NOUN
futech-462	36	15	and	and	CCONJ
futech-462	36	16	the	the	DET
futech-462	36	17	fulfillment	fulfillment	NOUN
futech-462	36	18	of	of	ADP
futech-462	36	19	basic	basic	ADJ
futech-462	36	20	psychological	psychological	ADJ
futech-462	36	21	needs	need	NOUN
futech-462	36	22	,	,	PUNCT
futech-462	36	23	create	create	VERB
futech-462	36	24	dynamic	dynamic	ADJ
futech-462	36	25	engagement	engagement	NOUN
futech-462	36	26	patterns	pattern	NOUN
futech-462	36	27	that	that	PRON
futech-462	36	28	directly	directly	ADV
futech-462	36	29	influence	influence	VERB
futech-462	36	30	learning	learn	VERB
futech-462	36	31	behaviors	behavior	NOUN
futech-462	36	32	and	and	CCONJ
futech-462	36	33	academic	academic	ADJ
futech-462	36	34	outcomes	outcome	NOUN
futech-462	36	35	[	[	X
futech-462	36	36	15	15	NUM
futech-462	36	37	]	]	PUNCT
futech-462	36	38	.	.	PUNCT
futech-462	37	1	contemporary	contemporary	ADJ
futech-462	37	2	research	research	NOUN
futech-462	37	3	into	into	ADP
futech-462	37	4	self	self	NOUN
futech-462	37	5	-	-	PUNCT
futech-462	37	6	directed	direct	VERB
futech-462	37	7	e	e	NOUN
futech-462	37	8	-	-	ADJ
futech-462	37	9	learning	learning	ADJ
futech-462	37	10	environments	environment	NOUN
futech-462	37	11	reveals	reveal	VERB
futech-462	37	12	the	the	DET
futech-462	37	13	critical	critical	ADJ
futech-462	37	14	role	role	NOUN
futech-462	37	15	of	of	ADP
futech-462	37	16	social	social	ADJ
futech-462	37	17	support	support	NOUN
futech-462	37	18	,	,	PUNCT
futech-462	37	19	selfregulated	selfregulate	VERB
futech-462	37	20	learning	learning	NOUN
futech-462	37	21	strategies	strategy	NOUN
futech-462	37	22	,	,	PUNCT
futech-462	37	23	and	and	CCONJ
futech-462	37	24	flow	flow	NOUN
futech-462	37	25	experiences	experience	NOUN
futech-462	37	26	in	in	ADP
futech-462	37	27	sustaining	sustain	VERB
futech-462	37	28	long	long	ADJ
futech-462	37	29	-	-	PUNCT
futech-462	37	30	term	term	NOUN
futech-462	37	31	engagement	engagement	NOUN
futech-462	37	32	with	with	ADP
futech-462	37	33	language	language	NOUN
futech-462	37	34	learning	learning	NOUN
futech-462	37	35	activities	activity	NOUN
futech-462	37	36	[	[	X
futech-462	37	37	16	16	NUM
futech-462	37	38	]	]	PUNCT
futech-462	37	39	.	.	PUNCT
futech-462	38	1	the	the	DET
futech-462	38	2	application	application	NOUN
futech-462	38	3	of	of	ADP
futech-462	38	4	educational	educational	ADJ
futech-462	38	5	data	datum	NOUN
futech-462	38	6	mining	mining	NOUN
futech-462	38	7	and	and	CCONJ
futech-462	38	8	learning	learn	VERB
futech-462	38	9	analytics	analytic	NOUN
futech-462	38	10	to	to	PART
futech-462	38	11	language	language	NOUN
futech-462	38	12	instruction	instruction	NOUN
futech-462	38	13	represents	represent	VERB
futech-462	38	14	an	an	DET
futech-462	38	15	emerging	emerge	VERB
futech-462	38	16	frontier	frontier	NOUN
futech-462	38	17	that	that	PRON
futech-462	38	18	offers	offer	VERB
futech-462	38	19	substantial	substantial	ADJ
futech-462	38	20	potential	potential	NOUN
futech-462	38	21	for	for	ADP
futech-462	38	22	understanding	understanding	NOUN
futech-462	38	23	and	and	CCONJ
futech-462	38	24	predicting	predict	VERB
futech-462	38	25	student	student	NOUN
futech-462	38	26	performance	performance	NOUN
futech-462	38	27	patterns	pattern	NOUN
futech-462	38	28	,	,	PUNCT
futech-462	38	29	though	though	SCONJ
futech-462	38	30	the	the	DET
futech-462	38	31	integration	integration	NOUN
futech-462	38	32	of	of	ADP
futech-462	38	33	these	these	DET
futech-462	38	34	technologies	technology	NOUN
futech-462	38	35	with	with	ADP
futech-462	38	36	established	establish	VERB
futech-462	38	37	pedagogical	pedagogical	ADJ
futech-462	38	38	theories	theory	NOUN
futech-462	38	39	remains	remain	VERB
futech-462	38	40	largely	largely	ADV
futech-462	38	41	unexplored	unexplored	ADJ
futech-462	38	42	.	.	PUNCT
futech-462	39	1	systematic	systematic	ADJ
futech-462	39	2	reviews	review	NOUN
futech-462	39	3	of	of	ADP
futech-462	39	4	predictive	predictive	ADJ
futech-462	39	5	modeling	modeling	NOUN
futech-462	39	6	applications	application	NOUN
futech-462	39	7	in	in	ADP
futech-462	39	8	educational	educational	ADJ
futech-462	39	9	contexts	context	NOUN
futech-462	39	10	demonstrate	demonstrate	VERB
futech-462	39	11	the	the	DET
futech-462	39	12	effectiveness	effectiveness	NOUN
futech-462	39	13	of	of	ADP
futech-462	39	14	data	data	NOUN
futech-462	39	15	-	-	PUNCT
futech-462	39	16	driven	drive	VERB
futech-462	39	17	approaches	approach	NOUN
futech-462	39	18	for	for	ADP
futech-462	39	19	early	early	ADJ
futech-462	39	20	identification	identification	NOUN
futech-462	39	21	of	of	ADP
futech-462	39	22	at	at	ADP
futech-462	39	23	-	-	PUNCT
futech-462	39	24	risk	risk	NOUN
futech-462	39	25	students	student	NOUN
futech-462	39	26	and	and	CCONJ
futech-462	39	27	personalized	personalize	VERB
futech-462	39	28	intervention	intervention	NOUN
futech-462	39	29	strategies	strategy	NOUN
futech-462	39	30	,	,	PUNCT
futech-462	39	31	particularly	particularly	ADV
futech-462	39	32	when	when	SCONJ
futech-462	39	33	applied	apply	VERB
futech-462	39	34	to	to	ADP
futech-462	39	35	large	large	ADJ
futech-462	39	36	-	-	PUNCT
futech-462	39	37	scale	scale	NOUN
futech-462	39	38	educational	educational	ADJ
futech-462	39	39	datasets	dataset	NOUN
futech-462	39	40	[	[	X
futech-462	39	41	17	17	NUM
futech-462	39	42	]	]	PUNCT
futech-462	39	43	.	.	PUNCT
futech-462	40	1	machine	machine	NOUN
futech-462	40	2	learning	learn	VERB
futech-462	40	3	algorithms	algorithm	NOUN
futech-462	40	4	have	have	AUX
futech-462	40	5	shown	show	VERB
futech-462	40	6	remarkable	remarkable	ADJ
futech-462	40	7	success	success	NOUN
futech-462	40	8	in	in	ADP
futech-462	40	9	predicting	predict	VERB
futech-462	40	10	academic	academic	ADJ
futech-462	40	11	performance	performance	NOUN
futech-462	40	12	across	across	ADP
futech-462	40	13	diverse	diverse	ADJ
futech-462	40	14	educational	educational	ADJ
futech-462	40	15	contexts	contexts	NOUN
futech-462	40	16	,	,	PUNCT
futech-462	40	17	with	with	ADP
futech-462	40	18	particular	particular	ADJ
futech-462	40	19	effectiveness	effectiveness	NOUN
futech-462	40	20	in	in	ADP
futech-462	40	21	identifying	identify	VERB
futech-462	40	22	subtle	subtle	ADJ
futech-462	40	23	patterns	pattern	NOUN
futech-462	40	24	and	and	CCONJ
futech-462	40	25	relationships	relationship	NOUN
futech-462	40	26	that	that	SCONJ
futech-462	40	27	traditional	traditional	ADJ
futech-462	40	28	assessment	assessment	NOUN
futech-462	40	29	methods	method	NOUN
futech-462	40	30	fail	fail	VERB
futech-462	40	31	to	to	PART
futech-462	40	32	capture	capture	VERB
futech-462	40	33	[	[	X
futech-462	40	34	18	18	NUM
futech-462	40	35	]	]	PUNCT
futech-462	40	36	.	.	PUNCT
futech-462	41	1	the	the	DET
futech-462	41	2	design	design	NOUN
futech-462	41	3	of	of	ADP
futech-462	41	4	complex	complex	ADJ
futech-462	41	5	forecasting	forecasting	NOUN
futech-462	41	6	models	model	NOUN
futech-462	41	7	with	with	ADP
futech-462	41	8	the	the	DET
futech-462	41	9	use	use	NOUN
futech-462	41	10	of	of	ADP
futech-462	41	11	ensemble	ensemble	ADJ
futech-462	41	12	methods	method	NOUN
futech-462	41	13	and	and	CCONJ
futech-462	41	14	highly	highly	ADV
futech-462	41	15	developed	develop	VERB
futech-462	41	16	feature	feature	NOUN
futech-462	41	17	selection	selection	NOUN
futech-462	41	18	techniques	technique	NOUN
futech-462	41	19	has	have	AUX
futech-462	41	20	resulted	result	VERB
futech-462	41	21	in	in	ADP
futech-462	41	22	substantial	substantial	ADJ
futech-462	41	23	enhancements	enhancement	NOUN
futech-462	41	24	of	of	ADP
futech-462	41	25	forecasting	forecasting	NOUN
futech-462	41	26	accuracy	accuracy	NOUN
futech-462	41	27	in	in	ADP
futech-462	41	28	the	the	DET
futech-462	41	29	case	case	NOUN
futech-462	41	30	of	of	ADP
futech-462	41	31	the	the	DET
futech-462	41	32	prediction	prediction	NOUN
futech-462	41	33	of	of	ADP
futech-462	41	34	students	student	NOUN
futech-462	41	35	’	'	PUNCT
futech-462	41	36	performance	performance	NOUN
futech-462	41	37	,	,	PUNCT
futech-462	41	38	which	which	PRON
futech-462	41	39	creates	create	VERB
futech-462	41	40	significant	significant	ADJ
futech-462	41	41	opportunities	opportunity	NOUN
futech-462	41	42	in	in	ADP
futech-462	41	43	terms	term	NOUN
futech-462	41	44	of	of	ADP
futech-462	41	45	educational	educational	ADJ
futech-462	41	46	applications	application	NOUN
futech-462	41	47	[	[	X
futech-462	41	48	19	19	NUM
futech-462	41	49	]	]	PUNCT
futech-462	41	50	.	.	PUNCT
futech-462	42	1	by	by	ADP
futech-462	42	2	now	now	ADV
futech-462	42	3	,	,	PUNCT
futech-462	42	4	the	the	DET
futech-462	42	5	incorporation	incorporation	NOUN
futech-462	42	6	of	of	ADP
futech-462	42	7	artificial	artificial	ADJ
futech-462	42	8	intelligence	intelligence	NOUN
futech-462	42	9	in	in	ADP
futech-462	42	10	intelligent	intelligent	ADJ
futech-462	42	11	tutoring	tutoring	NOUN
futech-462	42	12	systems	system	NOUN
futech-462	42	13	provides	provide	VERB
futech-462	42	14	overwhelming	overwhelming	ADJ
futech-462	42	15	evidence	evidence	NOUN
futech-462	42	16	of	of	ADP
futech-462	42	17	the	the	DET
futech-462	42	18	powerful	powerful	ADJ
futech-462	42	19	effects	effect	NOUN
futech-462	42	20	of	of	ADP
futech-462	42	21	technology	technology	NOUN
futech-462	42	22	-	-	PUNCT
futech-462	42	23	based	base	VERB
futech-462	42	24	instruction	instruction	NOUN
futech-462	42	25	,	,	PUNCT
futech-462	42	26	especially	especially	ADV
futech-462	42	27	if	if	SCONJ
futech-462	42	28	developed	develop	VERB
futech-462	42	29	with	with	ADP
futech-462	42	30	sustainability	sustainability	NOUN
futech-462	42	31	and	and	CCONJ
futech-462	42	32	adaptability	adaptability	NOUN
futech-462	42	33	in	in	ADP
futech-462	42	34	mind	mind	NOUN
futech-462	42	35	[	[	X
futech-462	42	36	20	20	NUM
futech-462	42	37	]	]	PUNCT
futech-462	42	38	.	.	PUNCT
futech-462	43	1	the	the	DET
futech-462	43	2	recent	recent	ADJ
futech-462	43	3	introduction	introduction	NOUN
futech-462	43	4	and	and	CCONJ
futech-462	43	5	rapid	rapid	ADJ
futech-462	43	6	development	development	NOUN
futech-462	43	7	of	of	ADP
futech-462	43	8	predictive	predictive	ADJ
futech-462	43	9	learning	learning	NOUN
futech-462	43	10	analytics	analytic	NOUN
futech-462	43	11	over	over	ADP
futech-462	43	12	the	the	DET
futech-462	43	13	last	last	ADJ
futech-462	43	14	ten	ten	NUM
futech-462	43	15	years	year	NOUN
futech-462	43	16	have	have	AUX
futech-462	43	17	laid	lay	VERB
futech-462	43	18	the	the	DET
futech-462	43	19	foundation	foundation	NOUN
futech-462	43	20	for	for	ADP
futech-462	43	21	sound	sound	ADJ
futech-462	43	22	methodological	methodological	ADJ
futech-462	43	23	techniques	technique	NOUN
futech-462	43	24	for	for	ADP
futech-462	43	25	analyzing	analyze	VERB
futech-462	43	26	educational	educational	ADJ
futech-462	43	27	data	datum	NOUN
futech-462	43	28	,	,	PUNCT
futech-462	43	29	but	but	CCONJ
futech-462	43	30	there	there	PRON
futech-462	43	31	is	be	VERB
futech-462	43	32	still	still	ADV
futech-462	43	33	a	a	DET
futech-462	43	34	great	great	ADJ
futech-462	43	35	deal	deal	NOUN
futech-462	43	36	of	of	ADP
futech-462	43	37	opportunity	opportunity	NOUN
futech-462	43	38	to	to	PART
futech-462	43	39	leverage	leverage	VERB
futech-462	43	40	these	these	DET
futech-462	43	41	technologies	technology	NOUN
futech-462	43	42	with	with	ADP
futech-462	43	43	theoryinformed	theoryinforme	VERB
futech-462	43	44	instructional	instructional	ADJ
futech-462	43	45	approaches	approach	NOUN
futech-462	43	46	[	[	X
futech-462	43	47	21	21	NUM
futech-462	43	48	]	]	PUNCT
futech-462	43	49	.	.	PUNCT
futech-462	44	1	recent	recent	ADJ
futech-462	44	2	advancements	advancement	NOUN
futech-462	44	3	in	in	ADP
futech-462	44	4	the	the	DET
futech-462	44	5	application	application	NOUN
futech-462	44	6	of	of	ADP
futech-462	44	7	artificial	artificial	ADJ
futech-462	44	8	intelligence	intelligence	NOUN
futech-462	44	9	technologies	technology	NOUN
futech-462	44	10	in	in	ADP
futech-462	44	11	education	education	NOUN
futech-462	44	12	environments	environment	NOUN
futech-462	44	13	are	be	AUX
futech-462	44	14	indicative	indicative	ADJ
futech-462	44	15	of	of	ADP
futech-462	44	16	the	the	DET
futech-462	44	17	potential	potential	ADJ
futech-462	44	18	benefits	benefit	NOUN
futech-462	44	19	offered	offer	VERB
futech-462	44	20	as	as	ADV
futech-462	44	21	well	well	ADV
futech-462	44	22	as	as	ADP
futech-462	44	23	the	the	DET
futech-462	44	24	challenges	challenge	NOUN
futech-462	44	25	to	to	ADP
futech-462	44	26	the	the	DET
futech-462	44	27	deployment	deployment	NOUN
futech-462	44	28	of	of	ADP
futech-462	44	29	technology	technology	NOUN
futech-462	44	30	in	in	ADP
futech-462	44	31	traditional	traditional	ADJ
futech-462	44	32	education	education	NOUN
futech-462	45	1	[	[	X
futech-462	45	2	22	22	NUM
futech-462	45	3	]	]	PUNCT
futech-462	45	4	.	.	PUNCT
futech-462	46	1	state	state	NOUN
futech-462	46	2	-	-	PUNCT
futech-462	46	3	of	of	ADP
futech-462	46	4	-	-	PUNCT
futech-462	46	5	the	the	DET
futech-462	46	6	-	-	PUNCT
futech-462	46	7	art	art	NOUN
futech-462	46	8	work	work	NOUN
futech-462	46	9	in	in	ADP
futech-462	46	10	educational	educational	ADJ
futech-462	46	11	data	datum	NOUN
futech-462	46	12	mining	mining	NOUN
futech-462	46	13	considers	consider	VERB
futech-462	46	14	complex	complex	ADJ
futech-462	46	15	student	student	NOUN
futech-462	46	16	performance	performance	NOUN
futech-462	46	17	prediction	prediction	NOUN
futech-462	46	18	algorithms	algorithm	NOUN
futech-462	46	19	with	with	ADP
futech-462	46	20	dynamic	dynamic	ADJ
futech-462	46	21	feature	feature	NOUN
futech-462	46	22	selection	selection	NOUN
futech-462	46	23	and	and	CCONJ
futech-462	46	24	ensemble	ensemble	ADJ
futech-462	46	25	evolution	evolution	NOUN
futech-462	46	26	approaches	approach	NOUN
futech-462	46	27	to	to	PART
futech-462	46	28	enable	enable	VERB
futech-462	46	29	improved	improved	ADJ
futech-462	46	30	accuracy	accuracy	NOUN
futech-462	46	31	and	and	CCONJ
futech-462	46	32	interpretability	interpretability	NOUN
futech-462	46	33	in	in	ADP
futech-462	46	34	educational	educational	ADJ
futech-462	46	35	use	use	NOUN
futech-462	46	36	cases	case	NOUN
futech-462	46	37	[	[	X
futech-462	46	38	23	23	NUM
futech-462	46	39	,	,	PUNCT
futech-462	46	40	24	24	NUM
futech-462	46	41	]	]	PUNCT
futech-462	46	42	.	.	PUNCT
futech-462	47	1	the	the	DET
futech-462	47	2	assessment	assessment	NOUN
futech-462	47	3	environment	environment	NOUN
futech-462	47	4	in	in	ADP
futech-462	47	5	the	the	DET
futech-462	47	6	college	college	NOUN
futech-462	47	7	english	english	PROPN
futech-462	47	8	test	test	NOUN
futech-462	47	9	band	band	NOUN
futech-462	47	10	4	4	NUM
futech-462	47	11	(	(	PUNCT
futech-462	47	12	cet-4	cet-4	NOUN
futech-462	47	13	)	)	PUNCT
futech-462	47	14	writing	write	VERB
futech-462	47	15	domain	domain	NOUN
futech-462	47	16	poses	pose	VERB
futech-462	47	17	unique	unique	ADJ
futech-462	47	18	difficulties	difficulty	NOUN
futech-462	47	19	for	for	ADP
futech-462	47	20	performance	performance	NOUN
futech-462	47	21	prediction	prediction	NOUN
futech-462	47	22	and	and	CCONJ
futech-462	47	23	instructional	instructional	ADJ
futech-462	47	24	optimization	optimization	NOUN
futech-462	47	25	.	.	PUNCT
futech-462	48	1	highstakes	highstake	VERB
futech-462	48	2	large	large	ADJ
futech-462	48	3	-	-	PUNCT
futech-462	48	4	scale	scale	NOUN
futech-462	48	5	writing	writing	NOUN
futech-462	48	6	tests	test	NOUN
futech-462	48	7	,	,	PUNCT
futech-462	48	8	which	which	PRON
futech-462	48	9	form	form	VERB
futech-462	48	10	an	an	DET
futech-462	48	11	indispensable	indispensable	ADJ
futech-462	48	12	basis	basis	NOUN
futech-462	48	13	from	from	ADP
futech-462	48	14	which	which	DET
futech-462	48	15	language	language	NOUN
futech-462	48	16	assessment	assessment	NOUN
futech-462	48	17	is	be	AUX
futech-462	48	18	conducted	conduct	VERB
futech-462	48	19	,	,	PUNCT
futech-462	48	20	manifest	manifest	VERB
futech-462	48	21	certain	certain	ADJ
futech-462	48	22	limitations	limitation	NOUN
futech-462	48	23	in	in	ADP
futech-462	48	24	the	the	DET
futech-462	48	25	scoring	scoring	NOUN
futech-462	48	26	system	system	NOUN
futech-462	48	27	framework	framework	NOUN
futech-462	48	28	with	with	ADP
futech-462	48	29	potential	potential	ADJ
futech-462	48	30	influence	influence	NOUN
futech-462	48	31	on	on	ADP
futech-462	48	32	the	the	DET
futech-462	48	33	reliability	reliability	NOUN
futech-462	48	34	and	and	CCONJ
futech-462	48	35	validity	validity	NOUN
futech-462	48	36	of	of	ADP
futech-462	48	37	scoring	scoring	NOUN
futech-462	48	38	of	of	ADP
futech-462	48	39	performance	performance	NOUN
futech-462	48	40	[	[	X
futech-462	48	41	25	25	NUM
futech-462	48	42	]	]	PUNCT
futech-462	48	43	.	.	PUNCT
futech-462	49	1	comparative	comparative	ADJ
futech-462	49	2	studies	study	NOUN
futech-462	49	3	between	between	ADP
futech-462	49	4	automated	automate	VERB
futech-462	49	5	evaluation	evaluation	NOUN
futech-462	49	6	and	and	CCONJ
futech-462	49	7	previous	previous	ADJ
futech-462	49	8	studies	study	NOUN
futech-462	49	9	indicate	indicate	VERB
futech-462	49	10	that	that	SCONJ
futech-462	49	11	there	there	PRON
futech-462	49	12	is	be	VERB
futech-462	49	13	a	a	DET
futech-462	49	14	large	large	ADJ
futech-462	49	15	gap	gap	NOUN
futech-462	49	16	between	between	ADP
futech-462	49	17	the	the	DET
futech-462	49	18	assessment	assessment	NOUN
futech-462	49	19	results	result	VERB
futech-462	49	20	,	,	PUNCT
futech-462	49	21	and	and	CCONJ
futech-462	49	22	there	there	PRON
futech-462	49	23	are	be	VERB
futech-462	49	24	some	some	DET
futech-462	49	25	data	datum	NOUN
futech-462	49	26	conflicts	conflict	NOUN
futech-462	49	27	among	among	ADP
futech-462	49	28	them	they	PRON
futech-462	49	29	,	,	PUNCT
futech-462	49	30	so	so	ADV
futech-462	49	31	a	a	DET
futech-462	49	32	more	more	ADV
futech-462	49	33	advanced	advanced	ADJ
futech-462	49	34	mechanism	mechanism	NOUN
futech-462	49	35	should	should	AUX
futech-462	49	36	be	be	AUX
futech-462	49	37	developed	develop	VERB
futech-462	49	38	abbreviations	abbreviation	NOUN
futech-462	49	39	ai	ai	VERB
futech-462	49	40	artificial	artificial	ADJ
futech-462	49	41	intelligence	intelligence	NOUN
futech-462	49	42	cefr	cefr	ADJ
futech-462	49	43	common	common	ADJ
futech-462	49	44	european	european	ADJ
futech-462	49	45	framework	framework	NOUN
futech-462	49	46	of	of	ADP
futech-462	49	47	reference	reference	NOUN
futech-462	49	48	cet-4	cet-4	NOUN
futech-462	49	49	college	college	NOUN
futech-462	49	50	english	english	PROPN
futech-462	49	51	test	test	NOUN
futech-462	49	52	band	band	NOUN
futech-462	49	53	4	4	NUM
futech-462	49	54	dlas	dla	VERB
futech-462	49	55	digital	digital	ADJ
futech-462	49	56	learning	learning	NOUN
futech-462	49	57	activities	activity	NOUN
futech-462	49	58	eda	eda	PROPN
futech-462	49	59	educational	educational	ADJ
futech-462	49	60	data	datum	NOUN
futech-462	49	61	analytics	analytics	PROPN
futech-462	49	62	efl	efl	PROPN
futech-462	49	63	english	english	PROPN
futech-462	49	64	as	as	ADP
futech-462	49	65	a	a	DET
futech-462	49	66	foreign	foreign	ADJ
futech-462	49	67	language	language	NOUN
futech-462	49	68	mae	mae	PROPN
futech-462	49	69	mean	mean	NOUN
futech-462	49	70	absolute	absolute	ADJ
futech-462	49	71	error	error	NOUN
futech-462	49	72	ml	ml	X
futech-462	49	73	machine	machine	NOUN
futech-462	49	74	learning	learn	VERB
futech-462	49	75	mlsp	mlsp	VERB
futech-462	49	76	multi	multi	ADJ
futech-462	49	77	-	-	ADJ
futech-462	49	78	dimensional	dimensional	ADJ
futech-462	49	79	learning	learning	NOUN
futech-462	49	80	analytics	analytic	NOUN
futech-462	49	81	framework	framework	NOUN
futech-462	49	82	for	for	ADP
futech-462	49	83	student	student	NOUN
futech-462	49	84	performance	performance	NOUN
futech-462	49	85	poa	poa	NOUN
futech-462	49	86	production	production	NOUN
futech-462	49	87	-	-	PUNCT
futech-462	49	88	oriented	orient	VERB
futech-462	49	89	approach	approach	NOUN
futech-462	49	90	r²	r²	NOUN
futech-462	49	91	coefficient	coefficient	NOUN
futech-462	49	92	of	of	ADP
futech-462	49	93	determination	determination	NOUN
futech-462	49	94	rmse	rmse	NOUN
futech-462	49	95	root	root	NOUN
futech-462	49	96	mean	mean	VERB
futech-462	49	97	square	square	ADJ
futech-462	49	98	error	error	NOUN
futech-462	49	99	sdt	sdt	PROPN
futech-462	49	100	self	self	NOUN
futech-462	49	101	-	-	PUNCT
futech-462	49	102	determination	determination	NOUN
futech-462	49	103	theory	theory	NOUN
futech-462	49	104	svm	svm	VERB
futech-462	50	1	support	support	NOUN
futech-462	50	2	vector	vector	NOUN
futech-462	50	3	machine	machine	NOUN
futech-462	50	4	tva	tva	PROPN
futech-462	50	5	traditional	traditional	ADJ
futech-462	50	6	approach	approach	NOUN
futech-462	50	7	uwes	uwes	NOUN
futech-462	50	8	-	-	PUNCT
futech-462	50	9	s	s	X
futech-462	50	10	utrecht	utrecht	PROPN
futech-462	50	11	work	work	NOUN
futech-462	50	12	engagement	engagement	NOUN
futech-462	50	13	scale	scale	NOUN
futech-462	50	14	-	-	PUNCT
futech-462	50	15	student	student	NOUN
futech-462	50	16	yu	yu	PROPN
futech-462	50	17	li	li	PROPN
futech-462	50	18	et	et	PROPN
futech-462	50	19	al	al	PROPN
futech-462	50	20	.	.	PROPN
futech-462	50	21	/future	/future	PUNCT
futech-462	50	22	technology	technology	PROPN
futech-462	50	23	november	november	PROPN
futech-462	50	24	2025|	2025|	NUM
futech-462	50	25	volume	volume	NOUN
futech-462	50	26	04	04	NUM
futech-462	51	1	|	|	ADV
futech-462	51	2	issue	issue	VERB
futech-462	51	3	04	04	NUM
futech-462	52	1	|	|	CCONJ
futech-462	52	2	pages	page	VERB
futech-462	52	3	100	100	NUM
futech-462	52	4	-	-	SYM
futech-462	52	5	116	116	NUM
futech-462	52	6	102	102	NUM
futech-462	52	7	for	for	ADP
futech-462	52	8	further	further	ADJ
futech-462	52	9	study	study	NOUN
futech-462	52	10	,	,	PUNCT
futech-462	52	11	to	to	PART
futech-462	52	12	balance	balance	VERB
futech-462	52	13	the	the	DET
futech-462	52	14	relationship	relationship	NOUN
futech-462	52	15	between	between	ADP
futech-462	52	16	highspeed	highspeed	NOUN
futech-462	52	17	computing	computing	NOUN
futech-462	52	18	and	and	CCONJ
futech-462	52	19	the	the	DET
futech-462	52	20	cost	cost	NOUN
futech-462	52	21	-	-	PUNCT
futech-462	52	22	effectiveness	effectiveness	NOUN
futech-462	52	23	in	in	ADP
futech-462	52	24	the	the	DET
futech-462	52	25	pedagogy	pedagogy	NOUN
futech-462	52	26	for	for	ADP
futech-462	52	27	assessment	assessment	NOUN
futech-462	52	28	[	[	X
futech-462	52	29	26	26	NUM
futech-462	52	30	]	]	PUNCT
futech-462	52	31	.	.	PUNCT
futech-462	53	1	cross	cross	ADJ
futech-462	53	2	-	-	ADJ
futech-462	53	3	sectional	sectional	ADJ
futech-462	53	4	studies	study	NOUN
futech-462	53	5	of	of	ADP
futech-462	53	6	cet-4	cet-4	NOUN
futech-462	53	7	test	test	NOUN
futech-462	53	8	components	component	NOUN
futech-462	53	9	reveal	reveal	VERB
futech-462	53	10	the	the	DET
futech-462	53	11	interdependency	interdependency	NOUN
futech-462	53	12	of	of	ADP
futech-462	53	13	language	language	NOUN
futech-462	53	14	abilities	ability	NOUN
futech-462	53	15	and	and	CCONJ
futech-462	53	16	the	the	DET
futech-462	53	17	significance	significance	NOUN
futech-462	53	18	of	of	ADP
futech-462	53	19	a	a	DET
futech-462	53	20	comprehensive	comprehensive	ADJ
futech-462	53	21	test	test	NOUN
futech-462	53	22	approach	approach	NOUN
futech-462	53	23	focusing	focus	VERB
futech-462	53	24	on	on	ADP
futech-462	53	25	various	various	ADJ
futech-462	53	26	skill	skill	NOUN
futech-462	53	27	dimensions	dimension	NOUN
futech-462	53	28	at	at	ADP
futech-462	53	29	the	the	DET
futech-462	53	30	same	same	ADJ
futech-462	53	31	time	time	NOUN
futech-462	53	32	[	[	X
futech-462	53	33	27	27	NUM
futech-462	53	34	]	]	PUNCT
futech-462	53	35	.	.	PUNCT
futech-462	54	1	current	current	ADJ
futech-462	54	2	assessments	assessment	NOUN
futech-462	54	3	of	of	ADP
futech-462	54	4	fair	fair	ADJ
futech-462	54	5	and	and	CCONJ
futech-462	54	6	non	non	ADJ
futech-462	54	7	-	-	ADJ
futech-462	54	8	discriminatory	discriminatory	ADJ
futech-462	54	9	testing	testing	NOUN
futech-462	54	10	for	for	ADP
futech-462	54	11	the	the	DET
futech-462	54	12	college	college	NOUN
futech-462	54	13	english	english	ADJ
futech-462	54	14	examinations	examination	NOUN
futech-462	54	15	raise	raise	VERB
futech-462	54	16	concerns	concern	NOUN
futech-462	54	17	about	about	ADP
futech-462	54	18	underlying	underlie	VERB
futech-462	54	19	systemic	systemic	ADJ
futech-462	54	20	biases	bias	NOUN
futech-462	54	21	that	that	PRON
futech-462	54	22	may	may	AUX
futech-462	54	23	disproportionately	disproportionately	ADV
futech-462	54	24	disadvantage	disadvantage	VERB
futech-462	54	25	certain	certain	ADJ
futech-462	54	26	groups	group	NOUN
futech-462	54	27	of	of	ADP
futech-462	54	28	students	student	NOUN
futech-462	54	29	,	,	PUNCT
futech-462	54	30	which	which	PRON
futech-462	54	31	require	require	VERB
futech-462	54	32	fairer	fair	ADJ
futech-462	54	33	and	and	CCONJ
futech-462	54	34	more	more	ADV
futech-462	54	35	compelling	compelling	ADJ
futech-462	54	36	frameworks	framework	NOUN
futech-462	54	37	of	of	ADP
futech-462	54	38	assessment	assessment	NOUN
futech-462	54	39	[	[	X
futech-462	54	40	28	28	NUM
futech-462	54	41	]	]	PUNCT
futech-462	54	42	.	.	PUNCT
futech-462	55	1	the	the	DET
futech-462	55	2	introduction	introduction	NOUN
futech-462	55	3	of	of	ADP
futech-462	55	4	peer	peer	NOUN
futech-462	55	5	assessment	assessment	NOUN
futech-462	55	6	systems	system	NOUN
futech-462	55	7	into	into	ADP
futech-462	55	8	college	college	NOUN
futech-462	55	9	students	student	NOUN
futech-462	55	10	’	'	PUNCT
futech-462	55	11	english	english	PROPN
futech-462	55	12	writing	writing	NOUN
futech-462	55	13	instruction	instruction	NOUN
futech-462	55	14	provides	provide	VERB
futech-462	55	15	potential	potential	ADJ
futech-462	55	16	options	option	NOUN
futech-462	55	17	to	to	PART
futech-462	55	18	replace	replace	VERB
futech-462	55	19	“	"	PUNCT
futech-462	55	20	teacher	teacher	NOUN
futech-462	55	21	-	-	PUNCT
futech-462	55	22	centered	center	VERB
futech-462	55	23	”	"	PUNCT
futech-462	55	24	assessment	assessment	NOUN
futech-462	55	25	,	,	PUNCT
futech-462	55	26	but	but	CCONJ
futech-462	55	27	the	the	DET
futech-462	55	28	reality	reality	NOUN
futech-462	55	29	of	of	ADP
futech-462	55	30	effectiveness	effectiveness	NOUN
futech-462	55	31	in	in	ADP
futech-462	55	32	using	use	VERB
futech-462	55	33	peer	peer	NOUN
futech-462	55	34	assessment	assessment	NOUN
futech-462	55	35	is	be	AUX
futech-462	55	36	also	also	ADV
futech-462	55	37	different	different	ADJ
futech-462	55	38	among	among	ADP
futech-462	55	39	various	various	ADJ
futech-462	55	40	types	type	NOUN
futech-462	55	41	of	of	ADP
futech-462	55	42	educational	educational	ADJ
futech-462	55	43	systems	system	NOUN
futech-462	55	44	and	and	CCONJ
futech-462	55	45	needs	need	VERB
futech-462	55	46	careful	careful	ADJ
futech-462	55	47	training	training	NOUN
futech-462	55	48	and	and	CCONJ
futech-462	55	49	support	support	NOUN
futech-462	55	50	[	[	X
futech-462	55	51	29	29	NUM
futech-462	55	52	]	]	PUNCT
futech-462	55	53	.	.	PUNCT
futech-462	56	1	longitudinal	longitudinal	ADJ
futech-462	56	2	studies	study	NOUN
futech-462	56	3	of	of	ADP
futech-462	56	4	peer	peer	NOUN
futech-462	56	5	feedback	feedback	NOUN
futech-462	56	6	in	in	ADP
futech-462	56	7	academic	academic	ADJ
futech-462	56	8	writing	writing	NOUN
futech-462	56	9	development	development	NOUN
futech-462	56	10	have	have	AUX
futech-462	56	11	shown	show	VERB
futech-462	56	12	sustained	sustained	ADJ
futech-462	56	13	improvements	improvement	NOUN
futech-462	56	14	in	in	ADP
futech-462	56	15	student	student	NOUN
futech-462	56	16	performance	performance	NOUN
futech-462	56	17	where	where	SCONJ
futech-462	56	18	the	the	DET
futech-462	56	19	collaborative	collaborative	ADJ
futech-462	56	20	assessment	assessment	NOUN
futech-462	56	21	was	be	AUX
futech-462	56	22	well	well	ADV
futech-462	56	23	-	-	PUNCT
futech-462	56	24	structured	structure	VERB
futech-462	56	25	and	and	CCONJ
futech-462	56	26	supported	support	VERB
futech-462	56	27	[	[	PUNCT
futech-462	56	28	30	30	NUM
futech-462	56	29	]	]	PUNCT
futech-462	56	30	.	.	PUNCT
futech-462	57	1	collaborative	collaborative	ADJ
futech-462	57	2	writing	writing	NOUN
futech-462	57	3	approaches	approach	NOUN
futech-462	57	4	,	,	PUNCT
futech-462	57	5	which	which	PRON
futech-462	57	6	stress	stress	VERB
futech-462	57	7	the	the	DET
futech-462	57	8	role	role	NOUN
futech-462	57	9	of	of	ADP
futech-462	57	10	peer	peer	NOUN
futech-462	57	11	feedback	feedback	NOUN
futech-462	57	12	,	,	PUNCT
futech-462	57	13	interaction	interaction	NOUN
futech-462	57	14	on	on	ADP
futech-462	57	15	dynamics	dynamic	NOUN
futech-462	57	16	,	,	PUNCT
futech-462	57	17	and	and	CCONJ
futech-462	57	18	learning	learn	VERB
futech-462	57	19	from	from	ADP
futech-462	57	20	each	each	DET
futech-462	57	21	other	other	ADJ
futech-462	57	22	,	,	PUNCT
futech-462	57	23	have	have	AUX
futech-462	57	24	proven	prove	VERB
futech-462	57	25	to	to	PART
futech-462	57	26	result	result	VERB
futech-462	57	27	in	in	ADP
futech-462	57	28	increased	increase	VERB
futech-462	57	29	learning	learn	VERB
futech-462	57	30	outcomes	outcome	NOUN
futech-462	57	31	owing	owe	VERB
futech-462	57	32	to	to	ADP
futech-462	57	33	the	the	DET
futech-462	57	34	social	social	ADJ
futech-462	57	35	interaction	interaction	NOUN
futech-462	57	36	and	and	CCONJ
futech-462	57	37	shared	share	VERB
futech-462	57	38	knowledge	knowledge	NOUN
futech-462	57	39	building	building	NOUN
futech-462	57	40	by	by	ADP
futech-462	57	41	the	the	DET
futech-462	57	42	group	group	NOUN
futech-462	57	43	members	member	NOUN
futech-462	57	44	[	[	X
futech-462	57	45	31	31	NUM
futech-462	57	46	]	]	PUNCT
futech-462	57	47	.	.	PUNCT
futech-462	58	1	crosscultural	crosscultural	ADJ
futech-462	58	2	investigations	investigation	NOUN
futech-462	58	3	of	of	ADP
futech-462	58	4	valuations	valuation	NOUN
futech-462	58	5	that	that	PRON
futech-462	58	6	students	student	NOUN
futech-462	58	7	assign	assign	VERB
futech-462	58	8	to	to	PART
futech-462	58	9	peer	peer	VERB
futech-462	58	10	feedback	feedback	NOUN
futech-462	58	11	in	in	ADP
futech-462	58	12	contrasting	contrast	VERB
futech-462	58	13	lses	lse	NOUN
futech-462	58	14	have	have	AUX
futech-462	58	15	revealed	reveal	VERB
futech-462	58	16	that	that	SCONJ
futech-462	58	17	the	the	DET
futech-462	58	18	emotional	emotional	ADJ
futech-462	58	19	aspect	aspect	NOUN
futech-462	58	20	of	of	ADP
futech-462	58	21	the	the	DET
futech-462	58	22	emotional	emotional	ADJ
futech-462	58	23	dimension	dimension	NOUN
futech-462	58	24	of	of	ADP
futech-462	58	25	cla	cla	NOUN
futech-462	58	26	,	,	PUNCT
futech-462	58	27	and	and	CCONJ
futech-462	58	28	the	the	DET
futech-462	58	29	motivational	motivational	ADJ
futech-462	58	30	factors	factor	NOUN
futech-462	58	31	that	that	PRON
futech-462	58	32	contribute	contribute	VERB
futech-462	58	33	to	to	ADP
futech-462	58	34	attitudes	attitude	NOUN
futech-462	58	35	to	to	ADP
futech-462	58	36	peer	peer	NOUN
futech-462	58	37	feedback	feedback	NOUN
futech-462	58	38	,	,	PUNCT
futech-462	58	39	affect	affect	VERB
futech-462	58	40	the	the	DET
futech-462	58	41	utility	utility	NOUN
futech-462	58	42	of	of	ADP
futech-462	58	43	collaborative	collaborative	ADJ
futech-462	58	44	peer	peer	NOUN
futech-462	58	45	assessment	assessment	NOUN
futech-462	58	46	practices	practice	NOUN
futech-462	58	47	and	and	CCONJ
futech-462	58	48	have	have	VERB
futech-462	58	49	implications	implication	NOUN
futech-462	58	50	for	for	ADP
futech-462	58	51	the	the	DET
futech-462	58	52	provision	provision	NOUN
futech-462	58	53	of	of	ADP
futech-462	58	54	culturally	culturally	ADV
futech-462	58	55	sensitive	sensitive	ADJ
futech-462	58	56	implementation	implementation	NOUN
futech-462	58	57	resources	resource	NOUN
futech-462	58	58	[	[	X
futech-462	58	59	32	32	NUM
futech-462	58	60	]	]	PUNCT
futech-462	58	61	.	.	PUNCT
futech-462	59	1	despite	despite	SCONJ
futech-462	59	2	extensive	extensive	ADJ
futech-462	59	3	theoretical	theoretical	ADJ
futech-462	59	4	development	development	NOUN
futech-462	59	5	of	of	ADP
futech-462	59	6	poa	poa	PROPN
futech-462	59	7	methodology	methodology	NOUN
futech-462	59	8	and	and	CCONJ
futech-462	59	9	significant	significant	ADJ
futech-462	59	10	advances	advance	NOUN
futech-462	59	11	in	in	ADP
futech-462	59	12	educational	educational	ADJ
futech-462	59	13	data	datum	NOUN
futech-462	59	14	analytics	analytic	NOUN
futech-462	59	15	,	,	PUNCT
futech-462	59	16	a	a	DET
futech-462	59	17	substantial	substantial	ADJ
futech-462	59	18	research	research	NOUN
futech-462	59	19	gap	gap	NOUN
futech-462	59	20	persists	persist	VERB
futech-462	59	21	between	between	ADP
futech-462	59	22	these	these	DET
futech-462	59	23	two	two	NUM
futech-462	59	24	domains	domain	NOUN
futech-462	59	25	within	within	ADP
futech-462	59	26	cet-4	cet-4	NOUN
futech-462	59	27	writing	write	VERB
futech-462	59	28	instruction	instruction	NOUN
futech-462	59	29	contexts	contexts	NOUN
futech-462	59	30	.	.	PUNCT
futech-462	60	1	current	current	ADJ
futech-462	60	2	predictive	predictive	ADJ
futech-462	60	3	modeling	modeling	NOUN
futech-462	60	4	approaches	approach	NOUN
futech-462	60	5	in	in	ADP
futech-462	60	6	language	language	NOUN
futech-462	60	7	education	education	NOUN
futech-462	60	8	predominantly	predominantly	ADV
futech-462	60	9	rely	rely	VERB
futech-462	60	10	on	on	ADP
futech-462	60	11	statistical	statistical	ADJ
futech-462	60	12	correlations	correlation	NOUN
futech-462	60	13	without	without	ADP
futech-462	60	14	incorporating	incorporate	VERB
futech-462	60	15	established	establish	VERB
futech-462	60	16	pedagogical	pedagogical	ADJ
futech-462	60	17	theories	theory	NOUN
futech-462	60	18	,	,	PUNCT
futech-462	60	19	resulting	result	VERB
futech-462	60	20	in	in	ADP
futech-462	60	21	limited	limited	ADJ
futech-462	60	22	educational	educational	ADJ
futech-462	60	23	interpretability	interpretability	NOUN
futech-462	60	24	and	and	CCONJ
futech-462	60	25	reduced	reduce	VERB
futech-462	60	26	practical	practical	ADJ
futech-462	60	27	utility	utility	NOUN
futech-462	60	28	for	for	ADP
futech-462	60	29	classroom	classroom	NOUN
futech-462	60	30	instruction	instruction	NOUN
futech-462	60	31	.	.	PUNCT
futech-462	61	1	furthermore	furthermore	ADV
futech-462	61	2	,	,	PUNCT
futech-462	61	3	existing	exist	VERB
futech-462	61	4	assessment	assessment	NOUN
futech-462	61	5	frameworks	framework	NOUN
futech-462	61	6	fail	fail	VERB
futech-462	61	7	to	to	PART
futech-462	61	8	capture	capture	VERB
futech-462	61	9	the	the	DET
futech-462	61	10	dynamic	dynamic	ADJ
futech-462	61	11	nature	nature	NOUN
futech-462	61	12	of	of	ADP
futech-462	61	13	student	student	NOUN
futech-462	61	14	engagement	engagement	NOUN
futech-462	61	15	patterns	pattern	NOUN
futech-462	61	16	as	as	SCONJ
futech-462	61	17	conceptualized	conceptualize	VERB
futech-462	61	18	through	through	ADP
futech-462	61	19	sdt	sdt	PROPN
futech-462	61	20	principles	principle	NOUN
futech-462	61	21	,	,	PUNCT
futech-462	61	22	thereby	thereby	ADV
futech-462	61	23	limiting	limit	VERB
futech-462	61	24	the	the	DET
futech-462	61	25	effectiveness	effectiveness	NOUN
futech-462	61	26	of	of	ADP
futech-462	61	27	personalized	personalized	ADJ
futech-462	61	28	intervention	intervention	NOUN
futech-462	61	29	strategies	strategy	NOUN
futech-462	61	30	and	and	CCONJ
futech-462	61	31	compromising	compromise	VERB
futech-462	61	32	the	the	DET
futech-462	61	33	potential	potential	NOUN
futech-462	61	34	for	for	ADP
futech-462	61	35	data	data	NOUN
futech-462	61	36	-	-	PUNCT
futech-462	61	37	driven	drive	VERB
futech-462	61	38	pedagogical	pedagogical	ADJ
futech-462	61	39	decision	decision	NOUN
futech-462	61	40	-	-	PUNCT
futech-462	61	41	making	making	NOUN
futech-462	61	42	in	in	ADP
futech-462	61	43	authentic	authentic	ADJ
futech-462	61	44	educational	educational	ADJ
futech-462	61	45	environments	environment	NOUN
futech-462	61	46	.	.	PUNCT
futech-462	62	1	although	although	SCONJ
futech-462	62	2	poa	poa	NOUN
futech-462	62	3	has	have	AUX
futech-462	62	4	been	be	AUX
futech-462	62	5	well	well	ADV
futech-462	62	6	developed	develop	VERB
futech-462	62	7	in	in	ADP
futech-462	62	8	theory	theory	NOUN
futech-462	62	9	and	and	CCONJ
futech-462	62	10	educational	educational	ADJ
futech-462	62	11	data	datum	NOUN
futech-462	62	12	analytics	analytic	NOUN
futech-462	62	13	(	(	PUNCT
futech-462	62	14	eda	eda	X
futech-462	62	15	)	)	PUNCT
futech-462	62	16	has	have	AUX
futech-462	62	17	become	become	VERB
futech-462	62	18	more	more	ADV
futech-462	62	19	advanced	advanced	ADJ
futech-462	62	20	,	,	PUNCT
futech-462	62	21	there	there	PRON
futech-462	62	22	is	be	VERB
futech-462	62	23	still	still	ADV
futech-462	62	24	a	a	DET
futech-462	62	25	big	big	ADJ
futech-462	62	26	gap	gap	NOUN
futech-462	62	27	to	to	PART
futech-462	62	28	bridge	bridge	VERB
futech-462	62	29	the	the	DET
futech-462	62	30	two	two	NUM
futech-462	62	31	in	in	ADP
futech-462	62	32	cet-4	cet-4	NOUN
futech-462	62	33	writing	write	VERB
futech-462	62	34	teaching	teaching	NOUN
futech-462	62	35	.	.	PUNCT
futech-462	63	1	this	this	DET
futech-462	63	2	investigation	investigation	NOUN
futech-462	63	3	establishes	establish	VERB
futech-462	63	4	three	three	NUM
futech-462	63	5	primary	primary	ADJ
futech-462	63	6	objectives	objective	NOUN
futech-462	63	7	:	:	PUNCT
futech-462	63	8	(	(	PUNCT
futech-462	63	9	1	1	X
futech-462	63	10	)	)	PUNCT
futech-462	63	11	to	to	PART
futech-462	63	12	develop	develop	VERB
futech-462	63	13	the	the	DET
futech-462	63	14	poa	poa	NOUN
futech-462	63	15	-	-	PUNCT
futech-462	63	16	mlsp	mlsp	ADJ
futech-462	63	17	framework	framework	NOUN
futech-462	63	18	that	that	PRON
futech-462	63	19	systematically	systematically	ADV
futech-462	63	20	integrates	integrate	VERB
futech-462	63	21	poa	poa	PROPN
futech-462	63	22	theoretical	theoretical	ADJ
futech-462	63	23	constructs	construct	NOUN
futech-462	63	24	with	with	ADP
futech-462	63	25	advanced	advanced	ADJ
futech-462	63	26	learning	learning	NOUN
futech-462	63	27	analytics	analytic	NOUN
futech-462	63	28	for	for	ADP
futech-462	63	29	multi	multi	ADJ
futech-462	63	30	-	-	ADJ
futech-462	63	31	dimensional	dimensional	ADJ
futech-462	63	32	writing	writing	NOUN
futech-462	63	33	performance	performance	NOUN
futech-462	63	34	prediction	prediction	NOUN
futech-462	63	35	;	;	PUNCT
futech-462	63	36	(	(	PUNCT
futech-462	63	37	2	2	X
futech-462	63	38	)	)	PUNCT
futech-462	63	39	to	to	PART
futech-462	63	40	establish	establish	VERB
futech-462	63	41	empirical	empirical	ADJ
futech-462	63	42	validation	validation	NOUN
futech-462	63	43	of	of	ADP
futech-462	63	44	sdt	sdt	PROPN
futech-462	63	45	-	-	PUNCT
futech-462	63	46	based	base	VERB
futech-462	63	47	engagement	engagement	NOUN
futech-462	63	48	modeling	model	VERB
futech-462	63	49	capabilities	capability	NOUN
futech-462	63	50	for	for	ADP
futech-462	63	51	early	early	ADJ
futech-462	63	52	identification	identification	NOUN
futech-462	63	53	of	of	ADP
futech-462	63	54	at	at	ADP
futech-462	63	55	-	-	PUNCT
futech-462	63	56	risk	risk	NOUN
futech-462	63	57	students	student	NOUN
futech-462	63	58	within	within	ADP
futech-462	63	59	cet-4	cet-4	NOUN
futech-462	63	60	writing	write	VERB
futech-462	63	61	instruction	instruction	NOUN
futech-462	63	62	contexts	contexts	NOUN
futech-462	63	63	;	;	PUNCT
futech-462	63	64	and	and	CCONJ
futech-462	63	65	(	(	PUNCT
futech-462	63	66	3	3	X
futech-462	63	67	)	)	PUNCT
futech-462	63	68	to	to	PART
futech-462	63	69	demonstrate	demonstrate	VERB
futech-462	63	70	the	the	DET
futech-462	63	71	practical	practical	ADJ
futech-462	63	72	utility	utility	NOUN
futech-462	63	73	and	and	CCONJ
futech-462	63	74	educational	educational	ADJ
futech-462	63	75	interpretability	interpretability	NOUN
futech-462	63	76	of	of	ADP
futech-462	63	77	theory	theory	NOUN
futech-462	63	78	-	-	PUNCT
futech-462	63	79	informed	inform	VERB
futech-462	63	80	machine	machine	NOUN
futech-462	63	81	learning	learn	VERB
futech-462	63	82	approaches	approach	NOUN
futech-462	63	83	compared	compare	VERB
futech-462	63	84	to	to	ADP
futech-462	63	85	traditional	traditional	ADJ
futech-462	63	86	statistical	statistical	ADJ
futech-462	63	87	prediction	prediction	NOUN
futech-462	63	88	methods	method	NOUN
futech-462	63	89	.	.	PUNCT
futech-462	64	1	the	the	DET
futech-462	64	2	framework	framework	NOUN
futech-462	64	3	specifically	specifically	ADV
futech-462	64	4	targets	target	VERB
futech-462	64	5	the	the	DET
futech-462	64	6	prediction	prediction	NOUN
futech-462	64	7	of	of	ADP
futech-462	64	8	student	student	NOUN
futech-462	64	9	writing	writing	NOUN
futech-462	64	10	performance	performance	NOUN
futech-462	64	11	across	across	ADP
futech-462	64	12	jacobs	jacobs	PROPN
futech-462	64	13	'	'	PART
futech-462	64	14	five	five	NUM
futech-462	64	15	assessment	assessment	NOUN
futech-462	64	16	dimensions	dimension	NOUN
futech-462	64	17	while	while	SCONJ
futech-462	64	18	maintaining	maintain	VERB
futech-462	64	19	pedagogical	pedagogical	ADJ
futech-462	64	20	soundness	soundness	NOUN
futech-462	64	21	and	and	CCONJ
futech-462	64	22	computational	computational	ADJ
futech-462	64	23	efficiency	efficiency	NOUN
futech-462	64	24	suitable	suitable	ADJ
futech-462	64	25	for	for	ADP
futech-462	64	26	authentic	authentic	ADJ
futech-462	64	27	classroom	classroom	NOUN
futech-462	64	28	implementation	implementation	NOUN
futech-462	64	29	.	.	PUNCT
futech-462	65	1	this	this	DET
futech-462	65	2	novel	novel	ADJ
futech-462	65	3	approach	approach	NOUN
futech-462	65	4	obtains	obtain	VERB
futech-462	65	5	complete	complete	ADJ
futech-462	65	6	prediction	prediction	NOUN
futech-462	65	7	models	model	NOUN
futech-462	65	8	that	that	PRON
futech-462	65	9	facilitate	facilitate	VERB
futech-462	65	10	decision	decision	NOUN
futech-462	65	11	-	-	PUNCT
futech-462	65	12	making	making	NOUN
futech-462	65	13	of	of	ADP
futech-462	65	14	instructors	instructor	NOUN
futech-462	65	15	in	in	ADP
futech-462	65	16	runtime	runtime	NOUN
futech-462	65	17	and	and	CCONJ
futech-462	65	18	personal	personal	ADJ
futech-462	65	19	offers	offer	NOUN
futech-462	65	20	planning	planning	NOUN
futech-462	65	21	of	of	ADP
futech-462	65	22	intervention	intervention	NOUN
futech-462	65	23	strategies	strategy	NOUN
futech-462	65	24	,	,	PUNCT
futech-462	65	25	which	which	PRON
futech-462	65	26	can	can	AUX
futech-462	65	27	preserve	preserve	VERB
futech-462	65	28	the	the	DET
futech-462	65	29	pedagogical	pedagogical	ADJ
futech-462	65	30	soundness	soundness	NOUN
futech-462	65	31	and	and	CCONJ
futech-462	65	32	make	make	VERB
futech-462	65	33	use	use	NOUN
futech-462	65	34	of	of	ADP
futech-462	65	35	the	the	DET
futech-462	65	36	computational	computational	ADJ
futech-462	65	37	power	power	NOUN
futech-462	65	38	to	to	PART
futech-462	65	39	better	well	ADV
futech-462	65	40	serve	serve	VERB
futech-462	65	41	learners	learner	NOUN
futech-462	65	42	,	,	PUNCT
futech-462	65	43	and	and	CCONJ
futech-462	65	44	hence	hence	ADV
futech-462	65	45	also	also	ADV
futech-462	65	46	provide	provide	VERB
futech-462	65	47	a	a	DET
futech-462	65	48	theoretical	theoretical	ADJ
futech-462	65	49	design	design	NOUN
futech-462	65	50	for	for	ADP
futech-462	65	51	intelligent	intelligent	ADJ
futech-462	65	52	educational	educational	ADJ
futech-462	65	53	systems	system	NOUN
futech-462	65	54	.	.	PUNCT
futech-462	66	1	2	2	X
futech-462	66	2	.	.	X
futech-462	66	3	methods	method	NOUN
futech-462	66	4	2.1	2.1	NUM
futech-462	66	5	poa	poa	NOUN
futech-462	66	6	-	-	PUNCT
futech-462	66	7	mlsp	mlsp	ADJ
futech-462	66	8	framework	framework	NOUN
futech-462	66	9	educational	educational	ADJ
futech-462	66	10	theoretical	theoretical	PROPN
futech-462	66	11	foundation	foundation	NOUN
futech-462	66	12	the	the	DET
futech-462	66	13	theoretical	theoretical	ADJ
futech-462	66	14	foundation	foundation	NOUN
futech-462	66	15	of	of	ADP
futech-462	66	16	poa	poa	PROPN
futech-462	66	17	-	-	PUNCT
futech-462	66	18	mlsp	mlsp	NOUN
futech-462	66	19	is	be	AUX
futech-462	66	20	set	set	VERB
futech-462	66	21	through	through	ADP
futech-462	66	22	the	the	DET
futech-462	66	23	step	step	NOUN
futech-462	66	24	-	-	PUNCT
futech-462	66	25	by	by	ADP
futech-462	66	26	-	-	PUNCT
futech-462	66	27	step	step	NOUN
futech-462	66	28	embedding	embedding	NOUN
futech-462	66	29	of	of	ADP
futech-462	66	30	production	production	NOUN
futech-462	66	31	-	-	PUNCT
futech-462	66	32	oriented	orient	VERB
futech-462	66	33	approach	approach	NOUN
futech-462	66	34	principles	principle	NOUN
futech-462	66	35	and	and	CCONJ
futech-462	66	36	self	self	NOUN
futech-462	66	37	-	-	PUNCT
futech-462	66	38	determination	determination	NOUN
futech-462	66	39	theory	theory	NOUN
futech-462	66	40	mechanisms	mechanism	NOUN
futech-462	66	41	,	,	PUNCT
futech-462	66	42	which	which	PRON
futech-462	66	43	turns	turn	VERB
futech-462	66	44	on	on	ADP
futech-462	66	45	to	to	PART
futech-462	66	46	be	be	AUX
futech-462	66	47	a	a	DET
futech-462	66	48	full	full	ADJ
futech-462	66	49	-	-	PUNCT
futech-462	66	50	stack	stack	NOUN
futech-462	66	51	educational	educational	ADJ
futech-462	66	52	data	datum	NOUN
futech-462	66	53	modeling	model	VERB
futech-462	66	54	approach	approach	NOUN
futech-462	66	55	to	to	PART
futech-462	66	56	handle	handle	VERB
futech-462	66	57	the	the	DET
futech-462	66	58	intricate	intricate	ADJ
futech-462	66	59	dynamics	dynamic	NOUN
futech-462	66	60	of	of	ADP
futech-462	66	61	cet-4	cet-4	NOUN
futech-462	66	62	writing	write	VERB
futech-462	66	63	instruction	instruction	NOUN
futech-462	66	64	.	.	PUNCT
futech-462	67	1	the	the	DET
futech-462	67	2	data	datum	NOUN
futech-462	67	3	modeling	modeling	NOUN
futech-462	67	4	for	for	ADP
futech-462	67	5	poa	poa	NOUN
futech-462	67	6	theory	theory	NOUN
futech-462	67	7	leverages	leverage	VERB
futech-462	67	8	the	the	DET
futech-462	67	9	abundant	abundant	ADJ
futech-462	67	10	behavioral	behavioral	ADJ
futech-462	67	11	and	and	CCONJ
futech-462	67	12	cognitive	cognitive	ADJ
futech-462	67	13	data	datum	NOUN
futech-462	67	14	collected	collect	VERB
futech-462	67	15	in	in	ADP
futech-462	67	16	the	the	DET
futech-462	67	17	three	three	NUM
futech-462	67	18	-	-	PUNCT
futech-462	67	19	phase	phase	NOUN
futech-462	67	20	instructional	instructional	ADJ
futech-462	67	21	cycle	cycle	NOUN
futech-462	67	22	and	and	CCONJ
futech-462	67	23	translates	translate	VERB
futech-462	67	24	qualitative	qualitative	ADJ
futech-462	67	25	pedagogical	pedagogical	ADJ
futech-462	67	26	processes	process	NOUN
futech-462	67	27	into	into	ADP
futech-462	67	28	machine	machine	NOUN
futech-462	67	29	learningfriendly	learningfriendly	PROPN
futech-462	67	30	numerical	numerical	PROPN
futech-462	67	31	data	datum	NOUN
futech-462	67	32	while	while	SCONJ
futech-462	67	33	maintaining	maintain	VERB
futech-462	67	34	the	the	DET
futech-462	67	35	educationally	educationally	ADV
futech-462	67	36	valid	valid	ADJ
futech-462	67	37	aspects	aspect	NOUN
futech-462	67	38	of	of	ADP
futech-462	67	39	the	the	DET
futech-462	67	40	theoretical	theoretical	ADJ
futech-462	67	41	framework	framework	NOUN
futech-462	67	42	.	.	PUNCT
futech-462	68	1	in	in	ADP
futech-462	68	2	the	the	DET
futech-462	68	3	motivating	motivating	NOUN
futech-462	68	4	phase	phase	NOUN
futech-462	68	5	,	,	PUNCT
futech-462	68	6	the	the	DET
futech-462	68	7	behaviour	behaviour	NOUN
futech-462	68	8	aspects	aspect	VERB
futech-462	68	9	that	that	SCONJ
futech-462	68	10	the	the	DET
futech-462	68	11	model	model	NOUN
futech-462	68	12	itself	itself	PRON
futech-462	68	13	is	be	AUX
futech-462	68	14	expected	expect	VERB
futech-462	68	15	to	to	PART
futech-462	68	16	indicate	indicate	VERB
futech-462	68	17	that	that	SCONJ
futech-462	68	18	the	the	DET
futech-462	68	19	student	student	NOUN
futech-462	68	20	’s	’s	PART
futech-462	68	21	learning	learning	NOUN
futech-462	68	22	-	-	PUNCT
futech-462	68	23	motivation	motivation	NOUN
futech-462	68	24	has	have	AUX
futech-462	68	25	been	be	AUX
futech-462	68	26	activated	activate	VERB
futech-462	68	27	are	be	AUX
futech-462	68	28	modelled	model	VERB
futech-462	68	29	in	in	ADP
futech-462	68	30	the	the	DET
futech-462	68	31	form	form	NOUN
futech-462	68	32	of	of	ADP
futech-462	68	33	preconditions	precondition	NOUN
futech-462	68	34	that	that	SCONJ
futech-462	68	35	the	the	DET
futech-462	68	36	variables	variable	NOUN
futech-462	68	37	are	be	AUX
futech-462	68	38	driven	drive	VERB
futech-462	68	39	to	to	ADP
futech-462	68	40	some	some	DET
futech-462	68	41	values	value	NOUN
futech-462	68	42	by	by	ADP
futech-462	68	43	the	the	DET
futech-462	68	44	data	datum	NOUN
futech-462	68	45	flows	flow	NOUN
futech-462	68	46	like	like	ADP
futech-462	68	47	the	the	DET
futech-462	68	48	student	student	NOUN
futech-462	68	49	response	response	NOUN
futech-462	68	50	patterns	pattern	NOUN
futech-462	68	51	to	to	ADP
futech-462	68	52	communicative	communicative	ADJ
futech-462	68	53	scenarios	scenario	NOUN
futech-462	68	54	,	,	PUNCT
futech-462	68	55	the	the	DET
futech-462	68	56	engagement	engagement	NOUN
futech-462	68	57	of	of	ADP
futech-462	68	58	working	work	VERB
futech-462	68	59	with	with	ADP
futech-462	68	60	authentic	authentic	ADJ
futech-462	68	61	materials	material	NOUN
futech-462	68	62	,	,	PUNCT
futech-462	68	63	and	and	CCONJ
futech-462	68	64	the	the	DET
futech-462	68	65	frequency	frequency	NOUN
futech-462	68	66	with	with	ADP
futech-462	68	67	which	which	PRON
futech-462	68	68	the	the	DET
futech-462	68	69	student	student	NOUN
futech-462	68	70	has	have	AUX
futech-462	68	71	entered	enter	VERB
futech-462	68	72	into	into	ADP
futech-462	68	73	class	class	NOUN
futech-462	68	74	discussion	discussion	NOUN
futech-462	68	75	,	,	PUNCT
futech-462	68	76	as	as	SCONJ
futech-462	68	77	shown	show	VERB
futech-462	68	78	in	in	ADP
futech-462	68	79	figure	figure	NOUN
futech-462	68	80	1	1	NUM
futech-462	68	81	.	.	PUNCT
futech-462	69	1	figure	figure	NOUN
futech-462	69	2	1	1	NUM
futech-462	69	3	shows	show	VERB
futech-462	69	4	the	the	DET
futech-462	69	5	comprehensive	comprehensive	ADJ
futech-462	69	6	poa	poa	NOUN
futech-462	69	7	-	-	PUNCT
futech-462	69	8	mlsp	mlsp	ADJ
futech-462	69	9	theoretical	theoretical	ADJ
futech-462	69	10	foundation	foundation	NOUN
futech-462	69	11	and	and	CCONJ
futech-462	69	12	implementation	implementation	NOUN
futech-462	69	13	framework	framework	NOUN
futech-462	69	14	,	,	PUNCT
futech-462	69	15	illustrating	illustrate	VERB
futech-462	69	16	systematic	systematic	ADJ
futech-462	69	17	data	datum	NOUN
futech-462	69	18	collection	collection	NOUN
futech-462	69	19	across	across	ADP
futech-462	69	20	poa	poa	PROPN
futech-462	69	21	's	's	PART
futech-462	69	22	three	three	NUM
futech-462	69	23	phases	phase	NOUN
futech-462	69	24	(	(	PUNCT
futech-462	69	25	motivation	motivation	NOUN
futech-462	69	26	activation	activation	NOUN
futech-462	69	27	,	,	PUNCT
futech-462	69	28	knowledge	knowledge	NOUN
futech-462	69	29	construction	construction	NOUN
futech-462	69	30	,	,	PUNCT
futech-462	69	31	and	and	CCONJ
futech-462	69	32	feedback	feedback	NOUN
futech-462	69	33	interaction	interaction	NOUN
futech-462	69	34	)	)	PUNCT
futech-462	69	35	,	,	PUNCT
futech-462	69	36	sdt	sdt	PROPN
futech-462	69	37	three	three	NUM
futech-462	69	38	-	-	PUNCT
futech-462	69	39	dimensional	dimensional	ADJ
futech-462	69	40	integration	integration	NOUN
futech-462	69	41	(	(	PUNCT
futech-462	69	42	autonomy	autonomy	NOUN
futech-462	69	43	,	,	PUNCT
futech-462	69	44	competence	competence	NOUN
futech-462	69	45	,	,	PUNCT
futech-462	69	46	relatedness	relatedness	NOUN
futech-462	69	47	)	)	PUNCT
futech-462	69	48	,	,	PUNCT
futech-462	69	49	multi	multi	ADJ
futech-462	69	50	-	-	ADJ
futech-462	69	51	dimensional	dimensional	ADJ
futech-462	69	52	data	datum	NOUN
futech-462	69	53	integration	integration	NOUN
futech-462	69	54	with	with	ADP
futech-462	69	55	temporal	temporal	ADJ
futech-462	69	56	alignment	alignment	NOUN
futech-462	69	57	and	and	CCONJ
futech-462	69	58	contextual	contextual	ADJ
futech-462	69	59	factors	factor	NOUN
futech-462	69	60	,	,	PUNCT
futech-462	69	61	education	education	NOUN
futech-462	69	62	-	-	PUNCT
futech-462	69	63	theory	theory	NOUN
futech-462	69	64	-	-	PUNCT
futech-462	69	65	guided	guide	VERB
futech-462	69	66	feature	feature	NOUN
futech-462	69	67	engineering	engineering	NOUN
futech-462	69	68	,	,	PUNCT
futech-462	69	69	and	and	CCONJ
futech-462	69	70	multi	multi	ADJ
futech-462	69	71	-	-	ADJ
futech-462	69	72	theoretical	theoretical	ADJ
futech-462	69	73	integration	integration	NOUN
futech-462	69	74	processing	processing	NOUN
futech-462	69	75	,	,	PUNCT
futech-462	69	76	culminating	culminate	VERB
futech-462	69	77	in	in	ADP
futech-462	69	78	the	the	DET
futech-462	69	79	poa	poa	NOUN
futech-462	69	80	-	-	PUNCT
futech-462	69	81	mlsp	mlsp	ADJ
futech-462	69	82	predictive	predictive	ADJ
futech-462	69	83	framework	framework	NOUN
futech-462	69	84	with	with	ADP
futech-462	69	85	continuous	continuous	ADJ
futech-462	69	86	model	model	NOUN
futech-462	69	87	refinement	refinement	NOUN
futech-462	69	88	capabilities	capability	NOUN
futech-462	69	89	.	.	PUNCT
futech-462	70	1	the	the	DET
futech-462	70	2	enabling	enable	VERB
futech-462	70	3	phase	phase	NOUN
futech-462	70	4	quantification	quantification	NOUN
futech-462	70	5	focuses	focus	VERB
futech-462	70	6	on	on	ADP
futech-462	70	7	knowledge	knowledge	NOUN
futech-462	70	8	construction	construction	NOUN
futech-462	70	9	processes	process	NOUN
futech-462	70	10	through	through	ADP
futech-462	70	11	participation	participation	NOUN
futech-462	70	12	measurement	measurement	NOUN
futech-462	70	13	metrics	metric	NOUN
futech-462	70	14	that	that	PRON
futech-462	70	15	include	include	VERB
futech-462	70	16	collaborative	collaborative	ADJ
futech-462	70	17	task	task	PROPN
futech-462	70	18	engagement	engagement	PROPN
futech-462	70	19	duration	duration	NOUN
futech-462	70	20	,	,	PUNCT
futech-462	70	21	peer	peer	NOUN
futech-462	70	22	interaction	interaction	NOUN
futech-462	70	23	frequency	frequency	NOUN
futech-462	70	24	,	,	PUNCT
futech-462	70	25	scaffolding	scaffold	VERB
futech-462	70	26	utilization	utilization	NOUN
futech-462	70	27	patterns	pattern	NOUN
futech-462	70	28	,	,	PUNCT
futech-462	70	29	and	and	CCONJ
futech-462	70	30	self	self	NOUN
futech-462	70	31	-	-	PUNCT
futech-462	70	32	regulation	regulation	NOUN
futech-462	70	33	behavior	behavior	NOUN
futech-462	70	34	indicators	indicator	NOUN
futech-462	70	35	captured	capture	VERB
futech-462	70	36	through	through	ADP
futech-462	70	37	learning	learn	VERB
futech-462	70	38	management	management	NOUN
futech-462	70	39	system	system	NOUN
futech-462	70	40	logs	log	NOUN
futech-462	70	41	and	and	CCONJ
futech-462	70	42	classroom	classroom	NOUN
futech-462	70	43	observation	observation	NOUN
futech-462	70	44	protocols	protocol	NOUN
futech-462	70	45	.	.	PUNCT
futech-462	71	1	assessment	assessment	NOUN
futech-462	71	2	phase	phase	NOUN
futech-462	71	3	evaluation	evaluation	NOUN
futech-462	71	4	concentrates	concentrate	VERB
futech-462	71	5	on	on	ADP
futech-462	71	6	feedback	feedback	NOUN
futech-462	71	7	interaction	interaction	NOUN
futech-462	71	8	quality	quality	NOUN
futech-462	71	9	through	through	ADP
futech-462	71	10	quantitative	quantitative	ADJ
futech-462	71	11	analysis	analysis	NOUN
futech-462	71	12	of	of	ADP
futech-462	71	13	peer	peer	NOUN
futech-462	71	14	evaluation	evaluation	NOUN
futech-462	71	15	accuracy	accuracy	NOUN
futech-462	71	16	,	,	PUNCT
futech-462	71	17	self	self	NOUN
futech-462	71	18	-	-	PUNCT
futech-462	71	19	assessment	assessment	NOUN
futech-462	71	20	reliability	reliability	NOUN
futech-462	71	21	coefficients	coefficient	NOUN
futech-462	71	22	,	,	PUNCT
futech-462	71	23	teacher	teacher	NOUN
futech-462	71	24	feedback	feedback	NOUN
futech-462	71	25	incorporation	incorporation	NOUN
futech-462	71	26	rates	rate	NOUN
futech-462	71	27	,	,	PUNCT
futech-462	71	28	and	and	CCONJ
futech-462	71	29	iterative	iterative	NOUN
futech-462	71	30	improvement	improvement	NOUN
futech-462	71	31	patterns	pattern	NOUN
futech-462	71	32	demonstrated	demonstrate	VERB
futech-462	71	33	across	across	ADP
futech-462	71	34	multiple	multiple	ADJ
futech-462	71	35	writing	writing	NOUN
futech-462	71	36	drafts	draft	NOUN
futech-462	71	37	.	.	PUNCT
futech-462	72	1	the	the	DET
futech-462	72	2	multi	multi	ADJ
futech-462	72	3	-	-	ADJ
futech-462	72	4	theoretical	theoretical	ADJ
futech-462	72	5	integration	integration	NOUN
futech-462	72	6	guidance	guidance	NOUN
futech-462	72	7	within	within	ADP
futech-462	72	8	predictive	predictive	ADJ
futech-462	72	9	modeling	modeling	NOUN
futech-462	72	10	draws	draw	VERB
futech-462	72	11	upon	upon	SCONJ
futech-462	72	12	the	the	DET
futech-462	72	13	systematic	systematic	ADJ
futech-462	72	14	review	review	NOUN
futech-462	72	15	findings	finding	NOUN
futech-462	72	16	that	that	PRON
futech-462	72	17	demonstrate	demonstrate	VERB
futech-462	72	18	enhanced	enhanced	ADJ
futech-462	72	19	effectiveness	effectiveness	NOUN
futech-462	72	20	when	when	SCONJ
futech-462	72	21	poa	poa	NOUN
futech-462	72	22	incorporates	incorporate	VERB
futech-462	72	23	complementary	complementary	ADJ
futech-462	72	24	theoretical	theoretical	ADJ
futech-462	72	25	frameworks	framework	NOUN
futech-462	72	26	,	,	PUNCT
futech-462	72	27	including	include	VERB
futech-462	72	28	input	input	NOUN
futech-462	72	29	hypothesis	hypothesis	NOUN
futech-462	72	30	principles	principle	NOUN
futech-462	72	31	,	,	PUNCT
futech-462	72	32	social	social	ADJ
futech-462	72	33	constructivism	constructivism	NOUN
futech-462	72	34	mechanisms	mechanism	NOUN
futech-462	72	35	,	,	PUNCT
futech-462	72	36	cognitive	cognitive	ADJ
futech-462	72	37	process	process	NOUN
futech-462	72	38	theory	theory	NOUN
futech-462	72	39	applications	application	NOUN
futech-462	72	40	,	,	PUNCT
futech-462	72	41	and	and	CCONJ
futech-462	72	42	sociocultural	sociocultural	ADJ
futech-462	72	43	theory	theory	NOUN
futech-462	72	44	perspectives	perspective	NOUN
futech-462	72	45	.	.	PUNCT
futech-462	73	1	this	this	DET
futech-462	73	2	integration	integration	NOUN
futech-462	73	3	approach	approach	NOUN
futech-462	73	4	creates	create	VERB
futech-462	73	5	feature	feature	NOUN
futech-462	73	6	engineering	engineering	NOUN
futech-462	73	7	protocols	protocol	NOUN
futech-462	73	8	that	that	PRON
futech-462	73	9	capture	capture	VERB
futech-462	73	10	the	the	DET
futech-462	73	11	synergistic	synergistic	ADJ
futech-462	73	12	effects	effect	NOUN
futech-462	73	13	of	of	ADP
futech-462	73	14	theoretical	theoretical	ADJ
futech-462	73	15	convergence	convergence	NOUN
futech-462	73	16	,	,	PUNCT
futech-462	73	17	enabling	enable	VERB
futech-462	73	18	the	the	DET
futech-462	73	19	prediction	prediction	NOUN
futech-462	73	20	model	model	NOUN
futech-462	73	21	to	to	PART
futech-462	73	22	account	account	VERB
futech-462	73	23	for	for	ADP
futech-462	73	24	the	the	DET
futech-462	73	25	complex	complex	ADJ
futech-462	73	26	interdependencies	interdependency	NOUN
futech-462	73	27	between	between	ADP
futech-462	73	28	different	different	ADJ
futech-462	73	29	learning	learning	NOUN
futech-462	73	30	mechanisms	mechanism	NOUN
futech-462	73	31	operating	operate	VERB
futech-462	73	32	simultaneously	simultaneously	ADV
futech-462	73	33	within	within	ADP
futech-462	73	34	poa	poa	NOUN
futech-462	73	35	instruction	instruction	NOUN
futech-462	73	36	.	.	PUNCT
futech-462	74	1	yu	yu	PROPN
futech-462	74	2	li	li	PROPN
futech-462	74	3	et	et	PROPN
futech-462	74	4	al	al	PROPN
futech-462	74	5	.	.	PROPN
futech-462	74	6	/future	/future	PUNCT
futech-462	74	7	technology	technology	PROPN
futech-462	74	8	november	november	PROPN
futech-462	74	9	2025|	2025|	NUM
futech-462	74	10	volume	volume	NOUN
futech-462	74	11	04	04	NUM
futech-462	75	1	|	|	ADV
futech-462	75	2	issue	issue	VERB
futech-462	75	3	04	04	NUM
futech-462	76	1	|	|	CCONJ
futech-462	76	2	pages	page	VERB
futech-462	76	3	100	100	NUM
futech-462	76	4	-	-	SYM
futech-462	76	5	116	116	NUM
futech-462	76	6	103	103	NUM
futech-462	76	7	the	the	DET
futech-462	76	8	theoretical	theoretical	ADJ
futech-462	76	9	synthesis	synthesis	NOUN
futech-462	76	10	mechanism	mechanism	NOUN
futech-462	76	11	extends	extend	VERB
futech-462	76	12	beyond	beyond	ADP
futech-462	76	13	simple	simple	ADJ
futech-462	76	14	additive	additive	ADJ
futech-462	76	15	combination	combination	NOUN
futech-462	76	16	to	to	PART
futech-462	76	17	establish	establish	VERB
futech-462	76	18	dynamic	dynamic	ADJ
futech-462	76	19	interaction	interaction	NOUN
futech-462	76	20	models	model	NOUN
futech-462	76	21	that	that	PRON
futech-462	76	22	recognize	recognize	VERB
futech-462	76	23	how	how	SCONJ
futech-462	76	24	input	input	ADJ
futech-462	76	25	hypothesis	hypothesis	NOUN
futech-462	76	26	comprehensible	comprehensible	ADJ
futech-462	76	27	input	input	NOUN
futech-462	76	28	requirements	requirement	NOUN
futech-462	76	29	influence	influence	VERB
futech-462	76	30	social	social	ADJ
futech-462	76	31	constructivism	constructivism	NOUN
futech-462	76	32	collaborative	collaborative	ADJ
futech-462	76	33	learning	learning	NOUN
futech-462	76	34	effectiveness	effectiveness	NOUN
futech-462	76	35	,	,	PUNCT
futech-462	76	36	while	while	SCONJ
futech-462	76	37	cognitive	cognitive	ADJ
futech-462	76	38	process	process	NOUN
futech-462	76	39	theory	theory	NOUN
futech-462	76	40	writing	write	VERB
futech-462	76	41	strategies	strategy	NOUN
futech-462	76	42	interact	interact	VERB
futech-462	76	43	with	with	ADP
futech-462	76	44	sociocultural	sociocultural	ADJ
futech-462	76	45	theory	theory	NOUN
futech-462	76	46	contextual	contextual	ADJ
futech-462	76	47	factors	factor	NOUN
futech-462	76	48	to	to	PART
futech-462	76	49	create	create	VERB
futech-462	76	50	emergent	emergent	ADJ
futech-462	76	51	learning	learning	NOUN
futech-462	76	52	behaviors	behavior	NOUN
futech-462	76	53	that	that	PRON
futech-462	76	54	transcend	transcend	VERB
futech-462	76	55	individual	individual	ADJ
futech-462	76	56	theoretical	theoretical	ADJ
futech-462	76	57	predictions	prediction	NOUN
futech-462	76	58	,	,	PUNCT
futech-462	76	59	as	as	SCONJ
futech-462	76	60	detailed	detailed	ADJ
futech-462	76	61	in	in	ADP
futech-462	76	62	table	table	NOUN
futech-462	76	63	1	1	NUM
futech-462	76	64	.	.	PUNCT
futech-462	77	1	the	the	DET
futech-462	77	2	multi	multi	ADJ
futech-462	77	3	-	-	ADJ
futech-462	77	4	theoretical	theoretical	ADJ
futech-462	77	5	integration	integration	NOUN
futech-462	77	6	framework	framework	NOUN
futech-462	77	7	establishes	establish	VERB
futech-462	77	8	a	a	DET
futech-462	77	9	systematic	systematic	ADJ
futech-462	77	10	mapping	mapping	NOUN
futech-462	77	11	between	between	ADP
futech-462	77	12	educational	educational	ADJ
futech-462	77	13	theories	theory	NOUN
futech-462	77	14	and	and	CCONJ
futech-462	77	15	system	system	NOUN
futech-462	77	16	architecture	architecture	NOUN
futech-462	77	17	components	component	NOUN
futech-462	77	18	.	.	PUNCT
futech-462	78	1	input	input	NOUN
futech-462	78	2	hypothesis	hypothesis	NOUN
futech-462	78	3	principles	principle	NOUN
futech-462	78	4	directly	directly	ADV
futech-462	78	5	inform	inform	VERB
futech-462	78	6	comprehensible	comprehensible	ADJ
futech-462	78	7	input	input	NOUN
futech-462	78	8	processing	processing	NOUN
futech-462	78	9	within	within	ADP
futech-462	78	10	the	the	DET
futech-462	78	11	feature	feature	NOUN
futech-462	78	12	adaptive	adaptive	ADJ
futech-462	78	13	selection	selection	NOUN
futech-462	78	14	mechanism	mechanism	NOUN
futech-462	78	15	.	.	PUNCT
futech-462	79	1	social	social	ADJ
futech-462	79	2	constructivism	constructivism	NOUN
futech-462	79	3	guides	guide	VERB
futech-462	79	4	collaborative	collaborative	ADJ
futech-462	79	5	pattern	pattern	NOUN
futech-462	79	6	recognition	recognition	NOUN
futech-462	79	7	algorithms	algorithm	NOUN
futech-462	79	8	in	in	ADP
futech-462	79	9	the	the	DET
futech-462	79	10	processing	processing	NOUN
futech-462	79	11	layer	layer	NOUN
futech-462	79	12	.	.	PUNCT
futech-462	80	1	cognitive	cognitive	ADJ
futech-462	80	2	process	process	NOUN
futech-462	80	3	theory	theory	NOUN
futech-462	80	4	shapes	shape	VERB
futech-462	80	5	metacognitive	metacognitive	ADJ
futech-462	80	6	tracking	tracking	NOUN
futech-462	80	7	mechanisms	mechanism	NOUN
futech-462	80	8	throughout	throughout	ADP
futech-462	80	9	the	the	DET
futech-462	80	10	prediction	prediction	NOUN
futech-462	80	11	framework	framework	NOUN
futech-462	80	12	.	.	PUNCT
futech-462	81	1	meanwhile	meanwhile	ADV
futech-462	81	2	,	,	PUNCT
futech-462	81	3	sociocultural	sociocultural	ADJ
futech-462	81	4	theory	theory	NOUN
futech-462	81	5	influences	influence	VERB
futech-462	81	6	contextual	contextual	ADJ
futech-462	81	7	adaptation	adaptation	NOUN
futech-462	81	8	parameters	parameter	NOUN
futech-462	81	9	across	across	ADP
futech-462	81	10	all	all	DET
futech-462	81	11	system	system	NOUN
futech-462	81	12	layers	layer	NOUN
futech-462	81	13	.	.	PUNCT
futech-462	82	1	this	this	DET
futech-462	82	2	theoretical	theoretical	ADJ
futech-462	82	3	convergence	convergence	NOUN
futech-462	82	4	ensures	ensure	VERB
futech-462	82	5	that	that	SCONJ
futech-462	82	6	each	each	DET
futech-462	82	7	computational	computational	ADJ
futech-462	82	8	component	component	NOUN
futech-462	82	9	maintains	maintain	VERB
futech-462	82	10	educational	educational	ADJ
futech-462	82	11	validity	validity	NOUN
futech-462	82	12	while	while	SCONJ
futech-462	82	13	contributing	contribute	VERB
futech-462	82	14	to	to	ADP
futech-462	82	15	the	the	DET
futech-462	82	16	overall	overall	ADJ
futech-462	82	17	predictive	predictive	ADJ
futech-462	82	18	capability	capability	NOUN
futech-462	82	19	.	.	PUNCT
futech-462	83	1	poa	poa	NOUN
futech-462	83	2	-	-	PUNCT
futech-462	83	3	mlsp	mlsp	NOUN
futech-462	83	4	in	in	ADP
futech-462	83	5	combination	combination	NOUN
futech-462	83	6	with	with	ADP
futech-462	83	7	the	the	DET
futech-462	83	8	self	self	NOUN
futech-462	83	9	determination	determination	NOUN
futech-462	83	10	theory	theory	NOUN
futech-462	83	11	brings	bring	VERB
futech-462	83	12	up	up	ADP
futech-462	83	13	an	an	DET
futech-462	83	14	operationalization	operationalization	NOUN
futech-462	83	15	of	of	ADP
futech-462	83	16	the	the	DET
futech-462	83	17	three	three	NUM
futech-462	83	18	basic	basic	ADJ
futech-462	83	19	motivational	motivational	ADJ
futech-462	83	20	needs	need	NOUN
futech-462	83	21	based	base	VERB
futech-462	83	22	on	on	ADP
futech-462	83	23	elaborate	elaborate	ADJ
futech-462	83	24	measurements	measurement	NOUN
futech-462	83	25	which	which	PRON
futech-462	83	26	map	map	VERB
futech-462	83	27	the	the	DET
futech-462	83	28	abstract	abstract	ADJ
futech-462	83	29	motivational	motivational	ADJ
futech-462	83	30	constructs	construct	NOUN
futech-462	83	31	to	to	ADP
futech-462	83	32	concrete	concrete	ADJ
futech-462	83	33	behavior	behavior	NOUN
futech-462	83	34	indicators	indicator	NOUN
futech-462	83	35	,	,	PUNCT
futech-462	83	36	adjusted	adjust	VERB
futech-462	83	37	to	to	ADP
futech-462	83	38	algorithm	algorithm	NOUN
futech-462	83	39	processability	processability	NOUN
futech-462	83	40	.	.	PUNCT
futech-462	84	1	autonomy	autonomy	NOUN
futech-462	84	2	dimension	dimension	NOUN
futech-462	84	3	measurement	measurement	NOUN
futech-462	84	4	encompasses	encompass	VERB
futech-462	84	5	learning	learn	VERB
futech-462	84	6	self	self	NOUN
futech-462	84	7	-	-	PUNCT
futech-462	84	8	selection	selection	NOUN
futech-462	84	9	and	and	CCONJ
futech-462	84	10	control	control	NOUN
futech-462	84	11	behavior	behavior	NOUN
futech-462	84	12	indicators	indicator	NOUN
futech-462	84	13	,	,	PUNCT
futech-462	84	14	including	include	VERB
futech-462	84	15	decision	decision	NOUN
futech-462	84	16	-	-	PUNCT
futech-462	84	17	making	make	VERB
futech-462	84	18	frequency	frequency	NOUN
futech-462	84	19	within	within	ADP
futech-462	84	20	learning	learn	VERB
futech-462	84	21	activities	activity	NOUN
futech-462	84	22	,	,	PUNCT
futech-462	84	23	self	self	NOUN
futech-462	84	24	-	-	PUNCT
futech-462	84	25	directed	direct	VERB
futech-462	84	26	learning	learning	NOUN
futech-462	84	27	time	time	NOUN
futech-462	84	28	allocation	allocation	NOUN
futech-462	84	29	,	,	PUNCT
futech-462	84	30	autonomous	autonomous	ADJ
futech-462	84	31	task	task	NOUN
futech-462	84	32	initiation	initiation	NOUN
futech-462	84	33	rates	rate	NOUN
futech-462	84	34	,	,	PUNCT
futech-462	84	35	and	and	CCONJ
futech-462	84	36	digital	digital	ADJ
futech-462	84	37	learning	learning	NOUN
futech-462	84	38	environment	environment	NOUN
futech-462	84	39	goal	goal	NOUN
futech-462	84	40	-	-	PUNCT
futech-462	84	41	setting	set	VERB
futech-462	84	42	behaviors	behavior	NOUN
futech-462	84	43	captured	capture	VERB
futech-462	84	44	through	through	ADP
futech-462	84	45	learning	learn	VERB
futech-462	84	46	journal	journal	NOUN
futech-462	84	47	interactions	interaction	NOUN
futech-462	84	48	and	and	CCONJ
futech-462	84	49	reflective	reflective	ADJ
futech-462	84	50	practices	practice	NOUN
futech-462	84	51	.	.	PUNCT
futech-462	85	1	assessment	assessment	NOUN
futech-462	85	2	of	of	ADP
futech-462	85	3	competence	competence	NOUN
futech-462	85	4	dimensions	dimension	NOUN
futech-462	85	5	emphasizes	emphasize	VERB
futech-462	85	6	measures	measure	NOUN
futech-462	85	7	for	for	ADP
futech-462	85	8	the	the	DET
futech-462	85	9	efficacy	efficacy	NOUN
futech-462	85	10	of	of	ADP
futech-462	85	11	learning	learning	NOUN
futech-462	85	12	and	and	CCONJ
futech-462	85	13	the	the	DET
futech-462	85	14	experience	experience	NOUN
futech-462	85	15	of	of	ADP
futech-462	85	16	achievement	achievement	NOUN
futech-462	85	17	by	by	ADP
futech-462	85	18	performance	performance	NOUN
futech-462	85	19	confidence	confidence	NOUN
futech-462	85	20	ratings	rating	NOUN
futech-462	85	21	,	,	PUNCT
futech-462	85	22	frequency	frequency	NOUN
futech-462	85	23	of	of	ADP
futech-462	85	24	pursuit	pursuit	NOUN
futech-462	85	25	of	of	ADP
futech-462	85	26	challenges	challenge	NOUN
futech-462	85	27	,	,	PUNCT
futech-462	85	28	indices	index	NOUN
futech-462	85	29	of	of	ADP
futech-462	85	30	mastery	mastery	ADJ
futech-462	85	31	goal	goal	NOUN
futech-462	85	32	orientation	orientation	NOUN
futech-462	85	33	,	,	PUNCT
futech-462	85	34	and	and	CCONJ
futech-462	85	35	patterning	patterning	NOUN
futech-462	85	36	of	of	ADP
futech-462	85	37	success	success	NOUN
futech-462	85	38	attributions	attribution	NOUN
futech-462	85	39	recorded	record	VERB
futech-462	85	40	in	in	ADP
futech-462	85	41	writing	write	VERB
futech-462	85	42	tasks	task	NOUN
futech-462	85	43	and	and	CCONJ
futech-462	85	44	self	self	NOUN
futech-462	85	45	-	-	PUNCT
futech-462	85	46	appraisal	appraisal	NOUN
futech-462	85	47	protocols	protocol	NOUN
futech-462	85	48	.	.	PUNCT
futech-462	86	1	meaning	mean	VERB
futech-462	86	2	at	at	ADP
futech-462	86	3	the	the	DET
futech-462	86	4	level	level	NOUN
futech-462	86	5	of	of	ADP
futech-462	86	6	analysis	analysis	NOUN
futech-462	86	7	of	of	ADP
futech-462	86	8	relatedness	relatedness	NOUN
futech-462	86	9	,	,	PUNCT
futech-462	86	10	peer	peer	NOUN
futech-462	86	11	interaction	interaction	NOUN
futech-462	86	12	and	and	CCONJ
futech-462	86	13	teacher	teacher	NOUN
futech-462	86	14	-	-	PUNCT
futech-462	86	15	student	student	NOUN
futech-462	86	16	relationship	relationship	NOUN
futech-462	86	17	assessment	assessment	NOUN
futech-462	86	18	is	be	AUX
futech-462	86	19	being	be	AUX
futech-462	86	20	conducted	conduct	VERB
futech-462	86	21	via	via	ADP
futech-462	86	22	the	the	DET
futech-462	86	23	method	method	NOUN
futech-462	86	24	of	of	ADP
futech-462	86	25	social	social	ADJ
futech-462	86	26	network	network	NOUN
futech-462	86	27	analysis	analysis	NOUN
futech-462	86	28	of	of	ADP
futech-462	86	29	classroom	classroom	NOUN
futech-462	86	30	communication	communication	NOUN
futech-462	86	31	patterns	pattern	NOUN
futech-462	86	32	,	,	PUNCT
futech-462	86	33	participation	participation	NOUN
futech-462	86	34	rates	rate	NOUN
futech-462	86	35	in	in	ADP
futech-462	86	36	collaboration	collaboration	NOUN
futech-462	86	37	learning	learning	NOUN
futech-462	86	38	,	,	PUNCT
futech-462	86	39	frequency	frequency	NOUN
futech-462	86	40	of	of	ADP
futech-462	86	41	help	help	NOUN
futech-462	86	42	-	-	PUNCT
futech-462	86	43	seeking	seek	VERB
futech-462	86	44	behavior	behavior	NOUN
futech-462	86	45	,	,	PUNCT
futech-462	86	46	and	and	CCONJ
futech-462	86	47	the	the	DET
futech-462	86	48	sharing	sharing	NOUN
futech-462	86	49	or	or	CCONJ
futech-462	86	50	reproducing	reproducing	NOUN
futech-462	86	51	of	of	ADP
futech-462	86	52	fostering	foster	VERB
futech-462	86	53	conditions	condition	NOUN
futech-462	86	54	as	as	SCONJ
futech-462	86	55	interpreted	interpret	VERB
futech-462	86	56	through	through	ADP
futech-462	86	57	social	social	ADJ
futech-462	86	58	support	support	NOUN
futech-462	86	59	across	across	ADP
futech-462	86	60	group	group	NOUN
futech-462	86	61	activities	activity	NOUN
futech-462	86	62	and	and	CCONJ
futech-462	86	63	peer	peer	NOUN
futech-462	86	64	feedback	feedback	NOUN
futech-462	86	65	sessions	session	NOUN
futech-462	86	66	.	.	PUNCT
futech-462	87	1	the	the	DET
futech-462	87	2	3d	3d	PROPN
futech-462	87	3	engagement	engagement	NOUN
futech-462	87	4	model	model	NOUN
futech-462	87	5	integrates	integrate	VERB
futech-462	87	6	these	these	DET
futech-462	87	7	heterogeneous	heterogeneous	ADJ
futech-462	87	8	aspects	aspect	NOUN
futech-462	87	9	through	through	ADP
futech-462	87	10	higher	high	ADJ
futech-462	87	11	-	-	PUNCT
futech-462	87	12	level	level	NOUN
futech-462	87	13	temporal	temporal	ADJ
futech-462	87	14	103odelling	103odelling	PROPN
futech-462	87	15	techniques	technique	NOUN
futech-462	87	16	,	,	PUNCT
futech-462	87	17	in	in	ADP
futech-462	87	18	order	order	NOUN
futech-462	87	19	to	to	PART
futech-462	87	20	capture	capture	VERB
futech-462	87	21	the	the	DET
futech-462	87	22	evolutionary	evolutionary	ADJ
futech-462	87	23	response	response	NOUN
futech-462	87	24	of	of	ADP
futech-462	87	25	engagement	engagement	NOUN
futech-462	87	26	patterns	pattern	NOUN
futech-462	87	27	throughout	throughout	ADP
futech-462	87	28	the	the	DET
futech-462	87	29	academic	academic	ADJ
futech-462	87	30	semester	semester	NOUN
futech-462	87	31	and	and	CCONJ
futech-462	87	32	,	,	PUNCT
futech-462	87	33	ultimately	ultimately	ADV
futech-462	87	34	,	,	PUNCT
futech-462	87	35	to	to	PART
futech-462	87	36	pinpoint	pinpoint	VERB
futech-462	87	37	those	those	DET
futech-462	87	38	transition	transition	NOUN
futech-462	87	39	points	point	NOUN
futech-462	87	40	where	where	SCONJ
futech-462	87	41	intervention	intervention	NOUN
futech-462	87	42	mechanisms	mechanism	NOUN
futech-462	87	43	can	can	AUX
futech-462	87	44	be	be	AUX
futech-462	87	45	deployed	deploy	VERB
futech-462	87	46	more	more	ADV
futech-462	87	47	effectively	effectively	ADV
futech-462	87	48	without	without	ADP
futech-462	87	49	conflicting	conflict	VERB
futech-462	87	50	with	with	ADP
futech-462	87	51	students	student	NOUN
futech-462	87	52	’	'	PUNCT
futech-462	87	53	autonomous	autonomous	ADJ
futech-462	87	54	learning	learning	NOUN
futech-462	87	55	and	and	CCONJ
futech-462	87	56	intrinsic	intrinsic	ADJ
futech-462	87	57	motivation	motivation	NOUN
futech-462	87	58	.	.	PUNCT
futech-462	88	1	sophisticated	sophisticated	ADJ
futech-462	88	2	measure	measure	NOUN
futech-462	88	3	of	of	ADP
futech-462	88	4	psychological	psychological	ADJ
futech-462	88	5	need	need	NOUN
futech-462	88	6	satisfaction	satisfaction	NOUN
futech-462	88	7	that	that	PRON
futech-462	88	8	is	be	AUX
futech-462	88	9	sensitive	sensitive	ADJ
futech-462	88	10	to	to	ADP
futech-462	88	11	situational	situational	ADJ
futech-462	88	12	factors	factor	NOUN
futech-462	88	13	that	that	PRON
futech-462	88	14	shape	shape	VERB
futech-462	88	15	the	the	DET
futech-462	88	16	dynamics	dynamic	NOUN
futech-462	88	17	of	of	ADP
futech-462	88	18	needs	need	NOUN
futech-462	88	19	and	and	CCONJ
futech-462	88	20	motivation	motivation	NOUN
futech-462	88	21	,	,	PUNCT
futech-462	88	22	e.g.	e.g.	ADV
futech-462	88	23	,	,	PUNCT
futech-462	88	24	how	how	SCONJ
futech-462	88	25	difficult	difficult	ADJ
futech-462	88	26	the	the	DET
futech-462	88	27	task	task	NOUN
futech-462	88	28	is	be	AUX
futech-462	88	29	perceived	perceive	VERB
futech-462	88	30	,	,	PUNCT
futech-462	88	31	the	the	DET
futech-462	88	32	effects	effect	NOUN
futech-462	88	33	of	of	ADP
futech-462	88	34	social	social	ADJ
futech-462	88	35	comparison	comparison	NOUN
futech-462	88	36	,	,	PUNCT
futech-462	88	37	receiving	receive	VERB
futech-462	88	38	high	high	ADJ
futech-462	88	39	quality	quality	NOUN
futech-462	88	40	feedback	feedback	NOUN
futech-462	88	41	,	,	PUNCT
futech-462	88	42	and	and	CCONJ
futech-462	88	43	the	the	DET
futech-462	88	44	availability	availability	NOUN
futech-462	88	45	of	of	ADP
futech-462	88	46	environmental	environmental	ADJ
futech-462	88	47	support	support	NOUN
futech-462	88	48	renders	render	VERB
futech-462	88	49	our	our	PRON
futech-462	88	50	model	model	NOUN
futech-462	88	51	a	a	DET
futech-462	88	52	powerful	powerful	ADJ
futech-462	88	53	tool	tool	NOUN
futech-462	88	54	for	for	ADP
futech-462	88	55	predicting	predict	VERB
futech-462	88	56	and	and	CCONJ
futech-462	88	57	understanding	understand	VERB
futech-462	88	58	engagement	engagement	NOUN
futech-462	88	59	taking	take	VERB
futech-462	88	60	into	into	ADP
futech-462	88	61	account	account	NOUN
futech-462	88	62	the	the	DET
futech-462	88	63	intricate	intricate	ADJ
futech-462	88	64	relation	relation	NOUN
futech-462	88	65	between	between	ADP
futech-462	88	66	individual	individual	ADJ
futech-462	88	67	and	and	CCONJ
futech-462	88	68	instructional	instructional	ADJ
futech-462	88	69	context	context	NOUN
futech-462	88	70	variables	variable	NOUN
futech-462	88	71	.	.	PUNCT
futech-462	89	1	motivating	motivating	NOUN
futech-462	89	2	phase	phase	NOUN
futech-462	89	3	learning	learn	VERB
futech-462	89	4	motivation	motivation	NOUN
futech-462	89	5	activatior	activatior	NOUN
futech-462	89	6	enabling	enable	VERB
futech-462	89	7	phase	phase	NOUN
futech-462	89	8	knowledge	knowledge	NOUN
futech-462	89	9	construction	construction	NOUN
futech-462	89	10	process	process	NOUN
futech-462	89	11	assessing	assess	VERB
futech-462	89	12	phase	phase	NOUN
futech-462	89	13	feedback	feedback	NOUN
futech-462	89	14	interaction	interaction	NOUN
futech-462	89	15	quality	quality	NOUN
futech-462	89	16	response	response	NOUN
futech-462	89	17	patterns	pattern	NOUN
futech-462	89	18	to	to	ADP
futech-462	89	19	communicative	communicative	ADJ
futech-462	89	20	scenarios	scenario	NOUN
futech-462	89	21	engagement	engagement	NOUN
futech-462	89	22	levels	level	NOUN
futech-462	89	23	with	with	ADP
futech-462	89	24	authentic	authentic	ADJ
futech-462	89	25	materials	material	NOUN
futech-462	89	26	class	class	NOUN
futech-462	89	27	discussion	discussion	NOUN
futech-462	89	28	participation	participation	NOUN
futech-462	89	29	frequency	frequency	NOUN
futech-462	89	30	motivation	motivation	NOUN
futech-462	89	31	activation	activation	NOUN
futech-462	89	32	behavioral	behavioral	ADJ
futech-462	89	33	indicators	indicator	NOUN
futech-462	89	34	collaborative	collaborative	ADJ
futech-462	89	35	task	task	PROPN
futech-462	89	36	engagement	engagement	PROPN
futech-462	89	37	duration	duration	NOUN
futech-462	89	38	peer	peer	NOUN
futech-462	89	39	interaction	interaction	NOUN
futech-462	89	40	frequency	frequency	NOUN
futech-462	89	41	patterns	pattern	NOUN
futech-462	89	42	scaffolding	scaffold	VERB
futech-462	89	43	utilization	utilization	NOUN
futech-462	89	44	patterns	pattern	NOUN
futech-462	89	45	(	(	PUNCT
futech-462	89	46	lms	lm	NOUN
futech-462	89	47	logs	log	NOUN
futech-462	89	48	)	)	PUNCT
futech-462	89	49	self	self	NOUN
futech-462	89	50	-	-	PUNCT
futech-462	89	51	regulation	regulation	NOUN
futech-462	89	52	behavior	behavior	NOUN
futech-462	89	53	indicators	indicator	NOUN
futech-462	89	54	peer	peer	VERB
futech-462	89	55	evaluation	evaluation	NOUN
futech-462	89	56	accuracy	accuracy	NOUN
futech-462	89	57	metrics	metric	NOUN
futech-462	89	58	self	self	NOUN
futech-462	89	59	assessment	assessment	NOUN
futech-462	89	60	reliability	reliability	NOUN
futech-462	89	61	coefficients	coefficient	NOUN
futech-462	89	62	teacher	teacher	NOUN
futech-462	89	63	feedback	feedback	NOUN
futech-462	89	64	incorporation	incorporation	NOUN
futech-462	89	65	rates	rate	NOUN
futech-462	89	66	iterative	iterative	VERB
futech-462	89	67	improvement	improvement	NOUN
futech-462	89	68	patterns	pattern	NOUN
futech-462	89	69	across	across	ADP
futech-462	89	70	drafts	draft	NOUN
futech-462	89	71	multi	multi	ADJ
futech-462	89	72	-	-	ADJ
futech-462	89	73	dimensional	dimensional	ADJ
futech-462	89	74	data	datum	NOUN
futech-462	89	75	integration	integration	NOUN
futech-462	89	76	layer	layer	NOUN
futech-462	89	77	temporal	temporal	ADJ
futech-462	89	78	alignment	alignment	NOUN
futech-462	89	79	|	|	ADV
futech-462	89	80	individual	individual	ADJ
futech-462	89	81	baseline	baseline	NOUN
futech-462	89	82	normalization	normalization	NOUN
futech-462	89	83	|	|	ADP
futech-462	89	84	contextual	contextual	ADJ
futech-462	89	85	factors	factor	NOUN
futech-462	89	86	education	education	NOUN
futech-462	89	87	-	-	PUNCT
futech-462	89	88	theory	theory	NOUN
futech-462	89	89	-	-	PUNCT
futech-462	89	90	guided	guide	VERB
futech-462	89	91	feature	feature	NOUN
futech-462	89	92	engineering	engineering	NOUN
futech-462	89	93	pattern	pattern	NOUN
futech-462	89	94	recognition	recognition	NOUN
futech-462	89	95	&	&	CCONJ
futech-462	89	96	educational	educational	ADJ
futech-462	89	97	interpretability	interpretability	NOUN
futech-462	89	98	multi	multi	ADJ
futech-462	89	99	-	-	ADJ
futech-462	89	100	theoretical	theoretical	ADJ
futech-462	89	101	integration	integration	NOUN
futech-462	89	102	processing	process	VERB
futech-462	89	103	educational	educational	ADJ
futech-462	89	104	domain	domain	NOUN
futech-462	89	105	knowledge	knowledge	NOUN
futech-462	89	106	integration	integration	NOUN
futech-462	89	107	poa	poa	NOUN
futech-462	89	108	-	-	PUNCT
futech-462	89	109	mlsp	mlsp	ADJ
futech-462	89	110	predictive	predictive	ADJ
futech-462	89	111	framework	framework	NOUN
futech-462	89	112	five	five	NUM
futech-462	89	113	-	-	PUNCT
futech-462	89	114	dimensional	dimensional	ADJ
futech-462	89	115	writing	writing	NOUN
futech-462	89	116	performance	performance	NOUN
futech-462	89	117	prediction	prediction	NOUN
futech-462	89	118	sdt	sdt	PROPN
futech-462	89	119	three	three	NUM
futech-462	89	120	-	-	PUNCT
futech-462	89	121	dimensional	dimensional	ADJ
futech-462	89	122	integration	integration	NOUN
futech-462	89	123	autonomy|	autonomy|	NOUN
futech-462	89	124	competence	competence	NOUN
futech-462	89	125	|	|	NOUN
futech-462	89	126	relatedness	relatedness	VERB
futech-462	89	127	continuous	continuous	ADJ
futech-462	89	128	model	model	NOUN
futech-462	89	129	refinemen	refineman	NOUN
futech-462	89	130	figure	figure	VERB
futech-462	89	131	1	1	NUM
futech-462	89	132	.	.	PUNCT
futech-462	90	1	oa	oa	X
futech-462	90	2	-	-	PUNCT
futech-462	90	3	mlsp	mlsp	ADJ
futech-462	90	4	theoretical	theoretical	ADJ
futech-462	90	5	foundation	foundation	NOUN
futech-462	90	6	and	and	CCONJ
futech-462	90	7	implementation	implementation	NOUN
futech-462	90	8	framework	framework	NOUN
futech-462	90	9	yu	yu	PROPN
futech-462	90	10	li	li	PROPN
futech-462	90	11	et	et	PROPN
futech-462	90	12	al	al	PROPN
futech-462	90	13	.	.	PROPN
futech-462	90	14	/future	/future	PUNCT
futech-462	90	15	technology	technology	PROPN
futech-462	90	16	november	november	PROPN
futech-462	90	17	2025|	2025|	NUM
futech-462	90	18	volume	volume	NOUN
futech-462	90	19	04	04	NUM
futech-462	91	1	|	|	ADV
futech-462	91	2	issue	issue	VERB
futech-462	91	3	04	04	NUM
futech-462	92	1	|	|	CCONJ
futech-462	92	2	pages	page	VERB
futech-462	92	3	100	100	NUM
futech-462	92	4	-	-	SYM
futech-462	92	5	116	116	NUM
futech-462	92	6	104	104	NUM
futech-462	92	7	2.2	2.2	NUM
futech-462	92	8	poa	poa	NOUN
futech-462	92	9	-	-	PUNCT
futech-462	92	10	mlsp	mlsp	ADJ
futech-462	92	11	intelligent	intelligent	ADJ
futech-462	92	12	prediction	prediction	NOUN
futech-462	92	13	framework	framework	NOUN
futech-462	92	14	design	design	VERB
futech-462	92	15	the	the	DET
futech-462	92	16	overarching	overarching	ADJ
futech-462	92	17	design	design	NOUN
futech-462	92	18	remains	remain	VERB
futech-462	92	19	child	child	NOUN
futech-462	92	20	-	-	PUNCT
futech-462	92	21	centric	centric	NOUN
futech-462	92	22	based	base	VERB
futech-462	92	23	on	on	ADP
futech-462	92	24	a	a	DET
futech-462	92	25	four	four	NUM
futech-462	92	26	-	-	PUNCT
futech-462	92	27	layer	layer	NOUN
futech-462	92	28	model	model	NOUN
futech-462	92	29	,	,	PUNCT
futech-462	92	30	which	which	PRON
futech-462	92	31	holds	hold	VERB
futech-462	92	32	that	that	SCONJ
futech-462	92	33	pedagogical	pedagogical	ADJ
futech-462	92	34	considerations	consideration	NOUN
futech-462	92	35	would	would	AUX
futech-462	92	36	drive	drive	VERB
futech-462	92	37	technological	technological	ADJ
futech-462	92	38	implementation	implementation	NOUN
futech-462	92	39	and	and	CCONJ
futech-462	92	40	not	not	PART
futech-462	92	41	vice	vice	ADV
futech-462	92	42	versa	versa	ADV
futech-462	92	43	.	.	PUNCT
futech-462	93	1	the	the	DET
futech-462	93	2	input	input	NOUN
futech-462	93	3	layer	layer	NOUN
futech-462	93	4	allows	allow	VERB
futech-462	93	5	multi	multi	ADJ
futech-462	93	6	-	-	ADJ
futech-462	93	7	dimensional	dimensional	ADJ
futech-462	93	8	input	input	NOUN
futech-462	93	9	data	datum	NOUN
futech-462	93	10	to	to	PART
futech-462	93	11	be	be	AUX
futech-462	93	12	collected	collect	VERB
futech-462	93	13	on	on	ADP
futech-462	93	14	the	the	DET
futech-462	93	15	poa	poa	NOUN
futech-462	93	16	teaching	teaching	NOUN
futech-462	93	17	activities	activity	NOUN
futech-462	93	18	,	,	PUNCT
futech-462	93	19	log	log	VERB
futech-462	93	20	data	datum	NOUN
futech-462	93	21	of	of	ADP
futech-462	93	22	real	real	ADJ
futech-462	93	23	-	-	PUNCT
futech-462	93	24	time	time	NOUN
futech-462	93	25	classroom	classroom	NOUN
futech-462	93	26	interaction	interaction	NOUN
futech-462	93	27	,	,	PUNCT
futech-462	93	28	engagement	engagement	NOUN
futech-462	93	29	intensity	intensity	NOUN
futech-462	93	30	on	on	ADP
futech-462	93	31	a	a	DET
futech-462	93	32	digital	digital	ADJ
futech-462	93	33	learning	learning	NOUN
futech-462	93	34	platform	platform	NOUN
futech-462	93	35	,	,	PUNCT
futech-462	93	36	trajectory	trajectory	NOUN
futech-462	93	37	of	of	ADP
futech-462	93	38	the	the	DET
futech-462	93	39	writing	writing	NOUN
futech-462	93	40	portfolio	portfolio	NOUN
futech-462	93	41	development	development	NOUN
futech-462	93	42	,	,	PUNCT
futech-462	93	43	data	datum	NOUN
futech-462	93	44	on	on	ADP
futech-462	93	45	the	the	DET
futech-462	93	46	network	network	NOUN
futech-462	93	47	of	of	ADP
futech-462	93	48	peer	peer	NOUN
futech-462	93	49	collaboration	collaboration	NOUN
futech-462	93	50	,	,	PUNCT
futech-462	93	51	or	or	CCONJ
futech-462	93	52	on	on	ADP
futech-462	93	53	the	the	DET
futech-462	93	54	teacher	teacher	NOUN
futech-462	93	55	's	's	PART
futech-462	93	56	observation	observation	NOUN
futech-462	93	57	records	record	NOUN
futech-462	93	58	that	that	PRON
futech-462	93	59	follow	follow	VERB
futech-462	93	60	the	the	DET
futech-462	93	61	structuring	structuring	NOUN
futech-462	93	62	principles	principle	NOUN
futech-462	93	63	of	of	ADP
futech-462	93	64	poa	poa	NOUN
futech-462	93	65	theories	theory	NOUN
futech-462	93	66	.	.	PUNCT
futech-462	94	1	implementation	implementation	NOUN
futech-462	94	2	of	of	ADP
futech-462	94	3	the	the	DET
futech-462	94	4	processing	processing	NOUN
futech-462	94	5	layer	layer	NOUN
futech-462	94	6	.	.	PUNCT
futech-462	95	1	in	in	ADP
futech-462	95	2	our	our	PRON
futech-462	95	3	processing	processing	NOUN
futech-462	95	4	layer	layer	NOUN
futech-462	95	5	implementation	implementation	NOUN
futech-462	95	6	,	,	PUNCT
futech-462	95	7	educational	educational	ADJ
futech-462	95	8	-	-	PUNCT
futech-462	95	9	theory	theory	NOUN
futech-462	95	10	-	-	PUNCT
futech-462	95	11	guided	guide	VERB
futech-462	95	12	feature	feature	NOUN
futech-462	95	13	engineering	engineering	NOUN
futech-462	95	14	and	and	CCONJ
futech-462	95	15	pattern	pattern	NOUN
futech-462	95	16	recognition	recognition	NOUN
futech-462	95	17	are	be	AUX
futech-462	95	18	emphasized	emphasize	VERB
futech-462	95	19	,	,	PUNCT
futech-462	95	20	which	which	PRON
futech-462	95	21	can	can	AUX
futech-462	95	22	translate	translate	VERB
futech-462	95	23	raw	raw	ADJ
futech-462	95	24	educational	educational	ADJ
futech-462	95	25	data	datum	NOUN
futech-462	95	26	into	into	ADP
futech-462	95	27	meaningful	meaningful	ADJ
futech-462	95	28	predictive	predictive	ADJ
futech-462	95	29	features	feature	NOUN
futech-462	95	30	and	and	CCONJ
futech-462	95	31	maintain	maintain	VERB
futech-462	95	32	their	their	PRON
futech-462	95	33	interpretability	interpretability	NOUN
futech-462	95	34	in	in	ADP
futech-462	95	35	front	front	NOUN
futech-462	95	36	of	of	ADP
futech-462	95	37	educational	educational	ADJ
futech-462	95	38	stakeholders	stakeholder	NOUN
futech-462	95	39	,	,	PUNCT
futech-462	95	40	where	where	SCONJ
futech-462	95	41	the	the	DET
futech-462	95	42	processed	process	VERB
futech-462	95	43	features	feature	NOUN
futech-462	95	44	can	can	AUX
futech-462	95	45	include	include	VERB
futech-462	95	46	domain	domain	NOUN
futech-462	95	47	knowledge	knowledge	NOUN
futech-462	95	48	from	from	ADP
futech-462	95	49	language	language	NOUN
futech-462	95	50	learning	learn	VERB
futech-462	95	51	research	research	NOUN
futech-462	95	52	to	to	PART
futech-462	95	53	warrant	warrant	VERB
futech-462	95	54	the	the	DET
futech-462	95	55	feature	feature	NOUN
futech-462	95	56	relevance	relevance	NOUN
futech-462	95	57	and	and	CCONJ
futech-462	95	58	pedagogical	pedagogical	ADJ
futech-462	95	59	validity	validity	NOUN
futech-462	95	60	.	.	PUNCT
futech-462	96	1	within	within	ADP
futech-462	96	2	the	the	DET
futech-462	96	3	processing	processing	NOUN
futech-462	96	4	layer	layer	NOUN
futech-462	96	5	,	,	PUNCT
futech-462	96	6	specialized	specialized	ADJ
futech-462	96	7	normalization	normalization	NOUN
futech-462	96	8	techniques	technique	NOUN
futech-462	96	9	,	,	PUNCT
futech-462	96	10	based	base	VERB
futech-462	96	11	on	on	ADP
futech-462	96	12	data	datum	NOUN
futech-462	96	13	preprocessing	preprocesse	VERB
futech-462	96	14	protocols	protocol	NOUN
futech-462	96	15	(	(	PUNCT
futech-462	96	16	e.g.	e.g.	ADV
futech-462	96	17	,	,	PUNCT
futech-462	96	18	to	to	PART
futech-462	96	19	take	take	VERB
futech-462	96	20	into	into	ADP
futech-462	96	21	account	account	NOUN
futech-462	96	22	of	of	ADP
futech-462	96	23	differences	difference	NOUN
futech-462	96	24	between	between	ADP
futech-462	96	25	individual	individual	ADJ
futech-462	96	26	learners	learner	NOUN
futech-462	96	27	on	on	ADP
futech-462	96	28	their	their	PRON
futech-462	96	29	initial	initial	ADJ
futech-462	96	30	level	level	NOUN
futech-462	96	31	,	,	PUNCT
futech-462	96	32	on	on	ADP
futech-462	96	33	their	their	PRON
futech-462	96	34	learning	learning	NOUN
futech-462	96	35	trajectory	trajectory	NOUN
futech-462	96	36	or	or	CCONJ
futech-462	96	37	on	on	ADP
futech-462	96	38	their	their	PRON
futech-462	96	39	corresponding	correspond	VERB
futech-462	96	40	situation	situation	NOUN
futech-462	96	41	also	also	ADV
futech-462	96	42	called	call	VERB
futech-462	96	43	instructional	instructional	ADJ
futech-462	96	44	context	context	NOUN
futech-462	96	45	and	and	CCONJ
futech-462	96	46	generating	generating	NOUN
futech-462	96	47	factor	factor	NOUN
futech-462	96	48	)	)	PUNCT
futech-462	96	49	,	,	PUNCT
futech-462	96	50	are	be	AUX
futech-462	96	51	implemented	implement	VERB
futech-462	96	52	taking	take	VERB
futech-462	96	53	into	into	ADP
futech-462	96	54	account	account	NOUN
futech-462	96	55	measurement	measurement	NOUN
futech-462	96	56	validity	validity	NOUN
futech-462	96	57	between	between	ADP
futech-462	96	58	different	different	ADJ
futech-462	96	59	groups	group	NOUN
futech-462	96	60	of	of	ADP
futech-462	96	61	students	student	NOUN
futech-462	96	62	/	/	SYM
futech-462	96	63	intonation	intonation	NOUN
futech-462	96	64	context	context	NOUN
futech-462	96	65	.	.	PUNCT
futech-462	97	1	temporal	temporal	ADJ
futech-462	97	2	alignment	alignment	NOUN
futech-462	97	3	routines	routine	NOUN
futech-462	97	4	are	be	AUX
futech-462	97	5	used	use	VERB
futech-462	97	6	to	to	PART
futech-462	97	7	observe	observe	VERB
futech-462	97	8	data	datum	NOUN
futech-462	97	9	recorded	record	VERB
futech-462	97	10	from	from	ADP
futech-462	97	11	different	different	ADJ
futech-462	97	12	phases	phase	NOUN
futech-462	97	13	of	of	ADP
futech-462	97	14	poa	poa	NOUN
futech-462	97	15	instruction	instruction	NOUN
futech-462	97	16	remain	remain	VERB
futech-462	97	17	temporally	temporally	ADV
futech-462	97	18	consistent	consistent	ADJ
futech-462	97	19	while	while	SCONJ
futech-462	97	20	allowing	allow	VERB
futech-462	97	21	for	for	ADP
futech-462	97	22	variations	variation	NOUN
futech-462	97	23	in	in	ADP
futech-462	97	24	individual	individual	ADJ
futech-462	97	25	and	and	CCONJ
futech-462	97	26	group	group	NOUN
futech-462	97	27	rates	rate	NOUN
futech-462	97	28	of	of	ADP
futech-462	97	29	improvement	improvement	NOUN
futech-462	97	30	and	and	CCONJ
futech-462	97	31	in	in	ADP
futech-462	97	32	the	the	DET
futech-462	97	33	ebb	ebb	NOUN
futech-462	97	34	and	and	CCONJ
futech-462	97	35	flow	flow	NOUN
futech-462	97	36	of	of	ADP
futech-462	97	37	interest	interest	NOUN
futech-462	97	38	and	and	CCONJ
futech-462	97	39	attention	attention	NOUN
futech-462	97	40	that	that	PRON
futech-462	97	41	is	be	AUX
futech-462	97	42	a	a	DET
futech-462	97	43	hallmark	hallmark	NOUN
futech-462	97	44	of	of	ADP
futech-462	97	45	normal	normal	ADJ
futech-462	97	46	classroom	classroom	NOUN
futech-462	97	47	settings.ndesign	settings.ndesign	NOUN
futech-462	97	48	of	of	ADP
futech-462	97	49	prediction	prediction	NOUN
futech-462	97	50	layer	layer	NOUN
futech-462	97	51	with	with	ADP
futech-462	97	52	the	the	DET
futech-462	97	53	intention	intention	NOUN
futech-462	97	54	to	to	PART
futech-462	97	55	implement	implement	VERB
futech-462	97	56	teaching	teaching	NOUN
futech-462	97	57	/	/	SYM
futech-462	97	58	applicationoriented	applicationoriente	VERB
futech-462	97	59	five	five	NUM
futech-462	97	60	dimensions	dimension	NOUN
futech-462	97	61	writing	write	VERB
futech-462	97	62	ability	ability	NOUN
futech-462	97	63	prediction	prediction	NOUN
futech-462	97	64	based	base	VERB
futech-462	97	65	on	on	ADP
futech-462	97	66	which	which	PRON
futech-462	97	67	the	the	DET
futech-462	97	68	granular	granular	ADJ
futech-462	97	69	performance	performance	NOUN
futech-462	97	70	prediction	prediction	NOUN
futech-462	97	71	for	for	ADP
futech-462	97	72	the	the	DET
futech-462	97	73	five	five	NUM
futech-462	97	74	dimensions	dimension	NOUN
futech-462	97	75	(	(	PUNCT
futech-462	97	76	content	content	NOUN
futech-462	97	77	,	,	PUNCT
futech-462	97	78	organization	organization	NOUN
futech-462	97	79	,	,	PUNCT
futech-462	97	80	language	language	NOUN
futech-462	97	81	use	use	NOUN
futech-462	97	82	,	,	PUNCT
futech-462	97	83	vocabulary	vocabulary	NOUN
futech-462	97	84	and	and	CCONJ
futech-462	97	85	mechanics	mechanic	NOUN
futech-462	97	86	)	)	PUNCT
futech-462	97	87	which	which	PRON
futech-462	97	88	defined	define	VERB
futech-462	97	89	on	on	ADP
futech-462	97	90	jacobs	jacobs	PROPN
futech-462	97	91	'	'	PART
futech-462	97	92	assessment	assessment	NOUN
futech-462	97	93	framework	framework	NOUN
futech-462	97	94	can	can	AUX
futech-462	97	95	be	be	AUX
futech-462	97	96	supported	support	VERB
futech-462	97	97	directly	directly	ADV
futech-462	97	98	.	.	PUNCT
futech-462	98	1	we	we	PRON
futech-462	98	2	place	place	VERB
futech-462	98	3	emphasis	emphasis	NOUN
futech-462	98	4	on	on	ADP
futech-462	98	5	support	support	NOUN
futech-462	98	6	for	for	ADP
futech-462	98	7	teacher	teacher	NOUN
futech-462	98	8	decision	decision	NOUN
futech-462	98	9	-	-	PUNCT
futech-462	98	10	making	making	NOUN
futech-462	98	11	,	,	PUNCT
futech-462	98	12	at	at	ADP
futech-462	98	13	the	the	DET
futech-462	98	14	application	application	NOUN
futech-462	98	15	layer	layer	NOUN
futech-462	98	16	,	,	PUNCT
futech-462	98	17	by	by	ADP
futech-462	98	18	interpreting	interpret	VERB
futech-462	98	19	recommendations	recommendation	NOUN
futech-462	98	20	and	and	CCONJ
futech-462	98	21	offering	offer	VERB
futech-462	98	22	insights	insight	NOUN
futech-462	98	23	that	that	PRON
futech-462	98	24	are	be	AUX
futech-462	98	25	actionable	actionable	ADJ
futech-462	98	26	for	for	ADP
futech-462	98	27	instructional	instructional	ADJ
futech-462	98	28	changes	change	NOUN
futech-462	98	29	,	,	PUNCT
futech-462	98	30	student	student	NOUN
futech-462	98	31	groupings	grouping	NOUN
futech-462	98	32	,	,	PUNCT
futech-462	98	33	and	and	CCONJ
futech-462	98	34	an	an	DET
futech-462	98	35	individualization	individualization	NOUN
futech-462	98	36	strategy	strategy	NOUN
futech-462	98	37	(	(	PUNCT
futech-462	98	38	all	all	PRON
futech-462	98	39	in	in	ADP
futech-462	98	40	an	an	DET
futech-462	98	41	interpretable	interpretable	ADJ
futech-462	98	42	and	and	CCONJ
futech-462	98	43	transparent	transparent	ADJ
futech-462	98	44	manner	manner	NOUN
futech-462	98	45	about	about	ADP
futech-462	98	46	the	the	DET
futech-462	98	47	level	level	NOUN
futech-462	98	48	of	of	ADP
futech-462	98	49	confidence	confidence	NOUN
futech-462	98	50	in	in	ADP
futech-462	98	51	the	the	DET
futech-462	98	52	predictions	prediction	NOUN
futech-462	98	53	and	and	CCONJ
futech-462	98	54	how	how	SCONJ
futech-462	98	55	uncertain	uncertain	ADJ
futech-462	98	56	predictions	prediction	NOUN
futech-462	98	57	/	/	SYM
futech-462	98	58	conclusions	conclusion	NOUN
futech-462	98	59	are	be	AUX
futech-462	98	60	)	)	PUNCT
futech-462	98	61	as	as	SCONJ
futech-462	98	62	depicted	depict	VERB
futech-462	98	63	in	in	ADP
futech-462	98	64	figure	figure	NOUN
futech-462	98	65	2	2	NUM
futech-462	98	66	.	.	PUNCT
futech-462	99	1	this	this	DET
futech-462	99	2	figure	figure	NOUN
futech-462	99	3	shows	show	VERB
futech-462	99	4	the	the	DET
futech-462	99	5	comprehensive	comprehensive	ADJ
futech-462	99	6	four	four	NUM
futech-462	99	7	-	-	PUNCT
futech-462	99	8	layer	layer	NOUN
futech-462	99	9	architecture	architecture	NOUN
futech-462	99	10	demonstrating	demonstrate	VERB
futech-462	99	11	data	datum	NOUN
futech-462	99	12	flow	flow	NOUN
futech-462	99	13	from	from	ADP
futech-462	99	14	poa	poa	NOUN
futech-462	99	15	instructional	instructional	ADJ
futech-462	99	16	activities	activity	NOUN
futech-462	99	17	through	through	ADP
futech-462	99	18	feature	feature	NOUN
futech-462	99	19	processing	processing	NOUN
futech-462	99	20	to	to	PART
futech-462	99	21	prediction	prediction	NOUN
futech-462	99	22	generation	generation	NOUN
futech-462	99	23	and	and	CCONJ
futech-462	99	24	educational	educational	ADJ
futech-462	99	25	application	application	NOUN
futech-462	99	26	,	,	PUNCT
futech-462	99	27	emphasizing	emphasize	VERB
futech-462	99	28	the	the	DET
futech-462	99	29	bidirectional	bidirectional	ADJ
futech-462	99	30	feedback	feedback	NOUN
futech-462	99	31	mechanism	mechanism	NOUN
futech-462	99	32	that	that	PRON
futech-462	99	33	enables	enable	VERB
futech-462	99	34	continuous	continuous	ADJ
futech-462	99	35	model	model	NOUN
futech-462	99	36	refinement	refinement	NOUN
futech-462	99	37	based	base	VERB
futech-462	99	38	on	on	ADP
futech-462	99	39	educational	educational	ADJ
futech-462	99	40	outcomes	outcome	NOUN
futech-462	99	41	.	.	PUNCT
futech-462	100	1	core	core	ADJ
futech-462	100	2	algorithm	algorithm	NOUN
futech-462	100	3	educational	educational	ADJ
futech-462	100	4	adaptation	adaptation	NOUN
futech-462	100	5	design	design	NOUN
futech-462	100	6	replaces	replace	VERB
futech-462	100	7	traditional	traditional	ADJ
futech-462	100	8	attention	attention	NOUN
futech-462	100	9	mechanisms	mechanism	NOUN
futech-462	100	10	with	with	ADP
futech-462	100	11	education	education	NOUN
futech-462	100	12	-	-	PUNCT
futech-462	100	13	oriented	orient	VERB
futech-462	100	14	approaches	approach	NOUN
futech-462	100	15	that	that	PRON
futech-462	100	16	align	align	VERB
futech-462	100	17	with	with	ADP
futech-462	100	18	established	establish	VERB
futech-462	100	19	pedagogical	pedagogical	ADJ
futech-462	100	20	theories	theory	NOUN
futech-462	100	21	and	and	CCONJ
futech-462	100	22	classroom	classroom	NOUN
futech-462	100	23	realities	reality	NOUN
futech-462	100	24	.	.	PUNCT
futech-462	101	1	the	the	DET
futech-462	101	2	feature	feature	NOUN
futech-462	101	3	adaptive	adaptive	ADJ
futech-462	101	4	selection	selection	NOUN
futech-462	101	5	mechanism	mechanism	NOUN
futech-462	101	6	represents	represent	VERB
futech-462	101	7	a	a	DET
futech-462	101	8	novel	novel	ADJ
futech-462	101	9	alternative	alternative	NOUN
futech-462	101	10	to	to	ADP
futech-462	101	11	conventional	conventional	ADJ
futech-462	101	12	attention	attention	NOUN
futech-462	101	13	architectures	architecture	NOUN
futech-462	101	14	,	,	PUNCT
futech-462	101	15	incorporating	incorporate	VERB
futech-462	101	16	educational	educational	ADJ
futech-462	101	17	domain	domain	NOUN
futech-462	101	18	knowledge	knowledge	NOUN
futech-462	101	19	to	to	PART
futech-462	101	20	guide	guide	VERB
futech-462	101	21	feature	feature	NOUN
futech-462	101	22	importance	importance	NOUN
futech-462	101	23	assessment	assessment	NOUN
futech-462	101	24	rather	rather	ADV
futech-462	101	25	than	than	ADP
futech-462	101	26	relying	rely	VERB
futech-462	101	27	solely	solely	ADV
futech-462	101	28	on	on	ADP
futech-462	101	29	statistical	statistical	ADJ
futech-462	101	30	correlations	correlation	NOUN
futech-462	101	31	that	that	PRON
futech-462	101	32	may	may	AUX
futech-462	101	33	lack	lack	VERB
futech-462	101	34	pedagogical	pedagogical	ADJ
futech-462	101	35	meaning	meaning	NOUN
futech-462	101	36	,	,	PUNCT
futech-462	101	37	as	as	SCONJ
futech-462	101	38	demonstrated	demonstrate	VERB
futech-462	101	39	in	in	ADP
futech-462	101	40	algorithm	algorithm	NOUN
futech-462	101	41	1	1	NUM
futech-462	101	42	.	.	PUNCT
futech-462	102	1	this	this	DET
futech-462	102	2	mechanism	mechanism	NOUN
futech-462	102	3	implements	implement	VERB
futech-462	102	4	a	a	DET
futech-462	102	5	poa	poa	NOUN
futech-462	102	6	teaching	teach	VERB
futech-462	102	7	principle	principle	NOUN
futech-462	102	8	-	-	PUNCT
futech-462	102	9	based	base	VERB
futech-462	102	10	feature	feature	NOUN
futech-462	102	11	importance	importance	NOUN
futech-462	102	12	adjustment	adjustment	NOUN
futech-462	102	13	that	that	PRON
futech-462	102	14	prioritizes	prioritize	VERB
futech-462	102	15	educationally	educationally	ADV
futech-462	102	16	meaningful	meaningful	ADJ
futech-462	102	17	variables	variable	NOUN
futech-462	102	18	.	.	PUNCT
futech-462	103	1	the	the	DET
futech-462	103	2	algorithm	algorithm	NOUN
futech-462	103	3	emphasizes	emphasize	VERB
futech-462	103	4	student	student	NOUN
futech-462	103	5	engagement	engagement	NOUN
futech-462	103	6	indicators	indicator	NOUN
futech-462	103	7	,	,	PUNCT
futech-462	103	8	collaborative	collaborative	ADJ
futech-462	103	9	learning	learning	NOUN
futech-462	103	10	participation	participation	NOUN
futech-462	103	11	rates	rate	NOUN
futech-462	103	12	,	,	PUNCT
futech-462	103	13	and	and	CCONJ
futech-462	103	14	progress	progress	NOUN
futech-462	103	15	trajectory	trajectory	NOUN
futech-462	103	16	patterns	pattern	NOUN
futech-462	103	17	correlating	correlate	VERB
futech-462	103	18	with	with	ADP
futech-462	103	19	sustained	sustained	ADJ
futech-462	103	20	learning	learning	NOUN
futech-462	103	21	improvement	improvement	NOUN
futech-462	103	22	while	while	SCONJ
futech-462	103	23	maintaining	maintain	VERB
futech-462	103	24	pedagogical	pedagogical	ADJ
futech-462	103	25	validity	validity	NOUN
futech-462	103	26	beyond	beyond	ADP
futech-462	103	27	statistical	statistical	ADJ
futech-462	103	28	optimization	optimization	NOUN
futech-462	103	29	.	.	PUNCT
futech-462	104	1	the	the	DET
futech-462	104	2	multi	multi	ADJ
futech-462	104	3	-	-	ADJ
futech-462	104	4	theoretical	theoretical	ADJ
futech-462	104	5	fusion	fusion	NOUN
futech-462	104	6	(	(	PUNCT
futech-462	104	7	the	the	DET
futech-462	104	8	systematic	systematic	ADJ
futech-462	104	9	integration	integration	NOUN
futech-462	104	10	of	of	ADP
futech-462	104	11	complementary	complementary	ADJ
futech-462	104	12	educational	educational	ADJ
futech-462	104	13	frameworks	framework	NOUN
futech-462	104	14	within	within	ADP
futech-462	104	15	algorithmic	algorithmic	ADJ
futech-462	104	16	design	design	NOUN
futech-462	104	17	)	)	PUNCT
futech-462	104	18	feature	feature	NOUN
futech-462	104	19	weight	weight	NOUN
futech-462	104	20	optimization	optimization	NOUN
futech-462	104	21	algorithm	algorithm	NOUN
futech-462	104	22	integrates	integrate	VERB
futech-462	104	23	insights	insight	NOUN
futech-462	104	24	from	from	ADP
futech-462	104	25	input	input	ADJ
futech-462	104	26	hypothesis	hypothesis	NOUN
futech-462	104	27	,	,	PUNCT
futech-462	104	28	social	social	ADJ
futech-462	104	29	constructivism	constructivism	NOUN
futech-462	104	30	,	,	PUNCT
futech-462	104	31	cognitive	cognitive	ADJ
futech-462	104	32	process	process	NOUN
futech-462	104	33	theory	theory	NOUN
futech-462	104	34	,	,	PUNCT
futech-462	104	35	and	and	CCONJ
futech-462	104	36	sociocultural	sociocultural	ADJ
futech-462	104	37	theory	theory	NOUN
futech-462	104	38	to	to	PART
futech-462	104	39	create	create	VERB
futech-462	104	40	balanced	balanced	ADJ
futech-462	104	41	feature	feature	NOUN
futech-462	104	42	representations	representation	NOUN
futech-462	104	43	that	that	PRON
futech-462	104	44	reflect	reflect	VERB
futech-462	104	45	the	the	DET
futech-462	104	46	complex	complex	ADJ
futech-462	104	47	interactions	interaction	NOUN
futech-462	104	48	between	between	ADP
futech-462	104	49	different	different	ADJ
futech-462	104	50	learning	learning	NOUN
futech-462	104	51	mechanisms	mechanism	NOUN
futech-462	104	52	operating	operate	VERB
futech-462	104	53	within	within	ADP
futech-462	104	54	poa	poa	NOUN
futech-462	104	55	instruction	instruction	NOUN
futech-462	104	56	.	.	PUNCT
futech-462	105	1	table	table	NOUN
futech-462	105	2	1	1	NUM
futech-462	105	3	.	.	PUNCT
futech-462	106	1	multi	multi	ADJ
futech-462	106	2	-	-	ADJ
futech-462	106	3	theoretical	theoretical	ADJ
futech-462	106	4	integration	integration	NOUN
futech-462	106	5	feature	feature	NOUN
futech-462	106	6	mapping	map	VERB
futech-462	106	7	theoretical	theoretical	ADJ
futech-462	106	8	framework	framework	NOUN
futech-462	106	9	feature	feature	NOUN
futech-462	106	10	category	category	NOUN
futech-462	106	11	measurement	measurement	NOUN
futech-462	106	12	indicators	indicator	NOUN
futech-462	106	13	poa	poa	NOUN
futech-462	106	14	phase	phase	NOUN
futech-462	106	15	integration	integration	NOUN
futech-462	106	16	weight	weight	NOUN
futech-462	106	17	optimization	optimization	NOUN
futech-462	106	18	input	input	NOUN
futech-462	106	19	hypothesis	hypothesis	NOUN
futech-462	106	20	comprehensible	comprehensible	ADJ
futech-462	106	21	input	input	NOUN
futech-462	106	22	processing	processing	NOUN
futech-462	106	23	•	•	NOUN
futech-462	106	24	input	input	NOUN
futech-462	106	25	complexity	complexity	NOUN
futech-462	106	26	levels	level	NOUN
futech-462	106	27	•	•	ADP
futech-462	106	28	comprehension	comprehension	NOUN
futech-462	106	29	accuracy	accuracy	NOUN
futech-462	106	30	rates	rate	NOUN
futech-462	106	31	•	•	NOUN
futech-462	106	32	input	input	NOUN
futech-462	106	33	-	-	PUNCT
futech-462	106	34	output	output	NOUN
futech-462	106	35	gap	gap	NOUN
futech-462	106	36	analysis	analysis	NOUN
futech-462	106	37	motivating	motivating	NOUN
futech-462	106	38	→	→	PUNCT
futech-462	106	39	enabling	enable	VERB
futech-462	106	40	dynamic	dynamic	NOUN
futech-462	106	41	based	base	VERB
futech-462	106	42	on	on	ADP
futech-462	106	43	proficiency	proficiency	NOUN
futech-462	106	44	social	social	ADJ
futech-462	106	45	constructivism	constructivism	NOUN
futech-462	106	46	collaborative	collaborative	ADJ
futech-462	106	47	learning	learning	NOUN
futech-462	106	48	patterns	pattern	NOUN
futech-462	106	49	•	•	NUM
futech-462	106	50	peer	peer	NOUN
futech-462	106	51	interaction	interaction	NOUN
futech-462	106	52	frequency	frequency	NOUN
futech-462	106	53	•	•	NOUN
futech-462	106	54	knowledge	knowledge	NOUN
futech-462	106	55	coconstruction	coconstruction	NOUN
futech-462	106	56	events	event	NOUN
futech-462	106	57	•	•	NUM
futech-462	106	58	scaffolding	scaffolding	NOUN
futech-462	106	59	effectiveness	effectiveness	NOUN
futech-462	106	60	enabling	enable	VERB
futech-462	106	61	→	→	SYM
futech-462	106	62	assessing	assess	VERB
futech-462	106	63	group	group	NOUN
futech-462	106	64	dynamics	dynamic	NOUN
futech-462	106	65	weighted	weight	VERB
futech-462	106	66	cognitive	cognitive	ADJ
futech-462	106	67	process	process	NOUN
futech-462	106	68	theory	theory	NOUN
futech-462	106	69	writing	write	VERB
futech-462	106	70	strategy	strategy	NOUN
futech-462	106	71	application	application	NOUN
futech-462	106	72	•	•	NOUN
futech-462	106	73	planning	planning	NOUN
futech-462	106	74	behavior	behavior	NOUN
futech-462	106	75	indicators	indicator	NOUN
futech-462	106	76	•	•	NUM
futech-462	106	77	revision	revision	NOUN
futech-462	106	78	pattern	pattern	NOUN
futech-462	106	79	analysis	analysis	NOUN
futech-462	106	80	•	•	ADP
futech-462	106	81	metacognitive	metacognitive	ADJ
futech-462	106	82	strategy	strategy	NOUN
futech-462	106	83	use	use	VERB
futech-462	106	84	all	all	DET
futech-462	106	85	phases	phase	NOUN
futech-462	106	86	individual	individual	ADJ
futech-462	106	87	cognitive	cognitive	ADJ
futech-462	106	88	load	load	NOUN
futech-462	106	89	sociocultural	sociocultural	ADJ
futech-462	106	90	theory	theory	NOUN
futech-462	106	91	contextual	contextual	ADJ
futech-462	106	92	mediation	mediation	NOUN
futech-462	106	93	factors	factor	NOUN
futech-462	106	94	•	•	ADP
futech-462	106	95	cultural	cultural	ADJ
futech-462	106	96	background	background	NOUN
futech-462	106	97	influence	influence	NOUN
futech-462	106	98	•	•	NUM
futech-462	106	99	social	social	ADJ
futech-462	106	100	context	context	NOUN
futech-462	106	101	adaptation	adaptation	NOUN
futech-462	106	102	•	•	ADP
futech-462	106	103	tool	tool	NOUN
futech-462	106	104	-	-	PUNCT
futech-462	106	105	mediated	mediate	VERB
futech-462	106	106	learning	learning	NOUN
futech-462	106	107	motivating	motivating	NOUN
futech-462	106	108	+	+	CCONJ
futech-462	106	109	assessing	assess	VERB
futech-462	106	110	context	context	NOUN
futech-462	106	111	-	-	PUNCT
futech-462	106	112	sensitive	sensitive	ADJ
futech-462	106	113	adjustment	adjustment	NOUN
futech-462	106	114	multi	multi	ADJ
futech-462	106	115	-	-	ADJ
futech-462	106	116	theory	theory	ADJ
futech-462	106	117	synergy	synergy	NOUN
futech-462	106	118	cross	cross	ADJ
futech-462	106	119	-	-	ADJ
futech-462	106	120	framework	framework	ADJ
futech-462	106	121	interactions	interaction	NOUN
futech-462	106	122	•	•	ADP
futech-462	106	123	input	input	NOUN
futech-462	106	124	-	-	PUNCT
futech-462	106	125	collaboration	collaboration	NOUN
futech-462	106	126	correlation	correlation	NOUN
futech-462	106	127	•	•	NOUN
futech-462	106	128	strategy	strategy	NOUN
futech-462	106	129	-	-	PUNCT
futech-462	106	130	context	context	NOUN
futech-462	106	131	alignment	alignment	NOUN
futech-462	106	132	•	•	NUM
futech-462	106	133	emergent	emergent	NOUN
futech-462	106	134	learning	learning	NOUN
futech-462	106	135	behaviors	behavior	NOUN
futech-462	106	136	integrated	integrate	VERB
futech-462	106	137	across	across	ADP
futech-462	106	138	phases	phase	NOUN
futech-462	107	1	synergistic	synergistic	ADJ
futech-462	107	2	amplification	amplification	NOUN
futech-462	107	3	yu	yu	PROPN
futech-462	107	4	li	li	PROPN
futech-462	107	5	et	et	PROPN
futech-462	107	6	al	al	PROPN
futech-462	107	7	.	.	PROPN
futech-462	107	8	/future	/future	PUNCT
futech-462	107	9	technology	technology	PROPN
futech-462	107	10	november	november	PROPN
futech-462	107	11	2025|	2025|	NUM
futech-462	107	12	volume	volume	NOUN
futech-462	107	13	04	04	NUM
futech-462	108	1	|	|	ADV
futech-462	108	2	issue	issue	VERB
futech-462	108	3	04	04	NUM
futech-462	109	1	|	|	CCONJ
futech-462	109	2	pages	page	VERB
futech-462	109	3	100	100	NUM
futech-462	109	4	-	-	SYM
futech-462	109	5	116	116	NUM
futech-462	109	6	105	105	NUM
futech-462	109	7	figure	figure	NOUN
futech-462	109	8	2	2	NUM
futech-462	109	9	.	.	PUNCT
futech-462	109	10	poa	poa	NOUN
futech-462	109	11	-	-	PUNCT
futech-462	109	12	mlsp	mlsp	ADJ
futech-462	109	13	framework	framework	NOUN
futech-462	109	14	architecture	architecture	NOUN
futech-462	109	15	its	its	PRON
futech-462	109	16	real	real	ADJ
futech-462	109	17	-	-	PUNCT
futech-462	109	18	time	time	NOUN
futech-462	109	19	adaptation	adaptation	NOUN
futech-462	109	20	machinery	machinery	NOUN
futech-462	109	21	allows	allow	VERB
futech-462	109	22	for	for	ADP
futech-462	109	23	adapting	adapt	VERB
futech-462	109	24	prediction	prediction	NOUN
futech-462	109	25	models	model	NOUN
futech-462	109	26	to	to	ADP
futech-462	109	27	changing	change	VERB
futech-462	109	28	classroom	classroom	NOUN
futech-462	109	29	dynamics	dynamic	NOUN
futech-462	109	30	and	and	CCONJ
futech-462	109	31	student	student	NOUN
futech-462	109	32	response	response	NOUN
futech-462	109	33	patterns	pattern	NOUN
futech-462	109	34	,	,	PUNCT
futech-462	109	35	ensuring	ensure	VERB
futech-462	109	36	that	that	SCONJ
futech-462	109	37	the	the	DET
futech-462	109	38	suggestions	suggestion	NOUN
futech-462	109	39	generated	generate	VERB
futech-462	109	40	by	by	ADP
futech-462	109	41	the	the	DET
futech-462	109	42	algorithm	algorithm	NOUN
futech-462	109	43	remain	remain	VERB
futech-462	109	44	sensitive	sensitive	ADJ
futech-462	109	45	to	to	ADP
futech-462	109	46	the	the	DET
futech-462	109	47	continuous	continuous	ADJ
futech-462	109	48	evolution	evolution	NOUN
futech-462	109	49	of	of	ADP
futech-462	109	50	educational	educational	ADJ
futech-462	109	51	scenarios	scenario	NOUN
futech-462	109	52	as	as	ADV
futech-462	109	53	well	well	ADV
futech-462	109	54	as	as	ADP
futech-462	109	55	to	to	ADP
futech-462	109	56	the	the	DET
futech-462	109	57	needs	need	NOUN
futech-462	109	58	and	and	CCONJ
futech-462	109	59	rules	rule	NOUN
futech-462	109	60	of	of	ADP
futech-462	109	61	traditional	traditional	ADJ
futech-462	109	62	pedagogical	pedagogical	ADJ
futech-462	109	63	approaches	approach	NOUN
futech-462	109	64	.	.	PUNCT
futech-462	110	1	cross	cross	ADJ
futech-462	110	2	-	-	ADJ
futech-462	110	3	validation	validation	ADJ
futech-462	110	4	schemes	scheme	NOUN
futech-462	110	5	such	such	ADJ
futech-462	110	6	as	as	ADP
futech-462	110	7	the	the	DET
futech-462	110	8	one	one	NOUN
futech-462	110	9	used	use	VERB
futech-462	110	10	here	here	ADV
futech-462	110	11	and	and	CCONJ
futech-462	110	12	designed	design	VERB
futech-462	110	13	especially	especially	ADV
futech-462	110	14	for	for	ADP
futech-462	110	15	educational	educational	ADJ
futech-462	110	16	settings	setting	NOUN
futech-462	110	17	are	be	AUX
futech-462	110	18	not	not	PART
futech-462	110	19	only	only	ADV
futech-462	110	20	sensitive	sensitive	ADJ
futech-462	110	21	for	for	ADP
futech-462	110	22	the	the	DET
futech-462	110	23	inherent	inherent	ADJ
futech-462	110	24	temporal	temporal	ADJ
futech-462	110	25	dependencies	dependency	NOUN
futech-462	110	26	present	present	ADJ
futech-462	110	27	in	in	ADP
futech-462	110	28	learning	learn	VERB
futech-462	110	29	data	datum	NOUN
futech-462	110	30	,	,	PUNCT
futech-462	110	31	but	but	CCONJ
futech-462	110	32	they	they	PRON
futech-462	110	33	also	also	ADV
futech-462	110	34	allow	allow	VERB
futech-462	110	35	us	we	PRON
futech-462	110	36	to	to	PART
futech-462	110	37	have	have	VERB
futech-462	110	38	the	the	DET
futech-462	110	39	evaluation	evaluation	NOUN
futech-462	110	40	of	of	ADP
futech-462	110	41	the	the	DET
futech-462	110	42	performance	performance	NOUN
futech-462	110	43	of	of	ADP
futech-462	110	44	the	the	DET
futech-462	110	45	model	model	NOUN
futech-462	110	46	as	as	ADV
futech-462	110	47	close	close	ADJ
futech-462	110	48	as	as	ADP
futech-462	110	49	possible	possible	ADJ
futech-462	110	50	to	to	ADP
futech-462	110	51	the	the	DET
futech-462	110	52	expected	expect	VERB
futech-462	110	53	performance	performance	NOUN
futech-462	110	54	of	of	ADP
futech-462	110	55	the	the	DET
futech-462	110	56	model	model	NOUN
futech-462	110	57	under	under	ADP
futech-462	110	58	a	a	DET
futech-462	110	59	realistic	realistic	ADJ
futech-462	110	60	use	use	NOUN
futech-462	110	61	case	case	NOUN
futech-462	110	62	,	,	PUNCT
futech-462	110	63	where	where	SCONJ
futech-462	110	64	prediction	prediction	NOUN
futech-462	110	65	accuracy	accuracy	NOUN
futech-462	110	66	will	will	AUX
futech-462	110	67	need	need	VERB
futech-462	110	68	to	to	PART
futech-462	110	69	be	be	AUX
futech-462	110	70	traded	trade	VERB
futech-462	110	71	off	off	ADP
futech-462	110	72	with	with	ADP
futech-462	110	73	educational	educational	ADJ
futech-462	110	74	interpretability	interpretability	NOUN
futech-462	110	75	needs	need	NOUN
futech-462	110	76	.	.	PUNCT
futech-462	111	1	algorithm	algorithm	NOUN
futech-462	111	2	2	2	NUM
futech-462	111	3	employs	employ	VERB
futech-462	111	4	three	three	NUM
futech-462	111	5	-	-	PUNCT
futech-462	111	6	dimensional	dimensional	ADJ
futech-462	111	7	temporal	temporal	ADJ
futech-462	111	8	modeling	modeling	NOUN
futech-462	111	9	through	through	ADP
futech-462	111	10	time	time	NOUN
futech-462	111	11	-	-	PUNCT
futech-462	111	12	series	series	NOUN
futech-462	111	13	analysis	analysis	NOUN
futech-462	111	14	techniques	technique	NOUN
futech-462	111	15	to	to	PART
futech-462	111	16	capture	capture	VERB
futech-462	111	17	engagement	engagement	NOUN
futech-462	111	18	pattern	pattern	NOUN
futech-462	111	19	evolution	evolution	NOUN
futech-462	111	20	across	across	ADP
futech-462	111	21	academic	academic	ADJ
futech-462	111	22	semesters	semester	NOUN
futech-462	111	23	.	.	PUNCT
futech-462	112	1	the	the	DET
futech-462	112	2	computational	computational	ADJ
futech-462	112	3	framework	framework	NOUN
futech-462	112	4	utilizes	utilize	VERB
futech-462	112	5	automated	automate	VERB
futech-462	112	6	change	change	NOUN
futech-462	112	7	pattern	pattern	NOUN
futech-462	112	8	recognition	recognition	NOUN
futech-462	112	9	for	for	ADP
futech-462	112	10	each	each	DET
futech-462	112	11	sdt	sdt	PROPN
futech-462	112	12	dimension	dimension	NOUN
futech-462	112	13	,	,	PUNCT
futech-462	112	14	incorporating	incorporate	VERB
futech-462	112	15	individual	individual	ADJ
futech-462	112	16	baseline	baseline	NOUN
futech-462	112	17	adjustments	adjustment	NOUN
futech-462	112	18	and	and	CCONJ
futech-462	112	19	environmental	environmental	ADJ
futech-462	112	20	factor	factor	NOUN
futech-462	112	21	integration	integration	NOUN
futech-462	112	22	to	to	PART
futech-462	112	23	detect	detect	VERB
futech-462	112	24	declining	decline	VERB
futech-462	112	25	motivation	motivation	NOUN
futech-462	112	26	indicators	indicator	NOUN
futech-462	112	27	preceding	precede	VERB
futech-462	112	28	academic	academic	ADJ
futech-462	112	29	performance	performance	NOUN
futech-462	112	30	impacts	impact	NOUN
futech-462	112	31	.	.	PUNCT
futech-462	113	1	automatic	automatic	ADJ
futech-462	113	2	identification	identification	NOUN
futech-462	113	3	of	of	ADP
futech-462	113	4	engagement	engagement	NOUN
futech-462	113	5	pattern	pattern	NOUN
futech-462	113	6	changes	change	NOUN
futech-462	113	7	enables	enable	VERB
futech-462	113	8	proactive	proactive	ADJ
futech-462	113	9	intervention	intervention	NOUN
futech-462	113	10	through	through	ADP
futech-462	113	11	early	early	ADJ
futech-462	113	12	warning	warning	NOUN
futech-462	113	13	models	model	NOUN
futech-462	113	14	that	that	PRON
futech-462	113	15	predict	predict	VERB
futech-462	113	16	motivational	motivational	ADJ
futech-462	113	17	decline	decline	NOUN
futech-462	113	18	before	before	SCONJ
futech-462	113	19	academic	academic	ADJ
futech-462	113	20	performance	performance	NOUN
futech-462	113	21	impact	impact	NOUN
futech-462	113	22	occurs	occur	VERB
futech-462	113	23	.	.	PUNCT
futech-462	114	1	subject	subject	ADJ
futech-462	114	2	-	-	PUNCT
futech-462	114	3	specific	specific	ADJ
futech-462	114	4	alert	alert	NOUN
futech-462	114	5	thresholds	threshold	NOUN
futech-462	114	6	,	,	PUNCT
futech-462	114	7	dynamic	dynamic	ADJ
futech-462	114	8	adaptation	adaptation	NOUN
futech-462	114	9	to	to	ADP
futech-462	114	10	individual	individual	ADJ
futech-462	114	11	differences	difference	NOUN
futech-462	114	12	,	,	PUNCT
futech-462	114	13	baseline	baseline	NOUN
futech-462	114	14	,	,	PUNCT
futech-462	114	15	and	and	CCONJ
futech-462	114	16	learning	learn	VERB
futech-462	114	17	trajectory	trajectory	NOUN
futech-462	114	18	sensitivity	sensitivity	NOUN
futech-462	114	19	for	for	ADP
futech-462	114	20	intervention	intervention	NOUN
futech-462	114	21	guidance	guidance	NOUN
futech-462	114	22	,	,	PUNCT
futech-462	114	23	and	and	CCONJ
futech-462	114	24	absence	absence	NOUN
futech-462	114	25	of	of	ADP
futech-462	114	26	“	"	PUNCT
futech-462	114	27	false	false	ADJ
futech-462	114	28	alarms	alarm	NOUN
futech-462	114	29	”	"	PUNCT
futech-462	114	30	,	,	PUNCT
futech-462	114	31	so	so	SCONJ
futech-462	114	32	that	that	SCONJ
futech-462	114	33	the	the	DET
futech-462	114	34	instructional	instructional	ADJ
futech-462	114	35	staff	staff	NOUN
futech-462	114	36	are	be	AUX
futech-462	114	37	not	not	PART
futech-462	114	38	overloaded	overload	VERB
futech-462	114	39	and	and	CCONJ
futech-462	114	40	students	student	NOUN
futech-462	114	41	with	with	ADP
futech-462	114	42	“	"	PUNCT
futech-462	114	43	typical	typical	ADJ
futech-462	114	44	”	"	PUNCT
futech-462	114	45	contextually	contextually	ADV
futech-462	114	46	performance	performance	NOUN
futech-462	114	47	levels	level	NOUN
futech-462	114	48	do	do	AUX
futech-462	114	49	not	not	PART
futech-462	114	50	become	become	VERB
futech-462	114	51	nervous	nervous	ADJ
futech-462	114	52	.	.	PUNCT
futech-462	115	1	2.3	2.3	NUM
futech-462	115	2	five	five	NUM
futech-462	115	3	-	-	PUNCT
futech-462	115	4	dimensional	dimensional	ADJ
futech-462	115	5	writing	writing	NOUN
futech-462	115	6	performance	performance	NOUN
futech-462	115	7	prediction	prediction	NOUN
futech-462	115	8	model	model	NOUN
futech-462	115	9	the	the	DET
futech-462	115	10	jacobs	jacobs	PROPN
futech-462	115	11	framework	framework	PROPN
futech-462	115	12	-	-	PUNCT
futech-462	115	13	based	base	VERB
futech-462	115	14	multi	multi	ADJ
futech-462	115	15	-	-	ADJ
futech-462	115	16	faceted	faceted	ADJ
futech-462	115	17	prediction	prediction	NOUN
futech-462	115	18	approach	approach	NOUN
futech-462	115	19	accounts	account	VERB
futech-462	115	20	for	for	ADP
futech-462	115	21	each	each	DET
futech-462	115	22	dimension	dimension	NOUN
futech-462	115	23	of	of	ADP
futech-462	115	24	writing	write	VERB
futech-462	115	25	competence	competence	NOUN
futech-462	115	26	through	through	ADP
futech-462	115	27	targeted	target	VERB
futech-462	115	28	sub	sub	NOUN
futech-462	115	29	-	-	NOUN
futech-462	115	30	models	model	NOUN
futech-462	115	31	that	that	PRON
futech-462	115	32	model	model	VERB
futech-462	115	33	the	the	DET
futech-462	115	34	specificities	specificity	NOUN
futech-462	115	35	of	of	ADP
futech-462	115	36	development	development	NOUN
futech-462	115	37	and	and	CCONJ
futech-462	115	38	shaping	shaping	NOUN
futech-462	115	39	of	of	ADP
futech-462	115	40	the	the	DET
futech-462	115	41	proficiency	proficiency	NOUN
futech-462	115	42	related	relate	VERB
futech-462	115	43	to	to	ADP
futech-462	115	44	different	different	ADJ
futech-462	115	45	writing	writing	NOUN
futech-462	115	46	aspects	aspect	NOUN
futech-462	115	47	.	.	PUNCT
futech-462	116	1	there	there	PRON
futech-462	116	2	’s	’	VERB
futech-462	116	3	no	no	DET
futech-462	116	4	dark	dark	ADJ
futech-462	116	5	art	art	NOUN
futech-462	116	6	to	to	ADP
futech-462	116	7	it	it	PRON
futech-462	116	8	.	.	PUNCT
futech-462	117	1	content	content	NOUN
futech-462	117	2	dimension	dimension	NOUN
futech-462	117	3	prediction	prediction	NOUN
futech-462	117	4	includes	include	VERB
futech-462	117	5	forecasting	forecasting	NOUN
futech-462	117	6	thought	think	VERB
futech-462	117	7	depth	depth	NOUN
futech-462	117	8	and	and	CCONJ
futech-462	117	9	logical	logical	ADJ
futech-462	117	10	coherence	coherence	NOUN
futech-462	117	11	by	by	ADP
futech-462	117	12	applying	apply	VERB
futech-462	117	13	natural	natural	ADJ
futech-462	117	14	language	language	NOUN
futech-462	117	15	processing	processing	NOUN
futech-462	117	16	methods	method	NOUN
futech-462	117	17	to	to	ADP
futech-462	117	18	the	the	DET
futech-462	117	19	structural	structural	ADJ
futech-462	117	20	complexity	complexity	NOUN
futech-462	117	21	of	of	ADP
futech-462	117	22	the	the	DET
futech-462	117	23	argument	argument	NOUN
futech-462	117	24	,	,	PUNCT
futech-462	117	25	integration	integration	NOUN
futech-462	117	26	of	of	ADP
futech-462	117	27	evidence	evidence	NOUN
futech-462	117	28	patterns	pattern	NOUN
futech-462	117	29	,	,	PUNCT
futech-462	117	30	critical	critical	ADJ
futech-462	117	31	thinking	thinking	NOUN
futech-462	117	32	signals	signal	NOUN
futech-462	117	33	,	,	PUNCT
futech-462	117	34	and	and	CCONJ
futech-462	117	35	conceptual	conceptual	ADJ
futech-462	117	36	development	development	NOUN
futech-462	117	37	progression	progression	NOUN
futech-462	117	38	that	that	PRON
futech-462	117	39	can	can	AUX
futech-462	117	40	be	be	AUX
futech-462	117	41	traced	trace	VERB
futech-462	117	42	using	use	VERB
futech-462	117	43	snippets	snippet	NOUN
futech-462	117	44	across	across	ADP
futech-462	117	45	several	several	ADJ
futech-462	117	46	writing	writing	NOUN
futech-462	117	47	samples	sample	NOUN
futech-462	117	48	.	.	PUNCT
futech-462	118	1	the	the	DET
futech-462	118	2	organization	organization	NOUN
futech-462	118	3	dimension	dimension	NOUN
futech-462	118	4	modeling	model	VERB
futech-462	118	5	targets	target	NOUN
futech-462	118	6	predicting	predict	VERB
futech-462	118	7	structural	structural	ADJ
futech-462	118	8	integrity	integrity	NOUN
futech-462	118	9	and	and	CCONJ
futech-462	118	10	coherence	coherence	NOUN
futech-462	118	11	at	at	ADP
futech-462	118	12	the	the	DET
futech-462	118	13	discourse	discourse	NOUN
futech-462	118	14	level	level	NOUN
futech-462	118	15	and	and	CCONJ
futech-462	118	16	leverages	leverage	VERB
futech-462	118	17	discourse	discourse	NOUN
futech-462	118	18	analysis	analysis	NOUN
futech-462	118	19	algorithms	algorithm	NOUN
futech-462	118	20	that	that	PRON
futech-462	118	21	assess	assess	VERB
futech-462	118	22	how	how	SCONJ
futech-462	118	23	well	well	ADV
futech-462	118	24	a	a	DET
futech-462	118	25	paragraph	paragraph	NOUN
futech-462	118	26	transitions	transition	NOUN
futech-462	118	27	to	to	ADP
futech-462	118	28	another	another	PRON
futech-462	118	29	,	,	PUNCT
futech-462	118	30	how	how	SCONJ
futech-462	118	31	well	well	ADV
futech-462	118	32	a	a	DET
futech-462	118	33	thesis	thesis	NOUN
futech-462	118	34	is	be	AUX
futech-462	118	35	developed	develop	VERB
futech-462	118	36	,	,	PUNCT
futech-462	118	37	how	how	SCONJ
futech-462	118	38	well	well	ADV
futech-462	118	39	a	a	DET
futech-462	118	40	conclusion	conclusion	NOUN
futech-462	118	41	is	be	AUX
futech-462	118	42	synthesized	synthesize	VERB
futech-462	118	43	,	,	PUNCT
futech-462	118	44	and	and	CCONJ
futech-462	118	45	the	the	DET
futech-462	118	46	overall	overall	ADJ
futech-462	118	47	architectural	architectural	ADJ
futech-462	118	48	soundness	soundness	NOUN
futech-462	118	49	of	of	ADP
futech-462	118	50	the	the	DET
futech-462	118	51	article	article	NOUN
futech-462	118	52	.	.	PUNCT
futech-462	119	1	language	language	NOUN
futech-462	119	2	use	use	NOUN
futech-462	119	3	dimension	dimension	NOUN
futech-462	119	4	forecasting	forecasting	NOUN
futech-462	119	5	emphasizes	emphasize	VERB
futech-462	119	6	grammatical	grammatical	ADJ
futech-462	119	7	accuracy	accuracy	NOUN
futech-462	119	8	and	and	CCONJ
futech-462	119	9	syntactic	syntactic	ADJ
futech-462	119	10	complexity	complexity	NOUN
futech-462	119	11	prediction	prediction	NOUN
futech-462	119	12	through	through	ADP
futech-462	119	13	computational	computational	ADJ
futech-462	119	14	linguistics	linguistic	NOUN
futech-462	119	15	approaches	approach	NOUN
futech-462	119	16	that	that	PRON
futech-462	119	17	assess	assess	VERB
futech-462	119	18	sentence	sentence	NOUN
futech-462	119	19	structure	structure	NOUN
futech-462	119	20	variety	variety	NOUN
futech-462	119	21	,	,	PUNCT
futech-462	119	22	clause	clause	NOUN
futech-462	119	23	combination	combination	NOUN
futech-462	119	24	sophistication	sophistication	NOUN
futech-462	119	25	,	,	PUNCT
futech-462	119	26	error	error	NOUN
futech-462	119	27	pattern	pattern	NOUN
futech-462	119	28	identification	identification	NOUN
futech-462	119	29	,	,	PUNCT
futech-462	119	30	and	and	CCONJ
futech-462	119	31	grammatical	grammatical	ADJ
futech-462	119	32	development	development	NOUN
futech-462	119	33	trajectories	trajectory	NOUN
futech-462	119	34	that	that	PRON
futech-462	119	35	indicate	indicate	VERB
futech-462	119	36	language	language	NOUN
futech-462	119	37	proficiency	proficiency	NOUN
futech-462	119	38	advancement	advancement	NOUN
futech-462	119	39	.	.	PUNCT
futech-462	120	1	vocabulary	vocabulary	ADJ
futech-462	120	2	dimension	dimension	NOUN
futech-462	120	3	analysis	analysis	NOUN
futech-462	120	4	concentrates	concentrate	VERB
futech-462	120	5	on	on	ADP
futech-462	120	6	lexical	lexical	ADJ
futech-462	120	7	richness	richness	NOUN
futech-462	120	8	and	and	CCONJ
futech-462	120	9	accuracy	accuracy	NOUN
futech-462	120	10	prediction	prediction	NOUN
futech-462	120	11	through	through	ADP
futech-462	120	12	corpusbased	corpusbase	VERB
futech-462	120	13	approaches	approach	NOUN
futech-462	120	14	that	that	PRON
futech-462	120	15	evaluate	evaluate	VERB
futech-462	120	16	word	word	NOUN
futech-462	120	17	choice	choice	NOUN
futech-462	120	18	appropriateness	appropriateness	NOUN
futech-462	120	19	,	,	PUNCT
futech-462	120	20	semantic	semantic	ADJ
futech-462	120	21	precision	precision	NOUN
futech-462	120	22	,	,	PUNCT
futech-462	120	23	vocabulary	vocabulary	ADJ
futech-462	120	24	range	range	NOUN
futech-462	120	25	expansion	expansion	NOUN
futech-462	120	26	,	,	PUNCT
futech-462	120	27	and	and	CCONJ
futech-462	120	28	register	register	VERB
futech-462	120	29	consistency	consistency	NOUN
futech-462	120	30	maintenance	maintenance	NOUN
futech-462	120	31	across	across	ADP
futech-462	120	32	different	different	ADJ
futech-462	120	33	writing	writing	NOUN
futech-462	120	34	contexts	context	NOUN
futech-462	120	35	and	and	CCONJ
futech-462	120	36	task	task	NOUN
futech-462	120	37	requirements	requirement	NOUN
futech-462	120	38	.	.	PUNCT
futech-462	121	1	input	input	NOUN
futech-462	121	2	layer	layer	NOUN
futech-462	121	3	:	:	PUNCT
futech-462	121	4	poa	poa	NOUN
futech-462	121	5	leaching	leach	VERB
futech-462	121	6	activity	activity	NOUN
futech-462	121	7	data	datum	NOUN
futech-462	121	8	collection	collection	NOUN
futech-462	121	9	real	real	ADJ
futech-462	121	10	-	-	PUNCT
futech-462	121	11	time	time	NOUN
futech-462	121	12	classroom	classroom	NOUN
futech-462	121	13	interaction	interaction	NOUN
futech-462	121	14	logs	log	VERB
futech-462	121	15	digital	digital	ADJ
futech-462	121	16	platform	platform	NOUN
futech-462	121	17	engagement	engagement	NOUN
futech-462	121	18	metrics	metric	NOUN
futech-462	121	19	writing	write	VERB
futech-462	121	20	portfolio	portfolio	NOUN
futech-462	121	21	development	development	NOUN
futech-462	121	22	trajectories	trajectory	NOUN
futech-462	121	23	peer	peer	VERB
futech-462	121	24	collaboration	collaboration	NOUN
futech-462	121	25	network	network	NOUN
futech-462	121	26	data	datum	NOUN
futech-462	121	27	teacher	teacher	NOUN
futech-462	121	28	observation	observation	NOUN
futech-462	121	29	records	record	NOUN
futech-462	121	30	processing	processing	NOUN
futech-462	121	31	layer	layer	NOUN
futech-462	121	32	:	:	PUNCT
futech-462	121	33	education	education	NOUN
futech-462	121	34	-	-	PUNCT
futech-462	121	35	theory	theory	NOUN
futech-462	121	36	-	-	PUNCT
futech-462	121	37	guided	guide	VERB
futech-462	121	38	feature	feature	NOUN
futech-462	121	39	engineering	engineering	NOUN
futech-462	121	40	data	datum	NOUN
futech-462	121	41	preprocessing	preprocessing	NOUN
futech-462	121	42	&	&	CCONJ
futech-462	121	43	normalization	normalization	NOUN
futech-462	121	44	educational	educational	ADJ
futech-462	121	45	feature	feature	NOUN
futech-462	121	46	engineering	engineering	NOUN
futech-462	121	47	pattern	pattern	NOUN
futech-462	121	48	recognition	recognition	NOUN
futech-462	121	49	&	&	CCONJ
futech-462	121	50	temporal	temporal	ADJ
futech-462	121	51	alignment	alignment	NOUN
futech-462	121	52	domain	domain	NOUN
futech-462	121	53	knowledge	knowledge	NOUN
futech-462	121	54	integration	integration	NOUN
futech-462	121	55	prediction	prediction	NOUN
futech-462	121	56	layer	layer	NOUN
futech-462	121	57	:	:	PUNCT
futech-462	121	58	five	five	NUM
futech-462	121	59	-	-	PUNCT
futech-462	121	60	dimensional	dimensional	ADJ
futech-462	121	61	writing	writing	NOUN
futech-462	121	62	ability	ability	NOUN
futech-462	121	63	forecasting	forecasting	NOUN
futech-462	121	64	content	content	NOUN
futech-462	121	65	prediction	prediction	NOUN
futech-462	121	66	organization	organization	NOUN
futech-462	121	67	prediction	prediction	NOUN
futech-462	121	68	language	language	NOUN
futech-462	121	69	use	use	NOUN
futech-462	121	70	prediction	prediction	NOUN
futech-462	121	71	vocabulary	vocabulary	NOUN
futech-462	121	72	prediction	prediction	NOUN
futech-462	121	73	mechanics	mechanic	NOUN
futech-462	121	74	prediction	prediction	NOUN
futech-462	121	75	application	application	NOUN
futech-462	121	76	layer	layer	NOUN
futech-462	121	77	:	:	PUNCT
futech-462	121	78	teacher	teacher	NOUN
futech-462	121	79	decision	decision	NOUN
futech-462	121	80	-	-	PUNCT
futech-462	121	81	support	support	NOUN
futech-462	121	82	&	&	CCONJ
futech-462	121	83	interpretable	interpretable	ADJ
futech-462	121	84	recommendations	recommendation	NOUN
futech-462	121	85	co	co	VERB
futech-462	121	86	nt	not	PART
futech-462	121	87	in	in	ADP
futech-462	121	88	uo	uo	NOUN
futech-462	121	89	us	we	PRON
futech-462	121	90	m	m	PROPN
futech-462	121	91	od	od	PROPN
futech-462	121	92	el	el	PROPN
futech-462	121	93	r	r	PROPN
futech-462	121	94	ef	ef	PROPN
futech-462	121	95	in	in	ADP
futech-462	121	96	em	em	PRON
futech-462	121	97	en	en	PROPN
futech-462	121	98	t	t	PROPN
futech-462	122	1	data	data	NOUN
futech-462	122	2	collection	collection	NOUN
futech-462	122	3	feature	feature	NOUN
futech-462	122	4	processing	processing	NOUN
futech-462	122	5	performance	performance	NOUN
futech-462	122	6	prediction	prediction	NOUN
futech-462	122	7	educational	educational	ADJ
futech-462	122	8	application	application	NOUN
futech-462	122	9	yu	yu	PROPN
futech-462	122	10	li	li	PROPN
futech-462	122	11	et	et	PROPN
futech-462	122	12	al	al	PROPN
futech-462	122	13	.	.	PROPN
futech-462	122	14	/future	/future	PUNCT
futech-462	122	15	technology	technology	PROPN
futech-462	122	16	november	november	PROPN
futech-462	122	17	2025|	2025|	NUM
futech-462	122	18	volume	volume	NOUN
futech-462	122	19	04	04	NUM
futech-462	123	1	|	|	ADV
futech-462	123	2	issue	issue	VERB
futech-462	123	3	04	04	NUM
futech-462	124	1	|	|	CCONJ
futech-462	124	2	pages	page	VERB
futech-462	124	3	100	100	NUM
futech-462	124	4	-	-	SYM
futech-462	124	5	116	116	NUM
futech-462	124	6	106	106	NUM
futech-462	124	7	mechanics	mechanic	NOUN
futech-462	124	8	dimension	dimension	NOUN
futech-462	124	9	assessment	assessment	NOUN
futech-462	124	10	targets	target	VERB
futech-462	124	11	spelling	spelling	NOUN
futech-462	124	12	and	and	CCONJ
futech-462	124	13	punctuation	punctuation	NOUN
futech-462	124	14	norm	norm	NOUN
futech-462	124	15	compliance	compliance	NOUN
futech-462	124	16	prediction	prediction	NOUN
futech-462	124	17	through	through	ADP
futech-462	124	18	error	error	NOUN
futech-462	124	19	detection	detection	NOUN
futech-462	124	20	algorithms	algorithm	NOUN
futech-462	124	21	that	that	PRON
futech-462	124	22	identify	identify	VERB
futech-462	124	23	persistent	persistent	ADJ
futech-462	124	24	mistake	mistake	NOUN
futech-462	124	25	patterns	pattern	NOUN
futech-462	124	26	,	,	PUNCT
futech-462	124	27	improvement	improvement	NOUN
futech-462	124	28	trajectory	trajectory	NOUN
futech-462	124	29	analysis	analysis	NOUN
futech-462	124	30	,	,	PUNCT
futech-462	124	31	and	and	CCONJ
futech-462	124	32	mechanical	mechanical	ADJ
futech-462	124	33	skill	skill	NOUN
futech-462	124	34	development	development	NOUN
futech-462	124	35	indicators	indicator	NOUN
futech-462	124	36	that	that	PRON
futech-462	124	37	correlate	correlate	VERB
futech-462	124	38	with	with	ADP
futech-462	124	39	overall	overall	ADJ
futech-462	124	40	writing	writing	NOUN
futech-462	124	41	proficiency	proficiency	NOUN
futech-462	124	42	advancement	advancement	NOUN
futech-462	124	43	,	,	PUNCT
futech-462	124	44	as	as	SCONJ
futech-462	124	45	summarized	summarize	VERB
futech-462	124	46	in	in	ADP
futech-462	124	47	table	table	NOUN
futech-462	124	48	2	2	NUM
futech-462	124	49	.	.	PUNCT
futech-462	125	1	cross	cross	ADJ
futech-462	125	2	-	-	ADJ
futech-462	125	3	dimensional	dimensional	ADJ
futech-462	125	4	interaction	interaction	NOUN
futech-462	125	5	modeling	modeling	NOUN
futech-462	125	6	reflects	reflect	VERB
futech-462	125	7	the	the	DET
futech-462	125	8	reality	reality	NOUN
futech-462	125	9	that	that	SCONJ
futech-462	125	10	writing	write	VERB
futech-462	125	11	proficiencies	proficiency	NOUN
futech-462	125	12	manifest	manifest	VERB
futech-462	125	13	intricate	intricate	ADJ
futech-462	125	14	interdependencies	interdependency	NOUN
futech-462	125	15	in	in	ADP
futech-462	125	16	which	which	PRON
futech-462	125	17	the	the	DET
futech-462	125	18	enrichment	enrichment	NOUN
futech-462	125	19	of	of	ADP
futech-462	125	20	vocabulary	vocabulary	ADJ
futech-462	125	21	profiles	profile	NOUN
futech-462	125	22	increases	increase	VERB
futech-462	125	23	one	one	NUM
futech-462	125	24	's	's	PART
futech-462	125	25	capacity	capacity	NOUN
futech-462	125	26	to	to	PART
futech-462	125	27	develop	develop	VERB
futech-462	125	28	textual	textual	ADJ
futech-462	125	29	content	content	NOUN
futech-462	125	30	and	and	CCONJ
futech-462	125	31	the	the	DET
futech-462	125	32	fostering	fostering	NOUN
futech-462	125	33	of	of	ADP
futech-462	125	34	organizational	organizational	ADJ
futech-462	125	35	skills	skill	NOUN
futech-462	125	36	to	to	PART
futech-462	125	37	help	help	VERB
futech-462	125	38	write	write	VERB
futech-462	125	39	more	more	ADV
futech-462	125	40	sophisticated	sophisticated	ADJ
futech-462	125	41	grammar	grammar	NOUN
futech-462	125	42	,	,	PUNCT
futech-462	125	43	with	with	ADP
futech-462	125	44	synergies	synergy	NOUN
futech-462	125	45	generating	generate	VERB
futech-462	125	46	additional	additional	ADJ
futech-462	125	47	returns	return	NOUN
futech-462	125	48	that	that	PRON
futech-462	125	49	push	push	VERB
futech-462	125	50	overall	overall	ADJ
futech-462	125	51	writing	writing	NOUN
futech-462	125	52	performance	performance	NOUN
futech-462	125	53	beyond	beyond	ADP
futech-462	125	54	additive	additive	ADJ
futech-462	125	55	component	component	NOUN
futech-462	125	56	contributions	contribution	NOUN
futech-462	125	57	.	.	PUNCT
futech-462	126	1	these	these	DET
futech-462	126	2	interaction	interaction	NOUN
futech-462	126	3	patterns	pattern	NOUN
futech-462	126	4	are	be	AUX
futech-462	126	5	revealed	reveal	VERB
futech-462	126	6	by	by	ADP
futech-462	126	7	advanced	advanced	ADJ
futech-462	126	8	correlation	correlation	NOUN
futech-462	126	9	analysis	analysis	NOUN
futech-462	126	10	in	in	ADP
futech-462	126	11	order	order	NOUN
futech-462	126	12	to	to	PART
futech-462	126	13	guide	guide	VERB
futech-462	126	14	systematic	systematic	ADJ
futech-462	126	15	intervention	intervention	NOUN
futech-462	126	16	strategies	strategy	NOUN
futech-462	126	17	that	that	PRON
futech-462	126	18	exploit	exploit	VERB
futech-462	126	19	competency	competency	NOUN
futech-462	126	20	interrelationships	interrelationship	NOUN
futech-462	126	21	for	for	ADP
futech-462	126	22	optimal	optimal	ADJ
futech-462	126	23	learning	learning	NOUN
futech-462	126	24	effects	effect	NOUN
futech-462	126	25	.	.	PUNCT
futech-462	127	1	an	an	DET
futech-462	127	2	ensemble	ensemble	ADJ
futech-462	127	3	learning	learning	NOUN
futech-462	127	4	prediction	prediction	NOUN
futech-462	127	5	optimization	optimization	NOUN
futech-462	127	6	strategy	strategy	NOUN
futech-462	127	7	is	be	AUX
futech-462	127	8	implemented	implement	VERB
futech-462	127	9	based	base	VERB
futech-462	127	10	on	on	ADP
futech-462	127	11	ensemble	ensemble	ADJ
futech-462	127	12	learning	learning	NOUN
futech-462	127	13	prediction	prediction	NOUN
futech-462	127	14	optimization	optimization	NOUN
futech-462	127	15	that	that	PRON
futech-462	127	16	integrates	integrate	VERB
futech-462	127	17	a	a	DET
futech-462	127	18	variety	variety	NOUN
futech-462	127	19	of	of	ADP
futech-462	127	20	algorithm	algorithm	NOUN
futech-462	127	21	approaches	approach	VERB
futech-462	127	22	so	so	SCONJ
futech-462	127	23	that	that	SCONJ
futech-462	127	24	the	the	DET
futech-462	127	25	prediction	prediction	NOUN
futech-462	127	26	accuracy	accuracy	NOUN
futech-462	127	27	can	can	AUX
futech-462	127	28	be	be	AUX
futech-462	127	29	improved	improve	VERB
futech-462	127	30	without	without	ADP
futech-462	127	31	losing	lose	VERB
futech-462	127	32	interpretability	interpretability	NOUN
futech-462	127	33	for	for	ADP
futech-462	127	34	educational	educational	ADJ
futech-462	127	35	applications	application	NOUN
futech-462	127	36	.	.	PUNCT
futech-462	128	1	the	the	DET
futech-462	128	2	ensemble	ensemble	ADJ
futech-462	128	3	learning	learning	NOUN
futech-462	128	4	approach	approach	NOUN
futech-462	128	5	combines	combine	VERB
futech-462	128	6	gradient	gradient	NOUN
futech-462	128	7	boosting	boost	VERB
futech-462	128	8	for	for	ADP
futech-462	128	9	sequential	sequential	ADJ
futech-462	128	10	learning	learning	NOUN
futech-462	128	11	pattern	pattern	NOUN
futech-462	128	12	capture	capture	NOUN
futech-462	128	13	,	,	PUNCT
futech-462	128	14	random	random	ADJ
futech-462	128	15	forest	forest	NOUN
futech-462	128	16	for	for	ADP
futech-462	128	17	high	high	ADJ
futech-462	128	18	-	-	PUNCT
futech-462	128	19	dimensional	dimensional	ADJ
futech-462	128	20	educational	educational	ADJ
futech-462	128	21	variable	variable	ADJ
futech-462	128	22	handling	handling	NOUN
futech-462	128	23	,	,	PUNCT
futech-462	128	24	neural	neural	ADJ
futech-462	128	25	networks	network	NOUN
futech-462	128	26	for	for	ADP
futech-462	128	27	non	non	ADJ
futech-462	128	28	-	-	ADJ
futech-462	128	29	linear	linear	ADJ
futech-462	128	30	cognitive	cognitive	ADJ
futech-462	128	31	relationship	relationship	NOUN
futech-462	128	32	modeling	modeling	NOUN
futech-462	128	33	,	,	PUNCT
futech-462	128	34	and	and	CCONJ
futech-462	128	35	support	support	VERB
futech-462	128	36	vector	vector	NOUN
futech-462	128	37	machines	machine	NOUN
futech-462	128	38	for	for	ADP
futech-462	128	39	robust	robust	ADJ
futech-462	128	40	classification	classification	NOUN
futech-462	128	41	boundary	boundary	ADJ
futech-462	128	42	establishment	establishment	NOUN
futech-462	128	43	.	.	PUNCT
futech-462	129	1	this	this	DET
futech-462	129	2	algorithm	algorithm	NOUN
futech-462	129	3	1	1	NUM
futech-462	129	4	:	:	PUNCT
futech-462	129	5	feature	feature	VERB
futech-462	129	6	adaptive	adaptive	ADJ
futech-462	129	7	selection	selection	NOUN
futech-462	129	8	mechanism	mechanism	NOUN
futech-462	129	9	input	input	NOUN
futech-462	129	10	:	:	PUNCT
futech-462	129	11	educational	educational	ADJ
futech-462	129	12	feature	feature	NOUN
futech-462	129	13	set	set	VERB
futech-462	129	14	f	f	NOUN
futech-462	129	15	,	,	PUNCT
futech-462	129	16	poa	poa	NOUN
futech-462	129	17	phase	phase	NOUN
futech-462	129	18	indicators	indicator	NOUN
futech-462	129	19	,	,	PUNCT
futech-462	129	20	sdt	sdt	PROPN
futech-462	129	21	engagement	engagement	PROPN
futech-462	129	22	data	data	PROPN
futech-462	129	23	,	,	PUNCT
futech-462	129	24	multi	multi	ADJ
futech-462	129	25	-	-	ADJ
futech-462	129	26	theoretical	theoretical	ADJ
futech-462	129	27	weights	weight	NOUN
futech-462	129	28	,	,	PUNCT
futech-462	129	29	learning	learn	VERB
futech-462	129	30	improvement	improvement	NOUN
futech-462	129	31	trajectories	trajectory	NOUN
futech-462	129	32	output	output	NOUN
futech-462	129	33	:	:	PUNCT
futech-462	129	34	dynamically	dynamically	ADV
futech-462	129	35	selected	select	VERB
futech-462	129	36	features	feature	NOUN
futech-462	129	37	prioritizing	prioritize	VERB
futech-462	129	38	sustained	sustained	ADJ
futech-462	129	39	learning	learn	VERB
futech-462	129	40	improvement	improvement	NOUN
futech-462	129	41	initialize	initialize	VERB
futech-462	129	42	theoretical	theoretical	ADJ
futech-462	129	43	framework	framework	NOUN
futech-462	129	44	weights	weight	NOUN
futech-462	129	45	for	for	ADP
futech-462	129	46	input	input	NOUN
futech-462	129	47	hypothesis	hypothesis	NOUN
futech-462	129	48	,	,	PUNCT
futech-462	129	49	social	social	ADJ
futech-462	129	50	constructivism	constructivism	NOUN
futech-462	129	51	,	,	PUNCT
futech-462	129	52	cognitive	cognitive	ADJ
futech-462	129	53	process	process	NOUN
futech-462	129	54	,	,	PUNCT
futech-462	129	55	sociocultural	sociocultural	ADJ
futech-462	129	56	theories	theory	NOUN
futech-462	129	57	define	define	VERB
futech-462	129	58	educationally	educationally	ADV
futech-462	129	59	meaningful	meaningful	ADJ
futech-462	129	60	variable	variable	ADJ
futech-462	129	61	categories	category	NOUN
futech-462	129	62	:	:	PUNCT
futech-462	129	63	student	student	NOUN
futech-462	129	64	engagement	engagement	NOUN
futech-462	129	65	indicators	indicator	NOUN
futech-462	129	66	(	(	PUNCT
futech-462	129	67	autonomy	autonomy	NOUN
futech-462	129	68	,	,	PUNCT
futech-462	129	69	competence	competence	NOUN
futech-462	129	70	,	,	PUNCT
futech-462	129	71	relatedness	relatedness	NOUN
futech-462	129	72	)	)	PUNCT
futech-462	129	73	collaborative	collaborative	ADJ
futech-462	129	74	learning	learning	NOUN
futech-462	129	75	participation	participation	NOUN
futech-462	129	76	rates	rate	NOUN
futech-462	129	77	progress	progress	VERB
futech-462	129	78	trajectory	trajectory	NOUN
futech-462	129	79	patterns	pattern	NOUN
futech-462	129	80	for	for	ADP
futech-462	129	81	each	each	DET
futech-462	129	82	poa	poa	NOUN
futech-462	129	83	phase	phase	NOUN
futech-462	129	84	(	(	PUNCT
futech-462	129	85	motivating	motivating	NOUN
futech-462	129	86	,	,	PUNCT
futech-462	129	87	enabling	enable	VERB
futech-462	129	88	,	,	PUNCT
futech-462	129	89	assessing	assess	VERB
futech-462	129	90	)	)	PUNCT
futech-462	129	91	do	do	AUX
futech-462	129	92	compute	compute	NOUN
futech-462	129	93	phase	phase	NOUN
futech-462	129	94	-	-	PUNCT
futech-462	129	95	specific	specific	ADJ
futech-462	129	96	educational	educational	ADJ
futech-462	129	97	significance	significance	NOUN
futech-462	129	98	for	for	SCONJ
futech-462	129	99	each	each	DET
futech-462	129	100	variable	variable	ADJ
futech-462	129	101	category	category	NOUN
futech-462	129	102	apply	apply	VERB
futech-462	129	103	dynamic	dynamic	ADJ
futech-462	129	104	weight	weight	NOUN
futech-462	129	105	adjustment	adjustment	NOUN
futech-462	129	106	based	base	VERB
futech-462	129	107	on	on	ADP
futech-462	129	108	sustained	sustained	ADJ
futech-462	129	109	learning	learning	NOUN
futech-462	129	110	improvement	improvement	NOUN
futech-462	129	111	correlation	correlation	NOUN
futech-462	129	112	end	end	NOUN
futech-462	129	113	for	for	ADP
futech-462	129	114	multi	multi	ADJ
futech-462	129	115	-	-	ADJ
futech-462	129	116	theoretical	theoretical	ADJ
futech-462	129	117	fusion	fusion	NOUN
futech-462	129	118	:	:	PUNCT
futech-462	129	119	analyze	analyze	VERB
futech-462	129	120	complex	complex	ADJ
futech-462	129	121	interactions	interaction	NOUN
futech-462	129	122	between	between	ADP
futech-462	129	123	learning	learn	VERB
futech-462	129	124	mechanisms	mechanism	NOUN
futech-462	129	125	balance	balance	NOUN
futech-462	129	126	feature	feature	NOUN
futech-462	129	127	representations	representation	NOUN
futech-462	129	128	across	across	ADP
futech-462	129	129	theoretical	theoretical	ADJ
futech-462	129	130	frameworks	framework	NOUN
futech-462	129	131	prioritize	prioritize	VERB
futech-462	129	132	sustained	sustained	ADJ
futech-462	129	133	learning	learn	VERB
futech-462	129	134	improvement	improvement	NOUN
futech-462	129	135	over	over	ADP
futech-462	129	136	predictive	predictive	ADJ
futech-462	129	137	accuracy	accuracy	NOUN
futech-462	129	138	for	for	ADP
futech-462	129	139	each	each	DET
futech-462	129	140	feature	feature	NOUN
futech-462	129	141	do	do	VERB
futech-462	129	142	if	if	SCONJ
futech-462	129	143	feature	feature	NOUN
futech-462	129	144	belongs	belong	VERB
futech-462	129	145	to	to	ADP
futech-462	129	146	educationally	educationally	ADV
futech-462	129	147	meaningful	meaningful	ADJ
futech-462	129	148	categories	category	NOUN
futech-462	129	149	and	and	CCONJ
futech-462	129	150	correlates	correlate	VERB
futech-462	129	151	with	with	ADP
futech-462	129	152	sustained	sustained	ADJ
futech-462	129	153	learning	learning	NOUN
futech-462	129	154	improvement	improvement	NOUN
futech-462	129	155	then	then	ADV
futech-462	129	156	select	select	VERB
futech-462	129	157	with	with	ADP
futech-462	129	158	poa	poa	NOUN
futech-462	129	159	-	-	PUNCT
futech-462	129	160	principle	principle	NOUN
futech-462	129	161	-	-	PUNCT
futech-462	129	162	based	base	VERB
futech-462	129	163	importance	importance	NOUN
futech-462	129	164	weight	weight	NOUN
futech-462	129	165	end	end	NOUN
futech-462	129	166	if	if	SCONJ
futech-462	129	167	end	end	NOUN
futech-462	129	168	for	for	ADP
futech-462	129	169	return	return	NOUN
futech-462	129	170	educational	educational	ADJ
futech-462	129	171	-	-	PUNCT
futech-462	129	172	priority	priority	NOUN
futech-462	129	173	features	feature	NOUN
futech-462	129	174	ensuring	ensure	VERB
futech-462	129	175	pedagogical	pedagogical	ADJ
futech-462	129	176	meaning	meaning	NOUN
futech-462	129	177	and	and	CCONJ
futech-462	129	178	learning	learn	VERB
futech-462	130	1	improvement	improvement	NOUN
futech-462	130	2	focus	focus	NOUN
futech-462	130	3	algorithm	algorithm	NOUN
futech-462	130	4	2	2	NUM
futech-462	130	5	:	:	PUNCT
futech-462	130	6	sdt	sdt	PROPN
futech-462	130	7	-	-	PUNCT
futech-462	130	8	based	base	VERB
futech-462	130	9	engagement	engagement	NOUN
futech-462	130	10	dynamic	dynamic	ADJ
futech-462	130	11	modeling	modeling	NOUN
futech-462	130	12	input	input	NOUN
futech-462	130	13	:	:	PUNCT
futech-462	130	14	sdt	sdt	PROPN
futech-462	130	15	three	three	NUM
futech-462	130	16	-	-	PUNCT
futech-462	130	17	dimensional	dimensional	ADJ
futech-462	130	18	engagement	engagement	NOUN
futech-462	130	19	data	datum	NOUN
futech-462	130	20	,	,	PUNCT
futech-462	130	21	individual	individual	ADJ
futech-462	130	22	baselines	baseline	NOUN
futech-462	130	23	,	,	PUNCT
futech-462	130	24	environmental	environmental	ADJ
futech-462	130	25	factors	factor	NOUN
futech-462	130	26	output	output	VERB
futech-462	130	27	:	:	PUNCT
futech-462	130	28	dynamic	dynamic	ADJ
futech-462	130	29	engagement	engagement	NOUN
futech-462	130	30	predictions	prediction	NOUN
futech-462	130	31	,	,	PUNCT
futech-462	130	32	early	early	ADJ
futech-462	130	33	warning	warning	NOUN
futech-462	130	34	indicators	indicator	NOUN
futech-462	130	35	,	,	PUNCT
futech-462	130	36	personalized	personalize	VERB
futech-462	130	37	thresholds	threshold	NOUN
futech-462	130	38	sdt	sdt	PROPN
futech-462	130	39	three	three	NUM
futech-462	130	40	-	-	PUNCT
futech-462	130	41	dimensional	dimensional	ADJ
futech-462	130	42	temporal	temporal	ADJ
futech-462	130	43	modeling	modeling	NOUN
futech-462	130	44	:	:	PUNCT
futech-462	130	45	for	for	ADP
futech-462	130	46	each	each	DET
futech-462	130	47	time	time	NOUN
futech-462	130	48	period	period	NOUN
futech-462	130	49	t	t	PROPN
futech-462	130	50	do	do	AUX
futech-462	130	51	collect	collect	VERB
futech-462	130	52	autonomy	autonomy	NOUN
futech-462	130	53	,	,	PUNCT
futech-462	130	54	competence	competence	NOUN
futech-462	130	55	,	,	PUNCT
futech-462	130	56	relatedness	relatedness	NOUN
futech-462	130	57	measurements	measurement	NOUN
futech-462	130	58	account	account	VERB
futech-462	130	59	for	for	ADP
futech-462	130	60	individual	individual	ADJ
futech-462	130	61	differences	difference	NOUN
futech-462	130	62	in	in	ADP
futech-462	130	63	motivation	motivation	NOUN
futech-462	130	64	development	development	NOUN
futech-462	130	65	account	account	NOUN
futech-462	130	66	for	for	ADP
futech-462	130	67	environmental	environmental	ADJ
futech-462	130	68	factors	factor	NOUN
futech-462	130	69	affecting	affect	VERB
futech-462	130	70	psychological	psychological	ADJ
futech-462	130	71	need	need	NOUN
futech-462	130	72	satisfaction	satisfaction	NOUN
futech-462	130	73	end	end	NOUN
futech-462	130	74	for	for	ADP
futech-462	130	75	engagement	engagement	NOUN
futech-462	130	76	pattern	pattern	NOUN
futech-462	130	77	evolution	evolution	NOUN
futech-462	130	78	capture	capture	NOUN
futech-462	130	79	:	:	PUNCT
futech-462	130	80	apply	apply	VERB
futech-462	130	81	time	time	NOUN
futech-462	130	82	-	-	PUNCT
futech-462	130	83	series	series	NOUN
futech-462	130	84	analysis	analysis	NOUN
futech-462	130	85	to	to	PART
futech-462	130	86	capture	capture	VERB
futech-462	130	87	engagement	engagement	NOUN
futech-462	130	88	pattern	pattern	NOUN
futech-462	130	89	evolution	evolution	NOUN
futech-462	130	90	across	across	ADP
futech-462	130	91	academic	academic	ADJ
futech-462	130	92	semester	semester	NOUN
futech-462	130	93	identify	identify	VERB
futech-462	130	94	critical	critical	ADJ
futech-462	130	95	transition	transition	NOUN
futech-462	130	96	points	point	NOUN
futech-462	130	97	where	where	SCONJ
futech-462	130	98	intervention	intervention	NOUN
futech-462	130	99	strategies	strategy	NOUN
futech-462	130	100	can	can	AUX
futech-462	130	101	maximize	maximize	VERB
futech-462	130	102	effectiveness	effectiveness	NOUN
futech-462	130	103	automatic	automatic	ADJ
futech-462	130	104	change	change	NOUN
futech-462	130	105	pattern	pattern	NOUN
futech-462	130	106	recognition	recognition	NOUN
futech-462	130	107	:	:	PUNCT
futech-462	130	108	for	for	SCONJ
futech-462	130	109	each	each	DET
futech-462	130	110	sdt	sdt	PROPN
futech-462	130	111	dimension	dimension	NOUN
futech-462	130	112	do	do	AUX
futech-462	130	113	detect	detect	VERB
futech-462	130	114	declining	decline	VERB
futech-462	130	115	motivation	motivation	NOUN
futech-462	130	116	indicators	indicator	NOUN
futech-462	130	117	before	before	SCONJ
futech-462	130	118	academic	academic	ADJ
futech-462	130	119	performance	performance	NOUN
futech-462	130	120	impact	impact	NOUN
futech-462	130	121	enable	enable	VERB
futech-462	130	122	proactive	proactive	ADJ
futech-462	130	123	intervention	intervention	NOUN
futech-462	130	124	through	through	ADP
futech-462	130	125	early	early	ADJ
futech-462	130	126	warning	warning	NOUN
futech-462	130	127	systems	system	NOUN
futech-462	130	128	end	end	VERB
futech-462	130	129	for	for	ADP
futech-462	130	130	personalized	personalized	ADJ
futech-462	130	131	warning	warning	NOUN
futech-462	130	132	threshold	threshold	NOUN
futech-462	130	133	adjustment	adjustment	NOUN
futech-462	130	134	:	:	PUNCT
futech-462	130	135	account	account	NOUN
futech-462	130	136	for	for	ADP
futech-462	130	137	individual	individual	ADJ
futech-462	130	138	baseline	baseline	NOUN
futech-462	130	139	differences	difference	NOUN
futech-462	130	140	and	and	CCONJ
futech-462	130	141	learning	learn	VERB
futech-462	130	142	trajectory	trajectory	NOUN
futech-462	130	143	variations	variation	NOUN
futech-462	130	144	minimize	minimize	VERB
futech-462	130	145	false	false	ADJ
futech-462	130	146	positive	positive	ADJ
futech-462	130	147	alerts	alert	NOUN
futech-462	130	148	while	while	SCONJ
futech-462	130	149	maintaining	maintain	VERB
futech-462	130	150	appropriate	appropriate	ADJ
futech-462	130	151	sensitivity	sensitivity	NOUN
futech-462	130	152	levels	level	NOUN
futech-462	130	153	return	return	VERB
futech-462	130	154	dynamic	dynamic	ADJ
futech-462	130	155	engagement	engagement	NOUN
futech-462	130	156	predictions	prediction	NOUN
futech-462	130	157	with	with	ADP
futech-462	130	158	personalized	personalize	VERB
futech-462	130	159	intervention	intervention	NOUN
futech-462	130	160	recommendations	recommendation	NOUN
futech-462	131	1	yu	yu	PROPN
futech-462	131	2	li	li	PROPN
futech-462	131	3	et	et	PROPN
futech-462	131	4	al	al	PROPN
futech-462	131	5	.	.	PROPN
futech-462	131	6	/future	/future	PUNCT
futech-462	131	7	technology	technology	PROPN
futech-462	131	8	november	november	PROPN
futech-462	131	9	2025|	2025|	NUM
futech-462	131	10	volume	volume	NOUN
futech-462	131	11	04	04	NUM
futech-462	132	1	|	|	ADV
futech-462	132	2	issue	issue	VERB
futech-462	132	3	04	04	NUM
futech-462	133	1	|	|	CCONJ
futech-462	133	2	pages	page	VERB
futech-462	133	3	100	100	NUM
futech-462	133	4	-	-	SYM
futech-462	133	5	116	116	NUM
futech-462	133	6	107	107	NUM
futech-462	133	7	combination	combination	NOUN
futech-462	133	8	leverages	leverage	NOUN
futech-462	133	9	each	each	DET
futech-462	133	10	algorithm	algorithm	NOUN
futech-462	133	11	's	's	PART
futech-462	133	12	strengths	strength	NOUN
futech-462	133	13	:	:	PUNCT
futech-462	133	14	gradient	gradient	ADJ
futech-462	133	15	boosting	boost	VERB
futech-462	133	16	handles	handle	NOUN
futech-462	133	17	temporal	temporal	ADJ
futech-462	133	18	dependencies	dependency	NOUN
futech-462	133	19	in	in	ADP
futech-462	133	20	writing	write	VERB
futech-462	133	21	development	development	NOUN
futech-462	133	22	,	,	PUNCT
futech-462	133	23	random	random	ADJ
futech-462	133	24	forest	forest	NOUN
futech-462	133	25	manages	manage	VERB
futech-462	133	26	missing	miss	VERB
futech-462	133	27	data	datum	NOUN
futech-462	133	28	common	common	ADJ
futech-462	133	29	in	in	ADP
futech-462	133	30	educational	educational	ADJ
futech-462	133	31	contexts	contexts	NOUN
futech-462	133	32	,	,	PUNCT
futech-462	133	33	neural	neural	ADJ
futech-462	133	34	networks	network	NOUN
futech-462	133	35	model	model	NOUN
futech-462	133	36	complex	complex	ADJ
futech-462	133	37	motivation	motivation	NOUN
futech-462	133	38	-	-	PUNCT
futech-462	133	39	performance	performance	NOUN
futech-462	133	40	relationships	relationship	NOUN
futech-462	133	41	,	,	PUNCT
futech-462	133	42	while	while	SCONJ
futech-462	133	43	support	support	NOUN
futech-462	133	44	vector	vector	NOUN
futech-462	133	45	machines	machine	NOUN
futech-462	133	46	provide	provide	VERB
futech-462	133	47	stable	stable	ADJ
futech-462	133	48	decision	decision	NOUN
futech-462	133	49	boundaries	boundary	NOUN
futech-462	133	50	across	across	ADP
futech-462	133	51	diverse	diverse	ADJ
futech-462	133	52	student	student	NOUN
futech-462	133	53	populations	population	NOUN
futech-462	133	54	.	.	PUNCT
futech-462	134	1	methods	method	NOUN
futech-462	134	2	for	for	ADP
futech-462	134	3	predicting	predict	VERB
futech-462	134	4	uncertainty	uncertainty	NOUN
futech-462	134	5	estimation	estimation	NOUN
futech-462	134	6	and	and	CCONJ
futech-462	134	7	visualization	visualization	NOUN
futech-462	134	8	can	can	AUX
futech-462	134	9	be	be	AUX
futech-462	134	10	employed	employ	VERB
futech-462	134	11	to	to	PART
futech-462	134	12	generate	generate	VERB
futech-462	134	13	a	a	DET
futech-462	134	14	confidence	confidence	NOUN
futech-462	134	15	interval	interval	NOUN
futech-462	134	16	for	for	ADP
futech-462	134	17	each	each	DET
futech-462	134	18	prediction	prediction	NOUN
futech-462	134	19	output	output	NOUN
futech-462	134	20	.	.	PUNCT
futech-462	135	1	stakeholders	stakeholder	NOUN
futech-462	135	2	can	can	AUX
futech-462	135	3	then	then	ADV
futech-462	135	4	use	use	VERB
futech-462	135	5	this	this	DET
futech-462	135	6	interval	interval	NOUN
futech-462	135	7	to	to	PART
futech-462	135	8	inform	inform	VERB
futech-462	135	9	evidence	evidence	NOUN
futech-462	135	10	-	-	PUNCT
futech-462	135	11	based	base	VERB
futech-462	135	12	decisions	decision	NOUN
futech-462	135	13	regarding	regard	VERB
futech-462	135	14	the	the	DET
futech-462	135	15	reliability	reliability	NOUN
futech-462	135	16	of	of	ADP
futech-462	135	17	the	the	DET
futech-462	135	18	prediction	prediction	NOUN
futech-462	135	19	and	and	CCONJ
futech-462	135	20	the	the	DET
futech-462	135	21	uncertainty	uncertainty	NOUN
futech-462	135	22	bounds	bound	VERB
futech-462	135	23	,	,	PUNCT
futech-462	135	24	thereby	thereby	ADV
futech-462	135	25	guiding	guide	VERB
futech-462	135	26	the	the	DET
futech-462	135	27	timing	timing	NOUN
futech-462	135	28	and	and	CCONJ
futech-462	135	29	extent	extent	NOUN
futech-462	135	30	of	of	ADP
futech-462	135	31	intervention	intervention	NOUN
futech-462	135	32	.	.	PUNCT
futech-462	136	1	validation	validation	NOUN
futech-462	136	2	models	model	NOUN
futech-462	136	3	,	,	PUNCT
futech-462	136	4	as	as	SCONJ
futech-462	136	5	utilized	utilize	VERB
futech-462	136	6	by	by	ADP
futech-462	136	7	the	the	DET
futech-462	136	8	approach	approach	NOUN
futech-462	136	9	,	,	PUNCT
futech-462	136	10	embed	embe	VERB
futech-462	136	11	domain	domain	NOUN
futech-462	136	12	knowledge	knowledge	NOUN
futech-462	136	13	from	from	ADP
futech-462	136	14	the	the	DET
futech-462	136	15	education	education	NOUN
futech-462	136	16	sector	sector	NOUN
futech-462	136	17	in	in	ADP
futech-462	136	18	the	the	DET
futech-462	136	19	form	form	NOUN
futech-462	136	20	of	of	ADP
futech-462	136	21	expert	expert	NOUN
futech-462	136	22	teacher	teacher	NOUN
futech-462	136	23	evaluations	evaluation	NOUN
futech-462	136	24	of	of	ADP
futech-462	136	25	the	the	DET
futech-462	136	26	accuracy	accuracy	NOUN
futech-462	136	27	of	of	ADP
futech-462	136	28	the	the	DET
futech-462	136	29	predictions	prediction	NOUN
futech-462	136	30	and	and	CCONJ
futech-462	136	31	the	the	DET
futech-462	136	32	relevance	relevance	NOUN
futech-462	136	33	of	of	ADP
futech-462	136	34	the	the	DET
futech-462	136	35	suggestions	suggestion	NOUN
futech-462	136	36	,	,	PUNCT
futech-462	136	37	thus	thus	ADV
futech-462	136	38	ensuring	ensure	VERB
futech-462	136	39	that	that	SCONJ
futech-462	136	40	the	the	DET
futech-462	136	41	algorithm	algorithm	NOUN
futech-462	136	42	outputs	output	NOUN
futech-462	136	43	are	be	AUX
futech-462	136	44	consistent	consistent	ADJ
futech-462	136	45	with	with	ADP
futech-462	136	46	experienced	experienced	ADJ
futech-462	136	47	practitioner	practitioner	NOUN
futech-462	136	48	views	view	NOUN
futech-462	136	49	on	on	ADP
futech-462	136	50	student	student	NOUN
futech-462	136	51	needs	need	NOUN
futech-462	136	52	or	or	CCONJ
futech-462	136	53	appropriate	appropriate	ADJ
futech-462	136	54	instructional	instructional	ADJ
futech-462	136	55	responses	response	NOUN
futech-462	136	56	.	.	PUNCT
futech-462	137	1	longitudinal	longitudinal	ADJ
futech-462	137	2	validation	validation	NOUN
futech-462	137	3	studies	study	NOUN
futech-462	137	4	monitor	monitor	VERB
futech-462	137	5	the	the	DET
futech-462	137	6	accuracy	accuracy	NOUN
futech-462	137	7	of	of	ADP
futech-462	137	8	the	the	DET
futech-462	137	9	prediction	prediction	NOUN
futech-462	137	10	over	over	ADP
futech-462	137	11	the	the	DET
futech-462	137	12	long	long	ADJ
futech-462	137	13	term	term	NOUN
futech-462	137	14	to	to	PART
futech-462	137	15	test	test	VERB
futech-462	137	16	whether	whether	SCONJ
futech-462	137	17	the	the	DET
futech-462	137	18	model	model	NOUN
futech-462	137	19	remains	remain	VERB
futech-462	137	20	stable	stable	ADJ
futech-462	137	21	and	and	CCONJ
futech-462	137	22	reliable	reliable	ADJ
futech-462	137	23	in	in	ADP
futech-462	137	24	different	different	ADJ
futech-462	137	25	educational	educational	ADJ
futech-462	137	26	contexts	context	NOUN
futech-462	137	27	and	and	CCONJ
futech-462	137	28	with	with	ADP
futech-462	137	29	different	different	ADJ
futech-462	137	30	types	type	NOUN
futech-462	137	31	of	of	ADP
futech-462	137	32	students	student	NOUN
futech-462	137	33	.	.	PUNCT
futech-462	138	1	interindividual	interindividual	PROPN
futech-462	138	2	fit	fit	ADJ
futech-462	138	3	between	between	ADP
futech-462	138	4	educational	educational	ADJ
futech-462	138	5	applications	application	NOUN
futech-462	138	6	and	and	CCONJ
futech-462	138	7	model	model	NOUN
futech-462	138	8	interpretability	interpretability	NOUN
futech-462	138	9	optimization	optimization	NOUN
futech-462	138	10	ensures	ensure	VERB
futech-462	138	11	that	that	SCONJ
futech-462	138	12	predictions	prediction	NOUN
futech-462	138	13	of	of	ADP
futech-462	138	14	underperforming	underperform	VERB
futech-462	138	15	work	work	NOUN
futech-462	138	16	are	be	AUX
futech-462	138	17	not	not	PART
futech-462	138	18	merely	merely	ADV
futech-462	138	19	output	output	ADJ
futech-462	138	20	values	value	NOUN
futech-462	138	21	but	but	CCONJ
futech-462	138	22	actionable	actionable	ADJ
futech-462	138	23	outcomes	outcome	NOUN
futech-462	138	24	that	that	PRON
futech-462	138	25	provide	provide	VERB
futech-462	138	26	advice	advice	NOUN
futech-462	138	27	for	for	ADP
futech-462	138	28	improving	improve	VERB
futech-462	138	29	the	the	DET
futech-462	138	30	instruction	instruction	NOUN
futech-462	138	31	process	process	NOUN
futech-462	138	32	.	.	PUNCT
futech-462	139	1	table	table	NOUN
futech-462	139	2	2	2	NUM
futech-462	139	3	.	.	NUM
futech-462	139	4	five	five	NUM
futech-462	139	5	-	-	PUNCT
futech-462	139	6	dimensional	dimensional	ADJ
futech-462	139	7	prediction	prediction	NOUN
futech-462	139	8	model	model	NOUN
futech-462	139	9	specifications	specification	NOUN
futech-462	139	10	writing	write	VERB
futech-462	139	11	dimension	dimension	NOUN
futech-462	139	12	technical	technical	ADJ
futech-462	139	13	approach	approach	NOUN
futech-462	139	14	key	key	ADJ
futech-462	139	15	assessment	assessment	NOUN
futech-462	139	16	indicators	indicator	NOUN
futech-462	139	17	prediction	prediction	NOUN
futech-462	139	18	focus	focus	VERB
futech-462	139	19	specialized	specialized	PROPN
futech-462	139	20	submodel	submodel	PROPN
futech-462	139	21	content	content	PROPN
futech-462	139	22	natural	natural	ADJ
futech-462	139	23	language	language	NOUN
futech-462	139	24	processing	processing	NOUN
futech-462	139	25	argument	argument	NOUN
futech-462	139	26	structure	structure	NOUN
futech-462	139	27	complexity	complexity	NOUN
futech-462	139	28	,	,	PUNCT
futech-462	139	29	evidence	evidence	NOUN
futech-462	139	30	integration	integration	NOUN
futech-462	139	31	patterns	pattern	NOUN
futech-462	139	32	,	,	PUNCT
futech-462	139	33	critical	critical	ADJ
futech-462	139	34	thinking	thinking	NOUN
futech-462	139	35	indicators	indicator	NOUN
futech-462	139	36	,	,	PUNCT
futech-462	139	37	conceptual	conceptual	ADJ
futech-462	139	38	development	development	NOUN
futech-462	139	39	progression	progression	NOUN
futech-462	139	40	thought	think	VERB
futech-462	139	41	depth	depth	NOUN
futech-462	139	42	and	and	CCONJ
futech-462	139	43	logical	logical	ADJ
futech-462	139	44	coherence	coherence	NOUN
futech-462	139	45	forecasting	forecast	VERB
futech-462	139	46	multi	multi	ADJ
futech-462	139	47	-	-	ADJ
futech-462	139	48	sample	sample	ADJ
futech-462	139	49	content	content	NOUN
futech-462	139	50	analysis	analysis	NOUN
futech-462	139	51	organization	organization	NOUN
futech-462	139	52	discourse	discourse	VERB
futech-462	139	53	analysis	analysis	NOUN
futech-462	139	54	algorithms	algorithm	NOUN
futech-462	139	55	paragraph	paragraph	NOUN
futech-462	139	56	transition	transition	NOUN
futech-462	139	57	effectiveness	effectiveness	NOUN
futech-462	139	58	,	,	PUNCT
futech-462	139	59	thesis	thesis	NOUN
futech-462	139	60	development	development	NOUN
futech-462	139	61	consistency	consistency	NOUN
futech-462	139	62	,	,	PUNCT
futech-462	139	63	conclusion	conclusion	NOUN
futech-462	139	64	synthesis	synthesis	NOUN
futech-462	139	65	quality	quality	NOUN
futech-462	139	66	,	,	PUNCT
futech-462	139	67	overall	overall	ADJ
futech-462	139	68	architectural	architectural	ADJ
futech-462	139	69	soundness	soundness	NOUN
futech-462	139	70	structural	structural	ADJ
futech-462	139	71	integrity	integrity	NOUN
futech-462	139	72	and	and	CCONJ
futech-462	139	73	coherence	coherence	NOUN
futech-462	139	74	prediction	prediction	NOUN
futech-462	139	75	compositional	compositional	ADJ
futech-462	139	76	structure	structure	NOUN
futech-462	139	77	modeling	model	VERB
futech-462	139	78	language	language	NOUN
futech-462	139	79	use	use	VERB
futech-462	139	80	computational	computational	ADJ
futech-462	139	81	linguistics	linguistic	NOUN
futech-462	139	82	sentence	sentence	NOUN
futech-462	139	83	structure	structure	NOUN
futech-462	139	84	variety	variety	NOUN
futech-462	139	85	,	,	PUNCT
futech-462	139	86	clause	clause	NOUN
futech-462	139	87	combination	combination	NOUN
futech-462	139	88	sophistication	sophistication	NOUN
futech-462	139	89	,	,	PUNCT
futech-462	139	90	error	error	NOUN
futech-462	139	91	pattern	pattern	NOUN
futech-462	139	92	identification	identification	NOUN
futech-462	139	93	,	,	PUNCT
futech-462	139	94	grammatical	grammatical	ADJ
futech-462	139	95	development	development	NOUN
futech-462	139	96	trajectories	trajectory	NOUN
futech-462	139	97	grammatical	grammatical	ADJ
futech-462	139	98	accuracy	accuracy	NOUN
futech-462	139	99	and	and	CCONJ
futech-462	139	100	syntactic	syntactic	ADJ
futech-462	139	101	complexity	complexity	NOUN
futech-462	139	102	prediction	prediction	NOUN
futech-462	139	103	language	language	NOUN
futech-462	139	104	proficiency	proficiency	NOUN
futech-462	139	105	advancement	advancement	NOUN
futech-462	139	106	tracking	tracking	NOUN
futech-462	139	107	vocabulary	vocabulary	ADJ
futech-462	139	108	corpus	corpus	NOUN
futech-462	139	109	-	-	PUNCT
futech-462	139	110	based	base	VERB
futech-462	139	111	approaches	approach	NOUN
futech-462	139	112	word	word	NOUN
futech-462	139	113	choice	choice	NOUN
futech-462	139	114	appropriateness	appropriateness	NOUN
futech-462	139	115	,	,	PUNCT
futech-462	139	116	semantic	semantic	ADJ
futech-462	139	117	precision	precision	NOUN
futech-462	139	118	,	,	PUNCT
futech-462	139	119	vocabulary	vocabulary	ADJ
futech-462	139	120	range	range	NOUN
futech-462	139	121	expansion	expansion	NOUN
futech-462	139	122	,	,	PUNCT
futech-462	139	123	register	register	VERB
futech-462	139	124	consistency	consistency	NOUN
futech-462	139	125	maintenance	maintenance	NOUN
futech-462	139	126	lexical	lexical	ADJ
futech-462	139	127	richness	richness	NOUN
futech-462	139	128	and	and	CCONJ
futech-462	139	129	accuracy	accuracy	NOUN
futech-462	139	130	prediction	prediction	NOUN
futech-462	139	131	cross	cross	ADJ
futech-462	139	132	-	-	ADJ
futech-462	139	133	context	context	ADJ
futech-462	139	134	vocabulary	vocabulary	ADJ
futech-462	139	135	analysis	analysis	NOUN
futech-462	139	136	mechanics	mechanic	NOUN
futech-462	139	137	error	error	NOUN
futech-462	139	138	detection	detection	NOUN
futech-462	139	139	algorithms	algorithm	VERB
futech-462	139	140	persistent	persistent	ADJ
futech-462	139	141	mistake	mistake	NOUN
futech-462	139	142	patterns	pattern	NOUN
futech-462	139	143	,	,	PUNCT
futech-462	139	144	improvement	improvement	NOUN
futech-462	139	145	trajectory	trajectory	NOUN
futech-462	139	146	analysis	analysis	NOUN
futech-462	139	147	,	,	PUNCT
futech-462	139	148	spelling	spelling	NOUN
futech-462	139	149	compliance	compliance	NOUN
futech-462	139	150	indicators	indicator	NOUN
futech-462	139	151	,	,	PUNCT
futech-462	139	152	punctuation	punctuation	NOUN
futech-462	139	153	norm	norm	NOUN
futech-462	139	154	adherence	adherence	NOUN
futech-462	139	155	spelling	spelling	NOUN
futech-462	139	156	and	and	CCONJ
futech-462	139	157	punctuation	punctuation	NOUN
futech-462	139	158	norm	norm	NOUN
futech-462	139	159	compliance	compliance	NOUN
futech-462	139	160	prediction	prediction	NOUN
futech-462	139	161	mechanical	mechanical	ADJ
futech-462	139	162	skill	skill	NOUN
futech-462	139	163	development	development	NOUN
futech-462	139	164	modeling	modeling	NOUN
futech-462	139	165	table	table	NOUN
futech-462	139	166	3	3	NUM
futech-462	139	167	.	.	PUNCT
futech-462	139	168	model	model	NOUN
futech-462	139	169	interpretability	interpretability	NOUN
futech-462	139	170	components	component	NOUN
futech-462	140	1	interpretability	interpretability	NOUN
futech-462	140	2	component	component	NOUN
futech-462	140	3	educational	educational	ADJ
futech-462	140	4	purpose	purpose	NOUN
futech-462	140	5	output	output	NOUN
futech-462	140	6	format	format	NOUN
futech-462	140	7	teacher	teacher	NOUN
futech-462	140	8	decision	decision	NOUN
futech-462	140	9	support	support	VERB
futech-462	140	10	practical	practical	ADJ
futech-462	140	11	utility	utility	NOUN
futech-462	140	12	feature	feature	NOUN
futech-462	140	13	importance	importance	NOUN
futech-462	140	14	analysis	analysis	NOUN
futech-462	140	15	highlight	highlight	VERB
futech-462	140	16	behavioral	behavioral	ADJ
futech-462	140	17	indicators	indicator	NOUN
futech-462	140	18	and	and	CCONJ
futech-462	140	19	learning	learn	VERB
futech-462	140	20	patterns	pattern	NOUN
futech-462	140	21	contributing	contribute	VERB
futech-462	140	22	to	to	ADP
futech-462	140	23	predictions	prediction	NOUN
futech-462	140	24	ranked	rank	VERB
futech-462	140	25	importance	importance	NOUN
futech-462	140	26	scores	score	NOUN
futech-462	140	27	with	with	ADP
futech-462	140	28	educational	educational	ADJ
futech-462	140	29	context	context	NOUN
futech-462	140	30	focus	focus	NOUN
futech-462	140	31	intervention	intervention	NOUN
futech-462	140	32	efforts	effort	NOUN
futech-462	140	33	on	on	ADP
futech-462	140	34	high	high	ADJ
futech-462	140	35	-	-	PUNCT
futech-462	140	36	impact	impact	NOUN
futech-462	140	37	areas	area	NOUN
futech-462	140	38	identify	identify	VERB
futech-462	140	39	key	key	ADJ
futech-462	140	40	factors	factor	NOUN
futech-462	140	41	affecting	affect	VERB
futech-462	140	42	student	student	NOUN
futech-462	140	43	performance	performance	NOUN
futech-462	140	44	educational	educational	ADJ
futech-462	140	45	rationale	rationale	NOUN
futech-462	140	46	generation	generation	NOUN
futech-462	140	47	explain	explain	VERB
futech-462	140	48	algorithmic	algorithmic	ADJ
futech-462	140	49	recommendations	recommendation	NOUN
futech-462	140	50	using	use	VERB
futech-462	140	51	pedagogical	pedagogical	ADJ
futech-462	140	52	principles	principle	NOUN
futech-462	140	53	natural	natural	ADJ
futech-462	140	54	language	language	NOUN
futech-462	140	55	explanations	explanation	NOUN
futech-462	140	56	linked	link	VERB
futech-462	140	57	to	to	ADP
futech-462	140	58	poa	poa	PROPN
futech-462	140	59	theory	theory	NOUN
futech-462	140	60	understand	understand	VERB
futech-462	140	61	the	the	DET
futech-462	140	62	reasoning	reasoning	NOUN
futech-462	140	63	behind	behind	ADP
futech-462	140	64	intervention	intervention	NOUN
futech-462	140	65	suggestions	suggestion	NOUN
futech-462	140	66	bridge	bridge	VERB
futech-462	140	67	technical	technical	ADJ
futech-462	140	68	predictions	prediction	NOUN
futech-462	140	69	with	with	ADP
futech-462	140	70	teaching	teach	VERB
futech-462	140	71	practice	practice	NOUN
futech-462	140	72	actionable	actionable	ADJ
futech-462	140	73	insight	insight	NOUN
futech-462	140	74	extraction	extraction	NOUN
futech-462	140	75	transform	transform	VERB
futech-462	140	76	statistical	statistical	ADJ
futech-462	140	77	outputs	output	NOUN
futech-462	140	78	into	into	ADP
futech-462	140	79	instructional	instructional	ADJ
futech-462	140	80	improvement	improvement	NOUN
futech-462	140	81	strategies	strategy	NOUN
futech-462	140	82	specific	specific	ADJ
futech-462	140	83	teaching	teaching	NOUN
futech-462	140	84	recommendations	recommendation	NOUN
futech-462	140	85	with	with	ADP
futech-462	140	86	implementation	implementation	NOUN
futech-462	140	87	steps	step	NOUN
futech-462	140	88	support	support	VERB
futech-462	140	89	instructional	instructional	ADJ
futech-462	140	90	modifications	modification	NOUN
futech-462	140	91	and	and	CCONJ
futech-462	140	92	student	student	NOUN
futech-462	140	93	grouping	grouping	NOUN
futech-462	140	94	decisions	decision	NOUN
futech-462	140	95	direct	direct	ADJ
futech-462	140	96	classroom	classroom	NOUN
futech-462	140	97	application	application	NOUN
futech-462	140	98	guidance	guidance	NOUN
futech-462	140	99	prediction	prediction	NOUN
futech-462	140	100	confidence	confidence	NOUN
futech-462	140	101	visualization	visualization	NOUN
futech-462	140	102	display	display	NOUN
futech-462	140	103	uncertainty	uncertainty	NOUN
futech-462	140	104	levels	level	NOUN
futech-462	140	105	and	and	CCONJ
futech-462	140	106	reliability	reliability	NOUN
futech-462	140	107	assessments	assessment	NOUN
futech-462	140	108	confidence	confidence	NOUN
futech-462	140	109	intervals	interval	NOUN
futech-462	140	110	with	with	ADP
futech-462	140	111	educational	educational	ADJ
futech-462	140	112	interpretation	interpretation	NOUN
futech-462	140	113	inform	inform	VERB
futech-462	140	114	intervention	intervention	NOUN
futech-462	140	115	timing	timing	NOUN
futech-462	140	116	and	and	CCONJ
futech-462	140	117	intensity	intensity	NOUN
futech-462	140	118	decisions	decision	NOUN
futech-462	140	119	enable	enable	VERB
futech-462	140	120	evidencebased	evidencebased	ADJ
futech-462	140	121	teaching	teaching	NOUN
futech-462	140	122	adjustments	adjustment	NOUN
futech-462	140	123	learning	learn	VERB
futech-462	140	124	pattern	pattern	NOUN
futech-462	140	125	recognition	recognition	NOUN
futech-462	140	126	identify	identify	VERB
futech-462	140	127	recurring	recur	VERB
futech-462	140	128	behavioral	behavioral	ADJ
futech-462	140	129	and	and	CCONJ
futech-462	140	130	cognitive	cognitive	ADJ
futech-462	140	131	patterns	pattern	NOUN
futech-462	140	132	across	across	ADP
futech-462	140	133	students	student	NOUN
futech-462	140	134	visual	visual	ADJ
futech-462	140	135	pattern	pattern	NOUN
futech-462	140	136	summaries	summary	NOUN
futech-462	140	137	with	with	ADP
futech-462	140	138	trend	trend	NOUN
futech-462	140	139	analysis	analysis	NOUN
futech-462	140	140	recognize	recognize	VERB
futech-462	140	141	effective	effective	ADJ
futech-462	140	142	teaching	teaching	NOUN
futech-462	140	143	strategies	strategy	NOUN
futech-462	140	144	and	and	CCONJ
futech-462	140	145	problematic	problematic	ADJ
futech-462	140	146	areas	area	NOUN
futech-462	141	1	systematic	systematic	ADJ
futech-462	141	2	teaching	teaching	NOUN
futech-462	141	3	approach	approach	NOUN
futech-462	141	4	optimization	optimization	NOUN
futech-462	141	5	intervention	intervention	NOUN
futech-462	141	6	strategy	strategy	NOUN
futech-462	141	7	mapping	mapping	NOUN
futech-462	141	8	connect	connect	VERB
futech-462	141	9	predictions	prediction	NOUN
futech-462	141	10	to	to	ADP
futech-462	141	11	personalized	personalize	VERB
futech-462	141	12	educational	educational	ADJ
futech-462	141	13	interventions	intervention	NOUN
futech-462	141	14	customized	customize	VERB
futech-462	141	15	intervention	intervention	NOUN
futech-462	141	16	recommendations	recommendation	NOUN
futech-462	141	17	with	with	ADP
futech-462	141	18	success	success	NOUN
futech-462	141	19	probabilities	probability	NOUN
futech-462	141	20	provide	provide	VERB
futech-462	141	21	individualized	individualized	ADJ
futech-462	141	22	student	student	NOUN
futech-462	141	23	support	support	NOUN
futech-462	141	24	strategies	strategy	NOUN
futech-462	142	1	practical	practical	ADJ
futech-462	142	2	intervention	intervention	NOUN
futech-462	142	3	implementation	implementation	NOUN
futech-462	142	4	framework	framework	NOUN
futech-462	142	5	yu	yu	PROPN
futech-462	142	6	li	li	PROPN
futech-462	142	7	et	et	PROPN
futech-462	142	8	al	al	PROPN
futech-462	142	9	.	.	PROPN
futech-462	142	10	/future	/future	PUNCT
futech-462	142	11	technology	technology	PROPN
futech-462	142	12	november	november	PROPN
futech-462	142	13	2025|	2025|	NUM
futech-462	142	14	volume	volume	NOUN
futech-462	142	15	04	04	NUM
futech-462	143	1	|	|	ADV
futech-462	143	2	issue	issue	VERB
futech-462	143	3	04	04	NUM
futech-462	144	1	|	|	CCONJ
futech-462	144	2	pages	page	VERB
futech-462	144	3	100	100	NUM
futech-462	144	4	-	-	SYM
futech-462	144	5	116	116	NUM
futech-462	144	6	108	108	NUM
futech-462	144	7	feature	feature	NOUN
futech-462	144	8	importance	importance	NOUN
futech-462	144	9	analysis	analysis	NOUN
futech-462	144	10	features	feature	NOUN
futech-462	144	11	reflect	reflect	VERB
futech-462	144	12	on	on	ADP
futech-462	144	13	which	which	PRON
futech-462	144	14	individual	individual	ADJ
futech-462	144	15	behaviors	behavior	NOUN
futech-462	144	16	and	and	CCONJ
futech-462	144	17	learning	learn	VERB
futech-462	144	18	dynamics	dynamic	NOUN
futech-462	144	19	are	be	AUX
futech-462	144	20	most	most	ADV
futech-462	144	21	influential	influential	ADJ
futech-462	144	22	to	to	ADP
futech-462	144	23	predicting	predict	VERB
futech-462	144	24	performance	performance	NOUN
futech-462	144	25	,	,	PUNCT
futech-462	144	26	where	where	SCONJ
futech-462	144	27	intervention	intervention	NOUN
futech-462	144	28	activities	activity	NOUN
futech-462	144	29	should	should	AUX
futech-462	144	30	be	be	AUX
futech-462	144	31	prioritized	prioritize	VERB
futech-462	144	32	,	,	PUNCT
futech-462	144	33	while	while	SCONJ
futech-462	144	34	understanding	understand	VERB
futech-462	144	35	the	the	DET
futech-462	144	36	pedagogical	pedagogical	ADJ
futech-462	144	37	reasoning	reasoning	NOUN
futech-462	144	38	underpinning	underpin	VERB
futech-462	144	39	algorithmic	algorithmic	ADJ
futech-462	144	40	suggestions	suggestion	NOUN
futech-462	144	41	(	(	PUNCT
futech-462	144	42	see	see	VERB
futech-462	144	43	table	table	NOUN
futech-462	144	44	3	3	NUM
futech-462	144	45	)	)	PUNCT
futech-462	144	46	.	.	PUNCT
futech-462	145	1	the	the	DET
futech-462	145	2	poa	poa	NOUN
futech-462	145	3	-	-	PUNCT
futech-462	145	4	mlsp	mlsp	ADJ
futech-462	145	5	framework	framework	NOUN
futech-462	145	6	establishes	establish	VERB
futech-462	145	7	a	a	DET
futech-462	145	8	comprehensive	comprehensive	ADJ
futech-462	145	9	four	four	NUM
futech-462	145	10	-	-	PUNCT
futech-462	145	11	layer	layer	NOUN
futech-462	145	12	architecture	architecture	NOUN
futech-462	145	13	that	that	PRON
futech-462	145	14	integrates	integrate	VERB
futech-462	145	15	poa	poa	NOUN
futech-462	145	16	theoretical	theoretical	ADJ
futech-462	145	17	principles	principle	NOUN
futech-462	145	18	with	with	ADP
futech-462	145	19	advanced	advanced	ADJ
futech-462	145	20	learning	learning	NOUN
futech-462	145	21	analytics	analytic	NOUN
futech-462	145	22	through	through	ADP
futech-462	145	23	education	education	NOUN
futech-462	145	24	-	-	PUNCT
futech-462	145	25	oriented	orient	VERB
futech-462	145	26	algorithmic	algorithmic	ADJ
futech-462	145	27	designs	design	NOUN
futech-462	145	28	.	.	PUNCT
futech-462	146	1	by	by	ADP
futech-462	146	2	implementing	implement	VERB
futech-462	146	3	the	the	DET
futech-462	146	4	feature	feature	NOUN
futech-462	146	5	adaptive	adaptive	ADJ
futech-462	146	6	selection	selection	NOUN
futech-462	146	7	mechanism	mechanism	NOUN
futech-462	146	8	and	and	CCONJ
futech-462	146	9	sdt	sdt	PROPN
futech-462	146	10	-	-	PUNCT
futech-462	146	11	based	base	VERB
futech-462	146	12	engagement	engagement	NOUN
futech-462	146	13	modeling	modeling	NOUN
futech-462	146	14	,	,	PUNCT
futech-462	146	15	this	this	DET
futech-462	146	16	methodological	methodological	ADJ
futech-462	146	17	foundation	foundation	NOUN
futech-462	146	18	enables	enable	VERB
futech-462	146	19	empirical	empirical	ADJ
futech-462	146	20	validation	validation	NOUN
futech-462	146	21	within	within	ADP
futech-462	146	22	authentic	authentic	ADJ
futech-462	146	23	cet-4	cet-4	NOUN
futech-462	146	24	writing	write	VERB
futech-462	146	25	instruction	instruction	NOUN
futech-462	146	26	contexts	context	NOUN
futech-462	146	27	for	for	ADP
futech-462	146	28	enhanced	enhanced	ADJ
futech-462	146	29	educational	educational	ADJ
futech-462	146	30	outcomes	outcome	NOUN
futech-462	146	31	.	.	PUNCT
futech-462	147	1	3	3	X
futech-462	147	2	.	.	NOUN
futech-462	147	3	results	result	VERB
futech-462	147	4	3.1	3.1	NUM
futech-462	147	5	data	datum	NOUN
futech-462	147	6	collection	collection	NOUN
futech-462	147	7	and	and	CCONJ
futech-462	147	8	preprocessing	preprocesse	VERB
futech-462	147	9	the	the	DET
futech-462	147	10	poa	poa	NOUN
futech-462	147	11	-	-	PUNCT
futech-462	147	12	mlsp	mlsp	ADJ
futech-462	147	13	framework	framework	NOUN
futech-462	147	14	validation	validation	NOUN
futech-462	147	15	was	be	AUX
futech-462	147	16	conducted	conduct	VERB
futech-462	147	17	at	at	ADP
futech-462	147	18	s	s	PROPN
futech-462	147	19	normal	normal	ADJ
futech-462	147	20	university	university	NOUN
futech-462	147	21	,	,	PUNCT
futech-462	147	22	involving	involve	VERB
futech-462	147	23	124	124	NUM
futech-462	147	24	students	student	NOUN
futech-462	147	25	distributed	distribute	VERB
futech-462	147	26	across	across	ADP
futech-462	147	27	poa	poa	PROPN
futech-462	147	28	experimental	experimental	ADJ
futech-462	147	29	classes	class	NOUN
futech-462	147	30	and	and	CCONJ
futech-462	147	31	traditional	traditional	ADJ
futech-462	147	32	instruction	instruction	NOUN
futech-462	147	33	control	control	NOUN
futech-462	147	34	groups	group	NOUN
futech-462	147	35	during	during	ADP
futech-462	147	36	a	a	DET
futech-462	147	37	complete	complete	ADJ
futech-462	147	38	16	16	NUM
futech-462	147	39	-	-	PUNCT
futech-462	147	40	week	week	NOUN
futech-462	147	41	academic	academic	ADJ
futech-462	147	42	semester	semester	NOUN
futech-462	147	43	.	.	PUNCT
futech-462	148	1	the	the	DET
futech-462	148	2	research	research	NOUN
futech-462	148	3	design	design	NOUN
futech-462	148	4	incorporated	incorporate	VERB
futech-462	148	5	authentic	authentic	ADJ
futech-462	148	6	educational	educational	ADJ
futech-462	148	7	environments	environment	NOUN
futech-462	148	8	while	while	SCONJ
futech-462	148	9	maintaining	maintain	VERB
futech-462	148	10	rigorous	rigorous	ADJ
futech-462	148	11	experimental	experimental	ADJ
futech-462	148	12	controls	control	NOUN
futech-462	148	13	necessary	necessary	ADJ
futech-462	148	14	for	for	ADP
futech-462	148	15	robust	robust	ADJ
futech-462	148	16	statistical	statistical	ADJ
futech-462	148	17	analysis	analysis	NOUN
futech-462	148	18	,	,	PUNCT
futech-462	148	19	as	as	SCONJ
futech-462	148	20	outlined	outline	VERB
futech-462	148	21	in	in	ADP
futech-462	148	22	table	table	NOUN
futech-462	148	23	4	4	NUM
futech-462	148	24	.	.	PUNCT
futech-462	149	1	this	this	DET
futech-462	149	2	table	table	NOUN
futech-462	149	3	shows	show	VERB
futech-462	149	4	comprehensive	comprehensive	ADJ
futech-462	149	5	experimental	experimental	ADJ
futech-462	149	6	specifications	specification	NOUN
futech-462	149	7	,	,	PUNCT
futech-462	149	8	including	include	VERB
futech-462	149	9	participant	participant	ADJ
futech-462	149	10	demographics	demographic	NOUN
futech-462	149	11	,	,	PUNCT
futech-462	149	12	class	class	NOUN
futech-462	149	13	distribution	distribution	NOUN
futech-462	149	14	,	,	PUNCT
futech-462	149	15	temporal	temporal	ADJ
futech-462	149	16	framework	framework	NOUN
futech-462	149	17	,	,	PUNCT
futech-462	149	18	and	and	CCONJ
futech-462	149	19	control	control	NOUN
futech-462	149	20	variables	variable	NOUN
futech-462	149	21	that	that	PRON
futech-462	149	22	ensured	ensure	VERB
futech-462	149	23	ecological	ecological	ADJ
futech-462	149	24	validity	validity	NOUN
futech-462	149	25	while	while	SCONJ
futech-462	149	26	enabling	enable	VERB
futech-462	149	27	meaningful	meaningful	ADJ
futech-462	149	28	statistical	statistical	ADJ
futech-462	149	29	comparisons	comparison	NOUN
futech-462	149	30	between	between	ADP
futech-462	149	31	poa	poa	NOUN
futech-462	149	32	-	-	PUNCT
futech-462	149	33	enhanced	enhanced	ADJ
futech-462	149	34	and	and	CCONJ
futech-462	149	35	traditional	traditional	ADJ
futech-462	149	36	instruction	instruction	NOUN
futech-462	149	37	approaches	approach	NOUN
futech-462	149	38	.	.	PUNCT
futech-462	150	1	multi	multi	ADJ
futech-462	150	2	-	-	ADJ
futech-462	150	3	source	source	ADJ
futech-462	150	4	educational	educational	ADJ
futech-462	150	5	data	datum	NOUN
futech-462	150	6	collection	collection	NOUN
futech-462	150	7	protocols	protocol	NOUN
futech-462	150	8	captured	capture	VERB
futech-462	150	9	behavioral	behavioral	ADJ
futech-462	150	10	,	,	PUNCT
futech-462	150	11	cognitive	cognitive	NOUN
futech-462	150	12	,	,	PUNCT
futech-462	150	13	and	and	CCONJ
futech-462	150	14	social	social	ADJ
futech-462	150	15	dimensions	dimension	NOUN
futech-462	150	16	of	of	ADP
futech-462	150	17	language	language	NOUN
futech-462	150	18	learning	learning	NOUN
futech-462	150	19	within	within	ADP
futech-462	150	20	poa	poa	NOUN
futech-462	150	21	instructional	instructional	ADJ
futech-462	150	22	contexts	contexts	PROPN
futech-462	150	23	while	while	SCONJ
futech-462	150	24	maintaining	maintain	VERB
futech-462	150	25	manageable	manageable	ADJ
futech-462	150	26	collection	collection	NOUN
futech-462	150	27	burdens	burden	NOUN
futech-462	150	28	for	for	ADP
futech-462	150	29	educational	educational	ADJ
futech-462	150	30	stakeholders	stakeholder	NOUN
futech-462	150	31	,	,	PUNCT
futech-462	150	32	as	as	SCONJ
futech-462	150	33	systematized	systematize	VERB
futech-462	150	34	in	in	ADP
futech-462	150	35	table	table	NOUN
futech-462	150	36	5	5	NUM
futech-462	150	37	.	.	PUNCT
futech-462	151	1	this	this	DET
futech-462	151	2	table	table	NOUN
futech-462	151	3	displays	display	VERB
futech-462	151	4	a	a	DET
futech-462	151	5	systematic	systematic	ADJ
futech-462	151	6	data	datum	NOUN
futech-462	151	7	collection	collection	NOUN
futech-462	151	8	that	that	PRON
futech-462	151	9	includes	include	VERB
futech-462	151	10	writing	write	VERB
futech-462	151	11	performance	performance	NOUN
futech-462	151	12	assessments	assessment	NOUN
futech-462	151	13	through	through	ADP
futech-462	151	14	jacobs	jacobs	PROPN
futech-462	151	15	’	'	PUNCT
futech-462	151	16	five	five	NUM
futech-462	151	17	-	-	PUNCT
futech-462	151	18	dimensional	dimensional	ADJ
futech-462	151	19	rubric	rubric	NOUN
futech-462	151	20	,	,	PUNCT
futech-462	151	21	student	student	NOUN
futech-462	151	22	engagement	engagement	NOUN
futech-462	151	23	measurements	measurement	NOUN
futech-462	151	24	by	by	ADP
futech-462	151	25	means	mean	NOUN
futech-462	151	26	of	of	ADP
futech-462	151	27	uwes	uwes	NOUN
futech-462	151	28	-	-	PUNCT
futech-462	151	29	s	s	NOUN
futech-462	151	30	scales	scale	NOUN
futech-462	151	31	,	,	PUNCT
futech-462	151	32	classroom	classroom	NOUN
futech-462	151	33	observation	observation	NOUN
futech-462	151	34	,	,	PUNCT
futech-462	151	35	and	and	CCONJ
futech-462	151	36	poa	poa	PROPN
futech-462	151	37	instructional	instructional	ADJ
futech-462	151	38	process	process	NOUN
futech-462	151	39	documentation	documentation	NOUN
futech-462	151	40	of	of	ADP
futech-462	151	41	teacher	teacher	NOUN
futech-462	151	42	-	-	PUNCT
futech-462	151	43	student	student	NOUN
futech-462	151	44	interactions	interaction	NOUN
futech-462	151	45	,	,	PUNCT
futech-462	151	46	peer	peer	NOUN
futech-462	151	47	collaboration	collaboration	NOUN
futech-462	151	48	network	network	NOUN
futech-462	151	49	,	,	PUNCT
futech-462	151	50	and	and	CCONJ
futech-462	151	51	resource	resource	NOUN
futech-462	151	52	utilization	utilization	NOUN
futech-462	151	53	through	through	ADP
futech-462	151	54	digital	digital	ADJ
futech-462	151	55	learning	learning	NOUN
futech-462	151	56	platforms	platform	NOUN
futech-462	151	57	and	and	CCONJ
futech-462	151	58	structured	structured	ADJ
futech-462	151	59	observation	observation	NOUN
futech-462	151	60	protocols	protocol	NOUN
futech-462	151	61	.	.	PUNCT
futech-462	152	1	preprocessing	preprocesse	VERB
futech-462	152	2	of	of	ADP
futech-462	152	3	the	the	DET
futech-462	152	4	data	datum	NOUN
futech-462	152	5	included	include	VERB
futech-462	152	6	the	the	DET
futech-462	152	7	use	use	NOUN
futech-462	152	8	of	of	ADP
futech-462	152	9	advanced	advanced	ADJ
futech-462	152	10	normalization	normalization	NOUN
futech-462	152	11	techniques	technique	NOUN
futech-462	152	12	tailored	tailor	VERB
futech-462	152	13	to	to	ADP
futech-462	152	14	educational	educational	ADJ
futech-462	152	15	settings	setting	NOUN
futech-462	152	16	,	,	PUNCT
futech-462	152	17	taking	take	VERB
futech-462	152	18	care	care	NOUN
futech-462	152	19	of	of	ADP
futech-462	152	20	integration	integration	NOUN
futech-462	152	21	of	of	ADP
futech-462	152	22	multi	multi	ADJ
futech-462	152	23	-	-	ADJ
futech-462	152	24	scale	scale	ADJ
futech-462	152	25	measurement	measurement	NOUN
futech-462	152	26	,	,	PUNCT
futech-462	152	27	timealignment	timealignment	ADJ
futech-462	152	28	effects	effect	NOUN
futech-462	152	29	,	,	PUNCT
futech-462	152	30	and	and	CCONJ
futech-462	152	31	individual	individual	ADJ
futech-462	152	32	-	-	PUNCT
futech-462	152	33	response	response	NOUN
futech-462	152	34	baseline	baseline	NOUN
futech-462	152	35	variations	variation	NOUN
futech-462	152	36	while	while	SCONJ
futech-462	152	37	maintaining	maintain	VERB
futech-462	152	38	pedagogical	pedagogical	ADJ
futech-462	152	39	interpretability	interpretability	NOUN
futech-462	152	40	necessary	necessary	ADJ
futech-462	152	41	for	for	SCONJ
futech-462	152	42	educational	educational	ADJ
futech-462	152	43	stakeholders	stakeholder	NOUN
futech-462	152	44	to	to	PART
futech-462	152	45	interpret	interpret	VERB
futech-462	152	46	,	,	PUNCT
futech-462	152	47	as	as	SCONJ
futech-462	152	48	described	describe	VERB
futech-462	152	49	in	in	ADP
futech-462	152	50	table	table	NOUN
futech-462	152	51	6	6	NUM
futech-462	152	52	.	.	PUNCT
futech-462	153	1	this	this	DET
futech-462	153	2	table	table	NOUN
futech-462	153	3	outlines	outline	VERB
futech-462	153	4	comprehensive	comprehensive	ADJ
futech-462	153	5	quality	quality	NOUN
futech-462	153	6	control	control	NOUN
futech-462	153	7	measures	measure	NOUN
futech-462	153	8	,	,	PUNCT
futech-462	153	9	including	include	VERB
futech-462	153	10	outlier	outlier	NOUN
futech-462	153	11	detection	detection	NOUN
futech-462	153	12	,	,	PUNCT
futech-462	153	13	distinguishing	distinguish	VERB
futech-462	153	14	educational	educational	ADJ
futech-462	153	15	phenomena	phenomenon	NOUN
futech-462	153	16	from	from	ADP
futech-462	153	17	collection	collection	NOUN
futech-462	153	18	errors	error	NOUN
futech-462	153	19	,	,	PUNCT
futech-462	153	20	normalization	normalization	NOUN
futech-462	153	21	techniques	technique	NOUN
futech-462	153	22	preserving	preserve	VERB
futech-462	153	23	educationally	educationally	ADV
futech-462	153	24	meaningful	meaningful	ADJ
futech-462	153	25	variance	variance	NOUN
futech-462	153	26	,	,	PUNCT
futech-462	153	27	temporal	temporal	ADJ
futech-462	153	28	alignment	alignment	NOUN
futech-462	153	29	algorithms	algorithm	NOUN
futech-462	153	30	synchronizing	synchronize	VERB
futech-462	153	31	multi	multi	ADJ
futech-462	153	32	-	-	ADJ
futech-462	153	33	instrument	instrument	ADJ
futech-462	153	34	data	datum	NOUN
futech-462	153	35	,	,	PUNCT
futech-462	153	36	and	and	CCONJ
futech-462	153	37	feature	feature	NOUN
futech-462	153	38	engineering	engineering	NOUN
futech-462	153	39	processes	process	NOUN
futech-462	153	40	that	that	PRON
futech-462	153	41	transformed	transform	VERB
futech-462	153	42	raw	raw	ADJ
futech-462	153	43	educational	educational	ADJ
futech-462	153	44	data	datum	NOUN
futech-462	153	45	into	into	ADP
futech-462	153	46	analytically	analytically	ADV
futech-462	153	47	tractable	tractable	ADJ
futech-462	153	48	variables	variable	NOUN
futech-462	153	49	while	while	SCONJ
futech-462	153	50	maintaining	maintain	VERB
futech-462	153	51	theoretical	theoretical	ADJ
futech-462	153	52	alignment	alignment	NOUN
futech-462	153	53	with	with	ADP
futech-462	153	54	poa	poa	NOUN
futech-462	153	55	principles	principle	NOUN
futech-462	153	56	and	and	CCONJ
futech-462	153	57	sdt	sdt	PROPN
futech-462	153	58	frameworks	framework	NOUN
futech-462	153	59	.	.	PUNCT
futech-462	154	1	3.2	3.2	NUM
futech-462	154	2	experimental	experimental	ADJ
futech-462	154	3	design	design	NOUN
futech-462	154	4	and	and	CCONJ
futech-462	154	5	model	model	NOUN
futech-462	154	6	training	train	VERB
futech-462	154	7	the	the	DET
futech-462	154	8	experimental	experimental	ADJ
futech-462	154	9	framework	framework	NOUN
futech-462	154	10	implemented	implement	VERB
futech-462	154	11	temporallyaware	temporallyaware	VERB
futech-462	154	12	methodological	methodological	ADJ
futech-462	154	13	approaches	approach	NOUN
futech-462	154	14	,	,	PUNCT
futech-462	154	15	respecting	respect	VERB
futech-462	154	16	chronological	chronological	ADJ
futech-462	154	17	learning	learn	VERB
futech-462	154	18	sequences	sequence	NOUN
futech-462	154	19	while	while	SCONJ
futech-462	154	20	ensuring	ensure	VERB
futech-462	154	21	robust	robust	ADJ
futech-462	154	22	validation	validation	NOUN
futech-462	154	23	procedures	procedure	NOUN
futech-462	154	24	.	.	PUNCT
futech-462	155	1	poa	poa	NOUN
futech-462	155	2	-	-	PUNCT
futech-462	155	3	mlsp	mlsp	ADJ
futech-462	155	4	model	model	NOUN
futech-462	155	5	training	training	NOUN
futech-462	155	6	procedures	procedure	NOUN
futech-462	155	7	integrated	integrate	VERB
futech-462	155	8	hyperparameter	hyperparameter	NOUN
futech-462	155	9	optimization	optimization	NOUN
futech-462	155	10	combining	combine	VERB
futech-462	155	11	grid	grid	NOUN
futech-462	155	12	search	search	NOUN
futech-462	155	13	exploration	exploration	NOUN
futech-462	155	14	with	with	ADP
futech-462	155	15	bayesian	bayesian	NOUN
futech-462	155	16	optimization	optimization	NOUN
futech-462	155	17	techniques	technique	NOUN
futech-462	155	18	,	,	PUNCT
futech-462	155	19	as	as	SCONJ
futech-462	155	20	presented	present	VERB
futech-462	155	21	in	in	ADP
futech-462	155	22	table	table	NOUN
futech-462	155	23	7	7	NUM
futech-462	155	24	.	.	PUNCT
futech-462	156	1	this	this	DET
futech-462	156	2	table	table	NOUN
futech-462	156	3	demonstrates	demonstrate	VERB
futech-462	156	4	systematic	systematic	ADJ
futech-462	156	5	model	model	NOUN
futech-462	156	6	training	training	NOUN
futech-462	156	7	,	,	PUNCT
futech-462	156	8	achieving	achieve	VERB
futech-462	156	9	86.4	86.4	NUM
futech-462	156	10	%	%	NOUN
futech-462	156	11	consistency	consistency	NOUN
futech-462	156	12	across	across	ADP
futech-462	156	13	multiple	multiple	ADJ
futech-462	156	14	random	random	ADJ
futech-462	156	15	initializations	initialization	NOUN
futech-462	156	16	,	,	PUNCT
futech-462	156	17	with	with	ADP
futech-462	156	18	an	an	DET
futech-462	156	19	optimal	optimal	ADJ
futech-462	156	20	hyperparameter	hyperparameter	NOUN
futech-462	156	21	configuration	configuration	NOUN
futech-462	156	22	identified	identify	VERB
futech-462	156	23	through	through	ADP
futech-462	156	24	47	47	NUM
futech-462	156	25	iterations	iteration	NOUN
futech-462	156	26	of	of	ADP
futech-462	156	27	combined	combined	ADJ
futech-462	156	28	grid	grid	NOUN
futech-462	156	29	search	search	NOUN
futech-462	156	30	and	and	CCONJ
futech-462	156	31	bayesian	bayesian	NOUN
futech-462	156	32	optimization	optimization	NOUN
futech-462	156	33	.	.	PUNCT
futech-462	157	1	cross	cross	ADJ
futech-462	157	2	-	-	NOUN
futech-462	157	3	validation	validation	NOUN
futech-462	157	4	yielded	yield	VERB
futech-462	157	5	an	an	DET
futech-462	157	6	average	average	ADJ
futech-462	157	7	score	score	NOUN
futech-462	157	8	of	of	ADP
futech-462	157	9	0.742	0.742	NUM
futech-462	157	10	±	±	NUM
futech-462	157	11	0.018	0.018	NUM
futech-462	157	12	while	while	SCONJ
futech-462	157	13	maintaining	maintain	VERB
futech-462	157	14	prediction	prediction	NOUN
futech-462	157	15	variance	variance	NOUN
futech-462	157	16	below	below	ADP
futech-462	157	17	6.1	6.1	NUM
futech-462	157	18	%	%	NOUN
futech-462	157	19	across	across	ADP
futech-462	157	20	all	all	DET
futech-462	157	21	dimensions	dimension	NOUN
futech-462	157	22	,	,	PUNCT
futech-462	157	23	ensuring	ensure	VERB
futech-462	157	24	acceptable	acceptable	ADJ
futech-462	157	25	model	model	NOUN
futech-462	157	26	stability	stability	NOUN
futech-462	157	27	.	.	PUNCT
futech-462	158	1	training	training	NOUN
futech-462	158	2	convergence	convergence	NOUN
futech-462	158	3	was	be	AUX
futech-462	158	4	achieved	achieve	VERB
futech-462	158	5	in	in	ADP
futech-462	158	6	82.7	82.7	NUM
futech-462	158	7	%	%	NOUN
futech-462	158	8	of	of	ADP
futech-462	158	9	runs	run	NOUN
futech-462	158	10	with	with	ADP
futech-462	158	11	early	early	ADJ
futech-462	158	12	stopping	stopping	NOUN
futech-462	158	13	at	at	ADP
futech-462	158	14	epoch	epoch	NOUN
futech-462	158	15	73	73	NUM
futech-462	158	16	,	,	PUNCT
futech-462	158	17	while	while	SCONJ
futech-462	158	18	84.3	84.3	NUM
futech-462	158	19	%	%	NOUN
futech-462	158	20	alignment	alignment	NOUN
futech-462	158	21	with	with	ADP
futech-462	158	22	pedagogical	pedagogical	ADJ
futech-462	158	23	expectations	expectation	NOUN
futech-462	158	24	validates	validate	VERB
futech-462	158	25	educational	educational	ADJ
futech-462	158	26	interpretability	interpretability	NOUN
futech-462	158	27	integration	integration	NOUN
futech-462	158	28	throughout	throughout	ADP
futech-462	158	29	the	the	DET
futech-462	158	30	training	training	NOUN
futech-462	158	31	process	process	NOUN
futech-462	158	32	.	.	PUNCT
futech-462	159	1	3.3	3.3	NUM
futech-462	159	2	core	core	NOUN
futech-462	159	3	framework	framework	NOUN
futech-462	159	4	component	component	NOUN
futech-462	159	5	validation	validation	NOUN
futech-462	159	6	and	and	CCONJ
futech-462	159	7	educational	educational	ADJ
futech-462	159	8	application	application	NOUN
futech-462	159	9	results	result	VERB
futech-462	159	10	the	the	DET
futech-462	159	11	validation	validation	NOUN
futech-462	159	12	of	of	ADP
futech-462	159	13	the	the	DET
futech-462	159	14	poa	poa	NOUN
futech-462	159	15	-	-	PUNCT
futech-462	159	16	mlsp	mlsp	ADJ
futech-462	159	17	model	model	NOUN
futech-462	159	18	indicates	indicate	VERB
futech-462	159	19	that	that	SCONJ
futech-462	159	20	the	the	DET
futech-462	159	21	system	system	NOUN
futech-462	159	22	has	have	AUX
futech-462	159	23	achieved	achieve	VERB
futech-462	159	24	systematic	systematic	ADJ
futech-462	159	25	effectiveness	effectiveness	NOUN
futech-462	159	26	in	in	ADP
futech-462	159	27	cet-4	cet-4	NOUN
futech-462	159	28	writing	write	VERB
futech-462	159	29	teaching	teaching	NOUN
futech-462	159	30	and	and	CCONJ
futech-462	159	31	learning	learn	VERB
futech-462	159	32	by	by	ADP
futech-462	159	33	virtue	virtue	NOUN
futech-462	159	34	of	of	ADP
futech-462	159	35	its	its	PRON
futech-462	159	36	integrated	integrated	ADJ
futech-462	159	37	fourlayer	fourlayer	NOUN
futech-462	159	38	architecture	architecture	NOUN
futech-462	159	39	,	,	PUNCT
futech-462	159	40	which	which	PRON
futech-462	159	41	seamlessly	seamlessly	ADV
futech-462	159	42	fuses	fuse	VERB
futech-462	159	43	advanced	advanced	ADJ
futech-462	159	44	learning	learning	NOUN
futech-462	159	45	analytics	analytic	NOUN
futech-462	159	46	with	with	ADP
futech-462	159	47	established	established	ADJ
futech-462	159	48	pedagogy	pedagogy	NOUN
futech-462	159	49	.	.	PUNCT
futech-462	160	1	table	table	NOUN
futech-462	160	2	4	4	NUM
futech-462	160	3	.	.	PUNCT
futech-462	160	4	experimental	experimental	ADJ
futech-462	160	5	design	design	NOUN
futech-462	160	6	and	and	CCONJ
futech-462	160	7	participant	participant	ADJ
futech-462	160	8	characteristics	characteristic	NOUN
futech-462	160	9	experimental	experimental	ADJ
futech-462	160	10	component	component	NOUN
futech-462	160	11	specification	specification	NOUN
futech-462	160	12	details	detail	NOUN
futech-462	160	13	research	research	NOUN
futech-462	160	14	setting	set	VERB
futech-462	160	15	s	s	VERB
futech-462	160	16	normal	normal	ADJ
futech-462	160	17	university	university	NOUN
futech-462	160	18	cet-4	cet-4	PUNCT
futech-462	160	19	writing	write	VERB
futech-462	160	20	program	program	NOUN
futech-462	160	21	authentic	authentic	ADJ
futech-462	160	22	classroom	classroom	NOUN
futech-462	160	23	environments	environment	NOUN
futech-462	160	24	study	study	NOUN
futech-462	160	25	duration	duration	NOUN
futech-462	160	26	16	16	NUM
futech-462	160	27	-	-	PUNCT
futech-462	160	28	week	week	NOUN
futech-462	160	29	academic	academic	ADJ
futech-462	160	30	semester	semester	NOUN
futech-462	160	31	complete	complete	ADJ
futech-462	160	32	instructional	instructional	ADJ
futech-462	160	33	cycle	cycle	NOUN
futech-462	160	34	total	total	NOUN
futech-462	160	35	participants	participant	NOUN
futech-462	160	36	124	124	NUM
futech-462	160	37	undergraduate	undergraduate	NOUN
futech-462	160	38	students	student	NOUN
futech-462	160	39	representative	representative	ADJ
futech-462	160	40	cet-4	cet-4	NOUN
futech-462	160	41	learner	learner	NOUN
futech-462	160	42	population	population	NOUN
futech-462	160	43	group	group	NOUN
futech-462	160	44	distribution	distribution	NOUN
futech-462	160	45	poa	poa	NOUN
futech-462	160	46	experimental	experimental	NOUN
futech-462	160	47	:	:	PUNCT
futech-462	160	48	62	62	NUM
futech-462	160	49	students	student	NOUN
futech-462	160	50	traditional	traditional	ADJ
futech-462	160	51	control	control	NOUN
futech-462	160	52	:	:	PUNCT
futech-462	160	53	62	62	NUM
futech-462	160	54	students	student	NOUN
futech-462	160	55	balanced	balance	VERB
futech-462	160	56	group	group	NOUN
futech-462	160	57	allocation	allocation	NOUN
futech-462	160	58	age	age	NOUN
futech-462	160	59	range	range	VERB
futech-462	160	60	18	18	NUM
futech-462	160	61	-	-	SYM
futech-462	160	62	22	22	NUM
futech-462	160	63	years	year	NOUN
futech-462	160	64	(	(	PUNCT
futech-462	160	65	mean	mean	VERB
futech-462	160	66	:	:	PUNCT
futech-462	160	67	19.8	19.8	NUM
futech-462	160	68	,	,	PUNCT
futech-462	160	69	sd	sd	NOUN
futech-462	160	70	:	:	PUNCT
futech-462	160	71	1.2	1.2	NUM
futech-462	160	72	)	)	PUNCT
futech-462	160	73	typical	typical	ADJ
futech-462	160	74	undergraduate	undergraduate	ADJ
futech-462	160	75	demographic	demographic	ADJ
futech-462	160	76	gender	gender	NOUN
futech-462	160	77	distribution	distribution	NOUN
futech-462	160	78	female	female	NOUN
futech-462	160	79	:	:	PUNCT
futech-462	160	80	68	68	NUM
futech-462	160	81	(	(	PUNCT
futech-462	160	82	54.8	54.8	NUM
futech-462	160	83	%	%	NOUN
futech-462	160	84	)	)	PUNCT
futech-462	160	85	male	male	NOUN
futech-462	160	86	:	:	PUNCT
futech-462	160	87	56	56	NUM
futech-462	160	88	(	(	PUNCT
futech-462	160	89	45.2	45.2	NUM
futech-462	160	90	%	%	NOUN
futech-462	160	91	)	)	PUNCT
futech-462	160	92	representative	representative	ADJ
futech-462	160	93	gender	gender	NOUN
futech-462	160	94	balance	balance	NOUN
futech-462	160	95	english	english	ADJ
futech-462	160	96	proficiency	proficiency	NOUN
futech-462	160	97	level	level	NOUN
futech-462	160	98	intermediate	intermediate	ADJ
futech-462	160	99	(	(	PUNCT
futech-462	160	100	cefr	cefr	ADJ
futech-462	160	101	b1	b1	NOUN
futech-462	160	102	-	-	PUNCT
futech-462	160	103	b2	b2	NOUN
futech-462	160	104	equivalent	equivalent	NOUN
futech-462	160	105	)	)	PUNCT
futech-462	160	106	pre	pre	ADJ
futech-462	160	107	-	-	NOUN
futech-462	160	108	cet-4	cet-4	NOUN
futech-462	160	109	preparation	preparation	NOUN
futech-462	160	110	level	level	NOUN
futech-462	160	111	academic	academic	ADJ
futech-462	160	112	majors	major	NOUN
futech-462	160	113	engineering	engineering	NOUN
futech-462	160	114	:	:	PUNCT
futech-462	160	115	35	35	NUM
futech-462	160	116	%	%	NOUN
futech-462	160	117	liberal	liberal	ADJ
futech-462	160	118	arts	art	NOUN
futech-462	160	119	:	:	PUNCT
futech-462	160	120	28	28	NUM
futech-462	160	121	%	%	NOUN
futech-462	160	122	business	business	NOUN
futech-462	160	123	:	:	PUNCT
futech-462	160	124	22	22	NUM
futech-462	160	125	%	%	NOUN
futech-462	160	126	sciences	science	NOUN
futech-462	160	127	:	:	PUNCT
futech-462	160	128	15	15	NUM
futech-462	160	129	%	%	NOUN
futech-462	160	130	diverse	diverse	ADJ
futech-462	160	131	academic	academic	ADJ
futech-462	160	132	backgrounds	background	NOUN
futech-462	160	133	prior	prior	ADV
futech-462	160	134	cet-4	cet-4	ADJ
futech-462	160	135	experience	experience	NOUN
futech-462	160	136	first	first	ADJ
futech-462	160	137	attempt	attempt	NOUN
futech-462	160	138	:	:	PUNCT
futech-462	160	139	89	89	NUM
futech-462	160	140	students	student	NOUN
futech-462	160	141	(	(	PUNCT
futech-462	160	142	71.8	71.8	NUM
futech-462	160	143	%	%	NOUN
futech-462	160	144	)	)	PUNCT
futech-462	160	145	repeat	repeat	NOUN
futech-462	160	146	attempt	attempt	NOUN
futech-462	160	147	:	:	PUNCT
futech-462	160	148	35	35	NUM
futech-462	160	149	students	student	NOUN
futech-462	160	150	(	(	PUNCT
futech-462	160	151	28.2	28.2	NUM
futech-462	160	152	%	%	NOUN
futech-462	160	153	)	)	PUNCT
futech-462	160	154	mixed	mixed	ADJ
futech-462	160	155	experience	experience	NOUN
futech-462	160	156	levels	level	NOUN
futech-462	160	157	class	class	NOUN
futech-462	160	158	schedule	schedule	NOUN
futech-462	160	159	4	4	NUM
futech-462	160	160	hours	hour	NOUN
futech-462	160	161	/	/	SYM
futech-462	160	162	week	week	NOUN
futech-462	160	163	writing	writing	NOUN
futech-462	160	164	instruction	instruction	NOUN
futech-462	160	165	consistent	consistent	ADJ
futech-462	160	166	instructional	instructional	ADJ
futech-462	160	167	time	time	NOUN
futech-462	160	168	instructor	instructor	NOUN
futech-462	160	169	qualifications	qualification	NOUN
futech-462	160	170	master's	master's	NOUN
futech-462	160	171	/	/	SYM
futech-462	160	172	phd	phd	NOUN
futech-462	160	173	in	in	ADP
futech-462	160	174	applied	apply	VERB
futech-462	160	175	linguistics	linguistic	NOUN
futech-462	160	176	5	5	NUM
futech-462	160	177	+	+	NUM
futech-462	160	178	years	year	NOUN
futech-462	160	179	cet-4	cet-4	PUNCT
futech-462	160	180	teaching	teach	VERB
futech-462	160	181	experience	experience	NOUN
futech-462	160	182	standardized	standardized	ADJ
futech-462	160	183	expertise	expertise	NOUN
futech-462	160	184	level	level	NOUN
futech-462	160	185	control	control	NOUN
futech-462	160	186	variables	variable	VERB
futech-462	160	187	same	same	ADJ
futech-462	160	188	curriculum	curriculum	NOUN
futech-462	160	189	materials	material	NOUN
futech-462	161	1	identical	identical	ADJ
futech-462	161	2	assessment	assessment	NOUN
futech-462	161	3	rubrics	rubric	NOUN
futech-462	161	4	matched	match	VERB
futech-462	161	5	class	class	NOUN
futech-462	161	6	times	time	NOUN
futech-462	161	7	methodological	methodological	ADJ
futech-462	161	8	rigor	rigor	NOUN
futech-462	161	9	yu	yu	PROPN
futech-462	161	10	li	li	PROPN
futech-462	161	11	et	et	PROPN
futech-462	161	12	al	al	PROPN
futech-462	161	13	.	.	PROPN
futech-462	161	14	/future	/future	PUNCT
futech-462	161	15	technology	technology	PROPN
futech-462	161	16	november	november	PROPN
futech-462	161	17	2025|	2025|	NUM
futech-462	161	18	volume	volume	NOUN
futech-462	161	19	04	04	NUM
futech-462	162	1	|	|	ADV
futech-462	162	2	issue	issue	VERB
futech-462	162	3	04	04	NUM
futech-462	163	1	|	|	CCONJ
futech-462	163	2	pages	page	VERB
futech-462	163	3	100	100	NUM
futech-462	163	4	-	-	SYM
futech-462	163	5	116	116	NUM
futech-462	163	6	109	109	NUM
futech-462	163	7	validation	validation	NOUN
futech-462	163	8	of	of	ADP
futech-462	163	9	algorithm	algorithm	NOUN
futech-462	163	10	1	1	NUM
futech-462	163	11	:	:	PUNCT
futech-462	163	12	the	the	DET
futech-462	163	13	validation	validation	NOUN
futech-462	163	14	indicated	indicate	VERB
futech-462	163	15	a	a	DET
futech-462	163	16	significant	significant	ADJ
futech-462	163	17	outperformance	outperformance	NOUN
futech-462	163	18	of	of	ADP
futech-462	163	19	traditional	traditional	ADJ
futech-462	163	20	methods	method	NOUN
futech-462	163	21	in	in	ADP
futech-462	163	22	finding	find	VERB
futech-462	163	23	educationally	educationally	ADV
futech-462	163	24	meaningful	meaningful	ADJ
futech-462	163	25	variables	variable	NOUN
futech-462	163	26	,	,	PUNCT
futech-462	163	27	such	such	ADJ
futech-462	163	28	as	as	ADP
futech-462	163	29	student	student	NOUN
futech-462	163	30	engagement	engagement	NOUN
futech-462	163	31	indicators	indicator	NOUN
futech-462	163	32	and	and	CCONJ
futech-462	163	33	collaborative	collaborative	ADJ
futech-462	163	34	learning	learning	NOUN
futech-462	163	35	patterns	pattern	NOUN
futech-462	163	36	,	,	PUNCT
futech-462	163	37	which	which	PRON
futech-462	163	38	are	be	AUX
futech-462	163	39	correlated	correlate	VERB
futech-462	163	40	with	with	ADP
futech-462	163	41	learning	learn	VERB
futech-462	163	42	improvement	improvement	NOUN
futech-462	163	43	.	.	PUNCT
futech-462	164	1	the	the	DET
futech-462	164	2	multitheoretical	multitheoretical	ADJ
futech-462	164	3	integration	integration	NOUN
futech-462	164	4	analysis	analysis	NOUN
futech-462	164	5	found	find	VERB
futech-462	164	6	that	that	SCONJ
futech-462	164	7	the	the	DET
futech-462	164	8	synthesis	synthesis	NOUN
futech-462	164	9	of	of	ADP
futech-462	164	10	the	the	DET
futech-462	164	11	four	four	NUM
futech-462	164	12	theoretical	theoretical	ADJ
futech-462	164	13	perspectives	perspective	NOUN
futech-462	164	14	of	of	ADP
futech-462	164	15	the	the	DET
futech-462	164	16	input	input	NOUN
futech-462	164	17	hypothesis	hypothesis	NOUN
futech-462	164	18	,	,	PUNCT
futech-462	164	19	social	social	ADJ
futech-462	164	20	constructivism	constructivism	NOUN
futech-462	164	21	,	,	PUNCT
futech-462	164	22	cognitive	cognitive	ADJ
futech-462	164	23	process	process	NOUN
futech-462	164	24	theory	theory	NOUN
futech-462	164	25	,	,	PUNCT
futech-462	164	26	and	and	CCONJ
futech-462	164	27	sociocultural	sociocultural	ADJ
futech-462	164	28	theory	theory	NOUN
futech-462	164	29	provided	provide	VERB
futech-462	164	30	a	a	DET
futech-462	164	31	better	well	ADJ
futech-462	164	32	explanatory	explanatory	ADJ
futech-462	164	33	power	power	NOUN
futech-462	164	34	than	than	ADP
futech-462	164	35	the	the	DET
futech-462	164	36	individual	individual	ADJ
futech-462	164	37	theoretical	theoretical	ADJ
futech-462	164	38	bases	basis	NOUN
futech-462	164	39	,	,	PUNCT
futech-462	164	40	which	which	PRON
futech-462	164	41	were	be	AUX
futech-462	164	42	able	able	ADJ
futech-462	164	43	to	to	PART
futech-462	164	44	support	support	VERB
futech-462	164	45	more	more	ADV
futech-462	164	46	authentic	authentic	ADJ
futech-462	164	47	educational	educational	ADJ
futech-462	164	48	judgements	judgement	NOUN
futech-462	164	49	.	.	PUNCT
futech-462	165	1	the	the	DET
futech-462	165	2	established	establish	VERB
futech-462	165	3	framework	framework	NOUN
futech-462	165	4	had	have	AUX
futech-462	165	5	established	establish	VERB
futech-462	165	6	good	good	ADJ
futech-462	165	7	predictive	predictive	ADJ
futech-462	165	8	power	power	NOUN
futech-462	165	9	for	for	ADP
futech-462	165	10	each	each	PRON
futech-462	165	11	of	of	ADP
futech-462	165	12	the	the	DET
futech-462	165	13	five	five	NUM
futech-462	165	14	dimensions	dimension	NOUN
futech-462	165	15	of	of	ADP
futech-462	165	16	the	the	DET
futech-462	165	17	writing	writing	NOUN
futech-462	165	18	assessment	assessment	NOUN
futech-462	165	19	,	,	PUNCT
futech-462	165	20	but	but	CCONJ
futech-462	165	21	also	also	ADV
futech-462	165	22	maintained	maintain	VERB
futech-462	165	23	educational	educational	ADJ
futech-462	165	24	interpretability	interpretability	NOUN
futech-462	165	25	for	for	ADP
futech-462	165	26	practical	practical	ADJ
futech-462	165	27	classroom	classroom	NOUN
futech-462	165	28	use	use	NOUN
futech-462	165	29	,	,	PUNCT
futech-462	165	30	as	as	SCONJ
futech-462	165	31	shown	show	VERB
futech-462	165	32	in	in	ADP
futech-462	165	33	table	table	NOUN
futech-462	165	34	8	8	NUM
futech-462	165	35	.	.	PUNCT
futech-462	166	1	this	this	DET
futech-462	166	2	table	table	NOUN
futech-462	166	3	demonstrates	demonstrate	VERB
futech-462	166	4	poa	poa	NOUN
futech-462	166	5	-	-	PUNCT
futech-462	166	6	mlsp	mlsp	ADJ
futech-462	166	7	framework	framework	NOUN
futech-462	166	8	achieving	achieve	VERB
futech-462	166	9	overall	overall	ADJ
futech-462	166	10	r²	r²	NOUN
futech-462	166	11	=	=	NOUN
futech-462	166	12	0.75	0.75	NUM
futech-462	166	13	with	with	ADP
futech-462	166	14	12.0	12.0	NUM
futech-462	166	15	%	%	NOUN
futech-462	166	16	improvement	improvement	NOUN
futech-462	166	17	over	over	ADP
futech-462	166	18	baseline	baseline	ADJ
futech-462	166	19	approaches	approach	NOUN
futech-462	166	20	,	,	PUNCT
futech-462	166	21	while	while	SCONJ
futech-462	166	22	content	content	NOUN
futech-462	166	23	prediction	prediction	NOUN
futech-462	166	24	reached	reach	VERB
futech-462	166	25	highest	high	ADJ
futech-462	166	26	accuracy	accuracy	NOUN
futech-462	166	27	(	(	PUNCT
futech-462	166	28	r²	r²	NOUN
futech-462	166	29	=	=	SYM
futech-462	166	30	0.78	0.78	NUM
futech-462	166	31	,	,	PUNCT
futech-462	166	32	+12.3	+12.3	ADJ
futech-462	166	33	%	%	NOUN
futech-462	166	34	gain	gain	NOUN
futech-462	166	35	)	)	PUNCT
futech-462	166	36	and	and	CCONJ
futech-462	166	37	organization	organization	NOUN
futech-462	166	38	forecasting	forecasting	NOUN
futech-462	166	39	showed	show	VERB
futech-462	166	40	substantial	substantial	ADJ
futech-462	166	41	enhancement	enhancement	NOUN
futech-462	166	42	(	(	PUNCT
futech-462	166	43	r²	r²	NOUN
futech-462	166	44	=	=	SYM
futech-462	166	45	0.76	0.76	NUM
futech-462	166	46	,	,	PUNCT
futech-462	166	47	+11.7	+11.7	PRON
futech-462	166	48	%	%	NOUN
futech-462	166	49	gain	gain	NOUN
futech-462	166	50	)	)	PUNCT
futech-462	166	51	,	,	PUNCT
futech-462	166	52	confirming	confirm	VERB
futech-462	166	53	framework	framework	NOUN
futech-462	166	54	effectiveness	effectiveness	NOUN
futech-462	166	55	across	across	ADP
futech-462	166	56	all	all	DET
futech-462	166	57	five	five	NUM
futech-462	166	58	writing	write	VERB
futech-462	166	59	competency	competency	NOUN
futech-462	166	60	dimensions	dimension	NOUN
futech-462	166	61	with	with	ADP
futech-462	166	62	confidence	confidence	NOUN
futech-462	166	63	intervals	interval	NOUN
futech-462	166	64	indicating	indicate	VERB
futech-462	166	65	robust	robust	ADJ
futech-462	166	66	statistical	statistical	ADJ
futech-462	166	67	reliability	reliability	NOUN
futech-462	166	68	.	.	PUNCT
futech-462	167	1	table	table	NOUN
futech-462	167	2	5	5	NUM
futech-462	167	3	.	.	PUNCT
futech-462	167	4	comprehensive	comprehensive	ADJ
futech-462	167	5	educational	educational	ADJ
futech-462	167	6	data	datum	NOUN
futech-462	167	7	collection	collection	NOUN
futech-462	167	8	specifications	specification	NOUN
futech-462	167	9	data	datum	NOUN
futech-462	167	10	category	category	NOUN
futech-462	167	11	collection	collection	NOUN
futech-462	167	12	method	method	NOUN
futech-462	167	13	frequency	frequency	NOUN
futech-462	167	14	measurement	measurement	NOUN
futech-462	167	15	instruments	instrument	VERB
futech-462	167	16	data	datum	NOUN
futech-462	167	17	types	type	NOUN
futech-462	167	18	writing	write	VERB
futech-462	167	19	performance	performance	NOUN
futech-462	167	20	jacobs	jacobs	PROPN
futech-462	167	21	fivedimensional	fivedimensional	ADJ
futech-462	167	22	assessment	assessment	NOUN
futech-462	168	1	pre	pre	PROPN
futech-462	168	2	/	/	SYM
futech-462	168	3	mid	mid	ADJ
futech-462	168	4	/	/	SYM
futech-462	168	5	post	post	NOUN
futech-462	168	6	-	-	ADJ
futech-462	168	7	test	test	ADJ
futech-462	168	8	(	(	PUNCT
futech-462	168	9	week	week	NOUN
futech-462	168	10	1	1	NUM
futech-462	168	11	,	,	PUNCT
futech-462	168	12	8	8	NUM
futech-462	168	13	,	,	PUNCT
futech-462	168	14	16	16	NUM
futech-462	168	15	)	)	PUNCT
futech-462	168	16	jacobs	jacobs	PROPN
futech-462	168	17	writing	write	VERB
futech-462	168	18	rubric	rubric	ADJ
futech-462	168	19	content	content	NOUN
futech-462	168	20	,	,	PUNCT
futech-462	168	21	organization	organization	NOUN
futech-462	168	22	,	,	PUNCT
futech-462	168	23	language	language	NOUN
futech-462	168	24	use	use	NOUN
futech-462	168	25	,	,	PUNCT
futech-462	168	26	vocabulary	vocabulary	NOUN
futech-462	168	27	,	,	PUNCT
futech-462	168	28	mechanics	mechanic	NOUN
futech-462	168	29	scores	score	NOUN
futech-462	168	30	writing	write	VERB
futech-462	168	31	performance	performance	NOUN
futech-462	168	32	process	process	NOUN
futech-462	168	33	-	-	PUNCT
futech-462	168	34	oriented	orient	VERB
futech-462	168	35	evaluation	evaluation	NOUN
futech-462	168	36	weekly	weekly	ADJ
futech-462	168	37	classroom	classroom	NOUN
futech-462	168	38	exercises	exercise	NOUN
futech-462	168	39	structured	structure	VERB
futech-462	168	40	assessment	assessment	NOUN
futech-462	168	41	forms	form	VERB
futech-462	168	42	improvement	improvement	NOUN
futech-462	168	43	trajectories	trajectory	NOUN
futech-462	168	44	,	,	PUNCT
futech-462	168	45	error	error	NOUN
futech-462	168	46	patterns	pattern	NOUN
futech-462	168	47	writing	write	VERB
futech-462	168	48	performance	performance	NOUN
futech-462	168	49	peer	peer	NOUN
futech-462	168	50	and	and	CCONJ
futech-462	168	51	selfassessment	selfassessment	NOUN
futech-462	168	52	bi	bi	ADJ
futech-462	168	53	-	-	ADJ
futech-462	168	54	weekly	weekly	ADJ
futech-462	168	55	reflection	reflection	NOUN
futech-462	168	56	sessions	session	NOUN
futech-462	168	57	standardized	standardize	VERB
futech-462	168	58	evaluation	evaluation	NOUN
futech-462	168	59	criteria	criterion	NOUN
futech-462	168	60	collaborative	collaborative	ADJ
futech-462	168	61	assessment	assessment	NOUN
futech-462	168	62	data	datum	NOUN
futech-462	168	63	,	,	PUNCT
futech-462	168	64	metacognitive	metacognitive	ADJ
futech-462	168	65	reflections	reflection	NOUN
futech-462	168	66	student	student	NOUN
futech-462	168	67	engagement	engagement	NOUN
futech-462	168	68	uwes	uwes	NOUN
futech-462	168	69	-	-	PUNCT
futech-462	168	70	s	s	PART
futech-462	168	71	scale	scale	NOUN
futech-462	168	72	administration	administration	NOUN
futech-462	168	73	bi	bi	ADJ
futech-462	168	74	-	-	ADJ
futech-462	168	75	weekly	weekly	ADJ
futech-462	168	76	surveys	survey	NOUN
futech-462	168	77	(	(	PUNCT
futech-462	168	78	8	8	NUM
futech-462	168	79	measurement	measurement	NOUN
futech-462	168	80	points	point	NOUN
futech-462	168	81	)	)	PUNCT
futech-462	168	82	utrecht	utrecht	PROPN
futech-462	168	83	work	work	NOUN
futech-462	168	84	engagement	engagement	NOUN
futech-462	168	85	scalestudent	scalestudent	NOUN
futech-462	168	86	vigor	vigor	NOUN
futech-462	168	87	,	,	PUNCT
futech-462	168	88	dedication	dedication	NOUN
futech-462	168	89	,	,	PUNCT
futech-462	168	90	absorption	absorption	NOUN
futech-462	168	91	scores	score	NOUN
futech-462	168	92	student	student	NOUN
futech-462	168	93	engagement	engagement	PROPN
futech-462	168	94	systematic	systematic	ADJ
futech-462	168	95	classroom	classroom	NOUN
futech-462	168	96	observation	observation	NOUN
futech-462	168	97	daily	daily	ADV
futech-462	168	98	during	during	ADP
futech-462	168	99	class	class	NOUN
futech-462	168	100	sessions	session	NOUN
futech-462	168	101	poa	poa	NOUN
futech-462	168	102	-	-	PUNCT
futech-462	168	103	specific	specific	ADJ
futech-462	168	104	observation	observation	NOUN
futech-462	168	105	protocol	protocol	NOUN
futech-462	168	106	sdt	sdt	PROPN
futech-462	168	107	three	three	NUM
futech-462	168	108	-	-	PUNCT
futech-462	168	109	dimensional	dimensional	ADJ
futech-462	168	110	behavioral	behavioral	ADJ
futech-462	168	111	indicators	indicator	NOUN
futech-462	168	112	student	student	NOUN
futech-462	168	113	engagement	engagement	NOUN
futech-462	168	114	learning	learning	PROPN
futech-462	168	115	journal	journal	PROPN
futech-462	168	116	analysis	analysis	NOUN
futech-462	168	117	weekly	weekly	ADJ
futech-462	168	118	reflection	reflection	NOUN
futech-462	168	119	entries	entry	NOUN
futech-462	168	120	structured	structure	VERB
futech-462	168	121	journal	journal	NOUN
futech-462	168	122	prompts	prompt	VERB
futech-462	168	123	self	self	NOUN
futech-462	168	124	-	-	PUNCT
futech-462	168	125	reported	report	VERB
futech-462	168	126	motivation	motivation	NOUN
futech-462	168	127	,	,	PUNCT
futech-462	168	128	attitude	attitude	NOUN
futech-462	168	129	changes	change	VERB
futech-462	168	130	poa	poa	NOUN
futech-462	168	131	teaching	teaching	NOUN
futech-462	168	132	process	process	NOUN
futech-462	168	133	three	three	NUM
futech-462	168	134	-	-	PUNCT
futech-462	168	135	phase	phase	NOUN
futech-462	168	136	activity	activity	NOUN
futech-462	168	137	documentation	documentation	NOUN
futech-462	168	138	continuous	continuous	ADJ
futech-462	168	139	throughout	throughout	ADP
futech-462	168	140	semester	semester	NOUN
futech-462	168	141	digital	digital	ADJ
futech-462	168	142	activity	activity	NOUN
futech-462	168	143	logging	log	VERB
futech-462	168	144	system	system	NOUN
futech-462	168	145	motivating	motivating	NOUN
futech-462	168	146	,	,	PUNCT
futech-462	168	147	enabling	enable	VERB
futech-462	168	148	,	,	PUNCT
futech-462	168	149	assessing	assess	VERB
futech-462	168	150	phase	phase	NOUN
futech-462	168	151	records	record	VERB
futech-462	168	152	poa	poa	NOUN
futech-462	168	153	teaching	teaching	NOUN
futech-462	168	154	process	process	NOUN
futech-462	168	155	interaction	interaction	NOUN
futech-462	168	156	behavior	behavior	NOUN
futech-462	168	157	logging	log	VERB
futech-462	168	158	real	real	ADJ
futech-462	168	159	-	-	PUNCT
futech-462	168	160	time	time	NOUN
futech-462	168	161	during	during	ADP
futech-462	168	162	instruction	instruction	NOUN
futech-462	168	163	video	video	NOUN
futech-462	168	164	recording	recording	NOUN
futech-462	168	165	and	and	CCONJ
futech-462	168	166	coding	code	VERB
futech-462	168	167	teacher	teacher	NOUN
futech-462	168	168	-	-	PUNCT
futech-462	168	169	student	student	NOUN
futech-462	168	170	,	,	PUNCT
futech-462	168	171	peer	peer	NOUN
futech-462	168	172	collaboration	collaboration	NOUN
futech-462	168	173	patterns	pattern	NOUN
futech-462	168	174	poa	poa	NOUN
futech-462	168	175	teaching	teaching	NOUN
futech-462	168	176	process	process	NOUN
futech-462	168	177	resource	resource	NOUN
futech-462	168	178	utilization	utilization	NOUN
futech-462	168	179	tracking	track	VERB
futech-462	168	180	continuous	continuous	ADJ
futech-462	168	181	digital	digital	ADJ
futech-462	168	182	monitoring	monitoring	NOUN
futech-462	168	183	learning	learn	VERB
futech-462	168	184	management	management	NOUN
futech-462	168	185	system	system	NOUN
futech-462	168	186	logs	log	VERB
futech-462	168	187	platform	platform	NOUN
futech-462	168	188	engagement	engagement	NOUN
futech-462	168	189	,	,	PUNCT
futech-462	168	190	task	task	NOUN
futech-462	168	191	completion	completion	NOUN
futech-462	168	192	rates	rate	NOUN
futech-462	168	193	table	table	VERB
futech-462	168	194	6	6	NUM
futech-462	168	195	.	.	PUNCT
futech-462	168	196	data	datum	NOUN
futech-462	168	197	processing	processing	NOUN
futech-462	168	198	and	and	CCONJ
futech-462	168	199	validation	validation	NOUN
futech-462	168	200	procedures	procedure	NOUN
futech-462	169	1	processing	processing	NOUN
futech-462	169	2	stage	stage	NOUN
futech-462	169	3	technique	technique	NOUN
futech-462	169	4	purpose	purpose	NOUN
futech-462	169	5	implementation	implementation	NOUN
futech-462	169	6	quality	quality	NOUN
futech-462	169	7	control	control	NOUN
futech-462	169	8	measures	measure	VERB
futech-462	169	9	data	datum	NOUN
futech-462	169	10	cleaning	clean	VERB
futech-462	169	11	missing	miss	VERB
futech-462	169	12	value	value	NOUN
futech-462	169	13	imputation	imputation	NOUN
futech-462	169	14	handle	handle	VERB
futech-462	169	15	incomplete	incomplete	ADJ
futech-462	169	16	data	datum	NOUN
futech-462	169	17	while	while	SCONJ
futech-462	169	18	preserving	preserve	VERB
futech-462	169	19	educational	educational	ADJ
futech-462	169	20	meaning	mean	VERB
futech-462	169	21	educational	educational	ADJ
futech-462	169	22	domain	domain	NOUN
futech-462	169	23	knowledge	knowledge	NOUN
futech-462	169	24	-	-	PUNCT
futech-462	169	25	guided	guide	VERB
futech-462	169	26	interpolation	interpolation	NOUN
futech-462	169	27	expert	expert	NOUN
futech-462	169	28	teacher	teacher	NOUN
futech-462	169	29	validation	validation	NOUN
futech-462	169	30	of	of	ADP
futech-462	169	31	imputed	impute	VERB
futech-462	169	32	patterns	pattern	NOUN
futech-462	169	33	data	datum	NOUN
futech-462	169	34	cleaning	cleaning	NOUN
futech-462	169	35	outlier	outlier	NOUN
futech-462	169	36	detection	detection	NOUN
futech-462	169	37	distinguish	distinguish	VERB
futech-462	169	38	genuine	genuine	ADJ
futech-462	169	39	educational	educational	ADJ
futech-462	169	40	phenomena	phenomenon	NOUN
futech-462	169	41	from	from	ADP
futech-462	169	42	collection	collection	NOUN
futech-462	169	43	errors	error	NOUN
futech-462	169	44	statistical	statistical	ADJ
futech-462	169	45	threshold	threshold	NOUN
futech-462	169	46	combined	combine	VERB
futech-462	169	47	with	with	ADP
futech-462	169	48	pedagogical	pedagogical	ADJ
futech-462	169	49	judgment	judgment	NOUN
futech-462	169	50	manual	manual	ADJ
futech-462	169	51	review	review	NOUN
futech-462	169	52	of	of	ADP
futech-462	169	53	flagged	flag	VERB
futech-462	169	54	cases	case	NOUN
futech-462	169	55	by	by	ADP
futech-462	169	56	experienced	experienced	ADJ
futech-462	169	57	instructors	instructor	NOUN
futech-462	169	58	normalization	normalization	NOUN
futech-462	169	59	multi	multi	ADJ
futech-462	169	60	-	-	ADJ
futech-462	169	61	scale	scale	ADJ
futech-462	169	62	integration	integration	NOUN
futech-462	169	63	enable	enable	VERB
futech-462	169	64	cross	cross	ADJ
futech-462	169	65	-	-	ADJ
futech-462	169	66	student	student	ADJ
futech-462	169	67	comparisons	comparison	NOUN
futech-462	169	68	across	across	ADP
futech-462	169	69	different	different	ADJ
futech-462	169	70	instruments	instrument	NOUN
futech-462	169	71	z	z	NOUN
futech-462	169	72	-	-	PUNCT
futech-462	169	73	score	score	NOUN
futech-462	169	74	standardization	standardization	NOUN
futech-462	169	75	with	with	ADP
futech-462	169	76	educational	educational	ADJ
futech-462	169	77	context	context	NOUN
futech-462	169	78	adjustment	adjustment	NOUN
futech-462	169	79	variance	variance	NOUN
futech-462	169	80	preservation	preservation	NOUN
futech-462	169	81	validation	validation	NOUN
futech-462	169	82	for	for	ADP
futech-462	169	83	pedagogical	pedagogical	ADJ
futech-462	169	84	meaningfulness	meaningfulness	PROPN
futech-462	169	85	normalization	normalization	PROPN
futech-462	169	86	individual	individual	ADJ
futech-462	169	87	baseline	baseline	NOUN
futech-462	169	88	adjustment	adjustment	NOUN
futech-462	169	89	account	account	VERB
futech-462	169	90	for	for	ADP
futech-462	169	91	diverse	diverse	ADJ
futech-462	169	92	students	student	NOUN
futech-462	169	93	starting	start	VERB
futech-462	169	94	points	point	NOUN
futech-462	169	95	and	and	CCONJ
futech-462	169	96	backgrounds	background	NOUN
futech-462	169	97	relative	relative	ADJ
futech-462	169	98	improvement	improvement	NOUN
futech-462	169	99	calculation	calculation	NOUN
futech-462	169	100	from	from	ADP
futech-462	169	101	personal	personal	ADJ
futech-462	169	102	baselines	baseline	NOUN
futech-462	169	103	baseline	baseline	VERB
futech-462	169	104	stability	stability	NOUN
futech-462	169	105	verification	verification	NOUN
futech-462	169	106	across	across	ADP
futech-462	169	107	measurement	measurement	NOUN
futech-462	169	108	periods	period	NOUN
futech-462	169	109	temporal	temporal	ADJ
futech-462	169	110	alignment	alignment	NOUN
futech-462	169	111	cross	cross	ADJ
futech-462	169	112	-	-	ADJ
futech-462	169	113	instrument	instrument	ADJ
futech-462	169	114	synchronization	synchronization	NOUN
futech-462	169	115	align	align	NOUN
futech-462	169	116	data	datum	NOUN
futech-462	169	117	collected	collect	VERB
futech-462	169	118	through	through	ADP
futech-462	169	119	different	different	ADJ
futech-462	169	120	methods	method	NOUN
futech-462	169	121	and	and	CCONJ
futech-462	169	122	timeframes	timeframe	NOUN
futech-462	169	123	timestamp	timestamp	NOUN
futech-462	169	124	-	-	PUNCT
futech-462	169	125	based	base	VERB
futech-462	169	126	alignment	alignment	NOUN
futech-462	169	127	with	with	ADP
futech-462	169	128	learning	learn	VERB
futech-462	169	129	rhythm	rhythm	PROPN
futech-462	169	130	accommodation	accommodation	NOUN
futech-462	169	131	temporal	temporal	ADJ
futech-462	169	132	consistency	consistency	NOUN
futech-462	169	133	validation	validation	NOUN
futech-462	169	134	across	across	ADP
futech-462	169	135	data	datum	NOUN
futech-462	169	136	sources	source	NOUN
futech-462	169	137	temporal	temporal	ADJ
futech-462	169	138	alignment	alignment	NOUN
futech-462	169	139	learning	learn	VERB
futech-462	169	140	pace	pace	NOUN
futech-462	169	141	accommodation	accommodation	NOUN
futech-462	169	142	respect	respect	VERB
futech-462	169	143	natural	natural	ADJ
futech-462	169	144	variations	variation	NOUN
futech-462	169	145	in	in	ADP
futech-462	169	146	student	student	NOUN
futech-462	169	147	progression	progression	NOUN
futech-462	169	148	patterns	pattern	NOUN
futech-462	169	149	adaptive	adaptive	ADJ
futech-462	169	150	time	time	NOUN
futech-462	169	151	window	window	NOUN
futech-462	169	152	adjustment	adjustment	NOUN
futech-462	169	153	for	for	ADP
futech-462	169	154	data	data	NOUN
futech-462	169	155	aggregation	aggregation	NOUN
futech-462	169	156	pedagogical	pedagogical	ADJ
futech-462	169	157	validity	validity	NOUN
futech-462	169	158	check	check	NOUN
futech-462	169	159	for	for	ADP
futech-462	169	160	temporal	temporal	ADJ
futech-462	169	161	groupings	grouping	NOUN
futech-462	169	162	feature	feature	VERB
futech-462	169	163	engineering	engineer	VERB
futech-462	169	164	educational	educational	ADJ
futech-462	169	165	variable	variable	ADJ
futech-462	169	166	construction	construction	NOUN
futech-462	169	167	transform	transform	VERB
futech-462	169	168	raw	raw	ADJ
futech-462	169	169	data	datum	NOUN
futech-462	169	170	into	into	ADP
futech-462	169	171	pedagogically	pedagogically	ADV
futech-462	169	172	meaningful	meaningful	ADJ
futech-462	169	173	predictors	predictor	NOUN
futech-462	169	174	poa	poa	NOUN
futech-462	169	175	and	and	CCONJ
futech-462	169	176	sdt	sdt	PROPN
futech-462	169	177	theory	theory	NOUN
futech-462	169	178	-	-	PUNCT
futech-462	169	179	guided	guide	VERB
futech-462	169	180	feature	feature	NOUN
futech-462	169	181	derivation	derivation	NOUN
futech-462	169	182	theoretical	theoretical	ADJ
futech-462	169	183	alignment	alignment	NOUN
futech-462	169	184	verification	verification	NOUN
futech-462	169	185	with	with	ADP
futech-462	169	186	domain	domain	NOUN
futech-462	169	187	experts	expert	NOUN
futech-462	169	188	feature	feature	VERB
futech-462	169	189	engineering	engineering	NOUN
futech-462	169	190	interaction	interaction	NOUN
futech-462	169	191	feature	feature	NOUN
futech-462	169	192	generation	generation	NOUN
futech-462	169	193	capture	capture	VERB
futech-462	169	194	emergent	emergent	ADJ
futech-462	169	195	educational	educational	ADJ
futech-462	169	196	phenomena	phenomenon	NOUN
futech-462	169	197	from	from	ADP
futech-462	169	198	data	data	NOUN
futech-462	169	199	intersections	intersection	NOUN
futech-462	169	200	multi	multi	ADJ
futech-462	169	201	-	-	ADJ
futech-462	169	202	dimensional	dimensional	ADJ
futech-462	169	203	correlation	correlation	NOUN
futech-462	169	204	analysis	analysis	NOUN
futech-462	169	205	with	with	ADP
futech-462	169	206	educational	educational	ADJ
futech-462	169	207	interpretation	interpretation	NOUN
futech-462	169	208	expert	expert	NOUN
futech-462	169	209	validation	validation	NOUN
futech-462	169	210	of	of	ADP
futech-462	169	211	derived	derive	VERB
futech-462	169	212	educational	educational	ADJ
futech-462	169	213	constructs	construct	NOUN
futech-462	169	214	quality	quality	NOUN
futech-462	169	215	validation	validation	NOUN
futech-462	169	216	pedagogical	pedagogical	ADJ
futech-462	169	217	interpretability	interpretability	NOUN
futech-462	169	218	check	check	NOUN
futech-462	169	219	ensure	ensure	VERB
futech-462	169	220	all	all	DET
futech-462	169	221	processed	process	VERB
futech-462	169	222	variables	variable	NOUN
futech-462	169	223	maintain	maintain	VERB
futech-462	169	224	educational	educational	ADJ
futech-462	169	225	meaning	meaning	NOUN
futech-462	169	226	regular	regular	ADJ
futech-462	169	227	stakeholder	stakeholder	NOUN
futech-462	169	228	review	review	NOUN
futech-462	169	229	sessions	session	NOUN
futech-462	169	230	with	with	ADP
futech-462	169	231	teachers	teacher	NOUN
futech-462	169	232	actionable	actionable	ADJ
futech-462	169	233	insight	insight	NOUN
futech-462	169	234	generation	generation	NOUN
futech-462	169	235	capability	capability	NOUN
futech-462	169	236	assessment	assessment	NOUN
futech-462	169	237	yu	yu	PROPN
futech-462	169	238	li	li	PROPN
futech-462	169	239	et	et	PROPN
futech-462	169	240	al	al	PROPN
futech-462	169	241	.	.	PROPN
futech-462	169	242	/future	/future	PUNCT
futech-462	169	243	technology	technology	PROPN
futech-462	169	244	november	november	PROPN
futech-462	169	245	2025|	2025|	NUM
futech-462	170	1	volume	volume	NOUN
futech-462	170	2	04	04	NUM
futech-462	171	1	|	|	ADV
futech-462	171	2	issue	issue	VERB
futech-462	171	3	04	04	NUM
futech-462	172	1	|	|	CCONJ
futech-462	172	2	pages	page	VERB
futech-462	172	3	100	100	NUM
futech-462	172	4	-	-	SYM
futech-462	172	5	116	116	NUM
futech-462	172	6	110	110	NUM
futech-462	172	7	table	table	NOUN
futech-462	172	8	7	7	NUM
futech-462	172	9	.	.	PUNCT
futech-462	172	10	model	model	NOUN
futech-462	172	11	training	training	NOUN
futech-462	172	12	configuration	configuration	NOUN
futech-462	172	13	and	and	CCONJ
futech-462	172	14	performance	performance	NOUN
futech-462	172	15	metrics	metric	NOUN
futech-462	172	16	training	training	NOUN
futech-462	172	17	component	component	NOUN
futech-462	172	18	configuration	configuration	NOUN
futech-462	172	19	specification	specification	NOUN
futech-462	172	20	performance	performance	NOUN
futech-462	172	21	result	result	NOUN
futech-462	172	22	hyperparameter	hyperparameter	NOUN
futech-462	172	23	optimization	optimization	NOUN
futech-462	172	24	grid	grid	NOUN
futech-462	172	25	search	search	NOUN
futech-462	172	26	+	+	CCONJ
futech-462	172	27	bayesian	bayesian	NOUN
futech-462	172	28	optimization	optimization	NOUN
futech-462	172	29	learning	learning	NOUN
futech-462	172	30	rate	rate	NOUN
futech-462	172	31	:	:	PUNCT
futech-462	172	32	0.001	0.001	NUM
futech-462	172	33	-	-	PUNCT
futech-462	172	34	0.01	0.01	NUM
futech-462	172	35	,	,	PUNCT
futech-462	172	36	batch	batch	NOUN
futech-462	172	37	size	size	NOUN
futech-462	172	38	:	:	PUNCT
futech-462	172	39	16	16	NUM
futech-462	172	40	-	-	SYM
futech-462	172	41	64	64	NUM
futech-462	172	42	,	,	PUNCT
futech-462	172	43	hidden	hidden	ADJ
futech-462	172	44	layers	layer	NOUN
futech-462	172	45	:	:	PUNCT
futech-462	172	46	2	2	NUM
futech-462	172	47	-	-	SYM
futech-462	172	48	5	5	NUM
futech-462	172	49	optimal	optimal	ADJ
futech-462	172	50	configuration	configuration	NOUN
futech-462	172	51	identified	identify	VERB
futech-462	172	52	in	in	ADP
futech-462	172	53	47	47	NUM
futech-462	172	54	iterations	iteration	NOUN
futech-462	172	55	convergence	convergence	NOUN
futech-462	172	56	verification	verification	NOUN
futech-462	172	57	multiple	multiple	ADJ
futech-462	172	58	random	random	ADJ
futech-462	172	59	initializations	initialization	NOUN
futech-462	172	60	10	10	NUM
futech-462	172	61	different	different	ADJ
futech-462	172	62	random	random	ADJ
futech-462	172	63	seeds	seed	NOUN
futech-462	172	64	for	for	ADP
futech-462	172	65	robustness	robustness	NOUN
futech-462	172	66	testing	testing	NOUN
futech-462	172	67	86.4	86.4	NUM
futech-462	172	68	%	%	NOUN
futech-462	172	69	consistency	consistency	NOUN
futech-462	172	70	across	across	ADP
futech-462	172	71	initializations	initialization	NOUN
futech-462	172	72	training	training	NOUN
futech-462	172	73	-	-	PUNCT
futech-462	172	74	validation	validation	NOUN
futech-462	172	75	split	split	VERB
futech-462	172	76	temporal	temporal	ADJ
futech-462	172	77	sequence	sequence	NOUN
futech-462	172	78	preservation	preservation	NOUN
futech-462	172	79	70	70	NUM
futech-462	172	80	%	%	NOUN
futech-462	172	81	training	training	NOUN
futech-462	172	82	,	,	PUNCT
futech-462	172	83	20	20	NUM
futech-462	172	84	%	%	NOUN
futech-462	172	85	validation	validation	NOUN
futech-462	172	86	,	,	PUNCT
futech-462	172	87	10	10	NUM
futech-462	172	88	%	%	NOUN
futech-462	172	89	testing	testing	NOUN
futech-462	172	90	maintained	maintain	VERB
futech-462	172	91	chronological	chronological	ADJ
futech-462	172	92	learning	learning	NOUN
futech-462	172	93	order	order	NOUN
futech-462	172	94	cross	cross	ADJ
futech-462	172	95	-	-	ADJ
futech-462	172	96	validation	validation	ADJ
futech-462	172	97	strategy	strategy	NOUN
futech-462	172	98	k	k	NOUN
futech-462	172	99	-	-	NOUN
futech-462	172	100	fold	fold	VERB
futech-462	172	101	for	for	ADP
futech-462	172	102	educational	educational	ADJ
futech-462	172	103	time	time	NOUN
futech-462	172	104	-	-	PUNCT
futech-462	172	105	series	series	NOUN
futech-462	172	106	k=5	k=5	VERB
futech-462	172	107	with	with	ADP
futech-462	172	108	temporal	temporal	ADJ
futech-462	172	109	dependency	dependency	NOUN
futech-462	172	110	preservation	preservation	NOUN
futech-462	172	111	average	average	ADJ
futech-462	172	112	cv	cv	PROPN
futech-462	172	113	score	score	NOUN
futech-462	172	114	:	:	PUNCT
futech-462	172	115	0.742	0.742	NUM
futech-462	172	116	±	±	NUM
futech-462	172	117	0.018	0.018	NUM
futech-462	172	118	overfitting	overfitte	VERB
futech-462	172	119	prevention	prevention	NOUN
futech-462	172	120	early	early	ADV
futech-462	172	121	stopping	stop	VERB
futech-462	172	122	+	+	CCONJ
futech-462	172	123	regularization	regularization	NOUN
futech-462	172	124	patience=15	patience=15	NOUN
futech-462	172	125	epochs	epoch	NOUN
futech-462	172	126	,	,	PUNCT
futech-462	172	127	l2	l2	NOUN
futech-462	172	128	regularization	regularization	NOUN
futech-462	172	129	λ=0.01	λ=0.01	SCONJ
futech-462	172	130	training	training	NOUN
futech-462	172	131	stopped	stop	VERB
futech-462	172	132	at	at	ADP
futech-462	172	133	epoch	epoch	NOUN
futech-462	172	134	73	73	NUM
futech-462	172	135	,	,	PUNCT
futech-462	172	136	optimal	optimal	ADJ
futech-462	172	137	validation	validation	NOUN
futech-462	172	138	loss	loss	NOUN
futech-462	172	139	convergence	convergence	NOUN
futech-462	172	140	criteria	criterion	NOUN
futech-462	172	141	loss	loss	NOUN
futech-462	172	142	stabilization	stabilization	NOUN
futech-462	172	143	threshold	threshold	NOUN
futech-462	172	144	validation	validation	NOUN
futech-462	172	145	loss	loss	NOUN
futech-462	172	146	improvement	improvement	NOUN
futech-462	172	147	<	<	X
futech-462	172	148	0.001	0.001	NUM
futech-462	172	149	for	for	ADP
futech-462	172	150	10	10	NUM
futech-462	172	151	epochs	epoch	NOUN
futech-462	172	152	achieved	achieve	VERB
futech-462	172	153	stable	stable	ADJ
futech-462	172	154	achieved	achieve	VERB
futech-462	172	155	stable	stable	ADJ
futech-462	172	156	convergence	convergence	NOUN
futech-462	172	157	in	in	ADP
futech-462	172	158	82.7	82.7	NUM
futech-462	172	159	%	%	NOUN
futech-462	172	160	of	of	ADP
futech-462	172	161	runs	run	NOUN
futech-462	172	162	training	train	VERB
futech-462	172	163	duration	duration	NOUN
futech-462	172	164	educational	educational	ADJ
futech-462	172	165	context	context	NOUN
futech-462	172	166	optimization	optimization	NOUN
futech-462	172	167	average	average	NOUN
futech-462	172	168	:	:	PUNCT
futech-462	172	169	4.6	4.6	NUM
futech-462	172	170	hours	hour	NOUN
futech-462	172	171	per	per	ADP
futech-462	172	172	complete	complete	ADJ
futech-462	172	173	training	training	NOUN
futech-462	172	174	cycle	cycle	NOUN
futech-462	172	175	suitable	suitable	ADJ
futech-462	172	176	for	for	ADP
futech-462	172	177	educational	educational	ADJ
futech-462	172	178	implementation	implementation	NOUN
futech-462	172	179	timelines	timeline	NOUN
futech-462	172	180	model	model	VERB
futech-462	172	181	stability	stability	NOUN
futech-462	172	182	performance	performance	NOUN
futech-462	172	183	variance	variance	NOUN
futech-462	172	184	analysis	analysis	NOUN
futech-462	172	185	standard	standard	ADJ
futech-462	172	186	deviation	deviation	NOUN
futech-462	172	187	across	across	ADP
futech-462	172	188	training	training	NOUN
futech-462	172	189	runs	run	NOUN
futech-462	172	190	prediction	prediction	NOUN
futech-462	172	191	variance	variance	NOUN
futech-462	172	192	<	<	X
futech-462	172	193	6.1	6.1	NUM
futech-462	172	194	%	%	NOUN
futech-462	172	195	across	across	ADP
futech-462	172	196	all	all	DET
futech-462	172	197	dimensions	dimension	NOUN
futech-462	172	198	educational	educational	ADJ
futech-462	172	199	interpretability	interpretability	NOUN
futech-462	172	200	feature	feature	NOUN
futech-462	172	201	importance	importance	NOUN
futech-462	172	202	validation	validation	NOUN
futech-462	172	203	expert	expert	NOUN
futech-462	172	204	teacher	teacher	NOUN
futech-462	172	205	evaluation	evaluation	NOUN
futech-462	172	206	of	of	ADP
futech-462	172	207	algorithmic	algorithmic	ADJ
futech-462	172	208	outputs	output	NOUN
futech-462	172	209	84.3	84.3	NUM
futech-462	172	210	%	%	NOUN
futech-462	172	211	alignment	alignment	NOUN
futech-462	172	212	with	with	ADP
futech-462	172	213	pedagogical	pedagogical	ADJ
futech-462	172	214	expectations	expectation	NOUN
futech-462	172	215	training	training	NOUN
futech-462	172	216	performance	performance	NOUN
futech-462	172	217	validation	validation	NOUN
futech-462	172	218	loss	loss	NOUN
futech-462	172	219	monitoring	monitor	VERB
futech-462	172	220	final	final	ADJ
futech-462	172	221	validation	validation	NOUN
futech-462	172	222	loss	loss	NOUN
futech-462	172	223	:	:	PUNCT
futech-462	172	224	0.287	0.287	NUM
futech-462	172	225	,	,	PUNCT
futech-462	172	226	training	training	NOUN
futech-462	172	227	epochs	epoch	NOUN
futech-462	172	228	:	:	PUNCT
futech-462	172	229	73	73	NUM
futech-462	172	230	optimal	optimal	ADJ
futech-462	172	231	training	training	NOUN
futech-462	172	232	convergence	convergence	NOUN
futech-462	172	233	achieved	achieve	VERB
futech-462	172	234	table	table	NOUN
futech-462	172	235	8	8	NUM
futech-462	172	236	.	.	PUNCT
futech-462	172	237	five	five	NUM
futech-462	172	238	-	-	PUNCT
futech-462	172	239	dimensional	dimensional	ADJ
futech-462	172	240	writing	writing	NOUN
futech-462	172	241	performance	performance	NOUN
futech-462	172	242	prediction	prediction	NOUN
futech-462	172	243	results	result	NOUN
futech-462	172	244	writing	write	VERB
futech-462	172	245	dimension	dimension	NOUN
futech-462	172	246	poa	poa	NOUN
futech-462	172	247	-	-	PUNCT
futech-462	172	248	mlsp	mlsp	ADJ
futech-462	172	249	performance	performance	NOUN
futech-462	172	250	baseline	baseline	NOUN
futech-462	172	251	performance	performance	NOUN
futech-462	172	252	improvement	improvement	NOUN
futech-462	172	253	rate	rate	NOUN
futech-462	172	254	confidence	confidence	NOUN
futech-462	172	255	interval	interval	NOUN
futech-462	172	256	educational	educational	ADJ
futech-462	172	257	interpretation	interpretation	NOUN
futech-462	172	258	content	content	NOUN
futech-462	172	259	r²	r²	NOUN
futech-462	172	260	=	=	SYM
futech-462	172	261	0.78	0.78	NUM
futech-462	172	262	,	,	PUNCT
futech-462	172	263	rmse	rmse	NOUN
futech-462	172	264	=	=	NOUN
futech-462	172	265	0.29	0.29	NUM
futech-462	172	266	r²	r²	NOUN
futech-462	172	267	=	=	SYM
futech-462	172	268	0.65	0.65	NUM
futech-462	172	269	,	,	PUNCT
futech-462	172	270	rmse	rmse	NOUN
futech-462	172	271	=	=	PROPN
futech-462	173	1	0.41	0.41	NUM
futech-462	173	2	+12.3	+12.3	ADJ
futech-462	173	3	%	%	NOUN
futech-462	173	4	accuracy	accuracy	NOUN
futech-462	173	5	gain	gain	NOUN
futech-462	173	6	r²	r²	NOUN
futech-462	173	7	=	=	PUNCT
futech-462	173	8	0.78	0.78	NUM
futech-462	173	9	±	±	NOUN
futech-462	173	10	0.032	0.032	NUM
futech-462	173	11	strong	strong	ADJ
futech-462	173	12	thought	think	VERB
futech-462	173	13	development	development	NOUN
futech-462	173	14	and	and	CCONJ
futech-462	173	15	logical	logical	ADJ
futech-462	173	16	reasoning	reasoning	NOUN
futech-462	173	17	forecasting	forecasting	NOUN
futech-462	173	18	organization	organization	NOUN
futech-462	173	19	r²	r²	NOUN
futech-462	173	20	=	=	NOUN
futech-462	173	21	0.76	0.76	NUM
futech-462	173	22	,	,	PUNCT
futech-462	173	23	rmse	rmse	NOUN
futech-462	173	24	=	=	SYM
futech-462	173	25	0.31	0.31	NUM
futech-462	173	26	r²	r²	NOUN
futech-462	173	27	=	=	NOUN
futech-462	173	28	0.64	0.64	NUM
futech-462	173	29	,	,	PUNCT
futech-462	173	30	rmse	rmse	NOUN
futech-462	173	31	=	=	NOUN
futech-462	173	32	0.43	0.43	NUM
futech-462	173	33	+11.7	+11.7	NUM
futech-462	173	34	%	%	NOUN
futech-462	173	35	accuracy	accuracy	NOUN
futech-462	173	36	gain	gain	NOUN
futech-462	173	37	r²	r²	NOUN
futech-462	173	38	=	=	PUNCT
futech-462	173	39	0.76	0.76	NUM
futech-462	173	40	±	±	NUM
futech-462	173	41	0.028	0.028	NUM
futech-462	173	42	effective	effective	ADJ
futech-462	173	43	structural	structural	ADJ
futech-462	173	44	coherence	coherence	NOUN
futech-462	173	45	and	and	CCONJ
futech-462	173	46	discourse	discourse	NOUN
futech-462	173	47	pattern	pattern	NOUN
futech-462	173	48	modeling	model	VERB
futech-462	173	49	language	language	NOUN
futech-462	173	50	use	use	NOUN
futech-462	173	51	r²	r²	NOUN
futech-462	173	52	=	=	NUM
futech-462	173	53	0.73	0.73	NUM
futech-462	173	54	,	,	PUNCT
futech-462	173	55	rmse	rmse	NOUN
futech-462	173	56	=	=	NOUN
futech-462	173	57	0.33	0.33	NUM
futech-462	173	58	r²	r²	NOUN
futech-462	173	59	=	=	SYM
futech-462	173	60	0.63	0.63	NUM
futech-462	173	61	,	,	PUNCT
futech-462	173	62	rmse	rmse	NOUN
futech-462	173	63	=	=	NOUN
futech-462	173	64	0.45	0.45	NUM
futech-462	173	65	+9.8	+9.8	NOUN
futech-462	173	66	%	%	NOUN
futech-462	173	67	accuracy	accuracy	NOUN
futech-462	173	68	gain	gain	NOUN
futech-462	173	69	r²	r²	NOUN
futech-462	173	70	=	=	PUNCT
futech-462	173	71	0.73	0.73	NUM
futech-462	173	72	±	±	NUM
futech-462	173	73	0.035	0.035	NUM
futech-462	173	74	solid	solid	ADJ
futech-462	173	75	grammatical	grammatical	ADJ
futech-462	173	76	accuracy	accuracy	NOUN
futech-462	173	77	and	and	CCONJ
futech-462	173	78	syntactic	syntactic	ADJ
futech-462	173	79	complexity	complexity	NOUN
futech-462	173	80	prediction	prediction	NOUN
futech-462	173	81	vocabulary	vocabulary	NOUN
futech-462	173	82	r²	r²	NOUN
futech-462	173	83	=	=	SYM
futech-462	173	84	0.74	0.74	NUM
futech-462	173	85	,	,	PUNCT
futech-462	173	86	rmse	rmse	NOUN
futech-462	173	87	=	=	NOUN
futech-462	173	88	0.32	0.32	NUM
futech-462	173	89	r²	r²	NOUN
futech-462	173	90	=	=	SYM
futech-462	173	91	0.64	0.64	NUM
futech-462	173	92	,	,	PUNCT
futech-462	173	93	rmse	rmse	NOUN
futech-462	173	94	=	=	PROPN
futech-462	174	1	0.44	0.44	NUM
futech-462	174	2	+10.2	+10.2	ADP
futech-462	174	3	%	%	NOUN
futech-462	174	4	accuracy	accuracy	NOUN
futech-462	174	5	gain	gain	NOUN
futech-462	174	6	r²	r²	NOUN
futech-462	174	7	=	=	PUNCT
futech-462	174	8	0.74	0.74	NUM
futech-462	174	9	±	±	NUM
futech-462	174	10	0.030	0.030	NUM
futech-462	174	11	robust	robust	ADJ
futech-462	174	12	lexical	lexical	ADJ
futech-462	174	13	richness	richness	NOUN
futech-462	174	14	and	and	CCONJ
futech-462	174	15	word	word	NOUN
futech-462	174	16	choice	choice	NOUN
futech-462	174	17	appropriateness	appropriateness	NOUN
futech-462	174	18	forecasting	forecasting	NOUN
futech-462	174	19	mechanics	mechanic	NOUN
futech-462	174	20	r²	r²	VERB
futech-462	174	21	=	=	SYM
futech-462	174	22	0.69	0.69	NUM
futech-462	174	23	,	,	PUNCT
futech-462	174	24	rmse	rmse	NOUN
futech-462	174	25	=	=	NOUN
futech-462	174	26	0.36	0.36	NUM
futech-462	174	27	r²	r²	NOUN
futech-462	174	28	=	=	SYM
futech-462	174	29	0.61	0.61	NUM
futech-462	174	30	,	,	PUNCT
futech-462	174	31	rmse	rmse	NOUN
futech-462	174	32	=	=	NOUN
futech-462	174	33	0.48	0.48	NUM
futech-462	174	34	+7.4	+7.4	NUM
futech-462	174	35	%	%	NOUN
futech-462	174	36	accuracy	accuracy	NOUN
futech-462	174	37	gain	gain	NOUN
futech-462	174	38	r²	r²	NOUN
futech-462	174	39	=	=	PUNCT
futech-462	174	40	0.69	0.69	NUM
futech-462	174	41	±	±	NUM
futech-462	174	42	0.041	0.041	NUM
futech-462	174	43	meaningful	meaningful	ADJ
futech-462	174	44	spelling	spelling	NOUN
futech-462	174	45	and	and	CCONJ
futech-462	174	46	punctuation	punctuation	NOUN
futech-462	174	47	compliance	compliance	NOUN
futech-462	174	48	prediction	prediction	NOUN
futech-462	174	49	overall	overall	ADJ
futech-462	174	50	framework	framework	NOUN
futech-462	174	51	r²	r²	NOUN
futech-462	174	52	=	=	SYM
futech-462	174	53	0.75	0.75	NUM
futech-462	174	54	,	,	PUNCT
futech-462	174	55	rmse	rmse	NOUN
futech-462	174	56	=	=	SYM
futech-462	174	57	0.31	0.31	NUM
futech-462	174	58	,	,	PUNCT
futech-462	174	59	mae	mae	PROPN
futech-462	174	60	=	=	PROPN
futech-462	174	61	0.24	0.24	NUM
futech-462	174	62	r²	r²	NOUN
futech-462	174	63	=	=	SYM
futech-462	174	64	0.63	0.63	NUM
futech-462	174	65	,	,	PUNCT
futech-462	174	66	rmse	rmse	NOUN
futech-462	174	67	=	=	SYM
futech-462	174	68	0.44	0.44	NUM
futech-462	174	69	,	,	PUNCT
futech-462	174	70	mae	mae	PROPN
futech-462	174	71	=	=	PROPN
futech-462	174	72	0.35	0.35	NUM
futech-462	174	73	+12.0	+12.0	PROPN
futech-462	174	74	%	%	NOUN
futech-462	174	75	overall	overall	ADJ
futech-462	174	76	improvement	improvement	NOUN
futech-462	174	77	r²	r²	NOUN
futech-462	174	78	=	=	SYM
futech-462	174	79	0.75	0.75	NUM
futech-462	174	80	±	±	NUM
futech-462	174	81	0.026	0.026	NUM
futech-462	174	82	comprehensive	comprehensive	ADJ
futech-462	174	83	multidimensional	multidimensional	ADJ
futech-462	174	84	writing	writing	NOUN
futech-462	174	85	ability	ability	NOUN
futech-462	174	86	forecasting	forecasting	NOUN
futech-462	174	87	table	table	NOUN
futech-462	174	88	9	9	NUM
futech-462	174	89	.	.	PUNCT
futech-462	174	90	ablation	ablation	NOUN
futech-462	174	91	study	study	NOUN
futech-462	174	92	performance	performance	NOUN
futech-462	174	93	analysis	analysis	NOUN
futech-462	174	94	component	component	NOUN
futech-462	174	95	configuration	configuration	NOUN
futech-462	174	96	overall	overall	ADJ
futech-462	174	97	r²	r²	NOUN
futech-462	174	98	content	content	NOUN
futech-462	174	99	r²	r²	NOUN
futech-462	174	100	organization	organization	NOUN
futech-462	174	101	r²	r²	NOUN
futech-462	174	102	language	language	NOUN
futech-462	174	103	use	use	NOUN
futech-462	174	104	r²	r²	NOUN
futech-462	174	105	vocabulary	vocabulary	NOUN
futech-462	174	106	r²	r²	NOUN
futech-462	174	107	mechanics	mechanic	NOUN
futech-462	174	108	r²	r²	VERB
futech-462	174	109	full	full	ADJ
futech-462	174	110	poa	poa	NOUN
futech-462	174	111	-	-	PUNCT
futech-462	174	112	mlsp	mlsp	NOUN
futech-462	174	113	0.75	0.75	NUM
futech-462	174	114	0.78	0.78	NUM
futech-462	174	115	0.76	0.76	NUM
futech-462	174	116	0.73	0.73	NUM
futech-462	174	117	0.74	0.74	NUM
futech-462	174	118	0.69	0.69	NUM
futech-462	174	119	without	without	ADP
futech-462	174	120	feature	feature	NOUN
futech-462	174	121	adaptive	adaptive	ADJ
futech-462	174	122	selection	selection	NOUN
futech-462	174	123	0.69	0.69	NUM
futech-462	174	124	0.72	0.72	NUM
futech-462	174	125	0.71	0.71	NUM
futech-462	174	126	0.67	0.67	NUM
futech-462	174	127	0.69	0.69	NUM
futech-462	174	128	0.65	0.65	NUM
futech-462	174	129	without	without	ADP
futech-462	174	130	sdt	sdt	PROPN
futech-462	174	131	modeling	model	VERB
futech-462	174	132	0.72	0.72	NUM
futech-462	174	133	0.75	0.75	NUM
futech-462	174	134	0.73	0.73	NUM
futech-462	174	135	0.70	0.70	NUM
futech-462	174	136	0.71	0.71	NUM
futech-462	174	137	0.67	0.67	NUM
futech-462	174	138	without	without	ADP
futech-462	174	139	multi	multi	ADJ
futech-462	174	140	-	-	ADJ
futech-462	174	141	theoretical	theoretical	ADJ
futech-462	174	142	integration	integration	NOUN
futech-462	174	143	0.67	0.67	NUM
futech-462	174	144	0.70	0.70	NUM
futech-462	174	145	0.68	0.68	NUM
futech-462	174	146	0.65	0.65	NUM
futech-462	174	147	0.67	0.67	NUM
futech-462	174	148	0.63	0.63	NUM
futech-462	174	149	yu	yu	PROPN
futech-462	174	150	li	li	PROPN
futech-462	174	151	et	et	PROPN
futech-462	174	152	al	al	PROPN
futech-462	174	153	.	.	PROPN
futech-462	174	154	/future	/future	PUNCT
futech-462	174	155	technology	technology	PROPN
futech-462	174	156	november	november	PROPN
futech-462	174	157	2025|	2025|	NUM
futech-462	174	158	volume	volume	NOUN
futech-462	174	159	04	04	NUM
futech-462	175	1	|	|	ADV
futech-462	175	2	issue	issue	VERB
futech-462	175	3	04	04	NUM
futech-462	176	1	|	|	CCONJ
futech-462	176	2	pages	page	VERB
futech-462	176	3	100	100	NUM
futech-462	176	4	-	-	SYM
futech-462	176	5	116	116	NUM
futech-462	176	6	111	111	NUM
futech-462	176	7	to	to	PART
futech-462	176	8	validate	validate	VERB
futech-462	176	9	the	the	DET
futech-462	176	10	individual	individual	ADJ
futech-462	176	11	contribution	contribution	NOUN
futech-462	176	12	of	of	ADP
futech-462	176	13	each	each	DET
futech-462	176	14	framework	framework	NOUN
futech-462	176	15	component	component	NOUN
futech-462	176	16	,	,	PUNCT
futech-462	176	17	comprehensive	comprehensive	ADJ
futech-462	176	18	ablation	ablation	NOUN
futech-462	176	19	studies	study	NOUN
futech-462	176	20	were	be	AUX
futech-462	176	21	conducted	conduct	VERB
futech-462	176	22	by	by	ADP
futech-462	176	23	systematically	systematically	ADV
futech-462	176	24	removing	remove	VERB
futech-462	176	25	key	key	ADJ
futech-462	176	26	algorithmic	algorithmic	ADJ
futech-462	176	27	elements	element	NOUN
futech-462	176	28	and	and	CCONJ
futech-462	176	29	measuring	measure	VERB
futech-462	176	30	resulting	result	VERB
futech-462	176	31	performance	performance	NOUN
futech-462	176	32	degradation	degradation	NOUN
futech-462	176	33	across	across	ADP
futech-462	176	34	all	all	DET
futech-462	176	35	writing	write	VERB
futech-462	176	36	dimensions	dimension	NOUN
futech-462	176	37	,	,	PUNCT
futech-462	176	38	as	as	SCONJ
futech-462	176	39	presented	present	VERB
futech-462	176	40	in	in	ADP
futech-462	176	41	table	table	NOUN
futech-462	176	42	9	9	NUM
futech-462	176	43	.	.	PUNCT
futech-462	176	44	table	table	NOUN
futech-462	176	45	9	9	NUM
futech-462	176	46	reveals	reveal	VERB
futech-462	176	47	differential	differential	ADJ
futech-462	176	48	contributions	contribution	NOUN
futech-462	176	49	of	of	ADP
futech-462	176	50	poa	poa	NOUN
futech-462	176	51	-	-	PUNCT
futech-462	176	52	mlsp	mlsp	ADJ
futech-462	176	53	components	component	NOUN
futech-462	176	54	across	across	ADP
futech-462	176	55	writing	write	VERB
futech-462	176	56	dimensions	dimension	NOUN
futech-462	176	57	.	.	PUNCT
futech-462	177	1	feature	feature	VERB
futech-462	177	2	adaptive	adaptive	ADJ
futech-462	177	3	selection	selection	NOUN
futech-462	177	4	mechanism	mechanism	NOUN
futech-462	177	5	removal	removal	NOUN
futech-462	177	6	yields	yield	VERB
futech-462	177	7	6	6	NUM
futech-462	177	8	-	-	PUNCT
futech-462	177	9	point	point	NOUN
futech-462	177	10	r²	r²	NOUN
futech-462	177	11	reduction	reduction	NOUN
futech-462	177	12	(	(	PUNCT
futech-462	177	13	0.75	0.75	NUM
futech-462	177	14	to	to	ADP
futech-462	177	15	0.69	0.69	NUM
futech-462	177	16	)	)	PUNCT
futech-462	177	17	,	,	PUNCT
futech-462	177	18	with	with	ADP
futech-462	177	19	language	language	NOUN
futech-462	177	20	use	use	NOUN
futech-462	177	21	and	and	CCONJ
futech-462	177	22	mechanics	mechanic	NOUN
futech-462	177	23	dimensions	dimension	NOUN
futech-462	177	24	demonstrating	demonstrate	VERB
futech-462	177	25	greater	great	ADJ
futech-462	177	26	sensitivity	sensitivity	NOUN
futech-462	177	27	to	to	ADP
futech-462	177	28	educationally	educationally	ADV
futech-462	177	29	-	-	PUNCT
futech-462	177	30	informed	inform	VERB
futech-462	177	31	variable	variable	ADJ
futech-462	177	32	selection	selection	NOUN
futech-462	177	33	.	.	PUNCT
futech-462	178	1	sdt	sdt	NOUN
futech-462	178	2	-	-	PUNCT
futech-462	178	3	based	base	VERB
futech-462	178	4	engagement	engagement	NOUN
futech-462	178	5	modeling	modeling	NOUN
futech-462	178	6	elimination	elimination	NOUN
futech-462	178	7	produces	produce	VERB
futech-462	178	8	a	a	DET
futech-462	178	9	3	3	NUM
futech-462	178	10	-	-	PUNCT
futech-462	178	11	point	point	NOUN
futech-462	178	12	performance	performance	NOUN
futech-462	178	13	decrease	decrease	NOUN
futech-462	178	14	(	(	PUNCT
futech-462	178	15	0.75	0.75	NUM
futech-462	178	16	to	to	ADP
futech-462	178	17	0.72	0.72	NUM
futech-462	178	18	)	)	PUNCT
futech-462	178	19	,	,	PUNCT
futech-462	178	20	indicating	indicate	VERB
futech-462	178	21	a	a	DET
futech-462	178	22	moderate	moderate	ADJ
futech-462	178	23	but	but	CCONJ
futech-462	178	24	consistent	consistent	ADJ
futech-462	178	25	impact	impact	NOUN
futech-462	178	26	across	across	ADP
futech-462	178	27	all	all	DET
futech-462	178	28	assessment	assessment	NOUN
futech-462	178	29	dimensions	dimension	NOUN
futech-462	178	30	.	.	PUNCT
futech-462	179	1	multi	multi	ADJ
futech-462	179	2	-	-	ADJ
futech-462	179	3	theoretical	theoretical	ADJ
futech-462	179	4	integration	integration	NOUN
futech-462	179	5	removal	removal	NOUN
futech-462	179	6	generates	generate	VERB
futech-462	179	7	the	the	DET
futech-462	179	8	most	most	ADV
futech-462	179	9	substantial	substantial	ADJ
futech-462	179	10	degradation	degradation	NOUN
futech-462	179	11	(	(	PUNCT
futech-462	179	12	8	8	NUM
futech-462	179	13	-	-	PUNCT
futech-462	179	14	point	point	NOUN
futech-462	179	15	reduction	reduction	NOUN
futech-462	179	16	to	to	ADP
futech-462	179	17	0.67	0.67	NUM
futech-462	179	18	)	)	PUNCT
futech-462	179	19	,	,	PUNCT
futech-462	179	20	particularly	particularly	ADV
futech-462	179	21	affecting	affect	VERB
futech-462	179	22	content	content	NOUN
futech-462	179	23	and	and	CCONJ
futech-462	179	24	organization	organization	NOUN
futech-462	179	25	predictions	prediction	NOUN
futech-462	179	26	,	,	PUNCT
futech-462	179	27	thereby	thereby	ADV
futech-462	179	28	confirming	confirm	VERB
futech-462	179	29	the	the	DET
futech-462	179	30	critical	critical	ADJ
futech-462	179	31	role	role	NOUN
futech-462	179	32	of	of	ADP
futech-462	179	33	theoretical	theoretical	ADJ
futech-462	179	34	convergence	convergence	NOUN
futech-462	179	35	in	in	ADP
futech-462	179	36	complex	complex	ADJ
futech-462	179	37	writing	writing	NOUN
futech-462	179	38	assessment	assessment	NOUN
futech-462	179	39	contexts	contexts	NOUN
futech-462	179	40	.	.	PUNCT
futech-462	180	1	algorithm	algorithm	NOUN
futech-462	180	2	2	2	NUM
futech-462	180	3	validation	validation	NOUN
futech-462	180	4	revealed	reveal	VERB
futech-462	180	5	solid	solid	ADJ
futech-462	180	6	capability	capability	NOUN
futech-462	180	7	for	for	ADP
futech-462	180	8	early	early	ADJ
futech-462	180	9	identification	identification	NOUN
futech-462	180	10	of	of	ADP
futech-462	180	11	at	at	ADP
futech-462	180	12	-	-	PUNCT
futech-462	180	13	risk	risk	NOUN
futech-462	180	14	students	student	NOUN
futech-462	180	15	through	through	ADP
futech-462	180	16	three	three	NUM
futech-462	180	17	-	-	PUNCT
futech-462	180	18	dimensional	dimensional	ADJ
futech-462	180	19	engagement	engagement	NOUN
futech-462	180	20	pattern	pattern	NOUN
futech-462	180	21	recognition	recognition	NOUN
futech-462	180	22	.	.	PUNCT
futech-462	181	1	the	the	DET
futech-462	181	2	sdt	sdt	PROPN
futech-462	181	3	-	-	PUNCT
futech-462	181	4	based	base	VERB
futech-462	181	5	modeling	modeling	NOUN
futech-462	181	6	demonstrated	demonstrate	VERB
futech-462	181	7	consistent	consistent	ADJ
futech-462	181	8	effectiveness	effectiveness	NOUN
futech-462	181	9	across	across	ADP
futech-462	181	10	all	all	DET
futech-462	181	11	three	three	NUM
futech-462	181	12	psychological	psychological	ADJ
futech-462	181	13	dimensions	dimension	NOUN
futech-462	181	14	,	,	PUNCT
futech-462	181	15	with	with	ADP
futech-462	181	16	autonomy	autonomy	NOUN
futech-462	181	17	modeling	modeling	NOUN
futech-462	181	18	successfully	successfully	ADV
futech-462	181	19	predicting	predict	VERB
futech-462	181	20	self	self	NOUN
futech-462	181	21	-	-	PUNCT
futech-462	181	22	directed	direct	VERB
futech-462	181	23	learning	learning	NOUN
futech-462	181	24	behaviors	behavior	NOUN
futech-462	181	25	,	,	PUNCT
futech-462	181	26	competence	competence	NOUN
futech-462	181	27	analysis	analysis	NOUN
futech-462	181	28	effectively	effectively	ADV
futech-462	181	29	forecasting	forecast	VERB
futech-462	181	30	efficacy	efficacy	NOUN
futech-462	181	31	development	development	NOUN
futech-462	181	32	,	,	PUNCT
futech-462	181	33	and	and	CCONJ
futech-462	181	34	relatedness	relatedness	NOUN
futech-462	181	35	assessment	assessment	NOUN
futech-462	181	36	reliably	reliably	ADV
futech-462	181	37	identifying	identify	VERB
futech-462	181	38	social	social	ADJ
futech-462	181	39	engagement	engagement	NOUN
futech-462	181	40	patterns	pattern	NOUN
futech-462	181	41	,	,	PUNCT
futech-462	181	42	enabling	enable	VERB
futech-462	181	43	comprehensive	comprehensive	ADJ
futech-462	181	44	student	student	NOUN
futech-462	181	45	profile	profile	NOUN
futech-462	181	46	construction	construction	NOUN
futech-462	181	47	that	that	PRON
futech-462	181	48	supports	support	VERB
futech-462	181	49	personalized	personalized	ADJ
futech-462	181	50	intervention	intervention	NOUN
futech-462	181	51	strategies	strategy	NOUN
futech-462	181	52	.	.	PUNCT
futech-462	182	1	building	build	VERB
futech-462	182	2	upon	upon	SCONJ
futech-462	182	3	this	this	DET
futech-462	182	4	three	three	NUM
futech-462	182	5	-	-	PUNCT
futech-462	182	6	dimensional	dimensional	ADJ
futech-462	182	7	engagement	engagement	NOUN
futech-462	182	8	analysis	analysis	NOUN
futech-462	182	9	,	,	PUNCT
futech-462	182	10	the	the	DET
futech-462	182	11	framework	framework	NOUN
futech-462	182	12	's	's	PART
futech-462	182	13	pattern	pattern	NOUN
futech-462	182	14	recognition	recognition	NOUN
futech-462	182	15	capabilities	capability	NOUN
futech-462	182	16	enabled	enable	VERB
futech-462	182	17	systematic	systematic	ADJ
futech-462	182	18	identification	identification	NOUN
futech-462	182	19	of	of	ADP
futech-462	182	20	distinct	distinct	ADJ
futech-462	182	21	student	student	NOUN
futech-462	182	22	motivational	motivational	NOUN
futech-462	182	23	profiles	profile	NOUN
futech-462	182	24	.	.	PUNCT
futech-462	183	1	student	student	NOUN
futech-462	183	2	engagement	engagement	NOUN
futech-462	183	3	pattern	pattern	NOUN
futech-462	183	4	recognition	recognition	NOUN
futech-462	183	5	identified	identify	VERB
futech-462	183	6	five	five	NUM
futech-462	183	7	distinct	distinct	ADJ
futech-462	183	8	motivational	motivational	ADJ
futech-462	183	9	profiles	profile	NOUN
futech-462	183	10	among	among	ADP
futech-462	183	11	participants	participant	NOUN
futech-462	183	12	,	,	PUNCT
futech-462	183	13	providing	provide	VERB
futech-462	183	14	insights	insight	NOUN
futech-462	183	15	into	into	ADP
futech-462	183	16	psychological	psychological	ADJ
futech-462	183	17	need	need	NOUN
futech-462	183	18	satisfaction	satisfaction	NOUN
futech-462	183	19	diversity	diversity	NOUN
futech-462	183	20	characterizing	characterize	VERB
futech-462	183	21	cet-4	cet-4	NOUN
futech-462	183	22	writing	write	VERB
futech-462	183	23	learners	learner	NOUN
futech-462	183	24	,	,	PUNCT
futech-462	183	25	as	as	SCONJ
futech-462	183	26	illustrated	illustrate	VERB
futech-462	183	27	in	in	ADP
futech-462	183	28	figure	figure	NOUN
futech-462	183	29	3	3	NUM
futech-462	183	30	.	.	PUNCT
futech-462	183	31	figure	figure	NOUN
futech-462	183	32	3	3	NUM
futech-462	183	33	demonstrates	demonstrate	VERB
futech-462	183	34	engagement	engagement	NOUN
futech-462	183	35	pattern	pattern	NOUN
futech-462	183	36	diversity	diversity	NOUN
futech-462	183	37	where	where	SCONJ
futech-462	183	38	high	high	ADJ
futech-462	183	39	sustained	sustain	VERB
futech-462	183	40	(	(	PUNCT
futech-462	183	41	28	28	NUM
futech-462	183	42	%	%	NOUN
futech-462	183	43	)	)	PUNCT
futech-462	183	44	and	and	CCONJ
futech-462	183	45	autonomy	autonomy	NOUN
futech-462	183	46	-	-	PUNCT
futech-462	183	47	oriented	orient	VERB
futech-462	183	48	(	(	PUNCT
futech-462	183	49	22	22	NUM
futech-462	183	50	%	%	NOUN
futech-462	183	51	)	)	PUNCT
futech-462	183	52	profiles	profile	NOUN
futech-462	183	53	represent	represent	VERB
futech-462	183	54	the	the	DET
futech-462	183	55	largest	large	ADJ
futech-462	183	56	student	student	NOUN
futech-462	183	57	groups	group	NOUN
futech-462	183	58	,	,	PUNCT
futech-462	183	59	while	while	SCONJ
futech-462	183	60	figure	figure	NOUN
futech-462	183	61	3(a	3(a	NUM
futech-462	183	62	)	)	PUNCT
futech-462	183	63	shows	show	VERB
futech-462	183	64	balanced	balanced	ADJ
futech-462	183	65	distribution	distribution	NOUN
futech-462	183	66	across	across	ADP
futech-462	183	67	five	five	NUM
futech-462	183	68	motivational	motivational	ADJ
futech-462	183	69	types	type	NOUN
futech-462	183	70	and	and	CCONJ
futech-462	183	71	figure	figure	NOUN
futech-462	183	72	3(b	3(b	NUM
futech-462	183	73	)	)	PUNCT
futech-462	183	74	reveals	reveal	VERB
futech-462	183	75	distinct	distinct	ADJ
futech-462	183	76	sdt	sdt	PROPN
futech-462	183	77	dimensional	dimensional	ADJ
futech-462	183	78	characteristics	characteristic	NOUN
futech-462	183	79	with	with	ADP
futech-462	183	80	autonomy	autonomy	NOUN
futech-462	183	81	-	-	PUNCT
futech-462	183	82	oriented	orient	VERB
futech-462	183	83	students	student	NOUN
futech-462	183	84	achieving	achieve	VERB
futech-462	183	85	highest	high	ADJ
futech-462	183	86	autonomy	autonomy	NOUN
futech-462	183	87	scores	score	NOUN
futech-462	183	88	(	(	PUNCT
futech-462	183	89	9.1	9.1	NUM
futech-462	183	90	)	)	PUNCT
futech-462	183	91	and	and	CCONJ
futech-462	183	92	relatedness	relatedness	NOUN
futech-462	183	93	-	-	PUNCT
futech-462	183	94	dependent	dependent	ADJ
futech-462	183	95	students	student	NOUN
futech-462	183	96	displaying	display	VERB
futech-462	183	97	strongest	strong	ADJ
futech-462	183	98	social	social	ADJ
futech-462	183	99	engagement	engagement	NOUN
futech-462	183	100	patterns	pattern	NOUN
futech-462	183	101	(	(	PUNCT
futech-462	183	102	9.3	9.3	NUM
futech-462	183	103	)	)	PUNCT
futech-462	183	104	,	,	PUNCT
futech-462	183	105	confirming	confirm	VERB
futech-462	183	106	theoretical	theoretical	ADJ
futech-462	183	107	framework	framework	NOUN
futech-462	183	108	validity	validity	NOUN
futech-462	183	109	.	.	PUNCT
futech-462	184	1	to	to	PART
futech-462	184	2	evaluate	evaluate	VERB
futech-462	184	3	the	the	DET
futech-462	184	4	practical	practical	ADJ
futech-462	184	5	effectiveness	effectiveness	NOUN
futech-462	184	6	of	of	ADP
futech-462	184	7	poa	poa	NOUN
futech-462	184	8	-	-	PUNCT
futech-462	184	9	mlsp	mlsp	ADJ
futech-462	184	10	framework	framework	NOUN
futech-462	184	11	predictions	prediction	NOUN
futech-462	184	12	for	for	ADP
futech-462	184	13	improving	improve	VERB
futech-462	184	14	educational	educational	ADJ
futech-462	184	15	outcomes	outcome	NOUN
futech-462	184	16	and	and	CCONJ
futech-462	184	17	validate	validate	VERB
futech-462	184	18	the	the	DET
futech-462	184	19	utility	utility	NOUN
futech-462	184	20	of	of	ADP
futech-462	184	21	data	data	NOUN
futech-462	184	22	-	-	PUNCT
futech-462	184	23	informed	inform	VERB
futech-462	184	24	pedagogical	pedagogical	ADJ
futech-462	184	25	decision	decision	NOUN
futech-462	184	26	-	-	PUNCT
futech-462	184	27	making	make	VERB
futech-462	184	28	capabilities	capability	NOUN
futech-462	184	29	,	,	PUNCT
futech-462	184	30	a	a	DET
futech-462	184	31	comprehensive	comprehensive	ADJ
futech-462	184	32	intervention	intervention	NOUN
futech-462	184	33	effectiveness	effectiveness	NOUN
futech-462	184	34	analysis	analysis	NOUN
futech-462	184	35	was	be	AUX
futech-462	184	36	conducted	conduct	VERB
futech-462	184	37	across	across	ADP
futech-462	184	38	multiple	multiple	ADJ
futech-462	184	39	performance	performance	NOUN
futech-462	184	40	dimensions	dimension	NOUN
futech-462	184	41	,	,	PUNCT
futech-462	184	42	including	include	VERB
futech-462	184	43	early	early	ADJ
futech-462	184	44	warning	warning	NOUN
futech-462	184	45	system	system	NOUN
futech-462	184	46	accuracy	accuracy	NOUN
futech-462	184	47	,	,	PUNCT
futech-462	184	48	teaching	teach	VERB
futech-462	184	49	adjustment	adjustment	NOUN
futech-462	184	50	outcomes	outcome	NOUN
futech-462	184	51	,	,	PUNCT
futech-462	184	52	and	and	CCONJ
futech-462	184	53	overall	overall	ADJ
futech-462	184	54	implementation	implementation	NOUN
futech-462	184	55	feasibility	feasibility	NOUN
futech-462	184	56	,	,	PUNCT
futech-462	184	57	as	as	SCONJ
futech-462	184	58	detailed	detailed	ADJ
futech-462	184	59	in	in	ADP
futech-462	184	60	table	table	NOUN
futech-462	184	61	10	10	NUM
futech-462	184	62	.	.	PUNCT
futech-462	185	1	as	as	SCONJ
futech-462	185	2	shown	show	VERB
futech-462	185	3	in	in	ADP
futech-462	185	4	table	table	NOUN
futech-462	185	5	10	10	NUM
futech-462	185	6	,	,	PUNCT
futech-462	185	7	the	the	DET
futech-462	185	8	early	early	ADJ
futech-462	185	9	warning	warning	NOUN
futech-462	185	10	system	system	NOUN
futech-462	185	11	's	's	PART
futech-462	185	12	performance	performance	NOUN
futech-462	185	13	accuracy	accuracy	NOUN
futech-462	185	14	(	(	PUNCT
futech-462	185	15	78.4	78.4	NUM
futech-462	185	16	%	%	NOUN
futech-462	185	17	±	±	NUM
futech-462	185	18	2.1	2.1	NUM
futech-462	185	19	%	%	NOUN
futech-462	185	20	)	)	PUNCT
futech-462	185	21	of	of	ADP
futech-462	185	22	students	student	NOUN
futech-462	185	23	at	at	ADP
futech-462	185	24	risk	risk	NOUN
futech-462	185	25	of	of	ADP
futech-462	185	26	engagement	engagement	NOUN
futech-462	185	27	decline	decline	NOUN
futech-462	185	28	3	3	NUM
futech-462	185	29	-	-	SYM
futech-462	185	30	4	4	NUM
futech-462	185	31	weeks	week	NOUN
futech-462	185	32	before	before	SCONJ
futech-462	185	33	score	score	NOUN
futech-462	185	34	performance	performance	NOUN
futech-462	185	35	decline	decline	NOUN
futech-462	185	36	emerges	emerge	VERB
futech-462	185	37	through	through	ADP
futech-462	185	38	traditional	traditional	ADJ
futech-462	185	39	assessment	assessment	NOUN
futech-462	185	40	,	,	PUNCT
futech-462	185	41	which	which	PRON
futech-462	185	42	is	be	AUX
futech-462	185	43	a	a	DET
futech-462	185	44	9.5	9.5	NUM
futech-462	185	45	percentage	percentage	NOUN
futech-462	185	46	point	point	NOUN
futech-462	185	47	improvement	improvement	NOUN
futech-462	185	48	on	on	ADP
futech-462	185	49	the	the	DET
futech-462	185	50	baseline	baseline	NOUN
futech-462	185	51	method	method	NOUN
futech-462	185	52	.	.	PUNCT
futech-462	186	1	individualized	individualized	ADJ
futech-462	186	2	threshold	threshold	NOUN
futech-462	186	3	-	-	PUNCT
futech-462	186	4	adjustment	adjustment	NOUN
futech-462	186	5	algorithms	algorithm	NOUN
futech-462	186	6	achieved	achieve	VERB
futech-462	186	7	24.3	24.3	NUM
futech-462	186	8	%	%	NOUN
futech-462	186	9	lower	low	ADJ
futech-462	186	10	false	false	ADJ
futech-462	186	11	positive	positive	ADJ
futech-462	186	12	alerts	alert	NOUN
futech-462	186	13	vs	vs	ADP
futech-462	186	14	static	static	ADJ
futech-462	186	15	alarm	alarm	NOUN
futech-462	186	16	systems	system	NOUN
futech-462	186	17	,	,	PUNCT
futech-462	186	18	with	with	SCONJ
futech-462	186	19	target	target	NOUN
futech-462	186	20	interventions	intervention	NOUN
futech-462	186	21	averaged	average	VERB
futech-462	186	22	82.1	82.1	NUM
futech-462	186	23	%	%	NOUN
futech-462	186	24	±	±	NUM
futech-462	186	25	2.4	2.4	NUM
futech-462	186	26	%	%	NOUN
futech-462	186	27	.	.	PUNCT
futech-462	187	1	teaching	teach	VERB
futech-462	187	2	intervention	intervention	NOUN
futech-462	187	3	based	base	VERB
futech-462	187	4	on	on	ADP
futech-462	187	5	framework	framework	NOUN
futech-462	187	6	predictions	prediction	NOUN
futech-462	187	7	achieved	achieve	VERB
futech-462	187	8	an	an	DET
futech-462	187	9	average	average	ADJ
futech-462	187	10	improvement	improvement	NOUN
futech-462	187	11	of	of	ADP
futech-462	187	12	8.7	8.7	NUM
futech-462	187	13	%	%	NOUN
futech-462	187	14	±	±	NUM
futech-462	187	15	1.9	1.9	NUM
futech-462	187	16	%	%	NOUN
futech-462	187	17	in	in	ADP
futech-462	187	18	performance	performance	NOUN
futech-462	187	19	over	over	ADP
futech-462	187	20	control	control	NOUN
futech-462	187	21	groups	group	NOUN
futech-462	187	22	;	;	PUNCT
futech-462	187	23	79.8	79.8	NUM
futech-462	187	24	%	%	NOUN
futech-462	187	25	±	±	NUM
futech-462	187	26	2.9	2.9	NUM
futech-462	187	27	%	%	NOUN
futech-462	187	28	satisfaction	satisfaction	NOUN
futech-462	187	29	of	of	ADP
futech-462	187	30	teachers	teacher	NOUN
futech-462	187	31	with	with	ADP
futech-462	187	32	recommendations	recommendation	NOUN
futech-462	187	33	,	,	PUNCT
futech-462	187	34	indicating	indicate	VERB
futech-462	187	35	deployment	deployment	NOUN
futech-462	187	36	of	of	ADP
futech-462	187	37	the	the	DET
futech-462	187	38	results	result	NOUN
futech-462	187	39	in	in	ADP
futech-462	187	40	the	the	DET
futech-462	187	41	classroom	classroom	NOUN
futech-462	187	42	and	and	CCONJ
futech-462	187	43	acceptance	acceptance	NOUN
futech-462	187	44	of	of	ADP
futech-462	187	45	the	the	DET
futech-462	187	46	educational	educational	ADJ
futech-462	187	47	stakeholder	stakeholder	NOUN
futech-462	187	48	.	.	PUNCT
futech-462	188	1	effect	effect	NOUN
futech-462	188	2	size	size	NOUN
futech-462	188	3	analysis	analysis	NOUN
futech-462	188	4	demonstrates	demonstrate	VERB
futech-462	188	5	substantial	substantial	ADJ
futech-462	188	6	educational	educational	ADJ
futech-462	188	7	impact	impact	NOUN
futech-462	188	8	beyond	beyond	ADP
futech-462	188	9	statistical	statistical	ADJ
futech-462	188	10	significance	significance	NOUN
futech-462	188	11	,	,	PUNCT
futech-462	188	12	with	with	ADP
futech-462	188	13	cohen	cohen	PROPN
futech-462	188	14	's	's	PART
futech-462	188	15	d	d	PROPN
futech-462	188	16	values	value	NOUN
futech-462	188	17	indicating	indicate	VERB
futech-462	188	18	large	large	ADJ
futech-462	188	19	effects	effect	NOUN
futech-462	188	20	for	for	ADP
futech-462	188	21	writing	write	VERB
futech-462	188	22	performance	performance	NOUN
futech-462	188	23	improvement	improvement	NOUN
futech-462	188	24	(	(	PUNCT
futech-462	188	25	d	d	NOUN
futech-462	188	26	=	=	PUNCT
futech-462	188	27	0.82	0.82	NUM
futech-462	188	28	)	)	PUNCT
futech-462	188	29	,	,	PUNCT
futech-462	188	30	student	student	NOUN
futech-462	188	31	engagement	engagement	NOUN
futech-462	188	32	enhancement	enhancement	NOUN
futech-462	188	33	(	(	PUNCT
futech-462	188	34	d	d	NOUN
futech-462	188	35	=	=	NOUN
futech-462	188	36	0.89	0.89	NUM
futech-462	188	37	)	)	PUNCT
futech-462	188	38	,	,	PUNCT
futech-462	188	39	and	and	CCONJ
futech-462	188	40	teacher	teacher	NOUN
futech-462	188	41	instructional	instructional	ADJ
futech-462	188	42	effectiveness	effectiveness	NOUN
futech-462	188	43	(	(	PUNCT
futech-462	188	44	d	d	NOUN
futech-462	188	45	=	=	NOUN
futech-462	188	46	0.74	0.74	NUM
futech-462	188	47	)	)	PUNCT
futech-462	188	48	.	.	PUNCT
futech-462	189	1	(	(	PUNCT
futech-462	189	2	a	a	X
futech-462	189	3	)	)	PUNCT
futech-462	189	4	engagement	engagement	NOUN
futech-462	189	5	profile	profile	NOUN
futech-462	189	6	distribution	distribution	NOUN
futech-462	189	7	high	high	ADJ
futech-462	189	8	sustained	sustained	ADJ
futech-462	189	9	autonomy	autonomy	NOUN
futech-462	189	10	-	-	PUNCT
futech-462	189	11	oriented	orient	VERB
futech-462	189	12	relatedness	relatedness	NOUN
futech-462	189	13	-	-	PUNCT
futech-462	189	14	dependent	dependent	ADJ
futech-462	189	15	competence	competence	NOUN
futech-462	189	16	-	-	PUNCT
futech-462	189	17	anxious	anxious	ADJ
futech-462	189	18	low	low	ADJ
futech-462	189	19	-	-	PUNCT
futech-462	189	20	risk	risk	NOUN
futech-462	189	21	28	28	NUM
futech-462	189	22	%	%	NOUN
futech-462	189	23	22	22	NUM
futech-462	189	24	%	%	NOUN
futech-462	189	25	19	19	NUM
futech-462	189	26	%	%	NOUN
futech-462	189	27	18	18	NUM
futech-462	189	28	%	%	NOUN
futech-462	189	29	13	13	NUM
futech-462	189	30	%	%	NOUN
futech-462	189	31	engagement	engagement	NOUN
futech-462	189	32	profile	profile	NOUN
futech-462	189	33	types	type	NOUN
futech-462	189	34	0	0	NUM
futech-462	189	35	5	5	NUM
futech-462	189	36	10	10	NUM
futech-462	189	37	15	15	NUM
futech-462	189	38	20	20	NUM
futech-462	189	39	25	25	NUM
futech-462	189	40	30	30	NUM
futech-462	189	41	35	35	NUM
futech-462	189	42	pe	pe	PRON
futech-462	189	43	rc	rc	PROPN
futech-462	189	44	en	en	X
futech-462	189	45	ta	ta	X
futech-462	190	1	ge	ge	PROPN
futech-462	191	1	o	o	PROPN
futech-462	191	2	f	f	X
futech-462	191	3	s	s	PROPN
futech-462	191	4	tu	tu	PROPN
futech-462	191	5	de	de	PROPN
futech-462	191	6	nt	nt	PROPN
futech-462	191	7	s	s	X
futech-462	191	8	(	(	PUNCT
futech-462	191	9	%	%	NOUN
futech-462	191	10	)	)	PUNCT
futech-462	191	11	(	(	PUNCT
futech-462	191	12	b	b	X
futech-462	191	13	)	)	PUNCT
futech-462	191	14	sdt	sdt	NOUN
futech-462	191	15	three	three	NUM
futech-462	191	16	-	-	PUNCT
futech-462	191	17	dimensional	dimensional	ADJ
futech-462	191	18	characteristics	characteristic	NOUN
futech-462	191	19	high	high	ADJ
futech-462	191	20	sustained	sustained	ADJ
futech-462	191	21	autonomy	autonomy	NOUN
futech-462	191	22	-	-	PUNCT
futech-462	191	23	oriented	orient	VERB
futech-462	191	24	relatedness	relatedness	NOUN
futech-462	191	25	-	-	PUNCT
futech-462	191	26	dependent	dependent	ADJ
futech-462	191	27	competence	competence	NOUN
futech-462	191	28	-	-	PUNCT
futech-462	191	29	anxious	anxious	ADJ
futech-462	191	30	low	low	ADJ
futech-462	191	31	-	-	PUNCT
futech-462	191	32	risk	risk	NOUN
futech-462	191	33	8.2	8.2	NUM
futech-462	191	34	8.5	8.5	NUM
futech-462	191	35	8.1	8.1	NUM
futech-462	191	36	9.1	9.1	NUM
futech-462	191	37	7.9	7.9	NUM
futech-462	191	38	5.8	5.8	NUM
futech-462	191	39	5.4	5.4	NUM
futech-462	191	40	7.2	7.2	NUM
futech-462	191	41	9.3	9.3	NUM
futech-462	191	42	6.3	6.3	NUM
futech-462	191	43	4.1	4.1	NUM
futech-462	191	44	6.8	6.8	NUM
futech-462	191	45	3.8	3.8	NUM
futech-462	191	46	3.5	3.5	NUM
futech-462	191	47	4.2	4.2	NUM
futech-462	191	48	engagement	engagement	NOUN
futech-462	191	49	profile	profile	NOUN
futech-462	191	50	types	type	NOUN
futech-462	191	51	0	0	NUM
futech-462	191	52	1	1	NUM
futech-462	191	53	2	2	NUM
futech-462	191	54	3	3	NUM
futech-462	191	55	4	4	NUM
futech-462	191	56	5	5	NUM
futech-462	191	57	6	6	NUM
futech-462	191	58	7	7	NUM
futech-462	191	59	8	8	NUM
futech-462	191	60	9	9	NUM
futech-462	191	61	10	10	NUM
futech-462	191	62	11	11	NUM
futech-462	191	63	sd	sd	ADP
futech-462	191	64	t	t	PROPN
futech-462	192	1	d	d	X
futech-462	192	2	i	i	PRON
futech-462	192	3	m	m	VERB
futech-462	192	4	en	en	ADP
futech-462	192	5	si	si	X
futech-462	192	6	on	on	ADP
futech-462	192	7	s	s	X
futech-462	192	8	co	co	X
futech-462	192	9	re	re	X
futech-462	192	10	(	(	PUNCT
futech-462	192	11	0	0	NUM
futech-462	192	12	-1	-1	NUM
futech-462	192	13	0	0	NUM
futech-462	192	14	)	)	PUNCT
futech-462	192	15	autonomy	autonomy	NOUN
futech-462	192	16	competence	competence	NOUN
futech-462	192	17	relatedness	relatedness	NOUN
futech-462	192	18	figure	figure	NOUN
futech-462	192	19	3	3	NUM
futech-462	192	20	.	.	PUNCT
futech-462	192	21	student	student	NOUN
futech-462	192	22	engagement	engagement	NOUN
futech-462	192	23	profile	profile	NOUN
futech-462	192	24	distribution	distribution	NOUN
futech-462	192	25	and	and	CCONJ
futech-462	192	26	characteristics	characteristic	NOUN
futech-462	192	27	yu	yu	PROPN
futech-462	192	28	li	li	PROPN
futech-462	192	29	et	et	PROPN
futech-462	192	30	al	al	PROPN
futech-462	192	31	.	.	PROPN
futech-462	192	32	/future	/future	PUNCT
futech-462	192	33	technology	technology	PROPN
futech-462	192	34	november	november	PROPN
futech-462	192	35	2025|	2025|	NUM
futech-462	192	36	volume	volume	NOUN
futech-462	192	37	04	04	NUM
futech-462	193	1	|	|	ADV
futech-462	193	2	issue	issue	VERB
futech-462	193	3	04	04	NUM
futech-462	194	1	|	|	CCONJ
futech-462	194	2	pages	page	VERB
futech-462	194	3	100	100	NUM
futech-462	194	4	-	-	SYM
futech-462	194	5	116	116	NUM
futech-462	194	6	112	112	NUM
futech-462	194	7	sustained	sustain	VERB
futech-462	194	8	academic	academic	ADJ
futech-462	194	9	outcomes	outcome	NOUN
futech-462	194	10	reveal	reveal	VERB
futech-462	194	11	frameworksupported	frameworksupporte	VERB
futech-462	194	12	students	student	NOUN
futech-462	194	13	achieving	achieve	VERB
futech-462	194	14	12.3	12.3	NUM
futech-462	194	15	%	%	NOUN
futech-462	194	16	higher	high	ADJ
futech-462	194	17	final	final	ADJ
futech-462	194	18	cet-4	cet-4	PUNCT
futech-462	194	19	writing	writing	NOUN
futech-462	194	20	scores	score	NOUN
futech-462	194	21	while	while	SCONJ
futech-462	194	22	maintaining	maintain	VERB
futech-462	194	23	engagement	engagement	NOUN
futech-462	194	24	levels	level	NOUN
futech-462	194	25	18.7	18.7	NUM
futech-462	194	26	%	%	NOUN
futech-462	194	27	above	above	ADP
futech-462	194	28	baseline	baseline	ADJ
futech-462	194	29	measurements	measurement	NOUN
futech-462	194	30	throughout	throughout	ADP
futech-462	194	31	the	the	DET
futech-462	194	32	academic	academic	ADJ
futech-462	194	33	year	year	NOUN
futech-462	194	34	.	.	PUNCT
futech-462	195	1	expanding	expand	VERB
futech-462	195	2	on	on	ADP
futech-462	195	3	these	these	DET
futech-462	195	4	intervention	intervention	NOUN
futech-462	195	5	efficacy	efficacy	NOUN
futech-462	195	6	results	result	NOUN
futech-462	195	7	,	,	PUNCT
futech-462	195	8	it	it	PRON
futech-462	195	9	also	also	ADV
futech-462	195	10	became	become	VERB
futech-462	195	11	critical	critical	ADJ
futech-462	195	12	to	to	PART
futech-462	195	13	investigate	investigate	VERB
futech-462	195	14	the	the	DET
futech-462	195	15	temporal	temporal	ADJ
futech-462	195	16	changes	change	NOUN
futech-462	195	17	over	over	ADP
futech-462	195	18	a	a	DET
futech-462	195	19	complete	complete	ADJ
futech-462	195	20	academic	academic	ADJ
futech-462	195	21	semester	semester	NOUN
futech-462	195	22	of	of	ADP
futech-462	195	23	student	student	NOUN
futech-462	195	24	learning	learn	VERB
futech-462	195	25	trajectories	trajectory	NOUN
futech-462	195	26	to	to	PART
futech-462	195	27	define	define	VERB
futech-462	195	28	how	how	SCONJ
futech-462	195	29	poa	poa	NOUN
futech-462	195	30	's	's	PART
futech-462	195	31	three	three	NUM
futech-462	195	32	-	-	PUNCT
futech-462	195	33	phase	phase	NOUN
futech-462	195	34	structured	structured	ADJ
futech-462	195	35	approach	approach	NOUN
futech-462	195	36	is	be	AUX
futech-462	195	37	affecting	affect	VERB
futech-462	195	38	developmental	developmental	ADJ
futech-462	195	39	trends	trend	NOUN
futech-462	195	40	.	.	PUNCT
futech-462	196	1	this	this	DET
futech-462	196	2	type	type	NOUN
futech-462	196	3	of	of	ADP
futech-462	196	4	longitudinal	longitudinal	ADJ
futech-462	196	5	evidence	evidence	NOUN
futech-462	196	6	is	be	AUX
futech-462	196	7	essential	essential	ADJ
futech-462	196	8	for	for	SCONJ
futech-462	196	9	us	we	PRON
futech-462	196	10	to	to	PART
futech-462	196	11	learn	learn	VERB
futech-462	196	12	whether	whether	SCONJ
futech-462	196	13	the	the	DET
futech-462	196	14	theory	theory	NOUN
futech-462	196	15	-	-	PUNCT
futech-462	196	16	based	base	VERB
futech-462	196	17	assumptions	assumption	NOUN
futech-462	196	18	of	of	ADP
futech-462	196	19	poa	poa	NOUN
futech-462	196	20	instruction	instruction	NOUN
futech-462	196	21	are	be	AUX
futech-462	196	22	borne	bear	VERB
futech-462	196	23	out	out	ADP
futech-462	196	24	in	in	ADP
futech-462	196	25	evidence	evidence	NOUN
futech-462	196	26	of	of	ADP
futech-462	196	27	instructional	instructional	ADJ
futech-462	196	28	-	-	PUNCT
futech-462	196	29	phase	phase	NOUN
futech-462	196	30	-	-	PUNCT
futech-462	196	31	specific	specific	ADJ
futech-462	196	32	acceleration	acceleration	NOUN
futech-462	196	33	of	of	ADP
futech-462	196	34	learning	learning	NOUN
futech-462	196	35	,	,	PUNCT
futech-462	196	36	as	as	SCONJ
futech-462	196	37	systematically	systematically	ADV
futech-462	196	38	collated	collate	VERB
futech-462	196	39	in	in	ADP
futech-462	196	40	table	table	NOUN
futech-462	196	41	11	11	NUM
futech-462	196	42	.	.	PUNCT
futech-462	197	1	this	this	DET
futech-462	197	2	table	table	NOUN
futech-462	197	3	reveals	reveal	VERB
futech-462	197	4	systematic	systematic	ADJ
futech-462	197	5	progression	progression	NOUN
futech-462	197	6	patterns	pattern	NOUN
futech-462	197	7	where	where	SCONJ
futech-462	197	8	motivating	motivating	NOUN
futech-462	197	9	phase	phase	NOUN
futech-462	197	10	interventions	intervention	NOUN
futech-462	197	11	generated	generate	VERB
futech-462	197	12	average	average	ADJ
futech-462	197	13	engagement	engagement	NOUN
futech-462	197	14	increases	increase	NOUN
futech-462	197	15	of	of	ADP
futech-462	197	16	23.8	23.8	NUM
futech-462	197	17	%	%	NOUN
futech-462	197	18	within	within	ADP
futech-462	197	19	the	the	DET
futech-462	197	20	first	first	ADJ
futech-462	197	21	month	month	NOUN
futech-462	197	22	,	,	PUNCT
futech-462	197	23	enabling	enable	VERB
futech-462	197	24	phase	phase	NOUN
futech-462	197	25	activities	activity	NOUN
futech-462	197	26	produced	produce	VERB
futech-462	197	27	sustained	sustained	ADJ
futech-462	197	28	skill	skill	NOUN
futech-462	197	29	development	development	NOUN
futech-462	197	30	with	with	ADP
futech-462	197	31	31.2	31.2	NUM
futech-462	197	32	%	%	NOUN
futech-462	197	33	improvement	improvement	NOUN
futech-462	197	34	rates	rate	NOUN
futech-462	197	35	during	during	ADP
futech-462	197	36	mid	mid	ADJ
futech-462	197	37	-	-	ADJ
futech-462	197	38	semester	semester	ADJ
futech-462	197	39	periods	period	NOUN
futech-462	197	40	,	,	PUNCT
futech-462	197	41	and	and	CCONJ
futech-462	197	42	assessment	assessment	NOUN
futech-462	197	43	integration	integration	NOUN
futech-462	197	44	phase	phase	NOUN
futech-462	197	45	created	create	VERB
futech-462	197	46	consolidation	consolidation	NOUN
futech-462	197	47	effects	effect	NOUN
futech-462	197	48	yielding	yield	VERB
futech-462	197	49	18.4	18.4	NUM
futech-462	197	50	%	%	NOUN
futech-462	197	51	additional	additional	ADJ
futech-462	197	52	gains	gain	NOUN
futech-462	197	53	during	during	ADP
futech-462	197	54	final	final	ADJ
futech-462	197	55	semester	semester	NOUN
futech-462	197	56	weeks	week	NOUN
futech-462	197	57	,	,	PUNCT
futech-462	197	58	validating	validate	VERB
futech-462	197	59	structured	structured	ADJ
futech-462	197	60	phase	phase	NOUN
futech-462	197	61	progression	progression	NOUN
futech-462	197	62	effectiveness	effectiveness	NOUN
futech-462	197	63	compared	compare	VERB
futech-462	197	64	to	to	ADP
futech-462	197	65	undifferentiated	undifferentiated	ADJ
futech-462	197	66	instructional	instructional	ADJ
futech-462	197	67	approaches	approach	NOUN
futech-462	197	68	.	.	PUNCT
futech-462	198	1	3.4	3.4	NUM
futech-462	198	2	comparative	comparative	ADJ
futech-462	198	3	analysis	analysis	NOUN
futech-462	198	4	and	and	CCONJ
futech-462	198	5	advanced	advanced	ADJ
futech-462	198	6	algorithm	algorithm	NOUN
futech-462	198	7	performance	performance	NOUN
futech-462	198	8	validation	validation	NOUN
futech-462	198	9	following	follow	VERB
futech-462	198	10	the	the	DET
futech-462	198	11	comprehensive	comprehensive	ADJ
futech-462	198	12	validation	validation	NOUN
futech-462	198	13	of	of	ADP
futech-462	198	14	poa	poa	NOUN
futech-462	198	15	-	-	PUNCT
futech-462	198	16	mlsp	mlsp	ADJ
futech-462	198	17	framework	framework	NOUN
futech-462	198	18	components	component	NOUN
futech-462	198	19	and	and	CCONJ
futech-462	198	20	educational	educational	ADJ
futech-462	198	21	effectiveness	effectiveness	NOUN
futech-462	198	22	demonstration	demonstration	NOUN
futech-462	198	23	,	,	PUNCT
futech-462	198	24	it	it	PRON
futech-462	198	25	became	become	VERB
futech-462	198	26	crucial	crucial	ADJ
futech-462	198	27	to	to	PART
futech-462	198	28	establish	establish	VERB
futech-462	198	29	the	the	DET
futech-462	198	30	framework	framework	NOUN
futech-462	198	31	's	's	PART
futech-462	198	32	technical	technical	ADJ
futech-462	198	33	superiority	superiority	NOUN
futech-462	198	34	through	through	ADP
futech-462	198	35	systematic	systematic	ADJ
futech-462	198	36	comparison	comparison	NOUN
futech-462	198	37	with	with	ADP
futech-462	198	38	established	establish	VERB
futech-462	198	39	machine	machine	NOUN
futech-462	198	40	learning	learning	NOUN
futech-462	198	41	approaches	approach	NOUN
futech-462	198	42	commonly	commonly	ADV
futech-462	198	43	applied	apply	VERB
futech-462	198	44	to	to	ADP
futech-462	198	45	educational	educational	ADJ
futech-462	198	46	prediction	prediction	NOUN
futech-462	198	47	tasks	task	NOUN
futech-462	198	48	.	.	PUNCT
futech-462	199	1	this	this	DET
futech-462	199	2	comparative	comparative	ADJ
futech-462	199	3	analysis	analysis	NOUN
futech-462	199	4	validates	validate	VERB
futech-462	199	5	that	that	SCONJ
futech-462	199	6	educational	educational	ADJ
futech-462	199	7	theory	theory	NOUN
futech-462	199	8	-	-	PUNCT
futech-462	199	9	guided	guide	VERB
futech-462	199	10	design	design	NOUN
futech-462	199	11	principles	principle	NOUN
futech-462	199	12	genuinely	genuinely	ADV
futech-462	199	13	enhance	enhance	VERB
futech-462	199	14	prediction	prediction	NOUN
futech-462	199	15	performance	performance	NOUN
futech-462	199	16	beyond	beyond	ADP
futech-462	199	17	purely	purely	ADV
futech-462	199	18	statistical	statistical	ADJ
futech-462	199	19	approaches	approach	NOUN
futech-462	199	20	,	,	PUNCT
futech-462	199	21	while	while	SCONJ
futech-462	199	22	demonstrating	demonstrate	VERB
futech-462	199	23	the	the	DET
futech-462	199	24	practical	practical	ADJ
futech-462	199	25	advantages	advantage	NOUN
futech-462	199	26	of	of	ADP
futech-462	199	27	the	the	DET
futech-462	199	28	novel	novel	ADJ
futech-462	199	29	algorithmic	algorithmic	ADJ
futech-462	199	30	components	component	NOUN
futech-462	199	31	in	in	ADP
futech-462	199	32	multidimensional	multidimensional	ADJ
futech-462	199	33	writing	writing	NOUN
futech-462	199	34	performance	performance	NOUN
futech-462	199	35	prediction	prediction	NOUN
futech-462	199	36	contexts	contexts	NOUN
futech-462	199	37	.	.	PUNCT
futech-462	200	1	to	to	PART
futech-462	200	2	comprehensively	comprehensively	ADV
futech-462	200	3	evaluate	evaluate	VERB
futech-462	200	4	these	these	DET
futech-462	200	5	technical	technical	ADJ
futech-462	200	6	advantages	advantage	NOUN
futech-462	200	7	and	and	CCONJ
futech-462	200	8	validate	validate	VERB
futech-462	200	9	the	the	DET
futech-462	200	10	core	core	NOUN
futech-462	200	11	research	research	NOUN
futech-462	200	12	hypothesis	hypothesis	NOUN
futech-462	200	13	that	that	SCONJ
futech-462	200	14	educational	educational	ADJ
futech-462	200	15	domain	domain	NOUN
futech-462	200	16	knowledge	knowledge	NOUN
futech-462	200	17	integration	integration	NOUN
futech-462	200	18	improves	improve	VERB
futech-462	200	19	prediction	prediction	NOUN
futech-462	200	20	accuracy	accuracy	NOUN
futech-462	200	21	,	,	PUNCT
futech-462	200	22	a	a	DET
futech-462	200	23	systematic	systematic	ADJ
futech-462	200	24	performance	performance	NOUN
futech-462	200	25	comparison	comparison	NOUN
futech-462	200	26	was	be	AUX
futech-462	200	27	conducted	conduct	VERB
futech-462	200	28	against	against	ADP
futech-462	200	29	multiple	multiple	ADJ
futech-462	200	30	baseline	baseline	NOUN
futech-462	200	31	models	model	NOUN
futech-462	200	32	,	,	PUNCT
futech-462	200	33	as	as	SCONJ
futech-462	200	34	systematically	systematically	ADV
futech-462	200	35	visualized	visualize	VERB
futech-462	200	36	in	in	ADP
futech-462	200	37	figure	figure	NOUN
futech-462	200	38	4	4	NUM
futech-462	200	39	.	.	PUNCT
futech-462	201	1	this	this	DET
futech-462	201	2	figure	figure	NOUN
futech-462	201	3	demonstrates	demonstrate	VERB
futech-462	201	4	the	the	DET
futech-462	201	5	poa	poa	NOUN
futech-462	201	6	-	-	PUNCT
futech-462	201	7	mlsp	mlsp	ADJ
futech-462	201	8	framework	framework	NOUN
futech-462	201	9	's	's	PART
futech-462	201	10	technical	technical	ADJ
futech-462	201	11	superiority	superiority	NOUN
futech-462	201	12	through	through	ADP
futech-462	201	13	a	a	DET
futech-462	201	14	comprehensive	comprehensive	ADJ
futech-462	201	15	algorithmic	algorithmic	ADJ
futech-462	201	16	comparison	comparison	NOUN
futech-462	201	17	.	.	PUNCT
futech-462	202	1	figure	figure	NOUN
futech-462	202	2	4(a	4(a	NUM
futech-462	202	3	)	)	PUNCT
futech-462	202	4	shows	show	VERB
futech-462	202	5	overall	overall	ADJ
futech-462	202	6	performance	performance	NOUN
futech-462	202	7	where	where	SCONJ
futech-462	202	8	poamlsp	poamlsp	NOUN
futech-462	202	9	achieved	achieve	VERB
futech-462	202	10	r²	r²	NOUN
futech-462	202	11	=	=	PUNCT
futech-462	202	12	0.75	0.75	NUM
futech-462	202	13	±	±	NUM
futech-462	202	14	0.026	0.026	NUM
futech-462	202	15	,	,	PUNCT
futech-462	202	16	outperforming	outperform	VERB
futech-462	202	17	linear	linear	PROPN
futech-462	202	18	regression	regression	NOUN
futech-462	202	19	(	(	PUNCT
futech-462	202	20	r²	r²	NOUN
futech-462	202	21	=	=	SYM
futech-462	202	22	0.58	0.58	NUM
futech-462	202	23	)	)	PUNCT
futech-462	202	24	,	,	PUNCT
futech-462	202	25	random	random	ADJ
futech-462	202	26	forest	forest	NOUN
futech-462	202	27	(	(	PUNCT
futech-462	202	28	r²	r²	NOUN
futech-462	202	29	=	=	NOUN
futech-462	202	30	0.66	0.66	NUM
futech-462	202	31	)	)	PUNCT
futech-462	202	32	,	,	PUNCT
futech-462	202	33	and	and	CCONJ
futech-462	202	34	support	support	VERB
futech-462	202	35	vector	vector	NOUN
futech-462	202	36	machines	machine	NOUN
futech-462	202	37	(	(	PUNCT
futech-462	202	38	r²	r²	NOUN
futech-462	202	39	=	=	SYM
futech-462	202	40	0.63	0.63	NUM
futech-462	202	41	)	)	PUNCT
futech-462	202	42	by	by	ADP
futech-462	202	43	17	17	NUM
futech-462	202	44	-	-	SYM
futech-462	202	45	29	29	NUM
futech-462	202	46	%	%	NOUN
futech-462	202	47	,	,	PUNCT
futech-462	202	48	validating	validate	VERB
futech-462	202	49	educational	educational	ADJ
futech-462	202	50	theory	theory	NOUN
futech-462	202	51	integration	integration	NOUN
futech-462	202	52	benefits	benefit	NOUN
futech-462	202	53	.	.	PUNCT
futech-462	203	1	figure	figure	VERB
futech-462	203	2	4(b	4(b	NUM
futech-462	203	3	)	)	PUNCT
futech-462	203	4	reveals	reveal	VERB
futech-462	203	5	consistent	consistent	ADJ
futech-462	203	6	advantages	advantage	NOUN
futech-462	203	7	across	across	ADP
futech-462	203	8	all	all	DET
futech-462	203	9	five	five	NUM
futech-462	203	10	writing	writing	NOUN
futech-462	203	11	dimensions	dimension	NOUN
futech-462	203	12	,	,	PUNCT
futech-462	203	13	with	with	ADP
futech-462	203	14	content	content	NOUN
futech-462	203	15	(	(	PUNCT
futech-462	203	16	r²	r²	NOUN
futech-462	203	17	=	=	SYM
futech-462	203	18	0.78	0.78	NUM
futech-462	203	19	)	)	PUNCT
futech-462	203	20	and	and	CCONJ
futech-462	203	21	organization	organization	NOUN
futech-462	203	22	(	(	PUNCT
futech-462	203	23	r²	r²	NOUN
futech-462	203	24	=	=	SYM
futech-462	203	25	0.76	0.76	NUM
futech-462	203	26	)	)	PUNCT
futech-462	203	27	showing	show	VERB
futech-462	203	28	the	the	DET
futech-462	203	29	highest	high	ADJ
futech-462	203	30	prediction	prediction	NOUN
futech-462	203	31	accuracy	accuracy	NOUN
futech-462	203	32	.	.	PUNCT
futech-462	204	1	figure	figure	NOUN
futech-462	204	2	4(c	4(c	NUM
futech-462	204	3	)	)	PUNCT
futech-462	204	4	illustrates	illustrate	VERB
futech-462	204	5	feature	feature	VERB
futech-462	204	6	adaptive	adaptive	ADJ
futech-462	204	7	selection	selection	NOUN
futech-462	204	8	mechanism	mechanism	NOUN
futech-462	204	9	contributions	contribution	NOUN
futech-462	204	10	,	,	PUNCT
futech-462	204	11	delivering	deliver	VERB
futech-462	204	12	notable	notable	ADJ
futech-462	204	13	improvements	improvement	NOUN
futech-462	204	14	in	in	ADP
futech-462	204	15	content	content	NOUN
futech-462	204	16	prediction	prediction	NOUN
futech-462	204	17	(	(	PUNCT
futech-462	204	18	+9.2	+9.2	PROPN
futech-462	204	19	%	%	NOUN
futech-462	204	20	)	)	PUNCT
futech-462	204	21	,	,	PUNCT
futech-462	204	22	organization	organization	NOUN
futech-462	204	23	forecasting	forecasting	NOUN
futech-462	204	24	(	(	PUNCT
futech-462	204	25	+7.4	+7.4	PROPN
futech-462	204	26	%	%	NOUN
futech-462	204	27	)	)	PUNCT
futech-462	204	28	,	,	PUNCT
futech-462	204	29	and	and	CCONJ
futech-462	204	30	language	language	NOUN
futech-462	204	31	use	use	NOUN
futech-462	204	32	modeling	modeling	NOUN
futech-462	204	33	(	(	PUNCT
futech-462	204	34	+6.1	+6.1	PROPN
futech-462	204	35	%	%	NOUN
futech-462	204	36	)	)	PUNCT
futech-462	204	37	,	,	PUNCT
futech-462	204	38	confirming	confirm	VERB
futech-462	204	39	pedagogically	pedagogically	ADV
futech-462	204	40	-	-	PUNCT
futech-462	204	41	informed	inform	VERB
futech-462	204	42	algorithmic	algorithmic	ADJ
futech-462	204	43	design	design	NOUN
futech-462	204	44	effectiveness	effectiveness	NOUN
futech-462	204	45	over	over	ADP
futech-462	204	46	traditional	traditional	ADJ
futech-462	204	47	attention	attention	NOUN
futech-462	204	48	mechanisms	mechanism	NOUN
futech-462	204	49	.	.	PUNCT
futech-462	205	1	while	while	SCONJ
futech-462	205	2	technical	technical	ADJ
futech-462	205	3	performance	performance	NOUN
futech-462	205	4	validation	validation	NOUN
futech-462	205	5	demonstrates	demonstrate	VERB
futech-462	205	6	algorithmic	algorithmic	ADJ
futech-462	205	7	superiority	superiority	NOUN
futech-462	205	8	,	,	PUNCT
futech-462	205	9	the	the	DET
futech-462	205	10	ultimate	ultimate	ADJ
futech-462	205	11	success	success	NOUN
futech-462	205	12	of	of	ADP
futech-462	205	13	educational	educational	ADJ
futech-462	205	14	technology	technology	NOUN
futech-462	205	15	innovation	innovation	NOUN
futech-462	205	16	depends	depend	VERB
futech-462	205	17	on	on	ADP
futech-462	205	18	acceptance	acceptance	NOUN
futech-462	205	19	and	and	CCONJ
futech-462	205	20	practical	practical	ADJ
futech-462	205	21	utility	utility	NOUN
futech-462	205	22	among	among	ADP
futech-462	205	23	educational	educational	ADJ
futech-462	205	24	stakeholders	stakeholder	NOUN
futech-462	205	25	who	who	PRON
futech-462	205	26	must	must	AUX
futech-462	205	27	integrate	integrate	VERB
futech-462	205	28	these	these	DET
futech-462	205	29	tools	tool	NOUN
futech-462	205	30	into	into	ADP
futech-462	205	31	authentic	authentic	ADJ
futech-462	205	32	teaching	teaching	NOUN
futech-462	205	33	contexts	contexts	NOUN
futech-462	205	34	.	.	PUNCT
futech-462	206	1	to	to	PART
futech-462	206	2	assess	assess	VERB
futech-462	206	3	whether	whether	SCONJ
futech-462	206	4	the	the	DET
futech-462	206	5	framework	framework	NOUN
futech-462	206	6	's	's	PART
futech-462	206	7	technical	technical	ADJ
futech-462	206	8	capabilities	capability	NOUN
futech-462	206	9	translate	translate	VERB
futech-462	206	10	into	into	ADP
futech-462	206	11	meaningful	meaningful	ADJ
futech-462	206	12	educational	educational	ADJ
futech-462	206	13	support	support	NOUN
futech-462	206	14	that	that	PRON
futech-462	206	15	enhances	enhance	VERB
futech-462	206	16	instructional	instructional	ADJ
futech-462	206	17	practice	practice	NOUN
futech-462	206	18	,	,	PUNCT
futech-462	206	19	a	a	DET
futech-462	206	20	comprehensive	comprehensive	ADJ
futech-462	206	21	stakeholder	stakeholder	NOUN
futech-462	206	22	evaluation	evaluation	NOUN
futech-462	206	23	was	be	AUX
futech-462	206	24	conducted	conduct	VERB
futech-462	206	25	to	to	PART
futech-462	206	26	validate	validate	VERB
futech-462	206	27	practical	practical	ADJ
futech-462	206	28	implementation	implementation	NOUN
futech-462	206	29	feasibility	feasibility	NOUN
futech-462	206	30	and	and	CCONJ
futech-462	206	31	educational	educational	ADJ
futech-462	206	32	value	value	NOUN
futech-462	206	33	perception	perception	NOUN
futech-462	206	34	,	,	PUNCT
futech-462	206	35	as	as	SCONJ
futech-462	206	36	systematically	systematically	ADV
futech-462	206	37	documented	document	VERB
futech-462	206	38	in	in	ADP
futech-462	206	39	figure	figure	NOUN
futech-462	206	40	5	5	NUM
futech-462	206	41	.	.	PUNCT
futech-462	207	1	this	this	DET
futech-462	207	2	figure	figure	NOUN
futech-462	207	3	demonstrates	demonstrate	VERB
futech-462	207	4	comprehensive	comprehensive	ADJ
futech-462	207	5	stakeholder	stakeholder	NOUN
futech-462	207	6	validation	validation	NOUN
futech-462	207	7	through	through	ADP
futech-462	207	8	three	three	NUM
futech-462	207	9	key	key	ADJ
futech-462	207	10	assessment	assessment	NOUN
futech-462	207	11	dimensions	dimension	NOUN
futech-462	207	12	.	.	PUNCT
futech-462	208	1	figure	figure	VERB
futech-462	208	2	5(a	5(a	NUM
futech-462	208	3	)	)	PUNCT
futech-462	208	4	reveals	reveal	VERB
futech-462	208	5	strong	strong	ADJ
futech-462	208	6	teacher	teacher	NOUN
futech-462	208	7	satisfaction	satisfaction	NOUN
futech-462	208	8	with	with	ADP
futech-462	208	9	decision	decision	NOUN
futech-462	208	10	-	-	PUNCT
futech-462	208	11	making	make	VERB
futech-462	208	12	insights	insight	NOUN
futech-462	208	13	(	(	PUNCT
futech-462	208	14	79.8	79.8	NUM
futech-462	208	15	%	%	NOUN
futech-462	208	16	±	±	NUM
futech-462	208	17	2.9	2.9	NUM
futech-462	208	18	%	%	NOUN
futech-462	208	19	)	)	PUNCT
futech-462	208	20	,	,	PUNCT
futech-462	208	21	student	student	NOUN
futech-462	208	22	grouping	grouping	NOUN
futech-462	208	23	effectiveness	effectiveness	NOUN
futech-462	208	24	(	(	PUNCT
futech-462	208	25	76.4	76.4	NUM
futech-462	208	26	%	%	NOUN
futech-462	208	27	±	±	NUM
futech-462	208	28	3.1	3.1	NUM
futech-462	208	29	%	%	NOUN
futech-462	208	30	)	)	PUNCT
futech-462	208	31	,	,	PUNCT
futech-462	208	32	and	and	CCONJ
futech-462	208	33	continued	continue	VERB
futech-462	208	34	utilization	utilization	NOUN
futech-462	208	35	willingness	willingness	NOUN
futech-462	208	36	(	(	PUNCT
futech-462	208	37	81.5	81.5	NUM
futech-462	208	38	%	%	NOUN
futech-462	208	39	±	±	NUM
futech-462	208	40	2.4	2.4	NUM
futech-462	208	41	%	%	NOUN
futech-462	208	42	)	)	PUNCT
futech-462	208	43	,	,	PUNCT
futech-462	208	44	confirming	confirm	VERB
futech-462	208	45	educator	educator	NOUN
futech-462	208	46	acceptance	acceptance	NOUN
futech-462	208	47	.	.	PUNCT
futech-462	209	1	figure	figure	NOUN
futech-462	209	2	5(b	5(b	NUM
futech-462	209	3	)	)	PUNCT
futech-462	209	4	validates	validate	VERB
futech-462	209	5	practical	practical	ADJ
futech-462	209	6	implementation	implementation	NOUN
futech-462	209	7	feasibility	feasibility	NOUN
futech-462	209	8	,	,	PUNCT
futech-462	209	9	requiring	require	VERB
futech-462	209	10	minimal	minimal	ADJ
futech-462	209	11	initial	initial	ADJ
futech-462	209	12	training	training	NOUN
futech-462	209	13	(	(	PUNCT
futech-462	209	14	4.8	4.8	NUM
futech-462	209	15	±	±	NUM
futech-462	209	16	1.2	1.2	NUM
futech-462	209	17	hours	hour	NOUN
futech-462	209	18	)	)	PUNCT
futech-462	209	19	and	and	CCONJ
futech-462	209	20	weekly	weekly	ADJ
futech-462	209	21	operation	operation	NOUN
futech-462	209	22	time	time	NOUN
futech-462	209	23	(	(	PUNCT
futech-462	209	24	27.5	27.5	NUM
futech-462	209	25	minutes	minute	NOUN
futech-462	209	26	)	)	PUNCT
futech-462	209	27	,	,	PUNCT
futech-462	209	28	supporting	support	VERB
futech-462	209	29	widespread	widespread	ADJ
futech-462	209	30	deployment	deployment	NOUN
futech-462	209	31	viability	viability	NOUN
futech-462	209	32	.	.	PUNCT
futech-462	210	1	figure	figure	VERB
futech-462	210	2	5(c	5(c	NUM
futech-462	210	3	)	)	PUNCT
futech-462	210	4	confirms	confirm	VERB
futech-462	210	5	framework	framework	NOUN
futech-462	210	6	utility	utility	NOUN
futech-462	210	7	across	across	ADP
futech-462	210	8	educational	educational	ADJ
futech-462	210	9	interpretability	interpretability	NOUN
futech-462	210	10	(	(	PUNCT
futech-462	210	11	77.6	77.6	NUM
futech-462	210	12	%	%	NOUN
futech-462	210	13	±	±	NUM
futech-462	210	14	3.1	3.1	NUM
futech-462	210	15	%	%	NOUN
futech-462	210	16	)	)	PUNCT
futech-462	210	17	,	,	PUNCT
futech-462	210	18	practical	practical	ADJ
futech-462	210	19	utility	utility	NOUN
futech-462	210	20	(	(	PUNCT
futech-462	210	21	79.2	79.2	NUM
futech-462	210	22	%	%	NOUN
futech-462	210	23	±	±	NUM
futech-462	210	24	2.7	2.7	NUM
futech-462	210	25	%	%	NOUN
futech-462	210	26	)	)	PUNCT
futech-462	210	27	,	,	PUNCT
futech-462	210	28	and	and	CCONJ
futech-462	210	29	prediction	prediction	NOUN
futech-462	210	30	reliability	reliability	NOUN
futech-462	210	31	(	(	PUNCT
futech-462	210	32	82.4	82.4	NUM
futech-462	210	33	%	%	NOUN
futech-462	210	34	)	)	PUNCT
futech-462	210	35	,	,	PUNCT
futech-462	210	36	demonstrating	demonstrate	VERB
futech-462	210	37	successful	successful	ADJ
futech-462	210	38	translation	translation	NOUN
futech-462	210	39	of	of	ADP
futech-462	210	40	sophisticated	sophisticated	ADJ
futech-462	210	41	algorithms	algorithm	NOUN
futech-462	210	42	into	into	ADP
futech-462	210	43	meaningful	meaningful	ADJ
futech-462	210	44	educational	educational	ADJ
futech-462	210	45	support	support	NOUN
futech-462	210	46	tools	tool	NOUN
futech-462	210	47	.	.	PUNCT
futech-462	211	1	the	the	DET
futech-462	211	2	comparative	comparative	ADJ
futech-462	211	3	analysis	analysis	NOUN
futech-462	211	4	demonstrates	demonstrate	VERB
futech-462	211	5	the	the	DET
futech-462	211	6	poa	poa	NOUN
futech-462	211	7	-	-	PUNCT
futech-462	211	8	mlsp	mlsp	ADJ
futech-462	211	9	framework	framework	NOUN
futech-462	211	10	's	's	PART
futech-462	211	11	technical	technical	ADJ
futech-462	211	12	superiority	superiority	NOUN
futech-462	211	13	,	,	PUNCT
futech-462	211	14	achieving	achieve	VERB
futech-462	211	15	17	17	NUM
futech-462	211	16	-	-	SYM
futech-462	211	17	29	29	NUM
futech-462	211	18	%	%	NOUN
futech-462	211	19	performance	performance	NOUN
futech-462	211	20	improvements	improvement	NOUN
futech-462	211	21	over	over	ADP
futech-462	211	22	traditional	traditional	ADJ
futech-462	211	23	approaches	approach	NOUN
futech-462	211	24	while	while	SCONJ
futech-462	211	25	maintaining	maintain	VERB
futech-462	211	26	computational	computational	ADJ
futech-462	211	27	efficiency	efficiency	NOUN
futech-462	211	28	through	through	ADP
futech-462	211	29	educational	educational	ADJ
futech-462	211	30	domain	domain	NOUN
futech-462	211	31	knowledge	knowledge	NOUN
futech-462	211	32	integration	integration	NOUN
futech-462	211	33	.	.	PUNCT
futech-462	212	1	table	table	NOUN
futech-462	212	2	10	10	NUM
futech-462	212	3	.	.	PUNCT
futech-462	213	1	educational	educational	ADJ
futech-462	213	2	intervention	intervention	NOUN
futech-462	213	3	effectiveness	effectiveness	NOUN
futech-462	213	4	validation	validation	NOUN
futech-462	213	5	intervention	intervention	NOUN
futech-462	213	6	component	component	NOUN
futech-462	213	7	performance	performance	NOUN
futech-462	213	8	metric	metric	ADJ
futech-462	213	9	framework	framework	NOUN
futech-462	213	10	result	result	VERB
futech-462	213	11	baseline	baseline	NOUN
futech-462	213	12	/	/	SYM
futech-462	213	13	control	control	NOUN
futech-462	213	14	result	result	NOUN
futech-462	213	15	improvement	improvement	NOUN
futech-462	213	16	statistical	statistical	ADJ
futech-462	213	17	significance	significance	NOUN
futech-462	213	18	early	early	ADJ
futech-462	213	19	warning	warning	NOUN
futech-462	213	20	system	system	NOUN
futech-462	213	21	at	at	ADP
futech-462	213	22	-	-	PUNCT
futech-462	213	23	risk	risk	NOUN
futech-462	213	24	student	student	NOUN
futech-462	213	25	identification	identification	NOUN
futech-462	213	26	accuracy	accuracy	NOUN
futech-462	213	27	78.4	78.4	NUM
futech-462	213	28	%	%	NOUN
futech-462	213	29	±	±	NUM
futech-462	213	30	2.1	2.1	NUM
futech-462	213	31	%	%	NOUN
futech-462	213	32	68.9	68.9	NUM
futech-462	213	33	%	%	NOUN
futech-462	213	34	±	±	NUM
futech-462	213	35	2.8	2.8	NUM
futech-462	213	36	%	%	NOUN
futech-462	213	37	+9.5	+9.5	NOUN
futech-462	213	38	percentage	percentage	NOUN
futech-462	213	39	points	point	NOUN
futech-462	214	1	p	p	X
futech-462	214	2	<	<	X
futech-462	214	3	0.05	0.05	NUM
futech-462	214	4	early	early	ADJ
futech-462	214	5	warning	warning	NOUN
futech-462	214	6	system	system	NOUN
futech-462	214	7	advance	advance	NOUN
futech-462	214	8	warning	warning	NOUN
futech-462	214	9	time	time	NOUN
futech-462	214	10	3	3	NUM
futech-462	214	11	-	-	SYM
futech-462	214	12	4	4	NUM
futech-462	214	13	weeks	week	NOUN
futech-462	214	14	1	1	NUM
futech-462	214	15	-	-	SYM
futech-462	214	16	2	2	NUM
futech-462	214	17	weeks	week	NOUN
futech-462	214	18	+2	+2	ADP
futech-462	214	19	weeks	week	NOUN
futech-462	214	20	average	average	ADV
futech-462	214	21	p	p	X
futech-462	214	22	<	<	X
futech-462	214	23	0.05	0.05	NUM
futech-462	214	24	alert	alert	ADJ
futech-462	214	25	optimization	optimization	NOUN
futech-462	214	26	false	false	ADJ
futech-462	214	27	positive	positive	ADJ
futech-462	214	28	reduction	reduction	NOUN
futech-462	214	29	rate	rate	NOUN
futech-462	214	30	24.3	24.3	NUM
futech-462	214	31	%	%	NOUN
futech-462	214	32	reduction	reduction	NOUN
futech-462	214	33	static	static	ADJ
futech-462	214	34	threshold	threshold	NOUN
futech-462	214	35	baseline	baseline	NOUN
futech-462	214	36	-24.3	-24.3	NUM
futech-462	214	37	%	%	NOUN
futech-462	214	38	false	false	ADJ
futech-462	214	39	alerts	alert	NOUN
futech-462	214	40	p	p	X
futech-462	214	41	<	<	X
futech-462	214	42	0.05	0.05	NUM
futech-462	214	43	teaching	teaching	NOUN
futech-462	214	44	adjustments	adjustment	NOUN
futech-462	214	45	student	student	NOUN
futech-462	214	46	performance	performance	NOUN
futech-462	214	47	improvement	improvement	NOUN
futech-462	214	48	8.7	8.7	NUM
futech-462	214	49	%	%	NOUN
futech-462	214	50	±	±	NUM
futech-462	214	51	1.9	1.9	NUM
futech-462	214	52	%	%	NOUN
futech-462	214	53	gain	gain	NOUN
futech-462	214	54	control	control	PROPN
futech-462	214	55	group	group	PROPN
futech-462	214	56	baseline	baseline	PROPN
futech-462	214	57	+8.7	+8.7	PROPN
futech-462	214	58	%	%	NOUN
futech-462	214	59	relative	relative	ADJ
futech-462	214	60	improvement	improvement	NOUN
futech-462	214	61	p	p	X
futech-462	214	62	<	<	X
futech-462	214	63	0.05	0.05	NUM
futech-462	214	64	intervention	intervention	NOUN
futech-462	214	65	timing	timing	NOUN
futech-462	214	66	proactive	proactive	ADJ
futech-462	214	67	vs	vs	ADP
futech-462	214	68	reactive	reactive	ADJ
futech-462	214	69	success	success	NOUN
futech-462	214	70	rate	rate	NOUN
futech-462	214	71	71.2	71.2	NUM
futech-462	214	72	%	%	NOUN
futech-462	214	73	±	±	NUM
futech-462	214	74	3.1	3.1	NUM
futech-462	214	75	%	%	NOUN
futech-462	214	76	58.6	58.6	NUM
futech-462	214	77	%	%	NOUN
futech-462	214	78	±	±	NUM
futech-462	214	79	3.4	3.4	NUM
futech-462	214	80	%	%	NOUN
futech-462	214	81	+12.6	+12.6	NOUN
futech-462	214	82	percentage	percentage	NOUN
futech-462	214	83	points	point	NOUN
futech-462	214	84	p	p	X
futech-462	214	85	<	<	X
futech-462	214	86	0.05	0.05	NUM
futech-462	214	87	personalized	personalize	VERB
futech-462	214	88	thresholds	threshold	NOUN
futech-462	214	89	intervention	intervention	NOUN
futech-462	214	90	targeting	target	VERB
futech-462	214	91	precision	precision	NOUN
futech-462	214	92	82.1	82.1	NUM
futech-462	214	93	%	%	NOUN
futech-462	214	94	±	±	NUM
futech-462	214	95	2.4	2.4	NUM
futech-462	214	96	%	%	NOUN
futech-462	214	97	74.3	74.3	NUM
futech-462	214	98	%	%	NOUN
futech-462	214	99	±	±	NUM
futech-462	214	100	3.0	3.0	NUM
futech-462	214	101	%	%	NOUN
futech-462	214	102	+7.8	+7.8	NUM
futech-462	214	103	percentage	percentage	NOUN
futech-462	214	104	points	point	NOUN
futech-462	215	1	p	p	X
futech-462	215	2	<	<	X
futech-462	215	3	0.05	0.05	NUM
futech-462	215	4	overall	overall	ADJ
futech-462	215	5	framework	framework	NOUN
futech-462	215	6	teacher	teacher	NOUN
futech-462	215	7	satisfaction	satisfaction	NOUN
futech-462	215	8	with	with	ADP
futech-462	215	9	recommendations	recommendation	NOUN
futech-462	215	10	79.8	79.8	NUM
futech-462	215	11	%	%	NOUN
futech-462	215	12	±	±	NUM
futech-462	215	13	2.9	2.9	NUM
futech-462	215	14	%	%	NOUN
futech-462	215	15	61.2	61.2	NUM
futech-462	215	16	%	%	NOUN
futech-462	215	17	±	±	NUM
futech-462	215	18	3.7	3.7	NUM
futech-462	215	19	%	%	NOUN
futech-462	215	20	+18.6	+18.6	DET
futech-462	215	21	percentage	percentage	NOUN
futech-462	215	22	points	point	NOUN
futech-462	215	23	p	p	X
futech-462	215	24	<	<	X
futech-462	215	25	0.01	0.01	NUM
futech-462	215	26	implementation	implementation	NOUN
futech-462	215	27	feasibility	feasibility	NOUN
futech-462	215	28	successful	successful	ADJ
futech-462	215	29	classroom	classroom	NOUN
futech-462	215	30	integration	integration	NOUN
futech-462	215	31	rate	rate	NOUN
futech-462	215	32	83.7	83.7	NUM
futech-462	215	33	%	%	NOUN
futech-462	215	34	±	±	NUM
futech-462	215	35	2.6	2.6	NUM
futech-462	215	36	%	%	NOUN
futech-462	215	37	n	n	CCONJ
futech-462	215	38	/	/	SYM
futech-462	215	39	a	a	DET
futech-462	215	40	high	high	ADJ
futech-462	215	41	adoption	adoption	NOUN
futech-462	215	42	success	success	NOUN
futech-462	216	1	p	p	X
futech-462	216	2	<	<	X
futech-462	216	3	0.01	0.01	NUM
futech-462	216	4	yu	yu	PROPN
futech-462	216	5	li	li	PROPN
futech-462	216	6	et	et	PROPN
futech-462	216	7	al	al	PROPN
futech-462	216	8	.	.	PROPN
futech-462	216	9	/future	/future	PUNCT
futech-462	216	10	technology	technology	PROPN
futech-462	216	11	november	november	PROPN
futech-462	216	12	2025|	2025|	NUM
futech-462	216	13	volume	volume	NOUN
futech-462	216	14	04	04	NUM
futech-462	217	1	|	|	ADV
futech-462	217	2	issue	issue	VERB
futech-462	217	3	04	04	NUM
futech-462	218	1	|	|	CCONJ
futech-462	218	2	pages	page	VERB
futech-462	218	3	100	100	NUM
futech-462	218	4	-	-	SYM
futech-462	218	5	116	116	NUM
futech-462	218	6	113	113	NUM
futech-462	218	7	table	table	NOUN
futech-462	218	8	11	11	NUM
futech-462	218	9	.	.	PUNCT
futech-462	219	1	temporal	temporal	ADJ
futech-462	219	2	learning	learning	NOUN
futech-462	219	3	trajectory	trajectory	NOUN
futech-462	219	4	analysis	analysis	NOUN
futech-462	219	5	across	across	ADP
futech-462	219	6	a	a	DET
futech-462	219	7	16	16	NUM
futech-462	219	8	-	-	PUNCT
futech-462	219	9	week	week	NOUN
futech-462	219	10	period	period	NOUN
futech-462	219	11	time	time	NOUN
futech-462	219	12	period	period	NOUN
futech-462	219	13	poa	poa	NOUN
futech-462	219	14	phase	phase	NOUN
futech-462	219	15	learning	learn	VERB
futech-462	219	16	indicator	indicator	PROPN
futech-462	219	17	framework	framework	PROPN
futech-462	219	18	group	group	PROPN
futech-462	219	19	control	control	PROPN
futech-462	219	20	group	group	PROPN
futech-462	219	21	improvement	improvement	NOUN
futech-462	219	22	rate	rate	NOUN
futech-462	219	23	statistical	statistical	ADJ
futech-462	219	24	significance	significance	NOUN
futech-462	219	25	weeks	week	NOUN
futech-462	219	26	1	1	NUM
futech-462	219	27	-	-	SYM
futech-462	219	28	4	4	NUM
futech-462	219	29	motivating	motivating	NOUN
futech-462	219	30	student	student	NOUN
futech-462	219	31	engagement	engagement	NOUN
futech-462	219	32	level	level	NOUN
futech-462	219	33	73.8	73.8	NUM
futech-462	219	34	%	%	NOUN
futech-462	219	35	±	±	NUM
futech-462	219	36	2.4	2.4	NUM
futech-462	219	37	%	%	NOUN
futech-462	219	38	58.6	58.6	NUM
futech-462	219	39	%	%	NOUN
futech-462	219	40	±	±	NUM
futech-462	219	41	3.1	3.1	NUM
futech-462	219	42	%	%	NOUN
futech-462	219	43	+23.8	+23.8	NOUN
futech-462	219	44	%	%	NOUN
futech-462	219	45	increase	increase	NOUN
futech-462	219	46	p	p	X
futech-462	219	47	<	<	X
futech-462	219	48	0.01	0.01	NUM
futech-462	219	49	weeks	week	NOUN
futech-462	219	50	1	1	NUM
futech-462	219	51	-	-	SYM
futech-462	219	52	4	4	NUM
futech-462	219	53	motivating	motivating	NOUN
futech-462	219	54	learning	learn	VERB
futech-462	219	55	motivation	motivation	NOUN
futech-462	219	56	score	score	VERB
futech-462	219	57	7.2	7.2	NUM
futech-462	219	58	±	±	NUM
futech-462	219	59	0.8	0.8	NUM
futech-462	219	60	5.8	5.8	NUM
futech-462	219	61	±	±	NUM
futech-462	219	62	0.9	0.9	NUM
futech-462	219	63	+24.1	+24.1	NOUN
futech-462	219	64	%	%	NOUN
futech-462	219	65	increase	increase	NOUN
futech-462	219	66	p	p	X
futech-462	219	67	<	<	X
futech-462	219	68	0.05	0.05	NUM
futech-462	219	69	weeks	week	NOUN
futech-462	219	70	5	5	NUM
futech-462	219	71	-	-	SYM
futech-462	219	72	8	8	NUM
futech-462	219	73	enabling	enable	VERB
futech-462	219	74	(	(	PUNCT
futech-462	219	75	early	early	ADJ
futech-462	219	76	)	)	PUNCT
futech-462	219	77	writing	write	VERB
futech-462	219	78	skill	skill	NOUN
futech-462	219	79	development	development	NOUN
futech-462	219	80	6.8	6.8	NUM
futech-462	219	81	±	±	NUM
futech-462	219	82	0.7	0.7	NUM
futech-462	219	83	5.9	5.9	NUM
futech-462	219	84	±	±	NUM
futech-462	219	85	0.8	0.8	NUM
futech-462	219	86	+15.3	+15.3	NOUN
futech-462	219	87	%	%	NOUN
futech-462	219	88	improvement	improvement	NOUN
futech-462	219	89	p	p	X
futech-462	219	90	<	<	X
futech-462	219	91	0.05	0.05	NUM
futech-462	219	92	weeks	week	NOUN
futech-462	219	93	9	9	NUM
futech-462	219	94	-	-	SYM
futech-462	219	95	12	12	NUM
futech-462	219	96	enabling	enable	VERB
futech-462	219	97	(	(	PUNCT
futech-462	219	98	peak	peak	NOUN
futech-462	219	99	)	)	PUNCT
futech-462	219	100	writing	write	VERB
futech-462	219	101	performance	performance	NOUN
futech-462	219	102	gains	gain	VERB
futech-462	219	103	8.1	8.1	NUM
futech-462	219	104	±	±	NUM
futech-462	219	105	0.6	0.6	NUM
futech-462	219	106	6.2	6.2	NUM
futech-462	219	107	±	±	NUM
futech-462	219	108	0.9	0.9	NUM
futech-462	220	1	+31.2	+31.2	NOUN
futech-462	220	2	%	%	NOUN
futech-462	220	3	improvement	improvement	NOUN
futech-462	220	4	p	p	X
futech-462	220	5	<	<	X
futech-462	220	6	0.01	0.01	NUM
futech-462	220	7	weeks	week	NOUN
futech-462	220	8	9	9	NUM
futech-462	220	9	-	-	SYM
futech-462	220	10	12	12	NUM
futech-462	220	11	enabling	enable	VERB
futech-462	220	12	(	(	PUNCT
futech-462	220	13	peak	peak	NOUN
futech-462	220	14	)	)	PUNCT
futech-462	220	15	collaborative	collaborative	ADJ
futech-462	220	16	learning	learning	NOUN
futech-462	220	17	participation	participation	NOUN
futech-462	220	18	84.7	84.7	NUM
futech-462	220	19	%	%	NOUN
futech-462	220	20	±	±	NUM
futech-462	220	21	2.1	2.1	NUM
futech-462	220	22	%	%	NOUN
futech-462	220	23	64.5	64.5	NUM
futech-462	220	24	%	%	NOUN
futech-462	220	25	±	±	NUM
futech-462	220	26	3.4	3.4	NUM
futech-462	220	27	%	%	NOUN
futech-462	220	28	+31.3	+31.3	NOUN
futech-462	220	29	%	%	NOUN
futech-462	220	30	increase	increase	NOUN
futech-462	220	31	p	p	X
futech-462	220	32	<	<	X
futech-462	220	33	0.01	0.01	NUM
futech-462	220	34	weeks	week	NOUN
futech-462	220	35	13	13	NUM
futech-462	220	36	-	-	SYM
futech-462	220	37	16	16	NUM
futech-462	220	38	assessment	assessment	NOUN
futech-462	220	39	integration	integration	NOUN
futech-462	220	40	learning	learn	VERB
futech-462	220	41	consolidation	consolidation	NOUN
futech-462	220	42	effects	effect	NOUN
futech-462	220	43	7.9	7.9	NUM
futech-462	220	44	±	±	NUM
futech-462	220	45	0.5	0.5	NUM
futech-462	220	46	6.7	6.7	NUM
futech-462	220	47	±	±	NOUN
futech-462	220	48	0.7	0.7	NUM
futech-462	220	49	+18.4	+18.4	NOUN
futech-462	220	50	%	%	NOUN
futech-462	220	51	additional	additional	ADJ
futech-462	220	52	gains	gain	NOUN
futech-462	220	53	p	p	X
futech-462	220	54	<	<	X
futech-462	220	55	0.05	0.05	NUM
futech-462	220	56	weeks	week	NOUN
futech-462	220	57	13	13	NUM
futech-462	220	58	-	-	SYM
futech-462	220	59	16	16	NUM
futech-462	220	60	assessment	assessment	NOUN
futech-462	220	61	integration	integration	NOUN
futech-462	220	62	self	self	NOUN
futech-462	220	63	-	-	PUNCT
futech-462	220	64	regulation	regulation	NOUN
futech-462	220	65	development	development	NOUN
futech-462	220	66	78.2	78.2	NUM
futech-462	220	67	%	%	NOUN
futech-462	220	68	±	±	NUM
futech-462	220	69	2.6	2.6	NUM
futech-462	220	70	%	%	NOUN
futech-462	220	71	66.0	66.0	NUM
futech-462	220	72	%	%	NOUN
futech-462	220	73	±	±	NUM
futech-462	220	74	3.2	3.2	NUM
futech-462	220	75	%	%	NOUN
futech-462	220	76	+18.5	+18.5	PROPN
futech-462	220	77	%	%	NOUN
futech-462	220	78	improvement	improvement	NOUN
futech-462	221	1	p	p	X
futech-462	221	2	<	<	X
futech-462	221	3	0.05	0.05	NUM
futech-462	221	4	overall	overall	ADJ
futech-462	221	5	semester	semester	NOUN
futech-462	221	6	complete	complete	ADJ
futech-462	221	7	poa	poa	NOUN
futech-462	221	8	cycle	cycle	NOUN
futech-462	221	9	cumulative	cumulative	ADJ
futech-462	221	10	learning	learning	NOUN
futech-462	221	11	progress	progress	NOUN
futech-462	221	12	82.4	82.4	NUM
futech-462	221	13	%	%	NOUN
futech-462	221	14	±	±	NUM
futech-462	221	15	1.9	1.9	NUM
futech-462	221	16	%	%	NOUN
futech-462	221	17	65.1	65.1	NUM
futech-462	221	18	%	%	NOUN
futech-462	221	19	±	±	NUM
futech-462	221	20	2.8	2.8	NUM
futech-462	221	21	%	%	NOUN
futech-462	221	22	+26.6	+26.6	ADJ
futech-462	221	23	%	%	NOUN
futech-462	221	24	total	total	ADJ
futech-462	221	25	improvement	improvement	NOUN
futech-462	221	26	p	p	X
futech-462	221	27	<	<	X
futech-462	221	28	0.001	0.001	NUM
futech-462	221	29	figure	figure	NOUN
futech-462	221	30	4	4	NUM
futech-462	221	31	.	.	PUNCT
futech-462	221	32	algorithm	algorithm	NOUN
futech-462	221	33	performance	performance	NOUN
futech-462	221	34	comparison	comparison	NOUN
futech-462	221	35	across	across	ADP
futech-462	221	36	writing	write	VERB
futech-462	221	37	dimensions	dimension	NOUN
futech-462	221	38	figure	figure	VERB
futech-462	221	39	5	5	NUM
futech-462	221	40	.	.	PUNCT
futech-462	221	41	teacher	teacher	NOUN
futech-462	221	42	satisfaction	satisfaction	NOUN
futech-462	221	43	and	and	CCONJ
futech-462	221	44	framework	framework	NOUN
futech-462	221	45	usability	usability	NOUN
futech-462	221	46	assessment	assessment	NOUN
futech-462	221	47	(	(	PUNCT
futech-462	221	48	a	a	X
futech-462	221	49	)	)	PUNCT
futech-462	221	50	overall	overall	ADJ
futech-462	221	51	algorithm	algorithm	NOUN
futech-462	221	52	performance	performance	NOUN
futech-462	221	53	comparison	comparison	NOUN
futech-462	221	54	linear	linear	PROPN
futech-462	221	55	regression	regression	NOUN
futech-462	222	1	random	random	ADJ
futech-462	222	2	forest	forest	NOUN
futech-462	222	3	support	support	NOUN
futech-462	222	4	vector	vector	NOUN
futech-462	222	5	machine	machine	NOUN
futech-462	222	6	poa	poa	NOUN
futech-462	222	7	-	-	PUNCT
futech-462	222	8	mlsp	mlsp	ADJ
futech-462	222	9	framework	framework	NOUN
futech-462	222	10	0.580±0.031	0.580±0.031	NOUN
futech-462	222	11	0.660±0.025	0.660±0.025	NOUN
futech-462	222	12	0.630±0.029	0.630±0.029	NOUN
futech-462	222	13	0.750±0.026	0.750±0.026	PUNCT
futech-462	223	1	machine	machine	NOUN
futech-462	223	2	learning	learn	VERB
futech-462	223	3	algorithms	algorithms	NOUN
futech-462	223	4	0	0	NUM
futech-462	223	5	0.1	0.1	NUM
futech-462	223	6	0.2	0.2	NUM
futech-462	223	7	0.3	0.3	NUM
futech-462	223	8	0.4	0.4	NUM
futech-462	223	9	0.5	0.5	NUM
futech-462	223	10	0.6	0.6	NUM
futech-462	223	11	0.7	0.7	NUM
futech-462	223	12	0.8	0.8	NUM
futech-462	223	13	r	r	NOUN
futech-462	223	14	²	²	NUM
futech-462	224	1	p	p	NOUN
futech-462	225	1	er	er	INTJ
futech-462	225	2	fo	fo	INTJ
futech-462	225	3	rm	rm	PROPN
futech-462	225	4	an	an	DET
futech-462	225	5	ce	ce	PROPN
futech-462	225	6	s	s	PART
futech-462	225	7	co	co	X
futech-462	225	8	re	re	X
futech-462	225	9	(	(	PUNCT
futech-462	225	10	b	b	NOUN
futech-462	225	11	)	)	PUNCT
futech-462	225	12	five	five	NUM
futech-462	225	13	-	-	PUNCT
futech-462	225	14	dimensional	dimensional	ADJ
futech-462	225	15	writing	writing	NOUN
futech-462	225	16	performance	performance	NOUN
futech-462	225	17	prediction	prediction	NOUN
futech-462	225	18	con	con	NOUN
futech-462	225	19	ten	ten	NUM
futech-462	225	20	t	t	PROPN
futech-462	225	21	orga	orga	PROPN
futech-462	225	22	niz	niz	PROPN
futech-462	225	23	ati	ati	NOUN
futech-462	225	24	on	on	ADP
futech-462	225	25	la	la	PROPN
futech-462	225	26	ng	ng	PROPN
futech-462	225	27	ua	ua	PROPN
futech-462	225	28	ge	ge	PROPN
futech-462	225	29	use	use	VERB
futech-462	225	30	voc	voc	PROPN
futech-462	225	31	ab	ab	PROPN
futech-462	225	32	ula	ula	PROPN
futech-462	225	33	ry	ry	PROPN
futech-462	225	34	mec	mec	PROPN
futech-462	225	35	ha	ha	PROPN
futech-462	225	36	nic	nic	PROPN
futech-462	225	37	s	s	PART
futech-462	225	38	0.62	0.62	NUM
futech-462	225	39	0.78	0.78	NUM
futech-462	225	40	0.64	0.64	NUM
futech-462	225	41	0.76	0.76	NUM
futech-462	225	42	0.63	0.63	NUM
futech-462	225	43	0.73	0.73	NUM
futech-462	225	44	0.64	0.64	NUM
futech-462	225	45	0.74	0.74	NUM
futech-462	225	46	0.61	0.61	NUM
futech-462	225	47	0.69	0.69	NUM
futech-462	225	48	writing	writing	NOUN
futech-462	225	49	dimensions	dimension	NOUN
futech-462	225	50	(	(	PUNCT
futech-462	225	51	jacobs	jacobs	PROPN
futech-462	225	52	framework	framework	PROPN
futech-462	225	53	)	)	PUNCT
futech-462	225	54	0	0	NUM
futech-462	225	55	0.1	0.1	NUM
futech-462	225	56	0.2	0.2	NUM
futech-462	225	57	0.3	0.3	NUM
futech-462	225	58	0.4	0.4	NUM
futech-462	225	59	0.5	0.5	NUM
futech-462	225	60	0.6	0.6	NUM
futech-462	225	61	0.7	0.7	NUM
futech-462	225	62	0.8	0.8	NUM
futech-462	225	63	r	r	NOUN
futech-462	225	64	²	²	NUM
futech-462	225	65	p	p	NOUN
futech-462	225	66	re	re	X
futech-462	225	67	di	di	X
futech-462	225	68	ct	ct	PROPN
futech-462	225	69	io	io	PROPN
futech-462	225	70	n	n	PROPN
futech-462	225	71	a	a	PRON
futech-462	225	72	cc	cc	X
futech-462	225	73	ur	ur	INTJ
futech-462	225	74	ac	ac	PROPN
futech-462	225	75	y	y	PROPN
futech-462	225	76	baseline	baseline	PROPN
futech-462	225	77	average	average	ADJ
futech-462	225	78	poa	poa	NOUN
futech-462	225	79	-	-	PUNCT
futech-462	225	80	mlsp	mlsp	ADJ
futech-462	225	81	framework	framework	NOUN
futech-462	225	82	(	(	PUNCT
futech-462	225	83	c	c	NOUN
futech-462	225	84	)	)	PUNCT
futech-462	225	85	feature	feature	VERB
futech-462	225	86	adaptive	adaptive	ADJ
futech-462	225	87	selection	selection	NOUN
futech-462	225	88	mechanism	mechanism	NOUN
futech-462	225	89	contribution	contribution	NOUN
futech-462	225	90	con	con	NOUN
futech-462	225	91	ten	ten	NUM
futech-462	225	92	t	t	PROPN
futech-462	225	93	orga	orga	PROPN
futech-462	225	94	niz	niz	PROPN
futech-462	225	95	ati	ati	NOUN
futech-462	225	96	on	on	ADP
futech-462	225	97	la	la	PROPN
futech-462	225	98	ng	ng	PROPN
futech-462	225	99	ua	ua	PROPN
futech-462	225	100	ge	ge	PROPN
futech-462	225	101	use	use	VERB
futech-462	225	102	voc	voc	PROPN
futech-462	225	103	ab	ab	PROPN
futech-462	225	104	ula	ula	PROPN
futech-462	225	105	ry	ry	PROPN
futech-462	225	106	mec	mec	PROPN
futech-462	225	107	ha	ha	PROPN
futech-462	225	108	nic	nic	PROPN
futech-462	225	109	s	s	PART
futech-462	225	110	+9.2	+9.2	ADJ
futech-462	225	111	%	%	NOUN
futech-462	225	112	+7.4	+7.4	NUM
futech-462	225	113	%	%	NOUN
futech-462	225	114	+6.1	+6.1	NOUN
futech-462	225	115	%	%	NOUN
futech-462	225	116	+5.8	+5.8	ADJ
futech-462	225	117	%	%	NOUN
futech-462	225	118	+4.9	+4.9	NUM
futech-462	225	119	%	%	NOUN
futech-462	225	120	writing	writing	NOUN
futech-462	225	121	dimensions	dimension	NOUN
futech-462	225	122	0	0	NUM
futech-462	225	123	2	2	NUM
futech-462	225	124	4	4	NUM
futech-462	225	125	6	6	NUM
futech-462	225	126	8	8	NUM
futech-462	225	127	10	10	NUM
futech-462	225	128	12	12	NUM
futech-462	225	129	pe	pe	INTJ
futech-462	225	130	rf	rf	NOUN
futech-462	225	131	or	or	CCONJ
futech-462	225	132	m	m	VERB
futech-462	225	133	an	an	DET
futech-462	225	134	ce	ce	X
futech-462	226	1	i	i	PRON
futech-462	226	2	m	m	VERB
futech-462	226	3	pr	pr	INTJ
futech-462	227	1	ov	ov	INTJ
futech-462	227	2	em	em	PRON
futech-462	227	3	en	en	PROPN
futech-462	227	4	t	t	PROPN
futech-462	227	5	(	(	PUNCT
futech-462	227	6	%	%	NOUN
futech-462	227	7	)	)	PUNCT
futech-462	227	8	(	(	PUNCT
futech-462	227	9	a	a	X
futech-462	227	10	)	)	PUNCT
futech-462	227	11	teacher	teacher	NOUN
futech-462	227	12	satisfaction	satisfaction	NOUN
futech-462	227	13	assessment	assessment	NOUN
futech-462	227	14	decision	decision	NOUN
futech-462	227	15	-	-	PUNCT
futech-462	227	16	making	make	VERB
futech-462	227	17	insights	insight	NOUN
futech-462	227	18	student	student	NOUN
futech-462	227	19	grouping	grouping	NOUN
futech-462	227	20	effectiveness	effectiveness	NOUN
futech-462	227	21	actionable	actionable	ADJ
futech-462	227	22	recommendations	recommendation	NOUN
futech-462	227	23	continued	continue	VERB
futech-462	227	24	utilization	utilization	NOUN
futech-462	227	25	79.8%±2.9	79.8%±2.9	NUM
futech-462	227	26	76.4%±3.1	76.4%±3.1	NUM
futech-462	227	27	73.2%±2.7	73.2%±2.7	NUM
futech-462	227	28	81.5%±2.4	81.5%±2.4	NUM
futech-462	227	29	satisfaction	satisfaction	NOUN
futech-462	227	30	assessment	assessment	NOUN
futech-462	227	31	dimensions	dimension	NOUN
futech-462	227	32	0	0	NUM
futech-462	227	33	20	20	NUM
futech-462	227	34	40	40	NUM
futech-462	227	35	60	60	NUM
futech-462	227	36	80	80	NUM
futech-462	227	37	te	te	INTJ
futech-462	227	38	ac	ac	PROPN
futech-462	228	1	he	he	PRON
futech-462	228	2	r	r	NOUN
futech-462	228	3	s	s	VERB
futech-462	228	4	at	at	ADP
futech-462	228	5	is	be	AUX
futech-462	228	6	fa	fa	INTJ
futech-462	228	7	ct	ct	PROPN
futech-462	228	8	io	io	PROPN
futech-462	228	9	n	n	PROPN
futech-462	228	10	sc	sc	PROPN
futech-462	228	11	or	or	CCONJ
futech-462	228	12	e	e	NOUN
futech-462	228	13	(	(	PUNCT
futech-462	228	14	%	%	INTJ
futech-462	228	15	)	)	PUNCT
futech-462	228	16	(	(	PUNCT
futech-462	228	17	b	b	X
futech-462	228	18	)	)	PUNCT
futech-462	228	19	implementation	implementation	NOUN
futech-462	228	20	feasibility	feasibility	NOUN
futech-462	228	21	analysis	analysis	NOUN
futech-462	228	22	initial	initial	ADJ
futech-462	228	23	training	training	NOUN
futech-462	228	24	time	time	NOUN
futech-462	228	25	(	(	PUNCT
futech-462	228	26	hours	hour	NOUN
futech-462	228	27	)	)	PUNCT
futech-462	228	28	weekly	weekly	ADJ
futech-462	228	29	operation	operation	NOUN
futech-462	228	30	time	time	NOUN
futech-462	228	31	(	(	PUNCT
futech-462	228	32	minutes	minute	NOUN
futech-462	228	33	)	)	PUNCT
futech-462	228	34	technical	technical	ADJ
futech-462	228	35	support	support	NOUN
futech-462	228	36	requests	request	NOUN
futech-462	228	37	(	(	PUNCT
futech-462	228	38	per	per	ADP
futech-462	228	39	month	month	NOUN
futech-462	228	40	)	)	PUNCT
futech-462	228	41	system	system	NOUN
futech-462	228	42	integration	integration	NOUN
futech-462	228	43	success	success	NOUN
futech-462	228	44	rate	rate	NOUN
futech-462	228	45	(	(	PUNCT
futech-462	228	46	%	%	INTJ
futech-462	228	47	)	)	PUNCT
futech-462	228	48	4.8±1.2	4.8±1.2	NOUN
futech-462	228	49	27.5±2.5	27.5±2.5	NUM
futech-462	228	50	2.3±0.8	2.3±0.8	NUM
futech-462	228	51	89.4%±2.1	89.4%±2.1	NUM
futech-462	228	52	implementation	implementation	NOUN
futech-462	228	53	feasibility	feasibility	NOUN
futech-462	228	54	factors	factor	NOUN
futech-462	228	55	0	0	NUM
futech-462	228	56	20	20	NUM
futech-462	228	57	40	40	NUM
futech-462	228	58	60	60	NUM
futech-462	228	59	80	80	NUM
futech-462	228	60	100	100	NUM
futech-462	229	1	i	i	PRON
futech-462	229	2	m	m	VERB
futech-462	229	3	pl	pl	VERB
futech-462	229	4	em	em	PRON
futech-462	229	5	en	en	INTJ
futech-462	229	6	ta	ta	X
futech-462	229	7	tio	tio	PROPN
futech-462	229	8	n	n	INTJ
futech-462	229	9	m	m	VERB
futech-462	229	10	et	et	NOUN
futech-462	229	11	ric	ric	PROPN
futech-462	229	12	s	s	PROPN
futech-462	229	13	(	(	PUNCT
futech-462	229	14	c	c	NOUN
futech-462	229	15	)	)	PUNCT
futech-462	229	16	framework	framework	NOUN
futech-462	229	17	practical	practical	ADJ
futech-462	229	18	utility	utility	NOUN
futech-462	229	19	assessment	assessment	NOUN
futech-462	229	20	educational	educational	ADJ
futech-462	229	21	interpretability	interpretability	NOUN
futech-462	229	22	practical	practical	ADJ
futech-462	229	23	utility	utility	NOUN
futech-462	229	24	prediction	prediction	NOUN
futech-462	229	25	reliability	reliability	NOUN
futech-462	229	26	classroom	classroom	NOUN
futech-462	229	27	applicability	applicability	NOUN
futech-462	229	28	77.6%±3.1	77.6%±3.1	NUM
futech-462	229	29	79.2%±2.7	79.2%±2.7	NUM
futech-462	229	30	82.4%±2.3	82.4%±2.3	NUM
futech-462	229	31	78.9%±2.8	78.9%±2.8	NUM
futech-462	229	32	practical	practical	ADJ
futech-462	229	33	utility	utility	NOUN
futech-462	229	34	assessment	assessment	NOUN
futech-462	229	35	dimensions	dimension	NOUN
futech-462	229	36	0	0	NUM
futech-462	229	37	20	20	NUM
futech-462	229	38	40	40	NUM
futech-462	229	39	60	60	NUM
futech-462	229	40	80	80	NUM
futech-462	229	41	100	100	NUM
futech-462	229	42	fr	fr	NOUN
futech-462	229	43	am	be	AUX
futech-462	229	44	ew	ew	INTJ
futech-462	229	45	or	or	CCONJ
futech-462	229	46	k	k	PROPN
futech-462	229	47	u	u	PROPN
futech-462	229	48	til	til	PROPN
futech-462	229	49	ity	ity	PROPN
futech-462	229	50	s	s	PROPN
futech-462	229	51	co	co	VERB
futech-462	229	52	re	re	X
futech-462	229	53	(	(	PUNCT
futech-462	229	54	%	%	INTJ
futech-462	229	55	)	)	PUNCT
futech-462	229	56	yu	yu	PROPN
futech-462	229	57	li	li	PROPN
futech-462	229	58	et	et	PROPN
futech-462	229	59	al	al	PROPN
futech-462	229	60	.	.	PROPN
futech-462	229	61	/future	/future	PUNCT
futech-462	229	62	technology	technology	PROPN
futech-462	229	63	november	november	PROPN
futech-462	229	64	2025|	2025|	NUM
futech-462	229	65	volume	volume	NOUN
futech-462	229	66	04	04	NUM
futech-462	230	1	|	|	ADV
futech-462	230	2	issue	issue	VERB
futech-462	230	3	04	04	NUM
futech-462	231	1	|	|	CCONJ
futech-462	231	2	pages	page	VERB
futech-462	231	3	100	100	NUM
futech-462	231	4	-	-	SYM
futech-462	231	5	116	116	NUM
futech-462	231	6	114	114	NUM
futech-462	231	7	stakeholder	stakeholder	NOUN
futech-462	231	8	evaluation	evaluation	NOUN
futech-462	231	9	reveals	reveal	VERB
futech-462	231	10	strong	strong	ADJ
futech-462	231	11	teacher	teacher	NOUN
futech-462	231	12	acceptance	acceptance	NOUN
futech-462	231	13	with	with	ADP
futech-462	231	14	79.8	79.8	NUM
futech-462	231	15	%	%	NOUN
futech-462	231	16	±	±	NUM
futech-462	231	17	2.9	2.9	NUM
futech-462	231	18	%	%	NOUN
futech-462	231	19	reporting	report	VERB
futech-462	231	20	valuable	valuable	ADJ
futech-462	231	21	decisionmaking	decisionmake	VERB
futech-462	231	22	insights	insight	NOUN
futech-462	231	23	and	and	CCONJ
futech-462	231	24	81.5	81.5	NUM
futech-462	231	25	%	%	NOUN
futech-462	231	26	±	±	NUM
futech-462	231	27	2.4	2.4	NUM
futech-462	231	28	%	%	NOUN
futech-462	231	29	expressing	express	VERB
futech-462	231	30	continued	continue	VERB
futech-462	231	31	utilization	utilization	NOUN
futech-462	231	32	willingness	willingness	NOUN
futech-462	231	33	.	.	PUNCT
futech-462	232	1	implementation	implementation	NOUN
futech-462	232	2	feasibility	feasibility	NOUN
futech-462	232	3	validation	validation	NOUN
futech-462	232	4	shows	show	VERB
futech-462	232	5	minimal	minimal	ADJ
futech-462	232	6	training	training	NOUN
futech-462	232	7	requirements	requirement	NOUN
futech-462	232	8	(	(	PUNCT
futech-462	232	9	4.8	4.8	NUM
futech-462	232	10	±	±	NUM
futech-462	232	11	1.2	1.2	NUM
futech-462	232	12	hours	hour	NOUN
futech-462	232	13	)	)	PUNCT
futech-462	232	14	and	and	CCONJ
futech-462	232	15	practical	practical	ADJ
futech-462	232	16	utility	utility	NOUN
futech-462	232	17	ratings	rating	NOUN
futech-462	232	18	of	of	ADP
futech-462	232	19	79.2	79.2	NUM
futech-462	232	20	%	%	NOUN
futech-462	232	21	±	±	NUM
futech-462	232	22	2.7	2.7	NUM
futech-462	232	23	%	%	NOUN
futech-462	232	24	,	,	PUNCT
futech-462	232	25	confirming	confirm	VERB
futech-462	232	26	successful	successful	ADJ
futech-462	232	27	translation	translation	NOUN
futech-462	232	28	of	of	ADP
futech-462	232	29	sophisticated	sophisticated	ADJ
futech-462	232	30	algorithms	algorithm	NOUN
futech-462	232	31	into	into	ADP
futech-462	232	32	deployable	deployable	ADJ
futech-462	232	33	educational	educational	ADJ
futech-462	232	34	tools	tool	NOUN
futech-462	232	35	ready	ready	ADJ
futech-462	232	36	for	for	ADP
futech-462	232	37	authentic	authentic	ADJ
futech-462	232	38	cet-4	cet-4	NOUN
futech-462	232	39	writing	write	VERB
futech-462	232	40	instruction	instruction	NOUN
futech-462	232	41	environments	environment	NOUN
futech-462	232	42	.	.	PUNCT
futech-462	233	1	4	4	X
futech-462	233	2	.	.	X
futech-462	233	3	discussion	discussion	NOUN
futech-462	233	4	the	the	DET
futech-462	233	5	poa	poa	NOUN
futech-462	233	6	-	-	PUNCT
futech-462	233	7	mlsp	mlsp	ADJ
futech-462	233	8	model	model	NOUN
futech-462	233	9	validity	validity	NOUN
futech-462	233	10	test	test	NOUN
futech-462	233	11	indicates	indicate	VERB
futech-462	233	12	a	a	DET
futech-462	233	13	significant	significant	ADJ
futech-462	233	14	move	move	NOUN
futech-462	233	15	forward	forward	ADV
futech-462	233	16	in	in	ADP
futech-462	233	17	educational	educational	ADJ
futech-462	233	18	predictions	prediction	NOUN
futech-462	233	19	from	from	ADP
futech-462	233	20	the	the	DET
futech-462	233	21	existing	exist	VERB
futech-462	233	22	approaches	approach	NOUN
futech-462	233	23	,	,	PUNCT
futech-462	233	24	especially	especially	ADV
futech-462	233	25	against	against	ADP
futech-462	233	26	the	the	DET
futech-462	233	27	background	background	NOUN
futech-462	233	28	of	of	ADP
futech-462	233	29	the	the	DET
futech-462	233	30	recent	recent	ADJ
futech-462	233	31	trends	trend	NOUN
futech-462	233	32	and	and	CCONJ
futech-462	233	33	advancements	advancement	NOUN
futech-462	233	34	in	in	ADP
futech-462	233	35	language	language	NOUN
futech-462	233	36	learning	learn	VERB
futech-462	233	37	analytics	analytic	NOUN
futech-462	233	38	and	and	CCONJ
futech-462	233	39	ai	ai	VERB
futech-462	233	40	.	.	PUNCT
futech-462	234	1	the	the	DET
futech-462	234	2	framework	framework	NOUN
futech-462	234	3	’s	’s	PART
futech-462	234	4	ability	ability	NOUN
futech-462	234	5	to	to	PART
futech-462	234	6	predict	predict	VERB
futech-462	234	7	r²	r²	NOUN
futech-462	234	8	=	=	SYM
futech-462	234	9	0.75	0.75	NUM
futech-462	234	10	across	across	ADP
futech-462	234	11	five	five	NUM
futech-462	234	12	dimensions	dimension	NOUN
futech-462	234	13	of	of	ADP
futech-462	234	14	writing	writing	NOUN
futech-462	234	15	is	be	AUX
futech-462	234	16	a	a	DET
futech-462	234	17	strong	strong	ADJ
futech-462	234	18	update	update	NOUN
futech-462	234	19	to	to	ADP
futech-462	234	20	and	and	CCONJ
futech-462	234	21	overall	overall	ADV
futech-462	234	22	a	a	DET
futech-462	234	23	more	more	ADV
futech-462	234	24	effective	effective	ADJ
futech-462	234	25	outcome	outcome	NOUN
futech-462	234	26	than	than	ADP
futech-462	234	27	those	those	DET
futech-462	234	28	productivity	productivity	NOUN
futech-462	234	29	prediction	prediction	NOUN
futech-462	234	30	trends	trend	NOUN
futech-462	234	31	reported	report	VERB
futech-462	234	32	in	in	ADP
futech-462	234	33	recent	recent	ADJ
futech-462	234	34	meta	meta	ADJ
futech-462	234	35	-	-	PUNCT
futech-462	234	36	analysis	analysis	NOUN
futech-462	234	37	on	on	ADP
futech-462	234	38	poa	poa	NOUN
futech-462	234	39	implementation	implementation	NOUN
futech-462	234	40	outcomes	outcome	NOUN
futech-462	234	41	[	[	X
futech-462	234	42	33	33	NUM
futech-462	234	43	]	]	PUNCT
futech-462	234	44	.	.	PUNCT
futech-462	235	1	this	this	DET
futech-462	235	2	performance	performance	NOUN
futech-462	235	3	improvement	improvement	NOUN
futech-462	235	4	becomes	become	VERB
futech-462	235	5	particularly	particularly	ADV
futech-462	235	6	salient	salient	ADJ
futech-462	235	7	when	when	SCONJ
futech-462	235	8	compared	compare	VERB
futech-462	235	9	to	to	ADP
futech-462	235	10	existing	exist	VERB
futech-462	235	11	automated	automate	VERB
futech-462	235	12	essay	essay	NOUN
futech-462	235	13	evaluation	evaluation	NOUN
futech-462	235	14	systems	system	NOUN
futech-462	235	15	,	,	PUNCT
futech-462	235	16	which	which	PRON
futech-462	235	17	are	be	AUX
futech-462	235	18	predominantly	predominantly	ADV
futech-462	235	19	based	base	VERB
futech-462	235	20	on	on	ADP
futech-462	235	21	large	large	ADJ
futech-462	235	22	language	language	NOUN
futech-462	235	23	models	model	NOUN
futech-462	235	24	,	,	PUNCT
futech-462	235	25	of	of	ADP
futech-462	235	26	which	which	PRON
futech-462	235	27	recent	recent	ADJ
futech-462	235	28	comparative	comparative	ADJ
futech-462	235	29	studies	study	NOUN
futech-462	235	30	have	have	AUX
futech-462	235	31	shown	show	VERB
futech-462	235	32	there	there	PRON
futech-462	235	33	are	be	VERB
futech-462	235	34	often	often	ADV
futech-462	235	35	significant	significant	ADJ
futech-462	235	36	limitations	limitation	NOUN
futech-462	235	37	in	in	ADP
futech-462	235	38	terms	term	NOUN
futech-462	235	39	of	of	ADP
futech-462	235	40	capturing	capture	VERB
futech-462	235	41	the	the	DET
futech-462	235	42	rich	rich	ADJ
futech-462	235	43	developmental	developmental	ADJ
futech-462	235	44	patterns	pattern	NOUN
futech-462	235	45	associated	associate	VERB
futech-462	235	46	with	with	ADP
futech-462	235	47	authentic	authentic	ADJ
futech-462	235	48	writing	writing	NOUN
futech-462	235	49	progression	progression	NOUN
futech-462	235	50	[	[	X
futech-462	235	51	34	34	NUM
futech-462	235	52	]	]	PUNCT
futech-462	235	53	.	.	PUNCT
futech-462	236	1	the	the	DET
futech-462	236	2	incorporation	incorporation	NOUN
futech-462	236	3	of	of	ADP
futech-462	236	4	domain	domain	NOUN
futech-462	236	5	knowledge	knowledge	NOUN
futech-462	236	6	in	in	ADP
futech-462	236	7	education	education	NOUN
futech-462	236	8	with	with	ADP
futech-462	236	9	the	the	DET
futech-462	236	10	help	help	NOUN
futech-462	236	11	of	of	ADP
futech-462	236	12	feature	feature	NOUN
futech-462	236	13	adaptive	adaptive	ADJ
futech-462	236	14	selection	selection	NOUN
futech-462	236	15	mechanism	mechanism	NOUN
futech-462	236	16	bridges	bridge	NOUN
futech-462	236	17	the	the	DET
futech-462	236	18	gap	gap	NOUN
futech-462	236	19	between	between	ADP
futech-462	236	20	writing	write	VERB
futech-462	236	21	assessment	assessment	NOUN
futech-462	236	22	research	research	NOUN
futech-462	236	23	and	and	CCONJ
futech-462	236	24	deep	deep	ADJ
futech-462	236	25	learning	learning	NOUN
futech-462	236	26	,	,	PUNCT
futech-462	236	27	as	as	SCONJ
futech-462	236	28	traditional	traditional	ADJ
futech-462	236	29	methods	method	NOUN
futech-462	236	30	of	of	ADP
futech-462	236	31	deep	deep	ADJ
futech-462	236	32	learning	learning	NOUN
futech-462	236	33	often	often	ADV
futech-462	236	34	tend	tend	VERB
futech-462	236	35	to	to	PART
futech-462	236	36	focus	focus	VERB
futech-462	236	37	on	on	ADP
futech-462	236	38	statistical	statistical	ADJ
futech-462	236	39	precision	precision	NOUN
futech-462	236	40	over	over	ADP
futech-462	236	41	pedagogical	pedagogical	ADJ
futech-462	236	42	interpretability	interpretability	NOUN
futech-462	236	43	,	,	PUNCT
futech-462	236	44	hampering	hamper	VERB
futech-462	236	45	their	their	PRON
futech-462	236	46	deployment	deployment	NOUN
futech-462	236	47	for	for	ADP
futech-462	236	48	practical	practical	ADJ
futech-462	236	49	guidance	guidance	NOUN
futech-462	236	50	[	[	X
futech-462	236	51	35	35	NUM
futech-462	236	52	]	]	PUNCT
futech-462	236	53	.	.	PUNCT
futech-462	237	1	the	the	DET
futech-462	237	2	systematic	systematic	ADJ
futech-462	237	3	identification	identification	NOUN
futech-462	237	4	of	of	ADP
futech-462	237	5	five	five	NUM
futech-462	237	6	distinct	distinct	ADJ
futech-462	237	7	student	student	NOUN
futech-462	237	8	engagement	engagement	NOUN
futech-462	237	9	profiles	profile	NOUN
futech-462	237	10	through	through	ADP
futech-462	237	11	sdt	sdt	PROPN
futech-462	237	12	-	-	PUNCT
futech-462	237	13	based	base	VERB
futech-462	237	14	modeling	modeling	NOUN
futech-462	237	15	contributes	contribute	VERB
futech-462	237	16	meaningfully	meaningfully	ADV
futech-462	237	17	to	to	ADP
futech-462	237	18	existing	exist	VERB
futech-462	237	19	theoretical	theoretical	ADJ
futech-462	237	20	understanding	understanding	NOUN
futech-462	237	21	while	while	SCONJ
futech-462	237	22	providing	provide	VERB
futech-462	237	23	practical	practical	ADJ
futech-462	237	24	frameworks	framework	NOUN
futech-462	237	25	for	for	ADP
futech-462	237	26	personalized	personalize	VERB
futech-462	237	27	intervention	intervention	NOUN
futech-462	237	28	strategies	strategy	NOUN
futech-462	237	29	that	that	PRON
futech-462	237	30	extend	extend	VERB
futech-462	237	31	beyond	beyond	ADP
futech-462	237	32	traditional	traditional	ADJ
futech-462	237	33	one	one	NUM
futech-462	237	34	-	-	PUNCT
futech-462	237	35	size	size	NOUN
futech-462	237	36	-	-	PUNCT
futech-462	237	37	fits	fit	VERB
futech-462	237	38	-	-	PUNCT
futech-462	237	39	all	all	DET
futech-462	237	40	approaches	approach	NOUN
futech-462	237	41	.	.	PUNCT
futech-462	238	1	contemporary	contemporary	ADJ
futech-462	238	2	systematic	systematic	ADJ
futech-462	238	3	reviews	review	NOUN
futech-462	238	4	of	of	ADP
futech-462	238	5	artificial	artificial	ADJ
futech-462	238	6	intelligence	intelligence	NOUN
futech-462	238	7	applications	application	NOUN
futech-462	238	8	in	in	ADP
futech-462	238	9	personalized	personalized	ADJ
futech-462	238	10	learning	learning	NOUN
futech-462	238	11	highlight	highlight	VERB
futech-462	238	12	the	the	DET
futech-462	238	13	persistent	persistent	ADJ
futech-462	238	14	challenge	challenge	NOUN
futech-462	238	15	of	of	ADP
futech-462	238	16	translating	translate	VERB
futech-462	238	17	sophisticated	sophisticated	ADJ
futech-462	238	18	algorithmic	algorithmic	ADJ
futech-462	238	19	capabilities	capability	NOUN
futech-462	238	20	into	into	ADP
futech-462	238	21	educationally	educationally	ADV
futech-462	238	22	meaningful	meaningful	ADJ
futech-462	238	23	interventions	intervention	NOUN
futech-462	238	24	that	that	PRON
futech-462	238	25	respect	respect	VERB
futech-462	238	26	individual	individual	ADJ
futech-462	238	27	learner	learner	NOUN
futech-462	238	28	differences	difference	NOUN
futech-462	238	29	and	and	CCONJ
futech-462	238	30	maintain	maintain	VERB
futech-462	238	31	pedagogical	pedagogical	ADJ
futech-462	238	32	authenticity	authenticity	NOUN
futech-462	238	33	[	[	X
futech-462	238	34	36	36	NUM
futech-462	238	35	]	]	PUNCT
futech-462	238	36	.	.	PUNCT
futech-462	239	1	the	the	DET
futech-462	239	2	achievement	achievement	NOUN
futech-462	239	3	of	of	ADP
futech-462	239	4	78.4	78.4	NUM
futech-462	239	5	%	%	NOUN
futech-462	239	6	±	±	NUM
futech-462	239	7	2.1	2.1	NUM
futech-462	239	8	%	%	NOUN
futech-462	239	9	early	early	ADJ
futech-462	239	10	warning	warning	NOUN
futech-462	239	11	accuracy	accuracy	NOUN
futech-462	239	12	coupled	couple	VERB
futech-462	239	13	with	with	ADP
futech-462	239	14	79.8	79.8	NUM
futech-462	239	15	%	%	NOUN
futech-462	239	16	±	±	NUM
futech-462	239	17	2.9	2.9	NUM
futech-462	239	18	%	%	NOUN
futech-462	239	19	teacher	teacher	NOUN
futech-462	239	20	satisfaction	satisfaction	NOUN
futech-462	239	21	by	by	ADP
futech-462	239	22	such	such	DET
futech-462	239	23	an	an	DET
futech-462	239	24	unassuming	unassuming	ADJ
futech-462	239	25	framework	framework	NOUN
futech-462	239	26	indicates	indicate	VERB
futech-462	239	27	that	that	SCONJ
futech-462	239	28	closure	closure	NOUN
futech-462	239	29	may	may	AUX
futech-462	239	30	be	be	AUX
futech-462	239	31	reached	reach	VERB
futech-462	239	32	with	with	ADP
futech-462	239	33	little	little	ADJ
futech-462	239	34	compromise	compromise	NOUN
futech-462	239	35	between	between	ADP
futech-462	239	36	the	the	DET
futech-462	239	37	high	high	ADJ
futech-462	239	38	-	-	PUNCT
futech-462	239	39	tech	tech	NOUN
futech-462	239	40	technological	technological	ADJ
futech-462	239	41	sophistication	sophistication	NOUN
futech-462	239	42	and	and	CCONJ
futech-462	239	43	educational	educational	ADJ
futech-462	239	44	utility	utility	NOUN
futech-462	239	45	that	that	PRON
futech-462	239	46	is	be	AUX
futech-462	239	47	found	find	VERB
futech-462	239	48	in	in	ADP
futech-462	239	49	many	many	ADJ
futech-462	239	50	modern	modern	ADJ
futech-462	239	51	educational	educational	ADJ
futech-462	239	52	technology	technology	NOUN
futech-462	239	53	implementations	implementation	NOUN
futech-462	239	54	.	.	PUNCT
futech-462	240	1	when	when	SCONJ
futech-462	240	2	viewed	view	VERB
futech-462	240	3	in	in	ADP
futech-462	240	4	light	light	NOUN
futech-462	240	5	of	of	ADP
futech-462	240	6	the	the	DET
futech-462	240	7	recent	recent	ADJ
futech-462	240	8	studies	study	NOUN
futech-462	240	9	of	of	ADP
futech-462	240	10	the	the	DET
futech-462	240	11	effects	effect	NOUN
futech-462	240	12	of	of	ADP
futech-462	240	13	poa	poa	NOUN
futech-462	240	14	on	on	ADP
futech-462	240	15	student	student	NOUN
futech-462	240	16	psychological	psychological	ADJ
futech-462	240	17	factors	factor	NOUN
futech-462	240	18	,	,	PUNCT
futech-462	240	19	it	it	PRON
futech-462	240	20	shows	show	VERB
futech-462	240	21	that	that	SCONJ
futech-462	240	22	student	student	NOUN
futech-462	240	23	autonomy	autonomy	NOUN
futech-462	240	24	and	and	CCONJ
futech-462	240	25	intrinsic	intrinsic	ADJ
futech-462	240	26	motivation	motivation	NOUN
futech-462	240	27	can	can	AUX
futech-462	240	28	indeed	indeed	ADV
futech-462	240	29	be	be	AUX
futech-462	240	30	increased	increase	VERB
futech-462	240	31	,	,	PUNCT
futech-462	240	32	rather	rather	ADV
futech-462	240	33	than	than	ADP
futech-462	240	34	decreased	decrease	VERB
futech-462	240	35	,	,	PUNCT
futech-462	240	36	by	by	ADP
futech-462	240	37	well	well	ADV
futech-462	240	38	-	-	PUNCT
futech-462	240	39	designed	design	VERB
futech-462	240	40	forms	form	NOUN
futech-462	240	41	of	of	ADP
futech-462	240	42	technology	technology	NOUN
futech-462	240	43	exposure	exposure	NOUN
futech-462	241	1	[	[	X
futech-462	241	2	37	37	NUM
futech-462	241	3	]	]	PUNCT
futech-462	241	4	.	.	PUNCT
futech-462	242	1	the	the	DET
futech-462	242	2	temporal	temporal	ADJ
futech-462	242	3	learning	learning	NOUN
futech-462	242	4	trajectory	trajectory	NOUN
futech-462	242	5	analysis	analysis	NOUN
futech-462	242	6	identifying	identify	VERB
futech-462	242	7	different	different	ADJ
futech-462	242	8	patterns	pattern	NOUN
futech-462	242	9	of	of	ADP
futech-462	242	10	effectiveness	effectiveness	NOUN
futech-462	242	11	across	across	ADP
futech-462	242	12	poa	poa	PROPN
futech-462	242	13	’s	’s	PART
futech-462	242	14	three	three	NUM
futech-462	242	15	phases	phase	NOUN
futech-462	242	16	attests	attest	VERB
futech-462	242	17	to	to	ADP
futech-462	242	18	the	the	DET
futech-462	242	19	theoretical	theoretical	ADJ
futech-462	242	20	soundness	soundness	NOUN
futech-462	242	21	of	of	ADP
futech-462	242	22	the	the	DET
futech-462	242	23	approach	approach	NOUN
futech-462	242	24	,	,	PUNCT
futech-462	242	25	while	while	SCONJ
futech-462	242	26	providing	provide	VERB
futech-462	242	27	empirical	empirical	ADJ
futech-462	242	28	evidence	evidence	NOUN
futech-462	242	29	in	in	ADP
futech-462	242	30	support	support	NOUN
futech-462	242	31	of	of	ADP
futech-462	242	32	timely	timely	ADJ
futech-462	242	33	instructions	instruction	NOUN
futech-462	242	34	strategies	strategy	NOUN
futech-462	242	35	proposed	propose	VERB
futech-462	242	36	in	in	ADP
futech-462	242	37	the	the	DET
futech-462	242	38	literature	literature	NOUN
futech-462	242	39	that	that	PRON
futech-462	242	40	adds	add	VERB
futech-462	242	41	to	to	ADP
futech-462	242	42	existing	exist	VERB
futech-462	242	43	systematic	systematic	ADJ
futech-462	242	44	review	review	NOUN
futech-462	242	45	evidence	evidence	NOUN
futech-462	242	46	on	on	ADP
futech-462	242	47	the	the	DET
futech-462	242	48	diversity	diversity	NOUN
futech-462	242	49	of	of	ADP
futech-462	242	50	poa	poa	NOUN
futech-462	242	51	implementation	implementation	NOUN
futech-462	242	52	and	and	CCONJ
futech-462	242	53	effectiveness	effectiveness	NOUN
futech-462	242	54	across	across	ADP
futech-462	242	55	educational	educational	ADJ
futech-462	242	56	settings	setting	NOUN
futech-462	242	57	[	[	X
futech-462	242	58	38	38	NUM
futech-462	242	59	]	]	PUNCT
futech-462	242	60	.	.	PUNCT
futech-462	243	1	the	the	DET
futech-462	243	2	framework	framework	NOUN
futech-462	243	3	’s	’s	PART
futech-462	243	4	unique	unique	ADJ
futech-462	243	5	contribution	contribution	NOUN
futech-462	243	6	over	over	ADP
futech-462	243	7	transformerbased	transformerbase	VERB
futech-462	243	8	multidimensional	multidimensional	ADJ
futech-462	243	9	feedback	feedback	NOUN
futech-462	243	10	systems	system	NOUN
futech-462	243	11	is	be	AUX
futech-462	243	12	its	its	PRON
futech-462	243	13	theoretically	theoretically	ADV
futech-462	243	14	informed	informed	ADJ
futech-462	243	15	stance	stance	NOUN
futech-462	243	16	on	on	ADP
futech-462	243	17	feature	feature	NOUN
futech-462	243	18	selection	selection	NOUN
futech-462	243	19	and	and	CCONJ
futech-462	243	20	interpretation	interpretation	NOUN
futech-462	243	21	,	,	PUNCT
futech-462	243	22	countering	counter	VERB
futech-462	243	23	criticisms	criticism	NOUN
futech-462	243	24	against	against	ADP
futech-462	243	25	recent	recent	ADJ
futech-462	243	26	ai	ai	ADJ
futech-462	243	27	-	-	PUNCT
futech-462	243	28	driven	drive	VERB
futech-462	243	29	writing	writing	NOUN
futech-462	243	30	instruction	instruction	NOUN
futech-462	243	31	tools	tool	NOUN
futech-462	243	32	on	on	ADP
futech-462	243	33	the	the	DET
futech-462	243	34	possible	possible	ADJ
futech-462	243	35	hiatus	hiatus	NOUN
futech-462	243	36	between	between	ADP
futech-462	243	37	automated	automate	VERB
futech-462	243	38	feedback	feedback	NOUN
futech-462	243	39	generation	generation	NOUN
futech-462	243	40	and	and	CCONJ
futech-462	243	41	actual	actual	ADJ
futech-462	243	42	learning	learning	NOUN
futech-462	243	43	support	support	NOUN
futech-462	243	44	[	[	X
futech-462	243	45	39	39	NUM
futech-462	243	46	]	]	PUNCT
futech-462	243	47	.	.	PUNCT
futech-462	244	1	human	human	ADJ
futech-462	244	2	expertise	expertise	NOUN
futech-462	244	3	validation	validation	NOUN
futech-462	244	4	introduced	introduce	VERB
futech-462	244	5	at	at	ADP
futech-462	244	6	various	various	ADJ
futech-462	244	7	stages	stage	NOUN
futech-462	244	8	of	of	ADP
futech-462	244	9	the	the	DET
futech-462	244	10	algorithmic	algorithmic	ADJ
futech-462	244	11	design	design	NOUN
futech-462	244	12	makes	make	VERB
futech-462	244	13	certain	certain	ADJ
futech-462	244	14	that	that	SCONJ
futech-462	244	15	technological	technological	ADJ
futech-462	244	16	capabilities	capability	NOUN
futech-462	244	17	supplement	supplement	NOUN
futech-462	244	18	,	,	PUNCT
futech-462	244	19	rather	rather	ADV
futech-462	244	20	than	than	ADP
futech-462	244	21	supplant	supplant	VERB
futech-462	244	22	,	,	PUNCT
futech-462	244	23	professional	professional	ADJ
futech-462	244	24	pedagogical	pedagogical	ADJ
futech-462	244	25	judgment	judgment	NOUN
futech-462	244	26	and	and	CCONJ
futech-462	244	27	comes	come	VERB
futech-462	244	28	in	in	ADP
futech-462	244	29	light	light	NOUN
futech-462	244	30	of	of	ADP
futech-462	244	31	the	the	DET
futech-462	244	32	emerging	emerge	VERB
futech-462	244	33	evidence	evidence	NOUN
futech-462	244	34	that	that	SCONJ
futech-462	244	35	the	the	DET
futech-462	244	36	effective	effective	ADJ
futech-462	244	37	utilization	utilization	NOUN
futech-462	244	38	of	of	ADP
futech-462	244	39	educational	educational	ADJ
futech-462	244	40	ai	ai	PROPN
futech-462	244	41	applications	application	NOUN
futech-462	244	42	mandates	mandate	VERB
futech-462	244	43	a	a	DET
futech-462	244	44	delicate	delicate	ADJ
futech-462	244	45	balance	balance	NOUN
futech-462	244	46	between	between	ADP
futech-462	244	47	fully	fully	ADV
futech-462	244	48	automated	automate	VERB
futech-462	244	49	optimization	optimization	NOUN
futech-462	244	50	and	and	CCONJ
futech-462	244	51	supervisory	supervisory	ADJ
futech-462	244	52	human	human	ADJ
futech-462	244	53	control	control	NOUN
futech-462	244	54	in	in	ADP
futech-462	244	55	order	order	NOUN
futech-462	244	56	to	to	PART
futech-462	244	57	sustain	sustain	VERB
futech-462	244	58	learning	learn	VERB
futech-462	244	59	authenticity	authenticity	NOUN
futech-462	244	60	[	[	X
futech-462	244	61	40	40	NUM
futech-462	244	62	]	]	PUNCT
futech-462	244	63	.	.	PUNCT
futech-462	245	1	the	the	DET
futech-462	245	2	framework	framework	NOUN
futech-462	245	3	's	's	PART
futech-462	245	4	contribution	contribution	NOUN
futech-462	245	5	extends	extend	VERB
futech-462	245	6	beyond	beyond	ADP
futech-462	245	7	immediate	immediate	ADJ
futech-462	245	8	performance	performance	NOUN
futech-462	245	9	improvements	improvement	NOUN
futech-462	245	10	to	to	PART
futech-462	245	11	establish	establish	VERB
futech-462	245	12	methodological	methodological	ADJ
futech-462	245	13	precedents	precedent	NOUN
futech-462	245	14	for	for	ADP
futech-462	245	15	educational	educational	ADJ
futech-462	245	16	theory	theory	NOUN
futech-462	245	17	-	-	PUNCT
futech-462	245	18	informed	inform	VERB
futech-462	245	19	machine	machine	NOUN
futech-462	245	20	learning	learning	NOUN
futech-462	245	21	that	that	PRON
futech-462	245	22	addresses	address	VERB
futech-462	245	23	fundamental	fundamental	ADJ
futech-462	245	24	challenges	challenge	NOUN
futech-462	245	25	in	in	ADP
futech-462	245	26	learning	learn	VERB
futech-462	245	27	analytics	analytic	NOUN
futech-462	245	28	regarding	regard	VERB
futech-462	245	29	the	the	DET
futech-462	245	30	integration	integration	NOUN
futech-462	245	31	of	of	ADP
futech-462	245	32	sophisticated	sophisticated	ADJ
futech-462	245	33	computational	computational	ADJ
futech-462	245	34	approaches	approach	NOUN
futech-462	245	35	with	with	ADP
futech-462	245	36	established	establish	VERB
futech-462	245	37	pedagogical	pedagogical	ADJ
futech-462	245	38	knowledge	knowledge	NOUN
futech-462	245	39	.	.	PUNCT
futech-462	246	1	the	the	DET
futech-462	246	2	success	success	NOUN
futech-462	246	3	of	of	ADP
futech-462	246	4	multi	multi	ADJ
futech-462	246	5	-	-	ADJ
futech-462	246	6	theoretical	theoretical	ADJ
futech-462	246	7	integration	integration	NOUN
futech-462	246	8	within	within	ADP
futech-462	246	9	predictive	predictive	ADJ
futech-462	246	10	modeling	modeling	NOUN
futech-462	246	11	suggests	suggest	VERB
futech-462	246	12	promising	promise	VERB
futech-462	246	13	directions	direction	NOUN
futech-462	246	14	for	for	ADP
futech-462	246	15	future	future	ADJ
futech-462	246	16	educational	educational	ADJ
futech-462	246	17	technology	technology	NOUN
futech-462	246	18	development	development	NOUN
futech-462	246	19	that	that	PRON
futech-462	246	20	prioritize	prioritize	VERB
futech-462	246	21	theoretical	theoretical	ADJ
futech-462	246	22	coherence	coherence	NOUN
futech-462	246	23	and	and	CCONJ
futech-462	246	24	practical	practical	ADJ
futech-462	246	25	utility	utility	NOUN
futech-462	246	26	over	over	ADP
futech-462	246	27	purely	purely	ADV
futech-462	246	28	technical	technical	ADJ
futech-462	246	29	optimization	optimization	NOUN
futech-462	246	30	metrics	metric	NOUN
futech-462	246	31	,	,	PUNCT
futech-462	246	32	thereby	thereby	ADV
futech-462	246	33	advancing	advance	VERB
futech-462	246	34	the	the	DET
futech-462	246	35	field	field	NOUN
futech-462	246	36	toward	toward	ADP
futech-462	246	37	more	more	ADV
futech-462	246	38	sustainable	sustainable	ADJ
futech-462	246	39	and	and	CCONJ
futech-462	246	40	educationally	educationally	ADV
futech-462	246	41	meaningful	meaningful	ADJ
futech-462	246	42	artificial	artificial	ADJ
futech-462	246	43	intelligence	intelligence	NOUN
futech-462	246	44	applications	application	NOUN
futech-462	246	45	in	in	ADP
futech-462	246	46	language	language	NOUN
futech-462	246	47	instruction	instruction	NOUN
futech-462	246	48	contexts	contexts	NOUN
futech-462	246	49	.	.	PUNCT
futech-462	247	1	5	5	X
futech-462	247	2	.	.	X
futech-462	247	3	conclusion	conclusion	VERB
futech-462	247	4	the	the	DET
futech-462	247	5	poa	poa	NOUN
futech-462	247	6	-	-	PUNCT
futech-462	247	7	mlsp	mlsp	ADJ
futech-462	247	8	model	model	NOUN
futech-462	247	9	is	be	AUX
futech-462	247	10	an	an	DET
futech-462	247	11	important	important	ADJ
futech-462	247	12	step	step	NOUN
futech-462	247	13	in	in	ADP
futech-462	247	14	the	the	DET
futech-462	247	15	application	application	NOUN
futech-462	247	16	of	of	ADP
futech-462	247	17	educational	educational	ADJ
futech-462	247	18	technology	technology	NOUN
futech-462	247	19	on	on	ADP
futech-462	247	20	language	language	NOUN
futech-462	247	21	teaching	teaching	NOUN
futech-462	247	22	,	,	PUNCT
futech-462	247	23	which	which	PRON
futech-462	247	24	successfully	successfully	ADV
futech-462	247	25	shows	show	VERB
futech-462	247	26	that	that	SCONJ
futech-462	247	27	the	the	DET
futech-462	247	28	advanced	advanced	ADJ
futech-462	247	29	machine	machine	NOUN
futech-462	247	30	learning	learn	VERB
futech-462	247	31	techniques	technique	NOUN
futech-462	247	32	can	can	AUX
futech-462	247	33	be	be	AUX
futech-462	247	34	meaningfully	meaningfully	ADV
futech-462	247	35	combined	combine	VERB
futech-462	247	36	with	with	ADP
futech-462	247	37	the	the	DET
futech-462	247	38	traditional	traditional	ADJ
futech-462	247	39	pedagogical	pedagogical	ADJ
futech-462	247	40	theory	theory	NOUN
futech-462	247	41	for	for	ADP
futech-462	247	42	improving	improve	VERB
futech-462	247	43	cet-4	cet-4	NOUN
futech-462	247	44	writing	write	VERB
futech-462	247	45	performance	performance	NOUN
futech-462	247	46	prediction	prediction	NOUN
futech-462	247	47	and	and	CCONJ
futech-462	247	48	assistance	assistance	NOUN
futech-462	247	49	.	.	PUNCT
futech-462	248	1	having	having	AUX
futech-462	248	2	produced	produce	VERB
futech-462	248	3	an	an	DET
futech-462	248	4	r²	r²	NOUN
futech-462	248	5	=	=	NOUN
futech-462	248	6	0.75	0.75	NUM
futech-462	248	7	across	across	ADP
futech-462	248	8	five	five	NUM
futech-462	248	9	dimensions	dimension	NOUN
futech-462	248	10	of	of	ADP
futech-462	248	11	writing	writing	NOUN
futech-462	248	12	and	and	CCONJ
futech-462	248	13	while	while	SCONJ
futech-462	248	14	receiving	receive	VERB
futech-462	248	15	teacher	teacher	NOUN
futech-462	248	16	satisfaction	satisfaction	NOUN
futech-462	248	17	of	of	ADP
futech-462	248	18	79.8	79.8	NUM
futech-462	248	19	%	%	NOUN
futech-462	248	20	±	±	NUM
futech-462	248	21	2.9	2.9	NUM
futech-462	248	22	%	%	NOUN
futech-462	248	23	,	,	PUNCT
futech-462	248	24	it	it	PRON
futech-462	248	25	demonstrates	demonstrate	VERB
futech-462	248	26	that	that	SCONJ
futech-462	248	27	developing	develop	VERB
futech-462	248	28	educational	educational	ADJ
futech-462	248	29	technology	technology	NOUN
futech-462	248	30	solutions	solution	NOUN
futech-462	248	31	that	that	PRON
futech-462	248	32	reflect	reflect	VERB
futech-462	248	33	pedagogical	pedagogical	ADJ
futech-462	248	34	authenticity	authenticity	NOUN
futech-462	248	35	can	can	AUX
futech-462	248	36	be	be	AUX
futech-462	248	37	balanced	balance	VERB
futech-462	248	38	with	with	ADP
futech-462	248	39	technical	technical	ADJ
futech-462	248	40	expressiveness	expressiveness	NOUN
futech-462	248	41	,	,	PUNCT
futech-462	248	42	and	and	CCONJ
futech-462	248	43	can	can	AUX
futech-462	248	44	resolve	resolve	VERB
futech-462	248	45	a	a	DET
futech-462	248	46	potent	potent	ADJ
futech-462	248	47	dilemma	dilemma	NOUN
futech-462	248	48	in	in	ADP
futech-462	248	49	learning	learn	VERB
futech-462	248	50	analytics	analytic	NOUN
futech-462	248	51	:	:	PUNCT
futech-462	248	52	the	the	DET
futech-462	248	53	linkage	linkage	NOUN
futech-462	248	54	of	of	ADP
futech-462	248	55	algorithms	algorithm	NOUN
futech-462	248	56	to	to	ADP
futech-462	248	57	the	the	DET
futech-462	248	58	practice	practice	NOUN
futech-462	248	59	of	of	ADP
futech-462	248	60	a	a	DET
futech-462	248	61	classroom	classroom	NOUN
futech-462	248	62	.	.	PUNCT
futech-462	249	1	the	the	DET
futech-462	249	2	purposeful	purposeful	ADJ
futech-462	249	3	and	and	CCONJ
futech-462	249	4	principled	principled	ADJ
futech-462	249	5	incorporation	incorporation	NOUN
futech-462	249	6	of	of	ADP
futech-462	249	7	poa	poa	NOUN
futech-462	249	8	theory	theory	NOUN
futech-462	249	9	with	with	ADP
futech-462	249	10	sdt	sdt	PROPN
futech-462	249	11	-	-	PUNCT
futech-462	249	12	based	base	VERB
futech-462	249	13	engagement	engagement	NOUN
futech-462	249	14	modeling	modeling	NOUN
futech-462	249	15	sets	set	NOUN
futech-462	249	16	into	into	ADP
futech-462	249	17	motion	motion	NOUN
futech-462	249	18	a	a	DET
futech-462	249	19	novel	novel	ADJ
futech-462	249	20	methodological	methodological	ADJ
futech-462	249	21	precedent	precedent	NOUN
futech-462	249	22	among	among	ADP
futech-462	249	23	literatures	literature	NOUN
futech-462	249	24	that	that	PRON
futech-462	249	25	seek	seek	VERB
futech-462	249	26	to	to	PART
futech-462	249	27	predict	predict	VERB
futech-462	249	28	in	in	ADP
futech-462	249	29	educational	educational	ADJ
futech-462	249	30	contexts	context	NOUN
futech-462	249	31	by	by	ADP
futech-462	249	32	fusing	fuse	VERB
futech-462	249	33	domain	domain	NOUN
futech-462	249	34	-	-	PUNCT
futech-462	249	35	specific	specific	ADJ
futech-462	249	36	knowledge	knowledge	NOUN
futech-462	249	37	and	and	CCONJ
futech-462	249	38	multi	multi	ADJ
futech-462	249	39	-	-	ADJ
futech-462	249	40	theoretical	theoretical	ADJ
futech-462	249	41	models	model	NOUN
futech-462	249	42	directly	directly	ADV
futech-462	249	43	into	into	ADP
futech-462	249	44	algorithmic	algorithmic	ADJ
futech-462	249	45	design	design	NOUN
futech-462	249	46	.	.	PUNCT
futech-462	250	1	the	the	DET
futech-462	250	2	discovery	discovery	NOUN
futech-462	250	3	of	of	ADP
futech-462	250	4	five	five	NUM
futech-462	250	5	student	student	NOUN
futech-462	250	6	engagement	engagement	NOUN
futech-462	250	7	profiles	profile	NOUN
futech-462	250	8	and	and	CCONJ
futech-462	250	9	the	the	DET
futech-462	250	10	78.4	78.4	NUM
futech-462	250	11	%	%	NOUN
futech-462	250	12	±	±	NUM
futech-462	250	13	2.1	2.1	NUM
futech-462	250	14	%	%	NOUN
futech-462	250	15	prediction	prediction	NOUN
futech-462	250	16	accuracy	accuracy	NOUN
futech-462	250	17	achieved	achieve	VERB
futech-462	250	18	in	in	ADP
futech-462	250	19	early	early	ADJ
futech-462	250	20	warning	warning	NOUN
futech-462	250	21	detection	detection	NOUN
futech-462	250	22	show	show	VERB
futech-462	250	23	that	that	SCONJ
futech-462	250	24	the	the	DET
futech-462	250	25	framework	framework	NOUN
futech-462	250	26	has	have	VERB
futech-462	250	27	the	the	DET
futech-462	250	28	potential	potential	NOUN
futech-462	250	29	to	to	PART
futech-462	250	30	provide	provide	VERB
futech-462	250	31	personalized	personalized	ADJ
futech-462	250	32	intervention	intervention	NOUN
futech-462	250	33	strategies	strategy	NOUN
futech-462	250	34	by	by	ADP
futech-462	250	35	bridging	bridge	VERB
futech-462	250	36	student	student	NOUN
futech-462	250	37	autonomy	autonomy	NOUN
futech-462	250	38	and	and	CCONJ
futech-462	250	39	intrinsic	intrinsic	ADJ
futech-462	250	40	motivation	motivation	NOUN
futech-462	250	41	development	development	NOUN
futech-462	250	42	.	.	PUNCT
futech-462	251	1	these	these	DET
futech-462	251	2	findings	finding	NOUN
futech-462	251	3	imply	imply	VERB
futech-462	251	4	potential	potential	ADJ
futech-462	251	5	research	research	NOUN
futech-462	251	6	directions	direction	NOUN
futech-462	251	7	for	for	ADP
futech-462	251	8	future	future	ADJ
futech-462	251	9	ed	ed	ADJ
futech-462	251	10	-	-	PUNCT
futech-462	251	11	tech	tech	NOUN
futech-462	251	12	development	development	NOUN
futech-462	251	13	that	that	PRON
futech-462	251	14	is	be	AUX
futech-462	251	15	theoretically	theoretically	ADV
futech-462	251	16	consistent	consistent	ADJ
futech-462	251	17	and	and	CCONJ
futech-462	251	18	practical	practical	ADJ
futech-462	251	19	rather	rather	ADV
futech-462	251	20	than	than	ADP
futech-462	251	21	focusing	focus	VERB
futech-462	251	22	only	only	ADV
futech-462	251	23	on	on	ADP
futech-462	251	24	technical	technical	ADJ
futech-462	251	25	optimization	optimization	NOUN
futech-462	251	26	criteria	criterion	NOUN
futech-462	251	27	with	with	ADP
futech-462	251	28	limited	limited	ADJ
futech-462	251	29	educational	educational	ADJ
futech-462	251	30	significance	significance	NOUN
futech-462	251	31	.	.	PUNCT
futech-462	252	1	framework	framework	NOUN
futech-462	252	2	scalability	scalability	NOUN
futech-462	252	3	considerations	consideration	NOUN
futech-462	252	4	include	include	VERB
futech-462	252	5	modular	modular	ADJ
futech-462	252	6	deployment	deployment	NOUN
futech-462	252	7	options	option	NOUN
futech-462	252	8	for	for	ADP
futech-462	252	9	institutions	institution	NOUN
futech-462	252	10	with	with	ADP
futech-462	252	11	varying	vary	VERB
futech-462	252	12	technical	technical	ADJ
futech-462	252	13	capabilities	capability	NOUN
futech-462	252	14	,	,	PUNCT
futech-462	252	15	automated	automate	VERB
futech-462	252	16	data	data	NOUN
futech-462	252	17	collection	collection	NOUN
futech-462	252	18	mechanisms	mechanism	NOUN
futech-462	252	19	reducing	reduce	VERB
futech-462	252	20	manual	manual	ADJ
futech-462	252	21	teacher	teacher	NOUN
futech-462	252	22	workload	workload	NOUN
futech-462	252	23	to	to	ADP
futech-462	252	24	sustainable	sustainable	ADJ
futech-462	252	25	levels	level	NOUN
futech-462	252	26	,	,	PUNCT
futech-462	252	27	and	and	CCONJ
futech-462	252	28	cross	cross	ADJ
futech-462	252	29	-	-	ADJ
futech-462	252	30	cultural	cultural	ADJ
futech-462	252	31	adaptation	adaptation	NOUN
futech-462	252	32	protocols	protocol	NOUN
futech-462	252	33	for	for	ADP
futech-462	252	34	implementation	implementation	NOUN
futech-462	252	35	beyond	beyond	ADP
futech-462	252	36	chinese	chinese	ADJ
futech-462	252	37	university	university	NOUN
futech-462	252	38	contexts	contexts	NOUN
futech-462	252	39	.	.	PUNCT
futech-462	253	1	the	the	DET
futech-462	253	2	minimal	minimal	ADJ
futech-462	253	3	training	training	NOUN
futech-462	253	4	requirements	requirement	NOUN
futech-462	253	5	(	(	PUNCT
futech-462	253	6	4.8	4.8	NUM
futech-462	253	7	hours	hour	NOUN
futech-462	253	8	initial	initial	ADJ
futech-462	253	9	setup	setup	NOUN
futech-462	253	10	,	,	PUNCT
futech-462	253	11	25	25	NUM
futech-462	253	12	-	-	SYM
futech-462	253	13	30	30	NUM
futech-462	253	14	minutes	minute	NOUN
futech-462	253	15	weekly	weekly	ADJ
futech-462	253	16	operation	operation	NOUN
futech-462	253	17	)	)	PUNCT
futech-462	253	18	and	and	CCONJ
futech-462	253	19	cloud	cloud	NOUN
futech-462	253	20	-	-	PUNCT
futech-462	253	21	based	base	VERB
futech-462	253	22	deployment	deployment	NOUN
futech-462	253	23	options	option	NOUN
futech-462	253	24	facilitate	facilitate	VERB
futech-462	253	25	broader	broad	ADJ
futech-462	253	26	institutional	institutional	ADJ
futech-462	253	27	adoption	adoption	NOUN
futech-462	253	28	while	while	SCONJ
futech-462	253	29	maintaining	maintain	VERB
futech-462	253	30	educational	educational	ADJ
futech-462	253	31	effectiveness	effectiveness	NOUN
futech-462	253	32	.	.	PUNCT
futech-462	254	1	the	the	DET
futech-462	254	2	framework	framework	NOUN
futech-462	254	3	's	's	PART
futech-462	254	4	contribution	contribution	NOUN
futech-462	254	5	transcends	transcend	VERB
futech-462	254	6	immediate	immediate	ADJ
futech-462	254	7	performance	performance	NOUN
futech-462	254	8	improvements	improvement	NOUN
futech-462	254	9	to	to	PART
futech-462	254	10	establish	establish	VERB
futech-462	254	11	sustainable	sustainable	ADJ
futech-462	254	12	pathways	pathway	NOUN
futech-462	254	13	for	for	ADP
futech-462	254	14	intelligent	intelligent	ADJ
futech-462	254	15	educational	educational	ADJ
futech-462	254	16	system	system	NOUN
futech-462	254	17	development	development	NOUN
futech-462	254	18	that	that	PRON
futech-462	254	19	respects	respect	VERB
futech-462	254	20	the	the	DET
futech-462	254	21	fundamental	fundamental	ADJ
futech-462	254	22	nature	nature	NOUN
futech-462	254	23	of	of	ADP
futech-462	254	24	teaching	teaching	NOUN
futech-462	254	25	and	and	CCONJ
futech-462	254	26	learning	learn	VERB
futech-462	254	27	processes	process	NOUN
futech-462	254	28	while	while	SCONJ
futech-462	254	29	harnessing	harness	VERB
futech-462	254	30	technological	technological	ADJ
futech-462	254	31	capabilities	capability	NOUN
futech-462	254	32	for	for	ADP
futech-462	254	33	enhanced	enhanced	ADJ
futech-462	254	34	educational	educational	ADJ
futech-462	254	35	outcomes	outcome	NOUN
futech-462	254	36	.	.	PUNCT
futech-462	255	1	the	the	DET
futech-462	255	2	validation	validation	NOUN
futech-462	255	3	of	of	ADP
futech-462	255	4	temporal	temporal	ADJ
futech-462	255	5	learning	learning	PROPN
futech-462	255	6	trajectory	trajectory	NOUN
futech-462	255	7	yu	yu	PROPN
futech-462	255	8	li	li	PROPN
futech-462	255	9	et	et	PROPN
futech-462	255	10	al	al	PROPN
futech-462	255	11	.	.	PROPN
futech-462	255	12	/future	/future	PUNCT
futech-462	255	13	technology	technology	PROPN
futech-462	255	14	november	november	PROPN
futech-462	255	15	2025|	2025|	NUM
futech-462	255	16	volume	volume	NOUN
futech-462	255	17	04	04	NUM
futech-462	256	1	|	|	ADV
futech-462	256	2	issue	issue	VERB
futech-462	256	3	04	04	NUM
futech-462	257	1	|	|	CCONJ
futech-462	257	2	pages	page	VERB
futech-462	257	3	100	100	NUM
futech-462	257	4	-	-	SYM
futech-462	257	5	116	116	NUM
futech-462	257	6	115	115	NUM
futech-462	257	7	patterns	pattern	NOUN
futech-462	257	8	across	across	ADP
futech-462	257	9	poa	poa	PROPN
futech-462	257	10	's	's	PART
futech-462	257	11	three	three	NUM
futech-462	257	12	phases	phase	NOUN
futech-462	257	13	provides	provide	VERB
futech-462	257	14	empirical	empirical	ADJ
futech-462	257	15	evidence	evidence	NOUN
futech-462	257	16	for	for	ADP
futech-462	257	17	optimized	optimize	VERB
futech-462	257	18	instructional	instructional	ADJ
futech-462	257	19	timing	timing	NOUN
futech-462	257	20	strategies	strategy	NOUN
futech-462	257	21	that	that	PRON
futech-462	257	22	can	can	AUX
futech-462	257	23	inform	inform	VERB
futech-462	257	24	broader	broad	ADJ
futech-462	257	25	curriculum	curriculum	NOUN
futech-462	257	26	design	design	NOUN
futech-462	257	27	and	and	CCONJ
futech-462	257	28	implementation	implementation	NOUN
futech-462	257	29	practices	practice	NOUN
futech-462	257	30	within	within	ADP
futech-462	257	31	english	english	ADJ
futech-462	257	32	language	language	NOUN
futech-462	257	33	education	education	NOUN
futech-462	257	34	contexts	contexts	NOUN
futech-462	257	35	.	.	PUNCT
futech-462	258	1	the	the	DET
futech-462	258	2	successful	successful	ADJ
futech-462	258	3	deployment	deployment	NOUN
futech-462	258	4	of	of	ADP
futech-462	258	5	the	the	DET
futech-462	258	6	framework	framework	NOUN
futech-462	258	7	within	within	ADP
futech-462	258	8	authentic	authentic	ADJ
futech-462	258	9	cet-4	cet-4	NOUN
futech-462	258	10	writing	writing	NOUN
futech-462	258	11	instruction	instruction	NOUN
futech-462	258	12	environments	environment	NOUN
futech-462	258	13	demonstrates	demonstrate	VERB
futech-462	258	14	the	the	DET
futech-462	258	15	viability	viability	NOUN
futech-462	258	16	of	of	ADP
futech-462	258	17	theory	theory	NOUN
futech-462	258	18	-	-	PUNCT
futech-462	258	19	informed	inform	VERB
futech-462	258	20	learning	learning	NOUN
futech-462	258	21	analytics	analytic	NOUN
futech-462	258	22	for	for	ADP
futech-462	258	23	supporting	support	VERB
futech-462	258	24	data	data	NOUN
futech-462	258	25	-	-	PUNCT
futech-462	258	26	driven	drive	VERB
futech-462	258	27	pedagogical	pedagogical	ADJ
futech-462	258	28	decision	decision	NOUN
futech-462	258	29	-	-	PUNCT
futech-462	258	30	making	making	NOUN
futech-462	258	31	that	that	PRON
futech-462	258	32	enhances	enhance	VERB
futech-462	258	33	educational	educational	ADJ
futech-462	258	34	equity	equity	NOUN
futech-462	258	35	through	through	ADP
futech-462	258	36	personalized	personalized	ADJ
futech-462	258	37	learning	learn	VERB
futech-462	258	38	support	support	NOUN
futech-462	258	39	while	while	SCONJ
futech-462	258	40	maintaining	maintain	VERB
futech-462	258	41	the	the	DET
futech-462	258	42	essential	essential	ADJ
futech-462	258	43	human	human	ADJ
futech-462	258	44	elements	element	NOUN
futech-462	258	45	that	that	PRON
futech-462	258	46	characterize	characterize	VERB
futech-462	258	47	effective	effective	ADJ
futech-462	258	48	language	language	NOUN
futech-462	258	49	instruction	instruction	NOUN
futech-462	258	50	.	.	PUNCT
futech-462	259	1	ethical	ethical	ADJ
futech-462	259	2	issue	issue	NOUN
futech-462	259	3	the	the	DET
futech-462	259	4	authors	author	NOUN
futech-462	259	5	are	be	AUX
futech-462	259	6	aware	aware	ADJ
futech-462	259	7	of	of	ADP
futech-462	259	8	and	and	CCONJ
futech-462	259	9	comply	comply	ADJ
futech-462	259	10	with	with	ADP
futech-462	259	11	best	good	ADJ
futech-462	259	12	practices	practice	NOUN
futech-462	259	13	in	in	ADP
futech-462	259	14	publication	publication	NOUN
futech-462	259	15	ethics	ethic	NOUN
futech-462	259	16	,	,	PUNCT
futech-462	259	17	specifically	specifically	ADV
futech-462	259	18	with	with	ADP
futech-462	259	19	regard	regard	NOUN
futech-462	259	20	to	to	ADP
futech-462	259	21	authorship	authorship	NOUN
futech-462	259	22	(	(	PUNCT
futech-462	259	23	avoidance	avoidance	NOUN
futech-462	259	24	of	of	ADP
futech-462	259	25	guest	guest	NOUN
futech-462	259	26	authorship	authorship	NOUN
futech-462	259	27	)	)	PUNCT
futech-462	259	28	,	,	PUNCT
futech-462	259	29	dual	dual	ADJ
futech-462	259	30	submission	submission	NOUN
futech-462	259	31	,	,	PUNCT
futech-462	259	32	manipulation	manipulation	NOUN
futech-462	259	33	of	of	ADP
futech-462	259	34	figures	figure	NOUN
futech-462	259	35	,	,	PUNCT
futech-462	259	36	competing	compete	VERB
futech-462	259	37	interests	interest	NOUN
futech-462	259	38	,	,	PUNCT
futech-462	259	39	and	and	CCONJ
futech-462	259	40	compliance	compliance	NOUN
futech-462	259	41	with	with	ADP
futech-462	259	42	policies	policy	NOUN
futech-462	259	43	on	on	ADP
futech-462	259	44	research	research	NOUN
futech-462	259	45	ethics	ethic	NOUN
futech-462	259	46	.	.	PUNCT
futech-462	260	1	the	the	DET
futech-462	260	2	authors	author	NOUN
futech-462	260	3	adhere	adhere	VERB
futech-462	260	4	to	to	ADP
futech-462	260	5	publication	publication	NOUN
futech-462	260	6	requirements	requirement	NOUN
futech-462	260	7	that	that	SCONJ
futech-462	260	8	the	the	DET
futech-462	260	9	submitted	submit	VERB
futech-462	260	10	work	work	NOUN
futech-462	260	11	is	be	AUX
futech-462	260	12	original	original	ADJ
futech-462	260	13	and	and	CCONJ
futech-462	260	14	has	have	AUX
futech-462	260	15	not	not	PART
futech-462	260	16	been	be	AUX
futech-462	260	17	published	publish	VERB
futech-462	260	18	elsewhere	elsewhere	ADV
futech-462	260	19	.	.	PUNCT
futech-462	261	1	data	datum	NOUN
futech-462	261	2	availability	availability	NOUN
futech-462	261	3	statement	statement	NOUN
futech-462	261	4	the	the	DET
futech-462	261	5	manuscript	manuscript	NOUN
futech-462	261	6	contains	contain	VERB
futech-462	261	7	all	all	DET
futech-462	261	8	the	the	DET
futech-462	261	9	data	datum	NOUN
futech-462	261	10	.	.	PUNCT
futech-462	262	1	however	however	ADV
futech-462	262	2	,	,	PUNCT
futech-462	262	3	more	more	ADJ
futech-462	262	4	data	datum	NOUN
futech-462	262	5	will	will	AUX
futech-462	262	6	be	be	AUX
futech-462	262	7	available	available	ADJ
futech-462	262	8	upon	upon	SCONJ
futech-462	262	9	request	request	NOUN
futech-462	262	10	from	from	ADP
futech-462	262	11	the	the	DET
futech-462	262	12	authors	author	NOUN
futech-462	262	13	.	.	PUNCT
futech-462	263	1	conflict	conflict	NOUN
futech-462	263	2	of	of	ADP
futech-462	263	3	interest	interest	NOUN
futech-462	263	4	the	the	DET
futech-462	263	5	authors	author	NOUN
futech-462	263	6	declare	declare	VERB
futech-462	263	7	no	no	DET
futech-462	263	8	potential	potential	ADJ
futech-462	263	9	conflict	conflict	NOUN
futech-462	263	10	of	of	ADP
futech-462	263	11	interest	interest	NOUN
futech-462	263	12	.	.	PUNCT
futech-462	264	1	references	reference	NOUN
futech-462	264	2	[	[	X
futech-462	264	3	1	1	NUM
futech-462	264	4	]	]	PUNCT
futech-462	264	5	qiu	qiu	PROPN
futech-462	264	6	,	,	PUNCT
futech-462	264	7	l.	l.	PROPN
futech-462	264	8	,	,	PUNCT
futech-462	264	9	enabling	enable	VERB
futech-462	264	10	in	in	ADP
futech-462	264	11	the	the	DET
futech-462	264	12	production	production	NOUN
futech-462	264	13	-	-	PUNCT
futech-462	264	14	oriented	orient	VERB
futech-462	264	15	approach	approach	NOUN
futech-462	264	16	:	:	PUNCT
futech-462	264	17	theoretical	theoretical	ADJ
futech-462	264	18	principles	principle	NOUN
futech-462	264	19	and	and	CCONJ
futech-462	264	20	classroom	classroom	NOUN
futech-462	264	21	implementation	implementation	NOUN
futech-462	264	22	.	.	PUNCT
futech-462	265	1	chinese	chinese	ADJ
futech-462	265	2	journal	journal	PROPN
futech-462	265	3	of	of	ADP
futech-462	265	4	applied	applied	ADJ
futech-462	265	5	linguistics	linguistic	NOUN
futech-462	265	6	,	,	PUNCT
futech-462	265	7	2020	2020	NUM
futech-462	265	8	.	.	PUNCT
futech-462	266	1	43(3	43(3	NUM
futech-462	266	2	):	):	PUNCT
futech-462	266	3	p.	p.	NOUN
futech-462	266	4	284	284	NUM
futech-462	266	5	-	-	SYM
futech-462	266	6	304	304	NUM
futech-462	266	7	.	.	PUNCT
futech-462	266	8	http://dx.doi.org/10.1515/cjal-2020-0019	http://dx.doi.org/10.1515/cjal-2020-0019	VERB
futech-462	267	1	[	[	X
futech-462	267	2	2	2	NUM
futech-462	267	3	]	]	X
futech-462	267	4	zhang	zhang	PROPN
futech-462	267	5	,	,	PUNCT
futech-462	267	6	w.	w.	PROPN
futech-462	267	7	,	,	PUNCT
futech-462	267	8	effects	effect	NOUN
futech-462	267	9	of	of	ADP
futech-462	267	10	the	the	DET
futech-462	267	11	production	production	NOUN
futech-462	267	12	-	-	PUNCT
futech-462	267	13	oriented	orient	VERB
futech-462	267	14	approach	approach	NOUN
futech-462	267	15	on	on	ADP
futech-462	267	16	efl	efl	PROPN
futech-462	267	17	learners	learner	NOUN
futech-462	267	18	’	'	PUNCT
futech-462	267	19	writing	write	VERB
futech-462	267	20	performance	performance	NOUN
futech-462	267	21	in	in	ADP
futech-462	267	22	china	china	PROPN
futech-462	267	23	’s	’s	PART
futech-462	267	24	tertiary	tertiary	ADJ
futech-462	267	25	education	education	NOUN
futech-462	267	26	.	.	PUNCT
futech-462	268	1	chinese	chinese	ADJ
futech-462	268	2	journal	journal	PROPN
futech-462	268	3	of	of	ADP
futech-462	268	4	applied	applied	ADJ
futech-462	268	5	linguistics	linguistic	NOUN
futech-462	268	6	,	,	PUNCT
futech-462	268	7	2020	2020	NUM
futech-462	268	8	.	.	PUNCT
futech-462	269	1	43(3	43(3	NUM
futech-462	269	2	):	):	PUNCT
futech-462	269	3	p.	p.	NOUN
futech-462	269	4	323	323	NUM
futech-462	269	5	-	-	SYM
futech-462	269	6	341	341	NUM
futech-462	269	7	.	.	PUNCT
futech-462	270	1	http://dx.doi.org/10.1515/cjal-2020-0021	http://dx.doi.org/10.1515/cjal-2020-0021	NOUN
futech-462	271	1	[	[	X
futech-462	271	2	3	3	X
futech-462	271	3	]	]	X
futech-462	271	4	liu	liu	PROPN
futech-462	271	5	,	,	PUNCT
futech-462	271	6	g.	g.	PROPN
futech-462	271	7	and	and	CCONJ
futech-462	271	8	h.	h.	PROPN
futech-462	271	9	cao	cao	PROPN
futech-462	271	10	,	,	PUNCT
futech-462	271	11	the	the	DET
futech-462	271	12	application	application	NOUN
futech-462	271	13	of	of	ADP
futech-462	271	14	poa	poa	NOUN
futech-462	271	15	-	-	PUNCT
futech-462	271	16	based	base	VERB
futech-462	271	17	reciprocal	reciprocal	ADJ
futech-462	271	18	teaching	teaching	NOUN
futech-462	271	19	model	model	NOUN
futech-462	271	20	in	in	ADP
futech-462	271	21	chinese	chinese	ADJ
futech-462	271	22	senior	senior	ADJ
futech-462	271	23	high	high	ADJ
futech-462	271	24	school	school	NOUN
futech-462	271	25	english	english	PROPN
futech-462	271	26	writing	write	VERB
futech-462	271	27	class	class	NOUN
futech-462	271	28	.	.	PUNCT
futech-462	272	1	theory	theory	NOUN
futech-462	272	2	and	and	CCONJ
futech-462	272	3	practice	practice	NOUN
futech-462	272	4	in	in	ADP
futech-462	272	5	language	language	NOUN
futech-462	272	6	studies	study	NOUN
futech-462	272	7	,	,	PUNCT
futech-462	272	8	2021	2021	NUM
futech-462	272	9	.	.	PUNCT
futech-462	273	1	11(8	11(8	NUM
futech-462	273	2	):	):	PUNCT
futech-462	273	3	p.	p.	NOUN
futech-462	273	4	891	891	NUM
futech-462	273	5	-	-	SYM
futech-462	273	6	900	900	NUM
futech-462	273	7	.	.	PUNCT
futech-462	273	8	http://dx.doi.org/10.17507/tpls.1108.04	http://dx.doi.org/10.17507/tpls.1108.04	NUM
futech-462	274	1	[	[	X
futech-462	274	2	4	4	NUM
futech-462	274	3	]	]	X
futech-462	274	4	xie	xie	PROPN
futech-462	274	5	,	,	PUNCT
futech-462	274	6	q.	q.	PROPN
futech-462	274	7	,	,	PUNCT
futech-462	274	8	using	use	VERB
futech-462	274	9	production	production	NOUN
futech-462	274	10	-	-	PUNCT
futech-462	274	11	oriented	orient	VERB
futech-462	274	12	approach	approach	NOUN
futech-462	274	13	in	in	ADP
futech-462	274	14	business	business	NOUN
futech-462	274	15	english	english	ADJ
futech-462	274	16	courses	course	NOUN
futech-462	274	17	:	:	PUNCT
futech-462	274	18	perceptions	perception	NOUN
futech-462	274	19	of	of	ADP
futech-462	274	20	china	china	PROPN
futech-462	274	21	’s	’s	PART
futech-462	274	22	english	english	PROPN
futech-462	274	23	-	-	PUNCT
futech-462	274	24	major	major	ADJ
futech-462	274	25	and	and	CCONJ
futech-462	274	26	non	non	ADJ
futech-462	274	27	-	-	ADJ
futech-462	274	28	english	english	ADJ
futech-462	274	29	-	-	PUNCT
futech-462	274	30	major	major	ADJ
futech-462	274	31	undergraduates	undergraduate	NOUN
futech-462	274	32	.	.	PUNCT
futech-462	275	1	sage	sage	NOUN
futech-462	275	2	open	open	ADJ
futech-462	275	3	,	,	PUNCT
futech-462	275	4	2021	2021	NUM
futech-462	275	5	.	.	PUNCT
futech-462	276	1	11(2	11(2	X
futech-462	276	2	):	):	PUNCT
futech-462	276	3	p.	p.	NOUN
futech-462	276	4	21582440211016553	21582440211016553	NUM
futech-462	276	5	.	.	PUNCT
futech-462	277	1	http://dx.doi.org/10.1177/21582440211016553	http://dx.doi.org/10.1177/21582440211016553	PROPN
futech-462	278	1	[	[	X
futech-462	278	2	5	5	NUM
futech-462	278	3	]	]	X
futech-462	278	4	zhao	zhao	X
futech-462	278	5	,	,	PUNCT
futech-462	278	6	y.	y.	PROPN
futech-462	278	7	,	,	PUNCT
futech-462	278	8	n.	n.	PROPN
futech-462	278	9	ainil	ainil	PROPN
futech-462	278	10	sulaiman	sulaiman	PROPN
futech-462	278	11	,	,	PUNCT
futech-462	278	12	and	and	CCONJ
futech-462	278	13	w.	w.	PROPN
futech-462	278	14	wahi	wahi	X
futech-462	278	15	,	,	PUNCT
futech-462	278	16	exploring	explore	VERB
futech-462	278	17	the	the	DET
futech-462	278	18	impact	impact	NOUN
futech-462	278	19	of	of	ADP
futech-462	278	20	the	the	DET
futech-462	278	21	production	production	NOUN
futech-462	278	22	-	-	PUNCT
futech-462	278	23	oriented	orient	VERB
futech-462	278	24	approach	approach	NOUN
futech-462	278	25	on	on	ADP
futech-462	278	26	chinese	chinese	ADJ
futech-462	278	27	university	university	NOUN
futech-462	278	28	students	student	NOUN
futech-462	278	29	'	'	PART
futech-462	278	30	motivation	motivation	NOUN
futech-462	278	31	for	for	ADP
futech-462	278	32	english	english	ADJ
futech-462	278	33	learning	learning	NOUN
futech-462	278	34	:	:	PUNCT
futech-462	278	35	a	a	DET
futech-462	278	36	mixed	mixed	ADJ
futech-462	278	37	methods	method	NOUN
futech-462	278	38	study	study	NOUN
futech-462	278	39	.	.	PUNCT
futech-462	279	1	arab	arab	PROPN
futech-462	279	2	world	world	PROPN
futech-462	279	3	english	english	PROPN
futech-462	279	4	journal	journal	PROPN
futech-462	279	5	,	,	PUNCT
futech-462	279	6	2024	2024	NUM
futech-462	279	7	.	.	PUNCT
futech-462	279	8	15(3	15(3	NUM
futech-462	279	9	):	):	PUNCT
futech-462	279	10	p.	p.	NOUN
futech-462	279	11	10.24093	10.24093	NUM
futech-462	279	12	.	.	PUNCT
futech-462	280	1	http://dx.doi.org/10.24093/awej/vol15no3.7	http://dx.doi.org/10.24093/awej/vol15no3.7	NOUN
futech-462	280	2	[	[	X
futech-462	280	3	6	6	NUM
futech-462	280	4	]	]	X
futech-462	280	5	cheng	cheng	PROPN
futech-462	280	6	,	,	PUNCT
futech-462	280	7	j.	j.	PROPN
futech-462	280	8	blended	blended	AUX
futech-462	280	9	learning	learn	VERB
futech-462	280	10	reform	reform	NOUN
futech-462	280	11	in	in	ADP
futech-462	280	12	english	english	ADJ
futech-462	280	13	viewing	viewing	NOUN
futech-462	280	14	,	,	PUNCT
futech-462	280	15	listening	listen	VERB
futech-462	280	16	and	and	CCONJ
futech-462	280	17	speaking	speak	VERB
futech-462	280	18	course	course	NOUN
futech-462	280	19	based	base	VERB
futech-462	280	20	on	on	ADP
futech-462	280	21	the	the	DET
futech-462	280	22	poa	poa	NOUN
futech-462	280	23	in	in	ADP
futech-462	280	24	the	the	DET
futech-462	280	25	post	post	ADJ
futech-462	280	26	-	-	ADJ
futech-462	280	27	pandemic	pandemic	ADJ
futech-462	280	28	era	era	NOUN
futech-462	280	29	.	.	PUNCT
futech-462	281	1	in	in	ADP
futech-462	281	2	frontiers	frontier	NOUN
futech-462	281	3	in	in	ADP
futech-462	281	4	education	education	NOUN
futech-462	281	5	.	.	PUNCT
futech-462	282	1	2025	2025	NUM
futech-462	282	2	.	.	PUNCT
futech-462	283	1	frontiers	frontier	NOUN
futech-462	283	2	media	media	PROPN
futech-462	283	3	sa	sa	PROPN
futech-462	283	4	.	.	PUNCT
futech-462	284	1	http://dx.doi.org/10.2991/icosihess-19.2019.9	http://dx.doi.org/10.2991/icosihess-19.2019.9	X
futech-462	285	1	[	[	X
futech-462	285	2	7	7	X
futech-462	285	3	]	]	PUNCT
futech-462	285	4	he	he	PRON
futech-462	285	5	,	,	PUNCT
futech-462	285	6	t.	t.	PROPN
futech-462	285	7	and	and	CCONJ
futech-462	285	8	c.	c.	PROPN
futech-462	285	9	li	li	PROPN
futech-462	285	10	,	,	PUNCT
futech-462	285	11	an	an	DET
futech-462	285	12	empirical	empirical	ADJ
futech-462	285	13	study	study	NOUN
futech-462	285	14	on	on	ADP
futech-462	285	15	the	the	DET
futech-462	285	16	teaching	teaching	NOUN
futech-462	285	17	mode	mode	NOUN
futech-462	285	18	of	of	ADP
futech-462	285	19	cultural	cultural	ADJ
futech-462	285	20	translation	translation	NOUN
futech-462	285	21	in	in	ADP
futech-462	285	22	college	college	NOUN
futech-462	285	23	english	english	PROPN
futech-462	285	24	based	base	VERB
futech-462	285	25	on	on	ADP
futech-462	285	26	the	the	DET
futech-462	285	27	production	production	NOUN
futech-462	285	28	oriented	orient	VERB
futech-462	285	29	approach	approach	NOUN
futech-462	285	30	(	(	PUNCT
futech-462	285	31	poa	poa	NOUN
futech-462	285	32	)	)	PUNCT
futech-462	285	33	.	.	PUNCT
futech-462	286	1	plos	plos	PROPN
futech-462	286	2	one	one	NUM
futech-462	286	3	,	,	PUNCT
futech-462	286	4	2025	2025	NUM
futech-462	286	5	.	.	PUNCT
futech-462	287	1	20(6	20(6	NUM
futech-462	287	2	):	):	PUNCT
futech-462	287	3	p.	p.	NOUN
futech-462	287	4	e0326127	e0326127	NOUN
futech-462	287	5	.	.	PUNCT
futech-462	288	1	http://dx.doi.org/10.1371/journal.pone.0326127	http://dx.doi.org/10.1371/journal.pone.0326127	NOUN
futech-462	289	1	[	[	X
futech-462	289	2	8	8	NUM
futech-462	289	3	]	]	X
futech-462	289	4	zhang	zhang	PROPN
futech-462	289	5	,	,	PUNCT
futech-462	289	6	l.	l.	PROPN
futech-462	289	7	and	and	CCONJ
futech-462	289	8	y.	y.	PROPN
futech-462	289	9	kong	kong	PROPN
futech-462	289	10	,	,	PUNCT
futech-462	289	11	integrating	integrate	VERB
futech-462	289	12	productionoriented	productionoriented	ADJ
futech-462	289	13	approach	approach	NOUN
futech-462	289	14	(	(	PUNCT
futech-462	289	15	poa	poa	NOUN
futech-462	289	16	)	)	PUNCT
futech-462	289	17	in	in	ADP
futech-462	289	18	flipped	flip	VERB
futech-462	289	19	classrooms	classroom	NOUN
futech-462	289	20	:	:	PUNCT
futech-462	289	21	an	an	DET
futech-462	289	22	action	action	NOUN
futech-462	289	23	research	research	NOUN
futech-462	289	24	on	on	ADP
futech-462	289	25	enhancing	enhance	VERB
futech-462	289	26	spoken	speak	VERB
futech-462	289	27	english	english	ADJ
futech-462	289	28	instruction	instruction	NOUN
futech-462	289	29	for	for	ADP
futech-462	289	30	english	english	ADJ
futech-462	289	31	majors	major	NOUN
futech-462	289	32	in	in	ADP
futech-462	289	33	china	china	PROPN
futech-462	289	34	.	.	PUNCT
futech-462	290	1	forum	forum	PROPN
futech-462	290	2	for	for	ADP
futech-462	290	3	linguistic	linguistic	ADJ
futech-462	290	4	studies	study	NOUN
futech-462	290	5	,	,	PUNCT
futech-462	290	6	2025	2025	NUM
futech-462	290	7	.	.	PUNCT
futech-462	291	1	7(2	7(2	NUM
futech-462	291	2	):	):	PUNCT
futech-462	292	1	p.	p.	NOUN
futech-462	292	2	117–136	117–136	NUM
futech-462	292	3	.	.	PUNCT
futech-462	293	1	http://dx.doi.org/10.30564/fls.v7i2.8136	http://dx.doi.org/10.30564/fls.v7i2.8136	VERB
futech-462	294	1	[	[	X
futech-462	294	2	9	9	NUM
futech-462	294	3	]	]	SYM
futech-462	294	4	yibin	yibin	PROPN
futech-462	294	5	,	,	PUNCT
futech-462	294	6	h.	h.	PROPN
futech-462	294	7	,	,	PUNCT
futech-462	294	8	reconstructing	reconstruct	VERB
futech-462	294	9	“	"	PUNCT
futech-462	294	10	learning	learn	VERB
futech-462	294	11	-	-	PUNCT
futech-462	294	12	application	application	NOUN
futech-462	294	13	integration	integration	NOUN
futech-462	294	14	”	"	PUNCT
futech-462	294	15	practical	practical	ADJ
futech-462	294	16	training	training	NOUN
futech-462	294	17	courses	course	NOUN
futech-462	294	18	for	for	ADP
futech-462	294	19	english	english	ADJ
futech-462	294	20	teacher	teacher	NOUN
futech-462	294	21	trainees	trainee	NOUN
futech-462	294	22	from	from	ADP
futech-462	294	23	the	the	DET
futech-462	294	24	poa	poa	PROPN
futech-462	294	25	perspective	perspective	NOUN
futech-462	294	26	.	.	PUNCT
futech-462	295	1	uschina	uschina	ADJ
futech-462	295	2	education	education	PROPN
futech-462	295	3	review	review	NOUN
futech-462	295	4	a	a	PRON
futech-462	295	5	,	,	PUNCT
futech-462	295	6	2025	2025	NUM
futech-462	295	7	.	.	PUNCT
futech-462	296	1	15	15	NUM
futech-462	296	2	.	.	PUNCT
futech-462	297	1	http://dx.doi.org/10.17265/2161623x/2025.04.005	http://dx.doi.org/10.17265/2161623x/2025.04.005	PRON
futech-462	297	2	[	[	PUNCT
futech-462	297	3	10	10	NUM
futech-462	297	4	]	]	X
futech-462	297	5	noels	noel	NOUN
futech-462	297	6	,	,	PUNCT
futech-462	297	7	k.a	k.a	PROPN
futech-462	297	8	.	.	PROPN
futech-462	297	9	,	,	PUNCT
futech-462	297	10	et	et	PROPN
futech-462	297	11	al	al	PROPN
futech-462	297	12	.	.	PROPN
futech-462	297	13	,	,	PUNCT
futech-462	297	14	self	self	NOUN
futech-462	297	15	-	-	PUNCT
futech-462	297	16	determination	determination	NOUN
futech-462	297	17	and	and	CCONJ
futech-462	297	18	motivated	motivated	ADJ
futech-462	297	19	engagement	engagement	NOUN
futech-462	297	20	in	in	ADP
futech-462	297	21	language	language	NOUN
futech-462	297	22	learning	learning	NOUN
futech-462	297	23	,	,	PUNCT
futech-462	297	24	in	in	ADP
futech-462	297	25	the	the	DET
futech-462	297	26	palgrave	palgrave	ADJ
futech-462	297	27	handbook	handbook	NOUN
futech-462	297	28	of	of	ADP
futech-462	297	29	motivation	motivation	NOUN
futech-462	297	30	for	for	ADP
futech-462	297	31	language	language	NOUN
futech-462	297	32	learning	learning	NOUN
futech-462	297	33	.	.	PUNCT
futech-462	298	1	2020	2020	NUM
futech-462	298	2	,	,	PUNCT
futech-462	298	3	springer	springer	NOUN
futech-462	298	4	.	.	PUNCT
futech-462	299	1	p.	p.	NOUN
futech-462	299	2	95	95	NUM
futech-462	299	3	-	-	SYM
futech-462	299	4	115	115	NUM
futech-462	299	5	.	.	PUNCT
futech-462	300	1	http://dx.doi.org/10.1007/9783-030-28380-3_5	http://dx.doi.org/10.1007/9783-030-28380-3_5	PROPN
futech-462	301	1	[	[	X
futech-462	301	2	11	11	NUM
futech-462	301	3	]	]	SYM
futech-462	301	4	ryan	ryan	PROPN
futech-462	301	5	,	,	PUNCT
futech-462	301	6	r.m	r.m	PROPN
futech-462	301	7	.	.	PROPN
futech-462	301	8	and	and	CCONJ
futech-462	301	9	e.l	e.l	PROPN
futech-462	301	10	.	.	PROPN
futech-462	301	11	deci	deci	PROPN
futech-462	301	12	,	,	PUNCT
futech-462	301	13	intrinsic	intrinsic	ADJ
futech-462	301	14	and	and	CCONJ
futech-462	301	15	extrinsic	extrinsic	ADJ
futech-462	301	16	motivation	motivation	NOUN
futech-462	301	17	from	from	ADP
futech-462	301	18	a	a	DET
futech-462	301	19	self	self	NOUN
futech-462	301	20	-	-	PUNCT
futech-462	301	21	determination	determination	NOUN
futech-462	301	22	theory	theory	NOUN
futech-462	301	23	perspective	perspective	NOUN
futech-462	301	24	:	:	PUNCT
futech-462	301	25	definitions	definition	NOUN
futech-462	301	26	,	,	PUNCT
futech-462	301	27	theory	theory	NOUN
futech-462	301	28	,	,	PUNCT
futech-462	301	29	practices	practice	NOUN
futech-462	301	30	,	,	PUNCT
futech-462	301	31	and	and	CCONJ
futech-462	301	32	future	future	ADJ
futech-462	301	33	directions	direction	NOUN
futech-462	301	34	.	.	PUNCT
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futech-462	302	2	educational	educational	ADJ
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futech-462	302	4	,	,	PUNCT
futech-462	302	5	2020	2020	NUM
futech-462	302	6	.	.	PUNCT
futech-462	303	1	61	61	NUM
futech-462	303	2	:	:	PUNCT
futech-462	303	3	p.	p.	NOUN
futech-462	303	4	101860	101860	NUM
futech-462	303	5	.	.	PUNCT
futech-462	304	1	http://dx.doi.org/10.1037/mot0000234	http://dx.doi.org/10.1037/mot0000234	X
futech-462	305	1	[	[	X
futech-462	305	2	12	12	NUM
futech-462	305	3	]	]	X
futech-462	305	4	chiu	chiu	PROPN
futech-462	305	5	,	,	PUNCT
futech-462	305	6	t.k	t.k	PROPN
futech-462	305	7	.	.	PROPN
futech-462	305	8	,	,	PUNCT
futech-462	305	9	digital	digital	ADJ
futech-462	305	10	support	support	NOUN
futech-462	305	11	for	for	ADP
futech-462	305	12	student	student	NOUN
futech-462	305	13	engagement	engagement	NOUN
futech-462	305	14	in	in	ADP
futech-462	305	15	blended	blended	ADJ
futech-462	305	16	learning	learning	NOUN
futech-462	305	17	based	base	VERB
futech-462	305	18	on	on	ADP
futech-462	305	19	self	self	NOUN
futech-462	305	20	-	-	PUNCT
futech-462	305	21	determination	determination	NOUN
futech-462	305	22	theory	theory	NOUN
futech-462	305	23	.	.	PUNCT
futech-462	306	1	computers	computer	NOUN
futech-462	306	2	in	in	ADP
futech-462	306	3	human	human	ADJ
futech-462	306	4	behavior	behavior	NOUN
futech-462	306	5	,	,	PUNCT
futech-462	306	6	2021	2021	NUM
futech-462	306	7	.	.	PUNCT
futech-462	307	1	124	124	NUM
futech-462	307	2	:	:	PUNCT
futech-462	308	1	p.	p.	NOUN
futech-462	308	2	106909	106909	NUM
futech-462	308	3	.	.	PUNCT
futech-462	309	1	http://dx.doi.org/10.1016/j.chb.2021.106909	http://dx.doi.org/10.1016/j.chb.2021.106909	ADJ
futech-462	309	2	[	[	X
futech-462	309	3	13	13	NUM
futech-462	309	4	]	]	X
futech-462	309	5	chiu	chiu	PROPN
futech-462	309	6	,	,	PUNCT
futech-462	309	7	t.k	t.k	PROPN
futech-462	309	8	.	.	PROPN
futech-462	309	9	,	,	PUNCT
futech-462	309	10	applying	apply	VERB
futech-462	309	11	the	the	DET
futech-462	309	12	self	self	NOUN
futech-462	309	13	-	-	PUNCT
futech-462	309	14	determination	determination	NOUN
futech-462	309	15	theory	theory	NOUN
futech-462	309	16	(	(	PUNCT
futech-462	309	17	sdt	sdt	PROPN
futech-462	309	18	)	)	PUNCT
futech-462	309	19	to	to	PART
futech-462	309	20	explain	explain	VERB
futech-462	309	21	student	student	NOUN
futech-462	309	22	engagement	engagement	NOUN
futech-462	309	23	in	in	ADP
futech-462	309	24	online	online	ADJ
futech-462	309	25	learning	learning	NOUN
futech-462	309	26	during	during	ADP
futech-462	309	27	the	the	DET
futech-462	309	28	covid-19	covid-19	PROPN
futech-462	309	29	pandemic	pandemic	NOUN
futech-462	309	30	.	.	PUNCT
futech-462	310	1	journal	journal	PROPN
futech-462	310	2	of	of	ADP
futech-462	310	3	research	research	NOUN
futech-462	310	4	on	on	ADP
futech-462	310	5	technology	technology	NOUN
futech-462	310	6	in	in	ADP
futech-462	310	7	education	education	NOUN
futech-462	310	8	,	,	PUNCT
futech-462	310	9	2022	2022	NUM
futech-462	310	10	.	.	PUNCT
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futech-462	311	2	):	):	PUNCT
futech-462	311	3	p.	p.	NOUN
futech-462	311	4	s14	s14	NOUN
futech-462	311	5	-	-	PUNCT
futech-462	311	6	s30	s30	NOUN
futech-462	311	7	.	.	PUNCT
futech-462	312	1	http://dx.doi.org/10.1080/15391523.2021.1891998	http://dx.doi.org/10.1080/15391523.2021.1891998	PROPN
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futech-462	313	3	]	]	SYM
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futech-462	313	5	,	,	PUNCT
futech-462	313	6	h.	h.	PROPN
futech-462	313	7	,	,	PUNCT
futech-462	313	8	impact	impact	NOUN
futech-462	313	9	of	of	ADP
futech-462	313	10	collaborative	collaborative	ADJ
futech-462	313	11	learning	learning	NOUN
futech-462	313	12	on	on	ADP
futech-462	313	13	student	student	NOUN
futech-462	313	14	engagement	engagement	NOUN
futech-462	313	15	in	in	ADP
futech-462	313	16	college	college	NOUN
futech-462	313	17	english	english	ADJ
futech-462	313	18	programs	program	NOUN
futech-462	313	19	:	:	PUNCT
futech-462	313	20	mediating	mediate	VERB
futech-462	313	21	effect	effect	NOUN
futech-462	313	22	of	of	ADP
futech-462	313	23	peer	peer	NOUN
futech-462	313	24	support	support	NOUN
futech-462	313	25	and	and	CCONJ
futech-462	313	26	moderating	moderate	VERB
futech-462	313	27	role	role	NOUN
futech-462	313	28	of	of	ADP
futech-462	313	29	group	group	NOUN
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futech-462	313	31	.	.	PUNCT
futech-462	314	1	frontiers	frontier	NOUN
futech-462	314	2	in	in	ADP
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futech-462	314	4	,	,	PUNCT
futech-462	314	5	2025	2025	NUM
futech-462	314	6	.	.	PUNCT
futech-462	315	1	16	16	NUM
futech-462	315	2	:	:	PUNCT
futech-462	316	1	p.	p.	NOUN
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futech-462	316	3	.	.	PUNCT
futech-462	317	1	http://dx.doi.org/10.3389/fpsyg.2025.1525192	http://dx.doi.org/10.3389/fpsyg.2025.1525192	VERB
futech-462	318	1	[	[	X
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futech-462	318	3	]	]	X
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futech-462	318	5	,	,	PUNCT
futech-462	318	6	h.	h.	PROPN
futech-462	318	7	,	,	PUNCT
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futech-462	318	10	,	,	PUNCT
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futech-462	318	12	h.	h.	PROPN
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futech-462	318	14	,	,	PUNCT
futech-462	318	15	exploring	explore	VERB
futech-462	318	16	the	the	DET
futech-462	318	17	mediating	mediate	VERB
futech-462	318	18	roles	role	NOUN
futech-462	318	19	of	of	ADP
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futech-462	318	23	in	in	ADP
futech-462	318	24	basic	basic	ADJ
futech-462	318	25	psychological	psychological	ADJ
futech-462	318	26	needs	need	NOUN
futech-462	318	27	and	and	CCONJ
futech-462	318	28	behavioural	behavioural	ADJ
futech-462	318	29	engagement	engagement	NOUN
futech-462	318	30	in	in	ADP
futech-462	318	31	english	english	PROPN
futech-462	318	32	learning	learning	PROPN
futech-462	318	33	:	:	PUNCT
futech-462	318	34	a	a	DET
futech-462	318	35	self	self	NOUN
futech-462	318	36	-	-	PUNCT
futech-462	318	37	determination	determination	NOUN
futech-462	318	38	theory	theory	NOUN
futech-462	318	39	perspective	perspective	NOUN
futech-462	318	40	.	.	PUNCT
futech-462	319	1	bmc	bmc	PROPN
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futech-462	319	3	,	,	PUNCT
futech-462	319	4	2025	2025	NUM
futech-462	319	5	.	.	PUNCT
futech-462	320	1	13(1	13(1	NUM
futech-462	320	2	):	):	PUNCT
futech-462	320	3	p.	p.	NOUN
futech-462	320	4	179	179	NUM
futech-462	320	5	.	.	PUNCT
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futech-462	321	3	]	]	X
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futech-462	321	5	,	,	PUNCT
futech-462	321	6	y.	y.	PROPN
futech-462	321	7	,	,	PUNCT
futech-462	321	8	j.	j.	PROPN
futech-462	321	9	chen	chen	PROPN
futech-462	321	10	,	,	PUNCT
futech-462	321	11	and	and	CCONJ
futech-462	321	12	x.	x.	PROPN
futech-462	321	13	zhuang	zhuang	PROPN
futech-462	321	14	,	,	PUNCT
futech-462	321	15	self	self	NOUN
futech-462	321	16	-	-	PUNCT
futech-462	321	17	determination	determination	NOUN
futech-462	321	18	theory	theory	NOUN
futech-462	321	19	and	and	CCONJ
futech-462	321	20	the	the	DET
futech-462	321	21	influence	influence	NOUN
futech-462	321	22	of	of	ADP
futech-462	321	23	social	social	ADJ
futech-462	321	24	support	support	NOUN
futech-462	321	25	,	,	PUNCT
futech-462	321	26	selfregulated	selfregulate	VERB
futech-462	321	27	learning	learning	NOUN
futech-462	321	28	,	,	PUNCT
futech-462	321	29	and	and	CCONJ
futech-462	321	30	flow	flow	NOUN
futech-462	321	31	experience	experience	NOUN
futech-462	321	32	on	on	ADP
futech-462	321	33	student	student	NOUN
futech-462	321	34	learning	learning	NOUN
futech-462	321	35	engagement	engagement	NOUN
futech-462	321	36	in	in	ADP
futech-462	321	37	self	self	NOUN
futech-462	321	38	-	-	PUNCT
futech-462	321	39	directed	direct	VERB
futech-462	321	40	e	e	NOUN
futech-462	321	41	-	-	ADJ
futech-462	321	42	learning	learning	NOUN
futech-462	321	43	.	.	PUNCT
futech-462	322	1	frontiers	frontier	NOUN
futech-462	322	2	in	in	ADP
futech-462	322	3	psychology	psychology	NOUN
futech-462	322	4	,	,	PUNCT
futech-462	322	5	2025	2025	NUM
futech-462	322	6	.	.	PUNCT
futech-462	323	1	16	16	NUM
futech-462	323	2	:	:	PUNCT
futech-462	323	3	p.	p.	NOUN
futech-462	323	4	1545980	1545980	NUM
futech-462	323	5	.	.	PUNCT
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futech-462	325	2	17	17	NUM
futech-462	325	3	]	]	PUNCT
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futech-462	325	5	,	,	PUNCT
futech-462	325	6	a.	a.	NOUN
futech-462	325	7	and	and	CCONJ
futech-462	325	8	a.	a.	PROPN
futech-462	325	9	alshanqiti	alshanqiti	PROPN
futech-462	325	10	,	,	PUNCT
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futech-462	325	12	student	student	NOUN
futech-462	325	13	performance	performance	NOUN
futech-462	325	14	using	use	VERB
futech-462	325	15	data	datum	NOUN
futech-462	325	16	mining	mining	NOUN
futech-462	325	17	and	and	CCONJ
futech-462	325	18	learning	learn	VERB
futech-462	325	19	analytics	analytic	NOUN
futech-462	325	20	techniques	technique	NOUN
futech-462	325	21	:	:	PUNCT
futech-462	325	22	a	a	DET
futech-462	325	23	systematic	systematic	ADJ
futech-462	325	24	literature	literature	PROPN
futech-462	325	25	review	review	PROPN
futech-462	325	26	.	.	PUNCT
futech-462	326	1	applied	apply	VERB
futech-462	326	2	sciences	science	NOUN
futech-462	326	3	,	,	PUNCT
futech-462	326	4	2020	2020	NUM
futech-462	326	5	.	.	PUNCT
futech-462	327	1	11(1	11(1	NUM
futech-462	327	2	):	):	PUNCT
futech-462	327	3	p.	p.	NOUN
futech-462	327	4	237	237	NUM
futech-462	327	5	.	.	PUNCT
futech-462	328	1	http://dx.doi.org/10.3390/app11010237	http://dx.doi.org/10.3390/app11010237	X
futech-462	329	1	[	[	X
futech-462	329	2	18	18	NUM
futech-462	329	3	]	]	X
futech-462	329	4	zhang	zhang	PROPN
futech-462	329	5	,	,	PUNCT
futech-462	329	6	y.	y.	PROPN
futech-462	329	7	,	,	PUNCT
futech-462	329	8	et	et	PROPN
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futech-462	329	10	.	.	PROPN
futech-462	329	11	,	,	PUNCT
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futech-462	329	13	data	datum	NOUN
futech-462	329	14	mining	mining	NOUN
futech-462	329	15	techniques	technique	NOUN
futech-462	329	16	for	for	ADP
futech-462	329	17	student	student	NOUN
futech-462	329	18	performance	performance	NOUN
futech-462	329	19	prediction	prediction	NOUN
futech-462	329	20	:	:	PUNCT
futech-462	329	21	method	method	PROPN
futech-462	329	22	review	review	NOUN
futech-462	329	23	and	and	CCONJ
futech-462	329	24	comparison	comparison	NOUN
futech-462	329	25	analysis	analysis	NOUN
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futech-462	330	1	frontiers	frontier	NOUN
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futech-462	330	4	,	,	PUNCT
futech-462	330	5	2021	2021	NUM
futech-462	330	6	.	.	PUNCT
futech-462	331	1	12	12	NUM
futech-462	331	2	:	:	PUNCT
futech-462	332	1	p.	p.	NOUN
futech-462	332	2	698490	698490	NUM
futech-462	332	3	.	.	PUNCT
futech-462	333	1	http://dx.doi.org/10.3389/fpsyg.2021.698490	http://dx.doi.org/10.3389/fpsyg.2021.698490	X
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futech-462	333	4	]	]	PUNCT
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futech-462	333	6	,	,	PUNCT
futech-462	333	7	m.	m.	NOUN
futech-462	333	8	,	,	PUNCT
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futech-462	333	10	data	datum	NOUN
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futech-462	333	12	:	:	PUNCT
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futech-462	333	16	'	'	PART
futech-462	333	17	academic	academic	ADJ
futech-462	333	18	performance	performance	NOUN
futech-462	333	19	using	use	VERB
futech-462	333	20	machine	machine	NOUN
futech-462	333	21	learning	learning	NOUN
futech-462	333	22	algorithms	algorithm	NOUN
futech-462	333	23	.	.	PUNCT
futech-462	334	1	smart	smart	ADJ
futech-462	334	2	learning	learning	NOUN
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futech-462	334	4	,	,	PUNCT
futech-462	334	5	2022	2022	NUM
futech-462	334	6	.	.	PUNCT
futech-462	335	1	9(1	9(1	NUM
futech-462	335	2	):	):	PUNCT
futech-462	336	1	p.	p.	NOUN
futech-462	336	2	11	11	NUM
futech-462	336	3	.	.	PUNCT
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futech-462	337	2	yu	yu	PROPN
futech-462	337	3	li	li	PROPN
futech-462	337	4	et	et	PROPN
futech-462	337	5	al	al	PROPN
futech-462	337	6	.	.	PROPN
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futech-462	337	8	technology	technology	PROPN
futech-462	337	9	november	november	PROPN
futech-462	337	10	2025|	2025|	NUM
futech-462	337	11	volume	volume	NOUN
futech-462	337	12	04	04	NUM
futech-462	338	1	|	|	ADV
futech-462	338	2	issue	issue	VERB
futech-462	338	3	04	04	NUM
futech-462	339	1	|	|	CCONJ
futech-462	339	2	pages	page	VERB
futech-462	339	3	100	100	NUM
futech-462	339	4	-	-	SYM
futech-462	339	5	116	116	NUM
futech-462	339	6	116	116	NUM
futech-462	340	1	[	[	SYM
futech-462	340	2	20	20	NUM
futech-462	340	3	]	]	X
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futech-462	340	6	c.-c	c.-c	PROPN
futech-462	340	7	.	.	PUNCT
futech-462	340	8	,	,	PUNCT
futech-462	340	9	a.y	a.y	PROPN
futech-462	340	10	.	.	PROPN
futech-462	340	11	huang	huang	PROPN
futech-462	340	12	,	,	PUNCT
futech-462	340	13	and	and	CCONJ
futech-462	340	14	o.h	o.h	PROPN
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futech-462	340	20	in	in	ADP
futech-462	340	21	intelligent	intelligent	ADJ
futech-462	340	22	tutoring	tutoring	NOUN
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futech-462	340	24	toward	toward	ADP
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futech-462	340	28	a	a	DET
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futech-462	341	6	.	.	PUNCT
futech-462	342	1	10(1	10(1	NUM
futech-462	342	2	):	):	PUNCT
futech-462	342	3	p.	p.	NOUN
futech-462	342	4	41	41	NUM
futech-462	342	5	.	.	PUNCT
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futech-462	344	10	,	,	PUNCT
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futech-462	344	17	in	in	ADP
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futech-462	344	19	learning	learning	NOUN
futech-462	344	20	analytics	analytic	NOUN
futech-462	344	21	:	:	PUNCT
futech-462	344	22	a	a	DET
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futech-462	344	25	review	review	NOUN
futech-462	344	26	(	(	PUNCT
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futech-462	344	28	)	)	PUNCT
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futech-462	345	5	,	,	PUNCT
futech-462	345	6	2023	2023	NUM
futech-462	345	7	.	.	PUNCT
futech-462	346	1	28(7	28(7	NUM
futech-462	346	2	):	):	PUNCT
futech-462	347	1	p.	p.	NOUN
futech-462	347	2	8299	8299	NUM
futech-462	347	3	-	-	SYM
futech-462	347	4	8333	8333	NUM
futech-462	347	5	.	.	PUNCT
futech-462	347	6	http://dx.doi.org/10.1007/s10639-022-11536-0	http://dx.doi.org/10.1007/s10639-022-11536-0	PROPN
futech-462	348	1	[	[	X
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futech-462	348	3	]	]	X
futech-462	348	4	wang	wang	PROPN
futech-462	348	5	,	,	PUNCT
futech-462	348	6	s.	s.	PROPN
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futech-462	348	8	et	et	PROPN
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futech-462	348	11	,	,	PUNCT
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futech-462	348	16	:	:	PUNCT
futech-462	348	17	a	a	DET
futech-462	348	18	systematic	systematic	ADJ
futech-462	348	19	literature	literature	NOUN
futech-462	348	20	review	review	NOUN
futech-462	348	21	.	.	PUNCT
futech-462	349	1	expert	expert	NOUN
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futech-462	349	5	,	,	PUNCT
futech-462	349	6	2024	2024	NUM
futech-462	349	7	.	.	PUNCT
futech-462	350	1	252	252	NUM
futech-462	350	2	:	:	PUNCT
futech-462	350	3	p.	p.	NOUN
futech-462	350	4	124167	124167	NUM
futech-462	350	5	.	.	PUNCT
futech-462	351	1	http://dx.doi.org/10.1016/j.eswa.2024.124167	http://dx.doi.org/10.1016/j.eswa.2024.124167	NUM
futech-462	352	1	[	[	X
futech-462	352	2	23	23	NUM
futech-462	352	3	]	]	X
futech-462	352	4	malik	malik	PROPN
futech-462	352	5	,	,	PUNCT
futech-462	352	6	s.	s.	PROPN
futech-462	352	7	,	,	PUNCT
futech-462	352	8	et	et	PROPN
futech-462	352	9	al	al	PROPN
futech-462	352	10	.	.	PROPN
futech-462	352	11	,	,	PUNCT
futech-462	352	12	advancing	advance	VERB
futech-462	352	13	educational	educational	ADJ
futech-462	352	14	data	datum	NOUN
futech-462	352	15	mining	mining	NOUN
futech-462	352	16	for	for	ADP
futech-462	352	17	enhanced	enhanced	ADJ
futech-462	352	18	student	student	NOUN
futech-462	352	19	performance	performance	NOUN
futech-462	352	20	prediction	prediction	NOUN
futech-462	352	21	:	:	PUNCT
futech-462	352	22	a	a	DET
futech-462	352	23	fusion	fusion	NOUN
futech-462	352	24	of	of	ADP
futech-462	352	25	feature	feature	NOUN
futech-462	352	26	selection	selection	NOUN
futech-462	352	27	algorithms	algorithm	NOUN
futech-462	352	28	and	and	CCONJ
futech-462	352	29	classification	classification	NOUN
futech-462	352	30	techniques	technique	NOUN
futech-462	352	31	with	with	ADP
futech-462	352	32	dynamic	dynamic	ADJ
futech-462	352	33	feature	feature	NOUN
futech-462	352	34	ensemble	ensemble	ADJ
futech-462	352	35	evolution	evolution	NOUN
futech-462	352	36	.	.	PUNCT
futech-462	353	1	scientific	scientific	ADJ
futech-462	353	2	reports	report	NOUN
futech-462	353	3	,	,	PUNCT
futech-462	353	4	2025	2025	NUM
futech-462	353	5	.	.	PUNCT
futech-462	354	1	15(1	15(1	NUM
futech-462	354	2	):	):	PUNCT
futech-462	354	3	p.	p.	NOUN
futech-462	354	4	8738	8738	NUM
futech-462	354	5	.	.	PUNCT
futech-462	354	6	http://dx.doi.org/10.1038/s41598-025-92324-x	http://dx.doi.org/10.1038/s41598-025-92324-x	X
futech-462	355	1	[	[	X
futech-462	355	2	24	24	NUM
futech-462	355	3	]	]	X
futech-462	355	4	angeioplastis	angeioplastis	PROPN
futech-462	355	5	,	,	PUNCT
futech-462	355	6	a.	a.	PROPN
futech-462	355	7	,	,	PUNCT
futech-462	355	8	et	et	PROPN
futech-462	355	9	al	al	PROPN
futech-462	355	10	.	.	PROPN
futech-462	355	11	,	,	PUNCT
futech-462	355	12	predicting	predict	VERB
futech-462	355	13	student	student	NOUN
futech-462	355	14	performance	performance	NOUN
futech-462	355	15	and	and	CCONJ
futech-462	355	16	enhancing	enhance	VERB
futech-462	355	17	learning	learn	VERB
futech-462	355	18	outcomes	outcome	NOUN
futech-462	355	19	:	:	PUNCT
futech-462	355	20	a	a	DET
futech-462	355	21	data	data	NOUN
futech-462	355	22	-	-	PUNCT
futech-462	355	23	driven	drive	VERB
futech-462	355	24	approach	approach	NOUN
futech-462	355	25	using	use	VERB
futech-462	355	26	educational	educational	ADJ
futech-462	355	27	data	datum	NOUN
futech-462	355	28	mining	mining	NOUN
futech-462	355	29	techniques	technique	NOUN
futech-462	355	30	.	.	PUNCT
futech-462	356	1	computers	computer	NOUN
futech-462	356	2	,	,	PUNCT
futech-462	356	3	2025	2025	NUM
futech-462	356	4	.	.	PUNCT
futech-462	357	1	14(3	14(3	NUM
futech-462	357	2	):	):	PUNCT
futech-462	357	3	p.	p.	NOUN
futech-462	357	4	83	83	NUM
futech-462	357	5	.	.	PUNCT
futech-462	358	1	http://dx.doi.org/10.3390/computers14030083	http://dx.doi.org/10.3390/computers14030083	PROPN
futech-462	359	1	[	[	X
futech-462	359	2	25	25	NUM
futech-462	359	3	]	]	X
futech-462	359	4	zhao	zhao	PROPN
futech-462	359	5	,	,	PUNCT
futech-462	359	6	c.	c.	PROPN
futech-462	359	7	and	and	CCONJ
futech-462	359	8	j.	j.	PROPN
futech-462	359	9	huang	huang	PROPN
futech-462	359	10	,	,	PUNCT
futech-462	359	11	the	the	DET
futech-462	359	12	impact	impact	NOUN
futech-462	359	13	of	of	ADP
futech-462	359	14	the	the	DET
futech-462	359	15	scoring	scoring	NOUN
futech-462	359	16	system	system	NOUN
futech-462	359	17	of	of	ADP
futech-462	359	18	a	a	DET
futech-462	359	19	large	large	ADJ
futech-462	359	20	-	-	PUNCT
futech-462	359	21	scale	scale	NOUN
futech-462	359	22	standardized	standardize	VERB
futech-462	359	23	efl	efl	PROPN
futech-462	359	24	writing	write	VERB
futech-462	359	25	assessment	assessment	NOUN
futech-462	359	26	on	on	ADP
futech-462	359	27	its	its	PRON
futech-462	359	28	score	score	NOUN
futech-462	359	29	variability	variability	NOUN
futech-462	359	30	and	and	CCONJ
futech-462	359	31	reliability	reliability	NOUN
futech-462	359	32	:	:	PUNCT
futech-462	359	33	implications	implication	NOUN
futech-462	359	34	for	for	ADP
futech-462	359	35	assessment	assessment	NOUN
futech-462	359	36	policy	policy	NOUN
futech-462	359	37	makers	maker	NOUN
futech-462	359	38	.	.	PUNCT
futech-462	360	1	studies	study	NOUN
futech-462	360	2	in	in	ADP
futech-462	360	3	educational	educational	ADJ
futech-462	360	4	evaluation	evaluation	NOUN
futech-462	360	5	,	,	PUNCT
futech-462	360	6	2020	2020	NUM
futech-462	360	7	.	.	PUNCT
futech-462	361	1	67	67	NUM
futech-462	361	2	:	:	PUNCT
futech-462	362	1	p.	p.	NOUN
futech-462	362	2	100911	100911	NUM
futech-462	362	3	.	.	PUNCT
futech-462	363	1	http://dx.doi.org/10.1016/j.stueduc.2020.100911	http://dx.doi.org/10.1016/j.stueduc.2020.100911	NUM
futech-462	364	1	[	[	X
futech-462	364	2	26	26	NUM
futech-462	364	3	]	]	X
futech-462	364	4	chen	chen	PROPN
futech-462	364	5	,	,	PUNCT
futech-462	364	6	h.	h.	PROPN
futech-462	364	7	and	and	CCONJ
futech-462	364	8	j.	j.	PROPN
futech-462	364	9	pan	pan	PROPN
futech-462	364	10	,	,	PUNCT
futech-462	364	11	computer	computer	NOUN
futech-462	364	12	or	or	CCONJ
futech-462	364	13	human	human	NOUN
futech-462	364	14	:	:	PUNCT
futech-462	364	15	a	a	DET
futech-462	364	16	comparative	comparative	ADJ
futech-462	364	17	study	study	NOUN
futech-462	364	18	of	of	ADP
futech-462	364	19	automated	automate	VERB
futech-462	364	20	evaluation	evaluation	NOUN
futech-462	364	21	scoring	scoring	NOUN
futech-462	364	22	and	and	CCONJ
futech-462	364	23	instructors	instructor	NOUN
futech-462	364	24	’	'	PUNCT
futech-462	364	25	feedback	feedback	NOUN
futech-462	364	26	on	on	ADP
futech-462	364	27	chinese	chinese	ADJ
futech-462	364	28	college	college	NOUN
futech-462	364	29	students	student	NOUN
futech-462	364	30	’	'	PUNCT
futech-462	364	31	english	english	PROPN
futech-462	364	32	writing	writing	NOUN
futech-462	364	33	.	.	PUNCT
futech-462	365	1	asian	asian	ADJ
futech-462	365	2	-	-	PUNCT
futech-462	365	3	pacific	pacific	PROPN
futech-462	365	4	journal	journal	NOUN
futech-462	365	5	of	of	ADP
futech-462	365	6	second	second	ADJ
futech-462	365	7	and	and	CCONJ
futech-462	365	8	foreign	foreign	ADJ
futech-462	365	9	language	language	NOUN
futech-462	365	10	education	education	NOUN
futech-462	365	11	,	,	PUNCT
futech-462	365	12	2022	2022	NUM
futech-462	365	13	.	.	PUNCT
futech-462	366	1	7(1	7(1	NUM
futech-462	366	2	):	):	PUNCT
futech-462	366	3	p.	p.	NOUN
futech-462	366	4	34	34	NUM
futech-462	366	5	.	.	PUNCT
futech-462	367	1	http://dx.doi.org/10.1186/s40862-022-001714	http://dx.doi.org/10.1186/s40862-022-001714	PROPN
futech-462	368	1	[	[	X
futech-462	368	2	27	27	NUM
futech-462	368	3	]	]	X
futech-462	368	4	huang	huang	PROPN
futech-462	368	5	,	,	PUNCT
futech-462	368	6	c.	c.	PROPN
futech-462	368	7	,	,	PUNCT
futech-462	368	8	assessing	assess	VERB
futech-462	368	9	reading	reading	NOUN
futech-462	368	10	comprehension	comprehension	NOUN
futech-462	368	11	in	in	ADP
futech-462	368	12	cet4	cet4	PROPN
futech-462	368	13	:	:	PUNCT
futech-462	368	14	a	a	DET
futech-462	368	15	cross	cross	ADJ
futech-462	368	16	-	-	ADJ
futech-462	368	17	sectional	sectional	ADJ
futech-462	368	18	case	case	NOUN
futech-462	368	19	study	study	NOUN
futech-462	368	20	.	.	PUNCT
futech-462	369	1	interactive	interactive	ADJ
futech-462	369	2	learning	learning	NOUN
futech-462	369	3	environments	environment	NOUN
futech-462	369	4	,	,	PUNCT
futech-462	369	5	2023	2023	NUM
futech-462	369	6	.	.	PUNCT
futech-462	370	1	31(10	31(10	NUM
futech-462	370	2	):	):	PUNCT
futech-462	370	3	p.	p.	NOUN
futech-462	370	4	7149	7149	NUM
futech-462	370	5	-	-	SYM
futech-462	370	6	7158	7158	NUM
futech-462	370	7	.	.	PUNCT
futech-462	371	1	http://dx.doi.org/10.1080/10494820.2022.2061012	http://dx.doi.org/10.1080/10494820.2022.2061012	PUNCT
futech-462	372	1	[	[	X
futech-462	372	2	28	28	NUM
futech-462	372	3	]	]	X
futech-462	372	4	li	li	PROPN
futech-462	372	5	,	,	PUNCT
futech-462	372	6	k.	k.	PROPN
futech-462	372	7	,	,	PUNCT
futech-462	372	8	et	et	PROPN
futech-462	372	9	al	al	PROPN
futech-462	372	10	.	.	PUNCT
futech-462	372	11	test	test	NOUN
futech-462	372	12	fairness	fairness	NOUN
futech-462	372	13	of	of	ADP
futech-462	372	14	the	the	DET
futech-462	372	15	in	in	ADP
futech-462	372	16	-	-	PUNCT
futech-462	372	17	house	house	NOUN
futech-462	372	18	college	college	PROPN
futech-462	372	19	english	english	PROPN
futech-462	372	20	examination	examination	NOUN
futech-462	372	21	for	for	ADP
futech-462	372	22	chinese	chinese	ADJ
futech-462	372	23	non	non	ADJ
futech-462	372	24	-	-	ADJ
futech-462	372	25	english	english	ADJ
futech-462	372	26	major	major	ADJ
futech-462	372	27	undergraduates	undergraduate	NOUN
futech-462	372	28	:	:	PUNCT
futech-462	372	29	a	a	DET
futech-462	372	30	case	case	NOUN
futech-462	372	31	study	study	NOUN
futech-462	372	32	.	.	PUNCT
futech-462	373	1	in	in	ADP
futech-462	373	2	frontiers	frontier	NOUN
futech-462	373	3	in	in	ADP
futech-462	373	4	education	education	NOUN
futech-462	373	5	.	.	PUNCT
futech-462	374	1	2025	2025	NUM
futech-462	374	2	.	.	PUNCT
futech-462	375	1	frontiers	frontier	NOUN
futech-462	375	2	media	media	PROPN
futech-462	375	3	sa	sa	PROPN
futech-462	375	4	.	.	PUNCT
futech-462	376	1	http://dx.doi.org/10.3389/feduc.2025.1518315	http://dx.doi.org/10.3389/feduc.2025.1518315	PROPN
futech-462	376	2	[	[	X
futech-462	376	3	29	29	NUM
futech-462	376	4	]	]	X
futech-462	376	5	sun	sun	NOUN
futech-462	376	6	,	,	PUNCT
futech-462	376	7	q.	q.	PROPN
futech-462	376	8	,	,	PUNCT
futech-462	376	9	f.	f.	PROPN
futech-462	376	10	chen	chen	PROPN
futech-462	376	11	,	,	PUNCT
futech-462	376	12	and	and	CCONJ
futech-462	376	13	s.	s.	PROPN
futech-462	376	14	yin	yin	PROPN
futech-462	376	15	,	,	PUNCT
futech-462	376	16	the	the	DET
futech-462	376	17	role	role	NOUN
futech-462	376	18	and	and	CCONJ
futech-462	376	19	features	feature	NOUN
futech-462	376	20	of	of	ADP
futech-462	376	21	peer	peer	NOUN
futech-462	376	22	assessment	assessment	NOUN
futech-462	376	23	feedback	feedback	NOUN
futech-462	376	24	in	in	ADP
futech-462	376	25	college	college	NOUN
futech-462	376	26	english	english	PROPN
futech-462	376	27	writing	writing	NOUN
futech-462	376	28	.	.	PUNCT
futech-462	377	1	frontiers	frontier	NOUN
futech-462	377	2	in	in	ADP
futech-462	377	3	psychology	psychology	NOUN
futech-462	377	4	,	,	PUNCT
futech-462	377	5	2023	2023	NUM
futech-462	377	6	.	.	PUNCT
futech-462	378	1	13	13	NUM
futech-462	378	2	:	:	PUNCT
futech-462	379	1	p.	p.	NOUN
futech-462	379	2	1070618	1070618	NUM
futech-462	379	3	.	.	PUNCT
futech-462	380	1	http://dx.doi.org/10.1177/0265532220927487	http://dx.doi.org/10.1177/0265532220927487	PROPN
futech-462	381	1	[	[	X
futech-462	381	2	30	30	NUM
futech-462	381	3	]	]	X
futech-462	381	4	wu	wu	PROPN
futech-462	381	5	,	,	PUNCT
futech-462	381	6	c.	c.	PROPN
futech-462	381	7	,	,	PUNCT
futech-462	381	8	y.-w	y.-w	PROPN
futech-462	381	9	.	.	PUNCT
futech-462	382	1	zhang	zhang	PROPN
futech-462	382	2	,	,	PUNCT
futech-462	382	3	and	and	CCONJ
futech-462	382	4	a.w	a.w	PROPN
futech-462	382	5	.	.	PROPN
futech-462	382	6	li	li	PROPN
futech-462	382	7	,	,	PUNCT
futech-462	382	8	peer	peer	NOUN
futech-462	382	9	feedback	feedback	NOUN
futech-462	382	10	and	and	CCONJ
futech-462	382	11	chinese	chinese	ADJ
futech-462	382	12	medical	medical	ADJ
futech-462	382	13	students	student	NOUN
futech-462	382	14	’	’	PART
futech-462	382	15	english	english	ADJ
futech-462	382	16	academic	academic	NOUN
futech-462	382	17	writing	write	VERB
futech-462	382	18	development	development	NOUN
futech-462	382	19	:	:	PUNCT
futech-462	382	20	a	a	DET
futech-462	382	21	longitudinal	longitudinal	ADJ
futech-462	382	22	intervention	intervention	NOUN
futech-462	382	23	study	study	NOUN
futech-462	382	24	.	.	PUNCT
futech-462	383	1	bmc	bmc	PROPN
futech-462	383	2	medical	medical	ADJ
futech-462	383	3	education	education	NOUN
futech-462	383	4	,	,	PUNCT
futech-462	383	5	2023	2023	NUM
futech-462	383	6	.	.	PUNCT
futech-462	384	1	23(1	23(1	X
futech-462	384	2	):	):	PUNCT
futech-462	384	3	p.	p.	NOUN
futech-462	384	4	578	578	NUM
futech-462	384	5	.	.	PUNCT
futech-462	384	6	http://dx.doi.org/10.1186/s12909-023-04574-w	http://dx.doi.org/10.1186/s12909-023-04574-w	X
futech-462	385	1	[	[	X
futech-462	385	2	31	31	NUM
futech-462	385	3	]	]	SYM
futech-462	385	4	de	de	X
futech-462	385	5	caux	caux	NOUN
futech-462	385	6	,	,	PUNCT
futech-462	385	7	b.c	b.c	PROPN
futech-462	385	8	.	.	PROPN
futech-462	385	9	and	and	CCONJ
futech-462	385	10	l.	l.	PROPN
futech-462	385	11	pretorius	pretorius	PROPN
futech-462	385	12	,	,	PUNCT
futech-462	385	13	learning	learn	VERB
futech-462	385	14	together	together	ADV
futech-462	385	15	through	through	ADP
futech-462	385	16	collaborative	collaborative	ADJ
futech-462	385	17	writing	writing	NOUN
futech-462	385	18	:	:	PUNCT
futech-462	385	19	the	the	DET
futech-462	385	20	power	power	NOUN
futech-462	385	21	of	of	ADP
futech-462	385	22	peer	peer	NOUN
futech-462	385	23	feedback	feedback	NOUN
futech-462	385	24	and	and	CCONJ
futech-462	385	25	discussion	discussion	NOUN
futech-462	385	26	in	in	ADP
futech-462	385	27	doctoral	doctoral	ADJ
futech-462	385	28	writing	writing	NOUN
futech-462	385	29	groups	group	NOUN
futech-462	385	30	.	.	PUNCT
futech-462	386	1	studies	study	NOUN
futech-462	386	2	in	in	ADP
futech-462	386	3	educational	educational	ADJ
futech-462	386	4	evaluation	evaluation	NOUN
futech-462	386	5	,	,	PUNCT
futech-462	386	6	2024	2024	NUM
futech-462	386	7	.	.	PUNCT
futech-462	387	1	83	83	NUM
futech-462	387	2	:	:	PUNCT
futech-462	387	3	p.	p.	NOUN
futech-462	387	4	101379	101379	NUM
futech-462	387	5	.	.	PUNCT
futech-462	388	1	http://dx.doi.org/10.1016/j.stueduc.2024.101379	http://dx.doi.org/10.1016/j.stueduc.2024.101379	PRON
futech-462	389	1	[	[	X
futech-462	389	2	32	32	NUM
futech-462	389	3	]	]	PUNCT
futech-462	389	4	peungcharoenkun	peungcharoenkun	PROPN
futech-462	389	5	,	,	PUNCT
futech-462	389	6	t.	t.	PROPN
futech-462	389	7	and	and	CCONJ
futech-462	389	8	b.	b.	PROPN
futech-462	389	9	waluyo	waluyo	PROPN
futech-462	389	10	,	,	PUNCT
futech-462	389	11	students	student	NOUN
futech-462	389	12	’	'	PUNCT
futech-462	389	13	affective	affective	ADJ
futech-462	389	14	engagements	engagement	NOUN
futech-462	389	15	in	in	ADP
futech-462	389	16	peer	peer	NOUN
futech-462	389	17	feedback	feedback	NOUN
futech-462	389	18	across	across	ADP
futech-462	389	19	offline	offline	ADJ
futech-462	389	20	and	and	CCONJ
futech-462	389	21	online	online	ADJ
futech-462	389	22	english	english	ADJ
futech-462	389	23	learning	learn	VERB
futech-462	389	24	environments	environment	NOUN
futech-462	389	25	in	in	ADP
futech-462	389	26	thai	thai	PROPN
futech-462	389	27	higher	high	ADJ
futech-462	389	28	education	education	NOUN
futech-462	389	29	.	.	PUNCT
futech-462	390	1	asian	asian	ADJ
futech-462	390	2	-	-	PUNCT
futech-462	390	3	pacific	pacific	PROPN
futech-462	390	4	journal	journal	NOUN
futech-462	390	5	of	of	ADP
futech-462	390	6	second	second	ADJ
futech-462	390	7	and	and	CCONJ
futech-462	390	8	foreign	foreign	ADJ
futech-462	390	9	language	language	NOUN
futech-462	390	10	education	education	NOUN
futech-462	390	11	,	,	PUNCT
futech-462	390	12	2024	2024	NUM
futech-462	390	13	.	.	PUNCT
futech-462	391	1	9(1	9(1	NUM
futech-462	391	2	):	):	PUNCT
futech-462	392	1	p.	p.	NOUN
futech-462	392	2	60	60	NUM
futech-462	392	3	.	.	PUNCT
futech-462	393	1	http://dx.doi.org/10.1186/s40862-024-00286-w	http://dx.doi.org/10.1186/s40862-024-00286-w	NOUN
futech-462	394	1	[	[	X
futech-462	394	2	33	33	NUM
futech-462	394	3	]	]	X
futech-462	394	4	wang	wang	PROPN
futech-462	394	5	,	,	PUNCT
futech-462	394	6	w.	w.	PROPN
futech-462	394	7	and	and	CCONJ
futech-462	394	8	c.	c.	PROPN
futech-462	394	9	lyu	lyu	PROPN
futech-462	394	10	,	,	PUNCT
futech-462	394	11	the	the	DET
futech-462	394	12	effectiveness	effectiveness	NOUN
futech-462	394	13	of	of	ADP
futech-462	394	14	productionoriented	productionoriented	ADJ
futech-462	394	15	approach	approach	NOUN
futech-462	394	16	on	on	ADP
futech-462	394	17	students	student	NOUN
futech-462	394	18	’	'	PUNCT
futech-462	394	19	english	english	ADJ
futech-462	394	20	language	language	NOUN
futech-462	394	21	skills	skill	NOUN
futech-462	394	22	:	:	PUNCT
futech-462	394	23	a	a	DET
futech-462	394	24	meta	meta	ADJ
futech-462	394	25	-	-	PUNCT
futech-462	394	26	analysis	analysis	NOUN
futech-462	394	27	.	.	PUNCT
futech-462	395	1	the	the	DET
futech-462	395	2	asia	asia	PROPN
futech-462	395	3	-	-	PUNCT
futech-462	395	4	pacific	pacific	PROPN
futech-462	395	5	education	education	NOUN
futech-462	395	6	researcher	researcher	NOUN
futech-462	395	7	,	,	PUNCT
futech-462	395	8	2025	2025	NUM
futech-462	395	9	.	.	PUNCT
futech-462	396	1	http://dx.doi.org/https://doi.org/10.1007/s40299025-00990-2	http://dx.doi.org/https://doi.org/10.1007/s40299025-00990-2	PROPN
futech-462	397	1	[	[	X
futech-462	397	2	34	34	NUM
futech-462	397	3	]	]	X
futech-462	397	4	liew	liew	PROPN
futech-462	397	5	,	,	PUNCT
futech-462	397	6	p.y	p.y	PROPN
futech-462	397	7	.	.	PROPN
futech-462	397	8	and	and	CCONJ
futech-462	397	9	i.k	i.k	PROPN
futech-462	397	10	.	.	PROPN
futech-462	397	11	tan	tan	PROPN
futech-462	397	12	.	.	PUNCT
futech-462	398	1	on	on	ADP
futech-462	398	2	automated	automate	VERB
futech-462	398	3	essay	essay	NOUN
futech-462	398	4	grading	grade	VERB
futech-462	398	5	using	use	VERB
futech-462	398	6	large	large	ADJ
futech-462	398	7	language	language	NOUN
futech-462	398	8	models	model	NOUN
futech-462	398	9	.	.	PUNCT
futech-462	399	1	in	in	ADP
futech-462	399	2	proceedings	proceeding	NOUN
futech-462	399	3	of	of	ADP
futech-462	399	4	the	the	DET
futech-462	399	5	2024	2024	NUM
futech-462	399	6	8th	8th	ADJ
futech-462	399	7	international	international	ADJ
futech-462	399	8	conference	conference	NOUN
futech-462	399	9	on	on	ADP
futech-462	399	10	computer	computer	NOUN
futech-462	399	11	science	science	NOUN
futech-462	399	12	and	and	CCONJ
futech-462	399	13	artificial	artificial	ADJ
futech-462	399	14	intelligence	intelligence	NOUN
futech-462	399	15	.	.	PUNCT
futech-462	400	1	2024	2024	NUM
futech-462	400	2	.	.	PUNCT
futech-462	401	1	http://dx.doi.org/10.1145/3709026.3709030	http://dx.doi.org/10.1145/3709026.3709030	NUM
futech-462	401	2	[	[	X
futech-462	401	3	35	35	NUM
futech-462	401	4	]	]	X
futech-462	401	5	misgna	misgna	NOUN
futech-462	401	6	,	,	PUNCT
futech-462	401	7	h.	h.	PROPN
futech-462	401	8	,	,	PUNCT
futech-462	401	9	et	et	PROPN
futech-462	401	10	al	al	PROPN
futech-462	401	11	.	.	PROPN
futech-462	401	12	,	,	PUNCT
futech-462	401	13	a	a	DET
futech-462	401	14	survey	survey	NOUN
futech-462	401	15	on	on	ADP
futech-462	401	16	deep	deep	ADJ
futech-462	401	17	learning	learning	NOUN
futech-462	401	18	-	-	PUNCT
futech-462	401	19	based	base	VERB
futech-462	401	20	automated	automate	VERB
futech-462	401	21	essay	essay	NOUN
futech-462	401	22	scoring	scoring	NOUN
futech-462	401	23	and	and	CCONJ
futech-462	401	24	feedback	feedback	NOUN
futech-462	401	25	generation	generation	NOUN
futech-462	401	26	.	.	PUNCT
futech-462	402	1	artificial	artificial	ADJ
futech-462	402	2	intelligence	intelligence	NOUN
futech-462	402	3	review	review	NOUN
futech-462	402	4	,	,	PUNCT
futech-462	402	5	2024	2024	NUM
futech-462	402	6	.	.	PUNCT
futech-462	403	1	58(2	58(2	NUM
futech-462	403	2	):	):	PUNCT
futech-462	403	3	p.	p.	NOUN
futech-462	403	4	36	36	NUM
futech-462	403	5	.	.	PUNCT
futech-462	404	1	http://dx.doi.org/10.1007/s10462-024-11017-5	http://dx.doi.org/10.1007/s10462-024-11017-5	PUNCT
futech-462	405	1	[	[	X
futech-462	405	2	36	36	NUM
futech-462	405	3	]	]	PUNCT
futech-462	405	4	merino	merino	NOUN
futech-462	405	5	-	-	PUNCT
futech-462	405	6	campos	campos	PROPN
futech-462	405	7	,	,	PUNCT
futech-462	405	8	c.	c.	PROPN
futech-462	405	9	,	,	PUNCT
futech-462	405	10	the	the	DET
futech-462	405	11	impact	impact	NOUN
futech-462	405	12	of	of	ADP
futech-462	405	13	artificial	artificial	ADJ
futech-462	405	14	intelligence	intelligence	NOUN
futech-462	405	15	on	on	ADP
futech-462	405	16	personalized	personalized	ADJ
futech-462	405	17	learning	learning	NOUN
futech-462	405	18	in	in	ADP
futech-462	405	19	higher	high	ADJ
futech-462	405	20	education	education	NOUN
futech-462	405	21	:	:	PUNCT
futech-462	405	22	a	a	DET
futech-462	405	23	systematic	systematic	ADJ
futech-462	405	24	review	review	NOUN
futech-462	405	25	.	.	PUNCT
futech-462	406	1	trends	trend	NOUN
futech-462	406	2	in	in	ADP
futech-462	406	3	higher	high	ADJ
futech-462	406	4	education	education	NOUN
futech-462	406	5	,	,	PUNCT
futech-462	406	6	2025	2025	NUM
futech-462	406	7	.	.	PUNCT
futech-462	407	1	4(2	4(2	NUM
futech-462	407	2	):	):	PUNCT
futech-462	408	1	p.	p.	NOUN
futech-462	408	2	17	17	NUM
futech-462	408	3	.	.	PUNCT
futech-462	409	1	http://dx.doi.org/10.3390/higheredu4020017	http://dx.doi.org/10.3390/higheredu4020017	PROPN
futech-462	410	1	[	[	X
futech-462	410	2	37	37	NUM
futech-462	410	3	]	]	X
futech-462	410	4	huang	huang	PROPN
futech-462	410	5	,	,	PUNCT
futech-462	410	6	t.	t.	PROPN
futech-462	410	7	,	,	PUNCT
futech-462	410	8	et	et	PROPN
futech-462	410	9	al	al	PROPN
futech-462	410	10	.	.	PROPN
futech-462	410	11	,	,	PUNCT
futech-462	410	12	the	the	DET
futech-462	410	13	effect	effect	NOUN
futech-462	410	14	of	of	ADP
futech-462	410	15	production	production	NOUN
futech-462	410	16	-	-	PUNCT
futech-462	410	17	oriented	orient	VERB
futech-462	410	18	approach	approach	NOUN
futech-462	410	19	on	on	ADP
futech-462	410	20	chinese	chinese	ADJ
futech-462	410	21	university	university	NOUN
futech-462	410	22	students	student	NOUN
futech-462	410	23	’	'	PUNCT
futech-462	410	24	foreign	foreign	ADJ
futech-462	410	25	language	language	NOUN
futech-462	410	26	writing	write	VERB
futech-462	410	27	anxiety	anxiety	NOUN
futech-462	410	28	and	and	CCONJ
futech-462	410	29	english	english	ADJ
futech-462	410	30	writing	writing	NOUN
futech-462	410	31	performance	performance	NOUN
futech-462	410	32	:	:	PUNCT
futech-462	410	33	evidence	evidence	NOUN
futech-462	410	34	from	from	ADP
futech-462	410	35	a	a	DET
futech-462	410	36	longitudinal	longitudinal	ADJ
futech-462	410	37	study	study	NOUN
futech-462	410	38	.	.	PUNCT
futech-462	411	1	sage	sage	NOUN
futech-462	411	2	open	open	ADJ
futech-462	411	3	,	,	PUNCT
futech-462	411	4	2025	2025	NUM
futech-462	411	5	.	.	PUNCT
futech-462	412	1	15(2	15(2	NUM
futech-462	412	2	):	):	PUNCT
futech-462	412	3	p.	p.	NOUN
futech-462	412	4	21582440251344016	21582440251344016	NUM
futech-462	412	5	.	.	PUNCT
futech-462	413	1	http://dx.doi.org/10.1177/21582440251344016	http://dx.doi.org/10.1177/21582440251344016	PROPN
futech-462	414	1	[	[	X
futech-462	414	2	38	38	NUM
futech-462	414	3	]	]	X
futech-462	414	4	sun	sun	PROPN
futech-462	414	5	,	,	PUNCT
futech-462	414	6	l.	l.	PROPN
futech-462	414	7	,	,	PUNCT
futech-462	414	8	h.h	h.h	PROPN
futech-462	414	9	.	.	PROPN
futech-462	414	10	ismail	ismail	PROPN
futech-462	414	11	,	,	PUNCT
futech-462	414	12	and	and	CCONJ
futech-462	414	13	a.a	a.a	PROPN
futech-462	414	14	.	.	PROPN
futech-462	414	15	aziz	aziz	PROPN
futech-462	414	16	,	,	PUNCT
futech-462	414	17	current	current	ADJ
futech-462	414	18	english	english	ADJ
futech-462	414	19	language	language	NOUN
futech-462	414	20	teaching	teaching	NOUN
futech-462	414	21	using	use	VERB
futech-462	414	22	production	production	NOUN
futech-462	414	23	-	-	PUNCT
futech-462	414	24	oriented	orient	VERB
futech-462	414	25	approach	approach	NOUN
futech-462	414	26	:	:	PUNCT
futech-462	414	27	a	a	DET
futech-462	414	28	systematic	systematic	ADJ
futech-462	414	29	review	review	NOUN
futech-462	414	30	.	.	PUNCT
futech-462	415	1	world	world	PROPN
futech-462	415	2	journal	journal	PROPN
futech-462	415	3	of	of	ADP
futech-462	415	4	english	english	PROPN
futech-462	415	5	language	language	NOUN
futech-462	415	6	,	,	PUNCT
futech-462	415	7	2024	2024	NUM
futech-462	415	8	.	.	PUNCT
futech-462	415	9	14(4	14(4	NUM
futech-462	415	10	)	)	PUNCT
futech-462	415	11	.	.	PUNCT
futech-462	416	1	http://dx.doi.org/10.5430/wjel.v14n4p101	http://dx.doi.org/10.5430/wjel.v14n4p101	PRON
futech-462	417	1	[	[	X
futech-462	417	2	39	39	NUM
futech-462	417	3	]	]	X
futech-462	417	4	zheng	zheng	PROPN
futech-462	417	5	,	,	PUNCT
futech-462	417	6	x.	x.	PROPN
futech-462	417	7	and	and	CCONJ
futech-462	417	8	j.	j.	PROPN
futech-462	417	9	zhang	zhang	PROPN
futech-462	417	10	,	,	PUNCT
futech-462	417	11	the	the	DET
futech-462	417	12	usage	usage	NOUN
futech-462	417	13	of	of	ADP
futech-462	417	14	a	a	DET
futech-462	417	15	transformer	transformer	NOUN
futech-462	417	16	based	base	VERB
futech-462	417	17	and	and	CCONJ
futech-462	417	18	artificial	artificial	ADJ
futech-462	417	19	intelligence	intelligence	NOUN
futech-462	417	20	driven	drive	VERB
futech-462	417	21	multidimensional	multidimensional	ADJ
futech-462	417	22	feedback	feedback	NOUN
futech-462	417	23	system	system	NOUN
futech-462	417	24	in	in	ADP
futech-462	417	25	english	english	ADJ
futech-462	417	26	writing	writing	NOUN
futech-462	417	27	instruction	instruction	NOUN
futech-462	417	28	.	.	PUNCT
futech-462	418	1	scientific	scientific	ADJ
futech-462	418	2	reports	report	NOUN
futech-462	418	3	,	,	PUNCT
futech-462	418	4	2025	2025	NUM
futech-462	418	5	.	.	PUNCT
futech-462	419	1	15(1	15(1	NUM
futech-462	419	2	):	):	PUNCT
futech-462	419	3	p.	p.	NOUN
futech-462	419	4	19268	19268	NUM
futech-462	419	5	.	.	PUNCT
futech-462	419	6	http://dx.doi.org/10.1038/s41598-025-05026-9	http://dx.doi.org/10.1038/s41598-025-05026-9	PUNCT
futech-462	420	1	[	[	X
futech-462	420	2	40	40	NUM
futech-462	420	3	]	]	X
futech-462	420	4	shi	shi	PROPN
futech-462	420	5	,	,	PUNCT
futech-462	420	6	h.	h.	PROPN
futech-462	420	7	,	,	PUNCT
futech-462	420	8	et	et	PROPN
futech-462	420	9	al	al	PROPN
futech-462	420	10	.	.	PROPN
futech-462	420	11	,	,	PUNCT
futech-462	420	12	comparing	compare	VERB
futech-462	420	13	the	the	DET
futech-462	420	14	effects	effect	NOUN
futech-462	420	15	of	of	ADP
futech-462	420	16	chatgpt	chatgpt	NOUN
futech-462	420	17	and	and	CCONJ
futech-462	420	18	automated	automate	VERB
futech-462	420	19	writing	writing	NOUN
futech-462	420	20	evaluation	evaluation	NOUN
futech-462	420	21	on	on	ADP
futech-462	420	22	students	student	NOUN
futech-462	420	23	’	'	PUNCT
futech-462	420	24	writing	writing	NOUN
futech-462	420	25	and	and	CCONJ
futech-462	420	26	ideal	ideal	ADJ
futech-462	420	27	l2	l2	NOUN
futech-462	420	28	writing	write	VERB
futech-462	420	29	self	self	NOUN
futech-462	420	30	.	.	PUNCT
futech-462	421	1	computer	computer	NOUN
futech-462	421	2	assisted	assist	VERB
futech-462	421	3	language	language	NOUN
futech-462	421	4	learning	learning	NOUN
futech-462	421	5	,	,	PUNCT
futech-462	421	6	2025	2025	NUM
futech-462	421	7	:	:	PUNCT
futech-462	422	1	p.	p.	NOUN
futech-462	422	2	1	1	NUM
futech-462	422	3	-	-	SYM
futech-462	422	4	28	28	NUM
futech-462	422	5	.	.	PUNCT
futech-462	423	1	http://dx.doi.org/10.1080/09588221.2025.2454541	http://dx.doi.org/10.1080/09588221.2025.2454541	PRON
futech-462	423	2	this	this	DET
futech-462	423	3	article	article	NOUN
futech-462	423	4	is	be	AUX
futech-462	423	5	an	an	DET
futech-462	423	6	open	open	ADJ
futech-462	423	7	-	-	PUNCT
futech-462	423	8	access	access	NOUN
futech-462	423	9	article	article	NOUN
futech-462	423	10	distributed	distribute	VERB
futech-462	423	11	under	under	ADP
futech-462	423	12	the	the	DET
futech-462	423	13	terms	term	NOUN
futech-462	423	14	and	and	CCONJ
futech-462	423	15	conditions	condition	NOUN
futech-462	423	16	of	of	ADP
futech-462	423	17	the	the	DET
futech-462	423	18	creative	creative	ADJ
futech-462	423	19	commons	common	NOUN
futech-462	423	20	attribution	attribution	NOUN
futech-462	423	21	(	(	PUNCT
futech-462	423	22	cc	cc	NOUN
futech-462	423	23	by	by	ADP
futech-462	423	24	)	)	PUNCT
futech-462	423	25	license	license	NOUN
futech-462	423	26	(	(	PUNCT
futech-462	423	27	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-462	423	28	)	)	PUNCT
futech-462	423	29	.	.	PUNCT
futech-462	424	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-462	424	2	1	1	NUM
futech-462	424	3	.	.	PUNCT
futech-462	424	4	introduction	introduction	NOUN
futech-462	424	5	the	the	DET
futech-462	424	6	production	production	NOUN
futech-462	424	7	-	-	PUNCT
futech-462	424	8	oriented	orient	VERB
futech-462	424	9	approach	approach	NOUN
futech-462	424	10	(	(	PUNCT
futech-462	424	11	poa	poa	NOUN
futech-462	424	12	)	)	PUNCT
futech-462	424	13	has	have	AUX
futech-462	424	14	emerged	emerge	VERB
futech-462	424	15	as	as	ADP
futech-462	424	16	a	a	DET
futech-462	424	17	revolutionary	revolutionary	ADJ
futech-462	424	18	pedagogical	pedagogical	ADJ
futech-462	424	19	framework	framework	NOUN
futech-462	424	20	within	within	ADP
futech-462	424	21	teaching	teach	VERB
futech-462	424	22	english	english	PROPN
futech-462	424	23	as	as	ADP
futech-462	424	24	a	a	DET
futech-462	424	25	foreign	foreign	ADJ
futech-462	424	26	language	language	NOUN
futech-462	424	27	(	(	PUNCT
futech-462	424	28	efl	efl	NOUN
futech-462	424	29	)	)	PUNCT
futech-462	424	30	contexts	contexts	NOUN
futech-462	424	31	,	,	PUNCT
futech-462	424	32	representing	represent	VERB
futech-462	424	33	a	a	DET
futech-462	424	34	paradigmatic	paradigmatic	ADJ
futech-462	424	35	shift	shift	NOUN
futech-462	424	36	from	from	ADP
futech-462	424	37	input	input	NOUN
futech-462	424	38	-	-	PUNCT
futech-462	424	39	based	base	VERB
futech-462	424	40	teaching	teaching	NOUN
futech-462	424	41	methodologies	methodology	NOUN
futech-462	424	42	toward	toward	ADP
futech-462	424	43	a	a	DET
futech-462	424	44	more	more	ADJ
futech-462	424	45	integrati	integrati	NOUN
futech-462	424	46	...	...	PUNCT
futech-462	425	1	contrary	contrary	ADJ
futech-462	425	2	to	to	ADP
futech-462	425	3	the	the	DET
futech-462	425	4	studies	study	NOUN
futech-462	425	5	described	describe	VERB
futech-462	425	6	in	in	ADP
futech-462	425	7	the	the	DET
futech-462	425	8	previous	previous	ADJ
futech-462	425	9	sections	section	NOUN
futech-462	425	10	which	which	PRON
futech-462	425	11	investigated	investigate	VERB
futech-462	425	12	the	the	DET
futech-462	425	13	effects	effect	NOUN
futech-462	425	14	of	of	ADP
futech-462	425	15	poa	poa	NOUN
futech-462	425	16	on	on	ADP
futech-462	425	17	language	language	NOUN
futech-462	425	18	learning	learning	NOUN
futech-462	425	19	in	in	ADP
futech-462	425	20	comparison	comparison	NOUN
futech-462	425	21	to	to	ADP
futech-462	425	22	that	that	PRON
futech-462	425	23	of	of	ADP
futech-462	425	24	tva	tva	PROPN
futech-462	425	25	,	,	PUNCT
futech-462	425	26	recent	recent	ADJ
futech-462	425	27	poa	poa	NOUN
futech-462	425	28	experiments	experiment	NOUN
futech-462	425	29	carried	carry	VERB
futech-462	425	30	out	out	ADP
futech-462	425	31	in	in	ADP
futech-462	425	32	the	the	DET
futech-462	425	33	context	context	NOUN
futech-462	425	34	of	of	ADP
futech-462	425	35	university	university	NOUN
futech-462	425	36	classrooms	classroom	NOUN
futech-462	425	37	in	in	ADP
futech-462	425	38	china	china	PROPN
futech-462	425	39	show	show	VERB
futech-462	425	40	the	the	DET
futech-462	425	41	success	success	NOUN
futech-462	425	42	of	of	ADP
futech-462	425	43	...	...	PUNCT
futech-462	425	44	the	the	DET
futech-462	425	45	difference	difference	NOUN
futech-462	425	46	between	between	ADP
futech-462	425	47	intrinsic	intrinsic	ADJ
futech-462	425	48	and	and	CCONJ
futech-462	425	49	extrinsic	extrinsic	ADJ
futech-462	425	50	motivation	motivation	NOUN
futech-462	425	51	orientations	orientation	NOUN
futech-462	425	52	is	be	AUX
futech-462	425	53	especially	especially	ADV
futech-462	425	54	important	important	ADJ
futech-462	425	55	in	in	ADP
futech-462	425	56	the	the	DET
futech-462	425	57	context	context	NOUN
futech-462	425	58	of	of	ADP
futech-462	425	59	a	a	DET
futech-462	425	60	poa	poa	NOUN
futech-462	425	61	,	,	PUNCT
futech-462	425	62	as	as	SCONJ
futech-462	425	63	challenging	challenging	ADJ
futech-462	425	64	activities	activity	NOUN
futech-462	425	65	on	on	ADP
futech-462	425	66	unlimited	unlimited	ADJ
futech-462	425	67	progression	progression	NOUN
futech-462	425	68	levels	level	NOUN
futech-462	425	69	or	or	CCONJ
futech-462	425	70	limited	limited	ADJ
futech-462	425	71	progression	progression	NOUN
futech-462	425	72	levels	level	NOUN
futech-462	425	73	must	must	AUX
futech-462	425	74	strike	strike	VERB
futech-462	425	75	a	a	DET
futech-462	425	76	balance	balance	NOUN
futech-462	425	77	between	between	ADP
futech-462	425	78	challenge	challenge	NOUN
futech-462	425	79	and	and	CCONJ
futech-462	425	80	...	...	PUNCT
futech-462	425	81	the	the	DET
futech-462	425	82	application	application	NOUN
futech-462	425	83	of	of	ADP
futech-462	425	84	educational	educational	ADJ
futech-462	425	85	data	datum	NOUN
futech-462	425	86	mining	mining	NOUN
futech-462	425	87	and	and	CCONJ
futech-462	425	88	learning	learn	VERB
futech-462	425	89	analytics	analytic	NOUN
futech-462	425	90	to	to	PART
futech-462	425	91	language	language	NOUN
futech-462	425	92	instruction	instruction	NOUN
futech-462	425	93	represents	represent	VERB
futech-462	425	94	an	an	DET
futech-462	425	95	emerging	emerge	VERB
futech-462	425	96	frontier	frontier	NOUN
futech-462	425	97	that	that	PRON
futech-462	425	98	offers	offer	VERB
futech-462	425	99	substantial	substantial	ADJ
futech-462	425	100	potential	potential	NOUN
futech-462	425	101	for	for	ADP
futech-462	425	102	understanding	understanding	NOUN
futech-462	425	103	and	and	CCONJ
futech-462	425	104	predicting	predict	VERB
futech-462	425	105	student	student	NOUN
futech-462	425	106	performance	performance	NOUN
futech-462	425	107	patterns	pattern	NOUN
futech-462	425	108	,	,	PUNCT
futech-462	425	109	though	though	SCONJ
futech-462	425	110	the	the	DET
futech-462	425	111	integration	integration	NOUN
futech-462	425	112	of	of	ADP
futech-462	425	113	these	these	PRON
futech-462	425	114	...	...	PUNCT
futech-462	425	115	recent	recent	ADJ
futech-462	425	116	advancements	advancement	NOUN
futech-462	425	117	in	in	ADP
futech-462	425	118	the	the	DET
futech-462	425	119	application	application	NOUN
futech-462	425	120	of	of	ADP
futech-462	425	121	artificial	artificial	ADJ
futech-462	425	122	intelligence	intelligence	NOUN
futech-462	425	123	technologies	technology	NOUN
futech-462	425	124	in	in	ADP
futech-462	425	125	education	education	NOUN
futech-462	425	126	environments	environment	NOUN
futech-462	425	127	are	be	AUX
futech-462	425	128	indicative	indicative	ADJ
futech-462	425	129	of	of	ADP
futech-462	425	130	the	the	DET
futech-462	425	131	potential	potential	ADJ
futech-462	425	132	benefits	benefit	NOUN
futech-462	425	133	offered	offer	VERB
futech-462	425	134	as	as	ADV
futech-462	425	135	well	well	ADV
futech-462	425	136	as	as	ADP
futech-462	425	137	the	the	DET
futech-462	425	138	challenges	challenge	NOUN
futech-462	425	139	to	to	ADP
futech-462	425	140	the	the	DET
futech-462	425	141	deployment	deployment	NOUN
futech-462	425	142	of	of	ADP
futech-462	425	143	technology	technology	NOUN
futech-462	425	144	in	in	ADP
futech-462	425	145	traditional	traditional	ADJ
futech-462	425	146	education	education	NOUN
futech-462	426	1	[	[	X
futech-462	426	2	22	22	NUM
futech-462	426	3	]	]	PUNCT
futech-462	426	4	.	.	PUNCT
futech-462	427	1	state	state	NOUN
futech-462	427	2	-	-	PUNCT
futech-462	427	3	of	of	ADP
futech-462	427	4	...	...	PUNCT
futech-462	427	5	comparative	comparative	ADJ
futech-462	427	6	studies	study	NOUN
futech-462	427	7	between	between	ADP
futech-462	427	8	automated	automate	VERB
futech-462	427	9	evaluation	evaluation	NOUN
futech-462	427	10	and	and	CCONJ
futech-462	427	11	previous	previous	ADJ
futech-462	427	12	studies	study	NOUN
futech-462	427	13	indicate	indicate	VERB
futech-462	427	14	that	that	SCONJ
futech-462	427	15	there	there	PRON
futech-462	427	16	is	be	VERB
futech-462	427	17	a	a	DET
futech-462	427	18	large	large	ADJ
futech-462	427	19	gap	gap	NOUN
futech-462	427	20	between	between	ADP
futech-462	427	21	the	the	DET
futech-462	427	22	assessment	assessment	NOUN
futech-462	427	23	results	result	VERB
futech-462	427	24	,	,	PUNCT
futech-462	427	25	and	and	CCONJ
futech-462	427	26	there	there	PRON
futech-462	427	27	are	be	VERB
futech-462	427	28	some	some	DET
futech-462	427	29	data	datum	NOUN
futech-462	427	30	conflicts	conflict	NOUN
futech-462	427	31	among	among	ADP
futech-462	427	32	them	they	PRON
futech-462	427	33	,	,	PUNCT
futech-462	427	34	so	so	ADV
futech-462	427	35	a	a	DET
futech-462	427	36	more	more	ADV
futech-462	427	37	advanced	advanced	ADJ
futech-462	427	38	mechanism	mechanism	NOUN
futech-462	427	39	should	should	AUX
futech-462	427	40	be	be	AUX
futech-462	427	41	developed	develop	VERB
futech-462	427	42	for	for	ADP
futech-462	427	43	further	further	ADJ
futech-462	427	44	study	study	NOUN
futech-462	427	45	,	,	PUNCT
futech-462	427	46	...	...	PUNCT
futech-462	427	47	collaborative	collaborative	ADJ
futech-462	427	48	writing	writing	NOUN
futech-462	427	49	approaches	approach	NOUN
futech-462	427	50	,	,	PUNCT
futech-462	427	51	which	which	PRON
futech-462	427	52	stress	stress	VERB
futech-462	427	53	the	the	DET
futech-462	427	54	role	role	NOUN
futech-462	427	55	of	of	ADP
futech-462	427	56	peer	peer	NOUN
futech-462	427	57	feedback	feedback	NOUN
futech-462	427	58	,	,	PUNCT
futech-462	427	59	interaction	interaction	NOUN
futech-462	427	60	on	on	ADP
futech-462	427	61	dynamics	dynamic	NOUN
futech-462	427	62	,	,	PUNCT
futech-462	427	63	and	and	CCONJ
futech-462	427	64	learning	learn	VERB
futech-462	427	65	from	from	ADP
futech-462	427	66	each	each	DET
futech-462	427	67	other	other	ADJ
futech-462	427	68	,	,	PUNCT
futech-462	427	69	have	have	AUX
futech-462	427	70	proven	prove	VERB
futech-462	427	71	to	to	PART
futech-462	427	72	result	result	VERB
futech-462	427	73	in	in	ADP
futech-462	427	74	increased	increase	VERB
futech-462	427	75	learning	learn	VERB
futech-462	427	76	outcomes	outcome	NOUN
futech-462	427	77	owing	owe	VERB
futech-462	427	78	to	to	ADP
futech-462	427	79	the	the	DET
futech-462	427	80	social	social	ADJ
futech-462	427	81	interaction	interaction	NOUN
futech-462	427	82	and	and	CCONJ
futech-462	427	83	shared	share	VERB
futech-462	427	84	knowledge	knowledge	NOUN
futech-462	427	85	building	building	NOUN
futech-462	427	86	by	by	ADP
futech-462	427	87	the	the	PRON
futech-462	427	88	...	...	PUNCT
futech-462	427	89	despite	despite	SCONJ
futech-462	427	90	extensive	extensive	ADJ
futech-462	427	91	theoretical	theoretical	ADJ
futech-462	427	92	development	development	NOUN
futech-462	427	93	of	of	ADP
futech-462	427	94	poa	poa	PROPN
futech-462	427	95	methodology	methodology	NOUN
futech-462	427	96	and	and	CCONJ
futech-462	427	97	significant	significant	ADJ
futech-462	427	98	advances	advance	NOUN
futech-462	427	99	in	in	ADP
futech-462	427	100	educational	educational	ADJ
futech-462	427	101	data	datum	NOUN
futech-462	427	102	analytics	analytic	NOUN
futech-462	427	103	,	,	PUNCT
futech-462	427	104	a	a	DET
futech-462	427	105	substantial	substantial	ADJ
futech-462	427	106	research	research	NOUN
futech-462	427	107	gap	gap	NOUN
futech-462	427	108	persists	persist	VERB
futech-462	427	109	between	between	ADP
futech-462	427	110	these	these	DET
futech-462	427	111	two	two	NUM
futech-462	427	112	domains	domain	NOUN
futech-462	427	113	within	within	ADP
futech-462	427	114	cet-4	cet-4	NOUN
futech-462	427	115	writing	write	VERB
futech-462	427	116	instruction	instruction	NOUN
futech-462	427	117	contexts	contexts	NOUN
futech-462	427	118	.	.	PUNCT
futech-462	428	1	current	current	ADJ
futech-462	428	2	predictive	predictive	NOUN
futech-462	428	3	modeling	modeling	NOUN
futech-462	428	4	a	a	PRON
futech-462	428	5	...	...	PUNCT
futech-462	428	6	this	this	DET
futech-462	428	7	investigation	investigation	NOUN
futech-462	428	8	establishes	establish	VERB
futech-462	428	9	three	three	NUM
futech-462	428	10	primary	primary	ADJ
futech-462	428	11	objectives	objective	NOUN
futech-462	428	12	:	:	PUNCT
futech-462	428	13	(	(	PUNCT
futech-462	428	14	1	1	X
futech-462	428	15	)	)	PUNCT
futech-462	428	16	to	to	PART
futech-462	428	17	develop	develop	VERB
futech-462	428	18	the	the	DET
futech-462	428	19	poa	poa	NOUN
futech-462	428	20	-	-	PUNCT
futech-462	428	21	mlsp	mlsp	ADJ
futech-462	428	22	framework	framework	NOUN
futech-462	428	23	that	that	PRON
futech-462	428	24	systematically	systematically	ADV
futech-462	428	25	integrates	integrate	VERB
futech-462	428	26	poa	poa	PROPN
futech-462	428	27	theoretical	theoretical	ADJ
futech-462	428	28	constructs	construct	NOUN
futech-462	428	29	with	with	ADP
futech-462	428	30	advanced	advanced	ADJ
futech-462	428	31	learning	learning	NOUN
futech-462	428	32	analytics	analytic	NOUN
futech-462	428	33	for	for	ADP
futech-462	428	34	multi	multi	ADJ
futech-462	428	35	-	-	ADJ
futech-462	428	36	dimensional	dimensional	ADJ
futech-462	428	37	writing	writing	NOUN
futech-462	428	38	performance	performance	NOUN
futech-462	428	39	prediction	prediction	NOUN
futech-462	428	40	;	;	PUNCT
futech-462	428	41	(	(	PUNCT
futech-462	428	42	2	2	X
futech-462	428	43	)	)	PUNCT
futech-462	428	44	to	to	PART
futech-462	428	45	esta	esta	VERB
futech-462	428	46	...	...	PUNCT
futech-462	429	1	this	this	DET
futech-462	429	2	novel	novel	ADJ
futech-462	429	3	approach	approach	NOUN
futech-462	429	4	obtains	obtain	VERB
futech-462	429	5	complete	complete	ADJ
futech-462	429	6	prediction	prediction	NOUN
futech-462	429	7	models	model	NOUN
futech-462	429	8	that	that	PRON
futech-462	429	9	facilitate	facilitate	VERB
futech-462	429	10	decision	decision	NOUN
futech-462	429	11	-	-	PUNCT
futech-462	429	12	making	making	NOUN
futech-462	429	13	of	of	ADP
futech-462	429	14	instructors	instructor	NOUN
futech-462	429	15	in	in	ADP
futech-462	429	16	runtime	runtime	NOUN
futech-462	429	17	and	and	CCONJ
futech-462	429	18	personal	personal	ADJ
futech-462	429	19	offers	offer	NOUN
futech-462	429	20	planning	planning	NOUN
futech-462	429	21	of	of	ADP
futech-462	429	22	intervention	intervention	NOUN
futech-462	429	23	strategies	strategy	NOUN
futech-462	429	24	,	,	PUNCT
futech-462	429	25	which	which	PRON
futech-462	429	26	can	can	AUX
futech-462	429	27	preserve	preserve	VERB
futech-462	429	28	the	the	DET
futech-462	429	29	pedagogical	pedagogical	ADJ
futech-462	429	30	soundness	soundness	NOUN
futech-462	429	31	and	and	CCONJ
futech-462	429	32	make	make	VERB
futech-462	429	33	use	use	NOUN
futech-462	429	34	of	of	ADP
futech-462	429	35	the	the	DET
futech-462	429	36	computational	computational	ADJ
futech-462	429	37	po	po	NOUN
futech-462	429	38	...	...	PROPN
futech-462	429	39	2	2	X
futech-462	429	40	.	.	PUNCT
futech-462	429	41	methods	method	NOUN
futech-462	429	42	2.1	2.1	NUM
futech-462	429	43	poa	poa	NOUN
futech-462	429	44	-	-	PUNCT
futech-462	429	45	mlsp	mlsp	ADJ
futech-462	429	46	framework	framework	NOUN
futech-462	429	47	educational	educational	ADJ
futech-462	429	48	theoretical	theoretical	PROPN
futech-462	429	49	foundation	foundation	NOUN
futech-462	429	50	the	the	DET
futech-462	429	51	theoretical	theoretical	ADJ
futech-462	429	52	foundation	foundation	NOUN
futech-462	429	53	of	of	ADP
futech-462	429	54	poa	poa	PROPN
futech-462	429	55	-	-	PUNCT
futech-462	429	56	mlsp	mlsp	NOUN
futech-462	429	57	is	be	AUX
futech-462	429	58	set	set	VERB
futech-462	429	59	through	through	ADP
futech-462	429	60	the	the	DET
futech-462	429	61	step	step	NOUN
futech-462	429	62	-	-	PUNCT
futech-462	429	63	by	by	ADP
futech-462	429	64	-	-	PUNCT
futech-462	429	65	step	step	NOUN
futech-462	429	66	embedding	embedding	NOUN
futech-462	429	67	of	of	ADP
futech-462	429	68	production	production	NOUN
futech-462	429	69	-	-	PUNCT
futech-462	429	70	oriented	orient	VERB
futech-462	429	71	approach	approach	NOUN
futech-462	429	72	principles	principle	NOUN
futech-462	429	73	and	and	CCONJ
futech-462	429	74	self	self	NOUN
futech-462	429	75	-	-	PUNCT
futech-462	429	76	determination	determination	NOUN
futech-462	429	77	theory	theory	NOUN
futech-462	429	78	mechanisms	mechanism	NOUN
futech-462	429	79	,	,	PUNCT
futech-462	429	80	which	which	PRON
futech-462	429	81	turns	turn	VERB
futech-462	429	82	on	on	ADP
futech-462	429	83	to	to	PART
futech-462	429	84	be	be	AUX
futech-462	429	85	a	a	DET
futech-462	429	86	full	full	ADJ
futech-462	429	87	-	-	PUNCT
futech-462	429	88	stack	stack	NOUN
futech-462	429	89	educational	educational	ADJ
futech-462	429	90	data	datum	NOUN
futech-462	429	91	modeling	model	VERB
futech-462	429	92	approach	approach	NOUN
futech-462	429	93	to	to	PART
futech-462	429	94	handle	handle	VERB
futech-462	429	95	the	the	DET
futech-462	429	96	in	in	NOUN
futech-462	429	97	...	...	PUNCT
futech-462	429	98	figure	figure	NOUN
futech-462	429	99	1	1	NUM
futech-462	429	100	shows	show	VERB
futech-462	429	101	the	the	DET
futech-462	429	102	comprehensive	comprehensive	ADJ
futech-462	429	103	poa	poa	NOUN
futech-462	429	104	-	-	PUNCT
futech-462	429	105	mlsp	mlsp	ADJ
futech-462	429	106	theoretical	theoretical	ADJ
futech-462	429	107	foundation	foundation	NOUN
futech-462	429	108	and	and	CCONJ
futech-462	429	109	implementation	implementation	NOUN
futech-462	429	110	framework	framework	NOUN
futech-462	429	111	,	,	PUNCT
futech-462	429	112	illustrating	illustrate	VERB
futech-462	429	113	systematic	systematic	ADJ
futech-462	429	114	data	datum	NOUN
futech-462	429	115	collection	collection	NOUN
futech-462	429	116	across	across	ADP
futech-462	429	117	poa	poa	PROPN
futech-462	429	118	's	's	PART
futech-462	429	119	three	three	NUM
futech-462	429	120	phases	phase	NOUN
futech-462	429	121	(	(	PUNCT
futech-462	429	122	motivation	motivation	NOUN
futech-462	429	123	activation	activation	NOUN
futech-462	429	124	,	,	PUNCT
futech-462	429	125	knowledge	knowledge	NOUN
futech-462	429	126	construction	construction	NOUN
futech-462	429	127	,	,	PUNCT
futech-462	429	128	and	and	CCONJ
futech-462	429	129	feedback	feedback	NOUN
futech-462	429	130	interaction	interaction	NOUN
futech-462	429	131	)	)	PUNCT
futech-462	429	132	,	,	PUNCT
futech-462	429	133	sdt	sdt	PROPN
futech-462	429	134	three	three	NUM
futech-462	429	135	-	-	PUNCT
futech-462	429	136	dimen	diman	NOUN
futech-462	429	137	...	...	PUNCT
futech-462	429	138	the	the	DET
futech-462	429	139	multi	multi	ADJ
futech-462	429	140	-	-	ADJ
futech-462	429	141	theoretical	theoretical	ADJ
futech-462	429	142	integration	integration	NOUN
futech-462	429	143	guidance	guidance	NOUN
futech-462	429	144	within	within	ADP
futech-462	429	145	predictive	predictive	ADJ
futech-462	429	146	modeling	modeling	NOUN
futech-462	429	147	draws	draw	VERB
futech-462	429	148	upon	upon	SCONJ
futech-462	429	149	the	the	DET
futech-462	429	150	systematic	systematic	ADJ
futech-462	429	151	review	review	NOUN
futech-462	429	152	findings	finding	NOUN
futech-462	429	153	that	that	PRON
futech-462	429	154	demonstrate	demonstrate	VERB
futech-462	429	155	enhanced	enhanced	ADJ
futech-462	429	156	effectiveness	effectiveness	NOUN
futech-462	429	157	when	when	SCONJ
futech-462	429	158	poa	poa	NOUN
futech-462	429	159	incorporates	incorporate	VERB
futech-462	429	160	complementary	complementary	ADJ
futech-462	429	161	theoretical	theoretical	ADJ
futech-462	429	162	frameworks	framework	NOUN
futech-462	429	163	,	,	PUNCT
futech-462	429	164	including	include	VERB
futech-462	429	165	input	input	NOUN
futech-462	429	166	hypothesis	hypothesis	NOUN
futech-462	429	167	principles	principle	NOUN
futech-462	429	168	,	,	PUNCT
futech-462	429	169	...	...	PUNCT
futech-462	429	170	the	the	DET
futech-462	429	171	theoretical	theoretical	ADJ
futech-462	429	172	synthesis	synthesis	NOUN
futech-462	429	173	mechanism	mechanism	NOUN
futech-462	429	174	extends	extend	VERB
futech-462	429	175	beyond	beyond	ADP
futech-462	429	176	simple	simple	ADJ
futech-462	429	177	additive	additive	ADJ
futech-462	429	178	combination	combination	NOUN
futech-462	429	179	to	to	PART
futech-462	429	180	establish	establish	VERB
futech-462	429	181	dynamic	dynamic	ADJ
futech-462	429	182	interaction	interaction	NOUN
futech-462	429	183	models	model	NOUN
futech-462	429	184	that	that	PRON
futech-462	429	185	recognize	recognize	VERB
futech-462	429	186	how	how	SCONJ
futech-462	429	187	input	input	ADJ
futech-462	429	188	hypothesis	hypothesis	NOUN
futech-462	429	189	comprehensible	comprehensible	ADJ
futech-462	429	190	input	input	NOUN
futech-462	429	191	requirements	requirement	NOUN
futech-462	429	192	influence	influence	VERB
futech-462	429	193	social	social	ADJ
futech-462	429	194	constructivism	constructivism	NOUN
futech-462	429	195	collaborative	collaborative	ADJ
futech-462	429	196	learning	learning	NOUN
futech-462	429	197	effecti	effecti	NOUN
futech-462	429	198	...	...	PUNCT
futech-462	429	199	assessment	assessment	NOUN
futech-462	429	200	of	of	ADP
futech-462	429	201	competence	competence	NOUN
futech-462	429	202	dimensions	dimension	NOUN
futech-462	429	203	emphasizes	emphasize	VERB
futech-462	429	204	measures	measure	NOUN
futech-462	429	205	for	for	ADP
futech-462	429	206	the	the	DET
futech-462	429	207	efficacy	efficacy	NOUN
futech-462	429	208	of	of	ADP
futech-462	429	209	learning	learning	NOUN
futech-462	429	210	and	and	CCONJ
futech-462	429	211	the	the	DET
futech-462	429	212	experience	experience	NOUN
futech-462	429	213	of	of	ADP
futech-462	429	214	achievement	achievement	NOUN
futech-462	429	215	by	by	ADP
futech-462	429	216	performance	performance	NOUN
futech-462	429	217	confidence	confidence	NOUN
futech-462	429	218	ratings	rating	NOUN
futech-462	429	219	,	,	PUNCT
futech-462	429	220	frequency	frequency	NOUN
futech-462	429	221	of	of	ADP
futech-462	429	222	pursuit	pursuit	NOUN
futech-462	429	223	of	of	ADP
futech-462	429	224	challenges	challenge	NOUN
futech-462	429	225	,	,	PUNCT
futech-462	429	226	indices	index	NOUN
futech-462	429	227	of	of	ADP
futech-462	429	228	mastery	mastery	ADJ
futech-462	429	229	goal	goal	NOUN
futech-462	429	230	orientation	orientation	NOUN
futech-462	429	231	,	,	PUNCT
futech-462	429	232	and	and	CCONJ
futech-462	429	233	patterning	pattern	VERB
futech-462	429	234	of	of	ADP
futech-462	429	235	succe	succe	NOUN
futech-462	429	236	...	...	PUNCT
futech-462	430	1	the	the	DET
futech-462	430	2	3d	3d	PROPN
futech-462	430	3	engagement	engagement	NOUN
futech-462	430	4	model	model	NOUN
futech-462	430	5	integrates	integrate	VERB
futech-462	430	6	these	these	DET
futech-462	430	7	heterogeneous	heterogeneous	ADJ
futech-462	430	8	aspects	aspect	NOUN
futech-462	430	9	through	through	ADP
futech-462	430	10	higher	high	ADJ
futech-462	430	11	-	-	PUNCT
futech-462	430	12	level	level	NOUN
futech-462	430	13	temporal	temporal	ADJ
futech-462	430	14	odelling	odelling	NOUN
futech-462	430	15	techniques	technique	NOUN
futech-462	430	16	,	,	PUNCT
futech-462	430	17	in	in	ADP
futech-462	430	18	order	order	NOUN
futech-462	430	19	to	to	PART
futech-462	430	20	capture	capture	VERB
futech-462	430	21	the	the	DET
futech-462	430	22	evolutionary	evolutionary	ADJ
futech-462	430	23	response	response	NOUN
futech-462	430	24	of	of	ADP
futech-462	430	25	engagement	engagement	NOUN
futech-462	430	26	patterns	pattern	NOUN
futech-462	430	27	throughout	throughout	ADP
futech-462	430	28	the	the	DET
futech-462	430	29	academic	academic	ADJ
futech-462	430	30	semester	semester	NOUN
futech-462	430	31	and	and	CCONJ
futech-462	430	32	,	,	PUNCT
futech-462	430	33	ultimately	ultimately	ADV
futech-462	430	34	,	,	PUNCT
futech-462	430	35	to	to	PART
futech-462	430	36	pinpoint	pinpoint	VERB
futech-462	430	37	those	those	PRON
futech-462	430	38	...	...	PUNCT
futech-462	430	39	2.2	2.2	NUM
futech-462	430	40	poa	poa	NOUN
futech-462	430	41	-	-	PUNCT
futech-462	430	42	mlsp	mlsp	ADJ
futech-462	430	43	intelligent	intelligent	ADJ
futech-462	430	44	prediction	prediction	NOUN
futech-462	430	45	framework	framework	NOUN
futech-462	430	46	design	design	VERB
futech-462	430	47	the	the	DET
futech-462	430	48	overarching	overarching	ADJ
futech-462	430	49	design	design	NOUN
futech-462	430	50	remains	remain	VERB
futech-462	430	51	child	child	NOUN
futech-462	430	52	-	-	PUNCT
futech-462	430	53	centric	centric	NOUN
futech-462	430	54	based	base	VERB
futech-462	430	55	on	on	ADP
futech-462	430	56	a	a	DET
futech-462	430	57	four	four	NUM
futech-462	430	58	-	-	PUNCT
futech-462	430	59	layer	layer	NOUN
futech-462	430	60	model	model	NOUN
futech-462	430	61	,	,	PUNCT
futech-462	430	62	which	which	PRON
futech-462	430	63	holds	hold	VERB
futech-462	430	64	that	that	SCONJ
futech-462	430	65	pedagogical	pedagogical	ADJ
futech-462	430	66	considerations	consideration	NOUN
futech-462	430	67	would	would	AUX
futech-462	430	68	drive	drive	VERB
futech-462	430	69	technological	technological	ADJ
futech-462	430	70	implementation	implementation	NOUN
futech-462	430	71	and	and	CCONJ
futech-462	430	72	not	not	PART
futech-462	430	73	vice	vice	ADV
futech-462	430	74	versa	versa	ADV
futech-462	430	75	.	.	PUNCT
futech-462	431	1	the	the	DET
futech-462	431	2	input	input	NOUN
futech-462	431	3	layer	layer	NOUN
futech-462	431	4	allows	allow	VERB
futech-462	431	5	multi	multi	ADJ
futech-462	431	6	-	-	ADJ
futech-462	431	7	dimensional	dimensional	ADJ
futech-462	431	8	input	input	NOUN
futech-462	431	9	data	datum	NOUN
futech-462	431	10	to	to	PART
futech-462	431	11	be	be	AUX
futech-462	431	12	collected	collect	VERB
futech-462	431	13	on	on	ADP
futech-462	431	14	...	...	PUNCT
futech-462	431	15	assessment	assessment	NOUN
futech-462	431	16	framework	framework	NOUN
futech-462	431	17	can	can	AUX
futech-462	431	18	be	be	AUX
futech-462	431	19	supported	support	VERB
futech-462	431	20	directly	directly	ADV
futech-462	431	21	.	.	PUNCT
futech-462	432	1	we	we	PRON
futech-462	432	2	place	place	VERB
futech-462	432	3	emphasis	emphasis	NOUN
futech-462	432	4	on	on	ADP
futech-462	432	5	support	support	NOUN
futech-462	432	6	for	for	ADP
futech-462	432	7	teacher	teacher	NOUN
futech-462	432	8	decision	decision	NOUN
futech-462	432	9	-	-	PUNCT
futech-462	432	10	making	making	NOUN
futech-462	432	11	,	,	PUNCT
futech-462	432	12	at	at	ADP
futech-462	432	13	the	the	DET
futech-462	432	14	application	application	NOUN
futech-462	432	15	layer	layer	NOUN
futech-462	432	16	,	,	PUNCT
futech-462	432	17	by	by	ADP
futech-462	432	18	interpreting	interpret	VERB
futech-462	432	19	recommendations	recommendation	NOUN
futech-462	432	20	and	and	CCONJ
futech-462	432	21	offering	offer	VERB
futech-462	432	22	insights	insight	NOUN
futech-462	432	23	that	that	PRON
futech-462	432	24	are	be	AUX
futech-462	432	25	actionable	actionable	ADJ
futech-462	432	26	for	for	ADP
futech-462	432	27	instructional	instructional	ADJ
futech-462	432	28	changes	change	NOUN
futech-462	432	29	,	,	PUNCT
futech-462	432	30	student	student	NOUN
futech-462	432	31	groupings	grouping	NOUN
futech-462	432	32	,	,	PUNCT
futech-462	432	33	...	...	PUNCT
futech-462	432	34	core	core	ADJ
futech-462	432	35	algorithm	algorithm	NOUN
futech-462	432	36	educational	educational	ADJ
futech-462	432	37	adaptation	adaptation	NOUN
futech-462	432	38	design	design	NOUN
futech-462	432	39	replaces	replace	VERB
futech-462	432	40	traditional	traditional	ADJ
futech-462	432	41	attention	attention	NOUN
futech-462	432	42	mechanisms	mechanism	NOUN
futech-462	432	43	with	with	ADP
futech-462	432	44	education	education	NOUN
futech-462	432	45	-	-	PUNCT
futech-462	432	46	oriented	orient	VERB
futech-462	432	47	approaches	approach	NOUN
futech-462	432	48	that	that	PRON
futech-462	432	49	align	align	VERB
futech-462	432	50	with	with	ADP
futech-462	432	51	established	establish	VERB
futech-462	432	52	pedagogical	pedagogical	ADJ
futech-462	432	53	theories	theory	NOUN
futech-462	432	54	and	and	CCONJ
futech-462	432	55	classroom	classroom	NOUN
futech-462	432	56	realities	reality	NOUN
futech-462	432	57	.	.	PUNCT
futech-462	433	1	the	the	DET
futech-462	433	2	feature	feature	NOUN
futech-462	433	3	adaptive	adaptive	ADJ
futech-462	433	4	selection	selection	NOUN
futech-462	433	5	mechanism	mechanism	NOUN
futech-462	433	6	represents	represent	VERB
futech-462	433	7	a	a	DET
futech-462	433	8	n	n	NOUN
futech-462	433	9	...	...	PUNCT
futech-462	433	10	figure	figure	NOUN
futech-462	433	11	2	2	NUM
futech-462	433	12	.	.	PUNCT
futech-462	433	13	poa	poa	NOUN
futech-462	433	14	-	-	PUNCT
futech-462	433	15	mlsp	mlsp	ADJ
futech-462	433	16	framework	framework	NOUN
futech-462	433	17	architecture	architecture	NOUN
futech-462	433	18	its	its	PRON
futech-462	433	19	real	real	ADJ
futech-462	433	20	-	-	PUNCT
futech-462	433	21	time	time	NOUN
futech-462	433	22	adaptation	adaptation	NOUN
futech-462	433	23	machinery	machinery	NOUN
futech-462	433	24	allows	allow	VERB
futech-462	433	25	for	for	ADP
futech-462	433	26	adapting	adapt	VERB
futech-462	433	27	prediction	prediction	NOUN
futech-462	433	28	models	model	NOUN
futech-462	433	29	to	to	ADP
futech-462	433	30	changing	change	VERB
futech-462	433	31	classroom	classroom	NOUN
futech-462	433	32	dynamics	dynamic	NOUN
futech-462	433	33	and	and	CCONJ
futech-462	433	34	student	student	NOUN
futech-462	433	35	response	response	NOUN
futech-462	433	36	patterns	pattern	NOUN
futech-462	433	37	,	,	PUNCT
futech-462	433	38	ensuring	ensure	VERB
futech-462	433	39	that	that	SCONJ
futech-462	433	40	the	the	DET
futech-462	433	41	suggestions	suggestion	NOUN
futech-462	433	42	generated	generate	VERB
futech-462	433	43	by	by	ADP
futech-462	433	44	the	the	DET
futech-462	433	45	algorithm	algorithm	NOUN
futech-462	433	46	remain	remain	VERB
futech-462	433	47	sensitive	sensitive	ADJ
futech-462	433	48	to	to	ADP
futech-462	433	49	the	the	DET
futech-462	433	50	continuous	continuous	ADJ
futech-462	433	51	evolution	evolution	NOUN
futech-462	433	52	of	of	ADP
futech-462	433	53	educational	educational	ADJ
futech-462	433	54	...	...	PUNCT
futech-462	434	1	algorithm	algorithm	NOUN
futech-462	434	2	2	2	NUM
futech-462	434	3	employs	employ	VERB
futech-462	434	4	three	three	NUM
futech-462	434	5	-	-	PUNCT
futech-462	434	6	dimensional	dimensional	ADJ
futech-462	434	7	temporal	temporal	ADJ
futech-462	434	8	modeling	modeling	NOUN
futech-462	434	9	through	through	ADP
futech-462	434	10	time	time	NOUN
futech-462	434	11	-	-	PUNCT
futech-462	434	12	series	series	NOUN
futech-462	434	13	analysis	analysis	NOUN
futech-462	434	14	techniques	technique	NOUN
futech-462	434	15	to	to	PART
futech-462	434	16	capture	capture	VERB
futech-462	434	17	engagement	engagement	NOUN
futech-462	434	18	pattern	pattern	NOUN
futech-462	434	19	evolution	evolution	NOUN
futech-462	434	20	across	across	ADP
futech-462	434	21	academic	academic	ADJ
futech-462	434	22	semesters	semester	NOUN
futech-462	434	23	.	.	PUNCT
futech-462	435	1	the	the	DET
futech-462	435	2	computational	computational	ADJ
futech-462	435	3	framework	framework	NOUN
futech-462	435	4	utilizes	utilize	VERB
futech-462	435	5	automated	automate	VERB
futech-462	435	6	change	change	NOUN
futech-462	435	7	pattern	pattern	NOUN
futech-462	435	8	recognition	recognition	NOUN
futech-462	435	9	for	for	ADP
futech-462	435	10	each	each	DET
futech-462	435	11	sdt	sdt	PROPN
futech-462	435	12	d	d	PROPN
futech-462	435	13	...	...	PUNCT
futech-462	435	14	automatic	automatic	ADJ
futech-462	435	15	identification	identification	NOUN
futech-462	435	16	of	of	ADP
futech-462	435	17	engagement	engagement	NOUN
futech-462	435	18	pattern	pattern	NOUN
futech-462	435	19	changes	change	NOUN
futech-462	435	20	enables	enable	VERB
futech-462	435	21	proactive	proactive	ADJ
futech-462	435	22	intervention	intervention	NOUN
futech-462	435	23	through	through	ADP
futech-462	435	24	early	early	ADJ
futech-462	435	25	warning	warning	NOUN
futech-462	435	26	models	model	NOUN
futech-462	435	27	that	that	PRON
futech-462	435	28	predict	predict	VERB
futech-462	435	29	motivational	motivational	ADJ
futech-462	435	30	decline	decline	NOUN
futech-462	435	31	before	before	SCONJ
futech-462	435	32	academic	academic	ADJ
futech-462	435	33	performance	performance	NOUN
futech-462	435	34	impact	impact	NOUN
futech-462	435	35	occurs	occur	VERB
futech-462	435	36	.	.	PUNCT
futech-462	436	1	subject	subject	ADJ
futech-462	436	2	-	-	PUNCT
futech-462	436	3	specific	specific	ADJ
futech-462	436	4	alert	alert	NOUN
futech-462	436	5	thresholds	threshold	NOUN
futech-462	436	6	,	,	PUNCT
futech-462	436	7	dynamic	dynamic	ADJ
futech-462	436	8	adaptation	adaptation	NOUN
futech-462	436	9	to	to	PART
futech-462	436	10	in	in	ADP
futech-462	436	11	...	...	PUNCT
futech-462	436	12	2.3	2.3	NUM
futech-462	436	13	five	five	NUM
futech-462	436	14	-	-	PUNCT
futech-462	436	15	dimensional	dimensional	ADJ
futech-462	436	16	writing	writing	NOUN
futech-462	436	17	performance	performance	NOUN
futech-462	436	18	prediction	prediction	NOUN
futech-462	436	19	model	model	NOUN
futech-462	436	20	the	the	DET
futech-462	436	21	jacobs	jacobs	PROPN
futech-462	436	22	framework	framework	PROPN
futech-462	436	23	-	-	PUNCT
futech-462	436	24	based	base	VERB
futech-462	436	25	multi	multi	ADJ
futech-462	436	26	-	-	ADJ
futech-462	436	27	faceted	faceted	ADJ
futech-462	436	28	prediction	prediction	NOUN
futech-462	436	29	approach	approach	NOUN
futech-462	436	30	accounts	account	VERB
futech-462	436	31	for	for	ADP
futech-462	436	32	each	each	DET
futech-462	436	33	dimension	dimension	NOUN
futech-462	436	34	of	of	ADP
futech-462	436	35	writing	write	VERB
futech-462	436	36	competence	competence	NOUN
futech-462	436	37	through	through	ADP
futech-462	436	38	targeted	target	VERB
futech-462	436	39	sub	sub	NOUN
futech-462	436	40	-	-	NOUN
futech-462	436	41	models	model	NOUN
futech-462	436	42	that	that	PRON
futech-462	436	43	model	model	VERB
futech-462	436	44	the	the	DET
futech-462	436	45	specificities	specificity	NOUN
futech-462	436	46	of	of	ADP
futech-462	436	47	development	development	NOUN
futech-462	436	48	and	and	CCONJ
futech-462	436	49	shaping	shaping	NOUN
futech-462	436	50	of	of	ADP
futech-462	436	51	the	the	DET
futech-462	436	52	proficiency	proficiency	NOUN
futech-462	436	53	related	relate	VERB
futech-462	436	54	to	to	ADP
futech-462	436	55	different	different	ADJ
futech-462	436	56	writing	writing	NOUN
futech-462	436	57	aspects	aspect	NOUN
futech-462	436	58	....	....	PUNCT
futech-462	437	1	language	language	NOUN
futech-462	437	2	use	use	NOUN
futech-462	437	3	dimension	dimension	NOUN
futech-462	437	4	forecasting	forecasting	NOUN
futech-462	437	5	emphasizes	emphasize	VERB
futech-462	437	6	grammatical	grammatical	ADJ
futech-462	437	7	accuracy	accuracy	NOUN
futech-462	437	8	and	and	CCONJ
futech-462	437	9	syntactic	syntactic	ADJ
futech-462	437	10	complexity	complexity	NOUN
futech-462	437	11	prediction	prediction	NOUN
futech-462	437	12	through	through	ADP
futech-462	437	13	computational	computational	ADJ
futech-462	437	14	linguistics	linguistic	NOUN
futech-462	437	15	approaches	approach	NOUN
futech-462	437	16	that	that	PRON
futech-462	437	17	assess	assess	VERB
futech-462	437	18	sentence	sentence	NOUN
futech-462	437	19	structure	structure	NOUN
futech-462	437	20	variety	variety	NOUN
futech-462	437	21	,	,	PUNCT
futech-462	437	22	clause	clause	NOUN
futech-462	437	23	combination	combination	NOUN
futech-462	437	24	sophistication	sophistication	NOUN
futech-462	437	25	,	,	PUNCT
futech-462	437	26	error	error	NOUN
futech-462	437	27	pattern	pattern	NOUN
futech-462	437	28	identification	identification	NOUN
futech-462	437	29	...	...	PUNCT
futech-462	437	30	mechanics	mechanic	NOUN
futech-462	437	31	dimension	dimension	NOUN
futech-462	437	32	assessment	assessment	NOUN
futech-462	437	33	targets	target	VERB
futech-462	437	34	spelling	spelling	NOUN
futech-462	437	35	and	and	CCONJ
futech-462	437	36	punctuation	punctuation	NOUN
futech-462	437	37	norm	norm	NOUN
futech-462	437	38	compliance	compliance	NOUN
futech-462	437	39	prediction	prediction	NOUN
futech-462	437	40	through	through	ADP
futech-462	437	41	error	error	NOUN
futech-462	437	42	detection	detection	NOUN
futech-462	437	43	algorithms	algorithm	NOUN
futech-462	437	44	that	that	PRON
futech-462	437	45	identify	identify	VERB
futech-462	437	46	persistent	persistent	ADJ
futech-462	437	47	mistake	mistake	NOUN
futech-462	437	48	patterns	pattern	NOUN
futech-462	437	49	,	,	PUNCT
futech-462	437	50	improvement	improvement	NOUN
futech-462	437	51	trajectory	trajectory	NOUN
futech-462	437	52	analysis	analysis	NOUN
futech-462	437	53	,	,	PUNCT
futech-462	437	54	and	and	CCONJ
futech-462	437	55	mechanical	mechanical	ADJ
futech-462	437	56	skill	skill	NOUN
futech-462	437	57	development	development	NOUN
futech-462	437	58	indicators	indicator	NOUN
futech-462	437	59	that	that	PRON
futech-462	437	60	...	...	PUNCT
futech-462	438	1	cross	cross	ADJ
futech-462	438	2	-	-	ADJ
futech-462	438	3	dimensional	dimensional	ADJ
futech-462	438	4	interaction	interaction	NOUN
futech-462	438	5	modeling	modeling	NOUN
futech-462	438	6	reflects	reflect	VERB
futech-462	438	7	the	the	DET
futech-462	438	8	reality	reality	NOUN
futech-462	438	9	that	that	SCONJ
futech-462	438	10	writing	write	VERB
futech-462	438	11	proficiencies	proficiency	NOUN
futech-462	438	12	manifest	manifest	VERB
futech-462	438	13	intricate	intricate	ADJ
futech-462	438	14	interdependencies	interdependency	NOUN
futech-462	438	15	in	in	ADP
futech-462	438	16	which	which	PRON
futech-462	438	17	the	the	DET
futech-462	438	18	enrichment	enrichment	NOUN
futech-462	438	19	of	of	ADP
futech-462	438	20	vocabulary	vocabulary	ADJ
futech-462	438	21	profiles	profile	NOUN
futech-462	438	22	increases	increase	VERB
futech-462	438	23	one	one	NUM
futech-462	438	24	's	's	PART
futech-462	438	25	capacity	capacity	NOUN
futech-462	438	26	to	to	PART
futech-462	438	27	develop	develop	VERB
futech-462	438	28	textual	textual	ADJ
futech-462	438	29	content	content	NOUN
futech-462	438	30	and	and	CCONJ
futech-462	438	31	the	the	DET
futech-462	438	32	fostering	fostering	NOUN
futech-462	438	33	of	of	ADP
futech-462	438	34	organiz	organiz	NOUN
futech-462	438	35	...	...	PUNCT
futech-462	438	36	these	these	DET
futech-462	438	37	interaction	interaction	NOUN
futech-462	438	38	patterns	pattern	NOUN
futech-462	438	39	are	be	AUX
futech-462	438	40	revealed	reveal	VERB
futech-462	438	41	by	by	ADP
futech-462	438	42	advanced	advanced	ADJ
futech-462	438	43	correlation	correlation	NOUN
futech-462	438	44	analysis	analysis	NOUN
futech-462	438	45	in	in	ADP
futech-462	438	46	order	order	NOUN
futech-462	438	47	to	to	PART
futech-462	438	48	guide	guide	VERB
futech-462	438	49	systematic	systematic	ADJ
futech-462	438	50	intervention	intervention	NOUN
futech-462	438	51	strategies	strategy	NOUN
futech-462	438	52	that	that	PRON
futech-462	438	53	exploit	exploit	VERB
futech-462	438	54	competency	competency	NOUN
futech-462	438	55	interrelationships	interrelationship	NOUN
futech-462	438	56	for	for	ADP
futech-462	438	57	optimal	optimal	ADJ
futech-462	438	58	learning	learning	NOUN
futech-462	438	59	effects	effect	NOUN
futech-462	438	60	.	.	PUNCT
futech-462	439	1	an	an	DET
futech-462	439	2	ensemble	ensemble	ADJ
futech-462	439	3	learning	learning	NOUN
futech-462	439	4	prediction	prediction	NOUN
futech-462	439	5	optimization	optimization	NOUN
futech-462	439	6	strateg	strateg	NOUN
futech-462	439	7	...	...	PUNCT
futech-462	439	8	validation	validation	NOUN
futech-462	439	9	models	model	NOUN
futech-462	439	10	,	,	PUNCT
futech-462	439	11	as	as	SCONJ
futech-462	439	12	utilized	utilize	VERB
futech-462	439	13	by	by	ADP
futech-462	439	14	the	the	DET
futech-462	439	15	approach	approach	NOUN
futech-462	439	16	,	,	PUNCT
futech-462	439	17	embed	embe	VERB
futech-462	439	18	domain	domain	NOUN
futech-462	439	19	knowledge	knowledge	NOUN
futech-462	439	20	from	from	ADP
futech-462	439	21	the	the	DET
futech-462	439	22	education	education	NOUN
futech-462	439	23	sector	sector	NOUN
futech-462	439	24	in	in	ADP
futech-462	439	25	the	the	DET
futech-462	439	26	form	form	NOUN
futech-462	439	27	of	of	ADP
futech-462	439	28	expert	expert	NOUN
futech-462	439	29	teacher	teacher	NOUN
futech-462	439	30	evaluations	evaluation	NOUN
futech-462	439	31	of	of	ADP
futech-462	439	32	the	the	DET
futech-462	439	33	accuracy	accuracy	NOUN
futech-462	439	34	of	of	ADP
futech-462	439	35	the	the	DET
futech-462	439	36	predictions	prediction	NOUN
futech-462	439	37	and	and	CCONJ
futech-462	439	38	the	the	DET
futech-462	439	39	relevance	relevance	NOUN
futech-462	439	40	of	of	ADP
futech-462	439	41	the	the	DET
futech-462	439	42	suggestions	suggestion	NOUN
futech-462	439	43	,	,	PUNCT
futech-462	439	44	thus	thus	ADV
futech-462	439	45	ensuring	ensure	VERB
futech-462	439	46	that	that	SCONJ
futech-462	439	47	the	the	DET
futech-462	439	48	algorithm	algorithm	NOUN
futech-462	439	49	output	output	NOUN
futech-462	439	50	...	...	PUNCT
futech-462	439	51	table	table	NOUN
futech-462	439	52	2	2	NUM
futech-462	439	53	.	.	NUM
futech-462	439	54	five	five	NUM
futech-462	439	55	-	-	PUNCT
futech-462	439	56	dimensional	dimensional	ADJ
futech-462	439	57	prediction	prediction	NOUN
futech-462	439	58	model	model	NOUN
futech-462	439	59	specifications	specification	NOUN
futech-462	439	60	table	table	NOUN
futech-462	439	61	3	3	NUM
futech-462	439	62	.	.	PUNCT
futech-462	439	63	model	model	NOUN
futech-462	439	64	interpretability	interpretability	NOUN
futech-462	439	65	components	component	NOUN
futech-462	439	66	feature	feature	VERB
futech-462	439	67	importance	importance	NOUN
futech-462	439	68	analysis	analysis	NOUN
futech-462	439	69	features	feature	NOUN
futech-462	439	70	reflect	reflect	VERB
futech-462	439	71	on	on	ADP
futech-462	439	72	which	which	PRON
futech-462	439	73	individual	individual	ADJ
futech-462	439	74	behaviors	behavior	NOUN
futech-462	439	75	and	and	CCONJ
futech-462	439	76	learning	learn	VERB
futech-462	439	77	dynamics	dynamic	NOUN
futech-462	439	78	are	be	AUX
futech-462	439	79	most	most	ADV
futech-462	439	80	influential	influential	ADJ
futech-462	439	81	to	to	ADP
futech-462	439	82	predicting	predict	VERB
futech-462	439	83	performance	performance	NOUN
futech-462	439	84	,	,	PUNCT
futech-462	439	85	where	where	SCONJ
futech-462	439	86	intervention	intervention	NOUN
futech-462	439	87	activities	activity	NOUN
futech-462	439	88	should	should	AUX
futech-462	439	89	be	be	AUX
futech-462	439	90	prioritized	prioritize	VERB
futech-462	439	91	,	,	PUNCT
futech-462	439	92	while	while	SCONJ
futech-462	439	93	understanding	understand	VERB
futech-462	439	94	the	the	DET
futech-462	439	95	pedagogical	pedagogical	ADJ
futech-462	439	96	reasoning	reasoning	NOUN
futech-462	439	97	underpi	underpi	ADJ
futech-462	439	98	...	...	PUNCT
futech-462	439	99	3	3	X
futech-462	439	100	.	.	NOUN
futech-462	439	101	results	result	VERB
futech-462	439	102	3.1	3.1	NUM
futech-462	439	103	data	datum	NOUN
futech-462	439	104	collection	collection	NOUN
futech-462	439	105	and	and	CCONJ
futech-462	439	106	preprocessing	preprocesse	VERB
futech-462	439	107	the	the	DET
futech-462	439	108	poa	poa	NOUN
futech-462	439	109	-	-	PUNCT
futech-462	439	110	mlsp	mlsp	ADJ
futech-462	439	111	framework	framework	NOUN
futech-462	439	112	validation	validation	NOUN
futech-462	439	113	was	be	AUX
futech-462	439	114	conducted	conduct	VERB
futech-462	439	115	at	at	ADP
futech-462	439	116	s	s	PROPN
futech-462	439	117	normal	normal	ADJ
futech-462	439	118	university	university	NOUN
futech-462	439	119	,	,	PUNCT
futech-462	439	120	involving	involve	VERB
futech-462	439	121	124	124	NUM
futech-462	439	122	students	student	NOUN
futech-462	439	123	distributed	distribute	VERB
futech-462	439	124	across	across	ADP
futech-462	439	125	poa	poa	PROPN
futech-462	439	126	experimental	experimental	ADJ
futech-462	439	127	classes	class	NOUN
futech-462	439	128	and	and	CCONJ
futech-462	439	129	traditional	traditional	ADJ
futech-462	439	130	instruction	instruction	NOUN
futech-462	439	131	control	control	NOUN
futech-462	439	132	groups	group	NOUN
futech-462	439	133	during	during	ADP
futech-462	439	134	a	a	DET
futech-462	439	135	complete	complete	ADJ
futech-462	439	136	16	16	NUM
futech-462	439	137	-	-	PUNCT
futech-462	439	138	week	week	NOUN
futech-462	439	139	academic	academic	ADJ
futech-462	439	140	semester	semester	NOUN
futech-462	439	141	.	.	PUNCT
futech-462	440	1	the	the	DET
futech-462	440	2	research	research	NOUN
futech-462	440	3	design	design	NOUN
futech-462	440	4	inco	inco	NOUN
futech-462	440	5	...	...	PUNCT
futech-462	440	6	preprocessing	preprocessing	NOUN
futech-462	440	7	of	of	ADP
futech-462	440	8	the	the	DET
futech-462	440	9	data	datum	NOUN
futech-462	440	10	included	include	VERB
futech-462	440	11	the	the	DET
futech-462	440	12	use	use	NOUN
futech-462	440	13	of	of	ADP
futech-462	440	14	advanced	advanced	ADJ
futech-462	440	15	normalization	normalization	NOUN
futech-462	440	16	techniques	technique	NOUN
futech-462	440	17	tailored	tailor	VERB
futech-462	440	18	to	to	ADP
futech-462	440	19	educational	educational	ADJ
futech-462	440	20	settings	setting	NOUN
futech-462	440	21	,	,	PUNCT
futech-462	440	22	taking	take	VERB
futech-462	440	23	care	care	NOUN
futech-462	440	24	of	of	ADP
futech-462	440	25	integration	integration	NOUN
futech-462	440	26	of	of	ADP
futech-462	440	27	multi	multi	ADJ
futech-462	440	28	-	-	ADJ
futech-462	440	29	scale	scale	ADJ
futech-462	440	30	measurement	measurement	NOUN
futech-462	440	31	,	,	PUNCT
futech-462	440	32	time	time	NOUN
futech-462	440	33	-	-	PUNCT
futech-462	440	34	alignment	alignment	NOUN
futech-462	440	35	effects	effect	NOUN
futech-462	440	36	,	,	PUNCT
futech-462	440	37	and	and	CCONJ
futech-462	440	38	individual	individual	ADJ
futech-462	440	39	-	-	PUNCT
futech-462	440	40	response	response	NOUN
futech-462	440	41	baseline	baseline	NOUN
futech-462	440	42	variations	variation	NOUN
futech-462	440	43	while	while	SCONJ
futech-462	440	44	maintain	maintain	VERB
futech-462	440	45	...	...	PUNCT
futech-462	440	46	3.2	3.2	NUM
futech-462	440	47	experimental	experimental	ADJ
futech-462	440	48	design	design	NOUN
futech-462	440	49	and	and	CCONJ
futech-462	440	50	model	model	NOUN
futech-462	440	51	training	train	VERB
futech-462	440	52	the	the	DET
futech-462	440	53	experimental	experimental	ADJ
futech-462	440	54	framework	framework	NOUN
futech-462	440	55	implemented	implement	VERB
futech-462	440	56	temporally	temporally	ADV
futech-462	440	57	-	-	PUNCT
futech-462	440	58	aware	aware	ADJ
futech-462	440	59	methodological	methodological	ADJ
futech-462	440	60	approaches	approach	NOUN
futech-462	440	61	,	,	PUNCT
futech-462	440	62	respecting	respect	VERB
futech-462	440	63	chronological	chronological	ADJ
futech-462	440	64	learning	learn	VERB
futech-462	440	65	sequences	sequence	NOUN
futech-462	440	66	while	while	SCONJ
futech-462	440	67	ensuring	ensure	VERB
futech-462	440	68	robust	robust	ADJ
futech-462	440	69	validation	validation	NOUN
futech-462	440	70	procedures	procedure	NOUN
futech-462	440	71	.	.	PUNCT
futech-462	441	1	poa	poa	NOUN
futech-462	441	2	-	-	PUNCT
futech-462	441	3	mlsp	mlsp	ADJ
futech-462	441	4	model	model	NOUN
futech-462	441	5	training	training	NOUN
futech-462	441	6	procedures	procedure	NOUN
futech-462	441	7	integrated	integrate	VERB
futech-462	441	8	hyperparameter	hyperparameter	NOUN
futech-462	441	9	optimization	optimization	NOUN
futech-462	441	10	combi	combi	PROPN
futech-462	441	11	...	...	PUNCT
futech-462	441	12	3.3	3.3	NUM
futech-462	441	13	core	core	NOUN
futech-462	441	14	framework	framework	NOUN
futech-462	441	15	component	component	NOUN
futech-462	441	16	validation	validation	NOUN
futech-462	441	17	and	and	CCONJ
futech-462	441	18	educational	educational	ADJ
futech-462	441	19	application	application	NOUN
futech-462	441	20	results	result	VERB
futech-462	441	21	the	the	DET
futech-462	441	22	validation	validation	NOUN
futech-462	441	23	of	of	ADP
futech-462	441	24	the	the	DET
futech-462	441	25	poa	poa	NOUN
futech-462	441	26	-	-	PUNCT
futech-462	441	27	mlsp	mlsp	ADJ
futech-462	441	28	model	model	NOUN
futech-462	441	29	indicates	indicate	VERB
futech-462	441	30	that	that	SCONJ
futech-462	441	31	the	the	DET
futech-462	441	32	system	system	NOUN
futech-462	441	33	has	have	AUX
futech-462	441	34	achieved	achieve	VERB
futech-462	441	35	systematic	systematic	ADJ
futech-462	441	36	effectiveness	effectiveness	NOUN
futech-462	441	37	in	in	ADP
futech-462	441	38	cet-4	cet-4	NOUN
futech-462	441	39	writing	write	VERB
futech-462	441	40	teaching	teaching	NOUN
futech-462	441	41	and	and	CCONJ
futech-462	441	42	learning	learn	VERB
futech-462	441	43	by	by	ADP
futech-462	441	44	virtue	virtue	NOUN
futech-462	441	45	of	of	ADP
futech-462	441	46	its	its	PRON
futech-462	441	47	integrated	integrated	ADJ
futech-462	441	48	four	four	NUM
futech-462	441	49	-	-	PUNCT
futech-462	441	50	layer	layer	NOUN
futech-462	441	51	architecture	architecture	NOUN
futech-462	441	52	,	,	PUNCT
futech-462	441	53	which	which	PRON
futech-462	441	54	seamlessly	seamlessly	ADV
futech-462	441	55	fuses	fuse	VERB
futech-462	441	56	advanced	advanced	ADJ
futech-462	441	57	learning	learning	NOUN
futech-462	441	58	analytics	analytic	NOUN
futech-462	441	59	with	with	ADP
futech-462	441	60	es	es	NOUN
futech-462	441	61	...	...	PUNCT
futech-462	441	62	validation	validation	NOUN
futech-462	441	63	of	of	ADP
futech-462	441	64	algorithm	algorithm	NOUN
futech-462	441	65	1	1	NUM
futech-462	441	66	:	:	PUNCT
futech-462	441	67	the	the	DET
futech-462	441	68	validation	validation	NOUN
futech-462	441	69	indicated	indicate	VERB
futech-462	441	70	a	a	DET
futech-462	441	71	significant	significant	ADJ
futech-462	441	72	outperformance	outperformance	NOUN
futech-462	441	73	of	of	ADP
futech-462	441	74	traditional	traditional	ADJ
futech-462	441	75	methods	method	NOUN
futech-462	441	76	in	in	ADP
futech-462	441	77	finding	find	VERB
futech-462	441	78	educationally	educationally	ADV
futech-462	441	79	meaningful	meaningful	ADJ
futech-462	441	80	variables	variable	NOUN
futech-462	441	81	,	,	PUNCT
futech-462	441	82	such	such	ADJ
futech-462	441	83	as	as	ADP
futech-462	441	84	student	student	NOUN
futech-462	441	85	engagement	engagement	NOUN
futech-462	441	86	indicators	indicator	NOUN
futech-462	441	87	and	and	CCONJ
futech-462	441	88	collaborative	collaborative	ADJ
futech-462	441	89	learning	learning	NOUN
futech-462	441	90	patterns	pattern	NOUN
futech-462	441	91	,	,	PUNCT
futech-462	441	92	which	which	PRON
futech-462	441	93	are	be	AUX
futech-462	441	94	correlated	correlate	VERB
futech-462	441	95	with	with	ADP
futech-462	441	96	...	...	PUNCT
futech-462	442	1	the	the	DET
futech-462	442	2	established	establish	VERB
futech-462	442	3	framework	framework	NOUN
futech-462	442	4	had	have	AUX
futech-462	442	5	established	establish	VERB
futech-462	442	6	good	good	ADJ
futech-462	442	7	predictive	predictive	ADJ
futech-462	442	8	power	power	NOUN
futech-462	442	9	for	for	ADP
futech-462	442	10	each	each	PRON
futech-462	442	11	of	of	ADP
futech-462	442	12	the	the	DET
futech-462	442	13	five	five	NUM
futech-462	442	14	dimensions	dimension	NOUN
futech-462	442	15	of	of	ADP
futech-462	442	16	the	the	DET
futech-462	442	17	writing	writing	NOUN
futech-462	442	18	assessment	assessment	NOUN
futech-462	442	19	,	,	PUNCT
futech-462	442	20	but	but	CCONJ
futech-462	442	21	also	also	ADV
futech-462	442	22	maintained	maintain	VERB
futech-462	442	23	educational	educational	ADJ
futech-462	442	24	interpretability	interpretability	NOUN
futech-462	442	25	for	for	ADP
futech-462	442	26	practical	practical	ADJ
futech-462	442	27	classroom	classroom	NOUN
futech-462	442	28	use	use	NOUN
futech-462	442	29	,	,	PUNCT
futech-462	442	30	as	as	SCONJ
futech-462	442	31	shown	show	VERB
futech-462	442	32	in	in	ADP
futech-462	442	33	table	table	NOUN
futech-462	442	34	8	8	NUM
futech-462	442	35	.	.	PUNCT
futech-462	443	1	this	this	DET
futech-462	443	2	table	table	NOUN
futech-462	443	3	demonstrates	demonstrate	VERB
futech-462	443	4	poa	poa	PROPN
futech-462	443	5	-	-	PUNCT
futech-462	443	6	m	m	PRON
futech-462	443	7	...	...	PUNCT
futech-462	443	8	to	to	PART
futech-462	443	9	validate	validate	VERB
futech-462	443	10	the	the	DET
futech-462	443	11	individual	individual	ADJ
futech-462	443	12	contribution	contribution	NOUN
futech-462	443	13	of	of	ADP
futech-462	443	14	each	each	DET
futech-462	443	15	framework	framework	NOUN
futech-462	443	16	component	component	NOUN
futech-462	443	17	,	,	PUNCT
futech-462	443	18	comprehensive	comprehensive	ADJ
futech-462	443	19	ablation	ablation	NOUN
futech-462	443	20	studies	study	NOUN
futech-462	443	21	were	be	AUX
futech-462	443	22	conducted	conduct	VERB
futech-462	443	23	by	by	ADP
futech-462	443	24	systematically	systematically	ADV
futech-462	443	25	removing	remove	VERB
futech-462	443	26	key	key	ADJ
futech-462	443	27	algorithmic	algorithmic	ADJ
futech-462	443	28	elements	element	NOUN
futech-462	443	29	and	and	CCONJ
futech-462	443	30	measuring	measure	VERB
futech-462	443	31	resulting	result	VERB
futech-462	443	32	performance	performance	NOUN
futech-462	443	33	degradation	degradation	NOUN
futech-462	443	34	across	across	ADP
futech-462	443	35	all	all	DET
futech-462	443	36	writing	write	VERB
futech-462	443	37	dimensions	dimension	NOUN
futech-462	443	38	,	,	PUNCT
futech-462	443	39	as	as	SCONJ
futech-462	443	40	pr	pr	X
futech-462	443	41	...	...	PUNCT
futech-462	443	42	algorithm	algorithm	NOUN
futech-462	443	43	2	2	NUM
futech-462	443	44	validation	validation	NOUN
futech-462	443	45	revealed	reveal	VERB
futech-462	443	46	solid	solid	ADJ
futech-462	443	47	capability	capability	NOUN
futech-462	443	48	for	for	ADP
futech-462	443	49	early	early	ADJ
futech-462	443	50	identification	identification	NOUN
futech-462	443	51	of	of	ADP
futech-462	443	52	at	at	ADP
futech-462	443	53	-	-	PUNCT
futech-462	443	54	risk	risk	NOUN
futech-462	443	55	students	student	NOUN
futech-462	443	56	through	through	ADP
futech-462	443	57	three	three	NUM
futech-462	443	58	-	-	PUNCT
futech-462	443	59	dimensional	dimensional	ADJ
futech-462	443	60	engagement	engagement	NOUN
futech-462	443	61	pattern	pattern	NOUN
futech-462	443	62	recognition	recognition	NOUN
futech-462	443	63	.	.	PUNCT
futech-462	444	1	the	the	DET
futech-462	444	2	sdt	sdt	PROPN
futech-462	444	3	-	-	PUNCT
futech-462	444	4	based	base	VERB
futech-462	444	5	modeling	modeling	NOUN
futech-462	444	6	demonstrated	demonstrate	VERB
futech-462	444	7	consistent	consistent	ADJ
futech-462	444	8	effectiveness	effectiveness	NOUN
futech-462	444	9	across	across	ADP
futech-462	444	10	all	all	DET
futech-462	444	11	three	three	NUM
futech-462	444	12	psychological	psychological	ADJ
futech-462	444	13	dimensi	dimensi	NOUN
futech-462	444	14	...	...	PUNCT
futech-462	444	15	figure	figure	NOUN
futech-462	444	16	3	3	NUM
futech-462	444	17	demonstrates	demonstrate	VERB
futech-462	444	18	engagement	engagement	NOUN
futech-462	444	19	pattern	pattern	NOUN
futech-462	444	20	diversity	diversity	NOUN
futech-462	444	21	where	where	SCONJ
futech-462	444	22	high	high	ADJ
futech-462	444	23	sustained	sustain	VERB
futech-462	444	24	(	(	PUNCT
futech-462	444	25	28	28	NUM
futech-462	444	26	%	%	NOUN
futech-462	444	27	)	)	PUNCT
futech-462	444	28	and	and	CCONJ
futech-462	444	29	autonomy	autonomy	NOUN
futech-462	444	30	-	-	PUNCT
futech-462	444	31	oriented	orient	VERB
futech-462	444	32	(	(	PUNCT
futech-462	444	33	22	22	NUM
futech-462	444	34	%	%	NOUN
futech-462	444	35	)	)	PUNCT
futech-462	444	36	profiles	profile	NOUN
futech-462	444	37	represent	represent	VERB
futech-462	444	38	the	the	DET
futech-462	444	39	largest	large	ADJ
futech-462	444	40	student	student	NOUN
futech-462	444	41	groups	group	NOUN
futech-462	444	42	,	,	PUNCT
futech-462	444	43	while	while	SCONJ
futech-462	444	44	figure	figure	NOUN
futech-462	444	45	3(a	3(a	NUM
futech-462	444	46	)	)	PUNCT
futech-462	444	47	shows	show	VERB
futech-462	444	48	balanced	balanced	ADJ
futech-462	444	49	distribution	distribution	NOUN
futech-462	444	50	across	across	ADP
futech-462	444	51	five	five	NUM
futech-462	444	52	motivational	motivational	ADJ
futech-462	444	53	types	type	NOUN
futech-462	444	54	and	and	CCONJ
futech-462	444	55	figure	figure	VERB
futech-462	444	56	3(b	3(b	NUM
futech-462	444	57	)	)	PUNCT
futech-462	444	58	revea	revea	NOUN
futech-462	444	59	...	...	PUNCT
futech-462	444	60	sustained	sustain	VERB
futech-462	444	61	academic	academic	ADJ
futech-462	444	62	outcomes	outcome	NOUN
futech-462	444	63	reveal	reveal	VERB
futech-462	444	64	framework	framework	NOUN
futech-462	444	65	-	-	PUNCT
futech-462	444	66	supported	support	VERB
futech-462	444	67	students	student	NOUN
futech-462	444	68	achieving	achieve	VERB
futech-462	444	69	12.3	12.3	NUM
futech-462	444	70	%	%	NOUN
futech-462	444	71	higher	high	ADJ
futech-462	444	72	final	final	ADJ
futech-462	444	73	cet-4	cet-4	PUNCT
futech-462	444	74	writing	writing	NOUN
futech-462	444	75	scores	score	NOUN
futech-462	444	76	while	while	SCONJ
futech-462	444	77	maintaining	maintain	VERB
futech-462	444	78	engagement	engagement	NOUN
futech-462	444	79	levels	level	NOUN
futech-462	444	80	18.7	18.7	NUM
futech-462	444	81	%	%	NOUN
futech-462	444	82	above	above	ADP
futech-462	444	83	baseline	baseline	ADJ
futech-462	444	84	measurements	measurement	NOUN
futech-462	444	85	throughout	throughout	ADP
futech-462	444	86	the	the	DET
futech-462	444	87	academic	academic	ADJ
futech-462	444	88	year	year	NOUN
futech-462	444	89	.	.	PUNCT
futech-462	445	1	expanding	expand	VERB
futech-462	445	2	on	on	ADP
futech-462	445	3	these	these	DET
futech-462	445	4	intervention	intervention	NOUN
futech-462	445	5	effic	effic	ADV
futech-462	445	6	...	...	PUNCT
futech-462	445	7	3.4	3.4	NUM
futech-462	445	8	comparative	comparative	ADJ
futech-462	445	9	analysis	analysis	NOUN
futech-462	445	10	and	and	CCONJ
futech-462	445	11	advanced	advanced	ADJ
futech-462	445	12	algorithm	algorithm	NOUN
futech-462	445	13	performance	performance	NOUN
futech-462	445	14	validation	validation	NOUN
futech-462	445	15	following	follow	VERB
futech-462	445	16	the	the	DET
futech-462	445	17	comprehensive	comprehensive	ADJ
futech-462	445	18	validation	validation	NOUN
futech-462	445	19	of	of	ADP
futech-462	445	20	poa	poa	NOUN
futech-462	445	21	-	-	PUNCT
futech-462	445	22	mlsp	mlsp	ADJ
futech-462	445	23	framework	framework	NOUN
futech-462	445	24	components	component	NOUN
futech-462	445	25	and	and	CCONJ
futech-462	445	26	educational	educational	ADJ
futech-462	445	27	effectiveness	effectiveness	NOUN
futech-462	445	28	demonstration	demonstration	NOUN
futech-462	445	29	,	,	PUNCT
futech-462	445	30	it	it	PRON
futech-462	445	31	became	become	VERB
futech-462	445	32	crucial	crucial	ADJ
futech-462	445	33	to	to	PART
futech-462	445	34	establish	establish	VERB
futech-462	445	35	the	the	DET
futech-462	445	36	framework	framework	NOUN
futech-462	445	37	's	's	PART
futech-462	445	38	technical	technical	ADJ
futech-462	445	39	superiority	superiority	NOUN
futech-462	445	40	through	through	ADP
futech-462	445	41	systematic	systematic	ADJ
futech-462	445	42	comparison	comparison	NOUN
futech-462	445	43	with	with	ADP
futech-462	445	44	established	establish	VERB
futech-462	445	45	machine	machine	NOUN
futech-462	445	46	learning	learn	VERB
futech-462	445	47	a	a	DET
futech-462	445	48	...	...	PUNCT
futech-462	445	49	figure	figure	NOUN
futech-462	445	50	4(a	4(a	NUM
futech-462	445	51	)	)	PUNCT
futech-462	445	52	shows	show	VERB
futech-462	445	53	overall	overall	ADJ
futech-462	445	54	performance	performance	NOUN
futech-462	445	55	where	where	SCONJ
futech-462	445	56	poa	poa	NOUN
futech-462	445	57	-	-	PUNCT
futech-462	445	58	mlsp	mlsp	NOUN
futech-462	445	59	achieved	achieve	VERB
futech-462	445	60	r²	r²	NOUN
futech-462	445	61	=	=	PUNCT
futech-462	445	62	0.75	0.75	NUM
futech-462	445	63	±	±	NUM
futech-462	445	64	0.026	0.026	NUM
futech-462	445	65	,	,	PUNCT
futech-462	445	66	outperforming	outperform	VERB
futech-462	445	67	linear	linear	PROPN
futech-462	445	68	regression	regression	NOUN
futech-462	445	69	(	(	PUNCT
futech-462	445	70	r²	r²	NOUN
futech-462	445	71	=	=	SYM
futech-462	445	72	0.58	0.58	NUM
futech-462	445	73	)	)	PUNCT
futech-462	445	74	,	,	PUNCT
futech-462	445	75	random	random	ADJ
futech-462	445	76	forest	forest	NOUN
futech-462	445	77	(	(	PUNCT
futech-462	445	78	r²	r²	NOUN
futech-462	445	79	=	=	NOUN
futech-462	445	80	0.66	0.66	NUM
futech-462	445	81	)	)	PUNCT
futech-462	445	82	,	,	PUNCT
futech-462	445	83	and	and	CCONJ
futech-462	445	84	support	support	VERB
futech-462	445	85	vector	vector	NOUN
futech-462	445	86	machines	machine	NOUN
futech-462	445	87	(	(	PUNCT
futech-462	445	88	r²	r²	NOUN
futech-462	445	89	=	=	SYM
futech-462	445	90	0.63	0.63	NUM
futech-462	445	91	)	)	PUNCT
futech-462	445	92	by	by	ADP
futech-462	445	93	17	17	NUM
futech-462	445	94	-	-	SYM
futech-462	445	95	29	29	NUM
futech-462	445	96	%	%	NOUN
futech-462	445	97	,	,	PUNCT
futech-462	445	98	validating	validate	VERB
futech-462	445	99	educational	educational	ADJ
futech-462	445	100	theory	theory	NOUN
futech-462	445	101	integration	integration	NOUN
futech-462	445	102	benef	benef	ADJ
futech-462	445	103	...	...	PUNCT
futech-462	445	104	figure	figure	NOUN
futech-462	445	105	4	4	NUM
futech-462	445	106	.	.	PUNCT
futech-462	445	107	algorithm	algorithm	NOUN
futech-462	445	108	performance	performance	NOUN
futech-462	445	109	comparison	comparison	NOUN
futech-462	445	110	across	across	ADP
futech-462	445	111	writing	write	VERB
futech-462	445	112	dimensions	dimension	NOUN
futech-462	445	113	figure	figure	VERB
futech-462	445	114	5	5	NUM
futech-462	445	115	.	.	PUNCT
futech-462	445	116	teacher	teacher	NOUN
futech-462	445	117	satisfaction	satisfaction	NOUN
futech-462	445	118	and	and	CCONJ
futech-462	445	119	framework	framework	NOUN
futech-462	445	120	usability	usability	NOUN
futech-462	445	121	assessment	assessment	NOUN
futech-462	445	122	stakeholder	stakeholder	NOUN
futech-462	445	123	evaluation	evaluation	NOUN
futech-462	445	124	reveals	reveal	VERB
futech-462	445	125	strong	strong	ADJ
futech-462	445	126	teacher	teacher	NOUN
futech-462	445	127	acceptance	acceptance	NOUN
futech-462	445	128	with	with	ADP
futech-462	445	129	79.8	79.8	NUM
futech-462	445	130	%	%	NOUN
futech-462	445	131	±	±	NUM
futech-462	445	132	2.9	2.9	NUM
futech-462	445	133	%	%	NOUN
futech-462	445	134	reporting	report	VERB
futech-462	445	135	valuable	valuable	ADJ
futech-462	445	136	decision	decision	NOUN
futech-462	445	137	-	-	PUNCT
futech-462	445	138	making	make	VERB
futech-462	445	139	insights	insight	NOUN
futech-462	445	140	and	and	CCONJ
futech-462	445	141	81.5	81.5	NUM
futech-462	445	142	%	%	NOUN
futech-462	445	143	±	±	NUM
futech-462	445	144	2.4	2.4	NUM
futech-462	445	145	%	%	NOUN
futech-462	445	146	expressing	express	VERB
futech-462	445	147	continued	continue	VERB
futech-462	445	148	utilization	utilization	NOUN
futech-462	445	149	willingness	willingness	NOUN
futech-462	445	150	.	.	PUNCT
futech-462	446	1	implementation	implementation	NOUN
futech-462	446	2	feasibility	feasibility	NOUN
futech-462	446	3	validation	validation	NOUN
futech-462	446	4	shows	show	VERB
futech-462	446	5	minimal	minimal	ADJ
futech-462	446	6	training	training	NOUN
futech-462	446	7	requirem	requirem	VERB
futech-462	446	8	...	...	PUNCT
futech-462	446	9	4	4	X
futech-462	446	10	.	.	X
futech-462	446	11	discussion	discussion	NOUN
futech-462	446	12	the	the	DET
futech-462	446	13	poa	poa	NOUN
futech-462	446	14	-	-	PUNCT
futech-462	446	15	mlsp	mlsp	ADJ
futech-462	446	16	model	model	NOUN
futech-462	446	17	validity	validity	NOUN
futech-462	446	18	test	test	NOUN
futech-462	446	19	indicates	indicate	VERB
futech-462	446	20	a	a	DET
futech-462	446	21	significant	significant	ADJ
futech-462	446	22	move	move	NOUN
futech-462	446	23	forward	forward	ADV
futech-462	446	24	in	in	ADP
futech-462	446	25	educational	educational	ADJ
futech-462	446	26	predictions	prediction	NOUN
futech-462	446	27	from	from	ADP
futech-462	446	28	the	the	DET
futech-462	446	29	existing	exist	VERB
futech-462	446	30	approaches	approach	NOUN
futech-462	446	31	,	,	PUNCT
futech-462	446	32	especially	especially	ADV
futech-462	446	33	against	against	ADP
futech-462	446	34	the	the	DET
futech-462	446	35	background	background	NOUN
futech-462	446	36	of	of	ADP
futech-462	446	37	the	the	DET
futech-462	446	38	recent	recent	ADJ
futech-462	446	39	trends	trend	NOUN
futech-462	446	40	and	and	CCONJ
futech-462	446	41	advancements	advancement	NOUN
futech-462	446	42	in	in	ADP
futech-462	446	43	language	language	NOUN
futech-462	446	44	learning	learn	VERB
futech-462	446	45	analytics	analytic	NOUN
futech-462	446	46	and	and	CCONJ
futech-462	446	47	ai	ai	VERB
futech-462	446	48	.	.	PUNCT
futech-462	447	1	the	the	DET
futech-462	447	2	framework	framework	NOUN
futech-462	447	3	...	...	PUNCT
futech-462	447	4	the	the	DET
futech-462	447	5	temporal	temporal	ADJ
futech-462	447	6	learning	learning	NOUN
futech-462	447	7	trajectory	trajectory	NOUN
futech-462	447	8	analysis	analysis	NOUN
futech-462	447	9	identifying	identify	VERB
futech-462	447	10	different	different	ADJ
futech-462	447	11	patterns	pattern	NOUN
futech-462	447	12	of	of	ADP
futech-462	447	13	effectiveness	effectiveness	NOUN
futech-462	447	14	across	across	ADP
futech-462	447	15	poa	poa	PROPN
futech-462	447	16	’s	’s	PART
futech-462	447	17	three	three	NUM
futech-462	447	18	phases	phase	NOUN
futech-462	447	19	attests	attest	VERB
futech-462	447	20	to	to	ADP
futech-462	447	21	the	the	DET
futech-462	447	22	theoretical	theoretical	ADJ
futech-462	447	23	soundness	soundness	NOUN
futech-462	447	24	of	of	ADP
futech-462	447	25	the	the	DET
futech-462	447	26	approach	approach	NOUN
futech-462	447	27	,	,	PUNCT
futech-462	447	28	while	while	SCONJ
futech-462	447	29	providing	provide	VERB
futech-462	447	30	empirical	empirical	ADJ
futech-462	447	31	evidence	evidence	NOUN
futech-462	447	32	in	in	ADP
futech-462	447	33	support	support	NOUN
futech-462	447	34	of	of	ADP
futech-462	447	35	timely	timely	ADJ
futech-462	447	36	instructions	instruction	NOUN
futech-462	447	37	strategies	strategy	NOUN
futech-462	447	38	p	p	X
futech-462	447	39	...	...	PUNCT
futech-462	447	40	5	5	X
futech-462	447	41	.	.	X
futech-462	447	42	conclusion	conclusion	NOUN
futech-462	447	43	the	the	DET
futech-462	447	44	poa	poa	NOUN
futech-462	447	45	-	-	PUNCT
futech-462	447	46	mlsp	mlsp	ADJ
futech-462	447	47	model	model	NOUN
futech-462	447	48	is	be	AUX
futech-462	447	49	an	an	DET
futech-462	447	50	important	important	ADJ
futech-462	447	51	step	step	NOUN
futech-462	447	52	in	in	ADP
futech-462	447	53	the	the	DET
futech-462	447	54	application	application	NOUN
futech-462	447	55	of	of	ADP
futech-462	447	56	educational	educational	ADJ
futech-462	447	57	technology	technology	NOUN
futech-462	447	58	on	on	ADP
futech-462	447	59	language	language	NOUN
futech-462	447	60	teaching	teaching	NOUN
futech-462	447	61	,	,	PUNCT
futech-462	447	62	which	which	PRON
futech-462	447	63	successfully	successfully	ADV
futech-462	447	64	shows	show	VERB
futech-462	447	65	that	that	SCONJ
futech-462	447	66	the	the	DET
futech-462	447	67	advanced	advanced	ADJ
futech-462	447	68	machine	machine	NOUN
futech-462	447	69	learning	learn	VERB
futech-462	447	70	techniques	technique	NOUN
futech-462	447	71	can	can	AUX
futech-462	447	72	be	be	AUX
futech-462	447	73	meaningfully	meaningfully	ADV
futech-462	447	74	combined	combine	VERB
futech-462	447	75	with	with	ADP
futech-462	447	76	the	the	DET
futech-462	447	77	traditional	traditional	ADJ
futech-462	447	78	pedagogical	pedagogical	ADJ
futech-462	447	79	theory	theory	NOUN
futech-462	447	80	for	for	ADP
futech-462	447	81	...	...	PUNCT
futech-462	448	1	the	the	DET
futech-462	448	2	manuscript	manuscript	NOUN
futech-462	448	3	contains	contain	VERB
futech-462	448	4	all	all	DET
futech-462	448	5	the	the	DET
futech-462	448	6	data	datum	NOUN
futech-462	448	7	.	.	PUNCT
futech-462	449	1	however	however	ADV
futech-462	449	2	,	,	PUNCT
futech-462	449	3	more	more	ADJ
futech-462	449	4	data	datum	NOUN
futech-462	449	5	will	will	AUX
futech-462	449	6	be	be	AUX
futech-462	449	7	available	available	ADJ
futech-462	449	8	upon	upon	SCONJ
futech-462	449	9	request	request	NOUN
futech-462	449	10	from	from	ADP
futech-462	449	11	the	the	DET
futech-462	449	12	authors	author	NOUN
futech-462	449	13	.	.	PUNCT
futech-462	450	1	conflict	conflict	NOUN
futech-462	450	2	of	of	ADP
futech-462	450	3	interest	interest	NOUN
futech-462	450	4	the	the	DET
futech-462	450	5	authors	author	NOUN
futech-462	450	6	declare	declare	VERB
futech-462	450	7	no	no	DET
futech-462	450	8	potential	potential	ADJ
futech-462	450	9	conflict	conflict	NOUN
futech-462	450	10	of	of	ADP
futech-462	450	11	interest	interest	NOUN
futech-462	450	12	.	.	PUNCT
futech-462	451	1	references	reference	NOUN
futech-462	451	2	[	[	X
futech-462	451	3	1	1	NUM
futech-462	451	4	]	]	PUNCT
futech-462	451	5	qiu	qiu	PROPN
futech-462	451	6	,	,	PUNCT
futech-462	451	7	l.	l.	PROPN
futech-462	451	8	,	,	PUNCT
futech-462	451	9	enabling	enable	VERB
futech-462	451	10	in	in	ADP
futech-462	451	11	the	the	DET
futech-462	451	12	production	production	NOUN
futech-462	451	13	-	-	PUNCT
futech-462	451	14	oriented	orient	VERB
futech-462	451	15	approach	approach	NOUN
futech-462	451	16	:	:	PUNCT
futech-462	451	17	theoretical	theoretical	ADJ
futech-462	451	18	principles	principle	NOUN
futech-462	451	19	and	and	CCONJ
futech-462	451	20	classroom	classroom	NOUN
futech-462	451	21	implementation	implementation	NOUN
futech-462	451	22	.	.	PUNCT
futech-462	452	1	chinese	chinese	ADJ
futech-462	452	2	journal	journal	PROPN
futech-462	452	3	of	of	ADP
futech-462	452	4	applied	applied	ADJ
futech-462	452	5	linguistics	linguistic	NOUN
futech-462	452	6	,	,	PUNCT
futech-462	452	7	2020	2020	NUM
futech-462	452	8	.	.	PUNCT
futech-462	453	1	43(3	43(3	NUM
futech-462	453	2	):	):	PUNCT
futech-462	453	3	p.	p.	NOUN
futech-462	453	4	284	284	NUM
futech-462	453	5	-	-	SYM
futech-462	453	6	304	304	NUM
futech-462	453	7	.	.	PUNCT
futech-462	453	8	http://dx.doi.org/10.1515/cjal-2020-0019	http://dx.doi.org/10.1515/cjal-2020-0019	VERB
futech-462	454	1	[	[	X
futech-462	454	2	2	2	NUM
futech-462	454	3	]	]	X
futech-462	454	4	zhang	zhang	PROPN
futech-462	454	5	,	,	PUNCT
futech-462	454	6	w.	w.	PROPN
futech-462	454	7	,	,	PUNCT
futech-462	454	8	effects	effect	NOUN
futech-462	454	9	of	of	ADP
futech-462	454	10	the	the	DET
futech-462	454	11	production	production	NOUN
futech-462	454	12	-	-	PUNCT
futech-462	454	13	oriented	orient	VERB
futech-462	454	14	approach	approach	NOUN
futech-462	454	15	on	on	ADP
futech-462	454	16	efl	efl	PROPN
futech-462	454	17	learners	learner	NOUN
futech-462	454	18	’	'	PUNCT
futech-462	454	19	writing	write	VERB
futech-462	454	20	performance	performance	NOUN
futech-462	454	21	in	in	ADP
futech-462	454	22	china	china	PROPN
futech-462	454	23	’s	’s	PART
futech-462	454	24	tertiary	tertiary	ADJ
futech-462	454	25	education	education	NOUN
futech-462	454	26	.	.	PUNCT
futech-462	455	1	chinese	chinese	ADJ
futech-462	455	2	journal	journal	PROPN
futech-462	455	3	of	of	ADP
futech-462	455	4	applied	applied	ADJ
futech-462	455	5	linguistics	linguistic	NOUN
futech-462	455	6	,	,	PUNCT
futech-462	455	7	2020	2020	NUM
futech-462	455	8	.	.	PUNCT
futech-462	456	1	43(3	43(3	NUM
futech-462	456	2	):	):	PUNCT
futech-462	456	3	p.	p.	NOUN
futech-462	456	4	323	323	NUM
futech-462	456	5	-	-	SYM
futech-462	456	6	341	341	NUM
futech-462	456	7	.	.	PUNCT
futech-462	457	1	http://dx.doi.org/10.1515/cjal-2020-0021	http://dx.doi.org/10.1515/cjal-2020-0021	NOUN
futech-462	458	1	[	[	X
futech-462	458	2	3	3	X
futech-462	458	3	]	]	X
futech-462	458	4	liu	liu	PROPN
futech-462	458	5	,	,	PUNCT
futech-462	458	6	g.	g.	PROPN
futech-462	458	7	and	and	CCONJ
futech-462	458	8	h.	h.	PROPN
futech-462	458	9	cao	cao	PROPN
futech-462	458	10	,	,	PUNCT
futech-462	458	11	the	the	DET
futech-462	458	12	application	application	NOUN
futech-462	458	13	of	of	ADP
futech-462	458	14	poa	poa	NOUN
futech-462	458	15	-	-	PUNCT
futech-462	458	16	based	base	VERB
futech-462	458	17	reciprocal	reciprocal	ADJ
futech-462	458	18	teaching	teaching	NOUN
futech-462	458	19	model	model	NOUN
futech-462	458	20	in	in	ADP
futech-462	458	21	chinese	chinese	ADJ
futech-462	458	22	senior	senior	ADJ
futech-462	458	23	high	high	ADJ
futech-462	458	24	school	school	NOUN
futech-462	458	25	english	english	PROPN
futech-462	458	26	writing	write	VERB
futech-462	458	27	class	class	NOUN
futech-462	458	28	.	.	PUNCT
futech-462	459	1	theory	theory	NOUN
futech-462	459	2	and	and	CCONJ
futech-462	459	3	practice	practice	NOUN
futech-462	459	4	in	in	ADP
futech-462	459	5	language	language	NOUN
futech-462	459	6	studies	study	NOUN
futech-462	459	7	,	,	PUNCT
futech-462	459	8	2021	2021	NUM
futech-462	459	9	.	.	PUNCT
futech-462	460	1	11(8	11(8	NUM
futech-462	460	2	):	):	PUNCT
futech-462	460	3	p.	p.	NOUN
futech-462	460	4	891	891	NUM
futech-462	460	5	-	-	SYM
futech-462	460	6	900	900	NUM
futech-462	460	7	.	.	PUNCT
futech-462	460	8	http://dx.doi.org/10.17507/tpls.1108.04	http://dx.doi.org/10.17507/tpls.1108.04	NUM
futech-462	461	1	[	[	X
futech-462	461	2	4	4	NUM
futech-462	461	3	]	]	X
futech-462	461	4	xie	xie	PROPN
futech-462	461	5	,	,	PUNCT
futech-462	461	6	q.	q.	PROPN
futech-462	461	7	,	,	PUNCT
futech-462	461	8	using	use	VERB
futech-462	461	9	production	production	NOUN
futech-462	461	10	-	-	PUNCT
futech-462	461	11	oriented	orient	VERB
futech-462	461	12	approach	approach	NOUN
futech-462	461	13	in	in	ADP
futech-462	461	14	business	business	NOUN
futech-462	461	15	english	english	ADJ
futech-462	461	16	courses	course	NOUN
futech-462	461	17	:	:	PUNCT
futech-462	461	18	perceptions	perception	NOUN
futech-462	461	19	of	of	ADP
futech-462	461	20	china	china	PROPN
futech-462	461	21	’s	’s	PART
futech-462	461	22	english	english	PROPN
futech-462	461	23	-	-	PUNCT
futech-462	461	24	major	major	ADJ
futech-462	461	25	and	and	CCONJ
futech-462	461	26	non	non	ADJ
futech-462	461	27	-	-	ADJ
futech-462	461	28	english	english	ADJ
futech-462	461	29	-	-	PUNCT
futech-462	461	30	major	major	ADJ
futech-462	461	31	undergraduates	undergraduate	NOUN
futech-462	461	32	.	.	PUNCT
futech-462	462	1	sage	sage	NOUN
futech-462	462	2	open	open	ADJ
futech-462	462	3	,	,	PUNCT
futech-462	462	4	2021	2021	NUM
futech-462	462	5	.	.	PUNCT
futech-462	463	1	11(2	11(2	X
futech-462	463	2	):	):	PUNCT
futech-462	463	3	p.	p.	NOUN
futech-462	463	4	21582440211016553	21582440211016553	NUM
futech-462	463	5	.	.	PUNCT
futech-462	464	1	http://dx.doi.org/10.1177/21582440211016553	http://dx.doi.org/10.1177/21582440211016553	PROPN
futech-462	465	1	[	[	X
futech-462	465	2	5	5	NUM
futech-462	465	3	]	]	X
futech-462	465	4	zhao	zhao	X
futech-462	465	5	,	,	PUNCT
futech-462	465	6	y.	y.	PROPN
futech-462	465	7	,	,	PUNCT
futech-462	465	8	n.	n.	PROPN
futech-462	465	9	ainil	ainil	PROPN
futech-462	465	10	sulaiman	sulaiman	PROPN
futech-462	465	11	,	,	PUNCT
futech-462	465	12	and	and	CCONJ
futech-462	465	13	w.	w.	PROPN
futech-462	465	14	wahi	wahi	X
futech-462	465	15	,	,	PUNCT
futech-462	465	16	exploring	explore	VERB
futech-462	465	17	the	the	DET
futech-462	465	18	impact	impact	NOUN
futech-462	465	19	of	of	ADP
futech-462	465	20	the	the	DET
futech-462	465	21	production	production	NOUN
futech-462	465	22	-	-	PUNCT
futech-462	465	23	oriented	orient	VERB
futech-462	465	24	approach	approach	NOUN
futech-462	465	25	on	on	ADP
futech-462	465	26	chinese	chinese	ADJ
futech-462	465	27	university	university	NOUN
futech-462	465	28	students	student	NOUN
futech-462	465	29	'	'	PART
futech-462	465	30	motivation	motivation	NOUN
futech-462	465	31	for	for	ADP
futech-462	465	32	english	english	ADJ
futech-462	465	33	learning	learning	NOUN
futech-462	465	34	:	:	PUNCT
futech-462	465	35	a	a	DET
futech-462	465	36	mixed	mixed	ADJ
futech-462	465	37	methods	method	NOUN
futech-462	465	38	study	study	NOUN
futech-462	465	39	.	.	PUNCT
futech-462	466	1	arab	arab	PROPN
futech-462	466	2	world	world	PROPN
futech-462	466	3	english	english	PROPN
futech-462	466	4	journal	journal	PROPN
futech-462	466	5	,	,	PUNCT
futech-462	466	6	2024	2024	NUM
futech-462	466	7	.	.	PUNCT
futech-462	466	8	15(3	15(3	NUM
futech-462	466	9	):	):	PUNCT
futech-462	466	10	p.	p.	NOUN
futech-462	466	11	10.24093	10.24093	NUM
futech-462	466	12	.	.	PUNCT
futech-462	467	1	http	http	PROPN
futech-462	467	2	:	:	PUNCT
futech-462	467	3	...	...	PUNCT
futech-462	468	1	[	[	X
futech-462	468	2	6	6	NUM
futech-462	468	3	]	]	X
futech-462	468	4	cheng	cheng	PROPN
futech-462	468	5	,	,	PUNCT
futech-462	468	6	j.	j.	PROPN
futech-462	468	7	blended	blended	AUX
futech-462	468	8	learning	learn	VERB
futech-462	468	9	reform	reform	NOUN
futech-462	468	10	in	in	ADP
futech-462	468	11	english	english	ADJ
futech-462	468	12	viewing	viewing	NOUN
futech-462	468	13	,	,	PUNCT
futech-462	468	14	listening	listen	VERB
futech-462	468	15	and	and	CCONJ
futech-462	468	16	speaking	speak	VERB
futech-462	468	17	course	course	NOUN
futech-462	468	18	based	base	VERB
futech-462	468	19	on	on	ADP
futech-462	468	20	the	the	DET
futech-462	468	21	poa	poa	NOUN
futech-462	468	22	in	in	ADP
futech-462	468	23	the	the	DET
futech-462	468	24	post	post	ADJ
futech-462	468	25	-	-	ADJ
futech-462	468	26	pandemic	pandemic	ADJ
futech-462	468	27	era	era	NOUN
futech-462	468	28	.	.	PUNCT
futech-462	469	1	in	in	ADP
futech-462	469	2	frontiers	frontier	NOUN
futech-462	469	3	in	in	ADP
futech-462	469	4	education	education	NOUN
futech-462	469	5	.	.	PUNCT
futech-462	470	1	2025	2025	NUM
futech-462	470	2	.	.	PUNCT
futech-462	471	1	frontiers	frontier	NOUN
futech-462	471	2	media	media	PROPN
futech-462	471	3	sa	sa	PROPN
futech-462	471	4	.	.	PUNCT
futech-462	472	1	http://dx.doi.org/10.2991/icosihess-19.2019.9	http://dx.doi.org/10.2991/icosihess-19.2019.9	X
futech-462	473	1	[	[	X
futech-462	473	2	7	7	X
futech-462	473	3	]	]	PUNCT
futech-462	473	4	he	he	PRON
futech-462	473	5	,	,	PUNCT
futech-462	473	6	t.	t.	PROPN
futech-462	473	7	and	and	CCONJ
futech-462	473	8	c.	c.	PROPN
futech-462	473	9	li	li	PROPN
futech-462	473	10	,	,	PUNCT
futech-462	473	11	an	an	DET
futech-462	473	12	empirical	empirical	ADJ
futech-462	473	13	study	study	NOUN
futech-462	473	14	on	on	ADP
futech-462	473	15	the	the	DET
futech-462	473	16	teaching	teaching	NOUN
futech-462	473	17	mode	mode	NOUN
futech-462	473	18	of	of	ADP
futech-462	473	19	cultural	cultural	ADJ
futech-462	473	20	translation	translation	NOUN
futech-462	473	21	in	in	ADP
futech-462	473	22	college	college	NOUN
futech-462	473	23	english	english	PROPN
futech-462	473	24	based	base	VERB
futech-462	473	25	on	on	ADP
futech-462	473	26	the	the	DET
futech-462	473	27	production	production	NOUN
futech-462	473	28	oriented	orient	VERB
futech-462	473	29	approach	approach	NOUN
futech-462	473	30	(	(	PUNCT
futech-462	473	31	poa	poa	NOUN
futech-462	473	32	)	)	PUNCT
futech-462	473	33	.	.	PUNCT
futech-462	474	1	plos	plos	PROPN
futech-462	474	2	one	one	NUM
futech-462	474	3	,	,	PUNCT
futech-462	474	4	2025	2025	NUM
futech-462	474	5	.	.	PUNCT
futech-462	475	1	20(6	20(6	NUM
futech-462	475	2	):	):	PUNCT
futech-462	475	3	p.	p.	NOUN
futech-462	475	4	e0326127	e0326127	NOUN
futech-462	475	5	.	.	PUNCT
futech-462	476	1	http://dx.doi.org/10.1371/journal.pone.0326127	http://dx.doi.org/10.1371/journal.pone.0326127	NOUN
futech-462	477	1	[	[	X
futech-462	477	2	8	8	NUM
futech-462	477	3	]	]	X
futech-462	477	4	zhang	zhang	PROPN
futech-462	477	5	,	,	PUNCT
futech-462	477	6	l.	l.	PROPN
futech-462	477	7	and	and	CCONJ
futech-462	477	8	y.	y.	PROPN
futech-462	477	9	kong	kong	PROPN
futech-462	477	10	,	,	PUNCT
futech-462	477	11	integrating	integrate	VERB
futech-462	477	12	production	production	NOUN
futech-462	477	13	-	-	PUNCT
futech-462	477	14	oriented	orient	VERB
futech-462	477	15	approach	approach	NOUN
futech-462	477	16	(	(	PUNCT
futech-462	477	17	poa	poa	NOUN
futech-462	477	18	)	)	PUNCT
futech-462	477	19	in	in	ADP
futech-462	477	20	flipped	flip	VERB
futech-462	477	21	classrooms	classroom	NOUN
futech-462	477	22	:	:	PUNCT
futech-462	477	23	an	an	DET
futech-462	477	24	action	action	NOUN
futech-462	477	25	research	research	NOUN
futech-462	477	26	on	on	ADP
futech-462	477	27	enhancing	enhance	VERB
futech-462	477	28	spoken	speak	VERB
futech-462	477	29	english	english	ADJ
futech-462	477	30	instruction	instruction	NOUN
futech-462	477	31	for	for	ADP
futech-462	477	32	english	english	ADJ
futech-462	477	33	majors	major	NOUN
futech-462	477	34	in	in	ADP
futech-462	477	35	china	china	PROPN
futech-462	477	36	.	.	PUNCT
futech-462	478	1	forum	forum	PROPN
futech-462	478	2	for	for	ADP
futech-462	478	3	linguistic	linguistic	ADJ
futech-462	478	4	studies	study	NOUN
futech-462	478	5	,	,	PUNCT
futech-462	478	6	2025	2025	NUM
futech-462	478	7	.	.	PUNCT
futech-462	479	1	7(2	7(2	NUM
futech-462	479	2	):	):	PUNCT
futech-462	480	1	p.	p.	NOUN
futech-462	480	2	117–136	117–136	NUM
futech-462	480	3	.	.	PUNCT
futech-462	481	1	http://dx.d	http://dx.d	NOUN
futech-462	481	2	...	...	PUNCT
futech-462	482	1	[	[	X
futech-462	482	2	9	9	NUM
futech-462	482	3	]	]	SYM
futech-462	482	4	yibin	yibin	PROPN
futech-462	482	5	,	,	PUNCT
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futech-462	482	7	,	,	PUNCT
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futech-462	482	9	“	"	PUNCT
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futech-462	482	11	-	-	PUNCT
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futech-462	482	13	integration	integration	NOUN
futech-462	482	14	”	"	PUNCT
futech-462	482	15	practical	practical	ADJ
futech-462	482	16	training	training	NOUN
futech-462	482	17	courses	course	NOUN
futech-462	482	18	for	for	ADP
futech-462	482	19	english	english	ADJ
futech-462	482	20	teacher	teacher	NOUN
futech-462	482	21	trainees	trainee	NOUN
futech-462	482	22	from	from	ADP
futech-462	482	23	the	the	DET
futech-462	482	24	poa	poa	PROPN
futech-462	482	25	perspective	perspective	NOUN
futech-462	482	26	.	.	PUNCT
futech-462	483	1	us	us	PROPN
futech-462	483	2	-	-	PUNCT
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futech-462	483	4	education	education	PROPN
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futech-462	483	6	a	a	PRON
futech-462	483	7	,	,	PUNCT
futech-462	483	8	2025	2025	NUM
futech-462	483	9	.	.	PUNCT
futech-462	484	1	15	15	NUM
futech-462	484	2	.	.	X
futech-462	484	3	http://dx.doi.org/10.17265/2161-623x/2025.04.005	http://dx.doi.org/10.17265/2161-623x/2025.04.005	NOUN
futech-462	485	1	[	[	X
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futech-462	485	3	]	]	X
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futech-462	485	5	,	,	PUNCT
futech-462	485	6	k.a	k.a	PROPN
futech-462	485	7	.	.	PROPN
futech-462	485	8	,	,	PUNCT
futech-462	485	9	et	et	PROPN
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futech-462	485	12	,	,	PUNCT
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futech-462	485	14	-	-	PUNCT
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futech-462	485	16	and	and	CCONJ
futech-462	485	17	motivated	motivated	ADJ
futech-462	485	18	engagement	engagement	NOUN
futech-462	485	19	in	in	ADP
futech-462	485	20	language	language	NOUN
futech-462	485	21	learning	learning	NOUN
futech-462	485	22	,	,	PUNCT
futech-462	485	23	in	in	ADP
futech-462	485	24	the	the	DET
futech-462	485	25	palgrave	palgrave	ADJ
futech-462	485	26	handbook	handbook	NOUN
futech-462	485	27	of	of	ADP
futech-462	485	28	motivation	motivation	NOUN
futech-462	485	29	for	for	ADP
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futech-462	485	31	learning	learning	NOUN
futech-462	485	32	.	.	PUNCT
futech-462	486	1	2020	2020	NUM
futech-462	486	2	,	,	PUNCT
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futech-462	486	4	.	.	PUNCT
futech-462	487	1	p.	p.	NOUN
futech-462	487	2	95	95	NUM
futech-462	487	3	-	-	SYM
futech-462	487	4	115	115	NUM
futech-462	487	5	.	.	PUNCT
futech-462	488	1	http://dx.doi.org/10.1007/978-3-030-28380-3_5	http://dx.doi.org/10.1007/978-3-030-28380-3_5	PROPN
futech-462	489	1	[	[	X
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futech-462	489	3	]	]	SYM
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futech-462	489	5	,	,	PUNCT
futech-462	489	6	r.m	r.m	PROPN
futech-462	489	7	.	.	PROPN
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futech-462	489	9	e.l	e.l	PROPN
futech-462	489	10	.	.	PROPN
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futech-462	489	12	,	,	PUNCT
futech-462	489	13	intrinsic	intrinsic	ADJ
futech-462	489	14	and	and	CCONJ
futech-462	489	15	extrinsic	extrinsic	ADJ
futech-462	489	16	motivation	motivation	NOUN
futech-462	489	17	from	from	ADP
futech-462	489	18	a	a	DET
futech-462	489	19	self	self	NOUN
futech-462	489	20	-	-	PUNCT
futech-462	489	21	determination	determination	NOUN
futech-462	489	22	theory	theory	NOUN
futech-462	489	23	perspective	perspective	NOUN
futech-462	489	24	:	:	PUNCT
futech-462	489	25	definitions	definition	NOUN
futech-462	489	26	,	,	PUNCT
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futech-462	489	28	,	,	PUNCT
futech-462	489	29	practices	practice	NOUN
futech-462	489	30	,	,	PUNCT
futech-462	489	31	and	and	CCONJ
futech-462	489	32	future	future	ADJ
futech-462	489	33	directions	direction	NOUN
futech-462	489	34	.	.	PUNCT
futech-462	490	1	contemporary	contemporary	ADJ
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futech-462	490	4	,	,	PUNCT
futech-462	490	5	2020	2020	NUM
futech-462	490	6	.	.	PUNCT
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futech-462	491	2	:	:	PUNCT
futech-462	491	3	p.	p.	NOUN
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futech-462	491	5	.	.	PUNCT
futech-462	492	1	http://dx.doi.org/10.1037/	http://dx.doi.org/10.1037/	PROPN
futech-462	492	2	...	...	PUNCT
futech-462	493	1	[	[	X
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futech-462	493	3	]	]	X
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futech-462	493	7	.	.	PROPN
futech-462	493	8	,	,	PUNCT
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futech-462	493	10	support	support	NOUN
futech-462	493	11	for	for	ADP
futech-462	493	12	student	student	NOUN
futech-462	493	13	engagement	engagement	NOUN
futech-462	493	14	in	in	ADP
futech-462	493	15	blended	blended	ADJ
futech-462	493	16	learning	learning	NOUN
futech-462	493	17	based	base	VERB
futech-462	493	18	on	on	ADP
futech-462	493	19	self	self	NOUN
futech-462	493	20	-	-	PUNCT
futech-462	493	21	determination	determination	NOUN
futech-462	493	22	theory	theory	NOUN
futech-462	493	23	.	.	PUNCT
futech-462	494	1	computers	computer	NOUN
futech-462	494	2	in	in	ADP
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futech-462	494	5	,	,	PUNCT
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futech-462	494	7	.	.	PUNCT
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futech-462	495	2	:	:	PUNCT
futech-462	496	1	p.	p.	NOUN
futech-462	496	2	106909	106909	NUM
futech-462	496	3	.	.	PUNCT
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futech-462	497	2	[	[	X
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futech-462	497	4	]	]	X
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futech-462	497	6	,	,	PUNCT
futech-462	497	7	t.k	t.k	PROPN
futech-462	497	8	.	.	PROPN
futech-462	497	9	,	,	PUNCT
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futech-462	497	11	the	the	DET
futech-462	497	12	self	self	NOUN
futech-462	497	13	-	-	PUNCT
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futech-462	497	15	theory	theory	NOUN
futech-462	497	16	(	(	PUNCT
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futech-462	497	22	engagement	engagement	NOUN
futech-462	497	23	in	in	ADP
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futech-462	497	30	.	.	PUNCT
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futech-462	498	4	on	on	ADP
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futech-462	498	6	in	in	ADP
futech-462	498	7	education	education	NOUN
futech-462	498	8	,	,	PUNCT
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futech-462	498	10	.	.	PUNCT
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futech-462	499	2	):	):	PUNCT
futech-462	499	3	p.	p.	NOUN
futech-462	499	4	s14	s14	NOUN
futech-462	499	5	-	-	PUNCT
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futech-462	499	7	.	.	PUNCT
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futech-462	500	1	[	[	X
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futech-462	500	3	]	]	SYM
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futech-462	500	6	h.	h.	PROPN
futech-462	500	7	,	,	PUNCT
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futech-462	500	9	of	of	ADP
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futech-462	500	12	on	on	ADP
futech-462	500	13	student	student	NOUN
futech-462	500	14	engagement	engagement	NOUN
futech-462	500	15	in	in	ADP
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futech-462	500	19	:	:	PUNCT
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futech-462	500	21	effect	effect	NOUN
futech-462	500	22	of	of	ADP
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futech-462	500	24	support	support	NOUN
futech-462	500	25	and	and	CCONJ
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futech-462	500	27	role	role	NOUN
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futech-462	500	31	.	.	PUNCT
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futech-462	501	4	,	,	PUNCT
futech-462	501	5	2025	2025	NUM
futech-462	501	6	.	.	PUNCT
futech-462	502	1	16	16	NUM
futech-462	502	2	:	:	PUNCT
futech-462	502	3	p.	p.	NOUN
futech-462	502	4	1525192	1525192	NUM
futech-462	502	5	.	.	PUNCT
futech-462	503	1	http://dx.doi.org/10.3389/fpsyg.2025.15	http://dx.doi.org/10.3389/fpsyg.2025.15	PUNCT
futech-462	503	2	...	...	PUNCT
futech-462	504	1	[	[	X
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futech-462	504	3	]	]	X
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futech-462	504	5	,	,	PUNCT
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futech-462	504	16	the	the	DET
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futech-462	504	29	engagement	engagement	NOUN
futech-462	504	30	in	in	ADP
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futech-462	505	5	.	.	PUNCT
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futech-462	506	2	):	):	PUNCT
futech-462	507	1	p.	p.	NOUN
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futech-462	507	3	.	.	PUNCT
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futech-462	509	12	x.	x.	PROPN
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futech-462	509	14	,	,	PUNCT
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futech-462	509	20	the	the	DET
futech-462	509	21	influence	influence	NOUN
futech-462	509	22	of	of	ADP
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futech-462	509	24	support	support	NOUN
futech-462	509	25	,	,	PUNCT
futech-462	509	26	self	self	NOUN
futech-462	509	27	-	-	PUNCT
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futech-462	509	35	student	student	NOUN
futech-462	509	36	learning	learning	NOUN
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futech-462	509	38	in	in	ADP
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futech-462	510	5	2025	2025	NUM
futech-462	510	6	.	.	PUNCT
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futech-462	511	2	:	:	PUNCT
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futech-462	511	5	...	...	PUNCT
futech-462	512	1	[	[	X
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futech-462	512	10	,	,	PUNCT
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futech-462	512	12	student	student	NOUN
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futech-462	512	15	data	datum	NOUN
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futech-462	512	18	learning	learn	VERB
futech-462	512	19	analytics	analytic	NOUN
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futech-462	512	21	:	:	PUNCT
futech-462	512	22	a	a	DET
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futech-462	512	24	literature	literature	PROPN
futech-462	512	25	review	review	PROPN
futech-462	512	26	.	.	PUNCT
futech-462	513	1	applied	apply	VERB
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futech-462	513	3	,	,	PUNCT
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futech-462	514	5	.	.	PUNCT
futech-462	515	1	http://dx.doi.org/10.3390/app11010237	http://dx.doi.org/10.3390/app11010237	X
futech-462	516	1	[	[	X
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futech-462	516	10	.	.	PROPN
futech-462	516	11	,	,	PUNCT
futech-462	516	12	educational	educational	ADJ
futech-462	516	13	data	datum	NOUN
futech-462	516	14	mining	mining	NOUN
futech-462	516	15	techniques	technique	NOUN
futech-462	516	16	for	for	ADP
futech-462	516	17	student	student	NOUN
futech-462	516	18	performance	performance	NOUN
futech-462	516	19	prediction	prediction	NOUN
futech-462	516	20	:	:	PUNCT
futech-462	516	21	method	method	PROPN
futech-462	516	22	review	review	NOUN
futech-462	516	23	and	and	CCONJ
futech-462	516	24	comparison	comparison	NOUN
futech-462	516	25	analysis	analysis	NOUN
futech-462	516	26	.	.	PUNCT
futech-462	517	1	frontiers	frontier	NOUN
futech-462	517	2	in	in	ADP
futech-462	517	3	psychology	psychology	NOUN
futech-462	517	4	,	,	PUNCT
futech-462	517	5	2021	2021	NUM
futech-462	517	6	.	.	PUNCT
futech-462	518	1	12	12	NUM
futech-462	518	2	:	:	PUNCT
futech-462	519	1	p.	p.	NOUN
futech-462	519	2	698490	698490	NUM
futech-462	519	3	.	.	PUNCT
futech-462	520	1	http://dx.doi.org/10.3389/fpsyg.2021.698490	http://dx.doi.org/10.3389/fpsyg.2021.698490	X
futech-462	520	2	[	[	X
futech-462	520	3	19	19	NUM
futech-462	520	4	]	]	PUNCT
futech-462	520	5	yağcı	yağcı	NOUN
futech-462	520	6	,	,	PUNCT
futech-462	520	7	m.	m.	NOUN
futech-462	520	8	,	,	PUNCT
futech-462	520	9	educational	educational	ADJ
futech-462	520	10	data	datum	NOUN
futech-462	520	11	mining	mining	NOUN
futech-462	520	12	:	:	PUNCT
futech-462	520	13	prediction	prediction	NOUN
futech-462	520	14	of	of	ADP
futech-462	520	15	students	student	NOUN
futech-462	520	16	'	'	PART
futech-462	520	17	academic	academic	ADJ
futech-462	520	18	performance	performance	NOUN
futech-462	520	19	using	use	VERB
futech-462	520	20	machine	machine	NOUN
futech-462	520	21	learning	learning	NOUN
futech-462	520	22	algorithms	algorithm	NOUN
futech-462	520	23	.	.	PUNCT
futech-462	521	1	smart	smart	ADJ
futech-462	521	2	learning	learning	NOUN
futech-462	521	3	environments	environment	NOUN
futech-462	521	4	,	,	PUNCT
futech-462	521	5	2022	2022	NUM
futech-462	521	6	.	.	PUNCT
futech-462	522	1	9(1	9(1	NUM
futech-462	522	2	):	):	PUNCT
futech-462	523	1	p.	p.	NOUN
futech-462	523	2	11	11	NUM
futech-462	523	3	.	.	PUNCT
futech-462	523	4	http://dx.doi.org/10.1186/s40561-022-00192-z	http://dx.doi.org/10.1186/s40561-022-00192-z	PUNCT
futech-462	524	1	[	[	X
futech-462	524	2	20	20	NUM
futech-462	524	3	]	]	X
futech-462	524	4	lin	lin	PROPN
futech-462	524	5	,	,	PUNCT
futech-462	524	6	c.-c	c.-c	PROPN
futech-462	524	7	.	.	PUNCT
futech-462	524	8	,	,	PUNCT
futech-462	524	9	a.y	a.y	PROPN
futech-462	524	10	.	.	PROPN
futech-462	524	11	huang	huang	PROPN
futech-462	524	12	,	,	PUNCT
futech-462	524	13	and	and	CCONJ
futech-462	524	14	o.h	o.h	PROPN
futech-462	524	15	.	.	PROPN
futech-462	524	16	lu	lu	PROPN
futech-462	524	17	,	,	PUNCT
futech-462	524	18	artificial	artificial	ADJ
futech-462	524	19	intelligence	intelligence	NOUN
futech-462	524	20	in	in	ADP
futech-462	524	21	intelligent	intelligent	ADJ
futech-462	524	22	tutoring	tutoring	NOUN
futech-462	524	23	systems	system	NOUN
futech-462	524	24	toward	toward	ADP
futech-462	524	25	sustainable	sustainable	ADJ
futech-462	524	26	education	education	NOUN
futech-462	524	27	:	:	PUNCT
futech-462	524	28	a	a	DET
futech-462	524	29	systematic	systematic	ADJ
futech-462	524	30	review	review	NOUN
futech-462	524	31	.	.	PUNCT
futech-462	525	1	smart	smart	ADJ
futech-462	525	2	learning	learning	NOUN
futech-462	525	3	environments	environment	NOUN
futech-462	525	4	,	,	PUNCT
futech-462	525	5	2023	2023	NUM
futech-462	525	6	.	.	PUNCT
futech-462	526	1	10(1	10(1	NUM
futech-462	526	2	):	):	PUNCT
futech-462	526	3	p.	p.	NOUN
futech-462	526	4	41	41	NUM
futech-462	526	5	.	.	PUNCT
futech-462	527	1	http://dx.doi.org/10.1186/s40561-023-00260-y	http://dx.doi.org/10.1186/s40561-023-00260-y	X
futech-462	528	1	[	[	X
futech-462	528	2	21	21	NUM
futech-462	528	3	]	]	X
futech-462	528	4	sghir	sghir	NOUN
futech-462	528	5	,	,	PUNCT
futech-462	528	6	n.	n.	NOUN
futech-462	528	7	,	,	PUNCT
futech-462	528	8	a.	a.	NOUN
futech-462	528	9	adadi	adadi	NOUN
futech-462	528	10	,	,	PUNCT
futech-462	528	11	and	and	CCONJ
futech-462	528	12	m.	m.	PROPN
futech-462	528	13	lahmer	lahmer	PROPN
futech-462	528	14	,	,	PUNCT
futech-462	528	15	recent	recent	ADJ
futech-462	528	16	advances	advance	NOUN
futech-462	528	17	in	in	ADP
futech-462	528	18	predictive	predictive	ADJ
futech-462	528	19	learning	learning	NOUN
futech-462	528	20	analytics	analytic	NOUN
futech-462	528	21	:	:	PUNCT
futech-462	528	22	a	a	DET
futech-462	528	23	decade	decade	NOUN
futech-462	528	24	systematic	systematic	ADJ
futech-462	528	25	review	review	NOUN
futech-462	528	26	(	(	PUNCT
futech-462	528	27	2012–2022	2012–2022	NUM
futech-462	528	28	)	)	PUNCT
futech-462	528	29	.	.	PUNCT
futech-462	529	1	education	education	NOUN
futech-462	529	2	and	and	CCONJ
futech-462	529	3	information	information	NOUN
futech-462	529	4	technologies	technology	NOUN
futech-462	529	5	,	,	PUNCT
futech-462	529	6	2023	2023	NUM
futech-462	529	7	.	.	PUNCT
futech-462	530	1	28(7	28(7	NUM
futech-462	530	2	):	):	PUNCT
futech-462	531	1	p.	p.	NOUN
futech-462	531	2	8299	8299	NUM
futech-462	531	3	-	-	SYM
futech-462	531	4	8333	8333	NUM
futech-462	531	5	.	.	PUNCT
futech-462	531	6	http://dx.doi.org/10.1007/s10639-022-11536-0	http://dx.doi.org/10.1007/s10639-022-11536-0	PROPN
futech-462	532	1	[	[	X
futech-462	532	2	22	22	NUM
futech-462	532	3	]	]	X
futech-462	532	4	wang	wang	PROPN
futech-462	532	5	,	,	PUNCT
futech-462	532	6	s.	s.	PROPN
futech-462	532	7	,	,	PUNCT
futech-462	532	8	et	et	PROPN
futech-462	532	9	al	al	PROPN
futech-462	532	10	.	.	PROPN
futech-462	532	11	,	,	PUNCT
futech-462	532	12	artificial	artificial	ADJ
futech-462	532	13	intelligence	intelligence	NOUN
futech-462	532	14	in	in	ADP
futech-462	532	15	education	education	NOUN
futech-462	532	16	:	:	PUNCT
futech-462	532	17	a	a	DET
futech-462	532	18	systematic	systematic	ADJ
futech-462	532	19	literature	literature	NOUN
futech-462	532	20	review	review	NOUN
futech-462	532	21	.	.	PUNCT
futech-462	533	1	expert	expert	NOUN
futech-462	533	2	systems	system	NOUN
futech-462	533	3	with	with	ADP
futech-462	533	4	applications	application	NOUN
futech-462	533	5	,	,	PUNCT
futech-462	533	6	2024	2024	NUM
futech-462	533	7	.	.	PUNCT
futech-462	534	1	252	252	NUM
futech-462	534	2	:	:	PUNCT
futech-462	534	3	p.	p.	NOUN
futech-462	534	4	124167	124167	NUM
futech-462	534	5	.	.	PUNCT
futech-462	535	1	http://dx.doi.org/10.1016/j.eswa.2024.124167	http://dx.doi.org/10.1016/j.eswa.2024.124167	NUM
futech-462	536	1	[	[	X
futech-462	536	2	23	23	NUM
futech-462	536	3	]	]	X
futech-462	536	4	malik	malik	PROPN
futech-462	536	5	,	,	PUNCT
futech-462	536	6	s.	s.	PROPN
futech-462	536	7	,	,	PUNCT
futech-462	536	8	et	et	PROPN
futech-462	536	9	al	al	PROPN
futech-462	536	10	.	.	PROPN
futech-462	536	11	,	,	PUNCT
futech-462	536	12	advancing	advance	VERB
futech-462	536	13	educational	educational	ADJ
futech-462	536	14	data	datum	NOUN
futech-462	536	15	mining	mining	NOUN
futech-462	536	16	for	for	ADP
futech-462	536	17	enhanced	enhanced	ADJ
futech-462	536	18	student	student	NOUN
futech-462	536	19	performance	performance	NOUN
futech-462	536	20	prediction	prediction	NOUN
futech-462	536	21	:	:	PUNCT
futech-462	536	22	a	a	DET
futech-462	536	23	fusion	fusion	NOUN
futech-462	536	24	of	of	ADP
futech-462	536	25	feature	feature	NOUN
futech-462	536	26	selection	selection	NOUN
futech-462	536	27	algorithms	algorithm	NOUN
futech-462	536	28	and	and	CCONJ
futech-462	536	29	classification	classification	NOUN
futech-462	536	30	techniques	technique	NOUN
futech-462	536	31	with	with	ADP
futech-462	536	32	dynamic	dynamic	ADJ
futech-462	536	33	feature	feature	NOUN
futech-462	536	34	ensemble	ensemble	ADJ
futech-462	536	35	evolution	evolution	NOUN
futech-462	536	36	.	.	PUNCT
futech-462	537	1	scientific	scientific	ADJ
futech-462	537	2	reports	report	NOUN
futech-462	537	3	,	,	PUNCT
futech-462	537	4	2025	2025	NUM
futech-462	537	5	.	.	PUNCT
futech-462	538	1	15(1	15(1	NUM
futech-462	538	2	):	):	PUNCT
futech-462	538	3	p.	p.	NOUN
futech-462	538	4	...	...	PUNCT
futech-462	539	1	[	[	X
futech-462	539	2	24	24	NUM
futech-462	539	3	]	]	X
futech-462	539	4	angeioplastis	angeioplastis	PROPN
futech-462	539	5	,	,	PUNCT
futech-462	539	6	a.	a.	PROPN
futech-462	539	7	,	,	PUNCT
futech-462	539	8	et	et	PROPN
futech-462	539	9	al	al	PROPN
futech-462	539	10	.	.	PROPN
futech-462	539	11	,	,	PUNCT
futech-462	539	12	predicting	predict	VERB
futech-462	539	13	student	student	NOUN
futech-462	539	14	performance	performance	NOUN
futech-462	539	15	and	and	CCONJ
futech-462	539	16	enhancing	enhance	VERB
futech-462	539	17	learning	learn	VERB
futech-462	539	18	outcomes	outcome	NOUN
futech-462	539	19	:	:	PUNCT
futech-462	539	20	a	a	DET
futech-462	539	21	data	data	NOUN
futech-462	539	22	-	-	PUNCT
futech-462	539	23	driven	drive	VERB
futech-462	539	24	approach	approach	NOUN
futech-462	539	25	using	use	VERB
futech-462	539	26	educational	educational	ADJ
futech-462	539	27	data	datum	NOUN
futech-462	539	28	mining	mining	NOUN
futech-462	539	29	techniques	technique	NOUN
futech-462	539	30	.	.	PUNCT
futech-462	540	1	computers	computer	NOUN
futech-462	540	2	,	,	PUNCT
futech-462	540	3	2025	2025	NUM
futech-462	540	4	.	.	PUNCT
futech-462	541	1	14(3	14(3	NUM
futech-462	541	2	):	):	PUNCT
futech-462	541	3	p.	p.	NOUN
futech-462	541	4	83	83	NUM
futech-462	541	5	.	.	PUNCT
futech-462	542	1	http://dx.doi.org/10.3390/computers14030083	http://dx.doi.org/10.3390/computers14030083	PROPN
futech-462	543	1	[	[	X
futech-462	543	2	25	25	NUM
futech-462	543	3	]	]	X
futech-462	543	4	zhao	zhao	PROPN
futech-462	543	5	,	,	PUNCT
futech-462	543	6	c.	c.	PROPN
futech-462	543	7	and	and	CCONJ
futech-462	543	8	j.	j.	PROPN
futech-462	543	9	huang	huang	PROPN
futech-462	543	10	,	,	PUNCT
futech-462	543	11	the	the	DET
futech-462	543	12	impact	impact	NOUN
futech-462	543	13	of	of	ADP
futech-462	543	14	the	the	DET
futech-462	543	15	scoring	scoring	NOUN
futech-462	543	16	system	system	NOUN
futech-462	543	17	of	of	ADP
futech-462	543	18	a	a	DET
futech-462	543	19	large	large	ADJ
futech-462	543	20	-	-	PUNCT
futech-462	543	21	scale	scale	NOUN
futech-462	543	22	standardized	standardize	VERB
futech-462	543	23	efl	efl	PROPN
futech-462	543	24	writing	write	VERB
futech-462	543	25	assessment	assessment	NOUN
futech-462	543	26	on	on	ADP
futech-462	543	27	its	its	PRON
futech-462	543	28	score	score	NOUN
futech-462	543	29	variability	variability	NOUN
futech-462	543	30	and	and	CCONJ
futech-462	543	31	reliability	reliability	NOUN
futech-462	543	32	:	:	PUNCT
futech-462	543	33	implications	implication	NOUN
futech-462	543	34	for	for	ADP
futech-462	543	35	assessment	assessment	NOUN
futech-462	543	36	policy	policy	NOUN
futech-462	543	37	makers	maker	NOUN
futech-462	543	38	.	.	PUNCT
futech-462	544	1	studies	study	NOUN
futech-462	544	2	in	in	ADP
futech-462	544	3	educational	educational	ADJ
futech-462	544	4	evaluation	evaluation	NOUN
futech-462	544	5	,	,	PUNCT
futech-462	544	6	2020	2020	NUM
futech-462	544	7	.	.	PUNCT
futech-462	545	1	67	67	NUM
futech-462	545	2	:	:	PUNCT
futech-462	545	3	p.	p.	NOUN
futech-462	545	4	1009	1009	NUM
futech-462	545	5	...	...	PUNCT
futech-462	546	1	[	[	X
futech-462	546	2	26	26	NUM
futech-462	546	3	]	]	X
futech-462	546	4	chen	chen	PROPN
futech-462	546	5	,	,	PUNCT
futech-462	546	6	h.	h.	PROPN
futech-462	546	7	and	and	CCONJ
futech-462	546	8	j.	j.	PROPN
futech-462	546	9	pan	pan	PROPN
futech-462	546	10	,	,	PUNCT
futech-462	546	11	computer	computer	NOUN
futech-462	546	12	or	or	CCONJ
futech-462	546	13	human	human	NOUN
futech-462	546	14	:	:	PUNCT
futech-462	546	15	a	a	DET
futech-462	546	16	comparative	comparative	ADJ
futech-462	546	17	study	study	NOUN
futech-462	546	18	of	of	ADP
futech-462	546	19	automated	automate	VERB
futech-462	546	20	evaluation	evaluation	NOUN
futech-462	546	21	scoring	scoring	NOUN
futech-462	546	22	and	and	CCONJ
futech-462	546	23	instructors	instructor	NOUN
futech-462	546	24	’	'	PUNCT
futech-462	546	25	feedback	feedback	NOUN
futech-462	546	26	on	on	ADP
futech-462	546	27	chinese	chinese	ADJ
futech-462	546	28	college	college	NOUN
futech-462	546	29	students	student	NOUN
futech-462	546	30	’	'	PUNCT
futech-462	546	31	english	english	PROPN
futech-462	546	32	writing	writing	NOUN
futech-462	546	33	.	.	PUNCT
futech-462	547	1	asian	asian	ADJ
futech-462	547	2	-	-	PUNCT
futech-462	547	3	pacific	pacific	PROPN
futech-462	547	4	journal	journal	NOUN
futech-462	547	5	of	of	ADP
futech-462	547	6	second	second	ADJ
futech-462	547	7	and	and	CCONJ
futech-462	547	8	foreign	foreign	ADJ
futech-462	547	9	language	language	NOUN
futech-462	547	10	education	education	NOUN
futech-462	547	11	,	,	PUNCT
futech-462	547	12	2022	2022	NUM
futech-462	547	13	.	.	PUNCT
futech-462	548	1	7(1	7(1	NUM
futech-462	548	2	):	):	PUNCT
futech-462	548	3	p.	p.	NOUN
futech-462	548	4	34	34	NUM
futech-462	548	5	....	....	PUNCT
futech-462	549	1	[	[	X
futech-462	549	2	27	27	NUM
futech-462	549	3	]	]	X
futech-462	549	4	huang	huang	PROPN
futech-462	549	5	,	,	PUNCT
futech-462	549	6	c.	c.	PROPN
futech-462	549	7	,	,	PUNCT
futech-462	549	8	assessing	assess	VERB
futech-462	549	9	reading	reading	NOUN
futech-462	549	10	comprehension	comprehension	NOUN
futech-462	549	11	in	in	ADP
futech-462	549	12	cet-4	cet-4	NOUN
futech-462	549	13	:	:	PUNCT
futech-462	549	14	a	a	DET
futech-462	549	15	cross	cross	ADJ
futech-462	549	16	-	-	ADJ
futech-462	549	17	sectional	sectional	ADJ
futech-462	549	18	case	case	NOUN
futech-462	549	19	study	study	NOUN
futech-462	549	20	.	.	PUNCT
futech-462	550	1	interactive	interactive	ADJ
futech-462	550	2	learning	learning	NOUN
futech-462	550	3	environments	environment	NOUN
futech-462	550	4	,	,	PUNCT
futech-462	550	5	2023	2023	NUM
futech-462	550	6	.	.	PUNCT
futech-462	551	1	31(10	31(10	NUM
futech-462	551	2	):	):	PUNCT
futech-462	551	3	p.	p.	NOUN
futech-462	551	4	7149	7149	NUM
futech-462	551	5	-	-	SYM
futech-462	551	6	7158	7158	NUM
futech-462	551	7	.	.	PUNCT
futech-462	552	1	http://dx.doi.org/10.1080/10494820.2022.2061012	http://dx.doi.org/10.1080/10494820.2022.2061012	PUNCT
futech-462	553	1	[	[	X
futech-462	553	2	28	28	NUM
futech-462	553	3	]	]	X
futech-462	553	4	li	li	PROPN
futech-462	553	5	,	,	PUNCT
futech-462	553	6	k.	k.	PROPN
futech-462	553	7	,	,	PUNCT
futech-462	553	8	et	et	PROPN
futech-462	553	9	al	al	PROPN
futech-462	553	10	.	.	PUNCT
futech-462	553	11	test	test	NOUN
futech-462	553	12	fairness	fairness	NOUN
futech-462	553	13	of	of	ADP
futech-462	553	14	the	the	DET
futech-462	553	15	in	in	ADP
futech-462	553	16	-	-	PUNCT
futech-462	553	17	house	house	NOUN
futech-462	553	18	college	college	PROPN
futech-462	553	19	english	english	PROPN
futech-462	553	20	examination	examination	NOUN
futech-462	553	21	for	for	ADP
futech-462	553	22	chinese	chinese	ADJ
futech-462	553	23	non	non	ADJ
futech-462	553	24	-	-	ADJ
futech-462	553	25	english	english	ADJ
futech-462	553	26	major	major	ADJ
futech-462	553	27	undergraduates	undergraduate	NOUN
futech-462	553	28	:	:	PUNCT
futech-462	553	29	a	a	DET
futech-462	553	30	case	case	NOUN
futech-462	553	31	study	study	NOUN
futech-462	553	32	.	.	PUNCT
futech-462	554	1	in	in	ADP
futech-462	554	2	frontiers	frontier	NOUN
futech-462	554	3	in	in	ADP
futech-462	554	4	education	education	NOUN
futech-462	554	5	.	.	PUNCT
futech-462	555	1	2025	2025	NUM
futech-462	555	2	.	.	PUNCT
futech-462	556	1	frontiers	frontier	NOUN
futech-462	556	2	media	media	PROPN
futech-462	556	3	sa	sa	PROPN
futech-462	556	4	.	.	PUNCT
futech-462	557	1	http://dx.doi.org/10.3389/feduc.2025.1518315	http://dx.doi.org/10.3389/feduc.2025.1518315	PROPN
futech-462	557	2	[	[	X
futech-462	557	3	29	29	NUM
futech-462	557	4	]	]	X
futech-462	557	5	sun	sun	NOUN
futech-462	557	6	,	,	PUNCT
futech-462	557	7	q.	q.	PROPN
futech-462	557	8	,	,	PUNCT
futech-462	557	9	f.	f.	PROPN
futech-462	557	10	chen	chen	PROPN
futech-462	557	11	,	,	PUNCT
futech-462	557	12	and	and	CCONJ
futech-462	557	13	s.	s.	PROPN
futech-462	557	14	yin	yin	PROPN
futech-462	557	15	,	,	PUNCT
futech-462	557	16	the	the	DET
futech-462	557	17	role	role	NOUN
futech-462	557	18	and	and	CCONJ
futech-462	557	19	features	feature	NOUN
futech-462	557	20	of	of	ADP
futech-462	557	21	peer	peer	NOUN
futech-462	557	22	assessment	assessment	NOUN
futech-462	557	23	feedback	feedback	NOUN
futech-462	557	24	in	in	ADP
futech-462	557	25	college	college	NOUN
futech-462	557	26	english	english	PROPN
futech-462	557	27	writing	writing	NOUN
futech-462	557	28	.	.	PUNCT
futech-462	558	1	frontiers	frontier	NOUN
futech-462	558	2	in	in	ADP
futech-462	558	3	psychology	psychology	NOUN
futech-462	558	4	,	,	PUNCT
futech-462	558	5	2023	2023	NUM
futech-462	558	6	.	.	PUNCT
futech-462	559	1	13	13	NUM
futech-462	559	2	:	:	PUNCT
futech-462	560	1	p.	p.	NOUN
futech-462	560	2	1070618	1070618	NUM
futech-462	560	3	.	.	PUNCT
futech-462	561	1	http://dx.doi.org/10.1177/0265532220927487	http://dx.doi.org/10.1177/0265532220927487	PROPN
futech-462	562	1	[	[	X
futech-462	562	2	30	30	NUM
futech-462	562	3	]	]	X
futech-462	562	4	wu	wu	PROPN
futech-462	562	5	,	,	PUNCT
futech-462	562	6	c.	c.	PROPN
futech-462	562	7	,	,	PUNCT
futech-462	562	8	y.-w	y.-w	PROPN
futech-462	562	9	.	.	PUNCT
futech-462	563	1	zhang	zhang	PROPN
futech-462	563	2	,	,	PUNCT
futech-462	563	3	and	and	CCONJ
futech-462	563	4	a.w	a.w	PROPN
futech-462	563	5	.	.	PROPN
futech-462	563	6	li	li	PROPN
futech-462	563	7	,	,	PUNCT
futech-462	563	8	peer	peer	NOUN
futech-462	563	9	feedback	feedback	NOUN
futech-462	563	10	and	and	CCONJ
futech-462	563	11	chinese	chinese	ADJ
futech-462	563	12	medical	medical	ADJ
futech-462	563	13	students	student	NOUN
futech-462	563	14	’	’	PART
futech-462	563	15	english	english	ADJ
futech-462	563	16	academic	academic	NOUN
futech-462	563	17	writing	write	VERB
futech-462	563	18	development	development	NOUN
futech-462	563	19	:	:	PUNCT
futech-462	563	20	a	a	DET
futech-462	563	21	longitudinal	longitudinal	ADJ
futech-462	563	22	intervention	intervention	NOUN
futech-462	563	23	study	study	NOUN
futech-462	563	24	.	.	PUNCT
futech-462	564	1	bmc	bmc	PROPN
futech-462	564	2	medical	medical	ADJ
futech-462	564	3	education	education	NOUN
futech-462	564	4	,	,	PUNCT
futech-462	564	5	2023	2023	NUM
futech-462	564	6	.	.	PUNCT
futech-462	565	1	23(1	23(1	X
futech-462	565	2	):	):	PUNCT
futech-462	565	3	p.	p.	NOUN
futech-462	565	4	578	578	NUM
futech-462	565	5	.	.	PUNCT
futech-462	565	6	http://dx.doi.org/10.1186/s12909-023-04574-w	http://dx.doi.org/10.1186/s12909-023-04574-w	X
futech-462	566	1	[	[	X
futech-462	566	2	31	31	NUM
futech-462	566	3	]	]	SYM
futech-462	566	4	de	de	X
futech-462	566	5	caux	caux	NOUN
futech-462	566	6	,	,	PUNCT
futech-462	566	7	b.c	b.c	PROPN
futech-462	566	8	.	.	PROPN
futech-462	566	9	and	and	CCONJ
futech-462	566	10	l.	l.	PROPN
futech-462	566	11	pretorius	pretorius	PROPN
futech-462	566	12	,	,	PUNCT
futech-462	566	13	learning	learn	VERB
futech-462	566	14	together	together	ADV
futech-462	566	15	through	through	ADP
futech-462	566	16	collaborative	collaborative	ADJ
futech-462	566	17	writing	writing	NOUN
futech-462	566	18	:	:	PUNCT
futech-462	566	19	the	the	DET
futech-462	566	20	power	power	NOUN
futech-462	566	21	of	of	ADP
futech-462	566	22	peer	peer	NOUN
futech-462	566	23	feedback	feedback	NOUN
futech-462	566	24	and	and	CCONJ
futech-462	566	25	discussion	discussion	NOUN
futech-462	566	26	in	in	ADP
futech-462	566	27	doctoral	doctoral	ADJ
futech-462	566	28	writing	writing	NOUN
futech-462	566	29	groups	group	NOUN
futech-462	566	30	.	.	PUNCT
futech-462	567	1	studies	study	NOUN
futech-462	567	2	in	in	ADP
futech-462	567	3	educational	educational	ADJ
futech-462	567	4	evaluation	evaluation	NOUN
futech-462	567	5	,	,	PUNCT
futech-462	567	6	2024	2024	NUM
futech-462	567	7	.	.	PUNCT
futech-462	568	1	83	83	NUM
futech-462	568	2	:	:	PUNCT
futech-462	568	3	p.	p.	NOUN
futech-462	568	4	101379	101379	NUM
futech-462	568	5	.	.	PUNCT
futech-462	569	1	http://dx.doi.org/10.1016/j.stueduc.20	http://dx.doi.org/10.1016/j.stueduc.20	X
futech-462	569	2	...	...	PUNCT
futech-462	570	1	[	[	X
futech-462	570	2	32	32	NUM
futech-462	570	3	]	]	SYM
futech-462	570	4	peungcharoenkun	peungcharoenkun	PROPN
futech-462	570	5	,	,	PUNCT
futech-462	570	6	t.	t.	PROPN
futech-462	570	7	and	and	CCONJ
futech-462	570	8	b.	b.	PROPN
futech-462	570	9	waluyo	waluyo	PROPN
futech-462	570	10	,	,	PUNCT
futech-462	570	11	students	student	NOUN
futech-462	570	12	’	'	PUNCT
futech-462	570	13	affective	affective	ADJ
futech-462	570	14	engagements	engagement	NOUN
futech-462	570	15	in	in	ADP
futech-462	570	16	peer	peer	NOUN
futech-462	570	17	feedback	feedback	NOUN
futech-462	570	18	across	across	ADP
futech-462	570	19	offline	offline	ADJ
futech-462	570	20	and	and	CCONJ
futech-462	570	21	online	online	ADJ
futech-462	570	22	english	english	ADJ
futech-462	570	23	learning	learn	VERB
futech-462	570	24	environments	environment	NOUN
futech-462	570	25	in	in	ADP
futech-462	570	26	thai	thai	PROPN
futech-462	570	27	higher	high	ADJ
futech-462	570	28	education	education	NOUN
futech-462	570	29	.	.	PUNCT
futech-462	571	1	asian	asian	ADJ
futech-462	571	2	-	-	PUNCT
futech-462	571	3	pacific	pacific	PROPN
futech-462	571	4	journal	journal	NOUN
futech-462	571	5	of	of	ADP
futech-462	571	6	second	second	ADJ
futech-462	571	7	and	and	CCONJ
futech-462	571	8	foreign	foreign	ADJ
futech-462	571	9	language	language	NOUN
futech-462	571	10	education	education	NOUN
futech-462	571	11	,	,	PUNCT
futech-462	571	12	2024	2024	NUM
futech-462	571	13	.	.	PUNCT
futech-462	572	1	9(1	9(1	NUM
futech-462	572	2	):	):	PUNCT
futech-462	573	1	p.	p.	NOUN
futech-462	573	2	6	6	NUM
futech-462	573	3	...	...	PUNCT
futech-462	574	1	[	[	X
futech-462	574	2	33	33	NUM
futech-462	574	3	]	]	X
futech-462	574	4	wang	wang	PROPN
futech-462	574	5	,	,	PUNCT
futech-462	574	6	w.	w.	PROPN
futech-462	574	7	and	and	CCONJ
futech-462	574	8	c.	c.	PROPN
futech-462	574	9	lyu	lyu	PROPN
futech-462	574	10	,	,	PUNCT
futech-462	574	11	the	the	DET
futech-462	574	12	effectiveness	effectiveness	NOUN
futech-462	574	13	of	of	ADP
futech-462	574	14	production	production	NOUN
futech-462	574	15	-	-	PUNCT
futech-462	574	16	oriented	orient	VERB
futech-462	574	17	approach	approach	NOUN
futech-462	574	18	on	on	ADP
futech-462	574	19	students	student	NOUN
futech-462	574	20	’	'	PUNCT
futech-462	574	21	english	english	ADJ
futech-462	574	22	language	language	NOUN
futech-462	574	23	skills	skill	NOUN
futech-462	574	24	:	:	PUNCT
futech-462	574	25	a	a	DET
futech-462	574	26	meta	meta	ADJ
futech-462	574	27	-	-	PUNCT
futech-462	574	28	analysis	analysis	NOUN
futech-462	574	29	.	.	PUNCT
futech-462	575	1	the	the	DET
futech-462	575	2	asia	asia	PROPN
futech-462	575	3	-	-	PUNCT
futech-462	575	4	pacific	pacific	PROPN
futech-462	575	5	education	education	NOUN
futech-462	575	6	researcher	researcher	NOUN
futech-462	575	7	,	,	PUNCT
futech-462	575	8	2025	2025	NUM
futech-462	575	9	.	.	PUNCT
futech-462	576	1	http://dx.doi.org/https://doi.org/10.1007/s40299-025-00990-2	http://dx.doi.org/https://doi.org/10.1007/s40299-025-00990-2	VERB
futech-462	577	1	[	[	X
futech-462	577	2	34	34	NUM
futech-462	577	3	]	]	X
futech-462	577	4	liew	liew	PROPN
futech-462	577	5	,	,	PUNCT
futech-462	577	6	p.y	p.y	PROPN
futech-462	577	7	.	.	PROPN
futech-462	577	8	and	and	CCONJ
futech-462	577	9	i.k	i.k	PROPN
futech-462	577	10	.	.	PROPN
futech-462	577	11	tan	tan	PROPN
futech-462	577	12	.	.	PUNCT
futech-462	578	1	on	on	ADP
futech-462	578	2	automated	automate	VERB
futech-462	578	3	essay	essay	NOUN
futech-462	578	4	grading	grade	VERB
futech-462	578	5	using	use	VERB
futech-462	578	6	large	large	ADJ
futech-462	578	7	language	language	NOUN
futech-462	578	8	models	model	NOUN
futech-462	578	9	.	.	PUNCT
futech-462	579	1	in	in	ADP
futech-462	579	2	proceedings	proceeding	NOUN
futech-462	579	3	of	of	ADP
futech-462	579	4	the	the	DET
futech-462	579	5	2024	2024	NUM
futech-462	579	6	8th	8th	ADJ
futech-462	579	7	international	international	ADJ
futech-462	579	8	conference	conference	NOUN
futech-462	579	9	on	on	ADP
futech-462	579	10	computer	computer	NOUN
futech-462	579	11	science	science	NOUN
futech-462	579	12	and	and	CCONJ
futech-462	579	13	artificial	artificial	ADJ
futech-462	579	14	intelligence	intelligence	NOUN
futech-462	579	15	.	.	PUNCT
futech-462	580	1	2024	2024	NUM
futech-462	580	2	.	.	PUNCT
futech-462	581	1	http://dx.doi.org/10.1145/3709026.3709030	http://dx.doi.org/10.1145/3709026.3709030	NUM
futech-462	581	2	[	[	X
futech-462	581	3	35	35	NUM
futech-462	581	4	]	]	X
futech-462	581	5	misgna	misgna	NOUN
futech-462	581	6	,	,	PUNCT
futech-462	581	7	h.	h.	PROPN
futech-462	581	8	,	,	PUNCT
futech-462	581	9	et	et	PROPN
futech-462	581	10	al	al	PROPN
futech-462	581	11	.	.	PROPN
futech-462	581	12	,	,	PUNCT
futech-462	581	13	a	a	DET
futech-462	581	14	survey	survey	NOUN
futech-462	581	15	on	on	ADP
futech-462	581	16	deep	deep	ADJ
futech-462	581	17	learning	learning	NOUN
futech-462	581	18	-	-	PUNCT
futech-462	581	19	based	base	VERB
futech-462	581	20	automated	automate	VERB
futech-462	581	21	essay	essay	NOUN
futech-462	581	22	scoring	scoring	NOUN
futech-462	581	23	and	and	CCONJ
futech-462	581	24	feedback	feedback	NOUN
futech-462	581	25	generation	generation	NOUN
futech-462	581	26	.	.	PUNCT
futech-462	582	1	artificial	artificial	ADJ
futech-462	582	2	intelligence	intelligence	NOUN
futech-462	582	3	review	review	NOUN
futech-462	582	4	,	,	PUNCT
futech-462	582	5	2024	2024	NUM
futech-462	582	6	.	.	PUNCT
futech-462	583	1	58(2	58(2	NUM
futech-462	583	2	):	):	PUNCT
futech-462	583	3	p.	p.	NOUN
futech-462	583	4	36	36	NUM
futech-462	583	5	.	.	PUNCT
futech-462	584	1	http://dx.doi.org/10.1007/s10462-024-11017-5	http://dx.doi.org/10.1007/s10462-024-11017-5	PUNCT
futech-462	585	1	[	[	X
futech-462	585	2	36	36	NUM
futech-462	585	3	]	]	PUNCT
futech-462	585	4	merino	merino	NOUN
futech-462	585	5	-	-	PUNCT
futech-462	585	6	campos	campos	PROPN
futech-462	585	7	,	,	PUNCT
futech-462	585	8	c.	c.	PROPN
futech-462	585	9	,	,	PUNCT
futech-462	585	10	the	the	DET
futech-462	585	11	impact	impact	NOUN
futech-462	585	12	of	of	ADP
futech-462	585	13	artificial	artificial	ADJ
futech-462	585	14	intelligence	intelligence	NOUN
futech-462	585	15	on	on	ADP
futech-462	585	16	personalized	personalized	ADJ
futech-462	585	17	learning	learning	NOUN
futech-462	585	18	in	in	ADP
futech-462	585	19	higher	high	ADJ
futech-462	585	20	education	education	NOUN
futech-462	585	21	:	:	PUNCT
futech-462	585	22	a	a	DET
futech-462	585	23	systematic	systematic	ADJ
futech-462	585	24	review	review	NOUN
futech-462	585	25	.	.	PUNCT
futech-462	586	1	trends	trend	NOUN
futech-462	586	2	in	in	ADP
futech-462	586	3	higher	high	ADJ
futech-462	586	4	education	education	NOUN
futech-462	586	5	,	,	PUNCT
futech-462	586	6	2025	2025	NUM
futech-462	586	7	.	.	PUNCT
futech-462	587	1	4(2	4(2	NUM
futech-462	587	2	):	):	PUNCT
futech-462	588	1	p.	p.	NOUN
futech-462	588	2	17	17	NUM
futech-462	588	3	.	.	PUNCT
futech-462	589	1	http://dx.doi.org/10.3390/higheredu4020017	http://dx.doi.org/10.3390/higheredu4020017	PROPN
futech-462	590	1	[	[	X
futech-462	590	2	37	37	NUM
futech-462	590	3	]	]	X
futech-462	590	4	huang	huang	PROPN
futech-462	590	5	,	,	PUNCT
futech-462	590	6	t.	t.	PROPN
futech-462	590	7	,	,	PUNCT
futech-462	590	8	et	et	PROPN
futech-462	590	9	al	al	PROPN
futech-462	590	10	.	.	PROPN
futech-462	590	11	,	,	PUNCT
futech-462	590	12	the	the	DET
futech-462	590	13	effect	effect	NOUN
futech-462	590	14	of	of	ADP
futech-462	590	15	production	production	NOUN
futech-462	590	16	-	-	PUNCT
futech-462	590	17	oriented	orient	VERB
futech-462	590	18	approach	approach	NOUN
futech-462	590	19	on	on	ADP
futech-462	590	20	chinese	chinese	ADJ
futech-462	590	21	university	university	NOUN
futech-462	590	22	students	student	NOUN
futech-462	590	23	’	'	PUNCT
futech-462	590	24	foreign	foreign	ADJ
futech-462	590	25	language	language	NOUN
futech-462	590	26	writing	write	VERB
futech-462	590	27	anxiety	anxiety	NOUN
futech-462	590	28	and	and	CCONJ
futech-462	590	29	english	english	ADJ
futech-462	590	30	writing	writing	NOUN
futech-462	590	31	performance	performance	NOUN
futech-462	590	32	:	:	PUNCT
futech-462	590	33	evidence	evidence	NOUN
futech-462	590	34	from	from	ADP
futech-462	590	35	a	a	DET
futech-462	590	36	longitudinal	longitudinal	ADJ
futech-462	590	37	study	study	NOUN
futech-462	590	38	.	.	PUNCT
futech-462	591	1	sage	sage	NOUN
futech-462	591	2	open	open	ADJ
futech-462	591	3	,	,	PUNCT
futech-462	591	4	2025	2025	NUM
futech-462	591	5	.	.	PUNCT
futech-462	592	1	15(2	15(2	NUM
futech-462	592	2	):	):	PUNCT
futech-462	592	3	p.	p.	NOUN
futech-462	592	4	21582440251344016	21582440251344016	NUM
futech-462	592	5	.	.	PUNCT
futech-462	593	1	http	http	X
futech-462	593	2	...	...	PUNCT
futech-462	594	1	[	[	X
futech-462	594	2	38	38	NUM
futech-462	594	3	]	]	X
futech-462	594	4	sun	sun	PROPN
futech-462	594	5	,	,	PUNCT
futech-462	594	6	l.	l.	PROPN
futech-462	594	7	,	,	PUNCT
futech-462	594	8	h.h	h.h	PROPN
futech-462	594	9	.	.	PROPN
futech-462	594	10	ismail	ismail	PROPN
futech-462	594	11	,	,	PUNCT
futech-462	594	12	and	and	CCONJ
futech-462	594	13	a.a	a.a	PROPN
futech-462	594	14	.	.	PROPN
futech-462	594	15	aziz	aziz	PROPN
futech-462	594	16	,	,	PUNCT
futech-462	594	17	current	current	ADJ
futech-462	594	18	english	english	ADJ
futech-462	594	19	language	language	NOUN
futech-462	594	20	teaching	teaching	NOUN
futech-462	594	21	using	use	VERB
futech-462	594	22	production	production	NOUN
futech-462	594	23	-	-	PUNCT
futech-462	594	24	oriented	orient	VERB
futech-462	594	25	approach	approach	NOUN
futech-462	594	26	:	:	PUNCT
futech-462	594	27	a	a	DET
futech-462	594	28	systematic	systematic	ADJ
futech-462	594	29	review	review	NOUN
futech-462	594	30	.	.	PUNCT
futech-462	595	1	world	world	PROPN
futech-462	595	2	journal	journal	PROPN
futech-462	595	3	of	of	ADP
futech-462	595	4	english	english	PROPN
futech-462	595	5	language	language	NOUN
futech-462	595	6	,	,	PUNCT
futech-462	595	7	2024	2024	NUM
futech-462	595	8	.	.	PUNCT
futech-462	595	9	14(4	14(4	NUM
futech-462	595	10	)	)	PUNCT
futech-462	595	11	.	.	PUNCT
futech-462	596	1	http://dx.doi.org/10.5430/wjel.v14n4p101	http://dx.doi.org/10.5430/wjel.v14n4p101	PRON
futech-462	597	1	[	[	X
futech-462	597	2	39	39	NUM
futech-462	597	3	]	]	X
futech-462	597	4	zheng	zheng	PROPN
futech-462	597	5	,	,	PUNCT
futech-462	597	6	x.	x.	PROPN
futech-462	597	7	and	and	CCONJ
futech-462	597	8	j.	j.	PROPN
futech-462	597	9	zhang	zhang	PROPN
futech-462	597	10	,	,	PUNCT
futech-462	597	11	the	the	DET
futech-462	597	12	usage	usage	NOUN
futech-462	597	13	of	of	ADP
futech-462	597	14	a	a	DET
futech-462	597	15	transformer	transformer	NOUN
futech-462	597	16	based	base	VERB
futech-462	597	17	and	and	CCONJ
futech-462	597	18	artificial	artificial	ADJ
futech-462	597	19	intelligence	intelligence	NOUN
futech-462	597	20	driven	drive	VERB
futech-462	597	21	multidimensional	multidimensional	ADJ
futech-462	597	22	feedback	feedback	NOUN
futech-462	597	23	system	system	NOUN
futech-462	597	24	in	in	ADP
futech-462	597	25	english	english	ADJ
futech-462	597	26	writing	writing	NOUN
futech-462	597	27	instruction	instruction	NOUN
futech-462	597	28	.	.	PUNCT
futech-462	598	1	scientific	scientific	ADJ
futech-462	598	2	reports	report	NOUN
futech-462	598	3	,	,	PUNCT
futech-462	598	4	2025	2025	NUM
futech-462	598	5	.	.	PUNCT
futech-462	599	1	15(1	15(1	NUM
futech-462	599	2	):	):	PUNCT
futech-462	599	3	p.	p.	NOUN
futech-462	599	4	19268	19268	NUM
futech-462	599	5	.	.	PUNCT
futech-462	599	6	http://dx.doi.org/10.1038/s41598-025-05026-9	http://dx.doi.org/10.1038/s41598-025-05026-9	PUNCT
futech-462	600	1	[	[	X
futech-462	600	2	40	40	NUM
futech-462	600	3	]	]	X
futech-462	600	4	shi	shi	PROPN
futech-462	600	5	,	,	PUNCT
futech-462	600	6	h.	h.	PROPN
futech-462	600	7	,	,	PUNCT
futech-462	600	8	et	et	PROPN
futech-462	600	9	al	al	PROPN
futech-462	600	10	.	.	PROPN
futech-462	600	11	,	,	PUNCT
futech-462	600	12	comparing	compare	VERB
futech-462	600	13	the	the	DET
futech-462	600	14	effects	effect	NOUN
futech-462	600	15	of	of	ADP
futech-462	600	16	chatgpt	chatgpt	NOUN
futech-462	600	17	and	and	CCONJ
futech-462	600	18	automated	automate	VERB
futech-462	600	19	writing	writing	NOUN
futech-462	600	20	evaluation	evaluation	NOUN
futech-462	600	21	on	on	ADP
futech-462	600	22	students	student	NOUN
futech-462	600	23	’	'	PUNCT
futech-462	600	24	writing	writing	NOUN
futech-462	600	25	and	and	CCONJ
futech-462	600	26	ideal	ideal	ADJ
futech-462	600	27	l2	l2	NOUN
futech-462	600	28	writing	write	VERB
futech-462	600	29	self	self	NOUN
futech-462	600	30	.	.	PUNCT
futech-462	601	1	computer	computer	NOUN
futech-462	601	2	assisted	assist	VERB
futech-462	601	3	language	language	NOUN
futech-462	601	4	learning	learning	NOUN
futech-462	601	5	,	,	PUNCT
futech-462	601	6	2025	2025	NUM
futech-462	601	7	:	:	PUNCT
futech-462	602	1	p.	p.	NOUN
futech-462	602	2	1	1	NUM
futech-462	602	3	-	-	SYM
futech-462	602	4	28	28	NUM
futech-462	602	5	.	.	PUNCT
futech-462	603	1	http://dx.doi.org/10.1080/09588221.2025.2454541	http://dx.doi.org/10.1080/09588221.2025.2454541	PRON