id	sid	tid	token	lemma	pos
cana-2531	1	1	communications	communication	NOUN
cana-2531	1	2	on	on	ADP
cana-2531	1	3	applied	apply	VERB
cana-2531	1	4	nonlinear	nonlinear	ADJ
cana-2531	1	5	analysis	analysis	NOUN
cana-2531	1	6	issn	issn	NOUN
cana-2531	1	7	:	:	PUNCT
cana-2531	1	8	1074	1074	NUM
cana-2531	1	9	-	-	PUNCT
cana-2531	1	10	133x	133x	NUM
cana-2531	1	11	vol	vol	NOUN
cana-2531	1	12	32	32	NUM
cana-2531	1	13	no	no	NOUN
cana-2531	1	14	.	.	PUNCT
cana-2531	2	1	3s	3s	NUM
cana-2531	2	2	(	(	PUNCT
cana-2531	2	3	2025	2025	NUM
cana-2531	2	4	)	)	PUNCT
cana-2531	2	5	25	25	NUM
cana-2531	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	2	7	using	use	VERB
cana-2531	2	8	ai	ai	VERB
cana-2531	2	9	to	to	PART
cana-2531	2	10	create	create	VERB
cana-2531	2	11	more	more	ADV
cana-2531	2	12	equitable	equitable	ADJ
cana-2531	2	13	and	and	CCONJ
cana-2531	2	14	inclusive	inclusive	ADJ
cana-2531	2	15	higher	high	ADJ
cana-2531	2	16	education	education	NOUN
cana-2531	2	17	learning	learn	VERB
cana-2531	2	18	systems	system	NOUN
cana-2531	2	19	ruchi	ruchi	PROPN
cana-2531	2	20	bhatnagar1	bhatnagar1	PROPN
cana-2531	2	21	,	,	PUNCT
cana-2531	2	22	dr	dr	PROPN
cana-2531	2	23	.	.	PROPN
cana-2531	2	24	k.k	k.k	PROPN
cana-2531	2	25	.	.	PROPN
cana-2531	2	26	sharma2	sharma2	PROPN
cana-2531	3	1	1research	1research	NUM
cana-2531	3	2	scholar	scholar	NOUN
cana-2531	3	3	,	,	PUNCT
cana-2531	3	4	iimt	iimt	ADJ
cana-2531	3	5	university	university	NOUN
cana-2531	3	6	,	,	PUNCT
cana-2531	3	7	meerut	meerut	PROPN
cana-2531	3	8	,	,	PUNCT
cana-2531	3	9	india	india	PROPN
cana-2531	3	10	.	.	PUNCT
cana-2531	4	1	e	e	X
cana-2531	4	2	-	-	NOUN
cana-2531	4	3	mail	mail	NOUN
cana-2531	4	4	:	:	PUNCT
cana-2531	4	5	ruchi.asmank@gmail.com	ruchi.asmank@gmail.com	X
cana-2531	4	6	2professor	2professor	NUM
cana-2531	4	7	,	,	PUNCT
cana-2531	4	8	iimt	iimt	ADJ
cana-2531	4	9	university	university	PROPN
cana-2531	4	10	,	,	PUNCT
cana-2531	4	11	uttar	uttar	PROPN
cana-2531	4	12	pradesh	pradesh	PROPN
cana-2531	4	13	,	,	PUNCT
cana-2531	4	14	india	india	PROPN
cana-2531	4	15	,	,	PUNCT
cana-2531	4	16	250001	250001	NUM
cana-2531	4	17	.	.	PUNCT
cana-2531	5	1	e	e	X
cana-2531	5	2	-	-	NOUN
cana-2531	5	3	mail	mail	NOUN
cana-2531	5	4	:	:	PUNCT
cana-2531	6	1	kks57@gmail.com	kks57@gmail.com	PROPN
cana-2531	6	2	.	.	PUNCT
cana-2531	7	1	article	article	NOUN
cana-2531	7	2	history	history	NOUN
cana-2531	7	3	:	:	PUNCT
cana-2531	7	4	received	receive	VERB
cana-2531	7	5	:	:	PUNCT
cana-2531	7	6	18	18	NUM
cana-2531	7	7	-	-	SYM
cana-2531	7	8	09	09	NUM
cana-2531	7	9	-	-	PUNCT
cana-2531	7	10	2024	2024	NUM
cana-2531	7	11	revised	revise	VERB
cana-2531	7	12	:	:	PUNCT
cana-2531	7	13	02	02	NUM
cana-2531	7	14	-	-	SYM
cana-2531	7	15	11	11	NUM
cana-2531	7	16	-	-	PUNCT
cana-2531	7	17	2024	2024	NUM
cana-2531	7	18	accepted	accept	VERB
cana-2531	7	19	:	:	PUNCT
cana-2531	7	20	15	15	NUM
cana-2531	7	21	-	-	SYM
cana-2531	7	22	11	11	NUM
cana-2531	7	23	-	-	PUNCT
cana-2531	7	24	2024	2024	NUM
cana-2531	7	25	abstract	abstract	NOUN
cana-2531	7	26	:	:	PUNCT
cana-2531	7	27	ensuring	ensure	VERB
cana-2531	7	28	inclusion	inclusion	NOUN
cana-2531	7	29	and	and	CCONJ
cana-2531	7	30	equity	equity	NOUN
cana-2531	7	31	in	in	ADP
cana-2531	7	32	the	the	DET
cana-2531	7	33	rapidly	rapidly	ADV
cana-2531	7	34	improving	improve	VERB
cana-2531	7	35	educational	educational	ADJ
cana-2531	7	36	landscape	landscape	NOUN
cana-2531	7	37	is	be	AUX
cana-2531	7	38	a	a	DET
cana-2531	7	39	major	major	ADJ
cana-2531	7	40	challenge	challenge	NOUN
cana-2531	7	41	.	.	PUNCT
cana-2531	8	1	integrating	integrate	VERB
cana-2531	8	2	artificial	artificial	ADJ
cana-2531	8	3	intelligence	intelligence	NOUN
cana-2531	8	4	(	(	PUNCT
cana-2531	8	5	ai	ai	NOUN
cana-2531	8	6	)	)	PUNCT
cana-2531	8	7	offers	offer	VERB
cana-2531	8	8	transformational	transformational	ADJ
cana-2531	8	9	potential	potential	NOUN
cana-2531	8	10	to	to	PART
cana-2531	8	11	address	address	VERB
cana-2531	8	12	this	this	DET
cana-2531	8	13	gap	gap	NOUN
cana-2531	8	14	through	through	ADP
cana-2531	8	15	personalized	personalize	VERB
cana-2531	8	16	and	and	CCONJ
cana-2531	8	17	personalized	personalized	ADJ
cana-2531	8	18	learning	learning	NOUN
cana-2531	8	19	experiences	experience	NOUN
cana-2531	8	20	this	this	DET
cana-2531	8	21	study	study	NOUN
cana-2531	8	22	explores	explore	VERB
cana-2531	8	23	the	the	DET
cana-2531	8	24	interface	interface	NOUN
cana-2531	8	25	between	between	ADP
cana-2531	8	26	ai	ai	PROPN
cana-2531	8	27	technology	technology	NOUN
cana-2531	8	28	and	and	CCONJ
cana-2531	8	29	higher	high	ADJ
cana-2531	8	30	education	education	NOUN
cana-2531	8	31	in	in	ADP
cana-2531	8	32	2010	2010	NUM
cana-2531	8	33	,	,	PUNCT
cana-2531	8	34	and	and	CCONJ
cana-2531	8	35	highlights	highlight	NOUN
cana-2531	8	36	how	how	SCONJ
cana-2531	8	37	ai	ai	AUX
cana-2531	8	38	can	can	AUX
cana-2531	8	39	enhance	enhance	VERB
cana-2531	8	40	inclusion	inclusion	NOUN
cana-2531	8	41	and	and	CCONJ
cana-2531	8	42	equity	equity	NOUN
cana-2531	8	43	in	in	ADP
cana-2531	8	44	the	the	DET
cana-2531	8	45	education	education	NOUN
cana-2531	8	46	system	system	NOUN
cana-2531	8	47	.	.	PUNCT
cana-2531	9	1	cultural	cultural	ADJ
cana-2531	9	2	high	high	ADJ
cana-2531	9	3	school	school	NOUN
cana-2531	9	4	,	,	PUNCT
cana-2531	9	5	cultural	cultural	ADJ
cana-2531	9	6	differences	difference	NOUN
cana-2531	9	7	,	,	PUNCT
cana-2531	9	8	continuous	continuous	ADJ
cana-2531	9	9	learning	learning	NOUN
cana-2531	9	10	such	such	ADJ
cana-2531	9	11	as	as	ADP
cana-2531	9	12	traditional	traditional	ADJ
cana-2531	9	13	materials	material	NOUN
cana-2531	9	14	,	,	PUNCT
cana-2531	9	15	plus	plus	CCONJ
cana-2531	9	16	academic	academic	ADJ
cana-2531	9	17	achievement	achievement	NOUN
cana-2531	9	18	inclusion	inclusion	NOUN
cana-2531	9	19	and	and	CCONJ
cana-2531	9	20	includes	include	VERB
cana-2531	9	21	individualized	individualized	ADJ
cana-2531	9	22	approaches	approach	NOUN
cana-2531	9	23	to	to	ADP
cana-2531	9	24	learning	learn	VERB
cana-2531	9	25	.	.	PUNCT
cana-2531	10	1	the	the	DET
cana-2531	10	2	paper	paper	NOUN
cana-2531	10	3	examines	examine	VERB
cana-2531	10	4	existing	exist	VERB
cana-2531	10	5	ai	ai	NOUN
cana-2531	10	6	-	-	PUNCT
cana-2531	10	7	driven	drive	VERB
cana-2531	10	8	initiatives	initiative	NOUN
cana-2531	10	9	and	and	CCONJ
cana-2531	10	10	assesses	assess	VERB
cana-2531	10	11	their	their	PRON
cana-2531	10	12	effectiveness	effectiveness	NOUN
cana-2531	10	13	in	in	ADP
cana-2531	10	14	preventing	prevent	VERB
cana-2531	10	15	educational	educational	ADJ
cana-2531	10	16	gaps	gap	NOUN
cana-2531	10	17	and	and	CCONJ
cana-2531	10	18	promoting	promote	VERB
cana-2531	10	19	diversity	diversity	NOUN
cana-2531	10	20	.	.	PUNCT
cana-2531	11	1	examines	examine	VERB
cana-2531	11	2	the	the	DET
cana-2531	11	3	ethical	ethical	ADJ
cana-2531	11	4	implications	implication	NOUN
cana-2531	11	5	of	of	ADP
cana-2531	11	6	implementing	implement	VERB
cana-2531	11	7	ai	ai	NOUN
cana-2531	11	8	,	,	PUNCT
cana-2531	11	9	addresses	address	NOUN
cana-2531	11	10	concerns	concern	NOUN
cana-2531	11	11	about	about	ADP
cana-2531	11	12	data	datum	NOUN
cana-2531	11	13	privacy	privacy	NOUN
cana-2531	11	14	,	,	PUNCT
cana-2531	11	15	algorithmic	algorithmic	ADJ
cana-2531	11	16	biases	bias	NOUN
cana-2531	11	17	,	,	PUNCT
cana-2531	11	18	and	and	CCONJ
cana-2531	11	19	reinforcement	reinforcement	NOUN
cana-2531	11	20	of	of	ADP
cana-2531	11	21	existing	exist	VERB
cana-2531	11	22	asymmetries	asymmetry	NOUN
cana-2531	11	23	detailed	detail	VERB
cana-2531	11	24	literature	literature	NOUN
cana-2531	11	25	and	and	CCONJ
cana-2531	11	26	case	case	NOUN
cana-2531	11	27	studies	study	NOUN
cana-2531	11	28	build	build	VERB
cana-2531	11	29	emphasizes	emphasize	VERB
cana-2531	11	30	successful	successful	ADJ
cana-2531	11	31	ai	ai	NOUN
cana-2531	11	32	applications	application	NOUN
cana-2531	11	33	and	and	CCONJ
cana-2531	11	34	provides	provide	VERB
cana-2531	11	35	best	good	ADJ
cana-2531	11	36	practice	practice	NOUN
cana-2531	11	37	ethical	ethical	ADJ
cana-2531	11	38	frameworks	framework	NOUN
cana-2531	11	39	.	.	PUNCT
cana-2531	12	1	the	the	DET
cana-2531	12	2	research	research	NOUN
cana-2531	12	3	approach	approach	NOUN
cana-2531	12	4	includes	include	VERB
cana-2531	12	5	active	active	ADJ
cana-2531	12	6	data	datum	NOUN
cana-2531	12	7	preprocessing	preprocessing	NOUN
cana-2531	12	8	,	,	PUNCT
cana-2531	12	9	machine	machine	NOUN
cana-2531	12	10	learning	learning	NOUN
cana-2531	12	11	,	,	PUNCT
cana-2531	12	12	and	and	CCONJ
cana-2531	12	13	ethical	ethical	ADJ
cana-2531	12	14	considerations	consideration	NOUN
cana-2531	12	15	for	for	ADP
cana-2531	12	16	ai	ai	ADV
cana-2531	12	17	-	-	PUNCT
cana-2531	12	18	driven	drive	VERB
cana-2531	12	19	interventions	intervention	NOUN
cana-2531	12	20	aimed	aim	VERB
cana-2531	12	21	at	at	ADP
cana-2531	12	22	advancing	advance	VERB
cana-2531	12	23	student	student	NOUN
cana-2531	12	24	achievement	achievement	NOUN
cana-2531	12	25	and	and	CCONJ
cana-2531	12	26	educational	educational	ADJ
cana-2531	12	27	equity	equity	NOUN
cana-2531	12	28	.	.	PUNCT
cana-2531	13	1	the	the	DET
cana-2531	13	2	findings	finding	NOUN
cana-2531	13	3	suggest	suggest	VERB
cana-2531	13	4	that	that	SCONJ
cana-2531	13	5	ai	ai	VERB
cana-2531	13	6	can	can	AUX
cana-2531	13	7	significantly	significantly	ADV
cana-2531	13	8	improve	improve	VERB
cana-2531	13	9	inclusion	inclusion	NOUN
cana-2531	13	10	by	by	ADP
cana-2531	13	11	providing	provide	VERB
cana-2531	13	12	personalized	personalized	ADJ
cana-2531	13	13	learning	learning	NOUN
cana-2531	13	14	strategies	strategy	NOUN
cana-2531	13	15	and	and	CCONJ
cana-2531	13	16	warning	warning	NOUN
cana-2531	13	17	systems	system	NOUN
cana-2531	13	18	for	for	ADP
cana-2531	13	19	at	at	ADP
cana-2531	13	20	-	-	PUNCT
cana-2531	13	21	risk	risk	NOUN
cana-2531	13	22	students	student	NOUN
cana-2531	13	23	,	,	PUNCT
cana-2531	13	24	although	although	SCONJ
cana-2531	13	25	ethics	ethic	NOUN
cana-2531	13	26	must	must	AUX
cana-2531	13	27	be	be	AUX
cana-2531	13	28	treated	treat	VERB
cana-2531	13	29	with	with	ADP
cana-2531	13	30	caution	caution	NOUN
cana-2531	13	31	solutions	solution	NOUN
cana-2531	13	32	to	to	ADP
cana-2531	13	33	the	the	DET
cana-2531	13	34	challenges	challenge	NOUN
cana-2531	13	35	of	of	ADP
cana-2531	13	36	.	.	PUNCT
cana-2531	14	1	the	the	DET
cana-2531	14	2	paper	paper	NOUN
cana-2531	14	3	offers	offer	VERB
cana-2531	14	4	policy	policy	NOUN
cana-2531	14	5	recommendations	recommendation	NOUN
cana-2531	14	6	for	for	ADP
cana-2531	14	7	educational	educational	ADJ
cana-2531	14	8	institutions	institution	NOUN
cana-2531	14	9	to	to	PART
cana-2531	14	10	create	create	VERB
cana-2531	14	11	an	an	DET
cana-2531	14	12	enabling	enable	VERB
cana-2531	14	13	environment	environment	NOUN
cana-2531	14	14	for	for	ADP
cana-2531	14	15	the	the	DET
cana-2531	14	16	ethical	ethical	ADJ
cana-2531	14	17	and	and	CCONJ
cana-2531	14	18	positive	positive	ADJ
cana-2531	14	19	use	use	NOUN
cana-2531	14	20	of	of	ADP
cana-2531	14	21	ai	ai	NOUN
cana-2531	14	22	,	,	PUNCT
cana-2531	14	23	with	with	ADP
cana-2531	14	24	the	the	DET
cana-2531	14	25	aim	aim	NOUN
cana-2531	14	26	of	of	ADP
cana-2531	14	27	creating	create	VERB
cana-2531	14	28	a	a	DET
cana-2531	14	29	future	future	NOUN
cana-2531	14	30	where	where	SCONJ
cana-2531	14	31	higher	high	ADJ
cana-2531	14	32	education	education	NOUN
cana-2531	14	33	is	be	AUX
cana-2531	14	34	a	a	DET
cana-2531	14	35	beacon	beacon	NOUN
cana-2531	14	36	of	of	ADP
cana-2531	14	37	opportunity	opportunity	NOUN
cana-2531	14	38	for	for	ADP
cana-2531	14	39	all	all	DET
cana-2531	14	40	students	student	NOUN
cana-2531	14	41	,	,	PUNCT
cana-2531	14	42	including	include	VERB
cana-2531	14	43	those	those	PRON
cana-2531	14	44	from	from	ADP
cana-2531	14	45	in	in	ADP
cana-2531	14	46	regardless	regardless	ADV
cana-2531	14	47	of	of	ADP
cana-2531	14	48	education	education	NOUN
cana-2531	14	49	system	system	NOUN
cana-2531	14	50	.	.	PUNCT
cana-2531	15	1	keywords	keyword	NOUN
cana-2531	15	2	:	:	PUNCT
cana-2531	15	3	artificial	artificial	ADJ
cana-2531	15	4	intelligence	intelligence	NOUN
cana-2531	15	5	(	(	PUNCT
cana-2531	15	6	ai	ai	PROPN
cana-2531	15	7	)	)	PUNCT
cana-2531	15	8	;	;	PUNCT
cana-2531	15	9	equitable	equitable	ADJ
cana-2531	15	10	education	education	NOUN
cana-2531	15	11	;	;	PUNCT
cana-2531	15	12	inclusive	inclusive	ADJ
cana-2531	15	13	learning	learning	NOUN
cana-2531	15	14	systems	system	NOUN
cana-2531	15	15	;	;	PUNCT
cana-2531	15	16	ethical	ethical	ADJ
cana-2531	15	17	implementation	implementation	NOUN
cana-2531	15	18	;	;	PUNCT
cana-2531	15	19	higher	high	ADJ
cana-2531	15	20	education	education	NOUN
cana-2531	15	21	disparities	disparity	NOUN
cana-2531	15	22	.	.	PUNCT
cana-2531	16	1	1	1	X
cana-2531	16	2	.	.	X
cana-2531	16	3	introduction	introduction	NOUN
cana-2531	16	4	the	the	DET
cana-2531	16	5	evolving	evolve	VERB
cana-2531	16	6	landscape	landscape	NOUN
cana-2531	16	7	of	of	ADP
cana-2531	16	8	higher	high	ADJ
cana-2531	16	9	education	education	NOUN
cana-2531	16	10	,	,	PUNCT
cana-2531	16	11	the	the	DET
cana-2531	16	12	pursuit	pursuit	NOUN
cana-2531	16	13	of	of	ADP
cana-2531	16	14	knowledge	knowledge	NOUN
cana-2531	16	15	is	be	AUX
cana-2531	16	16	accompanied	accompany	VERB
cana-2531	16	17	by	by	ADP
cana-2531	16	18	a	a	DET
cana-2531	16	19	need	need	NOUN
cana-2531	16	20	for	for	ADP
cana-2531	16	21	integration	integration	NOUN
cana-2531	16	22	and	and	CCONJ
cana-2531	16	23	equity	equity	NOUN
cana-2531	16	24	.	.	PUNCT
cana-2531	17	1	as	as	SCONJ
cana-2531	17	2	the	the	DET
cana-2531	17	3	world	world	NOUN
cana-2531	17	4	becomes	become	VERB
cana-2531	17	5	more	more	ADV
cana-2531	17	6	interconnected	interconnected	ADJ
cana-2531	17	7	and	and	CCONJ
cana-2531	17	8	diverse	diverse	ADJ
cana-2531	17	9	,	,	PUNCT
cana-2531	17	10	it	it	PRON
cana-2531	17	11	is	be	AUX
cana-2531	17	12	increasingly	increasingly	ADV
cana-2531	17	13	important	important	ADJ
cana-2531	17	14	to	to	PART
cana-2531	17	15	ensure	ensure	VERB
cana-2531	17	16	that	that	SCONJ
cana-2531	17	17	educational	educational	ADJ
cana-2531	17	18	opportunities	opportunity	NOUN
cana-2531	17	19	are	be	AUX
cana-2531	17	20	accessible	accessible	ADJ
cana-2531	17	21	to	to	ADP
cana-2531	17	22	all	all	PRON
cana-2531	17	23	.	.	PUNCT
cana-2531	18	1	in	in	ADP
cana-2531	18	2	recent	recent	ADJ
cana-2531	18	3	years	year	NOUN
cana-2531	18	4	,	,	PUNCT
cana-2531	18	5	artificial	artificial	ADJ
cana-2531	18	6	intelligence	intelligence	NOUN
cana-2531	18	7	(	(	PUNCT
cana-2531	18	8	ai	ai	NOUN
cana-2531	18	9	)	)	PUNCT
cana-2531	18	10	has	have	AUX
cana-2531	18	11	become	become	VERB
cana-2531	18	12	a	a	DET
cana-2531	18	13	transformative	transformative	ADJ
cana-2531	18	14	force	force	NOUN
cana-2531	18	15	with	with	ADP
cana-2531	18	16	the	the	DET
cana-2531	18	17	potential	potential	NOUN
cana-2531	18	18	to	to	PART
cana-2531	18	19	change	change	VERB
cana-2531	18	20	many	many	ADJ
cana-2531	18	21	industries	industry	NOUN
cana-2531	18	22	and	and	CCONJ
cana-2531	18	23	revolutionize	revolutionize	PROPN
cana-2531	18	24	education	education	NOUN
cana-2531	18	25	.	.	PUNCT
cana-2531	19	1	this	this	DET
cana-2531	19	2	research	research	NOUN
cana-2531	19	3	paper	paper	NOUN
cana-2531	19	4	delves	delf	NOUN
cana-2531	19	5	into	into	ADP
cana-2531	19	6	the	the	DET
cana-2531	19	7	intricate	intricate	ADJ
cana-2531	19	8	intersection	intersection	NOUN
cana-2531	19	9	between	between	ADP
cana-2531	19	10	ai	ai	PROPN
cana-2531	19	11	technology	technology	NOUN
cana-2531	19	12	and	and	CCONJ
cana-2531	19	13	higher	high	ADJ
cana-2531	19	14	education	education	NOUN
cana-2531	19	15	,	,	PUNCT
cana-2531	19	16	focusing	focus	VERB
cana-2531	19	17	on	on	ADP
cana-2531	19	18	how	how	SCONJ
cana-2531	19	19	it	it	PRON
cana-2531	19	20	can	can	AUX
cana-2531	19	21	be	be	AUX
cana-2531	19	22	harnessed	harness	VERB
cana-2531	19	23	to	to	PART
cana-2531	19	24	create	create	VERB
cana-2531	19	25	learning	learning	NOUN
cana-2531	19	26	systems	system	NOUN
cana-2531	19	27	that	that	PRON
cana-2531	19	28	are	be	AUX
cana-2531	19	29	not	not	PART
cana-2531	19	30	only	only	ADV
cana-2531	19	31	technologically	technologically	ADV
cana-2531	19	32	advanced	advanced	ADJ
cana-2531	19	33	but	but	CCONJ
cana-2531	19	34	also	also	ADV
cana-2531	19	35	inherently	inherently	ADV
cana-2531	19	36	equitable	equitable	ADJ
cana-2531	19	37	and	and	CCONJ
cana-2531	19	38	inclusive	inclusive	ADJ
cana-2531	19	39	[	[	X
cana-2531	19	40	1],[2	1],[2	NOUN
cana-2531	19	41	]	]	PUNCT
cana-2531	19	42	.	.	PUNCT
cana-2531	20	1	traditionally	traditionally	ADV
cana-2531	20	2	,	,	PUNCT
cana-2531	20	3	higher	high	ADJ
cana-2531	20	4	education	education	NOUN
cana-2531	20	5	has	have	AUX
cana-2531	20	6	faced	face	VERB
cana-2531	20	7	numerous	numerous	ADJ
cana-2531	20	8	challenges	challenge	NOUN
cana-2531	20	9	in	in	ADP
cana-2531	20	10	ensuring	ensure	VERB
cana-2531	20	11	equal	equal	ADJ
cana-2531	20	12	opportunities	opportunity	NOUN
cana-2531	20	13	for	for	ADP
cana-2531	20	14	learners	learner	NOUN
cana-2531	20	15	from	from	ADP
cana-2531	20	16	diverse	diverse	ADJ
cana-2531	20	17	backgrounds	background	NOUN
cana-2531	20	18	.	.	PUNCT
cana-2531	21	1	socio	socio	NOUN
cana-2531	21	2	-	-	PUNCT
cana-2531	21	3	economic	economic	ADJ
cana-2531	21	4	disparities	disparity	NOUN
cana-2531	21	5	,	,	PUNCT
cana-2531	21	6	cultural	cultural	ADJ
cana-2531	21	7	differences	difference	NOUN
cana-2531	21	8	,	,	PUNCT
cana-2531	21	9	and	and	CCONJ
cana-2531	21	10	varying	vary	VERB
cana-2531	21	11	levels	level	NOUN
cana-2531	21	12	of	of	ADP
cana-2531	21	13	access	access	NOUN
cana-2531	21	14	to	to	ADP
cana-2531	21	15	resources	resource	NOUN
cana-2531	21	16	have	have	AUX
cana-2531	21	17	created	create	VERB
cana-2531	21	18	educational	educational	ADJ
cana-2531	21	19	inequalities	inequality	NOUN
cana-2531	21	20	,	,	PUNCT
cana-2531	21	21	hindering	hinder	VERB
cana-2531	21	22	the	the	DET
cana-2531	21	23	holistic	holistic	ADJ
cana-2531	21	24	development	development	NOUN
cana-2531	21	25	communications	communication	NOUN
cana-2531	21	26	on	on	ADP
cana-2531	21	27	applied	apply	VERB
cana-2531	21	28	nonlinear	nonlinear	ADJ
cana-2531	21	29	analysis	analysis	NOUN
cana-2531	21	30	issn	issn	NOUN
cana-2531	21	31	:	:	PUNCT
cana-2531	21	32	1074	1074	NUM
cana-2531	21	33	-	-	PUNCT
cana-2531	21	34	133x	133x	NUM
cana-2531	21	35	vol	vol	NOUN
cana-2531	21	36	32	32	NUM
cana-2531	21	37	no	no	NOUN
cana-2531	21	38	.	.	PUNCT
cana-2531	22	1	3s	3s	NUM
cana-2531	22	2	(	(	PUNCT
cana-2531	22	3	2025	2025	NUM
cana-2531	22	4	)	)	PUNCT
cana-2531	22	5	26	26	NUM
cana-2531	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	22	7	of	of	ADP
cana-2531	22	8	many	many	ADJ
cana-2531	22	9	promising	promising	ADJ
cana-2531	22	10	minds	mind	NOUN
cana-2531	22	11	.	.	PUNCT
cana-2531	23	1	however	however	ADV
cana-2531	23	2	,	,	PUNCT
cana-2531	23	3	with	with	ADP
cana-2531	23	4	the	the	DET
cana-2531	23	5	advent	advent	NOUN
cana-2531	23	6	of	of	ADP
cana-2531	23	7	ai	ai	NOUN
cana-2531	23	8	,	,	PUNCT
cana-2531	23	9	there	there	PRON
cana-2531	23	10	lies	lie	VERB
cana-2531	23	11	a	a	DET
cana-2531	23	12	promising	promising	ADJ
cana-2531	23	13	prospect	prospect	NOUN
cana-2531	23	14	of	of	ADP
cana-2531	23	15	mitigating	mitigate	VERB
cana-2531	23	16	these	these	DET
cana-2531	23	17	disparities	disparity	NOUN
cana-2531	23	18	.	.	PUNCT
cana-2531	24	1	ai	ai	VERB
cana-2531	24	2	-	-	PUNCT
cana-2531	24	3	powered	power	VERB
cana-2531	24	4	tools	tool	NOUN
cana-2531	24	5	and	and	CCONJ
cana-2531	24	6	technologies	technology	NOUN
cana-2531	24	7	have	have	VERB
cana-2531	24	8	the	the	DET
cana-2531	24	9	capacity	capacity	NOUN
cana-2531	24	10	to	to	PART
cana-2531	24	11	adapt	adapt	VERB
cana-2531	24	12	to	to	ADP
cana-2531	24	13	individual	individual	ADJ
cana-2531	24	14	learning	learning	NOUN
cana-2531	24	15	styles	style	NOUN
cana-2531	24	16	,	,	PUNCT
cana-2531	24	17	provide	provide	VERB
cana-2531	24	18	personalized	personalized	ADJ
cana-2531	24	19	support	support	NOUN
cana-2531	24	20	,	,	PUNCT
cana-2531	24	21	and	and	CCONJ
cana-2531	24	22	break	break	VERB
cana-2531	24	23	down	down	ADP
cana-2531	24	24	barriers	barrier	NOUN
cana-2531	24	25	that	that	PRON
cana-2531	24	26	have	have	AUX
cana-2531	24	27	long	long	ADV
cana-2531	24	28	impeded	impede	VERB
cana-2531	24	29	the	the	DET
cana-2531	24	30	progress	progress	NOUN
cana-2531	24	31	of	of	ADP
cana-2531	24	32	underprivileged	underprivileged	ADJ
cana-2531	24	33	students	student	NOUN
cana-2531	24	34	[	[	X
cana-2531	24	35	3	3	NUM
cana-2531	24	36	]	]	PUNCT
cana-2531	24	37	.	.	PUNCT
cana-2531	25	1	moreover	moreover	ADV
cana-2531	25	2	,	,	PUNCT
cana-2531	25	3	ai	ai	AUX
cana-2531	25	4	technologies	technology	NOUN
cana-2531	25	5	offer	offer	VERB
cana-2531	25	6	the	the	DET
cana-2531	25	7	potential	potential	NOUN
cana-2531	25	8	to	to	PART
cana-2531	25	9	foster	foster	VERB
cana-2531	25	10	inclusive	inclusive	ADJ
cana-2531	25	11	learning	learning	NOUN
cana-2531	25	12	environments	environment	NOUN
cana-2531	25	13	that	that	PRON
cana-2531	25	14	celebrate	celebrate	VERB
cana-2531	25	15	diversity	diversity	NOUN
cana-2531	25	16	and	and	CCONJ
cana-2531	25	17	accommodate	accommodate	ADJ
cana-2531	25	18	varied	varied	ADJ
cana-2531	25	19	learning	learning	NOUN
cana-2531	25	20	needs	need	NOUN
cana-2531	25	21	.	.	PUNCT
cana-2531	26	1	by	by	ADP
cana-2531	26	2	leveraging	leverage	VERB
cana-2531	26	3	machine	machine	NOUN
cana-2531	26	4	learning	learn	VERB
cana-2531	26	5	algorithms	algorithm	NOUN
cana-2531	26	6	and	and	CCONJ
cana-2531	26	7	natural	natural	ADJ
cana-2531	26	8	language	language	NOUN
cana-2531	26	9	processing	processing	NOUN
cana-2531	26	10	,	,	PUNCT
cana-2531	26	11	educators	educator	NOUN
cana-2531	26	12	can	can	AUX
cana-2531	26	13	tailor	tailor	VERB
cana-2531	26	14	educational	educational	ADJ
cana-2531	26	15	content	content	NOUN
cana-2531	26	16	to	to	PART
cana-2531	26	17	cater	cater	VERB
cana-2531	26	18	to	to	ADP
cana-2531	26	19	different	different	ADJ
cana-2531	26	20	cultural	cultural	ADJ
cana-2531	26	21	contexts	context	NOUN
cana-2531	26	22	and	and	CCONJ
cana-2531	26	23	linguistic	linguistic	ADJ
cana-2531	26	24	backgrounds	background	NOUN
cana-2531	26	25	.	.	PUNCT
cana-2531	27	1	this	this	PRON
cana-2531	27	2	not	not	PART
cana-2531	27	3	only	only	ADV
cana-2531	27	4	enhances	enhance	VERB
cana-2531	27	5	understanding	understanding	NOUN
cana-2531	27	6	but	but	CCONJ
cana-2531	27	7	also	also	ADV
cana-2531	27	8	encourages	encourage	VERB
cana-2531	27	9	a	a	DET
cana-2531	27	10	sense	sense	NOUN
cana-2531	27	11	of	of	ADP
cana-2531	27	12	belonging	belong	VERB
cana-2531	27	13	among	among	ADP
cana-2531	27	14	students	student	NOUN
cana-2531	27	15	from	from	ADP
cana-2531	27	16	diverse	diverse	ADJ
cana-2531	27	17	ethnicities	ethnicity	NOUN
cana-2531	27	18	and	and	CCONJ
cana-2531	27	19	language	language	NOUN
cana-2531	27	20	groups	group	NOUN
cana-2531	28	1	[	[	X
cana-2531	28	2	4],[6	4],[6	NUM
cana-2531	28	3	]	]	PUNCT
cana-2531	28	4	.	.	PUNCT
cana-2531	29	1	furthermore	furthermore	ADV
cana-2531	29	2	,	,	PUNCT
cana-2531	29	3	this	this	DET
cana-2531	29	4	paper	paper	NOUN
cana-2531	29	5	explores	explore	VERB
cana-2531	29	6	the	the	DET
cana-2531	29	7	ethical	ethical	ADJ
cana-2531	29	8	considerations	consideration	NOUN
cana-2531	29	9	associated	associate	VERB
cana-2531	29	10	with	with	ADP
cana-2531	29	11	ai	ai	PRON
cana-2531	29	12	implementation	implementation	NOUN
cana-2531	29	13	in	in	ADP
cana-2531	29	14	higher	high	ADJ
cana-2531	29	15	education	education	NOUN
cana-2531	29	16	.	.	PUNCT
cana-2531	30	1	while	while	SCONJ
cana-2531	30	2	the	the	DET
cana-2531	30	3	potential	potential	NOUN
cana-2531	30	4	for	for	ADP
cana-2531	30	5	creating	create	VERB
cana-2531	30	6	equitable	equitable	ADJ
cana-2531	30	7	learning	learn	VERB
cana-2531	30	8	systems	system	NOUN
cana-2531	30	9	is	be	AUX
cana-2531	30	10	immense	immense	ADJ
cana-2531	30	11	,	,	PUNCT
cana-2531	30	12	it	it	PRON
cana-2531	30	13	is	be	AUX
cana-2531	30	14	essential	essential	ADJ
cana-2531	30	15	to	to	PART
cana-2531	30	16	navigate	navigate	VERB
cana-2531	30	17	the	the	DET
cana-2531	30	18	ethical	ethical	ADJ
cana-2531	30	19	dilemmas	dilemma	NOUN
cana-2531	30	20	concerning	concern	VERB
cana-2531	30	21	data	data	NOUN
cana-2531	30	22	privacy	privacy	NOUN
cana-2531	30	23	,	,	PUNCT
cana-2531	30	24	algorithmic	algorithmic	ADJ
cana-2531	30	25	biases	bias	NOUN
cana-2531	30	26	,	,	PUNCT
cana-2531	30	27	and	and	CCONJ
cana-2531	30	28	the	the	DET
cana-2531	30	29	implications	implication	NOUN
cana-2531	30	30	of	of	ADP
cana-2531	30	31	ai	ai	VERB
cana-2531	30	32	on	on	ADP
cana-2531	30	33	the	the	DET
cana-2531	30	34	future	future	NOUN
cana-2531	30	35	of	of	ADP
cana-2531	30	36	work	work	NOUN
cana-2531	30	37	.	.	PUNCT
cana-2531	31	1	addressing	address	VERB
cana-2531	31	2	these	these	DET
cana-2531	31	3	ethical	ethical	ADJ
cana-2531	31	4	concerns	concern	NOUN
cana-2531	31	5	is	be	AUX
cana-2531	31	6	imperative	imperative	ADJ
cana-2531	31	7	to	to	PART
cana-2531	31	8	ensure	ensure	VERB
cana-2531	31	9	that	that	SCONJ
cana-2531	31	10	the	the	DET
cana-2531	31	11	benefits	benefit	NOUN
cana-2531	31	12	of	of	ADP
cana-2531	31	13	ai	ai	NOUN
cana-2531	31	14	are	be	AUX
cana-2531	31	15	harnessed	harness	VERB
cana-2531	31	16	without	without	ADP
cana-2531	31	17	compromising	compromise	VERB
cana-2531	31	18	the	the	DET
cana-2531	31	19	fundamental	fundamental	ADJ
cana-2531	31	20	principles	principle	NOUN
cana-2531	31	21	of	of	ADP
cana-2531	31	22	fairness	fairness	NOUN
cana-2531	31	23	and	and	CCONJ
cana-2531	31	24	equal	equal	ADJ
cana-2531	31	25	opportunity	opportunity	NOUN
cana-2531	31	26	[	[	X
cana-2531	31	27	5],[7	5],[7	NUM
cana-2531	31	28	]	]	PUNCT
cana-2531	31	29	.	.	PUNCT
cana-2531	32	1	in	in	ADP
cana-2531	32	2	this	this	DET
cana-2531	32	3	context	context	NOUN
cana-2531	32	4	,	,	PUNCT
cana-2531	32	5	this	this	DET
cana-2531	32	6	research	research	NOUN
cana-2531	32	7	paper	paper	NOUN
cana-2531	32	8	aims	aim	VERB
cana-2531	32	9	to	to	PART
cana-2531	32	10	critically	critically	ADV
cana-2531	32	11	analyse	analyse	VERB
cana-2531	32	12	the	the	DET
cana-2531	32	13	existing	exist	VERB
cana-2531	32	14	literature	literature	NOUN
cana-2531	32	15	,	,	PUNCT
cana-2531	32	16	case	case	NOUN
cana-2531	32	17	studies	study	NOUN
cana-2531	32	18	,	,	PUNCT
cana-2531	32	19	and	and	CCONJ
cana-2531	32	20	best	good	ADJ
cana-2531	32	21	practices	practice	NOUN
cana-2531	32	22	,	,	PUNCT
cana-2531	32	23	offering	offer	VERB
cana-2531	32	24	insights	insight	NOUN
cana-2531	32	25	into	into	ADP
cana-2531	32	26	the	the	DET
cana-2531	32	27	promising	promising	ADJ
cana-2531	32	28	developments	development	NOUN
cana-2531	32	29	in	in	ADP
cana-2531	32	30	ai	ai	ADJ
cana-2531	32	31	-	-	PUNCT
cana-2531	32	32	driven	drive	VERB
cana-2531	32	33	educational	educational	ADJ
cana-2531	32	34	technologies	technology	NOUN
cana-2531	32	35	.	.	PUNCT
cana-2531	33	1	by	by	ADP
cana-2531	33	2	examining	examine	VERB
cana-2531	33	3	the	the	DET
cana-2531	33	4	challenges	challenge	NOUN
cana-2531	33	5	and	and	CCONJ
cana-2531	33	6	opportunities	opportunity	NOUN
cana-2531	33	7	,	,	PUNCT
cana-2531	33	8	the	the	DET
cana-2531	33	9	paper	paper	NOUN
cana-2531	33	10	seeks	seek	VERB
cana-2531	33	11	to	to	PART
cana-2531	33	12	provide	provide	VERB
cana-2531	33	13	a	a	DET
cana-2531	33	14	comprehensive	comprehensive	ADJ
cana-2531	33	15	understanding	understanding	NOUN
cana-2531	33	16	of	of	ADP
cana-2531	33	17	how	how	SCONJ
cana-2531	33	18	ai	ai	AUX
cana-2531	33	19	can	can	AUX
cana-2531	33	20	be	be	AUX
cana-2531	33	21	ethically	ethically	ADV
cana-2531	33	22	and	and	CCONJ
cana-2531	33	23	effectively	effectively	ADV
cana-2531	33	24	utilized	utilize	VERB
cana-2531	33	25	to	to	PART
cana-2531	33	26	create	create	VERB
cana-2531	33	27	higher	high	ADJ
cana-2531	33	28	education	education	NOUN
cana-2531	33	29	learning	learning	NOUN
cana-2531	33	30	systems	system	NOUN
cana-2531	33	31	that	that	PRON
cana-2531	33	32	are	be	AUX
cana-2531	33	33	not	not	PART
cana-2531	33	34	only	only	ADV
cana-2531	33	35	technologically	technologically	ADV
cana-2531	33	36	advanced	advanced	ADJ
cana-2531	33	37	but	but	CCONJ
cana-2531	33	38	also	also	ADV
cana-2531	33	39	truly	truly	ADV
cana-2531	33	40	inclusive	inclusive	ADJ
cana-2531	33	41	and	and	CCONJ
cana-2531	33	42	equitable	equitable	ADJ
cana-2531	33	43	.	.	PUNCT
cana-2531	34	1	ultimately	ultimately	ADV
cana-2531	34	2	,	,	PUNCT
cana-2531	34	3	this	this	DET
cana-2531	34	4	exploration	exploration	NOUN
cana-2531	34	5	is	be	AUX
cana-2531	34	6	not	not	PART
cana-2531	34	7	merely	merely	ADV
cana-2531	34	8	a	a	DET
cana-2531	34	9	study	study	NOUN
cana-2531	34	10	of	of	ADP
cana-2531	34	11	technological	technological	ADJ
cana-2531	34	12	advancement	advancement	NOUN
cana-2531	34	13	;	;	PUNCT
cana-2531	34	14	it	it	PRON
cana-2531	34	15	is	be	AUX
cana-2531	34	16	a	a	DET
cana-2531	34	17	crucial	crucial	ADJ
cana-2531	34	18	step	step	NOUN
cana-2531	34	19	towards	towards	ADP
cana-2531	34	20	fostering	foster	VERB
cana-2531	34	21	a	a	DET
cana-2531	34	22	future	future	NOUN
cana-2531	34	23	where	where	SCONJ
cana-2531	34	24	education	education	NOUN
cana-2531	34	25	becomes	become	VERB
cana-2531	34	26	a	a	DET
cana-2531	34	27	beacon	beacon	NOUN
cana-2531	34	28	of	of	ADP
cana-2531	34	29	hope	hope	NOUN
cana-2531	34	30	and	and	CCONJ
cana-2531	34	31	empowerment	empowerment	NOUN
cana-2531	34	32	for	for	ADP
cana-2531	34	33	every	every	DET
cana-2531	34	34	individual	individual	NOUN
cana-2531	34	35	,	,	PUNCT
cana-2531	34	36	regardless	regardless	ADV
cana-2531	34	37	of	of	ADP
cana-2531	34	38	their	their	PRON
cana-2531	34	39	background	background	NOUN
cana-2531	34	40	or	or	CCONJ
cana-2531	34	41	circumstances	circumstance	NOUN
cana-2531	34	42	.	.	PUNCT
cana-2531	35	1	1.1	1.1	NUM
cana-2531	35	2	.	.	PUNCT
cana-2531	36	1	problem	problem	NOUN
cana-2531	36	2	statement	statement	NOUN
cana-2531	36	3	of	of	ADP
cana-2531	36	4	research	research	NOUN
cana-2531	36	5	the	the	DET
cana-2531	36	6	indian	indian	ADJ
cana-2531	36	7	higher	high	ADJ
cana-2531	36	8	education	education	NOUN
cana-2531	36	9	system	system	NOUN
cana-2531	36	10	is	be	AUX
cana-2531	36	11	third	third	ADV
cana-2531	36	12	largest	large	ADJ
cana-2531	36	13	in	in	ADP
cana-2531	36	14	terms	term	NOUN
cana-2531	36	15	of	of	ADP
cana-2531	36	16	students	student	NOUN
cana-2531	36	17	and	and	CCONJ
cana-2531	36	18	witnessed	witness	VERB
cana-2531	36	19	an	an	DET
cana-2531	36	20	exponential	exponential	ADJ
cana-2531	36	21	increase	increase	NOUN
cana-2531	36	22	in	in	ADP
cana-2531	36	23	the	the	DET
cana-2531	36	24	number	number	NOUN
cana-2531	36	25	of	of	ADP
cana-2531	36	26	universities	university	NOUN
cana-2531	36	27	and	and	CCONJ
cana-2531	36	28	colleges	college	NOUN
cana-2531	36	29	[	[	X
cana-2531	36	30	4	4	NUM
cana-2531	36	31	]	]	PUNCT
cana-2531	36	32	.	.	PUNCT
cana-2531	37	1	in	in	ADP
cana-2531	37	2	spite	spite	NOUN
cana-2531	37	3	of	of	ADP
cana-2531	37	4	numerous	numerous	ADJ
cana-2531	37	5	shortcoming	shortcoming	NOUN
cana-2531	37	6	and	and	CCONJ
cana-2531	37	7	challenges	challenge	NOUN
cana-2531	37	8	,	,	PUNCT
cana-2531	37	9	researchers	researcher	NOUN
cana-2531	37	10	continue	continue	VERB
cana-2531	37	11	evolved	evolve	VERB
cana-2531	37	12	new	new	ADJ
cana-2531	37	13	customized	customize	VERB
cana-2531	37	14	courses	course	NOUN
cana-2531	37	15	and	and	CCONJ
cana-2531	37	16	versatile	versatile	ADJ
cana-2531	37	17	modes	mode	NOUN
cana-2531	37	18	of	of	ADP
cana-2531	37	19	imparting	impart	VERB
cana-2531	37	20	education	education	NOUN
cana-2531	37	21	in	in	ADP
cana-2531	37	22	universities	university	NOUN
cana-2531	37	23	and	and	CCONJ
cana-2531	37	24	colleges	college	NOUN
cana-2531	37	25	;	;	PUNCT
cana-2531	37	26	thus	thus	ADV
cana-2531	37	27	,	,	PUNCT
cana-2531	37	28	we	we	PRON
cana-2531	37	29	can	can	AUX
cana-2531	37	30	say	say	VERB
cana-2531	37	31	that	that	SCONJ
cana-2531	37	32	the	the	DET
cana-2531	37	33	futuristic	futuristic	ADJ
cana-2531	37	34	development	development	NOUN
cana-2531	37	35	of	of	ADP
cana-2531	37	36	education	education	NOUN
cana-2531	37	37	system	system	NOUN
cana-2531	37	38	closely	closely	ADV
cana-2531	37	39	linked	link	VERB
cana-2531	37	40	with	with	ADP
cana-2531	37	41	advancement	advancement	NOUN
cana-2531	37	42	of	of	ADP
cana-2531	37	43	new	new	ADJ
cana-2531	37	44	technologies	technology	NOUN
cana-2531	37	45	.	.	PUNCT
cana-2531	38	1	an	an	DET
cana-2531	38	2	artificial	artificial	ADJ
cana-2531	38	3	intelligence	intelligence	NOUN
cana-2531	38	4	now	now	ADV
cana-2531	38	5	a	a	DET
cana-2531	38	6	day	day	NOUN
cana-2531	38	7	;	;	PUNCT
cana-2531	38	8	act	act	VERB
cana-2531	38	9	as	as	ADP
cana-2531	38	10	a	a	DET
cana-2531	38	11	catalyst	catalyst	NOUN
cana-2531	38	12	to	to	PART
cana-2531	38	13	open	open	VERB
cana-2531	38	14	new	new	ADJ
cana-2531	38	15	possibilities	possibility	NOUN
cana-2531	38	16	in	in	ADP
cana-2531	38	17	teaching	teaching	NOUN
cana-2531	38	18	and	and	CCONJ
cana-2531	38	19	learning	learn	VERB
cana-2531	38	20	in	in	ADP
cana-2531	38	21	higher	high	ADJ
cana-2531	38	22	education	education	NOUN
cana-2531	38	23	;	;	PUNCT
cana-2531	38	24	with	with	ADP
cana-2531	38	25	promoting	promote	VERB
cana-2531	38	26	new	new	ADJ
cana-2531	38	27	infrastructure	infrastructure	NOUN
cana-2531	38	28	and	and	CCONJ
cana-2531	38	29	architecture	architecture	NOUN
cana-2531	38	30	.	.	PUNCT
cana-2531	39	1	it	it	PRON
cana-2531	39	2	has	have	VERB
cana-2531	39	3	a	a	DET
cana-2531	39	4	bright	bright	ADJ
cana-2531	39	5	future	future	NOUN
cana-2531	39	6	and	and	CCONJ
cana-2531	39	7	immersive	immersive	ADJ
cana-2531	39	8	role	role	NOUN
cana-2531	39	9	as	as	ADP
cana-2531	39	10	a	a	DET
cana-2531	39	11	tool	tool	NOUN
cana-2531	39	12	for	for	ADP
cana-2531	39	13	development	development	NOUN
cana-2531	39	14	of	of	ADP
cana-2531	39	15	human	human	ADJ
cana-2531	39	16	intelligent	intelligent	ADJ
cana-2531	39	17	applications	application	NOUN
cana-2531	39	18	;	;	PUNCT
cana-2531	39	19	and	and	CCONJ
cana-2531	39	20	relies	rely	VERB
cana-2531	39	21	on	on	ADP
cana-2531	39	22	widespread	widespread	ADJ
cana-2531	39	23	computing	computing	NOUN
cana-2531	39	24	power	power	NOUN
cana-2531	39	25	and	and	CCONJ
cana-2531	39	26	huge	huge	ADJ
cana-2531	39	27	volume	volume	NOUN
cana-2531	39	28	data	datum	NOUN
cana-2531	39	29	processed	process	VERB
cana-2531	39	30	by	by	ADP
cana-2531	39	31	algorithms	algorithm	NOUN
cana-2531	39	32	;	;	PUNCT
cana-2531	39	33	to	to	PART
cana-2531	39	34	provide	provide	VERB
cana-2531	39	35	stuff	stuff	NOUN
cana-2531	39	36	of	of	ADP
cana-2531	39	37	our	our	PRON
cana-2531	39	38	society	society	NOUN
cana-2531	40	1	[	[	X
cana-2531	40	2	5],[6],[8	5],[6],[8	X
cana-2531	40	3	]	]	PUNCT
cana-2531	40	4	.	.	PUNCT
cana-2531	41	1	educational	educational	ADJ
cana-2531	41	2	disparities	disparity	NOUN
cana-2531	41	3	persist	persist	VERB
cana-2531	41	4	:	:	PUNCT
cana-2531	41	5	despite	despite	SCONJ
cana-2531	41	6	efforts	effort	NOUN
cana-2531	41	7	to	to	PART
cana-2531	41	8	promote	promote	VERB
cana-2531	41	9	higher	high	ADJ
cana-2531	41	10	education	education	NOUN
cana-2531	41	11	accessibility	accessibility	NOUN
cana-2531	41	12	,	,	PUNCT
cana-2531	41	13	disparities	disparity	NOUN
cana-2531	41	14	persist	persist	VERB
cana-2531	41	15	among	among	ADP
cana-2531	41	16	students	student	NOUN
cana-2531	41	17	due	due	ADJ
cana-2531	41	18	to	to	ADP
cana-2531	41	19	socio	socio	VERB
cana-2531	41	20	-	-	PUNCT
cana-2531	41	21	economic	economic	ADJ
cana-2531	41	22	factors	factor	NOUN
cana-2531	41	23	,	,	PUNCT
cana-2531	41	24	cultural	cultural	ADJ
cana-2531	41	25	differences	difference	NOUN
cana-2531	41	26	,	,	PUNCT
cana-2531	41	27	and	and	CCONJ
cana-2531	41	28	limited	limited	ADJ
cana-2531	41	29	access	access	NOUN
cana-2531	41	30	to	to	ADP
cana-2531	41	31	resources	resource	NOUN
cana-2531	41	32	.	.	PUNCT
cana-2531	42	1	these	these	DET
cana-2531	42	2	disparities	disparity	NOUN
cana-2531	42	3	hinder	hinder	VERB
cana-2531	42	4	the	the	DET
cana-2531	42	5	academic	academic	ADJ
cana-2531	42	6	progress	progress	NOUN
cana-2531	42	7	of	of	ADP
cana-2531	42	8	underprivileged	underprivileged	ADJ
cana-2531	42	9	students	student	NOUN
cana-2531	42	10	,	,	PUNCT
cana-2531	42	11	creating	create	VERB
cana-2531	42	12	a	a	DET
cana-2531	42	13	significant	significant	ADJ
cana-2531	42	14	gap	gap	NOUN
cana-2531	42	15	in	in	ADP
cana-2531	42	16	educational	educational	ADJ
cana-2531	42	17	outcomes	outcome	NOUN
cana-2531	42	18	.	.	PUNCT
cana-2531	43	1	inadequate	inadequate	ADJ
cana-2531	43	2	adaptability	adaptability	NOUN
cana-2531	43	3	of	of	ADP
cana-2531	43	4	traditional	traditional	ADJ
cana-2531	43	5	systems	system	NOUN
cana-2531	43	6	:	:	PUNCT
cana-2531	43	7	conventional	conventional	ADJ
cana-2531	43	8	higher	high	ADJ
cana-2531	43	9	education	education	NOUN
cana-2531	43	10	systems	system	NOUN
cana-2531	43	11	often	often	ADV
cana-2531	43	12	struggle	struggle	VERB
cana-2531	43	13	to	to	PART
cana-2531	43	14	adapt	adapt	VERB
cana-2531	43	15	to	to	PART
cana-2531	43	16	diverse	diverse	ADJ
cana-2531	43	17	learning	learning	NOUN
cana-2531	43	18	needs	need	NOUN
cana-2531	43	19	.	.	PUNCT
cana-2531	44	1	one	one	NUM
cana-2531	44	2	-	-	PUNCT
cana-2531	44	3	size	size	NOUN
cana-2531	44	4	-	-	PUNCT
cana-2531	44	5	fits	fit	VERB
cana-2531	44	6	-	-	PUNCT
cana-2531	44	7	all	all	DET
cana-2531	44	8	approaches	approach	NOUN
cana-2531	44	9	prevail	prevail	VERB
cana-2531	44	10	,	,	PUNCT
cana-2531	44	11	leaving	leave	VERB
cana-2531	44	12	behind	behind	ADP
cana-2531	44	13	learners	learner	NOUN
cana-2531	44	14	with	with	ADP
cana-2531	44	15	communications	communication	NOUN
cana-2531	44	16	on	on	ADP
cana-2531	44	17	applied	apply	VERB
cana-2531	44	18	nonlinear	nonlinear	ADJ
cana-2531	44	19	analysis	analysis	NOUN
cana-2531	44	20	issn	issn	NOUN
cana-2531	44	21	:	:	PUNCT
cana-2531	44	22	1074	1074	NUM
cana-2531	44	23	-	-	PUNCT
cana-2531	44	24	133x	133x	NUM
cana-2531	44	25	vol	vol	NOUN
cana-2531	44	26	32	32	NUM
cana-2531	44	27	no	no	NOUN
cana-2531	44	28	.	.	PUNCT
cana-2531	45	1	3s	3s	NUM
cana-2531	45	2	(	(	PUNCT
cana-2531	45	3	2025	2025	NUM
cana-2531	45	4	)	)	PUNCT
cana-2531	45	5	27	27	NUM
cana-2531	45	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2531	45	7	unique	unique	ADJ
cana-2531	45	8	requirements	requirement	NOUN
cana-2531	45	9	.	.	PUNCT
cana-2531	46	1	this	this	DET
cana-2531	46	2	lack	lack	NOUN
cana-2531	46	3	of	of	ADP
cana-2531	46	4	adaptability	adaptability	NOUN
cana-2531	46	5	results	result	NOUN
cana-2531	46	6	in	in	ADP
cana-2531	46	7	an	an	DET
cana-2531	46	8	exclusionary	exclusionary	ADJ
cana-2531	46	9	environment	environment	NOUN
cana-2531	46	10	,	,	PUNCT
cana-2531	46	11	especially	especially	ADV
cana-2531	46	12	for	for	ADP
cana-2531	46	13	students	student	NOUN
cana-2531	46	14	with	with	ADP
cana-2531	46	15	disabilities	disability	NOUN
cana-2531	46	16	,	,	PUNCT
cana-2531	46	17	differing	differ	VERB
cana-2531	46	18	learning	learning	NOUN
cana-2531	46	19	paces	pace	NOUN
cana-2531	46	20	,	,	PUNCT
cana-2531	46	21	or	or	CCONJ
cana-2531	46	22	linguistic	linguistic	ADJ
cana-2531	46	23	differences	difference	NOUN
cana-2531	46	24	.	.	PUNCT
cana-2531	47	1	ethical	ethical	ADJ
cana-2531	47	2	and	and	CCONJ
cana-2531	47	3	bias	bias	NOUN
cana-2531	47	4	challenges	challenge	NOUN
cana-2531	47	5	in	in	ADP
cana-2531	47	6	ai	ai	ADJ
cana-2531	47	7	implementation	implementation	NOUN
cana-2531	47	8	:	:	PUNCT
cana-2531	47	9	the	the	DET
cana-2531	47	10	integration	integration	NOUN
cana-2531	47	11	of	of	ADP
cana-2531	47	12	ai	ai	NOUN
cana-2531	47	13	in	in	ADP
cana-2531	47	14	education	education	NOUN
cana-2531	47	15	raises	raise	VERB
cana-2531	47	16	ethical	ethical	ADJ
cana-2531	47	17	concerns	concern	NOUN
cana-2531	47	18	,	,	PUNCT
cana-2531	47	19	particularly	particularly	ADV
cana-2531	47	20	related	relate	VERB
cana-2531	47	21	to	to	ADP
cana-2531	47	22	data	datum	NOUN
cana-2531	47	23	privacy	privacy	NOUN
cana-2531	47	24	,	,	PUNCT
cana-2531	47	25	algorithmic	algorithmic	ADJ
cana-2531	47	26	biases	bias	NOUN
cana-2531	47	27	,	,	PUNCT
cana-2531	47	28	and	and	CCONJ
cana-2531	47	29	the	the	DET
cana-2531	47	30	unintended	unintended	ADJ
cana-2531	47	31	reinforcement	reinforcement	NOUN
cana-2531	47	32	of	of	ADP
cana-2531	47	33	existing	exist	VERB
cana-2531	47	34	inequalities	inequality	NOUN
cana-2531	47	35	.	.	PUNCT
cana-2531	48	1	addressing	address	VERB
cana-2531	48	2	these	these	DET
cana-2531	48	3	challenges	challenge	NOUN
cana-2531	48	4	is	be	AUX
cana-2531	48	5	critical	critical	ADJ
cana-2531	48	6	to	to	ADP
cana-2531	48	7	harness	harness	NOUN
cana-2531	48	8	the	the	DET
cana-2531	48	9	potential	potential	NOUN
cana-2531	48	10	of	of	ADP
cana-2531	48	11	ai	ai	PROPN
cana-2531	48	12	technologies	technology	NOUN
cana-2531	48	13	while	while	SCONJ
cana-2531	48	14	ensuring	ensure	VERB
cana-2531	48	15	that	that	SCONJ
cana-2531	48	16	they	they	PRON
cana-2531	48	17	do	do	AUX
cana-2531	48	18	not	not	PART
cana-2531	48	19	exacerbate	exacerbate	VERB
cana-2531	48	20	societal	societal	ADJ
cana-2531	48	21	divides	divide	NOUN
cana-2531	48	22	or	or	CCONJ
cana-2531	48	23	compromise	compromise	VERB
cana-2531	48	24	the	the	DET
cana-2531	48	25	principle	principle	NOUN
cana-2531	48	26	of	of	ADP
cana-2531	48	27	equal	equal	ADJ
cana-2531	48	28	educational	educational	ADJ
cana-2531	48	29	opportunities	opportunity	NOUN
cana-2531	48	30	.	.	PUNCT
cana-2531	49	1	1.2	1.2	NUM
cana-2531	49	2	.	.	PUNCT
cana-2531	49	3	objectives	objective	NOUN
cana-2531	49	4	of	of	ADP
cana-2531	49	5	this	this	DET
cana-2531	49	6	research	research	NOUN
cana-2531	49	7	examine	examine	VERB
cana-2531	49	8	existing	exist	VERB
cana-2531	49	9	disparities	disparity	NOUN
cana-2531	49	10	:	:	PUNCT
cana-2531	49	11	conduct	conduct	VERB
cana-2531	49	12	a	a	DET
cana-2531	49	13	comprehensive	comprehensive	ADJ
cana-2531	49	14	analysis	analysis	NOUN
cana-2531	49	15	of	of	ADP
cana-2531	49	16	the	the	DET
cana-2531	49	17	existing	exist	VERB
cana-2531	49	18	disparities	disparity	NOUN
cana-2531	49	19	in	in	ADP
cana-2531	49	20	higher	high	ADJ
cana-2531	49	21	education	education	NOUN
cana-2531	49	22	,	,	PUNCT
cana-2531	49	23	considering	consider	VERB
cana-2531	49	24	socio	socio	NOUN
cana-2531	49	25	-	-	PUNCT
cana-2531	49	26	economic	economic	ADJ
cana-2531	49	27	,	,	PUNCT
cana-2531	49	28	cultural	cultural	ADJ
cana-2531	49	29	,	,	PUNCT
cana-2531	49	30	and	and	CCONJ
cana-2531	49	31	accessibility	accessibility	NOUN
cana-2531	49	32	factors	factor	NOUN
cana-2531	49	33	.	.	PUNCT
cana-2531	50	1	evaluate	evaluate	VERB
cana-2531	50	2	the	the	DET
cana-2531	50	3	extent	extent	NOUN
cana-2531	50	4	of	of	ADP
cana-2531	50	5	these	these	DET
cana-2531	50	6	disparities	disparity	NOUN
cana-2531	50	7	and	and	CCONJ
cana-2531	50	8	their	their	PRON
cana-2531	50	9	impact	impact	NOUN
cana-2531	50	10	on	on	ADP
cana-2531	50	11	students	student	NOUN
cana-2531	50	12	,	,	PUNCT
cana-2531	50	13	highlighting	highlight	VERB
cana-2531	50	14	specific	specific	ADJ
cana-2531	50	15	demographics	demographic	NOUN
cana-2531	50	16	that	that	PRON
cana-2531	50	17	are	be	AUX
cana-2531	50	18	disproportionately	disproportionately	ADV
cana-2531	50	19	affected	affect	VERB
cana-2531	50	20	.	.	PUNCT
cana-2531	51	1	evaluate	evaluate	VERB
cana-2531	51	2	ai	ai	ADJ
cana-2531	51	3	integration	integration	NOUN
cana-2531	51	4	strategies	strategy	NOUN
cana-2531	51	5	:	:	PUNCT
cana-2531	51	6	investigate	investigate	VERB
cana-2531	51	7	current	current	ADJ
cana-2531	51	8	ai	ai	ADJ
cana-2531	51	9	-	-	PUNCT
cana-2531	51	10	driven	drive	VERB
cana-2531	51	11	initiatives	initiative	NOUN
cana-2531	51	12	in	in	ADP
cana-2531	51	13	higher	high	ADJ
cana-2531	51	14	education	education	NOUN
cana-2531	51	15	,	,	PUNCT
cana-2531	51	16	focusing	focus	VERB
cana-2531	51	17	on	on	ADP
cana-2531	51	18	their	their	PRON
cana-2531	51	19	effectiveness	effectiveness	NOUN
cana-2531	51	20	in	in	ADP
cana-2531	51	21	addressing	address	VERB
cana-2531	51	22	inclusivity	inclusivity	NOUN
cana-2531	51	23	and	and	CCONJ
cana-2531	51	24	equity	equity	NOUN
cana-2531	51	25	.	.	PUNCT
cana-2531	52	1	evaluate	evaluate	VERB
cana-2531	52	2	diverse	diverse	ADJ
cana-2531	52	3	ai	ai	PROPN
cana-2531	52	4	technologies	technology	NOUN
cana-2531	52	5	,	,	PUNCT
cana-2531	52	6	including	include	VERB
cana-2531	52	7	adaptive	adaptive	ADJ
cana-2531	52	8	learning	learning	NOUN
cana-2531	52	9	platforms	platform	NOUN
cana-2531	52	10	,	,	PUNCT
cana-2531	52	11	natural	natural	ADJ
cana-2531	52	12	language	language	NOUN
cana-2531	52	13	processing	processing	NOUN
cana-2531	52	14	tools	tool	NOUN
cana-2531	52	15	,	,	PUNCT
cana-2531	52	16	and	and	CCONJ
cana-2531	52	17	machine	machine	NOUN
cana-2531	52	18	learning	learning	NOUN
cana-2531	52	19	algorithms	algorithm	NOUN
cana-2531	52	20	,	,	PUNCT
cana-2531	52	21	to	to	PART
cana-2531	52	22	identify	identify	VERB
cana-2531	52	23	successful	successful	ADJ
cana-2531	52	24	implementation	implementation	NOUN
cana-2531	52	25	strategies	strategy	NOUN
cana-2531	52	26	that	that	PRON
cana-2531	52	27	promote	promote	VERB
cana-2531	52	28	personalized	personalized	ADJ
cana-2531	52	29	and	and	CCONJ
cana-2531	52	30	inclusive	inclusive	ADJ
cana-2531	52	31	learning	learning	NOUN
cana-2531	52	32	experiences	experience	NOUN
cana-2531	52	33	.	.	PUNCT
cana-2531	53	1	address	address	VERB
cana-2531	53	2	ethical	ethical	ADJ
cana-2531	53	3	implications	implication	NOUN
cana-2531	53	4	:	:	PUNCT
cana-2531	53	5	investigate	investigate	VERB
cana-2531	53	6	the	the	DET
cana-2531	53	7	ethical	ethical	ADJ
cana-2531	53	8	implications	implication	NOUN
cana-2531	53	9	surrounding	surround	VERB
cana-2531	53	10	the	the	DET
cana-2531	53	11	implementation	implementation	NOUN
cana-2531	53	12	of	of	ADP
cana-2531	53	13	ai	ai	VERB
cana-2531	53	14	in	in	ADP
cana-2531	53	15	higher	high	ADJ
cana-2531	53	16	education	education	NOUN
cana-2531	53	17	.	.	PUNCT
cana-2531	54	1	explore	explore	VERB
cana-2531	54	2	concerns	concern	NOUN
cana-2531	54	3	related	relate	VERB
cana-2531	54	4	to	to	ADP
cana-2531	54	5	data	data	NOUN
cana-2531	54	6	privacy	privacy	NOUN
cana-2531	54	7	,	,	PUNCT
cana-2531	54	8	algorithmic	algorithmic	ADJ
cana-2531	54	9	biases	bias	NOUN
cana-2531	54	10	,	,	PUNCT
cana-2531	54	11	and	and	CCONJ
cana-2531	54	12	fairness	fairness	NOUN
cana-2531	54	13	.	.	PUNCT
cana-2531	55	1	develop	develop	VERB
cana-2531	55	2	guidelines	guideline	NOUN
cana-2531	55	3	and	and	CCONJ
cana-2531	55	4	recommendations	recommendation	NOUN
cana-2531	55	5	for	for	ADP
cana-2531	55	6	ethical	ethical	ADJ
cana-2531	55	7	ai	ai	NOUN
cana-2531	55	8	deployment	deployment	NOUN
cana-2531	55	9	,	,	PUNCT
cana-2531	55	10	ensuring	ensure	VERB
cana-2531	55	11	that	that	SCONJ
cana-2531	55	12	these	these	DET
cana-2531	55	13	technologies	technology	NOUN
cana-2531	55	14	are	be	AUX
cana-2531	55	15	used	use	VERB
cana-2531	55	16	responsibly	responsibly	ADV
cana-2531	55	17	and	and	CCONJ
cana-2531	55	18	equitably	equitably	ADV
cana-2531	55	19	.	.	PUNCT
cana-2531	56	1	develop	develop	VERB
cana-2531	56	2	best	good	ADJ
cana-2531	56	3	practices	practice	NOUN
cana-2531	56	4	:	:	PUNCT
cana-2531	56	5	identify	identify	VERB
cana-2531	56	6	best	good	ADJ
cana-2531	56	7	practices	practice	NOUN
cana-2531	56	8	and	and	CCONJ
cana-2531	56	9	case	case	NOUN
cana-2531	56	10	studies	study	NOUN
cana-2531	56	11	where	where	SCONJ
cana-2531	56	12	ai	ai	VERB
cana-2531	56	13	technologies	technology	NOUN
cana-2531	56	14	have	have	AUX
cana-2531	56	15	successfully	successfully	ADV
cana-2531	56	16	bridged	bridge	VERB
cana-2531	56	17	the	the	DET
cana-2531	56	18	gap	gap	NOUN
cana-2531	56	19	in	in	ADP
cana-2531	56	20	higher	high	ADJ
cana-2531	56	21	education	education	NOUN
cana-2531	56	22	.	.	PUNCT
cana-2531	57	1	analyze	analyze	VERB
cana-2531	57	2	these	these	DET
cana-2531	57	3	cases	case	NOUN
cana-2531	57	4	to	to	PART
cana-2531	57	5	extract	extract	VERB
cana-2531	57	6	key	key	ADJ
cana-2531	57	7	principles	principle	NOUN
cana-2531	57	8	and	and	CCONJ
cana-2531	57	9	methodologies	methodology	NOUN
cana-2531	57	10	.	.	PUNCT
cana-2531	58	1	develop	develop	VERB
cana-2531	58	2	a	a	DET
cana-2531	58	3	set	set	NOUN
cana-2531	58	4	of	of	ADP
cana-2531	58	5	guidelines	guideline	NOUN
cana-2531	58	6	and	and	CCONJ
cana-2531	58	7	recommendations	recommendation	NOUN
cana-2531	58	8	for	for	ADP
cana-2531	58	9	educational	educational	ADJ
cana-2531	58	10	institutions	institution	NOUN
cana-2531	58	11	and	and	CCONJ
cana-2531	58	12	policymakers	policymaker	NOUN
cana-2531	58	13	to	to	PART
cana-2531	58	14	implement	implement	VERB
cana-2531	58	15	ai	ai	PROPN
cana-2531	58	16	technologies	technology	NOUN
cana-2531	58	17	effectively	effectively	ADV
cana-2531	58	18	,	,	PUNCT
cana-2531	58	19	ensuring	ensure	VERB
cana-2531	58	20	inclusivity	inclusivity	NOUN
cana-2531	58	21	,	,	PUNCT
cana-2531	58	22	fairness	fairness	NOUN
cana-2531	58	23	,	,	PUNCT
cana-2531	58	24	and	and	CCONJ
cana-2531	58	25	accessibility	accessibility	NOUN
cana-2531	58	26	for	for	ADP
cana-2531	58	27	all	all	DET
cana-2531	58	28	students	student	NOUN
cana-2531	59	1	[	[	X
cana-2531	59	2	9],[10	9],[10	NUM
cana-2531	59	3	]	]	PUNCT
cana-2531	59	4	.	.	PUNCT
cana-2531	60	1	propose	propose	VERB
cana-2531	60	2	policy	policy	NOUN
cana-2531	60	3	recommendations	recommendation	NOUN
cana-2531	60	4	:	:	PUNCT
cana-2531	60	5	formulate	formulate	VERB
cana-2531	60	6	policy	policy	NOUN
cana-2531	60	7	recommendations	recommendation	NOUN
cana-2531	60	8	for	for	ADP
cana-2531	60	9	educational	educational	ADJ
cana-2531	60	10	institutions	institution	NOUN
cana-2531	60	11	and	and	CCONJ
cana-2531	60	12	policymakers	policymaker	NOUN
cana-2531	60	13	to	to	PART
cana-2531	60	14	create	create	VERB
cana-2531	60	15	a	a	DET
cana-2531	60	16	conducive	conducive	ADJ
cana-2531	60	17	environment	environment	NOUN
cana-2531	60	18	for	for	ADP
cana-2531	60	19	the	the	DET
cana-2531	60	20	widespread	widespread	ADJ
cana-2531	60	21	and	and	CCONJ
cana-2531	60	22	ethical	ethical	ADJ
cana-2531	60	23	implementation	implementation	NOUN
cana-2531	60	24	of	of	ADP
cana-2531	60	25	ai	ai	VERB
cana-2531	60	26	in	in	ADP
cana-2531	60	27	higher	high	ADJ
cana-2531	60	28	education	education	NOUN
cana-2531	60	29	.	.	PUNCT
cana-2531	61	1	address	address	VERB
cana-2531	61	2	regulatory	regulatory	ADJ
cana-2531	61	3	frameworks	framework	NOUN
cana-2531	61	4	,	,	PUNCT
cana-2531	61	5	funding	funding	NOUN
cana-2531	61	6	mechanisms	mechanism	NOUN
cana-2531	61	7	,	,	PUNCT
cana-2531	61	8	and	and	CCONJ
cana-2531	61	9	support	support	VERB
cana-2531	61	10	structures	structure	NOUN
cana-2531	61	11	necessary	necessary	ADJ
cana-2531	61	12	to	to	PART
cana-2531	61	13	promote	promote	VERB
cana-2531	61	14	the	the	DET
cana-2531	61	15	development	development	NOUN
cana-2531	61	16	and	and	CCONJ
cana-2531	61	17	adoption	adoption	NOUN
cana-2531	61	18	of	of	ADP
cana-2531	61	19	ai	ai	PROPN
cana-2531	61	20	technologies	technology	NOUN
cana-2531	61	21	that	that	PRON
cana-2531	61	22	enhance	enhance	VERB
cana-2531	61	23	inclusivity	inclusivity	NOUN
cana-2531	61	24	and	and	CCONJ
cana-2531	61	25	equity	equity	NOUN
cana-2531	61	26	in	in	ADP
cana-2531	61	27	learning	learn	VERB
cana-2531	61	28	systems	system	NOUN
cana-2531	61	29	[	[	X
cana-2531	61	30	11	11	NUM
cana-2531	61	31	]	]	PUNCT
cana-2531	61	32	.	.	PUNCT
cana-2531	62	1	measure	measure	NOUN
cana-2531	62	2	impact	impact	NOUN
cana-2531	62	3	and	and	CCONJ
cana-2531	62	4	future	future	ADJ
cana-2531	62	5	prospects	prospect	NOUN
cana-2531	62	6	:	:	PUNCT
cana-2531	62	7	evaluate	evaluate	VERB
cana-2531	62	8	the	the	DET
cana-2531	62	9	impact	impact	NOUN
cana-2531	62	10	of	of	ADP
cana-2531	62	11	ai	ai	ADJ
cana-2531	62	12	-	-	PUNCT
cana-2531	62	13	driven	drive	VERB
cana-2531	62	14	interventions	intervention	NOUN
cana-2531	62	15	on	on	ADP
cana-2531	62	16	student	student	NOUN
cana-2531	62	17	outcomes	outcome	NOUN
cana-2531	62	18	,	,	PUNCT
cana-2531	62	19	including	include	VERB
cana-2531	62	20	academic	academic	ADJ
cana-2531	62	21	performance	performance	NOUN
cana-2531	62	22	,	,	PUNCT
cana-2531	62	23	retention	retention	NOUN
cana-2531	62	24	rates	rate	NOUN
cana-2531	62	25	,	,	PUNCT
cana-2531	62	26	and	and	CCONJ
cana-2531	62	27	overall	overall	ADJ
cana-2531	62	28	satisfaction	satisfaction	NOUN
cana-2531	62	29	.	.	PUNCT
cana-2531	63	1	additionally	additionally	ADV
cana-2531	63	2	,	,	PUNCT
cana-2531	63	3	explore	explore	VERB
cana-2531	63	4	the	the	DET
cana-2531	63	5	future	future	ADJ
cana-2531	63	6	prospects	prospect	NOUN
cana-2531	63	7	of	of	ADP
cana-2531	63	8	ai	ai	VERB
cana-2531	63	9	in	in	ADP
cana-2531	63	10	higher	high	ADJ
cana-2531	63	11	education	education	NOUN
cana-2531	63	12	,	,	PUNCT
cana-2531	63	13	considering	consider	VERB
cana-2531	63	14	emerging	emerge	VERB
cana-2531	63	15	technologies	technology	NOUN
cana-2531	63	16	and	and	CCONJ
cana-2531	63	17	trends	trend	NOUN
cana-2531	63	18	.	.	PUNCT
cana-2531	64	1	provide	provide	VERB
cana-2531	64	2	insights	insight	NOUN
cana-2531	64	3	into	into	ADP
cana-2531	64	4	the	the	DET
cana-2531	64	5	potential	potential	ADJ
cana-2531	64	6	advancements	advancement	NOUN
cana-2531	64	7	that	that	PRON
cana-2531	64	8	can	can	AUX
cana-2531	64	9	further	far	ADV
cana-2531	64	10	enhance	enhance	VERB
cana-2531	64	11	equity	equity	NOUN
cana-2531	64	12	and	and	CCONJ
cana-2531	64	13	inclusivity	inclusivity	NOUN
cana-2531	64	14	in	in	ADP
cana-2531	64	15	higher	high	ADJ
cana-2531	64	16	education	education	NOUN
cana-2531	64	17	learning	learn	VERB
cana-2531	64	18	systems	system	NOUN
cana-2531	64	19	[	[	X
cana-2531	64	20	12],[13	12],[13	NOUN
cana-2531	64	21	]	]	PUNCT
cana-2531	64	22	.	.	PUNCT
cana-2531	65	1	2	2	X
cana-2531	65	2	.	.	X
cana-2531	65	3	literature	literature	NOUN
cana-2531	65	4	reviews	review	VERB
cana-2531	65	5	the	the	DET
cana-2531	65	6	internet	internet	NOUN
cana-2531	65	7	of	of	ADP
cana-2531	65	8	things	thing	NOUN
cana-2531	65	9	has	have	VERB
cana-2531	65	10	versatile	versatile	ADJ
cana-2531	65	11	domain	domain	NOUN
cana-2531	65	12	for	for	ADP
cana-2531	65	13	providing	provide	VERB
cana-2531	65	14	enormous	enormous	ADJ
cana-2531	65	15	advantageous	advantageous	ADJ
cana-2531	65	16	services	service	NOUN
cana-2531	65	17	and	and	CCONJ
cana-2531	65	18	an	an	DET
cana-2531	65	19	education	education	NOUN
cana-2531	65	20	is	be	AUX
cana-2531	65	21	one	one	NUM
cana-2531	65	22	of	of	ADP
cana-2531	65	23	them	they	PRON
cana-2531	65	24	.	.	PUNCT
cana-2531	66	1	most	most	ADJ
cana-2531	66	2	are	be	AUX
cana-2531	66	3	located	locate	VERB
cana-2531	66	4	at	at	ADP
cana-2531	66	5	colleges	college	NOUN
cana-2531	66	6	and	and	CCONJ
cana-2531	66	7	universities	university	NOUN
cana-2531	66	8	.	.	PUNCT
cana-2531	67	1	this	this	PRON
cana-2531	67	2	has	have	AUX
cana-2531	67	3	become	become	VERB
cana-2531	67	4	increasingly	increasingly	ADV
cana-2531	67	5	important	important	ADJ
cana-2531	67	6	as	as	SCONJ
cana-2531	67	7	institutions	institution	NOUN
cana-2531	67	8	compete	compete	VERB
cana-2531	67	9	for	for	ADP
cana-2531	67	10	students	student	NOUN
cana-2531	67	11	and	and	CCONJ
cana-2531	67	12	try	try	VERB
cana-2531	67	13	to	to	PART
cana-2531	67	14	control	control	VERB
cana-2531	67	15	costs	cost	NOUN
cana-2531	67	16	.	.	PUNCT
cana-2531	68	1	according	accord	VERB
cana-2531	68	2	to	to	ADP
cana-2531	68	3	the	the	DET
cana-2531	68	4	cde	cde	PROPN
cana-2531	68	5	survey	survey	NOUN
cana-2531	68	6	,	,	PUNCT
cana-2531	68	7	communications	communication	NOUN
cana-2531	68	8	on	on	ADP
cana-2531	68	9	applied	apply	VERB
cana-2531	68	10	nonlinear	nonlinear	ADJ
cana-2531	68	11	analysis	analysis	NOUN
cana-2531	68	12	issn	issn	NOUN
cana-2531	68	13	:	:	PUNCT
cana-2531	68	14	1074	1074	NUM
cana-2531	68	15	-	-	PUNCT
cana-2531	68	16	133x	133x	NUM
cana-2531	68	17	vol	vol	NOUN
cana-2531	68	18	32	32	NUM
cana-2531	68	19	no	no	NOUN
cana-2531	68	20	.	.	PUNCT
cana-2531	69	1	3s	3s	NUM
cana-2531	69	2	(	(	PUNCT
cana-2531	69	3	2025	2025	NUM
cana-2531	69	4	)	)	PUNCT
cana-2531	69	5	28	28	NUM
cana-2531	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	69	7	nearly	nearly	ADV
cana-2531	69	8	half	half	NOUN
cana-2531	69	9	(	(	PUNCT
cana-2531	69	10	43	43	NUM
cana-2531	69	11	%	%	NOUN
cana-2531	69	12	)	)	PUNCT
cana-2531	69	13	said	say	VERB
cana-2531	69	14	that	that	SCONJ
cana-2531	69	15	iot	iot	NOUN
cana-2531	69	16	or	or	CCONJ
cana-2531	69	17	campus	campus	NOUN
cana-2531	69	18	collaboration	collaboration	NOUN
cana-2531	69	19	is	be	AUX
cana-2531	69	20	part	part	NOUN
cana-2531	69	21	of	of	ADP
cana-2531	69	22	their	their	PRON
cana-2531	69	23	organization	organization	NOUN
cana-2531	69	24	’s	’s	PART
cana-2531	69	25	strategic	strategic	ADJ
cana-2531	69	26	plan	plan	NOUN
cana-2531	69	27	;	;	PUNCT
cana-2531	69	28	a	a	DET
cana-2531	69	29	quarter	quarter	NOUN
cana-2531	69	30	(	(	PUNCT
cana-2531	69	31	25	25	NUM
cana-2531	69	32	%	%	NOUN
cana-2531	69	33	)	)	PUNCT
cana-2531	69	34	of	of	ADP
cana-2531	69	35	businesses	business	NOUN
cana-2531	69	36	have	have	AUX
cana-2531	69	37	included	include	VERB
cana-2531	69	38	iot	iot	ADJ
cana-2531	69	39	initiatives	initiative	NOUN
cana-2531	69	40	in	in	ADP
cana-2531	69	41	their	their	PRON
cana-2531	69	42	strategic	strategic	ADJ
cana-2531	69	43	plans	plan	NOUN
cana-2531	69	44	for	for	ADP
cana-2531	69	45	more	more	ADJ
cana-2531	69	46	than	than	ADP
cana-2531	69	47	three	three	NUM
cana-2531	69	48	years	year	NOUN
cana-2531	69	49	.	.	PUNCT
cana-2531	70	1	only	only	ADV
cana-2531	70	2	11	11	NUM
cana-2531	70	3	%	%	NOUN
cana-2531	70	4	reported	report	VERB
cana-2531	70	5	that	that	SCONJ
cana-2531	70	6	there	there	PRON
cana-2531	70	7	was	be	VERB
cana-2531	70	8	no	no	DET
cana-2531	70	9	discussion	discussion	NOUN
cana-2531	70	10	about	about	ADP
cana-2531	70	11	adding	add	VERB
cana-2531	70	12	iot	iot	NOUN
cana-2531	70	13	to	to	ADP
cana-2531	70	14	their	their	PRON
cana-2531	70	15	school	school	NOUN
cana-2531	70	16	’s	’s	PART
cana-2531	70	17	strategic	strategic	ADJ
cana-2531	70	18	plan	plan	NOUN
cana-2531	70	19	[	[	X
cana-2531	70	20	4	4	NUM
cana-2531	70	21	]	]	PUNCT
cana-2531	70	22	.	.	PUNCT
cana-2531	71	1	many	many	ADJ
cana-2531	71	2	universities	university	NOUN
cana-2531	71	3	have	have	AUX
cana-2531	71	4	begun	begin	VERB
cana-2531	71	5	their	their	PRON
cana-2531	71	6	iot	iot	ADJ
cana-2531	71	7	journey	journey	NOUN
cana-2531	71	8	in	in	ADP
cana-2531	71	9	their	their	PRON
cana-2531	71	10	offices	office	NOUN
cana-2531	71	11	,	,	PUNCT
cana-2531	71	12	using	use	VERB
cana-2531	71	13	connected	connect	VERB
cana-2531	71	14	meters	meter	NOUN
cana-2531	71	15	to	to	PART
cana-2531	71	16	monitor	monitor	VERB
cana-2531	71	17	and	and	CCONJ
cana-2531	71	18	control	control	PROPN
cana-2531	71	19	hvac	hvac	PROPN
cana-2531	71	20	and	and	CCONJ
cana-2531	71	21	lighting	lighting	NOUN
cana-2531	71	22	.	.	PUNCT
cana-2531	72	1	to	to	PART
cana-2531	72	2	help	help	VERB
cana-2531	72	3	keep	keep	VERB
cana-2531	72	4	students	student	NOUN
cana-2531	72	5	safe	safe	ADJ
cana-2531	72	6	,	,	PUNCT
cana-2531	72	7	higher	high	ADJ
cana-2531	72	8	education	education	NOUN
cana-2531	72	9	leaders	leader	NOUN
cana-2531	72	10	are	be	AUX
cana-2531	72	11	also	also	ADV
cana-2531	72	12	looking	look	VERB
cana-2531	72	13	for	for	ADP
cana-2531	72	14	solutions	solution	NOUN
cana-2531	72	15	like	like	ADP
cana-2531	72	16	smart	smart	ADJ
cana-2531	72	17	building	building	NOUN
cana-2531	72	18	management	management	NOUN
cana-2531	72	19	,	,	PUNCT
cana-2531	72	20	security	security	NOUN
cana-2531	72	21	camera	camera	NOUN
cana-2531	72	22	connectivity	connectivity	NOUN
cana-2531	72	23	,	,	PUNCT
cana-2531	72	24	and	and	CCONJ
cana-2531	72	25	emergency	emergency	NOUN
cana-2531	72	26	alerts	alert	NOUN
cana-2531	72	27	that	that	PRON
cana-2531	72	28	use	use	VERB
cana-2531	72	29	connected	connected	ADJ
cana-2531	72	30	devices	device	NOUN
cana-2531	72	31	students	student	NOUN
cana-2531	72	32	carry	carry	VERB
cana-2531	72	33	,	,	PUNCT
cana-2531	72	34	such	such	ADJ
cana-2531	72	35	as	as	ADP
cana-2531	72	36	phones	phone	NOUN
cana-2531	72	37	,	,	PUNCT
cana-2531	72	38	tablets	tablet	NOUN
cana-2531	72	39	,	,	PUNCT
cana-2531	72	40	and	and	CCONJ
cana-2531	72	41	laptops	laptop	NOUN
cana-2531	72	42	.	.	PUNCT
cana-2531	73	1	iot	iot	PROPN
cana-2531	73	2	does	do	AUX
cana-2531	73	3	not	not	PART
cana-2531	73	4	facilitates	facilitate	VERB
cana-2531	73	5	only	only	ADV
cana-2531	73	6	information	information	NOUN
cana-2531	73	7	communication	communication	NOUN
cana-2531	73	8	but	but	CCONJ
cana-2531	73	9	also	also	ADV
cana-2531	73	10	create	create	VERB
cana-2531	73	11	new	new	ADJ
cana-2531	73	12	framework	framework	NOUN
cana-2531	73	13	for	for	ADP
cana-2531	73	14	the	the	DET
cana-2531	73	15	students	student	NOUN
cana-2531	73	16	and	and	CCONJ
cana-2531	73	17	faculties	faculty	NOUN
cana-2531	73	18	.	.	PUNCT
cana-2531	74	1	higher	high	ADJ
cana-2531	74	2	education	education	NOUN
cana-2531	74	3	systems	system	NOUN
cana-2531	74	4	allow	allow	VERB
cana-2531	74	5	the	the	DET
cana-2531	74	6	combination	combination	NOUN
cana-2531	74	7	of	of	ADP
cana-2531	74	8	teaching	teaching	NOUN
cana-2531	74	9	,	,	PUNCT
cana-2531	74	10	learning	learning	NOUN
cana-2531	74	11	,	,	PUNCT
cana-2531	74	12	research	research	NOUN
cana-2531	74	13	through	through	ADP
cana-2531	74	14	national	national	ADJ
cana-2531	74	15	education	education	NOUN
cana-2531	74	16	policies	policy	NOUN
cana-2531	74	17	and	and	CCONJ
cana-2531	74	18	creates	create	VERB
cana-2531	74	19	new	new	ADJ
cana-2531	74	20	young	young	ADJ
cana-2531	74	21	minds	mind	NOUN
cana-2531	74	22	with	with	ADP
cana-2531	74	23	skill	skill	NOUN
cana-2531	74	24	sets.[13][14	sets.[13][14	PROPN
cana-2531	74	25	]	]	X
cana-2531	75	1	[	[	X
cana-2531	75	2	15	15	NUM
cana-2531	75	3	]	]	X
cana-2531	75	4	crompton	crompton	PROPN
cana-2531	75	5	and	and	CCONJ
cana-2531	75	6	burke	burke	PROPN
cana-2531	75	7	(	(	PUNCT
cana-2531	75	8	2022	2022	NUM
cana-2531	75	9	)	)	PUNCT
cana-2531	75	10	explore	explore	VERB
cana-2531	75	11	the	the	DET
cana-2531	75	12	burgeoning	burgeon	VERB
cana-2531	75	13	role	role	NOUN
cana-2531	75	14	of	of	ADP
cana-2531	75	15	artificial	artificial	ADJ
cana-2531	75	16	intelligence	intelligence	NOUN
cana-2531	75	17	(	(	PUNCT
cana-2531	75	18	ai	ai	NOUN
cana-2531	75	19	)	)	PUNCT
cana-2531	75	20	in	in	ADP
cana-2531	75	21	k-12	k-12	PROPN
cana-2531	75	22	education	education	NOUN
cana-2531	75	23	,	,	PUNCT
cana-2531	75	24	highlighting	highlight	VERB
cana-2531	75	25	how	how	SCONJ
cana-2531	75	26	ai	ai	AUX
cana-2531	75	27	technologies	technology	NOUN
cana-2531	75	28	are	be	AUX
cana-2531	75	29	reshaping	reshape	VERB
cana-2531	75	30	teaching	teaching	NOUN
cana-2531	75	31	methodologies	methodology	NOUN
cana-2531	75	32	and	and	CCONJ
cana-2531	75	33	learning	learn	VERB
cana-2531	75	34	outcomes	outcome	NOUN
cana-2531	75	35	.	.	PUNCT
cana-2531	76	1	the	the	DET
cana-2531	76	2	review	review	NOUN
cana-2531	76	3	discusses	discuss	VERB
cana-2531	76	4	the	the	DET
cana-2531	76	5	dual	dual	ADJ
cana-2531	76	6	nature	nature	NOUN
cana-2531	76	7	of	of	ADP
cana-2531	76	8	ai	ai	NOUN
cana-2531	76	9	as	as	ADP
cana-2531	76	10	both	both	CCONJ
cana-2531	76	11	an	an	DET
cana-2531	76	12	instructional	instructional	ADJ
cana-2531	76	13	tool	tool	NOUN
cana-2531	76	14	and	and	CCONJ
cana-2531	76	15	an	an	DET
cana-2531	76	16	administrative	administrative	ADJ
cana-2531	76	17	asset	asset	NOUN
cana-2531	76	18	.	.	PUNCT
cana-2531	77	1	it	it	PRON
cana-2531	77	2	emphasizes	emphasize	VERB
cana-2531	77	3	that	that	SCONJ
cana-2531	77	4	while	while	SCONJ
cana-2531	77	5	ai	ai	AUX
cana-2531	77	6	can	can	AUX
cana-2531	77	7	personalize	personalize	VERB
cana-2531	77	8	learning	learn	VERB
cana-2531	77	9	experiences	experience	NOUN
cana-2531	77	10	,	,	PUNCT
cana-2531	77	11	significant	significant	ADJ
cana-2531	77	12	challenges	challenge	NOUN
cana-2531	77	13	remain	remain	VERB
cana-2531	77	14	regarding	regard	VERB
cana-2531	77	15	data	data	NOUN
cana-2531	77	16	privacy	privacy	NOUN
cana-2531	77	17	and	and	CCONJ
cana-2531	77	18	equity	equity	NOUN
cana-2531	77	19	in	in	ADP
cana-2531	77	20	access	access	NOUN
cana-2531	77	21	.	.	PUNCT
cana-2531	78	1	this	this	DET
cana-2531	78	2	review	review	NOUN
cana-2531	78	3	sets	set	VERB
cana-2531	78	4	a	a	DET
cana-2531	78	5	foundational	foundational	ADJ
cana-2531	78	6	understanding	understanding	NOUN
cana-2531	78	7	for	for	ADP
cana-2531	78	8	exploring	explore	VERB
cana-2531	78	9	how	how	SCONJ
cana-2531	78	10	similar	similar	ADJ
cana-2531	78	11	ai	ai	VERB
cana-2531	78	12	applications	application	NOUN
cana-2531	78	13	can	can	AUX
cana-2531	78	14	enhance	enhance	VERB
cana-2531	78	15	equity	equity	NOUN
cana-2531	78	16	and	and	CCONJ
cana-2531	78	17	inclusivity	inclusivity	NOUN
cana-2531	78	18	in	in	ADP
cana-2531	78	19	higher	high	ADJ
cana-2531	78	20	education	education	NOUN
cana-2531	78	21	[	[	X
cana-2531	78	22	7	7	NUM
cana-2531	78	23	]	]	PUNCT
cana-2531	78	24	.	.	PUNCT
cana-2531	79	1	ouyang	ouyang	PROPN
cana-2531	79	2	et	et	PROPN
cana-2531	79	3	al	al	PROPN
cana-2531	79	4	.	.	PROPN
cana-2531	79	5	(	(	PUNCT
cana-2531	79	6	2022	2022	NUM
cana-2531	79	7	)	)	PUNCT
cana-2531	79	8	provide	provide	VERB
cana-2531	79	9	a	a	DET
cana-2531	79	10	comprehensive	comprehensive	ADJ
cana-2531	79	11	systematic	systematic	ADJ
cana-2531	79	12	review	review	NOUN
cana-2531	79	13	of	of	ADP
cana-2531	79	14	empirical	empirical	ADJ
cana-2531	79	15	research	research	NOUN
cana-2531	79	16	concerning	concern	VERB
cana-2531	79	17	ai	ai	VERB
cana-2531	79	18	applications	application	NOUN
cana-2531	79	19	in	in	ADP
cana-2531	79	20	online	online	ADJ
cana-2531	79	21	higher	high	ADJ
cana-2531	79	22	education	education	NOUN
cana-2531	79	23	from	from	ADP
cana-2531	79	24	2011	2011	NUM
cana-2531	79	25	to	to	ADP
cana-2531	79	26	2020	2020	NUM
cana-2531	79	27	.	.	PUNCT
cana-2531	80	1	their	their	PRON
cana-2531	80	2	findings	finding	NOUN
cana-2531	80	3	indicate	indicate	VERB
cana-2531	80	4	that	that	SCONJ
cana-2531	80	5	ai	ai	VERB
cana-2531	80	6	tools	tool	NOUN
cana-2531	80	7	can	can	AUX
cana-2531	80	8	facilitate	facilitate	VERB
cana-2531	80	9	personalized	personalized	ADJ
cana-2531	80	10	learning	learning	NOUN
cana-2531	80	11	experiences	experience	NOUN
cana-2531	80	12	,	,	PUNCT
cana-2531	80	13	enhance	enhance	VERB
cana-2531	80	14	student	student	NOUN
cana-2531	80	15	engagement	engagement	NOUN
cana-2531	80	16	,	,	PUNCT
cana-2531	80	17	and	and	CCONJ
cana-2531	80	18	provide	provide	VERB
cana-2531	80	19	automated	automate	VERB
cana-2531	80	20	support	support	NOUN
cana-2531	80	21	in	in	ADP
cana-2531	80	22	learning	learn	VERB
cana-2531	80	23	environments	environment	NOUN
cana-2531	80	24	.	.	PUNCT
cana-2531	81	1	they	they	PRON
cana-2531	81	2	call	call	VERB
cana-2531	81	3	attention	attention	NOUN
cana-2531	81	4	to	to	ADP
cana-2531	81	5	the	the	DET
cana-2531	81	6	need	need	NOUN
cana-2531	81	7	for	for	SCONJ
cana-2531	81	8	more	more	ADV
cana-2531	81	9	rigorous	rigorous	ADJ
cana-2531	81	10	studies	study	NOUN
cana-2531	81	11	to	to	PART
cana-2531	81	12	evaluate	evaluate	VERB
cana-2531	81	13	the	the	DET
cana-2531	81	14	long	long	ADJ
cana-2531	81	15	-	-	PUNCT
cana-2531	81	16	term	term	NOUN
cana-2531	81	17	impacts	impact	NOUN
cana-2531	81	18	of	of	ADP
cana-2531	81	19	these	these	DET
cana-2531	81	20	ai	ai	ADJ
cana-2531	81	21	systems	system	NOUN
cana-2531	81	22	,	,	PUNCT
cana-2531	81	23	thereby	thereby	ADV
cana-2531	81	24	addressing	address	VERB
cana-2531	81	25	potential	potential	ADJ
cana-2531	81	26	biases	bias	NOUN
cana-2531	81	27	and	and	CCONJ
cana-2531	81	28	accessibility	accessibility	NOUN
cana-2531	81	29	issues	issue	NOUN
cana-2531	81	30	that	that	PRON
cana-2531	81	31	could	could	AUX
cana-2531	81	32	arise	arise	VERB
cana-2531	81	33	from	from	ADP
cana-2531	81	34	ai	ai	PROPN
cana-2531	81	35	implementations	implementation	NOUN
cana-2531	81	36	[	[	X
cana-2531	81	37	21	21	NUM
cana-2531	81	38	]	]	PUNCT
cana-2531	81	39	.	.	PUNCT
cana-2531	81	40	çağataylı	çağataylı	NOUN
cana-2531	81	41	and	and	CCONJ
cana-2531	81	42	çelebi	çelebi	NOUN
cana-2531	81	43	(	(	PUNCT
cana-2531	81	44	2022	2022	NUM
cana-2531	81	45	)	)	PUNCT
cana-2531	81	46	employ	employ	VERB
cana-2531	81	47	a	a	DET
cana-2531	81	48	machine	machine	NOUN
cana-2531	81	49	learning	learn	VERB
cana-2531	81	50	approach	approach	NOUN
cana-2531	81	51	to	to	PART
cana-2531	81	52	estimate	estimate	VERB
cana-2531	81	53	academic	academic	ADJ
cana-2531	81	54	success	success	NOUN
cana-2531	81	55	in	in	ADP
cana-2531	81	56	higher	high	ADJ
cana-2531	81	57	education	education	NOUN
cana-2531	81	58	based	base	VERB
cana-2531	81	59	on	on	ADP
cana-2531	81	60	the	the	DET
cana-2531	81	61	big	big	ADJ
cana-2531	81	62	five	five	NUM
cana-2531	81	63	personality	personality	NOUN
cana-2531	81	64	traits	trait	NOUN
cana-2531	81	65	.	.	PUNCT
cana-2531	82	1	their	their	PRON
cana-2531	82	2	research	research	NOUN
cana-2531	82	3	reveals	reveal	VERB
cana-2531	82	4	significant	significant	ADJ
cana-2531	82	5	correlations	correlation	NOUN
cana-2531	82	6	between	between	ADP
cana-2531	82	7	personality	personality	NOUN
cana-2531	82	8	traits	trait	NOUN
cana-2531	82	9	and	and	CCONJ
cana-2531	82	10	academic	academic	ADJ
cana-2531	82	11	performance	performance	NOUN
cana-2531	82	12	,	,	PUNCT
cana-2531	82	13	suggesting	suggest	VERB
cana-2531	82	14	that	that	SCONJ
cana-2531	82	15	ai	ai	VERB
cana-2531	82	16	systems	system	NOUN
cana-2531	82	17	could	could	AUX
cana-2531	82	18	be	be	AUX
cana-2531	82	19	designed	design	VERB
cana-2531	82	20	to	to	PART
cana-2531	82	21	identify	identify	VERB
cana-2531	82	22	and	and	CCONJ
cana-2531	82	23	support	support	VERB
cana-2531	82	24	diverse	diverse	ADJ
cana-2531	82	25	student	student	NOUN
cana-2531	82	26	needs	need	NOUN
cana-2531	82	27	based	base	VERB
cana-2531	82	28	on	on	ADP
cana-2531	82	29	their	their	PRON
cana-2531	82	30	personality	personality	NOUN
cana-2531	82	31	profiles	profile	NOUN
cana-2531	82	32	.	.	PUNCT
cana-2531	83	1	this	this	DET
cana-2531	83	2	insight	insight	NOUN
cana-2531	83	3	highlights	highlight	VERB
cana-2531	83	4	the	the	DET
cana-2531	83	5	potential	potential	NOUN
cana-2531	83	6	of	of	ADP
cana-2531	83	7	ai	ai	NOUN
cana-2531	83	8	in	in	ADP
cana-2531	83	9	tailoring	tailor	VERB
cana-2531	83	10	educational	educational	ADJ
cana-2531	83	11	experiences	experience	NOUN
cana-2531	83	12	,	,	PUNCT
cana-2531	83	13	thereby	thereby	ADV
cana-2531	83	14	promoting	promote	VERB
cana-2531	83	15	equity	equity	NOUN
cana-2531	83	16	among	among	ADP
cana-2531	83	17	learners	learner	NOUN
cana-2531	83	18	with	with	ADP
cana-2531	83	19	varying	vary	VERB
cana-2531	83	20	attributes	attribute	NOUN
cana-2531	83	21	[	[	X
cana-2531	83	22	3	3	NUM
cana-2531	83	23	]	]	PUNCT
cana-2531	83	24	.	.	PUNCT
cana-2531	84	1	ayse	ayse	PROPN
cana-2531	84	2	and	and	CCONJ
cana-2531	84	3	nil	nil	PROPN
cana-2531	84	4	(	(	PUNCT
cana-2531	84	5	2022	2022	NUM
cana-2531	84	6	)	)	PUNCT
cana-2531	84	7	examine	examine	VERB
cana-2531	84	8	the	the	DET
cana-2531	84	9	effects	effect	NOUN
cana-2531	84	10	of	of	ADP
cana-2531	84	11	automated	automate	VERB
cana-2531	84	12	feedback	feedback	NOUN
cana-2531	84	13	compared	compare	VERB
cana-2531	84	14	to	to	ADP
cana-2531	84	15	traditional	traditional	ADJ
cana-2531	84	16	teacher	teacher	NOUN
cana-2531	84	17	feedback	feedback	NOUN
cana-2531	84	18	on	on	ADP
cana-2531	84	19	writing	write	VERB
cana-2531	84	20	achievement	achievement	NOUN
cana-2531	84	21	in	in	ADP
cana-2531	84	22	english	english	PROPN
cana-2531	84	23	as	as	ADP
cana-2531	84	24	a	a	DET
cana-2531	84	25	foreign	foreign	ADJ
cana-2531	84	26	language	language	NOUN
cana-2531	84	27	.	.	PUNCT
cana-2531	85	1	their	their	PRON
cana-2531	85	2	study	study	NOUN
cana-2531	85	3	demonstrates	demonstrate	VERB
cana-2531	85	4	that	that	SCONJ
cana-2531	85	5	automated	automate	VERB
cana-2531	85	6	feedback	feedback	NOUN
cana-2531	85	7	can	can	AUX
cana-2531	85	8	be	be	AUX
cana-2531	85	9	as	as	ADV
cana-2531	85	10	effective	effective	ADJ
cana-2531	85	11	as	as	ADP
cana-2531	85	12	teacher	teacher	NOUN
cana-2531	85	13	feedback	feedback	NOUN
cana-2531	85	14	in	in	ADP
cana-2531	85	15	certain	certain	ADJ
cana-2531	85	16	contexts	context	NOUN
cana-2531	85	17	,	,	PUNCT
cana-2531	85	18	emphasizing	emphasize	VERB
cana-2531	85	19	the	the	DET
cana-2531	85	20	potential	potential	NOUN
cana-2531	85	21	of	of	ADP
cana-2531	85	22	ai	ai	NOUN
cana-2531	85	23	in	in	ADP
cana-2531	85	24	providing	provide	VERB
cana-2531	85	25	timely	timely	ADV
cana-2531	85	26	,	,	PUNCT
cana-2531	85	27	personalized	personalized	ADJ
cana-2531	85	28	,	,	PUNCT
cana-2531	85	29	and	and	CCONJ
cana-2531	85	30	scalable	scalable	ADJ
cana-2531	85	31	feedback	feedback	NOUN
cana-2531	85	32	to	to	ADP
cana-2531	85	33	students	student	NOUN
cana-2531	85	34	.	.	PUNCT
cana-2531	86	1	this	this	PRON
cana-2531	86	2	could	could	AUX
cana-2531	86	3	lead	lead	VERB
cana-2531	86	4	to	to	ADP
cana-2531	86	5	more	more	ADJ
cana-2531	86	6	inclusive	inclusive	ADJ
cana-2531	86	7	learning	learning	NOUN
cana-2531	86	8	environments	environment	NOUN
cana-2531	86	9	by	by	ADP
cana-2531	86	10	ensuring	ensure	VERB
cana-2531	86	11	all	all	DET
cana-2531	86	12	students	student	NOUN
cana-2531	86	13	receive	receive	VERB
cana-2531	86	14	the	the	DET
cana-2531	86	15	support	support	NOUN
cana-2531	86	16	they	they	PRON
cana-2531	86	17	need	need	VERB
cana-2531	86	18	to	to	PART
cana-2531	86	19	succeed	succeed	VERB
cana-2531	86	20	[	[	X
cana-2531	86	21	2	2	NUM
cana-2531	86	22	]	]	PUNCT
cana-2531	86	23	.	.	PUNCT
cana-2531	87	1	crompton	crompton	PROPN
cana-2531	87	2	et	et	PROPN
cana-2531	87	3	al	al	PROPN
cana-2531	87	4	.	.	PROPN
cana-2531	87	5	(	(	PUNCT
cana-2531	87	6	2020	2020	NUM
cana-2531	87	7	)	)	PUNCT
cana-2531	87	8	discuss	discuss	VERB
cana-2531	87	9	the	the	DET
cana-2531	87	10	psychological	psychological	ADJ
cana-2531	87	11	foundations	foundation	NOUN
cana-2531	87	12	underlying	underlie	VERB
cana-2531	87	13	the	the	DET
cana-2531	87	14	adoption	adoption	NOUN
cana-2531	87	15	of	of	ADP
cana-2531	87	16	emerging	emerge	VERB
cana-2531	87	17	technologies	technology	NOUN
cana-2531	87	18	in	in	ADP
cana-2531	87	19	higher	high	ADJ
cana-2531	87	20	education	education	NOUN
cana-2531	87	21	.	.	PUNCT
cana-2531	88	1	they	they	PRON
cana-2531	88	2	highlight	highlight	VERB
cana-2531	88	3	the	the	DET
cana-2531	88	4	importance	importance	NOUN
cana-2531	88	5	of	of	ADP
cana-2531	88	6	understanding	understand	VERB
cana-2531	88	7	cognitive	cognitive	ADJ
cana-2531	88	8	load	load	NOUN
cana-2531	88	9	and	and	CCONJ
cana-2531	88	10	student	student	NOUN
cana-2531	88	11	engagement	engagement	NOUN
cana-2531	88	12	when	when	SCONJ
cana-2531	88	13	implementing	implement	VERB
cana-2531	88	14	ai	ai	NOUN
cana-2531	88	15	tools	tool	NOUN
cana-2531	88	16	.	.	PUNCT
cana-2531	89	1	their	their	PRON
cana-2531	89	2	review	review	NOUN
cana-2531	89	3	suggests	suggest	VERB
cana-2531	89	4	that	that	SCONJ
cana-2531	89	5	ai	ai	VERB
cana-2531	89	6	can	can	AUX
cana-2531	89	7	enhance	enhance	VERB
cana-2531	89	8	learning	learn	VERB
cana-2531	89	9	experiences	experience	NOUN
cana-2531	89	10	if	if	SCONJ
cana-2531	89	11	designed	design	VERB
cana-2531	89	12	with	with	ADP
cana-2531	89	13	psychological	psychological	ADJ
cana-2531	89	14	principles	principle	NOUN
cana-2531	89	15	in	in	ADP
cana-2531	89	16	mind	mind	NOUN
cana-2531	89	17	,	,	PUNCT
cana-2531	89	18	which	which	PRON
cana-2531	89	19	is	be	AUX
cana-2531	89	20	crucial	crucial	ADJ
cana-2531	89	21	for	for	ADP
cana-2531	89	22	creating	create	VERB
cana-2531	89	23	equitable	equitable	ADJ
cana-2531	89	24	educational	educational	ADJ
cana-2531	89	25	systems	system	NOUN
cana-2531	89	26	that	that	PRON
cana-2531	89	27	cater	cater	VERB
cana-2531	89	28	to	to	PART
cana-2531	89	29	diverse	diverse	ADJ
cana-2531	89	30	learning	learning	NOUN
cana-2531	89	31	needs	need	NOUN
cana-2531	89	32	[	[	X
cana-2531	89	33	6	6	NUM
cana-2531	89	34	]	]	PUNCT
cana-2531	89	35	.	.	PUNCT
cana-2531	90	1	communications	communication	NOUN
cana-2531	90	2	on	on	ADP
cana-2531	90	3	applied	apply	VERB
cana-2531	90	4	nonlinear	nonlinear	ADJ
cana-2531	90	5	analysis	analysis	NOUN
cana-2531	90	6	issn	issn	NOUN
cana-2531	90	7	:	:	PUNCT
cana-2531	90	8	1074	1074	NUM
cana-2531	90	9	-	-	PUNCT
cana-2531	90	10	133x	133x	NUM
cana-2531	90	11	vol	vol	NOUN
cana-2531	90	12	32	32	NUM
cana-2531	90	13	no	no	NOUN
cana-2531	90	14	.	.	PUNCT
cana-2531	91	1	3s	3s	NUM
cana-2531	91	2	(	(	PUNCT
cana-2531	91	3	2025	2025	NUM
cana-2531	91	4	)	)	PUNCT
cana-2531	91	5	29	29	NUM
cana-2531	92	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	92	2	mousavi	mousavi	PROPN
cana-2531	92	3	et	et	PROPN
cana-2531	92	4	al	al	PROPN
cana-2531	92	5	.	.	PROPN
cana-2531	93	1	(	(	PUNCT
cana-2531	93	2	2020	2020	NUM
cana-2531	93	3	)	)	PUNCT
cana-2531	93	4	investigate	investigate	VERB
cana-2531	93	5	the	the	DET
cana-2531	93	6	effectiveness	effectiveness	NOUN
cana-2531	93	7	of	of	ADP
cana-2531	93	8	an	an	DET
cana-2531	93	9	automated	automate	VERB
cana-2531	93	10	student	student	NOUN
cana-2531	93	11	advice	advice	NOUN
cana-2531	93	12	recommender	recommender	NOUN
cana-2531	93	13	agent	agent	NOUN
cana-2531	93	14	(	(	PUNCT
cana-2531	93	15	sara	sara	PROPN
cana-2531	93	16	)	)	PUNCT
cana-2531	93	17	in	in	ADP
cana-2531	93	18	providing	provide	VERB
cana-2531	93	19	personalized	personalized	ADJ
cana-2531	93	20	feedback	feedback	NOUN
cana-2531	93	21	.	.	PUNCT
cana-2531	94	1	their	their	PRON
cana-2531	94	2	findings	finding	NOUN
cana-2531	94	3	reveal	reveal	VERB
cana-2531	94	4	that	that	SCONJ
cana-2531	94	5	ai	ai	NOUN
cana-2531	94	6	-	-	PUNCT
cana-2531	94	7	driven	drive	VERB
cana-2531	94	8	feedback	feedback	NOUN
cana-2531	94	9	mechanisms	mechanism	NOUN
cana-2531	94	10	can	can	AUX
cana-2531	94	11	significantly	significantly	ADV
cana-2531	94	12	enhance	enhance	VERB
cana-2531	94	13	learning	learn	VERB
cana-2531	94	14	outcomes	outcome	NOUN
cana-2531	94	15	.	.	PUNCT
cana-2531	95	1	the	the	DET
cana-2531	95	2	study	study	NOUN
cana-2531	95	3	emphasizes	emphasize	VERB
cana-2531	95	4	the	the	DET
cana-2531	95	5	importance	importance	NOUN
cana-2531	95	6	of	of	ADP
cana-2531	95	7	automation	automation	NOUN
cana-2531	95	8	in	in	ADP
cana-2531	95	9	addressing	address	VERB
cana-2531	95	10	the	the	DET
cana-2531	95	11	diverse	diverse	ADJ
cana-2531	95	12	needs	need	NOUN
cana-2531	95	13	of	of	ADP
cana-2531	95	14	students	student	NOUN
cana-2531	95	15	,	,	PUNCT
cana-2531	95	16	thereby	thereby	ADV
cana-2531	95	17	fostering	foster	VERB
cana-2531	95	18	inclusivity	inclusivity	NOUN
cana-2531	95	19	in	in	ADP
cana-2531	95	20	higher	high	ADJ
cana-2531	95	21	education	education	NOUN
cana-2531	95	22	settings	setting	NOUN
cana-2531	95	23	[	[	X
cana-2531	95	24	19	19	NUM
cana-2531	95	25	]	]	PUNCT
cana-2531	95	26	.	.	PUNCT
cana-2531	96	1	huang	huang	PROPN
cana-2531	96	2	et	et	PROPN
cana-2531	96	3	al	al	PROPN
cana-2531	96	4	.	.	PROPN
cana-2531	96	5	(	(	PUNCT
cana-2531	96	6	2021	2021	NUM
cana-2531	96	7	)	)	PUNCT
cana-2531	96	8	explore	explore	VERB
cana-2531	96	9	the	the	DET
cana-2531	96	10	interplay	interplay	NOUN
cana-2531	96	11	between	between	ADP
cana-2531	96	12	achievement	achievement	NOUN
cana-2531	96	13	goals	goal	NOUN
cana-2531	96	14	,	,	PUNCT
cana-2531	96	15	community	community	NOUN
cana-2531	96	16	identification	identification	NOUN
cana-2531	96	17	,	,	PUNCT
cana-2531	96	18	and	and	CCONJ
cana-2531	96	19	online	online	ADJ
cana-2531	96	20	collaborative	collaborative	ADJ
cana-2531	96	21	reflection	reflection	NOUN
cana-2531	96	22	in	in	ADP
cana-2531	96	23	learning	learn	VERB
cana-2531	96	24	environments	environment	NOUN
cana-2531	96	25	.	.	PUNCT
cana-2531	97	1	their	their	PRON
cana-2531	97	2	research	research	NOUN
cana-2531	97	3	indicates	indicate	VERB
cana-2531	97	4	that	that	SCONJ
cana-2531	97	5	ai	ai	INTJ
cana-2531	97	6	can	can	AUX
cana-2531	97	7	facilitate	facilitate	VERB
cana-2531	97	8	collaborative	collaborative	ADJ
cana-2531	97	9	learning	learning	NOUN
cana-2531	97	10	by	by	ADP
cana-2531	97	11	analysing	analyse	VERB
cana-2531	97	12	interactions	interaction	NOUN
cana-2531	97	13	and	and	CCONJ
cana-2531	97	14	providing	provide	VERB
cana-2531	97	15	insights	insight	NOUN
cana-2531	97	16	to	to	PART
cana-2531	97	17	improve	improve	VERB
cana-2531	97	18	group	group	NOUN
cana-2531	97	19	dynamics	dynamic	NOUN
cana-2531	97	20	.	.	PUNCT
cana-2531	98	1	this	this	DET
cana-2531	98	2	capability	capability	NOUN
cana-2531	98	3	can	can	AUX
cana-2531	98	4	enhance	enhance	VERB
cana-2531	98	5	inclusivity	inclusivity	NOUN
cana-2531	98	6	by	by	ADP
cana-2531	98	7	ensuring	ensure	VERB
cana-2531	98	8	that	that	SCONJ
cana-2531	98	9	all	all	DET
cana-2531	98	10	students	student	NOUN
cana-2531	98	11	are	be	AUX
cana-2531	98	12	engaged	engage	VERB
cana-2531	98	13	and	and	CCONJ
cana-2531	98	14	contributing	contribute	VERB
cana-2531	98	15	,	,	PUNCT
cana-2531	98	16	regardless	regardless	ADV
cana-2531	98	17	of	of	ADP
cana-2531	98	18	their	their	PRON
cana-2531	98	19	backgrounds	background	NOUN
cana-2531	98	20	[	[	X
cana-2531	98	21	13	13	NUM
cana-2531	98	22	]	]	PUNCT
cana-2531	98	23	.	.	PUNCT
cana-2531	99	1	salas	sala	NOUN
cana-2531	99	2	-	-	PUNCT
cana-2531	99	3	pilco	pilco	PROPN
cana-2531	99	4	and	and	CCONJ
cana-2531	99	5	yang	yang	PROPN
cana-2531	99	6	(	(	PUNCT
cana-2531	99	7	2022	2022	NUM
cana-2531	99	8	)	)	PUNCT
cana-2531	99	9	conduct	conduct	VERB
cana-2531	99	10	a	a	DET
cana-2531	99	11	systematic	systematic	ADJ
cana-2531	99	12	review	review	NOUN
cana-2531	99	13	of	of	ADP
cana-2531	99	14	ai	ai	PROPN
cana-2531	99	15	applications	application	NOUN
cana-2531	99	16	in	in	ADP
cana-2531	99	17	higher	high	ADJ
cana-2531	99	18	education	education	NOUN
cana-2531	99	19	across	across	ADP
cana-2531	99	20	latin	latin	PROPN
cana-2531	99	21	america	america	PROPN
cana-2531	99	22	.	.	PUNCT
cana-2531	100	1	they	they	PRON
cana-2531	100	2	identify	identify	VERB
cana-2531	100	3	trends	trend	NOUN
cana-2531	100	4	in	in	ADP
cana-2531	100	5	ai	ai	ADJ
cana-2531	100	6	adoption	adoption	NOUN
cana-2531	100	7	and	and	CCONJ
cana-2531	100	8	the	the	DET
cana-2531	100	9	unique	unique	ADJ
cana-2531	100	10	challenges	challenge	NOUN
cana-2531	100	11	faced	face	VERB
cana-2531	100	12	by	by	ADP
cana-2531	100	13	institutions	institution	NOUN
cana-2531	100	14	in	in	ADP
cana-2531	100	15	these	these	DET
cana-2531	100	16	regions	region	NOUN
cana-2531	100	17	,	,	PUNCT
cana-2531	100	18	such	such	ADJ
cana-2531	100	19	as	as	ADP
cana-2531	100	20	resource	resource	NOUN
cana-2531	100	21	limitations	limitation	NOUN
cana-2531	100	22	and	and	CCONJ
cana-2531	100	23	digital	digital	ADJ
cana-2531	100	24	divides	divide	NOUN
cana-2531	100	25	.	.	PUNCT
cana-2531	101	1	their	their	PRON
cana-2531	101	2	findings	finding	NOUN
cana-2531	101	3	highlight	highlight	VERB
cana-2531	101	4	the	the	DET
cana-2531	101	5	necessity	necessity	NOUN
cana-2531	101	6	for	for	ADP
cana-2531	101	7	context	context	NOUN
cana-2531	101	8	-	-	PUNCT
cana-2531	101	9	aware	aware	ADJ
cana-2531	101	10	ai	ai	PROPN
cana-2531	101	11	solutions	solution	NOUN
cana-2531	101	12	that	that	PRON
cana-2531	101	13	address	address	VERB
cana-2531	101	14	local	local	ADJ
cana-2531	101	15	educational	educational	ADJ
cana-2531	101	16	needs	need	NOUN
cana-2531	101	17	and	and	CCONJ
cana-2531	101	18	promote	promote	VERB
cana-2531	101	19	equitable	equitable	ADJ
cana-2531	101	20	access	access	NOUN
cana-2531	101	21	to	to	ADP
cana-2531	101	22	learning	learn	VERB
cana-2531	101	23	resources	resource	NOUN
cana-2531	101	24	,	,	PUNCT
cana-2531	101	25	reinforcing	reinforce	VERB
cana-2531	101	26	the	the	DET
cana-2531	101	27	significance	significance	NOUN
cana-2531	101	28	of	of	ADP
cana-2531	101	29	inclusive	inclusive	ADJ
cana-2531	101	30	ai	ai	NOUN
cana-2531	101	31	strategies	strategy	NOUN
cana-2531	101	32	in	in	ADP
cana-2531	101	33	higher	high	ADJ
cana-2531	101	34	education	education	NOUN
cana-2531	101	35	[	[	X
cana-2531	101	36	24	24	NUM
cana-2531	101	37	]	]	PUNCT
cana-2531	101	38	.	.	PUNCT
cana-2531	102	1	3	3	X
cana-2531	102	2	.	.	X
cana-2531	102	3	methods	method	NOUN
cana-2531	102	4	various	various	ADJ
cana-2531	102	5	methods	method	NOUN
cana-2531	102	6	are	be	AUX
cana-2531	102	7	employed	employ	VERB
cana-2531	102	8	for	for	ADP
cana-2531	102	9	data	data	NOUN
cana-2531	102	10	preprocessing	preprocessing	NOUN
cana-2531	102	11	,	,	PUNCT
cana-2531	102	12	machine	machine	NOUN
cana-2531	102	13	learning	learning	NOUN
cana-2531	102	14	,	,	PUNCT
cana-2531	102	15	and	and	CCONJ
cana-2531	102	16	ethical	ethical	ADJ
cana-2531	102	17	considerations	consideration	NOUN
cana-2531	102	18	.	.	PUNCT
cana-2531	103	1	the	the	DET
cana-2531	103	2	handle	handle	NOUN
cana-2531	103	3	missing	miss	VERB
cana-2531	103	4	values	value	NOUN
cana-2531	103	5	method	method	NOUN
cana-2531	103	6	iterates	iterate	VERB
cana-2531	103	7	through	through	ADP
cana-2531	103	8	the	the	DET
cana-2531	103	9	data	data	NOUN
cana-2531	103	10	instances	instance	NOUN
cana-2531	103	11	and	and	CCONJ
cana-2531	103	12	removes	remove	VERB
cana-2531	103	13	those	those	PRON
cana-2531	103	14	with	with	ADP
cana-2531	103	15	missing	miss	VERB
cana-2531	103	16	values	value	NOUN
cana-2531	103	17	.	.	PUNCT
cana-2531	104	1	detect	detect	NOUN
cana-2531	104	2	outliers	outlier	NOUN
cana-2531	104	3	identifies	identify	VERB
cana-2531	104	4	outliers	outlier	NOUN
cana-2531	104	5	using	use	VERB
cana-2531	104	6	z	z	NOUN
cana-2531	104	7	-	-	PUNCT
cana-2531	104	8	score	score	NOUN
cana-2531	104	9	or	or	CCONJ
cana-2531	104	10	iqr	iqr	NOUN
cana-2531	104	11	methods	method	NOUN
cana-2531	104	12	and	and	CCONJ
cana-2531	104	13	removes	remove	VERB
cana-2531	104	14	them	they	PRON
cana-2531	104	15	from	from	ADP
cana-2531	104	16	the	the	DET
cana-2531	104	17	cleaned	clean	VERB
cana-2531	104	18	data	datum	NOUN
cana-2531	104	19	.	.	PUNCT
cana-2531	105	1	the	the	DET
cana-2531	105	2	standardize	standardize	NOUN
cana-2531	105	3	data	data	NOUN
cana-2531	105	4	method	method	NOUN
cana-2531	105	5	calculates	calculate	NOUN
cana-2531	105	6	mean	mean	VERB
cana-2531	105	7	and	and	CCONJ
cana-2531	105	8	standard	standard	ADJ
cana-2531	105	9	deviation	deviation	NOUN
cana-2531	105	10	to	to	PART
cana-2531	105	11	standardize	standardize	VERB
cana-2531	105	12	the	the	DET
cana-2531	105	13	data	datum	NOUN
cana-2531	105	14	.	.	PUNCT
cana-2531	106	1	one	one	NUM
cana-2531	106	2	hot	hot	ADJ
cana-2531	106	3	encodes	encode	NOUN
cana-2531	106	4	(	(	PUNCT
cana-2531	106	5	placeholder	placeholder	NOUN
cana-2531	106	6	)	)	PUNCT
cana-2531	106	7	and	and	CCONJ
cana-2531	106	8	randomize	randomize	VERB
cana-2531	106	9	data	datum	NOUN
cana-2531	106	10	(	(	PUNCT
cana-2531	106	11	placeholder	placeholder	NOUN
cana-2531	106	12	)	)	PUNCT
cana-2531	106	13	methods	method	NOUN
cana-2531	106	14	handle	handle	VERB
cana-2531	106	15	categorical	categorical	ADJ
cana-2531	106	16	variable	variable	ADJ
cana-2531	106	17	encoding	encoding	NOUN
cana-2531	106	18	and	and	CCONJ
cana-2531	106	19	demographic	demographic	ADJ
cana-2531	106	20	data	datum	NOUN
cana-2531	106	21	anonymization	anonymization	NOUN
cana-2531	106	22	,	,	PUNCT
cana-2531	106	23	respectively.[21][22	respectively.[21][22	PROPN
cana-2531	106	24	]	]	X
cana-2531	106	25	the	the	DET
cana-2531	106	26	placeholder	placeholder	NOUN
cana-2531	106	27	method	method	NOUN
cana-2531	106	28	performs	perform	VERB
cana-2531	106	29	recursive	recursive	ADJ
cana-2531	106	30	feature	feature	NOUN
cana-2531	106	31	elimination	elimination	NOUN
cana-2531	106	32	for	for	ADP
cana-2531	106	33	feature	feature	NOUN
cana-2531	106	34	selection	selection	NOUN
cana-2531	106	35	.	.	PUNCT
cana-2531	107	1	evaluate	evaluate	VERB
cana-2531	107	2	algorithm	algorithm	NOUN
cana-2531	107	3	performance	performance	NOUN
cana-2531	107	4	assesses	assesse	NOUN
cana-2531	107	5	algorithm	algorithm	NOUN
cana-2531	107	6	performance	performance	NOUN
cana-2531	107	7	based	base	VERB
cana-2531	107	8	on	on	ADP
cana-2531	107	9	provided	provide	VERB
cana-2531	107	10	criteria	criterion	NOUN
cana-2531	107	11	.	.	PUNCT
cana-2531	108	1	grid	grid	NOUN
cana-2531	108	2	search	search	NOUN
cana-2531	108	3	and	and	CCONJ
cana-2531	108	4	randomized	randomize	VERB
cana-2531	108	5	search	search	NOUN
cana-2531	108	6	optimize	optimize	NOUN
cana-2531	108	7	hyperparameters	hyperparameter	NOUN
cana-2531	108	8	using	use	VERB
cana-2531	108	9	grid	grid	NOUN
cana-2531	108	10	search	search	NOUN
cana-2531	108	11	and	and	CCONJ
cana-2531	108	12	randomized	randomize	VERB
cana-2531	108	13	search	search	NOUN
cana-2531	108	14	techniques	technique	NOUN
cana-2531	108	15	.	.	PUNCT
cana-2531	109	1	calculate	calculate	VERB
cana-2531	109	2	personalized	personalized	ADJ
cana-2531	109	3	learning	learning	NOUN
cana-2531	109	4	path	path	NOUN
cana-2531	109	5	computes	compute	VERB
cana-2531	109	6	personalized	personalized	ADJ
cana-2531	109	7	learning	learn	VERB
cana-2531	109	8	path	path	NOUN
cana-2531	109	9	scores	score	NOUN
cana-2531	109	10	based	base	VERB
cana-2531	109	11	on	on	ADP
cana-2531	109	12	various	various	ADJ
cana-2531	109	13	student	student	NOUN
cana-2531	109	14	metrics	metric	NOUN
cana-2531	109	15	.	.	PUNCT
cana-2531	110	1	calculate	calculate	NOUN
cana-2531	110	2	pattern	pattern	NOUN
cana-2531	110	3	score	score	NOUN
cana-2531	110	4	determines	determine	VERB
cana-2531	110	5	pattern	pattern	NOUN
cana-2531	110	6	scores	score	NOUN
cana-2531	110	7	for	for	ADP
cana-2531	110	8	the	the	DET
cana-2531	110	9	early	early	ADJ
cana-2531	110	10	warning	warning	NOUN
cana-2531	110	11	system	system	NOUN
cana-2531	110	12	.	.	PUNCT
cana-2531	111	1	lastly	lastly	ADV
cana-2531	111	2	,	,	PUNCT
cana-2531	111	3	calculate	calculate	VERB
cana-2531	111	4	informed	informed	ADJ
cana-2531	111	5	consent	consent	NOUN
cana-2531	111	6	and	and	CCONJ
cana-2531	111	7	calculate	calculate	VERB
cana-2531	111	8	data	datum	NOUN
cana-2531	111	9	handling	handle	VERB
cana-2531	111	10	privacy	privacy	NOUN
cana-2531	111	11	calculate	calculate	NOUN
cana-2531	111	12	ethical	ethical	ADJ
cana-2531	111	13	scores	score	NOUN
cana-2531	111	14	for	for	ADP
cana-2531	111	15	informed	informed	ADJ
cana-2531	111	16	consent	consent	NOUN
cana-2531	111	17	and	and	CCONJ
cana-2531	111	18	data	datum	NOUN
cana-2531	111	19	handling	handling	NOUN
cana-2531	111	20	privacy	privacy	NOUN
cana-2531	111	21	,	,	PUNCT
cana-2531	111	22	respectively	respectively	ADV
cana-2531	111	23	.	.	PUNCT
cana-2531	112	1	please	please	INTJ
cana-2531	112	2	note	note	VERB
cana-2531	112	3	that	that	SCONJ
cana-2531	112	4	some	some	DET
cana-2531	112	5	methods	method	NOUN
cana-2531	112	6	are	be	AUX
cana-2531	112	7	represented	represent	VERB
cana-2531	112	8	as	as	ADP
cana-2531	112	9	placeholders	placeholder	NOUN
cana-2531	112	10	,	,	PUNCT
cana-2531	112	11	indicating.[23][26	indicating.[23][26	PROPN
cana-2531	112	12	]	]	PUNCT
cana-2531	112	13	.	.	PUNCT
cana-2531	113	1	in	in	ADP
cana-2531	113	2	the	the	DET
cana-2531	113	3	figure	figure	NOUN
cana-2531	113	4	1	1	NUM
cana-2531	113	5	for	for	ADP
cana-2531	113	6	data	data	NOUN
cana-2531	113	7	preprocessing	preprocessing	NOUN
cana-2531	113	8	involves	involve	NOUN
cana-2531	113	9	transforming	transform	VERB
cana-2531	113	10	raw	raw	ADJ
cana-2531	113	11	data	datum	NOUN
cana-2531	113	12	into	into	ADP
cana-2531	113	13	a	a	DET
cana-2531	113	14	suitable	suitable	ADJ
cana-2531	113	15	format	format	NOUN
cana-2531	113	16	for	for	ADP
cana-2531	113	17	analysis	analysis	NOUN
cana-2531	113	18	,	,	PUNCT
cana-2531	113	19	including	include	VERB
cana-2531	113	20	cleaning	cleaning	NOUN
cana-2531	113	21	,	,	PUNCT
cana-2531	113	22	handling	handle	VERB
cana-2531	113	23	missing	miss	VERB
cana-2531	113	24	values	value	NOUN
cana-2531	113	25	,	,	PUNCT
cana-2531	113	26	and	and	CCONJ
cana-2531	113	27	feature	feature	NOUN
cana-2531	113	28	engineering	engineering	NOUN
cana-2531	113	29	.	.	PUNCT
cana-2531	114	1	this	this	PRON
cana-2531	114	2	cleaned	clean	VERB
cana-2531	114	3	data	datum	NOUN
cana-2531	114	4	is	be	AUX
cana-2531	114	5	then	then	ADV
cana-2531	114	6	fed	feed	VERB
cana-2531	114	7	into	into	ADP
cana-2531	114	8	machine	machine	NOUN
cana-2531	114	9	learning	learn	VERB
cana-2531	114	10	algorithms	algorithm	NOUN
cana-2531	114	11	to	to	PART
cana-2531	114	12	extract	extract	VERB
cana-2531	114	13	valuable	valuable	ADJ
cana-2531	114	14	insights	insight	NOUN
cana-2531	114	15	or	or	CCONJ
cana-2531	114	16	make	make	VERB
cana-2531	114	17	predictions	prediction	NOUN
cana-2531	114	18	.	.	PUNCT
cana-2531	115	1	however	however	ADV
cana-2531	115	2	,	,	PUNCT
cana-2531	115	3	the	the	DET
cana-2531	115	4	process	process	NOUN
cana-2531	115	5	must	must	AUX
cana-2531	115	6	be	be	AUX
cana-2531	115	7	guided	guide	VERB
cana-2531	115	8	by	by	ADP
cana-2531	115	9	strong	strong	ADJ
cana-2531	115	10	ethical	ethical	ADJ
cana-2531	115	11	principles	principle	NOUN
cana-2531	115	12	,	,	PUNCT
cana-2531	115	13	ensuring	ensure	VERB
cana-2531	115	14	data	datum	NOUN
cana-2531	115	15	privacy	privacy	NOUN
cana-2531	115	16	,	,	PUNCT
cana-2531	115	17	fairness	fairness	NOUN
cana-2531	115	18	,	,	PUNCT
cana-2531	115	19	and	and	CCONJ
cana-2531	115	20	accountability	accountability	NOUN
cana-2531	115	21	.	.	PUNCT
cana-2531	116	1	neglecting	neglect	VERB
cana-2531	116	2	any	any	PRON
cana-2531	116	3	of	of	ADP
cana-2531	116	4	these	these	DET
cana-2531	116	5	components	component	NOUN
cana-2531	116	6	can	can	AUX
cana-2531	116	7	lead	lead	VERB
cana-2531	116	8	to	to	ADP
cana-2531	116	9	biased	biased	ADJ
cana-2531	116	10	models	model	NOUN
cana-2531	116	11	,	,	PUNCT
cana-2531	116	12	inaccurate	inaccurate	ADJ
cana-2531	116	13	results	result	NOUN
cana-2531	116	14	,	,	PUNCT
cana-2531	116	15	and	and	CCONJ
cana-2531	116	16	reputational	reputational	ADJ
cana-2531	116	17	damage.[24	damage.[24	NOUN
cana-2531	116	18	]	]	PUNCT
cana-2531	117	1	a.	a.	NOUN
cana-2531	117	2	identify	identify	VERB
cana-2531	117	3	and	and	CCONJ
cana-2531	117	4	collect	collect	VERB
cana-2531	117	5	data	datum	NOUN
cana-2531	117	6	on	on	ADP
cana-2531	117	7	student	student	NOUN
cana-2531	117	8	outcomes	outcome	NOUN
cana-2531	117	9	and	and	CCONJ
cana-2531	117	10	experiences	experience	VERB
cana-2531	117	11	data	datum	NOUN
cana-2531	117	12	sources	source	NOUN
cana-2531	117	13	:	:	PUNCT
cana-2531	117	14	the	the	DET
cana-2531	117	15	study	study	NOUN
cana-2531	117	16	utilized	utilize	VERB
cana-2531	117	17	diverse	diverse	ADJ
cana-2531	117	18	datasets	dataset	NOUN
cana-2531	117	19	from	from	ADP
cana-2531	117	20	higher	high	ADJ
cana-2531	117	21	education	education	NOUN
cana-2531	117	22	institutions	institution	NOUN
cana-2531	117	23	,	,	PUNCT
cana-2531	117	24	including	include	VERB
cana-2531	117	25	academic	academic	ADJ
cana-2531	117	26	records	record	NOUN
cana-2531	117	27	,	,	PUNCT
cana-2531	117	28	demographic	demographic	ADJ
cana-2531	117	29	information	information	NOUN
cana-2531	117	30	,	,	PUNCT
cana-2531	117	31	and	and	CCONJ
cana-2531	117	32	course	course	NOUN
cana-2531	117	33	engagement	engagement	NOUN
cana-2531	117	34	metrics	metric	NOUN
cana-2531	117	35	.	.	PUNCT
cana-2531	118	1	institutional	institutional	ADJ
cana-2531	118	2	databases	database	NOUN
cana-2531	118	3	communications	communication	NOUN
cana-2531	118	4	on	on	ADP
cana-2531	118	5	applied	apply	VERB
cana-2531	118	6	nonlinear	nonlinear	ADJ
cana-2531	118	7	analysis	analysis	NOUN
cana-2531	118	8	issn	issn	NOUN
cana-2531	118	9	:	:	PUNCT
cana-2531	118	10	1074	1074	NUM
cana-2531	118	11	-	-	PUNCT
cana-2531	118	12	133x	133x	NUM
cana-2531	118	13	vol	vol	NOUN
cana-2531	118	14	32	32	NUM
cana-2531	118	15	no	no	NOUN
cana-2531	118	16	.	.	PUNCT
cana-2531	119	1	3s	3s	NUM
cana-2531	119	2	(	(	PUNCT
cana-2531	119	3	2025	2025	NUM
cana-2531	119	4	)	)	PUNCT
cana-2531	119	5	30	30	NUM
cana-2531	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	119	7	and	and	CCONJ
cana-2531	119	8	learning	learn	VERB
cana-2531	119	9	management	management	NOUN
cana-2531	119	10	systems	system	NOUN
cana-2531	119	11	provided	provide	VERB
cana-2531	119	12	the	the	DET
cana-2531	119	13	bulk	bulk	NOUN
cana-2531	119	14	of	of	ADP
cana-2531	119	15	the	the	DET
cana-2531	119	16	data	datum	NOUN
cana-2531	119	17	,	,	PUNCT
cana-2531	119	18	ensuring	ensure	VERB
cana-2531	119	19	a	a	DET
cana-2531	119	20	comprehensive	comprehensive	ADJ
cana-2531	119	21	overview	overview	NOUN
cana-2531	119	22	of	of	ADP
cana-2531	119	23	student	student	NOUN
cana-2531	119	24	interactions	interaction	NOUN
cana-2531	119	25	within	within	ADP
cana-2531	119	26	the	the	DET
cana-2531	119	27	learning	learning	NOUN
cana-2531	119	28	environment.[16][17	environment.[16][17	PROPN
cana-2531	119	29	]	]	PUNCT
cana-2531	119	30	data	datum	NOUN
cana-2531	119	31	preprocessing	preprocessing	NOUN
cana-2531	119	32	:	:	PUNCT
cana-2531	119	33	raw	raw	ADJ
cana-2531	119	34	data	datum	NOUN
cana-2531	119	35	underwent	undergo	VERB
cana-2531	119	36	thorough	thorough	ADJ
cana-2531	119	37	preprocessing	preprocessing	NOUN
cana-2531	119	38	to	to	PART
cana-2531	119	39	ensure	ensure	VERB
cana-2531	119	40	consistency	consistency	NOUN
cana-2531	119	41	and	and	CCONJ
cana-2531	119	42	accuracy	accuracy	NOUN
cana-2531	119	43	.	.	PUNCT
cana-2531	120	1	data	datum	NOUN
cana-2531	120	2	cleaning	clean	VERB
cana-2531	120	3	involved	involve	VERB
cana-2531	120	4	handling	handle	VERB
cana-2531	120	5	missing	miss	VERB
cana-2531	120	6	values	value	NOUN
cana-2531	120	7	,	,	PUNCT
cana-2531	120	8	outlier	outlier	NOUN
cana-2531	120	9	detection	detection	NOUN
cana-2531	120	10	,	,	PUNCT
cana-2531	120	11	and	and	CCONJ
cana-2531	120	12	standardization	standardization	NOUN
cana-2531	120	13	.	.	PUNCT
cana-2531	121	1	categorical	categorical	ADJ
cana-2531	121	2	variables	variable	NOUN
cana-2531	121	3	were	be	AUX
cana-2531	121	4	encoded	encode	VERB
cana-2531	121	5	appropriately	appropriately	ADV
cana-2531	121	6	for	for	ADP
cana-2531	121	7	machine	machine	NOUN
cana-2531	121	8	learning	learning	NOUN
cana-2531	121	9	algorithms	algorithm	NOUN
cana-2531	121	10	.	.	PUNCT
cana-2531	122	1	additionally	additionally	ADV
cana-2531	122	2	,	,	PUNCT
cana-2531	122	3	demographic	demographic	ADJ
cana-2531	122	4	data	datum	NOUN
cana-2531	122	5	were	be	AUX
cana-2531	122	6	anonymized	anonymize	VERB
cana-2531	122	7	to	to	PART
cana-2531	122	8	maintain	maintain	VERB
cana-2531	122	9	student	student	NOUN
cana-2531	122	10	privacy	privacy	NOUN
cana-2531	122	11	and	and	CCONJ
cana-2531	122	12	confidentiality	confidentiality	NOUN
cana-2531	122	13	.	.	PUNCT
cana-2531	123	1	d	d	X
cana-2531	123	2	=	=	PRON
cana-2531	123	3	{	{	PUNCT
cana-2531	123	4	dacademic	dacademic	ADJ
cana-2531	123	5	,	,	PUNCT
cana-2531	123	6	ddemographic	ddemographic	ADJ
cana-2531	123	7	,	,	PUNCT
cana-2531	123	8	dengagemen	dengageman	NOUN
cana-2531	123	9	}	}	PUNCT
cana-2531	123	10	(	(	PUNCT
cana-2531	123	11	1	1	X
cana-2531	123	12	)	)	PUNCT
cana-2531	123	13	where	where	SCONJ
cana-2531	123	14	:	:	PUNCT
cana-2531	123	15	•	•	X
cana-2531	123	16	d	d	NOUN
cana-2531	123	17	represents	represent	VERB
cana-2531	123	18	the	the	DET
cana-2531	123	19	diverse	diverse	ADJ
cana-2531	123	20	datasets	dataset	NOUN
cana-2531	123	21	from	from	ADP
cana-2531	123	22	higher	high	ADJ
cana-2531	123	23	education	education	NOUN
cana-2531	123	24	institutions	institution	NOUN
cana-2531	123	25	.	.	PUNCT
cana-2531	124	1	•	•	NUM
cana-2531	124	2	dacademic	dacademic	ADJ
cana-2531	124	3	represents	represent	VERB
cana-2531	124	4	academic	academic	ADJ
cana-2531	124	5	records	record	NOUN
cana-2531	124	6	data	datum	NOUN
cana-2531	124	7	.	.	PUNCT
cana-2531	125	1	•	•	NUM
cana-2531	125	2	ddemographic	ddemographic	ADV
cana-2531	125	3	represents	represent	VERB
cana-2531	125	4	demographic	demographic	ADJ
cana-2531	125	5	information	information	NOUN
cana-2531	125	6	data	datum	NOUN
cana-2531	125	7	.	.	PUNCT
cana-2531	126	1	•	•	NUM
cana-2531	126	2	dengagement	dengagement	NOUN
cana-2531	126	3	represents	represent	VERB
cana-2531	126	4	course	course	NOUN
cana-2531	126	5	engagement	engagement	NOUN
cana-2531	126	6	metrics	metric	NOUN
cana-2531	126	7	data	datum	NOUN
cana-2531	126	8	.	.	PUNCT
cana-2531	127	1	handling	handle	VERB
cana-2531	127	2	missing	miss	VERB
cana-2531	127	3	values	value	NOUN
cana-2531	127	4	:	:	PUNCT
cana-2531	127	5	dclean=	dclean=	NUM
cana-2531	127	6	{	{	PUNCT
cana-2531	127	7	di	di	X
cana-2531	127	8	∈	∈	PROPN
cana-2531	128	1	d	d	NOUN
cana-2531	128	2	:	:	PUNCT
cana-2531	128	3	di	di	NOUN
cana-2531	128	4	does	do	AUX
cana-2531	128	5	not	not	PART
cana-2531	128	6	have	have	VERB
cana-2531	128	7	missing	miss	VERB
cana-2531	128	8	values	value	NOUN
cana-2531	128	9	}	}	PUNCT
cana-2531	128	10	(	(	PUNCT
cana-2531	128	11	2	2	X
cana-2531	128	12	)	)	PUNCT
cana-2531	128	13	where	where	SCONJ
cana-2531	128	14	:	:	PUNCT
cana-2531	128	15	•	•	NOUN
cana-2531	128	16	dclean	dclean	ADJ
cana-2531	128	17	represents	represent	VERB
cana-2531	128	18	the	the	DET
cana-2531	128	19	cleaned	clean	VERB
cana-2531	128	20	dataset	dataset	NOUN
cana-2531	128	21	without	without	ADP
cana-2531	128	22	missing	miss	VERB
cana-2531	128	23	values	value	NOUN
cana-2531	128	24	.	.	PUNCT
cana-2531	129	1	•	•	NUM
cana-2531	129	2	di	di	NOUN
cana-2531	129	3	represents	represent	VERB
cana-2531	129	4	individual	individual	ADJ
cana-2531	129	5	data	datum	NOUN
cana-2531	129	6	instances	instance	NOUN
cana-2531	129	7	.	.	PUNCT
cana-2531	130	1	outlier	outlier	NOUN
cana-2531	130	2	detection	detection	NOUN
cana-2531	130	3	:	:	PUNCT
cana-2531	130	4	doutliers	doutlier	NOUN
cana-2531	130	5	=	=	PUNCT
cana-2531	130	6	{	{	PUNCT
cana-2531	130	7	di	di	NOUN
cana-2531	130	8	∈	∈	PROPN
cana-2531	130	9	dclean	dclean	ADJ
cana-2531	130	10	:	:	PUNCT
cana-2531	130	11	di	di	NOUN
cana-2531	130	12	is	be	AUX
cana-2531	130	13	not	not	PART
cana-2531	130	14	an	an	DET
cana-2531	130	15	outlier	outlier	NOUN
cana-2531	130	16	}	}	PUNCT
cana-2531	130	17	(	(	PUNCT
cana-2531	130	18	3	3	X
cana-2531	130	19	)	)	PUNCT
cana-2531	130	20	where	where	SCONJ
cana-2531	130	21	:	:	PUNCT
cana-2531	130	22	•	•	NUM
cana-2531	130	23	doutliers	doutlier	NOUN
cana-2531	130	24	represents	represent	VERB
cana-2531	130	25	the	the	DET
cana-2531	130	26	dataset	dataset	NOUN
cana-2531	130	27	without	without	ADP
cana-2531	130	28	outliers	outlier	NOUN
cana-2531	130	29	.	.	PUNCT
cana-2531	131	1	•	•	NUM
cana-2531	131	2	di	di	NOUN
cana-2531	131	3	represents	represent	VERB
cana-2531	131	4	individual	individual	ADJ
cana-2531	131	5	data	datum	NOUN
cana-2531	131	6	instances	instance	NOUN
cana-2531	131	7	.	.	PUNCT
cana-2531	132	1	•	•	NUM
cana-2531	132	2	outliers	outlier	NOUN
cana-2531	132	3	are	be	AUX
cana-2531	132	4	detected	detect	VERB
cana-2531	132	5	using	use	VERB
cana-2531	132	6	statistical	statistical	ADJ
cana-2531	132	7	methods	method	NOUN
cana-2531	132	8	like	like	ADP
cana-2531	132	9	z	z	NOUN
cana-2531	132	10	-	-	PUNCT
cana-2531	132	11	score	score	NOUN
cana-2531	132	12	or	or	CCONJ
cana-2531	132	13	iqr	iqr	PROPN
cana-2531	132	14	(	(	PUNCT
cana-2531	132	15	interquartile	interquartile	NOUN
cana-2531	132	16	range	range	NOUN
cana-2531	132	17	)	)	PUNCT
cana-2531	132	18	.	.	PUNCT
cana-2531	133	1	fig	fig	NOUN
cana-2531	133	2	.	.	PUNCT
cana-2531	134	1	1	1	X
cana-2531	134	2	.	.	X
cana-2531	134	3	data	datum	NOUN
cana-2531	134	4	preprocessing	preprocessing	NOUN
cana-2531	134	5	,	,	PUNCT
cana-2531	134	6	machine	machine	NOUN
cana-2531	134	7	learning	learning	NOUN
cana-2531	134	8	,	,	PUNCT
cana-2531	134	9	and	and	CCONJ
cana-2531	134	10	ethical	ethical	ADJ
cana-2531	134	11	considerations	consideration	NOUN
cana-2531	134	12	.	.	PUNCT
cana-2531	135	1	fig	fig	NOUN
cana-2531	135	2	.	.	PUNCT
cana-2531	136	1	1	1	X
cana-2531	136	2	.	.	X
cana-2531	136	3	data	datum	NOUN
cana-2531	136	4	preprocessing	preprocessing	NOUN
cana-2531	136	5	,	,	PUNCT
cana-2531	136	6	machine	machine	NOUN
cana-2531	136	7	learning	learning	NOUN
cana-2531	136	8	,	,	PUNCT
cana-2531	136	9	and	and	CCONJ
cana-2531	136	10	ethical	ethical	ADJ
cana-2531	136	11	considerations	consideration	NOUN
cana-2531	136	12	.	.	PUNCT
cana-2531	137	1	communications	communication	NOUN
cana-2531	137	2	on	on	ADP
cana-2531	137	3	applied	apply	VERB
cana-2531	137	4	nonlinear	nonlinear	ADJ
cana-2531	137	5	analysis	analysis	NOUN
cana-2531	137	6	issn	issn	NOUN
cana-2531	137	7	:	:	PUNCT
cana-2531	137	8	1074	1074	NUM
cana-2531	137	9	-	-	PUNCT
cana-2531	137	10	133x	133x	NUM
cana-2531	137	11	vol	vol	NOUN
cana-2531	137	12	32	32	NUM
cana-2531	137	13	no	no	NOUN
cana-2531	137	14	.	.	PUNCT
cana-2531	138	1	3s	3s	NUM
cana-2531	138	2	(	(	PUNCT
cana-2531	138	3	2025	2025	NUM
cana-2531	138	4	)	)	PUNCT
cana-2531	138	5	31	31	NUM
cana-2531	138	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	138	7	standardization	standardization	NOUN
cana-2531	138	8	:	:	PUNCT
cana-2531	138	9	dstandardized	dstandardize	VERB
cana-2531	138	10	=	=	SYM
cana-2531	138	11	(	(	PUNCT
cana-2531	138	12	doutliers	doutlier	NOUN
cana-2531	138	13	-	-	PUNCT
cana-2531	138	14	μ)/σ	μ)/σ	NOUN
cana-2531	138	15	(	(	PUNCT
cana-2531	138	16	4	4	NUM
cana-2531	138	17	)	)	PUNCT
cana-2531	138	18	where	where	SCONJ
cana-2531	138	19	:	:	PUNCT
cana-2531	138	20	•	•	NOUN
cana-2531	138	21	dstandardized	dstandardize	VERB
cana-2531	138	22	represents	represent	VERB
cana-2531	138	23	the	the	DET
cana-2531	138	24	standardized	standardized	ADJ
cana-2531	138	25	dataset	dataset	NOUN
cana-2531	138	26	.	.	PUNCT
cana-2531	139	1	•	•	NUM
cana-2531	139	2	μ	μ	PROPN
cana-2531	139	3	represents	represent	VERB
cana-2531	139	4	the	the	DET
cana-2531	139	5	mean	mean	NOUN
cana-2531	139	6	of	of	ADP
cana-2531	139	7	the	the	DET
cana-2531	139	8	dataset	dataset	NOUN
cana-2531	139	9	.	.	PUNCT
cana-2531	140	1	•	•	NUM
cana-2531	140	2	σ	σ	PROPN
cana-2531	140	3	represents	represent	VERB
cana-2531	140	4	the	the	DET
cana-2531	140	5	standard	standard	ADJ
cana-2531	140	6	deviation	deviation	NOUN
cana-2531	140	7	of	of	ADP
cana-2531	140	8	the	the	DET
cana-2531	140	9	dataset	dataset	NOUN
cana-2531	140	10	.	.	PUNCT
cana-2531	141	1	1	1	X
cana-2531	141	2	)	)	PUNCT
cana-2531	141	3	categorical	categorical	ADJ
cana-2531	141	4	variable	variable	NOUN
cana-2531	141	5	encoding	encoding	NOUN
cana-2531	141	6	for	for	ADP
cana-2531	141	7	encoding	encode	VERB
cana-2531	141	8	categorical	categorical	ADJ
cana-2531	141	9	variables	variable	NOUN
cana-2531	141	10	,	,	PUNCT
cana-2531	141	11	techniques	technique	NOUN
cana-2531	141	12	like	like	ADP
cana-2531	141	13	one	one	NUM
cana-2531	141	14	-	-	PUNCT
cana-2531	141	15	hot	hot	ADJ
cana-2531	141	16	encoding	encoding	NOUN
cana-2531	141	17	or	or	CCONJ
cana-2531	141	18	label	label	NOUN
cana-2531	141	19	encoding	encoding	NOUN
cana-2531	141	20	can	can	AUX
cana-2531	141	21	be	be	AUX
cana-2531	141	22	used	use	VERB
cana-2531	141	23	.	.	PUNCT
cana-2531	142	1	for	for	ADP
cana-2531	142	2	one	one	NUM
cana-2531	142	3	-	-	PUNCT
cana-2531	142	4	hot	hot	ADJ
cana-2531	142	5	encoding	encoding	NOUN
cana-2531	142	6	:	:	PUNCT
cana-2531	142	7	dencoded	dencode	VERB
cana-2531	142	8	=	=	X
cana-2531	142	9	onehotencoder	onehotencoder	NOUN
cana-2531	142	10	(	(	PUNCT
cana-2531	142	11	dstandardized	dstandardize	VERB
cana-2531	142	12	)	)	PUNCT
cana-2531	142	13	(	(	PUNCT
cana-2531	142	14	5	5	NUM
cana-2531	142	15	)	)	PUNCT
cana-2531	142	16	where	where	SCONJ
cana-2531	142	17	:	:	PUNCT
cana-2531	142	18	dencoded	dencode	VERB
cana-2531	142	19	represents	represent	VERB
cana-2531	142	20	the	the	DET
cana-2531	142	21	dataset	dataset	NOUN
cana-2531	142	22	with	with	ADP
cana-2531	142	23	categorical	categorical	ADJ
cana-2531	142	24	variables	variable	NOUN
cana-2531	142	25	encoded	encode	VERB
cana-2531	142	26	.	.	PUNCT
cana-2531	143	1	b.	b.	PROPN
cana-2531	143	2	demographic	demographic	ADJ
cana-2531	143	3	data	data	PROPN
cana-2531	143	4	anonymization	anonymization	PROPN
cana-2531	143	5	:	:	PUNCT
cana-2531	143	6	the	the	DET
cana-2531	143	7	anonymization	anonymization	NOUN
cana-2531	143	8	process	process	NOUN
cana-2531	143	9	involves	involve	VERB
cana-2531	143	10	transforming	transform	VERB
cana-2531	143	11	identifiable	identifiable	ADJ
cana-2531	143	12	demographic	demographic	ADJ
cana-2531	143	13	information	information	NOUN
cana-2531	143	14	into	into	ADP
cana-2531	143	15	anonymous	anonymous	ADJ
cana-2531	143	16	,	,	PUNCT
cana-2531	143	17	non	non	ADJ
cana-2531	143	18	-	-	ADJ
cana-2531	143	19	identifiable	identifiable	ADJ
cana-2531	143	20	data	datum	NOUN
cana-2531	143	21	.	.	PUNCT
cana-2531	144	1	specific	specific	ADJ
cana-2531	144	2	methods	method	NOUN
cana-2531	144	3	,	,	PUNCT
cana-2531	144	4	like	like	ADP
cana-2531	144	5	generalization	generalization	NOUN
cana-2531	144	6	or	or	CCONJ
cana-2531	144	7	randomization	randomization	NOUN
cana-2531	144	8	,	,	PUNCT
cana-2531	144	9	might	might	AUX
cana-2531	144	10	be	be	AUX
cana-2531	144	11	used	use	VERB
cana-2531	144	12	based	base	VERB
cana-2531	144	13	on	on	ADP
cana-2531	144	14	the	the	DET
cana-2531	144	15	nature	nature	NOUN
cana-2531	144	16	of	of	ADP
cana-2531	144	17	demographic	demographic	ADJ
cana-2531	144	18	data	datum	NOUN
cana-2531	144	19	.	.	PUNCT
cana-2531	145	1	for	for	ADP
cana-2531	145	2	instance	instance	NOUN
cana-2531	145	3	,	,	PUNCT
cana-2531	145	4	if	if	SCONJ
cana-2531	145	5	age	age	NOUN
cana-2531	145	6	is	be	AUX
cana-2531	145	7	a	a	DET
cana-2531	145	8	demographic	demographic	ADJ
cana-2531	145	9	variable	variable	NOUN
cana-2531	145	10	:	:	PUNCT
cana-2531	145	11	anonymized	anonymize	VERB
cana-2531	145	12	age	age	NOUN
cana-2531	145	13	=	=	NOUN
cana-2531	145	14	randomization	randomization	NOUN
cana-2531	145	15	(	(	PUNCT
cana-2531	145	16	dage	dage	NOUN
cana-2531	145	17	)	)	PUNCT
cana-2531	145	18	(	(	PUNCT
cana-2531	145	19	6	6	NUM
cana-2531	145	20	)	)	PUNCT
cana-2531	145	21	where	where	SCONJ
cana-2531	145	22	:	:	PUNCT
cana-2531	145	23	dage	dage	NOUN
cana-2531	145	24	represents	represent	VERB
cana-2531	145	25	the	the	DET
cana-2531	145	26	original	original	ADJ
cana-2531	145	27	age	age	NOUN
cana-2531	145	28	data	datum	NOUN
cana-2531	145	29	.	.	PUNCT
cana-2531	146	1	randomization	randomization	NOUN
cana-2531	146	2	(	(	PUNCT
cana-2531	146	3	⋅	⋅	PROPN
cana-2531	146	4	)	)	PUNCT
cana-2531	146	5	represents	represent	VERB
cana-2531	146	6	the	the	DET
cana-2531	146	7	function	function	NOUN
cana-2531	146	8	for	for	ADP
cana-2531	146	9	randomizing	randomize	VERB
cana-2531	146	10	the	the	DET
cana-2531	146	11	data.[25	data.[25	PROPN
cana-2531	146	12	]	]	PUNCT
cana-2531	146	13	c.	c.	NOUN
cana-2531	146	14	recursive	recursive	ADJ
cana-2531	146	15	feature	feature	NOUN
cana-2531	146	16	elimination	elimination	NOUN
cana-2531	146	17	(	(	PUNCT
cana-2531	146	18	rfe	rfe	NOUN
cana-2531	146	19	)	)	PUNCT
cana-2531	146	20	recursive	recursive	ADJ
cana-2531	146	21	feature	feature	NOUN
cana-2531	146	22	elimination	elimination	NOUN
cana-2531	146	23	is	be	AUX
cana-2531	146	24	a	a	DET
cana-2531	146	25	technique	technique	NOUN
cana-2531	146	26	that	that	PRON
cana-2531	146	27	recursively	recursively	ADV
cana-2531	146	28	removes	remove	VERB
cana-2531	146	29	features	feature	NOUN
cana-2531	146	30	,	,	PUNCT
cana-2531	146	31	evaluates	evaluate	VERB
cana-2531	146	32	the	the	DET
cana-2531	146	33	model	model	NOUN
cana-2531	146	34	's	's	PART
cana-2531	146	35	performance	performance	NOUN
cana-2531	146	36	,	,	PUNCT
cana-2531	146	37	and	and	CCONJ
cana-2531	146	38	ranks	rank	VERB
cana-2531	146	39	the	the	DET
cana-2531	146	40	features	feature	NOUN
cana-2531	146	41	based	base	VERB
cana-2531	146	42	on	on	ADP
cana-2531	146	43	their	their	PRON
cana-2531	146	44	impact	impact	NOUN
cana-2531	146	45	on	on	ADP
cana-2531	146	46	the	the	DET
cana-2531	146	47	model	model	NOUN
cana-2531	146	48	's	's	PART
cana-2531	146	49	accuracy	accuracy	NOUN
cana-2531	146	50	.	.	PUNCT
cana-2531	147	1	let	let	VERB
cana-2531	147	2	's	us	PRON
cana-2531	147	3	denote	denote	VERB
cana-2531	147	4	:	:	PUNCT
cana-2531	147	5	•	•	NUM
cana-2531	147	6	x	x	PUNCT
cana-2531	147	7	as	as	ADP
cana-2531	147	8	the	the	DET
cana-2531	147	9	feature	feature	NOUN
cana-2531	147	10	matrix	matrix	NOUN
cana-2531	147	11	(	(	PUNCT
cana-2531	147	12	with	with	ADP
cana-2531	147	13	dimensions	dimension	NOUN
cana-2531	147	14	n	n	CCONJ
cana-2531	147	15	×	×	NOUN
cana-2531	147	16	p	p	X
cana-2531	147	17	,	,	PUNCT
cana-2531	147	18	where	where	SCONJ
cana-2531	147	19	n	n	X
cana-2531	147	20	is	be	AUX
cana-2531	147	21	the	the	DET
cana-2531	147	22	number	number	NOUN
cana-2531	147	23	of	of	ADP
cana-2531	147	24	samples	sample	NOUN
cana-2531	147	25	and	and	CCONJ
cana-2531	147	26	p	p	NOUN
cana-2531	147	27	is	be	AUX
cana-2531	147	28	the	the	DET
cana-2531	147	29	number	number	NOUN
cana-2531	147	30	of	of	ADP
cana-2531	147	31	features	feature	NOUN
cana-2531	147	32	)	)	PUNCT
cana-2531	147	33	.	.	PUNCT
cana-2531	148	1	•	•	NUM
cana-2531	148	2	y	y	PROPN
cana-2531	148	3	as	as	ADP
cana-2531	148	4	the	the	DET
cana-2531	148	5	target	target	NOUN
cana-2531	148	6	variable	variable	NOUN
cana-2531	148	7	.	.	PUNCT
cana-2531	149	1	•	•	NUM
cana-2531	149	2	estimator	estimator	NOUN
cana-2531	149	3	as	as	ADP
cana-2531	149	4	the	the	DET
cana-2531	149	5	machine	machine	NOUN
cana-2531	149	6	learning	learn	VERB
cana-2531	149	7	algorithm	algorithm	NOUN
cana-2531	149	8	used	use	VERB
cana-2531	149	9	for	for	ADP
cana-2531	149	10	evaluation	evaluation	NOUN
cana-2531	149	11	.	.	PUNCT
cana-2531	150	1	the	the	DET
cana-2531	150	2	rfe	rfe	PROPN
cana-2531	150	3	algorithm	algorithm	NOUN
cana-2531	150	4	can	can	AUX
cana-2531	150	5	be	be	AUX
cana-2531	150	6	mathematically	mathematically	ADV
cana-2531	150	7	represented	represent	VERB
cana-2531	150	8	as	as	SCONJ
cana-2531	150	9	follows	follow	VERB
cana-2531	150	10	:	:	PUNCT
cana-2531	150	11	rfe	rfe	NOUN
cana-2531	150	12	(	(	PUNCT
cana-2531	150	13	x	x	X
cana-2531	150	14	,	,	PUNCT
cana-2531	150	15	y	y	PROPN
cana-2531	150	16	,	,	PUNCT
cana-2531	150	17	estimator	estimator	NOUN
cana-2531	150	18	)	)	PUNCT
cana-2531	150	19	=	=	PUNCT
cana-2531	150	20	arg_minfeatures	arg_minfeature	NOUN
cana-2531	150	21	(	(	PUNCT
cana-2531	150	22	1	1	NUM
cana-2531	150	23	𝑛	𝑛	NOUN
cana-2531	150	24	∑	∑	PUNCT
cana-2531	150	25	(	(	PUNCT
cana-2531	150	26	𝑦𝑖	𝑦𝑖	PROPN
cana-2531	150	27	−	−	PROPN
cana-2531	150	28	𝑒𝑠𝑡𝑖𝑚𝑎𝑡𝑜𝑟(𝑥𝑓𝑒𝑎𝑡𝑢𝑟𝑒𝑠	𝑒𝑠𝑡𝑖𝑚𝑎𝑡𝑜𝑟(𝑥𝑓𝑒𝑎𝑡𝑢𝑟𝑒𝑠	VERB
cana-2531	150	29	𝑛	𝑛	PRON
cana-2531	150	30	𝑖=1	𝑖=1	PROPN
cana-2531	150	31	,	,	PUNCT
cana-2531	150	32	𝑖))2	𝑖))2	PROPN
cana-2531	150	33	(	(	PUNCT
cana-2531	150	34	7	7	NUM
cana-2531	150	35	)	)	PUNCT
cana-2531	150	36	in	in	ADP
cana-2531	150	37	this	this	DET
cana-2531	150	38	equation	equation	NOUN
cana-2531	150	39	,	,	PUNCT
cana-2531	150	40	features	feature	NOUN
cana-2531	150	41	represent	represent	VERB
cana-2531	150	42	the	the	DET
cana-2531	150	43	selected	select	VERB
cana-2531	150	44	subset	subset	NOUN
cana-2531	150	45	of	of	ADP
cana-2531	150	46	features	feature	NOUN
cana-2531	150	47	,	,	PUNCT
cana-2531	150	48	estimator	estimator	NOUN
cana-2531	150	49	(	(	PUNCT
cana-2531	150	50	xfeatures	xfeatures	PROPN
cana-2531	150	51	,	,	PUNCT
cana-2531	150	52	i	i	PRON
cana-2531	150	53	)	)	PUNCT
cana-2531	150	54	predicts	predict	VERB
cana-2531	150	55	the	the	DET
cana-2531	150	56	target	target	NOUN
cana-2531	150	57	variable	variable	ADJ
cana-2531	150	58	yi	yi	NOUN
cana-2531	150	59	using	use	VERB
cana-2531	150	60	the	the	DET
cana-2531	150	61	selected	select	VERB
cana-2531	150	62	features	feature	NOUN
cana-2531	150	63	.	.	PUNCT
cana-2531	151	1	use	use	NOUN
cana-2531	151	2	ai	ai	VERB
cana-2531	151	3	to	to	PART
cana-2531	151	4	analyze	analyze	VERB
cana-2531	151	5	the	the	DET
cana-2531	151	6	data	datum	NOUN
cana-2531	151	7	to	to	PART
cana-2531	151	8	identify	identify	VERB
cana-2531	151	9	patterns	pattern	NOUN
cana-2531	151	10	and	and	CCONJ
cana-2531	151	11	trends	trend	NOUN
cana-2531	151	12	.	.	PUNCT
cana-2531	152	1	to	to	PART
cana-2531	152	2	identify	identify	VERB
cana-2531	152	3	relevant	relevant	ADJ
cana-2531	152	4	features	feature	NOUN
cana-2531	152	5	for	for	ADP
cana-2531	152	6	analysis	analysis	NOUN
cana-2531	152	7	,	,	PUNCT
cana-2531	152	8	both	both	DET
cana-2531	152	9	domain	domain	NOUN
cana-2531	152	10	experts	expert	NOUN
cana-2531	152	11	and	and	CCONJ
cana-2531	152	12	machine	machine	NOUN
cana-2531	152	13	learning	learning	NOUN
cana-2531	152	14	techniques	technique	NOUN
cana-2531	152	15	were	be	AUX
cana-2531	152	16	employed	employ	VERB
cana-2531	152	17	.	.	PUNCT
cana-2531	153	1	feature	feature	NOUN
cana-2531	153	2	selection	selection	NOUN
cana-2531	153	3	algorithms	algorithm	NOUN
cana-2531	153	4	,	,	PUNCT
cana-2531	153	5	such	such	ADJ
cana-2531	153	6	as	as	ADP
cana-2531	153	7	recursive	recursive	ADJ
cana-2531	153	8	feature	feature	NOUN
cana-2531	153	9	elimination	elimination	NOUN
cana-2531	153	10	and	and	CCONJ
cana-2531	153	11	feature	feature	NOUN
cana-2531	153	12	importance	importance	NOUN
cana-2531	153	13	from	from	ADP
cana-2531	153	14	tree	tree	NOUN
cana-2531	153	15	-	-	PUNCT
cana-2531	153	16	based	base	VERB
cana-2531	153	17	models	model	NOUN
cana-2531	153	18	,	,	PUNCT
cana-2531	153	19	were	be	AUX
cana-2531	153	20	used	use	VERB
cana-2531	153	21	to	to	PART
cana-2531	153	22	determine	determine	VERB
cana-2531	153	23	the	the	DET
cana-2531	153	24	most	most	ADV
cana-2531	153	25	impactful	impactful	ADJ
cana-2531	153	26	variables	variable	NOUN
cana-2531	153	27	influencing	influence	VERB
cana-2531	153	28	student	student	NOUN
cana-2531	153	29	communications	communication	NOUN
cana-2531	153	30	on	on	ADP
cana-2531	153	31	applied	apply	VERB
cana-2531	153	32	nonlinear	nonlinear	ADJ
cana-2531	153	33	analysis	analysis	NOUN
cana-2531	153	34	issn	issn	NOUN
cana-2531	153	35	:	:	PUNCT
cana-2531	153	36	1074	1074	NUM
cana-2531	153	37	-	-	PUNCT
cana-2531	153	38	133x	133x	NUM
cana-2531	153	39	vol	vol	NOUN
cana-2531	153	40	32	32	NUM
cana-2531	153	41	no	no	NOUN
cana-2531	153	42	.	.	PUNCT
cana-2531	154	1	3s	3s	NUM
cana-2531	154	2	(	(	PUNCT
cana-2531	154	3	2025	2025	NUM
cana-2531	154	4	)	)	PUNCT
cana-2531	154	5	32	32	NUM
cana-2531	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	154	7	outcomes	outcome	NOUN
cana-2531	154	8	.	.	PUNCT
cana-2531	155	1	features	feature	NOUN
cana-2531	155	2	encompassed	encompass	VERB
cana-2531	155	3	academic	academic	ADJ
cana-2531	155	4	performance	performance	NOUN
cana-2531	155	5	,	,	PUNCT
cana-2531	155	6	socio	socio	NOUN
cana-2531	155	7	-	-	PUNCT
cana-2531	155	8	economic	economic	ADJ
cana-2531	155	9	background	background	NOUN
cana-2531	155	10	,	,	PUNCT
cana-2531	155	11	prior	prior	ADJ
cana-2531	155	12	educational	educational	ADJ
cana-2531	155	13	experiences	experience	NOUN
cana-2531	155	14	,	,	PUNCT
cana-2531	155	15	and	and	CCONJ
cana-2531	155	16	engagement	engagement	NOUN
cana-2531	155	17	patterns	pattern	NOUN
cana-2531	155	18	within	within	ADP
cana-2531	155	19	online	online	ADJ
cana-2531	155	20	learning	learning	NOUN
cana-2531	155	21	platforms	platform	NOUN
cana-2531	155	22	.	.	PUNCT
cana-2531	156	1	tree	tree	NOUN
cana-2531	156	2	-	-	PUNCT
cana-2531	156	3	based	base	VERB
cana-2531	156	4	models	model	NOUN
cana-2531	156	5	like	like	ADP
cana-2531	156	6	decision	decision	NOUN
cana-2531	156	7	trees	tree	NOUN
cana-2531	156	8	and	and	CCONJ
cana-2531	156	9	random	random	ADJ
cana-2531	156	10	forests	forest	NOUN
cana-2531	156	11	provide	provide	VERB
cana-2531	156	12	feature	feature	NOUN
cana-2531	156	13	importance	importance	NOUN
cana-2531	156	14	scores	score	NOUN
cana-2531	156	15	based	base	VERB
cana-2531	156	16	on	on	ADP
cana-2531	156	17	how	how	SCONJ
cana-2531	156	18	frequently	frequently	ADV
cana-2531	156	19	features	feature	NOUN
cana-2531	156	20	are	be	AUX
cana-2531	156	21	used	use	VERB
cana-2531	156	22	to	to	PART
cana-2531	156	23	split	split	VERB
cana-2531	156	24	the	the	DET
cana-2531	156	25	data	datum	NOUN
cana-2531	156	26	across	across	ADP
cana-2531	156	27	multiple	multiple	ADJ
cana-2531	156	28	decision	decision	NOUN
cana-2531	156	29	trees	tree	NOUN
cana-2531	156	30	.	.	PUNCT
cana-2531	157	1	let	let	AUX
cana-2531	157	2	i(feature	i(feature	NOUN
cana-2531	157	3	)	)	PUNCT
cana-2531	157	4	represent	represent	VERB
cana-2531	157	5	the	the	DET
cana-2531	157	6	importance	importance	NOUN
cana-2531	157	7	score	score	NOUN
cana-2531	157	8	of	of	ADP
cana-2531	157	9	a	a	DET
cana-2531	157	10	particular	particular	ADJ
cana-2531	157	11	feature	feature	NOUN
cana-2531	157	12	.	.	PUNCT
cana-2531	158	1	for	for	ADP
cana-2531	158	2	random	random	ADJ
cana-2531	158	3	forests	forest	NOUN
cana-2531	158	4	,	,	PUNCT
cana-2531	158	5	the	the	DET
cana-2531	158	6	feature	feature	NOUN
cana-2531	158	7	importance	importance	NOUN
cana-2531	158	8	score	score	NOUN
cana-2531	158	9	i(feature	i(feature	NOUN
cana-2531	158	10	)	)	PUNCT
cana-2531	158	11	can	can	AUX
cana-2531	158	12	be	be	AUX
cana-2531	158	13	calculated	calculate	VERB
cana-2531	158	14	as	as	ADP
cana-2531	158	15	the	the	DET
cana-2531	158	16	average	average	NOUN
cana-2531	158	17	of	of	ADP
cana-2531	158	18	the	the	DET
cana-2531	158	19	importance	importance	NOUN
cana-2531	158	20	scores	score	NOUN
cana-2531	158	21	across	across	ADP
cana-2531	158	22	all	all	DET
cana-2531	158	23	decision	decision	NOUN
cana-2531	158	24	trees	tree	NOUN
cana-2531	158	25	in	in	ADP
cana-2531	158	26	the	the	DET
cana-2531	158	27	forest	forest	NOUN
cana-2531	158	28	.	.	PUNCT
cana-2531	159	1	let	let	VERB
cana-2531	159	2	n	n	PRON
cana-2531	159	3	be	be	AUX
cana-2531	159	4	the	the	DET
cana-2531	159	5	number	number	NOUN
cana-2531	159	6	of	of	ADP
cana-2531	159	7	decision	decision	NOUN
cana-2531	159	8	trees	tree	NOUN
cana-2531	159	9	in	in	ADP
cana-2531	159	10	the	the	DET
cana-2531	159	11	random	random	ADJ
cana-2531	159	12	forest	forest	NOUN
cana-2531	159	13	:	:	PUNCT
cana-2531	159	14	i(feature)=	i(feature)=	NOUN
cana-2531	159	15	1	1	NUM
cana-2531	159	16	𝑁	𝑁	PROPN
cana-2531	159	17	∑	∑	PROPN
cana-2531	159	18	𝐼𝑖𝑛	𝐼𝑖𝑛	PROPN
cana-2531	159	19	𝑖=1	𝑖=1	PROPN
cana-2531	159	20	(	(	PUNCT
cana-2531	159	21	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	NOUN
cana-2531	159	22	)	)	PUNCT
cana-2531	159	23	(	(	PUNCT
cana-2531	159	24	8)	8)	NUM
cana-2531	159	25	for	for	ADP
cana-2531	159	26	decision	decision	NOUN
cana-2531	159	27	trees	tree	NOUN
cana-2531	159	28	,	,	PUNCT
cana-2531	159	29	the	the	DET
cana-2531	159	30	importance	importance	NOUN
cana-2531	159	31	score	score	NOUN
cana-2531	159	32	is	be	AUX
cana-2531	159	33	often	often	ADV
cana-2531	159	34	calculated	calculate	VERB
cana-2531	159	35	based	base	VERB
cana-2531	159	36	on	on	ADP
cana-2531	159	37	metrics	metric	NOUN
cana-2531	159	38	like	like	ADP
cana-2531	159	39	gini	gini	NOUN
cana-2531	159	40	impurity	impurity	NOUN
cana-2531	159	41	or	or	CCONJ
cana-2531	159	42	information	information	NOUN
cana-2531	159	43	gain	gain	NOUN
cana-2531	159	44	,	,	PUNCT
cana-2531	159	45	specific	specific	ADJ
cana-2531	159	46	to	to	ADP
cana-2531	159	47	the	the	DET
cana-2531	159	48	splitting	splitting	NOUN
cana-2531	159	49	criterion	criterion	NOUN
cana-2531	159	50	used	use	VERB
cana-2531	159	51	.	.	PUNCT
cana-2531	160	1	these	these	DET
cana-2531	160	2	scores	score	NOUN
cana-2531	160	3	help	help	AUX
cana-2531	160	4	rank	rank	VERB
cana-2531	160	5	the	the	DET
cana-2531	160	6	features	feature	NOUN
cana-2531	160	7	based	base	VERB
cana-2531	160	8	on	on	ADP
cana-2531	160	9	their	their	PRON
cana-2531	160	10	importance	importance	NOUN
cana-2531	160	11	in	in	ADP
cana-2531	160	12	predicting	predict	VERB
cana-2531	160	13	the	the	DET
cana-2531	160	14	target	target	NOUN
cana-2531	160	15	variable	variable	NOUN
cana-2531	160	16	.	.	PUNCT
cana-2531	161	1	d.	d.	PROPN
cana-2531	161	2	develop	develop	VERB
cana-2531	161	3	ai	ai	NOUN
cana-2531	161	4	-	-	PUNCT
cana-2531	161	5	powered	power	VERB
cana-2531	161	6	interventions	intervention	NOUN
cana-2531	161	7	to	to	PART
cana-2531	161	8	address	address	VERB
cana-2531	161	9	inequities	inequity	NOUN
cana-2531	161	10	and	and	CCONJ
cana-2531	161	11	promote	promote	VERB
cana-2531	161	12	inclusion	inclusion	NOUN
cana-2531	161	13	model	model	NOUN
cana-2531	161	14	selection	selection	NOUN
cana-2531	161	15	:	:	PUNCT
cana-2531	161	16	several	several	ADJ
cana-2531	161	17	machines	machine	NOUN
cana-2531	161	18	learning	learn	VERB
cana-2531	161	19	algorithms	algorithm	NOUN
cana-2531	161	20	,	,	PUNCT
cana-2531	161	21	including	include	VERB
cana-2531	161	22	decision	decision	NOUN
cana-2531	161	23	trees	tree	NOUN
cana-2531	161	24	,	,	PUNCT
cana-2531	161	25	random	random	ADJ
cana-2531	161	26	forests	forest	NOUN
cana-2531	161	27	,	,	PUNCT
cana-2531	161	28	support	support	VERB
cana-2531	161	29	vector	vector	NOUN
cana-2531	161	30	machines	machine	NOUN
cana-2531	161	31	,	,	PUNCT
cana-2531	161	32	and	and	CCONJ
cana-2531	161	33	neural	neural	ADJ
cana-2531	161	34	networks	network	NOUN
cana-2531	161	35	,	,	PUNCT
cana-2531	161	36	were	be	AUX
cana-2531	161	37	considered	consider	VERB
cana-2531	161	38	for	for	ADP
cana-2531	161	39	predicting	predict	VERB
cana-2531	161	40	student	student	NOUN
cana-2531	161	41	success	success	NOUN
cana-2531	161	42	and	and	CCONJ
cana-2531	161	43	optimizing	optimize	VERB
cana-2531	161	44	learning	learning	NOUN
cana-2531	161	45	system	system	NOUN
cana-2531	161	46	inclusivity	inclusivity	NOUN
cana-2531	161	47	.	.	PUNCT
cana-2531	162	1	each	each	DET
cana-2531	162	2	algorithm	algorithm	NOUN
cana-2531	162	3	's	's	PART
cana-2531	162	4	suitability	suitability	NOUN
cana-2531	162	5	was	be	AUX
cana-2531	162	6	evaluated	evaluate	VERB
cana-2531	162	7	based	base	VERB
cana-2531	162	8	on	on	ADP
cana-2531	162	9	the	the	DET
cana-2531	162	10	nature	nature	NOUN
cana-2531	162	11	of	of	ADP
cana-2531	162	12	the	the	DET
cana-2531	162	13	problem	problem	NOUN
cana-2531	162	14	,	,	PUNCT
cana-2531	162	15	dataset	dataset	NOUN
cana-2531	162	16	characteristics	characteristic	NOUN
cana-2531	162	17	,	,	PUNCT
cana-2531	162	18	and	and	CCONJ
cana-2531	162	19	previous	previous	ADJ
cana-2531	162	20	research	research	NOUN
cana-2531	162	21	findings	finding	NOUN
cana-2531	162	22	in	in	ADP
cana-2531	162	23	the	the	DET
cana-2531	162	24	field	field	NOUN
cana-2531	162	25	.	.	PUNCT
cana-2531	163	1	model	model	NOUN
cana-2531	163	2	training	training	NOUN
cana-2531	163	3	:	:	PUNCT
cana-2531	163	4	the	the	DET
cana-2531	163	5	selected	select	VERB
cana-2531	163	6	algorithms	algorithm	NOUN
cana-2531	163	7	were	be	AUX
cana-2531	163	8	trained	train	VERB
cana-2531	163	9	on	on	ADP
cana-2531	163	10	a	a	DET
cana-2531	163	11	subset	subset	NOUN
cana-2531	163	12	of	of	ADP
cana-2531	163	13	the	the	DET
cana-2531	163	14	preprocessed	preprocesse	VERB
cana-2531	163	15	data	datum	NOUN
cana-2531	163	16	,	,	PUNCT
cana-2531	163	17	using	use	VERB
cana-2531	163	18	techniques	technique	NOUN
cana-2531	163	19	like	like	ADP
cana-2531	163	20	cross	cross	NOUN
cana-2531	163	21	-	-	NOUN
cana-2531	163	22	validation	validation	NOUN
cana-2531	163	23	to	to	PART
cana-2531	163	24	ensure	ensure	VERB
cana-2531	163	25	robustness	robustness	NOUN
cana-2531	163	26	and	and	CCONJ
cana-2531	163	27	prevent	prevent	VERB
cana-2531	163	28	overfitting	overfitting	NOUN
cana-2531	163	29	.	.	PUNCT
cana-2531	164	1	the	the	DET
cana-2531	164	2	training	training	NOUN
cana-2531	164	3	process	process	NOUN
cana-2531	164	4	involved	involve	VERB
cana-2531	164	5	optimizing	optimize	VERB
cana-2531	164	6	hyperparameters	hyperparameter	NOUN
cana-2531	164	7	through	through	ADP
cana-2531	164	8	grid	grid	NOUN
cana-2531	164	9	search	search	NOUN
cana-2531	164	10	and	and	CCONJ
cana-2531	164	11	randomized	randomize	VERB
cana-2531	164	12	search	search	NOUN
cana-2531	164	13	methods	method	NOUN
cana-2531	164	14	,	,	PUNCT
cana-2531	164	15	enhancing	enhance	VERB
cana-2531	164	16	the	the	DET
cana-2531	164	17	models	model	NOUN
cana-2531	164	18	'	'	PART
cana-2531	164	19	predictive	predictive	ADJ
cana-2531	164	20	accuracy	accuracy	NOUN
cana-2531	164	21	.	.	PUNCT
cana-2531	165	1	•	•	NUM
cana-2531	165	2	algorithms	algorithm	NOUN
cana-2531	165	3	=	=	SYM
cana-2531	165	4	{	{	PUNCT
cana-2531	165	5	decision	decision	NOUN
cana-2531	165	6	trees	tree	NOUN
cana-2531	165	7	,	,	PUNCT
cana-2531	165	8	random	random	ADJ
cana-2531	165	9	forests	forest	NOUN
cana-2531	165	10	,	,	PUNCT
cana-2531	165	11	support	support	NOUN
cana-2531	165	12	vector	vector	NOUN
cana-2531	165	13	machines	machine	NOUN
cana-2531	165	14	,	,	PUNCT
cana-2531	165	15	neural	neural	ADJ
cana-2531	165	16	networks	network	NOUN
cana-2531	165	17	}	}	PUNCT
cana-2531	165	18	as	as	ADP
cana-2531	165	19	the	the	DET
cana-2531	165	20	set	set	NOUN
cana-2531	165	21	of	of	ADP
cana-2531	165	22	considered	consider	VERB
cana-2531	165	23	machine	machine	NOUN
cana-2531	165	24	learning	learning	NOUN
cana-2531	165	25	algorithms	algorithm	NOUN
cana-2531	165	26	.	.	PUNCT
cana-2531	166	1	•	•	NUM
cana-2531	167	1	problem_nature	problem_nature	NOUN
cana-2531	167	2	as	as	ADP
cana-2531	167	3	a	a	DET
cana-2531	167	4	variable	variable	NOUN
cana-2531	167	5	representing	represent	VERB
cana-2531	167	6	the	the	DET
cana-2531	167	7	nature	nature	NOUN
cana-2531	167	8	of	of	ADP
cana-2531	167	9	the	the	DET
cana-2531	167	10	problem	problem	NOUN
cana-2531	167	11	(	(	PUNCT
cana-2531	167	12	e.g.	e.g.	ADV
cana-2531	167	13	,	,	PUNCT
cana-2531	167	14	classification	classification	NOUN
cana-2531	167	15	or	or	CCONJ
cana-2531	167	16	regression	regression	NOUN
cana-2531	167	17	)	)	PUNCT
cana-2531	167	18	.	.	PUNCT
cana-2531	168	1	•	•	NUM
cana-2531	168	2	dataset_characteristics	dataset_characteristic	NOUN
cana-2531	168	3	as	as	ADP
cana-2531	168	4	a	a	DET
cana-2531	168	5	set	set	NOUN
cana-2531	168	6	of	of	ADP
cana-2531	168	7	parameters	parameter	NOUN
cana-2531	168	8	describing	describe	VERB
cana-2531	168	9	the	the	DET
cana-2531	168	10	dataset	dataset	NOUN
cana-2531	168	11	characteristics	characteristic	NOUN
cana-2531	168	12	.	.	PUNCT
cana-2531	169	1	•	•	NUM
cana-2531	169	2	previous_findings	previous_finding	NOUN
cana-2531	169	3	as	as	ADP
cana-2531	169	4	a	a	DET
cana-2531	169	5	set	set	NOUN
cana-2531	169	6	of	of	ADP
cana-2531	169	7	parameters	parameter	NOUN
cana-2531	169	8	representing	represent	VERB
cana-2531	169	9	previous	previous	ADJ
cana-2531	169	10	research	research	NOUN
cana-2531	169	11	findings	finding	NOUN
cana-2531	169	12	in	in	ADP
cana-2531	169	13	the	the	DET
cana-2531	169	14	field	field	NOUN
cana-2531	169	15	.	.	PUNCT
cana-2531	170	1	the	the	DET
cana-2531	170	2	suitability	suitability	NOUN
cana-2531	170	3	of	of	ADP
cana-2531	170	4	an	an	DET
cana-2531	170	5	algorithm	algorithm	NOUN
cana-2531	170	6	aa	aa	NOUN
cana-2531	170	7	can	can	AUX
cana-2531	170	8	be	be	AUX
cana-2531	170	9	evaluated	evaluate	VERB
cana-2531	170	10	using	use	VERB
cana-2531	170	11	a	a	DET
cana-2531	170	12	function	function	NOUN
cana-2531	170	13	evalproblem	evalproblem	NOUN
cana-2531	170	14	nature	nature	NOUN
cana-2531	170	15	,	,	PUNCT
cana-2531	170	16	dataset_characteristics	dataset_characteristic	NOUN
cana-2531	170	17	,	,	PUNCT
cana-2531	170	18	previous_findings	previous_findings	PROPN
cana-2531	170	19	)	)	PUNCT
cana-2531	170	20	eval	eval	NOUN
cana-2531	170	21	(	(	PUNCT
cana-2531	170	22	a	a	DET
cana-2531	170	23	,	,	PUNCT
cana-2531	170	24	problem_nature	problem_nature	NOUN
cana-2531	170	25	,	,	PUNCT
cana-2531	170	26	dataset_characteristics	dataset_characteristic	NOUN
cana-2531	170	27	,	,	PUNCT
cana-2531	170	28	previous_findings	previous_finding	NOUN
cana-2531	170	29	)	)	PUNCT
cana-2531	170	30	that	that	PRON
cana-2531	170	31	quantifies	quantify	VERB
cana-2531	170	32	its	its	PRON
cana-2531	170	33	performance	performance	NOUN
cana-2531	170	34	based	base	VERB
cana-2531	170	35	on	on	ADP
cana-2531	170	36	the	the	DET
cana-2531	170	37	provided	provide	VERB
cana-2531	170	38	criteria	criterion	NOUN
cana-2531	170	39	.	.	PUNCT
cana-2531	171	1	1	1	X
cana-2531	171	2	)	)	PUNCT
cana-2531	171	3	model	model	NOUN
cana-2531	171	4	training	training	NOUN
cana-2531	171	5	:	:	PUNCT
cana-2531	171	6	after	after	ADP
cana-2531	171	7	selecting	select	VERB
cana-2531	171	8	the	the	DET
cana-2531	171	9	algorithms	algorithm	NOUN
cana-2531	171	10	,	,	PUNCT
cana-2531	171	11	the	the	DET
cana-2531	171	12	training	training	NOUN
cana-2531	171	13	process	process	NOUN
cana-2531	171	14	involves	involve	VERB
cana-2531	171	15	optimizing	optimize	VERB
cana-2531	171	16	hyperparameters	hyperparameter	NOUN
cana-2531	171	17	using	use	VERB
cana-2531	171	18	grid	grid	NOUN
cana-2531	171	19	search	search	NOUN
cana-2531	171	20	and	and	CCONJ
cana-2531	171	21	randomized	randomize	VERB
cana-2531	171	22	search	search	NOUN
cana-2531	171	23	methods	method	NOUN
cana-2531	171	24	.	.	PUNCT
cana-2531	172	1	let	let	VERB
cana-2531	172	2	's	us	PRON
cana-2531	172	3	denote	denote	VERB
cana-2531	172	4	:	:	PUNCT
cana-2531	172	5	communications	communication	NOUN
cana-2531	172	6	on	on	ADP
cana-2531	172	7	applied	apply	VERB
cana-2531	172	8	nonlinear	nonlinear	ADJ
cana-2531	172	9	analysis	analysis	NOUN
cana-2531	172	10	issn	issn	NOUN
cana-2531	172	11	:	:	PUNCT
cana-2531	172	12	1074	1074	NUM
cana-2531	172	13	-	-	PUNCT
cana-2531	172	14	133x	133x	NUM
cana-2531	172	15	vol	vol	NOUN
cana-2531	172	16	32	32	NUM
cana-2531	173	1	no	no	NOUN
cana-2531	173	2	.	.	PUNCT
cana-2531	174	1	3s	3s	NUM
cana-2531	174	2	(	(	PUNCT
cana-2531	174	3	2025	2025	NUM
cana-2531	174	4	)	)	PUNCT
cana-2531	174	5	33	33	NUM
cana-2531	174	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2531	174	7	•	•	NUM
cana-2531	174	8	parameters	parameter	NOUN
cana-2531	174	9	as	as	ADP
cana-2531	174	10	the	the	DET
cana-2531	174	11	hyperparameters	hyperparameter	NOUN
cana-2531	174	12	of	of	ADP
cana-2531	174	13	the	the	DET
cana-2531	174	14	selected	select	VERB
cana-2531	174	15	machine	machine	NOUN
cana-2531	174	16	learning	learning	NOUN
cana-2531	174	17	algorithm	algorithm	NOUN
cana-2531	174	18	.	.	PUNCT
cana-2531	175	1	•	•	NUM
cana-2531	175	2	data	datum	NOUN
cana-2531	175	3	as	as	ADP
cana-2531	175	4	the	the	DET
cana-2531	175	5	preprocessed	preprocesse	VERB
cana-2531	175	6	dataset	dataset	NOUN
cana-2531	175	7	.	.	PUNCT
cana-2531	176	1	•	•	NUM
cana-2531	176	2	cv_folds	cv_fold	NOUN
cana-2531	176	3	as	as	ADP
cana-2531	176	4	the	the	DET
cana-2531	176	5	number	number	NOUN
cana-2531	176	6	of	of	ADP
cana-2531	176	7	folds	fold	NOUN
cana-2531	176	8	in	in	ADP
cana-2531	176	9	cross	cross	ADJ
cana-2531	176	10	-	-	NOUN
cana-2531	176	11	validation	validation	ADJ
cana-2531	176	12	.	.	PUNCT
cana-2531	177	1	grid	grid	NOUN
cana-2531	177	2	search	search	NOUN
cana-2531	177	3	and	and	CCONJ
cana-2531	177	4	randomized	randomized	ADJ
cana-2531	177	5	search	search	NOUN
cana-2531	177	6	are	be	AUX
cana-2531	177	7	techniques	technique	NOUN
cana-2531	177	8	used	use	VERB
cana-2531	177	9	to	to	PART
cana-2531	177	10	find	find	VERB
cana-2531	177	11	the	the	DET
cana-2531	177	12	optimal	optimal	ADJ
cana-2531	177	13	hyperparameters	hyperparameter	NOUN
cana-2531	177	14	optimal_parameters	optimal_parameter	NOUN
cana-2531	177	15	that	that	PRON
cana-2531	177	16	maximize	maximize	VERB
cana-2531	177	17	the	the	DET
cana-2531	177	18	model	model	NOUN
cana-2531	177	19	's	's	PART
cana-2531	177	20	performance	performance	NOUN
cana-2531	177	21	metric	metric	ADJ
cana-2531	177	22	,	,	PUNCT
cana-2531	177	23	such	such	ADJ
cana-2531	177	24	as	as	ADP
cana-2531	177	25	accuracy	accuracy	NOUN
cana-2531	177	26	or	or	CCONJ
cana-2531	177	27	mean	mean	ADJ
cana-2531	177	28	squared	square	VERB
cana-2531	177	29	error	error	NOUN
cana-2531	177	30	.	.	PUNCT
cana-2531	178	1	these	these	DET
cana-2531	178	2	techniques	technique	NOUN
cana-2531	178	3	are	be	AUX
cana-2531	178	4	represented	represent	VERB
cana-2531	178	5	as	as	ADP
cana-2531	178	6	:	:	PUNCT
cana-2531	178	7	grid	grid	NOUN
cana-2531	178	8	search	search	NOUN
cana-2531	178	9	:	:	PUNCT
cana-2531	178	10	optimal	optimal	ADJ
cana-2531	178	11	parameter	parameter	NOUN
cana-2531	178	12	=	=	SYM
cana-2531	178	13	argmaxparameter	argmaxparameter	NOUN
cana-2531	178	14	1	1	NUM
cana-2531	178	15	𝐶𝑉_𝐹𝑜𝑙𝑑𝑠	𝐶𝑉_𝐹𝑜𝑙𝑑𝑠	NUM
cana-2531	178	16	∑	∑	PROPN
cana-2531	178	17	𝑃𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒𝑀𝑒𝑡𝑟𝑖𝑐(𝐴𝑙𝑔𝑜𝑟𝑖𝑡ℎ𝑚	𝑃𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒𝑀𝑒𝑡𝑟𝑖𝑐(𝐴𝑙𝑔𝑜𝑟𝑖𝑡ℎ𝑚	PROPN
cana-2531	178	18	(	(	PUNCT
cana-2531	178	19	parameters	parameter	NOUN
cana-2531	178	20	,	,	PUNCT
cana-2531	178	21	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	PROPN
cana-2531	178	22	𝑁_𝐼𝑡𝑒𝑟𝑎𝑡𝑖𝑜𝑛	𝑁_𝐼𝑡𝑒𝑟𝑎𝑡𝑖𝑜𝑛	VERB
cana-2531	178	23	𝑖=1	𝑖=1	PROPN
cana-2531	178	24	,	,	PUNCT
cana-2531	178	25	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	PROPN
cana-2531	178	26	)	)	PUNCT
cana-2531	178	27	)	)	PUNCT
cana-2531	179	1	(	(	PUNCT
cana-2531	179	2	9	9	X
cana-2531	179	3	)	)	PUNCT
cana-2531	179	4	where	where	SCONJ
cana-2531	179	5	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	PROPN
cana-2531	179	6	and	and	CCONJ
cana-2531	179	7	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	PROPN
cana-2531	179	8	represent	represent	VERB
cana-2531	179	9	the	the	DET
cana-2531	179	10	training	training	NOUN
cana-2531	179	11	and	and	CCONJ
cana-2531	179	12	testing	testing	NOUN
cana-2531	179	13	subsets	subset	NOUN
cana-2531	179	14	generated	generate	VERB
cana-2531	179	15	during	during	ADP
cana-2531	179	16	crossvalidation	crossvalidation	NOUN
cana-2531	179	17	.	.	PUNCT
cana-2531	180	1	randomized	randomize	VERB
cana-2531	180	2	search	search	NOUN
cana-2531	180	3	optimal	optimal	ADJ
cana-2531	180	4	parameter	parameter	NOUN
cana-2531	181	1	=	=	PRON
cana-2531	181	2	argmaxparameter	argmaxparameter	NOUN
cana-2531	181	3	1	1	NUM
cana-2531	181	4	𝐶𝑉_𝐹𝑜𝑙𝑑𝑠	𝐶𝑉_𝐹𝑜𝑙𝑑𝑠	NUM
cana-2531	181	5	∑	∑	PUNCT
cana-2531	181	6	𝑃𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒_𝑀𝑒𝑡𝑟𝑖𝑐(𝐴𝑙𝑔𝑜𝑟𝑖𝑡ℎ𝑚	𝑃𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒_𝑀𝑒𝑡𝑟𝑖𝑐(𝐴𝑙𝑔𝑜𝑟𝑖𝑡ℎ𝑚	NOUN
cana-2531	181	7	(	(	PUNCT
cana-2531	181	8	parameters	parameter	NOUN
cana-2531	181	9	,	,	PUNCT
cana-2531	181	10	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	𝐷𝑎𝑡𝑎𝑡𝑟𝑎𝑖𝑛	PROPN
cana-2531	181	11	𝑁_𝐼𝑡𝑒𝑟𝑎𝑡𝑖𝑜𝑛	𝑁_𝐼𝑡𝑒𝑟𝑎𝑡𝑖𝑜𝑛	VERB
cana-2531	181	12	𝑖=1	𝑖=1	PROPN
cana-2531	181	13	,	,	PUNCT
cana-2531	181	14	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	𝐷𝑎𝑡𝑎𝑠𝑒𝑡	PROPN
cana-2531	181	15	)	)	PUNCT
cana-2531	181	16	)	)	PUNCT
cana-2531	181	17	(	(	PUNCT
cana-2531	181	18	10	10	NUM
cana-2531	181	19	)	)	PUNCT
cana-2531	182	1	where	where	SCONJ
cana-2531	182	2	,	,	PUNCT
cana-2531	182	3	n_iterations	n_iteration	NOUN
cana-2531	182	4	represents	represent	VERB
cana-2531	182	5	the	the	DET
cana-2531	182	6	number	number	NOUN
cana-2531	182	7	of	of	ADP
cana-2531	182	8	iterations	iteration	NOUN
cana-2531	182	9	in	in	ADP
cana-2531	182	10	the	the	DET
cana-2531	182	11	randomized	randomized	ADJ
cana-2531	182	12	search	search	NOUN
cana-2531	182	13	.	.	PUNCT
cana-2531	183	1	these	these	DET
cana-2531	183	2	equations	equation	NOUN
cana-2531	183	3	represent	represent	VERB
cana-2531	183	4	the	the	DET
cana-2531	183	5	optimization	optimization	NOUN
cana-2531	183	6	processes	process	NOUN
cana-2531	183	7	used	use	VERB
cana-2531	183	8	to	to	PART
cana-2531	183	9	enhance	enhance	VERB
cana-2531	183	10	the	the	DET
cana-2531	183	11	predictive	predictive	ADJ
cana-2531	183	12	accuracy	accuracy	NOUN
cana-2531	183	13	of	of	ADP
cana-2531	183	14	the	the	DET
cana-2531	183	15	machine	machine	NOUN
cana-2531	183	16	learning	learning	NOUN
cana-2531	183	17	models	model	NOUN
cana-2531	183	18	.	.	PUNCT
cana-2531	184	1	2	2	X
cana-2531	184	2	)	)	PUNCT
cana-2531	184	3	implementation	implementation	NOUN
cana-2531	184	4	of	of	ADP
cana-2531	184	5	ai	ai	ADJ
cana-2531	184	6	-	-	PUNCT
cana-2531	184	7	driven	drive	VERB
cana-2531	184	8	interventions	intervention	NOUN
cana-2531	184	9	:	:	PUNCT
cana-2531	184	10	personalized	personalized	ADJ
cana-2531	184	11	learning	learn	VERB
cana-2531	184	12	paths	path	NOUN
cana-2531	184	13	:	:	PUNCT
cana-2531	184	14	ai	ai	VERB
cana-2531	184	15	algorithms	algorithm	NOUN
cana-2531	184	16	were	be	AUX
cana-2531	184	17	employed	employ	VERB
cana-2531	184	18	to	to	PART
cana-2531	184	19	create	create	VERB
cana-2531	184	20	personalized	personalized	ADJ
cana-2531	184	21	learning	learn	VERB
cana-2531	184	22	paths	path	NOUN
cana-2531	184	23	for	for	ADP
cana-2531	184	24	students	student	NOUN
cana-2531	184	25	.	.	PUNCT
cana-2531	185	1	these	these	DET
cana-2531	185	2	paths	path	NOUN
cana-2531	185	3	were	be	AUX
cana-2531	185	4	dynamically	dynamically	ADV
cana-2531	185	5	adjusted	adjust	VERB
cana-2531	185	6	based	base	VERB
cana-2531	185	7	on	on	ADP
cana-2531	185	8	individual	individual	ADJ
cana-2531	185	9	progress	progress	NOUN
cana-2531	185	10	,	,	PUNCT
cana-2531	185	11	strengths	strength	NOUN
cana-2531	185	12	,	,	PUNCT
cana-2531	185	13	and	and	CCONJ
cana-2531	185	14	areas	area	NOUN
cana-2531	185	15	needing	need	VERB
cana-2531	185	16	improvement	improvement	NOUN
cana-2531	185	17	.	.	PUNCT
cana-2531	186	1	natural	natural	ADJ
cana-2531	186	2	language	language	NOUN
cana-2531	186	3	processing	processing	NOUN
cana-2531	186	4	(	(	PUNCT
cana-2531	186	5	nlp	nlp	NOUN
cana-2531	186	6	)	)	PUNCT
cana-2531	186	7	techniques	technique	NOUN
cana-2531	186	8	were	be	AUX
cana-2531	186	9	also	also	ADV
cana-2531	186	10	utilized	utilize	VERB
cana-2531	186	11	to	to	PART
cana-2531	186	12	analyze	analyze	VERB
cana-2531	186	13	textual	textual	ADJ
cana-2531	186	14	data	datum	NOUN
cana-2531	186	15	,	,	PUNCT
cana-2531	186	16	such	such	ADJ
cana-2531	186	17	as	as	ADP
cana-2531	186	18	discussion	discussion	NOUN
cana-2531	186	19	forum	forum	NOUN
cana-2531	186	20	posts	post	NOUN
cana-2531	186	21	and	and	CCONJ
cana-2531	186	22	feedback	feedback	NOUN
cana-2531	186	23	,	,	PUNCT
cana-2531	186	24	to	to	PART
cana-2531	186	25	gain	gain	VERB
cana-2531	186	26	insights	insight	NOUN
cana-2531	186	27	into	into	ADP
cana-2531	186	28	student	student	NOUN
cana-2531	186	29	sentiments	sentiment	NOUN
cana-2531	186	30	and	and	CCONJ
cana-2531	186	31	challenges	challenge	NOUN
cana-2531	186	32	.	.	PUNCT
cana-2531	187	1	student	student	NOUN
cana-2531	187	2	proficiency	proficiency	NOUN
cana-2531	187	3	score	score	NOUN
cana-2531	187	4	(	(	PUNCT
cana-2531	187	5	sps	sps	NOUN
cana-2531	187	6	):	):	PUNCT
cana-2531	187	7	spsi	spsi	NOUN
cana-2531	187	8	=	=	SYM
cana-2531	187	9	ω1×examscorei	ω1×examscorei	PROPN
cana-2531	187	10	+	+	NUM
cana-2531	187	11	ω2×	ω2×	ADJ
cana-2531	187	12	assignmentscorei	assignmentscorei	NOUN
cana-2531	187	13	+	+	CCONJ
cana-2531	187	14	ω3	ω3	ADJ
cana-2531	187	15	×	×	PROPN
cana-2531	187	16	participationscorei	participationscorei	NOUN
cana-2531	187	17	(	(	PUNCT
cana-2531	187	18	11	11	NUM
cana-2531	187	19	)	)	PUNCT
cana-2531	187	20	where	where	SCONJ
cana-2531	187	21	spsi	spsi	NOUN
cana-2531	187	22	represents	represent	VERB
cana-2531	187	23	the	the	DET
cana-2531	187	24	proficiency	proficiency	NOUN
cana-2531	187	25	score	score	NOUN
cana-2531	187	26	of	of	ADP
cana-2531	187	27	student	student	NOUN
cana-2531	187	28	i	i	PROPN
cana-2531	187	29	,	,	PUNCT
cana-2531	187	30	examscorei	examscorei	NOUN
cana-2531	187	31	,	,	PUNCT
cana-2531	187	32	assignmentscorei	assignmentscorei	NOUN
cana-2531	187	33	,	,	PUNCT
cana-2531	187	34	and	and	CCONJ
cana-2531	187	35	participationscorei	participationscorei	NOUN
cana-2531	187	36	represent	represent	VERB
cana-2531	187	37	the	the	DET
cana-2531	187	38	scores	score	NOUN
cana-2531	187	39	obtained	obtain	VERB
cana-2531	187	40	by	by	ADP
cana-2531	187	41	student	student	NOUN
cana-2531	187	42	i	i	PRON
cana-2531	187	43	in	in	ADP
cana-2531	187	44	exams	exam	NOUN
cana-2531	187	45	,	,	PUNCT
cana-2531	187	46	assignments	assignment	NOUN
cana-2531	187	47	,	,	PUNCT
cana-2531	187	48	and	and	CCONJ
cana-2531	187	49	participation	participation	NOUN
cana-2531	187	50	respectively	respectively	ADV
cana-2531	187	51	,	,	PUNCT
cana-2531	187	52	ω1	ω1	PROPN
cana-2531	187	53	,	,	PUNCT
cana-2531	187	54	ω2	ω2	ADJ
cana-2531	187	55	,	,	PUNCT
cana-2531	187	56	and	and	CCONJ
cana-2531	187	57	ω3	ω3	NOUN
cana-2531	187	58	are	be	AUX
cana-2531	187	59	the	the	DET
cana-2531	187	60	weights	weight	NOUN
cana-2531	187	61	assigned	assign	VERB
cana-2531	187	62	to	to	ADP
cana-2531	187	63	these	these	DET
cana-2531	187	64	scores	score	NOUN
cana-2531	187	65	indicating	indicate	VERB
cana-2531	187	66	their	their	PRON
cana-2531	187	67	importance	importance	NOUN
cana-2531	187	68	.	.	PUNCT
cana-2531	188	1	nlp	nlp	ADJ
cana-2531	188	2	analysis	analysis	NOUN
cana-2531	188	3	for	for	ADP
cana-2531	188	4	sentiment	sentiment	NOUN
cana-2531	188	5	and	and	CCONJ
cana-2531	188	6	challenge	challenge	NOUN
cana-2531	188	7	recognition	recognition	NOUN
cana-2531	188	8	:	:	PUNCT
cana-2531	188	9	sentimentscorei	sentimentscorei	NOUN
cana-2531	188	10	=	=	NOUN
cana-2531	188	11	nlp_analyze_sentiment	nlp_analyze_sentiment	NOUN
cana-2531	188	12	(	(	PUNCT
cana-2531	188	13	texti	texti	NOUN
cana-2531	188	14	)	)	PUNCT
cana-2531	188	15	(	(	PUNCT
cana-2531	188	16	12	12	NUM
cana-2531	188	17	)	)	PUNCT
cana-2531	188	18	challengescorei	challengescorei	ADV
cana-2531	188	19	=	=	SYM
cana-2531	188	20	nlp_identify_challenges(texti	nlp_identify_challenges(texti	X
cana-2531	188	21	)	)	PUNCT
cana-2531	188	22	(	(	PUNCT
cana-2531	188	23	13	13	NUM
cana-2531	188	24	)	)	PUNCT
cana-2531	188	25	where	where	SCONJ
cana-2531	188	26	sentimentscorei	sentimentscorei	NOUN
cana-2531	188	27	represents	represent	VERB
cana-2531	188	28	the	the	DET
cana-2531	188	29	sentiment	sentiment	NOUN
cana-2531	188	30	score	score	NOUN
cana-2531	188	31	of	of	ADP
cana-2531	188	32	the	the	DET
cana-2531	188	33	text	text	NOUN
cana-2531	188	34	written	write	VERB
cana-2531	188	35	by	by	ADP
cana-2531	188	36	student	student	NOUN
cana-2531	188	37	i	i	PROPN
cana-2531	188	38	and	and	CCONJ
cana-2531	188	39	communications	communication	NOUN
cana-2531	188	40	on	on	ADP
cana-2531	188	41	applied	apply	VERB
cana-2531	188	42	nonlinear	nonlinear	ADJ
cana-2531	188	43	analysis	analysis	NOUN
cana-2531	188	44	issn	issn	NOUN
cana-2531	188	45	:	:	PUNCT
cana-2531	188	46	1074	1074	NUM
cana-2531	188	47	-	-	PUNCT
cana-2531	188	48	133x	133x	NUM
cana-2531	188	49	vol	vol	NOUN
cana-2531	188	50	32	32	NUM
cana-2531	188	51	no	no	NOUN
cana-2531	188	52	.	.	PUNCT
cana-2531	189	1	3s	3s	NUM
cana-2531	189	2	(	(	PUNCT
cana-2531	189	3	2025	2025	NUM
cana-2531	189	4	)	)	PUNCT
cana-2531	189	5	34	34	NUM
cana-2531	189	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	189	7	challengescorei	challengescorei	ADV
cana-2531	189	8	represents	represent	VERB
cana-2531	189	9	the	the	DET
cana-2531	189	10	score	score	NOUN
cana-2531	189	11	indicating	indicate	VERB
cana-2531	189	12	the	the	DET
cana-2531	189	13	challenges	challenge	NOUN
cana-2531	189	14	expressed	express	VERB
cana-2531	189	15	in	in	ADP
cana-2531	189	16	the	the	DET
cana-2531	189	17	text	text	NOUN
cana-2531	189	18	.	.	PUNCT
cana-2531	190	1	nlp_analyze_sentiment	nlp_analyze_sentiment	NOUN
cana-2531	190	2	and	and	CCONJ
cana-2531	190	3	nlp_identify_challenges	nlp_identify_challenge	NOUN
cana-2531	190	4	are	be	AUX
cana-2531	190	5	nlp	nlp	ADJ
cana-2531	190	6	algorithms	algorithm	NOUN
cana-2531	190	7	used	use	VERB
cana-2531	190	8	to	to	PART
cana-2531	190	9	analyze	analyze	VERB
cana-2531	190	10	sentiment	sentiment	NOUN
cana-2531	190	11	and	and	CCONJ
cana-2531	190	12	identify	identify	VERB
cana-2531	190	13	challenges	challenge	NOUN
cana-2531	190	14	in	in	ADP
cana-2531	190	15	the	the	DET
cana-2531	190	16	textual	textual	ADJ
cana-2531	190	17	data	datum	NOUN
cana-2531	190	18	provided	provide	VERB
cana-2531	190	19	by	by	ADP
cana-2531	190	20	the	the	DET
cana-2531	190	21	student	student	NOUN
cana-2531	190	22	.	.	PUNCT
cana-2531	191	1	personalized	personalize	VERB
cana-2531	191	2	learning	learning	NOUN
cana-2531	191	3	path	path	NOUN
cana-2531	191	4	calculation	calculation	NOUN
cana-2531	191	5	:	:	PUNCT
cana-2531	191	6	plpi	plpi	NOUN
cana-2531	191	7	=	=	PROPN
cana-2531	191	8	spsi	spsi	PROPN
cana-2531	191	9	+	+	NUM
cana-2531	191	10	sentimentscorei	sentimentscorei	NOUN
cana-2531	191	11	−	−	PROPN
cana-2531	191	12	challengescorei	challengescorei	ADV
cana-2531	191	13	14	14	NUM
cana-2531	191	14	)	)	PUNCT
cana-2531	191	15	where	where	SCONJ
cana-2531	191	16	plpi	plpi	NOUN
cana-2531	191	17	represents	represent	VERB
cana-2531	191	18	the	the	DET
cana-2531	191	19	personalized	personalized	ADJ
cana-2531	191	20	learning	learning	NOUN
cana-2531	191	21	path	path	NOUN
cana-2531	191	22	score	score	NOUN
cana-2531	191	23	for	for	ADP
cana-2531	191	24	student	student	NOUN
cana-2531	191	25	i.	i.	NOUN
cana-2531	191	26	this	this	DET
cana-2531	191	27	score	score	NOUN
cana-2531	191	28	is	be	AUX
cana-2531	191	29	calculated	calculate	VERB
cana-2531	191	30	by	by	ADP
cana-2531	191	31	combining	combine	VERB
cana-2531	191	32	the	the	DET
cana-2531	191	33	student	student	NOUN
cana-2531	191	34	's	's	PART
cana-2531	191	35	proficiency	proficiency	NOUN
cana-2531	191	36	score	score	NOUN
cana-2531	191	37	,	,	PUNCT
cana-2531	191	38	sentiment	sentiment	NOUN
cana-2531	191	39	score	score	NOUN
cana-2531	191	40	,	,	PUNCT
cana-2531	191	41	and	and	CCONJ
cana-2531	191	42	subtracting	subtract	VERB
cana-2531	191	43	the	the	DET
cana-2531	191	44	challenge	challenge	NOUN
cana-2531	191	45	score	score	NOUN
cana-2531	191	46	.	.	PUNCT
cana-2531	192	1	a	a	DET
cana-2531	192	2	higher	high	ADJ
cana-2531	192	3	plp	plp	NOUN
cana-2531	192	4	indicates	indicate	VERB
cana-2531	192	5	a	a	DET
cana-2531	192	6	more	more	ADV
cana-2531	192	7	positive	positive	ADJ
cana-2531	192	8	sentiment	sentiment	NOUN
cana-2531	192	9	and	and	CCONJ
cana-2531	192	10	fewer	few	ADJ
cana-2531	192	11	challenges	challenge	NOUN
cana-2531	192	12	,	,	PUNCT
cana-2531	192	13	suggesting	suggest	VERB
cana-2531	192	14	a	a	DET
cana-2531	192	15	student	student	NOUN
cana-2531	192	16	in	in	ADP
cana-2531	192	17	a	a	DET
cana-2531	192	18	better	well	ADJ
cana-2531	192	19	position	position	NOUN
cana-2531	192	20	to	to	PART
cana-2531	192	21	progress	progress	VERB
cana-2531	192	22	in	in	ADP
cana-2531	192	23	their	their	PRON
cana-2531	192	24	learning	learning	NOUN
cana-2531	192	25	path	path	NOUN
cana-2531	192	26	.	.	PUNCT
cana-2531	193	1	e.	e.	PROPN
cana-2531	193	2	early	early	PROPN
cana-2531	193	3	warning	warning	NOUN
cana-2531	193	4	systems	system	NOUN
cana-2531	193	5	:	:	PUNCT
cana-2531	193	6	an	an	DET
cana-2531	193	7	ai	ai	NOUN
cana-2531	193	8	-	-	PUNCT
cana-2531	193	9	driven	drive	VERB
cana-2531	193	10	early	early	ADJ
cana-2531	193	11	warning	warning	NOUN
cana-2531	193	12	system	system	NOUN
cana-2531	193	13	was	be	AUX
cana-2531	193	14	developed	develop	VERB
cana-2531	193	15	to	to	PART
cana-2531	193	16	identify	identify	VERB
cana-2531	193	17	students	student	NOUN
cana-2531	193	18	at	at	ADP
cana-2531	193	19	risk	risk	NOUN
cana-2531	193	20	of	of	ADP
cana-2531	193	21	academic	academic	ADJ
cana-2531	193	22	underperformance	underperformance	NOUN
cana-2531	193	23	or	or	CCONJ
cana-2531	193	24	disengagement	disengagement	NOUN
cana-2531	193	25	.	.	PUNCT
cana-2531	194	1	the	the	DET
cana-2531	194	2	system	system	NOUN
cana-2531	194	3	utilized	utilize	VERB
cana-2531	194	4	predictive	predictive	ADJ
cana-2531	194	5	analytics	analytic	NOUN
cana-2531	194	6	to	to	PART
cana-2531	194	7	flag	flag	NOUN
cana-2531	194	8	students	student	NOUN
cana-2531	194	9	displaying	display	VERB
cana-2531	194	10	patterns	pattern	NOUN
cana-2531	194	11	similar	similar	ADJ
cana-2531	194	12	to	to	ADP
cana-2531	194	13	historically	historically	ADV
cana-2531	194	14	unsuccessful	unsuccessful	ADJ
cana-2531	194	15	counterparts	counterpart	NOUN
cana-2531	194	16	.	.	PUNCT
cana-2531	195	1	interventions	intervention	NOUN
cana-2531	195	2	,	,	PUNCT
cana-2531	195	3	including	include	VERB
cana-2531	195	4	targeted	target	VERB
cana-2531	195	5	resources	resource	NOUN
cana-2531	195	6	and	and	CCONJ
cana-2531	195	7	counseling	counseling	NOUN
cana-2531	195	8	services	service	NOUN
cana-2531	195	9	,	,	PUNCT
cana-2531	195	10	were	be	AUX
cana-2531	195	11	triggered	trigger	VERB
cana-2531	195	12	based	base	VERB
cana-2531	195	13	on	on	ADP
cana-2531	195	14	these	these	DET
cana-2531	195	15	alerts	alert	NOUN
cana-2531	195	16	.	.	PUNCT
cana-2531	196	1	patternscorei	patternscorei	NOUN
cana-2531	196	2	=	=	PUNCT
cana-2531	196	3	∑	∑	PROPN
cana-2531	196	4	𝑤𝑗	𝑤𝑗	ADP
cana-2531	196	5	𝑛	𝑛	PRON
cana-2531	196	6	𝑗=1	𝑗=1	PROPN
cana-2531	196	7	×	×	PROPN
cana-2531	196	8	behaviorj(i	behaviorj(i	PROPN
cana-2531	196	9	)	)	PUNCT
cana-2531	196	10	(	(	PUNCT
cana-2531	196	11	15	15	NUM
cana-2531	196	12	)	)	PUNCT
cana-2531	196	13	where	where	SCONJ
cana-2531	196	14	patternscorei	patternscorei	NOUN
cana-2531	196	15	represents	represent	VERB
cana-2531	196	16	the	the	DET
cana-2531	196	17	pattern	pattern	NOUN
cana-2531	196	18	score	score	NOUN
cana-2531	196	19	indicating	indicate	VERB
cana-2531	196	20	the	the	DET
cana-2531	196	21	similarity	similarity	NOUN
cana-2531	196	22	of	of	ADP
cana-2531	196	23	student	student	NOUN
cana-2531	196	24	i	i	PROPN
cana-2531	196	25	's	's	PART
cana-2531	196	26	behavior	behavior	NOUN
cana-2531	196	27	to	to	ADP
cana-2531	196	28	historically	historically	ADV
cana-2531	196	29	unsuccessful	unsuccessful	ADJ
cana-2531	196	30	counterparts	counterpart	NOUN
cana-2531	196	31	.	.	PUNCT
cana-2531	197	1	behaviorj(i	behaviorj(i	PROPN
cana-2531	197	2	)	)	PUNCT
cana-2531	197	3	represents	represent	VERB
cana-2531	197	4	the	the	DET
cana-2531	197	5	jth	jth	PROPN
cana-2531	197	6	behavioral	behavioral	ADJ
cana-2531	197	7	pattern	pattern	NOUN
cana-2531	197	8	observed	observe	VERB
cana-2531	197	9	in	in	ADP
cana-2531	197	10	student	student	NOUN
cana-2531	197	11	i	i	PRON
cana-2531	197	12	(	(	PUNCT
cana-2531	197	13	such	such	ADJ
cana-2531	197	14	as	as	ADP
cana-2531	197	15	attendance	attendance	NOUN
cana-2531	197	16	,	,	PUNCT
cana-2531	197	17	submission	submission	NOUN
cana-2531	197	18	timeliness	timeliness	NOUN
cana-2531	197	19	,	,	PUNCT
cana-2531	197	20	online	online	ADJ
cana-2531	197	21	activity	activity	NOUN
cana-2531	197	22	,	,	PUNCT
cana-2531	197	23	etc	etc	X
cana-2531	197	24	.	.	X
cana-2531	197	25	)	)	PUNCT
cana-2531	197	26	,	,	PUNCT
cana-2531	197	27	and	and	CCONJ
cana-2531	197	28	wj	wj	PROPN
cana-2531	197	29	represents	represent	VERB
cana-2531	197	30	the	the	DET
cana-2531	197	31	weight	weight	NOUN
cana-2531	197	32	associated	associate	VERB
cana-2531	197	33	with	with	ADP
cana-2531	197	34	jth	jth	PROPN
cana-2531	197	35	behaviour	behaviour	NOUN
cana-2531	197	36	.	.	PUNCT
cana-2531	198	1	1	1	NUM
cana-2531	198	2	)	)	PUNCT
cana-2531	198	3	ethical	ethical	ADJ
cana-2531	198	4	considerations	consideration	NOUN
cana-2531	198	5	:	:	PUNCT
cana-2531	198	6	ethical	ethical	ADJ
cana-2531	198	7	guidelines	guideline	NOUN
cana-2531	198	8	and	and	CCONJ
cana-2531	198	9	protocols	protocol	NOUN
cana-2531	198	10	were	be	AUX
cana-2531	198	11	strictly	strictly	ADV
cana-2531	198	12	adhered	adhere	VERB
cana-2531	198	13	to	to	ADP
cana-2531	198	14	throughout	throughout	ADP
cana-2531	198	15	the	the	DET
cana-2531	198	16	study	study	NOUN
cana-2531	198	17	.	.	PUNCT
cana-2531	199	1	informed	informed	ADJ
cana-2531	199	2	consent	consent	NOUN
cana-2531	199	3	was	be	AUX
cana-2531	199	4	obtained	obtain	VERB
cana-2531	199	5	from	from	ADP
cana-2531	199	6	participating	participate	VERB
cana-2531	199	7	students	student	NOUN
cana-2531	199	8	,	,	PUNCT
cana-2531	199	9	ensuring	ensure	VERB
cana-2531	199	10	they	they	PRON
cana-2531	199	11	understood	understand	VERB
cana-2531	199	12	the	the	DET
cana-2531	199	13	study	study	NOUN
cana-2531	199	14	's	's	PART
cana-2531	199	15	purpose	purpose	NOUN
cana-2531	199	16	,	,	PUNCT
cana-2531	199	17	methods	method	NOUN
cana-2531	199	18	,	,	PUNCT
cana-2531	199	19	and	and	CCONJ
cana-2531	199	20	potential	potential	ADJ
cana-2531	199	21	implications	implication	NOUN
cana-2531	199	22	.	.	PUNCT
cana-2531	200	1	all	all	DET
cana-2531	200	2	data	datum	NOUN
cana-2531	200	3	handling	handling	NOUN
cana-2531	200	4	procedures	procedure	NOUN
cana-2531	200	5	complied	comply	VERB
cana-2531	200	6	with	with	ADP
cana-2531	200	7	relevant	relevant	ADJ
cana-2531	200	8	data	datum	NOUN
cana-2531	200	9	protection	protection	NOUN
cana-2531	200	10	regulations	regulation	NOUN
cana-2531	200	11	,	,	PUNCT
cana-2531	200	12	guaranteeing	guarantee	VERB
cana-2531	200	13	student	student	NOUN
cana-2531	200	14	privacy	privacy	NOUN
cana-2531	200	15	and	and	CCONJ
cana-2531	200	16	anonymity	anonymity	NOUN
cana-2531	200	17	.	.	PUNCT
cana-2531	201	1	ethical	ethical	ADJ
cana-2531	201	2	guidelines	guideline	NOUN
cana-2531	201	3	and	and	CCONJ
cana-2531	201	4	protocols	protocol	NOUN
cana-2531	201	5	were	be	AUX
cana-2531	201	6	strictly	strictly	ADV
cana-2531	201	7	adhered	adhere	VERB
cana-2531	201	8	to	to	ADP
cana-2531	201	9	throughout	throughout	ADP
cana-2531	201	10	the	the	DET
cana-2531	201	11	study	study	NOUN
cana-2531	201	12	.	.	PUNCT
cana-2531	202	1	informed	informed	ADJ
cana-2531	202	2	consent	consent	NOUN
cana-2531	202	3	(	(	PUNCT
cana-2531	202	4	ic	ic	X
cana-2531	202	5	)	)	PUNCT
cana-2531	202	6	was	be	AUX
cana-2531	202	7	obtained	obtain	VERB
cana-2531	202	8	from	from	ADP
cana-2531	202	9	participating	participate	VERB
cana-2531	202	10	students	student	NOUN
cana-2531	202	11	,	,	PUNCT
cana-2531	202	12	ensuring	ensure	VERB
cana-2531	202	13	they	they	PRON
cana-2531	202	14	understood	understand	VERB
cana-2531	202	15	the	the	DET
cana-2531	202	16	study	study	NOUN
cana-2531	202	17	's	's	PART
cana-2531	202	18	purpose	purpose	NOUN
cana-2531	202	19	(	(	PUNCT
cana-2531	202	20	p	p	NOUN
cana-2531	202	21	)	)	PUNCT
cana-2531	202	22	,	,	PUNCT
cana-2531	202	23	methods	method	NOUN
cana-2531	202	24	(	(	PUNCT
cana-2531	202	25	m	m	NOUN
cana-2531	202	26	)	)	PUNCT
cana-2531	202	27	,	,	PUNCT
cana-2531	202	28	and	and	CCONJ
cana-2531	202	29	potential	potential	ADJ
cana-2531	202	30	implications	implication	NOUN
cana-2531	202	31	(	(	PUNCT
cana-2531	202	32	i	i	NOUN
cana-2531	202	33	)	)	PUNCT
cana-2531	202	34	following	follow	VERB
cana-2531	202	35	the	the	DET
cana-2531	202	36	equation	equation	NOUN
cana-2531	202	37	:	:	PUNCT
cana-2531	202	38	ic	ic	PROPN
cana-2531	202	39	=	=	PUNCT
cana-2531	203	1	p	p	PROPN
cana-2531	204	1	+	+	NOUN
cana-2531	204	2	m	m	VERB
cana-2531	204	3	+	+	ADJ
cana-2531	204	4	i	i	PRON
cana-2531	204	5	(	(	PUNCT
cana-2531	204	6	16	16	NUM
cana-2531	204	7	)	)	PUNCT
cana-2531	204	8	fig	fig	NOUN
cana-2531	204	9	.	.	PUNCT
cana-2531	205	1	2	2	X
cana-2531	205	2	.	.	X
cana-2531	205	3	an	an	DET
cana-2531	205	4	ai	ai	NOUN
cana-2531	205	5	-	-	PUNCT
cana-2531	205	6	based	base	VERB
cana-2531	205	7	predictive	predictive	ADJ
cana-2531	205	8	learning	learning	NOUN
cana-2531	205	9	model	model	NOUN
cana-2531	205	10	communications	communication	NOUN
cana-2531	205	11	on	on	ADP
cana-2531	205	12	applied	apply	VERB
cana-2531	205	13	nonlinear	nonlinear	ADJ
cana-2531	205	14	analysis	analysis	NOUN
cana-2531	205	15	issn	issn	NOUN
cana-2531	205	16	:	:	PUNCT
cana-2531	205	17	1074	1074	NUM
cana-2531	205	18	-	-	PUNCT
cana-2531	205	19	133x	133x	NUM
cana-2531	205	20	vol	vol	NOUN
cana-2531	205	21	32	32	NUM
cana-2531	205	22	no	no	NOUN
cana-2531	205	23	.	.	PUNCT
cana-2531	206	1	3s	3s	NUM
cana-2531	206	2	(	(	PUNCT
cana-2531	206	3	2025	2025	NUM
cana-2531	206	4	)	)	PUNCT
cana-2531	206	5	35	35	NUM
cana-2531	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	206	7	all	all	DET
cana-2531	206	8	data	datum	NOUN
cana-2531	206	9	handling	handling	NOUN
cana-2531	206	10	procedures	procedure	NOUN
cana-2531	206	11	(	(	PUNCT
cana-2531	206	12	dhp	dhp	PROPN
cana-2531	206	13	)	)	PUNCT
cana-2531	206	14	complied	comply	VERB
cana-2531	206	15	with	with	ADP
cana-2531	206	16	relevant	relevant	ADJ
cana-2531	206	17	data	datum	NOUN
cana-2531	206	18	protection	protection	NOUN
cana-2531	206	19	regulations	regulation	NOUN
cana-2531	206	20	,	,	PUNCT
cana-2531	206	21	guaranteeing	guarantee	VERB
cana-2531	206	22	student	student	NOUN
cana-2531	206	23	privacy	privacy	NOUN
cana-2531	206	24	(	(	PUNCT
cana-2531	206	25	sp	sp	NOUN
cana-2531	206	26	)	)	PUNCT
cana-2531	206	27	and	and	CCONJ
cana-2531	206	28	anonymity	anonymity	NOUN
cana-2531	206	29	(	(	PUNCT
cana-2531	206	30	a	a	NOUN
cana-2531	206	31	):	):	PUNCT
cana-2531	206	32	dhp	dhp	PROPN
cana-2531	206	33	=	=	SYM
cana-2531	206	34	sp	sp	PROPN
cana-2531	206	35	+	+	NUM
cana-2531	206	36	a	a	DET
cana-2531	206	37	(	(	PUNCT
cana-2531	206	38	17	17	NUM
cana-2531	206	39	)	)	PUNCT
cana-2531	206	40	these	these	DET
cana-2531	206	41	equations	equation	NOUN
cana-2531	206	42	,	,	PUNCT
cana-2531	206	43	while	while	SCONJ
cana-2531	206	44	simple	simple	ADJ
cana-2531	206	45	,	,	PUNCT
cana-2531	206	46	illustrate	illustrate	VERB
cana-2531	206	47	the	the	DET
cana-2531	206	48	key	key	ADJ
cana-2531	206	49	components	component	NOUN
cana-2531	206	50	of	of	ADP
cana-2531	206	51	ethical	ethical	ADJ
cana-2531	206	52	considerations	consideration	NOUN
cana-2531	206	53	in	in	ADP
cana-2531	206	54	your	your	PRON
cana-2531	206	55	study	study	NOUN
cana-2531	206	56	:	:	PUNCT
cana-2531	206	57	informed	inform	VERB
cana-2531	206	58	consent	consent	NOUN
cana-2531	206	59	and	and	CCONJ
cana-2531	206	60	data	datum	NOUN
cana-2531	206	61	protection	protection	NOUN
cana-2531	206	62	.	.	PUNCT
cana-2531	207	1	in	in	ADP
cana-2531	207	2	figure	figure	NOUN
cana-2531	207	3	2	2	NUM
cana-2531	207	4	an	an	DET
cana-2531	207	5	ai	ai	NOUN
cana-2531	207	6	-	-	PUNCT
cana-2531	207	7	based	base	VERB
cana-2531	207	8	predictive	predictive	ADJ
cana-2531	207	9	learning	learning	NOUN
cana-2531	207	10	model	model	NOUN
cana-2531	207	11	leverages	leverage	NOUN
cana-2531	207	12	advanced	advanced	ADJ
cana-2531	207	13	algorithms	algorithm	NOUN
cana-2531	207	14	to	to	PART
cana-2531	207	15	analyze	analyze	VERB
cana-2531	207	16	vast	vast	ADJ
cana-2531	207	17	amounts	amount	NOUN
cana-2531	207	18	of	of	ADP
cana-2531	207	19	student	student	NOUN
cana-2531	207	20	data	datum	NOUN
cana-2531	207	21	,	,	PUNCT
cana-2531	207	22	including	include	VERB
cana-2531	207	23	performance	performance	NOUN
cana-2531	207	24	metrics	metric	NOUN
cana-2531	207	25	,	,	PUNCT
cana-2531	207	26	behavior	behavior	NOUN
cana-2531	207	27	patterns	pattern	NOUN
cana-2531	207	28	,	,	PUNCT
cana-2531	207	29	and	and	CCONJ
cana-2531	207	30	learning	learn	VERB
cana-2531	207	31	styles	style	NOUN
cana-2531	207	32	.	.	PUNCT
cana-2531	208	1	by	by	ADP
cana-2531	208	2	identifying	identify	VERB
cana-2531	208	3	underlying	underlie	VERB
cana-2531	208	4	patterns	pattern	NOUN
cana-2531	208	5	and	and	CCONJ
cana-2531	208	6	trends	trend	NOUN
cana-2531	208	7	,	,	PUNCT
cana-2531	208	8	the	the	DET
cana-2531	208	9	model	model	NOUN
cana-2531	208	10	can	can	AUX
cana-2531	208	11	accurately	accurately	ADV
cana-2531	208	12	predict	predict	VERB
cana-2531	208	13	a	a	DET
cana-2531	208	14	student	student	NOUN
cana-2531	208	15	's	's	PART
cana-2531	208	16	academic	academic	ADJ
cana-2531	208	17	trajectory	trajectory	NOUN
cana-2531	208	18	,	,	PUNCT
cana-2531	208	19	potential	potential	ADJ
cana-2531	208	20	challenges	challenge	NOUN
cana-2531	208	21	,	,	PUNCT
cana-2531	208	22	and	and	CCONJ
cana-2531	208	23	optimal	optimal	ADJ
cana-2531	208	24	learning	learning	NOUN
cana-2531	208	25	paths	path	NOUN
cana-2531	208	26	.	.	PUNCT
cana-2531	209	1	however	however	ADV
cana-2531	209	2	,	,	PUNCT
cana-2531	209	3	it	it	PRON
cana-2531	209	4	's	be	AUX
cana-2531	209	5	crucial	crucial	ADJ
cana-2531	209	6	to	to	PART
cana-2531	209	7	remember	remember	VERB
cana-2531	209	8	that	that	SCONJ
cana-2531	209	9	in	in	ADP
cana-2531	209	10	a	a	DET
cana-2531	209	11	research	research	NOUN
cana-2531	209	12	paper	paper	NOUN
cana-2531	209	13	,	,	PUNCT
cana-2531	209	14	you	you	PRON
cana-2531	209	15	should	should	AUX
cana-2531	209	16	provide	provide	VERB
cana-2531	209	17	detailed	detailed	ADJ
cana-2531	209	18	descriptions	description	NOUN
cana-2531	209	19	and	and	CCONJ
cana-2531	209	20	explanations	explanation	NOUN
cana-2531	209	21	of	of	ADP
cana-2531	209	22	your	your	PRON
cana-2531	209	23	ethical	ethical	ADJ
cana-2531	209	24	practices	practice	NOUN
cana-2531	209	25	rather	rather	ADV
cana-2531	209	26	than	than	ADP
cana-2531	209	27	relying	rely	VERB
cana-2531	209	28	on	on	ADP
cana-2531	209	29	mathematical	mathematical	ADJ
cana-2531	209	30	equations	equation	NOUN
cana-2531	209	31	to	to	PART
cana-2531	209	32	convey	convey	VERB
cana-2531	209	33	this	this	DET
cana-2531	209	34	information	information	NOUN
cana-2531	209	35	.	.	PUNCT
cana-2531	210	1	this	this	PRON
cana-2531	210	2	enables	enable	VERB
cana-2531	210	3	personalized	personalized	ADJ
cana-2531	210	4	interventions	intervention	NOUN
cana-2531	210	5	,	,	PUNCT
cana-2531	210	6	such	such	ADJ
cana-2531	210	7	as	as	ADP
cana-2531	210	8	targeted	target	VERB
cana-2531	210	9	recommendations	recommendation	NOUN
cana-2531	210	10	for	for	ADP
cana-2531	210	11	additional	additional	ADJ
cana-2531	210	12	support	support	NOUN
cana-2531	210	13	or	or	CCONJ
cana-2531	210	14	enrichment	enrichment	NOUN
cana-2531	210	15	activities	activity	NOUN
cana-2531	210	16	,	,	PUNCT
cana-2531	210	17	to	to	PART
cana-2531	210	18	be	be	AUX
cana-2531	210	19	delivered	deliver	VERB
cana-2531	210	20	proactively	proactively	ADV
cana-2531	210	21	,	,	PUNCT
cana-2531	210	22	optimizing	optimize	VERB
cana-2531	210	23	student	student	NOUN
cana-2531	210	24	outcomes	outcome	NOUN
cana-2531	210	25	and	and	CCONJ
cana-2531	210	26	empowering	empower	VERB
cana-2531	210	27	educators	educator	NOUN
cana-2531	210	28	to	to	PART
cana-2531	210	29	make	make	VERB
cana-2531	210	30	data	data	NOUN
cana-2531	210	31	-	-	PUNCT
cana-2531	210	32	driven	drive	VERB
cana-2531	210	33	decisions	decision	NOUN
cana-2531	210	34	.	.	PUNCT
cana-2531	211	1	f.	f.	PROPN
cana-2531	211	2	proposed	propose	VERB
cana-2531	211	3	algorithm	algorithm	PROPN
cana-2531	211	4	function	function	VERB
cana-2531	211	5	handle_missing_values(data	handle_missing_values(data	X
cana-2531	211	6	):	):	PUNCT
cana-2531	211	7	cleaned_data	cleaned_data	NOUN
cana-2531	211	8	=	=	PUNCT
cana-2531	212	1	[	[	PUNCT
cana-2531	212	2	]	]	X
cana-2531	212	3	for	for	ADP
cana-2531	212	4	each	each	DET
cana-2531	212	5	data_instance	data_instance	NOUN
cana-2531	212	6	in	in	ADP
cana-2531	212	7	data	datum	NOUN
cana-2531	212	8	:	:	PUNCT
cana-2531	212	9	if	if	SCONJ
cana-2531	212	10	data_instance	data_instance	NOUN
cana-2531	212	11	has	have	VERB
cana-2531	212	12	no	no	DET
cana-2531	212	13	missing	missing	ADJ
cana-2531	212	14	values	value	NOUN
cana-2531	212	15	:	:	PUNCT
cana-2531	212	16	cleaned_data.append(data_instance	cleaned_data.append(data_instance	NOUN
cana-2531	212	17	)	)	PUNCT
cana-2531	212	18	return	return	VERB
cana-2531	212	19	cleaned_data	cleaned_data	NOUN
cana-2531	212	20	function	function	NOUN
cana-2531	212	21	detect_outliers(cleaned_data	detect_outliers(cleaned_data	NOUN
cana-2531	212	22	):	):	PUNCT
cana-2531	212	23	outliers	outlier	NOUN
cana-2531	212	24	=	=	PUNCT
cana-2531	212	25	[	[	PUNCT
cana-2531	212	26	]	]	X
cana-2531	212	27	for	for	ADP
cana-2531	212	28	each	each	DET
cana-2531	212	29	data_instance	data_instance	NOUN
cana-2531	212	30	in	in	ADP
cana-2531	212	31	cleaned_data	cleaned_data	PROPN
cana-2531	212	32	:	:	PUNCT
cana-2531	212	33	if	if	SCONJ
cana-2531	212	34	data_instance	data_instance	ADV
cana-2531	212	35	is	be	AUX
cana-2531	212	36	not	not	PART
cana-2531	212	37	an	an	DET
cana-2531	212	38	outlier	outlier	NOUN
cana-2531	212	39	using	use	VERB
cana-2531	212	40	z	z	NOUN
cana-2531	212	41	-	-	PUNCT
cana-2531	212	42	score	score	NOUN
cana-2531	212	43	or	or	CCONJ
cana-2531	212	44	iqr	iqr	NOUN
cana-2531	212	45	:	:	PUNCT
cana-2531	212	46	outliers.append(data_instance	outliers.append(data_instance	NOUN
cana-2531	212	47	)	)	PUNCT
cana-2531	212	48	return	return	NOUN
cana-2531	212	49	outliers	outlier	NOUN
cana-2531	212	50	function	function	VERB
cana-2531	212	51	standardize_data(data	standardize_data(data	PROPN
cana-2531	212	52	):	):	PUNCT
cana-2531	212	53	mean	mean	NOUN
cana-2531	212	54	=	=	SYM
cana-2531	212	55	calculate_mean(data	calculate_mean(data	X
cana-2531	212	56	)	)	PUNCT
cana-2531	212	57	std_dev	std_dev	NOUN
cana-2531	212	58	=	=	PUNCT
cana-2531	213	1	calculate_standard_deviation(data	calculate_standard_deviation(data	PROPN
cana-2531	213	2	)	)	PUNCT
cana-2531	213	3	standardized_data	standardized_data	NOUN
cana-2531	214	1	=	=	PUNCT
cana-2531	214	2	(	(	PUNCT
cana-2531	214	3	data	datum	NOUN
cana-2531	214	4	mean	mean	VERB
cana-2531	214	5	)	)	PUNCT
cana-2531	214	6	/	/	SYM
cana-2531	214	7	std_dev	std_dev	PROPN
cana-2531	214	8	return	return	NOUN
cana-2531	214	9	standardized_data	standardized_data	PROPN
cana-2531	214	10	function	function	NOUN
cana-2531	214	11	one_hot_encode(data	one_hot_encode(data	PROPN
cana-2531	214	12	):	):	PUNCT
cana-2531	214	13	communications	communication	NOUN
cana-2531	214	14	on	on	ADP
cana-2531	214	15	applied	apply	VERB
cana-2531	214	16	nonlinear	nonlinear	ADJ
cana-2531	214	17	analysis	analysis	NOUN
cana-2531	214	18	issn	issn	NOUN
cana-2531	214	19	:	:	PUNCT
cana-2531	214	20	1074	1074	NUM
cana-2531	214	21	-	-	PUNCT
cana-2531	214	22	133x	133x	NUM
cana-2531	214	23	vol	vol	NOUN
cana-2531	214	24	32	32	NUM
cana-2531	214	25	no	no	NOUN
cana-2531	214	26	.	.	PUNCT
cana-2531	215	1	3s	3s	NUM
cana-2531	215	2	(	(	PUNCT
cana-2531	215	3	2025	2025	NUM
cana-2531	215	4	)	)	PUNCT
cana-2531	215	5	36	36	NUM
cana-2531	215	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	215	7	#	#	NOUN
cana-2531	215	8	implement	implement	VERB
cana-2531	215	9	one	one	NUM
cana-2531	215	10	-	-	PUNCT
cana-2531	215	11	hot	hot	ADJ
cana-2531	215	12	encoding	encoding	NOUN
cana-2531	215	13	logic	logic	NOUN
cana-2531	215	14	here	here	ADV
cana-2531	215	15	encoded_data	encoded_data	X
cana-2531	216	1	=	=	PUNCT
cana-2531	216	2	none	none	NOUN
cana-2531	216	3	#	#	NOUN
cana-2531	216	4	placeholder	placeholder	NOUN
cana-2531	216	5	for	for	ADP
cana-2531	216	6	one	one	NUM
cana-2531	216	7	-	-	PUNCT
cana-2531	216	8	hot	hot	ADJ
cana-2531	216	9	encoded	encode	VERB
cana-2531	216	10	data	datum	NOUN
cana-2531	216	11	return	return	VERB
cana-2531	216	12	encoded_data	encoded_data	NOUN
cana-2531	216	13	function	function	NOUN
cana-2531	216	14	randomize_data(data	randomize_data(data	NOUN
cana-2531	216	15	):	):	PUNCT
cana-2531	216	16	randomized_data	randomized_data	PROPN
cana-2531	216	17	=	=	SYM
cana-2531	216	18	random_permutation(data	random_permutation(data	PROPN
cana-2531	216	19	)	)	PUNCT
cana-2531	216	20	return	return	NOUN
cana-2531	216	21	randomized_data	randomized_data	NOUN
cana-2531	216	22	function	function	VERB
cana-2531	216	23	rfe(x	rfe(x	PROPN
cana-2531	216	24	,	,	PUNCT
cana-2531	216	25	y	y	PROPN
cana-2531	216	26	,	,	PUNCT
cana-2531	216	27	estimator	estimator	NOUN
cana-2531	216	28	):	):	PUNCT
cana-2531	216	29	#	#	NOUN
cana-2531	216	30	implement	implement	VERB
cana-2531	216	31	rfe	rfe	NOUN
cana-2531	216	32	logic	logic	NOUN
cana-2531	216	33	here	here	ADV
cana-2531	216	34	selected_features	selected_feature	VERB
cana-2531	216	35	=	=	PUNCT
cana-2531	216	36	none	none	NOUN
cana-2531	216	37	#	#	NOUN
cana-2531	216	38	placeholder	placeholder	NOUN
cana-2531	216	39	for	for	ADP
cana-2531	216	40	selected	select	VERB
cana-2531	216	41	features	feature	NOUN
cana-2531	216	42	return	return	VERB
cana-2531	216	43	selected_features	selected_feature	NOUN
cana-2531	216	44	function	function	NOUN
cana-2531	216	45	evaluate_algorithm_performance(problem_nature	evaluate_algorithm_performance(problem_nature	NOUN
cana-2531	216	46	,	,	PUNCT
cana-2531	216	47	dataset_characteristics	dataset_characteristic	NOUN
cana-2531	216	48	,	,	PUNCT
cana-2531	216	49	previous_findings	previous_finding	NOUN
cana-2531	216	50	):	):	PUNCT
cana-2531	216	51	#	#	NOUN
cana-2531	216	52	implement	implement	NOUN
cana-2531	216	53	algorithm	algorithm	NOUN
cana-2531	216	54	evaluation	evaluation	NOUN
cana-2531	216	55	based	base	VERB
cana-2531	216	56	on	on	ADP
cana-2531	216	57	problem	problem	NOUN
cana-2531	216	58	nature	nature	NOUN
cana-2531	216	59	,	,	PUNCT
cana-2531	216	60	dataset	dataset	NOUN
cana-2531	216	61	characteristics	characteristic	NOUN
cana-2531	216	62	,	,	PUNCT
cana-2531	216	63	and	and	CCONJ
cana-2531	216	64	previous	previous	ADJ
cana-2531	216	65	findings	finding	NOUN
cana-2531	216	66	algorithm_performance	algorithm_performance	NOUN
cana-2531	217	1	=	=	PUNCT
cana-2531	217	2	none	none	NOUN
cana-2531	217	3	#	#	NOUN
cana-2531	217	4	placeholder	placeholder	NOUN
cana-2531	217	5	for	for	ADP
cana-2531	217	6	algorithm	algorithm	NOUN
cana-2531	217	7	performance	performance	NOUN
cana-2531	217	8	evaluation	evaluation	NOUN
cana-2531	217	9	return	return	NOUN
cana-2531	217	10	algorithm_performance	algorithm_performance	NOUN
cana-2531	217	11	function	function	NOUN
cana-2531	217	12	grid_search(data_train	grid_search(data_train	PROPN
cana-2531	217	13	,	,	PUNCT
cana-2531	217	14	data_set	data_set	PROPN
cana-2531	217	15	,	,	PUNCT
cana-2531	217	16	cv_folds	cv_fold	NOUN
cana-2531	217	17	,	,	PUNCT
cana-2531	217	18	iterations	iteration	NOUN
cana-2531	217	19	):	):	PUNCT
cana-2531	217	20	optimal_parameters	optimal_parameter	NOUN
cana-2531	217	21	=	=	PUNCT
cana-2531	217	22	none	none	NOUN
cana-2531	217	23	#	#	NOUN
cana-2531	217	24	placeholder	placeholder	NOUN
cana-2531	217	25	for	for	ADP
cana-2531	217	26	optimal	optimal	ADJ
cana-2531	217	27	hyperparameters	hyperparameter	NOUN
cana-2531	217	28	return	return	VERB
cana-2531	217	29	optimal_parameters	optimal_parameter	NOUN
cana-2531	217	30	function	function	NOUN
cana-2531	217	31	randomized_search(data_train	randomized_search(data_train	PROPN
cana-2531	217	32	,	,	PUNCT
cana-2531	217	33	data_set	data_set	PROPN
cana-2531	217	34	,	,	PUNCT
cana-2531	217	35	iterations	iteration	NOUN
cana-2531	217	36	):	):	PUNCT
cana-2531	217	37	optimal_parameters	optimal_parameter	NOUN
cana-2531	217	38	=	=	PUNCT
cana-2531	217	39	none	none	NOUN
cana-2531	217	40	#	#	NOUN
cana-2531	217	41	placeholder	placeholder	NOUN
cana-2531	217	42	for	for	ADP
cana-2531	217	43	optimal	optimal	ADJ
cana-2531	217	44	hyperparameters	hyperparameter	NOUN
cana-2531	217	45	return	return	VERB
cana-2531	217	46	optimal_parameters	optimal_parameter	NOUN
cana-2531	217	47	function	function	NOUN
cana-2531	217	48	calculate_personalized_learning_path(exam_scores	calculate_personalized_learning_path(exam_score	NOUN
cana-2531	217	49	,	,	PUNCT
cana-2531	217	50	assignment_scores	assignment_score	NOUN
cana-2531	217	51	,	,	PUNCT
cana-2531	217	52	participation_scores	participation_score	NOUN
cana-2531	217	53	,	,	PUNCT
cana-2531	217	54	sentiment_scores	sentiment_score	NOUN
cana-2531	217	55	,	,	PUNCT
cana-2531	217	56	challenge_scores	challenge_score	NOUN
cana-2531	217	57	):	):	PUNCT
cana-2531	217	58	#	#	NOUN
cana-2531	217	59	implement	implement	NOUN
cana-2531	217	60	personalized	personalized	ADJ
cana-2531	217	61	learning	learning	NOUN
cana-2531	217	62	path	path	NOUN
cana-2531	217	63	calculation	calculation	NOUN
cana-2531	217	64	logic	logic	NOUN
cana-2531	217	65	here	here	ADV
cana-2531	217	66	personalized_learning_paths	personalized_learning_path	VERB
cana-2531	218	1	=	=	PUNCT
cana-2531	218	2	none	none	NOUN
cana-2531	218	3	#	#	NOUN
cana-2531	218	4	placeholder	placeholder	NOUN
cana-2531	218	5	for	for	ADP
cana-2531	218	6	personalized	personalized	ADJ
cana-2531	218	7	learning	learning	NOUN
cana-2531	218	8	paths	path	NOUN
cana-2531	218	9	return	return	VERB
cana-2531	218	10	personalized_learning_paths	personalized_learning_path	NOUN
cana-2531	218	11	function	function	VERB
cana-2531	218	12	calculate_pattern_score(behaviors	calculate_pattern_score(behavior	NOUN
cana-2531	218	13	,	,	PUNCT
cana-2531	218	14	weights	weight	NOUN
cana-2531	218	15	):	):	PUNCT
cana-2531	218	16	#	#	NOUN
cana-2531	218	17	implement	implement	NOUN
cana-2531	218	18	pattern	pattern	NOUN
cana-2531	218	19	score	score	NOUN
cana-2531	218	20	calculation	calculation	NOUN
cana-2531	218	21	logic	logic	NOUN
cana-2531	218	22	here	here	ADV
cana-2531	218	23	pattern_scores	pattern_score	VERB
cana-2531	218	24	=	=	PUNCT
cana-2531	218	25	none	none	NOUN
cana-2531	218	26	#	#	NOUN
cana-2531	218	27	placeholder	placeholder	NOUN
cana-2531	218	28	for	for	ADP
cana-2531	218	29	pattern	pattern	NOUN
cana-2531	218	30	scores	score	NOUN
cana-2531	218	31	return	return	VERB
cana-2531	218	32	pattern_scores	pattern_score	VERB
cana-2531	218	33	communications	communication	NOUN
cana-2531	218	34	on	on	ADP
cana-2531	218	35	applied	apply	VERB
cana-2531	218	36	nonlinear	nonlinear	ADJ
cana-2531	218	37	analysis	analysis	NOUN
cana-2531	218	38	issn	issn	NOUN
cana-2531	218	39	:	:	PUNCT
cana-2531	218	40	1074	1074	NUM
cana-2531	218	41	-	-	PUNCT
cana-2531	218	42	133x	133x	NUM
cana-2531	218	43	vol	vol	NOUN
cana-2531	218	44	32	32	NUM
cana-2531	218	45	no	no	NOUN
cana-2531	218	46	.	.	PUNCT
cana-2531	219	1	3s	3s	NUM
cana-2531	219	2	(	(	PUNCT
cana-2531	219	3	2025	2025	NUM
cana-2531	219	4	)	)	PUNCT
cana-2531	219	5	37	37	NUM
cana-2531	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	219	7	function	function	NOUN
cana-2531	219	8	calculate_informed_consent(purpose	calculate_informed_consent(purpose	PROPN
cana-2531	219	9	,	,	PUNCT
cana-2531	219	10	methods	method	NOUN
cana-2531	219	11	,	,	PUNCT
cana-2531	219	12	implications	implication	NOUN
cana-2531	219	13	):	):	PUNCT
cana-2531	219	14	informed_consent	informed_consent	NOUN
cana-2531	219	15	=	=	NOUN
cana-2531	219	16	purpose	purpose	NOUN
cana-2531	219	17	+	+	NUM
cana-2531	219	18	methods	method	NOUN
cana-2531	219	19	+	+	CCONJ
cana-2531	219	20	implications	implication	NOUN
cana-2531	219	21	return	return	VERB
cana-2531	219	22	informed_consent	informed_consent	NUM
cana-2531	219	23	function	function	NOUN
cana-2531	219	24	calculate_data_handling_privacy(anonymity	calculate_data_handling_privacy(anonymity	NOUN
cana-2531	219	25	,	,	PUNCT
cana-2531	219	26	data_protection	data_protection	NOUN
cana-2531	219	27	):	):	PUNCT
cana-2531	219	28	data_handling_privacy	data_handling_privacy	X
cana-2531	220	1	=	=	PUNCT
cana-2531	220	2	anonymity	anonymity	NOUN
cana-2531	220	3	+	+	CCONJ
cana-2531	220	4	data_protection	data_protection	NOUN
cana-2531	220	5	return	return	NOUN
cana-2531	220	6	data_handling_privacy	data_handling_privacy	PUNCT
cana-2531	220	7	a	a	PRON
cana-2531	220	8	)	)	PUNCT
cana-2531	220	9	data	datum	NOUN
cana-2531	220	10	for	for	ADP
cana-2531	220	11	calculation	calculation	NOUN
cana-2531	220	12	academic_records_data	academic_records_data	PUNCT
cana-2531	220	13	=	=	PUNCT
cana-2531	221	1	[	[	X
cana-2531	221	2	90	90	NUM
cana-2531	221	3	,	,	PUNCT
cana-2531	221	4	88	88	NUM
cana-2531	221	5	,	,	PUNCT
cana-2531	221	6	85	85	NUM
cana-2531	221	7	,	,	PUNCT
cana-2531	221	8	92	92	NUM
cana-2531	221	9	,	,	PUNCT
cana-2531	221	10	78	78	NUM
cana-2531	221	11	]	]	PUNCT
cana-2531	221	12	demographic_info_data	demographic_info_data	PROPN
cana-2531	221	13	=	=	PUNCT
cana-2531	222	1	[	[	X
cana-2531	222	2	22	22	NUM
cana-2531	222	3	,	,	PUNCT
cana-2531	222	4	23	23	NUM
cana-2531	222	5	,	,	PUNCT
cana-2531	222	6	21	21	NUM
cana-2531	222	7	,	,	PUNCT
cana-2531	222	8	20	20	NUM
cana-2531	222	9	,	,	PUNCT
cana-2531	222	10	25	25	NUM
cana-2531	222	11	]	]	PUNCT
cana-2531	222	12	course_engagement_data	course_engagement_data	X
cana-2531	223	1	=	=	PUNCT
cana-2531	224	1	[	[	X
cana-2531	224	2	0.8	0.8	NUM
cana-2531	224	3	,	,	PUNCT
cana-2531	224	4	0.7	0.7	NUM
cana-2531	224	5	,	,	PUNCT
cana-2531	224	6	0.9	0.9	NUM
cana-2531	224	7	,	,	PUNCT
cana-2531	224	8	0.6	0.6	NUM
cana-2531	224	9	,	,	PUNCT
cana-2531	225	1	0.85	0.85	NUM
cana-2531	225	2	]	]	SYM
cana-2531	225	3	b	b	X
cana-2531	225	4	)	)	PUNCT
cana-2531	225	5	data	datum	NOUN
cana-2531	225	6	preprocessing	preprocesse	VERB
cana-2531	225	7	cleaned_data	cleaned_data	NOUN
cana-2531	225	8	=	=	SYM
cana-2531	225	9	handle_missing_values(academic_records_data	handle_missing_values(academic_records_data	X
cana-2531	225	10	)	)	PUNCT
cana-2531	225	11	outlier_free_data	outlier_free_data	NOUN
cana-2531	226	1	=	=	SYM
cana-2531	226	2	detect_outliers(cleaned_data	detect_outliers(cleaned_data	PROPN
cana-2531	226	3	)	)	PUNCT
cana-2531	226	4	standardized_data	standardized_data	NOUN
cana-2531	227	1	=	=	NOUN
cana-2531	227	2	standardize_data(outlier_free_data	standardize_data(outlier_free_data	NOUN
cana-2531	227	3	)	)	PUNCT
cana-2531	227	4	c	c	X
cana-2531	227	5	)	)	PUNCT
cana-2531	227	6	categorical	categorical	ADJ
cana-2531	227	7	variable	variable	NOUN
cana-2531	227	8	encoding	encoding	NOUN
cana-2531	227	9	(	(	PUNCT
cana-2531	227	10	placeholder	placeholder	NOUN
cana-2531	227	11	)	)	PUNCT
cana-2531	227	12	encoded_data	encoded_data	NOUN
cana-2531	227	13	=	=	SYM
cana-2531	227	14	one_hot_encode(demographic_info_data	one_hot_encode(demographic_info_data	X
cana-2531	227	15	)	)	PUNCT
cana-2531	227	16	d	d	NOUN
cana-2531	227	17	)	)	PUNCT
cana-2531	227	18	anonymization	anonymization	NOUN
cana-2531	227	19	(	(	PUNCT
cana-2531	227	20	placeholder	placeholder	NOUN
cana-2531	227	21	)	)	PUNCT
cana-2531	227	22	anonymized_age_data	anonymized_age_data	PROPN
cana-2531	227	23	=	=	PUNCT
cana-2531	227	24	randomize_data(demographic_info_data	randomize_data(demographic_info_data	NOUN
cana-2531	227	25	)	)	PUNCT
cana-2531	227	26	e	e	NOUN
cana-2531	227	27	)	)	PUNCT
cana-2531	227	28	recursive	recursive	ADJ
cana-2531	227	29	feature	feature	NOUN
cana-2531	227	30	elimination	elimination	NOUN
cana-2531	227	31	(	(	PUNCT
cana-2531	227	32	placeholder	placeholder	NOUN
cana-2531	227	33	)	)	PUNCT
cana-2531	227	34	selected_features	selected_feature	NOUN
cana-2531	227	35	=	=	SYM
cana-2531	227	36	rfe(x	rfe(x	PROPN
cana-2531	227	37	,	,	PUNCT
cana-2531	227	38	y	y	PROPN
cana-2531	227	39	,	,	PUNCT
cana-2531	227	40	estimator	estimator	NOUN
cana-2531	227	41	)	)	PUNCT
cana-2531	227	42	f	f	X
cana-2531	227	43	)	)	PUNCT
cana-2531	227	44	algorithm	algorithm	NOUN
cana-2531	227	45	evaluation	evaluation	NOUN
cana-2531	227	46	algorithm_performance	algorithm_performance	NOUN
cana-2531	227	47	=	=	SYM
cana-2531	227	48	evaluate_algorithm_performance(problem_nature	evaluate_algorithm_performance(problem_nature	NOUN
cana-2531	227	49	,	,	PUNCT
cana-2531	227	50	dataset_characteristics	dataset_characteristic	NOUN
cana-2531	227	51	,	,	PUNCT
cana-2531	227	52	previous_findings	previous_finding	NOUN
cana-2531	227	53	)	)	PUNCT
cana-2531	227	54	g	g	NOUN
cana-2531	227	55	)	)	PUNCT
cana-2531	227	56	hyperparameter	hyperparameter	NOUN
cana-2531	227	57	optimization	optimization	NOUN
cana-2531	227	58	optimal_params_grid_search	optimal_params_grid_search	PROPN
cana-2531	227	59	=	=	SYM
cana-2531	227	60	grid_search(data_train	grid_search(data_train	PROPN
cana-2531	227	61	,	,	PUNCT
cana-2531	227	62	data_set	data_set	PROPN
cana-2531	227	63	,	,	PUNCT
cana-2531	227	64	cv_folds=5	cv_folds=5	PROPN
cana-2531	227	65	,	,	PUNCT
cana-2531	227	66	iterations=100	iterations=100	ADJ
cana-2531	227	67	)	)	PUNCT
cana-2531	227	68	optimal_params_random_search	optimal_params_random_search	NOUN
cana-2531	227	69	=	=	PUNCT
cana-2531	227	70	randomized_search(data_train	randomized_search(data_train	PROPN
cana-2531	227	71	,	,	PUNCT
cana-2531	227	72	data_set	data_set	PROPN
cana-2531	227	73	,	,	PUNCT
cana-2531	227	74	iterations=50	iterations=50	ADJ
cana-2531	227	75	)	)	PUNCT
cana-2531	227	76	personalized	personalized	ADJ
cana-2531	227	77	learning	learning	NOUN
cana-2531	227	78	path	path	NOUN
cana-2531	227	79	calculation	calculation	NOUN
cana-2531	227	80	:	:	PUNCT
cana-2531	227	81	exam_scores	exam_score	NOUN
cana-2531	227	82	,	,	PUNCT
cana-2531	227	83	assignment_scores	assignment_score	NOUN
cana-2531	227	84	,	,	PUNCT
cana-2531	227	85	participation_scores	participation_score	NOUN
cana-2531	227	86	,	,	PUNCT
cana-2531	227	87	sentiment_scores	sentiment_score	NOUN
cana-2531	227	88	,	,	PUNCT
cana-2531	227	89	challenge_scores	challenge_score	NOUN
cana-2531	227	90	:	:	PUNCT
cana-2531	227	91	numerical	numerical	ADJ
cana-2531	227	92	arrays	array	NOUN
cana-2531	227	93	representing	represent	VERB
cana-2531	227	94	different	different	ADJ
cana-2531	227	95	student	student	NOUN
cana-2531	227	96	metrics	metric	NOUN
cana-2531	227	97	.	.	PUNCT
cana-2531	228	1	personalized_learning_paths	personalized_learning_path	NOUN
cana-2531	228	2	:	:	PUNCT
cana-2531	228	3	function	function	VERB
cana-2531	228	4	to	to	PART
cana-2531	228	5	calculate	calculate	VERB
cana-2531	228	6	personalized	personalized	ADJ
cana-2531	228	7	learning	learn	VERB
cana-2531	228	8	paths	path	NOUN
cana-2531	228	9	based	base	VERB
cana-2531	228	10	on	on	ADP
cana-2531	228	11	the	the	DET
cana-2531	228	12	given	give	VERB
cana-2531	228	13	metrics	metric	NOUN
cana-2531	228	14	.	.	PUNCT
cana-2531	229	1	early	early	ADJ
cana-2531	229	2	warning	warning	NOUN
cana-2531	229	3	system	system	NOUN
cana-2531	229	4	pattern	pattern	NOUN
cana-2531	229	5	score	score	NOUN
cana-2531	229	6	calculation	calculation	NOUN
cana-2531	229	7	:	:	PUNCT
cana-2531	229	8	communications	communication	NOUN
cana-2531	229	9	on	on	ADP
cana-2531	229	10	applied	apply	VERB
cana-2531	229	11	nonlinear	nonlinear	ADJ
cana-2531	229	12	analysis	analysis	NOUN
cana-2531	229	13	issn	issn	NOUN
cana-2531	229	14	:	:	PUNCT
cana-2531	229	15	1074	1074	NUM
cana-2531	229	16	-	-	PUNCT
cana-2531	229	17	133x	133x	NUM
cana-2531	229	18	vol	vol	NOUN
cana-2531	229	19	32	32	NUM
cana-2531	229	20	no	no	NOUN
cana-2531	229	21	.	.	PUNCT
cana-2531	230	1	3s	3s	NUM
cana-2531	230	2	(	(	PUNCT
cana-2531	230	3	2025	2025	NUM
cana-2531	230	4	)	)	PUNCT
cana-2531	230	5	38	38	NUM
cana-2531	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	230	7	behaviors	behavior	NOUN
cana-2531	230	8	:	:	PUNCT
cana-2531	230	9	a	a	DET
cana-2531	230	10	2d	2d	NUM
cana-2531	230	11	array	array	NOUN
cana-2531	230	12	representing	represent	VERB
cana-2531	230	13	student	student	NOUN
cana-2531	230	14	behaviors	behavior	NOUN
cana-2531	230	15	over	over	ADP
cana-2531	230	16	time	time	NOUN
cana-2531	230	17	.	.	PUNCT
cana-2531	231	1	weights	weight	NOUN
cana-2531	231	2	:	:	PUNCT
cana-2531	231	3	array	array	NOUN
cana-2531	231	4	of	of	ADP
cana-2531	231	5	weights	weight	NOUN
cana-2531	231	6	for	for	ADP
cana-2531	231	7	different	different	ADJ
cana-2531	231	8	behavior	behavior	NOUN
cana-2531	231	9	dimensions	dimension	NOUN
cana-2531	231	10	.	.	PUNCT
cana-2531	232	1	pattern_scores	pattern_score	NOUN
cana-2531	232	2	:	:	PUNCT
cana-2531	232	3	function	function	VERB
cana-2531	232	4	to	to	PART
cana-2531	232	5	calculate	calculate	VERB
cana-2531	232	6	pattern	pattern	NOUN
cana-2531	232	7	scores	score	NOUN
cana-2531	232	8	based	base	VERB
cana-2531	232	9	on	on	ADP
cana-2531	232	10	behaviors	behavior	NOUN
cana-2531	232	11	and	and	CCONJ
cana-2531	232	12	weights	weight	NOUN
cana-2531	232	13	.	.	PUNCT
cana-2531	233	1	ethical	ethical	ADJ
cana-2531	233	2	considerations	consideration	NOUN
cana-2531	233	3	:	:	PUNCT
cana-2531	233	4	purpose	purpose	NOUN
cana-2531	233	5	,	,	PUNCT
cana-2531	233	6	methods	method	NOUN
cana-2531	233	7	,	,	PUNCT
cana-2531	233	8	implications	implication	NOUN
cana-2531	233	9	:	:	PUNCT
cana-2531	233	10	numerical	numerical	ADJ
cana-2531	233	11	values	value	NOUN
cana-2531	233	12	representing	represent	VERB
cana-2531	233	13	ethical	ethical	ADJ
cana-2531	233	14	considerations	consideration	NOUN
cana-2531	233	15	.	.	PUNCT
cana-2531	234	1	informed_consent	informed_consent	NOUN
cana-2531	234	2	,	,	PUNCT
cana-2531	234	3	data_handling_privacy	data_handling_privacy	NUM
cana-2531	234	4	:	:	PUNCT
cana-2531	234	5	functions	function	NOUN
cana-2531	234	6	to	to	PART
cana-2531	234	7	calculate	calculate	VERB
cana-2531	234	8	ethical	ethical	ADJ
cana-2531	234	9	metrics	metric	NOUN
cana-2531	234	10	.	.	PUNCT
cana-2531	235	1	following	follow	VERB
cana-2531	235	2	table	table	NOUN
cana-2531	235	3	structure	structure	NOUN
cana-2531	235	4	table	table	NOUN
cana-2531	235	5	ii	ii	PROPN
cana-2531	235	6	student	student	NOUN
cana-2531	235	7	behavior	behavior	NOUN
cana-2531	235	8	patterns	pattern	NOUN
cana-2531	235	9	student	student	NOUN
cana-2531	235	10	behaviour	behaviour	NOUN
cana-2531	235	11	1	1	NUM
cana-2531	235	12	behaviour	behaviour	NOUN
cana-2531	235	13	2	2	NUM
cana-2531	235	14	behaviour	behaviour	NOUN
cana-2531	235	15	3	3	NUM
cana-2531	235	16	1	1	NUM
cana-2531	235	17	0.8	0.8	NUM
cana-2531	235	18	0.9	0.9	NUM
cana-2531	235	19	0.7	0.7	NUM
cana-2531	235	20	2	2	NUM
cana-2531	235	21	0.6	0.6	NUM
cana-2531	235	22	0.7	0.7	NUM
cana-2531	235	23	0.5	0.5	NUM
cana-2531	235	24	3	3	NUM
cana-2531	235	25	0.9	0.9	NUM
cana-2531	235	26	0.8	0.8	NUM
cana-2531	235	27	0.85	0.85	NUM
cana-2531	235	28	4	4	NUM
cana-2531	235	29	0.7	0.7	NUM
cana-2531	235	30	0.6	0.6	NUM
cana-2531	235	31	0.75	0.75	NUM
cana-2531	235	32	5	5	NUM
cana-2531	235	33	0.85	0.85	NUM
cana-2531	235	34	0.9	0.9	NUM
cana-2531	235	35	0.8	0.8	NUM
cana-2531	235	36	in	in	ADP
cana-2531	235	37	table	table	NOUN
cana-2531	235	38	1	1	NUM
cana-2531	235	39	presents	present	VERB
cana-2531	235	40	a	a	DET
cana-2531	235	41	snapshot	snapshot	NOUN
cana-2531	235	42	of	of	ADP
cana-2531	235	43	student	student	NOUN
cana-2531	235	44	performance	performance	NOUN
cana-2531	235	45	across	across	ADP
cana-2531	235	46	multiple	multiple	ADJ
cana-2531	235	47	dimensions	dimension	NOUN
cana-2531	235	48	.	.	PUNCT
cana-2531	236	1	each	each	DET
cana-2531	236	2	row	row	NOUN
cana-2531	236	3	represents	represent	VERB
cana-2531	236	4	a	a	DET
cana-2531	236	5	different	different	ADJ
cana-2531	236	6	student	student	NOUN
cana-2531	236	7	,	,	PUNCT
cana-2531	236	8	while	while	SCONJ
cana-2531	236	9	the	the	DET
cana-2531	236	10	columns	column	NOUN
cana-2531	236	11	detail	detail	VERB
cana-2531	236	12	their	their	PRON
cana-2531	236	13	scores	score	NOUN
cana-2531	236	14	in	in	ADP
cana-2531	236	15	exams	exam	NOUN
cana-2531	236	16	,	,	PUNCT
cana-2531	236	17	assignments	assignment	NOUN
cana-2531	236	18	,	,	PUNCT
cana-2531	236	19	participation	participation	NOUN
cana-2531	236	20	,	,	PUNCT
cana-2531	236	21	sentiment	sentiment	NOUN
cana-2531	236	22	,	,	PUNCT
cana-2531	236	23	and	and	CCONJ
cana-2531	236	24	challenge	challenge	NOUN
cana-2531	236	25	.	.	PUNCT
cana-2531	237	1	these	these	DET
cana-2531	237	2	metrics	metric	NOUN
cana-2531	237	3	provide	provide	VERB
cana-2531	237	4	a	a	DET
cana-2531	237	5	foundational	foundational	ADJ
cana-2531	237	6	dataset	dataset	NOUN
cana-2531	237	7	for	for	ADP
cana-2531	237	8	subsequent	subsequent	ADJ
cana-2531	237	9	analyses	analysis	NOUN
cana-2531	237	10	,	,	PUNCT
cana-2531	237	11	such	such	ADJ
cana-2531	237	12	as	as	ADP
cana-2531	237	13	identifying	identify	VERB
cana-2531	237	14	student	student	NOUN
cana-2531	237	15	strengths	strength	NOUN
cana-2531	237	16	and	and	CCONJ
cana-2531	237	17	weaknesses	weakness	NOUN
cana-2531	237	18	,	,	PUNCT
cana-2531	237	19	or	or	CCONJ
cana-2531	237	20	tracking	track	VERB
cana-2531	237	21	performance	performance	NOUN
cana-2531	237	22	trends	trend	NOUN
cana-2531	237	23	over	over	ADP
cana-2531	237	24	time	time	NOUN
cana-2531	237	25	.	.	PUNCT
cana-2531	238	1	the	the	DET
cana-2531	238	2	data	datum	NOUN
cana-2531	238	3	in	in	ADP
cana-2531	238	4	this	this	DET
cana-2531	238	5	table	table	NOUN
cana-2531	238	6	2	2	NUM
cana-2531	238	7	represents	represent	VERB
cana-2531	238	8	specific	specific	ADJ
cana-2531	238	9	student	student	NOUN
cana-2531	238	10	behaviors	behavior	NOUN
cana-2531	238	11	over	over	ADP
cana-2531	238	12	a	a	DET
cana-2531	238	13	defined	define	VERB
cana-2531	238	14	period	period	NOUN
cana-2531	238	15	.	.	PUNCT
cana-2531	239	1	each	each	DET
cana-2531	239	2	row	row	NOUN
cana-2531	239	3	corresponds	correspond	VERB
cana-2531	239	4	to	to	ADP
cana-2531	239	5	a	a	DET
cana-2531	239	6	student	student	NOUN
cana-2531	239	7	,	,	PUNCT
cana-2531	239	8	and	and	CCONJ
cana-2531	239	9	the	the	DET
cana-2531	239	10	columns	column	NOUN
cana-2531	239	11	represent	represent	VERB
cana-2531	239	12	different	different	ADJ
cana-2531	239	13	behavioral	behavioral	ADJ
cana-2531	239	14	indicators	indicator	NOUN
cana-2531	239	15	.	.	PUNCT
cana-2531	240	1	these	these	DET
cana-2531	240	2	patterns	pattern	NOUN
cana-2531	240	3	could	could	AUX
cana-2531	240	4	be	be	AUX
cana-2531	240	5	used	use	VERB
cana-2531	240	6	to	to	PART
cana-2531	240	7	identify	identify	VERB
cana-2531	240	8	potential	potential	ADJ
cana-2531	240	9	at	at	ADP
cana-2531	240	10	-	-	PUNCT
cana-2531	240	11	risk	risk	NOUN
cana-2531	240	12	students	student	NOUN
cana-2531	240	13	or	or	CCONJ
cana-2531	240	14	to	to	PART
cana-2531	240	15	understand	understand	VERB
cana-2531	240	16	the	the	DET
cana-2531	240	17	correlation	correlation	NOUN
cana-2531	240	18	between	between	ADP
cana-2531	240	19	behavior	behavior	NOUN
cana-2531	240	20	and	and	CCONJ
cana-2531	240	21	academic	academic	ADJ
cana-2531	240	22	performance	performance	NOUN
cana-2531	240	23	.	.	PUNCT
cana-2531	241	1	by	by	ADP
cana-2531	241	2	analyzing	analyze	VERB
cana-2531	241	3	these	these	DET
cana-2531	241	4	patterns	pattern	NOUN
cana-2531	241	5	,	,	PUNCT
cana-2531	241	6	educators	educator	NOUN
cana-2531	241	7	can	can	AUX
cana-2531	241	8	develop	develop	VERB
cana-2531	241	9	targeted	targeted	ADJ
cana-2531	241	10	interventions	intervention	NOUN
cana-2531	241	11	or	or	CCONJ
cana-2531	241	12	support	support	NOUN
cana-2531	241	13	strategies	strategy	NOUN
cana-2531	241	14	the	the	DET
cana-2531	241	15	data	datum	NOUN
cana-2531	241	16	in	in	ADP
cana-2531	241	17	this	this	DET
cana-2531	241	18	table	table	NOUN
cana-2531	241	19	2	2	NUM
cana-2531	241	20	captures	capture	VERB
cana-2531	241	21	specific	specific	ADJ
cana-2531	241	22	student	student	NOUN
cana-2531	241	23	behaviors	behavior	NOUN
cana-2531	241	24	over	over	ADP
cana-2531	241	25	a	a	DET
cana-2531	241	26	defined	define	VERB
cana-2531	241	27	period	period	NOUN
cana-2531	241	28	.	.	PUNCT
cana-2531	242	1	each	each	DET
cana-2531	242	2	row	row	NOUN
cana-2531	242	3	corresponds	correspond	VERB
cana-2531	242	4	to	to	ADP
cana-2531	242	5	a	a	DET
cana-2531	242	6	student	student	NOUN
cana-2531	242	7	,	,	PUNCT
cana-2531	242	8	and	and	CCONJ
cana-2531	242	9	the	the	DET
cana-2531	242	10	columns	column	NOUN
cana-2531	242	11	represent	represent	VERB
cana-2531	242	12	different	different	ADJ
cana-2531	242	13	behavioral	behavioral	ADJ
cana-2531	242	14	indicators	indicator	NOUN
cana-2531	242	15	.	.	PUNCT
cana-2531	243	1	these	these	DET
cana-2531	243	2	patterns	pattern	NOUN
cana-2531	243	3	could	could	AUX
cana-2531	243	4	be	be	AUX
cana-2531	243	5	used	use	VERB
cana-2531	243	6	to	to	PART
cana-2531	243	7	identify	identify	VERB
cana-2531	243	8	potential	potential	ADJ
cana-2531	243	9	at	at	ADP
cana-2531	243	10	-	-	PUNCT
cana-2531	243	11	risk	risk	NOUN
cana-2531	243	12	students	student	NOUN
cana-2531	243	13	or	or	CCONJ
cana-2531	243	14	to	to	PART
cana-2531	243	15	understand	understand	VERB
cana-2531	243	16	the	the	DET
cana-2531	243	17	correlation	correlation	NOUN
cana-2531	243	18	between	between	ADP
cana-2531	243	19	behavior	behavior	NOUN
cana-2531	243	20	and	and	CCONJ
cana-2531	243	21	academic	academic	ADJ
cana-2531	243	22	performance	performance	NOUN
cana-2531	243	23	.	.	PUNCT
cana-2531	244	1	by	by	ADP
cana-2531	244	2	analyzing	analyze	VERB
cana-2531	244	3	these	these	DET
cana-2531	244	4	patterns	pattern	NOUN
cana-2531	244	5	,	,	PUNCT
cana-2531	244	6	educators	educator	NOUN
cana-2531	244	7	can	can	AUX
cana-2531	244	8	develop	develop	VERB
cana-2531	244	9	targeted	targeted	ADJ
cana-2531	244	10	interventions	intervention	NOUN
cana-2531	244	11	or	or	CCONJ
cana-2531	244	12	support	support	NOUN
cana-2531	244	13	strategies	strategy	NOUN
cana-2531	244	14	.	.	PUNCT
cana-2531	245	1	table	table	NOUN
cana-2531	245	2	iii	iii	NUM
cana-2531	245	3	ethical	ethical	ADJ
cana-2531	245	4	considerations	consideration	NOUN
cana-2531	245	5	metric	metric	ADJ
cana-2531	245	6	value	value	NOUN
cana-2531	245	7	purpose	purpose	NOUN
cana-2531	245	8	0.7	0.7	NUM
cana-2531	245	9	methods	method	NOUN
cana-2531	245	10	0.8	0.8	NUM
cana-2531	245	11	implications	implication	NOUN
cana-2531	245	12	0.9	0.9	NUM
cana-2531	245	13	informed	inform	VERB
cana-2531	245	14	consent	consent	NOUN
cana-2531	245	15	(	(	PUNCT
cana-2531	245	16	calculated	calculate	VERB
cana-2531	245	17	)	)	PUNCT
cana-2531	245	18	anonymity	anonymity	NOUN
cana-2531	245	19	0.95	0.95	NUM
cana-2531	245	20	data	datum	NOUN
cana-2531	245	21	protection	protection	NOUN
cana-2531	245	22	0.92	0.92	NUM
cana-2531	245	23	data	datum	NOUN
cana-2531	245	24	handling	handle	VERB
cana-2531	245	25	privacy	privacy	NOUN
cana-2531	245	26	(	(	PUNCT
cana-2531	245	27	calculated	calculate	VERB
cana-2531	245	28	)	)	PUNCT
cana-2531	245	29	communications	communication	NOUN
cana-2531	245	30	on	on	ADP
cana-2531	245	31	applied	apply	VERB
cana-2531	245	32	nonlinear	nonlinear	ADJ
cana-2531	245	33	analysis	analysis	NOUN
cana-2531	245	34	issn	issn	NOUN
cana-2531	245	35	:	:	PUNCT
cana-2531	245	36	1074	1074	NUM
cana-2531	245	37	-	-	PUNCT
cana-2531	245	38	133x	133x	NUM
cana-2531	245	39	vol	vol	NOUN
cana-2531	245	40	32	32	NUM
cana-2531	245	41	no	no	NOUN
cana-2531	245	42	.	.	PUNCT
cana-2531	246	1	3s	3s	NUM
cana-2531	246	2	(	(	PUNCT
cana-2531	246	3	2025	2025	NUM
cana-2531	246	4	)	)	PUNCT
cana-2531	246	5	39	39	NUM
cana-2531	246	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	246	7	in	in	ADP
cana-2531	246	8	the	the	DET
cana-2531	246	9	table	table	NOUN
cana-2531	246	10	3	3	NUM
cana-2531	246	11	represent	represent	VERB
cana-2531	246	12	key	key	ADJ
cana-2531	246	13	ethical	ethical	ADJ
cana-2531	246	14	factors	factor	NOUN
cana-2531	246	15	relevant	relevant	ADJ
cana-2531	246	16	to	to	ADP
cana-2531	246	17	the	the	DET
cana-2531	246	18	project	project	NOUN
cana-2531	246	19	.	.	PUNCT
cana-2531	247	1	it	it	PRON
cana-2531	247	2	includes	include	VERB
cana-2531	247	3	metrics	metric	NOUN
cana-2531	247	4	related	relate	VERB
cana-2531	247	5	to	to	ADP
cana-2531	247	6	the	the	DET
cana-2531	247	7	purpose	purpose	NOUN
cana-2531	247	8	,	,	PUNCT
cana-2531	247	9	methods	method	NOUN
cana-2531	247	10	,	,	PUNCT
cana-2531	247	11	and	and	CCONJ
cana-2531	247	12	implications	implication	NOUN
cana-2531	247	13	of	of	ADP
cana-2531	247	14	the	the	DET
cana-2531	247	15	initiative	initiative	NOUN
cana-2531	247	16	.	.	PUNCT
cana-2531	248	1	additionally	additionally	ADV
cana-2531	248	2	,	,	PUNCT
cana-2531	248	3	it	it	PRON
cana-2531	248	4	highlights	highlight	VERB
cana-2531	248	5	the	the	DET
cana-2531	248	6	importance	importance	NOUN
cana-2531	248	7	of	of	ADP
cana-2531	248	8	informed	informed	ADJ
cana-2531	248	9	consent	consent	NOUN
cana-2531	248	10	,	,	PUNCT
cana-2531	248	11	anonymity	anonymity	NOUN
cana-2531	248	12	,	,	PUNCT
cana-2531	248	13	and	and	CCONJ
cana-2531	248	14	data	datum	NOUN
cana-2531	248	15	protection	protection	NOUN
cana-2531	248	16	.	.	PUNCT
cana-2531	249	1	these	these	DET
cana-2531	249	2	considerations	consideration	NOUN
cana-2531	249	3	serve	serve	VERB
cana-2531	249	4	as	as	ADP
cana-2531	249	5	a	a	DET
cana-2531	249	6	framework	framework	NOUN
cana-2531	249	7	for	for	ADP
cana-2531	249	8	ensuring	ensure	VERB
cana-2531	249	9	that	that	SCONJ
cana-2531	249	10	the	the	DET
cana-2531	249	11	project	project	NOUN
cana-2531	249	12	is	be	AUX
cana-2531	249	13	conducted	conduct	VERB
cana-2531	249	14	responsibly	responsibly	ADV
cana-2531	249	15	and	and	CCONJ
cana-2531	249	16	ethically	ethically	ADV
cana-2531	249	17	,	,	PUNCT
cana-2531	249	18	safeguarding	safeguard	VERB
cana-2531	249	19	the	the	DET
cana-2531	249	20	rights	right	NOUN
cana-2531	249	21	and	and	CCONJ
cana-2531	249	22	privacy	privacy	NOUN
cana-2531	249	23	of	of	ADP
cana-2531	249	24	all	all	PRON
cana-2531	249	25	involved	involved	ADJ
cana-2531	249	26	.	.	PUNCT
cana-2531	250	1	given	give	VERB
cana-2531	250	2	the	the	DET
cana-2531	250	3	provided	provide	VERB
cana-2531	250	4	data	datum	NOUN
cana-2531	250	5	,	,	PUNCT
cana-2531	250	6	it	it	PRON
cana-2531	250	7	seems	seem	VERB
cana-2531	250	8	challenging	challenge	VERB
cana-2531	250	9	to	to	PART
cana-2531	250	10	create	create	VERB
cana-2531	250	11	a	a	DET
cana-2531	250	12	single	single	ADJ
cana-2531	250	13	comprehensive	comprehensive	ADJ
cana-2531	250	14	table	table	NOUN
cana-2531	250	15	that	that	PRON
cana-2531	250	16	effectively	effectively	ADV
cana-2531	250	17	represents	represent	VERB
cana-2531	250	18	all	all	DET
cana-2531	250	19	the	the	DET
cana-2531	250	20	information	information	NOUN
cana-2531	250	21	.	.	PUNCT
cana-2531	251	1	the	the	DET
cana-2531	251	2	table	table	NOUN
cana-2531	251	3	4	4	NUM
cana-2531	251	4	offers	offer	VERB
cana-2531	251	5	a	a	DET
cana-2531	251	6	comprehensive	comprehensive	ADJ
cana-2531	251	7	overview	overview	NOUN
cana-2531	251	8	of	of	ADP
cana-2531	251	9	the	the	DET
cana-2531	251	10	proposed	propose	VERB
cana-2531	251	11	system	system	NOUN
cana-2531	251	12	,	,	PUNCT
cana-2531	251	13	outlining	outline	VERB
cana-2531	251	14	the	the	DET
cana-2531	251	15	key	key	ADJ
cana-2531	251	16	steps	step	NOUN
cana-2531	251	17	involved	involve	VERB
cana-2531	251	18	in	in	ADP
cana-2531	251	19	data	datum	NOUN
cana-2531	251	20	preprocessing	preprocessing	NOUN
cana-2531	251	21	,	,	PUNCT
cana-2531	251	22	feature	feature	NOUN
cana-2531	251	23	engineering	engineering	NOUN
cana-2531	251	24	,	,	PUNCT
cana-2531	251	25	model	model	NOUN
cana-2531	251	26	development	development	NOUN
cana-2531	251	27	,	,	PUNCT
cana-2531	251	28	and	and	CCONJ
cana-2531	251	29	evaluation	evaluation	NOUN
cana-2531	251	30	.	.	PUNCT
cana-2531	252	1	it	it	PRON
cana-2531	252	2	systematically	systematically	ADV
cana-2531	252	3	presents	present	VERB
cana-2531	252	4	the	the	DET
cana-2531	252	5	variables	variable	NOUN
cana-2531	252	6	,	,	PUNCT
cana-2531	252	7	operations	operation	NOUN
cana-2531	252	8	,	,	PUNCT
cana-2531	252	9	and	and	CCONJ
cana-2531	252	10	expected	expect	VERB
cana-2531	252	11	outcomes	outcome	NOUN
cana-2531	252	12	for	for	ADP
cana-2531	252	13	each	each	DET
cana-2531	252	14	phase	phase	NOUN
cana-2531	252	15	of	of	ADP
cana-2531	252	16	the	the	DET
cana-2531	252	17	system	system	NOUN
cana-2531	252	18	,	,	PUNCT
cana-2531	252	19	ensuring	ensure	VERB
cana-2531	252	20	a	a	DET
cana-2531	252	21	clear	clear	ADJ
cana-2531	252	22	understanding	understanding	NOUN
cana-2531	252	23	of	of	ADP
cana-2531	252	24	the	the	DET
cana-2531	252	25	workflow	workflow	NOUN
cana-2531	252	26	.	.	PUNCT
cana-2531	253	1	the	the	DET
cana-2531	253	2	table	table	NOUN
cana-2531	253	3	also	also	ADV
cana-2531	253	4	addresses	address	VERB
cana-2531	253	5	ethical	ethical	ADJ
cana-2531	253	6	considerations	consideration	NOUN
cana-2531	253	7	,	,	PUNCT
cana-2531	253	8	highlighting	highlight	VERB
cana-2531	253	9	the	the	DET
cana-2531	253	10	importance	importance	NOUN
cana-2531	253	11	of	of	ADP
cana-2531	253	12	informed	informed	ADJ
cana-2531	253	13	consent	consent	NOUN
cana-2531	253	14	and	and	CCONJ
cana-2531	253	15	data	datum	NOUN
cana-2531	253	16	privacy	privacy	NOUN
cana-2531	253	17	in	in	ADP
cana-2531	253	18	the	the	DET
cana-2531	253	19	research	research	NOUN
cana-2531	253	20	process	process	NOUN
cana-2531	253	21	.	.	PUNCT
cana-2531	254	1	by	by	ADP
cana-2531	254	2	systematically	systematically	ADV
cana-2531	254	3	organizing	organize	VERB
cana-2531	254	4	this	this	DET
cana-2531	254	5	information	information	NOUN
cana-2531	254	6	,	,	PUNCT
cana-2531	254	7	the	the	DET
cana-2531	254	8	table	table	NOUN
cana-2531	254	9	serves	serve	VERB
cana-2531	254	10	as	as	ADP
cana-2531	254	11	a	a	DET
cana-2531	254	12	valuable	valuable	ADJ
cana-2531	254	13	reference	reference	NOUN
cana-2531	254	14	for	for	ADP
cana-2531	254	15	understanding	understand	VERB
cana-2531	254	16	the	the	DET
cana-2531	254	17	system	system	NOUN
cana-2531	254	18	's	's	PART
cana-2531	254	19	architecture	architecture	NOUN
cana-2531	254	20	and	and	CCONJ
cana-2531	254	21	methodology	methodology	NOUN
cana-2531	254	22	.	.	PUNCT
cana-2531	255	1	table	table	NOUN
cana-2531	255	2	iv	iv	ADP
cana-2531	255	3	a	a	DET
cana-2531	255	4	comprehensive	comprehensive	ADJ
cana-2531	255	5	table	table	NOUN
cana-2531	255	6	that	that	PRON
cana-2531	255	7	effectively	effectively	ADV
cana-2531	255	8	represents	represent	VERB
cana-2531	255	9	all	all	DET
cana-2531	255	10	the	the	DET
cana-2531	255	11	information	information	NOUN
cana-2531	255	12	section	section	NOUN
cana-2531	255	13	subsection	subsection	NOUN
cana-2531	255	14	variable	variable	NOUN
cana-2531	255	15	/	/	SYM
cana-2531	255	16	operation	operation	NOUN
cana-2531	255	17	value	value	NOUN
cana-2531	255	18	/	/	SYM
cana-2531	255	19	description	description	NOUN
cana-2531	255	20	data	datum	NOUN
cana-2531	255	21	preprocessing	preprocesse	VERB
cana-2531	255	22	handle	handle	NOUN
cana-2531	255	23	missing	miss	VERB
cana-2531	255	24	values	value	NOUN
cana-2531	255	25	cleaned	clean	VERB
cana-2531	255	26	data	datum	NOUN
cana-2531	255	27	[	[	X
cana-2531	255	28	90	90	NUM
cana-2531	255	29	,	,	PUNCT
cana-2531	255	30	88	88	NUM
cana-2531	255	31	,	,	PUNCT
cana-2531	255	32	85	85	NUM
cana-2531	255	33	,	,	PUNCT
cana-2531	255	34	92	92	NUM
cana-2531	255	35	,	,	PUNCT
cana-2531	255	36	78	78	NUM
cana-2531	255	37	]	]	PUNCT
cana-2531	255	38	data	datum	NOUN
cana-2531	255	39	preprocessing	preprocesse	VERB
cana-2531	255	40	detect	detect	NOUN
cana-2531	255	41	outliers	outlier	NOUN
cana-2531	255	42	outlier	outlier	NOUN
cana-2531	255	43	-	-	PUNCT
cana-2531	255	44	free	free	ADJ
cana-2531	255	45	data	datum	NOUN
cana-2531	255	46	[	[	X
cana-2531	255	47	90	90	NUM
cana-2531	255	48	,	,	PUNCT
cana-2531	255	49	88	88	NUM
cana-2531	255	50	,	,	PUNCT
cana-2531	255	51	85	85	NUM
cana-2531	255	52	,	,	PUNCT
cana-2531	255	53	92	92	NUM
cana-2531	255	54	,	,	PUNCT
cana-2531	255	55	78	78	NUM
cana-2531	255	56	]	]	PUNCT
cana-2531	255	57	(	(	PUNCT
cana-2531	255	58	after	after	ADP
cana-2531	255	59	outlier	outlier	NOUN
cana-2531	255	60	removal	removal	NOUN
cana-2531	255	61	)	)	PUNCT
cana-2531	255	62	data	datum	NOUN
cana-2531	255	63	preprocessing	preprocesse	VERB
cana-2531	255	64	standardize	standardize	NOUN
cana-2531	255	65	data	datum	NOUN
cana-2531	255	66	standardized	standardize	VERB
cana-2531	255	67	data	datum	NOUN
cana-2531	255	68	[	[	X
cana-2531	255	69	0.384	0.384	NUM
cana-2531	255	70	,	,	PUNCT
cana-2531	255	71	0.158	0.158	NUM
cana-2531	255	72	,	,	PUNCT
cana-2531	255	73	-0.343	-0.343	PROPN
cana-2531	255	74	,	,	PUNCT
cana-2531	255	75	0.789	0.789	NUM
cana-2531	255	76	,	,	PUNCT
cana-2531	255	77	-0.988	-0.988	PRON
cana-2531	255	78	]	]	X
cana-2531	255	79	categorical	categorical	ADJ
cana-2531	255	80	variable	variable	NOUN
cana-2531	255	81	encoding	encoding	NOUN
cana-2531	255	82	(	(	PUNCT
cana-2531	255	83	placeholder	placeholder	NOUN
cana-2531	255	84	)	)	PUNCT
cana-2531	255	85	one	one	NUM
cana-2531	255	86	-	-	PUNCT
cana-2531	255	87	hot	hot	ADJ
cana-2531	255	88	encode	encode	ADJ
cana-2531	255	89	encoded	encode	VERB
cana-2531	255	90	data	datum	NOUN
cana-2531	255	91	none	none	NOUN
cana-2531	255	92	(	(	PUNCT
cana-2531	255	93	placeholder	placeholder	NOUN
cana-2531	255	94	for	for	ADP
cana-2531	255	95	encoding	encoding	NOUN
cana-2531	255	96	)	)	PUNCT
cana-2531	255	97	anonymization	anonymization	NOUN
cana-2531	255	98	(	(	PUNCT
cana-2531	255	99	placeholder	placeholder	NOUN
cana-2531	255	100	)	)	PUNCT
cana-2531	255	101	randomize	randomize	NOUN
cana-2531	255	102	data	datum	NOUN
cana-2531	255	103	anonymized	anonymize	VERB
cana-2531	255	104	age	age	NOUN
cana-2531	255	105	data	datum	NOUN
cana-2531	255	106	none	none	NOUN
cana-2531	255	107	(	(	PUNCT
cana-2531	255	108	placeholder	placeholder	NOUN
cana-2531	255	109	for	for	ADP
cana-2531	255	110	randomization	randomization	NOUN
cana-2531	255	111	)	)	PUNCT
cana-2531	255	112	recursive	recursive	ADJ
cana-2531	255	113	feature	feature	NOUN
cana-2531	255	114	elimination	elimination	NOUN
cana-2531	255	115	(	(	PUNCT
cana-2531	255	116	placeholder	placeholder	NOUN
cana-2531	255	117	)	)	PUNCT
cana-2531	255	118	rfe	rfe	NOUN
cana-2531	255	119	selected	select	VERB
cana-2531	255	120	features	feature	NOUN
cana-2531	255	121	none	none	NOUN
cana-2531	255	122	(	(	PUNCT
cana-2531	255	123	placeholder	placeholder	NOUN
cana-2531	255	124	for	for	ADP
cana-2531	255	125	feature	feature	NOUN
cana-2531	255	126	selection	selection	NOUN
cana-2531	255	127	)	)	PUNCT
cana-2531	255	128	model	model	NOUN
cana-2531	255	129	evaluation	evaluation	NOUN
cana-2531	255	130	algorithm	algorithm	NOUN
cana-2531	255	131	performance	performance	NOUN
cana-2531	255	132	algorithm	algorithm	NOUN
cana-2531	255	133	performance	performance	NOUN
cana-2531	255	134	none	none	NOUN
cana-2531	255	135	(	(	PUNCT
cana-2531	255	136	placeholder	placeholder	NOUN
cana-2531	255	137	for	for	ADP
cana-2531	255	138	evaluation	evaluation	NOUN
cana-2531	255	139	)	)	PUNCT
cana-2531	255	140	hyperparameter	hyperparameter	NOUN
cana-2531	255	141	optimization	optimization	NOUN
cana-2531	255	142	grid	grid	NOUN
cana-2531	255	143	search	search	NOUN
cana-2531	255	144	optimal	optimal	ADJ
cana-2531	255	145	parameters	parameter	NOUN
cana-2531	255	146	(	(	PUNCT
cana-2531	255	147	grid	grid	NOUN
cana-2531	255	148	search	search	NOUN
cana-2531	255	149	)	)	PUNCT
cana-2531	255	150	none	none	NOUN
cana-2531	255	151	(	(	PUNCT
cana-2531	255	152	placeholder	placeholder	NOUN
cana-2531	255	153	for	for	ADP
cana-2531	255	154	optimal	optimal	ADJ
cana-2531	255	155	hyperparameters	hyperparameter	NOUN
cana-2531	255	156	)	)	PUNCT
cana-2531	255	157	hyperparameter	hyperparameter	NOUN
cana-2531	255	158	optimization	optimization	NOUN
cana-2531	255	159	randomized	randomize	VERB
cana-2531	255	160	search	search	NOUN
cana-2531	255	161	optimal	optimal	ADJ
cana-2531	255	162	parameters	parameter	NOUN
cana-2531	255	163	(	(	PUNCT
cana-2531	255	164	random	random	ADJ
cana-2531	255	165	search	search	NOUN
cana-2531	255	166	)	)	PUNCT
cana-2531	256	1	none	none	NOUN
cana-2531	256	2	(	(	PUNCT
cana-2531	256	3	placeholder	placeholder	NOUN
cana-2531	256	4	for	for	ADP
cana-2531	256	5	optimal	optimal	ADJ
cana-2531	256	6	hyperparameters	hyperparameter	NOUN
cana-2531	256	7	)	)	PUNCT
cana-2531	256	8	personalized	personalized	ADJ
cana-2531	256	9	learning	learning	NOUN
cana-2531	256	10	path	path	NOUN
cana-2531	256	11	calculation	calculation	NOUN
cana-2531	256	12	calculate	calculate	VERB
cana-2531	256	13	personalized	personalized	ADJ
cana-2531	256	14	learning	learn	VERB
cana-2531	256	15	paths	path	NOUN
cana-2531	256	16	personalized	personalize	VERB
cana-2531	256	17	learning	learn	VERB
cana-2531	256	18	paths	path	NOUN
cana-2531	256	19	none	none	NOUN
cana-2531	256	20	(	(	PUNCT
cana-2531	256	21	placeholder	placeholder	NOUN
cana-2531	256	22	for	for	ADP
cana-2531	256	23	calculation	calculation	NOUN
cana-2531	256	24	)	)	PUNCT
cana-2531	256	25	early	early	ADJ
cana-2531	256	26	warning	warning	NOUN
cana-2531	256	27	system	system	NOUN
cana-2531	256	28	pattern	pattern	NOUN
cana-2531	256	29	score	score	NOUN
cana-2531	256	30	calculation	calculation	NOUN
cana-2531	256	31	pattern	pattern	NOUN
cana-2531	256	32	scores	score	NOUN
cana-2531	256	33	none	none	NOUN
cana-2531	256	34	(	(	PUNCT
cana-2531	256	35	placeholder	placeholder	NOUN
cana-2531	256	36	for	for	ADP
cana-2531	256	37	pattern	pattern	NOUN
cana-2531	256	38	scores	score	NOUN
cana-2531	256	39	)	)	PUNCT
cana-2531	256	40	ethical	ethical	ADJ
cana-2531	256	41	considerations	consideration	NOUN
cana-2531	256	42	informed	inform	VERB
cana-2531	256	43	consent	consent	NOUN
cana-2531	256	44	informed	informed	ADJ
cana-2531	256	45	consent	consent	NOUN
cana-2531	256	46	score	score	NOUN
cana-2531	256	47	none	none	NOUN
cana-2531	256	48	(	(	PUNCT
cana-2531	256	49	placeholder	placeholder	NOUN
cana-2531	256	50	for	for	ADP
cana-2531	256	51	communications	communication	NOUN
cana-2531	256	52	on	on	ADP
cana-2531	256	53	applied	apply	VERB
cana-2531	256	54	nonlinear	nonlinear	ADJ
cana-2531	256	55	analysis	analysis	NOUN
cana-2531	256	56	issn	issn	NOUN
cana-2531	256	57	:	:	PUNCT
cana-2531	256	58	1074	1074	NUM
cana-2531	256	59	-	-	PUNCT
cana-2531	256	60	133x	133x	NUM
cana-2531	256	61	vol	vol	NOUN
cana-2531	256	62	32	32	NUM
cana-2531	256	63	no	no	NOUN
cana-2531	256	64	.	.	PUNCT
cana-2531	257	1	3s	3s	NUM
cana-2531	257	2	(	(	PUNCT
cana-2531	257	3	2025	2025	NUM
cana-2531	257	4	)	)	PUNCT
cana-2531	257	5	40	40	NUM
cana-2531	257	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	257	7	calculation	calculation	NOUN
cana-2531	257	8	)	)	PUNCT
cana-2531	257	9	ethical	ethical	ADJ
cana-2531	257	10	considerations	consideration	NOUN
cana-2531	257	11	data	datum	NOUN
cana-2531	257	12	handling	handle	VERB
cana-2531	257	13	privacy	privacy	NOUN
cana-2531	257	14	data	datum	NOUN
cana-2531	257	15	handling	handle	VERB
cana-2531	257	16	privacy	privacy	NOUN
cana-2531	257	17	score	score	NOUN
cana-2531	257	18	none	none	NOUN
cana-2531	257	19	(	(	PUNCT
cana-2531	257	20	placeholder	placeholder	NOUN
cana-2531	257	21	for	for	ADP
cana-2531	257	22	calculation	calculation	NOUN
cana-2531	257	23	)	)	PUNCT
cana-2531	257	24	4	4	NUM
cana-2531	257	25	.	.	X
cana-2531	257	26	results	result	NOUN
cana-2531	257	27	to	to	PART
cana-2531	257	28	perform	perform	VERB
cana-2531	257	29	a	a	DET
cana-2531	257	30	result	result	NOUN
cana-2531	257	31	analysis	analysis	NOUN
cana-2531	257	32	for	for	ADP
cana-2531	257	33	the	the	DET
cana-2531	257	34	given	give	VERB
cana-2531	257	35	program	program	NOUN
cana-2531	257	36	,	,	PUNCT
cana-2531	257	37	we	we	PRON
cana-2531	257	38	need	need	VERB
cana-2531	257	39	specific	specific	ADJ
cana-2531	257	40	data	datum	NOUN
cana-2531	257	41	outputs	output	NOUN
cana-2531	257	42	or	or	CCONJ
cana-2531	257	43	results	result	NOUN
cana-2531	257	44	from	from	ADP
cana-2531	257	45	the	the	DET
cana-2531	257	46	calculations	calculation	NOUN
cana-2531	257	47	mentioned	mention	VERB
cana-2531	257	48	in	in	ADP
cana-2531	257	49	the	the	DET
cana-2531	257	50	program	program	NOUN
cana-2531	257	51	.	.	PUNCT
cana-2531	258	1	since	since	SCONJ
cana-2531	258	2	the	the	DET
cana-2531	258	3	provided	provide	VERB
cana-2531	258	4	program	program	NOUN
cana-2531	258	5	consists	consist	VERB
cana-2531	258	6	of	of	ADP
cana-2531	258	7	placeholders	placeholder	NOUN
cana-2531	258	8	and	and	CCONJ
cana-2531	258	9	simplified	simplify	VERB
cana-2531	258	10	logic	logic	NOUN
cana-2531	258	11	,	,	PUNCT
cana-2531	258	12	i	i	PRON
cana-2531	258	13	will	will	AUX
cana-2531	258	14	create	create	VERB
cana-2531	258	15	a	a	DET
cana-2531	258	16	hypothetical	hypothetical	ADJ
cana-2531	258	17	scenario	scenario	NOUN
cana-2531	258	18	to	to	PART
cana-2531	258	19	demonstrate	demonstrate	VERB
cana-2531	258	20	a	a	DET
cana-2531	258	21	result	result	NOUN
cana-2531	258	22	analysis	analysis	NOUN
cana-2531	258	23	.	.	PUNCT
cana-2531	259	1	let	let	VERB
cana-2531	259	2	's	us	PRON
cana-2531	259	3	assume	assume	VERB
cana-2531	259	4	we	we	PRON
cana-2531	259	5	have	have	AUX
cana-2531	259	6	obtained	obtain	VERB
cana-2531	259	7	some	some	DET
cana-2531	259	8	outcomes	outcome	NOUN
cana-2531	259	9	from	from	ADP
cana-2531	259	10	the	the	DET
cana-2531	259	11	program	program	NOUN
cana-2531	259	12	execution	execution	NOUN
cana-2531	259	13	.	.	PUNCT
cana-2531	260	1	4.1	4.1	NUM
cana-2531	260	2	.	.	PUNCT
cana-2531	260	3	result	result	VERB
cana-2531	260	4	analysis	analysis	NOUN
cana-2531	260	5	in	in	ADP
cana-2531	260	6	our	our	PRON
cana-2531	260	7	hypothetical	hypothetical	ADJ
cana-2531	260	8	scenario	scenario	NOUN
cana-2531	260	9	,	,	PUNCT
cana-2531	260	10	after	after	ADP
cana-2531	260	11	executing	execute	VERB
cana-2531	260	12	the	the	DET
cana-2531	260	13	program	program	NOUN
cana-2531	260	14	with	with	ADP
cana-2531	260	15	sample	sample	NOUN
cana-2531	260	16	data	datum	NOUN
cana-2531	260	17	,	,	PUNCT
cana-2531	260	18	we	we	PRON
cana-2531	260	19	obtained	obtain	VERB
cana-2531	260	20	the	the	DET
cana-2531	260	21	following	follow	VERB
cana-2531	260	22	results	result	NOUN
cana-2531	260	23	:	:	PUNCT
cana-2531	260	24	data	datum	NOUN
cana-2531	260	25	preprocessing	preprocessing	NOUN
cana-2531	260	26	:	:	PUNCT
cana-2531	260	27	cleaned	clean	VERB
cana-2531	260	28	data	datum	NOUN
cana-2531	260	29	:	:	PUNCT
cana-2531	260	30	the	the	DET
cana-2531	260	31	missing	miss	VERB
cana-2531	260	32	values	value	NOUN
cana-2531	260	33	were	be	AUX
cana-2531	260	34	handled	handle	VERB
cana-2531	260	35	,	,	PUNCT
cana-2531	260	36	resulting	result	VERB
cana-2531	260	37	in	in	ADP
cana-2531	260	38	the	the	DET
cana-2531	260	39	following	following	NOUN
cana-2531	260	40	cleaned	clean	VERB
cana-2531	260	41	data	datum	NOUN
cana-2531	260	42	:	:	PUNCT
cana-2531	261	1	[	[	X
cana-2531	261	2	90	90	NUM
cana-2531	261	3	,	,	PUNCT
cana-2531	261	4	88	88	NUM
cana-2531	261	5	,	,	PUNCT
cana-2531	261	6	85	85	NUM
cana-2531	261	7	,	,	PUNCT
cana-2531	261	8	92	92	NUM
cana-2531	261	9	,	,	PUNCT
cana-2531	261	10	78	78	NUM
cana-2531	261	11	]	]	PUNCT
cana-2531	261	12	.	.	PUNCT
cana-2531	261	13	outlier	outlier	NOUN
cana-2531	261	14	-	-	PUNCT
cana-2531	261	15	free	free	ADJ
cana-2531	261	16	data	datum	NOUN
cana-2531	261	17	:	:	PUNCT
cana-2531	261	18	outliers	outlier	NOUN
cana-2531	261	19	were	be	AUX
cana-2531	261	20	detected	detect	VERB
cana-2531	261	21	and	and	CCONJ
cana-2531	261	22	removed	remove	VERB
cana-2531	261	23	,	,	PUNCT
cana-2531	261	24	leading	lead	VERB
cana-2531	261	25	to	to	ADP
cana-2531	261	26	the	the	DET
cana-2531	261	27	following	follow	VERB
cana-2531	261	28	data	datum	NOUN
cana-2531	261	29	:	:	PUNCT
cana-2531	262	1	[	[	X
cana-2531	262	2	90	90	NUM
cana-2531	262	3	,	,	PUNCT
cana-2531	262	4	88	88	NUM
cana-2531	262	5	,	,	PUNCT
cana-2531	262	6	85	85	NUM
cana-2531	262	7	,	,	PUNCT
cana-2531	262	8	92	92	NUM
cana-2531	262	9	,	,	PUNCT
cana-2531	262	10	78	78	NUM
cana-2531	262	11	]	]	PUNCT
cana-2531	262	12	(	(	PUNCT
cana-2531	262	13	outliers	outlier	NOUN
cana-2531	262	14	removed	remove	VERB
cana-2531	262	15	)	)	PUNCT
cana-2531	262	16	.	.	PUNCT
cana-2531	263	1	standardized	standardized	ADJ
cana-2531	263	2	data	datum	NOUN
cana-2531	263	3	:	:	PUNCT
cana-2531	263	4	the	the	DET
cana-2531	263	5	data	datum	NOUN
cana-2531	263	6	was	be	AUX
cana-2531	263	7	standardized	standardize	VERB
cana-2531	263	8	,	,	PUNCT
cana-2531	263	9	resulting	result	VERB
cana-2531	263	10	in	in	ADP
cana-2531	263	11	:	:	PUNCT
cana-2531	263	12	[	[	X
cana-2531	263	13	0.384	0.384	NUM
cana-2531	263	14	,	,	PUNCT
cana-2531	263	15	0.158	0.158	NUM
cana-2531	263	16	,	,	PUNCT
cana-2531	263	17	-0.343	-0.343	PROPN
cana-2531	263	18	,	,	PUNCT
cana-2531	263	19	0.789	0.789	NUM
cana-2531	263	20	,	,	PUNCT
cana-2531	263	21	-0.988	-0.988	NOUN
cana-2531	263	22	]	]	PUNCT
cana-2531	263	23	.	.	PUNCT
cana-2531	264	1	categorical	categorical	ADJ
cana-2531	264	2	variable	variable	ADJ
cana-2531	264	3	encoding	encoding	NOUN
cana-2531	264	4	:	:	PUNCT
cana-2531	264	5	the	the	DET
cana-2531	264	6	one	one	NUM
cana-2531	264	7	-	-	PUNCT
cana-2531	264	8	hot	hot	ADJ
cana-2531	264	9	encoding	encoding	NOUN
cana-2531	264	10	process	process	NOUN
cana-2531	264	11	was	be	AUX
cana-2531	264	12	applied	apply	VERB
cana-2531	264	13	,	,	PUNCT
cana-2531	264	14	but	but	CCONJ
cana-2531	264	15	no	no	DET
cana-2531	264	16	specific	specific	ADJ
cana-2531	264	17	data	datum	NOUN
cana-2531	264	18	is	be	AUX
cana-2531	264	19	provided	provide	VERB
cana-2531	264	20	in	in	ADP
cana-2531	264	21	the	the	DET
cana-2531	264	22	scenario	scenario	NOUN
cana-2531	264	23	.	.	PUNCT
cana-2531	265	1	anonymization	anonymization	NOUN
cana-2531	265	2	:	:	PUNCT
cana-2531	265	3	demographic	demographic	ADJ
cana-2531	265	4	data	datum	NOUN
cana-2531	265	5	,	,	PUNCT
cana-2531	265	6	such	such	ADJ
cana-2531	265	7	as	as	ADP
cana-2531	265	8	age	age	NOUN
cana-2531	265	9	,	,	PUNCT
cana-2531	265	10	was	be	AUX
cana-2531	265	11	anonymized	anonymize	VERB
cana-2531	265	12	using	use	VERB
cana-2531	265	13	randomization	randomization	NOUN
cana-2531	265	14	.	.	PUNCT
cana-2531	266	1	specific	specific	ADJ
cana-2531	266	2	anonymized	anonymize	VERB
cana-2531	266	3	data	data	NOUN
cana-2531	266	4	values	value	NOUN
cana-2531	266	5	are	be	AUX
cana-2531	266	6	not	not	PART
cana-2531	266	7	provided	provide	VERB
cana-2531	266	8	in	in	ADP
cana-2531	266	9	the	the	DET
cana-2531	266	10	scenario	scenario	NOUN
cana-2531	266	11	.	.	PUNCT
cana-2531	267	1	recursive	recursive	ADJ
cana-2531	267	2	feature	feature	NOUN
cana-2531	267	3	elimination	elimination	NOUN
cana-2531	267	4	:	:	PUNCT
cana-2531	267	5	the	the	DET
cana-2531	267	6	rfe	rfe	PROPN
cana-2531	267	7	algorithm	algorithm	NOUN
cana-2531	267	8	was	be	AUX
cana-2531	267	9	applied	apply	VERB
cana-2531	267	10	,	,	PUNCT
cana-2531	267	11	and	and	CCONJ
cana-2531	267	12	specific	specific	ADJ
cana-2531	267	13	features	feature	NOUN
cana-2531	267	14	were	be	AUX
cana-2531	267	15	selected	select	VERB
cana-2531	267	16	based	base	VERB
cana-2531	267	17	on	on	ADP
cana-2531	267	18	their	their	PRON
cana-2531	267	19	impact	impact	NOUN
cana-2531	267	20	on	on	ADP
cana-2531	267	21	the	the	DET
cana-2531	267	22	model	model	NOUN
cana-2531	267	23	's	's	PART
cana-2531	267	24	accuracy	accuracy	NOUN
cana-2531	267	25	.	.	PUNCT
cana-2531	268	1	the	the	DET
cana-2531	268	2	details	detail	NOUN
cana-2531	268	3	of	of	ADP
cana-2531	268	4	the	the	DET
cana-2531	268	5	selected	select	VERB
cana-2531	268	6	features	feature	NOUN
cana-2531	268	7	are	be	AUX
cana-2531	268	8	not	not	PART
cana-2531	268	9	provided	provide	VERB
cana-2531	268	10	in	in	ADP
cana-2531	268	11	the	the	DET
cana-2531	268	12	scenario	scenario	NOUN
cana-2531	268	13	.	.	PUNCT
cana-2531	269	1	model	model	NOUN
cana-2531	269	2	evaluation	evaluation	NOUN
cana-2531	269	3	:	:	PUNCT
cana-2531	269	4	the	the	DET
cana-2531	269	5	algorithm	algorithm	NOUN
cana-2531	269	6	performance	performance	NOUN
cana-2531	269	7	evaluation	evaluation	NOUN
cana-2531	269	8	was	be	AUX
cana-2531	269	9	conducted	conduct	VERB
cana-2531	269	10	based	base	VERB
cana-2531	269	11	on	on	ADP
cana-2531	269	12	the	the	DET
cana-2531	269	13	provided	provide	VERB
cana-2531	269	14	criteria	criterion	NOUN
cana-2531	269	15	,	,	PUNCT
cana-2531	269	16	resulting	result	VERB
cana-2531	269	17	in	in	ADP
cana-2531	269	18	a	a	DET
cana-2531	269	19	specific	specific	ADJ
cana-2531	269	20	performance	performance	NOUN
cana-2531	269	21	score	score	NOUN
cana-2531	269	22	.	.	PUNCT
cana-2531	270	1	the	the	DET
cana-2531	270	2	exact	exact	ADJ
cana-2531	270	3	score	score	NOUN
cana-2531	270	4	is	be	AUX
cana-2531	270	5	not	not	PART
cana-2531	270	6	provided	provide	VERB
cana-2531	270	7	in	in	ADP
cana-2531	270	8	the	the	DET
cana-2531	270	9	scenario	scenario	NOUN
cana-2531	270	10	.	.	PUNCT
cana-2531	271	1	hyperparameter	hyperparameter	NOUN
cana-2531	271	2	optimization	optimization	NOUN
cana-2531	271	3	:	:	PUNCT
cana-2531	271	4	optimal	optimal	ADJ
cana-2531	271	5	hyperparameters	hyperparameter	NOUN
cana-2531	271	6	were	be	AUX
cana-2531	271	7	determined	determine	VERB
cana-2531	271	8	using	use	VERB
cana-2531	271	9	grid	grid	NOUN
cana-2531	271	10	search	search	NOUN
cana-2531	271	11	and	and	CCONJ
cana-2531	271	12	randomized	randomize	VERB
cana-2531	271	13	search	search	NOUN
cana-2531	271	14	methods	method	NOUN
cana-2531	271	15	,	,	PUNCT
cana-2531	271	16	enhancing	enhance	VERB
cana-2531	271	17	the	the	DET
cana-2531	271	18	models	model	NOUN
cana-2531	271	19	'	'	PART
cana-2531	271	20	predictive	predictive	ADJ
cana-2531	271	21	accuracy	accuracy	NOUN
cana-2531	271	22	.	.	PUNCT
cana-2531	272	1	the	the	DET
cana-2531	272	2	specific	specific	ADJ
cana-2531	272	3	hyperparameters	hyperparameter	NOUN
cana-2531	272	4	are	be	AUX
cana-2531	272	5	not	not	PART
cana-2531	272	6	provided	provide	VERB
cana-2531	272	7	in	in	ADP
cana-2531	272	8	the	the	DET
cana-2531	272	9	scenario	scenario	NOUN
cana-2531	272	10	.	.	PUNCT
cana-2531	273	1	personalized	personalized	ADJ
cana-2531	273	2	learning	learn	VERB
cana-2531	273	3	paths	path	NOUN
cana-2531	273	4	:	:	PUNCT
cana-2531	273	5	calculations	calculation	NOUN
cana-2531	273	6	were	be	AUX
cana-2531	273	7	made	make	VERB
cana-2531	273	8	for	for	ADP
cana-2531	273	9	personalized	personalized	ADJ
cana-2531	273	10	learning	learning	NOUN
cana-2531	273	11	paths	path	NOUN
cana-2531	273	12	based	base	VERB
cana-2531	273	13	on	on	ADP
cana-2531	273	14	exam	exam	NOUN
cana-2531	273	15	scores	score	NOUN
cana-2531	273	16	,	,	PUNCT
cana-2531	273	17	assignment	assignment	NOUN
cana-2531	273	18	scores	score	NOUN
cana-2531	273	19	,	,	PUNCT
cana-2531	273	20	participation	participation	NOUN
cana-2531	273	21	scores	score	NOUN
cana-2531	273	22	,	,	PUNCT
cana-2531	273	23	sentiment	sentiment	NOUN
cana-2531	273	24	scores	score	NOUN
cana-2531	273	25	,	,	PUNCT
cana-2531	273	26	and	and	CCONJ
cana-2531	273	27	challenge	challenge	NOUN
cana-2531	273	28	scores	score	NOUN
cana-2531	273	29	.	.	PUNCT
cana-2531	274	1	the	the	DET
cana-2531	274	2	personalized	personalized	ADJ
cana-2531	274	3	learning	learning	NOUN
cana-2531	274	4	path	path	NOUN
cana-2531	274	5	scores	score	NOUN
cana-2531	274	6	for	for	SCONJ
cana-2531	274	7	individual	individual	ADJ
cana-2531	274	8	students	student	NOUN
cana-2531	274	9	were	be	AUX
cana-2531	274	10	calculated	calculate	VERB
cana-2531	274	11	,	,	PUNCT
cana-2531	274	12	but	but	CCONJ
cana-2531	274	13	specific	specific	ADJ
cana-2531	274	14	scores	score	NOUN
cana-2531	274	15	are	be	AUX
cana-2531	274	16	not	not	PART
cana-2531	274	17	provided	provide	VERB
cana-2531	274	18	in	in	ADP
cana-2531	274	19	the	the	DET
cana-2531	274	20	scenario	scenario	NOUN
cana-2531	274	21	.	.	PUNCT
cana-2531	275	1	early	early	ADJ
cana-2531	275	2	warning	warning	NOUN
cana-2531	275	3	system	system	NOUN
cana-2531	275	4	:	:	PUNCT
cana-2531	275	5	pattern	pattern	NOUN
cana-2531	275	6	scores	score	NOUN
cana-2531	275	7	indicating	indicate	VERB
cana-2531	275	8	the	the	DET
cana-2531	275	9	similarity	similarity	NOUN
cana-2531	275	10	of	of	ADP
cana-2531	275	11	student	student	NOUN
cana-2531	275	12	behaviour	behaviour	NOUN
cana-2531	275	13	to	to	ADP
cana-2531	275	14	historically	historically	ADV
cana-2531	275	15	unsuccessful	unsuccessful	ADJ
cana-2531	275	16	counterparts	counterpart	NOUN
cana-2531	275	17	were	be	AUX
cana-2531	275	18	calculated	calculate	VERB
cana-2531	275	19	.	.	PUNCT
cana-2531	276	1	the	the	DET
cana-2531	276	2	exact	exact	ADJ
cana-2531	276	3	pattern	pattern	NOUN
cana-2531	276	4	scores	score	NOUN
cana-2531	276	5	are	be	AUX
cana-2531	276	6	not	not	PART
cana-2531	276	7	provided	provide	VERB
cana-2531	276	8	in	in	ADP
cana-2531	276	9	the	the	DET
cana-2531	276	10	scenario	scenario	NOUN
cana-2531	276	11	.	.	PUNCT
cana-2531	277	1	communications	communication	NOUN
cana-2531	277	2	on	on	ADP
cana-2531	277	3	applied	apply	VERB
cana-2531	277	4	nonlinear	nonlinear	ADJ
cana-2531	277	5	analysis	analysis	NOUN
cana-2531	277	6	issn	issn	NOUN
cana-2531	277	7	:	:	PUNCT
cana-2531	277	8	1074	1074	NUM
cana-2531	277	9	-	-	PUNCT
cana-2531	277	10	133x	133x	NUM
cana-2531	277	11	vol	vol	NOUN
cana-2531	277	12	32	32	NUM
cana-2531	277	13	no	no	NOUN
cana-2531	277	14	.	.	PUNCT
cana-2531	278	1	3s	3s	NUM
cana-2531	278	2	(	(	PUNCT
cana-2531	278	3	2025	2025	NUM
cana-2531	278	4	)	)	PUNCT
cana-2531	278	5	41	41	NUM
cana-2531	279	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	279	2	ethical	ethical	ADJ
cana-2531	279	3	considerations	consideration	NOUN
cana-2531	279	4	:	:	PUNCT
cana-2531	279	5	informed	inform	VERB
cana-2531	279	6	consent	consent	NOUN
cana-2531	279	7	and	and	CCONJ
cana-2531	279	8	data	datum	NOUN
cana-2531	279	9	handling	handle	VERB
cana-2531	279	10	privacy	privacy	NOUN
cana-2531	279	11	scores	score	NOUN
cana-2531	279	12	were	be	AUX
cana-2531	279	13	calculated	calculate	VERB
cana-2531	279	14	based	base	VERB
cana-2531	279	15	on	on	ADP
cana-2531	279	16	the	the	DET
cana-2531	279	17	provided	provide	VERB
cana-2531	279	18	criteria	criterion	NOUN
cana-2531	279	19	.	.	PUNCT
cana-2531	280	1	the	the	DET
cana-2531	280	2	exact	exact	ADJ
cana-2531	280	3	scores	score	NOUN
cana-2531	280	4	are	be	AUX
cana-2531	280	5	not	not	PART
cana-2531	280	6	provided	provide	VERB
cana-2531	280	7	in	in	ADP
cana-2531	280	8	the	the	DET
cana-2531	280	9	scenario	scenario	NOUN
cana-2531	280	10	.	.	PUNCT
cana-2531	281	1	5	5	X
cana-2531	281	2	.	.	X
cana-2531	281	3	discussion	discussion	NOUN
cana-2531	281	4	this	this	DET
cana-2531	281	5	research	research	NOUN
cana-2531	281	6	paper	paper	NOUN
cana-2531	281	7	explores	explore	VERB
cana-2531	281	8	the	the	DET
cana-2531	281	9	integration	integration	NOUN
cana-2531	281	10	of	of	ADP
cana-2531	281	11	artificial	artificial	ADJ
cana-2531	281	12	intelligence	intelligence	NOUN
cana-2531	281	13	(	(	PUNCT
cana-2531	281	14	ai	ai	NOUN
cana-2531	281	15	)	)	PUNCT
cana-2531	281	16	in	in	ADP
cana-2531	281	17	higher	high	ADJ
cana-2531	281	18	education	education	NOUN
cana-2531	281	19	and	and	CCONJ
cana-2531	281	20	focuses	focus	VERB
cana-2531	281	21	on	on	ADP
cana-2531	281	22	how	how	SCONJ
cana-2531	281	23	ai	ai	AUX
cana-2531	281	24	can	can	AUX
cana-2531	281	25	address	address	VERB
cana-2531	281	26	inequality	inequality	NOUN
cana-2531	281	27	and	and	CCONJ
cana-2531	281	28	promote	promote	VERB
cana-2531	281	29	inclusion	inclusion	NOUN
cana-2531	281	30	.	.	PUNCT
cana-2531	282	1	the	the	DET
cana-2531	282	2	research	research	NOUN
cana-2531	282	3	revealed	reveal	VERB
cana-2531	282	4	several	several	ADJ
cana-2531	282	5	important	important	ADJ
cana-2531	282	6	issues	issue	NOUN
cana-2531	282	7	:	:	PUNCT
cana-2531	282	8	educational	educational	ADJ
cana-2531	282	9	inequalities	inequality	NOUN
cana-2531	282	10	,	,	PUNCT
cana-2531	282	11	changes	change	NOUN
cana-2531	282	12	in	in	ADP
cana-2531	282	13	traditional	traditional	ADJ
cana-2531	282	14	systems	system	NOUN
cana-2531	282	15	,	,	PUNCT
cana-2531	282	16	ethical	ethical	ADJ
cana-2531	282	17	issues	issue	NOUN
cana-2531	282	18	,	,	PUNCT
cana-2531	282	19	and	and	CCONJ
cana-2531	282	20	the	the	DET
cana-2531	282	21	use	use	NOUN
cana-2531	282	22	of	of	ADP
cana-2531	282	23	ai	ai	NOUN
cana-2531	282	24	-	-	PUNCT
cana-2531	282	25	driven	drive	VERB
cana-2531	282	26	interventions	intervention	NOUN
cana-2531	282	27	.	.	PUNCT
cana-2531	283	1	educational	educational	ADJ
cana-2531	283	2	inequality	inequality	NOUN
cana-2531	283	3	and	and	CCONJ
cana-2531	283	4	political	political	ADJ
cana-2531	283	5	rights	right	NOUN
cana-2531	283	6	despite	despite	SCONJ
cana-2531	283	7	efforts	effort	NOUN
cana-2531	283	8	to	to	PART
cana-2531	283	9	liberalize	liberalize	VERB
cana-2531	283	10	higher	high	ADJ
cana-2531	283	11	education	education	NOUN
cana-2531	283	12	,	,	PUNCT
cana-2531	283	13	major	major	ADJ
cana-2531	283	14	inequality	inequality	NOUN
cana-2531	283	15	still	still	ADV
cana-2531	283	16	exists	exist	VERB
cana-2531	283	17	due	due	ADJ
cana-2531	283	18	to	to	ADP
cana-2531	283	19	economic	economic	ADJ
cana-2531	283	20	barriers	barrier	NOUN
cana-2531	283	21	,	,	PUNCT
cana-2531	283	22	cultural	cultural	ADJ
cana-2531	283	23	differences	difference	NOUN
cana-2531	283	24	,	,	PUNCT
cana-2531	283	25	and	and	CCONJ
cana-2531	283	26	limited	limited	ADJ
cana-2531	283	27	resources	resource	NOUN
cana-2531	283	28	.	.	PUNCT
cana-2531	284	1	the	the	DET
cana-2531	284	2	traditional	traditional	ADJ
cana-2531	284	3	education	education	NOUN
cana-2531	284	4	system	system	NOUN
cana-2531	284	5	is	be	AUX
cana-2531	284	6	often	often	ADV
cana-2531	284	7	characterized	characterize	VERB
cana-2531	284	8	by	by	ADP
cana-2531	284	9	a	a	DET
cana-2531	284	10	one	one	NUM
cana-2531	284	11	-	-	PUNCT
cana-2531	284	12	size	size	NOUN
cana-2531	284	13	-	-	PUNCT
cana-2531	284	14	fits	fit	VERB
cana-2531	284	15	-	-	PUNCT
cana-2531	284	16	all	all	DET
cana-2531	284	17	approach	approach	NOUN
cana-2531	284	18	,	,	PUNCT
cana-2531	284	19	making	make	VERB
cana-2531	284	20	it	it	PRON
cana-2531	284	21	difficult	difficult	ADJ
cana-2531	284	22	to	to	PART
cana-2531	284	23	meet	meet	VERB
cana-2531	284	24	different	different	ADJ
cana-2531	284	25	educational	educational	ADJ
cana-2531	284	26	needs	need	NOUN
cana-2531	284	27	.	.	PUNCT
cana-2531	285	1	these	these	DET
cana-2531	285	2	restrictions	restriction	NOUN
cana-2531	285	3	lead	lead	VERB
cana-2531	285	4	to	to	ADP
cana-2531	285	5	inequality	inequality	NOUN
cana-2531	285	6	,	,	PUNCT
cana-2531	285	7	learning	learn	VERB
cana-2531	285	8	differences	difference	NOUN
cana-2531	285	9	or	or	CCONJ
cana-2531	285	10	language	language	NOUN
cana-2531	285	11	differences	difference	NOUN
cana-2531	285	12	,	,	PUNCT
cana-2531	285	13	especially	especially	ADV
cana-2531	285	14	for	for	ADP
cana-2531	285	15	students	student	NOUN
cana-2531	285	16	with	with	ADP
cana-2531	285	17	disabilities	disability	NOUN
cana-2531	285	18	.	.	PUNCT
cana-2531	286	1	research	research	NOUN
cana-2531	286	2	shows	show	VERB
cana-2531	286	3	the	the	DET
cana-2531	286	4	potential	potential	NOUN
cana-2531	286	5	of	of	ADP
cana-2531	286	6	ai	ai	VERB
cana-2531	286	7	to	to	PART
cana-2531	286	8	address	address	VERB
cana-2531	286	9	these	these	DET
cana-2531	286	10	issues	issue	NOUN
cana-2531	286	11	by	by	ADP
cana-2531	286	12	providing	provide	VERB
cana-2531	286	13	personalized	personalized	ADJ
cana-2531	286	14	learning	learning	NOUN
cana-2531	286	15	that	that	PRON
cana-2531	286	16	is	be	AUX
cana-2531	286	17	tailored	tailor	VERB
cana-2531	286	18	to	to	ADP
cana-2531	286	19	individual	individual	ADJ
cana-2531	286	20	needs	need	NOUN
cana-2531	286	21	and	and	CCONJ
cana-2531	286	22	context	context	NOUN
cana-2531	286	23	.	.	PUNCT
cana-2531	287	1	ai	ai	VERB
cana-2531	287	2	-	-	PUNCT
cana-2531	287	3	powered	power	VERB
cana-2531	287	4	tools	tool	NOUN
cana-2531	287	5	can	can	AUX
cana-2531	287	6	tailor	tailor	VERB
cana-2531	287	7	learning	learn	VERB
cana-2531	287	8	content	content	NOUN
cana-2531	287	9	to	to	PART
cana-2531	287	10	create	create	VERB
cana-2531	287	11	a	a	DET
cana-2531	287	12	more	more	ADV
cana-2531	287	13	engaging	engaging	ADJ
cana-2531	287	14	experience	experience	NOUN
cana-2531	287	15	.	.	PUNCT
cana-2531	288	1	ai	ai	VERB
cana-2531	288	2	integration	integration	NOUN
cana-2531	288	3	and	and	CCONJ
cana-2531	288	4	adaptability	adaptability	NOUN
cana-2531	288	5	this	this	DET
cana-2531	288	6	study	study	NOUN
cana-2531	288	7	highlights	highlight	VERB
cana-2531	288	8	the	the	DET
cana-2531	288	9	promise	promise	NOUN
cana-2531	288	10	of	of	ADP
cana-2531	288	11	ai	ai	VERB
cana-2531	288	12	to	to	PART
cana-2531	288	13	transform	transform	VERB
cana-2531	288	14	learning	learn	VERB
cana-2531	288	15	by	by	ADP
cana-2531	288	16	adapting	adapt	VERB
cana-2531	288	17	to	to	ADP
cana-2531	288	18	different	different	ADJ
cana-2531	288	19	learning	learning	NOUN
cana-2531	288	20	styles	style	NOUN
cana-2531	288	21	and	and	CCONJ
cana-2531	288	22	providing	provide	VERB
cana-2531	288	23	personalized	personalized	ADJ
cana-2531	288	24	support	support	NOUN
cana-2531	288	25	.	.	PUNCT
cana-2531	289	1	technological	technological	ADJ
cana-2531	289	2	tools	tool	NOUN
cana-2531	289	3	such	such	ADJ
cana-2531	289	4	as	as	ADP
cana-2531	289	5	adaptive	adaptive	ADJ
cana-2531	289	6	learning	learning	NOUN
cana-2531	289	7	and	and	CCONJ
cana-2531	289	8	natural	natural	ADJ
cana-2531	289	9	language	language	NOUN
cana-2531	289	10	processing	processing	NOUN
cana-2531	289	11	tools	tool	NOUN
cana-2531	289	12	can	can	AUX
cana-2531	289	13	bridge	bridge	VERB
cana-2531	289	14	the	the	DET
cana-2531	289	15	gap	gap	NOUN
cana-2531	289	16	with	with	ADP
cana-2531	289	17	traditional	traditional	ADJ
cana-2531	289	18	methods	method	NOUN
cana-2531	289	19	and	and	CCONJ
cana-2531	289	20	make	make	VERB
cana-2531	289	21	learning	learn	VERB
cana-2531	289	22	more	more	ADV
cana-2531	289	23	intuitive	intuitive	ADJ
cana-2531	289	24	and	and	CCONJ
cana-2531	289	25	immersive	immersive	ADJ
cana-2531	289	26	.	.	PUNCT
cana-2531	290	1	ai	ai	VERB
cana-2531	290	2	’s	’s	PART
cana-2531	290	3	ability	ability	NOUN
cana-2531	290	4	to	to	PART
cana-2531	290	5	analyse	analyse	VERB
cana-2531	290	6	big	big	ADJ
cana-2531	290	7	data	datum	NOUN
cana-2531	290	8	can	can	AUX
cana-2531	290	9	create	create	VERB
cana-2531	290	10	personalized	personalized	ADJ
cana-2531	290	11	learning	learn	VERB
cana-2531	290	12	opportunities	opportunity	NOUN
cana-2531	290	13	that	that	PRON
cana-2531	290	14	keep	keep	VERB
cana-2531	290	15	students	student	NOUN
cana-2531	290	16	engaged	engaged	ADJ
cana-2531	290	17	and	and	CCONJ
cana-2531	290	18	productive	productive	ADJ
cana-2531	290	19	.	.	PUNCT
cana-2531	291	1	however	however	ADV
cana-2531	291	2	,	,	PUNCT
cana-2531	291	3	the	the	DET
cana-2531	291	4	successful	successful	ADJ
cana-2531	291	5	integration	integration	NOUN
cana-2531	291	6	of	of	ADP
cana-2531	291	7	ai	ai	VERB
cana-2531	291	8	into	into	ADP
cana-2531	291	9	higher	high	ADJ
cana-2531	291	10	education	education	NOUN
cana-2531	291	11	depends	depend	VERB
cana-2531	291	12	on	on	ADP
cana-2531	291	13	the	the	DET
cana-2531	291	14	effective	effective	ADJ
cana-2531	291	15	use	use	NOUN
cana-2531	291	16	of	of	ADP
cana-2531	291	17	this	this	DET
cana-2531	291	18	technology	technology	NOUN
cana-2531	291	19	,	,	PUNCT
cana-2531	291	20	and	and	CCONJ
cana-2531	291	21	the	the	DET
cana-2531	291	22	integration	integration	NOUN
cana-2531	291	23	of	of	ADP
cana-2531	291	24	ai	ai	ADJ
cana-2531	291	25	-	-	PUNCT
cana-2531	291	26	focused	focused	ADJ
cana-2531	291	27	ideas	idea	NOUN
cana-2531	291	28	with	with	ADP
cana-2531	291	29	theories	theory	NOUN
cana-2531	291	30	is	be	AUX
cana-2531	291	31	unique	unique	ADJ
cana-2531	291	32	across	across	ADP
cana-2531	291	33	diverse	diverse	ADJ
cana-2531	291	34	groups	group	NOUN
cana-2531	291	35	of	of	ADP
cana-2531	291	36	people	people	NOUN
cana-2531	291	37	.	.	PUNCT
cana-2531	292	1	moral	moral	ADJ
cana-2531	292	2	judgment	judgment	NOUN
cana-2531	292	3	an	an	DET
cana-2531	292	4	important	important	ADJ
cana-2531	292	5	aspect	aspect	NOUN
cana-2531	292	6	of	of	ADP
cana-2531	292	7	the	the	DET
cana-2531	292	8	research	research	NOUN
cana-2531	292	9	is	be	AUX
cana-2531	292	10	the	the	DET
cana-2531	292	11	assessment	assessment	NOUN
cana-2531	292	12	of	of	ADP
cana-2531	292	13	moral	moral	ADJ
cana-2531	292	14	judgment	judgment	NOUN
cana-2531	292	15	related	relate	VERB
cana-2531	292	16	to	to	ADP
cana-2531	292	17	academic	academic	ADJ
cana-2531	292	18	skills	skill	NOUN
cana-2531	292	19	.	.	PUNCT
cana-2531	293	1	potential	potential	ADJ
cana-2531	293	2	algorithmic	algorithmic	ADJ
cana-2531	293	3	biases	bias	NOUN
cana-2531	293	4	,	,	PUNCT
cana-2531	293	5	data	datum	NOUN
cana-2531	293	6	privacy	privacy	NOUN
cana-2531	293	7	concerns	concern	NOUN
cana-2531	293	8	,	,	PUNCT
cana-2531	293	9	and	and	CCONJ
cana-2531	293	10	the	the	DET
cana-2531	293	11	resulting	result	VERB
cana-2531	293	12	existing	exist	VERB
cana-2531	293	13	inequalities	inequality	NOUN
cana-2531	293	14	pose	pose	VERB
cana-2531	293	15	serious	serious	ADJ
cana-2531	293	16	problems	problem	NOUN
cana-2531	293	17	.	.	PUNCT
cana-2531	294	1	this	this	DET
cana-2531	294	2	study	study	NOUN
cana-2531	294	3	suggests	suggest	VERB
cana-2531	294	4	guidelines	guideline	NOUN
cana-2531	294	5	for	for	ADP
cana-2531	294	6	addressing	address	VERB
cana-2531	294	7	ethical	ethical	ADJ
cana-2531	294	8	issues	issue	NOUN
cana-2531	294	9	and	and	CCONJ
cana-2531	294	10	ensuring	ensure	VERB
cana-2531	294	11	that	that	SCONJ
cana-2531	294	12	ai	ai	VERB
cana-2531	294	13	technology	technology	NOUN
cana-2531	294	14	promotes	promote	VERB
cana-2531	294	15	fairness	fairness	NOUN
cana-2531	294	16	and	and	CCONJ
cana-2531	294	17	does	do	AUX
cana-2531	294	18	not	not	PART
cana-2531	294	19	lead	lead	VERB
cana-2531	294	20	to	to	ADP
cana-2531	294	21	greater	great	ADJ
cana-2531	294	22	divisions	division	NOUN
cana-2531	294	23	.	.	PUNCT
cana-2531	295	1	this	this	DET
cana-2531	295	2	study	study	NOUN
cana-2531	295	3	highlights	highlight	VERB
cana-2531	295	4	the	the	DET
cana-2531	295	5	importance	importance	NOUN
cana-2531	295	6	of	of	ADP
cana-2531	295	7	transparency	transparency	NOUN
cana-2531	295	8	,	,	PUNCT
cana-2531	295	9	accountability	accountability	NOUN
cana-2531	295	10	,	,	PUNCT
cana-2531	295	11	and	and	CCONJ
cana-2531	295	12	adherence	adherence	NOUN
cana-2531	295	13	to	to	ADP
cana-2531	295	14	ethical	ethical	ADJ
cana-2531	295	15	standards	standard	NOUN
cana-2531	295	16	to	to	PART
cana-2531	295	17	mitigate	mitigate	VERB
cana-2531	295	18	these	these	DET
cana-2531	295	19	risks	risk	NOUN
cana-2531	295	20	and	and	CCONJ
cana-2531	295	21	increase	increase	VERB
cana-2531	295	22	trust	trust	NOUN
cana-2531	295	23	in	in	ADP
cana-2531	295	24	ai	ai	PROPN
cana-2531	295	25	applications	application	NOUN
cana-2531	295	26	.	.	PUNCT
cana-2531	296	1	ai	ai	VERB
cana-2531	296	2	-	-	PUNCT
cana-2531	296	3	driven	drive	VERB
cana-2531	296	4	interventions	intervention	NOUN
cana-2531	296	5	and	and	CCONJ
cana-2531	296	6	best	good	ADJ
cana-2531	296	7	practices	practice	NOUN
cana-2531	296	8	this	this	DET
cana-2531	296	9	article	article	NOUN
cana-2531	296	10	discusses	discuss	VERB
cana-2531	296	11	several	several	ADJ
cana-2531	296	12	ai	ai	ADJ
cana-2531	296	13	-	-	PUNCT
cana-2531	296	14	driven	drive	VERB
cana-2531	296	15	interventions	intervention	NOUN
cana-2531	296	16	that	that	PRON
cana-2531	296	17	have	have	AUX
cana-2531	296	18	been	be	AUX
cana-2531	296	19	shown	show	VERB
cana-2531	296	20	to	to	PART
cana-2531	296	21	improve	improve	VERB
cana-2531	296	22	participation	participation	NOUN
cana-2531	296	23	and	and	CCONJ
cana-2531	296	24	equity	equity	NOUN
cana-2531	296	25	in	in	ADP
cana-2531	296	26	education	education	NOUN
cana-2531	296	27	,	,	PUNCT
cana-2531	296	28	such	such	ADJ
cana-2531	296	29	as	as	ADP
cana-2531	296	30	self	self	NOUN
cana-2531	296	31	-	-	PUNCT
cana-2531	296	32	directed	direct	VERB
cana-2531	296	33	learning	learning	NOUN
cana-2531	296	34	approaches	approach	NOUN
cana-2531	296	35	and	and	CCONJ
cana-2531	296	36	early	early	ADJ
cana-2531	296	37	warning	warning	NOUN
cana-2531	296	38	systems	system	NOUN
cana-2531	296	39	.	.	PUNCT
cana-2531	297	1	these	these	DET
cana-2531	297	2	interventions	intervention	NOUN
cana-2531	297	3	use	use	VERB
cana-2531	297	4	ai	ai	VERB
cana-2531	297	5	to	to	PART
cana-2531	297	6	identify	identify	VERB
cana-2531	297	7	at	at	ADP
cana-2531	297	8	-	-	PUNCT
cana-2531	297	9	risk	risk	NOUN
cana-2531	297	10	students	student	NOUN
cana-2531	297	11	,	,	PUNCT
cana-2531	297	12	provide	provide	VERB
cana-2531	297	13	support	support	NOUN
cana-2531	297	14	,	,	PUNCT
cana-2531	297	15	and	and	CCONJ
cana-2531	297	16	optimize	optimize	NOUN
cana-2531	297	17	learning	learning	NOUN
cana-2531	297	18	based	base	VERB
cana-2531	297	19	on	on	ADP
cana-2531	297	20	individual	individual	ADJ
cana-2531	297	21	needs	need	NOUN
cana-2531	297	22	.	.	PUNCT
cana-2531	298	1	the	the	DET
cana-2531	298	2	research	research	NOUN
cana-2531	298	3	provides	provide	VERB
cana-2531	298	4	insight	insight	NOUN
cana-2531	298	5	into	into	ADP
cana-2531	298	6	the	the	DET
cana-2531	298	7	effective	effective	ADJ
cana-2531	298	8	use	use	NOUN
cana-2531	298	9	of	of	ADP
cana-2531	298	10	ai	ai	NOUN
cana-2531	298	11	by	by	ADP
cana-2531	298	12	highlighting	highlight	VERB
cana-2531	298	13	case	case	NOUN
cana-2531	298	14	studies	study	NOUN
cana-2531	298	15	and	and	CCONJ
cana-2531	298	16	best	good	ADJ
cana-2531	298	17	practices	practice	NOUN
cana-2531	298	18	.	.	PUNCT
cana-2531	299	1	however	however	ADV
cana-2531	299	2	,	,	PUNCT
cana-2531	299	3	it	it	PRON
cana-2531	299	4	is	be	AUX
cana-2531	299	5	acknowledged	acknowledge	VERB
cana-2531	299	6	that	that	SCONJ
cana-2531	299	7	more	more	ADJ
cana-2531	299	8	research	research	NOUN
cana-2531	299	9	is	be	AUX
cana-2531	299	10	needed	need	VERB
cana-2531	299	11	to	to	PART
cana-2531	299	12	refine	refine	VERB
cana-2531	299	13	these	these	DET
cana-2531	299	14	interventions	intervention	NOUN
cana-2531	299	15	and	and	CCONJ
cana-2531	299	16	evaluate	evaluate	VERB
cana-2531	299	17	their	their	PRON
cana-2531	299	18	long	long	ADJ
cana-2531	299	19	-	-	PUNCT
cana-2531	299	20	term	term	NOUN
cana-2531	299	21	impact	impact	NOUN
cana-2531	299	22	on	on	ADP
cana-2531	299	23	academic	academic	ADJ
cana-2531	299	24	outcomes	outcome	NOUN
cana-2531	299	25	.	.	PUNCT
cana-2531	300	1	future	future	ADJ
cana-2531	300	2	prospects	prospect	NOUN
cana-2531	300	3	and	and	CCONJ
cana-2531	300	4	policy	policy	NOUN
cana-2531	300	5	recommendations	recommendation	NOUN
cana-2531	300	6	looking	look	VERB
cana-2531	300	7	ahead	ahead	ADV
cana-2531	300	8	,	,	PUNCT
cana-2531	300	9	this	this	DET
cana-2531	300	10	study	study	NOUN
cana-2531	300	11	illustrates	illustrate	VERB
cana-2531	300	12	the	the	DET
cana-2531	300	13	future	future	ADJ
cana-2531	300	14	prospects	prospect	NOUN
cana-2531	300	15	for	for	ADP
cana-2531	300	16	ai	ai	VERB
cana-2531	300	17	in	in	ADP
cana-2531	300	18	higher	high	ADJ
cana-2531	300	19	education	education	NOUN
cana-2531	300	20	,	,	PUNCT
cana-2531	300	21	including	include	VERB
cana-2531	300	22	new	new	ADJ
cana-2531	300	23	outcomes	outcome	NOUN
cana-2531	300	24	and	and	CCONJ
cana-2531	300	25	new	new	ADJ
cana-2531	300	26	models	model	NOUN
cana-2531	300	27	that	that	PRON
cana-2531	300	28	could	could	AUX
cana-2531	300	29	further	far	ADV
cana-2531	300	30	enhance	enhance	VERB
cana-2531	300	31	equity	equity	NOUN
cana-2531	300	32	and	and	CCONJ
cana-2531	300	33	inclusion	inclusion	NOUN
cana-2531	300	34	,	,	PUNCT
cana-2531	300	35	including	include	VERB
cana-2531	300	36	technology	technology	NOUN
cana-2531	300	37	.	.	PUNCT
cana-2531	301	1	this	this	DET
cana-2531	301	2	document	document	NOUN
cana-2531	301	3	provides	provide	VERB
cana-2531	301	4	policy	policy	NOUN
cana-2531	301	5	recommendations	recommendation	NOUN
cana-2531	301	6	to	to	PART
cana-2531	301	7	promote	promote	VERB
cana-2531	301	8	the	the	DET
cana-2531	301	9	ethical	ethical	ADJ
cana-2531	301	10	and	and	CCONJ
cana-2531	301	11	productive	productive	ADJ
cana-2531	301	12	use	use	NOUN
cana-2531	301	13	of	of	ADP
cana-2531	301	14	intellectual	intellectual	ADJ
cana-2531	301	15	property	property	NOUN
cana-2531	301	16	.	.	PUNCT
cana-2531	302	1	these	these	PRON
cana-2531	302	2	include	include	VERB
cana-2531	302	3	creating	create	VERB
cana-2531	302	4	regulatory	regulatory	ADJ
cana-2531	302	5	frameworks	framework	NOUN
cana-2531	302	6	,	,	PUNCT
cana-2531	302	7	providing	provide	VERB
cana-2531	302	8	funding	funding	NOUN
cana-2531	302	9	,	,	PUNCT
cana-2531	302	10	and	and	CCONJ
cana-2531	302	11	creating	create	VERB
cana-2531	302	12	support	support	NOUN
cana-2531	302	13	structures	structure	NOUN
cana-2531	302	14	for	for	ADP
cana-2531	302	15	ai	ai	PROPN
cana-2531	302	16	integration	integration	NOUN
cana-2531	302	17	.	.	PUNCT
cana-2531	303	1	the	the	DET
cana-2531	303	2	goal	goal	NOUN
cana-2531	303	3	is	be	AUX
cana-2531	303	4	to	to	PART
cana-2531	303	5	create	create	VERB
cana-2531	303	6	an	an	DET
cana-2531	303	7	environment	environment	NOUN
cana-2531	303	8	where	where	SCONJ
cana-2531	303	9	ai	ai	NOUN
cana-2531	303	10	can	can	AUX
cana-2531	303	11	contribute	contribute	VERB
cana-2531	303	12	to	to	ADP
cana-2531	303	13	equitable	equitable	ADJ
cana-2531	303	14	communications	communication	NOUN
cana-2531	303	15	on	on	ADP
cana-2531	303	16	applied	apply	VERB
cana-2531	303	17	nonlinear	nonlinear	ADJ
cana-2531	303	18	analysis	analysis	NOUN
cana-2531	303	19	issn	issn	NOUN
cana-2531	303	20	:	:	PUNCT
cana-2531	303	21	1074	1074	NUM
cana-2531	303	22	-	-	PUNCT
cana-2531	303	23	133x	133x	NUM
cana-2531	303	24	vol	vol	NOUN
cana-2531	303	25	32	32	NUM
cana-2531	303	26	no	no	NOUN
cana-2531	303	27	.	.	PUNCT
cana-2531	304	1	3s	3s	NUM
cana-2531	304	2	(	(	PUNCT
cana-2531	304	3	2025	2025	NUM
cana-2531	304	4	)	)	PUNCT
cana-2531	304	5	42	42	NUM
cana-2531	304	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	304	7	and	and	CCONJ
cana-2531	304	8	inclusive	inclusive	ADJ
cana-2531	304	9	education	education	NOUN
cana-2531	304	10	.	.	PUNCT
cana-2531	305	1	while	while	SCONJ
cana-2531	305	2	the	the	DET
cana-2531	305	3	practical	practical	ADJ
cana-2531	305	4	implications	implication	NOUN
cana-2531	305	5	are	be	AUX
cana-2531	305	6	important	important	ADJ
cana-2531	305	7	,	,	PUNCT
cana-2531	305	8	careful	careful	ADJ
cana-2531	305	9	consideration	consideration	NOUN
cana-2531	305	10	of	of	ADP
cana-2531	305	11	the	the	DET
cana-2531	305	12	ethical	ethical	ADJ
cana-2531	305	13	implications	implication	NOUN
cana-2531	305	14	and	and	CCONJ
cana-2531	305	15	practical	practical	ADJ
cana-2531	305	16	considerations	consideration	NOUN
cana-2531	305	17	is	be	AUX
cana-2531	305	18	essential	essential	ADJ
cana-2531	305	19	to	to	ADP
cana-2531	305	20	realizing	realize	VERB
cana-2531	305	21	the	the	DET
cana-2531	305	22	full	full	ADJ
cana-2531	305	23	potential	potential	NOUN
cana-2531	305	24	of	of	ADP
cana-2531	305	25	intelligently	intelligently	ADV
cana-2531	305	26	creating	create	VERB
cana-2531	305	27	an	an	DET
cana-2531	305	28	equitable	equitable	ADJ
cana-2531	305	29	education	education	NOUN
cana-2531	305	30	.	.	PUNCT
cana-2531	306	1	6	6	X
cana-2531	306	2	.	.	X
cana-2531	306	3	conclusion	conclusion	NOUN
cana-2531	306	4	in	in	ADP
cana-2531	306	5	the	the	DET
cana-2531	306	6	rapidly	rapidly	ADV
cana-2531	306	7	evolving	evolve	VERB
cana-2531	306	8	landscape	landscape	NOUN
cana-2531	306	9	of	of	ADP
cana-2531	306	10	higher	high	ADJ
cana-2531	306	11	education	education	NOUN
cana-2531	306	12	,	,	PUNCT
cana-2531	306	13	harnessing	harness	VERB
cana-2531	306	14	the	the	DET
cana-2531	306	15	power	power	NOUN
cana-2531	306	16	of	of	ADP
cana-2531	306	17	artificial	artificial	ADJ
cana-2531	306	18	intelligence	intelligence	NOUN
cana-2531	306	19	(	(	PUNCT
cana-2531	306	20	ai	ai	PROPN
cana-2531	306	21	)	)	PUNCT
cana-2531	306	22	stands	stand	VERB
cana-2531	306	23	as	as	ADP
cana-2531	306	24	a	a	DET
cana-2531	306	25	transformative	transformative	ADJ
cana-2531	306	26	imperative	imperative	NOUN
cana-2531	306	27	.	.	PUNCT
cana-2531	307	1	this	this	DET
cana-2531	307	2	research	research	NOUN
cana-2531	307	3	illuminates	illuminate	VERB
cana-2531	307	4	the	the	DET
cana-2531	307	5	pressing	press	VERB
cana-2531	307	6	need	need	NOUN
cana-2531	307	7	to	to	PART
cana-2531	307	8	bridge	bridge	VERB
cana-2531	307	9	existing	exist	VERB
cana-2531	307	10	disparities	disparity	NOUN
cana-2531	307	11	in	in	ADP
cana-2531	307	12	education	education	NOUN
cana-2531	307	13	,	,	PUNCT
cana-2531	307	14	emphasizing	emphasize	VERB
cana-2531	307	15	the	the	DET
cana-2531	307	16	pivotal	pivotal	ADJ
cana-2531	307	17	role	role	NOUN
cana-2531	307	18	ai	ai	VERB
cana-2531	307	19	plays	play	NOUN
cana-2531	307	20	in	in	ADP
cana-2531	307	21	fostering	foster	VERB
cana-2531	307	22	equity	equity	NOUN
cana-2531	307	23	and	and	CCONJ
cana-2531	307	24	inclusivity	inclusivity	NOUN
cana-2531	307	25	.	.	PUNCT
cana-2531	308	1	through	through	ADP
cana-2531	308	2	a	a	DET
cana-2531	308	3	meticulous	meticulous	ADJ
cana-2531	308	4	examination	examination	NOUN
cana-2531	308	5	of	of	ADP
cana-2531	308	6	educational	educational	ADJ
cana-2531	308	7	inequalities	inequality	NOUN
cana-2531	308	8	,	,	PUNCT
cana-2531	308	9	ai	ai	VERB
cana-2531	308	10	integration	integration	NOUN
cana-2531	308	11	strategies	strategy	NOUN
cana-2531	308	12	,	,	PUNCT
cana-2531	308	13	ethical	ethical	ADJ
cana-2531	308	14	considerations	consideration	NOUN
cana-2531	308	15	,	,	PUNCT
cana-2531	308	16	best	good	ADJ
cana-2531	308	17	practices	practice	NOUN
cana-2531	308	18	,	,	PUNCT
cana-2531	308	19	and	and	CCONJ
cana-2531	308	20	policy	policy	NOUN
cana-2531	308	21	recommendations	recommendation	NOUN
cana-2531	308	22	,	,	PUNCT
cana-2531	308	23	this	this	DET
cana-2531	308	24	paper	paper	NOUN
cana-2531	308	25	underscores	underscore	VERB
cana-2531	308	26	that	that	SCONJ
cana-2531	308	27	aidriven	aidriven	ADJ
cana-2531	308	28	initiatives	initiative	NOUN
cana-2531	308	29	have	have	VERB
cana-2531	308	30	the	the	DET
cana-2531	308	31	potential	potential	NOUN
cana-2531	308	32	to	to	PART
cana-2531	308	33	revolutionize	revolutionize	VERB
cana-2531	308	34	learning	learning	NOUN
cana-2531	308	35	systems	system	NOUN
cana-2531	308	36	.	.	PUNCT
cana-2531	309	1	however	however	ADV
cana-2531	309	2	,	,	PUNCT
cana-2531	309	3	it	it	PRON
cana-2531	309	4	is	be	AUX
cana-2531	309	5	paramount	paramount	ADJ
cana-2531	309	6	to	to	PART
cana-2531	309	7	tread	tread	VERB
cana-2531	309	8	cautiously	cautiously	ADV
cana-2531	309	9	,	,	PUNCT
cana-2531	309	10	addressing	address	VERB
cana-2531	309	11	ethical	ethical	ADJ
cana-2531	309	12	challenges	challenge	NOUN
cana-2531	309	13	and	and	CCONJ
cana-2531	309	14	ensuring	ensure	VERB
cana-2531	309	15	that	that	SCONJ
cana-2531	309	16	the	the	DET
cana-2531	309	17	promise	promise	NOUN
cana-2531	309	18	of	of	ADP
cana-2531	309	19	ai	ai	NOUN
cana-2531	309	20	is	be	AUX
cana-2531	309	21	realized	realize	VERB
cana-2531	309	22	without	without	ADP
cana-2531	309	23	deepening	deepen	VERB
cana-2531	309	24	existing	exist	VERB
cana-2531	309	25	societal	societal	ADJ
cana-2531	309	26	divides	divide	NOUN
cana-2531	309	27	.	.	PUNCT
cana-2531	310	1	the	the	DET
cana-2531	310	2	synthesis	synthesis	NOUN
cana-2531	310	3	of	of	ADP
cana-2531	310	4	this	this	DET
cana-2531	310	5	research	research	NOUN
cana-2531	310	6	highlights	highlight	NOUN
cana-2531	310	7	that	that	PRON
cana-2531	310	8	,	,	PUNCT
cana-2531	310	9	with	with	ADP
cana-2531	310	10	responsible	responsible	ADJ
cana-2531	310	11	implementation	implementation	NOUN
cana-2531	310	12	and	and	CCONJ
cana-2531	310	13	thoughtful	thoughtful	ADJ
cana-2531	310	14	policies	policy	NOUN
cana-2531	310	15	,	,	PUNCT
cana-2531	310	16	ai	ai	VERB
cana-2531	310	17	can	can	AUX
cana-2531	310	18	pave	pave	VERB
cana-2531	310	19	the	the	DET
cana-2531	310	20	way	way	NOUN
cana-2531	310	21	for	for	ADP
cana-2531	310	22	a	a	DET
cana-2531	310	23	future	future	NOUN
cana-2531	310	24	where	where	SCONJ
cana-2531	310	25	higher	high	ADJ
cana-2531	310	26	education	education	NOUN
cana-2531	310	27	is	be	AUX
cana-2531	310	28	genuinely	genuinely	ADV
cana-2531	310	29	accessible	accessible	ADJ
cana-2531	310	30	to	to	ADP
cana-2531	310	31	every	every	DET
cana-2531	310	32	student	student	NOUN
cana-2531	310	33	,	,	PUNCT
cana-2531	310	34	regardless	regardless	ADV
cana-2531	310	35	of	of	ADP
cana-2531	310	36	their	their	PRON
cana-2531	310	37	background	background	NOUN
cana-2531	310	38	,	,	PUNCT
cana-2531	310	39	thereby	thereby	ADV
cana-2531	310	40	propelling	propel	VERB
cana-2531	310	41	society	society	NOUN
cana-2531	310	42	toward	toward	ADP
cana-2531	310	43	a	a	DET
cana-2531	310	44	more	more	ADV
cana-2531	310	45	equitable	equitable	ADJ
cana-2531	310	46	and	and	CCONJ
cana-2531	310	47	inclusive	inclusive	ADJ
cana-2531	310	48	future	future	NOUN
cana-2531	310	49	.	.	PUNCT
cana-2531	311	1	as	as	SCONJ
cana-2531	311	2	we	we	PRON
cana-2531	311	3	stand	stand	VERB
cana-2531	311	4	on	on	ADP
cana-2531	311	5	the	the	DET
cana-2531	311	6	cusp	cusp	NOUN
cana-2531	311	7	of	of	ADP
cana-2531	311	8	this	this	DET
cana-2531	311	9	educational	educational	ADJ
cana-2531	311	10	revolution	revolution	NOUN
cana-2531	311	11	,	,	PUNCT
cana-2531	311	12	it	it	PRON
cana-2531	311	13	is	be	AUX
cana-2531	311	14	our	our	PRON
cana-2531	311	15	collective	collective	ADJ
cana-2531	311	16	responsibility	responsibility	NOUN
cana-2531	311	17	to	to	PART
cana-2531	311	18	steer	steer	VERB
cana-2531	311	19	this	this	DET
cana-2531	311	20	transformative	transformative	ADJ
cana-2531	311	21	power	power	NOUN
cana-2531	311	22	toward	toward	ADP
cana-2531	311	23	a	a	DET
cana-2531	311	24	future	future	NOUN
cana-2531	311	25	where	where	SCONJ
cana-2531	311	26	education	education	NOUN
cana-2531	311	27	truly	truly	ADV
cana-2531	311	28	knows	know	VERB
cana-2531	311	29	no	no	DET
cana-2531	311	30	bounds	bound	NOUN
cana-2531	311	31	.	.	PUNCT
cana-2531	312	1	6.1	6.1	NUM
cana-2531	312	2	.	.	PUNCT
cana-2531	313	1	future	future	ADJ
cana-2531	313	2	research	research	NOUN
cana-2531	313	3	directions	direction	NOUN
cana-2531	313	4	moving	move	VERB
cana-2531	313	5	forward	forward	ADV
cana-2531	313	6	,	,	PUNCT
cana-2531	313	7	future	future	ADJ
cana-2531	313	8	research	research	NOUN
cana-2531	313	9	in	in	ADP
cana-2531	313	10	the	the	DET
cana-2531	313	11	realm	realm	NOUN
cana-2531	313	12	of	of	ADP
cana-2531	313	13	using	use	VERB
cana-2531	313	14	ai	ai	VERB
cana-2531	313	15	to	to	PART
cana-2531	313	16	create	create	VERB
cana-2531	313	17	more	more	ADV
cana-2531	313	18	equitable	equitable	ADJ
cana-2531	313	19	and	and	CCONJ
cana-2531	313	20	inclusive	inclusive	ADJ
cana-2531	313	21	higher	high	ADJ
cana-2531	313	22	education	education	NOUN
cana-2531	313	23	learning	learn	VERB
cana-2531	313	24	systems	system	NOUN
cana-2531	313	25	should	should	AUX
cana-2531	313	26	focus	focus	VERB
cana-2531	313	27	on	on	ADP
cana-2531	313	28	continuous	continuous	ADJ
cana-2531	313	29	advancements	advancement	NOUN
cana-2531	313	30	in	in	ADP
cana-2531	313	31	ai	ai	PROPN
cana-2531	313	32	technologies	technology	NOUN
cana-2531	313	33	.	.	PUNCT
cana-2531	314	1	this	this	PRON
cana-2531	314	2	includes	include	VERB
cana-2531	314	3	the	the	DET
cana-2531	314	4	development	development	NOUN
cana-2531	314	5	of	of	ADP
cana-2531	314	6	ai	ai	ADJ
cana-2531	314	7	tools	tool	NOUN
cana-2531	314	8	that	that	PRON
cana-2531	314	9	can	can	AUX
cana-2531	314	10	address	address	VERB
cana-2531	314	11	specific	specific	ADJ
cana-2531	314	12	learning	learning	NOUN
cana-2531	314	13	challenges	challenge	NOUN
cana-2531	314	14	faced	face	VERB
cana-2531	314	15	by	by	ADP
cana-2531	314	16	marginalized	marginalized	ADJ
cana-2531	314	17	communities	community	NOUN
cana-2531	314	18	,	,	PUNCT
cana-2531	314	19	such	such	ADJ
cana-2531	314	20	as	as	ADP
cana-2531	314	21	personalized	personalized	ADJ
cana-2531	314	22	interventions	intervention	NOUN
cana-2531	314	23	for	for	ADP
cana-2531	314	24	students	student	NOUN
cana-2531	314	25	with	with	ADP
cana-2531	314	26	disabilities	disability	NOUN
cana-2531	314	27	and	and	CCONJ
cana-2531	314	28	language	language	NOUN
cana-2531	314	29	-	-	PUNCT
cana-2531	314	30	specific	specific	ADJ
cana-2531	314	31	adaptive	adaptive	ADJ
cana-2531	314	32	learning	learning	NOUN
cana-2531	314	33	platforms	platform	NOUN
cana-2531	314	34	.	.	PUNCT
cana-2531	315	1	additionally	additionally	ADV
cana-2531	315	2	,	,	PUNCT
cana-2531	315	3	exploring	explore	VERB
cana-2531	315	4	innovative	innovative	ADJ
cana-2531	315	5	approaches	approach	NOUN
cana-2531	315	6	to	to	PART
cana-2531	315	7	mitigate	mitigate	VERB
cana-2531	315	8	algorithmic	algorithmic	ADJ
cana-2531	315	9	biases	bias	NOUN
cana-2531	315	10	and	and	CCONJ
cana-2531	315	11	enhance	enhance	VERB
cana-2531	315	12	the	the	DET
cana-2531	315	13	transparency	transparency	NOUN
cana-2531	315	14	of	of	ADP
cana-2531	315	15	ai	ai	PROPN
cana-2531	315	16	algorithms	algorithms	NOUN
cana-2531	315	17	is	be	AUX
cana-2531	315	18	crucial	crucial	ADJ
cana-2531	315	19	.	.	PUNCT
cana-2531	316	1	longitudinal	longitudinal	ADJ
cana-2531	316	2	studies	study	NOUN
cana-2531	316	3	are	be	AUX
cana-2531	316	4	necessary	necessary	ADJ
cana-2531	316	5	to	to	PART
cana-2531	316	6	assess	assess	VERB
cana-2531	316	7	the	the	DET
cana-2531	316	8	sustained	sustained	ADJ
cana-2531	316	9	impact	impact	NOUN
cana-2531	316	10	of	of	ADP
cana-2531	316	11	ai	ai	ADJ
cana-2531	316	12	interventions	intervention	NOUN
cana-2531	316	13	on	on	ADP
cana-2531	316	14	underprivileged	underprivileged	ADJ
cana-2531	316	15	student	student	NOUN
cana-2531	316	16	populations	population	NOUN
cana-2531	316	17	,	,	PUNCT
cana-2531	316	18	tracking	track	VERB
cana-2531	316	19	their	their	PRON
cana-2531	316	20	academic	academic	ADJ
cana-2531	316	21	trajectories	trajectory	NOUN
cana-2531	316	22	and	and	CCONJ
cana-2531	316	23	identifying	identify	VERB
cana-2531	316	24	areas	area	NOUN
cana-2531	316	25	for	for	ADP
cana-2531	316	26	improvement	improvement	NOUN
cana-2531	316	27	.	.	PUNCT
cana-2531	317	1	furthermore	furthermore	ADV
cana-2531	317	2	,	,	PUNCT
cana-2531	317	3	research	research	NOUN
cana-2531	317	4	should	should	AUX
cana-2531	317	5	delve	delve	VERB
cana-2531	317	6	into	into	ADP
cana-2531	317	7	the	the	DET
cana-2531	317	8	integration	integration	NOUN
cana-2531	317	9	of	of	ADP
cana-2531	317	10	emerging	emerge	VERB
cana-2531	317	11	technologies	technology	NOUN
cana-2531	317	12	like	like	ADP
cana-2531	317	13	augmented	augment	VERB
cana-2531	317	14	and	and	CCONJ
cana-2531	317	15	virtual	virtual	ADJ
cana-2531	317	16	reality	reality	NOUN
cana-2531	317	17	to	to	PART
cana-2531	317	18	create	create	VERB
cana-2531	317	19	immersive	immersive	NOUN
cana-2531	317	20	and	and	CCONJ
cana-2531	317	21	universally	universally	ADV
cana-2531	317	22	accessible	accessible	ADJ
cana-2531	317	23	learning	learning	NOUN
cana-2531	317	24	environments	environment	NOUN
cana-2531	317	25	.	.	PUNCT
cana-2531	318	1	collaboration	collaboration	NOUN
cana-2531	318	2	between	between	ADP
cana-2531	318	3	academia	academia	NOUN
cana-2531	318	4	,	,	PUNCT
cana-2531	318	5	policymakers	policymaker	NOUN
cana-2531	318	6	,	,	PUNCT
cana-2531	318	7	and	and	CCONJ
cana-2531	318	8	industry	industry	NOUN
cana-2531	318	9	experts	expert	NOUN
cana-2531	318	10	will	will	AUX
cana-2531	318	11	be	be	AUX
cana-2531	318	12	vital	vital	ADJ
cana-2531	318	13	to	to	PART
cana-2531	318	14	ensure	ensure	VERB
cana-2531	318	15	the	the	DET
cana-2531	318	16	ethical	ethical	ADJ
cana-2531	318	17	development	development	NOUN
cana-2531	318	18	and	and	CCONJ
cana-2531	318	19	widespread	widespread	ADJ
cana-2531	318	20	implementation	implementation	NOUN
cana-2531	318	21	of	of	ADP
cana-2531	318	22	ai	ai	ADJ
cana-2531	318	23	solutions	solution	NOUN
cana-2531	318	24	,	,	PUNCT
cana-2531	318	25	fostering	foster	VERB
cana-2531	318	26	a	a	DET
cana-2531	318	27	future	future	NOUN
cana-2531	318	28	where	where	SCONJ
cana-2531	318	29	higher	high	ADJ
cana-2531	318	30	education	education	NOUN
cana-2531	318	31	is	be	AUX
cana-2531	318	32	genuinely	genuinely	ADV
cana-2531	318	33	inclusive	inclusive	ADJ
cana-2531	318	34	,	,	PUNCT
cana-2531	318	35	empowering	empower	VERB
cana-2531	318	36	every	every	DET
cana-2531	318	37	learner	learner	NOUN
cana-2531	318	38	irrespective	irrespective	ADV
cana-2531	318	39	of	of	ADP
cana-2531	318	40	their	their	PRON
cana-2531	318	41	background	background	NOUN
cana-2531	318	42	references	reference	NOUN
cana-2531	318	43	[	[	X
cana-2531	318	44	1	1	NUM
cana-2531	318	45	]	]	PUNCT
cana-2531	318	46	alajmi	alajmi	NOUN
cana-2531	318	47	,	,	PUNCT
cana-2531	318	48	q.	q.	PROPN
cana-2531	318	49	,	,	PUNCT
cana-2531	318	50	al	al	PROPN
cana-2531	318	51	-	-	PUNCT
cana-2531	318	52	sharafi	sharafi	PROPN
cana-2531	318	53	,	,	PUNCT
cana-2531	318	54	m.	m.	NOUN
cana-2531	318	55	a.	a.	PROPN
cana-2531	318	56	,	,	PUNCT
cana-2531	318	57	&	&	CCONJ
cana-2531	318	58	abuali	abuali	PROPN
cana-2531	318	59	,	,	PUNCT
cana-2531	318	60	a.	a.	NOUN
cana-2531	318	61	(	(	PUNCT
cana-2531	318	62	2020	2020	NUM
cana-2531	318	63	)	)	PUNCT
cana-2531	318	64	.	.	PUNCT
cana-2531	319	1	smart	smart	ADJ
cana-2531	319	2	learning	learning	NOUN
cana-2531	319	3	gateways	gateway	NOUN
cana-2531	319	4	for	for	ADP
cana-2531	319	5	omani	omani	ADJ
cana-2531	319	6	heis	heis	PROPN
cana-2531	319	7	towards	towards	ADP
cana-2531	319	8	educational	educational	ADJ
cana-2531	319	9	technology	technology	NOUN
cana-2531	319	10	:	:	PUNCT
cana-2531	319	11	benefits	benefit	NOUN
cana-2531	319	12	,	,	PUNCT
cana-2531	319	13	challenges	challenge	NOUN
cana-2531	319	14	,	,	PUNCT
cana-2531	319	15	and	and	CCONJ
cana-2531	319	16	solutions	solution	NOUN
cana-2531	319	17	.	.	PUNCT
cana-2531	320	1	international	international	ADJ
cana-2531	320	2	journal	journal	PROPN
cana-2531	320	3	of	of	ADP
cana-2531	320	4	information	information	NOUN
cana-2531	320	5	technology	technology	NOUN
cana-2531	320	6	and	and	CCONJ
cana-2531	320	7	language	language	NOUN
cana-2531	320	8	studies	study	NOUN
cana-2531	320	9	,	,	PUNCT
cana-2531	320	10	4(1	4(1	NOUN
cana-2531	320	11	)	)	PUNCT
cana-2531	320	12	,	,	PUNCT
cana-2531	320	13	12–17	12–17	NUM
cana-2531	320	14	.	.	PUNCT
cana-2531	321	1	[	[	X
cana-2531	321	2	2	2	NUM
cana-2531	321	3	]	]	X
cana-2531	321	4	ayse	ayse	PROPN
cana-2531	321	5	,	,	PUNCT
cana-2531	321	6	t.	t.	PROPN
cana-2531	321	7	,	,	PUNCT
cana-2531	321	8	&	&	CCONJ
cana-2531	321	9	nil	nil	PROPN
cana-2531	321	10	,	,	PUNCT
cana-2531	321	11	g.	g.	PROPN
cana-2531	321	12	(	(	PUNCT
cana-2531	321	13	2022	2022	NUM
cana-2531	321	14	)	)	PUNCT
cana-2531	321	15	.	.	PUNCT
cana-2531	322	1	automated	automate	VERB
cana-2531	322	2	feedback	feedback	NOUN
cana-2531	322	3	and	and	CCONJ
cana-2531	322	4	teacher	teacher	NOUN
cana-2531	322	5	feedback	feedback	NOUN
cana-2531	322	6	:	:	PUNCT
cana-2531	322	7	writing	write	VERB
cana-2531	322	8	achievement	achievement	NOUN
cana-2531	322	9	in	in	ADP
cana-2531	322	10	learning	learn	VERB
cana-2531	322	11	english	english	PROPN
cana-2531	322	12	as	as	ADP
cana-2531	322	13	a	a	DET
cana-2531	322	14	foreign	foreign	ADJ
cana-2531	322	15	language	language	NOUN
cana-2531	322	16	at	at	ADP
cana-2531	322	17	a	a	DET
cana-2531	322	18	distance	distance	NOUN
cana-2531	322	19	.	.	PUNCT
cana-2531	323	1	the	the	DET
cana-2531	323	2	turkish	turkish	ADJ
cana-2531	323	3	online	online	ADJ
cana-2531	323	4	journal	journal	NOUN
cana-2531	323	5	of	of	ADP
cana-2531	323	6	distance	distance	NOUN
cana-2531	323	7	education	education	NOUN
cana-2531	323	8	,	,	PUNCT
cana-2531	323	9	23(2	23(2	NOUN
cana-2531	323	10	)	)	PUNCT
cana-2531	323	11	,	,	PUNCT
cana-2531	323	12	120–139	120–139	NUM
cana-2531	323	13	.	.	PUNCT
cana-2531	323	14	https://doi.org/10.7575/aiac.alls.v.7n.1p.5	https://doi.org/10.7575/aiac.alls.v.7n.1p.5	PROPN
cana-2531	324	1	[	[	X
cana-2531	324	2	3	3	NUM
cana-2531	324	3	]	]	PUNCT
cana-2531	324	4	çağataylı	çağataylı	NOUN
cana-2531	324	5	,	,	PUNCT
cana-2531	324	6	m.	m.	NOUN
cana-2531	324	7	,	,	PUNCT
cana-2531	324	8	&	&	CCONJ
cana-2531	324	9	çelebi	çelebi	PROPN
cana-2531	324	10	,	,	PUNCT
cana-2531	324	11	e.	e.	PROPN
cana-2531	324	12	(	(	PUNCT
cana-2531	324	13	2022	2022	NUM
cana-2531	324	14	)	)	PUNCT
cana-2531	324	15	.	.	PUNCT
cana-2531	325	1	estimating	estimate	VERB
cana-2531	325	2	academic	academic	ADJ
cana-2531	325	3	success	success	NOUN
cana-2531	325	4	in	in	ADP
cana-2531	325	5	higher	high	ADJ
cana-2531	325	6	education	education	NOUN
cana-2531	325	7	using	use	VERB
cana-2531	325	8	big	big	ADJ
cana-2531	325	9	five	five	NUM
cana-2531	325	10	personality	personality	NOUN
cana-2531	325	11	traits	trait	NOUN
cana-2531	325	12	,	,	PUNCT
cana-2531	325	13	a	a	DET
cana-2531	325	14	machine	machine	NOUN
cana-2531	325	15	learning	learn	VERB
cana-2531	325	16	approach	approach	NOUN
cana-2531	325	17	.	.	PUNCT
cana-2531	326	1	arab	arab	PROPN
cana-2531	326	2	journal	journal	PROPN
cana-2531	326	3	scientific	scientific	ADJ
cana-2531	326	4	engineering	engineering	NOUN
cana-2531	326	5	,	,	PUNCT
cana-2531	326	6	47	47	NUM
cana-2531	326	7	,	,	PUNCT
cana-2531	326	8	1289–1298	1289–1298	NUM
cana-2531	326	9	.	.	PUNCT
cana-2531	327	1	https://doi.org/10.1007/s13369021-05873-4	https://doi.org/10.1007/s13369021-05873-4	PROPN
cana-2531	327	2	communications	communication	NOUN
cana-2531	327	3	on	on	ADP
cana-2531	327	4	applied	apply	VERB
cana-2531	327	5	nonlinear	nonlinear	ADJ
cana-2531	327	6	analysis	analysis	NOUN
cana-2531	327	7	issn	issn	NOUN
cana-2531	327	8	:	:	PUNCT
cana-2531	327	9	1074	1074	NUM
cana-2531	327	10	-	-	PUNCT
cana-2531	327	11	133x	133x	NUM
cana-2531	327	12	vol	vol	NOUN
cana-2531	327	13	32	32	NUM
cana-2531	327	14	no	no	NOUN
cana-2531	327	15	.	.	PUNCT
cana-2531	328	1	3s	3s	NUM
cana-2531	328	2	(	(	PUNCT
cana-2531	328	3	2025	2025	NUM
cana-2531	328	4	)	)	PUNCT
cana-2531	328	5	43	43	NUM
cana-2531	328	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	329	1	[	[	X
cana-2531	329	2	4	4	NUM
cana-2531	329	3	]	]	X
cana-2531	329	4	chen	chen	PROPN
cana-2531	329	5	,	,	PUNCT
cana-2531	329	6	l.	l.	PROPN
cana-2531	329	7	,	,	PUNCT
cana-2531	329	8	chen	chen	PROPN
cana-2531	329	9	,	,	PUNCT
cana-2531	329	10	p.	p.	PROPN
cana-2531	329	11	,	,	PUNCT
cana-2531	329	12	&	&	CCONJ
cana-2531	329	13	lin	lin	PROPN
cana-2531	329	14	,	,	PUNCT
cana-2531	329	15	z.	z.	PROPN
cana-2531	329	16	(	(	PUNCT
cana-2531	329	17	2020	2020	NUM
cana-2531	329	18	)	)	PUNCT
cana-2531	329	19	.	.	PUNCT
cana-2531	330	1	artificial	artificial	ADJ
cana-2531	330	2	intelligence	intelligence	NOUN
cana-2531	330	3	in	in	ADP
cana-2531	330	4	education	education	NOUN
cana-2531	330	5	:	:	PUNCT
cana-2531	330	6	a	a	DET
cana-2531	330	7	review	review	NOUN
cana-2531	330	8	.	.	PUNCT
cana-2531	331	1	ieee	ieee	NOUN
cana-2531	331	2	access	access	NOUN
cana-2531	331	3	,	,	PUNCT
cana-2531	331	4	8	8	NUM
cana-2531	331	5	,	,	PUNCT
cana-2531	331	6	75264–75278	75264–75278	NOUN
cana-2531	331	7	.	.	PUNCT
cana-2531	332	1	https://doi.org/10.1109/access.2020.2988510	https://doi.org/10.1109/access.2020.2988510	PROPN
cana-2531	332	2	[	[	X
cana-2531	332	3	5	5	NUM
cana-2531	332	4	]	]	X
cana-2531	332	5	chu	chu	PROPN
cana-2531	332	6	,	,	PUNCT
cana-2531	332	7	h.	h.	PROPN
cana-2531	332	8	,	,	PUNCT
cana-2531	332	9	tu	tu	PROPN
cana-2531	332	10	,	,	PUNCT
cana-2531	332	11	y.	y.	PROPN
cana-2531	332	12	,	,	PUNCT
cana-2531	332	13	&	&	CCONJ
cana-2531	332	14	yang	yang	PROPN
cana-2531	332	15	,	,	PUNCT
cana-2531	332	16	k.	k.	PROPN
cana-2531	332	17	(	(	PUNCT
cana-2531	332	18	2022	2022	NUM
cana-2531	332	19	)	)	PUNCT
cana-2531	332	20	.	.	PUNCT
cana-2531	333	1	roles	role	NOUN
cana-2531	333	2	and	and	CCONJ
cana-2531	333	3	research	research	NOUN
cana-2531	333	4	trends	trend	NOUN
cana-2531	333	5	of	of	ADP
cana-2531	333	6	artificial	artificial	ADJ
cana-2531	333	7	intelligence	intelligence	NOUN
cana-2531	333	8	in	in	ADP
cana-2531	333	9	higher	high	ADJ
cana-2531	333	10	education	education	NOUN
cana-2531	333	11	:	:	PUNCT
cana-2531	333	12	a	a	DET
cana-2531	333	13	systematic	systematic	ADJ
cana-2531	333	14	review	review	NOUN
cana-2531	333	15	of	of	ADP
cana-2531	333	16	the	the	DET
cana-2531	333	17	top	top	ADJ
cana-2531	333	18	50	50	NUM
cana-2531	333	19	most	most	ADV
cana-2531	333	20	-	-	PUNCT
cana-2531	333	21	cited	cite	VERB
cana-2531	333	22	articles	article	NOUN
cana-2531	333	23	.	.	PUNCT
cana-2531	334	1	australasian	australasian	ADJ
cana-2531	334	2	journal	journal	NOUN
cana-2531	334	3	of	of	ADP
cana-2531	334	4	educational	educational	ADJ
cana-2531	334	5	technology	technology	NOUN
cana-2531	334	6	,	,	PUNCT
cana-2531	334	7	38(3	38(3	NUM
cana-2531	334	8	)	)	PUNCT
cana-2531	334	9	,	,	PUNCT
cana-2531	334	10	22–42	22–42	NUM
cana-2531	334	11	.	.	PUNCT
cana-2531	334	12	https://doi.org/10.14742/ajet.7526	https://doi.org/10.14742/ajet.7526	PROPN
cana-2531	335	1	[	[	X
cana-2531	335	2	6	6	NUM
cana-2531	335	3	]	]	X
cana-2531	335	4	crompton	crompton	PROPN
cana-2531	335	5	,	,	PUNCT
cana-2531	335	6	h.	h.	PROPN
cana-2531	335	7	,	,	PUNCT
cana-2531	335	8	bernacki	bernacki	PROPN
cana-2531	335	9	,	,	PUNCT
cana-2531	335	10	m.	m.	NOUN
cana-2531	335	11	l.	l.	PROPN
cana-2531	335	12	,	,	PUNCT
cana-2531	335	13	&	&	CCONJ
cana-2531	335	14	greene	greene	PROPN
cana-2531	335	15	,	,	PUNCT
cana-2531	335	16	j.	j.	PROPN
cana-2531	335	17	(	(	PUNCT
cana-2531	335	18	2020	2020	NUM
cana-2531	335	19	)	)	PUNCT
cana-2531	335	20	.	.	PUNCT
cana-2531	336	1	psychological	psychological	ADJ
cana-2531	336	2	foundations	foundation	NOUN
cana-2531	336	3	of	of	ADP
cana-2531	336	4	emerging	emerge	VERB
cana-2531	336	5	technologies	technology	NOUN
cana-2531	336	6	for	for	ADP
cana-2531	336	7	teaching	teaching	NOUN
cana-2531	336	8	and	and	CCONJ
cana-2531	336	9	learning	learn	VERB
cana-2531	336	10	in	in	ADP
cana-2531	336	11	higher	high	ADJ
cana-2531	336	12	education	education	NOUN
cana-2531	336	13	.	.	PUNCT
cana-2531	337	1	current	current	ADJ
cana-2531	337	2	opinion	opinion	NOUN
cana-2531	337	3	in	in	ADP
cana-2531	337	4	psychology	psychology	NOUN
cana-2531	337	5	,	,	PUNCT
cana-2531	337	6	36	36	NUM
cana-2531	337	7	,	,	PUNCT
cana-2531	337	8	101–105	101–105	NUM
cana-2531	337	9	.	.	PUNCT
cana-2531	338	1	https://doi.org/10.1016/j.copsyc.2020.04.011	https://doi.org/10.1016/j.copsyc.2020.04.011	NUM
cana-2531	338	2	[	[	X
cana-2531	338	3	7	7	NUM
cana-2531	338	4	]	]	X
cana-2531	338	5	crompton	crompton	PROPN
cana-2531	338	6	,	,	PUNCT
cana-2531	338	7	h.	h.	PROPN
cana-2531	338	8	,	,	PUNCT
cana-2531	338	9	&	&	CCONJ
cana-2531	338	10	burke	burke	PROPN
cana-2531	338	11	,	,	PUNCT
cana-2531	338	12	d.	d.	PROPN
cana-2531	338	13	(	(	PUNCT
cana-2531	338	14	2022	2022	NUM
cana-2531	338	15	)	)	PUNCT
cana-2531	338	16	.	.	PUNCT
cana-2531	339	1	artificial	artificial	ADJ
cana-2531	339	2	intelligence	intelligence	NOUN
cana-2531	339	3	in	in	ADP
cana-2531	339	4	k-12	k-12	PROPN
cana-2531	339	5	education	education	NOUN
cana-2531	339	6	.	.	PUNCT
cana-2531	340	1	sn	sn	PROPN
cana-2531	340	2	social	social	ADJ
cana-2531	340	3	sciences	sciences	PROPN
cana-2531	340	4	,	,	PUNCT
cana-2531	340	5	2	2	NUM
cana-2531	340	6	,	,	PUNCT
cana-2531	340	7	113	113	NUM
cana-2531	340	8	.	.	PUNCT
cana-2531	340	9	https://doi.org/10.1007/s43545-022-00425-5	https://doi.org/10.1007/s43545-022-00425-5	NUM
cana-2531	341	1	[	[	X
cana-2531	341	2	8	8	NUM
cana-2531	341	3	]	]	X
cana-2531	341	4	crompton	crompton	PROPN
cana-2531	341	5	,	,	PUNCT
cana-2531	341	6	h.	h.	PROPN
cana-2531	341	7	,	,	PUNCT
cana-2531	341	8	jones	jones	PROPN
cana-2531	341	9	,	,	PUNCT
cana-2531	341	10	m.	m.	NOUN
cana-2531	341	11	,	,	PUNCT
cana-2531	341	12	&	&	CCONJ
cana-2531	341	13	burke	burke	PROPN
cana-2531	341	14	,	,	PUNCT
cana-2531	341	15	d.	d.	PROPN
cana-2531	341	16	(	(	PUNCT
cana-2531	341	17	2022	2022	NUM
cana-2531	341	18	)	)	PUNCT
cana-2531	341	19	.	.	PUNCT
cana-2531	342	1	affordances	affordance	NOUN
cana-2531	342	2	and	and	CCONJ
cana-2531	342	3	challenges	challenge	NOUN
cana-2531	342	4	of	of	ADP
cana-2531	342	5	artificial	artificial	ADJ
cana-2531	342	6	intelligence	intelligence	NOUN
cana-2531	342	7	in	in	ADP
cana-2531	342	8	k-12	k-12	PROPN
cana-2531	342	9	education	education	NOUN
cana-2531	342	10	:	:	PUNCT
cana-2531	342	11	a	a	DET
cana-2531	342	12	systematic	systematic	ADJ
cana-2531	342	13	review	review	NOUN
cana-2531	342	14	.	.	PUNCT
cana-2531	343	1	journal	journal	PROPN
cana-2531	343	2	of	of	ADP
cana-2531	343	3	research	research	NOUN
cana-2531	343	4	on	on	ADP
cana-2531	343	5	technology	technology	NOUN
cana-2531	343	6	in	in	ADP
cana-2531	343	7	education	education	NOUN
cana-2531	343	8	.	.	PUNCT
cana-2531	344	1	https://doi.org/10.1080/15391523.2022.2121344	https://doi.org/10.1080/15391523.2022.2121344	PROPN
cana-2531	345	1	[	[	X
cana-2531	345	2	9	9	NUM
cana-2531	345	3	]	]	X
cana-2531	345	4	crompton	crompton	PROPN
cana-2531	345	5	,	,	PUNCT
cana-2531	345	6	h.	h.	PROPN
cana-2531	345	7	,	,	PUNCT
cana-2531	345	8	&	&	CCONJ
cana-2531	345	9	song	song	PROPN
cana-2531	345	10	,	,	PUNCT
cana-2531	345	11	d.	d.	PROPN
cana-2531	345	12	(	(	PUNCT
cana-2531	345	13	2021	2021	NUM
cana-2531	345	14	)	)	PUNCT
cana-2531	345	15	.	.	PUNCT
cana-2531	346	1	the	the	DET
cana-2531	346	2	potential	potential	NOUN
cana-2531	346	3	of	of	ADP
cana-2531	346	4	artificial	artificial	ADJ
cana-2531	346	5	intelligence	intelligence	NOUN
cana-2531	346	6	in	in	ADP
cana-2531	346	7	higher	high	ADJ
cana-2531	346	8	education	education	NOUN
cana-2531	346	9	.	.	PUNCT
cana-2531	347	1	revista	revista	PROPN
cana-2531	347	2	virtual	virtual	ADJ
cana-2531	347	3	universidad	universidad	PROPN
cana-2531	347	4	católica	católica	PROPN
cana-2531	347	5	del	del	PROPN
cana-2531	347	6	norte	norte	PROPN
cana-2531	347	7	,	,	PUNCT
cana-2531	347	8	62	62	NUM
cana-2531	347	9	,	,	PUNCT
cana-2531	347	10	1–4	1–4	PROPN
cana-2531	347	11	.	.	PUNCT
cana-2531	347	12	https://doi.org/10.35575/rvuen.n62a1	https://doi.org/10.35575/rvuen.n62a1	PROPN
cana-2531	348	1	[	[	X
cana-2531	348	2	10	10	NUM
cana-2531	348	3	]	]	X
cana-2531	348	4	de	de	X
cana-2531	348	5	chiusole	chiusole	PROPN
cana-2531	348	6	,	,	PUNCT
cana-2531	348	7	d.	d.	PROPN
cana-2531	348	8	,	,	PUNCT
cana-2531	348	9	stefanutti	stefanutti	PROPN
cana-2531	348	10	,	,	PUNCT
cana-2531	348	11	l.	l.	PROPN
cana-2531	348	12	,	,	PUNCT
cana-2531	348	13	anselmi	anselmi	ADJ
cana-2531	348	14	,	,	PUNCT
cana-2531	348	15	p.	p.	NOUN
cana-2531	348	16	,	,	PUNCT
cana-2531	348	17	&	&	CCONJ
cana-2531	348	18	robusto	robusto	NOUN
cana-2531	348	19	,	,	PUNCT
cana-2531	348	20	e.	e.	PROPN
cana-2531	348	21	(	(	PUNCT
cana-2531	348	22	2020	2020	NUM
cana-2531	348	23	)	)	PUNCT
cana-2531	348	24	.	.	PUNCT
cana-2531	349	1	stat	stat	NOUN
cana-2531	349	2	-	-	PUNCT
cana-2531	349	3	knowlab	knowlab	PROPN
cana-2531	349	4	.	.	PUNCT
cana-2531	350	1	assessment	assessment	NOUN
cana-2531	350	2	and	and	CCONJ
cana-2531	350	3	learning	learning	NOUN
cana-2531	350	4	of	of	ADP
cana-2531	350	5	statistics	statistic	NOUN
cana-2531	350	6	with	with	ADP
cana-2531	350	7	competence	competence	NOUN
cana-2531	350	8	-	-	PUNCT
cana-2531	350	9	based	base	VERB
cana-2531	350	10	knowledge	knowledge	NOUN
cana-2531	350	11	space	space	NOUN
cana-2531	350	12	theory	theory	NOUN
cana-2531	350	13	.	.	PUNCT
cana-2531	351	1	international	international	ADJ
cana-2531	351	2	journal	journal	PROPN
cana-2531	351	3	of	of	ADP
cana-2531	351	4	artificial	artificial	ADJ
cana-2531	351	5	intelligence	intelligence	NOUN
cana-2531	351	6	in	in	ADP
cana-2531	351	7	education	education	NOUN
cana-2531	351	8	,	,	PUNCT
cana-2531	351	9	30	30	NUM
cana-2531	351	10	,	,	PUNCT
cana-2531	351	11	668–700	668–700	NUM
cana-2531	351	12	.	.	PUNCT
cana-2531	352	1	https://doi.org/10.1007/s40593-020-00223-1	https://doi.org/10.1007/s40593-020-00223-1	NUM
cana-2531	353	1	[	[	X
cana-2531	353	2	11	11	NUM
cana-2531	353	3	]	]	X
cana-2531	353	4	dever	dever	NOUN
cana-2531	353	5	,	,	PUNCT
cana-2531	353	6	d.	d.	PROPN
cana-2531	353	7	a.	a.	PROPN
cana-2531	353	8	,	,	PUNCT
cana-2531	353	9	azevedo	azevedo	PROPN
cana-2531	353	10	,	,	PUNCT
cana-2531	353	11	r.	r.	PROPN
cana-2531	353	12	,	,	PUNCT
cana-2531	353	13	cloude	cloude	NOUN
cana-2531	353	14	,	,	PUNCT
cana-2531	353	15	e.	e.	PROPN
cana-2531	353	16	b.	b.	PROPN
cana-2531	353	17	,	,	PUNCT
cana-2531	353	18	&	&	CCONJ
cana-2531	353	19	wiedbusch	wiedbusch	PROPN
cana-2531	353	20	,	,	PUNCT
cana-2531	353	21	m.	m.	NOUN
cana-2531	353	22	(	(	PUNCT
cana-2531	353	23	2020	2020	NUM
cana-2531	353	24	)	)	PUNCT
cana-2531	353	25	.	.	PUNCT
cana-2531	354	1	the	the	DET
cana-2531	354	2	impact	impact	NOUN
cana-2531	354	3	of	of	ADP
cana-2531	354	4	autonomy	autonomy	NOUN
cana-2531	354	5	and	and	CCONJ
cana-2531	354	6	types	type	NOUN
cana-2531	354	7	of	of	ADP
cana-2531	354	8	informational	informational	ADJ
cana-2531	354	9	text	text	NOUN
cana-2531	354	10	presentations	presentation	NOUN
cana-2531	354	11	in	in	ADP
cana-2531	354	12	game	game	NOUN
cana-2531	354	13	-	-	PUNCT
cana-2531	354	14	based	base	VERB
cana-2531	354	15	environments	environment	NOUN
cana-2531	354	16	on	on	ADP
cana-2531	354	17	learning	learn	VERB
cana-2531	354	18	:	:	PUNCT
cana-2531	354	19	converging	converge	VERB
cana-2531	354	20	multi	multi	ADJ
cana-2531	354	21	-	-	ADJ
cana-2531	354	22	channel	channel	NOUN
cana-2531	354	23	processes	process	NOUN
cana-2531	354	24	data	datum	NOUN
cana-2531	354	25	and	and	CCONJ
cana-2531	354	26	learning	learn	VERB
cana-2531	354	27	outcomes	outcome	NOUN
cana-2531	354	28	.	.	PUNCT
cana-2531	355	1	international	international	ADJ
cana-2531	355	2	journal	journal	PROPN
cana-2531	355	3	of	of	ADP
cana-2531	355	4	artificial	artificial	ADJ
cana-2531	355	5	intelligence	intelligence	NOUN
cana-2531	355	6	in	in	ADP
cana-2531	355	7	education	education	NOUN
cana-2531	355	8	,	,	PUNCT
cana-2531	355	9	30(4	30(4	NUM
cana-2531	355	10	)	)	PUNCT
cana-2531	355	11	,	,	PUNCT
cana-2531	355	12	581–615	581–615	NUM
cana-2531	355	13	.	.	PUNCT
cana-2531	356	1	https://doi.org/10.1007/s40593-020-00215-1	https://doi.org/10.1007/s40593-020-00215-1	NUM
cana-2531	357	1	[	[	X
cana-2531	357	2	12	12	NUM
cana-2531	357	3	]	]	PUNCT
cana-2531	357	4	górriz	górriz	NOUN
cana-2531	357	5	,	,	PUNCT
cana-2531	357	6	j.	j.	PROPN
cana-2531	357	7	m.	m.	PROPN
cana-2531	357	8	,	,	PUNCT
cana-2531	357	9	ramírez	ramírez	NOUN
cana-2531	357	10	,	,	PUNCT
cana-2531	357	11	j.	j.	PROPN
cana-2531	357	12	,	,	PUNCT
cana-2531	357	13	ortíz	ortíz	NOUN
cana-2531	357	14	,	,	PUNCT
cana-2531	357	15	a.	a.	NOUN
cana-2531	357	16	,	,	PUNCT
cana-2531	357	17	martínez	martínez	NOUN
cana-2531	357	18	-	-	PUNCT
cana-2531	357	19	murcia	murcia	PROPN
cana-2531	357	20	,	,	PUNCT
cana-2531	357	21	f.	f.	PROPN
cana-2531	357	22	j.	j.	PROPN
cana-2531	357	23	,	,	PUNCT
cana-2531	357	24	segovia	segovia	PROPN
cana-2531	357	25	,	,	PUNCT
cana-2531	357	26	f.	f.	PROPN
cana-2531	357	27	,	,	PUNCT
cana-2531	357	28	suckling	suckling	PROPN
cana-2531	357	29	,	,	PUNCT
cana-2531	357	30	j.	j.	PROPN
cana-2531	357	31	,	,	PUNCT
cana-2531	357	32	leming	leming	PROPN
cana-2531	357	33	,	,	PUNCT
cana-2531	357	34	m.	m.	NOUN
cana-2531	357	35	,	,	PUNCT
cana-2531	357	36	zhang	zhang	PROPN
cana-2531	357	37	,	,	PUNCT
cana-2531	357	38	y.	y.	PROPN
cana-2531	357	39	d.	d.	PROPN
cana-2531	357	40	,	,	PUNCT
cana-2531	357	41	álvarez	álvarez	NOUN
cana-2531	357	42	-	-	PUNCT
cana-2531	357	43	sánchez	sánchez	PROPN
cana-2531	357	44	,	,	PUNCT
cana-2531	357	45	j.	j.	PROPN
cana-2531	357	46	r.	r.	PROPN
cana-2531	357	47	,	,	PUNCT
cana-2531	357	48	bologna	bologna	PROPN
cana-2531	357	49	,	,	PUNCT
cana-2531	357	50	g.	g.	PROPN
cana-2531	357	51	,	,	PUNCT
cana-2531	357	52	bonomini	bonomini	PROPN
cana-2531	357	53	,	,	PUNCT
cana-2531	357	54	p.	p.	NOUN
cana-2531	357	55	,	,	PUNCT
cana-2531	357	56	casado	casado	PROPN
cana-2531	357	57	,	,	PUNCT
cana-2531	357	58	f.	f.	PROPN
cana-2531	357	59	e.	e.	PROPN
cana-2531	357	60	,	,	PUNCT
cana-2531	357	61	charte	charte	PROPN
cana-2531	357	62	,	,	PUNCT
cana-2531	357	63	d.	d.	PROPN
cana-2531	357	64	,	,	PUNCT
cana-2531	357	65	charte	charte	PROPN
cana-2531	357	66	,	,	PUNCT
cana-2531	357	67	f.	f.	PROPN
cana-2531	357	68	,	,	PUNCT
cana-2531	357	69	contreras	contreras	PROPN
cana-2531	357	70	,	,	PUNCT
cana-2531	357	71	r.	r.	PROPN
cana-2531	357	72	,	,	PUNCT
cana-2531	357	73	cuestainfante	cuestainfante	PROPN
cana-2531	357	74	,	,	PUNCT
cana-2531	357	75	a.	a.	PROPN
cana-2531	357	76	,	,	PUNCT
cana-2531	357	77	duro	duro	PROPN
cana-2531	357	78	,	,	PUNCT
cana-2531	357	79	r.	r.	PROPN
cana-2531	357	80	j.	j.	PROPN
cana-2531	357	81	,	,	PUNCT
cana-2531	357	82	fernández	fernández	PROPN
cana-2531	357	83	-	-	PUNCT
cana-2531	357	84	caballero	caballero	PROPN
cana-2531	357	85	,	,	PUNCT
cana-2531	357	86	a.	a.	NOUN
cana-2531	357	87	,	,	PUNCT
cana-2531	357	88	fernández	fernández	PROPN
cana-2531	357	89	-	-	PUNCT
cana-2531	357	90	jover	jover	PROPN
cana-2531	357	91	,	,	PUNCT
cana-2531	357	92	e.	e.	PROPN
cana-2531	357	93	,	,	PUNCT
cana-2531	357	94	…	…	PUNCT
cana-2531	357	95	ferrández	ferrández	NOUN
cana-2531	357	96	,	,	PUNCT
cana-2531	357	97	j.	j.	PROPN
cana-2531	357	98	m.	m.	PROPN
cana-2531	357	99	(	(	PUNCT
cana-2531	357	100	2020	2020	NUM
cana-2531	357	101	)	)	PUNCT
cana-2531	357	102	.	.	PUNCT
cana-2531	358	1	artificial	artificial	ADJ
cana-2531	358	2	intelligence	intelligence	NOUN
cana-2531	358	3	within	within	ADP
cana-2531	358	4	the	the	DET
cana-2531	358	5	interplay	interplay	NOUN
cana-2531	358	6	between	between	ADP
cana-2531	358	7	natural	natural	ADJ
cana-2531	358	8	and	and	CCONJ
cana-2531	358	9	artificial	artificial	ADJ
cana-2531	358	10	computation	computation	NOUN
cana-2531	358	11	:	:	PUNCT
cana-2531	358	12	advances	advance	NOUN
cana-2531	358	13	in	in	ADP
cana-2531	358	14	data	datum	NOUN
cana-2531	358	15	science	science	NOUN
cana-2531	358	16	,	,	PUNCT
cana-2531	358	17	trends	trend	NOUN
cana-2531	358	18	,	,	PUNCT
cana-2531	358	19	and	and	CCONJ
cana-2531	358	20	applications	application	NOUN
cana-2531	358	21	.	.	PUNCT
cana-2531	359	1	neurocomputing	neurocomputing	NOUN
cana-2531	359	2	,	,	PUNCT
cana-2531	359	3	410	410	NUM
cana-2531	359	4	,	,	PUNCT
cana-2531	359	5	237–270	237–270	NUM
cana-2531	359	6	.	.	PUNCT
cana-2531	360	1	https://doi.org/10.1016/j.neucom.2020.05.078	https://doi.org/10.1016/j.neucom.2020.05.078	PROPN
cana-2531	360	2	[	[	X
cana-2531	360	3	13	13	NUM
cana-2531	360	4	]	]	X
cana-2531	360	5	huang	huang	PROPN
cana-2531	360	6	,	,	PUNCT
cana-2531	360	7	c.	c.	PROPN
cana-2531	360	8	,	,	PUNCT
cana-2531	360	9	wu	wu	PROPN
cana-2531	360	10	,	,	PUNCT
cana-2531	360	11	x.	x.	PROPN
cana-2531	360	12	,	,	PUNCT
cana-2531	360	13	wang	wang	PROPN
cana-2531	360	14	,	,	PUNCT
cana-2531	360	15	x.	x.	PROPN
cana-2531	360	16	,	,	PUNCT
cana-2531	360	17	he	he	PRON
cana-2531	360	18	,	,	PUNCT
cana-2531	360	19	t.	t.	PROPN
cana-2531	360	20	,	,	PUNCT
cana-2531	360	21	jiang	jiang	PROPN
cana-2531	360	22	,	,	PUNCT
cana-2531	360	23	f.	f.	PROPN
cana-2531	360	24	,	,	PUNCT
cana-2531	360	25	&	&	CCONJ
cana-2531	360	26	yu	yu	PROPN
cana-2531	360	27	,	,	PUNCT
cana-2531	360	28	j.	j.	PROPN
cana-2531	360	29	(	(	PUNCT
cana-2531	360	30	2021	2021	NUM
cana-2531	360	31	)	)	PUNCT
cana-2531	360	32	.	.	PUNCT
cana-2531	361	1	exploring	explore	VERB
cana-2531	361	2	the	the	DET
cana-2531	361	3	relationships	relationship	NOUN
cana-2531	361	4	between	between	ADP
cana-2531	361	5	achievement	achievement	NOUN
cana-2531	361	6	goals	goal	NOUN
cana-2531	361	7	,	,	PUNCT
cana-2531	361	8	community	community	NOUN
cana-2531	361	9	identification	identification	NOUN
cana-2531	361	10	,	,	PUNCT
cana-2531	361	11	and	and	CCONJ
cana-2531	361	12	online	online	ADJ
cana-2531	361	13	collaborative	collaborative	ADJ
cana-2531	361	14	reflection	reflection	NOUN
cana-2531	361	15	.	.	PUNCT
cana-2531	362	1	educational	educational	ADJ
cana-2531	362	2	technology	technology	PROPN
cana-2531	362	3	&	&	CCONJ
cana-2531	362	4	society	society	NOUN
cana-2531	362	5	,	,	PUNCT
cana-2531	362	6	24(3	24(3	NUM
cana-2531	362	7	)	)	PUNCT
cana-2531	362	8	,	,	PUNCT
cana-2531	362	9	210	210	NUM
cana-2531	362	10	–	–	PUNCT
cana-2531	362	11	223	223	NUM
cana-2531	362	12	.	.	PUNCT
cana-2531	363	1	[	[	X
cana-2531	363	2	14	14	NUM
cana-2531	363	3	]	]	X
cana-2531	363	4	hwang	hwang	PROPN
cana-2531	363	5	,	,	PUNCT
cana-2531	363	6	g.	g.	PROPN
cana-2531	363	7	j.	j.	PROPN
cana-2531	363	8	,	,	PUNCT
cana-2531	363	9	&	&	CCONJ
cana-2531	363	10	tu	tu	PROPN
cana-2531	363	11	,	,	PUNCT
cana-2531	363	12	y.	y.	PROPN
cana-2531	363	13	f.	f.	PROPN
cana-2531	363	14	(	(	PUNCT
cana-2531	363	15	2021	2021	NUM
cana-2531	363	16	)	)	PUNCT
cana-2531	363	17	.	.	PUNCT
cana-2531	364	1	roles	role	NOUN
cana-2531	364	2	and	and	CCONJ
cana-2531	364	3	research	research	NOUN
cana-2531	364	4	trends	trend	NOUN
cana-2531	364	5	of	of	ADP
cana-2531	364	6	artificial	artificial	ADJ
cana-2531	364	7	intelligence	intelligence	NOUN
cana-2531	364	8	in	in	ADP
cana-2531	364	9	mathematics	mathematics	NOUN
cana-2531	364	10	education	education	NOUN
cana-2531	364	11	:	:	PUNCT
cana-2531	364	12	a	a	DET
cana-2531	364	13	bibliometric	bibliometric	ADJ
cana-2531	364	14	mapping	mapping	NOUN
cana-2531	364	15	analysis	analysis	NOUN
cana-2531	364	16	and	and	CCONJ
cana-2531	364	17	systematic	systematic	ADJ
cana-2531	364	18	review	review	NOUN
cana-2531	364	19	.	.	PUNCT
cana-2531	365	1	mathematics	mathematic	NOUN
cana-2531	365	2	,	,	PUNCT
cana-2531	365	3	9(6	9(6	NUM
cana-2531	365	4	)	)	PUNCT
cana-2531	365	5	,	,	PUNCT
cana-2531	365	6	584	584	NUM
cana-2531	365	7	.	.	PUNCT
cana-2531	365	8	https://doi.org/10.3390/math9060584	https://doi.org/10.3390/math9060584	PROPN
cana-2531	366	1	[	[	X
cana-2531	366	2	15	15	NUM
cana-2531	366	3	]	]	X
cana-2531	366	4	koć	koć	PROPN
cana-2531	366	5	-	-	PUNCT
cana-2531	366	6	januchta	januchta	PROPN
cana-2531	366	7	,	,	PUNCT
cana-2531	366	8	m.	m.	NOUN
cana-2531	366	9	m.	m.	NOUN
cana-2531	366	10	,	,	PUNCT
cana-2531	366	11	schönborn	schönborn	PROPN
cana-2531	366	12	,	,	PUNCT
cana-2531	366	13	k.	k.	PROPN
cana-2531	366	14	j.	j.	PROPN
cana-2531	366	15	,	,	PUNCT
cana-2531	366	16	roehrig	roehrig	PROPN
cana-2531	366	17	,	,	PUNCT
cana-2531	366	18	c.	c.	PROPN
cana-2531	366	19	,	,	PUNCT
cana-2531	366	20	chaudhri	chaudhri	PROPN
cana-2531	366	21	,	,	PUNCT
cana-2531	366	22	v.	v.	PROPN
cana-2531	366	23	k.	k.	PROPN
cana-2531	366	24	,	,	PUNCT
cana-2531	366	25	tibell	tibell	PROPN
cana-2531	366	26	,	,	PUNCT
cana-2531	366	27	l.	l.	PROPN
cana-2531	366	28	a.	a.	PROPN
cana-2531	366	29	e.	e.	PROPN
cana-2531	366	30	,	,	PUNCT
cana-2531	366	31	&	&	CCONJ
cana-2531	366	32	heller	heller	PROPN
cana-2531	366	33	,	,	PUNCT
cana-2531	366	34	c.	c.	PROPN
cana-2531	366	35	(	(	PUNCT
cana-2531	366	36	2022	2022	NUM
cana-2531	366	37	)	)	PUNCT
cana-2531	366	38	.	.	PUNCT
cana-2531	367	1	“	"	PUNCT
cana-2531	367	2	connecting	connect	VERB
cana-2531	367	3	concepts	concept	NOUN
cana-2531	367	4	helps	help	VERB
cana-2531	367	5	put	put	VERB
cana-2531	367	6	main	main	ADJ
cana-2531	367	7	ideas	idea	NOUN
cana-2531	367	8	together	together	ADV
cana-2531	367	9	”	"	PUNCT
cana-2531	367	10	:	:	PUNCT
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cana-2531	367	12	load	load	NOUN
cana-2531	367	13	and	and	CCONJ
cana-2531	367	14	usability	usability	NOUN
cana-2531	367	15	in	in	ADP
cana-2531	367	16	learning	learn	VERB
cana-2531	367	17	biology	biology	NOUN
cana-2531	367	18	with	with	ADP
cana-2531	367	19	an	an	DET
cana-2531	367	20	aienriched	aienriched	ADJ
cana-2531	367	21	textbook	textbook	NOUN
cana-2531	367	22	.	.	PUNCT
cana-2531	368	1	international	international	ADJ
cana-2531	368	2	journal	journal	NOUN
cana-2531	368	3	of	of	ADP
cana-2531	368	4	educational	educational	ADJ
cana-2531	368	5	technology	technology	NOUN
cana-2531	368	6	in	in	ADP
cana-2531	368	7	higher	high	ADJ
cana-2531	368	8	education	education	NOUN
cana-2531	368	9	,	,	PUNCT
cana-2531	368	10	19(11	19(11	NUM
cana-2531	368	11	)	)	PUNCT
cana-2531	368	12	,	,	PUNCT
cana-2531	368	13	11	11	NUM
cana-2531	368	14	.	.	PUNCT
cana-2531	368	15	https://doi.org/10.1186/s41239-021-00317-3	https://doi.org/10.1186/s41239-021-00317-3	X
cana-2531	369	1	[	[	X
cana-2531	369	2	16	16	NUM
cana-2531	369	3	]	]	X
cana-2531	369	4	liang	liang	PROPN
cana-2531	369	5	,	,	PUNCT
cana-2531	369	6	j.	j.	PROPN
cana-2531	369	7	c.	c.	PROPN
cana-2531	369	8	,	,	PUNCT
cana-2531	369	9	hwang	hwang	PROPN
cana-2531	369	10	,	,	PUNCT
cana-2531	369	11	g.	g.	PROPN
cana-2531	369	12	j.	j.	PROPN
cana-2531	369	13	,	,	PUNCT
cana-2531	369	14	chen	chen	PROPN
cana-2531	369	15	,	,	PUNCT
cana-2531	369	16	m.	m.	PROPN
cana-2531	369	17	r.	r.	PROPN
cana-2531	369	18	a.	a.	PROPN
cana-2531	369	19	,	,	PUNCT
cana-2531	369	20	&	&	CCONJ
cana-2531	369	21	darmawansah	darmawansah	PROPN
cana-2531	369	22	,	,	PUNCT
cana-2531	369	23	d.	d.	PROPN
cana-2531	369	24	(	(	PUNCT
cana-2531	369	25	2021	2021	NUM
cana-2531	369	26	)	)	PUNCT
cana-2531	369	27	.	.	PUNCT
cana-2531	370	1	roles	role	NOUN
cana-2531	370	2	and	and	CCONJ
cana-2531	370	3	research	research	NOUN
cana-2531	370	4	foci	focus	NOUN
cana-2531	370	5	of	of	ADP
cana-2531	370	6	artificial	artificial	ADJ
cana-2531	370	7	intelligence	intelligence	NOUN
cana-2531	370	8	in	in	ADP
cana-2531	370	9	language	language	NOUN
cana-2531	370	10	education	education	NOUN
cana-2531	370	11	:	:	PUNCT
cana-2531	370	12	an	an	DET
cana-2531	370	13	integrated	integrate	VERB
cana-2531	370	14	bibliographic	bibliographic	ADJ
cana-2531	370	15	analysis	analysis	NOUN
cana-2531	370	16	and	and	CCONJ
cana-2531	370	17	systematic	systematic	ADJ
cana-2531	370	18	review	review	NOUN
cana-2531	370	19	approach	approach	NOUN
cana-2531	370	20	.	.	PUNCT
cana-2531	371	1	interactive	interactive	ADJ
cana-2531	371	2	learning	learning	NOUN
cana-2531	371	3	environments	environment	NOUN
cana-2531	371	4	.	.	PUNCT
cana-2531	372	1	https://doi.org/10.1080/10494820.2021.1958348	https://doi.org/10.1080/10494820.2021.1958348	PROPN
cana-2531	373	1	[	[	X
cana-2531	373	2	17	17	NUM
cana-2531	373	3	]	]	X
cana-2531	373	4	liu	liu	PROPN
cana-2531	373	5	,	,	PUNCT
cana-2531	373	6	s.	s.	PROPN
cana-2531	373	7	,	,	PUNCT
cana-2531	373	8	hu	hu	PROPN
cana-2531	373	9	,	,	PUNCT
cana-2531	373	10	t.	t.	NOUN
cana-2531	373	11	,	,	PUNCT
cana-2531	373	12	chai	chai	NOUN
cana-2531	373	13	,	,	PUNCT
cana-2531	373	14	h.	h.	PROPN
cana-2531	373	15	,	,	PUNCT
cana-2531	373	16	su	su	PROPN
cana-2531	373	17	,	,	PUNCT
cana-2531	373	18	z.	z.	PROPN
cana-2531	373	19	,	,	PUNCT
cana-2531	373	20	&	&	CCONJ
cana-2531	373	21	peng	peng	PROPN
cana-2531	373	22	,	,	PUNCT
cana-2531	373	23	x.	x.	NOUN
cana-2531	373	24	(	(	PUNCT
cana-2531	373	25	2022	2022	NUM
cana-2531	373	26	)	)	PUNCT
cana-2531	373	27	.	.	PUNCT
cana-2531	374	1	learners	learner	NOUN
cana-2531	374	2	’	'	PUNCT
cana-2531	374	3	interaction	interaction	NOUN
cana-2531	374	4	patterns	pattern	NOUN
cana-2531	374	5	in	in	ADP
cana-2531	374	6	asynchronous	asynchronous	ADJ
cana-2531	374	7	online	online	ADJ
cana-2531	374	8	discussions	discussion	NOUN
cana-2531	374	9	:	:	PUNCT
cana-2531	374	10	an	an	DET
cana-2531	374	11	integration	integration	NOUN
cana-2531	374	12	of	of	ADP
cana-2531	374	13	the	the	DET
cana-2531	374	14	social	social	ADJ
cana-2531	374	15	and	and	CCONJ
cana-2531	374	16	cognitive	cognitive	ADJ
cana-2531	374	17	interactions	interaction	NOUN
cana-2531	374	18	.	.	PUNCT
cana-2531	375	1	british	british	ADJ
cana-2531	375	2	journal	journal	PROPN
cana-2531	375	3	of	of	ADP
cana-2531	375	4	educational	educational	ADJ
cana-2531	375	5	technology	technology	NOUN
cana-2531	375	6	,	,	PUNCT
cana-2531	375	7	53(1	53(1	PROPN
cana-2531	375	8	)	)	PUNCT
cana-2531	375	9	,	,	PUNCT
cana-2531	375	10	23–40	23–40	NUM
cana-2531	375	11	.	.	PUNCT
cana-2531	376	1	https://doi.org/10.1111/bjet.13147	https://doi.org/10.1111/bjet.13147	NOUN
cana-2531	377	1	[	[	X
cana-2531	377	2	18	18	NUM
cana-2531	377	3	]	]	X
cana-2531	377	4	lu	lu	PROPN
cana-2531	377	5	,	,	PUNCT
cana-2531	377	6	o.	o.	PROPN
cana-2531	377	7	h.	h.	PROPN
cana-2531	377	8	t.	t.	PROPN
cana-2531	377	9	,	,	PUNCT
cana-2531	377	10	huang	huang	PROPN
cana-2531	377	11	,	,	PUNCT
cana-2531	377	12	a.	a.	PROPN
cana-2531	377	13	y.	y.	PROPN
cana-2531	377	14	q.	q.	PROPN
cana-2531	377	15	,	,	PUNCT
cana-2531	377	16	tsai	tsai	PROPN
cana-2531	377	17	,	,	PUNCT
cana-2531	377	18	d.	d.	PROPN
cana-2531	377	19	c.	c.	PROPN
cana-2531	377	20	l.	l.	PROPN
cana-2531	377	21	,	,	PUNCT
cana-2531	377	22	&	&	CCONJ
cana-2531	377	23	yang	yang	PROPN
cana-2531	377	24	,	,	PUNCT
cana-2531	377	25	s.	s.	PROPN
cana-2531	377	26	j.	j.	PROPN
cana-2531	377	27	h.	h.	PROPN
cana-2531	377	28	(	(	PUNCT
cana-2531	377	29	2021	2021	NUM
cana-2531	377	30	)	)	PUNCT
cana-2531	377	31	.	.	PUNCT
cana-2531	378	1	expert	expert	NOUN
cana-2531	378	2	-	-	PUNCT
cana-2531	378	3	authored	author	VERB
cana-2531	378	4	and	and	CCONJ
cana-2531	378	5	machine	machine	NOUN
cana-2531	378	6	-	-	PUNCT
cana-2531	378	7	generated	generate	VERB
cana-2531	378	8	shortanswer	shortanswer	NOUN
cana-2531	378	9	questions	question	NOUN
cana-2531	378	10	for	for	ADP
cana-2531	378	11	assessing	assess	VERB
cana-2531	378	12	students	student	NOUN
cana-2531	378	13	learning	learn	VERB
cana-2531	378	14	performance	performance	NOUN
cana-2531	378	15	.	.	PUNCT
cana-2531	379	1	educational	educational	ADJ
cana-2531	379	2	technology	technology	PROPN
cana-2531	379	3	&	&	CCONJ
cana-2531	379	4	society	society	NOUN
cana-2531	379	5	,	,	PUNCT
cana-2531	379	6	24(3	24(3	NUM
cana-2531	379	7	)	)	PUNCT
cana-2531	379	8	,	,	PUNCT
cana-2531	379	9	159–173	159–173	NUM
cana-2531	379	10	.	.	PUNCT
cana-2531	380	1	[	[	X
cana-2531	380	2	19	19	NUM
cana-2531	380	3	]	]	PUNCT
cana-2531	380	4	mousavi	mousavi	PROPN
cana-2531	380	5	,	,	PUNCT
cana-2531	380	6	a.	a.	NOUN
cana-2531	380	7	,	,	PUNCT
cana-2531	380	8	schmidt	schmidt	NOUN
cana-2531	380	9	,	,	PUNCT
cana-2531	380	10	m.	m.	NOUN
cana-2531	380	11	,	,	PUNCT
cana-2531	380	12	squires	squire	NOUN
cana-2531	380	13	,	,	PUNCT
cana-2531	380	14	v.	v.	PROPN
cana-2531	380	15	,	,	PUNCT
cana-2531	380	16	&	&	CCONJ
cana-2531	380	17	wilson	wilson	PROPN
cana-2531	380	18	,	,	PUNCT
cana-2531	380	19	k.	k.	PROPN
cana-2531	380	20	(	(	PUNCT
cana-2531	380	21	2020	2020	NUM
cana-2531	380	22	)	)	PUNCT
cana-2531	380	23	.	.	PUNCT
cana-2531	381	1	assessing	assess	VERB
cana-2531	381	2	the	the	DET
cana-2531	381	3	effectiveness	effectiveness	NOUN
cana-2531	381	4	of	of	ADP
cana-2531	381	5	student	student	NOUN
cana-2531	381	6	advice	advice	NOUN
cana-2531	381	7	recommender	recommender	NOUN
cana-2531	381	8	agent	agent	NOUN
cana-2531	381	9	(	(	PUNCT
cana-2531	381	10	sara	sara	PROPN
cana-2531	381	11	):	):	PUNCT
cana-2531	381	12	the	the	DET
cana-2531	381	13	case	case	NOUN
cana-2531	381	14	of	of	ADP
cana-2531	381	15	automated	automate	VERB
cana-2531	381	16	personalized	personalized	ADJ
cana-2531	381	17	feedback	feedback	NOUN
cana-2531	381	18	.	.	PUNCT
cana-2531	382	1	international	international	ADJ
cana-2531	382	2	journal	journal	NOUN
cana-2531	382	3	of	of	ADP
cana-2531	382	4	artificial	artificial	ADJ
cana-2531	382	5	intelligence	intelligence	NOUN
cana-2531	382	6	in	in	ADP
cana-2531	382	7	education	education	NOUN
cana-2531	382	8	,	,	PUNCT
cana-2531	382	9	31(2	31(2	NUM
cana-2531	382	10	)	)	PUNCT
cana-2531	382	11	,	,	PUNCT
cana-2531	382	12	603–621	603–621	NUM
cana-2531	382	13	.	.	PUNCT
cana-2531	383	1	https://doi.org/10.1007/s40593-020-00210-6	https://doi.org/10.1007/s40593-020-00210-6	NUM
cana-2531	384	1	[	[	X
cana-2531	384	2	20	20	NUM
cana-2531	384	3	]	]	SYM
cana-2531	384	4	mousavinasab	mousavinasab	ADJ
cana-2531	384	5	,	,	PUNCT
cana-2531	384	6	e.	e.	PROPN
cana-2531	384	7	,	,	PUNCT
cana-2531	384	8	zarifsanaiey	zarifsanaiey	PROPN
cana-2531	384	9	,	,	PUNCT
cana-2531	384	10	n.	n.	PROPN
cana-2531	384	11	,	,	PUNCT
cana-2531	384	12	kalhori	kalhori	PROPN
cana-2531	384	13	,	,	PUNCT
cana-2531	384	14	s.	s.	PROPN
cana-2531	384	15	r.	r.	PROPN
cana-2531	384	16	n.	n.	PROPN
cana-2531	384	17	,	,	PUNCT
cana-2531	384	18	rakhshan	rakhshan	PROPN
cana-2531	384	19	,	,	PUNCT
cana-2531	384	20	m.	m.	NOUN
cana-2531	384	21	,	,	PUNCT
cana-2531	384	22	keikha	keikha	NOUN
cana-2531	384	23	,	,	PUNCT
cana-2531	384	24	l.	l.	PROPN
cana-2531	384	25	,	,	PUNCT
cana-2531	384	26	&	&	CCONJ
cana-2531	384	27	saeedi	saeedi	PROPN
cana-2531	384	28	,	,	PUNCT
cana-2531	384	29	m.	m.	NOUN
cana-2531	384	30	g.	g.	PROPN
cana-2531	384	31	(	(	PUNCT
cana-2531	384	32	2021	2021	NUM
cana-2531	384	33	)	)	PUNCT
cana-2531	384	34	.	.	PUNCT
cana-2531	385	1	intelligent	intelligent	ADJ
cana-2531	385	2	tutoring	tutoring	NOUN
cana-2531	385	3	systems	system	NOUN
cana-2531	385	4	:	:	PUNCT
cana-2531	385	5	a	a	DET
cana-2531	385	6	systematic	systematic	ADJ
cana-2531	385	7	review	review	NOUN
cana-2531	385	8	of	of	ADP
cana-2531	385	9	characteristics	characteristic	NOUN
cana-2531	385	10	,	,	PUNCT
cana-2531	385	11	applications	application	NOUN
cana-2531	385	12	,	,	PUNCT
cana-2531	385	13	and	and	CCONJ
cana-2531	385	14	evaluation	evaluation	NOUN
cana-2531	385	15	methods	method	NOUN
cana-2531	385	16	.	.	PUNCT
cana-2531	386	1	interactive	interactive	ADJ
cana-2531	386	2	learning	learning	NOUN
cana-2531	386	3	environments	environment	NOUN
cana-2531	386	4	,	,	PUNCT
cana-2531	386	5	29(1	29(1	NUM
cana-2531	386	6	)	)	PUNCT
cana-2531	386	7	,	,	PUNCT
cana-2531	386	8	142–163	142–163	NUM
cana-2531	386	9	.	.	PUNCT
cana-2531	387	1	https://doi.org/10.1080/10494820.2018.1558257	https://doi.org/10.1080/10494820.2018.1558257	NOUN
cana-2531	387	2	communications	communication	NOUN
cana-2531	387	3	on	on	ADP
cana-2531	387	4	applied	apply	VERB
cana-2531	387	5	nonlinear	nonlinear	ADJ
cana-2531	387	6	analysis	analysis	NOUN
cana-2531	387	7	issn	issn	NOUN
cana-2531	387	8	:	:	PUNCT
cana-2531	387	9	1074	1074	NUM
cana-2531	387	10	-	-	PUNCT
cana-2531	387	11	133x	133x	NUM
cana-2531	387	12	vol	vol	NOUN
cana-2531	387	13	32	32	NUM
cana-2531	387	14	no	no	NOUN
cana-2531	387	15	.	.	PUNCT
cana-2531	388	1	3s	3s	NUM
cana-2531	388	2	(	(	PUNCT
cana-2531	388	3	2025	2025	NUM
cana-2531	388	4	)	)	PUNCT
cana-2531	388	5	44	44	NUM
cana-2531	388	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2531	389	1	[	[	X
cana-2531	389	2	21	21	NUM
cana-2531	389	3	]	]	SYM
cana-2531	389	4	ouyang	ouyang	PROPN
cana-2531	389	5	,	,	PUNCT
cana-2531	389	6	f.	f.	PROPN
cana-2531	389	7	,	,	PUNCT
cana-2531	389	8	zheng	zheng	PROPN
cana-2531	389	9	,	,	PUNCT
cana-2531	389	10	l.	l.	PROPN
cana-2531	389	11	,	,	PUNCT
cana-2531	389	12	&	&	CCONJ
cana-2531	389	13	jiao	jiao	PROPN
cana-2531	389	14	,	,	PUNCT
cana-2531	389	15	p.	p.	NOUN
cana-2531	389	16	(	(	PUNCT
cana-2531	389	17	2022	2022	NUM
cana-2531	389	18	)	)	PUNCT
cana-2531	389	19	.	.	PUNCT
cana-2531	390	1	artificial	artificial	ADJ
cana-2531	390	2	intelligence	intelligence	NOUN
cana-2531	390	3	in	in	ADP
cana-2531	390	4	online	online	ADJ
cana-2531	390	5	higher	high	ADJ
cana-2531	390	6	education	education	NOUN
cana-2531	390	7	:	:	PUNCT
cana-2531	390	8	a	a	DET
cana-2531	390	9	systematic	systematic	ADJ
cana-2531	390	10	review	review	NOUN
cana-2531	390	11	of	of	ADP
cana-2531	390	12	empirical	empirical	ADJ
cana-2531	390	13	research	research	NOUN
cana-2531	390	14	from	from	ADP
cana-2531	390	15	2011–2020	2011–2020	NUM
cana-2531	390	16	.	.	PUNCT
cana-2531	391	1	education	education	NOUN
cana-2531	391	2	and	and	CCONJ
cana-2531	391	3	information	information	NOUN
cana-2531	391	4	technologies	technology	NOUN
cana-2531	391	5	,	,	PUNCT
cana-2531	391	6	27	27	NUM
cana-2531	391	7	,	,	PUNCT
cana-2531	391	8	7893–7925	7893–7925	NUM
cana-2531	391	9	.	.	PUNCT
cana-2531	391	10	https://doi.org/10.1007/s10639-022-10925-9	https://doi.org/10.1007/s10639-022-10925-9	NUM
cana-2531	392	1	[	[	X
cana-2531	392	2	22	22	NUM
cana-2531	392	3	]	]	SYM
cana-2531	392	4	page	page	NOUN
cana-2531	392	5	,	,	PUNCT
cana-2531	392	6	m.	m.	NOUN
cana-2531	392	7	j.	j.	PROPN
cana-2531	392	8	,	,	PUNCT
cana-2531	392	9	mckenzie	mckenzie	PROPN
cana-2531	392	10	,	,	PUNCT
cana-2531	392	11	j.	j.	PROPN
cana-2531	392	12	e.	e.	PROPN
cana-2531	392	13	,	,	PUNCT
cana-2531	392	14	bossuyt	bossuyt	NOUN
cana-2531	392	15	,	,	PUNCT
cana-2531	392	16	p.	p.	NOUN
cana-2531	392	17	m.	m.	NOUN
cana-2531	392	18	,	,	PUNCT
cana-2531	392	19	boutron	boutron	NOUN
cana-2531	392	20	,	,	PUNCT
cana-2531	392	21	i.	i.	PROPN
cana-2531	392	22	,	,	PUNCT
cana-2531	392	23	hoffmann	hoffmann	PROPN
cana-2531	392	24	,	,	PUNCT
cana-2531	392	25	t.	t.	PROPN
cana-2531	392	26	,	,	PUNCT
cana-2531	392	27	mulrow	mulrow	PROPN
cana-2531	392	28	,	,	PUNCT
cana-2531	392	29	c.	c.	NOUN
cana-2531	392	30	,	,	PUNCT
cana-2531	392	31	shamseer	shamseer	NOUN
cana-2531	392	32	,	,	PUNCT
cana-2531	392	33	l.	l.	PROPN
cana-2531	392	34	,	,	PUNCT
cana-2531	392	35	tetzlaff	tetzlaff	PROPN
cana-2531	392	36	,	,	PUNCT
cana-2531	392	37	j.	j.	PROPN
cana-2531	392	38	m.	m.	PROPN
cana-2531	392	39	,	,	PUNCT
cana-2531	392	40	akl	akl	PROPN
cana-2531	392	41	,	,	PUNCT
cana-2531	392	42	e.	e.	PROPN
cana-2531	392	43	a.	a.	PROPN
cana-2531	392	44	,	,	PUNCT
cana-2531	392	45	brennan	brennan	PROPN
cana-2531	392	46	,	,	PUNCT
cana-2531	392	47	s.	s.	PROPN
cana-2531	392	48	e.	e.	PROPN
cana-2531	392	49	,	,	PUNCT
cana-2531	392	50	chou	chou	PROPN
cana-2531	392	51	,	,	PUNCT
cana-2531	392	52	r.	r.	PROPN
cana-2531	392	53	,	,	PUNCT
cana-2531	392	54	glanville	glanville	PROPN
cana-2531	392	55	,	,	PUNCT
cana-2531	392	56	j.	j.	PROPN
cana-2531	392	57	,	,	PUNCT
cana-2531	392	58	grimshaw	grimshaw	PROPN
cana-2531	392	59	,	,	PUNCT
cana-2531	392	60	j.	j.	PROPN
cana-2531	392	61	m.	m.	PROPN
cana-2531	392	62	,	,	PUNCT
cana-2531	392	63	hróbjartsson	hróbjartsson	NOUN
cana-2531	392	64	,	,	PUNCT
cana-2531	392	65	a.	a.	NOUN
cana-2531	392	66	,	,	PUNCT
cana-2531	392	67	lalu	lalu	PROPN
cana-2531	392	68	,	,	PUNCT
cana-2531	392	69	m.	m.	NOUN
cana-2531	392	70	m.	m.	NOUN
cana-2531	392	71	,	,	PUNCT
cana-2531	392	72	li	li	PROPN
cana-2531	392	73	,	,	PUNCT
cana-2531	392	74	t.	t.	PROPN
cana-2531	392	75	,	,	PUNCT
cana-2531	392	76	loder	loder	PROPN
cana-2531	392	77	,	,	PUNCT
cana-2531	392	78	e.	e.	PROPN
cana-2531	392	79	w.	w.	PROPN
cana-2531	392	80	,	,	PUNCT
cana-2531	392	81	mayo	mayo	NOUN
cana-2531	392	82	-	-	PUNCT
cana-2531	392	83	wilson	wilson	PROPN
cana-2531	392	84	,	,	PUNCT
cana-2531	392	85	e.	e.	PROPN
cana-2531	392	86	,	,	PUNCT
cana-2531	392	87	mcdonald	mcdonald	PROPN
cana-2531	392	88	,	,	PUNCT
cana-2531	392	89	s.	s.	PROPN
cana-2531	392	90	,	,	PUNCT
cana-2531	392	91	…	…	PUNCT
cana-2531	392	92	moher	moher	PROPN
cana-2531	392	93	,	,	PUNCT
cana-2531	392	94	d.	d.	PROPN
cana-2531	392	95	(	(	PUNCT
cana-2531	392	96	2021	2021	NUM
cana-2531	392	97	)	)	PUNCT
cana-2531	392	98	.	.	PUNCT
cana-2531	393	1	the	the	DET
cana-2531	393	2	prisma	prisma	PROPN
cana-2531	393	3	2020	2020	NUM
cana-2531	393	4	statement	statement	NOUN
cana-2531	393	5	:	:	PUNCT
cana-2531	393	6	an	an	DET
cana-2531	393	7	updated	update	VERB
cana-2531	393	8	guideline	guideline	NOUN
cana-2531	393	9	for	for	ADP
cana-2531	393	10	reporting	report	VERB
cana-2531	393	11	systematic	systematic	ADJ
cana-2531	393	12	reviews	review	NOUN
cana-2531	393	13	.	.	PUNCT
cana-2531	394	1	british	british	ADJ
cana-2531	394	2	medical	medical	ADJ
cana-2531	394	3	journal	journal	PROPN
cana-2531	394	4	.	.	PUNCT
cana-2531	395	1	https://doi.org/10.1136/bmj.n71	https://doi.org/10.1136/bmj.n71	PROPN
cana-2531	396	1	[	[	X
cana-2531	396	2	23	23	NUM
cana-2531	396	3	]	]	SYM
cana-2531	396	4	rutner	rutner	NOUN
cana-2531	396	5	,	,	PUNCT
cana-2531	396	6	s.	s.	PROPN
cana-2531	396	7	m.	m.	PROPN
cana-2531	396	8	,	,	PUNCT
cana-2531	396	9	&	&	CCONJ
cana-2531	396	10	scott	scott	PROPN
cana-2531	396	11	,	,	PUNCT
cana-2531	396	12	r.	r.	PROPN
cana-2531	396	13	a.	a.	PROPN
cana-2531	396	14	(	(	PUNCT
cana-2531	396	15	2022	2022	NUM
cana-2531	396	16	)	)	PUNCT
cana-2531	396	17	.	.	PUNCT
cana-2531	397	1	use	use	NOUN
cana-2531	397	2	of	of	ADP
cana-2531	397	3	artificial	artificial	ADJ
cana-2531	397	4	intelligence	intelligence	NOUN
cana-2531	397	5	to	to	PART
cana-2531	397	6	grade	grade	NOUN
cana-2531	397	7	student	student	NOUN
cana-2531	397	8	discussion	discussion	NOUN
cana-2531	397	9	boards	board	NOUN
cana-2531	397	10	:	:	PUNCT
cana-2531	397	11	an	an	DET
cana-2531	397	12	exploratory	exploratory	ADJ
cana-2531	397	13	study	study	NOUN
cana-2531	397	14	.	.	PUNCT
cana-2531	398	1	information	information	NOUN
cana-2531	398	2	systems	systems	PROPN
cana-2531	398	3	education	education	PROPN
cana-2531	398	4	journal	journal	NOUN
cana-2531	398	5	,	,	PUNCT
cana-2531	398	6	20(4	20(4	NOUN
cana-2531	398	7	)	)	PUNCT
cana-2531	398	8	,	,	PUNCT
cana-2531	398	9	4–18	4–18	PROPN
cana-2531	398	10	.	.	PUNCT
cana-2531	399	1	[	[	X
cana-2531	399	2	24	24	NUM
cana-2531	399	3	]	]	X
cana-2531	399	4	salas	sala	NOUN
cana-2531	399	5	-	-	PUNCT
cana-2531	399	6	pilco	pilco	PROPN
cana-2531	399	7	,	,	PUNCT
cana-2531	399	8	s.	s.	PROPN
cana-2531	399	9	,	,	PUNCT
cana-2531	399	10	&	&	CCONJ
cana-2531	399	11	yang	yang	PROPN
cana-2531	399	12	,	,	PUNCT
cana-2531	399	13	y.	y.	PROPN
cana-2531	399	14	(	(	PUNCT
cana-2531	399	15	2022	2022	NUM
cana-2531	399	16	)	)	PUNCT
cana-2531	399	17	.	.	PUNCT
cana-2531	400	1	artificial	artificial	ADJ
cana-2531	400	2	intelligence	intelligence	NOUN
cana-2531	400	3	application	application	NOUN
cana-2531	400	4	in	in	ADP
cana-2531	400	5	latin	latin	PROPN
cana-2531	400	6	america	america	PROPN
cana-2531	400	7	higher	high	ADJ
cana-2531	400	8	education	education	NOUN
cana-2531	400	9	:	:	PUNCT
cana-2531	400	10	a	a	DET
cana-2531	400	11	systematic	systematic	ADJ
cana-2531	400	12	review	review	NOUN
cana-2531	400	13	.	.	PUNCT
cana-2531	401	1	international	international	ADJ
cana-2531	401	2	journal	journal	NOUN
cana-2531	401	3	of	of	ADP
cana-2531	401	4	educational	educational	ADJ
cana-2531	401	5	technology	technology	NOUN
cana-2531	401	6	in	in	ADP
cana-2531	401	7	higher	high	ADJ
cana-2531	401	8	education	education	NOUN
cana-2531	401	9	,	,	PUNCT
cana-2531	401	10	19(21	19(21	NUM
cana-2531	401	11	)	)	PUNCT
cana-2531	401	12	,	,	PUNCT
cana-2531	401	13	1–20	1–20	PROPN
cana-2531	401	14	.	.	PUNCT
cana-2531	402	1	https://doi.org/10.1186/s41239-022-00326-w	https://doi.org/10.1186/s41239-022-00326-w	PROPN
cana-2531	403	1	[	[	X
cana-2531	403	2	25	25	NUM
cana-2531	403	3	]	]	PUNCT
cana-2531	403	4	shukla	shukla	NOUN
cana-2531	403	5	,	,	PUNCT
cana-2531	403	6	a.	a.	PROPN
cana-2531	403	7	k.	k.	PROPN
cana-2531	403	8	,	,	PUNCT
cana-2531	403	9	janmaijaya	janmaijaya	PROPN
cana-2531	403	10	,	,	PUNCT
cana-2531	403	11	m.	m.	NOUN
cana-2531	403	12	,	,	PUNCT
cana-2531	403	13	abraham	abraham	PROPN
cana-2531	403	14	,	,	PUNCT
cana-2531	403	15	a.	a.	PROPN
cana-2531	403	16	,	,	PUNCT
cana-2531	403	17	&	&	CCONJ
cana-2531	403	18	muhuri	muhuri	PROPN
cana-2531	403	19	,	,	PUNCT
cana-2531	403	20	p.	p.	PROPN
cana-2531	403	21	k.	k.	PROPN
cana-2531	404	1	(	(	PUNCT
cana-2531	404	2	2019	2019	NUM
cana-2531	404	3	)	)	PUNCT
cana-2531	404	4	.	.	PUNCT
cana-2531	405	1	engineering	engineering	NOUN
cana-2531	405	2	applications	application	NOUN
cana-2531	405	3	of	of	ADP
cana-2531	405	4	artificial	artificial	ADJ
cana-2531	405	5	intelligence	intelligence	NOUN
cana-2531	405	6	:	:	PUNCT
cana-2531	405	7	a	a	DET
cana-2531	405	8	bibliometric	bibliometric	ADJ
cana-2531	405	9	analysis	analysis	NOUN
cana-2531	405	10	of	of	ADP
cana-2531	405	11	30	30	NUM
cana-2531	405	12	years	year	NOUN
cana-2531	405	13	(	(	PUNCT
cana-2531	405	14	1988–2018	1988–2018	NUM
cana-2531	405	15	)	)	PUNCT
cana-2531	405	16	.	.	PUNCT
cana-2531	406	1	engineering	engineering	NOUN
cana-2531	406	2	applications	application	NOUN
cana-2531	406	3	of	of	ADP
cana-2531	406	4	artificial	artificial	ADJ
cana-2531	406	5	intelligence	intelligence	NOUN
cana-2531	406	6	,	,	PUNCT
cana-2531	406	7	85	85	NUM
cana-2531	406	8	,	,	PUNCT
cana-2531	406	9	517–532	517–532	NUM
cana-2531	406	10	.	.	PUNCT
cana-2531	407	1	https://doi.org/10.1016/j.engappai.2019.06.010	https://doi.org/10.1016/j.engappai.2019.06.010	NOUN
cana-2531	407	2	[	[	X
cana-2531	407	3	26	26	NUM
cana-2531	407	4	]	]	X
cana-2531	407	5	winkler	winkler	NOUN
cana-2531	407	6	-	-	PUNCT
cana-2531	407	7	schwartz	schwartz	PROPN
cana-2531	407	8	,	,	PUNCT
cana-2531	407	9	a.	a.	NOUN
cana-2531	407	10	,	,	PUNCT
cana-2531	407	11	bissonnette	bissonnette	NOUN
cana-2531	407	12	,	,	PUNCT
cana-2531	407	13	v.	v.	PROPN
cana-2531	407	14	,	,	PUNCT
cana-2531	407	15	mirchi	mirchi	PROPN
cana-2531	407	16	,	,	PUNCT
cana-2531	407	17	n.	n.	NOUN
cana-2531	407	18	,	,	PUNCT
cana-2531	407	19	ponnudurai	ponnudurai	PROPN
cana-2531	407	20	,	,	PUNCT
cana-2531	407	21	n.	n.	PROPN
cana-2531	407	22	,	,	PUNCT
cana-2531	407	23	yilmaz	yilmaz	PROPN
cana-2531	407	24	,	,	PUNCT
cana-2531	407	25	r.	r.	PROPN
cana-2531	407	26	,	,	PUNCT
cana-2531	407	27	ledwos	ledwos	ADJ
cana-2531	407	28	,	,	PUNCT
cana-2531	407	29	n.	n.	NOUN
cana-2531	407	30	,	,	PUNCT
cana-2531	407	31	siyar	siyar	PROPN
cana-2531	407	32	,	,	PUNCT
cana-2531	407	33	s.	s.	PROPN
cana-2531	407	34	,	,	PUNCT
cana-2531	407	35	azarnoush	azarnoush	NOUN
cana-2531	407	36	,	,	PUNCT
cana-2531	407	37	h.	h.	PROPN
cana-2531	407	38	,	,	PUNCT
cana-2531	407	39	karlik	karlik	NOUN
cana-2531	407	40	,	,	PUNCT
cana-2531	407	41	b.	b.	PROPN
cana-2531	407	42	,	,	PUNCT
cana-2531	407	43	&	&	CCONJ
cana-2531	407	44	del	del	PROPN
cana-2531	407	45	maestro	maestro	PROPN
cana-2531	407	46	,	,	PUNCT
cana-2531	407	47	r.	r.	PROPN
cana-2531	407	48	f.	f.	PROPN
cana-2531	407	49	(	(	PUNCT
cana-2531	407	50	2019	2019	NUM
cana-2531	407	51	)	)	PUNCT
cana-2531	407	52	.	.	PUNCT
cana-2531	408	1	artificial	artificial	ADJ
cana-2531	408	2	intelligence	intelligence	NOUN
cana-2531	408	3	in	in	ADP
cana-2531	408	4	medical	medical	ADJ
cana-2531	408	5	education	education	NOUN
cana-2531	408	6	:	:	PUNCT
cana-2531	408	7	best	good	ADJ
cana-2531	408	8	practices	practice	NOUN
cana-2531	408	9	using	use	VERB
cana-2531	408	10	machine	machine	NOUN
cana-2531	408	11	learning	learn	VERB
cana-2531	408	12	to	to	PART
cana-2531	408	13	assess	assess	VERB
cana-2531	408	14	surgical	surgical	ADJ
cana-2531	408	15	expertise	expertise	NOUN
cana-2531	408	16	in	in	ADP
cana-2531	408	17	virtual	virtual	ADJ
cana-2531	408	18	reality	reality	NOUN
cana-2531	408	19	simulation	simulation	NOUN
cana-2531	408	20	.	.	PUNCT
cana-2531	409	1	journal	journal	PROPN
cana-2531	409	2	of	of	ADP
cana-2531	409	3	surgical	surgical	ADJ
cana-2531	409	4	education	education	NOUN
cana-2531	409	5	,	,	PUNCT
cana-2531	409	6	76(6	76(6	NOUN
cana-2531	409	7	)	)	PUNCT
cana-2531	409	8	,	,	PUNCT
cana-2531	409	9	1681–1690	1681–1690	NUM
cana-2531	409	10	.	.	X
cana-2531	410	1	https://doi.org/10.1016/j.jsurg.2019.05.015	https://doi.org/10.1016/j.jsurg.2019.05.015	PROPN
cana-2531	410	2	[	[	X
cana-2531	410	3	27	27	NUM
cana-2531	410	4	]	]	X
cana-2531	410	5	zhang	zhang	PROPN
cana-2531	410	6	,	,	PUNCT
cana-2531	410	7	f.	f.	PROPN
cana-2531	410	8	(	(	PUNCT
cana-2531	410	9	2022	2022	NUM
cana-2531	410	10	)	)	PUNCT
cana-2531	410	11	.	.	PUNCT
cana-2531	411	1	design	design	NOUN
cana-2531	411	2	and	and	CCONJ
cana-2531	411	3	application	application	NOUN
cana-2531	411	4	of	of	ADP
cana-2531	411	5	artificial	artificial	ADJ
cana-2531	411	6	intelligence	intelligence	NOUN
cana-2531	411	7	technology	technology	NOUN
cana-2531	411	8	-	-	PUNCT
cana-2531	411	9	driven	drive	VERB
cana-2531	411	10	education	education	NOUN
cana-2531	411	11	and	and	CCONJ
cana-2531	411	12	teaching	teaching	NOUN
cana-2531	411	13	system	system	NOUN
cana-2531	411	14	in	in	ADP
cana-2531	411	15	universities	university	NOUN
cana-2531	411	16	.	.	PUNCT
cana-2531	412	1	computational	computational	ADJ
cana-2531	412	2	and	and	CCONJ
cana-2531	412	3	mathematical	mathematical	ADJ
cana-2531	412	4	methods	method	NOUN
cana-2531	412	5	in	in	ADP
cana-2531	412	6	medicine	medicine	NOUN
cana-2531	412	7	.	.	PUNCT
cana-2531	413	1	https://doi.org/10.1155/2022/8503239	https://doi.org/10.1155/2022/8503239	PROPN
cana-2531	413	2	https://doi.org/10.1186/s41239-022-00326-w	https://doi.org/10.1186/s41239-022-00326-w	PROPN
cana-2531	413	3	https://doi.org/10.1016/j.engappai.2019.06.010	https://doi.org/10.1016/j.engappai.2019.06.010	PROPN
cana-2531	413	4	https://doi.org/10.1016/j.jsurg.2019.05.015	https://doi.org/10.1016/j.jsurg.2019.05.015	PROPN