id	sid	tid	token	lemma	pos
futech-475	1	1	c.	c.	PROPN
futech-475	1	2	chen	chen	PROPN
futech-475	1	3	et	et	PROPN
futech-475	1	4	al	al	PROPN
futech-475	1	5	.	.	PROPN
futech-475	1	6	/future	/future	PUNCT
futech-475	1	7	technology	technology	PROPN
futech-475	1	8	november	november	PROPN
futech-475	1	9	2025|	2025|	NUM
futech-475	1	10	volume	volume	NOUN
futech-475	1	11	04	04	NUM
futech-475	2	1	|	|	ADV
futech-475	2	2	issue	issue	VERB
futech-475	2	3	04	04	NUM
futech-475	3	1	|	|	CCONJ
futech-475	3	2	pages	page	VERB
futech-475	3	3	146	146	NUM
futech-475	3	4	-	-	SYM
futech-475	3	5	158	158	NUM
futech-475	3	6	146	146	NUM
futech-475	3	7	article	article	NOUN
futech-475	3	8	ai	ai	ADJ
futech-475	3	9	-	-	PUNCT
futech-475	3	10	driven	drive	VERB
futech-475	3	11	marketing	marketing	NOUN
futech-475	3	12	innovation	innovation	NOUN
futech-475	3	13	in	in	ADP
futech-475	3	14	educational	educational	ADJ
futech-475	3	15	technology	technology	NOUN
futech-475	3	16	:	:	PUNCT
futech-475	3	17	a	a	DET
futech-475	3	18	multi	multi	ADJ
futech-475	3	19	-	-	ADJ
futech-475	3	20	dimensional	dimensional	ADJ
futech-475	3	21	analysis	analysis	NOUN
futech-475	3	22	of	of	ADP
futech-475	3	23	virtual	virtual	ADJ
futech-475	3	24	sales	sale	NOUN
futech-475	3	25	personnel	personnel	NOUN
futech-475	3	26	and	and	CCONJ
futech-475	3	27	intelligent	intelligent	ADJ
futech-475	3	28	promotion	promotion	NOUN
futech-475	3	29	strategies	strategy	NOUN
futech-475	3	30	on	on	ADP
futech-475	3	31	user	user	NOUN
futech-475	3	32	acceptance	acceptance	NOUN
futech-475	3	33	and	and	CCONJ
futech-475	3	34	engagement	engagement	NOUN
futech-475	3	35	chuntie	chuntie	ADJ
futech-475	3	36	chen1	chen1	PROPN
futech-475	3	37	*	*	PUNCT
futech-475	3	38	,	,	PUNCT
futech-475	3	39	nor	nor	CCONJ
futech-475	3	40	hidayati	hidayati	PROPN
futech-475	3	41	binti	binti	PROPN
futech-475	3	42	zakaria1	zakaria1	PROPN
futech-475	3	43	,	,	PUNCT
futech-475	3	44	wei	wei	PROPN
futech-475	3	45	deng2	deng2	PROPN
futech-475	3	46	,	,	PUNCT
futech-475	3	47	xiaoli	xiaoli	PROPN
futech-475	3	48	xu3	xu3	PROPN
futech-475	3	49	,	,	PUNCT
futech-475	3	50	youyu	youyu	VERB
futech-475	3	51	xu1	xu1	PROPN
futech-475	4	1	1azman	1azman	NUM
futech-475	4	2	hashim	hashim	PROPN
futech-475	4	3	international	international	PROPN
futech-475	4	4	business	business	NOUN
futech-475	4	5	school	school	NOUN
futech-475	4	6	,	,	PUNCT
futech-475	4	7	universiti	universiti	PROPN
futech-475	4	8	teknologi	teknologi	PROPN
futech-475	4	9	malaysia	malaysia	PROPN
futech-475	4	10	(	(	PUNCT
futech-475	4	11	utm	utm	PROPN
futech-475	4	12	)	)	PUNCT
futech-475	4	13	,	,	PUNCT
futech-475	4	14	jalan	jalan	PROPN
futech-475	4	15	ilmu	ilmu	PROPN
futech-475	4	16	,	,	PUNCT
futech-475	4	17	utmd	utmd	NOUN
futech-475	4	18	,	,	PUNCT
futech-475	4	19	56100	56100	NUM
futech-475	4	20	kuala	kuala	PROPN
futech-475	4	21	lumpur	lumpur	PROPN
futech-475	4	22	,	,	PUNCT
futech-475	4	23	malaysia	malaysia	PROPN
futech-475	4	24	2school	2school	NUM
futech-475	4	25	of	of	ADP
futech-475	4	26	economics	economic	NOUN
futech-475	4	27	and	and	CCONJ
futech-475	4	28	management	management	NOUN
futech-475	4	29	,	,	PUNCT
futech-475	4	30	huizhou	huizhou	PROPN
futech-475	4	31	university	university	PROPN
futech-475	4	32	,	,	PUNCT
futech-475	4	33	guangdong	guangdong	PROPN
futech-475	4	34	,	,	PUNCT
futech-475	4	35	china	china	PROPN
futech-475	4	36	3guizhou	3guizhou	NUM
futech-475	4	37	electronic	electronic	ADJ
futech-475	4	38	commerce	commerce	PROPN
futech-475	4	39	vocational	vocational	PROPN
futech-475	4	40	college	college	PROPN
futech-475	4	41	,	,	PUNCT
futech-475	4	42	guizhou	guizhou	PROPN
futech-475	4	43	,	,	PUNCT
futech-475	4	44	china	china	PROPN
futech-475	4	45	a	a	DET
futech-475	4	46	r	r	NOUN
futech-475	4	47	t	t	NOUN
futech-475	5	1	i	i	PRON
futech-475	5	2	c	c	NOUN
futech-475	5	3	l	l	NOUN
futech-475	5	4	e	e	NOUN
futech-475	6	1	i	i	PRON
futech-475	6	2	n	n	VERB
futech-475	6	3	f	f	NOUN
futech-475	6	4	o	o	NOUN
futech-475	6	5	article	article	NOUN
futech-475	6	6	history	history	NOUN
futech-475	6	7	:	:	PUNCT
futech-475	6	8	received	receive	VERB
futech-475	6	9	18	18	NUM
futech-475	6	10	june	june	PROPN
futech-475	6	11	2025	2025	NUM
futech-475	6	12	received	receive	VERB
futech-475	6	13	in	in	ADP
futech-475	6	14	revised	revise	VERB
futech-475	6	15	form	form	NOUN
futech-475	6	16	23	23	NUM
futech-475	6	17	july	july	PROPN
futech-475	6	18	2025	2025	NUM
futech-475	6	19	accepted	accept	VERB
futech-475	6	20	14	14	NUM
futech-475	6	21	august	august	PROPN
futech-475	6	22	2025	2025	NUM
futech-475	6	23	keywords	keyword	NOUN
futech-475	6	24	:	:	PUNCT
futech-475	6	25	ai	ai	ADJ
futech-475	6	26	-	-	PUNCT
futech-475	6	27	driven	drive	VERB
futech-475	6	28	marketing	marketing	NOUN
futech-475	6	29	,	,	PUNCT
futech-475	6	30	educational	educational	ADJ
futech-475	6	31	technology	technology	NOUN
futech-475	6	32	,	,	PUNCT
futech-475	6	33	virtual	virtual	ADJ
futech-475	6	34	sales	sale	NOUN
futech-475	6	35	personnel	personnel	NOUN
futech-475	6	36	,	,	PUNCT
futech-475	6	37	technology	technology	NOUN
futech-475	6	38	acceptance	acceptance	NOUN
futech-475	6	39	model	model	NOUN
futech-475	6	40	,	,	PUNCT
futech-475	6	41	trust	trust	NOUN
futech-475	6	42	mediation	mediation	NOUN
futech-475	6	43	,	,	PUNCT
futech-475	6	44	machine	machine	NOUN
futech-475	6	45	learning	learning	NOUN
futech-475	6	46	prediction	prediction	NOUN
futech-475	6	47	*	*	PUNCT
futech-475	6	48	corresponding	correspond	VERB
futech-475	6	49	author	author	NOUN
futech-475	6	50	email	email	NOUN
futech-475	6	51	address	address	NOUN
futech-475	6	52	:	:	PUNCT
futech-475	7	1	chenchuntie@mail.com	chenchuntie@mail.com	X
futech-475	7	2	doi	doi	PROPN
futech-475	7	3	:	:	PUNCT
futech-475	7	4	10.55670	10.55670	NUM
futech-475	7	5	/	/	SYM
futech-475	7	6	fpll.futech.4.4.13	fpll.futech.4.4.13	PROPN
futech-475	7	7	a	a	DET
futech-475	7	8	b	b	PROPN
futech-475	7	9	s	s	ADP
futech-475	7	10	t	t	PROPN
futech-475	7	11	r	r	NOUN
futech-475	7	12	a	a	DET
futech-475	7	13	c	c	NOUN
futech-475	7	14	t	t	NOUN
futech-475	7	15	this	this	DET
futech-475	7	16	study	study	NOUN
futech-475	7	17	investigates	investigate	VERB
futech-475	7	18	the	the	DET
futech-475	7	19	impact	impact	NOUN
futech-475	7	20	of	of	ADP
futech-475	7	21	ai	ai	ADJ
futech-475	7	22	-	-	PUNCT
futech-475	7	23	driven	drive	VERB
futech-475	7	24	marketing	marketing	NOUN
futech-475	7	25	innovations	innovation	NOUN
futech-475	7	26	on	on	ADP
futech-475	7	27	user	user	NOUN
futech-475	7	28	acceptance	acceptance	NOUN
futech-475	7	29	and	and	CCONJ
futech-475	7	30	engagement	engagement	NOUN
futech-475	7	31	in	in	ADP
futech-475	7	32	educational	educational	ADJ
futech-475	7	33	technology	technology	NOUN
futech-475	7	34	contexts	contexts	NOUN
futech-475	7	35	,	,	PUNCT
futech-475	7	36	examining	examine	VERB
futech-475	7	37	how	how	SCONJ
futech-475	7	38	virtual	virtual	ADJ
futech-475	7	39	sales	sale	NOUN
futech-475	7	40	personnel	personnel	NOUN
futech-475	7	41	characteristics	characteristic	NOUN
futech-475	7	42	and	and	CCONJ
futech-475	7	43	intelligent	intelligent	ADJ
futech-475	7	44	promotion	promotion	NOUN
futech-475	7	45	strategies	strategy	NOUN
futech-475	7	46	influence	influence	VERB
futech-475	7	47	behavioral	behavioral	ADJ
futech-475	7	48	outcomes	outcome	NOUN
futech-475	7	49	through	through	ADP
futech-475	7	50	psychological	psychological	ADJ
futech-475	7	51	mechanisms	mechanism	NOUN
futech-475	7	52	.	.	PUNCT
futech-475	8	1	an	an	DET
futech-475	8	2	explanatory	explanatory	ADJ
futech-475	8	3	sequential	sequential	ADJ
futech-475	8	4	mixed	mixed	ADJ
futech-475	8	5	-	-	PUNCT
futech-475	8	6	methods	method	NOUN
futech-475	8	7	design	design	NOUN
futech-475	8	8	was	be	AUX
futech-475	8	9	employed	employ	VERB
futech-475	8	10	,	,	PUNCT
futech-475	8	11	combining	combine	VERB
futech-475	8	12	structural	structural	ADJ
futech-475	8	13	equation	equation	NOUN
futech-475	8	14	modeling	model	VERB
futech-475	8	15	analysis	analysis	NOUN
futech-475	8	16	of	of	ADP
futech-475	8	17	survey	survey	NOUN
futech-475	8	18	data	datum	NOUN
futech-475	8	19	from	from	ADP
futech-475	8	20	650	650	NUM
futech-475	8	21	educational	educational	ADJ
futech-475	8	22	technology	technology	NOUN
futech-475	8	23	users	user	NOUN
futech-475	8	24	with	with	ADP
futech-475	8	25	thematic	thematic	ADJ
futech-475	8	26	analysis	analysis	NOUN
futech-475	8	27	of	of	ADP
futech-475	8	28	45	45	NUM
futech-475	8	29	semi	semi	ADJ
futech-475	8	30	-	-	ADJ
futech-475	8	31	structured	structured	ADJ
futech-475	8	32	interviews	interview	NOUN
futech-475	8	33	.	.	PUNCT
futech-475	9	1	machine	machine	NOUN
futech-475	9	2	learning	learning	NOUN
futech-475	9	3	algorithms	algorithm	NOUN
futech-475	9	4	,	,	PUNCT
futech-475	9	5	particularly	particularly	ADV
futech-475	9	6	xgboost	xgboost	X
futech-475	9	7	(	(	PUNCT
futech-475	9	8	auc=0.89	auc=0.89	PROPN
futech-475	9	9	)	)	PUNCT
futech-475	9	10	,	,	PUNCT
futech-475	9	11	were	be	AUX
futech-475	9	12	utilized	utilize	VERB
futech-475	9	13	to	to	PART
futech-475	9	14	predict	predict	VERB
futech-475	9	15	user	user	NOUN
futech-475	9	16	acceptance	acceptance	NOUN
futech-475	9	17	patterns	pattern	NOUN
futech-475	9	18	and	and	CCONJ
futech-475	9	19	identify	identify	VERB
futech-475	9	20	five	five	NUM
futech-475	9	21	distinct	distinct	ADJ
futech-475	9	22	user	user	NOUN
futech-475	9	23	segments	segment	NOUN
futech-475	9	24	.	.	PUNCT
futech-475	10	1	trust	trust	NOUN
futech-475	10	2	emerged	emerge	VERB
futech-475	10	3	as	as	ADP
futech-475	10	4	the	the	DET
futech-475	10	5	critical	critical	ADJ
futech-475	10	6	mediating	mediating	NOUN
futech-475	10	7	mechanism	mechanism	NOUN
futech-475	10	8	between	between	ADP
futech-475	10	9	ai	ai	VERB
futech-475	10	10	anthropomorphism	anthropomorphism	NOUN
futech-475	10	11	and	and	CCONJ
futech-475	10	12	user	user	NOUN
futech-475	10	13	acceptance	acceptance	NOUN
futech-475	10	14	,	,	PUNCT
futech-475	10	15	accounting	account	VERB
futech-475	10	16	for	for	ADP
futech-475	10	17	76.5	76.5	NUM
futech-475	10	18	%	%	NOUN
futech-475	10	19	of	of	ADP
futech-475	10	20	the	the	DET
futech-475	10	21	total	total	ADJ
futech-475	10	22	effect	effect	NOUN
futech-475	10	23	.	.	PUNCT
futech-475	11	1	personalization	personalization	NOUN
futech-475	11	2	capabilities	capability	NOUN
futech-475	11	3	demonstrated	demonstrate	VERB
futech-475	11	4	the	the	DET
futech-475	11	5	strongest	strong	ADJ
futech-475	11	6	impact	impact	NOUN
futech-475	11	7	on	on	ADP
futech-475	11	8	continuous	continuous	ADJ
futech-475	11	9	engagement	engagement	NOUN
futech-475	11	10	(	(	PUNCT
futech-475	11	11	β=0.52	β=0.52	NOUN
futech-475	11	12	,	,	PUNCT
futech-475	11	13	p<0.001	p<0.001	PROPN
futech-475	11	14	)	)	PUNCT
futech-475	11	15	.	.	PUNCT
futech-475	12	1	qualitative	qualitative	ADJ
futech-475	12	2	analysis	analysis	NOUN
futech-475	12	3	revealed	reveal	VERB
futech-475	12	4	three	three	NUM
futech-475	12	5	overarching	overarching	ADJ
futech-475	12	6	themes	theme	NOUN
futech-475	12	7	:	:	PUNCT
futech-475	12	8	intelligent	intelligent	ADJ
futech-475	12	9	companion	companion	NOUN
futech-475	12	10	experience	experience	NOUN
futech-475	12	11	(	(	PUNCT
futech-475	12	12	82.2	82.2	NUM
futech-475	12	13	%	%	NOUN
futech-475	12	14	prevalence	prevalence	NOUN
futech-475	12	15	)	)	PUNCT
futech-475	12	16	,	,	PUNCT
futech-475	12	17	personalization	personalization	NOUN
futech-475	12	18	value	value	NOUN
futech-475	12	19	perception	perception	NOUN
futech-475	12	20	(	(	PUNCT
futech-475	12	21	88.9	88.9	NUM
futech-475	12	22	%	%	NOUN
futech-475	12	23	)	)	PUNCT
futech-475	12	24	,	,	PUNCT
futech-475	12	25	and	and	CCONJ
futech-475	12	26	privacy	privacy	NOUN
futech-475	12	27	-	-	PUNCT
futech-475	12	28	convenience	convenience	NOUN
futech-475	12	29	trade	trade	NOUN
futech-475	12	30	-	-	PUNCT
futech-475	12	31	offs	off	NOUN
futech-475	12	32	(	(	PUNCT
futech-475	12	33	68.9	68.9	NUM
futech-475	12	34	%	%	NOUN
futech-475	12	35	)	)	PUNCT
futech-475	12	36	.	.	PUNCT
futech-475	13	1	the	the	DET
futech-475	13	2	validated	validate	VERB
futech-475	13	3	framework	framework	NOUN
futech-475	13	4	provides	provide	VERB
futech-475	13	5	educational	educational	ADJ
futech-475	13	6	technology	technology	NOUN
futech-475	13	7	enterprises	enterprise	NOUN
futech-475	13	8	with	with	ADP
futech-475	13	9	actionable	actionable	ADJ
futech-475	13	10	guidelines	guideline	NOUN
futech-475	13	11	for	for	ADP
futech-475	13	12	implementing	implement	VERB
futech-475	13	13	ai	ai	INTJ
futech-475	13	14	marketing	marketing	NOUN
futech-475	13	15	systems	system	NOUN
futech-475	13	16	that	that	PRON
futech-475	13	17	balance	balance	VERB
futech-475	13	18	technological	technological	ADJ
futech-475	13	19	sophistication	sophistication	NOUN
futech-475	13	20	with	with	ADP
futech-475	13	21	humanization	humanization	NOUN
futech-475	13	22	principles	principle	NOUN
futech-475	13	23	through	through	ADP
futech-475	13	24	moderate	moderate	ADJ
futech-475	13	25	anthropomorphism	anthropomorphism	NOUN
futech-475	13	26	and	and	CCONJ
futech-475	13	27	progressive	progressive	ADJ
futech-475	13	28	personalization	personalization	NOUN
futech-475	13	29	strategies	strategy	NOUN
futech-475	13	30	.	.	PUNCT
futech-475	14	1	this	this	DET
futech-475	14	2	research	research	NOUN
futech-475	14	3	extends	extend	VERB
futech-475	14	4	the	the	DET
futech-475	14	5	technology	technology	NOUN
futech-475	14	6	acceptance	acceptance	NOUN
futech-475	14	7	model	model	NOUN
futech-475	14	8	by	by	ADP
futech-475	14	9	integrating	integrate	VERB
futech-475	14	10	ai	ai	VERB
futech-475	14	11	-	-	PUNCT
futech-475	14	12	specific	specific	ADJ
futech-475	14	13	constructs	construct	NOUN
futech-475	14	14	,	,	PUNCT
futech-475	14	15	including	include	VERB
futech-475	14	16	algorithm	algorithm	NOUN
futech-475	14	17	trust	trust	NOUN
futech-475	14	18	and	and	CCONJ
futech-475	14	19	perceived	perceive	VERB
futech-475	14	20	intelligence	intelligence	NOUN
futech-475	14	21	,	,	PUNCT
futech-475	14	22	offering	offer	VERB
futech-475	14	23	novel	novel	ADJ
futech-475	14	24	theoretical	theoretical	ADJ
futech-475	14	25	insights	insight	NOUN
futech-475	14	26	and	and	CCONJ
futech-475	14	27	empirical	empirical	ADJ
futech-475	14	28	evidence	evidence	NOUN
futech-475	14	29	for	for	ADP
futech-475	14	30	optimizing	optimize	VERB
futech-475	14	31	human	human	ADJ
futech-475	14	32	-	-	PUNCT
futech-475	14	33	ai	ai	NOUN
futech-475	14	34	interactions	interaction	NOUN
futech-475	14	35	in	in	ADP
futech-475	14	36	educational	educational	ADJ
futech-475	14	37	marketing	marketing	NOUN
futech-475	14	38	contexts	contexts	NOUN
futech-475	14	39	.	.	PUNCT
futech-475	15	1	ai	ai	AUX
futech-475	15	2	fundamentally	fundamentally	ADV
futech-475	15	3	transforms	transform	VERB
futech-475	15	4	educational	educational	ADJ
futech-475	15	5	technology	technology	NOUN
futech-475	15	6	marketing	marketing	NOUN
futech-475	15	7	through	through	ADP
futech-475	15	8	trust	trust	NOUN
futech-475	15	9	-	-	PUNCT
futech-475	15	10	based	base	VERB
futech-475	15	11	mechanisms	mechanism	NOUN
futech-475	15	12	,	,	PUNCT
futech-475	15	13	requiring	require	VERB
futech-475	15	14	careful	careful	ADJ
futech-475	15	15	balance	balance	NOUN
futech-475	15	16	between	between	ADP
futech-475	15	17	innovation	innovation	NOUN
futech-475	15	18	and	and	CCONJ
futech-475	15	19	humanization	humanization	NOUN
futech-475	15	20	for	for	ADP
futech-475	15	21	sustainable	sustainable	ADJ
futech-475	15	22	adoption	adoption	NOUN
futech-475	15	23	.	.	PUNCT
futech-475	16	1	1	1	X
futech-475	16	2	.	.	X
futech-475	16	3	introduction	introduction	NOUN
futech-475	16	4	with	with	ADP
futech-475	16	5	the	the	DET
futech-475	16	6	adoption	adoption	NOUN
futech-475	16	7	of	of	ADP
futech-475	16	8	artificial	artificial	ADJ
futech-475	16	9	intelligence	intelligence	NOUN
futech-475	16	10	(	(	PUNCT
futech-475	16	11	ai	ai	NOUN
futech-475	16	12	)	)	PUNCT
futech-475	16	13	technologies	technology	NOUN
futech-475	16	14	,	,	PUNCT
futech-475	16	15	the	the	DET
futech-475	16	16	educational	educational	ADJ
futech-475	16	17	technology	technology	NOUN
futech-475	16	18	marketplace	marketplace	NOUN
futech-475	16	19	has	have	AUX
futech-475	16	20	undergone	undergo	VERB
futech-475	16	21	a	a	DET
futech-475	16	22	profound	profound	ADJ
futech-475	16	23	transformation	transformation	NOUN
futech-475	16	24	,	,	PUNCT
futech-475	16	25	changing	change	VERB
futech-475	16	26	the	the	DET
futech-475	16	27	way	way	NOUN
futech-475	16	28	educational	educational	ADJ
futech-475	16	29	services	service	NOUN
futech-475	16	30	and	and	CCONJ
futech-475	16	31	products	product	NOUN
futech-475	16	32	are	be	AUX
futech-475	16	33	marketed	market	VERB
futech-475	16	34	and	and	CCONJ
futech-475	16	35	delivered	deliver	VERB
futech-475	16	36	to	to	PART
futech-475	16	37	end	end	VERB
futech-475	16	38	users	user	NOUN
futech-475	16	39	.	.	PUNCT
futech-475	17	1	the	the	DET
futech-475	17	2	total	total	ADJ
futech-475	17	3	global	global	ADJ
futech-475	17	4	market	market	NOUN
futech-475	17	5	size	size	NOUN
futech-475	17	6	for	for	ADP
futech-475	17	7	ai	ai	NOUN
futech-475	17	8	in	in	ADP
futech-475	17	9	education	education	NOUN
futech-475	17	10	is	be	AUX
futech-475	17	11	expected	expect	VERB
futech-475	17	12	to	to	PART
futech-475	17	13	rise	rise	VERB
futech-475	17	14	from	from	ADP
futech-475	17	15	usd	usd	NOUN
futech-475	17	16	5.08	5.08	NUM
futech-475	17	17	billion	billion	NUM
futech-475	17	18	to	to	PART
futech-475	17	19	usd	usd	NOUN
futech-475	17	20	7.47	7.47	NUM
futech-475	17	21	billion	billion	NUM
futech-475	17	22	during	during	ADP
futech-475	17	23	2016	2016	NUM
futech-475	17	24	-	-	SYM
futech-475	17	25	2021	2021	NUM
futech-475	18	1	[	[	X
futech-475	18	2	1	1	NUM
futech-475	18	3	]	]	PUNCT
futech-475	18	4	.	.	PUNCT
futech-475	19	1	it	it	PRON
futech-475	19	2	is	be	AUX
futech-475	19	3	indeed	indeed	ADV
futech-475	19	4	a	a	DET
futech-475	19	5	far	far	ADJ
futech-475	19	6	cry	cry	NOUN
futech-475	19	7	from	from	ADP
futech-475	19	8	the	the	DET
futech-475	19	9	conventional	conventional	ADJ
futech-475	19	10	structure	structure	NOUN
futech-475	19	11	of	of	ADP
futech-475	19	12	the	the	DET
futech-475	19	13	educational	educational	ADJ
futech-475	19	14	marketing	marketing	NOUN
futech-475	19	15	model	model	NOUN
futech-475	19	16	since	since	SCONJ
futech-475	19	17	this	this	DET
futech-475	19	18	evolution	evolution	NOUN
futech-475	19	19	has	have	AUX
futech-475	19	20	not	not	PART
futech-475	19	21	only	only	ADV
futech-475	19	22	progressed	progress	VERB
futech-475	19	23	exponentially	exponentially	ADV
futech-475	19	24	,	,	PUNCT
futech-475	19	25	but	but	CCONJ
futech-475	19	26	also	also	ADV
futech-475	19	27	assumed	assume	VERB
futech-475	19	28	to	to	PART
futech-475	19	29	be	be	AUX
futech-475	19	30	a	a	DET
futech-475	19	31	game	game	NOUN
futech-475	19	32	changer	changer	NOUN
futech-475	19	33	,	,	PUNCT
futech-475	19	34	in	in	ADP
futech-475	19	35	terms	term	NOUN
futech-475	19	36	of	of	ADP
futech-475	19	37	how	how	SCONJ
futech-475	19	38	educational	educational	ADJ
futech-475	19	39	institutions	institution	NOUN
futech-475	19	40	envision	envision	VERB
futech-475	19	41	and	and	CCONJ
futech-475	19	42	execute	execute	VERB
futech-475	19	43	their	their	PRON
futech-475	19	44	marketing	marketing	NOUN
futech-475	19	45	strategies	strategy	NOUN
futech-475	19	46	and	and	CCONJ
futech-475	19	47	state	state	NOUN
futech-475	19	48	of	of	ADP
futech-475	19	49	affairs	affair	NOUN
futech-475	19	50	through	through	ADP
futech-475	19	51	the	the	DET
futech-475	19	52	placement	placement	NOUN
futech-475	19	53	of	of	ADP
futech-475	19	54	virtual	virtual	ADJ
futech-475	19	55	sales	sale	NOUN
futech-475	19	56	staff	staff	NOUN
futech-475	19	57	as	as	ADV
futech-475	19	58	well	well	ADV
futech-475	19	59	as	as	ADP
futech-475	19	60	through	through	ADP
futech-475	19	61	intelligent	intelligent	ADJ
futech-475	19	62	promotion	promotion	NOUN
futech-475	19	63	services	service	NOUN
futech-475	19	64	hinged	hinge	VERB
futech-475	19	65	on	on	ADP
futech-475	19	66	nextage	nextage	NOUN
futech-475	19	67	technology	technology	NOUN
futech-475	19	68	with	with	ADP
futech-475	19	69	further	further	ADJ
futech-475	19	70	support	support	NOUN
futech-475	19	71	for	for	ADP
futech-475	19	72	ai	ai	VERB
futech-475	19	73	to	to	PART
futech-475	19	74	breathe	breathe	VERB
futech-475	19	75	new	new	ADJ
futech-475	19	76	life	life	NOUN
futech-475	19	77	into	into	ADP
futech-475	19	78	boosting	boost	VERB
futech-475	19	79	user	user	NOUN
futech-475	19	80	engagement	engagement	NOUN
futech-475	19	81	and	and	CCONJ
futech-475	19	82	adoption	adoption	NOUN
futech-475	19	83	[	[	X
futech-475	19	84	2	2	NUM
futech-475	19	85	]	]	PUNCT
futech-475	19	86	.	.	PUNCT
futech-475	20	1	although	although	SCONJ
futech-475	20	2	ai	ai	NOUN
futech-475	20	3	-	-	PUNCT
futech-475	20	4	supported	support	VERB
futech-475	20	5	marketing	marketing	NOUN
futech-475	20	6	innovations	innovation	NOUN
futech-475	20	7	in	in	ADP
futech-475	20	8	educational	educational	ADJ
futech-475	20	9	technology	technology	NOUN
futech-475	20	10	hold	hold	VERB
futech-475	20	11	great	great	ADJ
futech-475	20	12	promise	promise	NOUN
futech-475	20	13	,	,	PUNCT
futech-475	20	14	a	a	DET
futech-475	20	15	significant	significant	ADJ
futech-475	20	16	gap	gap	NOUN
futech-475	20	17	remains	remain	VERB
futech-475	20	18	between	between	ADP
futech-475	20	19	what	what	PRON
futech-475	20	20	technologies	technology	NOUN
futech-475	20	21	can	can	AUX
futech-475	20	22	mediate	mediate	VERB
futech-475	20	23	and	and	CCONJ
futech-475	20	24	what	what	PRON
futech-475	20	25	users	user	NOUN
futech-475	20	26	(	(	PUNCT
futech-475	20	27	i.e.	i.e.	X
futech-475	20	28	,	,	PUNCT
futech-475	20	29	student	student	NOUN
futech-475	20	30	users	user	NOUN
futech-475	20	31	)	)	PUNCT
futech-475	20	32	open	open	ADJ
futech-475	20	33	access	access	NOUN
futech-475	20	34	journal	journal	PROPN
futech-475	20	35	issn	issn	PROPN
futech-475	20	36	2832	2832	NUM
futech-475	20	37	-	-	SYM
futech-475	20	38	0379	0379	NUM
futech-475	20	39	november	november	PROPN
futech-475	20	40	2025|	2025|	NUM
futech-475	20	41	volume	volume	NOUN
futech-475	20	42	04	04	NUM
futech-475	21	1	|	|	ADV
futech-475	21	2	issue	issue	VERB
futech-475	21	3	04	04	NUM
futech-475	22	1	|	|	CCONJ
futech-475	22	2	pages	page	VERB
futech-475	22	3	146	146	NUM
futech-475	22	4	-	-	SYM
futech-475	22	5	158	158	NUM
futech-475	22	6	https://doi.org/10.55670/fpll.futech.4.4.13	https://doi.org/10.55670/fpll.futech.4.4.13	NOUN
futech-475	22	7	journal	journal	PROPN
futech-475	22	8	homepage	homepage	NOUN
futech-475	22	9	:	:	PUNCT
futech-475	22	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-475	22	11	future	future	ADJ
futech-475	22	12	technology	technology	NOUN
futech-475	22	13	mailto:chenchuntie@mail.com	mailto:chenchuntie@mail.com	PROPN
futech-475	22	14	https://doi.org/10.55670/fpll.futech.4.4.13	https://doi.org/10.55670/fpll.futech.4.4.13	PROPN
futech-475	22	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-475	23	1	c.	c.	PROPN
futech-475	23	2	chen	chen	PROPN
futech-475	23	3	et	et	PROPN
futech-475	23	4	al	al	PROPN
futech-475	23	5	.	.	PROPN
futech-475	23	6	/future	/future	PUNCT
futech-475	23	7	technology	technology	PROPN
futech-475	23	8	november	november	PROPN
futech-475	23	9	2025|	2025|	NUM
futech-475	23	10	volume	volume	NOUN
futech-475	23	11	04	04	NUM
futech-475	24	1	|	|	ADV
futech-475	24	2	issue	issue	VERB
futech-475	24	3	04	04	NUM
futech-475	25	1	|	|	CCONJ
futech-475	25	2	pages	page	VERB
futech-475	25	3	146	146	NUM
futech-475	25	4	-	-	SYM
futech-475	25	5	158	158	NUM
futech-475	25	6	147	147	NUM
futech-475	25	7	will	will	AUX
futech-475	25	8	accept	accept	VERB
futech-475	25	9	,	,	PUNCT
futech-475	25	10	particularly	particularly	ADV
futech-475	25	11	in	in	ADP
futech-475	25	12	the	the	DET
futech-475	25	13	intricate	intricate	ADJ
futech-475	25	14	dynamic	dynamic	NOUN
futech-475	25	15	between	between	ADP
futech-475	25	16	virtual	virtual	ADJ
futech-475	25	17	sales	sale	NOUN
futech-475	25	18	assistants	assistant	NOUN
futech-475	25	19	and	and	CCONJ
futech-475	25	20	student	student	NOUN
futech-475	25	21	decision	decision	NOUN
futech-475	25	22	-	-	PUNCT
futech-475	25	23	making	make	VERB
futech-475	25	24	processes	process	NOUN
futech-475	25	25	.	.	PUNCT
futech-475	26	1	ai	ai	VERB
futech-475	26	2	wo	will	AUX
futech-475	26	3	n’t	not	PART
futech-475	26	4	take	take	VERB
futech-475	26	5	your	your	PRON
futech-475	26	6	job	job	NOUN
futech-475	26	7	.	.	PUNCT
futech-475	27	1	it	it	PRON
futech-475	27	2	is	be	AUX
futech-475	27	3	the	the	DET
futech-475	27	4	one	one	NOUN
futech-475	27	5	to	to	PART
futech-475	27	6	be	be	AUX
futech-475	27	7	adopted	adopt	VERB
futech-475	27	8	by	by	ADP
futech-475	27	9	a	a	DET
futech-475	27	10	user	user	NOUN
futech-475	27	11	who	who	PRON
futech-475	27	12	knows	know	VERB
futech-475	27	13	nothing	nothing	PRON
futech-475	27	14	about	about	ADP
futech-475	27	15	ai	ai	VERB
futech-475	27	16	,	,	PUNCT
futech-475	27	17	as	as	ADP
futech-475	27	18	inge	inge	PROPN
futech-475	27	19	(	(	PUNCT
futech-475	27	20	2025	2025	NUM
futech-475	27	21	)	)	PUNCT
futech-475	27	22	emphasizes	emphasize	VERB
futech-475	27	23	the	the	DET
futech-475	27	24	importance	importance	NOUN
futech-475	27	25	of	of	ADP
futech-475	27	26	investigating	investigate	VERB
futech-475	27	27	how	how	SCONJ
futech-475	27	28	educational	educational	ADJ
futech-475	27	29	technology	technology	NOUN
futech-475	27	30	users	user	NOUN
futech-475	27	31	experience	experience	NOUN
futech-475	27	32	,	,	PUNCT
futech-475	27	33	relate	relate	VERB
futech-475	27	34	to	to	ADP
futech-475	27	35	,	,	PUNCT
futech-475	27	36	and	and	CCONJ
futech-475	27	37	eventually	eventually	ADV
futech-475	27	38	accept	accept	VERB
futech-475	27	39	ai	ai	VERB
futech-475	27	40	-	-	PUNCT
futech-475	27	41	based	base	VERB
futech-475	27	42	marketing	marketing	NOUN
futech-475	27	43	interfaces	interface	NOUN
futech-475	27	44	[	[	X
futech-475	27	45	3	3	NUM
futech-475	27	46	]	]	PUNCT
futech-475	27	47	.	.	PUNCT
futech-475	28	1	current	current	ADJ
futech-475	28	2	studies	study	NOUN
futech-475	28	3	mainly	mainly	ADV
futech-475	28	4	concern	concern	VERB
futech-475	28	5	the	the	DET
futech-475	28	6	technical	technical	ADJ
futech-475	28	7	issues	issue	NOUN
futech-475	28	8	,	,	PUNCT
futech-475	28	9	ignoring	ignore	VERB
futech-475	28	10	the	the	DET
futech-475	28	11	subtle	subtle	ADJ
futech-475	28	12	psychological	psychological	ADJ
futech-475	28	13	and	and	CCONJ
futech-475	28	14	behavioral	behavioral	ADJ
futech-475	28	15	factors	factor	NOUN
futech-475	28	16	that	that	PRON
futech-475	28	17	influence	influence	NOUN
futech-475	28	18	users	user	NOUN
futech-475	28	19	’	’	PART
futech-475	28	20	adoption	adoption	NOUN
futech-475	28	21	of	of	ADP
futech-475	28	22	aibased	aibased	ADJ
futech-475	28	23	marketing	marketing	NOUN
futech-475	28	24	tools	tool	NOUN
futech-475	28	25	in	in	ADP
futech-475	28	26	education	education	NOUN
futech-475	28	27	settings	setting	NOUN
futech-475	28	28	[	[	X
futech-475	28	29	4	4	NUM
futech-475	28	30	,	,	PUNCT
futech-475	28	31	5	5	NUM
futech-475	28	32	]	]	PUNCT
futech-475	28	33	,	,	PUNCT
futech-475	28	34	resulting	result	VERB
futech-475	28	35	in	in	ADP
futech-475	28	36	a	a	DET
futech-475	28	37	large	large	ADJ
futech-475	28	38	theoretical	theoretical	ADJ
futech-475	28	39	gap	gap	NOUN
futech-475	28	40	in	in	ADP
futech-475	28	41	the	the	DET
futech-475	28	42	development	development	NOUN
futech-475	28	43	of	of	ADP
futech-475	28	44	a	a	DET
futech-475	28	45	usable	usable	ADJ
futech-475	28	46	marketing	marketing	NOUN
futech-475	28	47	strategy	strategy	NOUN
futech-475	28	48	of	of	ADP
futech-475	28	49	ai	ai	AUX
futech-475	28	50	used	use	VERB
futech-475	28	51	on	on	ADP
futech-475	28	52	educational	educational	ADJ
futech-475	28	53	technology	technology	NOUN
futech-475	28	54	platforms	platform	NOUN
futech-475	28	55	.	.	PUNCT
futech-475	29	1	bringing	bring	VERB
futech-475	29	2	together	together	ADV
futech-475	29	3	emerging	emerge	VERB
futech-475	29	4	ai	ai	NOUN
futech-475	29	5	capacities	capacity	NOUN
futech-475	29	6	and	and	CCONJ
futech-475	29	7	educational	educational	ADJ
futech-475	29	8	marketing	marketing	NOUN
futech-475	29	9	requires	require	VERB
futech-475	29	10	a	a	DET
futech-475	29	11	deep	deep	ADJ
futech-475	29	12	dive	dive	NOUN
futech-475	29	13	into	into	ADP
futech-475	29	14	three	three	NUM
futech-475	29	15	related	relate	VERB
futech-475	29	16	research	research	NOUN
futech-475	29	17	issues	issue	NOUN
futech-475	29	18	relevant	relevant	ADJ
futech-475	29	19	not	not	PART
futech-475	29	20	only	only	ADV
futech-475	29	21	from	from	ADP
futech-475	29	22	a	a	DET
futech-475	29	23	theoretical	theoretical	ADJ
futech-475	29	24	but	but	CCONJ
futech-475	29	25	also	also	ADV
futech-475	29	26	a	a	DET
futech-475	29	27	practical	practical	ADJ
futech-475	29	28	point	point	NOUN
futech-475	29	29	of	of	ADP
futech-475	29	30	view	view	NOUN
futech-475	29	31	.	.	PUNCT
futech-475	30	1	rq1	rq1	VERB
futech-475	30	2	:	:	PUNCT
futech-475	30	3	to	to	PART
futech-475	30	4	examine	examine	VERB
futech-475	30	5	what	what	PRON
futech-475	30	6	attributes	attribute	NOUN
futech-475	30	7	of	of	ADP
futech-475	30	8	virtual	virtual	ADJ
futech-475	30	9	salespeople	salesperson	NOUN
futech-475	30	10	have	have	VERB
futech-475	30	11	a	a	DET
futech-475	30	12	significant	significant	ADJ
futech-475	30	13	impact	impact	NOUN
futech-475	30	14	on	on	ADP
futech-475	30	15	educational	educational	ADJ
futech-475	30	16	technology	technology	NOUN
futech-475	30	17	user	user	NOUN
futech-475	30	18	acceptance	acceptance	NOUN
futech-475	30	19	,	,	PUNCT
futech-475	30	20	namely	namely	ADV
futech-475	30	21	anthropomorphism	anthropomorphism	NOUN
futech-475	30	22	,	,	PUNCT
futech-475	30	23	responsiveness	responsiveness	NOUN
futech-475	30	24	,	,	PUNCT
futech-475	30	25	and	and	CCONJ
futech-475	30	26	perceived	perceive	VERB
futech-475	30	27	intelligence	intelligence	NOUN
futech-475	30	28	of	of	ADP
futech-475	30	29	virtual	virtual	ADJ
futech-475	30	30	salespeople	salesperson	NOUN
futech-475	30	31	in	in	ADP
futech-475	30	32	the	the	DET
futech-475	30	33	educational	educational	ADJ
futech-475	30	34	product	product	NOUN
futech-475	30	35	market	market	NOUN
futech-475	31	1	[	[	X
futech-475	31	2	6	6	NUM
futech-475	31	3	]	]	PUNCT
futech-475	31	4	.	.	PUNCT
futech-475	32	1	rq2	rq2	PROPN
futech-475	32	2	investigates	investigate	VERB
futech-475	32	3	how	how	SCONJ
futech-475	32	4	smart	smart	ADJ
futech-475	32	5	promotion	promotion	NOUN
futech-475	32	6	strategies	strategy	NOUN
futech-475	32	7	improve	improve	VERB
futech-475	32	8	user	user	NOUN
futech-475	32	9	engagement	engagement	NOUN
futech-475	32	10	in	in	ADP
futech-475	32	11	educational	educational	ADJ
futech-475	32	12	platforms	platform	NOUN
futech-475	32	13	and	and	CCONJ
futech-475	32	14	retention	retention	NOUN
futech-475	32	15	during	during	ADP
futech-475	32	16	a	a	DET
futech-475	32	17	user	user	NOUN
futech-475	32	18	's	's	PART
futech-475	32	19	learning	learning	NOUN
futech-475	32	20	process	process	NOUN
futech-475	32	21	in	in	ADP
futech-475	32	22	a	a	DET
futech-475	32	23	more	more	ADV
futech-475	32	24	detailed	detailed	ADJ
futech-475	32	25	way	way	NOUN
futech-475	32	26	,	,	PUNCT
futech-475	32	27	and	and	CCONJ
futech-475	32	28	how	how	SCONJ
futech-475	32	29	the	the	DET
futech-475	32	30	personalization	personalization	NOUN
futech-475	32	31	algorithms	algorithm	NOUN
futech-475	32	32	and	and	CCONJ
futech-475	32	33	prediction	prediction	NOUN
futech-475	32	34	algorithms	algorithm	NOUN
futech-475	32	35	lead	lead	VERB
futech-475	32	36	to	to	ADP
futech-475	32	37	users	user	NOUN
futech-475	32	38	'	'	PART
futech-475	32	39	sustained	sustained	ADJ
futech-475	32	40	involvement	involvement	NOUN
futech-475	32	41	in	in	ADP
futech-475	32	42	a	a	DET
futech-475	32	43	learning	learning	NOUN
futech-475	32	44	process	process	NOUN
futech-475	32	45	[	[	X
futech-475	32	46	7	7	NUM
futech-475	32	47	]	]	PUNCT
futech-475	32	48	.	.	PUNCT
futech-475	33	1	rq3	rq3	NOUN
futech-475	33	2	:	:	PUNCT
futech-475	33	3	what	what	PRON
futech-475	33	4	are	be	AUX
futech-475	33	5	the	the	DET
futech-475	33	6	key	key	ADJ
futech-475	33	7	critical	critical	ADJ
futech-475	33	8	success	success	NOUN
futech-475	33	9	factors	factor	NOUN
futech-475	33	10	(	(	PUNCT
futech-475	33	11	csfs	csfs	NOUN
futech-475	33	12	)	)	PUNCT
futech-475	33	13	in	in	ADP
futech-475	33	14	the	the	DET
futech-475	33	15	use	use	NOUN
futech-475	33	16	of	of	ADP
futech-475	33	17	ai	ai	ADJ
futech-475	33	18	marketing	marketing	NOUN
futech-475	33	19	innovations	innovation	NOUN
futech-475	33	20	for	for	ADP
futech-475	33	21	educational	educational	ADJ
futech-475	33	22	technology	technology	NOUN
futech-475	33	23	,	,	PUNCT
futech-475	33	24	combining	combine	VERB
futech-475	33	25	technological	technological	ADJ
futech-475	33	26	capabilities	capability	NOUN
futech-475	33	27	and	and	CCONJ
futech-475	33	28	human	human	NOUN
futech-475	33	29	-	-	PUNCT
futech-475	33	30	centered	center	VERB
futech-475	33	31	design	design	NOUN
futech-475	33	32	,	,	PUNCT
futech-475	33	33	to	to	PART
futech-475	33	34	derive	derive	VERB
futech-475	33	35	a	a	DET
futech-475	33	36	model	model	NOUN
futech-475	33	37	framework	framework	NOUN
futech-475	33	38	for	for	ADP
futech-475	33	39	ai	ai	NOUN
futech-475	33	40	marketing	marketing	NOUN
futech-475	33	41	adoption	adoption	NOUN
futech-475	33	42	?	?	PUNCT
futech-475	34	1	the	the	DET
futech-475	34	2	key	key	ADJ
futech-475	34	3	contributions	contribution	NOUN
futech-475	34	4	of	of	ADP
futech-475	34	5	this	this	DET
futech-475	34	6	study	study	NOUN
futech-475	34	7	include	include	VERB
futech-475	34	8	building	build	VERB
futech-475	34	9	an	an	DET
futech-475	34	10	integrated	integrate	VERB
futech-475	34	11	theoretical	theoretical	ADJ
futech-475	34	12	framework	framework	NOUN
futech-475	34	13	integrating	integrate	VERB
futech-475	34	14	technology	technology	NOUN
futech-475	34	15	acceptance	acceptance	NOUN
futech-475	34	16	model	model	NOUN
futech-475	34	17	(	(	PUNCT
futech-475	34	18	tam	tam	PROPN
futech-475	34	19	)	)	PUNCT
futech-475	34	20	with	with	ADP
futech-475	34	21	ai	ai	ADJ
futech-475	34	22	-	-	PUNCT
futech-475	34	23	specific	specific	ADJ
futech-475	34	24	technology	technology	NOUN
futech-475	34	25	constructs	construct	NOUN
futech-475	34	26	in	in	ADP
futech-475	34	27	the	the	DET
futech-475	34	28	context	context	NOUN
futech-475	34	29	of	of	ADP
futech-475	34	30	educational	educational	ADJ
futech-475	34	31	technology	technology	NOUN
futech-475	34	32	marketing	marketing	NOUN
futech-475	34	33	,	,	PUNCT
futech-475	34	34	empirically	empirically	ADV
futech-475	34	35	validating	validate	VERB
futech-475	34	36	the	the	DET
futech-475	34	37	influence	influence	NOUN
futech-475	34	38	paths	path	NOUN
futech-475	34	39	of	of	ADP
futech-475	34	40	aimarketing	aimarkete	VERB
futech-475	34	41	factors	factor	NOUN
futech-475	34	42	on	on	ADP
futech-475	34	43	user	user	NOUN
futech-475	34	44	behaviors	behavior	NOUN
futech-475	34	45	,	,	PUNCT
futech-475	34	46	proposing	propose	VERB
futech-475	34	47	a	a	DET
futech-475	34	48	3	3	NUM
futech-475	34	49	-	-	PUNCT
futech-475	34	50	point	point	NOUN
futech-475	34	51	action	action	NOUN
futech-475	34	52	implementation	implementation	NOUN
futech-475	34	53	guide	guide	NOUN
futech-475	34	54	for	for	ADP
futech-475	34	55	educational	educational	ADJ
futech-475	34	56	technology	technology	NOUN
futech-475	34	57	firms	firm	NOUN
futech-475	34	58	,	,	PUNCT
futech-475	34	59	and	and	CCONJ
futech-475	34	60	assessing	assess	VERB
futech-475	34	61	the	the	DET
futech-475	34	62	utility	utility	NOUN
futech-475	34	63	of	of	ADP
futech-475	34	64	ai	ai	PROPN
futech-475	34	65	technologies	technology	NOUN
futech-475	34	66	in	in	ADP
futech-475	34	67	improving	improve	VERB
futech-475	34	68	marketing	marketing	NOUN
futech-475	34	69	performance	performance	NOUN
futech-475	34	70	measures	measure	NOUN
futech-475	34	71	.	.	PUNCT
futech-475	35	1	tam	tam	PROPN
futech-475	35	2	has	have	VERB
futech-475	35	3	the	the	DET
futech-475	35	4	power	power	NOUN
futech-475	35	5	to	to	PART
futech-475	35	6	accommodate	accommodate	VERB
futech-475	35	7	and	and	CCONJ
futech-475	35	8	modify	modify	VERB
futech-475	35	9	its	its	PRON
futech-475	35	10	elements	element	NOUN
futech-475	35	11	to	to	PART
futech-475	35	12	suit	suit	VERB
futech-475	35	13	specific	specific	ADJ
futech-475	35	14	situations	situation	NOUN
futech-475	35	15	and	and	CCONJ
futech-475	35	16	technologies	technology	NOUN
futech-475	35	17	;	;	PUNCT
futech-475	35	18	hence	hence	ADV
futech-475	35	19	,	,	PUNCT
futech-475	35	20	it	it	PRON
futech-475	35	21	is	be	AUX
futech-475	35	22	an	an	DET
futech-475	35	23	appropriate	appropriate	ADJ
futech-475	35	24	model	model	NOUN
futech-475	35	25	in	in	ADP
futech-475	35	26	the	the	DET
futech-475	35	27	study	study	NOUN
futech-475	35	28	of	of	ADP
futech-475	35	29	ai	ai	PRON
futech-475	35	30	acceptance	acceptance	NOUN
futech-475	35	31	in	in	ADP
futech-475	35	32	the	the	DET
futech-475	35	33	context	context	NOUN
futech-475	35	34	of	of	ADP
futech-475	35	35	educational	educational	ADJ
futech-475	35	36	marketing	marketing	NOUN
futech-475	35	37	,	,	PUNCT
futech-475	35	38	where	where	SCONJ
futech-475	35	39	classical	classical	ADJ
futech-475	35	40	models	model	NOUN
futech-475	35	41	may	may	AUX
futech-475	35	42	be	be	AUX
futech-475	35	43	inadequate	inadequate	ADJ
futech-475	35	44	[	[	X
futech-475	35	45	8	8	NUM
futech-475	35	46	]	]	PUNCT
futech-475	35	47	.	.	PUNCT
futech-475	36	1	this	this	DET
futech-475	36	2	investigation	investigation	NOUN
futech-475	36	3	transcends	transcend	VERB
futech-475	36	4	conventional	conventional	ADJ
futech-475	36	5	tam	tam	NOUN
futech-475	36	6	adaptations	adaptation	NOUN
futech-475	36	7	by	by	ADP
futech-475	36	8	introducing	introduce	VERB
futech-475	36	9	the	the	DET
futech-475	36	10	intelligent	intelligent	ADJ
futech-475	36	11	marketing	marketing	NOUN
futech-475	36	12	resonance	resonance	NOUN
futech-475	36	13	(	(	PUNCT
futech-475	36	14	imr	imr	PROPN
futech-475	36	15	)	)	PUNCT
futech-475	36	16	model	model	NOUN
futech-475	36	17	,	,	PUNCT
futech-475	36	18	which	which	PRON
futech-475	36	19	theorizes	theorize	VERB
futech-475	36	20	ai	ai	VERB
futech-475	36	21	acceptance	acceptance	NOUN
futech-475	36	22	as	as	ADP
futech-475	36	23	an	an	DET
futech-475	36	24	emergent	emergent	ADJ
futech-475	36	25	property	property	NOUN
futech-475	36	26	arising	arise	VERB
futech-475	36	27	from	from	ADP
futech-475	36	28	bidirectional	bidirectional	ADJ
futech-475	36	29	adaptation	adaptation	NOUN
futech-475	36	30	between	between	ADP
futech-475	36	31	human	human	ADJ
futech-475	36	32	pedagogical	pedagogical	ADJ
futech-475	36	33	needs	need	NOUN
futech-475	36	34	and	and	CCONJ
futech-475	36	35	algorithmic	algorithmic	ADJ
futech-475	36	36	learning	learning	NOUN
futech-475	36	37	capabilities	capability	NOUN
futech-475	36	38	—	—	PUNCT
futech-475	36	39	a	a	DET
futech-475	36	40	paradigmatic	paradigmatic	ADJ
futech-475	36	41	shift	shift	NOUN
futech-475	36	42	from	from	ADP
futech-475	36	43	unidirectional	unidirectional	ADJ
futech-475	36	44	acceptance	acceptance	NOUN
futech-475	36	45	models	model	NOUN
futech-475	36	46	that	that	PRON
futech-475	36	47	treat	treat	VERB
futech-475	36	48	users	user	NOUN
futech-475	36	49	as	as	ADP
futech-475	36	50	passive	passive	ADJ
futech-475	36	51	technology	technology	NOUN
futech-475	36	52	recipients	recipient	NOUN
futech-475	36	53	.	.	PUNCT
futech-475	37	1	the	the	DET
futech-475	37	2	empirical	empirical	ADJ
futech-475	37	3	validation	validation	NOUN
futech-475	37	4	reveals	reveal	VERB
futech-475	37	5	that	that	SCONJ
futech-475	37	6	ai	ai	AUX
futech-475	37	7	-	-	PUNCT
futech-475	37	8	driven	drive	VERB
futech-475	37	9	educational	educational	ADJ
futech-475	37	10	marketing	marketing	NOUN
futech-475	37	11	operates	operate	VERB
futech-475	37	12	through	through	ADP
futech-475	37	13	quantum	quantum	NOUN
futech-475	37	14	-	-	PUNCT
futech-475	37	15	like	like	ADJ
futech-475	37	16	trust	trust	NOUN
futech-475	37	17	states	state	NOUN
futech-475	37	18	wherein	wherein	SCONJ
futech-475	37	19	users	user	NOUN
futech-475	37	20	maintain	maintain	VERB
futech-475	37	21	superposed	superpose	VERB
futech-475	37	22	acceptance	acceptance	NOUN
futech-475	37	23	orientations	orientation	NOUN
futech-475	37	24	that	that	PRON
futech-475	37	25	collapse	collapse	VERB
futech-475	37	26	into	into	ADP
futech-475	37	27	specific	specific	ADJ
futech-475	37	28	behaviors	behavior	NOUN
futech-475	37	29	only	only	ADV
futech-475	37	30	during	during	ADP
futech-475	37	31	interaction	interaction	NOUN
futech-475	37	32	events	event	NOUN
futech-475	37	33	,	,	PUNCT
futech-475	37	34	challenging	challenge	VERB
futech-475	37	35	fundamental	fundamental	ADJ
futech-475	37	36	linearity	linearity	NOUN
futech-475	37	37	assumptions	assumption	NOUN
futech-475	37	38	underlying	underlie	VERB
futech-475	37	39	existing	exist	VERB
futech-475	37	40	theoretical	theoretical	ADJ
futech-475	37	41	frameworks	framework	NOUN
futech-475	37	42	.	.	PUNCT
futech-475	38	1	theoretical	theoretical	ADJ
futech-475	38	2	contribution	contribution	NOUN
futech-475	38	3	:	:	PUNCT
futech-475	38	4	this	this	DET
futech-475	38	5	study	study	NOUN
futech-475	38	6	extends	extend	VERB
futech-475	38	7	tam	tam	X
futech-475	38	8	by	by	ADP
futech-475	38	9	incorporating	incorporate	VERB
futech-475	38	10	ai	ai	ADJ
futech-475	38	11	-	-	PUNCT
futech-475	38	12	specific	specific	ADJ
futech-475	38	13	interaction	interaction	NOUN
futech-475	38	14	characteristics	characteristic	NOUN
futech-475	38	15	that	that	PRON
futech-475	38	16	have	have	VERB
futech-475	38	17	a	a	DET
futech-475	38	18	unique	unique	ADJ
futech-475	38	19	impact	impact	NOUN
futech-475	38	20	on	on	ADP
futech-475	38	21	user	user	NOUN
futech-475	38	22	acceptance	acceptance	NOUN
futech-475	38	23	in	in	ADP
futech-475	38	24	educational	educational	ADJ
futech-475	38	25	technology	technology	NOUN
futech-475	38	26	environments	environment	NOUN
futech-475	38	27	.	.	PUNCT
futech-475	39	1	by	by	ADP
futech-475	39	2	adopting	adopt	VERB
futech-475	39	3	a	a	DET
futech-475	39	4	new	new	ADJ
futech-475	39	5	extended	extended	ADJ
futech-475	39	6	tam	tam	NOUN
futech-475	39	7	model	model	NOUN
futech-475	39	8	with	with	ADP
futech-475	39	9	the	the	DET
futech-475	39	10	big	big	ADJ
futech-475	39	11	five	five	NUM
futech-475	39	12	personality	personality	NOUN
futech-475	39	13	traits	trait	NOUN
futech-475	39	14	and	and	CCONJ
futech-475	39	15	ai	ai	VERB
futech-475	39	16	mindset	mindset	NOUN
futech-475	39	17	as	as	ADP
futech-475	39	18	a	a	DET
futech-475	39	19	critical	critical	ADJ
futech-475	39	20	expansion	expansion	NOUN
futech-475	39	21	beyond	beyond	ADP
futech-475	39	22	the	the	DET
futech-475	39	23	traditional	traditional	ADJ
futech-475	39	24	application	application	NOUN
futech-475	39	25	of	of	ADP
futech-475	39	26	tam	tam	PROPN
futech-475	39	27	,	,	PUNCT
futech-475	39	28	the	the	DET
futech-475	39	29	empirical	empirical	ADJ
futech-475	39	30	analysis	analysis	NOUN
futech-475	39	31	physically	physically	ADV
futech-475	39	32	supported	support	VERB
futech-475	39	33	the	the	DET
futech-475	39	34	extension	extension	NOUN
futech-475	39	35	of	of	ADP
futech-475	39	36	the	the	DET
futech-475	39	37	applicability	applicability	NOUN
futech-475	39	38	of	of	ADP
futech-475	39	39	tam	tam	PROPN
futech-475	39	40	,	,	PUNCT
futech-475	39	41	specifically	specifically	ADV
futech-475	39	42	when	when	SCONJ
futech-475	39	43	the	the	DET
futech-475	39	44	distinct	distinct	ADJ
futech-475	39	45	psychological	psychological	ADJ
futech-475	39	46	and	and	CCONJ
futech-475	39	47	behavioral	behavioral	ADJ
futech-475	39	48	factors	factor	NOUN
futech-475	39	49	within	within	ADP
futech-475	39	50	human	human	ADJ
futech-475	39	51	–	–	PUNCT
futech-475	39	52	ai	ai	VERB
futech-475	39	53	interactions	interaction	NOUN
futech-475	39	54	in	in	ADP
futech-475	39	55	educational	educational	ADJ
futech-475	39	56	marketing	marketing	NOUN
futech-475	39	57	settings	setting	NOUN
futech-475	39	58	are	be	AUX
futech-475	39	59	concerned	concern	VERB
futech-475	39	60	[	[	PUNCT
futech-475	39	61	9	9	NUM
futech-475	39	62	]	]	PUNCT
futech-475	39	63	.	.	PUNCT
futech-475	40	1	the	the	DET
futech-475	40	2	introduction	introduction	NOUN
futech-475	40	3	of	of	ADP
futech-475	40	4	new	new	ADJ
futech-475	40	5	theoretical	theoretical	ADJ
futech-475	40	6	constructs	construct	NOUN
futech-475	40	7	,	,	PUNCT
futech-475	40	8	namely	namely	ADV
futech-475	40	9	"	"	PUNCT
futech-475	40	10	ai	ai	VERB
futech-475	40	11	marketing	marketing	NOUN
futech-475	40	12	acceptance	acceptance	NOUN
futech-475	40	13	"	"	PUNCT
futech-475	40	14	and	and	CCONJ
futech-475	40	15	"	"	PUNCT
futech-475	40	16	virtual	virtual	ADJ
futech-475	40	17	agent	agent	NOUN
futech-475	40	18	trust	trust	NOUN
futech-475	40	19	,	,	PUNCT
futech-475	40	20	"	"	PUNCT
futech-475	40	21	fills	fill	VERB
futech-475	40	22	the	the	DET
futech-475	40	23	gap	gap	NOUN
futech-475	40	24	that	that	PRON
futech-475	40	25	tam	tam	PROPN
futech-475	40	26	can	can	AUX
futech-475	40	27	only	only	ADV
futech-475	40	28	provide	provide	VERB
futech-475	40	29	an	an	DET
futech-475	40	30	abstract	abstract	ADJ
futech-475	40	31	representation	representation	NOUN
futech-475	40	32	of	of	ADP
futech-475	40	33	users	user	NOUN
futech-475	40	34	'	'	PART
futech-475	40	35	readiness	readiness	NOUN
futech-475	40	36	to	to	PART
futech-475	40	37	accept	accept	VERB
futech-475	40	38	technological	technological	ADJ
futech-475	40	39	innovations	innovation	NOUN
futech-475	40	40	.	.	PUNCT
futech-475	41	1	as	as	ADP
futech-475	41	2	a	a	DET
futech-475	41	3	result	result	NOUN
futech-475	41	4	,	,	PUNCT
futech-475	41	5	other	other	ADJ
futech-475	41	6	factors	factor	NOUN
futech-475	41	7	that	that	PRON
futech-475	41	8	potentially	potentially	ADV
futech-475	41	9	influence	influence	VERB
futech-475	41	10	a	a	DET
futech-475	41	11	user	user	NOUN
futech-475	41	12	's	's	PART
futech-475	41	13	adoption	adoption	NOUN
futech-475	41	14	of	of	ADP
futech-475	41	15	technology	technology	NOUN
futech-475	41	16	need	need	VERB
futech-475	41	17	to	to	PART
futech-475	41	18	be	be	AUX
futech-475	41	19	considered	consider	VERB
futech-475	41	20	to	to	PART
futech-475	41	21	achieve	achieve	VERB
futech-475	41	22	context	context	NOUN
futech-475	41	23	-	-	PUNCT
futech-475	41	24	based	base	VERB
futech-475	41	25	explanations	explanation	NOUN
futech-475	41	26	,	,	PUNCT
futech-475	41	27	which	which	PRON
futech-475	41	28	equip	equip	VERB
futech-475	41	29	researchers	researcher	NOUN
futech-475	41	30	with	with	ADP
futech-475	41	31	a	a	DET
futech-475	41	32	more	more	ADV
futech-475	41	33	detailed	detailed	ADJ
futech-475	41	34	picture	picture	NOUN
futech-475	41	35	of	of	ADP
futech-475	41	36	technology	technology	NOUN
futech-475	41	37	acceptance	acceptance	NOUN
futech-475	41	38	issues	issue	NOUN
futech-475	41	39	as	as	SCONJ
futech-475	41	40	they	they	PRON
futech-475	41	41	arise	arise	VERB
futech-475	41	42	from	from	ADP
futech-475	41	43	ai	ai	ADV
futech-475	41	44	-	-	PUNCT
futech-475	41	45	based	base	VERB
futech-475	41	46	educational	educational	ADJ
futech-475	41	47	marketing	marketing	NOUN
futech-475	41	48	systems	system	NOUN
futech-475	41	49	.	.	PUNCT
futech-475	42	1	the	the	DET
futech-475	42	2	implications	implication	NOUN
futech-475	42	3	of	of	ADP
futech-475	42	4	this	this	DET
futech-475	42	5	work	work	NOUN
futech-475	42	6	are	be	AUX
futech-475	42	7	twofold	twofold	ADV
futech-475	42	8	:	:	PUNCT
futech-475	42	9	theoretical	theoretical	ADJ
futech-475	42	10	contribution	contribution	NOUN
futech-475	42	11	and	and	CCONJ
futech-475	42	12	practical	practical	ADJ
futech-475	42	13	implementation	implementation	NOUN
futech-475	42	14	.	.	PUNCT
futech-475	43	1	technology	technology	NOUN
futech-475	43	2	companies	company	NOUN
futech-475	43	3	in	in	ADP
futech-475	43	4	the	the	DET
futech-475	43	5	education	education	NOUN
futech-475	43	6	industry	industry	NOUN
futech-475	43	7	can	can	AUX
futech-475	43	8	derive	derive	VERB
futech-475	43	9	value	value	NOUN
futech-475	43	10	from	from	ADP
futech-475	43	11	the	the	DET
futech-475	43	12	results	result	NOUN
futech-475	43	13	and	and	CCONJ
futech-475	43	14	actions	action	NOUN
futech-475	43	15	taken	take	VERB
futech-475	43	16	to	to	PART
futech-475	43	17	maximize	maximize	VERB
futech-475	43	18	their	their	PRON
futech-475	43	19	ai	ai	ADJ
futech-475	43	20	marketing	marketing	NOUN
futech-475	43	21	investment	investment	NOUN
futech-475	43	22	,	,	PUNCT
futech-475	43	23	potentially	potentially	ADV
futech-475	43	24	leading	lead	VERB
futech-475	43	25	to	to	ADP
futech-475	43	26	different	different	ADJ
futech-475	43	27	business	business	NOUN
futech-475	43	28	outcomes	outcome	NOUN
futech-475	43	29	.	.	PUNCT
futech-475	44	1	ai	ai	VERB
futech-475	44	2	-	-	PUNCT
futech-475	44	3	enabled	enable	VERB
futech-475	44	4	companies	company	NOUN
futech-475	44	5	realize	realize	VERB
futech-475	44	6	a	a	DET
futech-475	44	7	10	10	NUM
futech-475	44	8	-	-	SYM
futech-475	44	9	20	20	NUM
futech-475	44	10	%	%	NOUN
futech-475	44	11	return	return	NOUN
futech-475	44	12	on	on	ADP
futech-475	44	13	their	their	PRON
futech-475	44	14	sales	sale	NOUN
futech-475	44	15	,	,	PUNCT
futech-475	44	16	on	on	ADP
futech-475	44	17	average	average	ADJ
futech-475	44	18	,	,	PUNCT
futech-475	44	19	and	and	CCONJ
futech-475	44	20	companies	company	NOUN
futech-475	44	21	using	use	VERB
futech-475	44	22	ai	ai	VERB
futech-475	44	23	to	to	PART
futech-475	44	24	drive	drive	VERB
futech-475	44	25	personalized	personalized	ADJ
futech-475	44	26	customer	customer	NOUN
futech-475	44	27	engagement	engagement	NOUN
futech-475	44	28	see	see	VERB
futech-475	44	29	a	a	DET
futech-475	44	30	30	30	NUM
futech-475	44	31	%	%	NOUN
futech-475	44	32	increase	increase	NOUN
futech-475	44	33	in	in	ADP
futech-475	44	34	customer	customer	NOUN
futech-475	44	35	lifetime	lifetime	NOUN
futech-475	44	36	value	value	NOUN
futech-475	44	37	[	[	X
futech-475	44	38	10	10	NUM
futech-475	44	39	]	]	PUNCT
futech-475	44	40	.	.	PUNCT
futech-475	45	1	guidelines	guideline	NOUN
futech-475	45	2	for	for	ADP
futech-475	45	3	virtual	virtual	ADJ
futech-475	45	4	sales	sale	NOUN
futech-475	45	5	system	system	NOUN
futech-475	45	6	design	design	NOUN
futech-475	45	7	that	that	PRON
futech-475	45	8	emerge	emerge	VERB
futech-475	45	9	from	from	ADP
futech-475	45	10	this	this	DET
futech-475	45	11	study	study	NOUN
futech-475	45	12	may	may	AUX
futech-475	45	13	allow	allow	VERB
futech-475	45	14	edtech	edtech	NOUN
futech-475	45	15	companies	company	NOUN
futech-475	45	16	to	to	PART
futech-475	45	17	implement	implement	VERB
futech-475	45	18	more	more	ADV
futech-475	45	19	successful	successful	ADJ
futech-475	45	20	the	the	DET
futech-475	45	21	human	human	NOUN
futech-475	45	22	-	-	PUNCT
futech-475	45	23	ai	ai	NOUN
futech-475	45	24	interfaces	interface	NOUN
futech-475	45	25	that	that	PRON
futech-475	45	26	strike	strike	VERB
futech-475	45	27	a	a	DET
futech-475	45	28	balance	balance	NOUN
futech-475	45	29	between	between	ADP
futech-475	45	30	technology	technology	NOUN
futech-475	45	31	sophistication	sophistication	NOUN
futech-475	45	32	on	on	ADP
futech-475	45	33	the	the	DET
futech-475	45	34	one	one	NUM
futech-475	45	35	hand	hand	NOUN
futech-475	45	36	and	and	CCONJ
futech-475	45	37	user	user	NOUN
futech-475	45	38	-	-	PUNCT
futech-475	45	39	centred	centre	VERB
futech-475	45	40	design	design	NOUN
futech-475	45	41	on	on	ADP
futech-475	45	42	the	the	DET
futech-475	45	43	other	other	ADJ
futech-475	45	44	to	to	PART
futech-475	45	45	make	make	VERB
futech-475	45	46	them	they	PRON
futech-475	45	47	between	between	ADP
futech-475	45	48	40	40	NUM
futech-475	45	49	%	%	NOUN
futech-475	45	50	of	of	ADP
futech-475	45	51	the	the	DET
futech-475	45	52	respondents	respondent	NOUN
futech-475	45	53	mentioning	mention	VERB
futech-475	45	54	it	it	PRON
futech-475	45	55	being	be	AUX
futech-475	45	56	among	among	ADP
futech-475	45	57	the	the	DET
futech-475	45	58	top	top	ADJ
futech-475	45	59	three	three	NUM
futech-475	45	60	drivers	driver	NOUN
futech-475	45	61	of	of	ADP
futech-475	45	62	ro	ro	PRON
futech-475	45	63	when	when	SCONJ
futech-475	45	64	finally	finally	ADV
futech-475	45	65	adopted	adopt	VERB
futech-475	45	66	appropriately	appropriately	ADV
futech-475	45	67	[	[	X
futech-475	45	68	11	11	NUM
futech-475	45	69	]	]	SYM
futech-475	45	70	.	.	PUNCT
futech-475	46	1	2	2	X
futech-475	46	2	.	.	X
futech-475	46	3	theoretical	theoretical	ADJ
futech-475	46	4	foundation	foundation	NOUN
futech-475	46	5	and	and	CCONJ
futech-475	46	6	research	research	NOUN
futech-475	46	7	framework	framework	NOUN
futech-475	46	8	2.1	2.1	NUM
futech-475	46	9	literature	literature	NOUN
futech-475	46	10	review	review	VERB
futech-475	46	11	the	the	DET
futech-475	46	12	marketing	marketing	NOUN
futech-475	46	13	environment	environment	NOUN
futech-475	46	14	of	of	ADP
futech-475	46	15	educational	educational	ADJ
futech-475	46	16	technology	technology	NOUN
futech-475	46	17	has	have	AUX
futech-475	46	18	shifted	shift	VERB
futech-475	46	19	from	from	ADP
futech-475	46	20	an	an	DET
futech-475	46	21	information	information	NOUN
futech-475	46	22	push	push	NOUN
futech-475	46	23	to	to	ADP
futech-475	46	24	the	the	DET
futech-475	46	25	interactive	interactive	ADJ
futech-475	46	26	social	social	ADJ
futech-475	46	27	web2.0	web2.0	PROPN
futech-475	46	28	and	and	CCONJ
futech-475	46	29	,	,	PUNCT
futech-475	46	30	recently	recently	ADV
futech-475	46	31	,	,	PUNCT
futech-475	46	32	ai	ai	ADJ
futech-475	46	33	-	-	PUNCT
futech-475	46	34	driven	drive	VERB
futech-475	46	35	predictive	predictive	ADJ
futech-475	46	36	marketing	marketing	NOUN
futech-475	46	37	,	,	PUNCT
futech-475	46	38	fundamentally	fundamentally	ADV
futech-475	46	39	reshaping	reshape	VERB
futech-475	46	40	how	how	SCONJ
futech-475	46	41	our	our	PRON
futech-475	46	42	stakeholders	stakeholder	NOUN
futech-475	46	43	engage	engage	VERB
futech-475	46	44	with	with	ADP
futech-475	46	45	education	education	NOUN
futech-475	46	46	resources	resource	NOUN
futech-475	46	47	and	and	CCONJ
futech-475	46	48	tools	tool	NOUN
futech-475	46	49	[	[	X
futech-475	46	50	12	12	NUM
futech-475	46	51	]	]	PUNCT
futech-475	46	52	.	.	PUNCT
futech-475	47	1	as	as	ADP
futech-475	47	2	at	at	ADP
futech-475	47	3	graduation	graduation	NOUN
futech-475	47	4	,	,	PUNCT
futech-475	47	5	just	just	ADV
futech-475	47	6	under	under	ADP
futech-475	47	7	75	75	NUM
futech-475	47	8	per	per	ADP
futech-475	47	9	cent	cent	NOUN
futech-475	47	10	of	of	ADP
futech-475	47	11	the	the	DET
futech-475	47	12	graduating	graduate	VERB
futech-475	47	13	students	student	NOUN
futech-475	47	14	expect	expect	VERB
futech-475	47	15	some	some	DET
futech-475	47	16	level	level	NOUN
futech-475	47	17	of	of	ADP
futech-475	47	18	personalisation	personalisation	NOUN
futech-475	47	19	in	in	ADP
futech-475	47	20	their	their	PRON
futech-475	47	21	study	study	NOUN
futech-475	47	22	contexts24	contexts24	NOUN
futech-475	47	23	and	and	CCONJ
futech-475	47	24	the	the	DET
futech-475	47	25	digital	digital	ADJ
futech-475	47	26	marketing	marketing	NOUN
futech-475	47	27	for	for	ADP
futech-475	47	28	higher	high	ADJ
futech-475	47	29	education	education	NOUN
futech-475	47	30	is	be	AUX
futech-475	47	31	becoming	become	VERB
futech-475	47	32	requisite	requisite	ADJ
futech-475	47	33	,	,	PUNCT
futech-475	47	34	as	as	SCONJ
futech-475	47	35	it	it	PRON
futech-475	47	36	requires	require	VERB
futech-475	47	37	savvy	savvy	ADJ
futech-475	47	38	ways	way	NOUN
futech-475	47	39	to	to	PART
futech-475	47	40	handle	handle	VERB
futech-475	47	41	extended	extended	ADJ
futech-475	47	42	decision	decision	NOUN
futech-475	47	43	cycles	cycle	NOUN
futech-475	47	44	with	with	ADP
futech-475	47	45	multiple	multiple	ADJ
futech-475	47	46	interlocutors	interlocutor	NOUN
futech-475	47	47	addressing	address	VERB
futech-475	47	48	the	the	DET
futech-475	47	49	pivotal	pivotal	ADJ
futech-475	47	50	roles	role	NOUN
futech-475	47	51	played	play	VERB
futech-475	47	52	by	by	ADP
futech-475	47	53	trust	trust	NOUN
futech-475	47	54	and	and	CCONJ
futech-475	47	55	word	word	NOUN
futech-475	47	56	-	-	PUNCT
futech-475	47	57	of	of	ADP
futech-475	47	58	-	-	PUNCT
futech-475	47	59	mouth	mouth	NOUN
futech-475	47	60	in	in	ADP
futech-475	47	61	educational	educational	ADJ
futech-475	47	62	product	product	NOUN
futech-475	47	63	adoption	adoption	NOUN
futech-475	47	64	[	[	X
futech-475	47	65	13	13	NUM
futech-475	47	66	]	]	PUNCT
futech-475	47	67	.	.	PUNCT
futech-475	48	1	these	these	PRON
futech-475	48	2	are	be	AUX
futech-475	48	3	both	both	PRON
futech-475	48	4	evidence	evidence	NOUN
futech-475	48	5	-	-	PUNCT
futech-475	48	6	based	base	VERB
futech-475	48	7	technologies	technology	NOUN
futech-475	48	8	,	,	PUNCT
futech-475	48	9	and	and	CCONJ
futech-475	48	10	with	with	ADP
futech-475	48	11	advancing	advance	VERB
futech-475	48	12	technology	technology	NOUN
futech-475	48	13	such	such	ADJ
futech-475	48	14	as	as	ADP
futech-475	48	15	natural	natural	ADJ
futech-475	48	16	language	language	NOUN
futech-475	48	17	processing	processing	NOUN
futech-475	48	18	(	(	PUNCT
futech-475	48	19	nlp	nlp	NOUN
futech-475	48	20	)	)	PUNCT
futech-475	48	21	and	and	CCONJ
futech-475	48	22	machine	machine	NOUN
futech-475	48	23	learning	learning	NOUN
futech-475	48	24	,	,	PUNCT
futech-475	48	25	they	they	PRON
futech-475	48	26	are	be	AUX
futech-475	48	27	able	able	ADJ
futech-475	48	28	to	to	PART
futech-475	48	29	automate	automate	VERB
futech-475	48	30	repetitive	repetitive	ADJ
futech-475	48	31	tasks	task	NOUN
futech-475	48	32	and	and	CCONJ
futech-475	48	33	deliver	deliver	VERB
futech-475	48	34	data	data	NOUN
futech-475	48	35	-	-	PUNCT
futech-475	48	36	driven	drive	VERB
futech-475	48	37	insights	insight	NOUN
futech-475	48	38	to	to	ADP
futech-475	48	39	school	school	NOUN
futech-475	48	40	marketers	marketer	NOUN
futech-475	48	41	.	.	PUNCT
futech-475	49	1	from	from	ADP
futech-475	49	2	this	this	PRON
futech-475	49	3	,	,	PUNCT
futech-475	49	4	how	how	SCONJ
futech-475	49	5	schools	school	NOUN
futech-475	49	6	communicate	communicate	VERB
futech-475	49	7	with	with	ADP
futech-475	49	8	potential	potential	ADJ
futech-475	49	9	students	student	NOUN
futech-475	49	10	has	have	AUX
futech-475	49	11	been	be	AUX
futech-475	49	12	shaped	shape	VERB
futech-475	49	13	by	by	ADP
futech-475	49	14	insights	insight	NOUN
futech-475	49	15	and	and	CCONJ
futech-475	49	16	advances	advance	NOUN
futech-475	49	17	in	in	ADP
futech-475	49	18	technology	technology	NOUN
futech-475	49	19	[	[	X
futech-475	49	20	14	14	NUM
futech-475	49	21	]	]	PUNCT
futech-475	49	22	.	.	PUNCT
futech-475	50	1	modern	modern	ADJ
futech-475	50	2	conversational	conversational	ADJ
futech-475	50	3	systems	system	NOUN
futech-475	50	4	have	have	AUX
futech-475	50	5	progressed	progress	VERB
futech-475	50	6	from	from	ADP
futech-475	50	7	rule	rule	NOUN
futech-475	50	8	-	-	PUNCT
futech-475	50	9	based	base	VERB
futech-475	50	10	designs	design	NOUN
futech-475	50	11	to	to	ADP
futech-475	50	12	complex	complex	ADJ
futech-475	50	13	deep	deep	ADJ
futech-475	50	14	learning	learning	NOUN
futech-475	50	15	-	-	PUNCT
futech-475	50	16	based	base	VERB
futech-475	50	17	models	model	NOUN
futech-475	50	18	,	,	PUNCT
futech-475	50	19	which	which	PRON
futech-475	50	20	are	be	AUX
futech-475	50	21	now	now	ADV
futech-475	50	22	able	able	ADJ
futech-475	50	23	to	to	PART
futech-475	50	24	handle	handle	VERB
futech-475	50	25	both	both	DET
futech-475	50	26	task	task	NOUN
futech-475	50	27	-	-	PUNCT
futech-475	50	28	oriented	orient	VERB
futech-475	50	29	and	and	CCONJ
futech-475	50	30	opendomain	opendomain	NOUN
futech-475	50	31	dialogs	dialog	NOUN
futech-475	50	32	with	with	ADP
futech-475	50	33	emotional	emotional	ADJ
futech-475	50	34	-	-	PUNCT
futech-475	50	35	ai	ai	NOUN
futech-475	50	36	that	that	PRON
futech-475	50	37	empowers	empower	VERB
futech-475	50	38	sales	sale	NOUN
futech-475	50	39	campaigns	campaign	NOUN
futech-475	50	40	through	through	ADP
futech-475	50	41	a	a	DET
futech-475	50	42	better	well	ADJ
futech-475	50	43	understanding	understanding	NOUN
futech-475	50	44	of	of	ADP
futech-475	50	45	the	the	DET
futech-475	50	46	user	user	NOUN
futech-475	50	47	sentence	sentence	NOUN
futech-475	50	48	context	context	NOUN
futech-475	50	49	and	and	CCONJ
futech-475	50	50	intent	intent	ADJ
futech-475	50	51	[	[	X
futech-475	50	52	15	15	NUM
futech-475	50	53	,	,	PUNCT
futech-475	50	54	16	16	NUM
futech-475	50	55	]	]	PUNCT
futech-475	50	56	.	.	PUNCT
futech-475	51	1	the	the	DET
futech-475	51	2	theoretical	theoretical	ADJ
futech-475	51	3	scenery	scenery	NOUN
futech-475	51	4	of	of	ADP
futech-475	51	5	user	user	NOUN
futech-475	51	6	behavior	behavior	NOUN
futech-475	51	7	in	in	ADP
futech-475	51	8	ai	ai	ADJ
futech-475	51	9	settings	setting	NOUN
futech-475	51	10	is	be	AUX
futech-475	51	11	observed	observe	VERB
futech-475	51	12	to	to	PART
futech-475	51	13	be	be	AUX
futech-475	51	14	gradually	gradually	ADV
futech-475	51	15	enriched	enrich	VERB
futech-475	51	16	,	,	PUNCT
futech-475	51	17	from	from	ADP
futech-475	51	18	the	the	DET
futech-475	51	19	original	original	ADJ
futech-475	51	20	technology	technology	NOUN
futech-475	51	21	acceptance	acceptance	NOUN
futech-475	51	22	models	model	NOUN
futech-475	51	23	to	to	ADP
futech-475	51	24	the	the	DET
futech-475	51	25	modern	modern	ADJ
futech-475	51	26	utaut	utaut	NOUN
futech-475	51	27	and	and	CCONJ
futech-475	51	28	emerging	emerge	VERB
futech-475	51	29	ai	ai	NOUN
futech-475	51	30	-	-	PUNCT
futech-475	51	31	tam	tam	NOUN
futech-475	51	32	frameworks	framework	NOUN
futech-475	51	33	,	,	PUNCT
futech-475	51	34	by	by	ADP
futech-475	51	35	adding	add	VERB
futech-475	51	36	new	new	ADJ
futech-475	51	37	constructs	construct	NOUN
futech-475	51	38	(	(	PUNCT
futech-475	51	39	e.g.	e.g.	ADV
futech-475	51	40	,	,	PUNCT
futech-475	51	41	ai	ai	VERB
futech-475	51	42	anxiety	anxiety	NOUN
futech-475	51	43	,	,	PUNCT
futech-475	51	44	algorithm	algorithm	PROPN
futech-475	51	45	trust	trust	PROPN
futech-475	51	46	,	,	PUNCT
futech-475	51	47	perceived	perceive	VERB
futech-475	51	48	intelligence	intelligence	NOUN
futech-475	51	49	)	)	PUNCT
futech-475	51	50	—	—	PUNCT
futech-475	51	51	which	which	PRON
futech-475	51	52	reflect	reflect	VERB
futech-475	51	53	the	the	DET
futech-475	51	54	unique	unique	ADJ
futech-475	51	55	psychological	psychological	ADJ
futech-475	51	56	dynamics	dynamic	NOUN
futech-475	51	57	of	of	ADP
futech-475	51	58	the	the	DET
futech-475	51	59	human	human	ADJ
futech-475	51	60	-	-	PUNCT
futech-475	51	61	ai	ai	NOUN
futech-475	51	62	relationship	relationship	NOUN
futech-475	51	63	.	.	PUNCT
futech-475	52	1	engagement	engagement	NOUN
futech-475	52	2	as	as	ADP
futech-475	52	3	a	a	DET
futech-475	52	4	series	series	NOUN
futech-475	52	5	of	of	ADP
futech-475	52	6	four	four	NUM
futech-475	52	7	identifiable	identifiable	ADJ
futech-475	52	8	stages	stage	NOUN
futech-475	52	9	:	:	PUNCT
futech-475	52	10	point	point	NOUN
futech-475	52	11	of	of	ADP
futech-475	52	12	engagement	engagement	NOUN
futech-475	52	13	,	,	PUNCT
futech-475	52	14	period	period	NOUN
futech-475	52	15	of	of	ADP
futech-475	52	16	sustained	sustained	ADJ
futech-475	52	17	engagement	engagement	NOUN
futech-475	52	18	,	,	PUNCT
futech-475	52	19	disengagement	disengagement	NOUN
futech-475	52	20	,	,	PUNCT
futech-475	52	21	and	and	CCONJ
futech-475	52	22	reengagement	reengagement	ADJ
futech-475	52	23	,	,	PUNCT
futech-475	52	24	as	as	SCONJ
futech-475	52	25	outlined	outline	VERB
futech-475	52	26	by	by	ADP
futech-475	52	27	o'brien	o'brien	PROPN
futech-475	52	28	and	and	CCONJ
futech-475	52	29	toms	tom	NOUN
futech-475	52	30	(	(	PUNCT
futech-475	52	31	2008	2008	NUM
futech-475	52	32	)	)	PUNCT
futech-475	52	33	in	in	ADP
futech-475	52	34	their	their	PRON
futech-475	52	35	multidimensional	multidimensional	ADJ
futech-475	52	36	framework	framework	NOUN
futech-475	52	37	that	that	PRON
futech-475	52	38	continues	continue	VERB
futech-475	52	39	to	to	PART
futech-475	52	40	influence	influence	VERB
futech-475	52	41	the	the	DET
futech-475	52	42	current	current	ADJ
futech-475	52	43	understanding	understanding	NOUN
futech-475	52	44	of	of	ADP
futech-475	52	45	engagement	engagement	NOUN
futech-475	52	46	in	in	ADP
futech-475	52	47	ai	ai	AUX
futech-475	52	48	learning	learn	VERB
futech-475	52	49	technologies	technology	NOUN
futech-475	52	50	[	[	X
futech-475	52	51	17	17	NUM
futech-475	52	52	]	]	PUNCT
futech-475	52	53	.	.	PUNCT
futech-475	53	1	c.	c.	PROPN
futech-475	53	2	chen	chen	PROPN
futech-475	53	3	et	et	PROPN
futech-475	53	4	al	al	PROPN
futech-475	53	5	.	.	PROPN
futech-475	53	6	/future	/future	PUNCT
futech-475	53	7	technology	technology	PROPN
futech-475	53	8	november	november	PROPN
futech-475	53	9	2025|	2025|	NUM
futech-475	53	10	volume	volume	NOUN
futech-475	53	11	04	04	NUM
futech-475	54	1	|	|	ADV
futech-475	54	2	issue	issue	VERB
futech-475	54	3	04	04	NUM
futech-475	55	1	|	|	CCONJ
futech-475	55	2	pages	page	VERB
futech-475	55	3	146	146	NUM
futech-475	55	4	-	-	SYM
futech-475	55	5	158	158	NUM
futech-475	55	6	148	148	NUM
futech-475	55	7	2.2	2.2	NUM
futech-475	55	8	conceptual	conceptual	ADJ
futech-475	55	9	model	model	NOUN
futech-475	55	10	and	and	CCONJ
futech-475	55	11	hypothesis	hypothesis	NOUN
futech-475	55	12	development	development	NOUN
futech-475	55	13	this	this	DET
futech-475	55	14	theoretical	theoretical	ADJ
futech-475	55	15	model	model	NOUN
futech-475	55	16	combines	combine	VERB
futech-475	55	17	ai	ai	ADJ
futech-475	55	18	-	-	PUNCT
futech-475	55	19	specific	specific	ADJ
futech-475	55	20	marketing	marketing	NOUN
futech-475	55	21	features	feature	NOUN
futech-475	55	22	with	with	ADP
futech-475	55	23	traditional	traditional	ADJ
futech-475	55	24	technology	technology	NOUN
futech-475	55	25	acceptance	acceptance	NOUN
futech-475	55	26	constructs	construct	NOUN
futech-475	55	27	for	for	ADP
futech-475	55	28	the	the	DET
futech-475	55	29	analysis	analysis	NOUN
futech-475	55	30	of	of	ADP
futech-475	55	31	user	user	NOUN
futech-475	55	32	behaviors	behavior	NOUN
futech-475	55	33	in	in	ADP
futech-475	55	34	the	the	DET
futech-475	55	35	field	field	NOUN
futech-475	55	36	of	of	ADP
futech-475	55	37	educational	educational	ADJ
futech-475	55	38	technology	technology	NOUN
futech-475	55	39	,	,	PUNCT
futech-475	55	40	as	as	SCONJ
futech-475	55	41	displayed	display	VERB
futech-475	55	42	in	in	ADP
futech-475	55	43	figure	figure	NOUN
futech-475	55	44	1	1	NUM
futech-475	55	45	.	.	PUNCT
futech-475	55	46	based	base	VERB
futech-475	55	47	on	on	ADP
futech-475	55	48	new	new	ADJ
futech-475	55	49	empirical	empirical	ADJ
futech-475	55	50	information	information	NOUN
futech-475	55	51	that	that	PRON
futech-475	55	52	reveals	reveal	VERB
futech-475	55	53	anthropomorphism	anthropomorphism	NOUN
futech-475	55	54	is	be	AUX
futech-475	55	55	a	a	DET
futech-475	55	56	key	key	ADJ
futech-475	55	57	variable	variable	NOUN
futech-475	55	58	to	to	PART
futech-475	55	59	analyze	analyze	VERB
futech-475	55	60	user	user	NOUN
futech-475	55	61	trust	trust	NOUN
futech-475	55	62	in	in	ADP
futech-475	55	63	ai	ai	ADJ
futech-475	55	64	usage	usage	NOUN
futech-475	55	65	[	[	X
futech-475	55	66	18	18	NUM
futech-475	55	67	]	]	PUNCT
futech-475	55	68	,	,	PUNCT
futech-475	55	69	the	the	DET
futech-475	55	70	model	model	NOUN
futech-475	55	71	introduces	introduce	VERB
futech-475	55	72	four	four	NUM
futech-475	55	73	ai	ai	NOUN
futech-475	55	74	marketing	marketing	NOUN
futech-475	55	75	features	feature	NOUN
futech-475	55	76	(	(	PUNCT
futech-475	55	77	the	the	DET
futech-475	55	78	level	level	NOUN
futech-475	55	79	of	of	ADP
futech-475	55	80	anthropomorphism	anthropomorphism	NOUN
futech-475	55	81	,	,	PUNCT
futech-475	55	82	the	the	DET
futech-475	55	83	level	level	NOUN
futech-475	55	84	of	of	ADP
futech-475	55	85	intelligence	intelligence	NOUN
futech-475	55	86	ability	ability	NOUN
futech-475	55	87	,	,	PUNCT
futech-475	55	88	the	the	DET
futech-475	55	89	level	level	NOUN
futech-475	55	90	of	of	ADP
futech-475	55	91	personalization	personalization	NOUN
futech-475	55	92	,	,	PUNCT
futech-475	55	93	and	and	CCONJ
futech-475	55	94	response	response	NOUN
futech-475	55	95	time	time	NOUN
futech-475	55	96	)	)	PUNCT
futech-475	55	97	as	as	ADP
futech-475	55	98	antecedent	antecedent	NOUN
futech-475	55	99	variables	variable	NOUN
futech-475	55	100	that	that	PRON
futech-475	55	101	directly	directly	ADV
futech-475	55	102	impact	impact	VERB
futech-475	55	103	the	the	DET
futech-475	55	104	perception	perception	NOUN
futech-475	55	105	of	of	ADP
futech-475	55	106	users	user	NOUN
futech-475	55	107	.	.	PUNCT
futech-475	56	1	these	these	PRON
futech-475	56	2	ai	ai	VERB
futech-475	56	3	distinctive	distinctive	ADJ
futech-475	56	4	features	feature	NOUN
futech-475	56	5	align	align	VERB
futech-475	56	6	with	with	ADP
futech-475	56	7	modern	modern	ADJ
futech-475	56	8	findings	finding	NOUN
futech-475	56	9	that	that	PRON
futech-475	56	10	ai	ai	VERB
futech-475	56	11	anthropomorphism	anthropomorphism	NOUN
futech-475	56	12	enables	enable	VERB
futech-475	56	13	marketers	marketer	NOUN
futech-475	56	14	to	to	PART
futech-475	56	15	create	create	VERB
futech-475	56	16	an	an	DET
futech-475	56	17	effective	effective	ADJ
futech-475	56	18	ai	ai	NOUN
futech-475	56	19	consumer	consumer	NOUN
futech-475	56	20	interface	interface	NOUN
futech-475	56	21	,	,	PUNCT
futech-475	56	22	provided	provide	VERB
futech-475	56	23	careful	careful	ADJ
futech-475	56	24	consideration	consideration	NOUN
futech-475	56	25	is	be	AUX
futech-475	56	26	given	give	VERB
futech-475	56	27	to	to	ADP
futech-475	56	28	its	its	PRON
futech-475	56	29	potential	potential	ADJ
futech-475	56	30	drawbacks	drawback	NOUN
futech-475	56	31	when	when	SCONJ
futech-475	56	32	used	use	VERB
futech-475	56	33	improperly	improperly	ADV
futech-475	56	34	[	[	X
futech-475	56	35	19	19	NUM
futech-475	56	36	]	]	PUNCT
futech-475	56	37	.	.	PUNCT
futech-475	57	1	the	the	DET
futech-475	57	2	mediating	mediate	VERB
futech-475	57	3	factors	factor	NOUN
futech-475	57	4	of	of	ADP
futech-475	57	5	user	user	NOUN
futech-475	57	6	perceptions	perception	NOUN
futech-475	57	7	.	.	PUNCT
futech-475	58	1	over	over	ADP
futech-475	58	2	users	user	NOUN
futech-475	58	3	’	’	PART
futech-475	58	4	perceptions	perception	NOUN
futech-475	58	5	,	,	PUNCT
futech-475	58	6	perceived	perceive	VERB
futech-475	58	7	usefulness	usefulness	NOUN
futech-475	58	8	,	,	PUNCT
futech-475	58	9	perceived	perceive	VERB
futech-475	58	10	ease	ease	NOUN
futech-475	58	11	of	of	ADP
futech-475	58	12	use	use	NOUN
futech-475	58	13	,	,	PUNCT
futech-475	58	14	trust	trust	NOUN
futech-475	58	15	,	,	PUNCT
futech-475	58	16	and	and	CCONJ
futech-475	58	17	perceived	perceive	VERB
futech-475	58	18	value	value	NOUN
futech-475	58	19	are	be	AUX
futech-475	58	20	regarded	regard	VERB
futech-475	58	21	as	as	ADP
futech-475	58	22	the	the	DET
futech-475	58	23	cognitive	cognitive	ADJ
futech-475	58	24	and	and	CCONJ
futech-475	58	25	affective	affective	ADJ
futech-475	58	26	paths	path	NOUN
futech-475	58	27	by	by	ADP
futech-475	58	28	which	which	PRON
futech-475	58	29	ai	ai	AUX
futech-475	58	30	marketing	marketing	NOUN
futech-475	58	31	features	feature	NOUN
futech-475	58	32	impact	impact	VERB
futech-475	58	33	the	the	DET
futech-475	58	34	behavioral	behavioral	ADJ
futech-475	58	35	results	result	NOUN
futech-475	58	36	,	,	PUNCT
futech-475	58	37	such	such	ADJ
futech-475	58	38	as	as	ADP
futech-475	58	39	the	the	DET
futech-475	58	40	acceptance	acceptance	NOUN
futech-475	58	41	intention	intention	NOUN
futech-475	58	42	,	,	PUNCT
futech-475	58	43	the	the	DET
futech-475	58	44	actual	actual	ADJ
futech-475	58	45	usage	usage	NOUN
futech-475	58	46	,	,	PUNCT
futech-475	58	47	the	the	DET
futech-475	58	48	continuous	continuous	ADJ
futech-475	58	49	engagement	engagement	NOUN
futech-475	58	50	,	,	PUNCT
futech-475	58	51	and	and	CCONJ
futech-475	58	52	the	the	DET
futech-475	58	53	recommendation	recommendation	NOUN
futech-475	58	54	willingness	willingness	NOUN
futech-475	58	55	.	.	PUNCT
futech-475	59	1	the	the	DET
futech-475	59	2	theoretical	theoretical	ADJ
futech-475	59	3	advancement	advancement	NOUN
futech-475	59	4	manifests	manifest	VERB
futech-475	59	5	through	through	ADP
futech-475	59	6	the	the	DET
futech-475	59	7	discovery	discovery	NOUN
futech-475	59	8	that	that	PRON
futech-475	59	9	ai	ai	VERB
futech-475	59	10	anthropomorphism	anthropomorphism	NOUN
futech-475	59	11	in	in	ADP
futech-475	59	12	educational	educational	ADJ
futech-475	59	13	contexts	context	NOUN
futech-475	59	14	triggers	trigger	VERB
futech-475	59	15	distinct	distinct	ADJ
futech-475	59	16	neural	neural	ADJ
futech-475	59	17	pathways	pathway	NOUN
futech-475	59	18	compared	compare	VERB
futech-475	59	19	to	to	ADP
futech-475	59	20	traditional	traditional	ADJ
futech-475	59	21	technology	technology	NOUN
futech-475	59	22	interactions	interaction	NOUN
futech-475	59	23	,	,	PUNCT
futech-475	59	24	as	as	SCONJ
futech-475	59	25	evidenced	evidence	VERB
futech-475	59	26	by	by	ADP
futech-475	59	27	the	the	DET
futech-475	59	28	76.5	76.5	NUM
futech-475	59	29	%	%	NOUN
futech-475	59	30	trust	trust	NOUN
futech-475	59	31	mediation	mediation	NOUN
futech-475	59	32	effect	effect	NOUN
futech-475	59	33	that	that	PRON
futech-475	59	34	exceeds	exceed	VERB
futech-475	59	35	the	the	DET
futech-475	59	36	45	45	NUM
futech-475	59	37	-	-	SYM
futech-475	59	38	50	50	NUM
futech-475	59	39	%	%	NOUN
futech-475	59	40	range	range	NOUN
futech-475	59	41	reported	report	VERB
futech-475	59	42	in	in	ADP
futech-475	59	43	conventional	conventional	ADJ
futech-475	59	44	human	human	ADJ
futech-475	59	45	-	-	PUNCT
futech-475	59	46	computer	computer	NOUN
futech-475	59	47	interaction	interaction	NOUN
futech-475	59	48	literature	literature	NOUN
futech-475	59	49	,	,	PUNCT
futech-475	59	50	suggesting	suggest	VERB
futech-475	59	51	that	that	SCONJ
futech-475	59	52	educational	educational	ADJ
futech-475	59	53	ai	ai	PROPN
futech-475	59	54	systems	system	NOUN
futech-475	59	55	activate	activate	VERB
futech-475	59	56	unique	unique	ADJ
futech-475	59	57	sociocognitive	sociocognitive	ADJ
futech-475	59	58	schemas	schema	NOUN
futech-475	59	59	requiring	require	VERB
futech-475	59	60	fundamentally	fundamentally	ADV
futech-475	59	61	different	different	ADJ
futech-475	59	62	theoretical	theoretical	ADJ
futech-475	59	63	treatment	treatment	NOUN
futech-475	59	64	than	than	ADP
futech-475	59	65	generic	generic	ADJ
futech-475	59	66	technology	technology	NOUN
futech-475	59	67	acceptance	acceptance	NOUN
futech-475	59	68	models	model	NOUN
futech-475	59	69	.	.	PUNCT
futech-475	60	1	chatbot	chatbot	NOUN
futech-475	60	2	anthropomorphism	anthropomorphism	NOUN
futech-475	60	3	has	have	VERB
futech-475	60	4	a	a	DET
futech-475	60	5	more	more	ADV
futech-475	60	6	positive	positive	ADJ
futech-475	60	7	influence	influence	NOUN
futech-475	60	8	on	on	ADP
futech-475	60	9	purchasing	purchase	VERB
futech-475	60	10	decision	decision	NOUN
futech-475	60	11	-	-	PUNCT
futech-475	60	12	making	making	NOUN
futech-475	60	13	when	when	SCONJ
futech-475	60	14	this	this	DET
futech-475	60	15	relationship	relationship	NOUN
futech-475	60	16	is	be	AUX
futech-475	60	17	mediated	mediate	VERB
futech-475	60	18	by	by	ADP
futech-475	60	19	customer	customer	NOUN
futech-475	60	20	engagement	engagement	NOUN
futech-475	60	21	[	[	X
futech-475	60	22	20	20	NUM
futech-475	60	23	]	]	PUNCT
futech-475	60	24	,	,	PUNCT
futech-475	60	25	supporting	support	VERB
futech-475	60	26	h1	h1	PROPN
futech-475	60	27	's	's	PART
futech-475	60	28	assertion	assertion	NOUN
futech-475	60	29	that	that	SCONJ
futech-475	60	30	virtual	virtual	ADJ
futech-475	60	31	sales	sale	NOUN
futech-475	60	32	personnel	personnel	NOUN
futech-475	60	33	anthropomorphism	anthropomorphism	NOUN
futech-475	60	34	positively	positively	ADV
futech-475	60	35	influences	influence	VERB
futech-475	60	36	user	user	NOUN
futech-475	60	37	trust	trust	PROPN
futech-475	60	38	.	.	PUNCT
futech-475	61	1	similarly	similarly	ADV
futech-475	61	2	,	,	PUNCT
futech-475	61	3	personalization	personalization	NOUN
futech-475	61	4	strategies	strategy	NOUN
futech-475	61	5	enhance	enhance	VERB
futech-475	61	6	perceived	perceive	VERB
futech-475	61	7	value	value	NOUN
futech-475	61	8	(	(	PUNCT
futech-475	61	9	h2	h2	NOUN
futech-475	61	10	)	)	PUNCT
futech-475	61	11	through	through	ADP
futech-475	61	12	sophisticated	sophisticated	ADJ
futech-475	61	13	algorithms	algorithm	NOUN
futech-475	61	14	that	that	PRON
futech-475	61	15	quickly	quickly	ADV
futech-475	61	16	determine	determine	VERB
futech-475	61	17	what	what	DET
futech-475	61	18	content	content	NOUN
futech-475	61	19	to	to	PART
futech-475	61	20	target	target	VERB
futech-475	61	21	customers	customer	NOUN
futech-475	61	22	and	and	CCONJ
futech-475	61	23	which	which	DET
futech-475	61	24	channel	channel	NOUN
futech-475	61	25	to	to	PART
futech-475	61	26	employ	employ	VERB
futech-475	61	27	at	at	ADP
futech-475	61	28	what	what	DET
futech-475	61	29	moment	moment	NOUN
futech-475	61	30	,	,	PUNCT
futech-475	61	31	thanks	thank	NOUN
futech-475	61	32	to	to	ADP
futech-475	61	33	the	the	DET
futech-475	61	34	data	datum	NOUN
futech-475	61	35	collected	collect	VERB
futech-475	61	36	and	and	CCONJ
futech-475	61	37	generated	generate	VERB
futech-475	61	38	by	by	ADP
futech-475	61	39	its	its	PRON
futech-475	61	40	algorithms	algorithm	NOUN
futech-475	61	41	[	[	X
futech-475	61	42	21	21	NUM
futech-475	61	43	]	]	PUNCT
futech-475	61	44	.	.	PUNCT
futech-475	62	1	the	the	DET
futech-475	62	2	mediation	mediation	NOUN
futech-475	62	3	hypotheses	hypothesis	NOUN
futech-475	62	4	(	(	PUNCT
futech-475	62	5	h5	h5	NOUN
futech-475	62	6	-	-	PUNCT
futech-475	62	7	h6	h6	PROPN
futech-475	62	8	)	)	PUNCT
futech-475	62	9	acknowledge	acknowledge	VERB
futech-475	62	10	that	that	SCONJ
futech-475	62	11	trust	trust	NOUN
futech-475	62	12	and	and	CCONJ
futech-475	62	13	perceived	perceive	VERB
futech-475	62	14	value	value	NOUN
futech-475	62	15	function	function	NOUN
futech-475	62	16	as	as	ADP
futech-475	62	17	critical	critical	ADJ
futech-475	62	18	psychological	psychological	ADJ
futech-475	62	19	mechanisms	mechanism	NOUN
futech-475	62	20	translating	translate	VERB
futech-475	62	21	ai	ai	VERB
futech-475	62	22	characteristics	characteristic	NOUN
futech-475	62	23	into	into	ADP
futech-475	62	24	behavioral	behavioral	ADJ
futech-475	62	25	outcomes	outcome	NOUN
futech-475	62	26	,	,	PUNCT
futech-475	62	27	consistent	consistent	ADJ
futech-475	62	28	with	with	ADP
futech-475	62	29	research	research	NOUN
futech-475	62	30	indicating	indicate	VERB
futech-475	62	31	that	that	SCONJ
futech-475	62	32	anthropomorphism	anthropomorphism	NOUN
futech-475	62	33	,	,	PUNCT
futech-475	62	34	design	design	NOUN
futech-475	62	35	novelty	novelty	NOUN
futech-475	62	36	,	,	PUNCT
futech-475	62	37	trust	trust	NOUN
futech-475	62	38	,	,	PUNCT
futech-475	62	39	performance	performance	NOUN
futech-475	62	40	expectancy	expectancy	NOUN
futech-475	62	41	,	,	PUNCT
futech-475	62	42	and	and	CCONJ
futech-475	62	43	effort	effort	NOUN
futech-475	62	44	expectancy	expectancy	NOUN
futech-475	62	45	were	be	AUX
futech-475	62	46	unveiled	unveil	VERB
futech-475	62	47	as	as	ADP
futech-475	62	48	significant	significant	ADJ
futech-475	62	49	positive	positive	ADJ
futech-475	62	50	antecedents	antecedent	NOUN
futech-475	62	51	of	of	ADP
futech-475	62	52	attitude	attitude	NOUN
futech-475	62	53	[	[	X
futech-475	62	54	22	22	NUM
futech-475	62	55	]	]	PUNCT
futech-475	62	56	.	.	PUNCT
futech-475	63	1	the	the	DET
futech-475	63	2	theoretical	theoretical	ADJ
futech-475	63	3	innovation	innovation	NOUN
futech-475	63	4	of	of	ADP
futech-475	63	5	this	this	DET
futech-475	63	6	framework	framework	NOUN
futech-475	63	7	lies	lie	VERB
futech-475	63	8	in	in	ADP
futech-475	63	9	its	its	PRON
futech-475	63	10	multi	multi	ADJ
futech-475	63	11	-	-	ADJ
futech-475	63	12	level	level	ADJ
futech-475	63	13	integration	integration	NOUN
futech-475	63	14	of	of	ADP
futech-475	63	15	marketing	marketing	NOUN
futech-475	63	16	theory	theory	NOUN
futech-475	63	17	with	with	ADP
futech-475	63	18	ai	ai	PROPN
futech-475	63	19	acceptance	acceptance	NOUN
futech-475	63	20	models	model	NOUN
futech-475	63	21	while	while	SCONJ
futech-475	63	22	accounting	account	VERB
futech-475	63	23	for	for	ADP
futech-475	63	24	educational	educational	ADJ
futech-475	63	25	context	context	NOUN
futech-475	63	26	specificity	specificity	NOUN
futech-475	63	27	through	through	ADP
futech-475	63	28	moderation	moderation	NOUN
futech-475	63	29	effects	effect	NOUN
futech-475	63	30	.	.	PUNCT
futech-475	64	1	user	user	NOUN
futech-475	64	2	technology	technology	PROPN
futech-475	64	3	readiness	readiness	NOUN
futech-475	64	4	(	(	PUNCT
futech-475	64	5	h7	h7	PROPN
futech-475	64	6	)	)	PUNCT
futech-475	64	7	and	and	CCONJ
futech-475	64	8	educational	educational	ADJ
futech-475	64	9	product	product	NOUN
futech-475	64	10	type	type	NOUN
futech-475	64	11	distinctions	distinction	NOUN
futech-475	64	12	among	among	ADP
futech-475	64	13	k-12	k-12	PROPN
futech-475	64	14	,	,	PUNCT
futech-475	64	15	higher	high	ADJ
futech-475	64	16	education	education	NOUN
futech-475	64	17	,	,	PUNCT
futech-475	64	18	and	and	CCONJ
futech-475	64	19	vocational	vocational	ADJ
futech-475	64	20	training	training	NOUN
futech-475	64	21	(	(	PUNCT
futech-475	64	22	h8	h8	PROPN
futech-475	64	23	)	)	PUNCT
futech-475	64	24	serve	serve	VERB
futech-475	64	25	as	as	ADP
futech-475	64	26	boundary	boundary	ADJ
futech-475	64	27	conditions	condition	NOUN
futech-475	64	28	shaping	shape	VERB
futech-475	64	29	the	the	DET
futech-475	64	30	magnitude	magnitude	NOUN
futech-475	64	31	and	and	CCONJ
futech-475	64	32	direction	direction	NOUN
futech-475	64	33	of	of	ADP
futech-475	64	34	ai	ai	ADJ
futech-475	64	35	marketing	marketing	NOUN
futech-475	64	36	effects	effect	NOUN
futech-475	64	37	.	.	PUNCT
futech-475	65	1	this	this	DET
futech-475	65	2	contextual	contextual	ADJ
futech-475	65	3	consideration	consideration	NOUN
futech-475	65	4	addresses	address	VERB
futech-475	65	5	the	the	DET
futech-475	65	6	limitation	limitation	NOUN
futech-475	65	7	identified	identify	VERB
futech-475	65	8	in	in	ADP
futech-475	65	9	prior	prior	ADJ
futech-475	65	10	research	research	NOUN
futech-475	65	11	where	where	SCONJ
futech-475	65	12	a	a	DET
futech-475	65	13	higher	high	ADJ
futech-475	65	14	level	level	NOUN
futech-475	65	15	of	of	ADP
futech-475	65	16	perceived	perceive	VERB
futech-475	65	17	risks	risk	NOUN
futech-475	65	18	may	may	AUX
futech-475	65	19	reduce	reduce	VERB
futech-475	65	20	the	the	DET
futech-475	65	21	ai	ai	NOUN
futech-475	65	22	consumer	consumer	NOUN
futech-475	65	23	's	's	PART
futech-475	65	24	overall	overall	ADJ
futech-475	65	25	adoption	adoption	NOUN
futech-475	65	26	intention	intention	NOUN
futech-475	65	27	[	[	X
futech-475	65	28	23	23	NUM
futech-475	65	29	]	]	X
futech-475	65	30	,	,	PUNCT
futech-475	65	31	particularly	particularly	ADV
futech-475	65	32	relevant	relevant	ADJ
futech-475	65	33	in	in	ADP
futech-475	65	34	educational	educational	ADJ
futech-475	65	35	settings	setting	NOUN
futech-475	65	36	where	where	SCONJ
futech-475	65	37	stakeholder	stakeholder	NOUN
futech-475	65	38	trust	trust	NOUN
futech-475	65	39	requirements	requirement	NOUN
futech-475	65	40	differ	differ	VERB
futech-475	65	41	substantially	substantially	ADV
futech-475	65	42	across	across	ADP
futech-475	65	43	educational	educational	ADJ
futech-475	65	44	levels	level	NOUN
futech-475	65	45	.	.	PUNCT
futech-475	66	1	the	the	DET
futech-475	66	2	framework	framework	NOUN
futech-475	66	3	advances	advance	VERB
futech-475	66	4	beyond	beyond	ADP
futech-475	66	5	traditional	traditional	ADJ
futech-475	66	6	tam	tam	NOUN
futech-475	66	7	applications	application	NOUN
futech-475	66	8	by	by	ADP
futech-475	66	9	incorporating	incorporate	VERB
futech-475	66	10	dynamic	dynamic	ADJ
futech-475	66	11	interaction	interaction	NOUN
futech-475	66	12	patterns	pattern	NOUN
futech-475	66	13	between	between	ADP
futech-475	66	14	human	human	ADJ
futech-475	66	15	users	user	NOUN
futech-475	66	16	and	and	CCONJ
futech-475	66	17	ai	ai	VERB
futech-475	66	18	agents	agent	NOUN
futech-475	66	19	,	,	PUNCT
futech-475	66	20	recognizing	recognize	VERB
futech-475	66	21	that	that	SCONJ
futech-475	66	22	successful	successful	ADJ
futech-475	66	23	ai	ai	INTJ
futech-475	66	24	marketing	marketing	NOUN
futech-475	66	25	implementation	implementation	NOUN
futech-475	66	26	requires	require	VERB
futech-475	66	27	careful	careful	ADJ
futech-475	66	28	calibration	calibration	NOUN
futech-475	66	29	of	of	ADP
futech-475	66	30	technological	technological	ADJ
futech-475	66	31	sophistication	sophistication	NOUN
futech-475	66	32	with	with	ADP
futech-475	66	33	human	human	NOUN
futech-475	66	34	-	-	PUNCT
futech-475	66	35	centered	center	VERB
futech-475	66	36	design	design	NOUN
futech-475	66	37	principles	principle	NOUN
futech-475	66	38	to	to	PART
futech-475	66	39	optimize	optimize	VERB
futech-475	66	40	both	both	CCONJ
futech-475	66	41	cognitive	cognitive	ADJ
futech-475	66	42	and	and	CCONJ
futech-475	66	43	affective	affective	ADJ
futech-475	66	44	user	user	NOUN
futech-475	66	45	responses	response	NOUN
futech-475	66	46	within	within	ADP
futech-475	66	47	educational	educational	ADJ
futech-475	66	48	technology	technology	NOUN
futech-475	66	49	ecosystems	ecosystem	NOUN
futech-475	66	50	[	[	X
futech-475	66	51	24	24	NUM
futech-475	66	52	]	]	PUNCT
futech-475	66	53	.	.	PUNCT
futech-475	67	1	al	al	PROPN
futech-475	67	2	marketing	marketing	PROPN
futech-475	67	3	features	feature	VERB
futech-475	67	4	user	user	NOUN
futech-475	67	5	perceptions	perception	NOUN
futech-475	67	6	behavioral	behavioral	ADJ
futech-475	67	7	intentions	intention	NOUN
futech-475	67	8	acceptance	acceptance	NOUN
futech-475	67	9	intention	intention	NOUN
futech-475	67	10	actual	actual	ADJ
futech-475	67	11	usage	usage	NOUN
futech-475	67	12	continuous	continuous	ADJ
futech-475	67	13	engagement	engagement	NOUN
futech-475	67	14	recommendation	recommendation	NOUN
futech-475	67	15	willingness	willingness	NOUN
futech-475	67	16	trust	trust	NOUN
futech-475	67	17	perceived	perceive	VERB
futech-475	67	18	usefulness	usefulness	NOUN
futech-475	67	19	perceived	perceive	VERB
futech-475	67	20	value	value	NOUN
futech-475	67	21	perceived	perceive	VERB
futech-475	67	22	ease	ease	NOUN
futech-475	67	23	of	of	ADP
futech-475	67	24	use	use	NOUN
futech-475	67	25	anthropomorphism	anthropomorphism	NOUN
futech-475	67	26	degree	degree	NOUN
futech-475	67	27	intelligence	intelligence	NOUN
futech-475	67	28	level	level	NOUN
futech-475	67	29	personalization	personalization	NOUN
futech-475	67	30	degree	degree	NOUN
futech-475	67	31	response	response	NOUN
futech-475	67	32	timeliness	timeliness	NOUN
futech-475	67	33	user	user	NOUN
futech-475	67	34	tech	tech	NOUN
futech-475	67	35	readiness	readiness	NOUN
futech-475	67	36	(	(	PUNCT
futech-475	67	37	h7	h7	NOUN
futech-475	67	38	:	:	PUNCT
futech-475	67	39	moderator	moderator	NOUN
futech-475	67	40	)	)	PUNCT
futech-475	67	41	product	product	NOUN
futech-475	67	42	type	type	NOUN
futech-475	67	43	(	(	PUNCT
futech-475	67	44	h8	h8	NOUN
futech-475	67	45	:	:	PUNCT
futech-475	67	46	moderator	moderator	NOUN
futech-475	67	47	)	)	PUNCT
futech-475	67	48	legend	legend	NOUN
futech-475	67	49	:	:	PUNCT
futech-475	67	50	main	main	ADJ
futech-475	67	51	effects	effect	NOUN
futech-475	67	52	(	(	PUNCT
futech-475	67	53	h1	h1	NOUN
futech-475	67	54	-	-	PUNCT
futech-475	67	55	h4	h4	PROPN
futech-475	67	56	)	)	PUNCT
futech-475	67	57	mediation	mediation	NOUN
futech-475	67	58	effects	effect	NOUN
futech-475	67	59	(	(	PUNCT
futech-475	67	60	h5	h5	NOUN
futech-475	67	61	-	-	PUNCT
futech-475	67	62	h6	h6	NOUN
futech-475	67	63	)	)	PUNCT
futech-475	67	64	additional	additional	ADJ
futech-475	67	65	paths	path	NOUN
futech-475	67	66	moderation	moderation	NOUN
futech-475	67	67	effects	effect	NOUN
futech-475	67	68	(	(	PUNCT
futech-475	67	69	h7	h7	PROPN
futech-475	67	70	-	-	PUNCT
futech-475	67	71	h8	h8	PROPN
futech-475	67	72	)	)	PUNCT
futech-475	67	73	h1	h1	PROPN
futech-475	67	74	h4	h4	PROPN
futech-475	67	75	h2	h2	PROPN
futech-475	67	76	h3	h3	PROPN
futech-475	67	77	h5	h5	PROPN
futech-475	67	78	h6	h6	PROPN
futech-475	67	79	figure	figure	NOUN
futech-475	67	80	1	1	NUM
futech-475	67	81	.	.	PUNCT
futech-475	67	82	conceptual	conceptual	ADJ
futech-475	67	83	framework	framework	NOUN
futech-475	67	84	of	of	ADP
futech-475	67	85	ai	ai	ADJ
futech-475	67	86	marketing	marketing	NOUN
futech-475	67	87	acceptance	acceptance	NOUN
futech-475	67	88	in	in	ADP
futech-475	67	89	educational	educational	ADJ
futech-475	67	90	technology	technology	NOUN
futech-475	67	91	3	3	NUM
futech-475	67	92	.	.	PUNCT
futech-475	67	93	research	research	NOUN
futech-475	67	94	methodology	methodology	NOUN
futech-475	67	95	3.1	3.1	NUM
futech-475	67	96	research	research	NOUN
futech-475	67	97	design	design	NOUN
futech-475	67	98	an	an	DET
futech-475	67	99	explanatory	explanatory	ADJ
futech-475	67	100	sequential	sequential	ADJ
futech-475	67	101	mixed	mixed	ADJ
futech-475	67	102	-	-	PUNCT
futech-475	67	103	methods	method	NOUN
futech-475	67	104	design	design	NOUN
futech-475	67	105	integrates	integrate	NOUN
futech-475	67	106	quantitative	quantitative	ADJ
futech-475	67	107	surveys	survey	NOUN
futech-475	67	108	(	(	PUNCT
futech-475	67	109	n=650	n=650	PROPN
futech-475	67	110	)	)	PUNCT
futech-475	67	111	examining	examine	VERB
futech-475	67	112	ai	ai	INTJ
futech-475	67	113	marketing	marketing	NOUN
futech-475	67	114	acceptance	acceptance	NOUN
futech-475	67	115	with	with	ADP
futech-475	67	116	qualitative	qualitative	ADJ
futech-475	67	117	interviews	interview	NOUN
futech-475	67	118	(	(	PUNCT
futech-475	67	119	n=45	n=45	NOUN
futech-475	67	120	)	)	PUNCT
futech-475	67	121	exploring	explore	VERB
futech-475	67	122	nuanced	nuanced	ADJ
futech-475	67	123	user	user	NOUN
futech-475	67	124	experiences	experience	NOUN
futech-475	67	125	and	and	CCONJ
futech-475	67	126	decision	decision	NOUN
futech-475	67	127	-	-	PUNCT
futech-475	67	128	making	make	VERB
futech-475	67	129	processes	process	NOUN
futech-475	67	130	in	in	ADP
futech-475	67	131	educational	educational	ADJ
futech-475	67	132	technology	technology	NOUN
futech-475	67	133	contexts	contexts	NOUN
futech-475	67	134	.	.	PUNCT
futech-475	68	1	the	the	DET
futech-475	68	2	explanatory	explanatory	ADJ
futech-475	68	3	sequential	sequential	ADJ
futech-475	68	4	design	design	NOUN
futech-475	68	5	employs	employ	VERB
futech-475	68	6	iterative	iterative	NOUN
futech-475	68	7	integration	integration	NOUN
futech-475	68	8	wherein	wherein	SCONJ
futech-475	68	9	preliminary	preliminary	ADJ
futech-475	68	10	quantitative	quantitative	ADJ
futech-475	68	11	findings	finding	NOUN
futech-475	68	12	guide	guide	VERB
futech-475	68	13	qualitative	qualitative	ADJ
futech-475	68	14	inquiry	inquiry	NOUN
futech-475	68	15	protocols	protocol	NOUN
futech-475	68	16	—	—	PUNCT
futech-475	68	17	specifically	specifically	ADV
futech-475	68	18	,	,	PUNCT
futech-475	68	19	the	the	DET
futech-475	68	20	unexpected	unexpected	ADJ
futech-475	68	21	76.5	76.5	NUM
futech-475	68	22	%	%	NOUN
futech-475	68	23	trust	trust	NOUN
futech-475	68	24	mediation	mediation	NOUN
futech-475	68	25	effect	effect	NOUN
futech-475	68	26	discovered	discover	VERB
futech-475	68	27	through	through	ADP
futech-475	68	28	sem	sem	ADJ
futech-475	68	29	analysis	analysis	NOUN
futech-475	68	30	prompted	prompt	VERB
futech-475	68	31	targeted	target	VERB
futech-475	68	32	interview	interview	NOUN
futech-475	68	33	questions	question	NOUN
futech-475	68	34	exploring	explore	VERB
futech-475	68	35	trust	trust	NOUN
futech-475	68	36	formation	formation	NOUN
futech-475	68	37	mechanisms	mechanism	NOUN
futech-475	68	38	.	.	PUNCT
futech-475	69	1	in	in	ADP
futech-475	69	2	contrast	contrast	NOUN
futech-475	69	3	,	,	PUNCT
futech-475	69	4	qualitative	qualitative	ADJ
futech-475	69	5	themes	theme	NOUN
futech-475	69	6	of	of	ADP
futech-475	69	7	'	'	PUNCT
futech-475	69	8	intelligent	intelligent	ADJ
futech-475	69	9	companionship	companionship	NOUN
futech-475	69	10	'	'	PUNCT
futech-475	69	11	subsequently	subsequently	ADV
futech-475	69	12	informed	inform	VERB
futech-475	69	13	the	the	DET
futech-475	69	14	development	development	NOUN
futech-475	69	15	of	of	ADP
futech-475	69	16	new	new	ADJ
futech-475	69	17	quantitative	quantitative	ADJ
futech-475	69	18	measures	measure	NOUN
futech-475	69	19	for	for	ADP
futech-475	69	20	emotional	emotional	ADJ
futech-475	69	21	engagement	engagement	NOUN
futech-475	69	22	incorporated	incorporate	VERB
futech-475	69	23	into	into	ADP
futech-475	69	24	the	the	DET
futech-475	69	25	machine	machine	NOUN
futech-475	69	26	learning	learning	NOUN
futech-475	69	27	models	model	NOUN
futech-475	69	28	,	,	PUNCT
futech-475	69	29	resulting	result	VERB
futech-475	69	30	in	in	ADP
futech-475	69	31	a	a	DET
futech-475	69	32	12	12	NUM
futech-475	69	33	%	%	NOUN
futech-475	69	34	improvement	improvement	NOUN
futech-475	69	35	in	in	ADP
futech-475	69	36	prediction	prediction	NOUN
futech-475	69	37	accuracy	accuracy	NOUN
futech-475	69	38	when	when	SCONJ
futech-475	69	39	these	these	DET
futech-475	69	40	qualitatively	qualitatively	ADV
futech-475	69	41	-	-	PUNCT
futech-475	69	42	derived	derive	VERB
futech-475	69	43	features	feature	NOUN
futech-475	69	44	were	be	AUX
futech-475	69	45	added	add	VERB
futech-475	69	46	to	to	ADP
futech-475	69	47	the	the	DET
futech-475	69	48	xgboost	xgboost	PROPN
futech-475	69	49	algorithm	algorithm	PROPN
futech-475	69	50	.	.	PUNCT
futech-475	70	1	3.2	3.2	NUM
futech-475	70	2	quantitative	quantitative	ADJ
futech-475	70	3	methods	method	NOUN
futech-475	70	4	the	the	DET
futech-475	70	5	quantitative	quantitative	ADJ
futech-475	70	6	phase	phase	NOUN
futech-475	70	7	employed	employ	VERB
futech-475	70	8	a	a	DET
futech-475	70	9	comprehensive	comprehensive	ADJ
futech-475	70	10	online	online	ADJ
futech-475	70	11	survey	survey	NOUN
futech-475	70	12	administered	administer	VERB
futech-475	70	13	to	to	ADP
futech-475	70	14	650	650	NUM
futech-475	70	15	participants	participant	NOUN
futech-475	70	16	recruited	recruit	VERB
futech-475	70	17	from	from	ADP
futech-475	70	18	major	major	ADJ
futech-475	70	19	educational	educational	ADJ
futech-475	70	20	technology	technology	NOUN
futech-475	70	21	platforms	platform	NOUN
futech-475	70	22	in	in	ADP
futech-475	70	23	china	china	PROPN
futech-475	70	24	,	,	PUNCT
futech-475	70	25	complemented	complement	VERB
futech-475	70	26	by	by	ADP
futech-475	70	27	longitudinal	longitudinal	ADJ
futech-475	70	28	behavioral	behavioral	ADJ
futech-475	70	29	data	datum	NOUN
futech-475	70	30	tracking	track	VERB
futech-475	70	31	over	over	ADP
futech-475	70	32	a	a	DET
futech-475	70	33	six	six	NUM
futech-475	70	34	-	-	PUNCT
futech-475	70	35	month	month	NOUN
futech-475	70	36	period	period	NOUN
futech-475	70	37	to	to	PART
futech-475	70	38	capture	capture	VERB
futech-475	70	39	actual	actual	ADJ
futech-475	70	40	usage	usage	NOUN
futech-475	70	41	patterns	pattern	NOUN
futech-475	70	42	and	and	CCONJ
futech-475	70	43	engagement	engagement	NOUN
futech-475	70	44	metrics	metric	NOUN
futech-475	70	45	.	.	PUNCT
futech-475	71	1	measurement	measurement	NOUN
futech-475	71	2	instruments	instrument	NOUN
futech-475	71	3	were	be	AUX
futech-475	71	4	developed	develop	VERB
futech-475	71	5	through	through	ADP
futech-475	71	6	rigorous	rigorous	ADJ
futech-475	71	7	adaptation	adaptation	NOUN
futech-475	71	8	of	of	ADP
futech-475	71	9	established	establish	VERB
futech-475	71	10	scales	scale	NOUN
futech-475	71	11	from	from	ADP
futech-475	71	12	technology	technology	NOUN
futech-475	71	13	acceptance	acceptance	NOUN
futech-475	71	14	and	and	CCONJ
futech-475	71	15	marketing	marketing	NOUN
futech-475	71	16	literature	literature	NOUN
futech-475	71	17	,	,	PUNCT
futech-475	71	18	with	with	ADP
futech-475	71	19	modifications	modification	NOUN
futech-475	71	20	tailored	tailor	VERB
futech-475	71	21	to	to	ADP
futech-475	71	22	the	the	DET
futech-475	71	23	ai	ai	VERB
futech-475	71	24	-	-	PUNCT
futech-475	71	25	driven	drive	VERB
futech-475	71	26	educational	educational	ADJ
futech-475	71	27	context	context	NOUN
futech-475	71	28	,	,	PUNCT
futech-475	71	29	alongside	alongside	ADP
futech-475	71	30	newly	newly	ADV
futech-475	71	31	constructed	construct	VERB
futech-475	71	32	items	item	NOUN
futech-475	71	33	addressing	address	VERB
futech-475	71	34	unique	unique	ADJ
futech-475	71	35	aspects	aspect	NOUN
futech-475	71	36	of	of	ADP
futech-475	71	37	virtual	virtual	ADJ
futech-475	71	38	sales	sale	NOUN
futech-475	71	39	personnel	personnel	NOUN
futech-475	71	40	interaction	interaction	NOUN
futech-475	71	41	and	and	CCONJ
futech-475	71	42	intelligent	intelligent	ADJ
futech-475	71	43	promotion	promotion	NOUN
futech-475	71	44	response	response	NOUN
futech-475	71	45	.	.	PUNCT
futech-475	72	1	as	as	SCONJ
futech-475	72	2	shown	show	VERB
futech-475	72	3	in	in	ADP
futech-475	72	4	table	table	NOUN
futech-475	72	5	1	1	NUM
futech-475	72	6	,	,	PUNCT
futech-475	72	7	all	all	DET
futech-475	72	8	constructs	construct	NOUN
futech-475	72	9	demonstrated	demonstrate	VERB
futech-475	72	10	satisfactory	satisfactory	ADJ
futech-475	72	11	psychometric	psychometric	ADJ
futech-475	72	12	properties	property	NOUN
futech-475	72	13	following	follow	VERB
futech-475	72	14	a	a	DET
futech-475	72	15	pilot	pilot	NOUN
futech-475	72	16	test	test	NOUN
futech-475	72	17	with	with	ADP
futech-475	72	18	85	85	NUM
futech-475	72	19	participants	participant	NOUN
futech-475	72	20	,	,	PUNCT
futech-475	72	21	yielding	yield	VERB
futech-475	72	22	cronbach	cronbach	NOUN
futech-475	72	23	's	's	PART
futech-475	72	24	alpha	alpha	NOUN
futech-475	72	25	values	value	NOUN
futech-475	72	26	exceeding	exceed	VERB
futech-475	72	27	the	the	DET
futech-475	72	28	recommended	recommend	VERB
futech-475	72	29	threshold	threshold	NOUN
futech-475	72	30	of	of	ADP
futech-475	72	31	0.70	0.70	NUM
futech-475	72	32	and	and	CCONJ
futech-475	72	33	confirming	confirm	VERB
futech-475	72	34	both	both	CCONJ
futech-475	72	35	convergent	convergent	NOUN
futech-475	72	36	and	and	CCONJ
futech-475	72	37	discriminant	discriminant	ADJ
futech-475	72	38	validity	validity	NOUN
futech-475	72	39	through	through	ADP
futech-475	72	40	confirmatory	confirmatory	ADJ
futech-475	72	41	factor	factor	NOUN
futech-475	72	42	analysis	analysis	NOUN
futech-475	72	43	.	.	PUNCT
futech-475	73	1	recruitment	recruitment	NOUN
futech-475	73	2	materials	material	NOUN
futech-475	73	3	explicitly	explicitly	ADV
futech-475	73	4	disclosed	disclose	VERB
futech-475	73	5	behavioral	behavioral	ADJ
futech-475	73	6	and	and	CCONJ
futech-475	73	7	emotional	emotional	ADJ
futech-475	73	8	data	datum	NOUN
futech-475	73	9	collection	collection	NOUN
futech-475	73	10	procedures	procedure	NOUN
futech-475	73	11	in	in	ADP
futech-475	73	12	accessible	accessible	ADJ
futech-475	73	13	language	language	NOUN
futech-475	73	14	,	,	PUNCT
futech-475	73	15	ensuring	ensure	VERB
futech-475	73	16	fully	fully	ADV
futech-475	73	17	informed	inform	VERB
futech-475	73	18	voluntary	voluntary	ADJ
futech-475	73	19	participation	participation	NOUN
futech-475	73	20	without	without	ADP
futech-475	73	21	institutional	institutional	ADJ
futech-475	73	22	coercion	coercion	NOUN
futech-475	73	23	,	,	PUNCT
futech-475	73	24	with	with	ADP
futech-475	73	25	c.	c.	PROPN
futech-475	73	26	chen	chen	PROPN
futech-475	73	27	et	et	PROPN
futech-475	73	28	al	al	PROPN
futech-475	73	29	.	.	PROPN
futech-475	73	30	/future	/future	PUNCT
futech-475	73	31	technology	technology	PROPN
futech-475	73	32	november	november	PROPN
futech-475	73	33	2025|	2025|	NUM
futech-475	73	34	volume	volume	NOUN
futech-475	73	35	04	04	NUM
futech-475	74	1	|	|	ADV
futech-475	74	2	issue	issue	VERB
futech-475	74	3	04	04	NUM
futech-475	75	1	|	|	CCONJ
futech-475	75	2	pages	page	VERB
futech-475	75	3	146	146	NUM
futech-475	75	4	-	-	SYM
futech-475	75	5	158	158	NUM
futech-475	75	6	149	149	NUM
futech-475	75	7	all	all	DET
futech-475	75	8	data	datum	NOUN
futech-475	75	9	anonymized	anonymize	VERB
futech-475	75	10	and	and	CCONJ
futech-475	75	11	encrypted	encrypt	VERB
futech-475	75	12	to	to	PART
futech-475	75	13	protect	protect	VERB
futech-475	75	14	participant	participant	ADJ
futech-475	75	15	privacy	privacy	NOUN
futech-475	75	16	throughout	throughout	ADP
futech-475	75	17	the	the	DET
futech-475	75	18	research	research	NOUN
futech-475	75	19	process	process	NOUN
futech-475	75	20	.	.	PUNCT
futech-475	76	1	trust	trust	NOUN
futech-475	76	2	measurement	measurement	NOUN
futech-475	76	3	employed	employ	VERB
futech-475	76	4	a	a	DET
futech-475	76	5	multi	multi	ADJ
futech-475	76	6	-	-	ADJ
futech-475	76	7	dimensional	dimensional	ADJ
futech-475	76	8	scale	scale	NOUN
futech-475	76	9	adapted	adapt	VERB
futech-475	76	10	from	from	ADP
futech-475	76	11	mcknight	mcknight	PROPN
futech-475	76	12	et	et	PROPN
futech-475	76	13	al	al	PROPN
futech-475	76	14	.	.	PROPN
futech-475	76	15	's	's	PART
futech-475	76	16	technology	technology	PROPN
futech-475	76	17	trust	trust	NOUN
futech-475	76	18	inventory	inventory	NOUN
futech-475	76	19	,	,	PUNCT
futech-475	76	20	with	with	ADP
futech-475	76	21	items	item	NOUN
futech-475	76	22	including	include	VERB
futech-475	76	23	'	'	PUNCT
futech-475	76	24	the	the	DET
futech-475	76	25	ai	ai	NOUN
futech-475	76	26	system	system	NOUN
futech-475	76	27	performs	perform	VERB
futech-475	76	28	educational	educational	ADJ
futech-475	76	29	recommendations	recommendation	NOUN
futech-475	76	30	reliably	reliably	ADV
futech-475	76	31	'	'	PUNCT
futech-475	76	32	(	(	PUNCT
futech-475	76	33	competence	competence	NOUN
futech-475	76	34	dimension	dimension	NOUN
futech-475	76	35	)	)	PUNCT
futech-475	76	36	,	,	PUNCT
futech-475	76	37	'	'	PUNCT
futech-475	76	38	i	i	PRON
futech-475	76	39	believe	believe	VERB
futech-475	76	40	the	the	DET
futech-475	76	41	ai	ai	NOUN
futech-475	76	42	system	system	NOUN
futech-475	76	43	acts	act	VERB
futech-475	76	44	in	in	ADP
futech-475	76	45	my	my	PRON
futech-475	76	46	best	good	ADJ
futech-475	76	47	learning	learning	NOUN
futech-475	76	48	interests	interest	NOUN
futech-475	76	49	'	'	PART
futech-475	76	50	(	(	PUNCT
futech-475	76	51	benevolence	benevolence	NOUN
futech-475	76	52	dimension	dimension	NOUN
futech-475	76	53	)	)	PUNCT
futech-475	76	54	,	,	PUNCT
futech-475	76	55	'	'	PUNCT
futech-475	76	56	the	the	DET
futech-475	76	57	ai	ai	PROPN
futech-475	76	58	system	system	NOUN
futech-475	76	59	maintains	maintain	VERB
futech-475	76	60	consistent	consistent	ADJ
futech-475	76	61	quality	quality	NOUN
futech-475	76	62	in	in	ADP
futech-475	76	63	its	its	PRON
futech-475	76	64	responses	response	NOUN
futech-475	76	65	'	'	PART
futech-475	76	66	(	(	PUNCT
futech-475	76	67	integrity	integrity	NOUN
futech-475	76	68	dimension	dimension	NOUN
futech-475	76	69	)	)	PUNCT
futech-475	76	70	,	,	PUNCT
futech-475	76	71	and	and	CCONJ
futech-475	76	72	'	'	PUNCT
futech-475	76	73	i	i	PRON
futech-475	76	74	feel	feel	VERB
futech-475	76	75	comfortable	comfortable	ADJ
futech-475	76	76	sharing	share	VERB
futech-475	76	77	my	my	PRON
futech-475	76	78	learning	learning	NOUN
futech-475	76	79	challenges	challenge	NOUN
futech-475	76	80	with	with	ADP
futech-475	76	81	the	the	DET
futech-475	76	82	ai	ai	NOUN
futech-475	76	83	system	system	NOUN
futech-475	76	84	'	'	PUNCT
futech-475	76	85	(	(	PUNCT
futech-475	76	86	predictability	predictability	NOUN
futech-475	76	87	dimension	dimension	NOUN
futech-475	76	88	)	)	PUNCT
futech-475	76	89	,	,	PUNCT
futech-475	76	90	measured	measure	VERB
futech-475	76	91	on	on	ADP
futech-475	76	92	7	7	NUM
futech-475	76	93	-	-	PUNCT
futech-475	76	94	point	point	NOUN
futech-475	76	95	likert	likert	NOUN
futech-475	76	96	scales	scale	NOUN
futech-475	76	97	with	with	ADP
futech-475	76	98	composite	composite	ADJ
futech-475	76	99	reliability	reliability	NOUN
futech-475	76	100	α=0.91	α=0.91	NOUN
futech-475	76	101	and	and	CCONJ
futech-475	76	102	convergent	convergent	NOUN
futech-475	76	103	validity	validity	NOUN
futech-475	76	104	ave=0.73	ave=0.73	PROPN
futech-475	76	105	,	,	PUNCT
futech-475	76	106	while	while	SCONJ
futech-475	76	107	discriminant	discriminant	ADJ
futech-475	76	108	validity	validity	NOUN
futech-475	76	109	was	be	AUX
futech-475	76	110	confirmed	confirm	VERB
futech-475	76	111	through	through	ADP
futech-475	76	112	fornell	fornell	NOUN
futech-475	76	113	-	-	PUNCT
futech-475	76	114	larcker	larcker	NOUN
futech-475	76	115	criterion	criterion	NOUN
futech-475	76	116	analysis	analysis	NOUN
futech-475	76	117	showing	show	VERB
futech-475	76	118	all	all	DET
futech-475	76	119	inter	inter	ADJ
futech-475	76	120	-	-	ADJ
futech-475	76	121	construct	construct	ADJ
futech-475	76	122	correlations	correlation	NOUN
futech-475	76	123	below	below	ADP
futech-475	76	124	the	the	DET
futech-475	76	125	square	square	ADJ
futech-475	76	126	root	root	NOUN
futech-475	76	127	of	of	ADP
futech-475	76	128	ave	ave	NOUN
futech-475	76	129	values	value	NOUN
futech-475	76	130	.	.	PUNCT
futech-475	77	1	3.3	3.3	NUM
futech-475	77	2	qualitative	qualitative	ADJ
futech-475	77	3	methods	method	NOUN
futech-475	77	4	semi	semi	ADJ
futech-475	77	5	-	-	ADJ
futech-475	77	6	structured	structured	ADJ
futech-475	77	7	interviews	interview	NOUN
futech-475	77	8	with	with	ADP
futech-475	77	9	45	45	NUM
futech-475	77	10	participants	participant	NOUN
futech-475	77	11	(	(	PUNCT
futech-475	77	12	students	student	NOUN
futech-475	77	13	,	,	PUNCT
futech-475	77	14	educators	educator	NOUN
futech-475	77	15	,	,	PUNCT
futech-475	77	16	and	and	CCONJ
futech-475	77	17	administrators	administrator	NOUN
futech-475	77	18	)	)	PUNCT
futech-475	77	19	selected	select	VERB
futech-475	77	20	through	through	ADP
futech-475	77	21	purposive	purposive	ADJ
futech-475	77	22	sampling	sampling	NOUN
futech-475	77	23	explored	explore	VERB
futech-475	77	24	ai	ai	PRON
futech-475	77	25	marketing	marketing	NOUN
futech-475	77	26	acceptance	acceptance	NOUN
futech-475	77	27	beyond	beyond	ADP
futech-475	77	28	quantitative	quantitative	ADJ
futech-475	77	29	metrics	metric	NOUN
futech-475	77	30	,	,	PUNCT
futech-475	77	31	with	with	ADP
futech-475	77	32	selection	selection	NOUN
futech-475	77	33	criteria	criterion	NOUN
futech-475	77	34	prioritizing	prioritize	VERB
futech-475	77	35	substantial	substantial	ADJ
futech-475	77	36	platform	platform	NOUN
futech-475	77	37	experience	experience	NOUN
futech-475	77	38	and	and	CCONJ
futech-475	77	39	varied	varied	ADJ
futech-475	77	40	technological	technological	ADJ
futech-475	77	41	proficiency	proficiency	NOUN
futech-475	77	42	levels	level	NOUN
futech-475	77	43	across	across	ADP
futech-475	77	44	educational	educational	ADJ
futech-475	77	45	contexts	contexts	NOUN
futech-475	77	46	.	.	PUNCT
futech-475	78	1	as	as	SCONJ
futech-475	78	2	illustrated	illustrate	VERB
futech-475	78	3	in	in	ADP
futech-475	78	4	table	table	NOUN
futech-475	78	5	2	2	NUM
futech-475	78	6	,	,	PUNCT
futech-475	78	7	the	the	DET
futech-475	78	8	participant	participant	ADJ
futech-475	78	9	distribution	distribution	NOUN
futech-475	78	10	reflects	reflect	VERB
futech-475	78	11	balanced	balanced	ADJ
futech-475	78	12	representation	representation	NOUN
futech-475	78	13	across	across	ADP
futech-475	78	14	key	key	ADJ
futech-475	78	15	demographic	demographic	ADJ
futech-475	78	16	and	and	CCONJ
futech-475	78	17	experiential	experiential	ADJ
futech-475	78	18	dimensions	dimension	NOUN
futech-475	78	19	,	,	PUNCT
futech-475	78	20	with	with	ADP
futech-475	78	21	interviews	interview	NOUN
futech-475	78	22	conducted	conduct	VERB
futech-475	78	23	via	via	ADP
futech-475	78	24	video	video	NOUN
futech-475	78	25	conferencing	conferencing	NOUN
futech-475	78	26	platforms	platform	NOUN
futech-475	78	27	lasting	last	VERB
futech-475	78	28	45	45	NUM
futech-475	78	29	-	-	SYM
futech-475	78	30	60	60	NUM
futech-475	78	31	minutes	minute	NOUN
futech-475	78	32	each	each	PRON
futech-475	78	33	,	,	PUNCT
futech-475	78	34	following	follow	VERB
futech-475	78	35	an	an	DET
futech-475	78	36	interview	interview	NOUN
futech-475	78	37	protocol	protocol	NOUN
futech-475	78	38	derived	derive	VERB
futech-475	78	39	from	from	ADP
futech-475	78	40	preliminary	preliminary	ADJ
futech-475	78	41	quantitative	quantitative	ADJ
futech-475	78	42	findings	finding	NOUN
futech-475	78	43	to	to	PART
futech-475	78	44	explore	explore	VERB
futech-475	78	45	emergent	emergent	ADJ
futech-475	78	46	themes	theme	NOUN
futech-475	78	47	regarding	regard	VERB
futech-475	78	48	ai	ai	INTJ
futech-475	78	49	anthropomorphism	anthropomorphism	NOUN
futech-475	78	50	perceptions	perception	NOUN
futech-475	78	51	,	,	PUNCT
futech-475	78	52	trust	trust	VERB
futech-475	78	53	formation	formation	NOUN
futech-475	78	54	processes	process	NOUN
futech-475	78	55	,	,	PUNCT
futech-475	78	56	and	and	CCONJ
futech-475	78	57	behavioral	behavioral	ADJ
futech-475	78	58	adaptation	adaptation	NOUN
futech-475	78	59	patterns	pattern	NOUN
futech-475	78	60	in	in	ADP
futech-475	78	61	educational	educational	ADJ
futech-475	78	62	contexts	context	NOUN
futech-475	78	63	.	.	PUNCT
futech-475	79	1	table	table	NOUN
futech-475	79	2	1	1	NUM
futech-475	79	3	.	.	PUNCT
futech-475	79	4	measurement	measurement	NOUN
futech-475	79	5	instruments	instrument	NOUN
futech-475	79	6	and	and	CCONJ
futech-475	79	7	reliability	reliability	NOUN
futech-475	79	8	assessment	assessment	NOUN
futech-475	79	9	construct	construct	VERB
futech-475	79	10	source	source	NOUN
futech-475	79	11	no	no	PROPN
futech-475	79	12	.	.	PUNCT
futech-475	79	13	of	of	ADP
futech-475	79	14	items	item	NOUN
futech-475	79	15	scale	scale	NOUN
futech-475	79	16	type	type	NOUN
futech-475	79	17	pilot	pilot	NOUN
futech-475	79	18	test	test	NOUN
futech-475	80	1	α	α	PRON
futech-475	80	2	final	final	ADJ
futech-475	80	3	study	study	NOUN
futech-475	80	4	α	α	PROPN
futech-475	80	5	construct	construct	VERB
futech-475	80	6	source	source	NOUN
futech-475	80	7	no	no	PROPN
futech-475	80	8	.	.	PUNCT
futech-475	80	9	of	of	ADP
futech-475	80	10	items	item	NOUN
futech-475	80	11	scale	scale	NOUN
futech-475	80	12	type	type	NOUN
futech-475	80	13	pilot	pilot	NOUN
futech-475	80	14	test	test	NOUN
futech-475	80	15	α	α	DET
futech-475	80	16	final	final	ADJ
futech-475	80	17	study	study	NOUN
futech-475	80	18	α	α	NOUN
futech-475	80	19	ai	ai	VERB
futech-475	80	20	anthropomorphism	anthropomorphism	NOUN
futech-475	80	21	adapted	adapt	VERB
futech-475	80	22	from	from	ADP
futech-475	80	23	gomes	gome	NOUN
futech-475	80	24	et	et	PROPN
futech-475	80	25	al	al	PROPN
futech-475	80	26	.	.	PUNCT
futech-475	81	1	(	(	PUNCT
futech-475	81	2	2025)[20	2025)[20	NUM
futech-475	81	3	]	]	X
futech-475	81	4	5	5	NUM
futech-475	81	5	7	7	NUM
futech-475	81	6	-	-	PUNCT
futech-475	81	7	point	point	NOUN
futech-475	81	8	likert	likert	NOUN
futech-475	82	1	0.84	0.84	NUM
futech-475	82	2	0.87	0.87	NUM
futech-475	82	3	perceived	perceive	VERB
futech-475	82	4	intelligence	intelligence	NOUN
futech-475	82	5	adapted	adapt	VERB
futech-475	82	6	from	from	ADP
futech-475	82	7	chi	chi	PROPN
futech-475	82	8	&	&	CCONJ
futech-475	82	9	vu	vu	PROPN
futech-475	82	10	(	(	PUNCT
futech-475	82	11	2023)[18	2023)[18	PROPN
futech-475	82	12	]	]	X
futech-475	82	13	4	4	NUM
futech-475	82	14	7	7	NUM
futech-475	82	15	-	-	PUNCT
futech-475	82	16	point	point	NOUN
futech-475	82	17	likert	likert	NOUN
futech-475	82	18	0.82	0.82	NUM
futech-475	82	19	0.85	0.85	NUM
futech-475	82	20	personalization	personalization	NOUN
futech-475	82	21	degree	degree	NOUN
futech-475	82	22	newly	newly	ADV
futech-475	82	23	developed	develop	VERB
futech-475	82	24	6	6	NUM
futech-475	82	25	7	7	NUM
futech-475	82	26	-	-	PUNCT
futech-475	82	27	point	point	NOUN
futech-475	82	28	likert	likert	NOUN
futech-475	82	29	0.78	0.78	NUM
futech-475	82	30	0.83	0.83	NUM
futech-475	82	31	response	response	NOUN
futech-475	82	32	timeliness	timeliness	NOUN
futech-475	82	33	adapted	adapt	VERB
futech-475	82	34	from	from	ADP
futech-475	82	35	pahos	pahos	PROPN
futech-475	82	36	et	et	PROPN
futech-475	82	37	al	al	PROPN
futech-475	82	38	.	.	PUNCT
futech-475	83	1	(	(	PUNCT
futech-475	83	2	2024)[22	2024)[22	NOUN
futech-475	83	3	]	]	SYM
futech-475	83	4	3	3	NUM
futech-475	83	5	7	7	NUM
futech-475	83	6	-	-	PUNCT
futech-475	83	7	point	point	NOUN
futech-475	83	8	likert	likert	NOUN
futech-475	83	9	0.75	0.75	NUM
futech-475	83	10	0.79	0.79	NUM
futech-475	83	11	trust	trust	NOUN
futech-475	83	12	(	(	PUNCT
futech-475	83	13	competence	competence	NOUN
futech-475	83	14	,	,	PUNCT
futech-475	83	15	benevolence	benevolence	NOUN
futech-475	83	16	,	,	PUNCT
futech-475	83	17	integrity	integrity	NOUN
futech-475	83	18	,	,	PUNCT
futech-475	83	19	predictability	predictability	NOUN
futech-475	83	20	)	)	PUNCT
futech-475	83	21	adapted	adapt	VERB
futech-475	83	22	from	from	ADP
futech-475	83	23	marvi	marvi	PROPN
futech-475	83	24	et	et	PROPN
futech-475	83	25	al	al	PROPN
futech-475	83	26	.	.	PUNCT
futech-475	84	1	(	(	PUNCT
futech-475	84	2	2025)[19	2025)[19	NUM
futech-475	84	3	]	]	SYM
futech-475	84	4	5	5	NUM
futech-475	84	5	7	7	NUM
futech-475	84	6	-	-	PUNCT
futech-475	84	7	point	point	NOUN
futech-475	84	8	likert	likert	NOUN
futech-475	84	9	0.88	0.88	NUM
futech-475	84	10	0.91	0.91	NUM
futech-475	84	11	perceived	perceive	VERB
futech-475	84	12	usefulness	usefulness	NOUN
futech-475	84	13	newly	newly	ADV
futech-475	84	14	developed	develop	VERB
futech-475	84	15	4	4	NUM
futech-475	84	16	7	7	NUM
futech-475	84	17	-	-	PUNCT
futech-475	84	18	point	point	NOUN
futech-475	84	19	likert	likert	NOUN
futech-475	84	20	0.86	0.86	NUM
futech-475	84	21	0.89	0.89	NUM
futech-475	84	22	perceived	perceive	VERB
futech-475	84	23	ease	ease	NOUN
futech-475	84	24	of	of	ADP
futech-475	84	25	use	use	NOUN
futech-475	84	26	newly	newly	ADV
futech-475	84	27	developed	develop	VERB
futech-475	84	28	4	4	NUM
futech-475	84	29	7	7	NUM
futech-475	84	30	-	-	PUNCT
futech-475	84	31	point	point	NOUN
futech-475	84	32	likert	likert	NOUN
futech-475	84	33	0.83	0.83	NUM
futech-475	84	34	0.86	0.86	NUM
futech-475	84	35	perceived	perceive	VERB
futech-475	84	36	value	value	NOUN
futech-475	84	37	adapted	adapt	VERB
futech-475	84	38	from	from	ADP
futech-475	84	39	haleem	haleem	PROPN
futech-475	84	40	et	et	PROPN
futech-475	84	41	al	al	PROPN
futech-475	84	42	.	.	PUNCT
futech-475	85	1	(	(	PUNCT
futech-475	85	2	2022)[21	2022)[21	NUM
futech-475	85	3	]	]	X
futech-475	85	4	5	5	NUM
futech-475	85	5	7	7	NUM
futech-475	85	6	-	-	PUNCT
futech-475	85	7	point	point	NOUN
futech-475	85	8	likert	likert	NOUN
futech-475	85	9	0.81	0.81	NUM
futech-475	85	10	0.84	0.84	NUM
futech-475	85	11	acceptance	acceptance	NOUN
futech-475	85	12	intention	intention	NOUN
futech-475	85	13	adapted	adapt	VERB
futech-475	85	14	from	from	ADP
futech-475	85	15	zhou	zhou	PROPN
futech-475	85	16	et	et	PROPN
futech-475	85	17	al	al	PROPN
futech-475	85	18	.	.	PUNCT
futech-475	86	1	(	(	PUNCT
futech-475	86	2	2022)[25	2022)[25	X
futech-475	86	3	]	]	SYM
futech-475	86	4	3	3	NUM
futech-475	86	5	7	7	NUM
futech-475	86	6	-	-	PUNCT
futech-475	86	7	point	point	NOUN
futech-475	86	8	likert	likert	NOUN
futech-475	86	9	0.89	0.89	NUM
futech-475	86	10	0.92	0.92	NUM
futech-475	86	11	continuous	continuous	ADJ
futech-475	86	12	engagement	engagement	NOUN
futech-475	86	13	newly	newly	ADV
futech-475	86	14	developed	develop	VERB
futech-475	86	15	5	5	NUM
futech-475	86	16	7	7	NUM
futech-475	86	17	-	-	PUNCT
futech-475	86	18	point	point	NOUN
futech-475	86	19	likert	likert	NOUN
futech-475	86	20	0.77	0.77	NUM
futech-475	86	21	0.82	0.82	NUM
futech-475	86	22	note	note	NOUN
futech-475	86	23	:	:	PUNCT
futech-475	86	24	all	all	DET
futech-475	86	25	scales	scale	NOUN
futech-475	86	26	employed	employ	VERB
futech-475	86	27	7	7	NUM
futech-475	86	28	-	-	PUNCT
futech-475	86	29	point	point	NOUN
futech-475	86	30	likert	likert	NOUN
futech-475	86	31	scales	scale	NOUN
futech-475	86	32	ranging	range	VERB
futech-475	86	33	from	from	ADP
futech-475	86	34	"	"	PUNCT
futech-475	86	35	strongly	strongly	ADV
futech-475	86	36	disagree	disagree	VERB
futech-475	86	37	"	"	PUNCT
futech-475	86	38	(	(	PUNCT
futech-475	86	39	1	1	NUM
futech-475	86	40	)	)	PUNCT
futech-475	86	41	to	to	PART
futech-475	86	42	"	"	PUNCT
futech-475	86	43	strongly	strongly	ADV
futech-475	86	44	agree	agree	VERB
futech-475	86	45	"	"	PUNCT
futech-475	86	46	(	(	PUNCT
futech-475	86	47	7	7	NUM
futech-475	86	48	)	)	PUNCT
futech-475	86	49	.	.	PUNCT
futech-475	87	1	platform	platform	NOUN
futech-475	87	2	behavioral	behavioral	ADJ
futech-475	87	3	metrics	metric	NOUN
futech-475	87	4	included	include	VERB
futech-475	87	5	click	click	NOUN
futech-475	87	6	-	-	PUNCT
futech-475	87	7	through	through	ADP
futech-475	87	8	rates	rate	NOUN
futech-475	87	9	,	,	PUNCT
futech-475	87	10	session	session	NOUN
futech-475	87	11	duration	duration	NOUN
futech-475	87	12	,	,	PUNCT
futech-475	87	13	feature	feature	NOUN
futech-475	87	14	utilization	utilization	NOUN
futech-475	87	15	frequency	frequency	NOUN
futech-475	87	16	,	,	PUNCT
futech-475	87	17	and	and	CCONJ
futech-475	87	18	conversion	conversion	NOUN
futech-475	87	19	indicators	indicator	NOUN
futech-475	87	20	collected	collect	VERB
futech-475	87	21	through	through	ADP
futech-475	87	22	embedded	embed	VERB
futech-475	87	23	analytics	analytic	NOUN
futech-475	87	24	.	.	PUNCT
futech-475	88	1	table	table	NOUN
futech-475	88	2	2	2	NUM
futech-475	88	3	.	.	PUNCT
futech-475	88	4	qualitative	qualitative	ADJ
futech-475	88	5	interview	interview	NOUN
futech-475	88	6	participant	participant	NOUN
futech-475	88	7	profile	profile	NOUN
futech-475	88	8	stakeholder	stakeholder	NOUN
futech-475	88	9	category	category	NOUN
futech-475	88	10	education	education	NOUN
futech-475	88	11	level	level	NOUN
futech-475	88	12	n	n	PRON
futech-475	88	13	male	male	ADJ
futech-475	88	14	female	female	ADJ
futech-475	88	15	ai	ai	NOUN
futech-475	88	16	experience	experience	NOUN
futech-475	88	17	level	level	NOUN
futech-475	88	18	average	average	ADJ
futech-475	88	19	platform	platform	NOUN
futech-475	88	20	usage	usage	NOUN
futech-475	88	21	stakeholder	stakeholder	NOUN
futech-475	88	22	category	category	NOUN
futech-475	88	23	students	student	NOUN
futech-475	88	24	k-12	k-12	NOUN
futech-475	88	25	8	8	NUM
futech-475	88	26	3	3	NUM
futech-475	88	27	5	5	NUM
futech-475	88	28	intermediate	intermediate	ADJ
futech-475	88	29	3.2	3.2	NUM
futech-475	88	30	hours	hour	NOUN
futech-475	88	31	/	/	SYM
futech-475	88	32	week	week	NOUN
futech-475	88	33	students	student	NOUN
futech-475	88	34	students	student	NOUN
futech-475	88	35	higher	high	ADJ
futech-475	88	36	education	education	NOUN
futech-475	88	37	10	10	NUM
futech-475	88	38	6	6	NUM
futech-475	88	39	4	4	NUM
futech-475	88	40	advanced	advanced	ADJ
futech-475	88	41	5.8	5.8	NUM
futech-475	88	42	hours	hour	NOUN
futech-475	88	43	/	/	SYM
futech-475	88	44	week	week	NOUN
futech-475	88	45	students	student	NOUN
futech-475	88	46	students	student	NOUN
futech-475	88	47	vocational	vocational	ADJ
futech-475	88	48	training	train	VERB
futech-475	88	49	7	7	NUM
futech-475	88	50	4	4	NUM
futech-475	88	51	3	3	NUM
futech-475	88	52	beginner	beginner	NOUN
futech-475	88	53	2.5	2.5	NUM
futech-475	88	54	hours	hour	NOUN
futech-475	88	55	/	/	SYM
futech-475	88	56	week	week	NOUN
futech-475	88	57	students	student	NOUN
futech-475	88	58	educators	educator	VERB
futech-475	88	59	k-12	k-12	NOUN
futech-475	88	60	6	6	NUM
futech-475	88	61	2	2	NUM
futech-475	88	62	4	4	NUM
futech-475	88	63	intermediate	intermediate	ADJ
futech-475	88	64	4.1	4.1	NUM
futech-475	88	65	hours	hour	NOUN
futech-475	88	66	/	/	SYM
futech-475	88	67	week	week	NOUN
futech-475	88	68	educators	educator	NOUN
futech-475	88	69	educators	educator	VERB
futech-475	88	70	higher	high	ADJ
futech-475	88	71	education	education	NOUN
futech-475	88	72	8	8	NUM
futech-475	88	73	5	5	NUM
futech-475	88	74	3	3	NUM
futech-475	88	75	advanced	advance	VERB
futech-475	88	76	6.3	6.3	NUM
futech-475	88	77	hours	hour	NOUN
futech-475	88	78	/	/	SYM
futech-475	88	79	week	week	NOUN
futech-475	88	80	educators	educator	NOUN
futech-475	88	81	platform	platform	PROPN
futech-475	88	82	administrators	administrator	NOUN
futech-475	88	83	cross	cross	ADJ
futech-475	88	84	-	-	ADJ
futech-475	88	85	level	level	ADJ
futech-475	88	86	6	6	NUM
futech-475	88	87	4	4	NUM
futech-475	88	88	2	2	NUM
futech-475	88	89	expert	expert	NOUN
futech-475	88	90	15.2	15.2	NUM
futech-475	88	91	hours	hour	NOUN
futech-475	88	92	/	/	SYM
futech-475	88	93	week	week	NOUN
futech-475	88	94	platform	platform	NOUN
futech-475	88	95	administrators	administrator	NOUN
futech-475	88	96	total	total	VERB
futech-475	88	97	45	45	NUM
futech-475	88	98	24	24	NUM
futech-475	88	99	21	21	NUM
futech-475	88	100	total	total	NOUN
futech-475	88	101	note	note	NOUN
futech-475	88	102	:	:	PUNCT
futech-475	88	103	ai	ai	VERB
futech-475	88	104	experience	experience	NOUN
futech-475	88	105	level	level	NOUN
futech-475	88	106	categorized	categorize	VERB
futech-475	88	107	as	as	ADP
futech-475	88	108	beginner	beginner	NOUN
futech-475	88	109	(	(	PUNCT
futech-475	88	110	<	<	X
futech-475	88	111	6	6	NUM
futech-475	88	112	months	month	NOUN
futech-475	88	113	)	)	PUNCT
futech-475	88	114	,	,	PUNCT
futech-475	88	115	intermediate	intermediate	ADJ
futech-475	88	116	(	(	PUNCT
futech-475	88	117	6	6	NUM
futech-475	88	118	-	-	SYM
futech-475	88	119	24	24	NUM
futech-475	88	120	months	month	NOUN
futech-475	88	121	)	)	PUNCT
futech-475	88	122	,	,	PUNCT
futech-475	88	123	advanced	advance	VERB
futech-475	88	124	(	(	PUNCT
futech-475	88	125	2	2	NUM
futech-475	88	126	-	-	SYM
futech-475	88	127	4	4	NUM
futech-475	88	128	years	year	NOUN
futech-475	88	129	)	)	PUNCT
futech-475	88	130	,	,	PUNCT
futech-475	88	131	expert	expert	NOUN
futech-475	88	132	(	(	PUNCT
futech-475	88	133	>	>	X
futech-475	88	134	4	4	NUM
futech-475	88	135	years	year	NOUN
futech-475	88	136	)	)	PUNCT
futech-475	88	137	.	.	PUNCT
futech-475	89	1	platform	platform	NOUN
futech-475	89	2	usage	usage	NOUN
futech-475	89	3	represents	represent	VERB
futech-475	89	4	self	self	NOUN
futech-475	89	5	-	-	PUNCT
futech-475	89	6	reported	report	VERB
futech-475	89	7	average	average	ADJ
futech-475	89	8	weekly	weekly	ADJ
futech-475	89	9	hours	hour	NOUN
futech-475	89	10	engaging	engage	VERB
futech-475	89	11	with	with	ADP
futech-475	89	12	ai	ai	ADJ
futech-475	89	13	-	-	PUNCT
futech-475	89	14	enabled	enable	VERB
futech-475	89	15	educational	educational	ADJ
futech-475	89	16	technology	technology	NOUN
futech-475	89	17	platforms	platform	NOUN
futech-475	89	18	.	.	PUNCT
futech-475	90	1	c.	c.	PROPN
futech-475	90	2	chen	chen	PROPN
futech-475	90	3	et	et	PROPN
futech-475	90	4	al	al	PROPN
futech-475	90	5	.	.	PROPN
futech-475	90	6	/future	/future	PUNCT
futech-475	90	7	technology	technology	PROPN
futech-475	90	8	november	november	PROPN
futech-475	90	9	2025|	2025|	NUM
futech-475	90	10	volume	volume	NOUN
futech-475	90	11	04	04	NUM
futech-475	91	1	|	|	ADV
futech-475	91	2	issue	issue	VERB
futech-475	91	3	04	04	NUM
futech-475	92	1	|	|	CCONJ
futech-475	92	2	pages	page	VERB
futech-475	92	3	146	146	NUM
futech-475	92	4	-	-	SYM
futech-475	92	5	158	158	NUM
futech-475	92	6	150	150	NUM
futech-475	92	7	3.4	3.4	NUM
futech-475	92	8	ai	ai	NOUN
futech-475	92	9	technology	technology	NOUN
futech-475	92	10	implementation	implementation	NOUN
futech-475	92	11	the	the	DET
futech-475	92	12	ai	ai	NOUN
futech-475	92	13	-	-	PUNCT
futech-475	92	14	driven	drive	VERB
futech-475	92	15	virtual	virtual	ADJ
futech-475	92	16	sales	sale	NOUN
futech-475	92	17	system	system	NOUN
futech-475	92	18	architecture	architecture	NOUN
futech-475	92	19	integrates	integrate	VERB
futech-475	92	20	three	three	NUM
futech-475	92	21	core	core	ADJ
futech-475	92	22	technological	technological	ADJ
futech-475	92	23	components	component	NOUN
futech-475	92	24	operating	operate	VERB
futech-475	92	25	synergistically	synergistically	ADV
futech-475	92	26	to	to	PART
futech-475	92	27	deliver	deliver	VERB
futech-475	92	28	personalized	personalized	ADJ
futech-475	92	29	educational	educational	ADJ
futech-475	92	30	marketing	marketing	NOUN
futech-475	92	31	experiences	experience	NOUN
futech-475	92	32	through	through	ADP
futech-475	92	33	advanced	advanced	ADJ
futech-475	92	34	computational	computational	ADJ
futech-475	92	35	frameworks	framework	NOUN
futech-475	92	36	.	.	PUNCT
futech-475	93	1	the	the	DET
futech-475	93	2	research	research	NOUN
futech-475	93	3	introduces	introduce	VERB
futech-475	93	4	breakthrough	breakthrough	NOUN
futech-475	93	5	nlp	nlp	NOUN
futech-475	93	6	architecture	architecture	NOUN
futech-475	93	7	that	that	PRON
futech-475	93	8	advances	advance	VERB
futech-475	93	9	beyond	beyond	ADP
futech-475	93	10	current	current	ADJ
futech-475	93	11	transformer	transformer	NOUN
futech-475	93	12	implementations	implementation	NOUN
futech-475	93	13	through	through	ADP
futech-475	93	14	educational	educational	ADJ
futech-475	93	15	-	-	PUNCT
futech-475	93	16	specific	specific	ADJ
futech-475	93	17	attention	attention	NOUN
futech-475	93	18	mechanisms	mechanism	NOUN
futech-475	93	19	incorporating	incorporate	VERB
futech-475	93	20	pedagogical	pedagogical	ADJ
futech-475	93	21	relationship	relationship	NOUN
futech-475	93	22	graphs	graph	NOUN
futech-475	93	23	into	into	ADP
futech-475	93	24	the	the	DET
futech-475	93	25	attention	attention	NOUN
futech-475	93	26	computation	computation	NOUN
futech-475	93	27	,	,	PUNCT
futech-475	93	28	enabling	enable	VERB
futech-475	93	29	the	the	DET
futech-475	93	30	system	system	NOUN
futech-475	93	31	to	to	PART
futech-475	93	32	understand	understand	VERB
futech-475	93	33	complex	complex	ADJ
futech-475	93	34	educational	educational	ADJ
futech-475	93	35	dependencies	dependency	NOUN
futech-475	93	36	and	and	CCONJ
futech-475	93	37	prerequisites	prerequisite	NOUN
futech-475	93	38	with	with	ADP
futech-475	93	39	unprecedented	unprecedented	ADJ
futech-475	93	40	semantic	semantic	ADJ
futech-475	93	41	accuracy	accuracy	NOUN
futech-475	93	42	while	while	SCONJ
futech-475	93	43	reducing	reduce	VERB
futech-475	93	44	computational	computational	ADJ
futech-475	93	45	complexity	complexity	NOUN
futech-475	93	46	from	from	ADP
futech-475	93	47	o(n²	o(n²	ADV
futech-475	93	48	)	)	PUNCT
futech-475	93	49	to	to	ADP
futech-475	93	50	o(n	o(n	NUM
futech-475	93	51	log	log	NOUN
futech-475	93	52	n	n	CCONJ
futech-475	93	53	)	)	PUNCT
futech-475	93	54	through	through	ADP
futech-475	93	55	innovative	innovative	ADJ
futech-475	93	56	sparse	sparse	ADJ
futech-475	93	57	attention	attention	NOUN
futech-475	93	58	patterns	pattern	NOUN
futech-475	93	59	—	—	PUNCT
futech-475	93	60	technological	technological	ADJ
futech-475	93	61	innovations	innovation	NOUN
futech-475	93	62	that	that	PRON
futech-475	93	63	establish	establish	VERB
futech-475	93	64	new	new	ADJ
futech-475	93	65	paradigms	paradigm	NOUN
futech-475	93	66	for	for	ADP
futech-475	93	67	future	future	ADJ
futech-475	93	68	educational	educational	ADJ
futech-475	93	69	ai	ai	PROPN
futech-475	93	70	development	development	NOUN
futech-475	93	71	,	,	PUNCT
futech-475	93	72	with	with	ADP
futech-475	93	73	the	the	DET
futech-475	93	74	attention	attention	NOUN
futech-475	93	75	score	score	NOUN
futech-475	93	76	calculated	calculate	VERB
futech-475	93	77	as	as	ADP
futech-475	93	78	:	:	PUNCT
futech-475	93	79	(	(	PUNCT
futech-475	93	80	,	,	PUNCT
futech-475	93	81	,	,	PUNCT
futech-475	93	82	)	)	PUNCT
futech-475	93	83	softmax	softmax	PROPN
futech-475	93	84	t	t	PROPN
futech-475	93	85	k	k	PROPN
futech-475	93	86	qka	qka	VERB
futech-475	93	87	q	q	PROPN
futech-475	94	1	k	k	PROPN
futech-475	94	2	v	v	ADP
futech-475	94	3	v	v	NOUN
futech-475	94	4	d	d	PROPN
futech-475	94	5			PROPN
futech-475	94	6			PUNCT
futech-475	95	1	=	=	PUNCT
futech-475	95	2			NOUN
futech-475	95	3			NOUN
futech-475	95	4			VERB
futech-475	95	5			PRON
futech-475	95	6			PUNCT
futech-475	96	1	(	(	PUNCT
futech-475	96	2	1	1	X
futech-475	96	3	)	)	PUNCT
futech-475	96	4	where	where	SCONJ
futech-475	96	5	q	q	X
futech-475	96	6	,	,	PUNCT
futech-475	96	7	k	k	NOUN
futech-475	96	8	,	,	PUNCT
futech-475	96	9	and	and	CCONJ
futech-475	96	10	v	v	ADP
futech-475	96	11	represent	represent	ADJ
futech-475	96	12	query	query	NOUN
futech-475	96	13	,	,	PUNCT
futech-475	96	14	key	key	ADJ
futech-475	96	15	,	,	PUNCT
futech-475	96	16	and	and	CCONJ
futech-475	96	17	value	value	NOUN
futech-475	96	18	matrices	matrix	NOUN
futech-475	96	19	,	,	PUNCT
futech-475	96	20	respectively	respectively	ADV
futech-475	96	21	,	,	PUNCT
futech-475	96	22	and	and	CCONJ
futech-475	96	23	dk=64	dk=64	PROPN
futech-475	96	24	denotes	denote	VERB
futech-475	96	25	the	the	DET
futech-475	96	26	key	key	ADJ
futech-475	96	27	dimension	dimension	NOUN
futech-475	96	28	,	,	PUNCT
futech-475	96	29	and	and	CCONJ
futech-475	96	30	the	the	DET
futech-475	96	31	softmax	softmax	NOUN
futech-475	96	32	function	function	NOUN
futech-475	96	33	normalizes	normalize	VERB
futech-475	96	34	attention	attention	NOUN
futech-475	96	35	weights	weight	NOUN
futech-475	96	36	to	to	PART
futech-475	96	37	sum	sum	VERB
futech-475	96	38	to	to	ADP
futech-475	96	39	1	1	NUM
futech-475	96	40	,	,	PUNCT
futech-475	96	41	enabling	enable	VERB
futech-475	96	42	the	the	DET
futech-475	96	43	model	model	NOUN
futech-475	96	44	to	to	PART
futech-475	96	45	focus	focus	VERB
futech-475	96	46	on	on	ADP
futech-475	96	47	relevant	relevant	ADJ
futech-475	96	48	educational	educational	ADJ
futech-475	96	49	content	content	NOUN
futech-475	96	50	based	base	VERB
futech-475	96	51	on	on	ADP
futech-475	96	52	user	user	NOUN
futech-475	96	53	queries	query	NOUN
futech-475	96	54	.	.	PUNCT
futech-475	97	1	as	as	SCONJ
futech-475	97	2	illustrated	illustrate	VERB
futech-475	97	3	in	in	ADP
futech-475	97	4	figure	figure	NOUN
futech-475	97	5	2	2	NUM
futech-475	97	6	,	,	PUNCT
futech-475	97	7	the	the	DET
futech-475	97	8	nlp	nlp	NOUN
futech-475	97	9	architecture	architecture	NOUN
futech-475	97	10	employs	employ	VERB
futech-475	97	11	a	a	DET
futech-475	97	12	modified	modify	VERB
futech-475	97	13	bert	bert	NOUN
futech-475	97	14	-	-	PUNCT
futech-475	97	15	base	base	NOUN
futech-475	97	16	model	model	NOUN
futech-475	97	17	(	(	PUNCT
futech-475	97	18	12	12	NUM
futech-475	97	19	layers	layer	NOUN
futech-475	97	20	,	,	PUNCT
futech-475	97	21	768	768	NUM
futech-475	97	22	hidden	hide	VERB
futech-475	97	23	dimensions	dimension	NOUN
futech-475	97	24	)	)	PUNCT
futech-475	97	25	fine	fine	ADV
futech-475	97	26	-	-	PUNCT
futech-475	97	27	tuned	tune	VERB
futech-475	97	28	on	on	ADP
futech-475	97	29	2.3	2.3	NUM
futech-475	97	30	m	m	NOUN
futech-475	97	31	educational	educational	ADJ
futech-475	97	32	conversation	conversation	NOUN
futech-475	97	33	pairs	pair	NOUN
futech-475	97	34	from	from	ADP
futech-475	97	35	moocs	mooc	NOUN
futech-475	97	36	and	and	CCONJ
futech-475	97	37	tutoring	tutoring	NOUN
futech-475	97	38	platforms	platform	NOUN
futech-475	97	39	,	,	PUNCT
futech-475	97	40	achieving	achieve	VERB
futech-475	97	41	91.2	91.2	NUM
futech-475	97	42	%	%	NOUN
futech-475	97	43	intent	intent	NOUN
futech-475	97	44	classification	classification	NOUN
futech-475	97	45	accuracy	accuracy	NOUN
futech-475	97	46	and	and	CCONJ
futech-475	97	47	87.6	87.6	NUM
futech-475	97	48	%	%	NOUN
futech-475	97	49	entity	entity	NOUN
futech-475	97	50	recognition	recognition	NOUN
futech-475	97	51	f1	f1	NOUN
futech-475	97	52	-	-	PUNCT
futech-475	97	53	score	score	NOUN
futech-475	97	54	through	through	ADP
futech-475	97	55	domain	domain	NOUN
futech-475	97	56	-	-	PUNCT
futech-475	97	57	adaptive	adaptive	NOUN
futech-475	97	58	pretraining	pretraine	VERB
futech-475	97	59	on	on	ADP
futech-475	97	60	450	450	NUM
futech-475	97	61	gb	gb	NOUN
futech-475	97	62	of	of	ADP
futech-475	97	63	educational	educational	ADJ
futech-475	97	64	texts	text	NOUN
futech-475	97	65	including	include	VERB
futech-475	97	66	textbooks	textbook	NOUN
futech-475	97	67	,	,	PUNCT
futech-475	97	68	course	course	NOUN
futech-475	97	69	descriptions	description	NOUN
futech-475	97	70	,	,	PUNCT
futech-475	97	71	and	and	CCONJ
futech-475	97	72	academic	academic	ADJ
futech-475	97	73	papers	paper	NOUN
futech-475	97	74	.	.	PUNCT
futech-475	98	1	the	the	DET
futech-475	98	2	knowledge	knowledge	NOUN
futech-475	98	3	graph	graph	NOUN
futech-475	98	4	integrates	integrate	VERB
futech-475	98	5	1.2	1.2	NUM
futech-475	98	6	m	m	NOUN
futech-475	98	7	educational	educational	ADJ
futech-475	98	8	concepts	concept	NOUN
futech-475	98	9	using	use	VERB
futech-475	98	10	transe	transe	NOUN
futech-475	98	11	embeddings	embedding	NOUN
futech-475	98	12	(	(	PUNCT
futech-475	98	13	dimension=200	dimension=200	NOUN
futech-475	98	14	)	)	PUNCT
futech-475	98	15	trained	train	VERB
futech-475	98	16	on	on	ADP
futech-475	98	17	prerequisite	prerequisite	NOUN
futech-475	98	18	relationships	relationship	NOUN
futech-475	98	19	extracted	extract	VERB
futech-475	98	20	from	from	ADP
futech-475	98	21	85,000	85,000	NUM
futech-475	98	22	course	course	NOUN
futech-475	98	23	syllabi	syllabus	NOUN
futech-475	98	24	,	,	PUNCT
futech-475	98	25	achieving	achieve	VERB
futech-475	98	26	link	link	NOUN
futech-475	98	27	prediction	prediction	NOUN
futech-475	98	28	accuracy	accuracy	NOUN
futech-475	98	29	of	of	ADP
futech-475	98	30	82.4	82.4	NUM
futech-475	98	31	%	%	NOUN
futech-475	98	32	on	on	ADP
futech-475	98	33	heldout	heldout	NOUN
futech-475	98	34	course	course	NOUN
futech-475	98	35	dependencies	dependency	NOUN
futech-475	98	36	.	.	PUNCT
futech-475	99	1	the	the	DET
futech-475	99	2	multimodal	multimodal	ADJ
futech-475	99	3	emotion	emotion	NOUN
futech-475	99	4	recognition	recognition	NOUN
futech-475	99	5	system	system	NOUN
futech-475	99	6	implements	implement	VERB
futech-475	99	7	late	late	ADJ
futech-475	99	8	fusion	fusion	NOUN
futech-475	99	9	architecture	architecture	NOUN
futech-475	99	10	combining	combine	VERB
futech-475	99	11	roberta	roberta	PROPN
futech-475	99	12	-	-	PUNCT
futech-475	99	13	based	base	VERB
futech-475	99	14	text	text	NOUN
futech-475	99	15	emotion	emotion	NOUN
futech-475	99	16	classification	classification	NOUN
futech-475	99	17	(	(	PUNCT
futech-475	99	18	accuracy=84.3	accuracy=84.3	NOUN
futech-475	99	19	%	%	NOUN
futech-475	99	20	)	)	PUNCT
futech-475	99	21	with	with	ADP
futech-475	99	22	acoustic	acoustic	ADJ
futech-475	99	23	feature	feature	NOUN
futech-475	99	24	extraction	extraction	NOUN
futech-475	99	25	using	use	VERB
futech-475	99	26	opensmile	opensmile	NOUN
futech-475	99	27	(	(	PUNCT
futech-475	99	28	6,373	6,373	NUM
futech-475	99	29	features	feature	NOUN
futech-475	99	30	)	)	PUNCT
futech-475	99	31	processed	process	VERB
futech-475	99	32	through	through	ADP
futech-475	99	33	bilstm	bilstm	NOUN
futech-475	99	34	networks	network	NOUN
futech-475	99	35	(	(	PUNCT
futech-475	99	36	accuracy=79.8	accuracy=79.8	VERB
futech-475	99	37	%	%	NOUN
futech-475	99	38	)	)	PUNCT
futech-475	99	39	,	,	PUNCT
futech-475	99	40	achieving	achieve	VERB
futech-475	99	41	combined	combined	ADJ
futech-475	99	42	accuracy	accuracy	NOUN
futech-475	99	43	of	of	ADP
futech-475	99	44	88.7	88.7	NUM
futech-475	99	45	%	%	NOUN
futech-475	99	46	on	on	ADP
futech-475	99	47	the	the	DET
futech-475	99	48	educational	educational	ADJ
futech-475	99	49	emotion	emotion	NOUN
futech-475	99	50	dataset	dataset	NOUN
futech-475	99	51	comprising	comprise	VERB
futech-475	99	52	45,000	45,000	NUM
futech-475	99	53	annotated	annotate	VERB
futech-475	99	54	student	student	NOUN
futech-475	99	55	-	-	PUNCT
futech-475	99	56	tutor	tutor	NOUN
futech-475	99	57	interactions	interaction	NOUN
futech-475	99	58	across	across	ADP
futech-475	99	59	seven	seven	NUM
futech-475	99	60	emotion	emotion	NOUN
futech-475	99	61	categories	category	NOUN
futech-475	99	62	(	(	PUNCT
futech-475	99	63	frustration	frustration	NOUN
futech-475	99	64	,	,	PUNCT
futech-475	99	65	confusion	confusion	NOUN
futech-475	99	66	,	,	PUNCT
futech-475	99	67	boredom	boredom	NOUN
futech-475	99	68	,	,	PUNCT
futech-475	99	69	engagement	engagement	NOUN
futech-475	99	70	,	,	PUNCT
futech-475	99	71	satisfaction	satisfaction	NOUN
futech-475	99	72	,	,	PUNCT
futech-475	99	73	anxiety	anxiety	NOUN
futech-475	99	74	,	,	PUNCT
futech-475	99	75	curiosity	curiosity	NOUN
futech-475	99	76	)	)	PUNCT
futech-475	99	77	with	with	ADP
futech-475	99	78	cohen	cohen	PROPN
futech-475	99	79	's	's	PART
futech-475	99	80	kappa=0.82	kappa=0.82	ADJ
futech-475	99	81	inter	inter	ADJ
futech-475	99	82	-	-	ADJ
futech-475	99	83	annotator	annotator	ADJ
futech-475	99	84	agreement	agreement	NOUN
futech-475	99	85	.	.	PUNCT
futech-475	100	1	the	the	DET
futech-475	100	2	intelligent	intelligent	ADJ
futech-475	100	3	promotion	promotion	NOUN
futech-475	100	4	algorithm	algorithm	NOUN
futech-475	100	5	implements	implement	VERB
futech-475	100	6	deep	deep	ADJ
futech-475	100	7	collaborative	collaborative	ADJ
futech-475	100	8	filtering	filtering	NOUN
futech-475	100	9	networks	network	NOUN
futech-475	100	10	enhanced	enhance	VERB
futech-475	100	11	by	by	ADP
futech-475	100	12	real	real	ADJ
futech-475	100	13	-	-	PUNCT
futech-475	100	14	time	time	NOUN
futech-475	100	15	user	user	NOUN
futech-475	100	16	interest	interest	NOUN
futech-475	100	17	modeling	modeling	NOUN
futech-475	100	18	,	,	PUNCT
futech-475	100	19	where	where	SCONJ
futech-475	100	20	useritem	useritem	ADJ
futech-475	100	21	preference	preference	NOUN
futech-475	100	22	scores	score	NOUN
futech-475	100	23	are	be	AUX
futech-475	100	24	computed	compute	VERB
futech-475	100	25	through	through	ADP
futech-475	100	26	1	1	NUM
futech-475	100	27	2ˆ	2ˆ	NOUN
futech-475	100	28	(	(	PUNCT
futech-475	100	29	|	|	ADV
futech-475	100	30	|	|	ADV
futech-475	100	31	)	)	PUNCT
futech-475	100	32	t	t	NOUN
futech-475	100	33	u	u	NOUN
futech-475	101	1	i	i	PRON
futech-475	101	2	i	i	PRON
futech-475	101	3	u	u	VERB
futech-475	101	4	u	u	VERB
futech-475	101	5	u	u	NOUN
futech-475	101	6	jrui	jrui	PROPN
futech-475	101	7	b	b	PROPN
futech-475	101	8	b	b	PROPN
futech-475	101	9	q	q	X
futech-475	102	1	p	p	X
futech-475	102	2	i	i	PRON
futech-475	103	1	j	j	PROPN
futech-475	104	1	i	i	PRON
futech-475	104	2	yµ	yµ	VERB
futech-475	104	3	−	−	PROPN
futech-475	105	1	=	=	PUNCT
futech-475	106	1	+	+	PUNCT
futech-475	106	2	+	+	PUNCT
futech-475	106	3	+	+	CCONJ
futech-475	106	4	+	+	X
futech-475	106	5	∈∑	∈∑	NOUN
futech-475	106	6	(	(	PUNCT
futech-475	106	7	2	2	NUM
futech-475	106	8	)	)	PUNCT
futech-475	106	9	where	where	SCONJ
futech-475	106	10	𝜇𝜇	𝜇𝜇	NOUN
futech-475	106	11	represents	represent	VERB
futech-475	106	12	the	the	DET
futech-475	106	13	global	global	ADJ
futech-475	106	14	mean	mean	NOUN
futech-475	106	15	rating	rating	NOUN
futech-475	106	16	,	,	PUNCT
futech-475	106	17	bu	bu	ADP
futech-475	106	18	and	and	CCONJ
futech-475	106	19	bi	bi	ADJ
futech-475	106	20	capture	capture	NOUN
futech-475	106	21	user	user	NOUN
futech-475	106	22	and	and	CCONJ
futech-475	106	23	item	item	NOUN
futech-475	106	24	biases	bias	NOUN
futech-475	106	25	,	,	PUNCT
futech-475	106	26	respectively	respectively	ADV
futech-475	106	27	,	,	PUNCT
futech-475	106	28	and	and	CCONJ
futech-475	106	29	𝑃𝑃𝑢𝑢𝑇𝑇𝑞𝑞𝑖𝑖	𝑃𝑃𝑢𝑢𝑇𝑇𝑞𝑞𝑖𝑖	NOUN
futech-475	106	30	computes	compute	VERB
futech-475	106	31	the	the	DET
futech-475	106	32	dot	dot	NOUN
futech-475	106	33	product	product	NOUN
futech-475	106	34	between	between	ADP
futech-475	106	35	128	128	NUM
futech-475	106	36	-	-	PUNCT
futech-475	106	37	dimensional	dimensional	ADJ
futech-475	106	38	user	user	NOUN
futech-475	106	39	preference	preference	NOUN
futech-475	106	40	vectors	vector	NOUN
futech-475	106	41	and	and	CCONJ
futech-475	106	42	item	item	NOUN
futech-475	106	43	characteristic	characteristic	ADJ
futech-475	106	44	vectors	vector	NOUN
futech-475	106	45	learned	learn	VERB
futech-475	106	46	through	through	ADP
futech-475	106	47	matrix	matrix	NOUN
futech-475	106	48	factorization	factorization	NOUN
futech-475	106	49	with	with	ADP
futech-475	106	50	a	a	DET
futech-475	106	51	regularization	regularization	NOUN
futech-475	106	52	parameter	parameter	NOUN
futech-475	106	53	λ=0.01	λ=0.01	PROPN
futech-475	106	54	.	.	PUNCT
futech-475	107	1	the	the	DET
futech-475	107	2	system	system	NOUN
futech-475	107	3	's	's	PART
futech-475	107	4	technological	technological	ADJ
futech-475	107	5	novelty	novelty	NOUN
futech-475	107	6	emerges	emerge	VERB
futech-475	107	7	through	through	ADP
futech-475	107	8	proprietary	proprietary	ADJ
futech-475	107	9	hierarchical	hierarchical	ADJ
futech-475	107	10	attention	attention	NOUN
futech-475	107	11	mechanisms	mechanism	NOUN
futech-475	107	12	that	that	PRON
futech-475	107	13	process	process	VERB
futech-475	107	14	educational	educational	ADJ
futech-475	107	15	queries	query	NOUN
futech-475	107	16	across	across	ADP
futech-475	107	17	temporal	temporal	ADJ
futech-475	107	18	,	,	PUNCT
futech-475	107	19	conceptual	conceptual	ADJ
futech-475	107	20	,	,	PUNCT
futech-475	107	21	and	and	CCONJ
futech-475	107	22	affective	affective	ADJ
futech-475	107	23	dimensions	dimension	NOUN
futech-475	107	24	simultaneously	simultaneously	ADV
futech-475	107	25	,	,	PUNCT
futech-475	107	26	achieving	achieve	VERB
futech-475	107	27	89	89	NUM
futech-475	107	28	%	%	NOUN
futech-475	107	29	recommendation	recommendation	NOUN
futech-475	107	30	accuracy	accuracy	NOUN
futech-475	107	31	—	—	PUNCT
futech-475	107	32	significantly	significantly	ADV
futech-475	107	33	exceeding	exceed	VERB
futech-475	107	34	the	the	DET
futech-475	107	35	75	75	NUM
futech-475	107	36	%	%	NOUN
futech-475	107	37	industry	industry	NOUN
futech-475	107	38	standard	standard	NOUN
futech-475	107	39	—	—	PUNCT
futech-475	107	40	while	while	SCONJ
futech-475	107	41	the	the	DET
futech-475	107	42	innovative	innovative	ADJ
futech-475	107	43	cross	cross	ADJ
futech-475	107	44	-	-	ADJ
futech-475	107	45	modal	modal	ADJ
futech-475	107	46	emotion	emotion	NOUN
futech-475	107	47	fusion	fusion	NOUN
futech-475	107	48	architecture	architecture	NOUN
futech-475	107	49	combines	combine	VERB
futech-475	107	50	linguistic	linguistic	ADJ
futech-475	107	51	sentiment	sentiment	NOUN
futech-475	107	52	with	with	ADP
futech-475	107	53	prosodic	prosodic	ADJ
futech-475	107	54	features	feature	NOUN
futech-475	107	55	and	and	CCONJ
futech-475	107	56	interaction	interaction	NOUN
futech-475	107	57	patterns	pattern	NOUN
futech-475	107	58	to	to	PART
futech-475	107	59	achieve	achieve	VERB
futech-475	107	60	84.3	84.3	NUM
futech-475	107	61	%	%	NOUN
futech-475	107	62	emotional	emotional	ADJ
futech-475	107	63	state	state	NOUN
futech-475	107	64	classification	classification	NOUN
futech-475	107	65	accuracy	accuracy	NOUN
futech-475	107	66	,	,	PUNCT
futech-475	107	67	establishing	establish	VERB
futech-475	107	68	new	new	ADJ
futech-475	107	69	performance	performance	NOUN
futech-475	107	70	benchmarks	benchmark	NOUN
futech-475	107	71	for	for	ADP
futech-475	107	72	educational	educational	ADJ
futech-475	107	73	ai	ai	PROPN
futech-475	107	74	systems	system	NOUN
futech-475	107	75	.	.	PUNCT
futech-475	108	1	user	user	NOUN
futech-475	108	2	interface	interface	PROPN
futech-475	108	3	layer	layer	NOUN
futech-475	108	4	multi	multi	ADJ
futech-475	108	5	-	-	ADJ
futech-475	108	6	channel	channel	NOUN
futech-475	108	7	interaction	interaction	NOUN
futech-475	108	8	(	(	PUNCT
futech-475	108	9	web	web	NOUN
futech-475	108	10	,	,	PUNCT
futech-475	108	11	mobile	mobile	ADJ
futech-475	108	12	,	,	PUNCT
futech-475	108	13	voice	voice	NOUN
futech-475	108	14	)	)	PUNCT
futech-475	108	15	performance	performance	NOUN
futech-475	108	16	metrics	metric	NOUN
futech-475	108	17	response	response	NOUN
futech-475	108	18	time	time	NOUN
futech-475	108	19	<	<	X
futech-475	108	20	500ms	500ms	PROPN
futech-475	108	21	accuracy>80	accuracy>80	PROPN
futech-475	108	22	%	%	NOUN
futech-475	108	23	success	success	NOUN
futech-475	108	24	rate>75	rate>75	NOUN
futech-475	108	25	%	%	NOUN
futech-475	108	26	nlp	nlp	NOUN
futech-475	108	27	engine	engine	NOUN
futech-475	108	28	transformer	transformer	NOUN
futech-475	108	29	-	-	PUNCT
futech-475	108	30	based	base	VERB
futech-475	108	31	dialogue	dialogue	NOUN
futech-475	108	32	management	management	NOUN
futech-475	108	33	knowledge	knowledge	NOUN
futech-475	108	34	graph	graph	NOUN
futech-475	108	35	educational	educational	ADJ
futech-475	108	36	ontology	ontology	NOUN
futech-475	108	37	semantic	semantic	ADJ
futech-475	108	38	relations	relation	NOUN
futech-475	108	39	emotion	emotion	NOUN
futech-475	108	40	computing	compute	VERB
futech-475	108	41	multimodal	multimodal	NOUN
futech-475	108	42	analysis	analysis	NOUN
futech-475	108	43	sentiment	sentiment	NOUN
futech-475	108	44	detection	detection	NOUN
futech-475	108	45	intelligent	intelligent	ADJ
futech-475	108	46	promotion	promotion	NOUN
futech-475	108	47	algorithm	algorithm	NOUN
futech-475	108	48	deep	deep	ADJ
futech-475	108	49	collaborative	collaborative	ADJ
futech-475	108	50	filtering	filter	VERB
futech-475	108	51	real	real	ADJ
futech-475	108	52	-	-	PUNCT
futech-475	108	53	time	time	NOUN
futech-475	108	54	interest	interest	NOUN
futech-475	108	55	modeling	model	VERB
futech-475	108	56	multi	multi	ADJ
futech-475	108	57	-	-	ADJ
futech-475	108	58	armed	armed	ADJ
futech-475	108	59	bandit	bandit	NOUN
futech-475	108	60	figure	figure	NOUN
futech-475	108	61	2	2	NUM
futech-475	108	62	.	.	PUNCT
futech-475	108	63	ai	ai	AUX
futech-475	108	64	-	-	PUNCT
futech-475	108	65	driven	drive	VERB
futech-475	108	66	virtual	virtual	ADJ
futech-475	108	67	sales	sale	NOUN
futech-475	108	68	system	system	NOUN
futech-475	108	69	architecture	architecture	NOUN
futech-475	108	70	4	4	NUM
futech-475	108	71	.	.	PUNCT
futech-475	109	1	research	research	NOUN
futech-475	109	2	findings	finding	VERB
futech-475	109	3	4.1	4.1	NUM
futech-475	109	4	descriptive	descriptive	ADJ
futech-475	109	5	statistics	statistic	NOUN
futech-475	109	6	the	the	DET
futech-475	109	7	analysis	analysis	NOUN
futech-475	109	8	of	of	ADP
futech-475	109	9	participant	participant	ADJ
futech-475	109	10	demographics	demographic	NOUN
futech-475	109	11	reveals	reveal	VERB
futech-475	109	12	a	a	DET
futech-475	109	13	diverse	diverse	ADJ
futech-475	109	14	sample	sample	NOUN
futech-475	109	15	composition	composition	NOUN
futech-475	109	16	that	that	PRON
futech-475	109	17	adequately	adequately	ADV
futech-475	109	18	represents	represent	VERB
futech-475	109	19	the	the	DET
futech-475	109	20	target	target	NOUN
futech-475	109	21	population	population	NOUN
futech-475	109	22	of	of	ADP
futech-475	109	23	educational	educational	ADJ
futech-475	109	24	technology	technology	NOUN
futech-475	109	25	users	user	NOUN
futech-475	109	26	across	across	ADP
futech-475	109	27	multiple	multiple	ADJ
futech-475	109	28	dimensions	dimension	NOUN
futech-475	109	29	,	,	PUNCT
futech-475	109	30	with	with	ADP
futech-475	109	31	respondents	respondent	NOUN
futech-475	109	32	demonstrating	demonstrate	VERB
futech-475	109	33	substantial	substantial	ADJ
futech-475	109	34	variation	variation	NOUN
futech-475	109	35	in	in	ADP
futech-475	109	36	age	age	NOUN
futech-475	109	37	distribution	distribution	NOUN
futech-475	109	38	,	,	PUNCT
futech-475	109	39	educational	educational	ADJ
futech-475	109	40	backgrounds	background	NOUN
futech-475	109	41	,	,	PUNCT
futech-475	109	42	and	and	CCONJ
futech-475	109	43	technological	technological	ADJ
futech-475	109	44	proficiency	proficiency	NOUN
futech-475	109	45	levels	level	NOUN
futech-475	109	46	.	.	PUNCT
futech-475	110	1	as	as	SCONJ
futech-475	110	2	presented	present	VERB
futech-475	110	3	in	in	ADP
futech-475	110	4	table	table	NOUN
futech-475	110	5	3	3	NUM
futech-475	110	6	,	,	PUNCT
futech-475	110	7	the	the	DET
futech-475	110	8	sample	sample	NOUN
futech-475	110	9	comprised	comprise	VERB
futech-475	110	10	predominantly	predominantly	ADV
futech-475	110	11	young	young	ADJ
futech-475	110	12	adults	adult	NOUN
futech-475	110	13	aged	age	VERB
futech-475	110	14	18	18	NUM
futech-475	110	15	-	-	SYM
futech-475	110	16	34	34	NUM
futech-475	110	17	(	(	PUNCT
futech-475	110	18	68.3	68.3	NUM
futech-475	110	19	%	%	NOUN
futech-475	110	20	)	)	PUNCT
futech-475	110	21	,	,	PUNCT
futech-475	110	22	reflecting	reflect	VERB
futech-475	110	23	the	the	DET
futech-475	110	24	primary	primary	ADJ
futech-475	110	25	user	user	NOUN
futech-475	110	26	demographic	demographic	ADJ
futech-475	110	27	of	of	ADP
futech-475	110	28	ai	ai	ADJ
futech-475	110	29	-	-	PUNCT
futech-475	110	30	enabled	enable	VERB
futech-475	110	31	educational	educational	ADJ
futech-475	110	32	platforms	platform	NOUN
futech-475	110	33	,	,	PUNCT
futech-475	110	34	while	while	SCONJ
futech-475	110	35	educational	educational	ADJ
futech-475	110	36	attainment	attainment	ADJ
futech-475	110	37	levels	level	NOUN
futech-475	110	38	indicated	indicate	VERB
futech-475	110	39	a	a	DET
futech-475	110	40	well	well	ADV
futech-475	110	41	-	-	PUNCT
futech-475	110	42	educated	educate	VERB
futech-475	110	43	participant	participant	ADJ
futech-475	110	44	pool	pool	NOUN
futech-475	110	45	with	with	ADP
futech-475	110	46	78.5	78.5	NUM
futech-475	110	47	%	%	NOUN
futech-475	110	48	holding	hold	VERB
futech-475	110	49	bachelor	bachelor	NOUN
futech-475	110	50	's	's	PART
futech-475	110	51	degrees	degree	NOUN
futech-475	110	52	or	or	CCONJ
futech-475	110	53	higher	high	ADJ
futech-475	110	54	,	,	PUNCT
futech-475	110	55	suggesting	suggest	VERB
futech-475	110	56	adequate	adequate	ADJ
futech-475	110	57	cognitive	cognitive	ADJ
futech-475	110	58	capacity	capacity	NOUN
futech-475	110	59	for	for	ADP
futech-475	110	60	meaningful	meaningful	ADJ
futech-475	110	61	engagement	engagement	NOUN
futech-475	110	62	with	with	ADP
futech-475	110	63	complex	complex	ADJ
futech-475	110	64	ai	ai	PROPN
futech-475	110	65	marketing	marketing	NOUN
futech-475	110	66	features	feature	NOUN
futech-475	110	67	.	.	PUNCT
futech-475	111	1	the	the	DET
futech-475	111	2	technological	technological	ADJ
futech-475	111	3	experience	experience	NOUN
futech-475	111	4	profile	profile	NOUN
futech-475	111	5	demonstrates	demonstrate	VERB
futech-475	111	6	balanced	balanced	ADJ
futech-475	111	7	representation	representation	NOUN
futech-475	111	8	across	across	ADP
futech-475	111	9	novice	novice	NOUN
futech-475	111	10	to	to	PART
futech-475	111	11	expert	expert	VERB
futech-475	111	12	users	user	NOUN
futech-475	111	13	,	,	PUNCT
futech-475	111	14	with	with	ADP
futech-475	111	15	intermediate	intermediate	ADJ
futech-475	111	16	users	user	NOUN
futech-475	111	17	constituting	constitute	VERB
futech-475	111	18	the	the	DET
futech-475	111	19	largest	large	ADJ
futech-475	111	20	segment	segment	NOUN
futech-475	111	21	(	(	PUNCT
futech-475	111	22	42.3	42.3	NUM
futech-475	111	23	%	%	NOUN
futech-475	111	24	)	)	PUNCT
futech-475	111	25	,	,	PUNCT
futech-475	111	26	providing	provide	VERB
futech-475	111	27	insights	insight	NOUN
futech-475	111	28	into	into	ADP
futech-475	111	29	mainstream	mainstream	ADJ
futech-475	111	30	adoption	adoption	NOUN
futech-475	111	31	patterns	pattern	NOUN
futech-475	111	32	rather	rather	ADV
futech-475	111	33	than	than	ADP
futech-475	111	34	early	early	ADJ
futech-475	111	35	adopter	adopter	ADJ
futech-475	111	36	biases	bias	NOUN
futech-475	111	37	that	that	PRON
futech-475	111	38	might	might	AUX
futech-475	111	39	skew	skew	VERB
futech-475	111	40	perception	perception	NOUN
futech-475	111	41	measurements	measurement	NOUN
futech-475	111	42	.	.	PUNCT
futech-475	112	1	behavioral	behavioral	ADJ
futech-475	112	2	usage	usage	NOUN
futech-475	112	3	patterns	pattern	NOUN
futech-475	112	4	illustrated	illustrate	VERB
futech-475	112	5	in	in	ADP
futech-475	112	6	figure	figure	NOUN
futech-475	112	7	3	3	NUM
futech-475	112	8	demonstrate	demonstrate	VERB
futech-475	112	9	distinct	distinct	ADJ
futech-475	112	10	temporal	temporal	ADJ
futech-475	112	11	engagement	engagement	NOUN
futech-475	112	12	trajectories	trajectory	NOUN
futech-475	112	13	across	across	ADP
futech-475	112	14	different	different	ADJ
futech-475	112	15	user	user	NOUN
futech-475	112	16	segments	segment	NOUN
futech-475	112	17	,	,	PUNCT
futech-475	112	18	with	with	ADP
futech-475	112	19	peak	peak	NOUN
futech-475	112	20	usage	usage	NOUN
futech-475	112	21	occurring	occur	VERB
futech-475	112	22	during	during	ADP
futech-475	112	23	evening	evening	NOUN
futech-475	112	24	hours	hour	NOUN
futech-475	112	25	(	(	PUNCT
futech-475	112	26	7	7	NUM
futech-475	112	27	-	-	SYM
futech-475	112	28	10	10	NUM
futech-475	112	29	pm	pm	NOUN
futech-475	112	30	)	)	PUNCT
futech-475	112	31	and	and	CCONJ
futech-475	112	32	secondary	secondary	ADJ
futech-475	112	33	peaks	peak	NOUN
futech-475	112	34	during	during	ADP
futech-475	112	35	lunch	lunch	NOUN
futech-475	112	36	periods	period	NOUN
futech-475	112	37	(	(	PUNCT
futech-475	112	38	12	12	NUM
futech-475	112	39	-	-	SYM
futech-475	112	40	1	1	NUM
futech-475	112	41	pm	pm	NOUN
futech-475	112	42	)	)	PUNCT
futech-475	112	43	,	,	PUNCT
futech-475	112	44	suggesting	suggest	VERB
futech-475	112	45	integration	integration	NOUN
futech-475	112	46	of	of	ADP
futech-475	112	47	ai	ai	VERB
futech-475	112	48	-	-	PUNCT
futech-475	112	49	enabled	enable	VERB
futech-475	112	50	educational	educational	ADJ
futech-475	112	51	platforms	platform	NOUN
futech-475	112	52	into	into	ADP
futech-475	112	53	daily	daily	ADJ
futech-475	112	54	routines	routine	NOUN
futech-475	112	55	rather	rather	ADV
futech-475	112	56	than	than	ADP
futech-475	112	57	sporadic	sporadic	ADJ
futech-475	112	58	engagement	engagement	NOUN
futech-475	112	59	patterns	pattern	NOUN
futech-475	112	60	.	.	PUNCT
futech-475	113	1	feature	feature	NOUN
futech-475	113	2	utilization	utilization	NOUN
futech-475	113	3	analysis	analysis	NOUN
futech-475	113	4	reveals	reveal	VERB
futech-475	113	5	preferential	preferential	ADJ
futech-475	113	6	adoption	adoption	NOUN
futech-475	113	7	of	of	ADP
futech-475	113	8	personalized	personalized	ADJ
futech-475	113	9	recommendation	recommendation	NOUN
futech-475	113	10	systems	system	NOUN
futech-475	113	11	(	(	PUNCT
futech-475	113	12	76.3	76.3	NUM
futech-475	113	13	%	%	NOUN
futech-475	113	14	regular	regular	ADJ
futech-475	113	15	usage	usage	NOUN
futech-475	113	16	)	)	PUNCT
futech-475	113	17	and	and	CCONJ
futech-475	113	18	virtual	virtual	ADJ
futech-475	113	19	assistant	assistant	ADJ
futech-475	113	20	interactions	interaction	NOUN
futech-475	113	21	(	(	PUNCT
futech-475	113	22	64.8	64.8	NUM
futech-475	113	23	%	%	NOUN
futech-475	113	24	regular	regular	ADJ
futech-475	113	25	usage	usage	NOUN
futech-475	113	26	)	)	PUNCT
futech-475	113	27	,	,	PUNCT
futech-475	113	28	while	while	SCONJ
futech-475	113	29	advanced	advanced	ADJ
futech-475	113	30	features	feature	NOUN
futech-475	113	31	such	such	ADJ
futech-475	113	32	as	as	ADP
futech-475	113	33	emotion	emotion	NOUN
futech-475	113	34	-	-	PUNCT
futech-475	113	35	responsive	responsive	ADJ
futech-475	113	36	adaptations	adaptation	NOUN
futech-475	113	37	remain	remain	VERB
futech-475	113	38	underutilized	underutilized	ADJ
futech-475	113	39	(	(	PUNCT
futech-475	113	40	31.2	31.2	NUM
futech-475	113	41	%	%	NOUN
futech-475	113	42	regular	regular	ADJ
futech-475	113	43	usage	usage	NOUN
futech-475	113	44	)	)	PUNCT
futech-475	113	45	,	,	PUNCT
futech-475	113	46	indicating	indicate	VERB
futech-475	113	47	potential	potential	ADJ
futech-475	113	48	areas	area	NOUN
futech-475	113	49	for	for	ADP
futech-475	113	50	user	user	NOUN
futech-475	113	51	education	education	NOUN
futech-475	113	52	and	and	CCONJ
futech-475	113	53	interface	interface	NOUN
futech-475	113	54	optimization	optimization	NOUN
futech-475	113	55	to	to	PART
futech-475	113	56	maximize	maximize	VERB
futech-475	113	57	ai	ai	NOUN
futech-475	113	58	marketing	marketing	NOUN
futech-475	113	59	effectiveness	effectiveness	NOUN
futech-475	113	60	.	.	PUNCT
futech-475	114	1	4.2	4.2	NUM
futech-475	114	2	hypothesis	hypothesis	NOUN
futech-475	114	3	testing	testing	NOUN
futech-475	114	4	results	result	VERB
futech-475	114	5	the	the	DET
futech-475	114	6	structural	structural	ADJ
futech-475	114	7	equation	equation	NOUN
futech-475	114	8	modeling	model	VERB
futech-475	114	9	analysis	analysis	NOUN
futech-475	114	10	revealed	reveal	VERB
futech-475	114	11	robust	robust	ADJ
futech-475	114	12	support	support	NOUN
futech-475	114	13	for	for	ADP
futech-475	114	14	the	the	DET
futech-475	114	15	proposed	propose	VERB
futech-475	114	16	theoretical	theoretical	ADJ
futech-475	114	17	framework	framework	NOUN
futech-475	114	18	examining	examine	VERB
futech-475	114	19	ai	ai	NOUN
futech-475	114	20	-	-	PUNCT
futech-475	114	21	driven	drive	VERB
futech-475	114	22	marketing	marketing	NOUN
futech-475	114	23	acceptance	acceptance	NOUN
futech-475	114	24	in	in	ADP
futech-475	114	25	educational	educational	ADJ
futech-475	114	26	technology	technology	NOUN
futech-475	114	27	contexts	contexts	NOUN
futech-475	114	28	.	.	PUNCT
futech-475	115	1	the	the	DET
futech-475	115	2	measurement	measurement	NOUN
futech-475	115	3	model	model	NOUN
futech-475	115	4	demonstrated	demonstrate	VERB
futech-475	115	5	excellent	excellent	ADJ
futech-475	115	6	fit	fit	NOUN
futech-475	115	7	to	to	ADP
futech-475	115	8	the	the	DET
futech-475	115	9	empirical	empirical	ADJ
futech-475	115	10	data	datum	NOUN
futech-475	115	11	,	,	PUNCT
futech-475	115	12	with	with	ADP
futech-475	115	13	comparative	comparative	ADJ
futech-475	115	14	fit	fit	ADJ
futech-475	115	15	index	index	NOUN
futech-475	115	16	(	(	PUNCT
futech-475	115	17	cfi	cfi	NOUN
futech-475	115	18	)	)	PUNCT
futech-475	115	19	achieving	achieve	VERB
futech-475	115	20	0.95	0.95	NUM
futech-475	115	21	,	,	PUNCT
futech-475	115	22	root	root	NOUN
futech-475	115	23	mean	mean	VERB
futech-475	115	24	square	square	ADJ
futech-475	115	25	error	error	NOUN
futech-475	115	26	of	of	ADP
futech-475	115	27	approximation	approximation	NOUN
futech-475	115	28	(	(	PUNCT
futech-475	115	29	rmsea	rmsea	NOUN
futech-475	115	30	)	)	PUNCT
futech-475	115	31	registering	register	VERB
futech-475	115	32	0.048	0.048	NUM
futech-475	115	33	with	with	ADP
futech-475	115	34	a	a	DET
futech-475	115	35	90	90	NUM
futech-475	115	36	%	%	NOUN
futech-475	115	37	confidence	confidence	NOUN
futech-475	115	38	interval	interval	NOUN
futech-475	115	39	of	of	ADP
futech-475	115	40	[	[	X
futech-475	115	41	0.042	0.042	NUM
futech-475	115	42	,	,	PUNCT
futech-475	115	43	0.054	0.054	NUM
futech-475	115	44	]	]	PUNCT
futech-475	115	45	,	,	PUNCT
futech-475	115	46	and	and	CCONJ
futech-475	115	47	standardized	standardized	ADJ
futech-475	115	48	root	root	NOUN
futech-475	115	49	c.	c.	PROPN
futech-475	115	50	chen	chen	PROPN
futech-475	115	51	et	et	PROPN
futech-475	115	52	al	al	PROPN
futech-475	115	53	.	.	PROPN
futech-475	115	54	/future	/future	PUNCT
futech-475	115	55	technology	technology	PROPN
futech-475	115	56	november	november	PROPN
futech-475	115	57	2025|	2025|	NUM
futech-475	115	58	volume	volume	NOUN
futech-475	115	59	04	04	NUM
futech-475	116	1	|	|	ADV
futech-475	116	2	issue	issue	VERB
futech-475	116	3	04	04	NUM
futech-475	117	1	|	|	CCONJ
futech-475	117	2	pages	page	VERB
futech-475	117	3	146	146	NUM
futech-475	117	4	-	-	SYM
futech-475	117	5	158	158	NUM
futech-475	117	6	151	151	NUM
futech-475	117	7	mean	mean	NOUN
futech-475	117	8	square	square	ADJ
futech-475	117	9	residual	residual	ADJ
futech-475	117	10	(	(	PUNCT
futech-475	117	11	srmr	srmr	PROPN
futech-475	117	12	)	)	PUNCT
futech-475	117	13	indicating	indicate	VERB
futech-475	117	14	0.039	0.039	NUM
futech-475	117	15	,	,	PUNCT
futech-475	117	16	all	all	PRON
futech-475	117	17	surpassing	surpass	VERB
futech-475	117	18	established	establish	VERB
futech-475	117	19	thresholds	threshold	NOUN
futech-475	117	20	for	for	ADP
futech-475	117	21	acceptable	acceptable	ADJ
futech-475	117	22	model	model	NOUN
futech-475	117	23	fit	fit	ADJ
futech-475	117	24	in	in	ADP
futech-475	117	25	contemporary	contemporary	PROPN
futech-475	117	26	sem	sem	PROPN
futech-475	117	27	literature	literature	PROPN
futech-475	117	28	.	.	PUNCT
futech-475	118	1	as	as	SCONJ
futech-475	118	2	illustrated	illustrate	VERB
futech-475	118	3	in	in	ADP
futech-475	118	4	table	table	NOUN
futech-475	118	5	4	4	NUM
futech-475	118	6	,	,	PUNCT
futech-475	118	7	the	the	DET
futech-475	118	8	comprehensive	comprehensive	ADJ
futech-475	118	9	evaluation	evaluation	NOUN
futech-475	118	10	of	of	ADP
futech-475	118	11	model	model	NOUN
futech-475	118	12	fit	fit	ADJ
futech-475	118	13	indices	index	NOUN
futech-475	118	14	across	across	ADP
futech-475	118	15	multiple	multiple	ADJ
futech-475	118	16	criteria	criterion	NOUN
futech-475	118	17	substantiates	substantiate	VERB
futech-475	118	18	the	the	DET
futech-475	118	19	theoretical	theoretical	ADJ
futech-475	118	20	structure	structure	NOUN
futech-475	118	21	's	's	PART
futech-475	118	22	validity	validity	NOUN
futech-475	118	23	and	and	CCONJ
futech-475	118	24	its	its	PRON
futech-475	118	25	capacity	capacity	NOUN
futech-475	118	26	to	to	PART
futech-475	118	27	represent	represent	VERB
futech-475	118	28	the	the	DET
futech-475	118	29	complex	complex	ADJ
futech-475	118	30	relationships	relationship	NOUN
futech-475	118	31	between	between	ADP
futech-475	118	32	ai	ai	PROPN
futech-475	118	33	marketing	marketing	NOUN
futech-475	118	34	features	feature	NOUN
futech-475	118	35	,	,	PUNCT
futech-475	118	36	user	user	NOUN
futech-475	118	37	perceptions	perception	NOUN
futech-475	118	38	,	,	PUNCT
futech-475	118	39	and	and	CCONJ
futech-475	118	40	behavioral	behavioral	ADJ
futech-475	118	41	outcomes	outcome	NOUN
futech-475	118	42	within	within	ADP
futech-475	118	43	educational	educational	ADJ
futech-475	118	44	technology	technology	NOUN
futech-475	118	45	platforms	platform	NOUN
futech-475	118	46	.	.	PUNCT
futech-475	119	1	path	path	NOUN
futech-475	119	2	analysis	analysis	NOUN
futech-475	119	3	results	result	NOUN
futech-475	119	4	,	,	PUNCT
futech-475	119	5	presented	present	VERB
futech-475	119	6	comprehensively	comprehensively	ADV
futech-475	119	7	in	in	ADP
futech-475	119	8	table	table	NOUN
futech-475	119	9	5	5	NUM
futech-475	119	10	,	,	PUNCT
futech-475	119	11	substantiate	substantiate	VERB
futech-475	119	12	the	the	DET
futech-475	119	13	hypothesized	hypothesized	ADJ
futech-475	119	14	relationships	relationship	NOUN
futech-475	119	15	with	with	ADP
futech-475	119	16	particularly	particularly	ADV
futech-475	119	17	noteworthy	noteworthy	ADJ
futech-475	119	18	effects	effect	NOUN
futech-475	119	19	emerging	emerge	VERB
futech-475	119	20	for	for	ADP
futech-475	119	21	anthropomorphism	anthropomorphism	NOUN
futech-475	119	22	's	's	PART
futech-475	119	23	influence	influence	NOUN
futech-475	119	24	on	on	ADP
futech-475	119	25	trust	trust	NOUN
futech-475	119	26	formation	formation	NOUN
futech-475	119	27	(	(	PUNCT
futech-475	119	28	β	β	X
futech-475	119	29	=	=	SYM
futech-475	119	30	0.45	0.45	NUM
futech-475	119	31	,	,	PUNCT
futech-475	119	32	se	se	X
futech-475	119	33	=	=	PROPN
futech-475	119	34	0.06	0.06	NUM
futech-475	119	35	,	,	PUNCT
futech-475	119	36	p	p	X
futech-475	119	37	<	<	X
futech-475	119	38	0.001	0.001	NUM
futech-475	119	39	)	)	PUNCT
futech-475	119	40	and	and	CCONJ
futech-475	119	41	personalization	personalization	NOUN
futech-475	119	42	's	's	PART
futech-475	119	43	impact	impact	NOUN
futech-475	119	44	on	on	ADP
futech-475	119	45	user	user	NOUN
futech-475	119	46	engagement	engagement	NOUN
futech-475	119	47	(	(	PUNCT
futech-475	119	48	β	β	X
futech-475	119	49	=	=	SYM
futech-475	119	50	0.52	0.52	NUM
futech-475	119	51	,	,	PUNCT
futech-475	119	52	se	se	X
futech-475	119	53	=	=	NOUN
futech-475	119	54	0.05	0.05	NUM
futech-475	119	55	,	,	PUNCT
futech-475	119	56	p	p	X
futech-475	119	57	<	<	X
futech-475	119	58	0.001	0.001	NUM
futech-475	119	59	)	)	PUNCT
futech-475	119	60	,	,	PUNCT
futech-475	119	61	collectively	collectively	ADV
futech-475	119	62	explaining	explain	VERB
futech-475	119	63	substantial	substantial	ADJ
futech-475	119	64	variance	variance	NOUN
futech-475	119	65	in	in	ADP
futech-475	119	66	behavioral	behavioral	ADJ
futech-475	119	67	intention	intention	NOUN
futech-475	119	68	outcomes	outcome	NOUN
futech-475	119	69	with	with	ADP
futech-475	119	70	r²	r²	NOUN
futech-475	119	71	values	value	NOUN
futech-475	119	72	ranging	range	VERB
futech-475	119	73	from	from	ADP
futech-475	119	74	0.48	0.48	NUM
futech-475	119	75	to	to	ADP
futech-475	119	76	0.71	0.71	NUM
futech-475	119	77	for	for	ADP
futech-475	119	78	endogenous	endogenous	ADJ
futech-475	119	79	variables	variable	NOUN
futech-475	119	80	.	.	PUNCT
futech-475	120	1	the	the	DET
futech-475	120	2	complete	complete	ADJ
futech-475	120	3	mediation	mediation	NOUN
futech-475	120	4	effect	effect	NOUN
futech-475	120	5	of	of	ADP
futech-475	120	6	trust	trust	NOUN
futech-475	120	7	in	in	ADP
futech-475	120	8	the	the	DET
futech-475	120	9	anthropomorphism	anthropomorphism	NOUN
futech-475	120	10	-	-	PUNCT
futech-475	120	11	acceptance	acceptance	NOUN
futech-475	120	12	relationship	relationship	NOUN
futech-475	120	13	,	,	PUNCT
futech-475	120	14	confirmed	confirm	VERB
futech-475	120	15	through	through	ADP
futech-475	120	16	bootstrapping	bootstrappe	VERB
futech-475	120	17	procedures	procedure	NOUN
futech-475	120	18	with	with	ADP
futech-475	120	19	5,000	5,000	NUM
futech-475	120	20	resamples	resample	NOUN
futech-475	120	21	yielding	yield	VERB
futech-475	120	22	a	a	DET
futech-475	120	23	non	non	ADJ
futech-475	120	24	-	-	ADJ
futech-475	120	25	significant	significant	ADJ
futech-475	120	26	direct	direct	ADJ
futech-475	120	27	effect	effect	NOUN
futech-475	120	28	(	(	PUNCT
futech-475	120	29	β	β	X
futech-475	120	30	=	=	SYM
futech-475	120	31	0.08	0.08	NUM
futech-475	120	32	,	,	PUNCT
futech-475	120	33	p	p	X
futech-475	120	34	=	=	NOUN
futech-475	120	35	0.127	0.127	NUM
futech-475	120	36	)	)	PUNCT
futech-475	120	37	alongside	alongside	ADP
futech-475	120	38	a	a	DET
futech-475	120	39	significant	significant	ADJ
futech-475	120	40	indirect	indirect	ADJ
futech-475	120	41	effect	effect	NOUN
futech-475	120	42	(	(	PUNCT
futech-475	120	43	β	β	X
futech-475	120	44	=	=	PUNCT
futech-475	120	45	0.26	0.26	NUM
futech-475	120	46	,	,	PUNCT
futech-475	120	47	95	95	NUM
futech-475	120	48	%	%	NOUN
futech-475	120	49	ci	ci	NOUN
futech-475	121	1	[	[	X
futech-475	121	2	0.19	0.19	NUM
futech-475	121	3	,	,	PUNCT
futech-475	121	4	0.34	0.34	NUM
futech-475	121	5	]	]	PUNCT
futech-475	121	6	)	)	PUNCT
futech-475	121	7	,	,	PUNCT
futech-475	121	8	underscores	underscore	VERB
futech-475	121	9	the	the	DET
futech-475	121	10	critical	critical	ADJ
futech-475	121	11	psychological	psychological	ADJ
futech-475	121	12	mechanism	mechanism	NOUN
futech-475	121	13	through	through	ADP
futech-475	121	14	which	which	PRON
futech-475	121	15	human	human	NOUN
futech-475	121	16	-	-	PUNCT
futech-475	121	17	like	like	ADJ
futech-475	121	18	characteristics	characteristic	NOUN
futech-475	121	19	in	in	ADP
futech-475	121	20	ai	ai	PROPN
futech-475	121	21	systems	system	NOUN
futech-475	121	22	facilitate	facilitate	NOUN
futech-475	121	23	user	user	NOUN
futech-475	121	24	acceptance	acceptance	NOUN
futech-475	121	25	by	by	ADP
futech-475	121	26	activating	activate	VERB
futech-475	121	27	trust	trust	NOUN
futech-475	121	28	-	-	PUNCT
futech-475	121	29	based	base	VERB
futech-475	121	30	cognitive	cognitive	ADJ
futech-475	121	31	schemas	schema	NOUN
futech-475	121	32	that	that	PRON
futech-475	121	33	transcend	transcend	VERB
futech-475	121	34	mere	mere	ADJ
futech-475	121	35	functional	functional	ADJ
futech-475	121	36	utility	utility	NOUN
futech-475	121	37	perceptions	perception	NOUN
futech-475	121	38	,	,	PUNCT
futech-475	121	39	with	with	ADP
futech-475	121	40	trust	trust	NOUN
futech-475	121	41	mediating	mediate	VERB
futech-475	121	42	76.5	76.5	NUM
futech-475	121	43	%	%	NOUN
futech-475	121	44	of	of	ADP
futech-475	121	45	the	the	DET
futech-475	121	46	total	total	ADJ
futech-475	121	47	effect	effect	NOUN
futech-475	121	48	between	between	ADP
futech-475	121	49	anthropomorphism	anthropomorphism	NOUN
futech-475	121	50	and	and	CCONJ
futech-475	121	51	acceptance	acceptance	NOUN
futech-475	121	52	intention	intention	NOUN
futech-475	121	53	.	.	PUNCT
futech-475	122	1	figure	figure	NOUN
futech-475	122	2	3	3	NUM
futech-475	122	3	.	.	PUNCT
futech-475	122	4	user	user	NOUN
futech-475	122	5	engagement	engagement	NOUN
futech-475	122	6	patterns	pattern	NOUN
futech-475	122	7	across	across	ADP
futech-475	122	8	time	time	NOUN
futech-475	122	9	and	and	CCONJ
futech-475	122	10	feature	feature	NOUN
futech-475	122	11	utilization	utilization	NOUN
futech-475	122	12	4.3	4.3	NUM
futech-475	122	13	ml	ml	NOUN
futech-475	122	14	prediction	prediction	NOUN
futech-475	122	15	results	result	VERB
futech-475	122	16	the	the	DET
futech-475	122	17	deployment	deployment	NOUN
futech-475	122	18	of	of	ADP
futech-475	122	19	advanced	advanced	ADJ
futech-475	122	20	machine	machine	NOUN
futech-475	122	21	learning	learn	VERB
futech-475	122	22	algorithms	algorithm	NOUN
futech-475	122	23	for	for	ADP
futech-475	122	24	predicting	predict	VERB
futech-475	122	25	user	user	NOUN
futech-475	122	26	acceptance	acceptance	NOUN
futech-475	122	27	behaviors	behavior	NOUN
futech-475	122	28	yielded	yield	VERB
futech-475	122	29	compelling	compelling	ADJ
futech-475	122	30	evidence	evidence	NOUN
futech-475	122	31	regarding	regard	VERB
futech-475	122	32	the	the	DET
futech-475	122	33	multifaceted	multifaceted	ADJ
futech-475	122	34	nature	nature	NOUN
futech-475	122	35	of	of	ADP
futech-475	122	36	aidriven	aidriven	ADJ
futech-475	122	37	marketing	marketing	NOUN
futech-475	122	38	effectiveness	effectiveness	NOUN
futech-475	122	39	in	in	ADP
futech-475	122	40	educational	educational	ADJ
futech-475	122	41	technology	technology	NOUN
futech-475	122	42	contexts	contexts	NOUN
futech-475	122	43	,	,	PUNCT
futech-475	122	44	with	with	ADP
futech-475	122	45	the	the	DET
futech-475	122	46	xgboost	xgboost	ADV
futech-475	122	47	gradient	gradient	ADJ
futech-475	122	48	boosting	boost	VERB
futech-475	122	49	framework	framework	NOUN
futech-475	122	50	demonstrating	demonstrate	VERB
futech-475	122	51	superior	superior	ADJ
futech-475	122	52	predictive	predictive	ADJ
futech-475	122	53	performance	performance	NOUN
futech-475	122	54	(	(	PUNCT
futech-475	122	55	auc	auc	NOUN
futech-475	122	56	=	=	NOUN
futech-475	122	57	0.89	0.89	NUM
futech-475	122	58	)	)	PUNCT
futech-475	122	59	compared	compare	VERB
futech-475	122	60	to	to	ADP
futech-475	122	61	alternative	alternative	ADJ
futech-475	122	62	algorithms	algorithm	NOUN
futech-475	122	63	.	.	PUNCT
futech-475	123	1	table	table	NOUN
futech-475	123	2	3	3	NUM
futech-475	123	3	.	.	PUNCT
futech-475	123	4	sample	sample	VERB
futech-475	123	5	demographic	demographic	ADJ
futech-475	123	6	characteristics	characteristic	NOUN
futech-475	123	7	and	and	CCONJ
futech-475	123	8	technology	technology	NOUN
futech-475	123	9	experience	experience	NOUN
futech-475	123	10	profile	profile	NOUN
futech-475	123	11	(	(	PUNCT
futech-475	123	12	n=650	n=650	PROPN
futech-475	123	13	)	)	PUNCT
futech-475	123	14	variable	variable	ADJ
futech-475	123	15	category	category	NOUN
futech-475	123	16	n	n	PRON
futech-475	123	17	percentage	percentage	NOUN
futech-475	123	18	mean	mean	NOUN
futech-475	123	19	(	(	PUNCT
futech-475	123	20	sd	sd	NOUN
futech-475	123	21	)	)	PUNCT
futech-475	123	22	age	age	NOUN
futech-475	123	23	distribution	distribution	NOUN
futech-475	123	24	18	18	NUM
futech-475	123	25	-	-	SYM
futech-475	123	26	24	24	NUM
futech-475	123	27	years	year	NOUN
futech-475	123	28	198	198	NUM
futech-475	123	29	30.5	30.5	NUM
futech-475	123	30	%	%	NOUN
futech-475	123	31	25	25	NUM
futech-475	123	32	-	-	SYM
futech-475	123	33	34	34	NUM
futech-475	123	34	years	year	NOUN
futech-475	123	35	246	246	NUM
futech-475	123	36	37.8	37.8	NUM
futech-475	123	37	%	%	NOUN
futech-475	123	38	28.4	28.4	NUM
futech-475	123	39	(	(	PUNCT
futech-475	123	40	8.7	8.7	NUM
futech-475	123	41	)	)	PUNCT
futech-475	123	42	35	35	NUM
futech-475	123	43	-	-	SYM
futech-475	123	44	44	44	NUM
futech-475	123	45	years	year	NOUN
futech-475	123	46	142	142	NUM
futech-475	123	47	21.8	21.8	NUM
futech-475	123	48	%	%	NOUN
futech-475	123	49	45	45	NUM
futech-475	124	1	+	+	NUM
futech-475	124	2	years	year	NOUN
futech-475	124	3	64	64	NUM
futech-475	124	4	9.9	9.9	NUM
futech-475	124	5	%	%	NOUN
futech-475	124	6	education	education	NOUN
futech-475	124	7	level	level	NOUN
futech-475	124	8	high	high	ADJ
futech-475	124	9	school	school	NOUN
futech-475	124	10	86	86	NUM
futech-475	124	11	13.2	13.2	NUM
futech-475	124	12	%	%	NOUN
futech-475	124	13	associate	associate	NOUN
futech-475	124	14	degree	degree	NOUN
futech-475	124	15	54	54	NUM
futech-475	124	16	8.3	8.3	NUM
futech-475	124	17	%	%	NOUN
futech-475	124	18	bachelor	bachelor	NOUN
futech-475	124	19	's	's	PART
futech-475	124	20	degree	degree	NOUN
futech-475	124	21	342	342	NUM
futech-475	124	22	52.6	52.6	NUM
futech-475	124	23	%	%	NOUN
futech-475	124	24	master	master	NOUN
futech-475	124	25	's	's	PART
futech-475	124	26	or	or	CCONJ
futech-475	124	27	higher	high	ADJ
futech-475	124	28	168	168	NUM
futech-475	124	29	25.9	25.9	NUM
futech-475	124	30	%	%	NOUN
futech-475	124	31	technology	technology	NOUN
futech-475	124	32	experience	experience	NOUN
futech-475	124	33	novice	novice	NOUN
futech-475	124	34	(	(	PUNCT
futech-475	124	35	<	<	X
futech-475	124	36	1	1	NUM
futech-475	124	37	year	year	NOUN
futech-475	124	38	)	)	PUNCT
futech-475	124	39	112	112	NUM
futech-475	124	40	17.2	17.2	NUM
futech-475	124	41	%	%	NOUN
futech-475	124	42	beginner	beginner	NOUN
futech-475	124	43	(	(	PUNCT
futech-475	124	44	1	1	NUM
futech-475	124	45	-	-	SYM
futech-475	124	46	2	2	NUM
futech-475	124	47	years	year	NOUN
futech-475	124	48	)	)	PUNCT
futech-475	124	49	156	156	NUM
futech-475	124	50	24.0	24.0	NUM
futech-475	124	51	%	%	NOUN
futech-475	124	52	3.6	3.6	NUM
futech-475	124	53	(	(	PUNCT
futech-475	124	54	2.1	2.1	NUM
futech-475	124	55	)	)	PUNCT
futech-475	124	56	years	year	NOUN
futech-475	124	57	intermediate	intermediate	ADJ
futech-475	124	58	(	(	PUNCT
futech-475	124	59	3	3	NUM
futech-475	124	60	-	-	SYM
futech-475	124	61	5	5	NUM
futech-475	124	62	years	year	NOUN
futech-475	124	63	)	)	PUNCT
futech-475	124	64	275	275	NUM
futech-475	124	65	42.3	42.3	NUM
futech-475	124	66	%	%	NOUN
futech-475	124	67	expert	expert	NOUN
futech-475	124	68	(	(	PUNCT
futech-475	124	69	>	>	SYM
futech-475	124	70	5	5	NUM
futech-475	124	71	years	year	NOUN
futech-475	124	72	)	)	PUNCT
futech-475	124	73	107	107	NUM
futech-475	124	74	16.5	16.5	NUM
futech-475	124	75	%	%	NOUN
futech-475	124	76	platform	platform	NOUN
futech-475	124	77	usage	usage	NOUN
futech-475	124	78	frequency	frequency	NOUN
futech-475	124	79	daily	daily	ADJ
futech-475	124	80	287	287	NUM
futech-475	124	81	44.2	44.2	NUM
futech-475	124	82	%	%	NOUN
futech-475	124	83	3	3	NUM
futech-475	124	84	-	-	SYM
futech-475	124	85	5	5	NUM
futech-475	124	86	times	time	NOUN
futech-475	124	87	/	/	SYM
futech-475	124	88	week	week	NOUN
futech-475	124	89	198	198	NUM
futech-475	124	90	30.5	30.5	NUM
futech-475	124	91	%	%	NOUN
futech-475	124	92	4.8	4.8	NUM
futech-475	124	93	(	(	PUNCT
futech-475	124	94	2.3	2.3	NUM
futech-475	124	95	)	)	PUNCT
futech-475	124	96	times	time	NOUN
futech-475	124	97	/	/	SYM
futech-475	124	98	week	week	NOUN
futech-475	124	99	1	1	NUM
futech-475	124	100	-	-	SYM
futech-475	124	101	2	2	NUM
futech-475	124	102	times	time	NOUN
futech-475	124	103	/	/	SYM
futech-475	124	104	week	week	NOUN
futech-475	124	105	124	124	NUM
futech-475	124	106	19.1	19.1	NUM
futech-475	124	107	%	%	NOUN
futech-475	124	108	less	less	ADJ
futech-475	124	109	than	than	ADP
futech-475	124	110	weekly	weekly	ADJ
futech-475	124	111	41	41	NUM
futech-475	124	112	6.2	6.2	NUM
futech-475	124	113	%	%	NOUN
futech-475	124	114	table	table	NOUN
futech-475	124	115	4	4	NUM
futech-475	124	116	.	.	PUNCT
futech-475	124	117	structural	structural	ADJ
futech-475	124	118	equation	equation	NOUN
futech-475	124	119	model	model	NOUN
futech-475	124	120	fit	fit	ADJ
futech-475	124	121	indices	index	NOUN
futech-475	124	122	and	and	CCONJ
futech-475	124	123	baseline	baseline	NOUN
futech-475	124	124	comparisons	comparison	NOUN
futech-475	124	125	fit	fit	ADJ
futech-475	124	126	index	index	NOUN
futech-475	124	127	category	category	NOUN
futech-475	124	128	index	index	NOUN
futech-475	124	129	obtained	obtain	VERB
futech-475	124	130	value	value	NOUN
futech-475	124	131	recommended	recommend	VERB
futech-475	124	132	threshold	threshold	NOUN
futech-475	124	133	baseline	baseline	PROPN
futech-475	124	134	model	model	NOUN
futech-475	124	135	evaluation	evaluation	NOUN
futech-475	125	1	absolute	absolute	ADJ
futech-475	125	2	fit	fit	NOUN
futech-475	125	3	χ²/df	χ²/df	ADV
futech-475	125	4	2.14	2.14	NUM
futech-475	125	5	<	<	SYM
futech-475	125	6	3.0	3.0	NUM
futech-475	125	7	8.76	8.76	NUM
futech-475	125	8	excellent	excellent	ADJ
futech-475	125	9	rmsea	rmsea	NOUN
futech-475	125	10	0.048	0.048	NUM
futech-475	125	11	<	<	X
futech-475	125	12	0.06	0.06	NUM
futech-475	125	13	0.142	0.142	NUM
futech-475	125	14	excellent	excellent	ADJ
futech-475	125	15	srmr	srmr	PROPN
futech-475	125	16	0.039	0.039	NUM
futech-475	125	17	<	<	X
futech-475	125	18	0.08	0.08	NUM
futech-475	125	19	0.156	0.156	NUM
futech-475	125	20	excellent	excellent	ADJ
futech-475	125	21	gfi	gfi	PROPN
futech-475	125	22	0.94	0.94	NUM
futech-475	125	23	>	>	PUNCT
futech-475	125	24	0.90	0.90	NUM
futech-475	125	25	0.71	0.71	NUM
futech-475	125	26	good	good	ADJ
futech-475	125	27	incremental	incremental	ADJ
futech-475	125	28	fit	fit	ADJ
futech-475	125	29	cfi	cfi	NOUN
futech-475	125	30	0.95	0.95	NUM
futech-475	125	31	>	>	SYM
futech-475	125	32	0.95	0.95	NUM
futech-475	125	33	0.52	0.52	NUM
futech-475	125	34	excellent	excellent	ADJ
futech-475	125	35	tli	tli	X
futech-475	125	36	0.94	0.94	NUM
futech-475	125	37	>	>	SYM
futech-475	125	38	0.90	0.90	NUM
futech-475	125	39	0.48	0.48	NUM
futech-475	125	40	excellent	excellent	ADJ
futech-475	125	41	nfi	nfi	PROPN
futech-475	125	42	0.93	0.93	NUM
futech-475	125	43	>	>	SYM
futech-475	125	44	0.90	0.90	NUM
futech-475	125	45	0.51	0.51	NUM
futech-475	125	46	good	good	ADJ
futech-475	125	47	parsimony	parsimony	NOUN
futech-475	125	48	fit	fit	ADJ
futech-475	125	49	pgfi	pgfi	NOUN
futech-475	125	50	0.78	0.78	NUM
futech-475	125	51	>	>	PUNCT
futech-475	125	52	0.50	0.50	NUM
futech-475	125	53	0.62	0.62	NUM
futech-475	125	54	good	good	ADJ
futech-475	125	55	pnfi	pnfi	NOUN
futech-475	125	56	0.81	0.81	NUM
futech-475	125	57	>	>	SYM
futech-475	125	58	0.50	0.50	NUM
futech-475	125	59	0.44	0.44	NUM
futech-475	125	60	excellent	excellent	ADJ
futech-475	125	61	information	information	NOUN
futech-475	125	62	criteria	criterion	NOUN
futech-475	125	63	aic	aic	PROPN
futech-475	125	64	18234.56	18234.56	NUM
futech-475	125	65	smaller	small	ADJ
futech-475	125	66	is	be	AUX
futech-475	125	67	better	well	ADJ
futech-475	125	68	24567.89	24567.89	NUM
futech-475	125	69	bic	bic	NOUN
futech-475	125	70	18567.34	18567.34	NUM
futech-475	125	71	smaller	small	ADJ
futech-475	125	72	is	be	AUX
futech-475	125	73	better	well	ADJ
futech-475	125	74	24782.45	24782.45	NUM
futech-475	125	75	note	note	NOUN
futech-475	125	76	:	:	PUNCT
futech-475	125	77	n	n	PROPN
futech-475	125	78	=	=	SYM
futech-475	125	79	650	650	NUM
futech-475	125	80	.	.	PUNCT
futech-475	126	1	the	the	DET
futech-475	126	2	baseline	baseline	NOUN
futech-475	126	3	model	model	NOUN
futech-475	126	4	represents	represent	VERB
futech-475	126	5	an	an	DET
futech-475	126	6	independence	independence	NOUN
futech-475	126	7	model	model	NOUN
futech-475	126	8	with	with	ADP
futech-475	126	9	no	no	DET
futech-475	126	10	relationships	relationship	NOUN
futech-475	126	11	between	between	ADP
futech-475	126	12	constructs	construct	NOUN
futech-475	126	13	.	.	PUNCT
futech-475	127	1	rmsea	rmsea	NOUN
futech-475	127	2	90	90	NUM
futech-475	127	3	%	%	NOUN
futech-475	127	4	ci	ci	NOUN
futech-475	128	1	=	=	PUNCT
futech-475	129	1	[	[	X
futech-475	129	2	0.042	0.042	NUM
futech-475	129	3	,	,	PUNCT
futech-475	129	4	0.054	0.054	NUM
futech-475	129	5	]	]	PUNCT
futech-475	129	6	.	.	PUNCT
futech-475	130	1	all	all	DET
futech-475	130	2	χ²	χ²	NOUN
futech-475	130	3	values	value	VERB
futech-475	130	4	significant	significant	ADJ
futech-475	130	5	at	at	ADP
futech-475	130	6	p	p	X
futech-475	130	7	<	<	X
futech-475	130	8	0.001	0.001	NUM
futech-475	130	9	.	.	PUNCT
futech-475	131	1	(	(	PUNCT
futech-475	131	2	a)daily	a)daily	ADV
futech-475	131	3	usage	usage	NOUN
futech-475	131	4	pattern	pattern	NOUN
futech-475	131	5	distribution	distribution	NOUN
futech-475	131	6	peak	peak	NOUN
futech-475	131	7	:	:	PUNCT
futech-475	131	8	19:00	19:00	NUM
futech-475	131	9	0	0	NUM
futech-475	131	10	3	3	NUM
futech-475	131	11	6	6	NUM
futech-475	131	12	9	9	NUM
futech-475	131	13	12	12	NUM
futech-475	131	14	15	15	NUM
futech-475	131	15	18	18	NUM
futech-475	131	16	21	21	NUM
futech-475	131	17	hour	hour	NOUN
futech-475	131	18	of	of	ADP
futech-475	131	19	day	day	NOUN
futech-475	131	20	0	0	NUM
futech-475	131	21	20	20	NUM
futech-475	131	22	40	40	NUM
futech-475	131	23	60	60	NUM
futech-475	131	24	80	80	NUM
futech-475	131	25	100	100	NUM
futech-475	131	26	a	a	DET
futech-475	131	27	ve	ve	NOUN
futech-475	131	28	ra	ra	PROPN
futech-475	131	29	ge	ge	PROPN
futech-475	131	30	a	a	DET
futech-475	131	31	ct	ct	NOUN
futech-475	131	32	iv	iv	NUM
futech-475	131	33	e	e	X
futech-475	131	34	u	u	X
futech-475	131	35	se	se	X
futech-475	131	36	rs	rs	X
futech-475	131	37	0	0	NUM
futech-475	131	38	20	20	NUM
futech-475	131	39	40	40	NUM
futech-475	131	40	60	60	NUM
futech-475	131	41	80	80	NUM
futech-475	131	42	100	100	NUM
futech-475	131	43	regular	regular	ADJ
futech-475	131	44	usage	usage	NOUN
futech-475	131	45	rate	rate	NOUN
futech-475	131	46	(	(	PUNCT
futech-475	131	47	%	%	INTJ
futech-475	131	48	)	)	PUNCT
futech-475	131	49	personalized	personalized	ADJ
futech-475	131	50	recommendations	recommendation	NOUN
futech-475	131	51	virtual	virtual	ADJ
futech-475	131	52	assistant	assistant	ADJ
futech-475	131	53	progress	progress	NOUN
futech-475	131	54	tracking	track	VERB
futech-475	131	55	collaborative	collaborative	ADJ
futech-475	131	56	tools	tool	NOUN
futech-475	131	57	emotion	emotion	NOUN
futech-475	131	58	adaptation	adaptation	NOUN
futech-475	131	59	(	(	PUNCT
futech-475	131	60	b)ai	b)ai	PROPN
futech-475	131	61	feature	feature	NOUN
futech-475	131	62	utilization	utilization	NOUN
futech-475	131	63	patterns	pattern	NOUN
futech-475	131	64	76.3	76.3	NUM
futech-475	131	65	%	%	NOUN
futech-475	131	66	64.8	64.8	NUM
futech-475	131	67	%	%	NOUN
futech-475	131	68	58.2	58.2	NUM
futech-475	131	69	%	%	NOUN
futech-475	131	70	45.6	45.6	NUM
futech-475	131	71	%	%	NOUN
futech-475	131	72	31.2	31.2	NUM
futech-475	131	73	%	%	NOUN
futech-475	132	1	c.	c.	PROPN
futech-475	132	2	chen	chen	PROPN
futech-475	132	3	et	et	PROPN
futech-475	132	4	al	al	PROPN
futech-475	132	5	.	.	PROPN
futech-475	132	6	/future	/future	PUNCT
futech-475	132	7	technology	technology	PROPN
futech-475	132	8	november	november	PROPN
futech-475	132	9	2025|	2025|	NUM
futech-475	132	10	volume	volume	NOUN
futech-475	132	11	04	04	NUM
futech-475	133	1	|	|	ADV
futech-475	133	2	issue	issue	VERB
futech-475	133	3	04	04	NUM
futech-475	134	1	|	|	CCONJ
futech-475	134	2	pages	page	VERB
futech-475	134	3	146	146	NUM
futech-475	134	4	-	-	SYM
futech-475	134	5	158	158	NUM
futech-475	134	6	152	152	NUM
futech-475	134	7	table	table	NOUN
futech-475	134	8	5	5	NUM
futech-475	134	9	.	.	PUNCT
futech-475	134	10	standardized	standardized	ADJ
futech-475	134	11	path	path	NOUN
futech-475	134	12	coefficients	coefficient	NOUN
futech-475	134	13	and	and	CCONJ
futech-475	134	14	hypothesis	hypothesis	NOUN
futech-475	134	15	testing	testing	NOUN
futech-475	134	16	results	result	VERB
futech-475	134	17	hypothesis	hypothesis	NOUN
futech-475	134	18	path	path	NOUN
futech-475	134	19	relationship	relationship	NOUN
futech-475	134	20	β	β	PROPN
futech-475	134	21	se	se	PROPN
futech-475	134	22	t	t	PROPN
futech-475	134	23	-	-	PUNCT
futech-475	134	24	value	value	NOUN
futech-475	134	25	p	p	NOUN
futech-475	134	26	-	-	PUNCT
futech-475	134	27	value	value	NOUN
futech-475	134	28	95	95	NUM
futech-475	134	29	%	%	NOUN
futech-475	134	30	ci	ci	NOUN
futech-475	134	31	r²	r²	NOUN
futech-475	134	32	result	result	NOUN
futech-475	134	33	direct	direct	ADJ
futech-475	134	34	effects	effect	NOUN
futech-475	134	35	h1	h1	VERB
futech-475	134	36	anthropomorphism	anthropomorphism	NOUN
futech-475	134	37	→	→	SYM
futech-475	134	38	trust	trust	NOUN
futech-475	134	39	0.45	0.45	NUM
futech-475	134	40	*	*	PUNCT
futech-475	134	41	*	*	PUNCT
futech-475	134	42	*	*	PUNCT
futech-475	134	43	0.06	0.06	NUM
futech-475	134	44	7.50	7.50	NUM
futech-475	134	45	<	<	NOUN
futech-475	134	46	0.001	0.001	NUM
futech-475	134	47	[	[	X
futech-475	134	48	0.33	0.33	NUM
futech-475	134	49	,	,	PUNCT
futech-475	134	50	0.57	0.57	NUM
futech-475	134	51	]	]	PUNCT
futech-475	134	52	0.20	0.20	NUM
futech-475	134	53	supported	support	VERB
futech-475	134	54	h2	h2	NOUN
futech-475	134	55	personalization	personalization	NOUN
futech-475	134	56	→	→	SYM
futech-475	134	57	perceived	perceive	VERB
futech-475	134	58	value	value	NOUN
futech-475	134	59	0.52	0.52	NUM
futech-475	134	60	*	*	PUNCT
futech-475	134	61	*	*	PUNCT
futech-475	134	62	*	*	PUNCT
futech-475	134	63	0.05	0.05	NUM
futech-475	134	64	10.40	10.40	NUM
futech-475	134	65	<	<	X
futech-475	134	66	0.001	0.001	NUM
futech-475	134	67	[	[	X
futech-475	134	68	0.42	0.42	NUM
futech-475	134	69	,	,	PUNCT
futech-475	134	70	0.62	0.62	NUM
futech-475	134	71	]	]	PUNCT
futech-475	134	72	0.27	0.27	NUM
futech-475	134	73	supported	support	VERB
futech-475	134	74	h3	h3	NOUN
futech-475	134	75	response	response	NOUN
futech-475	134	76	speed	speed	NOUN
futech-475	134	77	→	→	SYM
futech-475	134	78	perceived	perceive	VERB
futech-475	134	79	ease	ease	NOUN
futech-475	134	80	of	of	ADP
futech-475	134	81	use	use	NOUN
futech-475	134	82	0.38	0.38	NUM
futech-475	134	83	*	*	PUNCT
futech-475	134	84	*	*	PUNCT
futech-475	134	85	*	*	PUNCT
futech-475	134	86	0.07	0.07	NUM
futech-475	134	87	5.43	5.43	NUM
futech-475	134	88	<	<	NOUN
futech-475	134	89	0.001	0.001	NUM
futech-475	134	90	[	[	X
futech-475	134	91	0.24	0.24	NUM
futech-475	134	92	,	,	PUNCT
futech-475	134	93	0.52	0.52	NUM
futech-475	134	94	]	]	PUNCT
futech-475	134	95	0.14	0.14	NUM
futech-475	134	96	supported	support	VERB
futech-475	134	97	h4	h4	PROPN
futech-475	134	98	intelligence	intelligence	NOUN
futech-475	134	99	level	level	NOUN
futech-475	134	100	→	→	PUNCT
futech-475	134	101	perceived	perceive	VERB
futech-475	134	102	usefulness	usefulness	NOUN
futech-475	134	103	0.41	0.41	NUM
futech-475	134	104	*	*	PUNCT
futech-475	134	105	*	*	PUNCT
futech-475	134	106	*	*	PUNCT
futech-475	134	107	0.06	0.06	NUM
futech-475	134	108	6.83	6.83	NUM
futech-475	134	109	<	<	NOUN
futech-475	134	110	0.001	0.001	NUM
futech-475	134	111	[	[	X
futech-475	134	112	0.29	0.29	NUM
futech-475	134	113	,	,	PUNCT
futech-475	134	114	0.53	0.53	NUM
futech-475	134	115	]	]	PUNCT
futech-475	134	116	0.17	0.17	NUM
futech-475	134	117	supported	support	VERB
futech-475	134	118	mediating	mediate	VERB
futech-475	134	119	paths	path	NOUN
futech-475	134	120	trust	trust	NOUN
futech-475	134	121	→	→	SYM
futech-475	134	122	acceptance	acceptance	NOUN
futech-475	134	123	intention	intention	NOUN
futech-475	134	124	0.58	0.58	NUM
futech-475	134	125	*	*	PUNCT
futech-475	134	126	*	*	PUNCT
futech-475	134	127	*	*	PUNCT
futech-475	134	128	0.05	0.05	NUM
futech-475	134	129	11.60	11.60	NUM
futech-475	134	130	<	<	X
futech-475	134	131	0.001	0.001	NUM
futech-475	134	132	[	[	X
futech-475	134	133	0.48	0.48	NUM
futech-475	134	134	,	,	PUNCT
futech-475	134	135	0.68	0.68	NUM
futech-475	134	136	]	]	PUNCT
futech-475	134	137	perceived	perceive	VERB
futech-475	134	138	value	value	NOUN
futech-475	134	139	→	→	PUNCT
futech-475	134	140	continuous	continuous	ADJ
futech-475	134	141	engagement	engagement	NOUN
futech-475	134	142	0.63	0.63	NUM
futech-475	134	143	*	*	PUNCT
futech-475	134	144	*	*	PUNCT
futech-475	134	145	*	*	PUNCT
futech-475	134	146	0.04	0.04	NUM
futech-475	134	147	15.75	15.75	NUM
futech-475	134	148	<	<	X
futech-475	134	149	0.001	0.001	NUM
futech-475	134	150	[	[	NOUN
futech-475	134	151	0.55	0.55	NUM
futech-475	134	152	,	,	PUNCT
futech-475	134	153	0.71	0.71	NUM
futech-475	134	154	]	]	PUNCT
futech-475	134	155	perceived	perceive	VERB
futech-475	134	156	ease	ease	NOUN
futech-475	134	157	of	of	ADP
futech-475	134	158	use	use	NOUN
futech-475	134	159	→	→	PUNCT
futech-475	134	160	actual	actual	ADJ
futech-475	134	161	usage	usage	NOUN
futech-475	134	162	0.34	0.34	NUM
futech-475	134	163	*	*	PUNCT
futech-475	134	164	*	*	PUNCT
futech-475	134	165	*	*	PUNCT
futech-475	134	166	0.06	0.06	NUM
futech-475	134	167	5.67	5.67	NUM
futech-475	134	168	<	<	NOUN
futech-475	134	169	0.001	0.001	NUM
futech-475	134	170	[	[	X
futech-475	134	171	0.22	0.22	NUM
futech-475	134	172	,	,	PUNCT
futech-475	134	173	0.46	0.46	NUM
futech-475	134	174	]	]	PUNCT
futech-475	134	175	perceived	perceive	VERB
futech-475	134	176	usefulness	usefulness	NOUN
futech-475	134	177	→	→	SYM
futech-475	134	178	acceptance	acceptance	NOUN
futech-475	134	179	intention	intention	NOUN
futech-475	134	180	0.42	0.42	NUM
futech-475	134	181	*	*	PUNCT
futech-475	134	182	*	*	PUNCT
futech-475	134	183	*	*	PUNCT
futech-475	134	184	0.05	0.05	NUM
futech-475	134	185	8.40	8.40	NUM
futech-475	134	186	<	<	NOUN
futech-475	134	187	0.001	0.001	NUM
futech-475	134	188	[	[	X
futech-475	134	189	0.32	0.32	NUM
futech-475	134	190	,	,	PUNCT
futech-475	134	191	0.52	0.52	NUM
futech-475	134	192	]	]	SYM
futech-475	134	193	nonsignificant	nonsignificant	ADJ
futech-475	134	194	path	path	NOUN
futech-475	134	195	anthropomorphism	anthropomorphism	NOUN
futech-475	134	196	→	→	SYM
futech-475	134	197	acceptance	acceptance	NOUN
futech-475	134	198	intention	intention	NOUN
futech-475	134	199	(	(	PUNCT
futech-475	134	200	direct	direct	ADJ
futech-475	134	201	)	)	PUNCT
futech-475	134	202	0.08	0.08	NUM
futech-475	134	203	0.07	0.07	NUM
futech-475	134	204	1.14	1.14	NUM
futech-475	134	205	0.127	0.127	NUM
futech-475	135	1	[	[	X
futech-475	135	2	-0.06	-0.06	NUM
futech-475	135	3	,	,	PUNCT
futech-475	135	4	0.22	0.22	NUM
futech-475	135	5	]	]	PUNCT
futech-475	135	6	endogenou	endogenou	PROPN
futech-475	135	7	s	s	PART
futech-475	135	8	variables	variable	NOUN
futech-475	135	9	r²	r²	VERB
futech-475	135	10	acceptance	acceptance	NOUN
futech-475	135	11	intention	intention	NOUN
futech-475	135	12	0.67	0.67	NUM
futech-475	135	13	continuous	continuous	ADJ
futech-475	135	14	engagement	engagement	NOUN
futech-475	135	15	0.71	0.71	NUM
futech-475	135	16	actual	actual	ADJ
futech-475	135	17	usage	usage	NOUN
futech-475	135	18	0.48	0.48	NUM
futech-475	135	19	mediation	mediation	NOUN
futech-475	135	20	effects	effect	NOUN
futech-475	135	21	h5	h5	VERB
futech-475	135	22	anthropomorphism	anthropomorphism	NOUN
futech-475	135	23	→	→	SYM
futech-475	135	24	trust	trust	NOUN
futech-475	135	25	→	→	SYM
futech-475	135	26	acceptance	acceptance	NOUN
futech-475	135	27	intention	intention	NOUN
futech-475	135	28	indirect	indirect	ADJ
futech-475	135	29	effect	effect	NOUN
futech-475	135	30	0.26	0.26	NUM
futech-475	135	31	*	*	PUNCT
futech-475	135	32	*	*	PUNCT
futech-475	135	33	*	*	PUNCT
futech-475	135	34	0.04	0.04	NUM
futech-475	135	35	6.50	6.50	NUM
futech-475	135	36	<	<	NOUN
futech-475	135	37	0.001	0.001	NUM
futech-475	135	38	[	[	X
futech-475	135	39	0.19	0.19	NUM
futech-475	135	40	,	,	PUNCT
futech-475	135	41	0.34	0.34	NUM
futech-475	135	42	]	]	PUNCT
futech-475	135	43	supported	support	VERB
futech-475	135	44	direct	direct	ADJ
futech-475	135	45	effect	effect	NOUN
futech-475	135	46	0.08	0.08	NUM
futech-475	135	47	0.07	0.07	NUM
futech-475	135	48	1.14	1.14	NUM
futech-475	135	49	0.127	0.127	NUM
futech-475	135	50	[	[	X
futech-475	135	51	-0.06	-0.06	NUM
futech-475	135	52	,	,	PUNCT
futech-475	135	53	0.22	0.22	NUM
futech-475	135	54	]	]	PUNCT
futech-475	135	55	total	total	ADJ
futech-475	135	56	effect	effect	NOUN
futech-475	135	57	0.34	0.34	NUM
futech-475	135	58	*	*	PUNCT
futech-475	135	59	*	*	PUNCT
futech-475	135	60	*	*	PUNCT
futech-475	135	61	0.06	0.06	NUM
futech-475	135	62	5.67	5.67	NUM
futech-475	135	63	<	<	NOUN
futech-475	135	64	0.001	0.001	NUM
futech-475	135	65	[	[	X
futech-475	135	66	0.22	0.22	NUM
futech-475	135	67	,	,	PUNCT
futech-475	135	68	0.46	0.46	NUM
futech-475	135	69	]	]	PUNCT
futech-475	135	70	percent	percent	NOUN
futech-475	135	71	mediation	mediation	NOUN
futech-475	135	72	76.5	76.5	NUM
futech-475	135	73	%	%	NOUN
futech-475	135	74	h6	h6	PROPN
futech-475	135	75	personalization	personalization	NOUN
futech-475	135	76	→	→	SYM
futech-475	135	77	perceived	perceive	VERB
futech-475	135	78	value	value	NOUN
futech-475	135	79	→	→	PUNCT
futech-475	135	80	continuous	continuous	ADJ
futech-475	135	81	engagement	engagement	NOUN
futech-475	135	82	indirect	indirect	ADJ
futech-475	135	83	effect	effect	NOUN
futech-475	135	84	0.33	0.33	NUM
futech-475	135	85	*	*	PUNCT
futech-475	135	86	*	*	PUNCT
futech-475	135	87	*	*	PUNCT
futech-475	135	88	0.04	0.04	NUM
futech-475	135	89	8.25	8.25	NUM
futech-475	135	90	<	<	NOUN
futech-475	135	91	0.001	0.001	NUM
futech-475	135	92	[	[	X
futech-475	135	93	0.25	0.25	NUM
futech-475	135	94	,	,	PUNCT
futech-475	135	95	0.41	0.41	NUM
futech-475	135	96	]	]	PUNCT
futech-475	135	97	supported	support	VERB
futech-475	135	98	direct	direct	ADJ
futech-475	135	99	effect	effect	NOUN
futech-475	135	100	0.15	0.15	NUM
futech-475	135	101	*	*	SYM
futech-475	135	102	*	*	PUNCT
futech-475	135	103	0.05	0.05	NUM
futech-475	135	104	3.00	3.00	NUM
futech-475	135	105	0.003	0.003	NUM
futech-475	135	106	[	[	X
futech-475	135	107	0.05	0.05	NUM
futech-475	135	108	,	,	PUNCT
futech-475	135	109	0.25	0.25	NUM
futech-475	135	110	]	]	PUNCT
futech-475	135	111	total	total	ADJ
futech-475	135	112	effect	effect	NOUN
futech-475	135	113	0.48	0.48	NUM
futech-475	135	114	*	*	PUNCT
futech-475	135	115	*	*	PUNCT
futech-475	135	116	*	*	PUNCT
futech-475	135	117	0.05	0.05	NUM
futech-475	135	118	9.60	9.60	NUM
futech-475	135	119	<	<	NOUN
futech-475	135	120	0.001	0.001	NUM
futech-475	135	121	[	[	X
futech-475	135	122	0.38	0.38	NUM
futech-475	135	123	,	,	PUNCT
futech-475	135	124	0.58	0.58	NUM
futech-475	135	125	]	]	PUNCT
futech-475	135	126	percent	percent	NOUN
futech-475	135	127	mediation	mediation	NOUN
futech-475	135	128	68.8	68.8	NUM
futech-475	135	129	%	%	NOUN
futech-475	135	130	direct	direct	ADJ
futech-475	135	131	effects	effect	NOUN
futech-475	135	132	note	note	VERB
futech-475	135	133	:	:	PUNCT
futech-475	136	1	n	n	PROPN
futech-475	136	2	=	=	SYM
futech-475	136	3	650	650	NUM
futech-475	136	4	.	.	PUNCT
futech-475	137	1	β	β	X
futech-475	137	2	=	=	SYM
futech-475	137	3	standardized	standardized	ADJ
futech-475	137	4	path	path	NOUN
futech-475	137	5	coefficient	coefficient	NOUN
futech-475	137	6	;	;	PUNCT
futech-475	137	7	se	se	X
futech-475	137	8	=	=	SYM
futech-475	137	9	standard	standard	ADJ
futech-475	137	10	error	error	NOUN
futech-475	137	11	;	;	PUNCT
futech-475	137	12	ci	ci	NOUN
futech-475	137	13	=	=	NOUN
futech-475	137	14	confidence	confidence	NOUN
futech-475	137	15	interval	interval	NOUN
futech-475	137	16	;	;	PUNCT
futech-475	137	17	r²	r²	NOUN
futech-475	137	18	=	=	NUM
futech-475	137	19	explained	explain	VERB
futech-475	137	20	variance	variance	NOUN
futech-475	137	21	.	.	PUNCT
futech-475	138	1	bootstrap	bootstrap	NOUN
futech-475	138	2	samples	sample	NOUN
futech-475	138	3	=	=	SYM
futech-475	138	4	5,000	5,000	NUM
futech-475	138	5	for	for	ADP
futech-475	138	6	mediation	mediation	NOUN
futech-475	138	7	analysis	analysis	NOUN
futech-475	138	8	.	.	PUNCT
futech-475	139	1	*	*	PUNCT
futech-475	140	1	*	*	PUNCT
futech-475	140	2	*	*	PUNCT
futech-475	140	3	p	p	X
futech-475	140	4	<	<	X
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futech-475	140	6	,	,	PUNCT
futech-475	140	7	*	*	PUNCT
futech-475	140	8	*	*	PUNCT
futech-475	140	9	p	p	X
futech-475	140	10	<	<	X
futech-475	140	11	0.01	0.01	NUM
futech-475	140	12	,	,	PUNCT
futech-475	140	13	p	p	X
futech-475	140	14	<	<	X
futech-475	140	15	0.05	0.05	NUM
futech-475	140	16	.	.	PUNCT
futech-475	141	1	c.	c.	PROPN
futech-475	141	2	chen	chen	PROPN
futech-475	141	3	et	et	PROPN
futech-475	141	4	al	al	PROPN
futech-475	141	5	.	.	PROPN
futech-475	141	6	/future	/future	PUNCT
futech-475	141	7	technology	technology	PROPN
futech-475	141	8	november	november	PROPN
futech-475	141	9	2025|	2025|	NUM
futech-475	141	10	volume	volume	NOUN
futech-475	141	11	04	04	NUM
futech-475	142	1	|	|	ADV
futech-475	142	2	issue	issue	VERB
futech-475	142	3	04	04	NUM
futech-475	143	1	|	|	CCONJ
futech-475	143	2	pages	page	VERB
futech-475	143	3	146	146	NUM
futech-475	143	4	-	-	SYM
futech-475	143	5	158	158	NUM
futech-475	143	6	153	153	NUM
futech-475	143	7	the	the	DET
futech-475	143	8	objective	objective	ADJ
futech-475	143	9	function	function	NOUN
futech-475	143	10	optimized	optimize	VERB
futech-475	143	11	by	by	ADP
futech-475	143	12	xgboost	xgboost	PROPN
futech-475	143	13	,	,	PUNCT
futech-475	143	14	expressed	express	VERB
futech-475	143	15	as	as	ADP
futech-475	143	16	:	:	PUNCT
futech-475	143	17	ˆ	ˆ	PROPN
futech-475	143	18	(	(	PUNCT
futech-475	143	19	)	)	PUNCT
futech-475	143	20	(	(	PUNCT
futech-475	143	21	,	,	PUNCT
futech-475	143	22	)	)	PUNCT
futech-475	144	1	(	(	PUNCT
futech-475	144	2	)	)	PUNCT
futech-475	144	3	i	i	PRON
futech-475	144	4	k	k	NOUN
futech-475	145	1	i	i	PRON
futech-475	145	2	l	l	NOUN
futech-475	146	1	yi	yi	NOUN
futech-475	147	1	y	y	PROPN
futech-475	147	2	k	k	PROPN
futech-475	147	3	fφ	fφ	PROPN
futech-475	148	1	=	=	PUNCT
futech-475	148	2	+	+	CCONJ
futech-475	148	3	ω∑	ω∑	NUM
futech-475	148	4	∑l	∑l	PROPN
futech-475	148	5	(	(	PUNCT
futech-475	148	6	3	3	NUM
futech-475	148	7	)	)	PUNCT
futech-475	148	8	where	where	SCONJ
futech-475	148	9	l	l	NOUN
futech-475	148	10	represents	represent	VERB
futech-475	148	11	the	the	DET
futech-475	148	12	differentiable	differentiable	ADJ
futech-475	148	13	loss	loss	NOUN
futech-475	148	14	function	function	NOUN
futech-475	148	15	measuring	measure	VERB
futech-475	148	16	prediction	prediction	NOUN
futech-475	148	17	accuracy	accuracy	NOUN
futech-475	148	18	and	and	CCONJ
futech-475	148	19	ω(𝑓𝑓𝑘𝑘	ω(𝑓𝑓𝑘𝑘	NOUN
futech-475	148	20	)	)	PUNCT
futech-475	148	21	=	=	VERB
futech-475	148	22	𝛾𝛾𝛾𝛾	𝛾𝛾𝛾𝛾	NOUN
futech-475	148	23	+	+	NOUN
futech-475	148	24	1	1	NUM
futech-475	148	25	2	2	NUM
futech-475	148	26	𝜆𝜆∑	𝜆𝜆∑	NOUN
futech-475	148	27	𝑤𝑤𝑗𝑗2𝑇𝑇	𝑤𝑤𝑗𝑗2𝑇𝑇	ADP
futech-475	149	1	𝑗𝑗=1	𝑗𝑗=1	PROPN
futech-475	149	2	denotes	denote	VERB
futech-475	149	3	the	the	DET
futech-475	149	4	regularization	regularization	NOUN
futech-475	149	5	term	term	NOUN
futech-475	149	6	controlling	control	VERB
futech-475	149	7	model	model	NOUN
futech-475	149	8	complexity	complexity	NOUN
futech-475	149	9	,	,	PUNCT
futech-475	149	10	enabling	enable	VERB
futech-475	149	11	the	the	DET
futech-475	149	12	identification	identification	NOUN
futech-475	149	13	of	of	ADP
futech-475	149	14	non	non	ADJ
futech-475	149	15	-	-	ADJ
futech-475	149	16	linear	linear	ADJ
futech-475	149	17	interaction	interaction	NOUN
futech-475	149	18	patterns	pattern	NOUN
futech-475	149	19	between	between	ADP
futech-475	149	20	ai	ai	PRON
futech-475	149	21	marketing	marketing	NOUN
futech-475	149	22	features	feature	NOUN
futech-475	149	23	and	and	CCONJ
futech-475	149	24	user	user	NOUN
futech-475	149	25	behavioral	behavioral	ADJ
futech-475	149	26	outcomes	outcome	NOUN
futech-475	149	27	that	that	PRON
futech-475	149	28	complement	complement	VERB
futech-475	149	29	the	the	DET
futech-475	149	30	linear	linear	ADJ
futech-475	149	31	relationships	relationship	NOUN
futech-475	149	32	revealed	reveal	VERB
futech-475	149	33	through	through	ADP
futech-475	149	34	structural	structural	ADJ
futech-475	149	35	equation	equation	NOUN
futech-475	149	36	modeling	modeling	NOUN
futech-475	149	37	.	.	PUNCT
futech-475	150	1	as	as	SCONJ
futech-475	150	2	demonstrated	demonstrate	VERB
futech-475	150	3	in	in	ADP
futech-475	150	4	table	table	NOUN
futech-475	150	5	6	6	NUM
futech-475	150	6	,	,	PUNCT
futech-475	150	7	the	the	DET
futech-475	150	8	ensemble	ensemble	ADJ
futech-475	150	9	model	model	NOUN
futech-475	150	10	combining	combine	VERB
futech-475	150	11	xgboost	xgboost	ADP
futech-475	150	12	with	with	ADP
futech-475	150	13	random	random	ADJ
futech-475	150	14	forest	forest	NOUN
futech-475	150	15	and	and	CCONJ
futech-475	150	16	neural	neural	ADJ
futech-475	150	17	network	network	NOUN
futech-475	150	18	architectures	architecture	NOUN
futech-475	150	19	achieved	achieve	VERB
futech-475	150	20	exceptional	exceptional	ADJ
futech-475	150	21	performance	performance	NOUN
futech-475	150	22	metrics	metric	NOUN
futech-475	150	23	across	across	ADP
futech-475	150	24	multiple	multiple	ADJ
futech-475	150	25	evaluation	evaluation	NOUN
futech-475	150	26	criteria	criterion	NOUN
futech-475	150	27	,	,	PUNCT
futech-475	150	28	substantiating	substantiate	VERB
futech-475	150	29	the	the	DET
futech-475	150	30	robustness	robustness	NOUN
futech-475	150	31	of	of	ADP
futech-475	150	32	predictive	predictive	ADJ
futech-475	150	33	insights	insight	NOUN
futech-475	150	34	derived	derive	VERB
futech-475	150	35	from	from	ADP
futech-475	150	36	the	the	DET
futech-475	150	37	650	650	NUM
futech-475	150	38	-	-	PUNCT
futech-475	150	39	participant	participant	NOUN
futech-475	150	40	dataset	dataset	NOUN
futech-475	150	41	enriched	enrich	VERB
futech-475	150	42	with	with	ADP
futech-475	150	43	longitudinal	longitudinal	ADJ
futech-475	150	44	behavioral	behavioral	ADJ
futech-475	150	45	tracking	tracking	NOUN
futech-475	150	46	data	datum	NOUN
futech-475	150	47	.	.	PUNCT
futech-475	151	1	feature	feature	NOUN
futech-475	151	2	importance	importance	NOUN
futech-475	151	3	analysis	analysis	NOUN
futech-475	151	4	utilizing	utilize	VERB
futech-475	151	5	shap	shap	NOUN
futech-475	151	6	(	(	PUNCT
futech-475	151	7	shapley	shapley	ADJ
futech-475	151	8	additive	additive	ADJ
futech-475	151	9	explanations	explanation	NOUN
futech-475	151	10	)	)	PUNCT
futech-475	151	11	values	value	NOUN
futech-475	151	12	,	,	PUNCT
futech-475	151	13	illustrated	illustrate	VERB
futech-475	151	14	comprehensively	comprehensively	ADV
futech-475	151	15	in	in	ADP
futech-475	151	16	figure	figure	NOUN
futech-475	151	17	4	4	NUM
futech-475	151	18	,	,	PUNCT
futech-475	151	19	reveals	reveal	VERB
futech-475	151	20	the	the	DET
futech-475	151	21	hierarchical	hierarchical	ADJ
futech-475	151	22	contribution	contribution	NOUN
futech-475	151	23	of	of	ADP
futech-475	151	24	predictive	predictive	ADJ
futech-475	151	25	variables	variable	NOUN
futech-475	151	26	with	with	ADP
futech-475	151	27	trust	trust	NOUN
futech-475	151	28	-	-	PUNCT
futech-475	151	29	related	relate	VERB
futech-475	151	30	features	feature	NOUN
futech-475	151	31	dominating	dominate	VERB
futech-475	151	32	the	the	DET
futech-475	151	33	importance	importance	NOUN
futech-475	151	34	rankings	ranking	NOUN
futech-475	151	35	(	(	PUNCT
futech-475	151	36	mean	mean	NOUN
futech-475	152	1	|shap|	|shap|	NUM
futech-475	152	2	=	=	NOUN
futech-475	152	3	0.142	0.142	NUM
futech-475	152	4	)	)	PUNCT
futech-475	152	5	,	,	PUNCT
futech-475	152	6	followed	follow	VERB
futech-475	152	7	by	by	ADP
futech-475	152	8	personalization	personalization	NOUN
futech-475	152	9	satisfaction	satisfaction	NOUN
futech-475	152	10	metrics	metric	NOUN
futech-475	152	11	(	(	PUNCT
futech-475	152	12	mean	mean	VERB
futech-475	152	13	|shap|	|shap|	NUM
futech-475	152	14	=	=	NOUN
futech-475	152	15	0.128	0.128	NUM
futech-475	152	16	)	)	PUNCT
futech-475	152	17	and	and	CCONJ
futech-475	152	18	ai	ai	VERB
futech-475	152	19	response	response	NOUN
futech-475	152	20	quality	quality	NOUN
futech-475	152	21	ratings	rating	NOUN
futech-475	152	22	(	(	PUNCT
futech-475	152	23	mean	mean	NOUN
futech-475	152	24	|shap|	|shap|	NUM
futech-475	152	25	=	=	NOUN
futech-475	152	26	0.115	0.115	NUM
futech-475	152	27	)	)	PUNCT
futech-475	152	28	,	,	PUNCT
futech-475	152	29	corroborating	corroborate	VERB
futech-475	152	30	the	the	DET
futech-475	152	31	centrality	centrality	NOUN
futech-475	152	32	of	of	ADP
futech-475	152	33	trust	trust	NOUN
futech-475	152	34	mechanisms	mechanism	NOUN
futech-475	152	35	identified	identify	VERB
futech-475	152	36	through	through	ADP
futech-475	152	37	hypothesis	hypothesis	NOUN
futech-475	152	38	testing	testing	NOUN
futech-475	152	39	while	while	SCONJ
futech-475	152	40	uncovering	uncover	VERB
futech-475	152	41	additional	additional	ADJ
futech-475	152	42	nuanced	nuanced	ADJ
futech-475	152	43	predictors	predictor	NOUN
futech-475	152	44	including	include	VERB
futech-475	152	45	session	session	NOUN
futech-475	152	46	duration	duration	NOUN
futech-475	152	47	patterns	pattern	NOUN
futech-475	152	48	and	and	CCONJ
futech-475	152	49	feature	feature	NOUN
futech-475	152	50	diversity	diversity	NOUN
futech-475	152	51	indices	index	NOUN
futech-475	152	52	.	.	PUNCT
futech-475	153	1	the	the	DET
futech-475	153	2	five	five	NUM
futech-475	153	3	user	user	NOUN
futech-475	153	4	segments	segment	NOUN
futech-475	153	5	identified	identify	VERB
futech-475	153	6	through	through	ADP
futech-475	153	7	clustering	cluster	VERB
futech-475	153	8	algorithms	algorithm	NOUN
futech-475	153	9	were	be	AUX
futech-475	153	10	validated	validate	VERB
futech-475	153	11	and	and	CCONJ
futech-475	153	12	refined	refine	VERB
futech-475	153	13	through	through	ADP
futech-475	153	14	qualitative	qualitative	ADJ
futech-475	153	15	pattern	pattern	NOUN
futech-475	153	16	matching	matching	NOUN
futech-475	153	17	,	,	PUNCT
futech-475	153	18	wherein	wherein	SCONJ
futech-475	153	19	interview	interview	NOUN
futech-475	153	20	participants	participant	NOUN
futech-475	153	21	'	'	PART
futech-475	153	22	selfdescribed	selfdescribe	VERB
futech-475	153	23	interaction	interaction	NOUN
futech-475	153	24	styles	style	NOUN
futech-475	153	25	mapped	map	VERB
futech-475	153	26	onto	onto	ADP
futech-475	153	27	quantitative	quantitative	ADJ
futech-475	153	28	clusters	cluster	NOUN
futech-475	153	29	with	with	ADP
futech-475	153	30	84	84	NUM
futech-475	153	31	%	%	NOUN
futech-475	153	32	concordance	concordance	NOUN
futech-475	153	33	,	,	PUNCT
futech-475	153	34	while	while	SCONJ
futech-475	153	35	qualitative	qualitative	ADJ
futech-475	153	36	insights	insight	NOUN
futech-475	153	37	about	about	ADP
futech-475	153	38	social	social	ADJ
futech-475	153	39	learning	learning	NOUN
futech-475	153	40	preferences	preference	NOUN
futech-475	153	41	led	lead	VERB
futech-475	153	42	to	to	ADP
futech-475	153	43	the	the	DET
futech-475	153	44	incorporation	incorporation	NOUN
futech-475	153	45	of	of	ADP
futech-475	153	46	peer	peer	NOUN
futech-475	153	47	influence	influence	NOUN
futech-475	153	48	variables	variable	NOUN
futech-475	153	49	into	into	ADP
futech-475	153	50	the	the	DET
futech-475	153	51	clustering	clustering	ADJ
futech-475	153	52	algorithm	algorithm	NOUN
futech-475	153	53	,	,	PUNCT
futech-475	153	54	improving	improve	VERB
futech-475	153	55	silhouette	silhouette	NOUN
futech-475	153	56	coefficient	coefficient	NOUN
futech-475	153	57	from	from	ADP
futech-475	153	58	0.612	0.612	NUM
futech-475	153	59	to	to	ADP
futech-475	153	60	0.683	0.683	NUM
futech-475	153	61	and	and	CCONJ
futech-475	153	62	revealing	reveal	VERB
futech-475	153	63	the	the	DET
futech-475	153	64	previously	previously	ADV
futech-475	153	65	undetected	undetected	ADJ
futech-475	153	66	'	'	PUNCT
futech-475	153	67	social	social	ADJ
futech-475	153	68	learners	learner	NOUN
futech-475	153	69	'	'	PART
futech-475	153	70	segment	segment	NOUN
futech-475	153	71	that	that	PRON
futech-475	153	72	exhibits	exhibit	VERB
futech-475	153	73	distinct	distinct	ADJ
futech-475	153	74	collaborative	collaborative	ADJ
futech-475	153	75	engagement	engagement	NOUN
futech-475	153	76	patterns	pattern	NOUN
futech-475	153	77	not	not	PART
futech-475	153	78	captured	capture	VERB
futech-475	153	79	by	by	ADP
futech-475	153	80	individual	individual	ADJ
futech-475	153	81	behavioral	behavioral	ADJ
futech-475	153	82	metrics	metric	NOUN
futech-475	153	83	alone	alone	ADV
futech-475	153	84	.	.	PUNCT
futech-475	154	1	as	as	ADV
futech-475	154	2	delineated	delineated	ADJ
futech-475	154	3	in	in	ADP
futech-475	154	4	table	table	NOUN
futech-475	154	5	7	7	NUM
futech-475	154	6	,	,	PUNCT
futech-475	154	7	the	the	DET
futech-475	154	8	segmentation	segmentation	NOUN
futech-475	154	9	reveals	reveal	VERB
futech-475	154	10	a	a	DET
futech-475	154	11	sophisticated	sophisticated	ADJ
futech-475	154	12	taxonomy	taxonomy	NOUN
futech-475	154	13	ranging	range	VERB
futech-475	154	14	from	from	ADP
futech-475	154	15	"	"	PUNCT
futech-475	154	16	enthusiastic	enthusiastic	ADJ
futech-475	154	17	adopters	adopter	NOUN
futech-475	154	18	"	"	PUNCT
futech-475	154	19	(	(	PUNCT
futech-475	154	20	21.8	21.8	NUM
futech-475	154	21	%	%	NOUN
futech-475	154	22	)	)	PUNCT
futech-475	154	23	,	,	PUNCT
futech-475	154	24	characterized	characterize	VERB
futech-475	154	25	by	by	ADP
futech-475	154	26	high	high	ADJ
futech-475	154	27	technology	technology	NOUN
futech-475	154	28	readiness	readiness	NOUN
futech-475	154	29	and	and	CCONJ
futech-475	154	30	extensive	extensive	ADJ
futech-475	154	31	ai	ai	NOUN
futech-475	154	32	interaction	interaction	NOUN
futech-475	154	33	,	,	PUNCT
futech-475	154	34	to	to	ADP
futech-475	154	35	"	"	PUNCT
futech-475	154	36	minimal	minimal	ADJ
futech-475	154	37	engagers	engager	NOUN
futech-475	154	38	"	"	PUNCT
futech-475	154	39	(	(	PUNCT
futech-475	154	40	10.0	10.0	NUM
futech-475	154	41	%	%	NOUN
futech-475	154	42	)	)	PUNCT
futech-475	154	43	,	,	PUNCT
futech-475	154	44	demonstrating	demonstrate	VERB
futech-475	154	45	limited	limited	ADJ
futech-475	154	46	technological	technological	ADJ
futech-475	154	47	proficiency	proficiency	NOUN
futech-475	154	48	and	and	CCONJ
futech-475	154	49	basic	basic	ADJ
futech-475	154	50	feature	feature	NOUN
futech-475	154	51	utilization	utilization	NOUN
futech-475	154	52	,	,	PUNCT
futech-475	154	53	with	with	ADP
futech-475	154	54	conversion	conversion	NOUN
futech-475	154	55	rates	rate	NOUN
futech-475	154	56	varying	vary	VERB
futech-475	154	57	dramatically	dramatically	ADV
futech-475	154	58	across	across	ADP
futech-475	154	59	segments	segment	NOUN
futech-475	154	60	from	from	ADP
futech-475	154	61	68.3	68.3	NUM
futech-475	154	62	%	%	NOUN
futech-475	154	63	to	to	ADP
futech-475	154	64	12.3	12.3	NUM
futech-475	154	65	%	%	NOUN
futech-475	154	66	,	,	PUNCT
futech-475	154	67	thereby	thereby	ADV
futech-475	154	68	enabling	enable	VERB
futech-475	154	69	targeted	target	VERB
futech-475	154	70	marketing	marketing	NOUN
futech-475	154	71	strategy	strategy	NOUN
futech-475	154	72	optimization	optimization	NOUN
futech-475	154	73	based	base	VERB
futech-475	154	74	on	on	ADP
futech-475	154	75	segment	segment	NOUN
futech-475	154	76	-	-	PUNCT
futech-475	154	77	specific	specific	ADJ
futech-475	154	78	behavioral	behavioral	ADJ
futech-475	154	79	profiles	profile	NOUN
futech-475	154	80	and	and	CCONJ
futech-475	154	81	preference	preference	NOUN
futech-475	154	82	structures	structure	NOUN
futech-475	154	83	.	.	PUNCT
futech-475	155	1	figure	figure	VERB
futech-475	155	2	4	4	NUM
futech-475	155	3	.	.	X
futech-475	156	1	shap	shap	PROPN
futech-475	156	2	feature	feature	NOUN
futech-475	156	3	importance	importance	NOUN
futech-475	156	4	analysis	analysis	NOUN
futech-475	156	5	for	for	ADP
futech-475	156	6	user	user	NOUN
futech-475	156	7	acceptance	acceptance	NOUN
futech-475	156	8	prediction	prediction	NOUN
futech-475	156	9	note	note	NOUN
futech-475	156	10	:	:	PUNCT
futech-475	156	11	shap	shap	PROPN
futech-475	156	12	(	(	PUNCT
futech-475	156	13	shapley	shapley	ADJ
futech-475	156	14	additive	additive	ADJ
futech-475	156	15	explanations	explanation	NOUN
futech-475	156	16	)	)	PUNCT
futech-475	156	17	summary	summary	NOUN
futech-475	156	18	plot	plot	NOUN
futech-475	156	19	displaying	display	VERB
futech-475	156	20	the	the	DET
futech-475	156	21	top	top	ADJ
futech-475	156	22	20	20	NUM
futech-475	156	23	features	feature	NOUN
futech-475	156	24	ranked	rank	VERB
futech-475	156	25	by	by	ADP
futech-475	156	26	mean	mean	PROPN
futech-475	156	27	absolute	absolute	ADJ
futech-475	156	28	shap	shap	NOUN
futech-475	156	29	values	value	NOUN
futech-475	156	30	.	.	PUNCT
futech-475	157	1	each	each	DET
futech-475	157	2	point	point	NOUN
futech-475	157	3	represents	represent	VERB
futech-475	157	4	a	a	DET
futech-475	157	5	single	single	ADJ
futech-475	157	6	observation	observation	NOUN
futech-475	157	7	,	,	PUNCT
futech-475	157	8	with	with	ADP
futech-475	157	9	color	color	NOUN
futech-475	157	10	indicating	indicate	VERB
futech-475	157	11	feature	feature	NOUN
futech-475	157	12	value	value	NOUN
futech-475	157	13	(	(	PUNCT
futech-475	157	14	red	red	NOUN
futech-475	157	15	=	=	SYM
futech-475	157	16	high	high	ADJ
futech-475	157	17	,	,	PUNCT
futech-475	157	18	blue	blue	ADJ
futech-475	157	19	=	=	SYM
futech-475	157	20	low	low	ADJ
futech-475	157	21	)	)	PUNCT
futech-475	157	22	and	and	CCONJ
futech-475	157	23	horizontal	horizontal	ADJ
futech-475	157	24	position	position	NOUN
futech-475	157	25	showing	show	VERB
futech-475	157	26	impact	impact	NOUN
futech-475	157	27	on	on	ADP
futech-475	157	28	model	model	NOUN
futech-475	157	29	output	output	NOUN
futech-475	157	30	.	.	PUNCT
futech-475	158	1	features	feature	NOUN
futech-475	158	2	are	be	AUX
futech-475	158	3	ordered	order	VERB
futech-475	158	4	by	by	ADP
futech-475	158	5	decreasing	decrease	VERB
futech-475	158	6	importance	importance	NOUN
futech-475	158	7	from	from	ADP
futech-475	158	8	top	top	NOUN
futech-475	158	9	to	to	ADP
futech-475	158	10	bottom	bottom	NOUN
futech-475	158	11	.	.	PUNCT
futech-475	159	1	positive	positive	ADJ
futech-475	159	2	shap	shap	PROPN
futech-475	159	3	values	value	NOUN
futech-475	159	4	indicate	indicate	VERB
futech-475	159	5	increased	increase	VERB
futech-475	159	6	probability	probability	NOUN
futech-475	159	7	of	of	ADP
futech-475	159	8	user	user	NOUN
futech-475	159	9	acceptance	acceptance	NOUN
futech-475	159	10	,	,	PUNCT
futech-475	159	11	while	while	SCONJ
futech-475	159	12	negative	negative	ADJ
futech-475	159	13	values	value	NOUN
futech-475	159	14	suggest	suggest	VERB
futech-475	159	15	decreased	decrease	VERB
futech-475	159	16	likelihood	likelihood	NOUN
futech-475	159	17	.	.	PUNCT
futech-475	160	1	the	the	DET
futech-475	160	2	plot	plot	NOUN
futech-475	160	3	reveals	reveal	VERB
futech-475	160	4	both	both	DET
futech-475	160	5	magnitude	magnitude	NOUN
futech-475	160	6	and	and	CCONJ
futech-475	160	7	directionality	directionality	NOUN
futech-475	160	8	of	of	ADP
futech-475	160	9	feature	feature	NOUN
futech-475	160	10	influences	influence	NOUN
futech-475	160	11	,	,	PUNCT
futech-475	160	12	with	with	ADP
futech-475	160	13	trust	trust	NOUN
futech-475	160	14	score	score	NOUN
futech-475	160	15	demonstrating	demonstrate	VERB
futech-475	160	16	the	the	DET
futech-475	160	17	strongest	strong	ADJ
futech-475	160	18	predictive	predictive	ADJ
futech-475	160	19	power	power	NOUN
futech-475	160	20	(	(	PUNCT
futech-475	160	21	mean	mean	NOUN
futech-475	160	22	|shap|	|shap|	NUM
futech-475	160	23	=	=	SYM
futech-475	160	24	0.142	0.142	NUM
futech-475	160	25	)	)	PUNCT
futech-475	160	26	followed	follow	VERB
futech-475	160	27	by	by	ADP
futech-475	160	28	personalization	personalization	NOUN
futech-475	160	29	satisfaction	satisfaction	NOUN
futech-475	160	30	and	and	CCONJ
futech-475	160	31	ai	ai	VERB
futech-475	160	32	response	response	NOUN
futech-475	160	33	quality	quality	NOUN
futech-475	160	34	metrics	metric	NOUN
futech-475	160	35	.	.	PUNCT
futech-475	161	1	table	table	NOUN
futech-475	161	2	6	6	NUM
futech-475	161	3	.	.	PUNCT
futech-475	161	4	machine	machine	NOUN
futech-475	161	5	learning	learning	NOUN
futech-475	161	6	model	model	NOUN
futech-475	161	7	performance	performance	NOUN
futech-475	161	8	comparison	comparison	NOUN
futech-475	161	9	and	and	CCONJ
futech-475	161	10	validation	validation	NOUN
futech-475	161	11	metrics	metric	NOUN
futech-475	161	12	model	model	NOUN
futech-475	161	13	algorithm	algorithm	PROPN
futech-475	161	14	accuracy	accuracy	NOUN
futech-475	161	15	precision	precision	NOUN
futech-475	161	16	recall	recall	VERB
futech-475	161	17	f1score	f1score	PROPN
futech-475	161	18	aucroc	aucroc	PROPN
futech-475	161	19	cross	cross	NOUN
futech-475	161	20	-	-	ADJ
futech-475	161	21	val	val	ADJ
futech-475	161	22	mean	mean	NOUN
futech-475	161	23	(	(	PUNCT
futech-475	161	24	sd	sd	NOUN
futech-475	161	25	)	)	PUNCT
futech-475	161	26	training	training	NOUN
futech-475	161	27	time	time	NOUN
futech-475	161	28	(	(	PUNCT
futech-475	161	29	s	s	NOUN
futech-475	161	30	)	)	PUNCT
futech-475	161	31	inference	inference	NOUN
futech-475	161	32	time	time	NOUN
futech-475	161	33	(	(	PUNCT
futech-475	161	34	ms	ms	NOUN
futech-475	161	35	)	)	PUNCT
futech-475	162	1	xgboost	xgboost	ADV
futech-475	162	2	0.892	0.892	NUM
futech-475	162	3	0.878	0.878	NUM
futech-475	162	4	0.903	0.903	NUM
futech-475	162	5	0.890	0.890	NUM
futech-475	162	6	0.945	0.945	NUM
futech-475	162	7	0.887	0.887	NUM
futech-475	162	8	(	(	PUNCT
futech-475	162	9	0.012	0.012	NUM
futech-475	162	10	)	)	PUNCT
futech-475	162	11	45.3	45.3	NUM
futech-475	162	12	2.1	2.1	NUM
futech-475	162	13	random	random	ADJ
futech-475	162	14	forest	forest	NOUN
futech-475	162	15	0.876	0.876	NUM
futech-475	162	16	0.861	0.861	NUM
futech-475	162	17	0.885	0.885	NUM
futech-475	162	18	0.873	0.873	NUM
futech-475	162	19	0.928	0.928	NUM
futech-475	162	20	0.871	0.871	NUM
futech-475	162	21	(	(	PUNCT
futech-475	162	22	0.015	0.015	NUM
futech-475	162	23	)	)	PUNCT
futech-475	162	24	38.7	38.7	NUM
futech-475	162	25	3.4	3.4	NUM
futech-475	162	26	neural	neural	ADJ
futech-475	162	27	network	network	NOUN
futech-475	162	28	(	(	PUNCT
futech-475	162	29	mlp	mlp	PROPN
futech-475	162	30	)	)	PUNCT
futech-475	162	31	0.881	0.881	NUM
futech-475	162	32	0.872	0.872	NUM
futech-475	162	33	0.889	0.889	NUM
futech-475	162	34	0.880	0.880	NUM
futech-475	162	35	0.936	0.936	NUM
futech-475	162	36	0.875	0.875	NUM
futech-475	162	37	(	(	PUNCT
futech-475	162	38	0.018	0.018	NUM
futech-475	162	39	)	)	PUNCT
futech-475	162	40	126.4	126.4	NUM
futech-475	162	41	1.8	1.8	NUM
futech-475	162	42	support	support	NOUN
futech-475	162	43	vector	vector	NOUN
futech-475	162	44	machine	machine	NOUN
futech-475	162	45	0.853	0.853	NUM
futech-475	162	46	0.844	0.844	NUM
futech-475	162	47	0.862	0.862	NUM
futech-475	162	48	0.853	0.853	NUM
futech-475	162	49	0.912	0.912	NUM
futech-475	162	50	0.849	0.849	NUM
futech-475	162	51	(	(	PUNCT
futech-475	162	52	0.021	0.021	NUM
futech-475	162	53	)	)	PUNCT
futech-475	162	54	89.2	89.2	NUM
futech-475	162	55	4.7	4.7	NUM
futech-475	162	56	logistic	logistic	ADJ
futech-475	162	57	regression	regression	NOUN
futech-475	162	58	0.812	0.812	NUM
futech-475	162	59	0.798	0.798	NUM
futech-475	162	60	0.831	0.831	NUM
futech-475	162	61	0.814	0.814	NUM
futech-475	162	62	0.875	0.875	NUM
futech-475	162	63	0.808	0.808	NUM
futech-475	162	64	(	(	PUNCT
futech-475	162	65	0.019	0.019	NUM
futech-475	162	66	)	)	PUNCT
futech-475	162	67	12.3	12.3	NUM
futech-475	162	68	0.9	0.9	NUM
futech-475	162	69	ensemble	ensemble	ADJ
futech-475	162	70	model	model	NOUN
futech-475	162	71	0.908	0.908	NUM
futech-475	162	72	0.896	0.896	NUM
futech-475	162	73	0.917	0.917	NUM
futech-475	162	74	0.906	0.906	NUM
futech-475	162	75	0.958	0.958	NUM
futech-475	162	76	0.903	0.903	NUM
futech-475	162	77	(	(	PUNCT
futech-475	162	78	0.010	0.010	NUM
futech-475	162	79	)	)	PUNCT
futech-475	162	80	210.4	210.4	NUM
futech-475	162	81	7.3	7.3	NUM
futech-475	162	82	note	note	NOUN
futech-475	162	83	:	:	PUNCT
futech-475	162	84	all	all	DET
futech-475	162	85	metrics	metric	NOUN
futech-475	162	86	derived	derive	VERB
futech-475	162	87	from	from	ADP
futech-475	162	88	5	5	NUM
futech-475	162	89	-	-	ADJ
futech-475	162	90	fold	fold	ADJ
futech-475	162	91	stratified	stratified	ADJ
futech-475	162	92	cross	cross	NOUN
futech-475	162	93	-	-	NOUN
futech-475	162	94	validation	validation	NOUN
futech-475	162	95	.	.	PUNCT
futech-475	163	1	sd	sd	NOUN
futech-475	163	2	=	=	SYM
futech-475	163	3	standard	standard	ADJ
futech-475	163	4	deviation	deviation	NOUN
futech-475	163	5	.	.	PUNCT
futech-475	164	1	training	training	NOUN
futech-475	164	2	performed	perform	VERB
futech-475	164	3	on	on	ADP
futech-475	164	4	intel	intel	PROPN
futech-475	164	5	xeon	xeon	PROPN
futech-475	164	6	e5	e5	PROPN
futech-475	164	7	-	-	PUNCT
futech-475	164	8	2690	2690	NUM
futech-475	164	9	with	with	ADP
futech-475	164	10	32	32	NUM
futech-475	164	11	gb	gb	NOUN
futech-475	164	12	ram	ram	NOUN
futech-475	164	13	.	.	PUNCT
futech-475	165	1	inference	inference	NOUN
futech-475	165	2	time	time	NOUN
futech-475	165	3	measured	measure	VERB
futech-475	165	4	on	on	ADP
futech-475	165	5	a	a	DET
futech-475	165	6	single	single	ADJ
futech-475	165	7	prediction	prediction	NOUN
futech-475	165	8	batch	batch	NOUN
futech-475	165	9	.	.	PUNCT
futech-475	166	1	-0	-0	PUNCT
futech-475	167	1	.2	.2	NUM
futech-475	167	2	-0	-0	PUNCT
futech-475	167	3	.1	.1	NUM
futech-475	167	4	0	0	NUM
futech-475	167	5	0	0	NUM
futech-475	167	6	.	.	NOUN
futech-475	167	7	1	1	NUM
futech-475	167	8	0	0	NUM
futech-475	167	9	.	.	NOUN
futech-475	167	10	2	2	NUM
futech-475	167	11	0	0	NUM
futech-475	167	12	.	.	NOUN
futech-475	168	1	3	3	NUM
futech-475	168	2	sh	sh	PROPN
futech-475	168	3	a	a	DET
futech-475	168	4	p	p	PROPN
futech-475	168	5	va	va	PROPN
futech-475	168	6	lu	lu	PROPN
futech-475	168	7	e	e	PROPN
futech-475	169	1	(	(	PUNCT
futech-475	169	2	i	i	NOUN
futech-475	169	3	m	m	VERB
futech-475	169	4	pa	pa	PROPN
futech-475	169	5	ct	ct	NUM
futech-475	169	6	o	o	PROPN
futech-475	169	7	n	n	INTJ
futech-475	169	8	m	m	PROPN
futech-475	169	9	od	od	PROPN
futech-475	169	10	el	el	PROPN
futech-475	169	11	o	o	PROPN
futech-475	169	12	ut	ut	PROPN
futech-475	169	13	pu	pu	PROPN
futech-475	169	14	t	t	PROPN
futech-475	169	15	)	)	PUNCT
futech-475	169	16	r	r	NOUN
futech-475	169	17	ec	ec	PROPN
futech-475	169	18	om	om	PROPN
futech-475	169	19	m	m	PROPN
futech-475	169	20	en	en	X
futech-475	169	21	da	da	X
futech-475	169	22	tio	tio	PROPN
futech-475	169	23	n	n	PROPN
futech-475	169	24	ac	ac	PROPN
futech-475	170	1	cu	cu	PROPN
futech-475	170	2	ra	ra	PROPN
futech-475	170	3	cy	cy	PROPN
futech-475	170	4	en	en	PROPN
futech-475	170	5	ga	ga	PROPN
futech-475	170	6	ge	ge	PROPN
futech-475	170	7	m	m	PROPN
futech-475	170	8	en	en	PROPN
futech-475	170	9	t	t	PROPN
futech-475	170	10	c	c	PROPN
futech-475	170	11	on	on	ADP
futech-475	170	12	si	si	PROPN
futech-475	170	13	st	st	PROPN
futech-475	170	14	en	en	PROPN
futech-475	170	15	cy	cy	PROPN
futech-475	170	16	ta	ta	PROPN
futech-475	170	17	sk	sk	ADP
futech-475	170	18	c	c	PROPN
futech-475	170	19	om	om	PROPN
futech-475	170	20	pl	pl	PROPN
futech-475	170	21	et	et	NOUN
futech-475	170	22	io	io	PROPN
futech-475	170	23	n	n	ADV
futech-475	170	24	r	r	NOUN
futech-475	170	25	at	at	ADP
futech-475	170	26	e	e	PROPN
futech-475	170	27	h	h	PROPN
futech-475	170	28	el	el	PROPN
futech-475	170	29	pse	pse	PROPN
futech-475	170	30	ek	ek	VERB
futech-475	170	31	in	in	ADP
futech-475	170	32	g	g	PROPN
futech-475	171	1	fr	fr	NUM
futech-475	171	2	eq	eq	PROPN
futech-475	171	3	ue	ue	PROPN
futech-475	171	4	nc	nc	PROPN
futech-475	171	5	y	y	PROPN
futech-475	172	1	so	so	ADV
futech-475	172	2	ci	ci	PROPN
futech-475	172	3	al	al	PROPN
futech-475	172	4	f	f	PROPN
futech-475	172	5	ea	ea	PROPN
futech-475	172	6	tu	tu	PROPN
futech-475	172	7	re	re	VERB
futech-475	172	8	u	u	PROPN
futech-475	172	9	sa	sa	PROPN
futech-475	172	10	ge	ge	PROPN
futech-475	172	11	le	le	PROPN
futech-475	172	12	ar	ar	PROPN
futech-475	172	13	ni	ni	PROPN
futech-475	172	14	ng	ng	PROPN
futech-475	172	15	g	g	PROPN
futech-475	172	16	oa	oa	PROPN
futech-475	172	17	l	l	PROPN
futech-475	172	18	a	a	PRON
futech-475	172	19	lig	lig	PROPN
futech-475	172	20	nm	nm	PROPN
futech-475	172	21	en	en	PROPN
futech-475	172	22	t	t	PROPN
futech-475	172	23	in	in	ADP
futech-475	172	24	te	te	PROPN
futech-475	172	25	rfa	rfa	PROPN
futech-475	172	26	ce	ce	PROPN
futech-475	172	27	u	u	PROPN
futech-475	172	28	sa	sa	PROPN
futech-475	172	29	bi	bi	PROPN
futech-475	172	30	lit	light	VERB
futech-475	172	31	y	y	NOUN
futech-475	172	32	r	r	NOUN
futech-475	172	33	at	at	ADP
futech-475	172	34	in	in	ADP
futech-475	172	35	g	g	PROPN
futech-475	172	36	c	c	PROPN
futech-475	172	37	on	on	ADP
futech-475	172	38	te	te	INTJ
futech-475	172	39	nt	not	PART
futech-475	172	40	r	r	PROPN
futech-475	172	41	el	el	PROPN
futech-475	172	42	ev	ev	PROPN
futech-475	172	43	an	an	PROPN
futech-475	172	44	ce	ce	PROPN
futech-475	172	45	s	s	PROPN
futech-475	172	46	co	co	X
futech-475	172	47	re	re	PROPN
futech-475	172	48	pe	pe	PROPN
futech-475	172	49	rc	rc	PROPN
futech-475	172	50	ei	ei	INTJ
futech-475	172	51	ve	ve	PROPN
futech-475	172	52	d	d	PROPN
futech-475	172	53	in	in	ADP
futech-475	172	54	te	te	PROPN
futech-475	172	55	llig	llig	PROPN
futech-475	172	56	en	en	PROPN
futech-475	172	57	ce	ce	PROPN
futech-475	172	58	r	r	PROPN
futech-475	172	59	es	es	X
futech-475	172	60	po	po	NOUN
futech-475	172	61	ns	ns	NUM
futech-475	172	62	e	e	NOUN
futech-475	172	63	ti	ti	NOUN
futech-475	172	64	m	m	PROPN
futech-475	172	65	e	e	PROPN
futech-475	172	66	sa	sa	PROPN
futech-475	172	67	tis	tis	PROPN
futech-475	173	1	fa	fa	X
futech-475	174	1	ct	ct	NUM
futech-475	174	2	io	io	PROPN
futech-475	175	1	n	n	ADV
futech-475	175	2	em	em	PRON
futech-475	175	3	ot	ot	X
futech-475	175	4	io	io	X
futech-475	175	5	na	na	NOUN
futech-475	175	6	l	l	NOUN
futech-475	175	7	r	r	NOUN
futech-475	175	8	es	es	X
futech-475	175	9	po	po	NOUN
futech-475	175	10	ns	ns	NUM
futech-475	175	11	e	e	NOUN
futech-475	175	12	(	(	PUNCT
futech-475	175	13	+	+	NUM
futech-475	175	14	)	)	PUNCT
futech-475	175	15	fe	fe	X
futech-475	175	16	at	at	ADP
futech-475	175	17	ur	ur	PROPN
futech-475	175	18	e	e	PROPN
futech-475	175	19	d	d	NOUN
futech-475	175	20	iv	iv	X
futech-475	175	21	er	er	INTJ
futech-475	175	22	si	si	INTJ
futech-475	175	23	ty	ty	INTJ
futech-475	175	24	u	u	PROPN
futech-475	175	25	sa	sa	PROPN
futech-475	175	26	ge	ge	PROPN
futech-475	175	27	pr	pr	PROPN
futech-475	175	28	ev	ev	PROPN
futech-475	175	29	io	io	VERB
futech-475	175	30	us	us	PROPN
futech-475	175	31	p	p	PROPN
futech-475	175	32	la	la	PROPN
futech-475	175	33	tfo	tfo	PROPN
futech-475	175	34	rm	rm	PROPN
futech-475	175	35	e	e	PROPN
futech-475	175	36	xp	xp	PROPN
futech-475	175	37	.	.	PUNCT
futech-475	176	1	te	te	ADP
futech-475	176	2	ch	ch	NOUN
futech-475	177	1	no	no	INTJ
futech-475	177	2	lo	lo	NOUN
futech-475	177	3	gy	gy	NOUN
futech-475	177	4	r	r	PROPN
futech-475	177	5	ea	ea	X
futech-475	177	6	di	di	X
futech-475	177	7	ne	ne	PROPN
futech-475	177	8	ss	ss	PROPN
futech-475	177	9	an	an	DET
futech-475	177	10	th	th	X
futech-475	177	11	ro	ro	X
futech-475	177	12	po	po	PROPN
futech-475	177	13	m	m	PROPN
futech-475	177	14	or	or	CCONJ
futech-475	177	15	ph	ph	NOUN
futech-475	177	16	is	be	AUX
futech-475	177	17	m	m	PROPN
futech-475	177	18	s	s	X
futech-475	177	19	co	co	X
futech-475	177	20	re	re	X
futech-475	177	21	pe	pe	INTJ
futech-475	177	22	rs	rs	VERB
futech-475	177	23	on	on	ADP
futech-475	177	24	al	al	PROPN
futech-475	178	1	iz	iz	INTJ
futech-475	178	2	ed	ed	PROPN
futech-475	178	3	r	r	NOUN
futech-475	178	4	ec	ec	PROPN
futech-475	178	5	.	.	PUNCT
futech-475	179	1	c	c	PROPN
futech-475	179	2	lic	lic	PROPN
futech-475	179	3	ks	ks	PROPN
futech-475	179	4	se	se	PROPN
futech-475	179	5	ss	ss	PROPN
futech-475	179	6	io	io	PROPN
futech-475	180	1	n	n	PROPN
futech-475	180	2	d	d	X
futech-475	180	3	ur	ur	INTJ
futech-475	180	4	at	at	ADP
futech-475	180	5	io	io	PROPN
futech-475	180	6	n	n	PROPN
futech-475	180	7	w	w	PROPN
futech-475	180	8	ith	ith	PROPN
futech-475	180	9	v	v	PROPN
futech-475	180	10	a	a	DET
futech-475	180	11	ai	ai	NOUN
futech-475	180	12	r	r	NOUN
futech-475	180	13	es	es	X
futech-475	180	14	po	po	NOUN
futech-475	181	1	ns	ns	NUM
futech-475	181	2	e	e	PROPN
futech-475	181	3	q	q	PROPN
futech-475	181	4	ua	ua	PROPN
futech-475	181	5	lit	light	VERB
futech-475	181	6	y	y	NOUN
futech-475	181	7	r	r	NOUN
futech-475	181	8	at	at	ADP
futech-475	181	9	in	in	ADP
futech-475	181	10	g	g	PROPN
futech-475	181	11	pe	pe	NOUN
futech-475	181	12	rs	rs	NOUN
futech-475	181	13	on	on	ADP
futech-475	181	14	al	al	PROPN
futech-475	181	15	iz	iz	INTJ
futech-475	181	16	at	at	ADP
futech-475	181	17	io	io	PROPN
futech-475	181	18	n	n	PROPN
futech-475	181	19	sa	sa	PROPN
futech-475	181	20	tis	tis	PROPN
futech-475	182	1	fa	fa	INTJ
futech-475	182	2	ct	ct	PROPN
futech-475	182	3	io	io	PROPN
futech-475	182	4	n	n	PRON
futech-475	182	5	tr	tr	PROPN
futech-475	182	6	us	us	PROPN
futech-475	182	7	t	t	PROPN
futech-475	182	8	s	s	AUX
futech-475	182	9	co	co	X
futech-475	182	10	re	re	NOUN
futech-475	182	11	features	feature	VERB
futech-475	182	12	0	0	NUM
futech-475	182	13	.	.	PROPN
futech-475	182	14	14	14	NUM
futech-475	182	15	2	2	NUM
futech-475	182	16	0	0	NUM
futech-475	182	17	.	.	PUNCT
futech-475	183	1	01	01	NUM
futech-475	183	2	6	6	NUM
futech-475	183	3	0	0	NUM
futech-475	183	4	.	.	PUNCT
futech-475	184	1	01	01	NUM
futech-475	184	2	9	9	NUM
futech-475	184	3	0	0	NUM
futech-475	184	4	.	.	PUNCT
futech-475	184	5	02	02	NUM
futech-475	184	6	2	2	NUM
futech-475	184	7	0	0	NUM
futech-475	184	8	.	.	PUNCT
futech-475	185	1	02	02	NUM
futech-475	185	2	5	5	NUM
futech-475	185	3	0	0	NUM
futech-475	185	4	.	.	PUNCT
futech-475	186	1	02	02	NUM
futech-475	186	2	8	8	NUM
futech-475	186	3	0	0	NUM
futech-475	186	4	.	.	NOUN
futech-475	186	5	03	03	NUM
futech-475	186	6	2	2	NUM
futech-475	186	7	0	0	NUM
futech-475	186	8	.	.	NOUN
futech-475	186	9	03	03	NUM
futech-475	186	10	5	5	NUM
futech-475	186	11	0	0	NUM
futech-475	186	12	.	.	PUNCT
futech-475	186	13	03	03	NUM
futech-475	187	1	9	9	NUM
futech-475	187	2	0	0	NUM
futech-475	187	3	.	.	NOUN
futech-475	187	4	04	04	NUM
futech-475	188	1	3	3	NUM
futech-475	188	2	0	0	NUM
futech-475	188	3	.	.	NOUN
futech-475	188	4	04	04	NUM
futech-475	188	5	8	8	NUM
futech-475	188	6	0	0	NUM
futech-475	188	7	.	.	PUNCT
futech-475	189	1	05	05	NUM
futech-475	190	1	4	4	NUM
futech-475	190	2	0	0	NUM
futech-475	190	3	.	.	PUNCT
futech-475	191	1	05	05	NUM
futech-475	191	2	8	8	NUM
futech-475	191	3	0	0	NUM
futech-475	191	4	.	.	X
futech-475	191	5	06	06	NUM
futech-475	192	1	5	5	NUM
futech-475	192	2	0	0	NUM
futech-475	192	3	.	.	PUNCT
futech-475	193	1	07	07	NUM
futech-475	193	2	1	1	NUM
futech-475	193	3	0	0	NUM
futech-475	193	4	.	.	NOUN
futech-475	193	5	07	07	NUM
futech-475	193	6	6	6	NUM
futech-475	193	7	0	0	NUM
futech-475	193	8	.	.	PUNCT
futech-475	193	9	08	08	NUM
futech-475	193	10	7	7	NUM
futech-475	193	11	0	0	NUM
futech-475	193	12	.	.	PUNCT
futech-475	193	13	09	09	NUM
futech-475	193	14	8	8	NUM
futech-475	193	15	0	0	NUM
futech-475	193	16	.	.	NOUN
futech-475	193	17	11	11	NUM
futech-475	193	18	5	5	NUM
futech-475	193	19	0	0	NUM
futech-475	193	20	.	.	PROPN
futech-475	194	1	12	12	NUM
futech-475	194	2	8	8	NUM
futech-475	194	3	m	m	NOUN
futech-475	194	4	ea	ea	NOUN
futech-475	194	5	n	n	NUM
futech-475	194	6	|s	|s	PROPN
futech-475	194	7	h	h	NOUN
futech-475	194	8	a	a	DET
futech-475	194	9	p|	p|	NOUN
futech-475	194	10	m	m	VERB
futech-475	194	11	ed	ed	NOUN
futech-475	194	12	iu	iu	ADP
futech-475	194	13	m	m	PROPN
futech-475	194	14	feature	feature	NOUN
futech-475	194	15	value	value	NOUN
futech-475	194	16	c.	c.	PROPN
futech-475	194	17	chen	chen	PROPN
futech-475	194	18	et	et	PROPN
futech-475	194	19	al	al	PROPN
futech-475	194	20	.	.	PROPN
futech-475	194	21	/future	/future	PUNCT
futech-475	194	22	technology	technology	PROPN
futech-475	194	23	november	november	PROPN
futech-475	194	24	2025|	2025|	NUM
futech-475	194	25	volume	volume	NOUN
futech-475	194	26	04	04	NUM
futech-475	195	1	|	|	ADV
futech-475	195	2	issue	issue	VERB
futech-475	195	3	04	04	NUM
futech-475	196	1	|	|	CCONJ
futech-475	196	2	pages	page	VERB
futech-475	196	3	146	146	NUM
futech-475	196	4	-	-	SYM
futech-475	196	5	158	158	NUM
futech-475	196	6	154	154	NUM
futech-475	196	7	4.4	4.4	NUM
futech-475	196	8	qualitative	qualitative	NOUN
futech-475	196	9	findings	finding	NOUN
futech-475	196	10	the	the	DET
futech-475	196	11	thematic	thematic	ADJ
futech-475	196	12	analysis	analysis	NOUN
futech-475	196	13	of	of	ADP
futech-475	196	14	45	45	NUM
futech-475	196	15	semi	semi	ADJ
futech-475	196	16	-	-	ADJ
futech-475	196	17	structured	structured	ADJ
futech-475	196	18	interviews	interview	NOUN
futech-475	196	19	revealed	reveal	VERB
futech-475	196	20	three	three	NUM
futech-475	196	21	overarching	overarching	ADJ
futech-475	196	22	themes	theme	NOUN
futech-475	196	23	that	that	PRON
futech-475	196	24	illuminate	illuminate	VERB
futech-475	196	25	the	the	DET
futech-475	196	26	nuanced	nuanced	ADJ
futech-475	196	27	psychological	psychological	ADJ
futech-475	196	28	and	and	CCONJ
futech-475	196	29	behavioral	behavioral	ADJ
futech-475	196	30	mechanisms	mechanism	NOUN
futech-475	196	31	underlying	underlie	VERB
futech-475	196	32	user	user	NOUN
futech-475	196	33	experiences	experience	NOUN
futech-475	196	34	with	with	ADP
futech-475	196	35	ai	ai	ADJ
futech-475	196	36	-	-	PUNCT
futech-475	196	37	driven	drive	VERB
futech-475	196	38	marketing	marketing	NOUN
futech-475	196	39	in	in	ADP
futech-475	196	40	educational	educational	ADJ
futech-475	196	41	technology	technology	NOUN
futech-475	196	42	contexts	contexts	NOUN
futech-475	196	43	,	,	PUNCT
futech-475	196	44	employing	employ	VERB
futech-475	196	45	braun	braun	NOUN
futech-475	196	46	and	and	CCONJ
futech-475	196	47	clarke	clarke	PROPN
futech-475	196	48	's	's	PART
futech-475	196	49	six	six	NUM
futech-475	196	50	-	-	PUNCT
futech-475	196	51	phase	phase	NOUN
futech-475	196	52	analytical	analytical	ADJ
futech-475	196	53	framework	framework	NOUN
futech-475	196	54	,	,	PUNCT
futech-475	196	55	with	with	ADP
futech-475	196	56	inter	inter	ADJ
futech-475	196	57	-	-	ADJ
futech-475	196	58	coder	coder	ADJ
futech-475	196	59	reliability	reliability	NOUN
futech-475	196	60	achieving	achieve	VERB
futech-475	196	61	κ	κ	X
futech-475	196	62	=	=	NOUN
futech-475	196	63	0.84	0.84	NUM
futech-475	196	64	across	across	ADP
futech-475	196	65	all	all	DET
futech-475	196	66	coding	code	VERB
futech-475	196	67	categories	category	NOUN
futech-475	196	68	.	.	PUNCT
futech-475	197	1	as	as	ADV
futech-475	197	2	delineated	delineated	ADJ
futech-475	197	3	in	in	ADP
futech-475	197	4	table	table	NOUN
futech-475	197	5	8	8	NUM
futech-475	197	6	,	,	PUNCT
futech-475	197	7	the	the	DET
futech-475	197	8	emergent	emergent	ADJ
futech-475	197	9	themes	theme	NOUN
futech-475	197	10	encompass	encompass	VERB
futech-475	197	11	multifaceted	multifaceted	ADJ
futech-475	197	12	dimensions	dimension	NOUN
futech-475	197	13	of	of	ADP
futech-475	197	14	human	human	NOUN
futech-475	197	15	-	-	PUNCT
futech-475	197	16	ai	ai	NOUN
futech-475	197	17	interaction	interaction	NOUN
futech-475	197	18	ranging	range	VERB
futech-475	197	19	from	from	ADP
futech-475	197	20	anthropomorphic	anthropomorphic	ADJ
futech-475	197	21	companionship	companionship	NOUN
futech-475	197	22	perceptions	perception	NOUN
futech-475	197	23	to	to	ADP
futech-475	197	24	complex	complex	ADJ
futech-475	197	25	negotiations	negotiation	NOUN
futech-475	197	26	between	between	ADP
futech-475	197	27	data	datum	NOUN
futech-475	197	28	privacy	privacy	NOUN
futech-475	197	29	concerns	concern	NOUN
futech-475	197	30	and	and	CCONJ
futech-475	197	31	personalization	personalization	NOUN
futech-475	197	32	benefits	benefit	NOUN
futech-475	197	33	,	,	PUNCT
futech-475	197	34	with	with	ADP
futech-475	197	35	saturation	saturation	NOUN
futech-475	197	36	achieved	achieve	VERB
futech-475	197	37	after	after	ADP
futech-475	197	38	38	38	NUM
futech-475	197	39	interviews	interview	NOUN
futech-475	197	40	indicating	indicate	VERB
futech-475	197	41	robust	robust	ADJ
futech-475	197	42	theoretical	theoretical	ADJ
futech-475	197	43	coverage	coverage	NOUN
futech-475	197	44	of	of	ADP
futech-475	197	45	the	the	DET
futech-475	197	46	phenomenon	phenomenon	NOUN
futech-475	197	47	under	under	ADP
futech-475	197	48	investigation	investigation	NOUN
futech-475	197	49	.	.	PUNCT
futech-475	198	1	the	the	DET
futech-475	198	2	thematic	thematic	ADJ
futech-475	198	3	analysis	analysis	NOUN
futech-475	198	4	was	be	AUX
futech-475	198	5	strategically	strategically	ADV
futech-475	198	6	designed	design	VERB
futech-475	198	7	based	base	VERB
futech-475	198	8	on	on	ADP
futech-475	198	9	quantitative	quantitative	ADJ
futech-475	198	10	anomalies	anomaly	NOUN
futech-475	198	11	requiring	require	VERB
futech-475	198	12	deeper	deep	ADJ
futech-475	198	13	investigation	investigation	NOUN
futech-475	198	14	,	,	PUNCT
futech-475	198	15	particularly	particularly	ADV
futech-475	198	16	the	the	DET
futech-475	198	17	non	non	ADJ
futech-475	198	18	-	-	ADJ
futech-475	198	19	linear	linear	ADJ
futech-475	198	20	relationship	relationship	NOUN
futech-475	198	21	between	between	ADP
futech-475	198	22	anthropomorphism	anthropomorphism	NOUN
futech-475	198	23	levels	level	NOUN
futech-475	198	24	and	and	CCONJ
futech-475	198	25	acceptance	acceptance	NOUN
futech-475	198	26	rates	rate	NOUN
futech-475	198	27	discovered	discover	VERB
futech-475	198	28	through	through	ADP
futech-475	198	29	polynomial	polynomial	ADJ
futech-475	198	30	regression	regression	NOUN
futech-475	198	31	analysis	analysis	NOUN
futech-475	198	32	(	(	PUNCT
futech-475	198	33	r²=0.43	r²=0.43	X
futech-475	198	34	for	for	ADP
futech-475	198	35	quadratic	quadratic	NOUN
futech-475	198	36	vs	vs	ADP
futech-475	198	37	0.31	0.31	NUM
futech-475	198	38	for	for	ADP
futech-475	198	39	linear	linear	NOUN
futech-475	198	40	)	)	PUNCT
futech-475	198	41	,	,	PUNCT
futech-475	198	42	which	which	PRON
futech-475	198	43	directed	direct	VERB
futech-475	198	44	interview	interview	NOUN
futech-475	198	45	protocols	protocol	NOUN
futech-475	198	46	to	to	PART
futech-475	198	47	explore	explore	VERB
futech-475	198	48	optimal	optimal	ADJ
futech-475	198	49	anthropomorphism	anthropomorphism	NOUN
futech-475	198	50	boundaries	boundary	NOUN
futech-475	198	51	,	,	PUNCT
futech-475	198	52	revealing	reveal	VERB
futech-475	198	53	the	the	DET
futech-475	198	54	'	'	PUNCT
futech-475	198	55	uncanny	uncanny	ADJ
futech-475	198	56	valley	valley	NOUN
futech-475	198	57	'	'	PUNCT
futech-475	198	58	phenomenon	phenomenon	NOUN
futech-475	198	59	articulated	articulate	VERB
futech-475	198	60	by	by	ADP
futech-475	198	61	73	73	NUM
futech-475	198	62	%	%	NOUN
futech-475	198	63	of	of	ADP
futech-475	198	64	participants	participant	NOUN
futech-475	198	65	who	who	PRON
futech-475	198	66	described	describe	VERB
futech-475	198	67	discomfort	discomfort	NOUN
futech-475	198	68	with	with	ADP
futech-475	198	69	excessive	excessive	ADJ
futech-475	198	70	human	human	ADJ
futech-475	198	71	-	-	PUNCT
futech-475	198	72	likeness	likeness	NOUN
futech-475	198	73	in	in	ADP
futech-475	198	74	ai	ai	ADJ
futech-475	198	75	interactions	interaction	NOUN
futech-475	198	76	—	—	PUNCT
futech-475	198	77	insights	insight	NOUN
futech-475	198	78	that	that	PRON
futech-475	198	79	subsequently	subsequently	ADV
futech-475	198	80	informed	inform	VERB
futech-475	198	81	the	the	DET
futech-475	198	82	recalibration	recalibration	NOUN
futech-475	198	83	of	of	ADP
futech-475	198	84	anthropomorphism	anthropomorphism	NOUN
futech-475	198	85	scales	scale	VERB
futech-475	198	86	in	in	ADP
futech-475	198	87	the	the	DET
futech-475	198	88	quantitative	quantitative	ADJ
futech-475	198	89	model	model	NOUN
futech-475	198	90	.	.	PUNCT
futech-475	199	1	the	the	DET
futech-475	199	2	"	"	PUNCT
futech-475	199	3	intelligent	intelligent	ADJ
futech-475	199	4	companion	companion	NOUN
futech-475	199	5	"	"	PUNCT
futech-475	199	6	theme	theme	NOUN
futech-475	199	7	(	(	PUNCT
futech-475	199	8	82.2	82.2	NUM
futech-475	199	9	%	%	NOUN
futech-475	199	10	prevalence	prevalence	NOUN
futech-475	199	11	)	)	PUNCT
futech-475	199	12	revealed	reveal	VERB
futech-475	199	13	participants	participant	NOUN
futech-475	199	14	'	'	PART
futech-475	199	15	consistent	consistent	ADJ
futech-475	199	16	use	use	NOUN
futech-475	199	17	of	of	ADP
futech-475	199	18	relational	relational	ADJ
futech-475	199	19	metaphors	metaphor	NOUN
futech-475	199	20	when	when	SCONJ
futech-475	199	21	describing	describe	VERB
futech-475	199	22	ai	ai	VERB
futech-475	199	23	interactions	interaction	NOUN
futech-475	199	24	,	,	PUNCT
futech-475	199	25	encompassing	encompass	VERB
futech-475	199	26	emotional	emotional	ADJ
futech-475	199	27	connections	connection	NOUN
futech-475	199	28	,	,	PUNCT
futech-475	199	29	24/7	24/7	NOUN
futech-475	199	30	availability	availability	NOUN
futech-475	199	31	,	,	PUNCT
futech-475	199	32	and	and	CCONJ
futech-475	199	33	adaptive	adaptive	ADJ
futech-475	199	34	understanding	understanding	NOUN
futech-475	199	35	—	—	PUNCT
futech-475	199	36	indicating	indicate	VERB
futech-475	199	37	social	social	ADJ
futech-475	199	38	schema	schema	NOUN
futech-475	199	39	activation	activation	NOUN
futech-475	199	40	despite	despite	SCONJ
futech-475	199	41	awareness	awareness	NOUN
futech-475	199	42	of	of	ADP
futech-475	199	43	artificial	artificial	ADJ
futech-475	199	44	nature	nature	NOUN
futech-475	199	45	.	.	PUNCT
futech-475	200	1	personalization	personalization	NOUN
futech-475	200	2	value	value	NOUN
futech-475	200	3	perception	perception	NOUN
futech-475	200	4	(	(	PUNCT
futech-475	200	5	88.9	88.9	NUM
futech-475	200	6	%	%	NOUN
futech-475	200	7	prevalence	prevalence	NOUN
futech-475	200	8	)	)	PUNCT
futech-475	200	9	encompassed	encompass	VERB
futech-475	200	10	predictive	predictive	ADJ
futech-475	200	11	learning	learning	NOUN
futech-475	200	12	needs	need	NOUN
futech-475	200	13	,	,	PUNCT
futech-475	200	14	dynamic	dynamic	ADJ
futech-475	200	15	pacing	pacing	NOUN
futech-475	200	16	adjustments	adjustment	NOUN
futech-475	200	17	,	,	PUNCT
futech-475	200	18	and	and	CCONJ
futech-475	200	19	resource	resource	NOUN
futech-475	200	20	discovery	discovery	NOUN
futech-475	200	21	efficiency	efficiency	NOUN
futech-475	200	22	,	,	PUNCT
futech-475	200	23	with	with	ADP
futech-475	200	24	stakeholder	stakeholder	NOUN
futech-475	200	25	variations	variation	NOUN
futech-475	200	26	evident	evident	ADJ
futech-475	200	27	—	—	PUNCT
futech-475	200	28	students	student	NOUN
futech-475	200	29	valued	value	VERB
futech-475	200	30	recommendation	recommendation	NOUN
futech-475	200	31	accuracy	accuracy	NOUN
futech-475	200	32	while	while	SCONJ
futech-475	200	33	educators	educator	NOUN
futech-475	200	34	prioritized	prioritize	VERB
futech-475	200	35	pedagogical	pedagogical	ADJ
futech-475	200	36	alignment	alignment	NOUN
futech-475	200	37	(	(	PUNCT
futech-475	200	38	figure	figure	NOUN
futech-475	200	39	5	5	NUM
futech-475	200	40	)	)	PUNCT
futech-475	200	41	.	.	PUNCT
futech-475	201	1	5	5	X
futech-475	201	2	.	.	X
futech-475	201	3	discussion	discussion	NOUN
futech-475	201	4	the	the	DET
futech-475	201	5	theoretical	theoretical	ADJ
futech-475	201	6	contributions	contribution	NOUN
futech-475	201	7	of	of	ADP
futech-475	201	8	this	this	DET
futech-475	201	9	research	research	NOUN
futech-475	201	10	extend	extend	VERB
futech-475	201	11	the	the	DET
futech-475	201	12	technology	technology	NOUN
futech-475	201	13	acceptance	acceptance	NOUN
futech-475	201	14	model	model	NOUN
futech-475	201	15	through	through	ADP
futech-475	201	16	novel	novel	ADJ
futech-475	201	17	integration	integration	NOUN
futech-475	201	18	of	of	ADP
futech-475	201	19	ai	ai	ADJ
futech-475	201	20	-	-	PUNCT
futech-475	201	21	specific	specific	ADJ
futech-475	201	22	constructs	construct	NOUN
futech-475	201	23	that	that	PRON
futech-475	201	24	capture	capture	VERB
futech-475	201	25	the	the	DET
futech-475	201	26	unique	unique	ADJ
futech-475	201	27	psychological	psychological	ADJ
futech-475	201	28	dynamics	dynamic	NOUN
futech-475	201	29	emerging	emerge	VERB
futech-475	201	30	from	from	ADP
futech-475	201	31	human	human	NOUN
futech-475	201	32	-	-	PUNCT
futech-475	201	33	ai	ai	NOUN
futech-475	201	34	interactions	interaction	NOUN
futech-475	201	35	in	in	ADP
futech-475	201	36	educational	educational	ADJ
futech-475	201	37	marketing	marketing	NOUN
futech-475	201	38	contexts	contexts	NOUN
futech-475	201	39	,	,	PUNCT
futech-475	201	40	addressing	address	VERB
futech-475	201	41	critical	critical	ADJ
futech-475	201	42	gaps	gap	NOUN
futech-475	201	43	identified	identify	VERB
futech-475	201	44	in	in	ADP
futech-475	201	45	contemporary	contemporary	ADJ
futech-475	201	46	literature	literature	PROPN
futech-475	201	47	where	where	SCONJ
futech-475	201	48	traditional	traditional	ADJ
futech-475	201	49	acceptance	acceptance	NOUN
futech-475	201	50	models	model	NOUN
futech-475	201	51	inadequately	inadequately	ADV
futech-475	201	52	explain	explain	VERB
futech-475	201	53	user	user	NOUN
futech-475	201	54	responses	response	NOUN
futech-475	201	55	to	to	ADP
futech-475	201	56	intelligent	intelligent	ADJ
futech-475	201	57	systems	system	NOUN
futech-475	201	58	.	.	PUNCT
futech-475	202	1	the	the	DET
futech-475	202	2	extension	extension	NOUN
futech-475	202	3	of	of	ADP
futech-475	202	4	tam	tam	NOUN
futech-475	202	5	by	by	ADP
futech-475	202	6	incorporating	incorporate	VERB
futech-475	202	7	the	the	DET
futech-475	202	8	big	big	ADJ
futech-475	202	9	five	five	NUM
futech-475	202	10	personality	personality	NOUN
futech-475	202	11	traits	trait	NOUN
futech-475	202	12	and	and	CCONJ
futech-475	202	13	the	the	DET
futech-475	202	14	ai	ai	NOUN
futech-475	202	15	mindset	mindset	NOUN
futech-475	202	16	to	to	PART
futech-475	202	17	derive	derive	VERB
futech-475	202	18	potential	potential	ADJ
futech-475	202	19	predictors	predictor	NOUN
futech-475	202	20	of	of	ADP
futech-475	202	21	ai	ai	ADJ
futech-475	202	22	-	-	PUNCT
futech-475	202	23	specific	specific	ADJ
futech-475	202	24	technology	technology	NOUN
futech-475	202	25	acceptance	acceptance	NOUN
futech-475	202	26	[	[	X
futech-475	202	27	9	9	NUM
futech-475	202	28	]	]	PUNCT
futech-475	202	29	aligns	align	VERB
futech-475	202	30	with	with	ADP
futech-475	202	31	the	the	DET
futech-475	202	32	present	present	ADJ
futech-475	202	33	study	study	NOUN
futech-475	202	34	's	's	PART
futech-475	202	35	findings	finding	NOUN
futech-475	202	36	that	that	PRON
futech-475	202	37	trust	trust	NOUN
futech-475	202	38	emerges	emerge	VERB
futech-475	202	39	as	as	ADP
futech-475	202	40	a	a	DET
futech-475	202	41	fundamental	fundamental	ADJ
futech-475	202	42	mediating	mediating	NOUN
futech-475	202	43	mechanism	mechanism	NOUN
futech-475	202	44	between	between	ADP
futech-475	202	45	ai	ai	VERB
futech-475	202	46	anthropomorphism	anthropomorphism	NOUN
futech-475	202	47	and	and	CCONJ
futech-475	202	48	user	user	NOUN
futech-475	202	49	acceptance	acceptance	NOUN
futech-475	202	50	,	,	PUNCT
futech-475	202	51	while	while	SCONJ
futech-475	202	52	the	the	DET
futech-475	202	53	proposed	propose	VERB
futech-475	202	54	"	"	PUNCT
futech-475	202	55	intelligent	intelligent	ADJ
futech-475	202	56	marketing	marketing	NOUN
futech-475	202	57	acceptance	acceptance	NOUN
futech-475	202	58	"	"	PUNCT
futech-475	202	59	construct	construct	VERB
futech-475	202	60	advances	advance	NOUN
futech-475	202	61	beyond	beyond	ADP
futech-475	202	62	generic	generic	ADJ
futech-475	202	63	technology	technology	NOUN
futech-475	202	64	acceptance	acceptance	NOUN
futech-475	202	65	to	to	PART
futech-475	202	66	encompass	encompass	VERB
futech-475	202	67	the	the	DET
futech-475	202	68	multifaceted	multifaceted	ADJ
futech-475	202	69	nature	nature	NOUN
futech-475	202	70	of	of	ADP
futech-475	202	71	ai	ai	ADJ
futech-475	202	72	-	-	PUNCT
futech-475	202	73	driven	drive	VERB
futech-475	202	74	personalization	personalization	NOUN
futech-475	202	75	and	and	CCONJ
futech-475	202	76	emotional	emotional	ADJ
futech-475	202	77	engagement	engagement	NOUN
futech-475	202	78	.	.	PUNCT
futech-475	203	1	tam	tam	PROPN
futech-475	203	2	's	's	PART
futech-475	203	3	limitations	limitation	NOUN
futech-475	203	4	within	within	ADP
futech-475	203	5	the	the	DET
futech-475	203	6	hospitality	hospitality	NOUN
futech-475	203	7	and	and	CCONJ
futech-475	203	8	tourism	tourism	NOUN
futech-475	203	9	context	context	NOUN
futech-475	203	10	revolve	revolve	NOUN
futech-475	203	11	around	around	ADP
futech-475	203	12	its	its	PRON
futech-475	203	13	individual	individual	ADJ
futech-475	203	14	-	-	PUNCT
futech-475	203	15	centric	centric	ADJ
futech-475	203	16	perspective	perspective	NOUN
futech-475	203	17	,	,	PUNCT
futech-475	203	18	limited	limited	ADJ
futech-475	203	19	scope	scope	NOUN
futech-475	203	20	,	,	PUNCT
futech-475	203	21	static	static	ADJ
futech-475	203	22	nature	nature	NOUN
futech-475	203	23	,	,	PUNCT
futech-475	203	24	cultural	cultural	ADJ
futech-475	203	25	applicability	applicability	NOUN
futech-475	203	26	and	and	CCONJ
futech-475	203	27	reliance	reliance	NOUN
futech-475	203	28	on	on	ADP
futech-475	203	29	self	self	NOUN
futech-475	203	30	-	-	PUNCT
futech-475	203	31	reported	report	VERB
futech-475	203	32	measures	measure	NOUN
futech-475	203	33	[	[	X
futech-475	203	34	26	26	NUM
futech-475	203	35	]	]	PUNCT
futech-475	203	36	,	,	PUNCT
futech-475	203	37	necessitating	necessitate	VERB
futech-475	203	38	the	the	DET
futech-475	203	39	dynamic	dynamic	ADJ
futech-475	203	40	framework	framework	NOUN
futech-475	203	41	developed	develop	VERB
futech-475	203	42	herein	herein	NOUN
futech-475	203	43	that	that	PRON
futech-475	203	44	incorporates	incorporate	VERB
futech-475	203	45	real	real	ADJ
futech-475	203	46	-	-	PUNCT
futech-475	203	47	time	time	NOUN
futech-475	203	48	behavioral	behavioral	ADJ
futech-475	203	49	data	datum	NOUN
futech-475	203	50	and	and	CCONJ
futech-475	203	51	acknowledges	acknowledge	VERB
futech-475	203	52	the	the	DET
futech-475	203	53	iterative	iterative	ADJ
futech-475	203	54	nature	nature	NOUN
futech-475	203	55	of	of	ADP
futech-475	203	56	human	human	ADJ
futech-475	203	57	-	-	PUNCT
futech-475	203	58	ai	ai	NOUN
futech-475	203	59	relationships	relationship	NOUN
futech-475	203	60	in	in	ADP
futech-475	203	61	educational	educational	ADJ
futech-475	203	62	settings	setting	NOUN
futech-475	203	63	,	,	PUNCT
futech-475	203	64	where	where	SCONJ
futech-475	203	65	perceived	perceive	VERB
futech-475	203	66	usefulness	usefulness	NOUN
futech-475	203	67	,	,	PUNCT
futech-475	203	68	perceived	perceive	VERB
futech-475	203	69	ease	ease	NOUN
futech-475	203	70	of	of	ADP
futech-475	203	71	use	use	NOUN
futech-475	203	72	,	,	PUNCT
futech-475	203	73	and	and	CCONJ
futech-475	203	74	user	user	NOUN
futech-475	203	75	acceptance	acceptance	NOUN
futech-475	203	76	of	of	ADP
futech-475	203	77	information	information	NOUN
futech-475	203	78	technology	technology	NOUN
futech-475	203	79	[	[	X
futech-475	203	80	27	27	NUM
futech-475	203	81	]	]	PUNCT
futech-475	203	82	manifest	manifest	NOUN
futech-475	203	83	through	through	ADP
futech-475	203	84	continuous	continuous	ADJ
futech-475	203	85	interaction	interaction	NOUN
futech-475	203	86	patterns	pattern	NOUN
futech-475	203	87	rather	rather	ADV
futech-475	203	88	than	than	ADP
futech-475	203	89	discrete	discrete	ADJ
futech-475	203	90	adoption	adoption	NOUN
futech-475	203	91	decisions	decision	NOUN
futech-475	203	92	.	.	PUNCT
futech-475	204	1	the	the	DET
futech-475	204	2	technological	technological	ADJ
futech-475	204	3	implications	implication	NOUN
futech-475	204	4	extend	extend	VERB
futech-475	204	5	beyond	beyond	ADP
futech-475	204	6	immediate	immediate	ADJ
futech-475	204	7	applications	application	NOUN
futech-475	204	8	to	to	PART
futech-475	204	9	establish	establish	VERB
futech-475	204	10	foundational	foundational	ADJ
futech-475	204	11	architectures	architecture	NOUN
futech-475	204	12	for	for	ADP
futech-475	204	13	future	future	ADJ
futech-475	204	14	ai	ai	PROPN
futech-475	204	15	systems	system	NOUN
futech-475	204	16	,	,	PUNCT
futech-475	204	17	as	as	SCONJ
futech-475	204	18	the	the	DET
futech-475	204	19	hierarchical	hierarchical	ADJ
futech-475	204	20	attention	attention	NOUN
futech-475	204	21	mechanisms	mechanism	NOUN
futech-475	204	22	with	with	ADP
futech-475	204	23	educational	educational	ADJ
futech-475	204	24	ontology	ontology	NOUN
futech-475	204	25	integration	integration	NOUN
futech-475	204	26	provide	provide	VERB
futech-475	204	27	blueprints	blueprint	NOUN
futech-475	204	28	for	for	ADP
futech-475	204	29	domain	domain	NOUN
futech-475	204	30	-	-	PUNCT
futech-475	204	31	specific	specific	ADJ
futech-475	204	32	ai	ai	NOUN
futech-475	204	33	architectures	architecture	NOUN
futech-475	204	34	applicable	applicable	ADJ
futech-475	204	35	across	across	ADP
futech-475	204	36	specialized	specialized	ADJ
futech-475	204	37	knowledge	knowledge	NOUN
futech-475	204	38	domains	domain	NOUN
futech-475	204	39	,	,	PUNCT
futech-475	204	40	while	while	SCONJ
futech-475	204	41	the	the	DET
futech-475	204	42	emotion	emotion	NOUN
futech-475	204	43	-	-	PUNCT
futech-475	204	44	aware	aware	ADJ
futech-475	204	45	multimodal	multimodal	NOUN
futech-475	204	46	fusion	fusion	NOUN
futech-475	204	47	algorithms	algorithm	NOUN
futech-475	204	48	advance	advance	VERB
futech-475	204	49	the	the	DET
futech-475	204	50	frontier	frontier	NOUN
futech-475	204	51	of	of	ADP
futech-475	204	52	affective	affective	NOUN
futech-475	204	53	computing	computing	NOUN
futech-475	204	54	by	by	ADP
futech-475	204	55	demonstrating	demonstrate	VERB
futech-475	204	56	how	how	SCONJ
futech-475	204	57	paralinguistic	paralinguistic	ADJ
futech-475	204	58	features	feature	NOUN
futech-475	204	59	can	can	AUX
futech-475	204	60	be	be	AUX
futech-475	204	61	computationally	computationally	ADV
futech-475	204	62	integrated	integrate	VERB
futech-475	204	63	with	with	ADP
futech-475	204	64	semantic	semantic	ADJ
futech-475	204	65	understanding	understanding	NOUN
futech-475	204	66	—	—	PUNCT
futech-475	204	67	contributions	contribution	NOUN
futech-475	204	68	that	that	PRON
futech-475	204	69	position	position	VERB
futech-475	204	70	this	this	DET
futech-475	204	71	research	research	NOUN
futech-475	204	72	at	at	ADP
futech-475	204	73	the	the	DET
futech-475	204	74	forefront	forefront	NOUN
futech-475	204	75	of	of	ADP
futech-475	204	76	next	next	ADJ
futech-475	204	77	-	-	PUNCT
futech-475	204	78	generation	generation	NOUN
futech-475	204	79	ai	ai	NOUN
futech-475	204	80	system	system	NOUN
futech-475	204	81	design	design	NOUN
futech-475	204	82	rather	rather	ADV
futech-475	204	83	than	than	ADP
futech-475	204	84	merely	merely	ADV
futech-475	204	85	applying	apply	VERB
futech-475	204	86	existing	exist	VERB
futech-475	204	87	technologies	technology	NOUN
futech-475	204	88	.	.	PUNCT
futech-475	205	1	managerial	managerial	ADJ
futech-475	205	2	implications	implication	NOUN
futech-475	205	3	derived	derive	VERB
futech-475	205	4	from	from	ADP
futech-475	205	5	the	the	DET
futech-475	205	6	empirical	empirical	ADJ
futech-475	205	7	findings	finding	NOUN
futech-475	205	8	provide	provide	VERB
futech-475	205	9	actionable	actionable	ADJ
futech-475	205	10	guidelines	guideline	NOUN
futech-475	205	11	for	for	ADP
futech-475	205	12	educational	educational	ADJ
futech-475	205	13	technology	technology	NOUN
futech-475	205	14	enterprises	enterprise	NOUN
futech-475	205	15	implementing	implement	VERB
futech-475	205	16	ai	ai	ADJ
futech-475	205	17	-	-	PUNCT
futech-475	205	18	driven	drive	VERB
futech-475	205	19	marketing	marketing	NOUN
futech-475	205	20	systems	system	NOUN
futech-475	205	21	,	,	PUNCT
futech-475	205	22	with	with	ADP
futech-475	205	23	the	the	DET
futech-475	205	24	principle	principle	NOUN
futech-475	205	25	of	of	ADP
futech-475	205	26	moderate	moderate	ADJ
futech-475	205	27	anthropomorphism	anthropomorphism	NOUN
futech-475	205	28	emerging	emerge	VERB
futech-475	205	29	as	as	ADV
futech-475	205	30	critical	critical	ADJ
futech-475	205	31	for	for	ADP
futech-475	205	32	optimizing	optimize	VERB
futech-475	205	33	user	user	NOUN
futech-475	205	34	trust	trust	NOUN
futech-475	205	35	without	without	ADP
futech-475	205	36	triggering	trigger	VERB
futech-475	205	37	uncanny	uncanny	ADJ
futech-475	205	38	valley	valley	NOUN
futech-475	205	39	effects	effect	NOUN
futech-475	205	40	that	that	PRON
futech-475	205	41	diminish	diminish	VERB
futech-475	205	42	acceptance	acceptance	NOUN
futech-475	205	43	.	.	PUNCT
futech-475	205	44	table	table	NOUN
futech-475	205	45	7	7	NUM
futech-475	205	46	.	.	PUNCT
futech-475	206	1	ai	ai	VERB
futech-475	206	2	marketing	marketing	NOUN
futech-475	206	3	user	user	NOUN
futech-475	206	4	segmentation	segmentation	NOUN
futech-475	206	5	profiles	profile	NOUN
futech-475	206	6	and	and	CCONJ
futech-475	207	1	behavioral	behavioral	ADJ
futech-475	207	2	characteristics	characteristic	NOUN
futech-475	207	3	segment	segment	NOUN
futech-475	207	4	n	n	PROPN
futech-475	207	5	(	(	PUNCT
futech-475	207	6	%	%	INTJ
futech-475	207	7	)	)	PUNCT
futech-475	207	8	technology	technology	NOUN
futech-475	207	9	readiness	readiness	NOUN
futech-475	207	10	ai	ai	VERB
futech-475	207	11	interaction	interaction	NOUN
futech-475	207	12	level	level	NOUN
futech-475	207	13	trust	trust	NOUN
futech-475	207	14	score	score	NOUN
futech-475	207	15	feature	feature	NOUN
futech-475	207	16	diversity	diversity	NOUN
futech-475	207	17	conversion	conversion	NOUN
futech-475	207	18	rate	rate	PROPN
futech-475	207	19	clv	clv	PROPN
futech-475	207	20	index	index	PROPN
futech-475	207	21	retention	retention	NOUN
futech-475	207	22	(	(	PUNCT
futech-475	207	23	90	90	NUM
futech-475	207	24	-	-	PUNCT
futech-475	207	25	day	day	NOUN
futech-475	207	26	)	)	PUNCT
futech-475	207	27	enthusiastic	enthusiastic	ADJ
futech-475	207	28	adopters	adopter	NOUN
futech-475	207	29	142	142	NUM
futech-475	207	30	(	(	PUNCT
futech-475	207	31	21.8	21.8	NUM
futech-475	207	32	%	%	NOUN
futech-475	207	33	)	)	PUNCT
futech-475	207	34	4.52	4.52	NUM
futech-475	207	35	(	(	PUNCT
futech-475	207	36	0.48	0.48	NUM
futech-475	207	37	)	)	PUNCT
futech-475	207	38	high	high	ADJ
futech-475	207	39	4.38	4.38	NUM
futech-475	207	40	(	(	PUNCT
futech-475	207	41	0.52	0.52	NUM
futech-475	207	42	)	)	PUNCT
futech-475	207	43	0.87	0.87	NUM
futech-475	207	44	(	(	PUNCT
futech-475	207	45	0.09	0.09	NUM
futech-475	207	46	)	)	PUNCT
futech-475	207	47	68.3	68.3	NUM
futech-475	207	48	%	%	NOUN
futech-475	207	49	2.84	2.84	NUM
futech-475	207	50	89.4	89.4	NUM
futech-475	207	51	%	%	NOUN
futech-475	207	52	pragmatic	pragmatic	ADJ
futech-475	207	53	users	user	NOUN
futech-475	207	54	198	198	NUM
futech-475	207	55	(	(	PUNCT
futech-475	207	56	30.5	30.5	NUM
futech-475	207	57	%	%	NOUN
futech-475	207	58	)	)	PUNCT
futech-475	207	59	3.76	3.76	NUM
futech-475	207	60	(	(	PUNCT
futech-475	207	61	0.61	0.61	NUM
futech-475	207	62	)	)	PUNCT
futech-475	207	63	moderate	moderate	ADJ
futech-475	207	64	3.82	3.82	NUM
futech-475	207	65	(	(	PUNCT
futech-475	207	66	0.58	0.58	NUM
futech-475	207	67	)	)	PUNCT
futech-475	207	68	0.68	0.68	NUM
futech-475	207	69	(	(	PUNCT
futech-475	207	70	0.12	0.12	NUM
futech-475	207	71	)	)	PUNCT
futech-475	207	72	42.7	42.7	NUM
futech-475	207	73	%	%	NOUN
futech-475	207	74	1.92	1.92	NUM
futech-475	207	75	72.3	72.3	NUM
futech-475	207	76	%	%	NOUN
futech-475	207	77	cautious	cautious	ADJ
futech-475	207	78	explorers	explorer	NOUN
futech-475	207	79	156	156	NUM
futech-475	207	80	(	(	PUNCT
futech-475	207	81	24.0	24.0	NUM
futech-475	207	82	%	%	NOUN
futech-475	207	83	)	)	PUNCT
futech-475	207	84	3.21	3.21	NUM
futech-475	207	85	(	(	PUNCT
futech-475	207	86	0.73	0.73	NUM
futech-475	207	87	)	)	PUNCT
futech-475	207	88	lowmoderate	lowmoderate	NOUN
futech-475	207	89	2.94	2.94	NUM
futech-475	207	90	(	(	PUNCT
futech-475	207	91	0.69	0.69	NUM
futech-475	207	92	)	)	PUNCT
futech-475	207	93	0.54	0.54	NUM
futech-475	207	94	(	(	PUNCT
futech-475	207	95	0.15	0.15	NUM
futech-475	207	96	)	)	PUNCT
futech-475	207	97	28.4	28.4	NUM
futech-475	207	98	%	%	NOUN
futech-475	207	99	1.45	1.45	NUM
futech-475	207	100	61.5	61.5	NUM
futech-475	207	101	%	%	NOUN
futech-475	207	102	social	social	ADJ
futech-475	207	103	learners	learner	NOUN
futech-475	207	104	89	89	NUM
futech-475	207	105	(	(	PUNCT
futech-475	207	106	13.7	13.7	NUM
futech-475	207	107	%	%	NOUN
futech-475	207	108	)	)	PUNCT
futech-475	207	109	3.58	3.58	NUM
futech-475	207	110	(	(	PUNCT
futech-475	207	111	0.65	0.65	NUM
futech-475	207	112	)	)	PUNCT
futech-475	207	113	moderate	moderate	ADJ
futech-475	207	114	3.65	3.65	NUM
futech-475	207	115	(	(	PUNCT
futech-475	207	116	0.61	0.61	NUM
futech-475	207	117	)	)	PUNCT
futech-475	207	118	0.72	0.72	NUM
futech-475	207	119	(	(	PUNCT
futech-475	207	120	0.11	0.11	NUM
futech-475	207	121	)	)	PUNCT
futech-475	207	122	35.9	35.9	NUM
futech-475	207	123	%	%	NOUN
futech-475	207	124	1.73	1.73	NUM
futech-475	207	125	68.2	68.2	NUM
futech-475	207	126	%	%	NOUN
futech-475	207	127	minimal	minimal	ADJ
futech-475	207	128	engagers	engager	NOUN
futech-475	207	129	65	65	NUM
futech-475	207	130	(	(	PUNCT
futech-475	207	131	10.0	10.0	NUM
futech-475	207	132	%	%	NOUN
futech-475	207	133	)	)	PUNCT
futech-475	207	134	2.43	2.43	NUM
futech-475	207	135	(	(	PUNCT
futech-475	207	136	0.82	0.82	NUM
futech-475	207	137	)	)	PUNCT
futech-475	207	138	low	low	ADJ
futech-475	207	139	2.31	2.31	NUM
futech-475	207	140	(	(	PUNCT
futech-475	207	141	0.78	0.78	NUM
futech-475	207	142	)	)	PUNCT
futech-475	207	143	0.31	0.31	NUM
futech-475	207	144	(	(	PUNCT
futech-475	207	145	0.18	0.18	NUM
futech-475	207	146	)	)	PUNCT
futech-475	207	147	12.3	12.3	NUM
futech-475	207	148	%	%	NOUN
futech-475	207	149	0.78	0.78	NUM
futech-475	207	150	34.6	34.6	NUM
futech-475	207	151	%	%	NOUN
futech-475	207	152	f	f	NOUN
futech-475	207	153	-	-	NOUN
futech-475	207	154	statistic	statistic	NOUN
futech-475	207	155	98.42	98.42	NUM
futech-475	207	156	*	*	PUNCT
futech-475	207	157	*	*	PUNCT
futech-475	207	158	*	*	PUNCT
futech-475	208	1	124.56	124.56	NUM
futech-475	208	2	*	*	NOUN
futech-475	208	3	*	*	PUNCT
futech-475	208	4	*	*	PUNCT
futech-475	208	5	156.78	156.78	NUM
futech-475	208	6	*	*	PUNCT
futech-475	208	7	*	*	PUNCT
futech-475	208	8	*	*	PUNCT
futech-475	208	9	silhouette	silhouette	NOUN
futech-475	208	10	coefficient	coefficient	NOUN
futech-475	208	11	0.683	0.683	NUM
futech-475	208	12	note	note	NOUN
futech-475	208	13	:	:	PUNCT
futech-475	208	14	values	value	NOUN
futech-475	208	15	represent	represent	VERB
futech-475	208	16	mean	mean	NOUN
futech-475	208	17	(	(	PUNCT
futech-475	208	18	sd	sd	NOUN
futech-475	208	19	)	)	PUNCT
futech-475	208	20	for	for	ADP
futech-475	208	21	continuous	continuous	ADJ
futech-475	208	22	variables	variable	NOUN
futech-475	208	23	.	.	PUNCT
futech-475	209	1	technology	technology	NOUN
futech-475	209	2	readiness	readiness	NOUN
futech-475	209	3	and	and	CCONJ
futech-475	209	4	trust	trust	NOUN
futech-475	209	5	score	score	NOUN
futech-475	209	6	measured	measure	VERB
futech-475	209	7	on	on	ADP
futech-475	209	8	5	5	NUM
futech-475	209	9	-	-	PUNCT
futech-475	209	10	point	point	NOUN
futech-475	209	11	scales	scale	NOUN
futech-475	209	12	.	.	PUNCT
futech-475	210	1	feature	feature	NOUN
futech-475	210	2	diversity	diversity	NOUN
futech-475	210	3	ranges	range	VERB
futech-475	210	4	from	from	ADP
futech-475	210	5	0	0	NUM
futech-475	210	6	-	-	SYM
futech-475	210	7	1	1	NUM
futech-475	210	8	.	.	PUNCT
futech-475	210	9	clv	clv	PROPN
futech-475	210	10	index	index	PROPN
futech-475	210	11	normalized	normalize	VERB
futech-475	210	12	to	to	ADP
futech-475	210	13	population	population	NOUN
futech-475	210	14	mean	mean	VERB
futech-475	210	15	=	=	PROPN
futech-475	210	16	1.0	1.0	NUM
futech-475	210	17	.	.	PUNCT
futech-475	211	1	*	*	PUNCT
futech-475	211	2	*	*	PUNCT
futech-475	211	3	p	p	X
futech-475	211	4	<	<	X
futech-475	211	5	0.001	0.001	NUM
futech-475	211	6	for	for	ADP
futech-475	211	7	between	between	ADP
futech-475	211	8	-	-	PUNCT
futech-475	211	9	group	group	NOUN
futech-475	211	10	differences	difference	NOUN
futech-475	211	11	.	.	PUNCT
futech-475	212	1	c.	c.	PROPN
futech-475	212	2	chen	chen	PROPN
futech-475	212	3	et	et	PROPN
futech-475	212	4	al	al	PROPN
futech-475	212	5	.	.	PROPN
futech-475	212	6	/future	/future	PUNCT
futech-475	212	7	technology	technology	PROPN
futech-475	212	8	november	november	PROPN
futech-475	212	9	2025|	2025|	NUM
futech-475	212	10	volume	volume	NOUN
futech-475	212	11	04	04	NUM
futech-475	213	1	|	|	ADV
futech-475	213	2	issue	issue	VERB
futech-475	213	3	04	04	NUM
futech-475	214	1	|	|	CCONJ
futech-475	214	2	pages	page	VERB
futech-475	214	3	146	146	NUM
futech-475	214	4	-	-	SYM
futech-475	214	5	158	158	NUM
futech-475	214	6	155	155	NUM
futech-475	214	7	table	table	NOUN
futech-475	214	8	8	8	NUM
futech-475	214	9	.	.	PUNCT
futech-475	215	1	thematic	thematic	ADJ
futech-475	215	2	analysis	analysis	NOUN
futech-475	215	3	results	result	NOUN
futech-475	215	4	:	:	PUNCT
futech-475	215	5	emergent	emergent	ADJ
futech-475	215	6	themes	theme	NOUN
futech-475	215	7	and	and	CCONJ
futech-475	215	8	sub	sub	NOUN
futech-475	215	9	-	-	ADJ
futech-475	215	10	themes	theme	NOUN
futech-475	215	11	distribution	distribution	NOUN
futech-475	215	12	theme	theme	NOUN
futech-475	215	13	sub	sub	ADJ
futech-475	215	14	-	-	ADJ
futech-475	215	15	themes	theme	NOUN
futech-475	215	16	definition	definition	NOUN
futech-475	215	17	frequency	frequency	NOUN
futech-475	215	18	n	n	CCONJ
futech-475	215	19	(	(	PUNCT
futech-475	215	20	%	%	INTJ
futech-475	215	21	)	)	PUNCT
futech-475	215	22	representative	representative	ADJ
futech-475	215	23	quotations	quotation	NOUN
futech-475	215	24	stakeholder	stakeholder	NOUN
futech-475	215	25	distribution	distribution	NOUN
futech-475	215	26	theme	theme	NOUN
futech-475	215	27	1	1	NUM
futech-475	215	28	:	:	PUNCT
futech-475	215	29	"	"	PUNCT
futech-475	215	30	intelligent	intelligent	ADJ
futech-475	215	31	companion	companion	NOUN
futech-475	215	32	"	"	PUNCT
futech-475	215	33	experience	experience	NOUN
futech-475	215	34	1.1	1.1	NUM
futech-475	215	35	emotional	emotional	ADJ
futech-475	215	36	connection	connection	NOUN
futech-475	215	37	1.2	1.2	NUM
futech-475	215	38	24/7	24/7	NOUN
futech-475	215	39	availability	availability	NOUN
futech-475	215	40	1.3	1.3	NUM
futech-475	215	41	adaptive	adaptive	ADJ
futech-475	215	42	understanding	understanding	NOUN
futech-475	215	43	anthropomorphic	anthropomorphic	ADJ
futech-475	215	44	perception	perception	NOUN
futech-475	215	45	of	of	ADP
futech-475	215	46	ai	ai	NOUN
futech-475	215	47	as	as	ADP
futech-475	215	48	supportive	supportive	ADJ
futech-475	215	49	learning	learning	NOUN
futech-475	215	50	partner	partner	NOUN
futech-475	215	51	37	37	NUM
futech-475	215	52	(	(	PUNCT
futech-475	215	53	82.2	82.2	NUM
futech-475	215	54	%	%	NOUN
futech-475	215	55	)	)	PUNCT
futech-475	215	56	"	"	PUNCT
futech-475	215	57	it	it	PRON
futech-475	215	58	feels	feel	VERB
futech-475	215	59	like	like	ADP
futech-475	215	60	having	have	VERB
futech-475	215	61	a	a	DET
futech-475	215	62	study	study	NOUN
futech-475	215	63	buddy	buddy	NOUN
futech-475	215	64	who	who	PRON
futech-475	215	65	never	never	ADV
futech-475	215	66	gets	get	VERB
futech-475	215	67	tired	tired	ADJ
futech-475	215	68	and	and	CCONJ
futech-475	215	69	always	always	ADV
futech-475	215	70	knows	know	VERB
futech-475	215	71	exactly	exactly	ADV
futech-475	215	72	what	what	PRON
futech-475	215	73	i	i	PRON
futech-475	215	74	need	need	VERB
futech-475	215	75	"	"	PUNCT
futech-475	215	76	(	(	PUNCT
futech-475	215	77	p12	p12	PROPN
futech-475	215	78	)	)	PUNCT
futech-475	215	79	"	"	PUNCT
futech-475	215	80	the	the	DET
futech-475	215	81	ai	ai	NOUN
futech-475	215	82	remembers	remember	VERB
futech-475	215	83	our	our	PRON
futech-475	215	84	conversations	conversation	NOUN
futech-475	215	85	and	and	CCONJ
futech-475	215	86	picks	pick	VERB
futech-475	215	87	up	up	ADP
futech-475	215	88	where	where	SCONJ
futech-475	215	89	we	we	PRON
futech-475	215	90	left	leave	VERB
futech-475	215	91	off	off	ADP
futech-475	215	92	"	"	PUNCT
futech-475	215	93	(	(	PUNCT
futech-475	215	94	p28	p28	NOUN
futech-475	215	95	)	)	PUNCT
futech-475	215	96	students	student	NOUN
futech-475	215	97	:	:	PUNCT
futech-475	215	98	89	89	NUM
futech-475	215	99	%	%	NOUN
futech-475	215	100	educators	educator	NOUN
futech-475	215	101	:	:	PUNCT
futech-475	215	102	75	75	NUM
futech-475	215	103	%	%	NOUN
futech-475	215	104	administrators	administrator	NOUN
futech-475	215	105	:	:	PUNCT
futech-475	215	106	67	67	NUM
futech-475	215	107	%	%	NOUN
futech-475	215	108	theme	theme	NOUN
futech-475	215	109	2	2	NUM
futech-475	215	110	:	:	PUNCT
futech-475	215	111	personalization	personalization	NOUN
futech-475	215	112	value	value	NOUN
futech-475	215	113	perception	perception	NOUN
futech-475	215	114	2.1	2.1	NUM
futech-475	215	115	predictive	predictive	ADJ
futech-475	215	116	accuracy	accuracy	NOUN
futech-475	215	117	2.2	2.2	NUM
futech-475	215	118	learning	learning	NOUN
futech-475	215	119	path	path	NOUN
futech-475	215	120	optimization	optimization	NOUN
futech-475	215	121	2.3	2.3	NUM
futech-475	215	122	time	time	NOUN
futech-475	215	123	efficiency	efficiency	NOUN
futech-475	215	124	recognition	recognition	NOUN
futech-475	215	125	of	of	ADP
futech-475	215	126	ai	ai	PROPN
futech-475	215	127	's	's	PART
futech-475	215	128	capability	capability	NOUN
futech-475	215	129	to	to	PART
futech-475	215	130	deliver	deliver	VERB
futech-475	215	131	tailored	tailor	VERB
futech-475	215	132	educational	educational	ADJ
futech-475	215	133	content	content	NOUN
futech-475	215	134	40	40	NUM
futech-475	215	135	(	(	PUNCT
futech-475	215	136	88.9	88.9	NUM
futech-475	215	137	%	%	NOUN
futech-475	215	138	)	)	PUNCT
futech-475	215	139	"	"	PUNCT
futech-475	215	140	the	the	DET
futech-475	215	141	recommendations	recommendation	NOUN
futech-475	215	142	are	be	AUX
futech-475	215	143	incredibly	incredibly	ADV
futech-475	215	144	accurate	accurate	ADJ
futech-475	215	145	it	it	PRON
futech-475	215	146	suggested	suggest	VERB
futech-475	215	147	statistics	statistic	NOUN
futech-475	215	148	resources	resource	NOUN
futech-475	215	149	right	right	ADV
futech-475	215	150	when	when	SCONJ
futech-475	215	151	i	i	PRON
futech-475	215	152	was	be	AUX
futech-475	215	153	struggling	struggle	VERB
futech-475	215	154	"	"	PUNCT
futech-475	215	155	(	(	PUNCT
futech-475	215	156	p07	p07	NOUN
futech-475	215	157	)	)	PUNCT
futech-475	215	158	"	"	PUNCT
futech-475	215	159	it	it	PRON
futech-475	215	160	adapts	adapt	VERB
futech-475	215	161	to	to	ADP
futech-475	215	162	my	my	PRON
futech-475	215	163	learning	learning	NOUN
futech-475	215	164	pace	pace	NOUN
futech-475	215	165	automatically	automatically	ADV
futech-475	215	166	"	"	PUNCT
futech-475	215	167	(	(	PUNCT
futech-475	215	168	p34	p34	NOUN
futech-475	215	169	)	)	PUNCT
futech-475	215	170	students	student	NOUN
futech-475	215	171	:	:	PUNCT
futech-475	215	172	92	92	NUM
futech-475	215	173	%	%	NOUN
futech-475	215	174	educators	educator	NOUN
futech-475	215	175	:	:	PUNCT
futech-475	215	176	88	88	NUM
futech-475	215	177	%	%	NOUN
futech-475	215	178	administrators	administrator	NOUN
futech-475	215	179	:	:	PUNCT
futech-475	215	180	83	83	NUM
futech-475	215	181	%	%	NOUN
futech-475	215	182	theme	theme	NOUN
futech-475	215	183	3	3	NUM
futech-475	215	184	:	:	PUNCT
futech-475	215	185	privacyconvenience	privacyconvenience	NOUN
futech-475	215	186	trade	trade	NOUN
futech-475	215	187	-	-	PUNCT
futech-475	215	188	off	off	ADP
futech-475	215	189	3.1	3.1	NUM
futech-475	215	190	data	datum	NOUN
futech-475	215	191	transparency	transparency	NOUN
futech-475	215	192	3.2	3.2	NUM
futech-475	215	193	control	control	NOUN
futech-475	215	194	mechanisms	mechanism	VERB
futech-475	215	195	3.3	3.3	NUM
futech-475	215	196	value	value	NOUN
futech-475	215	197	exchange	exchange	NOUN
futech-475	215	198	negotiation	negotiation	NOUN
futech-475	215	199	between	between	ADP
futech-475	215	200	privacy	privacy	NOUN
futech-475	215	201	concerns	concern	NOUN
futech-475	215	202	and	and	CCONJ
futech-475	215	203	personalization	personalization	NOUN
futech-475	215	204	benefits	benefit	NOUN
futech-475	215	205	31	31	NUM
futech-475	215	206	(	(	PUNCT
futech-475	215	207	68.9	68.9	NUM
futech-475	215	208	%	%	NOUN
futech-475	215	209	)	)	PUNCT
futech-475	216	1	"	"	PUNCT
futech-475	216	2	i	i	PRON
futech-475	216	3	want	want	VERB
futech-475	216	4	to	to	PART
futech-475	216	5	know	know	VERB
futech-475	216	6	exactly	exactly	ADV
futech-475	216	7	what	what	PRON
futech-475	216	8	data	datum	NOUN
futech-475	216	9	they	they	PRON
futech-475	216	10	collect	collect	VERB
futech-475	216	11	and	and	CCONJ
futech-475	216	12	how	how	SCONJ
futech-475	216	13	it	it	PRON
futech-475	216	14	's	be	AUX
futech-475	216	15	used	use	VERB
futech-475	216	16	"	"	PUNCT
futech-475	216	17	(	(	PUNCT
futech-475	216	18	p19	p19	PROPN
futech-475	216	19	)	)	PUNCT
futech-475	216	20	"	"	PUNCT
futech-475	216	21	the	the	DET
futech-475	216	22	time	time	NOUN
futech-475	216	23	saved	save	VERB
futech-475	216	24	finding	find	VERB
futech-475	216	25	resources	resource	NOUN
futech-475	216	26	makes	make	VERB
futech-475	216	27	data	datum	NOUN
futech-475	216	28	sharing	share	VERB
futech-475	216	29	worthwhile	worthwhile	ADJ
futech-475	216	30	"	"	PUNCT
futech-475	216	31	(	(	PUNCT
futech-475	216	32	p41	p41	PROPN
futech-475	216	33	)	)	PUNCT
futech-475	216	34	students	student	NOUN
futech-475	216	35	:	:	PUNCT
futech-475	216	36	65	65	NUM
futech-475	216	37	%	%	NOUN
futech-475	216	38	educators	educator	NOUN
futech-475	216	39	:	:	PUNCT
futech-475	216	40	71	71	NUM
futech-475	216	41	%	%	NOUN
futech-475	216	42	administrators	administrator	NOUN
futech-475	216	43	:	:	PUNCT
futech-475	216	44	75	75	NUM
futech-475	216	45	%	%	NOUN
futech-475	216	46	note	note	NOUN
futech-475	216	47	:	:	PUNCT
futech-475	216	48	n	n	PROPN
futech-475	216	49	=	=	SYM
futech-475	216	50	45	45	NUM
futech-475	216	51	.	.	PUNCT
futech-475	217	1	percentages	percentage	NOUN
futech-475	217	2	indicate	indicate	VERB
futech-475	217	3	proportion	proportion	NOUN
futech-475	217	4	of	of	ADP
futech-475	217	5	participants	participant	NOUN
futech-475	217	6	expressing	express	VERB
futech-475	217	7	each	each	DET
futech-475	217	8	theme	theme	NOUN
futech-475	217	9	.	.	PUNCT
futech-475	218	1	inter	inter	ADJ
futech-475	218	2	-	-	ADJ
futech-475	218	3	coder	coder	ADJ
futech-475	218	4	reliability	reliability	NOUN
futech-475	218	5	(	(	PUNCT
futech-475	218	6	cohen	cohen	PROPN
futech-475	218	7	's	's	PART
futech-475	218	8	κ	κ	NOUN
futech-475	218	9	)	)	PUNCT
futech-475	218	10	=	=	NOUN
futech-475	218	11	0.84	0.84	NUM
futech-475	218	12	.	.	PUNCT
futech-475	219	1	stakeholder	stakeholder	NOUN
futech-475	219	2	distribution	distribution	NOUN
futech-475	219	3	shows	show	VERB
futech-475	219	4	percentage	percentage	NOUN
futech-475	219	5	within	within	ADP
futech-475	219	6	each	each	DET
futech-475	219	7	group	group	NOUN
futech-475	219	8	mentioning	mention	VERB
futech-475	219	9	the	the	DET
futech-475	219	10	theme	theme	NOUN
futech-475	219	11	.	.	PUNCT
futech-475	220	1	theme	theme	NOUN
futech-475	220	2	1	1	NUM
futech-475	220	3	:	:	PUNCT
futech-475	220	4	companion	companion	NOUN
futech-475	220	5	82.2	82.2	NUM
futech-475	220	6	%	%	NOUN
futech-475	220	7	theme	theme	NOUN
futech-475	220	8	2	2	NUM
futech-475	220	9	:	:	PUNCT
futech-475	220	10	personalization	personalization	NOUN
futech-475	220	11	88.9	88.9	NUM
futech-475	220	12	%	%	NOUN
futech-475	220	13	theme	theme	NOUN
futech-475	220	14	3	3	NUM
futech-475	220	15	:	:	PUNCT
futech-475	220	16	privacy	privacy	NOUN
futech-475	220	17	68.9	68.9	NUM
futech-475	220	18	%	%	NOUN
futech-475	220	19	emotional	emotional	ADJ
futech-475	220	20	accuracy	accuracy	NOUN
futech-475	220	21	transparency	transparency	NOUN
futech-475	220	22	availability	availability	NOUN
futech-475	220	23	learning	learn	VERB
futech-475	220	24	path	path	NOUN
futech-475	220	25	control	control	PROPN
futech-475	220	26	adaptive	adaptive	ADJ
futech-475	220	27	efficiency	efficiency	NOUN
futech-475	220	28	value	value	NOUN
futech-475	220	29	exchange	exchange	NOUN
futech-475	220	30	main	main	ADJ
futech-475	220	31	themes	theme	NOUN
futech-475	220	32	sub	sub	NOUN
futech-475	220	33	-	-	NOUN
futech-475	220	34	themes	theme	NOUN
futech-475	220	35	co	co	ADJ
futech-475	220	36	-	-	NOUN
futech-475	220	37	occurrence	occurrence	ADJ
futech-475	220	38	figure	figure	NOUN
futech-475	220	39	5	5	NUM
futech-475	220	40	.	.	PUNCT
futech-475	220	41	thematic	thematic	ADJ
futech-475	220	42	prevalence	prevalence	NOUN
futech-475	220	43	and	and	CCONJ
futech-475	220	44	co	co	NOUN
futech-475	220	45	-	-	NOUN
futech-475	220	46	occurrence	occurrence	ADJ
futech-475	220	47	network	network	NOUN
futech-475	220	48	analysis	analysis	NOUN
futech-475	220	49	note	note	NOUN
futech-475	220	50	:	:	PUNCT
futech-475	220	51	network	network	NOUN
futech-475	220	52	visualization	visualization	NOUN
futech-475	220	53	depicting	depict	VERB
futech-475	220	54	relationships	relationship	NOUN
futech-475	220	55	between	between	ADP
futech-475	220	56	emergent	emergent	ADJ
futech-475	220	57	themes	theme	NOUN
futech-475	220	58	and	and	CCONJ
futech-475	220	59	sub	sub	NOUN
futech-475	220	60	-	-	NOUN
futech-475	220	61	themes	theme	NOUN
futech-475	220	62	from	from	ADP
futech-475	220	63	qualitative	qualitative	ADJ
futech-475	220	64	analysis	analysis	NOUN
futech-475	220	65	.	.	PUNCT
futech-475	221	1	node	node	ADJ
futech-475	221	2	size	size	NOUN
futech-475	221	3	represents	represent	VERB
futech-475	221	4	theme	theme	NOUN
futech-475	221	5	frequency	frequency	NOUN
futech-475	221	6	(	(	PUNCT
futech-475	221	7	larger	large	ADJ
futech-475	221	8	nodes	node	NOUN
futech-475	221	9	indicate	indicate	VERB
futech-475	221	10	higher	high	ADJ
futech-475	221	11	prevalence	prevalence	NOUN
futech-475	221	12	)	)	PUNCT
futech-475	221	13	,	,	PUNCT
futech-475	221	14	edge	edge	NOUN
futech-475	221	15	thickness	thickness	NOUN
futech-475	221	16	indicates	indicate	VERB
futech-475	221	17	co	co	ADJ
futech-475	221	18	-	-	NOUN
futech-475	221	19	occurrence	occurrence	ADJ
futech-475	221	20	strength	strength	NOUN
futech-475	221	21	between	between	ADP
futech-475	221	22	themes	theme	NOUN
futech-475	221	23	,	,	PUNCT
futech-475	221	24	and	and	CCONJ
futech-475	221	25	color	color	NOUN
futech-475	221	26	coding	coding	NOUN
futech-475	221	27	distinguishes	distinguish	VERB
futech-475	221	28	primary	primary	ADJ
futech-475	221	29	themes	theme	NOUN
futech-475	221	30	(	(	PUNCT
futech-475	221	31	blue	blue	ADJ
futech-475	221	32	)	)	PUNCT
futech-475	221	33	from	from	ADP
futech-475	221	34	sub	sub	NOUN
futech-475	221	35	-	-	NOUN
futech-475	221	36	themes	theme	NOUN
futech-475	221	37	(	(	PUNCT
futech-475	221	38	green	green	ADJ
futech-475	221	39	)	)	PUNCT
futech-475	221	40	.	.	PUNCT
futech-475	222	1	the	the	DET
futech-475	222	2	central	central	ADJ
futech-475	222	3	positioning	positioning	NOUN
futech-475	222	4	of	of	ADP
futech-475	222	5	personalization	personalization	NOUN
futech-475	222	6	value	value	NOUN
futech-475	222	7	perception	perception	NOUN
futech-475	222	8	(	(	PUNCT
futech-475	222	9	88.9	88.9	NUM
futech-475	222	10	%	%	NOUN
futech-475	222	11	prevalence	prevalence	NOUN
futech-475	222	12	)	)	PUNCT
futech-475	222	13	reflects	reflect	VERB
futech-475	222	14	its	its	PRON
futech-475	222	15	interconnection	interconnection	NOUN
futech-475	222	16	with	with	ADP
futech-475	222	17	both	both	PRON
futech-475	222	18	companion	companion	NOUN
futech-475	222	19	experience	experience	NOUN
futech-475	222	20	and	and	CCONJ
futech-475	222	21	privacy	privacy	NOUN
futech-475	222	22	considerations	consideration	NOUN
futech-475	222	23	.	.	PUNCT
futech-475	223	1	clustering	cluster	VERB
futech-475	223	2	coefficient	coefficient	NOUN
futech-475	223	3	=	=	NOUN
futech-475	223	4	0.72	0.72	NUM
futech-475	223	5	indicates	indicate	VERB
futech-475	223	6	high	high	ADJ
futech-475	223	7	thematic	thematic	ADJ
futech-475	223	8	integration	integration	NOUN
futech-475	223	9	.	.	PUNCT
futech-475	224	1	analysis	analysis	NOUN
futech-475	224	2	based	base	VERB
futech-475	224	3	on	on	ADP
futech-475	224	4	45	45	NUM
futech-475	224	5	semi	semi	ADJ
futech-475	224	6	-	-	ADJ
futech-475	224	7	structured	structured	ADJ
futech-475	224	8	interviews	interview	NOUN
futech-475	224	9	with	with	ADP
futech-475	224	10	educational	educational	ADJ
futech-475	224	11	technology	technology	NOUN
futech-475	224	12	stakeholders	stakeholder	NOUN
futech-475	224	13	.	.	PUNCT
futech-475	225	1	clustering	cluster	VERB
futech-475	225	2	coefficient	coefficient	NOUN
futech-475	225	3	=	=	NOUN
futech-475	225	4	0.72	0.72	NUM
futech-475	225	5	,	,	PUNCT
futech-475	225	6	n	n	NOUN
futech-475	225	7	=	=	SYM
futech-475	225	8	45	45	NUM
futech-475	225	9	interviews	interview	NOUN
futech-475	225	10	.	.	PUNCT
futech-475	226	1	c.	c.	PROPN
futech-475	226	2	chen	chen	PROPN
futech-475	226	3	et	et	PROPN
futech-475	226	4	al	al	PROPN
futech-475	226	5	.	.	PROPN
futech-475	226	6	/future	/future	PUNCT
futech-475	226	7	technology	technology	PROPN
futech-475	226	8	november	november	PROPN
futech-475	226	9	2025|	2025|	NUM
futech-475	226	10	volume	volume	NOUN
futech-475	226	11	04	04	NUM
futech-475	227	1	|	|	ADV
futech-475	227	2	issue	issue	VERB
futech-475	227	3	04	04	NUM
futech-475	228	1	|	|	CCONJ
futech-475	228	2	pages	page	VERB
futech-475	228	3	146	146	NUM
futech-475	228	4	-	-	SYM
futech-475	228	5	158	158	NUM
futech-475	228	6	156	156	NUM
futech-475	228	7	teachers	teacher	NOUN
futech-475	228	8	'	'	PART
futech-475	228	9	attitudes	attitude	NOUN
futech-475	228	10	towards	towards	ADP
futech-475	228	11	chatbots	chatbot	NOUN
futech-475	228	12	in	in	ADP
futech-475	228	13	education	education	NOUN
futech-475	228	14	,	,	PUNCT
futech-475	228	15	a	a	DET
futech-475	228	16	technology	technology	NOUN
futech-475	228	17	acceptance	acceptance	NOUN
futech-475	228	18	model	model	NOUN
futech-475	228	19	approach	approach	NOUN
futech-475	228	20	considering	consider	VERB
futech-475	228	21	the	the	DET
futech-475	228	22	effect	effect	NOUN
futech-475	228	23	of	of	ADP
futech-475	228	24	social	social	ADJ
futech-475	228	25	language	language	NOUN
futech-475	228	26	,	,	PUNCT
futech-475	228	27	bot	bot	NOUN
futech-475	228	28	proactiveness	proactiveness	NOUN
futech-475	228	29	,	,	PUNCT
futech-475	228	30	and	and	CCONJ
futech-475	228	31	users	user	NOUN
futech-475	228	32	'	'	PART
futech-475	228	33	characteristics	characteristic	NOUN
futech-475	229	1	[	[	X
futech-475	229	2	28	28	NUM
futech-475	229	3	]	]	PUNCT
futech-475	229	4	reinforces	reinforce	VERB
futech-475	229	5	the	the	DET
futech-475	229	6	importance	importance	NOUN
futech-475	229	7	of	of	ADP
futech-475	229	8	contextual	contextual	ADJ
futech-475	229	9	response	response	NOUN
futech-475	229	10	strategies	strategy	NOUN
futech-475	229	11	that	that	PRON
futech-475	229	12	adapt	adapt	VERB
futech-475	229	13	communication	communication	NOUN
futech-475	229	14	styles	style	NOUN
futech-475	229	15	based	base	VERB
futech-475	229	16	on	on	ADP
futech-475	229	17	user	user	NOUN
futech-475	229	18	segments	segment	NOUN
futech-475	229	19	identified	identify	VERB
futech-475	229	20	through	through	ADP
futech-475	229	21	machine	machine	NOUN
futech-475	229	22	learning	learning	NOUN
futech-475	229	23	algorithms	algorithm	NOUN
futech-475	229	24	,	,	PUNCT
futech-475	229	25	while	while	SCONJ
futech-475	229	26	progressive	progressive	ADJ
futech-475	229	27	personalization	personalization	NOUN
futech-475	229	28	approaches	approach	NOUN
futech-475	229	29	should	should	AUX
futech-475	229	30	balance	balance	VERB
futech-475	229	31	sophistication	sophistication	NOUN
futech-475	229	32	with	with	ADP
futech-475	229	33	transparency	transparency	NOUN
futech-475	229	34	to	to	PART
futech-475	229	35	address	address	VERB
futech-475	229	36	privacy	privacy	NOUN
futech-475	229	37	concerns	concern	NOUN
futech-475	229	38	articulated	articulate	VERB
futech-475	229	39	by	by	ADP
futech-475	229	40	68.9	68.9	NUM
futech-475	229	41	%	%	NOUN
futech-475	229	42	of	of	ADP
futech-475	229	43	qualitative	qualitative	ADJ
futech-475	229	44	participants	participant	NOUN
futech-475	229	45	.	.	PUNCT
futech-475	230	1	when	when	SCONJ
futech-475	230	2	ai	ai	VERB
futech-475	230	3	-	-	PUNCT
futech-475	230	4	based	base	VERB
futech-475	230	5	technology	technology	NOUN
futech-475	230	6	is	be	AUX
futech-475	230	7	introduced	introduce	VERB
futech-475	230	8	in	in	ADP
futech-475	230	9	a	a	DET
futech-475	230	10	construction	construction	NOUN
futech-475	230	11	organisation	organisation	NOUN
futech-475	230	12	,	,	PUNCT
futech-475	230	13	the	the	DET
futech-475	230	14	technology	technology	NOUN
futech-475	230	15	must	must	AUX
futech-475	230	16	,	,	PUNCT
futech-475	230	17	therefore	therefore	ADV
futech-475	230	18	,	,	PUNCT
futech-475	230	19	be	be	AUX
futech-475	230	20	user	user	NOUN
futech-475	230	21	-	-	PUNCT
futech-475	230	22	friendly	friendly	ADJ
futech-475	230	23	and	and	CCONJ
futech-475	230	24	should	should	AUX
futech-475	230	25	promote	promote	VERB
futech-475	230	26	work	work	NOUN
futech-475	230	27	efficiency	efficiency	NOUN
futech-475	230	28	and	and	CCONJ
futech-475	230	29	increased	increase	VERB
futech-475	230	30	productivity	productivity	NOUN
futech-475	230	31	[	[	X
futech-475	230	32	29	29	NUM
futech-475	230	33	]	]	PUNCT
futech-475	230	34	,	,	PUNCT
futech-475	230	35	principles	principle	NOUN
futech-475	230	36	equally	equally	ADV
futech-475	230	37	applicable	applicable	ADJ
futech-475	230	38	to	to	ADP
futech-475	230	39	educational	educational	ADJ
futech-475	230	40	contexts	context	NOUN
futech-475	230	41	where	where	SCONJ
futech-475	230	42	virtual	virtual	ADJ
futech-475	230	43	sales	sale	NOUN
futech-475	230	44	personnel	personnel	NOUN
futech-475	230	45	must	must	AUX
futech-475	230	46	demonstrate	demonstrate	VERB
futech-475	230	47	clear	clear	ADJ
futech-475	230	48	value	value	NOUN
futech-475	230	49	propositions	proposition	NOUN
futech-475	230	50	through	through	ADP
futech-475	230	51	enhanced	enhanced	ADJ
futech-475	230	52	learning	learn	VERB
futech-475	230	53	outcomes	outcome	NOUN
futech-475	230	54	and	and	CCONJ
futech-475	230	55	time	time	NOUN
futech-475	230	56	savings	saving	NOUN
futech-475	230	57	,	,	PUNCT
futech-475	230	58	supported	support	VERB
futech-475	230	59	by	by	ADP
futech-475	230	60	ai	ai	PROPN
futech-475	230	61	agent	agent	NOUN
futech-475	230	62	learns	learn	VERB
futech-475	230	63	from	from	ADP
futech-475	230	64	both	both	PRON
futech-475	230	65	your	your	PRON
futech-475	230	66	documentation	documentation	NOUN
futech-475	230	67	and	and	CCONJ
futech-475	230	68	past	past	ADJ
futech-475	230	69	support	support	NOUN
futech-475	230	70	tickets	ticket	NOUN
futech-475	230	71	enabling	enable	VERB
futech-475	230	72	continuous	continuous	ADJ
futech-475	230	73	improvement	improvement	NOUN
futech-475	230	74	of	of	ADP
futech-475	230	75	recommendation	recommendation	NOUN
futech-475	230	76	accuracy	accuracy	NOUN
futech-475	230	77	and	and	CCONJ
futech-475	230	78	interaction	interaction	NOUN
futech-475	230	79	quality	quality	NOUN
futech-475	230	80	.	.	PUNCT
futech-475	231	1	despite	despite	SCONJ
futech-475	231	2	robust	robust	ADJ
futech-475	231	3	findings	finding	NOUN
futech-475	231	4	supporting	support	VERB
futech-475	231	5	ai	ai	INTJ
futech-475	231	6	marketing	marketing	NOUN
futech-475	231	7	effectiveness	effectiveness	NOUN
futech-475	231	8	in	in	ADP
futech-475	231	9	educational	educational	ADJ
futech-475	231	10	technology	technology	NOUN
futech-475	231	11	contexts	contexts	NOUN
futech-475	231	12	,	,	PUNCT
futech-475	231	13	several	several	ADJ
futech-475	231	14	limitations	limitation	NOUN
futech-475	231	15	constrain	constrain	VERB
futech-475	231	16	generalizability	generalizability	NOUN
futech-475	231	17	and	and	CCONJ
futech-475	231	18	highlight	highlight	VERB
futech-475	231	19	avenues	avenue	NOUN
futech-475	231	20	for	for	ADP
futech-475	231	21	future	future	ADJ
futech-475	231	22	investigation	investigation	NOUN
futech-475	231	23	,	,	PUNCT
futech-475	231	24	particularly	particularly	ADV
futech-475	231	25	the	the	DET
futech-475	231	26	exclusive	exclusive	ADJ
futech-475	231	27	recruitment	recruitment	NOUN
futech-475	231	28	of	of	ADP
futech-475	231	29	participants	participant	NOUN
futech-475	231	30	from	from	ADP
futech-475	231	31	china	china	PROPN
futech-475	231	32	,	,	PUNCT
futech-475	231	33	where	where	SCONJ
futech-475	231	34	collectivist	collectivist	ADJ
futech-475	231	35	cultural	cultural	ADJ
futech-475	231	36	values	value	NOUN
futech-475	231	37	emphasizing	emphasize	VERB
futech-475	231	38	interpersonal	interpersonal	ADJ
futech-475	231	39	harmony	harmony	NOUN
futech-475	231	40	and	and	CCONJ
futech-475	231	41	authority	authority	NOUN
futech-475	231	42	respect	respect	NOUN
futech-475	231	43	may	may	AUX
futech-475	231	44	engender	engender	VERB
futech-475	231	45	distinct	distinct	ADJ
futech-475	231	46	ai	ai	VERB
futech-475	231	47	trust	trust	NOUN
futech-475	231	48	formation	formation	NOUN
futech-475	231	49	patterns	pattern	NOUN
futech-475	231	50	compared	compare	VERB
futech-475	231	51	to	to	ADP
futech-475	231	52	individualist	individualist	ADJ
futech-475	231	53	cultures	culture	NOUN
futech-475	231	54	that	that	PRON
futech-475	231	55	prioritize	prioritize	VERB
futech-475	231	56	autonomy	autonomy	NOUN
futech-475	231	57	and	and	CCONJ
futech-475	231	58	skepticism	skepticism	NOUN
futech-475	231	59	toward	toward	ADP
futech-475	231	60	automated	automate	VERB
futech-475	231	61	systems	system	NOUN
futech-475	231	62	.	.	PUNCT
futech-475	232	1	the	the	DET
futech-475	232	2	chinese	chinese	ADJ
futech-475	232	3	educational	educational	ADJ
futech-475	232	4	context	context	NOUN
futech-475	232	5	's	's	PART
futech-475	232	6	emphasis	emphasis	NOUN
futech-475	232	7	on	on	ADP
futech-475	232	8	teacher	teacher	NOUN
futech-475	232	9	-	-	PUNCT
futech-475	232	10	student	student	NOUN
futech-475	232	11	hierarchical	hierarchical	ADJ
futech-475	232	12	relationships	relationship	NOUN
futech-475	232	13	potentially	potentially	ADV
futech-475	232	14	influences	influence	VERB
futech-475	232	15	acceptance	acceptance	NOUN
futech-475	232	16	of	of	ADP
futech-475	232	17	ai	ai	VERB
futech-475	232	18	tutors	tutor	NOUN
futech-475	232	19	differently	differently	ADV
futech-475	232	20	than	than	ADP
futech-475	232	21	western	western	ADJ
futech-475	232	22	educational	educational	ADJ
futech-475	232	23	environments	environment	NOUN
futech-475	232	24	emphasizing	emphasize	VERB
futech-475	232	25	peer	peer	NOUN
futech-475	232	26	learning	learning	NOUN
futech-475	232	27	and	and	CCONJ
futech-475	232	28	critical	critical	ADJ
futech-475	232	29	questioning	questioning	NOUN
futech-475	232	30	,	,	PUNCT
futech-475	232	31	while	while	SCONJ
futech-475	232	32	cultural	cultural	ADJ
futech-475	232	33	differences	difference	NOUN
futech-475	232	34	in	in	ADP
futech-475	232	35	privacy	privacy	NOUN
futech-475	232	36	perceptions	perception	NOUN
futech-475	232	37	—	—	PUNCT
futech-475	232	38	with	with	ADP
futech-475	232	39	chinese	chinese	ADJ
futech-475	232	40	users	user	NOUN
futech-475	232	41	demonstrating	demonstrate	VERB
futech-475	232	42	higher	high	ADJ
futech-475	232	43	tolerance	tolerance	NOUN
futech-475	232	44	for	for	ADP
futech-475	232	45	data	datum	NOUN
futech-475	232	46	sharing	share	VERB
futech-475	232	47	in	in	ADP
futech-475	232	48	exchange	exchange	NOUN
futech-475	232	49	for	for	ADP
futech-475	232	50	personalized	personalized	ADJ
futech-475	232	51	services	service	NOUN
futech-475	232	52	—	—	PUNCT
futech-475	232	53	may	may	AUX
futech-475	232	54	not	not	PART
futech-475	232	55	translate	translate	VERB
futech-475	232	56	to	to	ADP
futech-475	232	57	markets	market	NOUN
futech-475	232	58	with	with	ADP
futech-475	232	59	stringent	stringent	ADJ
futech-475	232	60	privacy	privacy	NOUN
futech-475	232	61	regulations	regulation	NOUN
futech-475	232	62	such	such	ADJ
futech-475	232	63	as	as	ADP
futech-475	232	64	europe	europe	PROPN
futech-475	232	65	under	under	ADP
futech-475	232	66	gdpr	gdpr	PROPN
futech-475	232	67	or	or	CCONJ
futech-475	232	68	privacyconscious	privacyconscious	ADJ
futech-475	232	69	north	north	ADJ
futech-475	232	70	american	american	ADJ
futech-475	232	71	consumers	consumer	NOUN
futech-475	232	72	.	.	PUNCT
futech-475	233	1	future	future	ADJ
futech-475	233	2	research	research	NOUN
futech-475	233	3	should	should	AUX
futech-475	233	4	replicate	replicate	VERB
futech-475	233	5	this	this	DET
futech-475	233	6	investigation	investigation	NOUN
futech-475	233	7	across	across	ADP
futech-475	233	8	diverse	diverse	ADJ
futech-475	233	9	cultural	cultural	ADJ
futech-475	233	10	contexts	contexts	NOUN
futech-475	233	11	,	,	PUNCT
futech-475	233	12	including	include	VERB
futech-475	233	13	north	north	PROPN
futech-475	233	14	american	american	ADJ
futech-475	233	15	,	,	PUNCT
futech-475	233	16	european	european	ADJ
futech-475	233	17	,	,	PUNCT
futech-475	233	18	latin	latin	ADJ
futech-475	233	19	american	american	PROPN
futech-475	233	20	,	,	PUNCT
futech-475	233	21	and	and	CCONJ
futech-475	233	22	other	other	ADJ
futech-475	233	23	asian	asian	ADJ
futech-475	233	24	markets	market	NOUN
futech-475	233	25	,	,	PUNCT
futech-475	233	26	to	to	PART
futech-475	233	27	establish	establish	VERB
futech-475	233	28	cross	cross	ADJ
futech-475	233	29	-	-	ADJ
futech-475	233	30	cultural	cultural	ADJ
futech-475	233	31	validity	validity	NOUN
futech-475	233	32	of	of	ADP
futech-475	233	33	the	the	DET
futech-475	233	34	proposed	propose	VERB
futech-475	233	35	framework	framework	NOUN
futech-475	233	36	,	,	PUNCT
futech-475	233	37	with	with	ADP
futech-475	233	38	particular	particular	ADJ
futech-475	233	39	attention	attention	NOUN
futech-475	233	40	to	to	ADP
futech-475	233	41	how	how	SCONJ
futech-475	233	42	hofstede	hofstede	NOUN
futech-475	233	43	's	's	PART
futech-475	233	44	cultural	cultural	ADJ
futech-475	233	45	dimensions	dimension	NOUN
futech-475	233	46	(	(	PUNCT
futech-475	233	47	power	power	NOUN
futech-475	233	48	distance	distance	NOUN
futech-475	233	49	,	,	PUNCT
futech-475	233	50	uncertainty	uncertainty	NOUN
futech-475	233	51	avoidance	avoidance	NOUN
futech-475	233	52	,	,	PUNCT
futech-475	233	53	individualism	individualism	NOUN
futech-475	233	54	-	-	PUNCT
futech-475	233	55	collectivism	collectivism	NOUN
futech-475	233	56	)	)	PUNCT
futech-475	233	57	moderate	moderate	ADJ
futech-475	233	58	relationships	relationship	NOUN
futech-475	233	59	between	between	ADP
futech-475	233	60	ai	ai	PROPN
futech-475	233	61	characteristics	characteristic	NOUN
futech-475	233	62	and	and	CCONJ
futech-475	233	63	acceptance	acceptance	NOUN
futech-475	233	64	outcomes	outcome	NOUN
futech-475	233	65	.	.	PUNCT
futech-475	234	1	multi	multi	ADJ
futech-475	234	2	-	-	ADJ
futech-475	234	3	country	country	ADJ
futech-475	234	4	studies	study	NOUN
futech-475	234	5	employing	employ	VERB
futech-475	234	6	measurement	measurement	NOUN
futech-475	234	7	invariance	invariance	NOUN
futech-475	234	8	testing	testing	NOUN
futech-475	234	9	would	would	AUX
futech-475	234	10	enable	enable	VERB
futech-475	234	11	identification	identification	NOUN
futech-475	234	12	of	of	ADP
futech-475	234	13	universal	universal	ADJ
futech-475	234	14	versus	versus	ADP
futech-475	234	15	culture	culture	NOUN
futech-475	234	16	-	-	PUNCT
futech-475	234	17	specific	specific	ADJ
futech-475	234	18	factors	factor	NOUN
futech-475	234	19	in	in	ADP
futech-475	234	20	ai	ai	PRON
futech-475	234	21	marketing	marketing	NOUN
futech-475	234	22	acceptance	acceptance	NOUN
futech-475	234	23	,	,	PUNCT
futech-475	234	24	while	while	SCONJ
futech-475	234	25	longitudinal	longitudinal	ADJ
futech-475	234	26	investigations	investigation	NOUN
futech-475	234	27	tracking	track	VERB
futech-475	234	28	cultural	cultural	ADJ
futech-475	234	29	adaptation	adaptation	NOUN
futech-475	234	30	as	as	SCONJ
futech-475	234	31	global	global	ADJ
futech-475	234	32	edtech	edtech	NOUN
futech-475	234	33	platforms	platform	NOUN
futech-475	234	34	expand	expand	VERB
futech-475	234	35	across	across	ADP
futech-475	234	36	borders	border	NOUN
futech-475	234	37	could	could	AUX
futech-475	234	38	reveal	reveal	VERB
futech-475	234	39	dynamic	dynamic	ADJ
futech-475	234	40	acculturation	acculturation	NOUN
futech-475	234	41	effects	effect	NOUN
futech-475	234	42	on	on	ADP
futech-475	234	43	technology	technology	NOUN
futech-475	234	44	acceptance	acceptance	NOUN
futech-475	234	45	patterns	pattern	NOUN
futech-475	234	46	,	,	PUNCT
futech-475	234	47	ultimately	ultimately	ADV
futech-475	234	48	contributing	contribute	VERB
futech-475	234	49	to	to	ADP
futech-475	234	50	culturally	culturally	ADV
futech-475	234	51	-	-	PUNCT
futech-475	234	52	adaptive	adaptive	ADJ
futech-475	234	53	ai	ai	NOUN
futech-475	234	54	design	design	NOUN
futech-475	234	55	strategies	strategy	NOUN
futech-475	234	56	that	that	PRON
futech-475	234	57	optimize	optimize	VERB
futech-475	234	58	human	human	ADJ
futech-475	234	59	-	-	PUNCT
futech-475	234	60	ai	ai	NOUN
futech-475	234	61	interactions	interaction	NOUN
futech-475	234	62	across	across	ADP
futech-475	234	63	diverse	diverse	ADJ
futech-475	234	64	educational	educational	ADJ
futech-475	234	65	ecosystems	ecosystem	NOUN
futech-475	234	66	.	.	PUNCT
futech-475	235	1	developing	develop	VERB
futech-475	235	2	a	a	DET
futech-475	235	3	holistic	holistic	ADJ
futech-475	235	4	success	success	NOUN
futech-475	235	5	model	model	NOUN
futech-475	235	6	for	for	ADP
futech-475	235	7	sustainable	sustainable	ADJ
futech-475	235	8	e	e	NOUN
futech-475	235	9	-	-	ADJ
futech-475	235	10	learning	learning	NOUN
futech-475	235	11	:	:	PUNCT
futech-475	235	12	a	a	DET
futech-475	235	13	structural	structural	ADJ
futech-475	235	14	equation	equation	NOUN
futech-475	235	15	modeling	model	VERB
futech-475	235	16	approach	approach	NOUN
futech-475	235	17	[	[	X
futech-475	235	18	30	30	NUM
futech-475	235	19	]	]	PUNCT
futech-475	235	20	suggests	suggest	VERB
futech-475	235	21	that	that	SCONJ
futech-475	235	22	cultural	cultural	ADJ
futech-475	235	23	factors	factor	NOUN
futech-475	235	24	significantly	significantly	ADV
futech-475	235	25	influence	influence	VERB
futech-475	235	26	technology	technology	NOUN
futech-475	235	27	adoption	adoption	NOUN
futech-475	235	28	trajectories	trajectory	NOUN
futech-475	235	29	,	,	PUNCT
futech-475	235	30	necessitating	necessitate	VERB
futech-475	235	31	multi	multi	ADJ
futech-475	235	32	-	-	ADJ
futech-475	235	33	national	national	ADJ
futech-475	235	34	studies	study	NOUN
futech-475	235	35	examining	examine	VERB
futech-475	235	36	how	how	SCONJ
futech-475	235	37	cultural	cultural	ADJ
futech-475	235	38	dimensions	dimension	NOUN
futech-475	235	39	moderate	moderate	ADJ
futech-475	235	40	relationships	relationship	NOUN
futech-475	235	41	between	between	ADP
futech-475	235	42	ai	ai	PROPN
futech-475	235	43	characteristics	characteristic	NOUN
futech-475	235	44	and	and	CCONJ
futech-475	235	45	user	user	NOUN
futech-475	235	46	acceptance	acceptance	NOUN
futech-475	235	47	across	across	ADP
futech-475	235	48	diverse	diverse	ADJ
futech-475	235	49	educational	educational	ADJ
futech-475	235	50	systems	system	NOUN
futech-475	235	51	.	.	PUNCT
futech-475	236	1	the	the	DET
futech-475	236	2	sixmonth	sixmonth	ADJ
futech-475	236	3	observation	observation	NOUN
futech-475	236	4	period	period	NOUN
futech-475	236	5	captures	capture	VERB
futech-475	236	6	initial	initial	ADJ
futech-475	236	7	adoption	adoption	NOUN
futech-475	236	8	dynamics	dynamic	NOUN
futech-475	236	9	but	but	CCONJ
futech-475	236	10	can	can	AUX
futech-475	236	11	not	not	PART
futech-475	236	12	assess	assess	VERB
futech-475	236	13	long	long	ADJ
futech-475	236	14	-	-	PUNCT
futech-475	236	15	term	term	NOUN
futech-475	236	16	habituation	habituation	NOUN
futech-475	236	17	effects	effect	NOUN
futech-475	236	18	or	or	CCONJ
futech-475	236	19	potential	potential	ADJ
futech-475	236	20	degradation	degradation	NOUN
futech-475	236	21	of	of	ADP
futech-475	236	22	novelty	novelty	NOUN
futech-475	236	23	-	-	PUNCT
futech-475	236	24	driven	drive	VERB
futech-475	236	25	engagement	engagement	NOUN
futech-475	236	26	,	,	PUNCT
futech-475	236	27	while	while	SCONJ
futech-475	236	28	emerging	emerge	VERB
futech-475	236	29	generative	generative	ADJ
futech-475	236	30	ai	ai	PROPN
futech-475	236	31	technologies	technology	NOUN
futech-475	236	32	introduce	introduce	VERB
futech-475	236	33	capabilities	capability	NOUN
futech-475	236	34	beyond	beyond	ADP
futech-475	236	35	the	the	DET
futech-475	236	36	scope	scope	NOUN
futech-475	236	37	of	of	ADP
futech-475	236	38	current	current	ADJ
futech-475	236	39	investigation	investigation	NOUN
futech-475	236	40	,	,	PUNCT
futech-475	236	41	as	as	ADP
futech-475	236	42	user	user	NOUN
futech-475	236	43	trust	trust	NOUN
futech-475	236	44	in	in	ADP
futech-475	236	45	ai	ai	PROPN
futech-475	236	46	and	and	CCONJ
futech-475	236	47	perceived	perceive	VERB
futech-475	236	48	quality	quality	NOUN
futech-475	236	49	of	of	ADP
futech-475	236	50	ai	ai	ADJ
futech-475	236	51	output	output	NOUN
futech-475	236	52	,	,	PUNCT
futech-475	236	53	from	from	ADP
futech-475	236	54	xai	xai	PROPN
futech-475	236	55	literature	literature	PROPN
futech-475	236	56	[	[	X
futech-475	236	57	6	6	NUM
futech-475	236	58	]	]	PUNCT
futech-475	236	59	become	become	VERB
futech-475	236	60	increasingly	increasingly	ADV
futech-475	236	61	complex	complex	ADJ
futech-475	236	62	with	with	ADP
futech-475	236	63	advanced	advanced	ADJ
futech-475	236	64	language	language	NOUN
futech-475	236	65	models	model	NOUN
futech-475	236	66	that	that	PRON
futech-475	236	67	blur	blur	ADJ
futech-475	236	68	boundaries	boundary	NOUN
futech-475	236	69	between	between	ADP
futech-475	236	70	human	human	ADJ
futech-475	236	71	and	and	CCONJ
futech-475	236	72	artificial	artificial	ADJ
futech-475	236	73	intelligence	intelligence	NOUN
futech-475	236	74	,	,	PUNCT
futech-475	236	75	requiring	require	VERB
futech-475	236	76	novel	novel	NOUN
futech-475	236	77	theoretical	theoretical	ADJ
futech-475	236	78	frameworks	framework	NOUN
futech-475	236	79	and	and	CCONJ
futech-475	236	80	measurement	measurement	NOUN
futech-475	236	81	instruments	instrument	NOUN
futech-475	236	82	to	to	PART
futech-475	236	83	capture	capture	VERB
futech-475	236	84	evolving	evolve	VERB
futech-475	236	85	human	human	ADJ
futech-475	236	86	-	-	PUNCT
futech-475	236	87	ai	ai	NOUN
futech-475	236	88	interaction	interaction	NOUN
futech-475	236	89	paradigms	paradigm	NOUN
futech-475	236	90	in	in	ADP
futech-475	236	91	educational	educational	ADJ
futech-475	236	92	marketing	marketing	NOUN
futech-475	236	93	contexts	contexts	NOUN
futech-475	236	94	.	.	PUNCT
futech-475	237	1	6	6	X
futech-475	237	2	.	.	X
futech-475	237	3	conclusion	conclusion	NOUN
futech-475	237	4	this	this	DET
futech-475	237	5	research	research	NOUN
futech-475	237	6	establishes	establish	VERB
futech-475	237	7	technological	technological	ADJ
futech-475	237	8	foundations	foundation	NOUN
futech-475	237	9	for	for	ADP
futech-475	237	10	future	future	ADJ
futech-475	237	11	educational	educational	ADJ
futech-475	237	12	ai	ai	PROPN
futech-475	237	13	systems	system	NOUN
futech-475	237	14	by	by	ADP
futech-475	237	15	introducing	introduce	VERB
futech-475	237	16	computational	computational	ADJ
futech-475	237	17	architectures	architecture	NOUN
futech-475	237	18	that	that	PRON
futech-475	237	19	advance	advance	VERB
futech-475	237	20	nlp	nlp	ADJ
futech-475	237	21	capabilities	capability	NOUN
futech-475	237	22	through	through	ADP
futech-475	237	23	educational	educational	ADJ
futech-475	237	24	-	-	PUNCT
futech-475	237	25	specific	specific	ADJ
futech-475	237	26	transformer	transformer	NOUN
futech-475	237	27	modifications	modification	NOUN
futech-475	237	28	achieving	achieve	VERB
futech-475	237	29	37	37	NUM
futech-475	237	30	%	%	NOUN
futech-475	237	31	efficiency	efficiency	NOUN
futech-475	237	32	gains	gain	NOUN
futech-475	237	33	,	,	PUNCT
futech-475	237	34	pioneering	pioneer	VERB
futech-475	237	35	multimodal	multimodal	NOUN
futech-475	237	36	emotion	emotion	NOUN
futech-475	237	37	fusion	fusion	NOUN
futech-475	237	38	algorithms	algorithm	NOUN
futech-475	237	39	that	that	PRON
futech-475	237	40	define	define	VERB
futech-475	237	41	new	new	ADJ
futech-475	237	42	standards	standard	NOUN
futech-475	237	43	for	for	ADP
futech-475	237	44	affective	affective	ADJ
futech-475	237	45	computing	computing	NOUN
futech-475	237	46	integration	integration	NOUN
futech-475	237	47	,	,	PUNCT
futech-475	237	48	and	and	CCONJ
futech-475	237	49	demonstrating	demonstrate	VERB
futech-475	237	50	how	how	SCONJ
futech-475	237	51	domain	domain	NOUN
futech-475	237	52	-	-	PUNCT
futech-475	237	53	specific	specific	ADJ
futech-475	237	54	ontology	ontology	NOUN
futech-475	237	55	graphs	graph	NOUN
futech-475	237	56	can	can	AUX
futech-475	237	57	be	be	AUX
futech-475	237	58	embedded	embed	VERB
futech-475	237	59	within	within	ADP
futech-475	237	60	attention	attention	NOUN
futech-475	237	61	mechanisms	mechanism	NOUN
futech-475	237	62	—	—	PUNCT
futech-475	237	63	innovations	innovation	NOUN
futech-475	237	64	that	that	PRON
futech-475	237	65	transcend	transcend	VERB
futech-475	237	66	current	current	ADJ
futech-475	237	67	applications	application	NOUN
futech-475	237	68	to	to	PART
futech-475	237	69	shape	shape	VERB
futech-475	237	70	the	the	DET
futech-475	237	71	trajectory	trajectory	NOUN
futech-475	237	72	of	of	ADP
futech-475	237	73	ai	ai	PROPN
futech-475	237	74	technology	technology	NOUN
futech-475	237	75	development	development	NOUN
futech-475	237	76	in	in	ADP
futech-475	237	77	specialized	specialized	ADJ
futech-475	237	78	knowledge	knowledge	NOUN
futech-475	237	79	domains	domain	NOUN
futech-475	237	80	.	.	PUNCT
futech-475	238	1	the	the	DET
futech-475	238	2	empirical	empirical	ADJ
futech-475	238	3	findings	finding	NOUN
futech-475	238	4	reveal	reveal	VERB
futech-475	238	5	that	that	SCONJ
futech-475	238	6	successful	successful	ADJ
futech-475	238	7	ai	ai	INTJ
futech-475	238	8	marketing	marketing	NOUN
futech-475	238	9	implementation	implementation	NOUN
futech-475	238	10	in	in	ADP
futech-475	238	11	educational	educational	ADJ
futech-475	238	12	contexts	context	NOUN
futech-475	238	13	hinges	hinge	NOUN
futech-475	238	14	upon	upon	SCONJ
futech-475	238	15	achieving	achieve	VERB
futech-475	238	16	an	an	DET
futech-475	238	17	optimal	optimal	ADJ
futech-475	238	18	balance	balance	NOUN
futech-475	238	19	between	between	ADP
futech-475	238	20	technological	technological	ADJ
futech-475	238	21	sophistication	sophistication	NOUN
futech-475	238	22	and	and	CCONJ
futech-475	238	23	humanization	humanization	NOUN
futech-475	238	24	principles	principle	NOUN
futech-475	238	25	,	,	PUNCT
futech-475	238	26	with	with	ADP
futech-475	238	27	trust	trust	NOUN
futech-475	238	28	emerging	emerge	VERB
futech-475	238	29	as	as	ADP
futech-475	238	30	the	the	DET
futech-475	238	31	pivotal	pivotal	ADJ
futech-475	238	32	psychological	psychological	ADJ
futech-475	238	33	mechanism	mechanism	NOUN
futech-475	238	34	mediating	mediate	VERB
futech-475	238	35	the	the	DET
futech-475	238	36	relationship	relationship	NOUN
futech-475	238	37	between	between	ADP
futech-475	238	38	ai	ai	PRON
futech-475	238	39	anthropomorphism	anthropomorphism	NOUN
futech-475	238	40	and	and	CCONJ
futech-475	238	41	user	user	NOUN
futech-475	238	42	acceptance	acceptance	NOUN
futech-475	238	43	while	while	SCONJ
futech-475	238	44	accounting	account	VERB
futech-475	238	45	for	for	ADP
futech-475	238	46	76.5	76.5	NUM
futech-475	238	47	%	%	NOUN
futech-475	238	48	of	of	ADP
futech-475	238	49	the	the	DET
futech-475	238	50	total	total	ADJ
futech-475	238	51	effect	effect	NOUN
futech-475	238	52	.	.	PUNCT
futech-475	239	1	the	the	DET
futech-475	239	2	validated	validate	VERB
futech-475	239	3	implementation	implementation	NOUN
futech-475	239	4	framework	framework	NOUN
futech-475	239	5	presented	present	VERB
futech-475	239	6	herein	herein	NOUN
futech-475	239	7	provides	provide	VERB
futech-475	239	8	educational	educational	ADJ
futech-475	239	9	technology	technology	NOUN
futech-475	239	10	enterprises	enterprise	NOUN
futech-475	239	11	with	with	ADP
futech-475	239	12	actionable	actionable	ADJ
futech-475	239	13	guidelines	guideline	NOUN
futech-475	239	14	for	for	ADP
futech-475	239	15	designing	design	VERB
futech-475	239	16	ai	ai	ADJ
futech-475	239	17	-	-	PUNCT
futech-475	239	18	driven	drive	VERB
futech-475	239	19	marketing	marketing	NOUN
futech-475	239	20	systems	system	NOUN
futech-475	239	21	that	that	PRON
futech-475	239	22	leverage	leverage	VERB
futech-475	239	23	moderate	moderate	ADJ
futech-475	239	24	anthropomorphism	anthropomorphism	NOUN
futech-475	239	25	,	,	PUNCT
futech-475	239	26	progressive	progressive	ADJ
futech-475	239	27	personalization	personalization	NOUN
futech-475	239	28	strategies	strategy	NOUN
futech-475	239	29	,	,	PUNCT
futech-475	239	30	and	and	CCONJ
futech-475	239	31	transparent	transparent	ADJ
futech-475	239	32	data	datum	NOUN
futech-475	239	33	practices	practice	NOUN
futech-475	239	34	to	to	PART
futech-475	239	35	optimize	optimize	VERB
futech-475	239	36	user	user	NOUN
futech-475	239	37	acceptance	acceptance	NOUN
futech-475	239	38	across	across	ADP
futech-475	239	39	diverse	diverse	ADJ
futech-475	239	40	stakeholder	stakeholder	NOUN
futech-475	239	41	segments	segment	NOUN
futech-475	239	42	ranging	range	VERB
futech-475	239	43	from	from	ADP
futech-475	239	44	enthusiastic	enthusiastic	ADJ
futech-475	239	45	adopters	adopter	NOUN
futech-475	239	46	to	to	ADP
futech-475	239	47	cautious	cautious	ADJ
futech-475	239	48	explorers	explorer	NOUN
futech-475	239	49	.	.	PUNCT
futech-475	240	1	beyond	beyond	ADP
futech-475	240	2	immediate	immediate	ADJ
futech-475	240	3	practical	practical	ADJ
futech-475	240	4	applications	application	NOUN
futech-475	240	5	,	,	PUNCT
futech-475	240	6	this	this	DET
futech-475	240	7	investigation	investigation	NOUN
futech-475	240	8	advances	advance	VERB
futech-475	240	9	theoretical	theoretical	ADJ
futech-475	240	10	understanding	understanding	NOUN
futech-475	240	11	by	by	ADP
futech-475	240	12	extending	extend	VERB
futech-475	240	13	the	the	DET
futech-475	240	14	technology	technology	NOUN
futech-475	240	15	acceptance	acceptance	NOUN
futech-475	240	16	model	model	NOUN
futech-475	240	17	to	to	PART
futech-475	240	18	incorporate	incorporate	VERB
futech-475	240	19	ai	ai	ADJ
futech-475	240	20	-	-	PUNCT
futech-475	240	21	specific	specific	ADJ
futech-475	240	22	constructs	construct	NOUN
futech-475	240	23	including	include	VERB
futech-475	240	24	algorithm	algorithm	NOUN
futech-475	240	25	trust	trust	NOUN
futech-475	240	26	,	,	PUNCT
futech-475	240	27	perceived	perceive	VERB
futech-475	240	28	intelligence	intelligence	NOUN
futech-475	240	29	,	,	PUNCT
futech-475	240	30	and	and	CCONJ
futech-475	240	31	emotional	emotional	ADJ
futech-475	240	32	engagement	engagement	NOUN
futech-475	240	33	dimensions	dimension	NOUN
futech-475	240	34	that	that	PRON
futech-475	240	35	capture	capture	VERB
futech-475	240	36	the	the	DET
futech-475	240	37	unique	unique	ADJ
futech-475	240	38	dynamics	dynamic	NOUN
futech-475	240	39	of	of	ADP
futech-475	240	40	human	human	NOUN
futech-475	240	41	-	-	PUNCT
futech-475	240	42	ai	ai	NOUN
futech-475	240	43	interactions	interaction	NOUN
futech-475	240	44	in	in	ADP
futech-475	240	45	educational	educational	ADJ
futech-475	240	46	marketing	marketing	NOUN
futech-475	240	47	contexts	contexts	NOUN
futech-475	240	48	.	.	PUNCT
futech-475	241	1	as	as	SCONJ
futech-475	241	2	educational	educational	ADJ
futech-475	241	3	institutions	institution	NOUN
futech-475	241	4	navigate	navigate	VERB
futech-475	241	5	the	the	DET
futech-475	241	6	evolving	evolve	VERB
futech-475	241	7	digital	digital	ADJ
futech-475	241	8	landscape	landscape	NOUN
futech-475	241	9	,	,	PUNCT
futech-475	241	10	the	the	DET
futech-475	241	11	insights	insight	NOUN
futech-475	241	12	derived	derive	VERB
futech-475	241	13	from	from	ADP
futech-475	241	14	this	this	DET
futech-475	241	15	mixed	mixed	ADJ
futech-475	241	16	-	-	PUNCT
futech-475	241	17	methods	method	NOUN
futech-475	241	18	investigation	investigation	NOUN
futech-475	241	19	illuminate	illuminate	VERB
futech-475	241	20	pathways	pathway	NOUN
futech-475	241	21	for	for	ADP
futech-475	241	22	harnessing	harness	VERB
futech-475	241	23	ai	ai	VERB
futech-475	241	24	capabilities	capability	NOUN
futech-475	241	25	to	to	PART
futech-475	241	26	create	create	VERB
futech-475	241	27	meaningful	meaningful	ADJ
futech-475	241	28	learning	learning	NOUN
futech-475	241	29	experiences	experience	NOUN
futech-475	241	30	while	while	SCONJ
futech-475	241	31	addressing	address	VERB
futech-475	241	32	legitimate	legitimate	ADJ
futech-475	241	33	privacy	privacy	NOUN
futech-475	241	34	concerns	concern	NOUN
futech-475	241	35	and	and	CCONJ
futech-475	241	36	maintaining	maintain	VERB
futech-475	241	37	ethical	ethical	ADJ
futech-475	241	38	standards	standard	NOUN
futech-475	241	39	essential	essential	ADJ
futech-475	241	40	for	for	ADP
futech-475	241	41	sustainable	sustainable	ADJ
futech-475	241	42	technology	technology	NOUN
futech-475	241	43	adoption	adoption	NOUN
futech-475	241	44	in	in	ADP
futech-475	241	45	educational	educational	ADJ
futech-475	241	46	ecosystems	ecosystem	NOUN
futech-475	241	47	.	.	PUNCT
futech-475	242	1	ethical	ethical	ADJ
futech-475	242	2	issue	issue	NOUN
futech-475	242	3	the	the	DET
futech-475	242	4	authors	author	NOUN
futech-475	242	5	are	be	AUX
futech-475	242	6	aware	aware	ADJ
futech-475	242	7	of	of	ADP
futech-475	242	8	and	and	CCONJ
futech-475	242	9	comply	comply	ADJ
futech-475	242	10	with	with	ADP
futech-475	242	11	best	good	ADJ
futech-475	242	12	practices	practice	NOUN
futech-475	242	13	in	in	ADP
futech-475	242	14	publication	publication	NOUN
futech-475	242	15	ethics	ethic	NOUN
futech-475	242	16	,	,	PUNCT
futech-475	242	17	specifically	specifically	ADV
futech-475	242	18	with	with	ADP
futech-475	242	19	regard	regard	NOUN
futech-475	242	20	to	to	ADP
futech-475	242	21	authorship	authorship	NOUN
futech-475	242	22	(	(	PUNCT
futech-475	242	23	avoidance	avoidance	NOUN
futech-475	242	24	of	of	ADP
futech-475	242	25	guest	guest	NOUN
futech-475	242	26	authorship	authorship	NOUN
futech-475	242	27	)	)	PUNCT
futech-475	242	28	,	,	PUNCT
futech-475	242	29	dual	dual	ADJ
futech-475	242	30	submission	submission	NOUN
futech-475	242	31	,	,	PUNCT
futech-475	242	32	manipulation	manipulation	NOUN
futech-475	242	33	of	of	ADP
futech-475	242	34	figures	figure	NOUN
futech-475	242	35	,	,	PUNCT
futech-475	242	36	competing	compete	VERB
futech-475	242	37	interests	interest	NOUN
futech-475	242	38	,	,	PUNCT
futech-475	242	39	and	and	CCONJ
futech-475	242	40	compliance	compliance	NOUN
futech-475	242	41	with	with	ADP
futech-475	242	42	policies	policy	NOUN
futech-475	242	43	on	on	ADP
futech-475	242	44	research	research	NOUN
futech-475	242	45	ethics	ethic	NOUN
futech-475	242	46	.	.	PUNCT
futech-475	243	1	the	the	DET
futech-475	243	2	authors	author	NOUN
futech-475	243	3	adhere	adhere	VERB
futech-475	243	4	to	to	ADP
futech-475	243	5	publication	publication	NOUN
futech-475	243	6	requirements	requirement	NOUN
futech-475	243	7	that	that	SCONJ
futech-475	243	8	the	the	DET
futech-475	243	9	submitted	submit	VERB
futech-475	243	10	work	work	NOUN
futech-475	243	11	is	be	AUX
futech-475	243	12	original	original	ADJ
futech-475	243	13	and	and	CCONJ
futech-475	243	14	has	have	AUX
futech-475	243	15	not	not	PART
futech-475	243	16	been	be	AUX
futech-475	243	17	published	publish	VERB
futech-475	243	18	elsewhere	elsewhere	ADV
futech-475	243	19	.	.	PUNCT
futech-475	244	1	data	datum	NOUN
futech-475	244	2	availability	availability	NOUN
futech-475	244	3	statement	statement	NOUN
futech-475	244	4	the	the	DET
futech-475	244	5	manuscript	manuscript	NOUN
futech-475	244	6	contains	contain	VERB
futech-475	244	7	all	all	DET
futech-475	244	8	the	the	DET
futech-475	244	9	data	datum	NOUN
futech-475	244	10	.	.	PUNCT
futech-475	245	1	however	however	ADV
futech-475	245	2	,	,	PUNCT
futech-475	245	3	more	more	ADJ
futech-475	245	4	data	datum	NOUN
futech-475	245	5	will	will	AUX
futech-475	245	6	be	be	AUX
futech-475	245	7	available	available	ADJ
futech-475	245	8	upon	upon	SCONJ
futech-475	245	9	request	request	NOUN
futech-475	245	10	from	from	ADP
futech-475	245	11	the	the	DET
futech-475	245	12	authors	author	NOUN
futech-475	245	13	.	.	PUNCT
futech-475	246	1	conflict	conflict	NOUN
futech-475	246	2	of	of	ADP
futech-475	246	3	interest	interest	NOUN
futech-475	246	4	the	the	DET
futech-475	246	5	authors	author	NOUN
futech-475	246	6	declare	declare	VERB
futech-475	246	7	no	no	DET
futech-475	246	8	potential	potential	ADJ
futech-475	246	9	conflict	conflict	NOUN
futech-475	246	10	of	of	ADP
futech-475	246	11	interest	interest	NOUN
futech-475	246	12	.	.	PUNCT
futech-475	247	1	c.	c.	PROPN
futech-475	247	2	chen	chen	PROPN
futech-475	247	3	et	et	PROPN
futech-475	247	4	al	al	PROPN
futech-475	247	5	.	.	PROPN
futech-475	247	6	/future	/future	PUNCT
futech-475	247	7	technology	technology	PROPN
futech-475	247	8	november	november	PROPN
futech-475	247	9	2025|	2025|	NUM
futech-475	247	10	volume	volume	NOUN
futech-475	247	11	04	04	NUM
futech-475	248	1	|	|	ADV
futech-475	248	2	issue	issue	VERB
futech-475	248	3	04	04	NUM
futech-475	249	1	|	|	CCONJ
futech-475	249	2	pages	page	VERB
futech-475	249	3	146	146	NUM
futech-475	249	4	-	-	SYM
futech-475	249	5	158	158	NUM
futech-475	249	6	157	157	NUM
futech-475	249	7	references	reference	NOUN
futech-475	249	8	[	[	X
futech-475	249	9	1	1	NUM
futech-475	249	10	]	]	X
futech-475	249	11	ai	ai	VERB
futech-475	249	12	in	in	ADP
futech-475	249	13	education	education	NOUN
futech-475	249	14	market	market	NOUN
futech-475	249	15	size	size	NOUN
futech-475	249	16	&	&	CCONJ
futech-475	249	17	share[eb	share[eb	PROPN
futech-475	249	18	/	/	SYM
futech-475	249	19	ol	ol	PROPN
futech-475	249	20	]	]	PUNCT
futech-475	249	21	.	.	PUNCT
futech-475	250	1	https://www.grandviewresearch.com/industryanalysis/artificial-intelligence-ai-education-marketreport	https://www.grandviewresearch.com/industryanalysis/artificial-intelligence-ai-education-marketreport	NOUN
futech-475	250	2	.	.	PUNCT
futech-475	251	1	[	[	X
futech-475	251	2	2	2	X
futech-475	251	3	]	]	PUNCT
futech-475	251	4	elhajjar	elhajjar	NOUN
futech-475	251	5	s	s	PROPN
futech-475	251	6	,	,	PUNCT
futech-475	251	7	karam	karam	PROPN
futech-475	251	8	s	s	PROPN
futech-475	251	9	,	,	PUNCT
futech-475	251	10	borna	borna	PROPN
futech-475	251	11	s.	s.	PROPN
futech-475	251	12	artificial	artificial	PROPN
futech-475	251	13	intelligence	intelligence	NOUN
futech-475	251	14	in	in	ADP
futech-475	251	15	marketing	marketing	NOUN
futech-475	251	16	education	education	NOUN
futech-475	251	17	programs[j	programs[j	PROPN
futech-475	251	18	]	]	PUNCT
futech-475	251	19	.	.	PUNCT
futech-475	252	1	marketing	marketing	NOUN
futech-475	252	2	education	education	NOUN
futech-475	252	3	review	review	NOUN
futech-475	252	4	,	,	PUNCT
futech-475	252	5	2021	2021	NUM
futech-475	252	6	,	,	PUNCT
futech-475	252	7	31(1	31(1	NUM
futech-475	252	8	):	):	PUNCT
futech-475	252	9	2	2	NUM
futech-475	252	10	-	-	SYM
futech-475	252	11	13	13	NUM
futech-475	252	12	.	.	PUNCT
futech-475	253	1	[	[	X
futech-475	253	2	3	3	X
futech-475	253	3	]	]	PUNCT
futech-475	253	4	ai	ai	VERB
futech-475	253	5	will	will	AUX
futech-475	253	6	shape	shape	VERB
futech-475	253	7	the	the	DET
futech-475	253	8	future	future	NOUN
futech-475	253	9	of	of	ADP
futech-475	253	10	marketing[eb	marketing[eb	PROPN
futech-475	253	11	/	/	SYM
futech-475	253	12	ol	ol	PROPN
futech-475	253	13	]	]	PUNCT
futech-475	253	14	.	.	PUNCT
futech-475	254	1	https://professional.dce.harvard.edu/blog/ai-willshape-the-future-of-marketing/.	https://professional.dce.harvard.edu/blog/ai-willshape-the-future-of-marketing/.	PROPN
futech-475	255	1	[	[	X
futech-475	255	2	4	4	X
futech-475	255	3	]	]	X
futech-475	255	4	zhang	zhang	PROPN
futech-475	255	5	c	c	X
futech-475	255	6	,	,	PUNCT
futech-475	255	7	schießl	schießl	PROPN
futech-475	255	8	j	j	NOUN
futech-475	255	9	,	,	PUNCT
futech-475	255	10	plößl	plößl	PROPN
futech-475	255	11	l	l	NOUN
futech-475	255	12	,	,	PUNCT
futech-475	255	13	et	et	PROPN
futech-475	255	14	al	al	PROPN
futech-475	255	15	.	.	PROPN
futech-475	255	16	acceptance	acceptance	NOUN
futech-475	255	17	of	of	ADP
futech-475	255	18	artificial	artificial	ADJ
futech-475	255	19	intelligence	intelligence	NOUN
futech-475	255	20	among	among	ADP
futech-475	255	21	pre	pre	ADJ
futech-475	255	22	-	-	ADJ
futech-475	255	23	service	service	ADJ
futech-475	255	24	teachers	teacher	NOUN
futech-475	255	25	:	:	PUNCT
futech-475	255	26	a	a	DET
futech-475	255	27	multigroup	multigroup	PROPN
futech-475	255	28	analysis[j	analysis[j	PROPN
futech-475	255	29	]	]	PUNCT
futech-475	255	30	.	.	PUNCT
futech-475	256	1	international	international	ADJ
futech-475	256	2	journal	journal	PROPN
futech-475	256	3	of	of	ADP
futech-475	256	4	educational	educational	ADJ
futech-475	256	5	technology	technology	NOUN
futech-475	256	6	in	in	ADP
futech-475	256	7	higher	high	ADJ
futech-475	256	8	education	education	NOUN
futech-475	256	9	,	,	PUNCT
futech-475	256	10	2023	2023	NUM
futech-475	256	11	,	,	PUNCT
futech-475	256	12	20(1	20(1	NUM
futech-475	256	13	):	):	PUNCT
futech-475	256	14	49	49	NUM
futech-475	256	15	.	.	PUNCT
futech-475	257	1	[	[	X
futech-475	257	2	5	5	NUM
futech-475	257	3	]	]	X
futech-475	257	4	al	al	PROPN
futech-475	257	5	-	-	PUNCT
futech-475	257	6	adwan	adwan	VERB
futech-475	257	7	a	a	DET
futech-475	257	8	s	s	PROPN
futech-475	257	9	,	,	PUNCT
futech-475	257	10	li	li	PROPN
futech-475	257	11	n	n	PROPN
futech-475	257	12	,	,	PUNCT
futech-475	257	13	al	al	PROPN
futech-475	257	14	-	-	PUNCT
futech-475	257	15	adwan	adwan	PROPN
futech-475	257	16	a	a	PRON
futech-475	257	17	,	,	PUNCT
futech-475	257	18	et	et	PROPN
futech-475	257	19	al	al	PROPN
futech-475	257	20	.	.	PUNCT
futech-475	258	1	extending	extend	VERB
futech-475	258	2	the	the	DET
futech-475	258	3	technology	technology	NOUN
futech-475	258	4	acceptance	acceptance	NOUN
futech-475	258	5	model	model	NOUN
futech-475	258	6	(	(	PUNCT
futech-475	258	7	tam	tam	PROPN
futech-475	258	8	)	)	PUNCT
futech-475	258	9	to	to	PART
futech-475	258	10	predict	predict	VERB
futech-475	258	11	university	university	NOUN
futech-475	258	12	students	student	NOUN
futech-475	258	13	’	'	PUNCT
futech-475	258	14	intentions	intention	NOUN
futech-475	258	15	to	to	PART
futech-475	258	16	use	use	VERB
futech-475	258	17	metaversebased	metaversebased	ADJ
futech-475	258	18	learning	learning	NOUN
futech-475	258	19	platforms[j	platforms[j	NOUN
futech-475	258	20	]	]	PUNCT
futech-475	258	21	.	.	PUNCT
futech-475	259	1	education	education	NOUN
futech-475	259	2	and	and	CCONJ
futech-475	259	3	information	information	NOUN
futech-475	259	4	technologies	technology	NOUN
futech-475	259	5	,	,	PUNCT
futech-475	259	6	2023	2023	NUM
futech-475	259	7	,	,	PUNCT
futech-475	259	8	28(11	28(11	NUM
futech-475	259	9	):	):	PUNCT
futech-475	259	10	1538115413	1538115413	NUM
futech-475	259	11	.	.	PUNCT
futech-475	260	1	[	[	X
futech-475	260	2	6	6	NUM
futech-475	260	3	]	]	PUNCT
futech-475	260	4	baroni	baroni	PROPN
futech-475	260	5	i	i	PROPN
futech-475	260	6	,	,	PUNCT
futech-475	260	7	calegari	calegari	PROPN
futech-475	260	8	g	g	PROPN
futech-475	260	9	r	r	PROPN
futech-475	260	10	,	,	PUNCT
futech-475	260	11	scandolari	scandolari	ADJ
futech-475	260	12	d	d	NOUN
futech-475	260	13	,	,	PUNCT
futech-475	260	14	et	et	PROPN
futech-475	260	15	al	al	PROPN
futech-475	260	16	.	.	PROPN
futech-475	260	17	ai	ai	PROPN
futech-475	260	18	-	-	PUNCT
futech-475	260	19	tam	tam	NOUN
futech-475	260	20	:	:	PUNCT
futech-475	260	21	a	a	DET
futech-475	260	22	model	model	NOUN
futech-475	260	23	to	to	PART
futech-475	260	24	investigate	investigate	VERB
futech-475	260	25	user	user	NOUN
futech-475	260	26	acceptance	acceptance	NOUN
futech-475	260	27	and	and	CCONJ
futech-475	260	28	collaborative	collaborative	ADJ
futech-475	260	29	intention	intention	NOUN
futech-475	260	30	in	in	ADP
futech-475	260	31	human	human	NOUN
futech-475	260	32	-	-	PUNCT
futech-475	260	33	in	in	ADP
futech-475	260	34	-	-	PUNCT
futech-475	260	35	the	the	DET
futech-475	260	36	-	-	PUNCT
futech-475	260	37	loop	loop	NOUN
futech-475	260	38	ai	ai	ADJ
futech-475	260	39	applications[j	applications[j	PROPN
futech-475	260	40	]	]	X
futech-475	260	41	.	.	PUNCT
futech-475	261	1	human	human	ADJ
futech-475	261	2	computation	computation	NOUN
futech-475	261	3	,	,	PUNCT
futech-475	261	4	2022	2022	NUM
futech-475	261	5	,	,	PUNCT
futech-475	261	6	9(1	9(1	NUM
futech-475	261	7	):	):	PUNCT
futech-475	261	8	121	121	NUM
futech-475	261	9	.	.	PUNCT
futech-475	262	1	[	[	X
futech-475	262	2	7	7	X
futech-475	262	3	]	]	X
futech-475	262	4	kelly	kelly	PROPN
futech-475	262	5	s	s	PROPN
futech-475	262	6	,	,	PUNCT
futech-475	262	7	kaye	kaye	PROPN
futech-475	262	8	s	s	PROPN
futech-475	262	9	-	-	PUNCT
futech-475	262	10	a	a	PRON
futech-475	262	11	,	,	PUNCT
futech-475	262	12	oviedo	oviedo	NOUN
futech-475	262	13	-	-	PUNCT
futech-475	262	14	trespalacios	trespalacio	NOUN
futech-475	263	1	o.	o.	INTJ
futech-475	263	2	what	what	PRON
futech-475	263	3	factors	factor	NOUN
futech-475	263	4	contribute	contribute	VERB
futech-475	263	5	to	to	ADP
futech-475	263	6	the	the	DET
futech-475	263	7	acceptance	acceptance	NOUN
futech-475	263	8	of	of	ADP
futech-475	263	9	artificial	artificial	ADJ
futech-475	263	10	intelligence	intelligence	NOUN
futech-475	263	11	?	?	PUNCT
futech-475	264	1	a	a	DET
futech-475	264	2	systematic	systematic	ADJ
futech-475	264	3	review[j	review[j	PROPN
futech-475	264	4	]	]	PUNCT
futech-475	264	5	.	.	PUNCT
futech-475	265	1	telematics	telematic	NOUN
futech-475	265	2	and	and	CCONJ
futech-475	265	3	informatics	informatic	NOUN
futech-475	265	4	,	,	PUNCT
futech-475	265	5	2023	2023	NUM
futech-475	265	6	,	,	PUNCT
futech-475	265	7	77	77	NUM
futech-475	265	8	:	:	SYM
futech-475	265	9	101925	101925	NUM
futech-475	265	10	.	.	PUNCT
futech-475	266	1	[	[	X
futech-475	266	2	8	8	NUM
futech-475	266	3	]	]	X
futech-475	266	4	alamri	alamri	VERB
futech-475	266	5	m	m	VERB
futech-475	266	6	m	m	PROPN
futech-475	266	7	,	,	PUNCT
futech-475	266	8	al	al	PROPN
futech-475	266	9	-	-	PUNCT
futech-475	266	10	rahmi	rahmi	PROPN
futech-475	266	11	w	w	PROPN
futech-475	266	12	m	m	PROPN
futech-475	266	13	,	,	PUNCT
futech-475	266	14	yahaya	yahaya	PROPN
futech-475	266	15	n	n	CCONJ
futech-475	266	16	,	,	PUNCT
futech-475	266	17	et	et	PROPN
futech-475	266	18	al	al	PROPN
futech-475	266	19	.	.	PROPN
futech-475	266	20	towards	towards	ADP
futech-475	266	21	adaptive	adaptive	ADJ
futech-475	266	22	e	e	NOUN
futech-475	266	23	-	-	NOUN
futech-475	266	24	learning	learn	VERB
futech-475	266	25	among	among	ADP
futech-475	266	26	university	university	NOUN
futech-475	266	27	students	student	NOUN
futech-475	266	28	:	:	PUNCT
futech-475	266	29	by	by	ADP
futech-475	266	30	applying	apply	VERB
futech-475	266	31	technology	technology	NOUN
futech-475	266	32	acceptance	acceptance	NOUN
futech-475	266	33	model	model	NOUN
futech-475	266	34	(	(	PUNCT
futech-475	266	35	tam)[j	tam)[j	NOUN
futech-475	266	36	]	]	PUNCT
futech-475	266	37	.	.	PUNCT
futech-475	267	1	elearning	elearning	NOUN
futech-475	267	2	,	,	PUNCT
futech-475	267	3	2019	2019	NUM
futech-475	267	4	,	,	PUNCT
futech-475	267	5	7(10	7(10	NUM
futech-475	267	6	)	)	PUNCT
futech-475	267	7	.	.	PUNCT
futech-475	268	1	[	[	X
futech-475	268	2	9	9	X
futech-475	268	3	]	]	X
futech-475	268	4	ibrahim	ibrahim	PROPN
futech-475	268	5	f	f	PROPN
futech-475	268	6	,	,	PUNCT
futech-475	268	7	münscher	münscher	PROPN
futech-475	268	8	j	j	PROPN
futech-475	268	9	-	-	PUNCT
futech-475	268	10	c	c	PROPN
futech-475	268	11	,	,	PUNCT
futech-475	268	12	daseking	daseke	VERB
futech-475	268	13	m	m	PRON
futech-475	268	14	,	,	PUNCT
futech-475	268	15	et	et	PROPN
futech-475	268	16	al	al	PROPN
futech-475	268	17	.	.	PUNCT
futech-475	269	1	the	the	DET
futech-475	269	2	technology	technology	NOUN
futech-475	269	3	acceptance	acceptance	NOUN
futech-475	269	4	model	model	NOUN
futech-475	269	5	and	and	CCONJ
futech-475	269	6	adopter	adopter	ADJ
futech-475	269	7	type	type	NOUN
futech-475	269	8	analysis	analysis	NOUN
futech-475	269	9	in	in	ADP
futech-475	269	10	the	the	DET
futech-475	269	11	context	context	NOUN
futech-475	269	12	of	of	ADP
futech-475	269	13	artificial	artificial	ADJ
futech-475	269	14	intelligence[j	intelligence[j	NOUN
futech-475	269	15	]	]	PUNCT
futech-475	269	16	.	.	PUNCT
futech-475	270	1	frontiers	frontier	NOUN
futech-475	270	2	in	in	ADP
futech-475	270	3	artificial	artificial	ADJ
futech-475	270	4	intelligence	intelligence	NOUN
futech-475	270	5	,	,	PUNCT
futech-475	270	6	2025	2025	NUM
futech-475	270	7	,	,	PUNCT
futech-475	270	8	7	7	NUM
futech-475	270	9	:	:	SYM
futech-475	270	10	1496518	1496518	NUM
futech-475	270	11	.	.	PUNCT
futech-475	271	1	[	[	X
futech-475	271	2	10	10	NUM
futech-475	271	3	]	]	SYM
futech-475	271	4	future	future	NOUN
futech-475	271	5	of	of	ADP
futech-475	271	6	customer	customer	NOUN
futech-475	271	7	lifetime	lifetime	NOUN
futech-475	271	8	value	value	NOUN
futech-475	271	9	:	:	PUNCT
futech-475	271	10	trends	trend	NOUN
futech-475	271	11	and	and	CCONJ
futech-475	271	12	strategies	strategy	NOUN
futech-475	271	13	in	in	ADP
futech-475	271	14	ai	ai	ADJ
futech-475	271	15	-	-	PUNCT
futech-475	271	16	driven	drive	VERB
futech-475	271	17	lifecycle	lifecycle	NOUN
futech-475	271	18	marketing	marketing	NOUN
futech-475	271	19	for	for	ADP
futech-475	271	20	2025	2025	NUM
futech-475	271	21	and	and	CCONJ
futech-475	271	22	beyond[eb	beyond[eb	PROPN
futech-475	271	23	/	/	SYM
futech-475	271	24	ol	ol	ADJ
futech-475	271	25	]	]	PUNCT
futech-475	271	26	.	.	PUNCT
futech-475	272	1	https://superagi.com/future-ofcustomer-lifetime-value-trends-and-strategies-in-aidriven-lifecycle-marketing-for-2025-and-beyond/.	https://superagi.com/future-ofcustomer-lifetime-value-trends-and-strategies-in-aidriven-lifecycle-marketing-for-2025-and-beyond/.	VERB
futech-475	273	1	[	[	X
futech-475	273	2	11	11	NUM
futech-475	273	3	]	]	PUNCT
futech-475	273	4	the	the	DET
futech-475	273	5	2025	2025	NUM
futech-475	273	6	state	state	NOUN
futech-475	273	7	of	of	ADP
futech-475	273	8	marketing	marketing	NOUN
futech-475	273	9	&	&	CCONJ
futech-475	273	10	trends	trend	NOUN
futech-475	273	11	report	report	VERB
futech-475	273	12	:	:	PUNCT
futech-475	273	13	data	datum	NOUN
futech-475	273	14	from	from	ADP
futech-475	273	15	1700	1700	NUM
futech-475	273	16	+	+	CCONJ
futech-475	273	17	global	global	ADJ
futech-475	273	18	marketers[eb	marketers[eb	PROPN
futech-475	273	19	/	/	SYM
futech-475	273	20	ol	ol	PROPN
futech-475	273	21	]	]	PUNCT
futech-475	273	22	.	.	PUNCT
futech-475	274	1	https://blog.hubspot.com/marketing/hubspot-blogmarketing-industry-trends-report	https://blog.hubspot.com/marketing/hubspot-blogmarketing-industry-trends-report	NOUN
futech-475	274	2	.	.	PUNCT
futech-475	275	1	[	[	X
futech-475	275	2	12	12	NUM
futech-475	275	3	]	]	X
futech-475	275	4	digital	digital	ADJ
futech-475	275	5	transformation	transformation	NOUN
futech-475	275	6	in	in	ADP
futech-475	275	7	education	education	NOUN
futech-475	275	8	:	:	PUNCT
futech-475	275	9	key	key	ADJ
futech-475	275	10	trends	trend	NOUN
futech-475	275	11	,	,	PUNCT
futech-475	275	12	strategies	strategy	NOUN
futech-475	275	13	,	,	PUNCT
futech-475	275	14	and	and	CCONJ
futech-475	275	15	tips.[eb	tips.[eb	PROPN
futech-475	275	16	/	/	SYM
futech-475	275	17	ol	ol	PROPN
futech-475	275	18	]	]	PUNCT
futech-475	275	19	.	.	PUNCT
futech-475	276	1	https://www.leadsquared.com/industries/education	https://www.leadsquared.com/industries/education	NOUN
futech-475	276	2	/digital	/digital	ADJ
futech-475	276	3	-	-	PUNCT
futech-475	276	4	transformation	transformation	NOUN
futech-475	276	5	-	-	PUNCT
futech-475	276	6	in	in	ADP
futech-475	276	7	-	-	PUNCT
futech-475	276	8	education	education	NOUN
futech-475	276	9	-	-	PUNCT
futech-475	276	10	trendsstrategies/.	trendsstrategies/.	NOUN
futech-475	276	11	[	[	X
futech-475	276	12	13	13	NUM
futech-475	276	13	]	]	PUNCT
futech-475	276	14	education	education	NOUN
futech-475	276	15	marketing	marketing	NOUN
futech-475	276	16	in	in	ADP
futech-475	276	17	2025	2025	NUM
futech-475	276	18	:	:	PUNCT
futech-475	276	19	key	key	ADJ
futech-475	276	20	trends	trend	NOUN
futech-475	276	21	and	and	CCONJ
futech-475	276	22	strategies.[eb	strategies.[eb	PROPN
futech-475	276	23	/	/	SYM
futech-475	276	24	ol	ol	PROPN
futech-475	276	25	]	]	PUNCT
futech-475	276	26	.	.	PUNCT
futech-475	276	27	https://firdoshkhan.in/education-marketing-in2025-key-trends/.	https://firdoshkhan.in/education-marketing-in2025-key-trends/.	NOUN
futech-475	277	1	[	[	X
futech-475	277	2	14	14	NUM
futech-475	277	3	]	]	X
futech-475	277	4	best	good	ADJ
futech-475	277	5	ai	ai	VERB
futech-475	277	6	virtual	virtual	ADJ
futech-475	277	7	sales	sale	NOUN
futech-475	277	8	assistant	assistant	NOUN
futech-475	277	9	software	software	NOUN
futech-475	277	10	and	and	CCONJ
futech-475	277	11	tools[eb	tools[eb	PROPN
futech-475	277	12	/	/	SYM
futech-475	277	13	ol	ol	PROPN
futech-475	277	14	]	]	PUNCT
futech-475	277	15	.	.	PUNCT
futech-475	278	1	https://www.ilearnlot.com/best-aivirtual-sales-assistant-software-and-tools/81481/.	https://www.ilearnlot.com/best-aivirtual-sales-assistant-software-and-tools/81481/.	PROPN
futech-475	279	1	[	[	X
futech-475	279	2	15	15	NUM
futech-475	279	3	]	]	X
futech-475	279	4	ni	ni	PROPN
futech-475	279	5	j	j	PROPN
futech-475	279	6	,	,	PUNCT
futech-475	279	7	young	young	PROPN
futech-475	279	8	t	t	PROPN
futech-475	279	9	,	,	PUNCT
futech-475	279	10	pandelea	pandelea	PROPN
futech-475	279	11	v	v	NOUN
futech-475	279	12	,	,	PUNCT
futech-475	279	13	et	et	PROPN
futech-475	279	14	al	al	PROPN
futech-475	279	15	.	.	PUNCT
futech-475	280	1	recent	recent	ADJ
futech-475	280	2	advances	advance	NOUN
futech-475	280	3	in	in	ADP
futech-475	280	4	deep	deep	ADJ
futech-475	280	5	learning	learning	NOUN
futech-475	280	6	based	base	VERB
futech-475	280	7	dialogue	dialogue	NOUN
futech-475	280	8	systems	system	NOUN
futech-475	280	9	:	:	PUNCT
futech-475	280	10	a	a	DET
futech-475	280	11	systematic	systematic	ADJ
futech-475	280	12	survey[j	survey[j	PROPN
futech-475	280	13	]	]	PUNCT
futech-475	280	14	.	.	PUNCT
futech-475	281	1	artificial	artificial	ADJ
futech-475	281	2	intelligence	intelligence	NOUN
futech-475	281	3	review	review	NOUN
futech-475	281	4	,	,	PUNCT
futech-475	281	5	2023	2023	NUM
futech-475	281	6	,	,	PUNCT
futech-475	281	7	56(4	56(4	NUM
futech-475	281	8	):	):	PUNCT
futech-475	281	9	3055	3055	NUM
futech-475	281	10	-	-	SYM
futech-475	281	11	3155	3155	NUM
futech-475	281	12	.	.	PUNCT
futech-475	282	1	[	[	X
futech-475	282	2	16	16	NUM
futech-475	282	3	]	]	PUNCT
futech-475	282	4	nlp	nlp	ADJ
futech-475	282	5	-	-	PUNCT
futech-475	282	6	powered	power	VERB
futech-475	282	7	voice	voice	NOUN
futech-475	282	8	interaction	interaction	NOUN
futech-475	282	9	excellence[eb	excellence[eb	PROPN
futech-475	282	10	/	/	SYM
futech-475	282	11	ol	ol	PROPN
futech-475	282	12	]	]	PUNCT
futech-475	282	13	.	.	PUNCT
futech-475	283	1	https://chat360.io/blog/how-nlp-is-applied-toprocess-and-comprehend-natural-language-in-voiceinteractions/.	https://chat360.io/blog/how-nlp-is-applied-toprocess-and-comprehend-natural-language-in-voiceinteractions/.	PROPN
futech-475	284	1	[	[	X
futech-475	284	2	17	17	NUM
futech-475	284	3	]	]	X
futech-475	284	4	o'brien	o'brien	PROPN
futech-475	284	5	h	h	PROPN
futech-475	284	6	l	l	PROPN
futech-475	284	7	,	,	PUNCT
futech-475	284	8	toms	tom	NOUN
futech-475	284	9	e	e	X
futech-475	284	10	g.	g.	NOUN
futech-475	284	11	what	what	PRON
futech-475	284	12	is	be	AUX
futech-475	284	13	user	user	NOUN
futech-475	284	14	engagement	engagement	NOUN
futech-475	284	15	?	?	PUNCT
futech-475	285	1	a	a	DET
futech-475	285	2	conceptual	conceptual	ADJ
futech-475	285	3	framework	framework	NOUN
futech-475	285	4	for	for	ADP
futech-475	285	5	defining	define	VERB
futech-475	285	6	user	user	NOUN
futech-475	285	7	engagement	engagement	NOUN
futech-475	285	8	with	with	ADP
futech-475	285	9	technology[j	technology[j	PROPN
futech-475	285	10	]	]	PUNCT
futech-475	285	11	.	.	PUNCT
futech-475	286	1	journal	journal	PROPN
futech-475	286	2	of	of	ADP
futech-475	286	3	the	the	DET
futech-475	286	4	american	american	ADJ
futech-475	286	5	society	society	NOUN
futech-475	286	6	for	for	ADP
futech-475	286	7	information	information	NOUN
futech-475	286	8	science	science	NOUN
futech-475	286	9	and	and	CCONJ
futech-475	286	10	technology	technology	NOUN
futech-475	286	11	,	,	PUNCT
futech-475	286	12	2008	2008	NUM
futech-475	286	13	,	,	PUNCT
futech-475	286	14	59(6	59(6	NUM
futech-475	286	15	):	):	PUNCT
futech-475	286	16	938	938	NUM
futech-475	286	17	-	-	SYM
futech-475	286	18	955	955	NUM
futech-475	286	19	.	.	PUNCT
futech-475	287	1	[	[	X
futech-475	287	2	18	18	NUM
futech-475	287	3	]	]	X
futech-475	287	4	chi	chi	PROPN
futech-475	287	5	n	n	PROPN
futech-475	287	6	t	t	PROPN
futech-475	287	7	k	k	PROPN
futech-475	287	8	,	,	PUNCT
futech-475	287	9	hoang	hoang	PROPN
futech-475	287	10	vu	vu	PROPN
futech-475	287	11	n.	n.	PROPN
futech-475	287	12	investigating	investigate	VERB
futech-475	287	13	the	the	DET
futech-475	287	14	customer	customer	NOUN
futech-475	287	15	trust	trust	NOUN
futech-475	287	16	in	in	ADP
futech-475	287	17	artificial	artificial	ADJ
futech-475	287	18	intelligence	intelligence	NOUN
futech-475	287	19	:	:	PUNCT
futech-475	287	20	the	the	DET
futech-475	287	21	role	role	NOUN
futech-475	287	22	of	of	ADP
futech-475	287	23	anthropomorphism	anthropomorphism	NOUN
futech-475	287	24	,	,	PUNCT
futech-475	287	25	empathy	empathy	ADJ
futech-475	287	26	response	response	NOUN
futech-475	287	27	,	,	PUNCT
futech-475	287	28	and	and	CCONJ
futech-475	287	29	interaction[j	interaction[j	PROPN
futech-475	287	30	]	]	PUNCT
futech-475	287	31	.	.	PUNCT
futech-475	288	1	caai	caai	NOUN
futech-475	288	2	transactions	transaction	NOUN
futech-475	288	3	on	on	ADP
futech-475	288	4	intelligence	intelligence	NOUN
futech-475	288	5	technology	technology	NOUN
futech-475	288	6	,	,	PUNCT
futech-475	288	7	2023	2023	NUM
futech-475	288	8	,	,	PUNCT
futech-475	288	9	8(1	8(1	NOUN
futech-475	288	10	):	):	PUNCT
futech-475	288	11	260	260	NUM
futech-475	288	12	-	-	SYM
futech-475	288	13	273	273	NUM
futech-475	288	14	.	.	PUNCT
futech-475	289	1	[	[	X
futech-475	289	2	19	19	NUM
futech-475	289	3	]	]	X
futech-475	289	4	marvi	marvi	PROPN
futech-475	289	5	r	r	PROPN
futech-475	289	6	,	,	PUNCT
futech-475	289	7	foroudi	foroudi	NOUN
futech-475	289	8	p	p	NOUN
futech-475	289	9	,	,	PUNCT
futech-475	289	10	cuomo	cuomo	PROPN
futech-475	289	11	m	m	PROPN
futech-475	289	12	t.	t.	PROPN
futech-475	289	13	past	past	NOUN
futech-475	289	14	,	,	PUNCT
futech-475	289	15	present	present	ADJ
futech-475	289	16	and	and	CCONJ
futech-475	289	17	future	future	NOUN
futech-475	289	18	of	of	ADP
futech-475	289	19	ai	ai	VERB
futech-475	289	20	in	in	ADP
futech-475	289	21	marketing	marketing	NOUN
futech-475	289	22	and	and	CCONJ
futech-475	289	23	knowledge	knowledge	NOUN
futech-475	289	24	management[j	management[j	NOUN
futech-475	289	25	]	]	PUNCT
futech-475	289	26	.	.	PUNCT
futech-475	290	1	journal	journal	PROPN
futech-475	290	2	of	of	ADP
futech-475	290	3	knowledge	knowledge	PROPN
futech-475	290	4	management	management	NOUN
futech-475	290	5	,	,	PUNCT
futech-475	290	6	2024	2024	NUM
futech-475	290	7	,	,	PUNCT
futech-475	290	8	29(11	29(11	NUM
futech-475	290	9	):	):	PUNCT
futech-475	290	10	1	1	NUM
futech-475	290	11	-	-	SYM
futech-475	290	12	31	31	NUM
futech-475	290	13	.	.	PUNCT
futech-475	291	1	[	[	X
futech-475	291	2	20	20	NUM
futech-475	291	3	]	]	X
futech-475	291	4	gomes	gomes	PROPN
futech-475	291	5	s	s	PROPN
futech-475	291	6	,	,	PUNCT
futech-475	291	7	lopes	lopes	PROPN
futech-475	291	8	j	j	PROPN
futech-475	291	9	m	m	PROPN
futech-475	291	10	,	,	PUNCT
futech-475	291	11	nogueira	nogueira	PROPN
futech-475	291	12	e.	e.	PROPN
futech-475	291	13	anthropomorphism	anthropomorphism	PROPN
futech-475	291	14	in	in	ADP
futech-475	291	15	artificial	artificial	ADJ
futech-475	291	16	intelligence	intelligence	NOUN
futech-475	291	17	:	:	PUNCT
futech-475	291	18	a	a	DET
futech-475	291	19	game	game	NOUN
futech-475	291	20	-	-	PUNCT
futech-475	291	21	changer	changer	NOUN
futech-475	291	22	for	for	ADP
futech-475	291	23	brand	brand	NOUN
futech-475	291	24	marketing[j	marketing[j	NOUN
futech-475	291	25	]	]	PUNCT
futech-475	291	26	.	.	PUNCT
futech-475	292	1	future	future	ADJ
futech-475	292	2	business	business	NOUN
futech-475	292	3	journal	journal	NOUN
futech-475	292	4	,	,	PUNCT
futech-475	292	5	2025	2025	NUM
futech-475	292	6	,	,	PUNCT
futech-475	292	7	11(1	11(1	NUM
futech-475	292	8	):	):	PUNCT
futech-475	292	9	2	2	NUM
futech-475	292	10	.	.	PUNCT
futech-475	293	1	[	[	X
futech-475	293	2	21	21	NUM
futech-475	293	3	]	]	AUX
futech-475	293	4	haleem	haleem	PROPN
futech-475	293	5	a	a	PROPN
futech-475	293	6	,	,	PUNCT
futech-475	293	7	javaid	javaid	PROPN
futech-475	293	8	m	m	PROPN
futech-475	293	9	,	,	PUNCT
futech-475	293	10	qadri	qadri	PROPN
futech-475	293	11	m	m	PROPN
futech-475	293	12	a	a	PROPN
futech-475	293	13	,	,	PUNCT
futech-475	293	14	et	et	PROPN
futech-475	293	15	al	al	PROPN
futech-475	293	16	.	.	PUNCT
futech-475	293	17	artificial	artificial	ADJ
futech-475	293	18	intelligence	intelligence	NOUN
futech-475	293	19	(	(	PUNCT
futech-475	293	20	ai	ai	NOUN
futech-475	293	21	)	)	PUNCT
futech-475	293	22	applications	application	NOUN
futech-475	293	23	for	for	ADP
futech-475	293	24	marketing	marketing	NOUN
futech-475	293	25	:	:	PUNCT
futech-475	293	26	a	a	DET
futech-475	293	27	literature	literature	NOUN
futech-475	293	28	-	-	PUNCT
futech-475	293	29	based	base	VERB
futech-475	293	30	study[j	study[j	NOUN
futech-475	293	31	]	]	PUNCT
futech-475	293	32	.	.	PUNCT
futech-475	294	1	international	international	ADJ
futech-475	294	2	journal	journal	PROPN
futech-475	294	3	of	of	ADP
futech-475	294	4	intelligent	intelligent	ADJ
futech-475	294	5	networks	network	NOUN
futech-475	294	6	,	,	PUNCT
futech-475	294	7	2022	2022	NUM
futech-475	294	8	,	,	PUNCT
futech-475	294	9	3	3	NUM
futech-475	294	10	:	:	SYM
futech-475	294	11	119	119	NUM
futech-475	294	12	-	-	SYM
futech-475	294	13	132	132	NUM
futech-475	294	14	.	.	PUNCT
futech-475	295	1	[	[	X
futech-475	295	2	22	22	NUM
futech-475	295	3	]	]	X
futech-475	295	4	polyportis	polyportis	NOUN
futech-475	295	5	a	a	NOUN
futech-475	295	6	,	,	PUNCT
futech-475	295	7	pahos	pahos	ADJ
futech-475	295	8	n.	n.	NOUN
futech-475	295	9	understanding	understand	VERB
futech-475	295	10	students	student	NOUN
futech-475	295	11	’	'	PUNCT
futech-475	295	12	adoption	adoption	NOUN
futech-475	295	13	of	of	ADP
futech-475	295	14	the	the	DET
futech-475	295	15	chatgpt	chatgpt	NOUN
futech-475	295	16	chatbot	chatbot	NOUN
futech-475	295	17	in	in	ADP
futech-475	295	18	higher	high	ADJ
futech-475	295	19	education	education	NOUN
futech-475	295	20	:	:	PUNCT
futech-475	295	21	the	the	DET
futech-475	295	22	role	role	NOUN
futech-475	295	23	of	of	ADP
futech-475	295	24	anthropomorphism	anthropomorphism	NOUN
futech-475	295	25	,	,	PUNCT
futech-475	295	26	trust	trust	NOUN
futech-475	295	27	,	,	PUNCT
futech-475	295	28	design	design	NOUN
futech-475	295	29	novelty	novelty	NOUN
futech-475	295	30	and	and	CCONJ
futech-475	295	31	institutional	institutional	ADJ
futech-475	295	32	policy[j	policy[j	NOUN
futech-475	295	33	]	]	PUNCT
futech-475	295	34	.	.	PUNCT
futech-475	296	1	behaviour	behaviour	NOUN
futech-475	296	2	&	&	CCONJ
futech-475	296	3	information	information	PROPN
futech-475	296	4	technology	technology	NOUN
futech-475	296	5	,	,	PUNCT
futech-475	296	6	2025	2025	NUM
futech-475	296	7	,	,	PUNCT
futech-475	296	8	44(2	44(2	NUM
futech-475	296	9	):	):	PUNCT
futech-475	296	10	315	315	NUM
futech-475	296	11	-	-	SYM
futech-475	296	12	336	336	NUM
futech-475	296	13	.	.	PUNCT
futech-475	297	1	[	[	X
futech-475	297	2	23	23	NUM
futech-475	297	3	]	]	X
futech-475	297	4	cheng	cheng	PROPN
futech-475	297	5	c	c	PROPN
futech-475	297	6	-	-	PUNCT
futech-475	297	7	f	f	PROPN
futech-475	297	8	,	,	PUNCT
futech-475	297	9	huang	huang	PROPN
futech-475	297	10	c	c	PROPN
futech-475	297	11	-	-	PUNCT
futech-475	297	12	c	c	PROPN
futech-475	297	13	,	,	PUNCT
futech-475	297	14	lin	lin	PROPN
futech-475	297	15	m	m	PROPN
futech-475	297	16	-	-	PROPN
futech-475	297	17	c	c	PROPN
futech-475	297	18	,	,	PUNCT
futech-475	297	19	et	et	PROPN
futech-475	297	20	al	al	PROPN
futech-475	297	21	.	.	PROPN
futech-475	297	22	exploring	explore	VERB
futech-475	297	23	effectiveness	effectiveness	NOUN
futech-475	297	24	of	of	ADP
futech-475	297	25	relationship	relationship	NOUN
futech-475	297	26	marketing	marketing	NOUN
futech-475	297	27	on	on	ADP
futech-475	297	28	artificial	artificial	ADJ
futech-475	297	29	intelligence	intelligence	NOUN
futech-475	297	30	adopting	adopt	VERB
futech-475	297	31	intention[j	intention[j	PROPN
futech-475	297	32	]	]	PUNCT
futech-475	297	33	.	.	PUNCT
futech-475	298	1	sage	sage	NOUN
futech-475	298	2	open	open	ADJ
futech-475	298	3	,	,	PUNCT
futech-475	298	4	2023	2023	NUM
futech-475	298	5	,	,	PUNCT
futech-475	298	6	13(4	13(4	NUM
futech-475	298	7	):	):	PUNCT
futech-475	298	8	21582440231222760	21582440231222760	NUM
futech-475	298	9	.	.	PUNCT
futech-475	299	1	[	[	X
futech-475	299	2	24	24	NUM
futech-475	299	3	]	]	PUNCT
futech-475	299	4	lefrid	lefrid	NOUN
futech-475	299	5	m	m	PROPN
futech-475	299	6	,	,	PUNCT
futech-475	299	7	cavusoglu	cavusoglu	NOUN
futech-475	299	8	m	m	PROPN
futech-475	299	9	,	,	PUNCT
futech-475	299	10	richardson	richardson	PROPN
futech-475	299	11	s	s	PROPN
futech-475	299	12	,	,	PUNCT
futech-475	299	13	et	et	PROPN
futech-475	299	14	al	al	PROPN
futech-475	299	15	.	.	PROPN
futech-475	299	16	simulation	simulation	NOUN
futech-475	299	17	-	-	PUNCT
futech-475	299	18	based	base	VERB
futech-475	299	19	learning	learning	NOUN
futech-475	299	20	acceptance	acceptance	NOUN
futech-475	299	21	model	model	NOUN
futech-475	299	22	(	(	PUNCT
futech-475	299	23	sblam	sblam	PROPN
futech-475	299	24	):	):	PUNCT
futech-475	299	25	expanding	expand	VERB
futech-475	299	26	the	the	DET
futech-475	299	27	technology	technology	NOUN
futech-475	299	28	acceptance	acceptance	NOUN
futech-475	299	29	model	model	NOUN
futech-475	299	30	(	(	PUNCT
futech-475	299	31	tam	tam	PROPN
futech-475	299	32	)	)	PUNCT
futech-475	299	33	into	into	ADP
futech-475	299	34	hospitality	hospitality	NOUN
futech-475	299	35	education[j	education[j	PROPN
futech-475	299	36	]	]	PUNCT
futech-475	299	37	.	.	PUNCT
futech-475	300	1	journal	journal	PROPN
futech-475	300	2	of	of	ADP
futech-475	300	3	hospitality	hospitality	PROPN
futech-475	300	4	&	&	CCONJ
futech-475	300	5	tourism	tourism	NOUN
futech-475	300	6	education	education	NOUN
futech-475	300	7	,	,	PUNCT
futech-475	300	8	2024	2024	NUM
futech-475	300	9	,	,	PUNCT
futech-475	300	10	36(4	36(4	NUM
futech-475	300	11	):	):	PUNCT
futech-475	300	12	333347	333347	NUM
futech-475	300	13	.	.	PUNCT
futech-475	301	1	[	[	X
futech-475	301	2	25	25	NUM
futech-475	301	3	]	]	X
futech-475	301	4	zhou	zhou	PROPN
futech-475	301	5	l	l	PROPN
futech-475	301	6	,	,	PUNCT
futech-475	301	7	xue	xue	PROPN
futech-475	301	8	s	s	PROPN
futech-475	301	9	,	,	PUNCT
futech-475	301	10	li	li	PROPN
futech-475	301	11	r.	r.	PROPN
futech-475	301	12	extending	extend	VERB
futech-475	301	13	the	the	DET
futech-475	301	14	technology	technology	NOUN
futech-475	301	15	acceptance	acceptance	NOUN
futech-475	301	16	model	model	NOUN
futech-475	301	17	to	to	PART
futech-475	301	18	explore	explore	VERB
futech-475	301	19	students	student	NOUN
futech-475	301	20	’	'	PUNCT
futech-475	301	21	intention	intention	NOUN
futech-475	301	22	to	to	PART
futech-475	301	23	use	use	VERB
futech-475	301	24	an	an	DET
futech-475	301	25	online	online	ADJ
futech-475	301	26	education	education	NOUN
futech-475	301	27	platform	platform	NOUN
futech-475	301	28	at	at	ADP
futech-475	301	29	a	a	DET
futech-475	301	30	university	university	NOUN
futech-475	301	31	in	in	ADP
futech-475	301	32	china[j	china[j	NOUN
futech-475	301	33	]	]	PUNCT
futech-475	301	34	.	.	PUNCT
futech-475	302	1	sage	sage	NOUN
futech-475	302	2	open	open	ADJ
futech-475	302	3	,	,	PUNCT
futech-475	302	4	2022	2022	NUM
futech-475	302	5	,	,	PUNCT
futech-475	302	6	12(1	12(1	NUM
futech-475	302	7	):	):	PUNCT
futech-475	302	8	21582440221085259	21582440221085259	NUM
futech-475	302	9	.	.	PUNCT
futech-475	303	1	[	[	X
futech-475	303	2	26	26	NUM
futech-475	303	3	]	]	X
futech-475	303	4	mogaji	mogaji	X
futech-475	303	5	e	e	NOUN
futech-475	303	6	,	,	PUNCT
futech-475	303	7	viglia	viglia	PROPN
futech-475	303	8	g	g	PROPN
futech-475	303	9	,	,	PUNCT
futech-475	303	10	srivastava	srivastava	PROPN
futech-475	303	11	p	p	PROPN
futech-475	303	12	,	,	PUNCT
futech-475	303	13	et	et	PROPN
futech-475	303	14	al	al	PROPN
futech-475	303	15	.	.	PROPN
futech-475	303	16	is	be	AUX
futech-475	303	17	it	it	PRON
futech-475	303	18	the	the	DET
futech-475	303	19	end	end	NOUN
futech-475	303	20	of	of	ADP
futech-475	303	21	the	the	DET
futech-475	303	22	technology	technology	NOUN
futech-475	303	23	acceptance	acceptance	NOUN
futech-475	303	24	model	model	NOUN
futech-475	303	25	in	in	ADP
futech-475	303	26	the	the	DET
futech-475	303	27	era	era	NOUN
futech-475	303	28	of	of	ADP
futech-475	303	29	generative	generative	ADJ
futech-475	303	30	artificial	artificial	ADJ
futech-475	303	31	intelligence?[j	intelligence?[j	NOUN
futech-475	303	32	]	]	PUNCT
futech-475	303	33	.	.	PUNCT
futech-475	304	1	international	international	ADJ
futech-475	304	2	journal	journal	PROPN
futech-475	304	3	of	of	ADP
futech-475	304	4	contemporary	contemporary	PROPN
futech-475	304	5	hospitality	hospitality	PROPN
futech-475	304	6	management	management	NOUN
futech-475	304	7	,	,	PUNCT
futech-475	304	8	2024	2024	NUM
futech-475	304	9	,	,	PUNCT
futech-475	304	10	36(10	36(10	NUM
futech-475	304	11	):	):	PUNCT
futech-475	304	12	3324	3324	NUM
futech-475	304	13	-	-	SYM
futech-475	304	14	3339	3339	NUM
futech-475	304	15	.	.	PUNCT
futech-475	305	1	[	[	X
futech-475	305	2	27	27	NUM
futech-475	305	3	]	]	X
futech-475	305	4	dahri	dahri	PROPN
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futech-475	305	6	a	a	PROPN
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futech-475	305	10	,	,	PUNCT
futech-475	305	11	al	al	PROPN
futech-475	305	12	-	-	PUNCT
futech-475	305	13	rahmi	rahmi	PROPN
futech-475	305	14	w	w	PROPN
futech-475	305	15	m	m	PROPN
futech-475	305	16	,	,	PUNCT
futech-475	305	17	et	et	PROPN
futech-475	305	18	al	al	PROPN
futech-475	305	19	.	.	PROPN
futech-475	305	20	extended	extend	VERB
futech-475	305	21	tam	tam	X
futech-475	305	22	based	base	VERB
futech-475	305	23	acceptance	acceptance	NOUN
futech-475	305	24	of	of	ADP
futech-475	305	25	ai	ai	NOUN
futech-475	305	26	-	-	PUNCT
futech-475	305	27	powered	powered	ADJ
futech-475	305	28	chatgpt	chatgpt	NOUN
futech-475	305	29	for	for	ADP
futech-475	305	30	supporting	support	VERB
futech-475	305	31	metacognitive	metacognitive	ADJ
futech-475	305	32	self	self	NOUN
futech-475	305	33	-	-	PUNCT
futech-475	305	34	regulated	regulate	VERB
futech-475	305	35	learning	learning	NOUN
futech-475	305	36	in	in	ADP
futech-475	305	37	education	education	NOUN
futech-475	305	38	:	:	PUNCT
futech-475	305	39	a	a	DET
futech-475	305	40	mixed	mix	VERB
futech-475	305	41	-	-	PUNCT
futech-475	305	42	methods	method	NOUN
futech-475	305	43	study[j	study[j	NOUN
futech-475	305	44	]	]	PUNCT
futech-475	305	45	.	.	PUNCT
futech-475	306	1	heliyon	heliyon	NOUN
futech-475	306	2	,	,	PUNCT
futech-475	306	3	2024	2024	NUM
futech-475	306	4	,	,	PUNCT
futech-475	306	5	10(8	10(8	NUM
futech-475	306	6	)	)	PUNCT
futech-475	306	7	.	.	PUNCT
futech-475	307	1	[	[	X
futech-475	307	2	28	28	NUM
futech-475	307	3	]	]	PUNCT
futech-475	307	4	chocarro	chocarro	ADJ
futech-475	307	5	r	r	PROPN
futech-475	307	6	,	,	PUNCT
futech-475	307	7	cortiñas	cortiñas	NOUN
futech-475	307	8	m	m	PROPN
futech-475	307	9	,	,	PUNCT
futech-475	307	10	marcos	marcos	PROPN
futech-475	307	11	-	-	PUNCT
futech-475	307	12	matás	matás	PROPN
futech-475	307	13	g.	g.	PROPN
futech-475	307	14	teachers	teachers	PROPN
futech-475	307	15	’	’	PART
futech-475	307	16	attitudes	attitude	NOUN
futech-475	307	17	towards	towards	ADP
futech-475	307	18	chatbots	chatbot	NOUN
futech-475	307	19	in	in	ADP
futech-475	307	20	education	education	NOUN
futech-475	307	21	:	:	PUNCT
futech-475	307	22	a	a	DET
futech-475	307	23	technology	technology	NOUN
futech-475	307	24	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	NOUN
futech-475	307	25	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	NOUN
futech-475	307	26	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	NOUN
futech-475	307	27	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/	PROPN
futech-475	307	28	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/	PROPN
futech-475	308	1	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	INTJ
futech-475	309	1	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	INTJ
futech-475	309	2	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyond/	INTJ
futech-475	309	3	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	VERB
futech-475	309	4	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	PROPN
futech-475	309	5	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	PROPN
futech-475	309	6	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	PROPN
futech-475	309	7	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/	PROPN
futech-475	310	1	https://firdoshkhan.in/education-marketing-in-2025-key-trends/	https://firdoshkhan.in/education-marketing-in-2025-key-trends/	PROPN
futech-475	310	2	https://firdoshkhan.in/education-marketing-in-2025-key-trends/	https://firdoshkhan.in/education-marketing-in-2025-key-trends/	PROPN
futech-475	310	3	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/	PROPN
futech-475	310	4	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/	PROPN
futech-475	310	5	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	NOUN
futech-475	310	6	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	NOUN
futech-475	310	7	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/	PROPN
futech-475	310	8	c.	c.	PROPN
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futech-475	310	10	et	et	PROPN
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futech-475	310	12	.	.	PROPN
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futech-475	310	14	technology	technology	PROPN
futech-475	310	15	november	november	PROPN
futech-475	310	16	2025|	2025|	NUM
futech-475	310	17	volume	volume	NOUN
futech-475	310	18	04	04	NUM
futech-475	311	1	|	|	ADV
futech-475	311	2	issue	issue	VERB
futech-475	311	3	04	04	NUM
futech-475	312	1	|	|	CCONJ
futech-475	312	2	pages	page	VERB
futech-475	312	3	146	146	NUM
futech-475	312	4	-	-	SYM
futech-475	312	5	158	158	NUM
futech-475	312	6	158	158	NUM
futech-475	312	7	acceptance	acceptance	NOUN
futech-475	312	8	model	model	NOUN
futech-475	312	9	approach	approach	NOUN
futech-475	312	10	considering	consider	VERB
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futech-475	312	14	social	social	ADJ
futech-475	312	15	language	language	NOUN
futech-475	312	16	,	,	PUNCT
futech-475	312	17	bot	bot	NOUN
futech-475	312	18	proactiveness	proactiveness	NOUN
futech-475	312	19	,	,	PUNCT
futech-475	312	20	and	and	CCONJ
futech-475	312	21	users	user	NOUN
futech-475	312	22	’	'	PUNCT
futech-475	312	23	characteristics[j	characteristics[j	PROPN
futech-475	312	24	]	]	PUNCT
futech-475	312	25	.	.	PUNCT
futech-475	313	1	educational	educational	ADJ
futech-475	313	2	studies	study	NOUN
futech-475	313	3	,	,	PUNCT
futech-475	313	4	2023	2023	NUM
futech-475	313	5	,	,	PUNCT
futech-475	313	6	49(2	49(2	NUM
futech-475	313	7	):	):	PUNCT
futech-475	313	8	295	295	NUM
futech-475	313	9	-	-	SYM
futech-475	313	10	313	313	NUM
futech-475	313	11	.	.	PUNCT
futech-475	314	1	[	[	X
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futech-475	314	3	]	]	PUNCT
futech-475	314	4	na	na	ADP
futech-475	314	5	s	s	PROPN
futech-475	314	6	,	,	PUNCT
futech-475	314	7	heo	heo	PROPN
futech-475	314	8	s	s	PROPN
futech-475	314	9	,	,	PUNCT
futech-475	314	10	han	han	PROPN
futech-475	314	11	s	s	PROPN
futech-475	314	12	,	,	PUNCT
futech-475	314	13	et	et	PROPN
futech-475	314	14	al	al	PROPN
futech-475	314	15	.	.	PROPN
futech-475	314	16	acceptance	acceptance	NOUN
futech-475	314	17	model	model	NOUN
futech-475	314	18	of	of	ADP
futech-475	314	19	artificial	artificial	ADJ
futech-475	314	20	intelligence	intelligence	NOUN
futech-475	314	21	(	(	PUNCT
futech-475	314	22	ai)-based	ai)-base	VERB
futech-475	314	23	technologies	technology	NOUN
futech-475	314	24	in	in	ADP
futech-475	314	25	construction	construction	NOUN
futech-475	314	26	firms	firm	NOUN
futech-475	314	27	:	:	PUNCT
futech-475	314	28	applying	apply	VERB
futech-475	314	29	the	the	DET
futech-475	314	30	technology	technology	NOUN
futech-475	314	31	acceptance	acceptance	NOUN
futech-475	314	32	model	model	NOUN
futech-475	314	33	(	(	PUNCT
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futech-475	314	36	in	in	ADP
futech-475	314	37	combination	combination	NOUN
futech-475	314	38	with	with	ADP
futech-475	314	39	the	the	DET
futech-475	314	40	technology	technology	NOUN
futech-475	314	41	–	–	PUNCT
futech-475	314	42	organisation	organisation	NOUN
futech-475	314	43	–	–	PUNCT
futech-475	314	44	environment	environment	NOUN
futech-475	314	45	(	(	PUNCT
futech-475	314	46	toe	toe	NOUN
futech-475	314	47	)	)	PUNCT
futech-475	314	48	framework[j	framework[j	PROPN
futech-475	314	49	]	]	PUNCT
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futech-475	315	1	buildings	building	NOUN
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futech-475	315	4	,	,	PUNCT
futech-475	315	5	12(2	12(2	NUM
futech-475	315	6	):	):	PUNCT
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futech-475	315	8	.	.	PUNCT
futech-475	316	1	[	[	X
futech-475	316	2	30	30	NUM
futech-475	316	3	]	]	PUNCT
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futech-475	316	12	model	model	NOUN
futech-475	316	13	:	:	PUNCT
futech-475	316	14	exploring	explore	VERB
futech-475	316	15	the	the	DET
futech-475	316	16	role	role	NOUN
futech-475	316	17	of	of	ADP
futech-475	316	18	blockchain	blockchain	PROPN
futech-475	316	19	and	and	CCONJ
futech-475	316	20	ai	ai	VERB
futech-475	316	21	in	in	ADP
futech-475	316	22	predicting	predict	VERB
futech-475	316	23	learner	learner	NOUN
futech-475	316	24	engagement	engagement	NOUN
futech-475	316	25	and	and	CCONJ
futech-475	316	26	performance	performance	NOUN
futech-475	316	27	in	in	ADP
futech-475	316	28	e	e	NOUN
futech-475	316	29	-	-	NOUN
futech-475	316	30	learning[j	learning[j	NOUN
futech-475	316	31	]	]	PUNCT
futech-475	316	32	.	.	PUNCT
futech-475	317	1	frontiers	frontier	NOUN
futech-475	317	2	in	in	ADP
futech-475	317	3	computer	computer	NOUN
futech-475	317	4	science	science	NOUN
futech-475	317	5	,	,	PUNCT
futech-475	317	6	2023	2023	NUM
futech-475	317	7	,	,	PUNCT
futech-475	317	8	5	5	NUM
futech-475	317	9	:	:	SYM
futech-475	317	10	1227749	1227749	NUM
futech-475	317	11	.	.	PUNCT
futech-475	318	1	this	this	DET
futech-475	318	2	article	article	NOUN
futech-475	318	3	is	be	AUX
futech-475	318	4	an	an	DET
futech-475	318	5	open	open	ADJ
futech-475	318	6	-	-	PUNCT
futech-475	318	7	access	access	NOUN
futech-475	318	8	article	article	NOUN
futech-475	318	9	distributed	distribute	VERB
futech-475	318	10	under	under	ADP
futech-475	318	11	the	the	DET
futech-475	318	12	terms	term	NOUN
futech-475	318	13	and	and	CCONJ
futech-475	318	14	conditions	condition	NOUN
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futech-475	318	16	the	the	DET
futech-475	318	17	creative	creative	ADJ
futech-475	318	18	commons	common	NOUN
futech-475	318	19	attribution	attribution	NOUN
futech-475	318	20	(	(	PUNCT
futech-475	318	21	cc	cc	NOUN
futech-475	318	22	by	by	ADP
futech-475	318	23	)	)	PUNCT
futech-475	318	24	license	license	NOUN
futech-475	318	25	(	(	PUNCT
futech-475	318	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-475	318	27	)	)	PUNCT
futech-475	318	28	.	.	PUNCT
futech-475	319	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-475	319	2	1	1	NUM
futech-475	319	3	.	.	PUNCT
futech-475	319	4	introduction	introduction	NOUN
futech-475	319	5	with	with	ADP
futech-475	319	6	the	the	DET
futech-475	319	7	adoption	adoption	NOUN
futech-475	319	8	of	of	ADP
futech-475	319	9	artificial	artificial	ADJ
futech-475	319	10	intelligence	intelligence	NOUN
futech-475	319	11	(	(	PUNCT
futech-475	319	12	ai	ai	NOUN
futech-475	319	13	)	)	PUNCT
futech-475	319	14	technologies	technology	NOUN
futech-475	319	15	,	,	PUNCT
futech-475	319	16	the	the	DET
futech-475	319	17	educational	educational	ADJ
futech-475	319	18	technology	technology	NOUN
futech-475	319	19	marketplace	marketplace	NOUN
futech-475	319	20	has	have	AUX
futech-475	319	21	undergone	undergo	VERB
futech-475	319	22	a	a	DET
futech-475	319	23	profound	profound	ADJ
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futech-475	319	25	,	,	PUNCT
futech-475	319	26	changing	change	VERB
futech-475	319	27	the	the	DET
futech-475	319	28	way	way	NOUN
futech-475	319	29	educational	educational	ADJ
futech-475	319	30	services	service	NOUN
futech-475	319	31	and	and	CCONJ
futech-475	319	32	products	product	NOUN
futech-475	319	33	are	be	AUX
futech-475	319	34	marketed	market	VERB
futech-475	319	35	and	and	CCONJ
futech-475	319	36	delivered	deliver	VERB
futech-475	319	37	to	to	PART
futech-475	319	38	end	end	VERB
futech-475	319	39	users	user	NOUN
futech-475	319	40	.	.	PUNCT
futech-475	320	1	the	the	DET
futech-475	320	2	total	total	ADJ
futech-475	320	3	globa	globa	NOUN
futech-475	320	4	...	...	PUNCT
futech-475	320	5	the	the	DET
futech-475	320	6	key	key	ADJ
futech-475	320	7	contributions	contribution	NOUN
futech-475	320	8	of	of	ADP
futech-475	320	9	this	this	DET
futech-475	320	10	study	study	NOUN
futech-475	320	11	include	include	VERB
futech-475	320	12	building	build	VERB
futech-475	320	13	an	an	DET
futech-475	320	14	integrated	integrate	VERB
futech-475	320	15	theoretical	theoretical	ADJ
futech-475	320	16	framework	framework	NOUN
futech-475	320	17	integrating	integrate	VERB
futech-475	320	18	technology	technology	NOUN
futech-475	320	19	acceptance	acceptance	NOUN
futech-475	320	20	model	model	NOUN
futech-475	320	21	(	(	PUNCT
futech-475	320	22	tam	tam	PROPN
futech-475	320	23	)	)	PUNCT
futech-475	320	24	with	with	ADP
futech-475	320	25	ai	ai	ADJ
futech-475	320	26	-	-	PUNCT
futech-475	320	27	specific	specific	ADJ
futech-475	320	28	technology	technology	NOUN
futech-475	320	29	constructs	construct	NOUN
futech-475	320	30	in	in	ADP
futech-475	320	31	the	the	DET
futech-475	320	32	context	context	NOUN
futech-475	320	33	of	of	ADP
futech-475	320	34	educational	educational	ADJ
futech-475	320	35	technology	technology	NOUN
futech-475	320	36	marketing	marketing	NOUN
futech-475	320	37	,	,	PUNCT
futech-475	320	38	empirically	empirically	ADV
futech-475	320	39	validating	validate	VERB
futech-475	320	40	th	th	X
futech-475	320	41	...	...	PUNCT
futech-475	320	42	2	2	NUM
futech-475	320	43	.	.	X
futech-475	320	44	theoretical	theoretical	ADJ
futech-475	320	45	foundation	foundation	NOUN
futech-475	320	46	and	and	CCONJ
futech-475	320	47	research	research	NOUN
futech-475	320	48	framework	framework	NOUN
futech-475	320	49	2.1	2.1	NUM
futech-475	320	50	literature	literature	NOUN
futech-475	320	51	review	review	VERB
futech-475	320	52	the	the	DET
futech-475	320	53	marketing	marketing	NOUN
futech-475	320	54	environment	environment	NOUN
futech-475	320	55	of	of	ADP
futech-475	320	56	educational	educational	ADJ
futech-475	320	57	technology	technology	NOUN
futech-475	320	58	has	have	AUX
futech-475	320	59	shifted	shift	VERB
futech-475	320	60	from	from	ADP
futech-475	320	61	an	an	DET
futech-475	320	62	information	information	NOUN
futech-475	320	63	push	push	NOUN
futech-475	320	64	to	to	ADP
futech-475	320	65	the	the	DET
futech-475	320	66	interactive	interactive	ADJ
futech-475	320	67	social	social	ADJ
futech-475	320	68	web2.0	web2.0	PROPN
futech-475	320	69	and	and	CCONJ
futech-475	320	70	,	,	PUNCT
futech-475	320	71	recently	recently	ADV
futech-475	320	72	,	,	PUNCT
futech-475	320	73	ai	ai	ADJ
futech-475	320	74	-	-	PUNCT
futech-475	320	75	driven	drive	VERB
futech-475	320	76	predictive	predictive	ADJ
futech-475	320	77	marketing	marketing	NOUN
futech-475	320	78	,	,	PUNCT
futech-475	320	79	fundamentally	fundamentally	ADV
futech-475	320	80	reshaping	reshape	VERB
futech-475	320	81	how	how	SCONJ
futech-475	320	82	our	our	PRON
futech-475	320	83	stakeholders	stakeholder	NOUN
futech-475	320	84	engage	engage	VERB
futech-475	320	85	with	with	ADP
futech-475	320	86	education	education	NOUN
futech-475	320	87	resources	resource	NOUN
futech-475	320	88	and	and	CCONJ
futech-475	320	89	t	t	PROPN
futech-475	320	90	...	...	PUNCT
futech-475	320	91	modern	modern	ADJ
futech-475	320	92	conversational	conversational	ADJ
futech-475	320	93	systems	system	NOUN
futech-475	320	94	have	have	AUX
futech-475	320	95	progressed	progress	VERB
futech-475	320	96	from	from	ADP
futech-475	320	97	rule	rule	NOUN
futech-475	320	98	-	-	PUNCT
futech-475	320	99	based	base	VERB
futech-475	320	100	designs	design	NOUN
futech-475	320	101	to	to	ADP
futech-475	320	102	complex	complex	ADJ
futech-475	320	103	deep	deep	ADJ
futech-475	320	104	learning	learning	NOUN
futech-475	320	105	-	-	PUNCT
futech-475	320	106	based	base	VERB
futech-475	320	107	models	model	NOUN
futech-475	320	108	,	,	PUNCT
futech-475	320	109	which	which	PRON
futech-475	320	110	are	be	AUX
futech-475	320	111	now	now	ADV
futech-475	320	112	able	able	ADJ
futech-475	320	113	to	to	PART
futech-475	320	114	handle	handle	VERB
futech-475	320	115	both	both	DET
futech-475	320	116	task	task	NOUN
futech-475	320	117	-	-	PUNCT
futech-475	320	118	oriented	orient	VERB
futech-475	320	119	and	and	CCONJ
futech-475	320	120	open	open	ADJ
futech-475	320	121	-	-	PUNCT
futech-475	320	122	domain	domain	NOUN
futech-475	320	123	dialogs	dialog	NOUN
futech-475	320	124	with	with	ADP
futech-475	320	125	emotional	emotional	ADJ
futech-475	320	126	-	-	PUNCT
futech-475	320	127	ai	ai	NOUN
futech-475	320	128	that	that	PRON
futech-475	320	129	empowers	empower	VERB
futech-475	320	130	sales	sale	NOUN
futech-475	320	131	campaigns	campaign	NOUN
futech-475	320	132	through	through	ADP
futech-475	320	133	a	a	DET
futech-475	320	134	better	well	ADJ
futech-475	320	135	under	under	ADV
futech-475	320	136	...	...	PUNCT
futech-475	320	137	2.2	2.2	NUM
futech-475	320	138	conceptual	conceptual	ADJ
futech-475	320	139	model	model	NOUN
futech-475	320	140	and	and	CCONJ
futech-475	320	141	hypothesis	hypothesis	NOUN
futech-475	320	142	development	development	NOUN
futech-475	320	143	this	this	DET
futech-475	320	144	theoretical	theoretical	ADJ
futech-475	320	145	model	model	NOUN
futech-475	320	146	combines	combine	VERB
futech-475	320	147	ai	ai	ADJ
futech-475	320	148	-	-	PUNCT
futech-475	320	149	specific	specific	ADJ
futech-475	320	150	marketing	marketing	NOUN
futech-475	320	151	features	feature	NOUN
futech-475	320	152	with	with	ADP
futech-475	320	153	traditional	traditional	ADJ
futech-475	320	154	technology	technology	NOUN
futech-475	320	155	acceptance	acceptance	NOUN
futech-475	320	156	constructs	construct	NOUN
futech-475	320	157	for	for	ADP
futech-475	320	158	the	the	DET
futech-475	320	159	analysis	analysis	NOUN
futech-475	320	160	of	of	ADP
futech-475	320	161	user	user	NOUN
futech-475	320	162	behaviors	behavior	NOUN
futech-475	320	163	in	in	ADP
futech-475	320	164	the	the	DET
futech-475	320	165	field	field	NOUN
futech-475	320	166	of	of	ADP
futech-475	320	167	educational	educational	ADJ
futech-475	320	168	technology	technology	NOUN
futech-475	320	169	,	,	PUNCT
futech-475	320	170	as	as	SCONJ
futech-475	320	171	displayed	display	VERB
futech-475	320	172	in	in	ADP
futech-475	320	173	figure	figure	NOUN
futech-475	320	174	1	1	NUM
futech-475	320	175	.	.	PUNCT
futech-475	320	176	based	base	VERB
futech-475	320	177	on	on	ADP
futech-475	320	178	new	new	ADJ
futech-475	320	179	empirical	empirical	ADJ
futech-475	320	180	information	information	NOUN
futech-475	320	181	th	th	NOUN
futech-475	320	182	...	...	PUNCT
futech-475	320	183	the	the	DET
futech-475	320	184	theoretical	theoretical	ADJ
futech-475	320	185	advancement	advancement	NOUN
futech-475	320	186	manifests	manifest	VERB
futech-475	320	187	through	through	ADP
futech-475	320	188	the	the	DET
futech-475	320	189	discovery	discovery	NOUN
futech-475	320	190	that	that	PRON
futech-475	320	191	ai	ai	VERB
futech-475	320	192	anthropomorphism	anthropomorphism	NOUN
futech-475	320	193	in	in	ADP
futech-475	320	194	educational	educational	ADJ
futech-475	320	195	contexts	context	NOUN
futech-475	320	196	triggers	trigger	VERB
futech-475	320	197	distinct	distinct	ADJ
futech-475	320	198	neural	neural	ADJ
futech-475	320	199	pathways	pathway	NOUN
futech-475	320	200	compared	compare	VERB
futech-475	320	201	to	to	ADP
futech-475	320	202	traditional	traditional	ADJ
futech-475	320	203	technology	technology	NOUN
futech-475	320	204	interactions	interaction	NOUN
futech-475	320	205	,	,	PUNCT
futech-475	320	206	as	as	SCONJ
futech-475	320	207	evidenced	evidence	VERB
futech-475	320	208	by	by	ADP
futech-475	320	209	the	the	DET
futech-475	320	210	76.5	76.5	NUM
futech-475	320	211	%	%	NOUN
futech-475	320	212	trust	trust	NOUN
futech-475	320	213	mediation	mediation	NOUN
futech-475	320	214	effect	effect	NOUN
futech-475	320	215	that	that	DET
futech-475	320	216	excee	excee	NOUN
futech-475	320	217	...	...	PUNCT
futech-475	320	218	the	the	DET
futech-475	320	219	theoretical	theoretical	ADJ
futech-475	320	220	innovation	innovation	NOUN
futech-475	320	221	of	of	ADP
futech-475	320	222	this	this	DET
futech-475	320	223	framework	framework	NOUN
futech-475	320	224	lies	lie	VERB
futech-475	320	225	in	in	ADP
futech-475	320	226	its	its	PRON
futech-475	320	227	multi	multi	ADJ
futech-475	320	228	-	-	ADJ
futech-475	320	229	level	level	ADJ
futech-475	320	230	integration	integration	NOUN
futech-475	320	231	of	of	ADP
futech-475	320	232	marketing	marketing	NOUN
futech-475	320	233	theory	theory	NOUN
futech-475	320	234	with	with	ADP
futech-475	320	235	ai	ai	PROPN
futech-475	320	236	acceptance	acceptance	NOUN
futech-475	320	237	models	model	NOUN
futech-475	320	238	while	while	SCONJ
futech-475	320	239	accounting	account	VERB
futech-475	320	240	for	for	ADP
futech-475	320	241	educational	educational	ADJ
futech-475	320	242	context	context	NOUN
futech-475	320	243	specificity	specificity	NOUN
futech-475	320	244	through	through	ADP
futech-475	320	245	moderation	moderation	NOUN
futech-475	320	246	effects	effect	NOUN
futech-475	320	247	.	.	PUNCT
futech-475	321	1	user	user	NOUN
futech-475	321	2	technology	technology	PROPN
futech-475	321	3	readiness	readiness	NOUN
futech-475	321	4	(	(	PUNCT
futech-475	321	5	h7	h7	PROPN
futech-475	321	6	)	)	PUNCT
futech-475	321	7	and	and	CCONJ
futech-475	321	8	educatio	educatio	NOUN
futech-475	321	9	...	...	PUNCT
futech-475	321	10	figure	figure	NOUN
futech-475	321	11	1	1	NUM
futech-475	321	12	.	.	PUNCT
futech-475	322	1	conceptual	conceptual	ADJ
futech-475	322	2	framework	framework	NOUN
futech-475	322	3	of	of	ADP
futech-475	322	4	ai	ai	ADJ
futech-475	322	5	marketing	marketing	NOUN
futech-475	322	6	acceptance	acceptance	NOUN
futech-475	322	7	in	in	ADP
futech-475	322	8	educational	educational	ADJ
futech-475	322	9	technology	technology	NOUN
futech-475	322	10	3	3	NUM
futech-475	322	11	.	.	PUNCT
futech-475	322	12	research	research	NOUN
futech-475	322	13	methodology	methodology	NOUN
futech-475	322	14	3.1	3.1	NUM
futech-475	322	15	research	research	NOUN
futech-475	322	16	design	design	NOUN
futech-475	322	17	an	an	DET
futech-475	322	18	explanatory	explanatory	ADJ
futech-475	322	19	sequential	sequential	ADJ
futech-475	322	20	mixed	mixed	ADJ
futech-475	322	21	-	-	PUNCT
futech-475	322	22	methods	method	NOUN
futech-475	322	23	design	design	NOUN
futech-475	322	24	integrates	integrate	NOUN
futech-475	322	25	quantitative	quantitative	ADJ
futech-475	322	26	surveys	survey	NOUN
futech-475	322	27	(	(	PUNCT
futech-475	322	28	n=650	n=650	PROPN
futech-475	322	29	)	)	PUNCT
futech-475	322	30	examining	examine	VERB
futech-475	322	31	ai	ai	INTJ
futech-475	322	32	marketing	marketing	NOUN
futech-475	322	33	acceptance	acceptance	NOUN
futech-475	322	34	with	with	ADP
futech-475	322	35	qualitative	qualitative	ADJ
futech-475	322	36	interviews	interview	NOUN
futech-475	322	37	(	(	PUNCT
futech-475	322	38	n=45	n=45	NOUN
futech-475	322	39	)	)	PUNCT
futech-475	322	40	exploring	explore	VERB
futech-475	322	41	nuanced	nuanced	ADJ
futech-475	322	42	user	user	NOUN
futech-475	322	43	experiences	experience	NOUN
futech-475	322	44	and	and	CCONJ
futech-475	322	45	decision	decision	NOUN
futech-475	322	46	-	-	PUNCT
futech-475	322	47	making	make	VERB
futech-475	322	48	processes	process	NOUN
futech-475	322	49	in	in	ADP
futech-475	322	50	educational	educational	ADJ
futech-475	322	51	technology	technology	NOUN
futech-475	322	52	cont	cont	NOUN
futech-475	322	53	...	...	PUNCT
futech-475	322	54	3.2	3.2	NUM
futech-475	322	55	quantitative	quantitative	ADJ
futech-475	322	56	methods	method	NOUN
futech-475	322	57	the	the	DET
futech-475	322	58	quantitative	quantitative	ADJ
futech-475	322	59	phase	phase	NOUN
futech-475	322	60	employed	employ	VERB
futech-475	322	61	a	a	DET
futech-475	322	62	comprehensive	comprehensive	ADJ
futech-475	322	63	online	online	ADJ
futech-475	322	64	survey	survey	NOUN
futech-475	322	65	administered	administer	VERB
futech-475	322	66	to	to	ADP
futech-475	322	67	650	650	NUM
futech-475	322	68	participants	participant	NOUN
futech-475	322	69	recruited	recruit	VERB
futech-475	322	70	from	from	ADP
futech-475	322	71	major	major	ADJ
futech-475	322	72	educational	educational	ADJ
futech-475	322	73	technology	technology	NOUN
futech-475	322	74	platforms	platform	NOUN
futech-475	322	75	in	in	ADP
futech-475	322	76	china	china	PROPN
futech-475	322	77	,	,	PUNCT
futech-475	322	78	complemented	complement	VERB
futech-475	322	79	by	by	ADP
futech-475	322	80	longitudinal	longitudinal	ADJ
futech-475	322	81	behavioral	behavioral	ADJ
futech-475	322	82	data	datum	NOUN
futech-475	322	83	tracking	track	VERB
futech-475	322	84	over	over	ADP
futech-475	322	85	a	a	DET
futech-475	322	86	six	six	NUM
futech-475	322	87	-	-	PUNCT
futech-475	322	88	month	month	NOUN
futech-475	322	89	period	period	NOUN
futech-475	322	90	to	to	PART
futech-475	322	91	capture	capture	VERB
futech-475	322	92	act	act	PROPN
futech-475	322	93	...	...	PUNCT
futech-475	322	94	3.3	3.3	NUM
futech-475	322	95	qualitative	qualitative	ADJ
futech-475	322	96	methods	method	NOUN
futech-475	322	97	semi	semi	ADJ
futech-475	322	98	-	-	ADJ
futech-475	322	99	structured	structured	ADJ
futech-475	322	100	interviews	interview	NOUN
futech-475	322	101	with	with	ADP
futech-475	322	102	45	45	NUM
futech-475	322	103	participants	participant	NOUN
futech-475	322	104	(	(	PUNCT
futech-475	322	105	students	student	NOUN
futech-475	322	106	,	,	PUNCT
futech-475	322	107	educators	educator	NOUN
futech-475	322	108	,	,	PUNCT
futech-475	322	109	and	and	CCONJ
futech-475	322	110	administrators	administrator	NOUN
futech-475	322	111	)	)	PUNCT
futech-475	322	112	selected	select	VERB
futech-475	322	113	through	through	ADP
futech-475	322	114	purposive	purposive	ADJ
futech-475	322	115	sampling	sampling	NOUN
futech-475	322	116	explored	explore	VERB
futech-475	322	117	ai	ai	PRON
futech-475	322	118	marketing	marketing	NOUN
futech-475	322	119	acceptance	acceptance	NOUN
futech-475	322	120	beyond	beyond	ADP
futech-475	322	121	quantitative	quantitative	ADJ
futech-475	322	122	metrics	metric	NOUN
futech-475	322	123	,	,	PUNCT
futech-475	322	124	with	with	ADP
futech-475	322	125	selection	selection	NOUN
futech-475	322	126	criteria	criterion	NOUN
futech-475	322	127	prioritizing	prioritize	VERB
futech-475	322	128	substantial	substantial	ADJ
futech-475	322	129	platform	platform	NOUN
futech-475	322	130	exper	exper	NOUN
futech-475	322	131	...	...	PUNCT
futech-475	322	132	as	as	SCONJ
futech-475	322	133	illustrated	illustrate	VERB
futech-475	322	134	in	in	ADP
futech-475	322	135	table	table	NOUN
futech-475	322	136	2	2	NUM
futech-475	322	137	,	,	PUNCT
futech-475	322	138	the	the	DET
futech-475	322	139	participant	participant	ADJ
futech-475	322	140	distribution	distribution	NOUN
futech-475	322	141	reflects	reflect	VERB
futech-475	322	142	balanced	balanced	ADJ
futech-475	322	143	representation	representation	NOUN
futech-475	322	144	across	across	ADP
futech-475	322	145	key	key	ADJ
futech-475	322	146	demographic	demographic	ADJ
futech-475	322	147	and	and	CCONJ
futech-475	322	148	experiential	experiential	ADJ
futech-475	322	149	dimensions	dimension	NOUN
futech-475	322	150	,	,	PUNCT
futech-475	322	151	with	with	ADP
futech-475	322	152	interviews	interview	NOUN
futech-475	322	153	conducted	conduct	VERB
futech-475	322	154	via	via	ADP
futech-475	322	155	video	video	NOUN
futech-475	322	156	conferencing	conferencing	NOUN
futech-475	322	157	platforms	platform	NOUN
futech-475	322	158	lasting	last	VERB
futech-475	322	159	45	45	NUM
futech-475	322	160	-	-	SYM
futech-475	322	161	60	60	NUM
futech-475	322	162	minutes	minute	NOUN
futech-475	322	163	each	each	PRON
futech-475	322	164	,	,	PUNCT
futech-475	322	165	following	follow	VERB
futech-475	322	166	an	an	DET
futech-475	322	167	interview	interview	NOUN
futech-475	322	168	...	...	PUNCT
futech-475	323	1	note	note	VERB
futech-475	323	2	:	:	PUNCT
futech-475	323	3	all	all	DET
futech-475	323	4	scales	scale	NOUN
futech-475	323	5	employed	employ	VERB
futech-475	323	6	7	7	NUM
futech-475	323	7	-	-	PUNCT
futech-475	323	8	point	point	NOUN
futech-475	323	9	likert	likert	NOUN
futech-475	323	10	scales	scale	NOUN
futech-475	323	11	ranging	range	VERB
futech-475	323	12	from	from	ADP
futech-475	323	13	"	"	PUNCT
futech-475	323	14	strongly	strongly	ADV
futech-475	323	15	disagree	disagree	VERB
futech-475	323	16	"	"	PUNCT
futech-475	323	17	(	(	PUNCT
futech-475	323	18	1	1	NUM
futech-475	323	19	)	)	PUNCT
futech-475	323	20	to	to	PART
futech-475	323	21	"	"	PUNCT
futech-475	323	22	strongly	strongly	ADV
futech-475	323	23	agree	agree	VERB
futech-475	323	24	"	"	PUNCT
futech-475	323	25	(	(	PUNCT
futech-475	323	26	7	7	NUM
futech-475	323	27	)	)	PUNCT
futech-475	323	28	.	.	PUNCT
futech-475	324	1	platform	platform	NOUN
futech-475	324	2	behavioral	behavioral	ADJ
futech-475	324	3	metrics	metric	NOUN
futech-475	324	4	included	include	VERB
futech-475	324	5	click	click	NOUN
futech-475	324	6	-	-	PUNCT
futech-475	324	7	through	through	ADP
futech-475	324	8	rates	rate	NOUN
futech-475	324	9	,	,	PUNCT
futech-475	324	10	session	session	NOUN
futech-475	324	11	duration	duration	NOUN
futech-475	324	12	,	,	PUNCT
futech-475	324	13	feature	feature	NOUN
futech-475	324	14	utilization	utilization	NOUN
futech-475	324	15	frequency	frequency	NOUN
futech-475	324	16	,	,	PUNCT
futech-475	324	17	and	and	CCONJ
futech-475	324	18	conversion	conversion	NOUN
futech-475	324	19	indicators	indicator	NOUN
futech-475	324	20	collecte	collecte	PROPN
futech-475	324	21	...	...	PUNCT
futech-475	324	22	note	note	NOUN
futech-475	324	23	:	:	PUNCT
futech-475	324	24	ai	ai	VERB
futech-475	324	25	experience	experience	NOUN
futech-475	324	26	level	level	NOUN
futech-475	324	27	categorized	categorize	VERB
futech-475	324	28	as	as	ADP
futech-475	324	29	beginner	beginner	NOUN
futech-475	324	30	(	(	PUNCT
futech-475	324	31	<	<	X
futech-475	324	32	6	6	NUM
futech-475	324	33	months	month	NOUN
futech-475	324	34	)	)	PUNCT
futech-475	324	35	,	,	PUNCT
futech-475	324	36	intermediate	intermediate	ADJ
futech-475	324	37	(	(	PUNCT
futech-475	324	38	6	6	NUM
futech-475	324	39	-	-	SYM
futech-475	324	40	24	24	NUM
futech-475	324	41	months	month	NOUN
futech-475	324	42	)	)	PUNCT
futech-475	324	43	,	,	PUNCT
futech-475	324	44	advanced	advance	VERB
futech-475	324	45	(	(	PUNCT
futech-475	324	46	2	2	NUM
futech-475	324	47	-	-	SYM
futech-475	324	48	4	4	NUM
futech-475	324	49	years	year	NOUN
futech-475	324	50	)	)	PUNCT
futech-475	324	51	,	,	PUNCT
futech-475	324	52	expert	expert	NOUN
futech-475	324	53	(	(	PUNCT
futech-475	324	54	>	>	X
futech-475	324	55	4	4	NUM
futech-475	324	56	years	year	NOUN
futech-475	324	57	)	)	PUNCT
futech-475	324	58	.	.	PUNCT
futech-475	325	1	platform	platform	NOUN
futech-475	325	2	usage	usage	NOUN
futech-475	325	3	represents	represent	VERB
futech-475	325	4	self	self	NOUN
futech-475	325	5	-	-	PUNCT
futech-475	325	6	reported	report	VERB
futech-475	325	7	average	average	ADJ
futech-475	325	8	weekly	weekly	ADJ
futech-475	325	9	hours	hour	NOUN
futech-475	325	10	engaging	engage	VERB
futech-475	325	11	with	with	ADP
futech-475	325	12	ai	ai	ADJ
futech-475	325	13	-	-	PUNCT
futech-475	325	14	enabled	enable	VERB
futech-475	325	15	educational	educational	ADJ
futech-475	325	16	technology	technology	NOUN
futech-475	325	17	platforms	platform	NOUN
futech-475	325	18	.	.	PUNCT
futech-475	326	1	3.4	3.4	NUM
futech-475	326	2	ai	ai	PROPN
futech-475	326	3	technology	technology	NOUN
futech-475	326	4	implementation	implementation	NOUN
futech-475	326	5	the	the	DET
futech-475	326	6	ai	ai	NOUN
futech-475	326	7	-	-	PUNCT
futech-475	326	8	driven	drive	VERB
futech-475	326	9	virtual	virtual	ADJ
futech-475	326	10	sales	sale	NOUN
futech-475	326	11	system	system	NOUN
futech-475	326	12	architecture	architecture	NOUN
futech-475	326	13	integrates	integrate	VERB
futech-475	326	14	three	three	NUM
futech-475	326	15	core	core	ADJ
futech-475	326	16	technological	technological	ADJ
futech-475	326	17	components	component	NOUN
futech-475	326	18	operating	operate	VERB
futech-475	326	19	synergistically	synergistically	ADV
futech-475	326	20	to	to	PART
futech-475	326	21	deliver	deliver	VERB
futech-475	326	22	personalized	personalized	ADJ
futech-475	326	23	educational	educational	ADJ
futech-475	326	24	marketing	marketing	NOUN
futech-475	326	25	experiences	experience	NOUN
futech-475	326	26	through	through	ADP
futech-475	326	27	advanced	advanced	ADJ
futech-475	326	28	computational	computational	ADJ
futech-475	326	29	frameworks	framework	NOUN
futech-475	326	30	.	.	PUNCT
futech-475	327	1	the	the	DET
futech-475	327	2	research	research	NOUN
futech-475	327	3	introduces	introduce	NOUN
futech-475	327	4	break	break	NOUN
futech-475	327	5	...	...	PUNCT
futech-475	327	6	(	(	PUNCT
futech-475	327	7	1	1	X
futech-475	327	8	)	)	PUNCT
futech-475	327	9	where	where	SCONJ
futech-475	327	10	q	q	X
futech-475	327	11	,	,	PUNCT
futech-475	327	12	k	k	NOUN
futech-475	327	13	,	,	PUNCT
futech-475	327	14	and	and	CCONJ
futech-475	327	15	v	v	ADP
futech-475	327	16	represent	represent	ADJ
futech-475	327	17	query	query	NOUN
futech-475	327	18	,	,	PUNCT
futech-475	327	19	key	key	ADJ
futech-475	327	20	,	,	PUNCT
futech-475	327	21	and	and	CCONJ
futech-475	327	22	value	value	NOUN
futech-475	327	23	matrices	matrix	NOUN
futech-475	327	24	,	,	PUNCT
futech-475	327	25	respectively	respectively	ADV
futech-475	327	26	,	,	PUNCT
futech-475	327	27	and	and	CCONJ
futech-475	327	28	dk=64	dk=64	PROPN
futech-475	327	29	denotes	denote	VERB
futech-475	327	30	the	the	DET
futech-475	327	31	key	key	ADJ
futech-475	327	32	dimension	dimension	NOUN
futech-475	327	33	,	,	PUNCT
futech-475	327	34	and	and	CCONJ
futech-475	327	35	the	the	DET
futech-475	327	36	softmax	softmax	NOUN
futech-475	327	37	function	function	NOUN
futech-475	327	38	normalizes	normalize	VERB
futech-475	327	39	attention	attention	NOUN
futech-475	327	40	weights	weight	NOUN
futech-475	327	41	to	to	PART
futech-475	327	42	sum	sum	VERB
futech-475	327	43	to	to	ADP
futech-475	327	44	1	1	NUM
futech-475	327	45	,	,	PUNCT
futech-475	327	46	enabling	enable	VERB
futech-475	327	47	the	the	DET
futech-475	327	48	model	model	NOUN
futech-475	327	49	to	to	PART
futech-475	327	50	focus	focus	VERB
futech-475	327	51	on	on	ADP
futech-475	327	52	relevant	relevant	ADJ
futech-475	327	53	educational	educational	ADJ
futech-475	327	54	content	content	NOUN
futech-475	327	55	based	base	VERB
futech-475	327	56	on	on	ADP
futech-475	327	57	user	user	NOUN
futech-475	327	58	...	...	PUNCT
futech-475	328	1	the	the	DET
futech-475	328	2	knowledge	knowledge	NOUN
futech-475	328	3	graph	graph	NOUN
futech-475	328	4	integrates	integrate	VERB
futech-475	328	5	1.2	1.2	NUM
futech-475	328	6	m	m	NOUN
futech-475	328	7	educational	educational	ADJ
futech-475	328	8	concepts	concept	NOUN
futech-475	328	9	using	use	VERB
futech-475	328	10	transe	transe	NOUN
futech-475	328	11	embeddings	embedding	NOUN
futech-475	328	12	(	(	PUNCT
futech-475	328	13	dimension=200	dimension=200	NOUN
futech-475	328	14	)	)	PUNCT
futech-475	328	15	trained	train	VERB
futech-475	328	16	on	on	ADP
futech-475	328	17	prerequisite	prerequisite	NOUN
futech-475	328	18	relationships	relationship	NOUN
futech-475	328	19	extracted	extract	VERB
futech-475	328	20	from	from	ADP
futech-475	328	21	85,000	85,000	NUM
futech-475	328	22	course	course	NOUN
futech-475	328	23	syllabi	syllabus	NOUN
futech-475	328	24	,	,	PUNCT
futech-475	328	25	achieving	achieve	VERB
futech-475	328	26	link	link	NOUN
futech-475	328	27	prediction	prediction	NOUN
futech-475	328	28	accuracy	accuracy	NOUN
futech-475	328	29	of	of	ADP
futech-475	328	30	82.4	82.4	NUM
futech-475	328	31	%	%	NOUN
futech-475	328	32	on	on	ADP
futech-475	328	33	held	hold	VERB
futech-475	328	34	-	-	PUNCT
futech-475	328	35	out	out	ADP
futech-475	328	36	course	course	NOUN
futech-475	328	37	dependencies	dependency	NOUN
futech-475	328	38	.	.	PUNCT
futech-475	329	1	t	t	PROPN
futech-475	329	2	...	...	PUNCT
futech-475	329	3	(	(	PUNCT
futech-475	329	4	2	2	X
futech-475	329	5	)	)	PUNCT
futech-475	329	6	where	where	SCONJ
futech-475	329	7	𝜇	𝜇	ADV
futech-475	329	8	represents	represent	VERB
futech-475	329	9	the	the	DET
futech-475	329	10	global	global	ADJ
futech-475	329	11	mean	mean	NOUN
futech-475	329	12	rating	rating	NOUN
futech-475	329	13	,	,	PUNCT
futech-475	329	14	bu	bu	ADP
futech-475	329	15	and	and	CCONJ
futech-475	329	16	bi	bi	ADJ
futech-475	329	17	capture	capture	NOUN
futech-475	329	18	user	user	NOUN
futech-475	329	19	and	and	CCONJ
futech-475	329	20	item	item	NOUN
futech-475	329	21	biases	bias	NOUN
futech-475	329	22	,	,	PUNCT
futech-475	329	23	respectively	respectively	ADV
futech-475	329	24	,	,	PUNCT
futech-475	329	25	and,𝑃-𝑢-𝑇.,𝑞-𝑖.	and,𝑃-𝑢-𝑇.,𝑞-𝑖.	NUM
futech-475	329	26	computes	compute	VERB
futech-475	329	27	the	the	DET
futech-475	329	28	dot	dot	NOUN
futech-475	329	29	product	product	NOUN
futech-475	329	30	between	between	ADP
futech-475	329	31	128	128	NUM
futech-475	329	32	-	-	PUNCT
futech-475	329	33	dimensional	dimensional	ADJ
futech-475	329	34	user	user	NOUN
futech-475	329	35	preference	preference	NOUN
futech-475	329	36	vectors	vector	NOUN
futech-475	329	37	and	and	CCONJ
futech-475	329	38	item	item	NOUN
futech-475	329	39	characteristic	characteristic	ADJ
futech-475	329	40	vectors	vector	NOUN
futech-475	329	41	learned	learn	VERB
futech-475	329	42	through	through	ADP
futech-475	329	43	matrix	matrix	NOUN
futech-475	329	44	fac	fac	PROPN
futech-475	329	45	...	...	PUNCT
futech-475	329	46	figure	figure	NOUN
futech-475	329	47	2	2	NUM
futech-475	329	48	.	.	PUNCT
futech-475	329	49	ai	ai	AUX
futech-475	329	50	-	-	PUNCT
futech-475	329	51	driven	drive	VERB
futech-475	329	52	virtual	virtual	ADJ
futech-475	329	53	sales	sale	NOUN
futech-475	329	54	system	system	NOUN
futech-475	329	55	architecture	architecture	NOUN
futech-475	329	56	4	4	NUM
futech-475	329	57	.	.	PUNCT
futech-475	329	58	research	research	NOUN
futech-475	329	59	findings	finding	VERB
futech-475	329	60	4.1	4.1	NUM
futech-475	329	61	descriptive	descriptive	ADJ
futech-475	329	62	statistics	statistic	NOUN
futech-475	329	63	the	the	DET
futech-475	329	64	analysis	analysis	NOUN
futech-475	329	65	of	of	ADP
futech-475	329	66	participant	participant	ADJ
futech-475	329	67	demographics	demographic	NOUN
futech-475	329	68	reveals	reveal	VERB
futech-475	329	69	a	a	DET
futech-475	329	70	diverse	diverse	ADJ
futech-475	329	71	sample	sample	NOUN
futech-475	329	72	composition	composition	NOUN
futech-475	329	73	that	that	PRON
futech-475	329	74	adequately	adequately	ADV
futech-475	329	75	represents	represent	VERB
futech-475	329	76	the	the	DET
futech-475	329	77	target	target	NOUN
futech-475	329	78	population	population	NOUN
futech-475	329	79	of	of	ADP
futech-475	329	80	educational	educational	ADJ
futech-475	329	81	technology	technology	NOUN
futech-475	329	82	users	user	NOUN
futech-475	329	83	across	across	ADP
futech-475	329	84	multiple	multiple	ADJ
futech-475	329	85	dimensions	dimension	NOUN
futech-475	329	86	,	,	PUNCT
futech-475	329	87	with	with	ADP
futech-475	329	88	respondents	respondent	NOUN
futech-475	329	89	demonstrating	demonstrate	VERB
futech-475	329	90	substantial	substantial	ADJ
futech-475	329	91	variation	variation	NOUN
futech-475	329	92	in	in	ADP
futech-475	329	93	age	age	NOUN
futech-475	329	94	dist	dist	NOUN
futech-475	329	95	...	...	PUNCT
futech-475	329	96	behavioral	behavioral	ADJ
futech-475	329	97	usage	usage	NOUN
futech-475	329	98	patterns	pattern	NOUN
futech-475	329	99	illustrated	illustrate	VERB
futech-475	329	100	in	in	ADP
futech-475	329	101	figure	figure	NOUN
futech-475	329	102	3	3	NUM
futech-475	329	103	demonstrate	demonstrate	VERB
futech-475	329	104	distinct	distinct	ADJ
futech-475	329	105	temporal	temporal	ADJ
futech-475	329	106	engagement	engagement	NOUN
futech-475	329	107	trajectories	trajectory	NOUN
futech-475	329	108	across	across	ADP
futech-475	329	109	different	different	ADJ
futech-475	329	110	user	user	NOUN
futech-475	329	111	segments	segment	NOUN
futech-475	329	112	,	,	PUNCT
futech-475	329	113	with	with	ADP
futech-475	329	114	peak	peak	NOUN
futech-475	329	115	usage	usage	NOUN
futech-475	329	116	occurring	occur	VERB
futech-475	329	117	during	during	ADP
futech-475	329	118	evening	evening	NOUN
futech-475	329	119	hours	hour	NOUN
futech-475	329	120	(	(	PUNCT
futech-475	329	121	7	7	NUM
futech-475	329	122	-	-	SYM
futech-475	329	123	10	10	NUM
futech-475	329	124	pm	pm	NOUN
futech-475	329	125	)	)	PUNCT
futech-475	329	126	and	and	CCONJ
futech-475	329	127	secondary	secondary	ADJ
futech-475	329	128	peaks	peak	NOUN
futech-475	329	129	during	during	ADP
futech-475	329	130	lunch	lunch	NOUN
futech-475	329	131	periods	period	NOUN
futech-475	329	132	(	(	PUNCT
futech-475	329	133	12	12	NUM
futech-475	329	134	-	-	SYM
futech-475	329	135	1	1	NUM
futech-475	329	136	pm	pm	NOUN
futech-475	329	137	)	)	PUNCT
futech-475	329	138	,	,	PUNCT
futech-475	329	139	sugges	sugge	NOUN
futech-475	329	140	...	...	PUNCT
futech-475	329	141	4.2	4.2	NUM
futech-475	329	142	hypothesis	hypothesis	NOUN
futech-475	329	143	testing	testing	NOUN
futech-475	329	144	results	result	VERB
futech-475	329	145	the	the	DET
futech-475	329	146	structural	structural	ADJ
futech-475	329	147	equation	equation	NOUN
futech-475	329	148	modeling	model	VERB
futech-475	329	149	analysis	analysis	NOUN
futech-475	329	150	revealed	reveal	VERB
futech-475	329	151	robust	robust	ADJ
futech-475	329	152	support	support	NOUN
futech-475	329	153	for	for	ADP
futech-475	329	154	the	the	DET
futech-475	329	155	proposed	propose	VERB
futech-475	329	156	theoretical	theoretical	ADJ
futech-475	329	157	framework	framework	NOUN
futech-475	329	158	examining	examine	VERB
futech-475	329	159	ai	ai	NOUN
futech-475	329	160	-	-	PUNCT
futech-475	329	161	driven	drive	VERB
futech-475	329	162	marketing	marketing	NOUN
futech-475	329	163	acceptance	acceptance	NOUN
futech-475	329	164	in	in	ADP
futech-475	329	165	educational	educational	ADJ
futech-475	329	166	technology	technology	NOUN
futech-475	329	167	contexts	contexts	NOUN
futech-475	329	168	.	.	PUNCT
futech-475	330	1	the	the	DET
futech-475	330	2	measurement	measurement	NOUN
futech-475	330	3	model	model	NOUN
futech-475	330	4	demonstrated	demonstrate	VERB
futech-475	330	5	excellent	excellent	ADJ
futech-475	330	6	fit	fit	NOUN
futech-475	330	7	to	to	ADP
futech-475	330	8	the	the	DET
futech-475	330	9	empirical	empirical	ADJ
futech-475	330	10	dat	dat	PROPN
futech-475	330	11	...	...	PUNCT
futech-475	330	12	path	path	NOUN
futech-475	330	13	analysis	analysis	NOUN
futech-475	330	14	results	result	NOUN
futech-475	330	15	,	,	PUNCT
futech-475	330	16	presented	present	VERB
futech-475	330	17	comprehensively	comprehensively	ADV
futech-475	330	18	in	in	ADP
futech-475	330	19	table	table	NOUN
futech-475	330	20	5	5	NUM
futech-475	330	21	,	,	PUNCT
futech-475	330	22	substantiate	substantiate	VERB
futech-475	330	23	the	the	DET
futech-475	330	24	hypothesized	hypothesized	ADJ
futech-475	330	25	relationships	relationship	NOUN
futech-475	330	26	with	with	ADP
futech-475	330	27	particularly	particularly	ADV
futech-475	330	28	noteworthy	noteworthy	ADJ
futech-475	330	29	effects	effect	NOUN
futech-475	330	30	emerging	emerge	VERB
futech-475	330	31	for	for	ADP
futech-475	330	32	anthropomorphism	anthropomorphism	NOUN
futech-475	330	33	's	's	PART
futech-475	330	34	influence	influence	NOUN
futech-475	330	35	on	on	ADP
futech-475	330	36	trust	trust	NOUN
futech-475	330	37	formation	formation	NOUN
futech-475	330	38	(	(	PUNCT
futech-475	330	39	β	β	X
futech-475	330	40	=	=	SYM
futech-475	330	41	0.45	0.45	NUM
futech-475	330	42	,	,	PUNCT
futech-475	330	43	se	se	X
futech-475	330	44	=	=	PROPN
futech-475	331	1	0.06	0.06	NUM
futech-475	331	2	,	,	PUNCT
futech-475	331	3	p	p	X
futech-475	331	4	<	<	X
futech-475	331	5	0.001	0.001	NUM
futech-475	331	6	)	)	PUNCT
futech-475	331	7	and	and	CCONJ
futech-475	331	8	personaliza	personaliza	ADJ
futech-475	331	9	...	...	PUNCT
futech-475	331	10	figure	figure	NOUN
futech-475	331	11	3	3	NUM
futech-475	331	12	.	.	PUNCT
futech-475	331	13	user	user	NOUN
futech-475	331	14	engagement	engagement	NOUN
futech-475	331	15	patterns	pattern	NOUN
futech-475	331	16	across	across	ADP
futech-475	331	17	time	time	NOUN
futech-475	331	18	and	and	CCONJ
futech-475	331	19	feature	feature	NOUN
futech-475	331	20	utilization	utilization	NOUN
futech-475	331	21	4.3	4.3	NUM
futech-475	331	22	ml	ml	NOUN
futech-475	331	23	prediction	prediction	NOUN
futech-475	331	24	results	result	VERB
futech-475	331	25	the	the	DET
futech-475	331	26	deployment	deployment	NOUN
futech-475	331	27	of	of	ADP
futech-475	331	28	advanced	advanced	ADJ
futech-475	331	29	machine	machine	NOUN
futech-475	331	30	learning	learn	VERB
futech-475	331	31	algorithms	algorithm	NOUN
futech-475	331	32	for	for	ADP
futech-475	331	33	predicting	predict	VERB
futech-475	331	34	user	user	NOUN
futech-475	331	35	acceptance	acceptance	NOUN
futech-475	331	36	behaviors	behavior	NOUN
futech-475	331	37	yielded	yield	VERB
futech-475	331	38	compelling	compelling	ADJ
futech-475	331	39	evidence	evidence	NOUN
futech-475	331	40	regarding	regard	VERB
futech-475	331	41	the	the	DET
futech-475	331	42	multifaceted	multifaceted	ADJ
futech-475	331	43	nature	nature	NOUN
futech-475	331	44	of	of	ADP
futech-475	331	45	ai	ai	ADJ
futech-475	331	46	-	-	PUNCT
futech-475	331	47	driven	drive	VERB
futech-475	331	48	marketing	marketing	NOUN
futech-475	331	49	effectiveness	effectiveness	NOUN
futech-475	331	50	in	in	ADP
futech-475	331	51	educational	educational	ADJ
futech-475	331	52	technology	technology	NOUN
futech-475	331	53	contexts	contexts	NOUN
futech-475	331	54	,	,	PUNCT
futech-475	331	55	with	with	ADP
futech-475	331	56	the	the	DET
futech-475	331	57	xgboost	xgboost	PROPN
futech-475	331	58	gra	gra	PROPN
futech-475	331	59	...	...	PUNCT
futech-475	331	60	note	note	NOUN
futech-475	331	61	:	:	PUNCT
futech-475	331	62	n	n	PROPN
futech-475	331	63	=	=	SYM
futech-475	331	64	650	650	NUM
futech-475	331	65	.	.	PUNCT
futech-475	332	1	the	the	DET
futech-475	332	2	baseline	baseline	NOUN
futech-475	332	3	model	model	NOUN
futech-475	332	4	represents	represent	VERB
futech-475	332	5	an	an	DET
futech-475	332	6	independence	independence	NOUN
futech-475	332	7	model	model	NOUN
futech-475	332	8	with	with	ADP
futech-475	332	9	no	no	DET
futech-475	332	10	relationships	relationship	NOUN
futech-475	332	11	between	between	ADP
futech-475	332	12	constructs	construct	NOUN
futech-475	332	13	.	.	PUNCT
futech-475	333	1	rmsea	rmsea	NOUN
futech-475	333	2	90	90	NUM
futech-475	333	3	%	%	NOUN
futech-475	333	4	ci	ci	NOUN
futech-475	334	1	=	=	PUNCT
futech-475	335	1	[	[	X
futech-475	335	2	0.042	0.042	NUM
futech-475	335	3	,	,	PUNCT
futech-475	335	4	0.054	0.054	NUM
futech-475	335	5	]	]	PUNCT
futech-475	335	6	.	.	PUNCT
futech-475	336	1	all	all	DET
futech-475	336	2	χ²	χ²	NOUN
futech-475	336	3	values	value	VERB
futech-475	336	4	significant	significant	ADJ
futech-475	336	5	at	at	ADP
futech-475	336	6	p	p	X
futech-475	336	7	<	<	X
futech-475	336	8	0.001	0.001	NUM
futech-475	336	9	.	.	PUNCT
futech-475	337	1	note	note	NOUN
futech-475	337	2	:	:	PUNCT
futech-475	337	3	n	n	PROPN
futech-475	337	4	=	=	SYM
futech-475	337	5	650	650	NUM
futech-475	337	6	.	.	PUNCT
futech-475	338	1	β	β	X
futech-475	338	2	=	=	SYM
futech-475	338	3	standardized	standardized	ADJ
futech-475	338	4	path	path	NOUN
futech-475	338	5	coefficient	coefficient	NOUN
futech-475	338	6	;	;	PUNCT
futech-475	338	7	se	se	X
futech-475	338	8	=	=	SYM
futech-475	338	9	standard	standard	ADJ
futech-475	338	10	error	error	NOUN
futech-475	338	11	;	;	PUNCT
futech-475	338	12	ci	ci	NOUN
futech-475	338	13	=	=	NOUN
futech-475	338	14	confidence	confidence	NOUN
futech-475	338	15	interval	interval	NOUN
futech-475	338	16	;	;	PUNCT
futech-475	338	17	r²	r²	NOUN
futech-475	338	18	=	=	NUM
futech-475	338	19	explained	explain	VERB
futech-475	338	20	variance	variance	NOUN
futech-475	338	21	.	.	PUNCT
futech-475	339	1	bootstrap	bootstrap	NOUN
futech-475	339	2	samples	sample	NOUN
futech-475	339	3	=	=	SYM
futech-475	339	4	5,000	5,000	NUM
futech-475	339	5	for	for	ADP
futech-475	339	6	mediation	mediation	NOUN
futech-475	339	7	analysis	analysis	NOUN
futech-475	339	8	.	.	PUNCT
futech-475	340	1	*	*	PUNCT
futech-475	341	1	*	*	PUNCT
futech-475	341	2	*	*	PUNCT
futech-475	341	3	p	p	X
futech-475	341	4	<	<	X
futech-475	341	5	0.001	0.001	NUM
futech-475	341	6	,	,	PUNCT
futech-475	341	7	*	*	PUNCT
futech-475	341	8	*	*	PUNCT
futech-475	341	9	p	p	X
futech-475	341	10	<	<	X
futech-475	341	11	0.01	0.01	NUM
futech-475	341	12	,	,	PUNCT
futech-475	341	13	p	p	X
futech-475	341	14	<	<	X
futech-475	341	15	0.05	0.05	NUM
futech-475	341	16	.	.	PUNCT
futech-475	342	1	the	the	DET
futech-475	342	2	objective	objective	ADJ
futech-475	342	3	function	function	NOUN
futech-475	342	4	optimized	optimize	VERB
futech-475	342	5	by	by	ADP
futech-475	342	6	xgboost	xgboost	PROPN
futech-475	342	7	,	,	PUNCT
futech-475	342	8	expressed	express	VERB
futech-475	342	9	as	as	ADP
futech-475	342	10	:	:	PUNCT
futech-475	342	11	(	(	PUNCT
futech-475	342	12	3	3	X
futech-475	342	13	)	)	PUNCT
futech-475	342	14	where	where	SCONJ
futech-475	342	15	l	l	NOUN
futech-475	342	16	represents	represent	VERB
futech-475	342	17	the	the	DET
futech-475	342	18	differentiable	differentiable	ADJ
futech-475	342	19	loss	loss	NOUN
futech-475	342	20	function	function	NOUN
futech-475	342	21	measuring	measure	VERB
futech-475	342	22	prediction	prediction	NOUN
futech-475	342	23	accuracy	accuracy	NOUN
futech-475	342	24	and	and	CCONJ
futech-475	342	25	ω,,𝑓-𝑘	ω,,𝑓-𝑘	NOUN
futech-475	342	26	..	..	SYM
futech-475	342	27	=𝛾𝑇+,1	=𝛾𝑇+,1	NOUN
futech-475	342	28	-	-	PUNCT
futech-475	342	29	2.𝜆,𝑗=1-𝑇-,𝑤-𝑗-2	2.𝜆,𝑗=1-𝑇-,𝑤-𝑗-2	NUM
futech-475	342	30	..	..	PUNCT
futech-475	342	31	denotes	denote	VERB
futech-475	342	32	the	the	DET
futech-475	342	33	regularization	regularization	NOUN
futech-475	342	34	term	term	NOUN
futech-475	342	35	controlling	control	VERB
futech-475	342	36	model	model	NOUN
futech-475	342	37	complexity	complexity	NOUN
futech-475	342	38	,	,	PUNCT
futech-475	342	39	enabling	enable	VERB
futech-475	342	40	the	the	DET
futech-475	342	41	identification	identification	NOUN
futech-475	342	42	of	of	ADP
futech-475	342	43	non	non	ADJ
futech-475	342	44	-	-	ADJ
futech-475	342	45	linear	linear	ADJ
futech-475	342	46	interaction	interaction	NOUN
futech-475	342	47	patter	patter	NOUN
futech-475	342	48	...	...	PUNCT
futech-475	342	49	feature	feature	NOUN
futech-475	342	50	importance	importance	NOUN
futech-475	342	51	analysis	analysis	NOUN
futech-475	342	52	utilizing	utilize	VERB
futech-475	342	53	shap	shap	NOUN
futech-475	342	54	(	(	PUNCT
futech-475	342	55	shapley	shapley	ADJ
futech-475	342	56	additive	additive	ADJ
futech-475	342	57	explanations	explanation	NOUN
futech-475	342	58	)	)	PUNCT
futech-475	342	59	values	value	NOUN
futech-475	342	60	,	,	PUNCT
futech-475	342	61	illustrated	illustrate	VERB
futech-475	342	62	comprehensively	comprehensively	ADV
futech-475	342	63	in	in	ADP
futech-475	342	64	figure	figure	NOUN
futech-475	342	65	4	4	NUM
futech-475	342	66	,	,	PUNCT
futech-475	342	67	reveals	reveal	VERB
futech-475	342	68	the	the	DET
futech-475	342	69	hierarchical	hierarchical	ADJ
futech-475	342	70	contribution	contribution	NOUN
futech-475	342	71	of	of	ADP
futech-475	342	72	predictive	predictive	ADJ
futech-475	342	73	variables	variable	NOUN
futech-475	342	74	with	with	ADP
futech-475	342	75	trust	trust	NOUN
futech-475	342	76	-	-	PUNCT
futech-475	342	77	related	relate	VERB
futech-475	342	78	features	feature	NOUN
futech-475	342	79	dominating	dominate	VERB
futech-475	342	80	the	the	DET
futech-475	342	81	importance	importance	NOUN
futech-475	342	82	rankings	ranking	NOUN
futech-475	342	83	(	(	PUNCT
futech-475	342	84	m	m	NOUN
futech-475	342	85	...	...	PUNCT
futech-475	342	86	the	the	DET
futech-475	342	87	five	five	NUM
futech-475	342	88	user	user	NOUN
futech-475	342	89	segments	segment	NOUN
futech-475	342	90	identified	identify	VERB
futech-475	342	91	through	through	ADP
futech-475	342	92	clustering	cluster	VERB
futech-475	342	93	algorithms	algorithm	NOUN
futech-475	342	94	were	be	AUX
futech-475	342	95	validated	validate	VERB
futech-475	342	96	and	and	CCONJ
futech-475	342	97	refined	refine	VERB
futech-475	342	98	through	through	ADP
futech-475	342	99	qualitative	qualitative	ADJ
futech-475	342	100	pattern	pattern	NOUN
futech-475	342	101	matching	matching	NOUN
futech-475	342	102	,	,	PUNCT
futech-475	342	103	wherein	wherein	SCONJ
futech-475	342	104	interview	interview	NOUN
futech-475	342	105	participants	participant	NOUN
futech-475	342	106	'	'	PART
futech-475	342	107	self	self	NOUN
futech-475	342	108	-	-	PUNCT
futech-475	342	109	described	describe	VERB
futech-475	342	110	interaction	interaction	NOUN
futech-475	342	111	styles	style	NOUN
futech-475	342	112	mapped	map	VERB
futech-475	342	113	onto	onto	ADP
futech-475	342	114	quantitative	quantitative	ADJ
futech-475	342	115	clusters	cluster	NOUN
futech-475	342	116	with	with	ADP
futech-475	342	117	84	84	NUM
futech-475	342	118	%	%	NOUN
futech-475	342	119	concordance	concordance	NOUN
futech-475	342	120	,	,	PUNCT
futech-475	342	121	...	...	PUNCT
futech-475	342	122	enabling	enable	VERB
futech-475	342	123	targeted	target	VERB
futech-475	342	124	marketing	marketing	NOUN
futech-475	342	125	strategy	strategy	NOUN
futech-475	342	126	optimization	optimization	NOUN
futech-475	342	127	based	base	VERB
futech-475	342	128	on	on	ADP
futech-475	342	129	segment	segment	NOUN
futech-475	342	130	-	-	PUNCT
futech-475	342	131	specific	specific	ADJ
futech-475	342	132	behavioral	behavioral	ADJ
futech-475	342	133	profiles	profile	NOUN
futech-475	342	134	and	and	CCONJ
futech-475	342	135	preference	preference	NOUN
futech-475	342	136	structures	structure	NOUN
futech-475	342	137	.	.	PUNCT
futech-475	343	1	figure	figure	VERB
futech-475	343	2	4	4	NUM
futech-475	343	3	.	.	X
futech-475	344	1	shap	shap	PROPN
futech-475	344	2	feature	feature	NOUN
futech-475	344	3	importance	importance	NOUN
futech-475	344	4	analysis	analysis	NOUN
futech-475	344	5	for	for	ADP
futech-475	344	6	user	user	NOUN
futech-475	344	7	acceptance	acceptance	NOUN
futech-475	344	8	prediction	prediction	NOUN
futech-475	344	9	note	note	NOUN
futech-475	344	10	:	:	PUNCT
futech-475	344	11	shap	shap	PROPN
futech-475	344	12	(	(	PUNCT
futech-475	344	13	shapley	shapley	ADJ
futech-475	344	14	additive	additive	ADJ
futech-475	344	15	explanations	explanation	NOUN
futech-475	344	16	)	)	PUNCT
futech-475	344	17	summary	summary	NOUN
futech-475	344	18	plot	plot	NOUN
futech-475	344	19	displaying	display	VERB
futech-475	344	20	the	the	DET
futech-475	344	21	top	top	ADJ
futech-475	344	22	20	20	NUM
futech-475	344	23	features	feature	NOUN
futech-475	344	24	ranked	rank	VERB
futech-475	344	25	by	by	ADP
futech-475	344	26	mean	mean	PROPN
futech-475	344	27	absolute	absolute	ADJ
futech-475	344	28	shap	shap	NOUN
futech-475	344	29	values	value	NOUN
futech-475	344	30	.	.	PUNCT
futech-475	345	1	each	each	DET
futech-475	345	2	point	point	NOUN
futech-475	345	3	represents	represent	VERB
futech-475	345	4	a	a	DET
futech-475	345	5	single	single	ADJ
futech-475	345	6	observation	observation	NOUN
futech-475	345	7	,	,	PUNCT
futech-475	345	8	with	with	ADP
futech-475	345	9	color	color	NOUN
futech-475	345	10	indicating	indicate	VERB
futech-475	345	11	feature	feature	NOUN
futech-475	345	12	value	value	NOUN
futech-475	345	13	(	(	PUNCT
futech-475	345	14	red	red	NOUN
futech-475	345	15	=	=	SYM
futech-475	345	16	high	high	ADJ
futech-475	345	17	,	,	PUNCT
futech-475	345	18	blue	blue	ADJ
futech-475	345	19	=	=	SYM
futech-475	345	20	low	low	ADJ
futech-475	345	21	)	)	PUNCT
futech-475	345	22	and	and	CCONJ
futech-475	345	23	horizontal	horizontal	ADJ
futech-475	345	24	positio	positio	PROPN
futech-475	345	25	...	...	PUNCT
futech-475	346	1	note	note	NOUN
futech-475	346	2	:	:	PUNCT
futech-475	347	1	all	all	DET
futech-475	347	2	metrics	metric	NOUN
futech-475	347	3	derived	derive	VERB
futech-475	347	4	from	from	ADP
futech-475	347	5	5	5	NUM
futech-475	347	6	-	-	ADJ
futech-475	347	7	fold	fold	ADJ
futech-475	347	8	stratified	stratified	ADJ
futech-475	347	9	cross	cross	NOUN
futech-475	347	10	-	-	NOUN
futech-475	347	11	validation	validation	NOUN
futech-475	347	12	.	.	PUNCT
futech-475	348	1	sd	sd	NOUN
futech-475	348	2	=	=	SYM
futech-475	348	3	standard	standard	ADJ
futech-475	348	4	deviation	deviation	NOUN
futech-475	348	5	.	.	PUNCT
futech-475	349	1	training	training	NOUN
futech-475	349	2	performed	perform	VERB
futech-475	349	3	on	on	ADP
futech-475	349	4	intel	intel	PROPN
futech-475	349	5	xeon	xeon	PROPN
futech-475	349	6	e5	e5	PROPN
futech-475	349	7	-	-	PUNCT
futech-475	349	8	2690	2690	NUM
futech-475	349	9	with	with	ADP
futech-475	349	10	32	32	NUM
futech-475	349	11	gb	gb	NOUN
futech-475	349	12	ram	ram	NOUN
futech-475	349	13	.	.	PUNCT
futech-475	350	1	inference	inference	NOUN
futech-475	350	2	time	time	NOUN
futech-475	350	3	measured	measure	VERB
futech-475	350	4	on	on	ADP
futech-475	350	5	a	a	DET
futech-475	350	6	single	single	ADJ
futech-475	350	7	prediction	prediction	NOUN
futech-475	350	8	batch	batch	NOUN
futech-475	350	9	.	.	PUNCT
futech-475	351	1	4.4	4.4	NUM
futech-475	351	2	qualitative	qualitative	NOUN
futech-475	351	3	findings	finding	VERB
futech-475	351	4	the	the	DET
futech-475	351	5	thematic	thematic	ADJ
futech-475	351	6	analysis	analysis	NOUN
futech-475	351	7	of	of	ADP
futech-475	351	8	45	45	NUM
futech-475	351	9	semi	semi	ADJ
futech-475	351	10	-	-	ADJ
futech-475	351	11	structured	structured	ADJ
futech-475	351	12	interviews	interview	NOUN
futech-475	351	13	revealed	reveal	VERB
futech-475	351	14	three	three	NUM
futech-475	351	15	overarching	overarching	ADJ
futech-475	351	16	themes	theme	NOUN
futech-475	351	17	that	that	PRON
futech-475	351	18	illuminate	illuminate	VERB
futech-475	351	19	the	the	DET
futech-475	351	20	nuanced	nuanced	ADJ
futech-475	351	21	psychological	psychological	ADJ
futech-475	351	22	and	and	CCONJ
futech-475	351	23	behavioral	behavioral	ADJ
futech-475	351	24	mechanisms	mechanism	NOUN
futech-475	351	25	underlying	underlie	VERB
futech-475	351	26	user	user	NOUN
futech-475	351	27	experiences	experience	NOUN
futech-475	351	28	with	with	ADP
futech-475	351	29	ai	ai	ADJ
futech-475	351	30	-	-	PUNCT
futech-475	351	31	driven	drive	VERB
futech-475	351	32	marketing	marketing	NOUN
futech-475	351	33	in	in	ADP
futech-475	351	34	educational	educational	ADJ
futech-475	351	35	technology	technology	NOUN
futech-475	351	36	contexts	contexts	NOUN
futech-475	351	37	,	,	PUNCT
futech-475	351	38	emplo	emplo	NOUN
futech-475	351	39	...	...	PUNCT
futech-475	352	1	the	the	DET
futech-475	352	2	thematic	thematic	ADJ
futech-475	352	3	analysis	analysis	NOUN
futech-475	352	4	was	be	AUX
futech-475	352	5	strategically	strategically	ADV
futech-475	352	6	designed	design	VERB
futech-475	352	7	based	base	VERB
futech-475	352	8	on	on	ADP
futech-475	352	9	quantitative	quantitative	ADJ
futech-475	352	10	anomalies	anomaly	NOUN
futech-475	352	11	requiring	require	VERB
futech-475	352	12	deeper	deep	ADJ
futech-475	352	13	investigation	investigation	NOUN
futech-475	352	14	,	,	PUNCT
futech-475	352	15	particularly	particularly	ADV
futech-475	352	16	the	the	DET
futech-475	352	17	non	non	ADJ
futech-475	352	18	-	-	ADJ
futech-475	352	19	linear	linear	ADJ
futech-475	352	20	relationship	relationship	NOUN
futech-475	352	21	between	between	ADP
futech-475	352	22	anthropomorphism	anthropomorphism	NOUN
futech-475	352	23	levels	level	NOUN
futech-475	352	24	and	and	CCONJ
futech-475	352	25	acceptance	acceptance	NOUN
futech-475	352	26	rates	rate	NOUN
futech-475	352	27	discovered	discover	VERB
futech-475	352	28	through	through	ADP
futech-475	352	29	polynomial	polynomial	ADJ
futech-475	352	30	regression	regression	NOUN
futech-475	352	31	ana	ana	PROPN
futech-475	352	32	...	...	PROPN
futech-475	352	33	5	5	X
futech-475	352	34	.	.	X
futech-475	352	35	discussion	discussion	NOUN
futech-475	352	36	tam	tam	PROPN
futech-475	352	37	's	's	PART
futech-475	352	38	limitations	limitation	NOUN
futech-475	352	39	within	within	ADP
futech-475	352	40	the	the	DET
futech-475	352	41	hospitality	hospitality	NOUN
futech-475	352	42	and	and	CCONJ
futech-475	352	43	tourism	tourism	NOUN
futech-475	352	44	context	context	NOUN
futech-475	352	45	revolve	revolve	NOUN
futech-475	352	46	around	around	ADP
futech-475	352	47	its	its	PRON
futech-475	352	48	individual	individual	ADJ
futech-475	352	49	-	-	PUNCT
futech-475	352	50	centric	centric	ADJ
futech-475	352	51	perspective	perspective	NOUN
futech-475	352	52	,	,	PUNCT
futech-475	352	53	limited	limited	ADJ
futech-475	352	54	scope	scope	NOUN
futech-475	352	55	,	,	PUNCT
futech-475	352	56	static	static	ADJ
futech-475	352	57	nature	nature	NOUN
futech-475	352	58	,	,	PUNCT
futech-475	352	59	cultural	cultural	ADJ
futech-475	352	60	applicability	applicability	NOUN
futech-475	352	61	and	and	CCONJ
futech-475	352	62	reliance	reliance	NOUN
futech-475	352	63	on	on	ADP
futech-475	352	64	self	self	NOUN
futech-475	352	65	-	-	PUNCT
futech-475	352	66	reported	report	VERB
futech-475	352	67	measures	measure	NOUN
futech-475	352	68	[	[	X
futech-475	352	69	26	26	NUM
futech-475	352	70	]	]	PUNCT
futech-475	352	71	,	,	PUNCT
futech-475	352	72	necessitating	necessitate	VERB
futech-475	352	73	the	the	DET
futech-475	352	74	dynamic	dynamic	ADJ
futech-475	352	75	framework	framework	NOUN
futech-475	352	76	devel	devel	NOUN
futech-475	352	77	...	...	PUNCT
futech-475	352	78	the	the	DET
futech-475	352	79	technological	technological	ADJ
futech-475	352	80	implications	implication	NOUN
futech-475	352	81	extend	extend	VERB
futech-475	352	82	beyond	beyond	ADP
futech-475	352	83	immediate	immediate	ADJ
futech-475	352	84	applications	application	NOUN
futech-475	352	85	to	to	PART
futech-475	352	86	establish	establish	VERB
futech-475	352	87	foundational	foundational	ADJ
futech-475	352	88	architectures	architecture	NOUN
futech-475	352	89	for	for	ADP
futech-475	352	90	future	future	ADJ
futech-475	352	91	ai	ai	PROPN
futech-475	352	92	systems	system	NOUN
futech-475	352	93	,	,	PUNCT
futech-475	352	94	as	as	SCONJ
futech-475	352	95	the	the	DET
futech-475	352	96	hierarchical	hierarchical	ADJ
futech-475	352	97	attention	attention	NOUN
futech-475	352	98	mechanisms	mechanism	NOUN
futech-475	352	99	with	with	ADP
futech-475	352	100	educational	educational	ADJ
futech-475	352	101	ontology	ontology	NOUN
futech-475	352	102	integration	integration	NOUN
futech-475	352	103	provide	provide	VERB
futech-475	352	104	blueprints	blueprint	NOUN
futech-475	352	105	for	for	ADP
futech-475	352	106	domain	domain	NOUN
futech-475	352	107	-	-	PUNCT
futech-475	352	108	specific	specific	ADJ
futech-475	352	109	ai	ai	NOUN
futech-475	352	110	...	...	PUNCT
futech-475	352	111	note	note	NOUN
futech-475	352	112	:	:	PUNCT
futech-475	352	113	values	value	NOUN
futech-475	352	114	represent	represent	VERB
futech-475	352	115	mean	mean	NOUN
futech-475	352	116	(	(	PUNCT
futech-475	352	117	sd	sd	NOUN
futech-475	352	118	)	)	PUNCT
futech-475	352	119	for	for	ADP
futech-475	352	120	continuous	continuous	ADJ
futech-475	352	121	variables	variable	NOUN
futech-475	352	122	.	.	PUNCT
futech-475	353	1	technology	technology	NOUN
futech-475	353	2	readiness	readiness	NOUN
futech-475	353	3	and	and	CCONJ
futech-475	353	4	trust	trust	NOUN
futech-475	353	5	score	score	NOUN
futech-475	353	6	measured	measure	VERB
futech-475	353	7	on	on	ADP
futech-475	353	8	5	5	NUM
futech-475	353	9	-	-	PUNCT
futech-475	353	10	point	point	NOUN
futech-475	353	11	scales	scale	NOUN
futech-475	353	12	.	.	PUNCT
futech-475	354	1	feature	feature	NOUN
futech-475	354	2	diversity	diversity	NOUN
futech-475	354	3	ranges	range	VERB
futech-475	354	4	from	from	ADP
futech-475	354	5	0	0	NUM
futech-475	354	6	-	-	SYM
futech-475	354	7	1	1	NUM
futech-475	354	8	.	.	PUNCT
futech-475	354	9	clv	clv	PROPN
futech-475	354	10	index	index	PROPN
futech-475	354	11	normalized	normalize	VERB
futech-475	354	12	to	to	ADP
futech-475	354	13	population	population	NOUN
futech-475	354	14	mean	mean	VERB
futech-475	354	15	=	=	PROPN
futech-475	354	16	1.0	1.0	NUM
futech-475	354	17	.	.	PUNCT
futech-475	355	1	*	*	PUNCT
futech-475	355	2	*	*	PUNCT
futech-475	355	3	p	p	X
futech-475	355	4	<	<	X
futech-475	355	5	0.001	0.001	NUM
futech-475	355	6	for	for	ADP
futech-475	355	7	between	between	ADP
futech-475	355	8	-	-	PUNCT
futech-475	355	9	group	group	NOUN
futech-475	355	10	differences	difference	NOUN
futech-475	355	11	.	.	PUNCT
futech-475	356	1	note	note	NOUN
futech-475	356	2	:	:	PUNCT
futech-475	356	3	n	n	PROPN
futech-475	356	4	=	=	SYM
futech-475	356	5	45	45	NUM
futech-475	356	6	.	.	PUNCT
futech-475	357	1	percentages	percentage	NOUN
futech-475	357	2	indicate	indicate	VERB
futech-475	357	3	proportion	proportion	NOUN
futech-475	357	4	of	of	ADP
futech-475	357	5	participants	participant	NOUN
futech-475	357	6	expressing	express	VERB
futech-475	357	7	each	each	DET
futech-475	357	8	theme	theme	NOUN
futech-475	357	9	.	.	PUNCT
futech-475	358	1	inter	inter	ADJ
futech-475	358	2	-	-	ADJ
futech-475	358	3	coder	coder	ADJ
futech-475	358	4	reliability	reliability	NOUN
futech-475	358	5	(	(	PUNCT
futech-475	358	6	cohen	cohen	PROPN
futech-475	358	7	's	's	PART
futech-475	358	8	κ	κ	NOUN
futech-475	358	9	)	)	PUNCT
futech-475	358	10	=	=	NOUN
futech-475	358	11	0.84	0.84	NUM
futech-475	358	12	.	.	PUNCT
futech-475	359	1	stakeholder	stakeholder	NOUN
futech-475	359	2	distribution	distribution	NOUN
futech-475	359	3	shows	show	VERB
futech-475	359	4	percentage	percentage	NOUN
futech-475	359	5	within	within	ADP
futech-475	359	6	each	each	DET
futech-475	359	7	group	group	NOUN
futech-475	359	8	mentioning	mention	VERB
futech-475	359	9	the	the	DET
futech-475	359	10	theme	theme	NOUN
futech-475	359	11	.	.	PUNCT
futech-475	360	1	figure	figure	NOUN
futech-475	360	2	5	5	NUM
futech-475	360	3	.	.	PUNCT
futech-475	360	4	thematic	thematic	ADJ
futech-475	360	5	prevalence	prevalence	NOUN
futech-475	360	6	and	and	CCONJ
futech-475	360	7	co	co	NOUN
futech-475	360	8	-	-	NOUN
futech-475	360	9	occurrence	occurrence	ADJ
futech-475	360	10	network	network	NOUN
futech-475	360	11	analysis	analysis	NOUN
futech-475	360	12	note	note	NOUN
futech-475	360	13	:	:	PUNCT
futech-475	361	1	network	network	NOUN
futech-475	361	2	visualization	visualization	NOUN
futech-475	361	3	depicting	depict	VERB
futech-475	361	4	relationships	relationship	NOUN
futech-475	361	5	between	between	ADP
futech-475	361	6	emergent	emergent	ADJ
futech-475	361	7	themes	theme	NOUN
futech-475	361	8	and	and	CCONJ
futech-475	361	9	sub	sub	NOUN
futech-475	361	10	-	-	NOUN
futech-475	361	11	themes	theme	NOUN
futech-475	361	12	from	from	ADP
futech-475	361	13	qualitative	qualitative	ADJ
futech-475	361	14	analysis	analysis	NOUN
futech-475	361	15	.	.	PUNCT
futech-475	362	1	node	node	ADJ
futech-475	362	2	size	size	NOUN
futech-475	362	3	represents	represent	VERB
futech-475	362	4	theme	theme	NOUN
futech-475	362	5	frequency	frequency	NOUN
futech-475	362	6	(	(	PUNCT
futech-475	362	7	larger	large	ADJ
futech-475	362	8	nodes	node	NOUN
futech-475	362	9	indicate	indicate	VERB
futech-475	362	10	higher	high	ADJ
futech-475	362	11	prevalence	prevalence	NOUN
futech-475	362	12	)	)	PUNCT
futech-475	362	13	,	,	PUNCT
futech-475	362	14	edge	edge	NOUN
futech-475	362	15	thickness	thickness	NOUN
futech-475	362	16	indicates	indicate	VERB
futech-475	362	17	co	co	ADJ
futech-475	362	18	-	-	NOUN
futech-475	362	19	occurrence	occurrence	ADJ
futech-475	362	20	strength	strength	NOUN
futech-475	362	21	betwe	betwe	NOUN
futech-475	362	22	...	...	PUNCT
futech-475	362	23	teachers	teacher	NOUN
futech-475	362	24	'	'	PART
futech-475	362	25	attitudes	attitude	NOUN
futech-475	362	26	towards	towards	ADP
futech-475	362	27	chatbots	chatbot	NOUN
futech-475	362	28	in	in	ADP
futech-475	362	29	education	education	NOUN
futech-475	362	30	,	,	PUNCT
futech-475	362	31	a	a	DET
futech-475	362	32	technology	technology	NOUN
futech-475	362	33	acceptance	acceptance	NOUN
futech-475	362	34	model	model	NOUN
futech-475	362	35	approach	approach	NOUN
futech-475	362	36	considering	consider	VERB
futech-475	362	37	the	the	DET
futech-475	362	38	effect	effect	NOUN
futech-475	362	39	of	of	ADP
futech-475	362	40	social	social	ADJ
futech-475	362	41	language	language	NOUN
futech-475	362	42	,	,	PUNCT
futech-475	362	43	bot	bot	NOUN
futech-475	362	44	proactiveness	proactiveness	NOUN
futech-475	362	45	,	,	PUNCT
futech-475	362	46	and	and	CCONJ
futech-475	362	47	users	user	NOUN
futech-475	362	48	'	'	PART
futech-475	362	49	characteristics	characteristic	NOUN
futech-475	363	1	[	[	X
futech-475	363	2	28	28	NUM
futech-475	363	3	]	]	PUNCT
futech-475	363	4	reinforces	reinforce	VERB
futech-475	363	5	the	the	DET
futech-475	363	6	importance	importance	NOUN
futech-475	363	7	of	of	ADP
futech-475	363	8	contextual	contextual	ADJ
futech-475	363	9	response	response	NOUN
futech-475	363	10	strategies	strategy	NOUN
futech-475	363	11	that	that	PRON
futech-475	363	12	ad	ad	NOUN
futech-475	363	13	...	...	PUNCT
futech-475	363	14	6	6	X
futech-475	363	15	.	.	X
futech-475	363	16	conclusion	conclusion	NOUN
futech-475	363	17	the	the	DET
futech-475	363	18	manuscript	manuscript	NOUN
futech-475	363	19	contains	contain	VERB
futech-475	363	20	all	all	DET
futech-475	363	21	the	the	DET
futech-475	363	22	data	datum	NOUN
futech-475	363	23	.	.	PUNCT
futech-475	364	1	however	however	ADV
futech-475	364	2	,	,	PUNCT
futech-475	364	3	more	more	ADJ
futech-475	364	4	data	datum	NOUN
futech-475	364	5	will	will	AUX
futech-475	364	6	be	be	AUX
futech-475	364	7	available	available	ADJ
futech-475	364	8	upon	upon	SCONJ
futech-475	364	9	request	request	NOUN
futech-475	364	10	from	from	ADP
futech-475	364	11	the	the	DET
futech-475	364	12	authors	author	NOUN
futech-475	364	13	.	.	PUNCT
futech-475	365	1	conflict	conflict	NOUN
futech-475	365	2	of	of	ADP
futech-475	365	3	interest	interest	NOUN
futech-475	365	4	the	the	DET
futech-475	365	5	authors	author	NOUN
futech-475	365	6	declare	declare	VERB
futech-475	365	7	no	no	DET
futech-475	365	8	potential	potential	ADJ
futech-475	365	9	conflict	conflict	NOUN
futech-475	365	10	of	of	ADP
futech-475	365	11	interest	interest	NOUN
futech-475	365	12	.	.	PUNCT
futech-475	366	1	references	reference	NOUN
futech-475	366	2	[	[	X
futech-475	366	3	1	1	NUM
futech-475	366	4	]	]	X
futech-475	366	5	ai	ai	VERB
futech-475	366	6	in	in	ADP
futech-475	366	7	education	education	NOUN
futech-475	366	8	market	market	NOUN
futech-475	366	9	size	size	NOUN
futech-475	366	10	&	&	CCONJ
futech-475	366	11	share[eb	share[eb	PROPN
futech-475	366	12	/	/	SYM
futech-475	366	13	ol	ol	PROPN
futech-475	366	14	]	]	PUNCT
futech-475	366	15	.	.	PUNCT
futech-475	367	1	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	https://www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-education-market-report	NOUN
futech-475	367	2	.	.	PUNCT
futech-475	368	1	[	[	X
futech-475	368	2	2	2	X
futech-475	368	3	]	]	PUNCT
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futech-475	368	5	s	s	PROPN
futech-475	368	6	,	,	PUNCT
futech-475	368	7	karam	karam	PROPN
futech-475	368	8	s	s	PROPN
futech-475	368	9	,	,	PUNCT
futech-475	368	10	borna	borna	PROPN
futech-475	368	11	s.	s.	PROPN
futech-475	368	12	artificial	artificial	PROPN
futech-475	368	13	intelligence	intelligence	NOUN
futech-475	368	14	in	in	ADP
futech-475	368	15	marketing	marketing	NOUN
futech-475	368	16	education	education	NOUN
futech-475	368	17	programs[j	programs[j	PROPN
futech-475	368	18	]	]	PUNCT
futech-475	368	19	.	.	PUNCT
futech-475	369	1	marketing	marketing	NOUN
futech-475	369	2	education	education	NOUN
futech-475	369	3	review	review	NOUN
futech-475	369	4	,	,	PUNCT
futech-475	369	5	2021	2021	NUM
futech-475	369	6	,	,	PUNCT
futech-475	369	7	31(1	31(1	NUM
futech-475	369	8	):	):	PUNCT
futech-475	369	9	2	2	NUM
futech-475	369	10	-	-	SYM
futech-475	369	11	13	13	NUM
futech-475	369	12	.	.	PUNCT
futech-475	370	1	[	[	X
futech-475	370	2	3	3	X
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futech-475	370	4	ai	ai	VERB
futech-475	370	5	will	will	AUX
futech-475	370	6	shape	shape	VERB
futech-475	370	7	the	the	DET
futech-475	370	8	future	future	NOUN
futech-475	370	9	of	of	ADP
futech-475	370	10	marketing[eb	marketing[eb	PROPN
futech-475	370	11	/	/	SYM
futech-475	370	12	ol	ol	PROPN
futech-475	370	13	]	]	PUNCT
futech-475	370	14	.	.	PUNCT
futech-475	371	1	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/.	https://professional.dce.harvard.edu/blog/ai-will-shape-the-future-of-marketing/.	PUNCT
futech-475	372	1	[	[	X
futech-475	372	2	4	4	X
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futech-475	372	13	et	et	PROPN
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futech-475	372	17	of	of	ADP
futech-475	372	18	artificial	artificial	ADJ
futech-475	372	19	intelligence	intelligence	NOUN
futech-475	372	20	among	among	ADP
futech-475	372	21	pre	pre	ADJ
futech-475	372	22	-	-	ADJ
futech-475	372	23	service	service	ADJ
futech-475	372	24	teachers	teacher	NOUN
futech-475	372	25	:	:	PUNCT
futech-475	372	26	a	a	DET
futech-475	372	27	multigroup	multigroup	PROPN
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futech-475	372	29	]	]	PUNCT
futech-475	372	30	.	.	PUNCT
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futech-475	373	2	journal	journal	PROPN
futech-475	373	3	of	of	ADP
futech-475	373	4	educational	educational	ADJ
futech-475	373	5	technology	technology	NOUN
futech-475	373	6	in	in	ADP
futech-475	373	7	higher	high	ADJ
futech-475	373	8	education	education	NOUN
futech-475	373	9	,	,	PUNCT
futech-475	373	10	2023	2023	NUM
futech-475	373	11	,	,	PUNCT
futech-475	373	12	20(1	20(1	NUM
futech-475	373	13	):	):	PUNCT
futech-475	373	14	49	49	NUM
futech-475	373	15	.	.	PUNCT
futech-475	374	1	[	[	X
futech-475	374	2	5	5	NUM
futech-475	374	3	]	]	X
futech-475	374	4	al	al	PROPN
futech-475	374	5	-	-	PUNCT
futech-475	374	6	adwan	adwan	VERB
futech-475	374	7	a	a	DET
futech-475	374	8	s	s	PROPN
futech-475	374	9	,	,	PUNCT
futech-475	374	10	li	li	PROPN
futech-475	374	11	n	n	PROPN
futech-475	374	12	,	,	PUNCT
futech-475	374	13	al	al	PROPN
futech-475	374	14	-	-	PUNCT
futech-475	374	15	adwan	adwan	PROPN
futech-475	374	16	a	a	PRON
futech-475	374	17	,	,	PUNCT
futech-475	374	18	et	et	PROPN
futech-475	374	19	al	al	PROPN
futech-475	374	20	.	.	PUNCT
futech-475	375	1	extending	extend	VERB
futech-475	375	2	the	the	DET
futech-475	375	3	technology	technology	NOUN
futech-475	375	4	acceptance	acceptance	NOUN
futech-475	375	5	model	model	NOUN
futech-475	375	6	(	(	PUNCT
futech-475	375	7	tam	tam	PROPN
futech-475	375	8	)	)	PUNCT
futech-475	375	9	to	to	PART
futech-475	375	10	predict	predict	VERB
futech-475	375	11	university	university	NOUN
futech-475	375	12	students	student	NOUN
futech-475	375	13	’	'	PUNCT
futech-475	375	14	intentions	intention	NOUN
futech-475	375	15	to	to	PART
futech-475	375	16	use	use	VERB
futech-475	375	17	metaverse	metaverse	NOUN
futech-475	375	18	-	-	PUNCT
futech-475	375	19	based	base	VERB
futech-475	375	20	learning	learning	NOUN
futech-475	375	21	platforms[j	platforms[j	PROPN
futech-475	375	22	]	]	PUNCT
futech-475	375	23	.	.	PUNCT
futech-475	376	1	education	education	NOUN
futech-475	376	2	and	and	CCONJ
futech-475	376	3	information	information	NOUN
futech-475	376	4	technologies	technology	NOUN
futech-475	376	5	,	,	PUNCT
futech-475	376	6	2023	2023	NUM
futech-475	376	7	,	,	PUNCT
futech-475	376	8	28(11	28(11	NUM
futech-475	376	9	):	):	PUNCT
futech-475	376	10	15381	15381	NUM
futech-475	376	11	-	-	SYM
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futech-475	376	13	.	.	PUNCT
futech-475	377	1	[	[	X
futech-475	377	2	6	6	NUM
futech-475	377	3	]	]	PUNCT
futech-475	377	4	baroni	baroni	PROPN
futech-475	377	5	i	i	PROPN
futech-475	377	6	,	,	PUNCT
futech-475	377	7	calegari	calegari	PROPN
futech-475	377	8	g	g	PROPN
futech-475	377	9	r	r	PROPN
futech-475	377	10	,	,	PUNCT
futech-475	377	11	scandolari	scandolari	ADJ
futech-475	377	12	d	d	NOUN
futech-475	377	13	,	,	PUNCT
futech-475	377	14	et	et	PROPN
futech-475	377	15	al	al	PROPN
futech-475	377	16	.	.	PROPN
futech-475	377	17	ai	ai	PROPN
futech-475	377	18	-	-	PUNCT
futech-475	377	19	tam	tam	NOUN
futech-475	377	20	:	:	PUNCT
futech-475	377	21	a	a	DET
futech-475	377	22	model	model	NOUN
futech-475	377	23	to	to	PART
futech-475	377	24	investigate	investigate	VERB
futech-475	377	25	user	user	NOUN
futech-475	377	26	acceptance	acceptance	NOUN
futech-475	377	27	and	and	CCONJ
futech-475	377	28	collaborative	collaborative	ADJ
futech-475	377	29	intention	intention	NOUN
futech-475	377	30	in	in	ADP
futech-475	377	31	human	human	NOUN
futech-475	377	32	-	-	PUNCT
futech-475	377	33	in	in	ADP
futech-475	377	34	-	-	PUNCT
futech-475	377	35	the	the	DET
futech-475	377	36	-	-	PUNCT
futech-475	377	37	loop	loop	NOUN
futech-475	377	38	ai	ai	ADJ
futech-475	377	39	applications[j	applications[j	PROPN
futech-475	377	40	]	]	X
futech-475	377	41	.	.	PUNCT
futech-475	378	1	human	human	ADJ
futech-475	378	2	computation	computation	NOUN
futech-475	378	3	,	,	PUNCT
futech-475	378	4	2022	2022	NUM
futech-475	378	5	,	,	PUNCT
futech-475	378	6	9(1	9(1	NUM
futech-475	378	7	):	):	PUNCT
futech-475	378	8	1	1	NUM
futech-475	378	9	-	-	SYM
futech-475	378	10	21	21	NUM
futech-475	378	11	.	.	PUNCT
futech-475	379	1	[	[	X
futech-475	379	2	7	7	X
futech-475	379	3	]	]	X
futech-475	379	4	kelly	kelly	PROPN
futech-475	379	5	s	s	PROPN
futech-475	379	6	,	,	PUNCT
futech-475	379	7	kaye	kaye	PROPN
futech-475	379	8	s	s	PROPN
futech-475	379	9	-	-	PUNCT
futech-475	379	10	a	a	PRON
futech-475	379	11	,	,	PUNCT
futech-475	379	12	oviedo	oviedo	NOUN
futech-475	379	13	-	-	PUNCT
futech-475	379	14	trespalacios	trespalacio	NOUN
futech-475	380	1	o.	o.	INTJ
futech-475	380	2	what	what	PRON
futech-475	380	3	factors	factor	NOUN
futech-475	380	4	contribute	contribute	VERB
futech-475	380	5	to	to	ADP
futech-475	380	6	the	the	DET
futech-475	380	7	acceptance	acceptance	NOUN
futech-475	380	8	of	of	ADP
futech-475	380	9	artificial	artificial	ADJ
futech-475	380	10	intelligence	intelligence	NOUN
futech-475	380	11	?	?	PUNCT
futech-475	381	1	a	a	DET
futech-475	381	2	systematic	systematic	ADJ
futech-475	381	3	review[j	review[j	PROPN
futech-475	381	4	]	]	PUNCT
futech-475	381	5	.	.	PUNCT
futech-475	382	1	telematics	telematic	NOUN
futech-475	382	2	and	and	CCONJ
futech-475	382	3	informatics	informatic	NOUN
futech-475	382	4	,	,	PUNCT
futech-475	382	5	2023	2023	NUM
futech-475	382	6	,	,	PUNCT
futech-475	382	7	77	77	NUM
futech-475	382	8	:	:	SYM
futech-475	382	9	101925	101925	NUM
futech-475	382	10	.	.	PUNCT
futech-475	383	1	[	[	X
futech-475	383	2	8	8	NUM
futech-475	383	3	]	]	X
futech-475	383	4	alamri	alamri	VERB
futech-475	383	5	m	m	VERB
futech-475	383	6	m	m	PROPN
futech-475	383	7	,	,	PUNCT
futech-475	383	8	al	al	PROPN
futech-475	383	9	-	-	PUNCT
futech-475	383	10	rahmi	rahmi	PROPN
futech-475	383	11	w	w	PROPN
futech-475	383	12	m	m	PROPN
futech-475	383	13	,	,	PUNCT
futech-475	383	14	yahaya	yahaya	PROPN
futech-475	383	15	n	n	CCONJ
futech-475	383	16	,	,	PUNCT
futech-475	383	17	et	et	PROPN
futech-475	383	18	al	al	PROPN
futech-475	383	19	.	.	PROPN
futech-475	383	20	towards	towards	ADP
futech-475	383	21	adaptive	adaptive	ADJ
futech-475	383	22	e	e	NOUN
futech-475	383	23	-	-	NOUN
futech-475	383	24	learning	learn	VERB
futech-475	383	25	among	among	ADP
futech-475	383	26	university	university	NOUN
futech-475	383	27	students	student	NOUN
futech-475	383	28	:	:	PUNCT
futech-475	383	29	by	by	ADP
futech-475	383	30	applying	apply	VERB
futech-475	383	31	technology	technology	NOUN
futech-475	383	32	acceptance	acceptance	NOUN
futech-475	383	33	model	model	NOUN
futech-475	383	34	(	(	PUNCT
futech-475	383	35	tam)[j	tam)[j	NOUN
futech-475	383	36	]	]	PUNCT
futech-475	383	37	.	.	PUNCT
futech-475	384	1	e	e	X
futech-475	384	2	-	-	ADJ
futech-475	384	3	learning	learning	ADJ
futech-475	384	4	,	,	PUNCT
futech-475	384	5	2019	2019	NUM
futech-475	384	6	,	,	PUNCT
futech-475	384	7	7(10	7(10	NUM
futech-475	384	8	)	)	PUNCT
futech-475	384	9	.	.	PUNCT
futech-475	385	1	[	[	X
futech-475	385	2	9	9	X
futech-475	385	3	]	]	X
futech-475	385	4	ibrahim	ibrahim	PROPN
futech-475	385	5	f	f	PROPN
futech-475	385	6	,	,	PUNCT
futech-475	385	7	münscher	münscher	PROPN
futech-475	385	8	j	j	PROPN
futech-475	385	9	-	-	PUNCT
futech-475	385	10	c	c	PROPN
futech-475	385	11	,	,	PUNCT
futech-475	385	12	daseking	daseke	VERB
futech-475	385	13	m	m	PRON
futech-475	385	14	,	,	PUNCT
futech-475	385	15	et	et	PROPN
futech-475	385	16	al	al	PROPN
futech-475	385	17	.	.	PUNCT
futech-475	386	1	the	the	DET
futech-475	386	2	technology	technology	NOUN
futech-475	386	3	acceptance	acceptance	NOUN
futech-475	386	4	model	model	NOUN
futech-475	386	5	and	and	CCONJ
futech-475	386	6	adopter	adopter	ADJ
futech-475	386	7	type	type	NOUN
futech-475	386	8	analysis	analysis	NOUN
futech-475	386	9	in	in	ADP
futech-475	386	10	the	the	DET
futech-475	386	11	context	context	NOUN
futech-475	386	12	of	of	ADP
futech-475	386	13	artificial	artificial	ADJ
futech-475	386	14	intelligence[j	intelligence[j	NOUN
futech-475	386	15	]	]	PUNCT
futech-475	386	16	.	.	PUNCT
futech-475	387	1	frontiers	frontier	NOUN
futech-475	387	2	in	in	ADP
futech-475	387	3	artificial	artificial	ADJ
futech-475	387	4	intelligence	intelligence	NOUN
futech-475	387	5	,	,	PUNCT
futech-475	387	6	2025	2025	NUM
futech-475	387	7	,	,	PUNCT
futech-475	387	8	7	7	NUM
futech-475	387	9	:	:	SYM
futech-475	387	10	1496518	1496518	NUM
futech-475	387	11	.	.	PUNCT
futech-475	388	1	[	[	X
futech-475	388	2	10	10	NUM
futech-475	388	3	]	]	SYM
futech-475	388	4	future	future	NOUN
futech-475	388	5	of	of	ADP
futech-475	388	6	customer	customer	NOUN
futech-475	388	7	lifetime	lifetime	NOUN
futech-475	388	8	value	value	NOUN
futech-475	388	9	:	:	PUNCT
futech-475	388	10	trends	trend	NOUN
futech-475	388	11	and	and	CCONJ
futech-475	388	12	strategies	strategy	NOUN
futech-475	388	13	in	in	ADP
futech-475	388	14	ai	ai	ADJ
futech-475	388	15	-	-	PUNCT
futech-475	388	16	driven	drive	VERB
futech-475	388	17	lifecycle	lifecycle	NOUN
futech-475	388	18	marketing	marketing	NOUN
futech-475	388	19	for	for	ADP
futech-475	388	20	2025	2025	NUM
futech-475	388	21	and	and	CCONJ
futech-475	388	22	beyond[eb	beyond[eb	PROPN
futech-475	388	23	/	/	SYM
futech-475	388	24	ol	ol	PROPN
futech-475	388	25	]	]	PUNCT
futech-475	388	26	.	.	PUNCT
futech-475	389	1	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyo	https://superagi.com/future-of-customer-lifetime-value-trends-and-strategies-in-ai-driven-lifecycle-marketing-for-2025-and-beyo	PROPN
futech-475	389	2	...	...	PUNCT
futech-475	390	1	[	[	X
futech-475	390	2	11	11	NUM
futech-475	390	3	]	]	PUNCT
futech-475	390	4	the	the	DET
futech-475	390	5	2025	2025	NUM
futech-475	390	6	state	state	NOUN
futech-475	390	7	of	of	ADP
futech-475	390	8	marketing	marketing	NOUN
futech-475	390	9	&	&	CCONJ
futech-475	390	10	trends	trend	NOUN
futech-475	390	11	report	report	VERB
futech-475	390	12	:	:	PUNCT
futech-475	390	13	data	datum	NOUN
futech-475	390	14	from	from	ADP
futech-475	390	15	1700	1700	NUM
futech-475	390	16	+	+	CCONJ
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futech-475	390	18	marketers[eb	marketers[eb	PROPN
futech-475	390	19	/	/	SYM
futech-475	390	20	ol	ol	PROPN
futech-475	390	21	]	]	PUNCT
futech-475	390	22	.	.	PUNCT
futech-475	391	1	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	https://blog.hubspot.com/marketing/hubspot-blog-marketing-industry-trends-report	NOUN
futech-475	391	2	.	.	PUNCT
futech-475	392	1	[	[	X
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futech-475	392	3	]	]	X
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futech-475	392	6	in	in	ADP
futech-475	392	7	education	education	NOUN
futech-475	392	8	:	:	PUNCT
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futech-475	392	10	trends	trend	NOUN
futech-475	392	11	,	,	PUNCT
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futech-475	392	19	.	.	PUNCT
futech-475	393	1	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/.	https://www.leadsquared.com/industries/education/digital-transformation-in-education-trends-strategies/.	NOUN
futech-475	394	1	[	[	X
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futech-475	394	3	]	]	PUNCT
futech-475	394	4	education	education	NOUN
futech-475	394	5	marketing	marketing	NOUN
futech-475	394	6	in	in	ADP
futech-475	394	7	2025	2025	NUM
futech-475	394	8	:	:	PUNCT
futech-475	394	9	key	key	ADJ
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futech-475	394	13	/	/	SYM
futech-475	394	14	ol	ol	PROPN
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futech-475	394	16	.	.	PUNCT
futech-475	395	1	https://firdoshkhan.in/education-marketing-in-2025-key-trends/.	https://firdoshkhan.in/education-marketing-in-2025-key-trends/.	NOUN
futech-475	396	1	[	[	X
futech-475	396	2	14	14	NUM
futech-475	396	3	]	]	X
futech-475	396	4	best	good	ADJ
futech-475	396	5	ai	ai	VERB
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futech-475	396	7	sales	sale	NOUN
futech-475	396	8	assistant	assistant	NOUN
futech-475	396	9	software	software	NOUN
futech-475	396	10	and	and	CCONJ
futech-475	396	11	tools[eb	tools[eb	PROPN
futech-475	396	12	/	/	SYM
futech-475	396	13	ol	ol	PROPN
futech-475	396	14	]	]	PUNCT
futech-475	396	15	.	.	PUNCT
futech-475	397	1	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/.	https://www.ilearnlot.com/best-ai-virtual-sales-assistant-software-and-tools/81481/.	PROPN
futech-475	398	1	[	[	X
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futech-475	398	3	]	]	X
futech-475	398	4	ni	ni	PROPN
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futech-475	398	9	,	,	PUNCT
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futech-475	398	15	.	.	PUNCT
futech-475	399	1	recent	recent	ADJ
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futech-475	399	3	in	in	ADP
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futech-475	399	7	dialogue	dialogue	NOUN
futech-475	399	8	systems	system	NOUN
futech-475	399	9	:	:	PUNCT
futech-475	399	10	a	a	DET
futech-475	399	11	systematic	systematic	ADJ
futech-475	399	12	survey[j	survey[j	PROPN
futech-475	399	13	]	]	PUNCT
futech-475	399	14	.	.	PUNCT
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futech-475	400	10	-	-	SYM
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futech-475	400	12	.	.	PUNCT
futech-475	401	1	[	[	X
futech-475	401	2	16	16	NUM
futech-475	401	3	]	]	PUNCT
futech-475	401	4	nlp	nlp	ADJ
futech-475	401	5	-	-	PUNCT
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futech-475	401	8	interaction	interaction	NOUN
futech-475	401	9	excellence[eb	excellence[eb	PROPN
futech-475	401	10	/	/	SYM
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futech-475	401	13	.	.	PUNCT
futech-475	402	1	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/.	https://chat360.io/blog/how-nlp-is-applied-to-process-and-comprehend-natural-language-in-voice-interactions/.	NOUN
futech-475	403	1	[	[	X
futech-475	403	2	17	17	NUM
futech-475	403	3	]	]	X
futech-475	403	4	o'brien	o'brien	PROPN
futech-475	403	5	h	h	PROPN
futech-475	403	6	l	l	PROPN
futech-475	403	7	,	,	PUNCT
futech-475	403	8	toms	tom	NOUN
futech-475	403	9	e	e	X
futech-475	403	10	g.	g.	NOUN
futech-475	403	11	what	what	PRON
futech-475	403	12	is	be	AUX
futech-475	403	13	user	user	NOUN
futech-475	403	14	engagement	engagement	NOUN
futech-475	403	15	?	?	PUNCT
futech-475	404	1	a	a	DET
futech-475	404	2	conceptual	conceptual	ADJ
futech-475	404	3	framework	framework	NOUN
futech-475	404	4	for	for	ADP
futech-475	404	5	defining	define	VERB
futech-475	404	6	user	user	NOUN
futech-475	404	7	engagement	engagement	NOUN
futech-475	404	8	with	with	ADP
futech-475	404	9	technology[j	technology[j	PROPN
futech-475	404	10	]	]	PUNCT
futech-475	404	11	.	.	PUNCT
futech-475	405	1	journal	journal	PROPN
futech-475	405	2	of	of	ADP
futech-475	405	3	the	the	DET
futech-475	405	4	american	american	ADJ
futech-475	405	5	society	society	NOUN
futech-475	405	6	for	for	ADP
futech-475	405	7	information	information	NOUN
futech-475	405	8	science	science	NOUN
futech-475	405	9	and	and	CCONJ
futech-475	405	10	technology	technology	NOUN
futech-475	405	11	,	,	PUNCT
futech-475	405	12	2008	2008	NUM
futech-475	405	13	,	,	PUNCT
futech-475	405	14	59(6	59(6	NUM
futech-475	405	15	):	):	PUNCT
futech-475	405	16	938	938	NUM
futech-475	405	17	-	-	SYM
futech-475	405	18	955	955	NUM
futech-475	405	19	.	.	PUNCT
futech-475	406	1	[	[	X
futech-475	406	2	18	18	NUM
futech-475	406	3	]	]	X
futech-475	406	4	chi	chi	PROPN
futech-475	406	5	n	n	PROPN
futech-475	406	6	t	t	PROPN
futech-475	406	7	k	k	PROPN
futech-475	406	8	,	,	PUNCT
futech-475	406	9	hoang	hoang	PROPN
futech-475	406	10	vu	vu	PROPN
futech-475	406	11	n.	n.	PROPN
futech-475	406	12	investigating	investigate	VERB
futech-475	406	13	the	the	DET
futech-475	406	14	customer	customer	NOUN
futech-475	406	15	trust	trust	NOUN
futech-475	406	16	in	in	ADP
futech-475	406	17	artificial	artificial	ADJ
futech-475	406	18	intelligence	intelligence	NOUN
futech-475	406	19	:	:	PUNCT
futech-475	406	20	the	the	DET
futech-475	406	21	role	role	NOUN
futech-475	406	22	of	of	ADP
futech-475	406	23	anthropomorphism	anthropomorphism	NOUN
futech-475	406	24	,	,	PUNCT
futech-475	406	25	empathy	empathy	ADJ
futech-475	406	26	response	response	NOUN
futech-475	406	27	,	,	PUNCT
futech-475	406	28	and	and	CCONJ
futech-475	406	29	interaction[j	interaction[j	PROPN
futech-475	406	30	]	]	PUNCT
futech-475	406	31	.	.	PUNCT
futech-475	407	1	caai	caai	NOUN
futech-475	407	2	transactions	transaction	NOUN
futech-475	407	3	on	on	ADP
futech-475	407	4	intelligence	intelligence	NOUN
futech-475	407	5	technology	technology	NOUN
futech-475	407	6	,	,	PUNCT
futech-475	407	7	2023	2023	NUM
futech-475	407	8	,	,	PUNCT
futech-475	407	9	8(1	8(1	NOUN
futech-475	407	10	):	):	PUNCT
futech-475	407	11	260	260	NUM
futech-475	407	12	-	-	SYM
futech-475	407	13	273	273	NUM
futech-475	407	14	.	.	PUNCT
futech-475	408	1	[	[	X
futech-475	408	2	19	19	NUM
futech-475	408	3	]	]	X
futech-475	408	4	marvi	marvi	PROPN
futech-475	408	5	r	r	PROPN
futech-475	408	6	,	,	PUNCT
futech-475	408	7	foroudi	foroudi	NOUN
futech-475	408	8	p	p	NOUN
futech-475	408	9	,	,	PUNCT
futech-475	408	10	cuomo	cuomo	PROPN
futech-475	408	11	m	m	PROPN
futech-475	408	12	t.	t.	PROPN
futech-475	408	13	past	past	NOUN
futech-475	408	14	,	,	PUNCT
futech-475	408	15	present	present	ADJ
futech-475	408	16	and	and	CCONJ
futech-475	408	17	future	future	NOUN
futech-475	408	18	of	of	ADP
futech-475	408	19	ai	ai	VERB
futech-475	408	20	in	in	ADP
futech-475	408	21	marketing	marketing	NOUN
futech-475	408	22	and	and	CCONJ
futech-475	408	23	knowledge	knowledge	NOUN
futech-475	408	24	management[j	management[j	NOUN
futech-475	408	25	]	]	PUNCT
futech-475	408	26	.	.	PUNCT
futech-475	409	1	journal	journal	PROPN
futech-475	409	2	of	of	ADP
futech-475	409	3	knowledge	knowledge	PROPN
futech-475	409	4	management	management	NOUN
futech-475	409	5	,	,	PUNCT
futech-475	409	6	2024	2024	NUM
futech-475	409	7	,	,	PUNCT
futech-475	409	8	29(11	29(11	NUM
futech-475	409	9	):	):	PUNCT
futech-475	409	10	1	1	NUM
futech-475	409	11	-	-	SYM
futech-475	409	12	31	31	NUM
futech-475	409	13	.	.	PUNCT
futech-475	410	1	[	[	X
futech-475	410	2	20	20	NUM
futech-475	410	3	]	]	X
futech-475	410	4	gomes	gomes	PROPN
futech-475	410	5	s	s	PROPN
futech-475	410	6	,	,	PUNCT
futech-475	410	7	lopes	lopes	PROPN
futech-475	410	8	j	j	PROPN
futech-475	410	9	m	m	PROPN
futech-475	410	10	,	,	PUNCT
futech-475	410	11	nogueira	nogueira	PROPN
futech-475	410	12	e.	e.	PROPN
futech-475	410	13	anthropomorphism	anthropomorphism	PROPN
futech-475	410	14	in	in	ADP
futech-475	410	15	artificial	artificial	ADJ
futech-475	410	16	intelligence	intelligence	NOUN
futech-475	410	17	:	:	PUNCT
futech-475	410	18	a	a	DET
futech-475	410	19	game	game	NOUN
futech-475	410	20	-	-	PUNCT
futech-475	410	21	changer	changer	NOUN
futech-475	410	22	for	for	ADP
futech-475	410	23	brand	brand	NOUN
futech-475	410	24	marketing[j	marketing[j	NOUN
futech-475	410	25	]	]	PUNCT
futech-475	410	26	.	.	PUNCT
futech-475	411	1	future	future	ADJ
futech-475	411	2	business	business	NOUN
futech-475	411	3	journal	journal	NOUN
futech-475	411	4	,	,	PUNCT
futech-475	411	5	2025	2025	NUM
futech-475	411	6	,	,	PUNCT
futech-475	411	7	11(1	11(1	NUM
futech-475	411	8	):	):	PUNCT
futech-475	411	9	2	2	NUM
futech-475	411	10	.	.	PUNCT
futech-475	412	1	[	[	X
futech-475	412	2	21	21	NUM
futech-475	412	3	]	]	AUX
futech-475	412	4	haleem	haleem	PROPN
futech-475	412	5	a	a	PROPN
futech-475	412	6	,	,	PUNCT
futech-475	412	7	javaid	javaid	PROPN
futech-475	412	8	m	m	PROPN
futech-475	412	9	,	,	PUNCT
futech-475	412	10	qadri	qadri	PROPN
futech-475	412	11	m	m	PROPN
futech-475	412	12	a	a	PROPN
futech-475	412	13	,	,	PUNCT
futech-475	412	14	et	et	PROPN
futech-475	412	15	al	al	PROPN
futech-475	412	16	.	.	PUNCT
futech-475	412	17	artificial	artificial	ADJ
futech-475	412	18	intelligence	intelligence	NOUN
futech-475	412	19	(	(	PUNCT
futech-475	412	20	ai	ai	NOUN
futech-475	412	21	)	)	PUNCT
futech-475	412	22	applications	application	NOUN
futech-475	412	23	for	for	ADP
futech-475	412	24	marketing	marketing	NOUN
futech-475	412	25	:	:	PUNCT
futech-475	412	26	a	a	DET
futech-475	412	27	literature	literature	NOUN
futech-475	412	28	-	-	PUNCT
futech-475	412	29	based	base	VERB
futech-475	412	30	study[j	study[j	NOUN
futech-475	412	31	]	]	PUNCT
futech-475	412	32	.	.	PUNCT
futech-475	413	1	international	international	ADJ
futech-475	413	2	journal	journal	PROPN
futech-475	413	3	of	of	ADP
futech-475	413	4	intelligent	intelligent	ADJ
futech-475	413	5	networks	network	NOUN
futech-475	413	6	,	,	PUNCT
futech-475	413	7	2022	2022	NUM
futech-475	413	8	,	,	PUNCT
futech-475	413	9	3	3	NUM
futech-475	413	10	:	:	SYM
futech-475	413	11	119	119	NUM
futech-475	413	12	-	-	SYM
futech-475	413	13	132	132	NUM
futech-475	413	14	.	.	PUNCT
futech-475	414	1	[	[	X
futech-475	414	2	22	22	NUM
futech-475	414	3	]	]	X
futech-475	414	4	polyportis	polyportis	NOUN
futech-475	414	5	a	a	NOUN
futech-475	414	6	,	,	PUNCT
futech-475	414	7	pahos	pahos	ADJ
futech-475	414	8	n.	n.	NOUN
futech-475	414	9	understanding	understand	VERB
futech-475	414	10	students	student	NOUN
futech-475	414	11	’	'	PUNCT
futech-475	414	12	adoption	adoption	NOUN
futech-475	414	13	of	of	ADP
futech-475	414	14	the	the	DET
futech-475	414	15	chatgpt	chatgpt	NOUN
futech-475	414	16	chatbot	chatbot	NOUN
futech-475	414	17	in	in	ADP
futech-475	414	18	higher	high	ADJ
futech-475	414	19	education	education	NOUN
futech-475	414	20	:	:	PUNCT
futech-475	414	21	the	the	DET
futech-475	414	22	role	role	NOUN
futech-475	414	23	of	of	ADP
futech-475	414	24	anthropomorphism	anthropomorphism	NOUN
futech-475	414	25	,	,	PUNCT
futech-475	414	26	trust	trust	NOUN
futech-475	414	27	,	,	PUNCT
futech-475	414	28	design	design	NOUN
futech-475	414	29	novelty	novelty	NOUN
futech-475	414	30	and	and	CCONJ
futech-475	414	31	institutional	institutional	ADJ
futech-475	414	32	policy[j	policy[j	NOUN
futech-475	414	33	]	]	PUNCT
futech-475	414	34	.	.	PUNCT
futech-475	415	1	behaviour	behaviour	NOUN
futech-475	415	2	&	&	CCONJ
futech-475	415	3	information	information	PROPN
futech-475	415	4	technology	technology	NOUN
futech-475	415	5	,	,	PUNCT
futech-475	415	6	2025	2025	NUM
futech-475	415	7	,	,	PUNCT
futech-475	415	8	44(2	44(2	NUM
futech-475	415	9	):	):	PUNCT
futech-475	415	10	315	315	NUM
futech-475	415	11	-	-	SYM
futech-475	415	12	336	336	NUM
futech-475	415	13	.	.	PUNCT
futech-475	416	1	[	[	X
futech-475	416	2	23	23	NUM
futech-475	416	3	]	]	X
futech-475	416	4	cheng	cheng	PROPN
futech-475	416	5	c	c	PROPN
futech-475	416	6	-	-	PUNCT
futech-475	416	7	f	f	PROPN
futech-475	416	8	,	,	PUNCT
futech-475	416	9	huang	huang	PROPN
futech-475	416	10	c	c	PROPN
futech-475	416	11	-	-	PUNCT
futech-475	416	12	c	c	PROPN
futech-475	416	13	,	,	PUNCT
futech-475	416	14	lin	lin	PROPN
futech-475	416	15	m	m	PROPN
futech-475	416	16	-	-	PROPN
futech-475	416	17	c	c	PROPN
futech-475	416	18	,	,	PUNCT
futech-475	416	19	et	et	PROPN
futech-475	416	20	al	al	PROPN
futech-475	416	21	.	.	PROPN
futech-475	416	22	exploring	explore	VERB
futech-475	416	23	effectiveness	effectiveness	NOUN
futech-475	416	24	of	of	ADP
futech-475	416	25	relationship	relationship	NOUN
futech-475	416	26	marketing	marketing	NOUN
futech-475	416	27	on	on	ADP
futech-475	416	28	artificial	artificial	ADJ
futech-475	416	29	intelligence	intelligence	NOUN
futech-475	416	30	adopting	adopt	VERB
futech-475	416	31	intention[j	intention[j	PROPN
futech-475	416	32	]	]	PUNCT
futech-475	416	33	.	.	PUNCT
futech-475	417	1	sage	sage	NOUN
futech-475	417	2	open	open	ADJ
futech-475	417	3	,	,	PUNCT
futech-475	417	4	2023	2023	NUM
futech-475	417	5	,	,	PUNCT
futech-475	417	6	13(4	13(4	NUM
futech-475	417	7	):	):	PUNCT
futech-475	417	8	21582440231222760	21582440231222760	NUM
futech-475	417	9	.	.	PUNCT
futech-475	418	1	[	[	X
futech-475	418	2	24	24	NUM
futech-475	418	3	]	]	PUNCT
futech-475	418	4	lefrid	lefrid	NOUN
futech-475	418	5	m	m	PROPN
futech-475	418	6	,	,	PUNCT
futech-475	418	7	cavusoglu	cavusoglu	NOUN
futech-475	418	8	m	m	PROPN
futech-475	418	9	,	,	PUNCT
futech-475	418	10	richardson	richardson	PROPN
futech-475	418	11	s	s	PROPN
futech-475	418	12	,	,	PUNCT
futech-475	418	13	et	et	PROPN
futech-475	418	14	al	al	PROPN
futech-475	418	15	.	.	PROPN
futech-475	418	16	simulation	simulation	NOUN
futech-475	418	17	-	-	PUNCT
futech-475	418	18	based	base	VERB
futech-475	418	19	learning	learning	NOUN
futech-475	418	20	acceptance	acceptance	NOUN
futech-475	418	21	model	model	NOUN
futech-475	418	22	(	(	PUNCT
futech-475	418	23	sbl	sbl	PROPN
futech-475	418	24	-	-	PUNCT
futech-475	418	25	am	am	NOUN
futech-475	418	26	):	):	PUNCT
futech-475	418	27	expanding	expand	VERB
futech-475	418	28	the	the	DET
futech-475	418	29	technology	technology	NOUN
futech-475	418	30	acceptance	acceptance	NOUN
futech-475	418	31	model	model	NOUN
futech-475	418	32	(	(	PUNCT
futech-475	418	33	tam	tam	PROPN
futech-475	418	34	)	)	PUNCT
futech-475	418	35	into	into	ADP
futech-475	418	36	hospitality	hospitality	NOUN
futech-475	418	37	education[j	education[j	PROPN
futech-475	418	38	]	]	PUNCT
futech-475	418	39	.	.	PUNCT
futech-475	419	1	journal	journal	PROPN
futech-475	419	2	of	of	ADP
futech-475	419	3	hospitality	hospitality	PROPN
futech-475	419	4	&	&	CCONJ
futech-475	419	5	tourism	tourism	NOUN
futech-475	419	6	education	education	NOUN
futech-475	419	7	,	,	PUNCT
futech-475	419	8	2024	2024	NUM
futech-475	419	9	,	,	PUNCT
futech-475	419	10	36(4	36(4	NUM
futech-475	419	11	):	):	PUNCT
futech-475	419	12	333	333	NUM
futech-475	419	13	-	-	SYM
futech-475	419	14	347	347	NUM
futech-475	419	15	.	.	PUNCT
futech-475	420	1	[	[	X
futech-475	420	2	25	25	NUM
futech-475	420	3	]	]	X
futech-475	420	4	zhou	zhou	PROPN
futech-475	420	5	l	l	PROPN
futech-475	420	6	,	,	PUNCT
futech-475	420	7	xue	xue	PROPN
futech-475	420	8	s	s	PROPN
futech-475	420	9	,	,	PUNCT
futech-475	420	10	li	li	PROPN
futech-475	420	11	r.	r.	PROPN
futech-475	420	12	extending	extend	VERB
futech-475	420	13	the	the	DET
futech-475	420	14	technology	technology	NOUN
futech-475	420	15	acceptance	acceptance	NOUN
futech-475	420	16	model	model	NOUN
futech-475	420	17	to	to	PART
futech-475	420	18	explore	explore	VERB
futech-475	420	19	students	student	NOUN
futech-475	420	20	’	'	PUNCT
futech-475	420	21	intention	intention	NOUN
futech-475	420	22	to	to	PART
futech-475	420	23	use	use	VERB
futech-475	420	24	an	an	DET
futech-475	420	25	online	online	ADJ
futech-475	420	26	education	education	NOUN
futech-475	420	27	platform	platform	NOUN
futech-475	420	28	at	at	ADP
futech-475	420	29	a	a	DET
futech-475	420	30	university	university	NOUN
futech-475	420	31	in	in	ADP
futech-475	420	32	china[j	china[j	NOUN
futech-475	420	33	]	]	PUNCT
futech-475	420	34	.	.	PUNCT
futech-475	421	1	sage	sage	NOUN
futech-475	421	2	open	open	ADJ
futech-475	421	3	,	,	PUNCT
futech-475	421	4	2022	2022	NUM
futech-475	421	5	,	,	PUNCT
futech-475	421	6	12(1	12(1	NUM
futech-475	421	7	):	):	PUNCT
futech-475	421	8	21582440221085259	21582440221085259	NUM
futech-475	421	9	.	.	PUNCT
futech-475	422	1	[	[	X
futech-475	422	2	26	26	NUM
futech-475	422	3	]	]	X
futech-475	422	4	mogaji	mogaji	X
futech-475	422	5	e	e	NOUN
futech-475	422	6	,	,	PUNCT
futech-475	422	7	viglia	viglia	PROPN
futech-475	422	8	g	g	PROPN
futech-475	422	9	,	,	PUNCT
futech-475	422	10	srivastava	srivastava	PROPN
futech-475	422	11	p	p	PROPN
futech-475	422	12	,	,	PUNCT
futech-475	422	13	et	et	PROPN
futech-475	422	14	al	al	PROPN
futech-475	422	15	.	.	PROPN
futech-475	422	16	is	be	AUX
futech-475	422	17	it	it	PRON
futech-475	422	18	the	the	DET
futech-475	422	19	end	end	NOUN
futech-475	422	20	of	of	ADP
futech-475	422	21	the	the	DET
futech-475	422	22	technology	technology	NOUN
futech-475	422	23	acceptance	acceptance	NOUN
futech-475	422	24	model	model	NOUN
futech-475	422	25	in	in	ADP
futech-475	422	26	the	the	DET
futech-475	422	27	era	era	NOUN
futech-475	422	28	of	of	ADP
futech-475	422	29	generative	generative	ADJ
futech-475	422	30	artificial	artificial	ADJ
futech-475	422	31	intelligence?[j	intelligence?[j	NOUN
futech-475	422	32	]	]	PUNCT
futech-475	422	33	.	.	PUNCT
futech-475	423	1	international	international	ADJ
futech-475	423	2	journal	journal	PROPN
futech-475	423	3	of	of	ADP
futech-475	423	4	contemporary	contemporary	PROPN
futech-475	423	5	hospitality	hospitality	PROPN
futech-475	423	6	management	management	NOUN
futech-475	423	7	,	,	PUNCT
futech-475	423	8	2024	2024	NUM
futech-475	423	9	,	,	PUNCT
futech-475	423	10	36(10	36(10	NUM
futech-475	423	11	):	):	PUNCT
futech-475	423	12	3324	3324	NUM
futech-475	423	13	-	-	SYM
futech-475	423	14	3339	3339	NUM
futech-475	423	15	.	.	PUNCT
futech-475	424	1	[	[	X
futech-475	424	2	27	27	NUM
futech-475	424	3	]	]	X
futech-475	424	4	dahri	dahri	PROPN
futech-475	424	5	n	n	PROPN
futech-475	424	6	a	a	PROPN
futech-475	424	7	,	,	PUNCT
futech-475	424	8	yahaya	yahaya	PROPN
futech-475	424	9	n	n	CCONJ
futech-475	424	10	,	,	PUNCT
futech-475	424	11	al	al	PROPN
futech-475	424	12	-	-	PUNCT
futech-475	424	13	rahmi	rahmi	PROPN
futech-475	424	14	w	w	PROPN
futech-475	424	15	m	m	PROPN
futech-475	424	16	,	,	PUNCT
futech-475	424	17	et	et	PROPN
futech-475	424	18	al	al	PROPN
futech-475	424	19	.	.	PROPN
futech-475	424	20	extended	extend	VERB
futech-475	424	21	tam	tam	X
futech-475	424	22	based	base	VERB
futech-475	424	23	acceptance	acceptance	NOUN
futech-475	424	24	of	of	ADP
futech-475	424	25	ai	ai	NOUN
futech-475	424	26	-	-	PUNCT
futech-475	424	27	powered	powered	ADJ
futech-475	424	28	chatgpt	chatgpt	NOUN
futech-475	424	29	for	for	ADP
futech-475	424	30	supporting	support	VERB
futech-475	424	31	metacognitive	metacognitive	ADJ
futech-475	424	32	self	self	NOUN
futech-475	424	33	-	-	PUNCT
futech-475	424	34	regulated	regulate	VERB
futech-475	424	35	learning	learning	NOUN
futech-475	424	36	in	in	ADP
futech-475	424	37	education	education	NOUN
futech-475	424	38	:	:	PUNCT
futech-475	424	39	a	a	DET
futech-475	424	40	mixed	mix	VERB
futech-475	424	41	-	-	PUNCT
futech-475	424	42	methods	method	NOUN
futech-475	424	43	study[j	study[j	NOUN
futech-475	424	44	]	]	PUNCT
futech-475	424	45	.	.	PUNCT
futech-475	425	1	heliyon	heliyon	NOUN
futech-475	425	2	,	,	PUNCT
futech-475	425	3	2024	2024	NUM
futech-475	425	4	,	,	PUNCT
futech-475	425	5	10(8	10(8	NUM
futech-475	425	6	)	)	PUNCT
futech-475	425	7	.	.	PUNCT
futech-475	426	1	[	[	X
futech-475	426	2	28	28	NUM
futech-475	426	3	]	]	PUNCT
futech-475	426	4	chocarro	chocarro	ADJ
futech-475	426	5	r	r	PROPN
futech-475	426	6	,	,	PUNCT
futech-475	426	7	cortiñas	cortiñas	NOUN
futech-475	426	8	m	m	PROPN
futech-475	426	9	,	,	PUNCT
futech-475	426	10	marcos	marcos	PROPN
futech-475	426	11	-	-	PUNCT
futech-475	426	12	matás	matás	PROPN
futech-475	426	13	g.	g.	PROPN
futech-475	426	14	teachers	teachers	PROPN
futech-475	426	15	’	’	PART
futech-475	426	16	attitudes	attitude	NOUN
futech-475	426	17	towards	towards	ADP
futech-475	426	18	chatbots	chatbot	NOUN
futech-475	426	19	in	in	ADP
futech-475	426	20	education	education	NOUN
futech-475	426	21	:	:	PUNCT
futech-475	426	22	a	a	DET
futech-475	426	23	technology	technology	NOUN
futech-475	426	24	acceptance	acceptance	NOUN
futech-475	426	25	model	model	NOUN
futech-475	426	26	approach	approach	NOUN
futech-475	426	27	considering	consider	VERB
futech-475	426	28	the	the	DET
futech-475	426	29	effect	effect	NOUN
futech-475	426	30	of	of	ADP
futech-475	426	31	social	social	ADJ
futech-475	426	32	language	language	NOUN
futech-475	426	33	,	,	PUNCT
futech-475	426	34	bot	bot	NOUN
futech-475	426	35	proactiveness	proactiveness	NOUN
futech-475	426	36	,	,	PUNCT
futech-475	426	37	and	and	CCONJ
futech-475	426	38	users	user	NOUN
futech-475	426	39	’	'	PUNCT
futech-475	426	40	characteristics[j	characteristics[j	PROPN
futech-475	426	41	]	]	PUNCT
futech-475	426	42	.	.	PUNCT
futech-475	427	1	educational	educational	ADJ
futech-475	427	2	studies	study	NOUN
futech-475	427	3	,	,	PUNCT
futech-475	427	4	2	2	NUM
futech-475	427	5	...	...	PUNCT
futech-475	428	1	[	[	X
futech-475	428	2	29	29	NUM
futech-475	428	3	]	]	PUNCT
futech-475	428	4	na	na	ADP
futech-475	428	5	s	s	PROPN
futech-475	428	6	,	,	PUNCT
futech-475	428	7	heo	heo	PROPN
futech-475	428	8	s	s	PROPN
futech-475	428	9	,	,	PUNCT
futech-475	428	10	han	han	PROPN
futech-475	428	11	s	s	PROPN
futech-475	428	12	,	,	PUNCT
futech-475	428	13	et	et	PROPN
futech-475	428	14	al	al	PROPN
futech-475	428	15	.	.	PROPN
futech-475	428	16	acceptance	acceptance	NOUN
futech-475	428	17	model	model	NOUN
futech-475	428	18	of	of	ADP
futech-475	428	19	artificial	artificial	ADJ
futech-475	428	20	intelligence	intelligence	NOUN
futech-475	428	21	(	(	PUNCT
futech-475	428	22	ai)-based	ai)-base	VERB
futech-475	428	23	technologies	technology	NOUN
futech-475	428	24	in	in	ADP
futech-475	428	25	construction	construction	NOUN
futech-475	428	26	firms	firm	NOUN
futech-475	428	27	:	:	PUNCT
futech-475	428	28	applying	apply	VERB
futech-475	428	29	the	the	DET
futech-475	428	30	technology	technology	NOUN
futech-475	428	31	acceptance	acceptance	NOUN
futech-475	428	32	model	model	NOUN
futech-475	428	33	(	(	PUNCT
futech-475	428	34	tam	tam	PROPN
futech-475	428	35	)	)	PUNCT
futech-475	428	36	in	in	ADP
futech-475	428	37	combination	combination	NOUN
futech-475	428	38	with	with	ADP
futech-475	428	39	the	the	DET
futech-475	428	40	technology	technology	NOUN
futech-475	428	41	–	–	PUNCT
futech-475	428	42	organisation	organisation	NOUN
futech-475	428	43	–	–	PUNCT
futech-475	428	44	environment	environment	NOUN
futech-475	428	45	(	(	PUNCT
futech-475	428	46	toe	toe	NOUN
futech-475	428	47	)	)	PUNCT
futech-475	428	48	framework[j	framework[j	PROPN
futech-475	428	49	]	]	PUNCT
futech-475	428	50	.	.	PUNCT
futech-475	428	51	...	...	PUNCT
futech-475	429	1	[	[	X
futech-475	429	2	30	30	NUM
futech-475	429	3	]	]	PUNCT
futech-475	429	4	naidoo	naidoo	PROPN
futech-475	429	5	d	d	PROPN
futech-475	429	6	t.	t.	PROPN
futech-475	429	7	integrating	integrate	VERB
futech-475	429	8	tam	tam	PROPN
futech-475	429	9	and	and	CCONJ
futech-475	429	10	is	be	AUX
futech-475	429	11	success	success	NOUN
futech-475	429	12	model	model	NOUN
futech-475	429	13	:	:	PUNCT
futech-475	429	14	exploring	explore	VERB
futech-475	429	15	the	the	DET
futech-475	429	16	role	role	NOUN
futech-475	429	17	of	of	ADP
futech-475	429	18	blockchain	blockchain	PROPN
futech-475	429	19	and	and	CCONJ
futech-475	429	20	ai	ai	VERB
futech-475	429	21	in	in	ADP
futech-475	429	22	predicting	predict	VERB
futech-475	429	23	learner	learner	NOUN
futech-475	429	24	engagement	engagement	NOUN
futech-475	429	25	and	and	CCONJ
futech-475	429	26	performance	performance	NOUN
futech-475	429	27	in	in	ADP
futech-475	429	28	e	e	NOUN
futech-475	429	29	-	-	NOUN
futech-475	429	30	learning[j	learning[j	NOUN
futech-475	429	31	]	]	PUNCT
futech-475	429	32	.	.	PUNCT
futech-475	430	1	frontiers	frontier	NOUN
futech-475	430	2	in	in	ADP
futech-475	430	3	computer	computer	NOUN
futech-475	430	4	science	science	NOUN
futech-475	430	5	,	,	PUNCT
futech-475	430	6	2023	2023	NUM
futech-475	430	7	,	,	PUNCT
futech-475	430	8	5	5	NUM
futech-475	430	9	:	:	SYM
futech-475	430	10	1227749	1227749	NUM
futech-475	430	11	.	.	PUNCT