id	sid	tid	token	lemma	pos
fbem-32347	1	1	frontiers	frontier	NOUN
fbem-32347	1	2	in	in	ADP
fbem-32347	1	3	business	business	NOUN
fbem-32347	1	4	,	,	PUNCT
fbem-32347	1	5	economics	economic	NOUN
fbem-32347	1	6	and	and	CCONJ
fbem-32347	1	7	management	management	NOUN
fbem-32347	1	8	issn	issn	PROPN
fbem-32347	1	9	:	:	PUNCT
fbem-32347	1	10	2766	2766	NUM
fbem-32347	1	11	-	-	PUNCT
fbem-32347	1	12	824x	824x	NUM
fbem-32347	1	13	|	|	ADJ
fbem-32347	1	14	vol	vol	NOUN
fbem-32347	1	15	.	.	PROPN
fbem-32347	1	16	21	21	NUM
fbem-32347	1	17	,	,	PUNCT
fbem-32347	1	18	no	no	INTJ
fbem-32347	1	19	.	.	NOUN
fbem-32347	1	20	2	2	NUM
fbem-32347	1	21	,	,	PUNCT
fbem-32347	1	22	2025	2025	NUM
fbem-32347	1	23	99	99	NUM
fbem-32347	1	24	a	a	DET
fbem-32347	1	25	dynamic	dynamic	ADJ
fbem-32347	1	26	ai	ai	NOUN
fbem-32347	1	27	framework	framework	NOUN
fbem-32347	1	28	for	for	ADP
fbem-32347	1	29	monitoring	monitoring	NOUN
fbem-32347	1	30	and	and	CCONJ
fbem-32347	1	31	forecasting	forecasting	NOUN
fbem-32347	1	32	media	medium	NOUN
fbem-32347	1	33	convergence	convergence	NOUN
fbem-32347	1	34	competitiveness	competitiveness	NOUN
fbem-32347	1	35	li	li	PROPN
fbem-32347	1	36	ma	ma	PROPN
fbem-32347	1	37	1	1	PROPN
fbem-32347	1	38	,	,	PUNCT
fbem-32347	1	39	xiaojia	xiaojia	PROPN
fbem-32347	1	40	zhang	zhang	PROPN
fbem-32347	1	41	2	2	NUM
fbem-32347	1	42	,	,	PUNCT
fbem-32347	1	43	tong	tong	PROPN
fbem-32347	1	44	li	li	PROPN
fbem-32347	1	45	3	3	NUM
fbem-32347	1	46	,	,	PUNCT
fbem-32347	1	47	teng	teng	PROPN
fbem-32347	1	48	wang	wang	PROPN
fbem-32347	1	49	4	4	NUM
fbem-32347	1	50	,	,	PUNCT
fbem-32347	1	51	*	*	PUNCT
fbem-32347	1	52	1	1	NUM
fbem-32347	1	53	liaoning	liaoning	PROPN
fbem-32347	1	54	university	university	PROPN
fbem-32347	1	55	of	of	ADP
fbem-32347	1	56	international	international	ADJ
fbem-32347	1	57	business	business	NOUN
fbem-32347	1	58	and	and	CCONJ
fbem-32347	1	59	economics	economic	NOUN
fbem-32347	1	60	,	,	PUNCT
fbem-32347	1	61	dalian	dalian	PROPN
fbem-32347	1	62	116052	116052	NUM
fbem-32347	1	63	,	,	PUNCT
fbem-32347	1	64	china	china	PROPN
fbem-32347	1	65	2	2	NUM
fbem-32347	1	66	liaoning	liaoning	PROPN
fbem-32347	1	67	university	university	PROPN
fbem-32347	1	68	of	of	ADP
fbem-32347	1	69	technology	technology	NOUN
fbem-32347	1	70	,	,	PUNCT
fbem-32347	1	71	jinzhou	jinzhou	PROPN
fbem-32347	1	72	121001	121001	NUM
fbem-32347	1	73	,	,	PUNCT
fbem-32347	1	74	china	china	PROPN
fbem-32347	1	75	3	3	NUM
fbem-32347	1	76	pai	pai	PROPN
fbem-32347	1	77	chai	chai	PROPN
fbem-32347	1	78	university	university	PROPN
fbem-32347	1	79	,	,	PUNCT
fbem-32347	1	80	daejeon	daejeon	NOUN
fbem-32347	1	81	,	,	PUNCT
fbem-32347	1	82	35345	35345	NUM
fbem-32347	1	83	,	,	PUNCT
fbem-32347	1	84	republic	republic	NOUN
fbem-32347	1	85	of	of	ADP
fbem-32347	1	86	korea	korea	PROPN
fbem-32347	1	87	4	4	NUM
fbem-32347	1	88	school	school	NOUN
fbem-32347	1	89	of	of	ADP
fbem-32347	1	90	economics	economic	NOUN
fbem-32347	1	91	and	and	CCONJ
fbem-32347	1	92	business	business	NOUN
fbem-32347	1	93	administration	administration	NOUN
fbem-32347	1	94	,	,	PUNCT
fbem-32347	1	95	yibin	yibin	PROPN
fbem-32347	1	96	university	university	PROPN
fbem-32347	1	97	,	,	PUNCT
fbem-32347	1	98	yibin	yibin	PROPN
fbem-32347	1	99	644000	644000	NUM
fbem-32347	1	100	,	,	PUNCT
fbem-32347	1	101	sichuan	sichuan	PROPN
fbem-32347	1	102	,	,	PUNCT
fbem-32347	1	103	china	china	PROPN
fbem-32347	1	104	*	*	PUNCT
fbem-32347	1	105	corresponding	correspond	VERB
fbem-32347	1	106	author	author	NOUN
fbem-32347	1	107	:	:	PUNCT
fbem-32347	1	108	(	(	PUNCT
fbem-32347	1	109	email	email	NOUN
fbem-32347	1	110	:	:	PUNCT
fbem-32347	1	111	tt9287@hotmail.co.kr	tt9287@hotmail.co.kr	NUM
fbem-32347	1	112	)	)	PUNCT
fbem-32347	1	113	abstract	abstract	NOUN
fbem-32347	1	114	:	:	PUNCT
fbem-32347	1	115	in	in	ADP
fbem-32347	1	116	response	response	NOUN
fbem-32347	1	117	to	to	ADP
fbem-32347	1	118	the	the	DET
fbem-32347	1	119	limitations	limitation	NOUN
fbem-32347	1	120	of	of	ADP
fbem-32347	1	121	traditional	traditional	ADJ
fbem-32347	1	122	static	static	ADJ
fbem-32347	1	123	and	and	CCONJ
fbem-32347	1	124	subjective	subjective	ADJ
fbem-32347	1	125	methods	method	NOUN
fbem-32347	1	126	,	,	PUNCT
fbem-32347	1	127	this	this	DET
fbem-32347	1	128	study	study	NOUN
fbem-32347	1	129	pioneers	pioneer	VERB
fbem-32347	1	130	an	an	DET
fbem-32347	1	131	ai	ai	NOUN
fbem-32347	1	132	-driven	-driven	ADJ
fbem-32347	1	133	framework	framework	NOUN
fbem-32347	1	134	for	for	ADP
fbem-32347	1	135	assessing	assess	VERB
fbem-32347	1	136	media	medium	NOUN
fbem-32347	1	137	convergence	convergence	NOUN
fbem-32347	1	138	competitiveness	competitiveness	NOUN
fbem-32347	1	139	by	by	ADP
fbem-32347	1	140	leveraging	leverage	VERB
fbem-32347	1	141	natural	natural	ADJ
fbem-32347	1	142	language	language	NOUN
fbem-32347	1	143	processing	processing	NOUN
fbem-32347	1	144	and	and	CCONJ
fbem-32347	1	145	machine	machine	NOUN
fbem-32347	1	146	learning	learning	NOUN
fbem-32347	1	147	.	.	PUNCT
fbem-32347	2	1	analyzing	analyze	VERB
fbem-32347	2	2	a	a	DET
fbem-32347	2	3	large	large	ADJ
fbem-32347	2	4	-	-	PUNCT
fbem-32347	2	5	scale	scale	NOUN
fbem-32347	2	6	dataset	dataset	NOUN
fbem-32347	2	7	of	of	ADP
fbem-32347	2	8	youtube	youtube	NOUN
fbem-32347	2	9	comments	comment	NOUN
fbem-32347	2	10	from	from	ADP
fbem-32347	2	11	january	january	PROPN
fbem-32347	2	12	to	to	ADP
fbem-32347	2	13	june	june	PROPN
fbem-32347	2	14	2024	2024	NUM
fbem-32347	2	15	,	,	PUNCT
fbem-32347	2	16	the	the	DET
fbem-32347	2	17	research	research	NOUN
fbem-32347	2	18	employs	employ	VERB
fbem-32347	2	19	sentiment	sentiment	NOUN
fbem-32347	2	20	classification	classification	NOUN
fbem-32347	2	21	models	model	NOUN
fbem-32347	2	22	—	—	PUNCT
fbem-32347	2	23	including	include	VERB
fbem-32347	2	24	support	support	NOUN
fbem-32347	2	25	vector	vector	NOUN
fbem-32347	2	26	machine	machine	NOUN
fbem-32347	2	27	,	,	PUNCT
fbem-32347	2	28	random	random	ADJ
fbem-32347	2	29	forest	forest	NOUN
fbem-32347	2	30	,	,	PUNCT
fbem-32347	2	31	and	and	CCONJ
fbem-32347	2	32	gradient	gradient	NOUN
fbem-32347	2	33	boosting	boosting	NOUN
fbem-32347	2	34	—	—	PUNCT
fbem-32347	2	35	with	with	ADP
fbem-32347	2	36	gradient	gradient	ADJ
fbem-32347	2	37	boosting	boost	VERB
fbem-32347	2	38	demonstrating	demonstrate	VERB
fbem-32347	2	39	superior	superior	ADJ
fbem-32347	2	40	performance	performance	NOUN
fbem-32347	2	41	.	.	PUNCT
fbem-32347	3	1	the	the	DET
fbem-32347	3	2	findings	finding	NOUN
fbem-32347	3	3	reveal	reveal	VERB
fbem-32347	3	4	that	that	SCONJ
fbem-32347	3	5	the	the	DET
fbem-32347	3	6	proposed	propose	VERB
fbem-32347	3	7	framework	framework	NOUN
fbem-32347	3	8	not	not	PART
fbem-32347	3	9	only	only	ADV
fbem-32347	3	10	outperforms	outperform	VERB
fbem-32347	3	11	conventional	conventional	ADJ
fbem-32347	3	12	approaches	approach	NOUN
fbem-32347	3	13	in	in	ADP
fbem-32347	3	14	accuracy	accuracy	NOUN
fbem-32347	3	15	and	and	CCONJ
fbem-32347	3	16	consistency	consistency	NOUN
fbem-32347	3	17	but	but	CCONJ
fbem-32347	3	18	also	also	ADV
fbem-32347	3	19	captures	capture	VERB
fbem-32347	3	20	nuanced	nuanced	ADJ
fbem-32347	3	21	public	public	ADJ
fbem-32347	3	22	sentiments	sentiment	NOUN
fbem-32347	3	23	and	and	CCONJ
fbem-32347	3	24	their	their	PRON
fbem-32347	3	25	temporal	temporal	ADJ
fbem-32347	3	26	dynamics	dynamic	NOUN
fbem-32347	3	27	,	,	PUNCT
fbem-32347	3	28	uncovering	uncover	VERB
fbem-32347	3	29	a	a	DET
fbem-32347	3	30	dual	dual	ADJ
fbem-32347	3	31	pattern	pattern	NOUN
fbem-32347	3	32	of	of	ADP
fbem-32347	3	33	instant	instant	ADJ
fbem-32347	3	34	emotional	emotional	ADJ
fbem-32347	3	35	reactions	reaction	NOUN
fbem-32347	3	36	and	and	CCONJ
fbem-32347	3	37	reflective	reflective	ADJ
fbem-32347	3	38	long	long	ADJ
fbem-32347	3	39	-term	-term	PROPN
fbem-32347	3	40	evaluations	evaluation	NOUN
fbem-32347	3	41	.	.	PUNCT
fbem-32347	4	1	this	this	PRON
fbem-32347	4	2	provides	provide	VERB
fbem-32347	4	3	policymakers	policymaker	NOUN
fbem-32347	4	4	and	and	CCONJ
fbem-32347	4	5	media	medium	NOUN
fbem-32347	4	6	practitioners	practitioner	NOUN
fbem-32347	4	7	with	with	ADP
fbem-32347	4	8	a	a	DET
fbem-32347	4	9	scalable	scalable	ADJ
fbem-32347	4	10	,	,	PUNCT
fbem-32347	4	11	data	datum	NOUN
fbem-32347	4	12	-	-	PUNCT
fbem-32347	4	13	driven	drive	VERB
fbem-32347	4	14	tool	tool	NOUN
fbem-32347	4	15	for	for	ADP
fbem-32347	4	16	real	real	ADJ
fbem-32347	4	17	-	-	PUNCT
fbem-32347	4	18	time	time	NOUN
fbem-32347	4	19	assessment	assessment	NOUN
fbem-32347	4	20	and	and	CCONJ
fbem-32347	4	21	evidence	evidence	NOUN
fbem-32347	4	22	-	-	PUNCT
fbem-32347	4	23	based	base	VERB
fbem-32347	4	24	strategy	strategy	NOUN
fbem-32347	4	25	formulation	formulation	NOUN
fbem-32347	4	26	.	.	PUNCT
fbem-32347	5	1	ultimately	ultimately	ADV
fbem-32347	5	2	,	,	PUNCT
fbem-32347	5	3	the	the	DET
fbem-32347	5	4	study	study	NOUN
fbem-32347	5	5	underscores	underscore	VERB
fbem-32347	5	6	the	the	DET
fbem-32347	5	7	transformative	transformative	ADJ
fbem-32347	5	8	potential	potential	NOUN
fbem-32347	5	9	of	of	ADP
fbem-32347	5	10	integrating	integrate	VERB
fbem-32347	5	11	computational	computational	ADJ
fbem-32347	5	12	social	social	ADJ
fbem-32347	5	13	science	science	NOUN
fbem-32347	5	14	with	with	ADP
fbem-32347	5	15	media	medium	NOUN
fbem-32347	5	16	studies	study	NOUN
fbem-32347	5	17	,	,	PUNCT
fbem-32347	5	18	significantly	significantly	ADV
fbem-32347	5	19	enhancing	enhance	VERB
fbem-32347	5	20	the	the	DET
fbem-32347	5	21	precision	precision	NOUN
fbem-32347	5	22	and	and	CCONJ
fbem-32347	5	23	predictive	predictive	ADJ
fbem-32347	5	24	power	power	NOUN
fbem-32347	5	25	of	of	ADP
fbem-32347	5	26	competitiveness	competitiveness	NOUN
fbem-32347	5	27	evaluation	evaluation	NOUN
fbem-32347	5	28	beyond	beyond	ADP
fbem-32347	5	29	qualitative	qualitative	ADJ
fbem-32347	5	30	paradigms	paradigm	NOUN
fbem-32347	5	31	.	.	PUNCT
fbem-32347	6	1	keywords	keyword	NOUN
fbem-32347	6	2	:	:	PUNCT
fbem-32347	6	3	natural	natural	ADJ
fbem-32347	6	4	language	language	NOUN
fbem-32347	6	5	processing	processing	NOUN
fbem-32347	6	6	(	(	PUNCT
fbem-32347	6	7	nlp	nlp	NOUN
fbem-32347	6	8	)	)	PUNCT
fbem-32347	6	9	;	;	PUNCT
fbem-32347	6	10	sentiment	sentiment	NOUN
fbem-32347	6	11	analysis	analysis	NOUN
fbem-32347	6	12	;	;	PUNCT
fbem-32347	6	13	gradient	gradient	ADJ
fbem-32347	6	14	boosting	boosting	NOUN
fbem-32347	6	15	;	;	PUNCT
fbem-32347	6	16	media	medium	NOUN
fbem-32347	6	17	convergence	convergence	NOUN
fbem-32347	6	18	competitiveness	competitiveness	NOUN
fbem-32347	6	19	.	.	PUNCT
fbem-32347	7	1	1	1	X
fbem-32347	7	2	.	.	X
fbem-32347	7	3	introduction	introduction	NOUN
fbem-32347	7	4	the	the	DET
fbem-32347	7	5	rapid	rapid	ADJ
fbem-32347	7	6	advancement	advancement	NOUN
fbem-32347	7	7	of	of	ADP
fbem-32347	7	8	digital	digital	ADJ
fbem-32347	7	9	technologies	technology	NOUN
fbem-32347	7	10	has	have	AUX
fbem-32347	7	11	fundamentally	fundamentally	ADV
fbem-32347	7	12	transformed	transform	VERB
fbem-32347	7	13	the	the	DET
fbem-32347	7	14	media	medium	NOUN
fbem-32347	7	15	ecosystem	ecosystem	NOUN
fbem-32347	7	16	,	,	PUNCT
fbem-32347	7	17	catalyzing	catalyze	VERB
fbem-32347	7	18	the	the	DET
fbem-32347	7	19	emergence	emergence	NOUN
fbem-32347	7	20	of	of	ADP
fbem-32347	7	21	media	medium	NOUN
fbem-32347	7	22	convergence	convergence	NOUN
fbem-32347	7	23	.	.	PUNCT
fbem-32347	8	1	defined	define	VERB
fbem-32347	8	2	as	as	ADP
fbem-32347	8	3	the	the	DET
fbem-32347	8	4	integration	integration	NOUN
fbem-32347	8	5	of	of	ADP
fbem-32347	8	6	technological	technological	ADJ
fbem-32347	8	7	platforms	platform	NOUN
fbem-32347	8	8	,	,	PUNCT
fbem-32347	8	9	content	content	NOUN
fbem-32347	8	10	production	production	NOUN
fbem-32347	8	11	,	,	PUNCT
fbem-32347	8	12	and	and	CCONJ
fbem-32347	8	13	user	user	NOUN
fbem-32347	8	14	interactions	interaction	NOUN
fbem-32347	8	15	across	across	ADP
fbem-32347	8	16	multiple	multiple	ADJ
fbem-32347	8	17	channels	channel	NOUN
fbem-32347	8	18	,	,	PUNCT
fbem-32347	8	19	media	medium	NOUN
fbem-32347	8	20	convergence	convergence	NOUN
fbem-32347	8	21	enables	enable	VERB
fbem-32347	8	22	organizations	organization	NOUN
fbem-32347	8	23	to	to	PART
fbem-32347	8	24	amplify	amplify	VERB
fbem-32347	8	25	their	their	PRON
fbem-32347	8	26	influence	influence	NOUN
fbem-32347	8	27	and	and	CCONJ
fbem-32347	8	28	maintain	maintain	VERB
fbem-32347	8	29	competitive	competitive	ADJ
fbem-32347	8	30	advantage	advantage	NOUN
fbem-32347	8	31	in	in	ADP
fbem-32347	8	32	an	an	DET
fbem-32347	8	33	increasingly	increasingly	ADV
fbem-32347	8	34	fragmented	fragmented	ADJ
fbem-32347	8	35	environment	environment	NOUN
fbem-32347	8	36	(	(	PUNCT
fbem-32347	8	37	keskin	keskin	NOUN
fbem-32347	8	38	,	,	PUNCT
fbem-32347	8	39	2018	2018	NUM
fbem-32347	8	40	)	)	PUNCT
fbem-32347	8	41	.	.	PUNCT
fbem-32347	9	1	as	as	SCONJ
fbem-32347	9	2	the	the	DET
fbem-32347	9	3	boundaries	boundary	NOUN
fbem-32347	9	4	between	between	ADP
fbem-32347	9	5	traditional	traditional	ADJ
fbem-32347	9	6	broadcasting	broadcasting	NOUN
fbem-32347	9	7	,	,	PUNCT
fbem-32347	9	8	streaming	streaming	NOUN
fbem-32347	9	9	services	service	NOUN
fbem-32347	9	10	,	,	PUNCT
fbem-32347	9	11	and	and	CCONJ
fbem-32347	9	12	social	social	ADJ
fbem-32347	9	13	platforms	platform	NOUN
fbem-32347	9	14	continue	continue	VERB
fbem-32347	9	15	to	to	PART
fbem-32347	9	16	blur	blur	VERB
fbem-32347	9	17	,	,	PUNCT
fbem-32347	9	18	the	the	DET
fbem-32347	9	19	capacity	capacity	NOUN
fbem-32347	9	20	to	to	PART
fbem-32347	9	21	accurately	accurately	ADV
fbem-32347	9	22	evaluate	evaluate	VERB
fbem-32347	9	23	media	medium	NOUN
fbem-32347	9	24	convergence	convergence	NOUN
fbem-32347	9	25	competitiveness	competitiveness	NOUN
fbem-32347	9	26	has	have	AUX
fbem-32347	9	27	become	become	VERB
fbem-32347	9	28	a	a	DET
fbem-32347	9	29	pressing	press	VERB
fbem-32347	9	30	issue	issue	NOUN
fbem-32347	9	31	for	for	ADP
fbem-32347	9	32	both	both	PRON
fbem-32347	9	33	academics	academic	NOUN
fbem-32347	9	34	and	and	CCONJ
fbem-32347	9	35	industry	industry	NOUN
fbem-32347	9	36	practitioners	practitioner	NOUN
fbem-32347	9	37	.	.	PUNCT
fbem-32347	10	1	recent	recent	ADJ
fbem-32347	10	2	scholarly	scholarly	ADJ
fbem-32347	10	3	work	work	NOUN
fbem-32347	10	4	has	have	AUX
fbem-32347	10	5	largely	largely	ADV
fbem-32347	10	6	centered	center	VERB
fbem-32347	10	7	on	on	ADP
fbem-32347	10	8	structural	structural	ADJ
fbem-32347	10	9	and	and	CCONJ
fbem-32347	10	10	industrial	industrial	ADJ
fbem-32347	10	11	facets	facet	NOUN
fbem-32347	10	12	of	of	ADP
fbem-32347	10	13	media	medium	NOUN
fbem-32347	10	14	convergence	convergence	NOUN
fbem-32347	10	15	—	—	PUNCT
fbem-32347	10	16	such	such	ADJ
fbem-32347	10	17	as	as	ADP
fbem-32347	10	18	technological	technological	ADJ
fbem-32347	10	19	infrastructure	infrastructure	NOUN
fbem-32347	10	20	,	,	PUNCT
fbem-32347	10	21	regulatory	regulatory	ADJ
fbem-32347	10	22	frameworks	framework	NOUN
fbem-32347	10	23	,	,	PUNCT
fbem-32347	10	24	and	and	CCONJ
fbem-32347	10	25	platform	platform	NOUN
fbem-32347	10	26	strategies	strategy	NOUN
fbem-32347	10	27	(	(	PUNCT
fbem-32347	10	28	kazak	kazak	PROPN
fbem-32347	10	29	et	et	PROPN
fbem-32347	10	30	al	al	PROPN
fbem-32347	10	31	.	.	PROPN
fbem-32347	10	32	,	,	PUNCT
fbem-32347	10	33	2018	2018	NUM
fbem-32347	10	34	;	;	PUNCT
fbem-32347	10	35	napoli	napoli	NOUN
fbem-32347	10	36	,	,	PUNCT
fbem-32347	10	37	2019	2019	NUM
fbem-32347	10	38	)	)	PUNCT
fbem-32347	10	39	.	.	PUNCT
fbem-32347	11	1	although	although	SCONJ
fbem-32347	11	2	these	these	DET
fbem-32347	11	3	studies	study	NOUN
fbem-32347	11	4	offer	offer	VERB
fbem-32347	11	5	valuab	valuab	PROPN
fbem-32347	11	6	le	le	PROPN
fbem-32347	11	7	insights	insight	NOUN
fbem-32347	11	8	,	,	PUNCT
fbem-32347	11	9	they	they	PRON
fbem-32347	11	10	predominantly	predominantly	ADV
fbem-32347	11	11	rely	rely	VERB
fbem-32347	11	12	on	on	ADP
fbem-32347	11	13	static	static	ADJ
fbem-32347	11	14	metrics	metric	NOUN
fbem-32347	11	15	such	such	ADJ
fbem-32347	11	16	as	as	ADP
fbem-32347	11	17	financial	financial	ADJ
fbem-32347	11	18	performance	performance	NOUN
fbem-32347	11	19	,	,	PUNCT
fbem-32347	11	20	audience	audience	NOUN
fbem-32347	11	21	ratings	rating	NOUN
fbem-32347	11	22	,	,	PUNCT
fbem-32347	11	23	or	or	CCONJ
fbem-32347	11	24	content	content	NOUN
fbem-32347	11	25	output	output	NOUN
fbem-32347	11	26	.	.	PUNCT
fbem-32347	12	1	such	such	ADJ
fbem-32347	12	2	indicators	indicator	NOUN
fbem-32347	12	3	fall	fall	VERB
fbem-32347	12	4	short	short	ADV
fbem-32347	12	5	of	of	ADP
fbem-32347	12	6	capturing	capture	VERB
fbem-32347	12	7	the	the	DET
fbem-32347	12	8	dynamic	dynamic	ADJ
fbem-32347	12	9	and	and	CCONJ
fbem-32347	12	10	real	real	ADJ
fbem-32347	12	11	-time	-time	ADJ
fbem-32347	12	12	nature	nature	NOUN
fbem-32347	12	13	of	of	ADP
fbem-32347	12	14	competitiveness	competitiveness	NOUN
fbem-32347	12	15	,	,	PUNCT
fbem-32347	12	16	which	which	PRON
fbem-32347	12	17	is	be	AUX
fbem-32347	12	18	increasingly	increasingly	ADV
fbem-32347	12	19	influenced	influence	VERB
fbem-32347	12	20	by	by	ADP
fbem-32347	12	21	user	user	NOUN
fbem-32347	12	22	perceptions	perception	NOUN
fbem-32347	12	23	and	and	CCONJ
fbem-32347	12	24	interactive	interactive	ADJ
fbem-32347	12	25	behaviors	behavior	NOUN
fbem-32347	12	26	on	on	ADP
fbem-32347	12	27	social	social	ADJ
fbem-32347	12	28	platforms	platform	NOUN
fbem-32347	12	29	(	(	PUNCT
fbem-32347	12	30	zhou	zhou	PROPN
fbem-32347	12	31	&	&	CCONJ
fbem-32347	12	32	zhang	zhang	PROPN
fbem-32347	12	33	,	,	PUNCT
fbem-32347	12	34	2023	2023	NUM
fbem-32347	12	35	)	)	PUNCT
fbem-32347	12	36	.	.	PUNCT
fbem-32347	13	1	against	against	ADP
fbem-32347	13	2	the	the	DET
fbem-32347	13	3	backdrop	backdrop	NOUN
fbem-32347	13	4	of	of	ADP
fbem-32347	13	5	proliferating	proliferate	VERB
fbem-32347	13	6	user	user	NOUN
fbem-32347	13	7	-	-	PUNCT
fbem-32347	13	8	generated	generate	VERB
fbem-32347	13	9	content	content	NOUN
fbem-32347	13	10	,	,	PUNCT
fbem-32347	13	11	social	social	ADJ
fbem-32347	13	12	media	medium	NOUN
fbem-32347	13	13	now	now	ADV
fbem-32347	13	14	presents	present	VERB
fbem-32347	13	15	unprecedented	unprecedented	ADJ
fbem-32347	13	16	opportunities	opportunity	NOUN
fbem-32347	13	17	to	to	PART
fbem-32347	13	18	gauge	gauge	VERB
fbem-32347	13	19	competitiveness	competitiveness	NOUN
fbem-32347	13	20	through	through	ADP
fbem-32347	13	21	the	the	DET
fbem-32347	13	22	lens	lens	NOUN
fbem-32347	13	23	of	of	ADP
fbem-32347	13	24	audience	audience	NOUN
fbem-32347	13	25	senti	senti	X
fbem-32347	13	26	ment	ment	PROPN
fbem-32347	13	27	and	and	CCONJ
fbem-32347	13	28	participatory	participatory	ADJ
fbem-32347	13	29	engagement	engagement	NOUN
fbem-32347	13	30	.	.	PUNCT
fbem-32347	14	1	to	to	PART
fbem-32347	14	2	bridge	bridge	VERB
fbem-32347	14	3	this	this	DET
fbem-32347	14	4	gap	gap	NOUN
fbem-32347	14	5	,	,	PUNCT
fbem-32347	14	6	this	this	DET
fbem-32347	14	7	study	study	NOUN
fbem-32347	14	8	examines	examine	VERB
fbem-32347	14	9	user	user	NOUN
fbem-32347	14	10	comments	comment	NOUN
fbem-32347	14	11	from	from	ADP
fbem-32347	14	12	youtube	youtube	NOUN
fbem-32347	14	13	spanning	span	VERB
fbem-32347	14	14	the	the	DET
fbem-32347	14	15	period	period	NOUN
fbem-32347	14	16	from	from	ADP
fbem-32347	14	17	january	january	PROPN
fbem-32347	14	18	1	1	NUM
fbem-32347	14	19	to	to	ADP
fbem-32347	14	20	june	june	PROPN
fbem-32347	14	21	30	30	NUM
fbem-32347	14	22	,	,	PUNCT
fbem-32347	14	23	2024	2024	NUM
fbem-32347	14	24	.	.	PUNCT
fbem-32347	15	1	as	as	ADP
fbem-32347	15	2	a	a	DET
fbem-32347	15	3	hybrid	hybrid	ADJ
fbem-32347	15	4	platform	platform	NOUN
fbem-32347	15	5	for	for	ADP
fbem-32347	15	6	both	both	CCONJ
fbem-32347	15	7	content	content	NOUN
fbem-32347	15	8	dissemination	dissemination	NOUN
fbem-32347	15	9	and	and	CCONJ
fbem-32347	15	10	social	social	ADJ
fbem-32347	15	11	interaction	interaction	NOUN
fbem-32347	15	12	,	,	PUNCT
fbem-32347	15	13	youtube	youtube	NOUN
fbem-32347	15	14	constitutes	constitute	VERB
fbem-32347	15	15	an	an	DET
fbem-32347	15	16	ideal	ideal	ADJ
fbem-32347	15	17	empirical	empirical	ADJ
fbem-32347	15	18	context	context	NOUN
fbem-32347	15	19	:	:	PUNCT
fbem-32347	15	20	its	its	PRON
fbem-32347	15	21	comment	comment	NOUN
fbem-32347	15	22	sections	section	NOUN
fbem-32347	15	23	encapsulate	encapsulate	VERB
fbem-32347	15	24	not	not	PART
fbem-32347	15	25	only	only	ADV
fbem-32347	15	26	immediate	immediate	ADJ
fbem-32347	15	27	affective	affective	ADJ
fbem-32347	15	28	responses	response	NOUN
fbem-32347	15	29	but	but	CCONJ
fbem-32347	15	30	also	also	ADV
fbem-32347	15	31	more	more	ADV
fbem-32347	15	32	sustained	sustained	ADJ
fbem-32347	15	33	evaluative	evaluative	ADJ
fbem-32347	15	34	discourses	discourse	NOUN
fbem-32347	15	35	.	.	PUNCT
fbem-32347	16	1	by	by	ADP
fbem-32347	16	2	employing	employ	VERB
fbem-32347	16	3	a	a	DET
fbem-32347	16	4	suite	suite	NOUN
fbem-32347	16	5	of	of	ADP
fbem-32347	16	6	machine	machine	NOUN
fbem-32347	16	7	learning	learn	VERB
fbem-32347	16	8	techniques	technique	NOUN
fbem-32347	16	9	—	—	PUNCT
fbem-32347	16	10	including	include	VERB
fbem-32347	16	11	decision	decision	NOUN
fbem-32347	16	12	trees	tree	NOUN
fbem-32347	16	13	,	,	PUNCT
fbem-32347	16	14	random	random	ADJ
fbem-32347	16	15	forests	forest	NOUN
fbem-32347	16	16	,	,	PUNCT
fbem-32347	16	17	and	and	CCONJ
fbem-32347	16	18	multilayer	multilayer	PROPN
fbem-32347	16	19	perceptron	perceptron	PROPN
fbem-32347	16	20	—	—	PUNCT
fbem-32347	16	21	this	this	DET
fbem-32347	16	22	research	research	NOUN
fbem-32347	16	23	aims	aim	VERB
fbem-32347	16	24	to	to	PART
fbem-32347	16	25	assess	assess	VERB
fbem-32347	16	26	whether	whether	SCONJ
fbem-32347	16	27	computational	computational	ADJ
fbem-32347	16	28	methodologies	methodology	NOUN
fbem-32347	16	29	can	can	AUX
fbem-32347	16	30	enhance	enhance	VERB
fbem-32347	16	31	the	the	DET
fbem-32347	16	32	precision	precision	NOUN
fbem-32347	16	33	and	and	CCONJ
fbem-32347	16	34	predictive	predictive	ADJ
fbem-32347	16	35	validity	validity	NOUN
fbem-32347	16	36	of	of	ADP
fbem-32347	16	37	competitiveness	competitiveness	NOUN
fbem-32347	16	38	measurement	measurement	NOUN
fbem-32347	16	39	.	.	PUNCT
fbem-32347	17	1	this	this	DET
fbem-32347	17	2	study	study	NOUN
fbem-32347	17	3	offers	offer	VERB
fbem-32347	17	4	three	three	NUM
fbem-32347	17	5	principal	principal	ADJ
fbem-32347	17	6	contributions	contribution	NOUN
fbem-32347	17	7	.	.	PUNCT
fbem-32347	18	1	first	first	ADV
fbem-32347	18	2	,	,	PUNCT
fbem-32347	18	3	it	it	PRON
fbem-32347	18	4	refines	refine	VERB
fbem-32347	18	5	the	the	DET
fbem-32347	18	6	conceptual	conceptual	ADJ
fbem-32347	18	7	framework	framework	NOUN
fbem-32347	18	8	of	of	ADP
fbem-32347	18	9	media	medium	NOUN
fbem-32347	18	10	convergence	convergence	NOUN
fbem-32347	18	11	competitiveness	competitiveness	NOUN
fbem-32347	18	12	by	by	ADP
fbem-32347	18	13	synthesizing	synthesize	VERB
fbem-32347	18	14	technological	technological	ADJ
fbem-32347	18	15	,	,	PUNCT
fbem-32347	18	16	content	content	NOUN
fbem-32347	18	17	related	relate	VERB
fbem-32347	18	18	,	,	PUNCT
fbem-32347	18	19	and	and	CCONJ
fbem-32347	18	20	user	user	NOUN
fbem-32347	18	21	-	-	PUNCT
fbem-32347	18	22	interactional	interactional	ADJ
fbem-32347	18	23	dimensions	dimension	NOUN
fbem-32347	18	24	into	into	ADP
fbem-32347	18	25	a	a	DET
fbem-32347	18	26	cohesive	cohesive	ADJ
fbem-32347	18	27	model	model	NOUN
fbem-32347	18	28	.	.	PUNCT
fbem-32347	19	1	second	second	ADJ
fbem-32347	19	2	,	,	PUNCT
fbem-32347	19	3	it	it	PRON
fbem-32347	19	4	introduces	introduce	VERB
fbem-32347	19	5	a	a	DET
fbem-32347	19	6	methodological	methodological	ADJ
fbem-32347	19	7	innovation	innovation	NOUN
fbem-32347	19	8	through	through	ADP
fbem-32347	19	9	the	the	DET
fbem-32347	19	10	application	application	NOUN
fbem-32347	19	11	of	of	ADP
fbem-32347	19	12	machine	machine	NOUN
fbem-32347	19	13	learning	learn	VERB
fbem-32347	19	14	to	to	ADP
fbem-32347	19	15	large	large	ADJ
fbem-32347	19	16	-scale	-scale	ADJ
fbem-32347	19	17	social	social	ADJ
fbem-32347	19	18	media	medium	NOUN
fbem-32347	19	19	data	datum	NOUN
fbem-32347	19	20	,	,	PUNCT
fbem-32347	19	21	thereby	thereby	ADV
fbem-32347	19	22	advancing	advance	VERB
fbem-32347	19	23	the	the	DET
fbem-32347	19	24	operationalization	operationalization	NOUN
fbem-32347	19	25	of	of	ADP
fbem-32347	19	26	competitiveness	competitiveness	NOUN
fbem-32347	19	27	.	.	PUNCT
fbem-32347	20	1	third	third	ADJ
fbem-32347	20	2	,	,	PUNCT
fbem-32347	20	3	it	it	PRON
fbem-32347	20	4	furnishes	furnish	VERB
fbem-32347	20	5	empirical	empirical	ADJ
fbem-32347	20	6	evidence	evidence	NOUN
fbem-32347	20	7	derived	derive	VERB
fbem-32347	20	8	from	from	ADP
fbem-32347	20	9	youtube	youtube	NOUN
fbem-32347	20	10	data	datum	NOUN
fbem-32347	20	11	,	,	PUNCT
fbem-32347	20	12	demonstrating	demonstrate	VERB
fbem-32347	20	13	that	that	PRON
fbem-32347	20	14	ai	ai	VERB
fbem-32347	20	15	-	-	PUNCT
fbem-32347	20	16	driven	drive	VERB
fbem-32347	20	17	methodologies	methodology	NOUN
fbem-32347	20	18	significantly	significantly	ADV
fbem-32347	20	19	improve	improve	VERB
fbem-32347	20	20	both	both	DET
fbem-32347	20	21	the	the	DET
fbem-32347	20	22	accuracy	accuracy	NOUN
fbem-32347	20	23	and	and	CCONJ
fbem-32347	20	24	forward	forward	ADV
fbem-32347	20	25	-	-	PUNCT
fbem-32347	20	26	looking	look	VERB
fbem-32347	20	27	capacity	capacity	NOUN
fbem-32347	20	28	of	of	ADP
fbem-32347	20	29	competitiveness	competitiveness	NOUN
fbem-32347	20	30	assessment	assessment	NOUN
fbem-32347	20	31	.	.	PUNCT
fbem-32347	21	1	together	together	ADV
fbem-32347	21	2	,	,	PUNCT
fbem-32347	21	3	these	these	DET
fbem-32347	21	4	contributions	contribution	NOUN
fbem-32347	21	5	not	not	PART
fbem-32347	21	6	only	only	ADV
fbem-32347	21	7	deepen	deepen	VERB
fbem-32347	21	8	the	the	DET
fbem-32347	21	9	theoretical	theoretical	ADJ
fbem-32347	21	10	discourse	discourse	NOUN
fbem-32347	21	11	but	but	CCONJ
fbem-32347	21	12	also	also	ADV
fbem-32347	21	13	provide	provide	VERB
fbem-32347	21	14	actionable	actionable	ADJ
fbem-32347	21	15	intelligence	intelligence	NOUN
fbem-32347	21	16	for	for	ADP
fbem-32347	21	17	media	media	NOUN
fbem-32347	21	18	stakeholders	stakeholder	NOUN
fbem-32347	21	19	and	and	CCONJ
fbem-32347	21	20	policymakers	policymaker	NOUN
fbem-32347	21	21	operating	operate	VERB
fbem-32347	21	22	in	in	ADP
fbem-32347	21	23	an	an	DET
fbem-32347	21	24	evolving	evolve	VERB
fbem-32347	21	25	digital	digital	ADJ
fbem-32347	21	26	landscape	landscape	NOUN
fbem-32347	21	27	.	.	PUNCT
fbem-32347	22	1	2	2	X
fbem-32347	22	2	.	.	X
fbem-32347	22	3	literature	literature	NOUN
fbem-32347	22	4	review	review	VERB
fbem-32347	22	5	2.1	2.1	NUM
fbem-32347	22	6	.	.	PUNCT
fbem-32347	23	1	media	medium	NOUN
fbem-32347	23	2	convergence	convergence	NOUN
fbem-32347	23	3	and	and	CCONJ
fbem-32347	23	4	competitiveness	competitiveness	NOUN
fbem-32347	23	5	media	medium	NOUN
fbem-32347	23	6	convergence	convergence	NOUN
fbem-32347	23	7	is	be	AUX
fbem-32347	23	8	conceptualized	conceptualize	VERB
fbem-32347	23	9	as	as	ADP
fbem-32347	23	10	the	the	DET
fbem-32347	23	11	integration	integration	NOUN
fbem-32347	23	12	of	of	ADP
fbem-32347	23	13	traditional	traditional	ADJ
fbem-32347	23	14	and	and	CCONJ
fbem-32347	23	15	digital	digital	ADJ
fbem-32347	23	16	media	medium	NOUN
fbem-32347	23	17	through	through	ADP
fbem-32347	23	18	intertwined	intertwine	VERB
fbem-32347	23	19	technological	technological	ADJ
fbem-32347	23	20	,	,	PUNCT
fbem-32347	23	21	organizational	organizational	ADJ
fbem-32347	23	22	,	,	PUNCT
fbem-32347	23	23	and	and	CCONJ
fbem-32347	23	24	cultural	cultural	ADJ
fbem-32347	23	25	processes	process	NOUN
fbem-32347	23	26	(	(	PUNCT
fbem-32347	23	27	jenkins	jenkin	NOUN
fbem-32347	23	28	,	,	PUNCT
fbem-32347	23	29	2006	2006	NUM
fbem-32347	23	30	;	;	PUNCT
fbem-32347	23	31	van	van	PROPN
fbem-32347	23	32	dijck	dijck	NOUN
fbem-32347	23	33	,	,	PUNCT
fbem-32347	23	34	poell	poell	NOUN
fbem-32347	23	35	,	,	PUNCT
fbem-32347	23	36	&	&	CCONJ
fbem-32347	23	37	de	de	PROPN
fbem-32347	23	38	waal	waal	PROPN
fbem-32347	23	39	,	,	PUNCT
fbem-32347	23	40	2018	2018	NUM
fbem-32347	23	41	)	)	PUNCT
fbem-32347	23	42	.	.	PUNCT
fbem-32347	24	1	this	this	DET
fbem-32347	24	2	convergence	convergence	NOUN
fbem-32347	24	3	fundamentally	fundamentally	ADV
fbem-32347	24	4	reconfigures	reconfigure	VERB
fbem-32347	24	5	the	the	DET
fbem-32347	24	6	entire	entire	ADJ
fbem-32347	24	7	media	medium	NOUN
fbem-32347	24	8	lifecycle	lifecycle	NOUN
fbem-32347	24	9	—	—	PUNCT
fbem-32347	24	10	from	from	ADP
fbem-32347	24	11	content	content	NOUN
fbem-32347	24	12	creation	creation	NOUN
fbem-32347	24	13	and	and	CCONJ
fbem-32347	24	14	distribution	distribution	NOUN
fbem-32347	24	15	to	to	ADP
fbem-32347	24	16	consumption	consumption	NOUN
fbem-32347	24	17	—	—	PUNCT
fbem-32347	24	18	fostering	foster	VERB
fbem-32347	24	19	novel	novel	ADJ
fbem-32347	24	20	modes	mode	NOUN
fbem-32347	24	21	of	of	ADP
fbem-32347	24	22	audience	audience	NOUN
fbem-32347	24	23	participation	participation	NOUN
fbem-32347	24	24	and	and	CCONJ
fbem-32347	24	25	intensifying	intensify	VERB
fbem-32347	24	26	competitive	competitive	ADJ
fbem-32347	24	27	dynamics	dynamic	NOUN
fbem-32347	24	28	.	.	PUNCT
fbem-32347	25	1	consequently	consequently	ADV
fbem-32347	25	2	,	,	PUNCT
fbem-32347	25	3	competitiveness	competitiveness	NOUN
fbem-32347	25	4	in	in	ADP
fbem-32347	25	5	this	this	DET
fbem-32347	25	6	domain	domain	NOUN
fbem-32347	25	7	transcends	transcend	VERB
fbem-32347	25	8	conventional	conventional	ADJ
fbem-32347	25	9	metrics	metric	NOUN
fbem-32347	25	10	like	like	ADP
fbem-32347	25	11	mark	mark	NOUN
fbem-32347	25	12	et	et	PROPN
fbem-32347	25	13	share	share	VERB
fbem-32347	25	14	100	100	NUM
fbem-32347	25	15	and	and	CCONJ
fbem-32347	25	16	financial	financial	ADJ
fbem-32347	25	17	performance	performance	NOUN
fbem-32347	25	18	,	,	PUNCT
fbem-32347	25	19	encompassing	encompass	VERB
fbem-32347	25	20	a	a	DET
fbem-32347	25	21	platform	platform	NOUN
fbem-32347	25	22	's	's	PART
fbem-32347	25	23	capacity	capacity	NOUN
fbem-32347	25	24	for	for	ADP
fbem-32347	25	25	technological	technological	ADJ
fbem-32347	25	26	innovation	innovation	NOUN
fbem-32347	25	27	,	,	PUNCT
fbem-32347	25	28	user	user	NOUN
fbem-32347	25	29	engagement	engagement	NOUN
fbem-32347	25	30	,	,	PUNCT
fbem-32347	25	31	and	and	CCONJ
fbem-32347	25	32	adaptability	adaptability	NOUN
fbem-32347	25	33	to	to	PART
fbem-32347	25	34	rapidly	rapidly	ADV
fbem-32347	25	35	evolving	evolve	VERB
fbem-32347	25	36	market	market	NOUN
fbem-32347	25	37	conditions	condition	NOUN
fbem-32347	25	38	(	(	PUNCT
fbem-32347	25	39	napoli	napoli	NOUN
fbem-32347	25	40	,	,	PUNCT
fbem-32347	25	41	2019	2019	NUM
fbem-32347	25	42	;	;	PUNCT
fbem-32347	25	43	chen	chen	PROPN
fbem-32347	25	44	&	&	CCONJ
fbem-32347	25	45	li	li	PROPN
fbem-32347	25	46	,	,	PUNCT
fbem-32347	25	47	2023	2023	NUM
fbem-32347	25	48	)	)	PUNCT
fbem-32347	25	49	.	.	PUNCT
fbem-32347	26	1	while	while	SCONJ
fbem-32347	26	2	prior	prior	ADJ
fbem-32347	26	3	research	research	NOUN
fbem-32347	26	4	affirms	affirm	VERB
fbem-32347	26	5	that	that	SCONJ
fbem-32347	26	6	media	medium	NOUN
fbem-32347	26	7	convergence	convergence	NOUN
fbem-32347	26	8	enhances	enhance	VERB
fbem-32347	26	9	industry	industry	NOUN
fbem-32347	26	10	-	-	PUNCT
fbem-32347	26	11	wide	wide	ADJ
fbem-32347	26	12	adaptability	adaptability	NOUN
fbem-32347	26	13	,	,	PUNCT
fbem-32347	26	14	a	a	DET
fbem-32347	26	15	critical	critical	ADJ
fbem-32347	26	16	gap	gap	NOUN
fbem-32347	26	17	remains	remain	VERB
fbem-32347	26	18	in	in	ADP
fbem-32347	26	19	understanding	understand	VERB
fbem-32347	26	20	the	the	DET
fbem-32347	26	21	dynamic	dynamic	ADJ
fbem-32347	26	22	interplay	interplay	NOUN
fbem-32347	26	23	between	between	ADP
fbem-32347	26	24	technological	technological	ADJ
fbem-32347	26	25	innovation	innovation	NOUN
fbem-32347	26	26	and	and	CCONJ
fbem-32347	26	27	user	user	NOUN
fbem-32347	26	28	engagement	engagement	NOUN
fbem-32347	26	29	—	—	PUNCT
fbem-32347	26	30	two	two	NUM
fbem-32347	26	31	pivotal	pivotal	ADJ
fbem-32347	26	32	,	,	PUNCT
fbem-32347	26	33	yet	yet	CCONJ
fbem-32347	26	34	underexplored	underexplored	ADJ
fbem-32347	26	35	,	,	PUNCT
fbem-32347	26	36	drivers	driver	NOUN
fbem-32347	26	37	of	of	ADP
fbem-32347	26	38	digital	digital	ADJ
fbem-32347	26	39	competitiveness	competitiveness	NOUN
fbem-32347	26	40	(	(	PUNCT
fbem-32347	26	41	kim	kim	PROPN
fbem-32347	26	42	,	,	PUNCT
fbem-32347	26	43	2019	2019	NUM
fbem-32347	26	44	)	)	PUNCT
fbem-32347	26	45	.	.	PUNCT
fbem-32347	27	1	2.2	2.2	NUM
fbem-32347	27	2	.	.	PUNCT
fbem-32347	27	3	measuring	measure	VERB
fbem-32347	27	4	media	medium	NOUN
fbem-32347	27	5	competitiveness	competitiveness	NOUN
fbem-32347	27	6	:	:	PUNCT
fbem-32347	27	7	from	from	ADP
fbem-32347	27	8	static	static	ADJ
fbem-32347	27	9	indicators	indicator	NOUN
fbem-32347	27	10	to	to	PART
fbem-32347	27	11	user	user	NOUN
fbem-32347	27	12	perspectives	perspective	NOUN
fbem-32347	27	13	conventional	conventional	ADJ
fbem-32347	27	14	frameworks	framework	NOUN
fbem-32347	27	15	for	for	ADP
fbem-32347	27	16	evaluating	evaluate	VERB
fbem-32347	27	17	media	medium	NOUN
fbem-32347	27	18	competitiveness	competitiveness	NOUN
fbem-32347	27	19	have	have	AUX
fbem-32347	27	20	predominantly	predominantly	ADV
fbem-32347	27	21	been	be	AUX
fbem-32347	27	22	anchored	anchor	VERB
fbem-32347	27	23	in	in	ADP
fbem-32347	27	24	retrospective	retrospective	ADJ
fbem-32347	27	25	and	and	CCONJ
fbem-32347	27	26	static	static	ADJ
fbem-32347	27	27	indicators	indicator	NOUN
fbem-32347	27	28	,	,	PUNCT
fbem-32347	27	29	such	such	ADJ
fbem-32347	27	30	as	as	ADP
fbem-32347	27	31	financial	financial	ADJ
fbem-32347	27	32	metrics	metric	NOUN
fbem-32347	27	33	,	,	PUNCT
fbem-32347	27	34	content	content	NOUN
fbem-32347	27	35	output	output	NOUN
fbem-32347	27	36	,	,	PUNCT
fbem-32347	27	37	and	and	CCONJ
fbem-32347	27	38	advertising	advertising	NOUN
fbem-32347	27	39	revenues	revenue	NOUN
fbem-32347	27	40	(	(	PUNCT
fbem-32347	27	41	doyle	doyle	NOUN
fbem-32347	27	42	,	,	PUNCT
fbem-32347	27	43	2013	2013	NUM
fbem-32347	27	44	;	;	PUNCT
fbem-32347	27	45	zhou	zhou	PROPN
fbem-32347	27	46	&	&	CCONJ
fbem-32347	27	47	zhang	zhang	PROPN
fbem-32347	27	48	,	,	PUNCT
fbem-32347	27	49	2023	2023	NUM
fbem-32347	27	50	)	)	PUNCT
fbem-32347	27	51	.	.	PUNCT
fbem-32347	28	1	while	while	SCONJ
fbem-32347	28	2	these	these	DET
fbem-32347	28	3	measures	measure	NOUN
fbem-32347	28	4	offer	offer	VERB
fbem-32347	28	5	valuable	valuable	ADJ
fbem-32347	28	6	historical	historical	ADJ
fbem-32347	28	7	insights	insight	NOUN
fbem-32347	28	8	,	,	PUNCT
fbem-32347	28	9	they	they	PRON
fbem-32347	28	10	inherently	inherently	ADV
fbem-32347	28	11	lack	lack	VERB
fbem-32347	28	12	the	the	DET
fbem-32347	28	13	capacity	capacity	NOUN
fbem-32347	28	14	to	to	PART
fbem-32347	28	15	capture	capture	VERB
fbem-32347	28	16	the	the	DET
fbem-32347	28	17	dynamics	dynamic	NOUN
fbem-32347	28	18	of	of	ADP
fbem-32347	28	19	real	real	ADJ
fbem-32347	28	20	-	-	PUNCT
fbem-32347	28	21	time	time	NOUN
fbem-32347	28	22	audience	audience	NOUN
fbem-32347	28	23	engagement	engagement	NOUN
fbem-32347	28	24	or	or	CCONJ
fbem-32347	28	25	to	to	PART
fbem-32347	28	26	furnish	furnish	VERB
fbem-32347	28	27	predictive	predictive	ADJ
fbem-32347	28	28	insights	insight	NOUN
fbem-32347	28	29	into	into	ADP
fbem-32347	28	30	future	future	ADJ
fbem-32347	28	31	competitive	competitive	ADJ
fbem-32347	28	32	standing	standing	NOUN
fbem-32347	28	33	.	.	PUNCT
fbem-32347	29	1	furthermore	furthermore	ADV
fbem-32347	29	2	,	,	PUNCT
fbem-32347	29	3	the	the	DET
fbem-32347	29	4	prevailing	prevail	VERB
fbem-32347	29	5	scholarly	scholarly	ADJ
fbem-32347	29	6	focus	focus	NOUN
fbem-32347	29	7	has	have	AUX
fbem-32347	29	8	often	often	ADV
fbem-32347	29	9	centered	center	VERB
fbem-32347	29	10	on	on	ADP
fbem-32347	29	11	media	medium	NOUN
fbem-32347	29	12	firms	firm	NOUN
fbem-32347	29	13	as	as	ADP
fbem-32347	29	14	organizational	organizational	ADJ
fbem-32347	29	15	entities	entity	NOUN
fbem-32347	29	16	,	,	PUNCT
fbem-32347	29	17	thereby	thereby	ADV
fbem-32347	29	18	overlooking	overlook	VERB
fbem-32347	29	19	the	the	DET
fbem-32347	29	20	granular	granular	ADJ
fbem-32347	29	21	,	,	PUNCT
fbem-32347	29	22	user	user	NOUN
fbem-32347	29	23	-	-	PUNCT
fbem-32347	29	24	level	level	NOUN
fbem-32347	29	25	perceptions	perception	NOUN
fbem-32347	29	26	articulated	articulate	VERB
fbem-32347	29	27	on	on	ADP
fbem-32347	29	28	interactive	interactive	ADJ
fbem-32347	29	29	platforms	platform	NOUN
fbem-32347	29	30	like	like	ADP
fbem-32347	29	31	youtube	youtube	NOUN
fbem-32347	29	32	.	.	PUNCT
fbem-32347	30	1	such	such	ADJ
fbem-32347	30	2	user	user	NOUN
fbem-32347	30	3	-	-	PUNCT
fbem-32347	30	4	generated	generate	VERB
fbem-32347	30	5	commentaries	commentary	NOUN
fbem-32347	30	6	,	,	PUNCT
fbem-32347	30	7	however	however	ADV
fbem-32347	30	8	,	,	PUNCT
fbem-32347	30	9	constitute	constitute	VERB
fbem-32347	30	10	a	a	DET
fbem-32347	30	11	rich	rich	ADJ
fbem-32347	30	12	and	and	CCONJ
fbem-32347	30	13	dynamic	dynamic	ADJ
fbem-32347	30	14	data	datum	NOUN
fbem-32347	30	15	source	source	NOUN
fbem-32347	30	16	,	,	PUNCT
fbem-32347	30	17	offering	offer	VERB
fbem-32347	30	18	a	a	DET
fbem-32347	30	19	window	window	NOUN
fbem-32347	30	20	into	into	ADP
fbem-32347	30	21	how	how	SCONJ
fbem-32347	30	22	audiences	audience	NOUN
fbem-32347	30	23	contemporaneously	contemporaneously	ADV
fbem-32347	30	24	evaluate	evaluate	VERB
fbem-32347	30	25	media	medium	NOUN
fbem-32347	30	26	performance	performance	NOUN
fbem-32347	30	27	,	,	PUNCT
fbem-32347	30	28	content	content	NOUN
fbem-32347	30	29	quality	quality	NOUN
fbem-32347	30	30	,	,	PUNCT
fbem-32347	30	31	and	and	CCONJ
fbem-32347	30	32	competitive	competitive	ADJ
fbem-32347	30	33	positioning	positioning	NOUN
fbem-32347	30	34	(	(	PUNCT
fbem-32347	30	35	hu	hu	PROPN
fbem-32347	30	36	,	,	PUNCT
fbem-32347	30	37	li	li	PROPN
fbem-32347	30	38	,	,	PUNCT
fbem-32347	30	39	&	&	CCONJ
fbem-32347	30	40	lee	lee	PROPN
fbem-32347	30	41	,	,	PUNCT
fbem-32347	30	42	2023	2023	NUM
fbem-32347	30	43	)	)	PUNCT
fbem-32347	30	44	.	.	PUNCT
fbem-32347	31	1	it	it	PRON
fbem-32347	31	2	is	be	AUX
fbem-32347	31	3	this	this	DET
fbem-32347	31	4	critical	critical	ADJ
fbem-32347	31	5	gap	gap	NOUN
fbem-32347	31	6	that	that	PRON
fbem-32347	31	7	the	the	DET
fbem-32347	31	8	present	present	ADJ
fbem-32347	31	9	study	study	NOUN
fbem-32347	31	10	seeks	seek	VERB
fbem-32347	31	11	to	to	PART
fbem-32347	31	12	address	address	VERB
fbem-32347	31	13	by	by	ADP
fbem-32347	31	14	reorienting	reorient	VERB
fbem-32347	31	15	the	the	DET
fbem-32347	31	16	analytical	analytical	ADJ
fbem-32347	31	17	emphasis	emphasis	NOUN
fbem-32347	31	18	from	from	ADP
fbem-32347	31	19	top	top	ADJ
fbem-32347	31	20	-	-	PUNCT
fbem-32347	31	21	down	down	ADP
fbem-32347	31	22	institutional	institutional	ADJ
fbem-32347	31	23	strategies	strategy	NOUN
fbem-32347	31	24	to	to	ADP
fbem-32347	31	25	bottom	bottom	NOUN
fbem-32347	31	26	-	-	PUNCT
fbem-32347	31	27	up	up	NOUN
fbem-32347	31	28	,	,	PUNCT
fbem-32347	31	29	user	user	NOUN
fbem-32347	31	30	-	-	PUNCT
fbem-32347	31	31	driven	drive	VERB
fbem-32347	31	32	evaluations	evaluation	NOUN
fbem-32347	31	33	of	of	ADP
fbem-32347	31	34	competitiveness	competitiveness	NOUN
fbem-32347	31	35	.	.	PUNCT
fbem-32347	32	1	2.3	2.3	NUM
fbem-32347	32	2	.	.	PUNCT
fbem-32347	33	1	user	user	NOUN
fbem-32347	33	2	-	-	PUNCT
fbem-32347	33	3	generated	generate	VERB
fbem-32347	33	4	content	content	NOUN
fbem-32347	33	5	as	as	ADP
fbem-32347	33	6	a	a	DET
fbem-32347	33	7	data	data	NOUN
fbem-32347	33	8	source	source	NOUN
fbem-32347	33	9	for	for	ADP
fbem-32347	33	10	competitiveness	competitiveness	NOUN
fbem-32347	33	11	assessment	assessment	NOUN
fbem-32347	33	12	the	the	DET
fbem-32347	33	13	ascendancy	ascendancy	NOUN
fbem-32347	33	14	of	of	ADP
fbem-32347	33	15	social	social	ADJ
fbem-32347	33	16	media	medium	NOUN
fbem-32347	33	17	platforms	platform	NOUN
fbem-32347	33	18	has	have	AUX
fbem-32347	33	19	fundamentally	fundamentally	ADV
fbem-32347	33	20	reconfigured	reconfigure	VERB
fbem-32347	33	21	user	user	NOUN
fbem-32347	33	22	roles	role	NOUN
fbem-32347	33	23	,	,	PUNCT
fbem-32347	33	24	transforming	transform	VERB
fbem-32347	33	25	them	they	PRON
fbem-32347	33	26	from	from	ADP
fbem-32347	33	27	passive	passive	ADJ
fbem-32347	33	28	consumers	consumer	NOUN
fbem-32347	33	29	into	into	ADP
fbem-32347	33	30	active	active	ADJ
fbem-32347	33	31	participants	participant	NOUN
fbem-32347	33	32	who	who	PRON
fbem-32347	33	33	generate	generate	VERB
fbem-32347	33	34	massive	massive	ADJ
fbem-32347	33	35	volumes	volume	NOUN
fbem-32347	33	36	of	of	ADP
fbem-32347	33	37	user	user	NOUN
fbem-32347	33	38	-	-	PUNCT
fbem-32347	33	39	generated	generate	VERB
fbem-32347	33	40	content	content	NOUN
fbem-32347	33	41	(	(	PUNCT
fbem-32347	33	42	ugc	ugc	PROPN
fbem-32347	33	43	)	)	PUNCT
fbem-32347	33	44	.	.	PUNCT
fbem-32347	34	1	scholars	scholar	NOUN
fbem-32347	34	2	increasingly	increasingly	ADV
fbem-32347	34	3	posit	posit	VERB
fbem-32347	34	4	ugc	ugc	NOUN
fbem-32347	34	5	as	as	ADP
fbem-32347	34	6	a	a	DET
fbem-32347	34	7	critical	critical	ADJ
fbem-32347	34	8	proxy	proxy	NOUN
fbem-32347	34	9	for	for	ADP
fbem-32347	34	10	gauging	gauge	VERB
fbem-32347	34	11	public	public	ADJ
fbem-32347	34	12	sentiment	sentiment	NOUN
fbem-32347	34	13	,	,	PUNCT
fbem-32347	34	14	assessing	assess	VERB
fbem-32347	34	15	platform	platform	NOUN
fbem-32347	34	16	competitiveness	competitiveness	NOUN
fbem-32347	34	17	,	,	PUNCT
fbem-32347	34	18	and	and	CCONJ
fbem-32347	34	19	discerning	discern	VERB
fbem-32347	34	20	broader	broad	ADJ
fbem-32347	34	21	industry	industry	NOUN
fbem-32347	34	22	trends	trend	NOUN
fbem-32347	34	23	(	(	PUNCT
fbem-32347	34	24	mehmood	mehmood	PROPN
fbem-32347	34	25	,	,	PUNCT
fbem-32347	34	26	verleye	verleye	NOUN
fbem-32347	34	27	,	,	PUNCT
fbem-32347	34	28	de	de	X
fbem-32347	34	29	keyser	keyser	PROPN
fbem-32347	34	30	,	,	PUNCT
fbem-32347	34	31	&	&	CCONJ
fbem-32347	34	32	lariviere	lariviere	NOUN
fbem-32347	34	33	,	,	PUNCT
fbem-32347	34	34	2024	2024	NUM
fbem-32347	34	35	)	)	PUNCT
fbem-32347	34	36	.	.	PUNCT
fbem-32347	35	1	within	within	ADP
fbem-32347	35	2	this	this	DET
fbem-32347	35	3	landscape	landscape	NOUN
fbem-32347	35	4	,	,	PUNCT
fbem-32347	35	5	youtube	youtube	NOUN
fbem-32347	35	6	comments	comment	NOUN
fbem-32347	35	7	,	,	PUNCT
fbem-32347	35	8	in	in	ADP
fbem-32347	35	9	particular	particular	ADJ
fbem-32347	35	10	,	,	PUNCT
fbem-32347	35	11	offer	offer	VERB
fbem-32347	35	12	a	a	DET
fbem-32347	35	13	real	real	ADJ
fbem-32347	35	14	-	-	PUNCT
fbem-32347	35	15	time	time	NOUN
fbem-32347	35	16	repository	repository	NOUN
fbem-32347	35	17	of	of	ADP
fbem-32347	35	18	audience	audience	NOUN
fbem-32347	35	19	reactions	reaction	NOUN
fbem-32347	35	20	,	,	PUNCT
fbem-32347	35	21	yielding	yield	VERB
fbem-32347	35	22	invaluable	invaluable	ADJ
fbem-32347	35	23	insights	insight	NOUN
fbem-32347	35	24	into	into	ADP
fbem-32347	35	25	user	user	NOUN
fbem-32347	35	26	engagement	engagement	NOUN
fbem-32347	35	27	patterns	pattern	NOUN
fbem-32347	35	28	,	,	PUNCT
fbem-32347	35	29	emergent	emergent	ADJ
fbem-32347	35	30	cultural	cultural	ADJ
fbem-32347	35	31	trends	trend	NOUN
fbem-32347	35	32	,	,	PUNCT
fbem-32347	35	33	and	and	CCONJ
fbem-32347	35	34	the	the	DET
fbem-32347	35	35	relative	relative	ADJ
fbem-32347	35	36	competitive	competitive	ADJ
fbem-32347	35	37	standing	standing	NOUN
fbem-32347	35	38	of	of	ADP
fbem-32347	35	39	media	medium	NOUN
fbem-32347	35	40	platforms	platform	NOUN
fbem-32347	35	41	.	.	PUNCT
fbem-32347	36	1	despite	despite	SCONJ
fbem-32347	36	2	its	its	PRON
fbem-32347	36	3	demonstrable	demonstrable	ADJ
fbem-32347	36	4	potential	potential	NOUN
fbem-32347	36	5	,	,	PUNCT
fbem-32347	36	6	the	the	DET
fbem-32347	36	7	systematic	systematic	ADJ
fbem-32347	36	8	integration	integration	NOUN
fbem-32347	36	9	of	of	ADP
fbem-32347	36	10	ugc	ugc	PROPN
fbem-32347	36	11	into	into	ADP
fbem-32347	36	12	formal	formal	ADJ
fbem-32347	36	13	frameworks	framework	NOUN
fbem-32347	36	14	for	for	ADP
fbem-32347	36	15	competitiveness	competitiveness	NOUN
fbem-32347	36	16	assessment	assessment	NOUN
fbem-32347	36	17	remains	remain	VERB
fbem-32347	36	18	a	a	DET
fbem-32347	36	19	notably	notably	ADV
fbem-32347	36	20	underdeveloped	underdeveloped	ADJ
fbem-32347	36	21	area	area	NOUN
fbem-32347	36	22	of	of	ADP
fbem-32347	36	23	research	research	NOUN
fbem-32347	36	24	.	.	PUNCT
fbem-32347	37	1	2.4	2.4	NUM
fbem-32347	37	2	.	.	PUNCT
fbem-32347	37	3	advances	advance	NOUN
fbem-32347	37	4	in	in	ADP
fbem-32347	37	5	ai	ai	ADJ
fbem-32347	37	6	and	and	CCONJ
fbem-32347	37	7	predictive	predictive	ADJ
fbem-32347	37	8	approaches	approach	NOUN
fbem-32347	37	9	recent	recent	ADJ
fbem-32347	37	10	scholarly	scholarly	ADJ
fbem-32347	37	11	work	work	NOUN
fbem-32347	37	12	underscores	underscore	VERB
fbem-32347	37	13	the	the	DET
fbem-32347	37	14	increasingly	increasingly	ADV
fbem-32347	37	15	pivotal	pivotal	ADJ
fbem-32347	37	16	role	role	NOUN
fbem-32347	37	17	of	of	ADP
fbem-32347	37	18	artificial	artificial	ADJ
fbem-32347	37	19	intelligence	intelligence	NOUN
fbem-32347	37	20	(	(	PUNCT
fbem-32347	37	21	ai	ai	NOUN
fbem-32347	37	22	)	)	PUNCT
fbem-32347	37	23	and	and	CCONJ
fbem-32347	37	24	machine	machine	NOUN
fbem-32347	37	25	learning	learning	NOUN
fbem-32347	37	26	(	(	PUNCT
fbem-32347	37	27	ml	ml	NOUN
fbem-32347	37	28	)	)	PUNCT
fbem-32347	37	29	in	in	ADP
fbem-32347	37	30	advancing	advance	VERB
fbem-32347	37	31	media	medium	NOUN
fbem-32347	37	32	research	research	NOUN
fbem-32347	37	33	(	(	PUNCT
fbem-32347	37	34	jordan	jordan	PROPN
fbem-32347	37	35	&	&	CCONJ
fbem-32347	37	36	mitchell	mitchell	PROPN
fbem-32347	37	37	,	,	PUNCT
fbem-32347	37	38	2015	2015	NUM
fbem-32347	37	39	;	;	PUNCT
fbem-32347	37	40	zhang	zhang	PROPN
fbem-32347	37	41	&	&	CCONJ
fbem-32347	37	42	ma	ma	PROPN
fbem-32347	37	43	,	,	PUNCT
fbem-32347	37	44	2022	2022	NUM
fbem-32347	37	45	)	)	PUNCT
fbem-32347	37	46	.	.	PUNCT
fbem-32347	38	1	ai	ai	VERB
fbem-32347	38	2	-	-	PUNCT
fbem-32347	38	3	driven	drive	VERB
fbem-32347	38	4	models	model	NOUN
fbem-32347	38	5	facilitate	facilitate	VERB
fbem-32347	38	6	real	real	ADJ
fbem-32347	38	7	-	-	PUNCT
fbem-32347	38	8	time	time	NOUN
fbem-32347	38	9	data	datum	NOUN
fbem-32347	38	10	processing	processing	NOUN
fbem-32347	38	11	,	,	PUNCT
fbem-32347	38	12	nuanced	nuanced	ADJ
fbem-32347	38	13	sentiment	sentiment	NOUN
fbem-32347	38	14	detection	detection	NOUN
fbem-32347	38	15	,	,	PUNCT
fbem-32347	38	16	and	and	CCONJ
fbem-32347	38	17	proactive	proactive	ADJ
fbem-32347	38	18	trend	trend	NOUN
fbem-32347	38	19	forecasting	forecasting	NOUN
fbem-32347	38	20	,	,	PUNCT
fbem-32347	38	21	thereby	thereby	ADV
fbem-32347	38	22	offering	offer	VERB
fbem-32347	38	23	a	a	DET
fbem-32347	38	24	distinct	distinct	ADJ
fbem-32347	38	25	competitive	competitive	ADJ
fbem-32347	38	26	advantage	advantage	NOUN
fbem-32347	38	27	over	over	ADP
fbem-32347	38	28	conventional	conventional	ADJ
fbem-32347	38	29	evaluative	evaluative	ADJ
fbem-32347	38	30	methodologies	methodology	NOUN
fbem-32347	38	31	.	.	PUNCT
fbem-32347	39	1	nonetheless	nonetheless	ADV
fbem-32347	39	2	,	,	PUNCT
fbem-32347	39	3	the	the	DET
fbem-32347	39	4	predominant	predominant	ADJ
fbem-32347	39	5	application	application	NOUN
fbem-32347	39	6	of	of	ADP
fbem-32347	39	7	these	these	DET
fbem-32347	39	8	techniques	technique	NOUN
fbem-32347	39	9	remains	remain	VERB
fbem-32347	39	10	confined	confine	VERB
fbem-32347	39	11	to	to	ADP
fbem-32347	39	12	domains	domain	NOUN
fbem-32347	39	13	such	such	ADJ
fbem-32347	39	14	as	as	SCONJ
fbem-32347	39	15	recommend	recommend	VERB
fbem-32347	39	16	ation	ation	PROPN
fbem-32347	39	17	systems	system	NOUN
fbem-32347	39	18	and	and	CCONJ
fbem-32347	39	19	content	content	NOUN
fbem-32347	39	20	personalization	personalization	NOUN
fbem-32347	39	21	(	(	PUNCT
fbem-32347	39	22	chan	chan	NOUN
fbem-32347	39	23	-	-	PUNCT
fbem-32347	39	24	olmsted	olmsted	PROPN
fbem-32347	39	25	,	,	PUNCT
fbem-32347	39	26	2019	2019	NUM
fbem-32347	39	27	;	;	PUNCT
fbem-32347	39	28	mastorakis	mastorakis	PROPN
fbem-32347	39	29	et	et	PROPN
fbem-32347	39	30	al	al	PROPN
fbem-32347	39	31	.	.	PROPN
fbem-32347	39	32	,	,	PUNCT
fbem-32347	39	33	2020	2020	NUM
fbem-32347	39	34	)	)	PUNCT
fbem-32347	39	35	,	,	PUNCT
fbem-32347	39	36	with	with	ADP
fbem-32347	39	37	their	their	PRON
fbem-32347	39	38	systematic	systematic	ADJ
fbem-32347	39	39	deployment	deployment	NOUN
fbem-32347	39	40	for	for	ADP
fbem-32347	39	41	assessing	assess	VERB
fbem-32347	39	42	media	medium	NOUN
fbem-32347	39	43	convergence	convergence	NOUN
fbem-32347	39	44	competitiveness	competitiveness	NOUN
fbem-32347	39	45	still	still	ADV
fbem-32347	39	46	in	in	ADP
fbem-32347	39	47	its	its	PRON
fbem-32347	39	48	nascent	nascent	ADJ
fbem-32347	39	49	stages	stage	NOUN
fbem-32347	39	50	.	.	PUNCT
fbem-32347	40	1	we	we	PRON
fbem-32347	40	2	contend	contend	VERB
fbem-32347	40	3	that	that	SCONJ
fbem-32347	40	4	by	by	ADP
fbem-32347	40	5	leveraging	leverage	VERB
fbem-32347	40	6	algorithms	algorithm	NOUN
fbem-32347	40	7	capable	capable	ADJ
fbem-32347	40	8	of	of	ADP
fbem-32347	40	9	synthesizing	synthesize	VERB
fbem-32347	40	10	multiple	multiple	ADJ
fbem-32347	40	11	dimensions	dimension	NOUN
fbem-32347	40	12	—	—	PUNCT
fbem-32347	40	13	technological	technological	ADJ
fbem-32347	40	14	innovation	innovation	NOUN
fbem-32347	40	15	,	,	PUNCT
fbem-32347	40	16	content	content	NOUN
fbem-32347	40	17	distribution	distribution	NOUN
fbem-32347	40	18	,	,	PUNCT
fbem-32347	40	19	user	user	NOUN
fbem-32347	40	20	engagement	engagement	NOUN
fbem-32347	40	21	,	,	PUNCT
fbem-32347	40	22	and	and	CCONJ
fbem-32347	40	23	market	market	NOUN
fbem-32347	40	24	adaptability	adaptability	NOUN
fbem-32347	40	25	—	—	PUNCT
fbem-32347	40	26	research	research	NOUN
fbem-32347	40	27	can	can	AUX
fbem-32347	40	28	attain	attain	VERB
fbem-32347	40	29	superior	superior	ADJ
fbem-32347	40	30	predictive	predictive	ADJ
fbem-32347	40	31	accuracy	accuracy	NOUN
fbem-32347	40	32	and	and	CCONJ
fbem-32347	40	33	heightened	heighten	VERB
fbem-32347	40	34	practical	practical	ADJ
fbem-32347	40	35	relevance	relevance	NOUN
fbem-32347	40	36	.	.	PUNCT
fbem-32347	41	1	in	in	ADP
fbem-32347	41	2	synthesizing	synthesize	VERB
fbem-32347	41	3	the	the	DET
fbem-32347	41	4	extant	extant	ADJ
fbem-32347	41	5	literature	literature	NOUN
fbem-32347	41	6	,	,	PUNCT
fbem-32347	41	7	it	it	PRON
fbem-32347	41	8	is	be	AUX
fbem-32347	41	9	evident	evident	ADJ
fbem-32347	41	10	that	that	SCONJ
fbem-32347	41	11	while	while	SCONJ
fbem-32347	41	12	the	the	DET
fbem-32347	41	13	significance	significance	NOUN
fbem-32347	41	14	of	of	ADP
fbem-32347	41	15	media	medium	NOUN
fbem-32347	41	16	convergence	convergence	NOUN
fbem-32347	41	17	and	and	CCONJ
fbem-32347	41	18	its	its	PRON
fbem-32347	41	19	competitive	competitive	ADJ
fbem-32347	41	20	ramifications	ramification	NOUN
fbem-32347	41	21	is	be	AUX
fbem-32347	41	22	well	well	ADV
fbem-32347	41	23	-	-	PUNCT
fbem-32347	41	24	established	establish	VERB
fbem-32347	41	25	,	,	PUNCT
fbem-32347	41	26	several	several	ADJ
fbem-32347	41	27	critical	critical	ADJ
fbem-32347	41	28	shortcomings	shortcoming	NOUN
fbem-32347	41	29	persist	persist	VERB
fbem-32347	41	30	.	.	PUNCT
fbem-32347	42	1	first	first	ADV
fbem-32347	42	2	,	,	PUNCT
fbem-32347	42	3	prevailing	prevail	VERB
fbem-32347	42	4	assessment	assessment	NOUN
fbem-32347	42	5	frameworks	framework	NOUN
fbem-32347	42	6	disproportionately	disproportionately	ADV
fbem-32347	42	7	depend	depend	VERB
fbem-32347	42	8	on	on	ADP
fbem-32347	42	9	static	static	ADJ
fbem-32347	42	10	indicators	indicator	NOUN
fbem-32347	42	11	,	,	PUNCT
fbem-32347	42	12	failing	fail	VERB
fbem-32347	42	13	to	to	PART
fbem-32347	42	14	incorporate	incorporate	VERB
fbem-32347	42	15	dynamic	dynamic	ADJ
fbem-32347	42	16	,	,	PUNCT
fbem-32347	42	17	real	real	ADJ
fbem-32347	42	18	-	-	PUNCT
fbem-32347	42	19	time	time	NOUN
fbem-32347	42	20	user	user	NOUN
fbem-32347	42	21	feedback	feedback	NOUN
fbem-32347	42	22	.	.	PUNCT
fbem-32347	43	1	second	second	ADJ
fbem-32347	43	2	,	,	PUNCT
fbem-32347	43	3	despite	despite	SCONJ
fbem-32347	43	4	the	the	DET
fbem-32347	43	5	recognized	recognize	VERB
fbem-32347	43	6	predictive	predictive	ADJ
fbem-32347	43	7	potential	potential	NOUN
fbem-32347	43	8	of	of	ADP
fbem-32347	43	9	ai	ai	PROPN
fbem-32347	43	10	,	,	PUNCT
fbem-32347	43	11	its	its	PRON
fbem-32347	43	12	application	application	NOUN
fbem-32347	43	13	within	within	ADP
fbem-32347	43	14	competitiveness	competitiveness	NOUN
fbem-32347	43	15	evaluations	evaluation	NOUN
fbem-32347	43	16	remains	remain	VERB
fbem-32347	43	17	markedly	markedly	ADV
fbem-32347	43	18	underutilized	underutilize	VERB
fbem-32347	43	19	.	.	PUNCT
fbem-32347	44	1	finally	finally	ADV
fbem-32347	44	2	,	,	PUNCT
fbem-32347	44	3	the	the	DET
fbem-32347	44	4	scholarly	scholarly	ADJ
fbem-32347	44	5	emphasis	emphasis	NOUN
fbem-32347	44	6	has	have	AUX
fbem-32347	44	7	predominantly	predominantly	ADV
fbem-32347	44	8	been	be	AUX
fbem-32347	44	9	placed	place	VERB
fbem-32347	44	10	on	on	ADP
fbem-32347	44	11	media	medium	NOUN
fbem-32347	44	12	organizations	organization	NOUN
fbem-32347	44	13	as	as	ADP
fbem-32347	44	14	entities	entity	NOUN
fbem-32347	44	15	,	,	PUNCT
fbem-32347	44	16	thereby	thereby	ADV
fbem-32347	44	17	marginalizing	marginalize	VERB
fbem-32347	44	18	user	user	NOUN
fbem-32347	44	19	-	-	PUNCT
fbem-32347	44	20	level	level	NOUN
fbem-32347	44	21	evaluations	evaluation	NOUN
fbem-32347	44	22	and	and	CCONJ
fbem-32347	44	23	overlooking	overlook	VERB
fbem-32347	44	24	the	the	DET
fbem-32347	44	25	constitutive	constitutive	ADJ
fbem-32347	44	26	role	role	NOUN
fbem-32347	44	27	of	of	ADP
fbem-32347	44	28	audience	audience	NOUN
fbem-32347	44	29	perception	perception	NOUN
fbem-32347	44	30	in	in	ADP
fbem-32347	44	31	shaping	shape	VERB
fbem-32347	44	32	competitive	competitive	ADJ
fbem-32347	44	33	outcomes	outcome	NOUN
fbem-32347	44	34	.	.	PUNCT
fbem-32347	45	1	to	to	PART
fbem-32347	45	2	address	address	VERB
fbem-32347	45	3	these	these	DET
fbem-32347	45	4	identified	identify	VERB
fbem-32347	45	5	gaps	gap	NOUN
fbem-32347	45	6	,	,	PUNCT
fbem-32347	45	7	this	this	DET
fbem-32347	45	8	study	study	NOUN
fbem-32347	45	9	constructs	construct	VERB
fbem-32347	45	10	a	a	DET
fbem-32347	45	11	machine	machine	NOUN
fbem-32347	45	12	learning	learning	NOUN
fbem-32347	45	13	–	–	PUNCT
fbem-32347	45	14	based	base	VERB
fbem-32347	45	15	framework	framework	NOUN
fbem-32347	45	16	for	for	ADP
fbem-32347	45	17	assessing	assess	VERB
fbem-32347	45	18	media	medium	NOUN
fbem-32347	45	19	convergence	convergence	NOUN
fbem-32347	45	20	competitiveness	competitiveness	NOUN
fbem-32347	45	21	,	,	PUNCT
fbem-32347	45	22	empirically	empirically	ADV
fbem-32347	45	23	grounded	ground	VERB
fbem-32347	45	24	in	in	ADP
fbem-32347	45	25	youtube	youtube	NOUN
fbem-32347	45	26	user	user	NOUN
fbem-32347	45	27	comments	comment	NOUN
fbem-32347	45	28	from	from	ADP
fbem-32347	45	29	january	january	PROPN
fbem-32347	45	30	to	to	ADP
fbem-32347	45	31	june	june	PROPN
fbem-32347	45	32	2024	2024	NUM
fbem-32347	45	33	.	.	PUNCT
fbem-32347	46	1	accordingly	accordingly	ADV
fbem-32347	46	2	,	,	PUNCT
fbem-32347	46	3	this	this	DET
fbem-32347	46	4	research	research	NOUN
fbem-32347	46	5	is	be	AUX
fbem-32347	46	6	guided	guide	VERB
fbem-32347	46	7	by	by	ADP
fbem-32347	46	8	the	the	DET
fbem-32347	46	9	following	follow	VERB
fbem-32347	46	10	questions	question	NOUN
fbem-32347	46	11	:	:	PUNCT
fbem-32347	46	12	rq1	rq1	VERB
fbem-32347	46	13	:	:	PUNCT
fbem-32347	46	14	to	to	ADP
fbem-32347	46	15	what	what	DET
fbem-32347	46	16	extent	extent	NOUN
fbem-32347	46	17	can	can	AUX
fbem-32347	46	18	machine	machine	NOUN
fbem-32347	46	19	learning	learning	NOUN
fbem-32347	46	20	models	model	NOUN
fbem-32347	46	21	enhance	enhance	VERB
fbem-32347	46	22	the	the	DET
fbem-32347	46	23	precision	precision	NOUN
fbem-32347	46	24	and	and	CCONJ
fbem-32347	46	25	predictive	predictive	ADJ
fbem-32347	46	26	performance	performance	NOUN
fbem-32347	46	27	of	of	ADP
fbem-32347	46	28	media	medium	NOUN
fbem-32347	46	29	convergence	convergence	NOUN
fbem-32347	46	30	competitiveness	competitiveness	NOUN
fbem-32347	46	31	assessments	assessment	NOUN
fbem-32347	46	32	relative	relative	ADJ
fbem-32347	46	33	to	to	ADP
fbem-32347	46	34	traditional	traditional	ADJ
fbem-32347	46	35	methods	method	NOUN
fbem-32347	46	36	?	?	PUNCT
fbem-32347	47	1	rq2	rq2	NOUN
fbem-32347	47	2	:	:	PUNCT
fbem-32347	47	3	what	what	PRON
fbem-32347	47	4	are	be	AUX
fbem-32347	47	5	the	the	DET
fbem-32347	47	6	pivotal	pivotal	ADJ
fbem-32347	47	7	dimensions	dimension	NOUN
fbem-32347	47	8	that	that	PRON
fbem-32347	47	9	constitute	constitute	VERB
fbem-32347	47	10	and	and	CCONJ
fbem-32347	47	11	contribute	contribute	VERB
fbem-32347	47	12	to	to	ADP
fbem-32347	47	13	media	medium	NOUN
fbem-32347	47	14	convergence	convergence	NOUN
fbem-32347	47	15	competitiveness	competitiveness	NOUN
fbem-32347	47	16	in	in	ADP
fbem-32347	47	17	the	the	DET
fbem-32347	47	18	contemporary	contemporary	ADJ
fbem-32347	47	19	digital	digital	PROPN
fbem-32347	47	20	ecosystem	ecosystem	NOUN
fbem-32347	47	21	?	?	PUNCT
fbem-32347	48	1	rq3	rq3	NOUN
fbem-32347	48	2	:	:	PUNCT
fbem-32347	48	3	in	in	ADP
fbem-32347	48	4	what	what	DET
fbem-32347	48	5	ways	way	NOUN
fbem-32347	48	6	can	can	AUX
fbem-32347	48	7	the	the	DET
fbem-32347	48	8	proposed	propose	VERB
fbem-32347	48	9	machine	machine	NOUN
fbem-32347	48	10	learning	learning	NOUN
fbem-32347	48	11	model	model	NOUN
fbem-32347	48	12	facilitate	facilitate	VERB
fbem-32347	48	13	real	real	ADJ
fbem-32347	48	14	-	-	PUNCT
fbem-32347	48	15	time	time	NOUN
fbem-32347	48	16	strategic	strategic	ADJ
fbem-32347	48	17	decision	decision	NOUN
fbem-32347	48	18	-	-	PUNCT
fbem-32347	48	19	making	making	NOUN
fbem-32347	48	20	and	and	CCONJ
fbem-32347	48	21	improve	improve	VERB
fbem-32347	48	22	the	the	DET
fbem-32347	48	23	forecasting	forecasting	NOUN
fbem-32347	48	24	of	of	ADP
fbem-32347	48	25	future	future	ADJ
fbem-32347	48	26	trends	trend	NOUN
fbem-32347	48	27	in	in	ADP
fbem-32347	48	28	media	medium	NOUN
fbem-32347	48	29	competitiveness	competitiveness	NOUN
fbem-32347	48	30	?	?	PUNCT
fbem-32347	49	1	3	3	X
fbem-32347	49	2	.	.	X
fbem-32347	49	3	methodology	methodology	NOUN
fbem-32347	49	4	3.1	3.1	NUM
fbem-32347	49	5	.	.	PUNCT
fbem-32347	49	6	research	research	NOUN
fbem-32347	49	7	framework	framework	NOUN
fbem-32347	49	8	this	this	DET
fbem-32347	49	9	study	study	NOUN
fbem-32347	49	10	proposes	propose	VERB
fbem-32347	49	11	an	an	DET
fbem-32347	49	12	ai	ai	NOUN
fbem-32347	49	13	-	-	PUNCT
fbem-32347	49	14	driven	drive	VERB
fbem-32347	49	15	framework	framework	NOUN
fbem-32347	49	16	for	for	ADP
fbem-32347	49	17	evaluating	evaluate	VERB
fbem-32347	49	18	media	medium	NOUN
fbem-32347	49	19	convergence	convergence	NOUN
fbem-32347	49	20	competitiveness	competitiveness	NOUN
fbem-32347	49	21	,	,	PUNCT
fbem-32347	49	22	structured	structure	VERB
fbem-32347	49	23	around	around	ADP
fbem-32347	49	24	four	four	NUM
fbem-32347	49	25	critical	critical	ADJ
fbem-32347	49	26	dimensions	dimension	NOUN
fbem-32347	49	27	:	:	PUNCT
fbem-32347	49	28	technological	technological	ADJ
fbem-32347	49	29	innovation	innovation	NOUN
fbem-32347	49	30	,	,	PUNCT
fbem-32347	49	31	content	content	NOUN
fbem-32347	49	32	distribution	distribution	NOUN
fbem-32347	49	33	,	,	PUNCT
fbem-32347	49	34	user	user	NOUN
fbem-32347	49	35	engagement	engagement	NOUN
fbem-32347	49	36	,	,	PUNCT
fbem-32347	49	37	and	and	CCONJ
fbem-32347	49	38	market	market	NOUN
fbem-32347	49	39	adaptability	adaptability	NOUN
fbem-32347	49	40	.	.	PUNCT
fbem-32347	50	1	designed	design	VERB
fbem-32347	50	2	to	to	PART
fbem-32347	50	3	integrate	integrate	VERB
fbem-32347	50	4	real	real	ADJ
fbem-32347	50	5	-	-	PUNCT
fbem-32347	50	6	time	time	NOUN
fbem-32347	50	7	social	social	ADJ
fbem-32347	50	8	media	medium	NOUN
fbem-32347	50	9	data	datum	NOUN
fbem-32347	50	10	with	with	ADP
fbem-32347	50	11	advanced	advanced	ADJ
fbem-32347	50	12	deep	deep	ADJ
fbem-32347	50	13	learning	learning	NOUN
fbem-32347	50	14	architectures	architecture	NOUN
fbem-32347	50	15	,	,	PUNCT
fbem-32347	50	16	the	the	DET
fbem-32347	50	17	framework	framework	NOUN
fbem-32347	50	18	aims	aim	VERB
fbem-32347	50	19	to	to	PART
fbem-32347	50	20	surpass	surpass	VERB
fbem-32347	50	21	traditional	traditional	ADJ
fbem-32347	50	22	evaluation	evaluation	NOUN
fbem-32347	50	23	methods	method	NOUN
fbem-32347	50	24	by	by	ADP
fbem-32347	50	25	delivering	deliver	VERB
fbem-32347	50	26	enhanced	enhanced	ADJ
fbem-32347	50	27	precision	precision	NOUN
fbem-32347	50	28	and	and	CCONJ
fbem-32347	50	29	robust	robust	ADJ
fbem-32347	50	30	predictive	predictive	ADJ
fbem-32347	50	31	capability	capability	NOUN
fbem-32347	50	32	.	.	PUNCT
fbem-32347	51	1	as	as	SCONJ
fbem-32347	51	2	illustrated	illustrate	VERB
fbem-32347	51	3	in	in	ADP
fbem-32347	51	4	figure	figure	NOUN
fbem-32347	51	5	1	1	NUM
fbem-32347	51	6	,	,	PUNCT
fbem-32347	51	7	the	the	DET
fbem-32347	51	8	entire	entire	ADJ
fbem-32347	51	9	process	process	NOUN
fbem-32347	51	10	—	—	PUNCT
fbem-32347	51	11	from	from	ADP
fbem-32347	51	12	initial	initial	ADJ
fbem-32347	51	13	data	datum	NOUN
fbem-32347	51	14	collection	collection	NOUN
fbem-32347	51	15	to	to	ADP
fbem-32347	51	16	the	the	DET
fbem-32347	51	17	final	final	ADJ
fbem-32347	51	18	ai	ai	NOUN
fbem-32347	51	19	-	-	PUNCT
fbem-32347	51	20	based	base	VERB
fbem-32347	51	21	evaluation	evaluation	NOUN
fbem-32347	51	22	—	—	PUNCT
fbem-32347	51	23	constitutes	constitute	VERB
fbem-32347	51	24	a	a	DET
fbem-32347	51	25	systematic	systematic	ADJ
fbem-32347	51	26	and	and	CCONJ
fbem-32347	51	27	comprehensive	comprehensive	ADJ
fbem-32347	51	28	tool	tool	NOUN
fbem-32347	51	29	for	for	ADP
fbem-32347	51	30	assessing	assess	VERB
fbem-32347	51	31	media	medium	NOUN
fbem-32347	51	32	convergence	convergence	NOUN
fbem-32347	51	33	competitiveness	competitiveness	NOUN
fbem-32347	51	34	in	in	ADP
fbem-32347	51	35	the	the	DET
fbem-32347	51	36	digital	digital	ADJ
fbem-32347	51	37	age	age	NOUN
fbem-32347	51	38	.	.	PUNCT
fbem-32347	52	1	101	101	NUM
fbem-32347	52	2	figure	figure	NOUN
fbem-32347	52	3	1	1	NUM
fbem-32347	52	4	.	.	PUNCT
fbem-32347	53	1	the	the	DET
fbem-32347	53	2	overall	overall	ADJ
fbem-32347	53	3	process	process	NOUN
fbem-32347	53	4	of	of	ADP
fbem-32347	53	5	media	medium	NOUN
fbem-32347	53	6	convergence	convergence	NOUN
fbem-32347	53	7	competitiveness	competitiveness	NOUN
fbem-32347	53	8	system	system	NOUN
fbem-32347	53	9	framework	framework	NOUN
fbem-32347	53	10	3.2	3.2	NUM
fbem-32347	53	11	.	.	PUNCT
fbem-32347	54	1	data	datum	NOUN
fbem-32347	54	2	resources	resource	NOUN
fbem-32347	54	3	as	as	ADP
fbem-32347	54	4	the	the	DET
fbem-32347	54	5	world	world	NOUN
fbem-32347	54	6	's	's	PART
fbem-32347	54	7	preeminent	preeminent	ADJ
fbem-32347	54	8	video	video	NOUN
fbem-32347	54	9	-	-	PUNCT
fbem-32347	54	10	sharing	share	VERB
fbem-32347	54	11	platform	platform	NOUN
fbem-32347	54	12	,	,	PUNCT
fbem-32347	54	13	youtube	youtube	NOUN
fbem-32347	54	14	generates	generate	VERB
fbem-32347	54	15	massive	massive	ADJ
fbem-32347	54	16	volumes	volume	NOUN
fbem-32347	54	17	of	of	ADP
fbem-32347	54	18	user	user	NOUN
fbem-32347	54	19	comments	comment	NOUN
fbem-32347	54	20	on	on	ADP
fbem-32347	54	21	a	a	DET
fbem-32347	54	22	daily	daily	ADJ
fbem-32347	54	23	basis	basis	NOUN
fbem-32347	54	24	.	.	PUNCT
fbem-32347	55	1	these	these	DET
fbem-32347	55	2	data	datum	NOUN
fbem-32347	55	3	are	be	AUX
fbem-32347	55	4	characterized	characterize	VERB
fbem-32347	55	5	by	by	ADP
fbem-32347	55	6	multilingual	multilingual	ADJ
fbem-32347	55	7	content	content	NOUN
fbem-32347	55	8	,	,	PUNCT
fbem-32347	55	9	informal	informal	ADJ
fbem-32347	55	10	expressions	expression	NOUN
fbem-32347	55	11	,	,	PUNCT
fbem-32347	55	12	emojis	emoji	NOUN
fbem-32347	55	13	,	,	PUNCT
fbem-32347	55	14	hashtags	hashtag	NOUN
fbem-32347	55	15	,	,	PUNCT
fbem-32347	55	16	and	and	CCONJ
fbem-32347	55	17	a	a	DET
fbem-32347	55	18	significant	significant	ADJ
fbem-32347	55	19	proportion	proportion	NOUN
fbem-32347	55	20	of	of	ADP
fbem-32347	55	21	spam	spam	NOUN
fbem-32347	55	22	,	,	PUNCT
fbem-32347	55	23	collectively	collectively	ADV
fbem-32347	55	24	prese	prese	ADJ
fbem-32347	55	25	nting	nte	VERB
fbem-32347	55	26	considerable	considerable	ADJ
fbem-32347	55	27	challenges	challenge	NOUN
fbem-32347	55	28	for	for	ADP
fbem-32347	55	29	scholarly	scholarly	ADJ
fbem-32347	55	30	analysis	analysis	NOUN
fbem-32347	55	31	.	.	PUNCT
fbem-32347	56	1	this	this	DET
fbem-32347	56	2	study	study	NOUN
fbem-32347	56	3	draws	draw	VERB
fbem-32347	56	4	upon	upon	SCONJ
fbem-32347	56	5	comments	comment	NOUN
fbem-32347	56	6	posted	post	VERB
fbem-32347	56	7	during	during	ADP
fbem-32347	56	8	the	the	DET
fbem-32347	56	9	first	first	ADJ
fbem-32347	56	10	half	half	NOUN
fbem-32347	56	11	of	of	ADP
fbem-32347	56	12	2024	2024	NUM
fbem-32347	56	13	(	(	PUNCT
fbem-32347	56	14	january	january	PROPN
fbem-32347	56	15	1	1	NUM
fbem-32347	56	16	to	to	ADP
fbem-32347	56	17	june	june	PROPN
fbem-32347	56	18	30	30	NUM
fbem-32347	56	19	)	)	PUNCT
fbem-32347	56	20	.	.	PUNCT
fbem-32347	57	1	the	the	DET
fbem-32347	57	2	original	original	ADJ
fbem-32347	57	3	dataset	dataset	NOUN
fbem-32347	57	4	comprised	comprise	VERB
fbem-32347	57	5	over	over	ADP
fbem-32347	57	6	51	51	NUM
fbem-32347	57	7	million	million	NUM
fbem-32347	57	8	records	record	NOUN
fbem-32347	57	9	spanning	span	VERB
fbem-32347	57	10	multiple	multiple	ADJ
fbem-32347	57	11	languages	language	NOUN
fbem-32347	57	12	.	.	PUNCT
fbem-32347	58	1	to	to	PART
fbem-32347	58	2	ensure	ensure	VERB
fbem-32347	58	3	data	datum	NOUN
fbem-32347	58	4	integrity	integrity	NOUN
fbem-32347	58	5	,	,	PUNCT
fbem-32347	58	6	a	a	DET
fbem-32347	58	7	rigorous	rigorous	ADJ
fbem-32347	58	8	preprocessing	preprocessing	NOUN
fbem-32347	58	9	pipeline	pipeline	NOUN
fbem-32347	58	10	was	be	AUX
fbem-32347	58	11	implemented	implement	VERB
fbem-32347	58	12	,	,	PUNCT
fbem-32347	58	13	involving	involve	VERB
fbem-32347	58	14	language	language	NOUN
fbem-32347	58	15	standardization	standardization	NOUN
fbem-32347	58	16	,	,	PUNCT
fbem-32347	58	17	spam	spam	NOUN
fbem-32347	58	18	filtering	filter	VERB
fbem-32347	58	19	,	,	PUNCT
fbem-32347	58	20	duplicate	duplicate	ADJ
fbem-32347	58	21	removal	removal	NOUN
fbem-32347	58	22	,	,	PUNCT
fbem-32347	58	23	and	and	CCONJ
fbem-32347	58	24	extraction	extraction	NOUN
fbem-32347	58	25	of	of	ADP
fbem-32347	58	26	english	english	ADJ
fbem-32347	58	27	language	language	NOUN
fbem-32347	58	28	content	content	NOUN
fbem-32347	58	29	.	.	PUNCT
fbem-32347	59	1	this	this	DET
fbem-32347	59	2	procedure	procedure	NOUN
fbem-32347	59	3	yielded	yield	VERB
fbem-32347	59	4	a	a	DET
fbem-32347	59	5	refined	refined	ADJ
fbem-32347	59	6	corpus	corpus	NOUN
fbem-32347	59	7	of	of	ADP
fbem-32347	59	8	70,445	70,445	NUM
fbem-32347	59	9	valid	valid	ADJ
fbem-32347	59	10	comments	comment	NOUN
fbem-32347	59	11	.	.	PUNCT
fbem-32347	60	1	descriptive	descriptive	ADJ
fbem-32347	60	2	statistics	statistic	NOUN
fbem-32347	60	3	indicate	indicate	VERB
fbem-32347	60	4	an	an	DET
fbem-32347	60	5	average	average	ADJ
fbem-32347	60	6	comment	comment	NOUN
fbem-32347	60	7	length	length	NOUN
fbem-32347	60	8	of	of	ADP
fbem-32347	60	9	12.3	12.3	NUM
fbem-32347	60	10	words	word	NOUN
fbem-32347	60	11	,	,	PUNCT
fbem-32347	60	12	with	with	ADP
fbem-32347	60	13	28.7	28.7	NUM
fbem-32347	60	14	%	%	NOUN
fbem-32347	60	15	of	of	ADP
fbem-32347	60	16	comments	comment	NOUN
fbem-32347	60	17	containing	contain	VERB
fbem-32347	60	18	emojis	emoji	NOUN
fbem-32347	60	19	and	and	CCONJ
fbem-32347	60	20	15.2	15.2	NUM
fbem-32347	60	21	%	%	NOUN
fbem-32347	60	22	incorporating	incorporating	NOUN
fbem-32347	60	23	hashtags	hashtag	NOUN
fbem-32347	60	24	;	;	PUNCT
fbem-32347	60	25	meanwhile	meanwhile	ADV
fbem-32347	60	26	,	,	PUNCT
fbem-32347	60	27	35.6	35.6	NUM
fbem-32347	60	28	%	%	NOUN
fbem-32347	60	29	of	of	ADP
fbem-32347	60	30	the	the	DET
fbem-32347	60	31	original	original	ADJ
fbem-32347	60	32	records	record	NOUN
fbem-32347	60	33	were	be	AUX
fbem-32347	60	34	identified	identify	VERB
fbem-32347	60	35	as	as	ADP
fbem-32347	60	36	spam	spam	NOUN
fbem-32347	60	37	or	or	CCONJ
fbem-32347	60	38	otherwise	otherwise	ADV
fbem-32347	60	39	irrelevant	irrelevant	ADJ
fbem-32347	60	40	and	and	CCONJ
fbem-32347	60	41	were	be	AUX
fbem-32347	60	42	subsequently	subsequently	ADV
fbem-32347	60	43	removed	remove	VERB
fbem-32347	60	44	,	,	PUNCT
fbem-32347	60	45	see	see	VERB
fbem-32347	60	46	table	table	NOUN
fbem-32347	60	47	1	1	NUM
fbem-32347	60	48	.	.	PUNCT
fbem-32347	61	1	the	the	DET
fbem-32347	61	2	resulting	result	VERB
fbem-32347	61	3	dataset	dataset	NOUN
fbem-32347	61	4	provides	provide	VERB
fbem-32347	61	5	a	a	DET
fbem-32347	61	6	robust	robust	ADJ
fbem-32347	61	7	and	and	CCONJ
fbem-32347	61	8	representative	representative	ADJ
fbem-32347	61	9	foundation	foundation	NOUN
fbem-32347	61	10	for	for	ADP
fbem-32347	61	11	examining	examine	VERB
fbem-32347	61	12	user	user	NOUN
fbem-32347	61	13	sentiment	sentiment	NOUN
fbem-32347	61	14	and	and	CCONJ
fbem-32347	61	15	engagement	engagement	NOUN
fbem-32347	61	16	dynamics	dynamic	NOUN
fbem-32347	61	17	within	within	ADP
fbem-32347	61	18	the	the	DET
fbem-32347	61	19	youtube	youtube	NOUN
fbem-32347	61	20	media	medium	NOUN
fbem-32347	61	21	convergence	convergence	NOUN
fbem-32347	61	22	ecosystem	ecosystem	NOUN
fbem-32347	61	23	.	.	PUNCT
fbem-32347	62	1	table	table	NOUN
fbem-32347	62	2	1	1	NUM
fbem-32347	62	3	.	.	PUNCT
fbem-32347	62	4	descriptive	descriptive	ADJ
fbem-32347	62	5	statistics	statistic	NOUN
fbem-32347	62	6	of	of	ADP
fbem-32347	62	7	the	the	DET
fbem-32347	62	8	dataset	dataset	ADJ
fbem-32347	62	9	number	number	NOUN
fbem-32347	62	10	variable	variable	ADJ
fbem-32347	62	11	value	value	NOUN
fbem-32347	62	12	1	1	NUM
fbem-32347	62	13	total	total	ADJ
fbem-32347	62	14	comments	comment	NOUN
fbem-32347	62	15	collected	collect	VERB
fbem-32347	62	16	51,000,000	51,000,000	NUM
fbem-32347	62	17	+	+	SYM
fbem-32347	62	18	2	2	NUM
fbem-32347	62	19	final	final	ADJ
fbem-32347	62	20	sample	sample	NOUN
fbem-32347	62	21	size	size	NOUN
fbem-32347	62	22	(	(	PUNCT
fbem-32347	62	23	english	english	PROPN
fbem-32347	62	24	)	)	PUNCT
fbem-32347	62	25	70,445	70,445	NUM
fbem-32347	62	26	3	3	NUM
fbem-32347	62	27	avg	avg	NOUN
fbem-32347	62	28	.	.	PROPN
fbem-32347	62	29	comment	comment	NOUN
fbem-32347	62	30	length	length	NOUN
fbem-32347	62	31	(	(	PUNCT
fbem-32347	62	32	words	word	NOUN
fbem-32347	62	33	)	)	PUNCT
fbem-32347	62	34	12.3	12.3	NUM
fbem-32347	62	35	4	4	NUM
fbem-32347	62	36	comments	comment	NOUN
fbem-32347	62	37	with	with	ADP
fbem-32347	62	38	emojis	emojis	NOUN
fbem-32347	62	39	(	(	PUNCT
fbem-32347	62	40	%	%	NOUN
fbem-32347	62	41	)	)	PUNCT
fbem-32347	62	42	28.7	28.7	NUM
fbem-32347	62	43	%	%	NOUN
fbem-32347	62	44	5	5	NUM
fbem-32347	62	45	comments	comment	NOUN
fbem-32347	62	46	with	with	ADP
fbem-32347	62	47	hashtags	hashtag	NOUN
fbem-32347	62	48	(	(	PUNCT
fbem-32347	62	49	%	%	NOUN
fbem-32347	62	50	)	)	PUNCT
fbem-32347	62	51	15.2	15.2	NUM
fbem-32347	62	52	%	%	NOUN
fbem-32347	62	53	6	6	NUM
fbem-32347	62	54	spam	spam	NOUN
fbem-32347	62	55	/	/	SYM
fbem-32347	62	56	irrelevant	irrelevant	ADJ
fbem-32347	62	57	removed	removed	ADJ
fbem-32347	62	58	(	(	PUNCT
fbem-32347	62	59	%	%	NOUN
fbem-32347	62	60	)	)	PUNCT
fbem-32347	62	61	35.6	35.6	NUM
fbem-32347	62	62	%	%	NOUN
fbem-32347	62	63	3.3	3.3	NUM
fbem-32347	62	64	.	.	PUNCT
fbem-32347	63	1	data	data	NOUN
fbem-32347	63	2	resources	resource	NOUN
fbem-32347	63	3	given	give	VERB
fbem-32347	63	4	the	the	DET
fbem-32347	63	5	inherent	inherent	ADJ
fbem-32347	63	6	complexity	complexity	NOUN
fbem-32347	63	7	and	and	CCONJ
fbem-32347	63	8	heterogeneity	heterogeneity	NOUN
fbem-32347	63	9	of	of	ADP
fbem-32347	63	10	youtube	youtube	NOUN
fbem-32347	63	11	user	user	NOUN
fbem-32347	63	12	comments	comment	NOUN
fbem-32347	63	13	,	,	PUNCT
fbem-32347	63	14	a	a	DET
fbem-32347	63	15	systematic	systematic	ADJ
fbem-32347	63	16	data	datum	NOUN
fbem-32347	63	17	preprocessing	preprocessing	NOUN
fbem-32347	63	18	and	and	CCONJ
fbem-32347	63	19	cleaning	cleaning	NOUN
fbem-32347	63	20	protocol	protocol	NOUN
fbem-32347	63	21	was	be	AUX
fbem-32347	63	22	implemented	implement	VERB
fbem-32347	63	23	to	to	PART
fbem-32347	63	24	ensure	ensure	VERB
fbem-32347	63	25	the	the	DET
fbem-32347	63	26	reliability	reliability	NOUN
fbem-32347	63	27	and	and	CCONJ
fbem-32347	63	28	validity	validity	NOUN
fbem-32347	63	29	of	of	ADP
fbem-32347	63	30	subsequent	subsequent	ADJ
fbem-32347	63	31	analytical	analytical	ADJ
fbem-32347	63	32	procedures	procedure	NOUN
fbem-32347	63	33	.	.	PUNCT
fbem-32347	64	1	the	the	DET
fbem-32347	64	2	procedure	procedure	NOUN
fbem-32347	64	3	consisted	consist	VERB
fbem-32347	64	4	of	of	ADP
fbem-32347	64	5	four	four	NUM
fbem-32347	64	6	key	key	ADJ
fbem-32347	64	7	stages	stage	NOUN
fbem-32347	64	8	.	.	PUNCT
fbem-32347	65	1	first	first	ADV
fbem-32347	65	2	,	,	PUNCT
fbem-32347	65	3	noise	noise	NOUN
fbem-32347	65	4	reduction	reduction	NOUN
fbem-32347	65	5	was	be	AUX
fbem-32347	65	6	performed	perform	VERB
fbem-32347	65	7	to	to	PART
fbem-32347	65	8	eliminate	eliminate	VERB
fbem-32347	65	9	irrelevant	irrelevant	ADJ
fbem-32347	65	10	symbols	symbol	NOUN
fbem-32347	65	11	,	,	PUNCT
fbem-32347	65	12	redundant	redundant	ADJ
fbem-32347	65	13	emojis	emoji	NOUN
fbem-32347	65	14	,	,	PUNCT
fbem-32347	65	15	repeated	repeat	VERB
fbem-32347	65	16	characters	character	NOUN
fbem-32347	65	17	,	,	PUNCT
fbem-32347	65	18	and	and	CCONJ
fbem-32347	65	19	spam	spam	NOUN
fbem-32347	65	20	content	content	NOUN
fbem-32347	65	21	that	that	PRON
fbem-32347	65	22	could	could	AUX
fbem-32347	65	23	compromise	compromise	VERB
fbem-32347	65	24	sentiment	sentiment	NOUN
fbem-32347	65	25	classification	classification	NOUN
fbem-32347	65	26	and	and	CCONJ
fbem-32347	65	27	topic	topic	NOUN
fbem-32347	65	28	modeling	modeling	NOUN
fbem-32347	65	29	.	.	PUNCT
fbem-32347	66	1	second	second	ADJ
fbem-32347	66	2	,	,	PUNCT
fbem-32347	66	3	a	a	DET
fbem-32347	66	4	missing	missing	ADJ
fbem-32347	66	5	value	value	NOUN
fbem-32347	66	6	imputation	imputation	NOUN
fbem-32347	66	7	process	process	NOUN
fbem-32347	66	8	was	be	AUX
fbem-32347	66	9	applied	apply	VERB
fbem-32347	66	10	,	,	PUNCT
fbem-32347	66	11	wherein	wherein	SCONJ
fbem-32347	66	12	incomplete	incomplete	ADJ
fbem-32347	66	13	or	or	CCONJ
fbem-32347	66	14	corrupted	corrupted	ADJ
fbem-32347	66	15	entries	entry	NOUN
fbem-32347	66	16	were	be	AUX
fbem-32347	66	17	either	either	CCONJ
fbem-32347	66	18	reconstructed	reconstruct	VERB
fbem-32347	66	19	using	use	VERB
fbem-32347	66	20	automated	automate	VERB
fbem-32347	66	21	text	text	NOUN
fbem-32347	66	22	restoration	restoration	NOUN
fbem-32347	66	23	methods	method	NOUN
fbem-32347	66	24	or	or	CCONJ
fbem-32347	66	25	discarded	discard	VERB
fbem-32347	66	26	if	if	SCONJ
fbem-32347	66	27	deemed	deem	VERB
fbem-32347	66	28	irrecoverable	irrecoverable	ADJ
fbem-32347	66	29	.	.	PUNCT
fbem-32347	67	1	third	third	ADJ
fbem-32347	67	2	,	,	PUNCT
fbem-32347	67	3	data	datum	NOUN
fbem-32347	67	4	conversion	conversion	NOUN
fbem-32347	67	5	was	be	AUX
fbem-32347	67	6	carried	carry	VERB
fbem-32347	67	7	out	out	ADP
fbem-32347	67	8	to	to	PART
fbem-32347	67	9	standardize	standardize	VERB
fbem-32347	67	10	textual	textual	ADJ
fbem-32347	67	11	formats	format	NOUN
fbem-32347	67	12	,	,	PUNCT
fbem-32347	67	13	incorporating	incorporate	VERB
fbem-32347	67	14	steps	step	NOUN
fbem-32347	67	15	such	such	ADJ
fbem-32347	67	16	as	as	ADP
fbem-32347	67	17	lowercasing	lowercase	VERB
fbem-32347	67	18	,	,	PUNCT
fbem-32347	67	19	tokenization	tokenization	NOUN
fbem-32347	67	20	,	,	PUNCT
fbem-32347	67	21	and	and	CCONJ
fbem-32347	67	22	normalization	normalization	NOUN
fbem-32347	67	23	of	of	ADP
fbem-32347	67	24	irregular	irregular	ADJ
fbem-32347	67	25	expressions	expression	NOUN
fbem-32347	67	26	to	to	PART
fbem-32347	67	27	ensure	ensure	VERB
fbem-32347	67	28	consistency	consistency	NOUN
fbem-32347	67	29	throughout	throughout	ADP
fbem-32347	67	30	the	the	DET
fbem-32347	67	31	dataset	dataset	NOUN
fbem-32347	67	32	.	.	PUNCT
fbem-32347	68	1	finally	finally	ADV
fbem-32347	68	2	,	,	PUNCT
fbem-32347	68	3	a	a	DET
fbem-32347	68	4	semantic	semantic	ADJ
fbem-32347	68	5	filtering	filtering	NOUN
fbem-32347	68	6	step	step	NOUN
fbem-32347	68	7	was	be	AUX
fbem-32347	68	8	employed	employ	VERB
fbem-32347	68	9	to	to	PART
fbem-32347	68	10	exclude	exclude	VERB
fbem-32347	68	11	content	content	NOUN
fbem-32347	68	12	not	not	PART
fbem-32347	68	13	pertinent	pertinent	ADJ
fbem-32347	68	14	to	to	ADP
fbem-32347	68	15	the	the	DET
fbem-32347	68	16	research	research	NOUN
fbem-32347	68	17	focus	focus	NOUN
fbem-32347	68	18	,	,	PUNCT
fbem-32347	68	19	retaining	retain	VERB
fbem-32347	68	20	only	only	ADJ
fbem-32347	68	21	comments	comment	NOUN
fbem-32347	68	22	explicitly	explicitly	ADV
fbem-32347	68	23	addressing	address	VERB
fbem-32347	68	24	media	medium	NOUN
fbem-32347	68	25	convergence	convergence	NOUN
fbem-32347	68	26	,	,	PUNCT
fbem-32347	68	27	platform	platform	NOUN
fbem-32347	68	28	competitiveness	competitiveness	NOUN
fbem-32347	68	29	,	,	PUNCT
fbem-32347	68	30	streaming	streaming	NOUN
fbem-32347	68	31	services	service	NOUN
fbem-32347	68	32	,	,	PUNCT
fbem-32347	68	33	and	and	CCONJ
fbem-32347	68	34	social	social	ADJ
fbem-32347	68	35	media	medium	NOUN
fbem-32347	68	36	engagement	engagement	NOUN
fbem-32347	68	37	.	.	PUNCT
fbem-32347	69	1	collectively	collectively	ADV
fbem-32347	69	2	,	,	PUNCT
fbem-32347	69	3	these	these	DET
fbem-32347	69	4	preprocessing	preprocesse	VERB
fbem-32347	69	5	stages	stage	NOUN
fbem-32347	69	6	transformed	transform	VERB
fbem-32347	69	7	the	the	DET
fbem-32347	69	8	raw	raw	ADJ
fbem-32347	69	9	corpus	corpus	NOUN
fbem-32347	69	10	into	into	ADP
fbem-32347	69	11	a	a	DET
fbem-32347	69	12	refined	refined	ADJ
fbem-32347	69	13	and	and	CCONJ
fbem-32347	69	14	semantically	semantically	ADV
fbem-32347	69	15	coherent	coherent	ADJ
fbem-32347	69	16	dataset	dataset	NOUN
fbem-32347	69	17	,	,	PUNCT
fbem-32347	69	18	preserving	preserve	VERB
fbem-32347	69	19	meaningful	meaningful	ADJ
fbem-32347	69	20	linguistic	linguistic	ADJ
fbem-32347	69	21	features	feature	NOUN
fbem-32347	69	22	while	while	SCONJ
fbem-32347	69	23	significantly	significantly	ADV
fbem-32347	69	24	reducing	reduce	VERB
fbem-32347	69	25	noise	noise	NOUN
fbem-32347	69	26	—	—	PUNCT
fbem-32347	69	27	thus	thus	ADV
fbem-32347	69	28	establishing	establish	VERB
fbem-32347	69	29	a	a	DET
fbem-32347	69	30	robust	robust	ADJ
fbem-32347	69	31	foundation	foundation	NOUN
fbem-32347	69	32	for	for	ADP
fbem-32347	69	33	subsequent	subsequent	ADJ
fbem-32347	69	34	feature	feature	NOUN
fbem-32347	69	35	extraction	extraction	NOUN
fbem-32347	69	36	and	and	CCONJ
fbem-32347	69	37	model	model	NOUN
fbem-32347	69	38	development	development	NOUN
fbem-32347	69	39	.	.	PUNCT
fbem-32347	70	1	3.4	3.4	NUM
fbem-32347	70	2	.	.	PUNCT
fbem-32347	70	3	data	datum	NOUN
fbem-32347	70	4	analysis	analysis	NOUN
fbem-32347	70	5	and	and	CCONJ
fbem-32347	70	6	feature	feature	NOUN
fbem-32347	70	7	extraction	extraction	NOUN
fbem-32347	70	8	following	follow	VERB
fbem-32347	70	9	the	the	DET
fbem-32347	70	10	data	data	NOUN
fbem-32347	70	11	preprocessing	preprocessing	NOUN
fbem-32347	70	12	phase	phase	NOUN
fbem-32347	70	13	,	,	PUNCT
fbem-32347	70	14	the	the	DET
fbem-32347	70	15	refined	refined	ADJ
fbem-32347	70	16	dataset	dataset	NOUN
fbem-32347	70	17	was	be	AUX
fbem-32347	70	18	subjected	subject	VERB
fbem-32347	70	19	to	to	ADP
fbem-32347	70	20	a	a	DET
fbem-32347	70	21	structured	structured	ADJ
fbem-32347	70	22	analytical	analytical	ADJ
fbem-32347	70	23	procedure	procedure	NOUN
fbem-32347	70	24	to	to	PART
fbem-32347	70	25	extract	extract	VERB
fbem-32347	70	26	salient	salient	NOUN
fbem-32347	70	27	features	feature	NOUN
fbem-32347	70	28	capturing	capture	VERB
fbem-32347	70	29	both	both	CCONJ
fbem-32347	70	30	semantic	semantic	ADJ
fbem-32347	70	31	and	and	CCONJ
fbem-32347	70	32	behavioral	behavioral	ADJ
fbem-32347	70	33	facets	facet	NOUN
fbem-32347	70	34	of	of	ADP
fbem-32347	70	35	user	user	NOUN
fbem-32347	70	36	engagement	engagement	NOUN
fbem-32347	70	37	.	.	PUNCT
fbem-32347	71	1	the	the	DET
fbem-32347	71	2	feature	feature	NOUN
fbem-32347	71	3	extraction	extraction	NOUN
fbem-32347	71	4	pipeline	pipeline	NOUN
fbem-32347	71	5	commenced	commence	VERB
fbem-32347	71	6	with	with	ADP
fbem-32347	71	7	a	a	DET
fbem-32347	71	8	systematic	systematic	ADJ
fbem-32347	71	9	feature	feature	NOUN
fbem-32347	71	10	selection	selection	NOUN
fbem-32347	71	11	process	process	NOUN
fbem-32347	71	12	to	to	PART
fbem-32347	71	13	identify	identify	VERB
fbem-32347	71	14	variables	variable	NOUN
fbem-32347	71	15	most	most	ADV
fbem-32347	71	16	predictive	predictive	ADJ
fbem-32347	71	17	of	of	ADP
fbem-32347	71	18	media	medium	NOUN
fbem-32347	71	19	convergence	convergence	NOUN
fbem-32347	71	20	competitiveness	competitiveness	NOUN
fbem-32347	71	21	,	,	PUNCT
fbem-32347	71	22	including	include	VERB
fbem-32347	71	23	keyword	keyword	NOUN
fbem-32347	71	24	frequency	frequency	NOUN
fbem-32347	71	25	,	,	PUNCT
fbem-32347	71	26	sentiment	sentiment	NOUN
fbem-32347	71	27	polarity	polarity	NOUN
fbem-32347	71	28	,	,	PUNCT
fbem-32347	71	29	and	and	CCONJ
fbem-32347	71	30	comment	comment	NOUN
fbem-32347	71	31	length	length	NOUN
fbem-32347	71	32	.	.	PUNCT
fbem-32347	72	1	this	this	DET
fbem-32347	72	2	initial	initial	ADJ
fbem-32347	72	3	step	step	NOUN
fbem-32347	72	4	served	serve	VERB
fbem-32347	72	5	to	to	PART
fbem-32347	72	6	eliminate	eliminate	VERB
fbem-32347	72	7	redundant	redundant	ADJ
fbem-32347	72	8	or	or	CCONJ
fbem-32347	72	9	weakly	weakly	ADV
fbem-32347	72	10	correlated	correlate	VERB
fbem-32347	72	11	feature	feature	NOUN
fbem-32347	72	12	s	s	NOUN
fbem-32347	72	13	,	,	PUNCT
fbem-32347	72	14	thereby	thereby	ADV
fbem-32347	72	15	enhancing	enhance	VERB
fbem-32347	72	16	analytical	analytical	ADJ
fbem-32347	72	17	efficiency	efficiency	NOUN
fbem-32347	72	18	and	and	CCONJ
fbem-32347	72	19	model	model	NOUN
fbem-32347	72	20	interpretability	interpretability	NOUN
fbem-32347	72	21	.	.	PUNCT
fbem-32347	73	1	subsequently	subsequently	ADV
fbem-32347	73	2	,	,	PUNCT
fbem-32347	73	3	lexical	lexical	ADJ
fbem-32347	73	4	and	and	CCONJ
fbem-32347	73	5	semantic	semantic	ADJ
fbem-32347	73	6	features	feature	NOUN
fbem-32347	73	7	were	be	AUX
fbem-32347	73	8	derived	derive	VERB
fbem-32347	73	9	,	,	PUNCT
fbem-32347	73	10	encompassing	encompass	VERB
fbem-32347	73	11	quantified	quantified	ADJ
fbem-32347	73	12	sentiment	sentiment	NOUN
fbem-32347	73	13	scores	score	NOUN
fbem-32347	73	14	,	,	PUNCT
fbem-32347	73	15	probabilistic	probabilistic	ADJ
fbem-32347	73	16	topic	topic	NOUN
fbem-32347	73	17	distributions	distribution	NOUN
fbem-32347	73	18	,	,	PUNCT
fbem-32347	73	19	and	and	CCONJ
fbem-32347	73	20	the	the	DET
fbem-32347	73	21	presence	presence	NOUN
fbem-32347	73	22	of	of	ADP
fbem-32347	73	23	explicit	explicit	ADJ
fbem-32347	73	24	engagement	engagement	NOUN
fbem-32347	73	25	markers	marker	NOUN
fbem-32347	73	26	such	such	ADJ
fbem-32347	73	27	as	as	ADP
fbem-32347	73	28	likes	like	NOUN
fbem-32347	73	29	,	,	PUNCT
fbem-32347	73	30	replies	reply	NOUN
fbem-32347	73	31	,	,	PUNCT
fbem-32347	73	32	and	and	CCONJ
fbem-32347	73	33	hashtags	hashtag	NOUN
fbem-32347	73	34	.	.	PUNCT
fbem-32347	74	1	these	these	DET
fbem-32347	74	2	indicators	indicator	NOUN
fbem-32347	74	3	collectively	collectively	ADV
fbem-32347	74	4	illuminate	illuminate	VERB
fbem-32347	74	5	user	user	NOUN
fbem-32347	74	6	attitudes	attitude	NOUN
fbem-32347	74	7	toward	toward	ADP
fbem-32347	74	8	streaming	streaming	NOUN
fbem-32347	74	9	platforms	platform	NOUN
fbem-32347	74	10	,	,	PUNCT
fbem-32347	74	11	digital	digital	ADJ
fbem-32347	74	12	competitiveness	competitiveness	NOUN
fbem-32347	74	13	,	,	PUNCT
fbem-32347	74	14	and	and	CCONJ
fbem-32347	74	15	cross	cross	ADJ
fbem-32347	74	16	-	-	ADJ
fbem-32347	74	17	platform	platform	ADJ
fbem-32347	74	18	media	medium	NOUN
fbem-32347	74	19	integration	integration	NOUN
fbem-32347	74	20	.	.	PUNCT
fbem-32347	75	1	finally	finally	ADV
fbem-32347	75	2	,	,	PUNCT
fbem-32347	75	3	structural	structural	ADJ
fbem-32347	75	4	and	and	CCONJ
fbem-32347	75	5	contextual	contextual	ADJ
fbem-32347	75	6	features	feature	NOUN
fbem-32347	75	7	—	—	PUNCT
fbem-32347	75	8	including	include	VERB
fbem-32347	75	9	temporal	temporal	ADJ
fbem-32347	75	10	posting	posting	NOUN
fbem-32347	75	11	patterns	pattern	NOUN
fbem-32347	75	12	and	and	CCONJ
fbem-32347	75	13	user	user	NOUN
fbem-32347	75	14	interaction	interaction	NOUN
fbem-32347	75	15	density	density	NOUN
fbem-32347	75	16	—	—	PUNCT
fbem-32347	75	17	were	be	AUX
fbem-32347	75	18	integrated	integrate	VERB
fbem-32347	75	19	to	to	PART
fbem-32347	75	20	elucidate	elucidate	VERB
fbem-32347	75	21	the	the	DET
fbem-32347	75	22	dynamic	dynamic	ADJ
fbem-32347	75	23	propagation	propagation	NOUN
fbem-32347	75	24	of	of	ADP
fbem-32347	75	25	comments	comment	NOUN
fbem-32347	75	26	within	within	ADP
fbem-32347	75	27	the	the	DET
fbem-32347	75	28	youtube	youtube	NOUN
fbem-32347	75	29	ecosystem	ecosystem	NOUN
fbem-32347	75	30	.	.	PUNCT
fbem-32347	76	1	in	in	ADP
fbem-32347	76	2	aggregate	aggregate	ADJ
fbem-32347	76	3	,	,	PUNCT
fbem-32347	76	4	this	this	DET
fbem-32347	76	5	multi	multi	ADJ
fbem-32347	76	6	-	-	ADJ
fbem-32347	76	7	faceted	faceted	ADJ
fbem-32347	76	8	feature	feature	NOUN
fbem-32347	76	9	set	set	NOUN
fbem-32347	76	10	constructs	construct	VERB
fbem-32347	76	11	a	a	DET
fbem-32347	76	12	comprehensive	comprehensive	ADJ
fbem-32347	76	13	representation	representation	NOUN
fbem-32347	76	14	of	of	ADP
fbem-32347	76	15	the	the	DET
fbem-32347	76	16	dataset	dataset	NOUN
fbem-32347	76	17	,	,	PUNCT
fbem-32347	76	18	establishing	establish	VERB
fbem-32347	76	19	a	a	DET
fbem-32347	76	20	robust	robust	ADJ
fbem-32347	76	21	foundation	foundation	NOUN
fbem-32347	76	22	for	for	ADP
fbem-32347	76	23	the	the	DET
fbem-32347	76	24	subsequent	subsequent	ADJ
fbem-32347	76	25	modeling	modeling	NOUN
fbem-32347	76	26	and	and	CCONJ
fbem-32347	76	27	evaluation	evaluation	NOUN
fbem-32347	76	28	of	of	ADP
fbem-32347	76	29	media	medium	NOUN
fbem-32347	76	30	convergence	convergence	NOUN
fbem-32347	76	31	competitiveness	competitiveness	NOUN
fbem-32347	76	32	.	.	PUNCT
fbem-32347	77	1	3.5	3.5	NUM
fbem-32347	77	2	.	.	PUNCT
fbem-32347	78	1	construction	construction	NOUN
fbem-32347	78	2	of	of	ADP
fbem-32347	78	3	evaluation	evaluation	NOUN
fbem-32347	78	4	model	model	NOUN
fbem-32347	78	5	for	for	ADP
fbem-32347	78	6	media	medium	NOUN
fbem-32347	78	7	convergence	convergence	NOUN
fbem-32347	78	8	competitiveness	competitiveness	NOUN
fbem-32347	78	9	to	to	PART
fbem-32347	78	10	systematically	systematically	ADV
fbem-32347	78	11	evaluate	evaluate	VERB
fbem-32347	78	12	media	medium	NOUN
fbem-32347	78	13	convergence	convergence	NOUN
fbem-32347	78	14	competitiveness	competitiveness	NOUN
fbem-32347	78	15	,	,	PUNCT
fbem-32347	78	16	this	this	DET
fbem-32347	78	17	study	study	NOUN
fbem-32347	78	18	develops	develop	VERB
fbem-32347	78	19	an	an	DET
fbem-32347	78	20	ai	ai	NOUN
fbem-32347	78	21	-	-	PUNCT
fbem-32347	78	22	based	base	VERB
fbem-32347	78	23	media	medium	NOUN
fbem-32347	78	24	convergence	convergence	NOUN
fbem-32347	78	25	competitiveness	competitiveness	NOUN
fbem-32347	78	26	evaluation	evaluation	NOUN
fbem-32347	78	27	model	model	NOUN
fbem-32347	78	28	(	(	PUNCT
fbem-32347	78	29	mccem	mccem	NOUN
fbem-32347	78	30	)	)	PUNCT
fbem-32347	78	31	.	.	PUNCT
fbem-32347	79	1	as	as	SCONJ
fbem-32347	79	2	illustrated	illustrate	VERB
fbem-32347	79	3	in	in	ADP
fbem-32347	79	4	figure	figure	NOUN
fbem-32347	79	5	2	2	NUM
fbem-32347	79	6	,	,	PUNCT
fbem-32347	79	7	the	the	DET
fbem-32347	79	8	model	model	NOUN
fbem-32347	79	9	comprises	comprise	VERB
fbem-32347	79	10	five	five	NUM
fbem-32347	79	11	interconnected	interconnected	ADJ
fbem-32347	79	12	layers	layer	NOUN
fbem-32347	79	13	that	that	PRON
fbem-32347	79	14	collectively	collectively	ADV
fbem-32347	79	15	form	form	VERB
fbem-32347	79	16	a	a	DET
fbem-32347	79	17	comprehensive	comprehensive	ADJ
fbem-32347	79	18	yet	yet	CCONJ
fbem-32347	79	19	flexible	flexible	ADJ
fbem-32347	79	20	framework	framework	NOUN
fbem-32347	79	21	for	for	ADP
fbem-32347	79	22	analyzing	analyze	VERB
fbem-32347	79	23	the	the	DET
fbem-32347	79	24	competitive	competitive	ADJ
fbem-32347	79	25	performance	performance	NOUN
fbem-32347	79	26	of	of	ADP
fbem-32347	79	27	media	medium	NOUN
fbem-32347	79	28	organizations	organization	NOUN
fbem-32347	79	29	in	in	ADP
fbem-32347	79	30	the	the	DET
fbem-32347	79	31	digital	digital	ADJ
fbem-32347	79	32	environment	environment	NOUN
fbem-32347	79	33	.	.	PUNCT
fbem-32347	80	1	(	(	PUNCT
fbem-32347	80	2	1	1	X
fbem-32347	80	3	)	)	PUNCT
fbem-32347	80	4	input	input	NOUN
fbem-32347	80	5	layer	layer	NOUN
fbem-32347	80	6	the	the	DET
fbem-32347	80	7	input	input	NOUN
fbem-32347	80	8	layer	layer	NOUN
fbem-32347	80	9	integrates	integrate	VERB
fbem-32347	80	10	multi	multi	ADJ
fbem-32347	80	11	-	-	ADJ
fbem-32347	80	12	source	source	NOUN
fbem-32347	80	13	data	datum	NOUN
fbem-32347	80	14	derived	derive	VERB
fbem-32347	80	15	from	from	ADP
fbem-32347	80	16	youtube	youtube	NOUN
fbem-32347	80	17	user	user	NOUN
fbem-32347	80	18	comments	comment	NOUN
fbem-32347	80	19	collected	collect	VERB
fbem-32347	80	20	between	between	ADP
fbem-32347	80	21	january	january	PROPN
fbem-32347	80	22	1	1	NUM
fbem-32347	80	23	and	and	CCONJ
fbem-32347	80	24	june	june	PROPN
fbem-32347	80	25	30	30	NUM
fbem-32347	80	26	,	,	PUNCT
fbem-32347	80	27	2024	2024	NUM
fbem-32347	80	28	.	.	PUNCT
fbem-32347	81	1	this	this	PRON
fbem-32347	81	2	includes	include	VERB
fbem-32347	81	3	textual	textual	ADJ
fbem-32347	81	4	sentiment	sentiment	NOUN
fbem-32347	81	5	,	,	PUNCT
fbem-32347	81	6	engagement	engagement	NOUN
fbem-32347	81	7	metrics	metric	NOUN
fbem-32347	81	8	(	(	PUNCT
fbem-32347	81	9	likes	like	NOUN
fbem-32347	81	10	,	,	PUNCT
fbem-32347	81	11	replies	reply	NOUN
fbem-32347	81	12	,	,	PUNCT
fbem-32347	81	13	shares	share	NOUN
fbem-32347	81	14	)	)	PUNCT
fbem-32347	81	15	,	,	PUNCT
fbem-32347	81	16	and	and	CCONJ
fbem-32347	81	17	temporal	temporal	ADJ
fbem-32347	81	18	features	feature	NOUN
fbem-32347	81	19	.	.	PUNCT
fbem-32347	82	1	following	follow	VERB
fbem-32347	82	2	preprocessing	preprocessing	NOUN
fbem-32347	82	3	and	and	CCONJ
fbem-32347	82	4	standardization	standardization	NOUN
fbem-32347	82	5	,	,	PUNCT
fbem-32347	82	6	these	these	DET
fbem-32347	82	7	inputs	input	NOUN
fbem-32347	82	8	ensure	ensure	VERB
fbem-32347	82	9	both	both	DET
fbem-32347	82	10	reliability	reliability	NOUN
fbem-32347	82	11	and	and	CCONJ
fbem-32347	82	12	representativeness	representativenes	VERB
fbem-32347	82	13	for	for	ADP
fbem-32347	82	14	subsequent	subsequent	ADJ
fbem-32347	82	15	102	102	NUM
fbem-32347	82	16	analysis	analysis	NOUN
fbem-32347	82	17	.	.	PUNCT
fbem-32347	83	1	(	(	PUNCT
fbem-32347	83	2	2	2	X
fbem-32347	83	3	)	)	PUNCT
fbem-32347	83	4	analysis	analysis	NOUN
fbem-32347	83	5	layer	layer	NOUN
fbem-32347	83	6	in	in	ADP
fbem-32347	83	7	this	this	DET
fbem-32347	83	8	analysis	analysis	NOUN
fbem-32347	83	9	layer	layer	NOUN
fbem-32347	83	10	,	,	PUNCT
fbem-32347	83	11	machine	machine	NOUN
fbem-32347	83	12	learning	learning	NOUN
fbem-32347	83	13	techniques	technique	NOUN
fbem-32347	83	14	are	be	AUX
fbem-32347	83	15	employed	employ	VERB
fbem-32347	83	16	to	to	PART
fbem-32347	83	17	extract	extract	VERB
fbem-32347	83	18	meaningful	meaningful	ADJ
fbem-32347	83	19	patterns	pattern	NOUN
fbem-32347	83	20	and	and	CCONJ
fbem-32347	83	21	relationships	relationship	NOUN
fbem-32347	83	22	from	from	ADP
fbem-32347	83	23	the	the	DET
fbem-32347	83	24	standardized	standardized	ADJ
fbem-32347	83	25	inputs	input	NOUN
fbem-32347	83	26	.	.	PUNCT
fbem-32347	84	1	key	key	ADJ
fbem-32347	84	2	outputs	output	NOUN
fbem-32347	84	3	include	include	VERB
fbem-32347	84	4	sentiment	sentiment	NOUN
fbem-32347	84	5	polarity	polarity	NOUN
fbem-32347	84	6	,	,	PUNCT
fbem-32347	84	7	engagement	engagement	NOUN
fbem-32347	84	8	intensity	intensity	NOUN
fbem-32347	84	9	,	,	PUNCT
fbem-32347	84	10	and	and	CCONJ
fbem-32347	84	11	topic	topic	NOUN
fbem-32347	84	12	distributions	distribution	NOUN
fbem-32347	84	13	,	,	PUNCT
fbem-32347	84	14	which	which	PRON
fbem-32347	84	15	establish	establish	VERB
fbem-32347	84	16	the	the	DET
fbem-32347	84	17	foundational	foundational	ADJ
fbem-32347	84	18	metrics	metric	NOUN
fbem-32347	84	19	for	for	ADP
fbem-32347	84	20	the	the	DET
fbem-32347	84	21	evaluation	evaluation	NOUN
fbem-32347	84	22	process	process	NOUN
fbem-32347	84	23	.	.	PUNCT
fbem-32347	85	1	(	(	PUNCT
fbem-32347	85	2	3	3	X
fbem-32347	85	3	)	)	PUNCT
fbem-32347	85	4	core	core	NOUN
fbem-32347	85	5	evaluation	evaluation	NOUN
fbem-32347	85	6	layer	layer	NOUN
fbem-32347	85	7	the	the	DET
fbem-32347	85	8	core	core	NOUN
fbem-32347	85	9	evaluation	evaluation	NOUN
fbem-32347	85	10	layer	layer	NOUN
fbem-32347	85	11	operationalizes	operationalize	VERB
fbem-32347	85	12	the	the	DET
fbem-32347	85	13	construct	construct	NOUN
fbem-32347	85	14	of	of	ADP
fbem-32347	85	15	media	medium	NOUN
fbem-32347	85	16	competitiveness	competitiveness	NOUN
fbem-32347	85	17	through	through	ADP
fbem-32347	85	18	four	four	NUM
fbem-32347	85	19	analytically	analytically	ADV
fbem-32347	85	20	distinct	distinct	ADJ
fbem-32347	85	21	yet	yet	CCONJ
fbem-32347	85	22	interrelated	interrelated	ADJ
fbem-32347	85	23	dimensions	dimension	NOUN
fbem-32347	85	24	:	:	PUNCT
fbem-32347	85	25	technological	technological	ADJ
fbem-32347	85	26	innovation	innovation	NOUN
fbem-32347	85	27	,	,	PUNCT
fbem-32347	85	28	which	which	PRON
fbem-32347	85	29	assesses	assess	VERB
fbem-32347	85	30	the	the	DET
fbem-32347	85	31	degree	degree	NOUN
fbem-32347	85	32	of	of	ADP
fbem-32347	85	33	adoption	adoption	NOUN
fbem-32347	85	34	and	and	CCONJ
fbem-32347	85	35	integration	integration	NOUN
fbem-32347	85	36	of	of	ADP
fbem-32347	85	37	emerging	emerge	VERB
fbem-32347	85	38	technologies	technology	NOUN
fbem-32347	85	39	;	;	PUNCT
fbem-32347	85	40	content	content	NOUN
fbem-32347	85	41	distribution	distribution	NOUN
fbem-32347	85	42	,	,	PUNCT
fbem-32347	85	43	evaluating	evaluate	VERB
fbem-32347	85	44	the	the	DET
fbem-32347	85	45	efficacy	efficacy	NOUN
fbem-32347	85	46	of	of	ADP
fbem-32347	85	47	cross	cross	ADJ
fbem-32347	85	48	-	-	ADJ
fbem-32347	85	49	platform	platform	ADJ
fbem-32347	85	50	information	information	NOUN
fbem-32347	85	51	dissemination	dissemination	NOUN
fbem-32347	85	52	;	;	PUNCT
fbem-32347	85	53	user	user	NOUN
fbem-32347	85	54	eng	eng	PROPN
fbem-32347	85	55	agement	agement	PROPN
fbem-32347	85	56	,	,	PUNCT
fbem-32347	85	57	measuring	measure	VERB
fbem-32347	85	58	the	the	DET
fbem-32347	85	59	capacity	capacity	NOUN
fbem-32347	85	60	to	to	PART
fbem-32347	85	61	attract	attract	VERB
fbem-32347	85	62	,	,	PUNCT
fbem-32347	85	63	sustain	sustain	VERB
fbem-32347	85	64	,	,	PUNCT
fbem-32347	85	65	and	and	CCONJ
fbem-32347	85	66	activate	activate	VERB
fbem-32347	85	67	participatory	participatory	ADJ
fbem-32347	85	68	audiences	audience	NOUN
fbem-32347	85	69	;	;	PUNCT
fbem-32347	85	70	and	and	CCONJ
fbem-32347	85	71	market	market	NOUN
fbem-32347	85	72	adaptability	adaptability	NOUN
fbem-32347	85	73	,	,	PUNCT
fbem-32347	85	74	capturing	capture	VERB
fbem-32347	85	75	organizational	organizational	ADJ
fbem-32347	85	76	responsiveness	responsiveness	NOUN
fbem-32347	85	77	to	to	ADP
fbem-32347	85	78	shifts	shift	NOUN
fbem-32347	85	79	in	in	ADP
fbem-32347	85	80	consumer	consumer	NOUN
fbem-32347	85	81	preferences	preference	NOUN
fbem-32347	85	82	and	and	CCONJ
fbem-32347	85	83	industrial	industrial	ADJ
fbem-32347	85	84	dynamics	dynamic	NOUN
fbem-32347	85	85	.	.	PUNCT
fbem-32347	86	1	together	together	ADV
fbem-32347	86	2	,	,	PUNCT
fbem-32347	86	3	these	these	DET
fbem-32347	86	4	dimensions	dimension	NOUN
fbem-32347	86	5	constitute	constitute	VERB
fbem-32347	86	6	a	a	DET
fbem-32347	86	7	multi	multi	ADJ
fbem-32347	86	8	-	-	ADJ
fbem-32347	86	9	perspective	perspective	ADJ
fbem-32347	86	10	framework	framework	NOUN
fbem-32347	86	11	that	that	PRON
fbem-32347	86	12	enables	enable	VERB
fbem-32347	86	13	a	a	DET
fbem-32347	86	14	holistic	holistic	ADJ
fbem-32347	86	15	and	and	CCONJ
fbem-32347	86	16	structurally	structurally	ADV
fbem-32347	86	17	grounded	ground	VERB
fbem-32347	86	18	assessment	assessment	NOUN
fbem-32347	86	19	of	of	ADP
fbem-32347	86	20	competitiveness	competitiveness	NOUN
fbem-32347	86	21	in	in	ADP
fbem-32347	86	22	convergent	convergent	ADJ
fbem-32347	86	23	media	medium	NOUN
fbem-32347	86	24	environments	environment	NOUN
fbem-32347	86	25	.	.	PUNCT
fbem-32347	87	1	(	(	PUNCT
fbem-32347	87	2	4	4	X
fbem-32347	87	3	)	)	PUNCT
fbem-32347	87	4	evaluation	evaluation	NOUN
fbem-32347	87	5	and	and	CCONJ
fbem-32347	87	6	output	output	NOUN
fbem-32347	87	7	layer	layer	NOUN
fbem-32347	87	8	this	this	DET
fbem-32347	87	9	layer	layer	NOUN
fbem-32347	87	10	synthesizes	synthesize	VERB
fbem-32347	87	11	the	the	DET
fbem-32347	87	12	extracted	extract	VERB
fbem-32347	87	13	indicators	indicator	NOUN
fbem-32347	87	14	to	to	PART
fbem-32347	87	15	generate	generate	VERB
fbem-32347	87	16	an	an	DET
fbem-32347	87	17	overall	overall	ADJ
fbem-32347	87	18	competitiveness	competitiveness	NOUN
fbem-32347	87	19	score	score	NOUN
fbem-32347	87	20	along	along	ADP
fbem-32347	87	21	with	with	ADP
fbem-32347	87	22	dimensional	dimensional	ADJ
fbem-32347	87	23	evaluations	evaluation	NOUN
fbem-32347	87	24	.	.	PUNCT
fbem-32347	88	1	this	this	PRON
fbem-32347	88	2	enables	enable	VERB
fbem-32347	88	3	cross	cross	ADJ
fbem-32347	88	4	-	-	ADJ
fbem-32347	88	5	organizational	organizational	ADJ
fbem-32347	88	6	benchmarking	benchmarking	NOUN
fbem-32347	88	7	and	and	CCONJ
fbem-32347	88	8	identifies	identify	VERB
fbem-32347	88	9	strategic	strategic	ADJ
fbem-32347	88	10	strengths	strength	NOUN
fbem-32347	88	11	and	and	CCONJ
fbem-32347	88	12	weaknesses	weakness	NOUN
fbem-32347	88	13	in	in	ADP
fbem-32347	88	14	convergence	convergence	NOUN
fbem-32347	88	15	initiatives	initiative	NOUN
fbem-32347	88	16	.	.	PUNCT
fbem-32347	89	1	(	(	PUNCT
fbem-32347	89	2	5	5	X
fbem-32347	89	3	)	)	PUNCT
fbem-32347	89	4	user	user	NOUN
fbem-32347	89	5	layer	layer	NOUN
fbem-32347	89	6	the	the	DET
fbem-32347	89	7	user	user	NOUN
fbem-32347	89	8	layer	layer	NOUN
fbem-32347	89	9	translates	translate	VERB
fbem-32347	89	10	the	the	DET
fbem-32347	89	11	analytical	analytical	ADJ
fbem-32347	89	12	outputs	output	NOUN
fbem-32347	89	13	into	into	ADP
fbem-32347	89	14	interpretable	interpretable	ADJ
fbem-32347	89	15	visualizations	visualization	NOUN
fbem-32347	89	16	and	and	CCONJ
fbem-32347	89	17	actionable	actionable	ADJ
fbem-32347	89	18	insights	insight	NOUN
fbem-32347	89	19	.	.	PUNCT
fbem-32347	90	1	for	for	ADP
fbem-32347	90	2	researchers	researcher	NOUN
fbem-32347	90	3	,	,	PUNCT
fbem-32347	90	4	it	it	PRON
fbem-32347	90	5	offers	offer	VERB
fbem-32347	90	6	a	a	DET
fbem-32347	90	7	theoretically	theoretically	ADV
fbem-32347	90	8	grounded	ground	VERB
fbem-32347	90	9	evaluation	evaluation	NOUN
fbem-32347	90	10	framework	framework	NOUN
fbem-32347	90	11	;	;	PUNCT
fbem-32347	90	12	for	for	ADP
fbem-32347	90	13	practitioners	practitioner	NOUN
fbem-32347	90	14	,	,	PUNCT
fbem-32347	90	15	it	it	PRON
fbem-32347	90	16	supports	support	VERB
fbem-32347	90	17	data	data	NOUN
fbem-32347	90	18	-	-	PUNCT
fbem-32347	90	19	driven	drive	VERB
fbem-32347	90	20	decisionmaking	decisionmaking	NOUN
fbem-32347	90	21	in	in	ADP
fbem-32347	90	22	content	content	NOUN
fbem-32347	90	23	strategy	strategy	NOUN
fbem-32347	90	24	,	,	PUNCT
fbem-32347	90	25	audience	audience	NOUN
fbem-32347	90	26	engagement	engagement	NOUN
fbem-32347	90	27	,	,	PUNCT
fbem-32347	90	28	and	and	CCONJ
fbem-32347	90	29	competitive	competitive	ADJ
fbem-32347	90	30	positioning	positioning	NOUN
fbem-32347	90	31	.	.	PUNCT
fbem-32347	91	1	overall	overall	ADV
fbem-32347	91	2	,	,	PUNCT
fbem-32347	91	3	the	the	DET
fbem-32347	91	4	proposed	propose	VERB
fbem-32347	91	5	model	model	NOUN
fbem-32347	91	6	emphasizes	emphasize	VERB
fbem-32347	91	7	accuracy	accuracy	NOUN
fbem-32347	91	8	,	,	PUNCT
fbem-32347	91	9	adaptability	adaptability	NOUN
fbem-32347	91	10	,	,	PUNCT
fbem-32347	91	11	and	and	CCONJ
fbem-32347	91	12	predictive	predictive	ADJ
fbem-32347	91	13	capability	capability	NOUN
fbem-32347	91	14	.	.	PUNCT
fbem-32347	92	1	by	by	ADP
fbem-32347	92	2	integrating	integrate	VERB
fbem-32347	92	3	aidriven	aidriven	ADJ
fbem-32347	92	4	analytics	analytic	NOUN
fbem-32347	92	5	with	with	ADP
fbem-32347	92	6	a	a	DET
fbem-32347	92	7	multidimensional	multidimensional	ADJ
fbem-32347	92	8	evaluation	evaluation	NOUN
fbem-32347	92	9	architecture	architecture	NOUN
fbem-32347	92	10	,	,	PUNCT
fbem-32347	92	11	it	it	PRON
fbem-32347	92	12	advances	advance	VERB
fbem-32347	92	13	beyond	beyond	ADP
fbem-32347	92	14	conventional	conventional	ADJ
fbem-32347	92	15	frameworks	framework	NOUN
fbem-32347	92	16	that	that	PRON
fbem-32347	92	17	often	often	ADV
fbem-32347	92	18	overlook	overlook	VERB
fbem-32347	92	19	the	the	DET
fbem-32347	92	20	dynamic	dynamic	ADJ
fbem-32347	92	21	nature	nature	NOUN
fbem-32347	92	22	of	of	ADP
fbem-32347	92	23	digita	digita	PROPN
fbem-32347	92	24	l	l	NOUN
fbem-32347	92	25	media	medium	NOUN
fbem-32347	92	26	competitiveness	competitiveness	NOUN
fbem-32347	92	27	.	.	PUNCT
fbem-32347	93	1	the	the	DET
fbem-32347	93	2	layered	layered	ADJ
fbem-32347	93	3	structure	structure	NOUN
fbem-32347	93	4	,	,	PUNCT
fbem-32347	93	5	as	as	SCONJ
fbem-32347	93	6	depicted	depict	VERB
fbem-32347	93	7	in	in	ADP
fbem-32347	93	8	figure	figure	NOUN
fbem-32347	93	9	2	2	NUM
fbem-32347	93	10	,	,	PUNCT
fbem-32347	93	11	demonstrates	demonstrate	VERB
fbem-32347	93	12	both	both	DET
fbem-32347	93	13	conceptual	conceptual	ADJ
fbem-32347	93	14	rigor	rigor	NOUN
fbem-32347	93	15	and	and	CCONJ
fbem-32347	93	16	practical	practical	ADJ
fbem-32347	93	17	applicability	applicability	NOUN
fbem-32347	93	18	,	,	PUNCT
fbem-32347	93	19	providing	provide	VERB
fbem-32347	93	20	a	a	DET
fbem-32347	93	21	robust	robust	ADJ
fbem-32347	93	22	tool	tool	NOUN
fbem-32347	93	23	for	for	ADP
fbem-32347	93	24	assessing	assess	VERB
fbem-32347	93	25	and	and	CCONJ
fbem-32347	93	26	enhancing	enhance	VERB
fbem-32347	93	27	media	medium	NOUN
fbem-32347	93	28	convergence	convergence	NOUN
fbem-32347	93	29	competitiveness	competitiveness	NOUN
fbem-32347	93	30	in	in	ADP
fbem-32347	93	31	evolving	evolve	VERB
fbem-32347	93	32	digital	digital	ADJ
fbem-32347	93	33	landscapes	landscape	NOUN
fbem-32347	93	34	.	.	PUNCT
fbem-32347	94	1	figure	figure	NOUN
fbem-32347	94	2	2	2	NUM
fbem-32347	94	3	.	.	PUNCT
fbem-32347	94	4	ai	ai	NOUN
fbem-32347	94	5	-	-	PUNCT
fbem-32347	94	6	based	base	VERB
fbem-32347	94	7	media	medium	NOUN
fbem-32347	94	8	convergence	convergence	NOUN
fbem-32347	94	9	competitiveness	competitiveness	NOUN
fbem-32347	94	10	evaluation	evaluation	NOUN
fbem-32347	94	11	model	model	NOUN
fbem-32347	94	12	3.6	3.6	NUM
fbem-32347	94	13	.	.	PUNCT
fbem-32347	94	14	related	relate	VERB
fbem-32347	94	15	algorithms	algorithm	NOUN
fbem-32347	94	16	and	and	CCONJ
fbem-32347	94	17	principles	principle	NOUN
fbem-32347	94	18	the	the	DET
fbem-32347	94	19	methodological	methodological	ADJ
fbem-32347	94	20	foundation	foundation	NOUN
fbem-32347	94	21	of	of	ADP
fbem-32347	94	22	this	this	DET
fbem-32347	94	23	evaluation	evaluation	NOUN
fbem-32347	94	24	framework	framework	NOUN
fbem-32347	94	25	is	be	AUX
fbem-32347	94	26	built	build	VERB
fbem-32347	94	27	upon	upon	SCONJ
fbem-32347	94	28	a	a	DET
fbem-32347	94	29	carefully	carefully	ADV
fbem-32347	94	30	selected	select	VERB
fbem-32347	94	31	suite	suite	NOUN
fbem-32347	94	32	of	of	ADP
fbem-32347	94	33	established	establish	VERB
fbem-32347	94	34	algorithms	algorithm	NOUN
fbem-32347	94	35	,	,	PUNCT
fbem-32347	94	36	chosen	choose	VERB
fbem-32347	94	37	to	to	PART
fbem-32347	94	38	ensure	ensure	VERB
fbem-32347	94	39	analytical	analytical	ADJ
fbem-32347	94	40	rigor	rigor	NOUN
fbem-32347	94	41	and	and	CCONJ
fbem-32347	94	42	predictive	predictive	ADJ
fbem-32347	94	43	accuracy	accuracy	NOUN
fbem-32347	94	44	.	.	PUNCT
fbem-32347	95	1	for	for	ADP
fbem-32347	95	2	sentiment	sentiment	NOUN
fbem-32347	95	3	classification	classification	NOUN
fbem-32347	95	4	,	,	PUNCT
fbem-32347	95	5	machine	machine	NOUN
fbem-32347	95	6	learning	learning	NOUN
fbem-32347	95	7	models	model	NOUN
fbem-32347	95	8	including	include	VERB
fbem-32347	95	9	support	support	NOUN
fbem-32347	95	10	vector	vector	NOUN
fbem-32347	95	11	machines	machine	NOUN
fbem-32347	95	12	(	(	PUNCT
fbem-32347	95	13	svm	svm	PROPN
fbem-32347	95	14	)	)	PUNCT
fbem-32347	95	15	and	and	CCONJ
fbem-32347	95	16	random	random	ADJ
fbem-32347	95	17	forest	forest	NOUN
fbem-32347	95	18	were	be	AUX
fbem-32347	95	19	employed	employ	VERB
fbem-32347	95	20	,	,	PUNCT
fbem-32347	95	21	leveraging	leverage	VERB
fbem-32347	95	22	their	their	PRON
fbem-32347	95	23	demonstrated	demonstrate	VERB
fbem-32347	95	24	efficacy	efficacy	NOUN
fbem-32347	95	25	in	in	ADP
fbem-32347	95	26	processing	process	VERB
fbem-32347	95	27	high	high	ADJ
fbem-32347	95	28	-dimensional	-dimensional	ADJ
fbem-32347	95	29	and	and	CCONJ
fbem-32347	95	30	sparse	sparse	ADJ
fbem-32347	95	31	textual	textual	ADJ
fbem-32347	95	32	features	feature	NOUN
fbem-32347	95	33	characteristic	characteristic	ADJ
fbem-32347	95	34	of	of	ADP
fbem-32347	95	35	social	social	ADJ
fbem-32347	95	36	media	medium	NOUN
fbem-32347	95	37	data	datum	NOUN
fbem-32347	95	38	.	.	PUNCT
fbem-32347	96	1	concurrently	concurrently	ADV
fbem-32347	96	2	,	,	PUNCT
fbem-32347	96	3	clustering	cluster	VERB
fbem-32347	96	4	techniques	technique	NOUN
fbem-32347	96	5	such	such	ADJ
fbem-32347	96	6	as	as	ADP
fbem-32347	96	7	k	k	NOUN
fbem-32347	96	8	-	-	PUNCT
fbem-32347	96	9	means	mean	NOUN
fbem-32347	96	10	were	be	AUX
fbem-32347	96	11	utilized	utilize	VERB
fbem-32347	96	12	to	to	PART
fbem-32347	96	13	uncover	uncover	VERB
fbem-32347	96	14	latent	latent	NOUN
fbem-32347	96	15	structures	structure	NOUN
fbem-32347	96	16	within	within	ADP
fbem-32347	96	17	user	user	NOUN
fbem-32347	96	18	comments	comment	NOUN
fbem-32347	96	19	,	,	PUNCT
fbem-32347	96	20	facilitating	facilitate	VERB
fbem-32347	96	21	the	the	DET
fbem-32347	96	22	identification	identification	NOUN
fbem-32347	96	23	of	of	ADP
fbem-32347	96	24	distinct	distinct	ADJ
fbem-32347	96	25	audience	audience	NOUN
fbem-32347	96	26	subgroups	subgroup	NOUN
fbem-32347	96	27	and	and	CCONJ
fbem-32347	96	28	evolving	evolve	VERB
fbem-32347	96	29	thematic	thematic	ADJ
fbem-32347	96	30	patterns	pattern	NOUN
fbem-32347	96	31	in	in	ADP
fbem-32347	96	32	media	medium	NOUN
fbem-32347	96	33	convergence	convergence	NOUN
fbem-32347	96	34	discourse	discourse	NOUN
fbem-32347	96	35	.	.	PUNCT
fbem-32347	97	1	to	to	PART
fbem-32347	97	2	capture	capture	VERB
fbem-32347	97	3	semantic	semantic	ADJ
fbem-32347	97	4	depth	depth	NOUN
fbem-32347	97	5	and	and	CCONJ
fbem-32347	97	6	contextual	contextual	ADJ
fbem-32347	97	7	nuance	nuance	NOUN
fbem-32347	97	8	,	,	PUNCT
fbem-32347	97	9	latent	latent	ADJ
fbem-32347	97	10	dirichlet	dirichlet	PROPN
fbem-32347	97	11	allocation	allocation	NOUN
fbem-32347	97	12	(	(	PUNCT
fbem-32347	97	13	lda	lda	PROPN
fbem-32347	97	14	)	)	PUNCT
fbem-32347	97	15	was	be	AUX
fbem-32347	97	16	applied	apply	VERB
fbem-32347	97	17	for	for	ADP
fbem-32347	97	18	topic	topic	NOUN
fbem-32347	97	19	modeling	modeling	NOUN
fbem-32347	97	20	,	,	PUNCT
fbem-32347	97	21	enabling	enable	VERB
fbem-32347	97	22	the	the	DET
fbem-32347	97	23	extraction	extraction	NOUN
fbem-32347	97	24	of	of	ADP
fbem-32347	97	25	predominant	predominant	ADJ
fbem-32347	97	26	themes	theme	NOUN
fbem-32347	97	27	from	from	ADP
fbem-32347	97	28	user	user	NOUN
fbem-32347	97	29	-	-	PUNCT
fbem-32347	97	30	generated	generate	VERB
fbem-32347	97	31	content	content	NOUN
fbem-32347	97	32	and	and	CCONJ
fbem-32347	97	33	enhancing	enhance	VERB
fbem-32347	97	34	the	the	DET
fbem-32347	97	35	interpretability	interpretability	NOUN
fbem-32347	97	36	of	of	ADP
fbem-32347	97	37	textual	textual	ADJ
fbem-32347	97	38	dynamics	dynamic	NOUN
fbem-32347	97	39	.	.	PUNCT
fbem-32347	98	1	furthermore	furthermore	ADV
fbem-32347	98	2	,	,	PUNCT
fbem-32347	98	3	predictive	predictive	ADJ
fbem-32347	98	4	algorithms	algorithm	NOUN
fbem-32347	98	5	like	like	ADP
fbem-32347	98	6	gradient	gradient	NOUN
fbem-32347	98	7	boosting	boosting	NOUN
fbem-32347	98	8	were	be	AUX
fbem-32347	98	9	incorporated	incorporate	VERB
fbem-32347	98	10	to	to	PART
fbem-32347	98	11	advance	advance	VERB
fbem-32347	98	12	trend	trend	NOUN
fbem-32347	98	13	forecasting	forecasting	NOUN
fbem-32347	98	14	capabilities	capability	NOUN
fbem-32347	98	15	and	and	CCONJ
fbem-32347	98	16	to	to	PART
fbem-32347	98	17	model	model	VERB
fbem-32347	98	18	the	the	DET
fbem-32347	98	19	complex	complex	ADJ
fbem-32347	98	20	,	,	PUNCT
fbem-32347	98	21	non	non	ADJ
fbem-32347	98	22	-	-	ADJ
fbem-32347	98	23	linear	linear	ADJ
fbem-32347	98	24	interactions	interaction	NOUN
fbem-32347	98	25	among	among	ADP
fbem-32347	98	26	competitiveness	competitiveness	NOUN
fbem-32347	98	27	dimensions	dimension	NOUN
fbem-32347	98	28	—	—	PUNCT
fbem-32347	98	29	technological	technological	ADJ
fbem-32347	98	30	innovation	innovation	NOUN
fbem-32347	98	31	,	,	PUNCT
fbem-32347	98	32	content	content	NOUN
fbem-32347	98	33	distribution	distribution	NOUN
fbem-32347	98	34	,	,	PUNCT
fbem-32347	98	35	user	user	NOUN
fbem-32347	98	36	engagement	engagement	NOUN
fbem-32347	98	37	,	,	PUNCT
fbem-32347	98	38	and	and	CCONJ
fbem-32347	98	39	market	market	NOUN
fbem-32347	98	40	adaptability	adaptability	NOUN
fbem-32347	98	41	.	.	PUNCT
fbem-32347	99	1	the	the	DET
fbem-32347	99	2	selection	selection	NOUN
fbem-32347	99	3	of	of	ADP
fbem-32347	99	4	these	these	DET
fbem-32347	99	5	algorithms	algorithm	NOUN
fbem-32347	99	6	is	be	AUX
fbem-32347	99	7	theoretically	theoretically	ADV
fbem-32347	99	8	grounded	ground	VERB
fbem-32347	99	9	in	in	ADP
fbem-32347	99	10	their	their	PRON
fbem-32347	99	11	collective	collective	ADJ
fbem-32347	99	12	capacity	capacity	NOUN
fbem-32347	99	13	to	to	PART
fbem-32347	99	14	address	address	VERB
fbem-32347	99	15	distinctive	distinctive	ADJ
fbem-32347	99	16	challenges	challenge	NOUN
fbem-32347	99	17	of	of	ADP
fbem-32347	99	18	large	large	ADJ
fbem-32347	99	19	-	-	PUNCT
fbem-32347	99	20	scale	scale	NOUN
fbem-32347	99	21	social	social	ADJ
fbem-32347	99	22	media	medium	NOUN
fbem-32347	99	23	analysis	analysis	NOUN
fbem-32347	99	24	,	,	PUNCT
fbem-32347	99	25	including	include	VERB
fbem-32347	99	26	high	high	ADJ
fbem-32347	99	27	dimensionality	dimensionality	NOUN
fbem-32347	99	28	,	,	PUNCT
fbem-32347	99	29	semantic	semantic	ADJ
fbem-32347	99	30	ambiguity	ambiguity	NOUN
fbem-32347	99	31	,	,	PUNCT
fbem-32347	99	32	and	and	CCONJ
fbem-32347	99	33	rapidly	rapidly	ADV
fbem-32347	99	34	shifting	shift	VERB
fbem-32347	99	35	discourse	discourse	NOUN
fbem-32347	99	36	.	.	PUNCT
fbem-32347	100	1	all	all	DET
fbem-32347	100	2	models	model	NOUN
fbem-32347	100	3	were	be	AUX
fbem-32347	100	4	implemented	implement	VERB
fbem-32347	100	5	under	under	ADP
fbem-32347	100	6	stringent	stringent	ADJ
fbem-32347	100	7	validation	validation	NOUN
fbem-32347	100	8	protocols	protocol	NOUN
fbem-32347	100	9	,	,	PUNCT
fbem-32347	100	10	such	such	ADJ
fbem-32347	100	11	as	as	ADP
fbem-32347	100	12	10fold	10fold	NUM
fbem-32347	100	13	cross	cross	NOUN
fbem-32347	100	14	-	-	NOUN
fbem-32347	100	15	validation	validation	ADJ
fbem-32347	100	16	,	,	PUNCT
fbem-32347	100	17	to	to	PART
fbem-32347	100	18	guarantee	guarantee	VERB
fbem-32347	100	19	robustness	robustness	NOUN
fbem-32347	100	20	,	,	PUNCT
fbem-32347	100	21	accuracy	accuracy	NOUN
fbem-32347	100	22	,	,	PUNCT
fbem-32347	100	23	and	and	CCONJ
fbem-32347	100	24	generalizability	generalizability	NOUN
fbem-32347	100	25	.	.	PUNCT
fbem-32347	101	1	in	in	ADP
fbem-32347	101	2	contrast	contrast	NOUN
fbem-32347	101	3	to	to	ADP
fbem-32347	101	4	prior	prior	ADJ
fbem-32347	101	5	studies	study	NOUN
fbem-32347	101	6	that	that	PRON
fbem-32347	101	7	often	often	ADV
fbem-32347	101	8	deploy	deploy	VERB
fbem-32347	101	9	such	such	ADJ
fbem-32347	101	10	algorithms	algorithm	NOUN
fbem-32347	101	11	in	in	ADP
fbem-32347	101	12	isolation	isolation	NOUN
fbem-32347	101	13	,	,	PUNCT
fbem-32347	101	14	this	this	DET
fbem-32347	101	15	research	research	NOUN
fbem-32347	101	16	synthesizes	synthesize	VERB
fbem-32347	101	17	classification	classification	NOUN
fbem-32347	101	18	,	,	PUNCT
fbem-32347	101	19	clustering	clustering	NOUN
fbem-32347	101	20	,	,	PUNCT
fbem-32347	101	21	topic	topic	NOUN
fbem-32347	101	22	modeling	modeling	NOUN
fbem-32347	101	23	,	,	PUNCT
fbem-32347	101	24	and	and	CCONJ
fbem-32347	101	25	predictive	predictive	ADJ
fbem-32347	101	26	analytics	analytic	NOUN
fbem-32347	101	27	within	within	ADP
fbem-32347	101	28	an	an	DET
fbem-32347	101	29	integrated	integrated	ADJ
fbem-32347	101	30	evaluative	evaluative	ADJ
fbem-32347	101	31	architecture	architecture	NOUN
fbem-32347	101	32	.	.	PUNCT
fbem-32347	102	1	this	this	DET
fbem-32347	102	2	holistic	holistic	ADJ
fbem-32347	102	3	approach	approach	NOUN
fbem-32347	102	4	not	not	PART
fbem-32347	102	5	only	only	ADV
fbem-32347	102	6	strengthens	strengthen	VERB
fbem-32347	102	7	methodological	methodological	ADJ
fbem-32347	102	8	soundness	soundness	NOUN
fbem-32347	102	9	but	but	CCONJ
fbem-32347	102	10	also	also	ADV
fbem-32347	102	11	elevates	elevate	VERB
fbem-32347	102	12	the	the	DET
fbem-32347	102	13	precision	precision	NOUN
fbem-32347	102	14	and	and	CCONJ
fbem-32347	102	15	explanatory	explanatory	ADJ
fbem-32347	102	16	power	power	NOUN
fbem-32347	102	17	of	of	ADP
fbem-32347	102	18	media	medium	NOUN
fbem-32347	102	19	convergence	convergence	NOUN
fbem-32347	102	20	competitiveness	competitiveness	NOUN
fbem-32347	102	21	assessment	assessment	NOUN
fbem-32347	102	22	,	,	PUNCT
fbem-32347	102	23	constituting	constitute	VERB
fbem-32347	102	24	a	a	DET
fbem-32347	102	25	substantive	substantive	ADJ
fbem-32347	102	26	contribution	contribution	NOUN
fbem-32347	102	27	to	to	ADP
fbem-32347	102	28	the	the	DET
fbem-32347	102	29	field	field	NOUN
fbem-32347	102	30	.	.	PUNCT
fbem-32347	103	1	103	103	NUM
fbem-32347	103	2	4	4	NUM
fbem-32347	103	3	.	.	PUNCT
fbem-32347	103	4	results	result	VERB
fbem-32347	103	5	this	this	DET
fbem-32347	103	6	section	section	NOUN
fbem-32347	103	7	presents	present	VERB
fbem-32347	103	8	the	the	DET
fbem-32347	103	9	empirical	empirical	ADJ
fbem-32347	103	10	findings	finding	NOUN
fbem-32347	103	11	from	from	ADP
fbem-32347	103	12	the	the	DET
fbem-32347	103	13	analyzed	analyze	VERB
fbem-32347	103	14	youtube	youtube	NOUN
fbem-32347	103	15	dataset	dataset	NOUN
fbem-32347	103	16	(	(	PUNCT
fbem-32347	103	17	january	january	PROPN
fbem-32347	103	18	-june	-june	PROPN
fbem-32347	103	19	2024	2024	NUM
fbem-32347	103	20	)	)	PUNCT
fbem-32347	103	21	,	,	PUNCT
fbem-32347	103	22	evaluating	evaluate	VERB
fbem-32347	103	23	media	medium	NOUN
fbem-32347	103	24	convergence	convergence	NOUN
fbem-32347	103	25	competitiveness	competitiveness	NOUN
fbem-32347	103	26	across	across	ADP
fbem-32347	103	27	four	four	NUM
fbem-32347	103	28	dimensions	dimension	NOUN
fbem-32347	103	29	:	:	PUNCT
fbem-32347	103	30	technological	technological	ADJ
fbem-32347	103	31	innovation	innovation	NOUN
fbem-32347	103	32	,	,	PUNCT
fbem-32347	103	33	content	content	NOUN
fbem-32347	103	34	distribution	distribution	NOUN
fbem-32347	103	35	,	,	PUNCT
fbem-32347	103	36	user	user	NOUN
fbem-32347	103	37	engagement	engagement	NOUN
fbem-32347	103	38	,	,	PUNCT
fbem-32347	103	39	and	and	CCONJ
fbem-32347	103	40	market	market	NOUN
fbem-32347	103	41	adaptability	adaptability	NOUN
fbem-32347	103	42	.	.	PUNCT
fbem-32347	104	1	the	the	DET
fbem-32347	104	2	results	result	NOUN
fbem-32347	104	3	demonstrate	demonstrate	VERB
fbem-32347	104	4	both	both	CCONJ
fbem-32347	104	5	the	the	DET
fbem-32347	104	6	descriptive	descriptive	ADJ
fbem-32347	104	7	characteristics	characteristic	NOUN
fbem-32347	104	8	of	of	ADP
fbem-32347	104	9	the	the	DET
fbem-32347	104	10	data	datum	NOUN
fbem-32347	104	11	and	and	CCONJ
fbem-32347	104	12	the	the	DET
fbem-32347	104	13	performance	performance	NOUN
fbem-32347	104	14	of	of	ADP
fbem-32347	104	15	the	the	DET
fbem-32347	104	16	ai	ai	ADJ
fbem-32347	104	17	-	-	PUNCT
fbem-32347	104	18	driven	drive	VERB
fbem-32347	104	19	evaluation	evaluation	NOUN
fbem-32347	104	20	model	model	NOUN
fbem-32347	104	21	across	across	ADP
fbem-32347	104	22	these	these	DET
fbem-32347	104	23	key	key	ADJ
fbem-32347	104	24	areas	area	NOUN
fbem-32347	104	25	.	.	PUNCT
fbem-32347	105	1	4.1	4.1	NUM
fbem-32347	105	2	.	.	PUNCT
fbem-32347	105	3	overall	overall	ADJ
fbem-32347	105	4	performance	performance	NOUN
fbem-32347	105	5	of	of	ADP
fbem-32347	105	6	the	the	DET
fbem-32347	105	7	framework	framework	NOUN
fbem-32347	105	8	to	to	PART
fbem-32347	105	9	validate	validate	VERB
fbem-32347	105	10	the	the	DET
fbem-32347	105	11	robustness	robustness	NOUN
fbem-32347	105	12	of	of	ADP
fbem-32347	105	13	the	the	DET
fbem-32347	105	14	analytical	analytical	ADJ
fbem-32347	105	15	framework	framework	NOUN
fbem-32347	105	16	,	,	PUNCT
fbem-32347	105	17	this	this	DET
fbem-32347	105	18	study	study	NOUN
fbem-32347	105	19	conducted	conduct	VERB
fbem-32347	105	20	a	a	DET
fbem-32347	105	21	comparative	comparative	ADJ
fbem-32347	105	22	performance	performance	NOUN
fbem-32347	105	23	analysis	analysis	NOUN
fbem-32347	105	24	of	of	ADP
fbem-32347	105	25	multiple	multiple	ADJ
fbem-32347	105	26	machine	machine	NOUN
fbem-32347	105	27	learning	learning	NOUN
fbem-32347	105	28	models	model	NOUN
fbem-32347	105	29	—	—	PUNCT
fbem-32347	105	30	including	include	VERB
fbem-32347	105	31	support	support	NOUN
fbem-32347	105	32	vector	vector	NOUN
fbem-32347	105	33	machine	machine	NOUN
fbem-32347	105	34	(	(	PUNCT
fbem-32347	105	35	svm	svm	PROPN
fbem-32347	105	36	)	)	PUNCT
fbem-32347	105	37	,	,	PUNCT
fbem-32347	105	38	random	random	ADJ
fbem-32347	105	39	forest	forest	NOUN
fbem-32347	105	40	,	,	PUNCT
fbem-32347	105	41	linear	linear	ADJ
fbem-32347	105	42	discriminant	discriminant	ADJ
fbem-32347	105	43	analysis	analysis	NOUN
fbem-32347	105	44	(	(	PUNCT
fbem-32347	105	45	lda	lda	PROPN
fbem-32347	105	46	)	)	PUNCT
fbem-32347	105	47	,	,	PUNCT
fbem-32347	105	48	and	and	CCONJ
fbem-32347	105	49	gradient	gradient	ADJ
fbem-32347	105	50	boosting	boosting	NOUN
fbem-32347	105	51	.	.	PUNCT
fbem-32347	106	1	the	the	DET
fbem-32347	106	2	evaluation	evaluation	NOUN
fbem-32347	106	3	employed	employ	VERB
fbem-32347	106	4	four	four	NUM
fbem-32347	106	5	established	establish	VERB
fbem-32347	106	6	metrics	metric	NOUN
fbem-32347	106	7	:	:	PUNCT
fbem-32347	106	8	accuracy	accuracy	NOUN
fbem-32347	106	9	,	,	PUNCT
fbem-32347	106	10	precision	precision	NOUN
fbem-32347	106	11	,	,	PUNCT
fbem-32347	106	12	recall	recall	NOUN
fbem-32347	106	13	,	,	PUNCT
fbem-32347	106	14	and	and	CCONJ
fbem-32347	106	15	f1	f1	NOUN
fbem-32347	106	16	-	-	PUNCT
fbem-32347	106	17	score	score	NOUN
fbem-32347	106	18	,	,	PUNCT
fbem-32347	106	19	with	with	ADP
fbem-32347	106	20	detailed	detailed	ADJ
fbem-32347	106	21	results	result	NOUN
fbem-32347	106	22	summarized	summarize	VERB
fbem-32347	106	23	in	in	ADP
fbem-32347	106	24	table	table	NOUN
fbem-32347	106	25	2	2	NUM
fbem-32347	106	26	.	.	PUNCT
fbem-32347	106	27	table	table	NOUN
fbem-32347	106	28	2	2	NUM
fbem-32347	106	29	.	.	X
fbem-32347	106	30	sentiment	sentiment	NOUN
fbem-32347	106	31	classification	classification	NOUN
fbem-32347	106	32	performance	performance	NOUN
fbem-32347	106	33	by	by	ADP
fbem-32347	106	34	model	model	NOUN
fbem-32347	106	35	model	model	NOUN
fbem-32347	106	36	accuracy	accuracy	PROPN
fbem-32347	106	37	precision	precision	NOUN
fbem-32347	106	38	recall	recall	VERB
fbem-32347	106	39	f1	f1	NOUN
fbem-32347	106	40	-	-	PUNCT
fbem-32347	106	41	score	score	NOUN
fbem-32347	106	42	svm	svm	NOUN
fbem-32347	106	43	0.82	0.82	NUM
fbem-32347	106	44	0.80	0.80	NUM
fbem-32347	106	45	0.79	0.79	NUM
fbem-32347	106	46	0.79	0.79	NUM
fbem-32347	106	47	random	random	ADJ
fbem-32347	106	48	forest	forest	NOUN
fbem-32347	106	49	0.85	0.85	NUM
fbem-32347	106	50	0.84	0.84	NUM
fbem-32347	106	51	0.83	0.83	NUM
fbem-32347	106	52	0.83	0.83	NUM
fbem-32347	106	53	lda	lda	PROPN
fbem-32347	106	54	0.77	0.77	NUM
fbem-32347	106	55	0.75	0.75	NUM
fbem-32347	106	56	0.73	0.73	NUM
fbem-32347	106	57	0.74	0.74	NUM
fbem-32347	106	58	gradient	gradient	NOUN
fbem-32347	106	59	boosting	boost	VERB
fbem-32347	106	60	0.89	0.89	NUM
fbem-32347	106	61	0.87	0.87	NUM
fbem-32347	106	62	0.88	0.88	NUM
fbem-32347	106	63	0.88	0.88	NUM
fbem-32347	106	64	4.2	4.2	NUM
fbem-32347	106	65	.	.	PUNCT
fbem-32347	107	1	model	model	NOUN
fbem-32347	107	2	evaluation	evaluation	NOUN
fbem-32347	107	3	results	result	VERB
fbem-32347	107	4	the	the	DET
fbem-32347	107	5	media	medium	NOUN
fbem-32347	107	6	convergence	convergence	NOUN
fbem-32347	107	7	competitiveness	competitiveness	NOUN
fbem-32347	107	8	assessment	assessment	NOUN
fbem-32347	107	9	(	(	PUNCT
fbem-32347	107	10	mcca	mcca	NOUN
fbem-32347	107	11	)	)	PUNCT
fbem-32347	107	12	model	model	NOUN
fbem-32347	107	13	was	be	AUX
fbem-32347	107	14	implemented	implement	VERB
fbem-32347	107	15	on	on	ADP
fbem-32347	107	16	the	the	DET
fbem-32347	107	17	processed	process	VERB
fbem-32347	107	18	youtube	youtube	NOUN
fbem-32347	107	19	dataset	dataset	NOUN
fbem-32347	107	20	(	(	PUNCT
fbem-32347	107	21	january	january	PROPN
fbem-32347	107	22	-	-	PUNCT
fbem-32347	107	23	june	june	PROPN
fbem-32347	107	24	2024	2024	NUM
fbem-32347	107	25	)	)	PUNCT
fbem-32347	107	26	to	to	PART
fbem-32347	107	27	evaluate	evaluate	VERB
fbem-32347	107	28	competitiveness	competitiveness	NOUN
fbem-32347	107	29	across	across	ADP
fbem-32347	107	30	four	four	NUM
fbem-32347	107	31	core	core	NOUN
fbem-32347	107	32	dimensions	dimension	NOUN
fbem-32347	107	33	:	:	PUNCT
fbem-32347	107	34	technological	technological	ADJ
fbem-32347	107	35	innovation	innovation	NOUN
fbem-32347	107	36	,	,	PUNCT
fbem-32347	107	37	content	content	NOUN
fbem-32347	107	38	distribution	distribution	NOUN
fbem-32347	107	39	,	,	PUNCT
fbem-32347	107	40	user	user	NOUN
fbem-32347	107	41	engagement	engagement	NOUN
fbem-32347	107	42	,	,	PUNCT
fbem-32347	107	43	and	and	CCONJ
fbem-32347	107	44	market	market	NOUN
fbem-32347	107	45	adaptability	adaptability	NOUN
fbem-32347	107	46	.	.	PUNCT
fbem-32347	108	1	results	result	NOUN
fbem-32347	108	2	indicate	indicate	VERB
fbem-32347	108	3	that	that	SCONJ
fbem-32347	108	4	the	the	DET
fbem-32347	108	5	model	model	NOUN
fbem-32347	108	6	yields	yield	VERB
fbem-32347	108	7	a	a	DET
fbem-32347	108	8	balanced	balanced	ADJ
fbem-32347	108	9	,	,	PUNCT
fbem-32347	108	10	multidimensional	multidimensional	ADJ
fbem-32347	108	11	assessment	assessment	NOUN
fbem-32347	108	12	of	of	ADP
fbem-32347	108	13	competitiveness	competitiveness	NOUN
fbem-32347	108	14	,	,	PUNCT
fbem-32347	108	15	supporting	support	VERB
fbem-32347	108	16	both	both	CCONJ
fbem-32347	108	17	theoretical	theoretical	ADJ
fbem-32347	108	18	verification	verification	NOUN
fbem-32347	108	19	and	and	CCONJ
fbem-32347	108	20	practical	practical	ADJ
fbem-32347	108	21	strategic	strategic	ADJ
fbem-32347	108	22	applications	application	NOUN
fbem-32347	108	23	for	for	ADP
fbem-32347	108	24	media	medium	NOUN
fbem-32347	108	25	enterprises	enterprise	NOUN
fbem-32347	108	26	.	.	PUNCT
fbem-32347	109	1	as	as	SCONJ
fbem-32347	109	2	summarized	summarize	VERB
fbem-32347	109	3	in	in	ADP
fbem-32347	109	4	table	table	NOUN
fbem-32347	109	5	3	3	NUM
fbem-32347	109	6	,	,	PUNCT
fbem-32347	109	7	normalized	normalize	VERB
fbem-32347	109	8	scores	score	NOUN
fbem-32347	109	9	(	(	PUNCT
fbem-32347	109	10	0	0	NUM
fbem-32347	109	11	-	-	SYM
fbem-32347	109	12	1	1	NUM
fbem-32347	109	13	scale	scale	NOUN
fbem-32347	109	14	)	)	PUNCT
fbem-32347	109	15	for	for	SCONJ
fbem-32347	109	16	each	each	DET
fbem-32347	109	17	dimension	dimension	NOUN
fbem-32347	109	18	were	be	AUX
fbem-32347	109	19	obtained	obtain	VERB
fbem-32347	109	20	through	through	ADP
fbem-32347	109	21	systematic	systematic	ADJ
fbem-32347	109	22	feature	feature	NOUN
fbem-32347	109	23	extraction	extraction	NOUN
fbem-32347	109	24	,	,	PUNCT
fbem-32347	109	25	dimensional	dimensional	ADJ
fbem-32347	109	26	weighting	weighting	NOUN
fbem-32347	109	27	,	,	PUNCT
fbem-32347	109	28	and	and	CCONJ
fbem-32347	109	29	algorithmic	algorithmic	ADJ
fbem-32347	109	30	aggregation	aggregation	NOUN
fbem-32347	109	31	within	within	ADP
fbem-32347	109	32	the	the	DET
fbem-32347	109	33	mcca	mcca	NOUN
fbem-32347	109	34	framework	framework	NOUN
fbem-32347	109	35	.	.	PUNCT
fbem-32347	110	1	table	table	NOUN
fbem-32347	110	2	3	3	NUM
fbem-32347	110	3	.	.	PUNCT
fbem-32347	110	4	evaluation	evaluation	NOUN
fbem-32347	110	5	dimensions	dimension	NOUN
fbem-32347	110	6	and	and	CCONJ
fbem-32347	110	7	weighting	weighting	NOUN
fbem-32347	110	8	of	of	ADP
fbem-32347	110	9	media	medium	NOUN
fbem-32347	110	10	convergence	convergence	NOUN
fbem-32347	110	11	competitiveness	competitiveness	NOUN
fbem-32347	110	12	dimension	dimension	NOUN
fbem-32347	110	13	key	key	ADJ
fbem-32347	110	14	indicators	indicator	NOUN
fbem-32347	110	15	normalized	normalize	VERB
fbem-32347	110	16	score	score	NOUN
fbem-32347	110	17	contribution	contribution	NOUN
fbem-32347	110	18	to	to	ADP
fbem-32347	110	19	overall	overall	ADJ
fbem-32347	110	20	competitiveness	competitiveness	NOUN
fbem-32347	110	21	(	(	PUNCT
fbem-32347	110	22	%	%	INTJ
fbem-32347	110	23	)	)	PUNCT
fbem-32347	110	24	dimension	dimension	NOUN
fbem-32347	110	25	technological	technological	ADJ
fbem-32347	110	26	innovation	innovation	NOUN
fbem-32347	110	27	frequency	frequency	NOUN
fbem-32347	110	28	of	of	ADP
fbem-32347	110	29	new	new	ADJ
fbem-32347	110	30	features	feature	NOUN
fbem-32347	110	31	,	,	PUNCT
fbem-32347	110	32	adoption	adoption	NOUN
fbem-32347	110	33	of	of	ADP
fbem-32347	110	34	ai	ai	ADJ
fbem-32347	110	35	tools	tool	NOUN
fbem-32347	110	36	0.78	0.78	NUM
fbem-32347	110	37	28.4	28.4	NUM
fbem-32347	110	38	%	%	NOUN
fbem-32347	110	39	technological	technological	ADJ
fbem-32347	110	40	innovation	innovation	NOUN
fbem-32347	110	41	content	content	NOUN
fbem-32347	110	42	distribution	distribution	NOUN
fbem-32347	110	43	multi	multi	ADJ
fbem-32347	110	44	-	-	ADJ
fbem-32347	110	45	platform	platform	ADJ
fbem-32347	110	46	integration	integration	NOUN
fbem-32347	110	47	,	,	PUNCT
fbem-32347	110	48	algorithmic	algorithmic	ADJ
fbem-32347	110	49	accuracy	accuracy	NOUN
fbem-32347	110	50	0.72	0.72	NUM
fbem-32347	110	51	25.3	25.3	NUM
fbem-32347	110	52	%	%	NOUN
fbem-32347	110	53	content	content	NOUN
fbem-32347	110	54	distribution	distribution	NOUN
fbem-32347	110	55	user	user	NOUN
fbem-32347	110	56	engagement	engagement	NOUN
fbem-32347	110	57	comment	comment	NOUN
fbem-32347	110	58	volume	volume	NOUN
fbem-32347	110	59	,	,	PUNCT
fbem-32347	110	60	interaction	interaction	NOUN
fbem-32347	110	61	depth	depth	NOUN
fbem-32347	110	62	,	,	PUNCT
fbem-32347	110	63	retention	retention	NOUN
fbem-32347	110	64	0.81	0.81	NUM
fbem-32347	110	65	30.6	30.6	NUM
fbem-32347	110	66	%	%	NOUN
fbem-32347	110	67	user	user	NOUN
fbem-32347	110	68	engagement	engagement	NOUN
fbem-32347	110	69	market	market	NOUN
fbem-32347	110	70	adaptability	adaptability	NOUN
fbem-32347	110	71	response	response	NOUN
fbem-32347	110	72	speed	speed	NOUN
fbem-32347	110	73	,	,	PUNCT
fbem-32347	110	74	trend	trend	NOUN
fbem-32347	110	75	sensitivity	sensitivity	NOUN
fbem-32347	110	76	,	,	PUNCT
fbem-32347	110	77	monetization	monetization	NOUN
fbem-32347	110	78	0.69	0.69	NUM
fbem-32347	110	79	15.7	15.7	NUM
fbem-32347	110	80	%	%	NOUN
fbem-32347	110	81	market	market	NOUN
fbem-32347	110	82	adaptability	adaptability	NOUN
fbem-32347	110	83	the	the	DET
fbem-32347	110	84	evaluation	evaluation	NOUN
fbem-32347	110	85	results	result	NOUN
fbem-32347	110	86	reveal	reveal	VERB
fbem-32347	110	87	user	user	NOUN
fbem-32347	110	88	engagement	engagement	NOUN
fbem-32347	110	89	(	(	PUNCT
fbem-32347	110	90	0.81	0.81	NUM
fbem-32347	110	91	)	)	PUNCT
fbem-32347	110	92	as	as	ADP
fbem-32347	110	93	the	the	DET
fbem-32347	110	94	most	most	ADV
fbem-32347	110	95	substantial	substantial	ADJ
fbem-32347	110	96	driver	driver	NOUN
fbem-32347	110	97	of	of	ADP
fbem-32347	110	98	competitiveness	competitiveness	NOUN
fbem-32347	110	99	,	,	PUNCT
fbem-32347	110	100	underscoring	underscore	VERB
fbem-32347	110	101	the	the	DET
fbem-32347	110	102	pivotal	pivotal	ADJ
fbem-32347	110	103	role	role	NOUN
fbem-32347	110	104	of	of	ADP
fbem-32347	110	105	dynamic	dynamic	ADJ
fbem-32347	110	106	user	user	NOUN
fbem-32347	110	107	interaction	interaction	NOUN
fbem-32347	110	108	within	within	ADP
fbem-32347	110	109	the	the	DET
fbem-32347	110	110	digital	digital	ADJ
fbem-32347	110	111	ecosystem	ecosystem	NOUN
fbem-32347	110	112	.	.	PUNCT
fbem-32347	111	1	technological	technological	ADJ
fbem-32347	111	2	innovation	innovation	NOUN
fbem-32347	111	3	(	(	PUNCT
fbem-32347	111	4	0.78	0.78	NUM
fbem-32347	111	5	)	)	PUNCT
fbem-32347	111	6	followed	follow	VERB
fbem-32347	111	7	closely	closely	ADV
fbem-32347	111	8	,	,	PUNCT
fbem-32347	111	9	emphasizing	emphasize	VERB
fbem-32347	111	10	the	the	DET
fbem-32347	111	11	strategic	strategic	ADJ
fbem-32347	111	12	value	value	NOUN
fbem-32347	111	13	of	of	ADP
fbem-32347	111	14	ai	ai	ADJ
fbem-32347	111	15	-	-	PUNCT
fbem-32347	111	16	enabled	enable	VERB
fbem-32347	111	17	tools	tool	NOUN
fbem-32347	111	18	and	and	CCONJ
fbem-32347	111	19	technological	technological	ADJ
fbem-32347	111	20	advancement	advancement	NOUN
fbem-32347	111	21	in	in	ADP
fbem-32347	111	22	media	medium	NOUN
fbem-32347	111	23	operations	operation	NOUN
fbem-32347	111	24	.	.	PUNCT
fbem-32347	112	1	while	while	SCONJ
fbem-32347	112	2	content	content	ADJ
fbem-32347	112	3	distribution	distribution	NOUN
fbem-32347	112	4	(	(	PUNCT
fbem-32347	112	5	0.72	0.72	NUM
fbem-32347	112	6	)	)	PUNCT
fbem-32347	112	7	remains	remain	VERB
fbem-32347	112	8	influential	influential	ADJ
fbem-32347	112	9	,	,	PUNCT
fbem-32347	112	10	its	its	PRON
fbem-32347	112	11	relatively	relatively	ADV
fbem-32347	112	12	lower	low	ADJ
fbem-32347	112	13	score	score	NOUN
fbem-32347	112	14	suggests	suggest	VERB
fbem-32347	112	15	potential	potential	ADJ
fbem-32347	112	16	for	for	ADP
fbem-32347	112	17	optimizing	optimize	VERB
fbem-32347	112	18	algorithmic	algorithmic	ADJ
fbem-32347	112	19	delivery	delivery	NOUN
fbem-32347	112	20	mechanisms	mechanism	NOUN
fbem-32347	112	21	.	.	PUNCT
fbem-32347	113	1	conversely	conversely	ADV
fbem-32347	113	2	,	,	PUNCT
fbem-32347	113	3	market	market	NOUN
fbem-32347	113	4	adaptability	adaptability	NOUN
fbem-32347	113	5	(	(	PUNCT
fbem-32347	113	6	0.69	0.69	NUM
fbem-32347	113	7	)	)	PUNCT
fbem-32347	113	8	registered	register	VERB
fbem-32347	113	9	the	the	DET
fbem-32347	113	10	lowest	low	ADJ
fbem-32347	113	11	performance	performance	NOUN
fbem-32347	113	12	,	,	PUNCT
fbem-32347	113	13	indicating	indicate	VERB
fbem-32347	113	14	persistent	persistent	ADJ
fbem-32347	113	15	challenges	challenge	NOUN
fbem-32347	113	16	in	in	ADP
fbem-32347	113	17	agile	agile	ADJ
fbem-32347	113	18	response	response	NOUN
fbem-32347	113	19	to	to	ADP
fbem-32347	113	20	evolving	evolve	VERB
fbem-32347	113	21	market	market	NOUN
fbem-32347	113	22	demands	demand	NOUN
fbem-32347	113	23	.	.	PUNCT
fbem-32347	114	1	collectively	collectively	ADV
fbem-32347	114	2	,	,	PUNCT
fbem-32347	114	3	these	these	DET
fbem-32347	114	4	findings	finding	NOUN
fbem-32347	114	5	demonstrate	demonstrate	VERB
fbem-32347	114	6	the	the	DET
fbem-32347	114	7	robust	robust	ADJ
fbem-32347	114	8	performance	performance	NOUN
fbem-32347	114	9	of	of	ADP
fbem-32347	114	10	the	the	DET
fbem-32347	114	11	mcca	mcca	NOUN
fbem-32347	114	12	model	model	NOUN
fbem-32347	114	13	,	,	PUNCT
fbem-32347	114	14	with	with	ADP
fbem-32347	114	15	consistent	consistent	ADJ
fbem-32347	114	16	results	result	NOUN
fbem-32347	114	17	across	across	ADP
fbem-32347	114	18	dataset	dataset	ADJ
fbem-32347	114	19	subsamples	subsample	NOUN
fbem-32347	114	20	,	,	PUNCT
fbem-32347	114	21	and	and	CCONJ
fbem-32347	114	22	highlight	highlight	VERB
fbem-32347	114	23	that	that	SCONJ
fbem-32347	114	24	while	while	SCONJ
fbem-32347	114	25	a	a	DET
fbem-32347	114	26	balanced	balanced	ADJ
fbem-32347	114	27	strategy	strategy	NOUN
fbem-32347	114	28	is	be	AUX
fbem-32347	114	29	essential	essential	ADJ
fbem-32347	114	30	for	for	ADP
fbem-32347	114	31	sustainable	sustainable	ADJ
fbem-32347	114	32	competitiveness	competitiveness	NOUN
fbem-32347	114	33	,	,	PUNCT
fbem-32347	114	34	platforms	platform	NOUN
fbem-32347	114	35	excelling	excel	VERB
fbem-32347	114	36	in	in	ADP
fbem-32347	114	37	user	user	NOUN
fbem-32347	114	38	engagement	engagement	NOUN
fbem-32347	114	39	and	and	CCONJ
fbem-32347	114	40	technological	technological	ADJ
fbem-32347	114	41	innovation	innovation	NOUN
fbem-32347	114	42	are	be	AUX
fbem-32347	114	43	distinctly	distinctly	ADV
fbem-32347	114	44	positioned	position	VERB
fbem-32347	114	45	to	to	PART
fbem-32347	114	46	secure	secure	VERB
fbem-32347	114	47	long	long	ADJ
fbem-32347	114	48	-term	-term	NOUN
fbem-32347	114	49	advantages	advantage	NOUN
fbem-32347	114	50	.	.	PUNCT
fbem-32347	115	1	4.3	4.3	NUM
fbem-32347	115	2	.	.	NOUN
fbem-32347	115	3	comparative	comparative	ADJ
fbem-32347	115	4	and	and	CCONJ
fbem-32347	115	5	trend	trend	VERB
fbem-32347	115	6	analysis	analysis	NOUN
fbem-32347	115	7	to	to	PART
fbem-32347	115	8	further	far	ADV
fbem-32347	115	9	validate	validate	VERB
fbem-32347	115	10	the	the	DET
fbem-32347	115	11	robustness	robustness	NOUN
fbem-32347	115	12	of	of	ADP
fbem-32347	115	13	the	the	DET
fbem-32347	115	14	evaluation	evaluation	NOUN
fbem-32347	115	15	framework	framework	NOUN
fbem-32347	115	16	,	,	PUNCT
fbem-32347	115	17	a	a	DET
fbem-32347	115	18	comparative	comparative	ADJ
fbem-32347	115	19	and	and	CCONJ
fbem-32347	115	20	temporal	temporal	ADJ
fbem-32347	115	21	analysis	analysis	NOUN
fbem-32347	115	22	was	be	AUX
fbem-32347	115	23	conducted	conduct	VERB
fbem-32347	115	24	across	across	ADP
fbem-32347	115	25	the	the	DET
fbem-32347	115	26	dimensions	dimension	NOUN
fbem-32347	115	27	of	of	ADP
fbem-32347	115	28	media	medium	NOUN
fbem-32347	115	29	convergence	convergence	NOUN
fbem-32347	115	30	competitiveness	competitiveness	NOUN
fbem-32347	115	31	.	.	PUNCT
fbem-32347	116	1	the	the	DET
fbem-32347	116	2	results	result	NOUN
fbem-32347	116	3	reveal	reveal	VERB
fbem-32347	116	4	that	that	SCONJ
fbem-32347	116	5	technological	technological	ADJ
fbem-32347	116	6	innovation	innovation	NOUN
fbem-32347	116	7	consistently	consistently	ADV
fbem-32347	116	8	outperforms	outperform	VERB
fbem-32347	116	9	other	other	ADJ
fbem-32347	116	10	dimensions	dimension	NOUN
fbem-32347	116	11	,	,	PUNCT
fbem-32347	116	12	demonstrating	demonstrate	VERB
fbem-32347	116	13	a	a	DET
fbem-32347	116	14	marked	mark	VERB
fbem-32347	116	15	upward	upward	ADJ
fbem-32347	116	16	trajectory	trajectory	NOUN
fbem-32347	116	17	from	from	ADP
fbem-32347	116	18	82	82	NUM
fbem-32347	116	19	in	in	ADP
fbem-32347	116	20	january	january	PROPN
fbem-32347	116	21	to	to	ADP
fbem-32347	116	22	94	94	NUM
fbem-32347	116	23	in	in	ADP
fbem-32347	116	24	june	june	PROPN
fbem-32347	116	25	,	,	PUNCT
fbem-32347	116	26	which	which	PRON
fbem-32347	116	27	aligns	align	VERB
fbem-32347	116	28	with	with	ADP
fbem-32347	116	29	the	the	DET
fbem-32347	116	30	accelerated	accelerated	ADJ
fbem-32347	116	31	integration	integration	NOUN
fbem-32347	116	32	of	of	ADP
fbem-32347	116	33	artificial	artificial	ADJ
fbem-32347	116	34	intelligence	intelligence	NOUN
fbem-32347	116	35	,	,	PUNCT
fbem-32347	116	36	big	big	ADJ
fbem-32347	116	37	data	datum	NOUN
fbem-32347	116	38	analytics	analytic	NOUN
fbem-32347	116	39	,	,	PUNCT
fbem-32347	116	40	and	and	CCONJ
fbem-32347	116	41	recommendation	recommendation	NOUN
fbem-32347	116	42	algorithms	algorithm	NOUN
fbem-32347	116	43	within	within	ADP
fbem-32347	116	44	youtube	youtube	NOUN
fbem-32347	116	45	's	's	PART
fbem-32347	116	46	ecosystem	ecosystem	NOUN
fbem-32347	116	47	.	.	PUNCT
fbem-32347	117	1	in	in	ADP
fbem-32347	117	2	contrast	contrast	NOUN
fbem-32347	117	3	,	,	PUNCT
fbem-32347	117	4	user	user	NOUN
fbem-32347	117	5	engagement	engagement	NOUN
fbem-32347	117	6	exhibited	exhibit	VERB
fbem-32347	117	7	significant	significant	ADJ
fbem-32347	117	8	volatility	volatility	NOUN
fbem-32347	117	9	,	,	PUNCT
fbem-32347	117	10	declining	decline	VERB
fbem-32347	117	11	sharply	sharply	ADV
fbem-32347	117	12	to	to	ADP
fbem-32347	117	13	70	70	NUM
fbem-32347	117	14	in	in	ADP
fbem-32347	117	15	march	march	PROPN
fbem-32347	117	16	before	before	ADP
fbem-32347	117	17	recovering	recover	VERB
fbem-32347	117	18	to	to	ADP
fbem-32347	117	19	85	85	NUM
fbem-32347	117	20	in	in	ADP
fbem-32347	117	21	april	april	PROPN
fbem-32347	117	22	,	,	PUNCT
fbem-32347	117	23	indicating	indicate	VERB
fbem-32347	117	24	its	its	PRON
fbem-32347	117	25	heightened	heighten	VERB
fbem-32347	117	26	sensitivity	sensitivity	NOUN
fbem-32347	117	27	to	to	ADP
fbem-32347	117	28	external	external	ADJ
fbem-32347	117	29	events	event	NOUN
fbem-32347	117	30	and	and	CCONJ
fbem-32347	117	31	content	content	NOUN
fbem-32347	117	32	dynamics	dynamic	NOUN
fbem-32347	117	33	.	.	PUNCT
fbem-32347	118	1	content	content	ADJ
fbem-32347	118	2	distribution	distribution	NOUN
fbem-32347	118	3	demonstrated	demonstrate	VERB
fbem-32347	118	4	steady	steady	ADJ
fbem-32347	118	5	growth	growth	NOUN
fbem-32347	118	6	from	from	ADP
fbem-32347	118	7	70	70	NUM
fbem-32347	118	8	to	to	PART
fbem-32347	118	9	83	83	NUM
fbem-32347	118	10	,	,	PUNCT
fbem-32347	118	11	reflecting	reflect	VERB
fbem-32347	118	12	continuous	continuous	ADJ
fbem-32347	118	13	improvements	improvement	NOUN
fbem-32347	118	14	in	in	ADP
fbem-32347	118	15	channel	channel	NOUN
fbem-32347	118	16	diversification	diversification	NOUN
fbem-32347	118	17	and	and	CCONJ
fbem-32347	118	18	recommendation	recommendation	NOUN
fbem-32347	118	19	personalization	personalization	NOUN
fbem-32347	118	20	.	.	PUNCT
fbem-32347	119	1	meanwhile	meanwhile	ADV
fbem-32347	119	2	,	,	PUNCT
fbem-32347	119	3	market	market	NOUN
fbem-32347	119	4	adaptability	adaptability	NOUN
fbem-32347	119	5	recorded	record	VERB
fbem-32347	119	6	only	only	ADV
fbem-32347	119	7	marginal	marginal	ADJ
fbem-32347	119	8	improvement	improvement	NOUN
fbem-32347	119	9	from	from	ADP
fbem-32347	119	10	68	68	NUM
fbem-32347	119	11	to	to	PART
fbem-32347	119	12	74	74	NUM
fbem-32347	119	13	,	,	PUNCT
fbem-32347	119	14	remaining	remain	VERB
fbem-32347	119	15	the	the	DET
fbem-32347	119	16	lowest	low	ADJ
fbem-32347	119	17	-performing	-performing	ADJ
fbem-32347	119	18	dimension	dimension	NOUN
fbem-32347	119	19	and	and	CCONJ
fbem-32347	119	20	underscoring	underscore	VERB
fbem-32347	119	21	persistent	persistent	ADJ
fbem-32347	119	22	challenges	challenge	NOUN
fbem-32347	119	23	in	in	ADP
fbem-32347	119	24	responding	respond	VERB
fbem-32347	119	25	to	to	ADP
fbem-32347	119	26	evolving	evolve	VERB
fbem-32347	119	27	competitive	competitive	ADJ
fbem-32347	119	28	pressures	pressure	NOUN
fbem-32347	119	29	and	and	CCONJ
fbem-32347	119	30	consumer	consumer	NOUN
fbem-32347	119	31	preferences	preference	NOUN
fbem-32347	119	32	.	.	PUNCT
fbem-32347	120	1	as	as	SCONJ
fbem-32347	120	2	illustrated	illustrate	VERB
fbem-32347	120	3	in	in	ADP
fbem-32347	120	4	figure	figure	NOUN
fbem-32347	120	5	3	3	NUM
fbem-32347	120	6	,	,	PUNCT
fbem-32347	120	7	these	these	DET
fbem-32347	120	8	patterns	pattern	NOUN
fbem-32347	120	9	not	not	PART
fbem-32347	120	10	only	only	ADV
fbem-32347	120	11	confirm	confirm	VERB
fbem-32347	120	12	the	the	DET
fbem-32347	120	13	structural	structural	ADJ
fbem-32347	120	14	differentiation	differentiation	NOUN
fbem-32347	120	15	among	among	ADP
fbem-32347	120	16	dimensions	dimension	NOUN
fbem-32347	120	17	but	but	CCONJ
fbem-32347	120	18	also	also	ADV
fbem-32347	120	19	highlight	highlight	VERB
fbem-32347	120	20	technological	technological	ADJ
fbem-32347	120	21	innovation	innovation	NOUN
fbem-32347	120	22	as	as	ADP
fbem-32347	120	23	the	the	DET
fbem-32347	120	24	primary	primary	ADJ
fbem-32347	120	25	driver	driver	NOUN
fbem-32347	120	26	of	of	ADP
fbem-32347	120	27	competitiveness	competitiveness	NOUN
fbem-32347	120	28	,	,	PUNCT
fbem-32347	120	29	while	while	SCONJ
fbem-32347	120	30	revealing	reveal	VERB
fbem-32347	120	31	critical	critical	ADJ
fbem-32347	120	32	vulnerabilities	vulnerability	NOUN
fbem-32347	120	33	in	in	ADP
fbem-32347	120	34	maintaining	maintain	VERB
fbem-32347	120	35	engagement	engagement	NOUN
fbem-32347	120	36	stability	stability	NOUN
fbem-32347	120	37	and	and	CCONJ
fbem-32347	120	38	market	market	NOUN
fbem-32347	120	39	responsiveness	responsiveness	NOUN
fbem-32347	120	40	.	.	PUNCT
fbem-32347	121	1	104	104	NUM
fbem-32347	121	2	figure	figure	NOUN
fbem-32347	121	3	3	3	NUM
fbem-32347	121	4	.	.	PUNCT
fbem-32347	121	5	temporal	temporal	ADJ
fbem-32347	121	6	evolution	evolution	NOUN
fbem-32347	121	7	of	of	ADP
fbem-32347	121	8	media	medium	NOUN
fbem-32347	121	9	convergence	convergence	NOUN
fbem-32347	121	10	competitiveness	competitiveness	NOUN
fbem-32347	121	11	(	(	PUNCT
fbem-32347	121	12	january	january	PROPN
fbem-32347	121	13	–	–	PUNCT
fbem-32347	121	14	june	june	PROPN
fbem-32347	121	15	2024	2024	NUM
fbem-32347	121	16	)	)	PUNCT
fbem-32347	121	17	5	5	NUM
fbem-32347	121	18	.	.	X
fbem-32347	121	19	discussion	discussion	NOUN
fbem-32347	121	20	,	,	PUNCT
fbem-32347	121	21	conclusions	conclusion	NOUN
fbem-32347	121	22	and	and	CCONJ
fbem-32347	121	23	recommendations	recommendation	NOUN
fbem-32347	121	24	5.1	5.1	NUM
fbem-32347	121	25	.	.	PUNCT
fbem-32347	122	1	discussion	discussion	NOUN
fbem-32347	122	2	and	and	CCONJ
fbem-32347	122	3	fundings	funding	NOUN
fbem-32347	122	4	the	the	DET
fbem-32347	122	5	empirical	empirical	ADJ
fbem-32347	122	6	results	result	NOUN
fbem-32347	122	7	substantiate	substantiate	VERB
fbem-32347	122	8	the	the	DET
fbem-32347	122	9	efficacy	efficacy	NOUN
fbem-32347	122	10	of	of	ADP
fbem-32347	122	11	artificial	artificial	ADJ
fbem-32347	122	12	intelligence	intelligence	NOUN
fbem-32347	122	13	in	in	ADP
fbem-32347	122	14	redefining	redefine	VERB
fbem-32347	122	15	media	medium	NOUN
fbem-32347	122	16	convergence	convergence	NOUN
fbem-32347	122	17	competitiveness	competitiveness	NOUN
fbem-32347	122	18	assessment	assessment	NOUN
fbem-32347	122	19	.	.	PUNCT
fbem-32347	123	1	by	by	ADP
fbem-32347	123	2	implementing	implement	VERB
fbem-32347	123	3	machine	machine	NOUN
fbem-32347	123	4	learning	learning	NOUN
fbem-32347	123	5	models	model	NOUN
fbem-32347	123	6	on	on	ADP
fbem-32347	123	7	large	large	ADJ
fbem-32347	123	8	-	-	PUNCT
fbem-32347	123	9	scale	scale	NOUN
fbem-32347	123	10	youtube	youtube	NOUN
fbem-32347	123	11	commentary	commentary	NOUN
fbem-32347	123	12	,	,	PUNCT
fbem-32347	123	13	this	this	DET
fbem-32347	123	14	study	study	NOUN
fbem-32347	123	15	demonstrates	demonstrate	VERB
fbem-32347	123	16	that	that	SCONJ
fbem-32347	123	17	computational	computational	ADJ
fbem-32347	123	18	approaches	approach	NOUN
fbem-32347	123	19	capture	capture	VERB
fbem-32347	123	20	nuanced	nuanced	ADJ
fbem-32347	123	21	user	user	NOUN
fbem-32347	123	22	perceptions	perception	NOUN
fbem-32347	123	23	and	and	CCONJ
fbem-32347	123	24	temporal	temporal	ADJ
fbem-32347	123	25	sentiment	sentiment	NOUN
fbem-32347	123	26	evolution	evolution	NOUN
fbem-32347	123	27	with	with	ADP
fbem-32347	123	28	a	a	DET
fbem-32347	123	29	precision	precision	NOUN
fbem-32347	123	30	unattainable	unattainable	ADJ
fbem-32347	123	31	through	through	ADP
fbem-32347	123	32	traditional	traditional	ADJ
fbem-32347	123	33	evaluation	evaluation	NOUN
fbem-32347	123	34	paradigms	paradigm	NOUN
fbem-32347	123	35	.	.	PUNCT
fbem-32347	124	1	notably	notably	ADV
fbem-32347	124	2	,	,	PUNCT
fbem-32347	124	3	technological	technological	ADJ
fbem-32347	124	4	innovation	innovation	NOUN
fbem-32347	124	5	and	and	CCONJ
fbem-32347	124	6	content	content	NOUN
fbem-32347	124	7	distribution	distribution	NOUN
fbem-32347	124	8	exhibited	exhibit	VERB
fbem-32347	124	9	stable	stable	ADJ
fbem-32347	124	10	growth	growth	NOUN
fbem-32347	124	11	trajectories	trajectory	NOUN
fbem-32347	124	12	,	,	PUNCT
fbem-32347	124	13	affirming	affirm	VERB
fbem-32347	124	14	their	their	PRON
fbem-32347	124	15	foundational	foundational	ADJ
fbem-32347	124	16	role	role	NOUN
fbem-32347	124	17	in	in	ADP
fbem-32347	124	18	competitiveness	competitiveness	NOUN
fbem-32347	124	19	.	.	PUNCT
fbem-32347	125	1	in	in	ADP
fbem-32347	125	2	contrast	contrast	NOUN
fbem-32347	125	3	,	,	PUNCT
fbem-32347	125	4	user	user	NOUN
fbem-32347	125	5	engagement	engagement	NOUN
fbem-32347	125	6	and	and	CCONJ
fbem-32347	125	7	market	market	NOUN
fbem-32347	125	8	adaptability	adaptability	NOUN
fbem-32347	125	9	displayed	display	VERB
fbem-32347	125	10	significant	significant	ADJ
fbem-32347	125	11	volatility	volatility	NOUN
fbem-32347	125	12	,	,	PUNCT
fbem-32347	125	13	influenced	influence	VERB
fbem-32347	125	14	by	by	ADP
fbem-32347	125	15	exogenous	exogenous	ADJ
fbem-32347	125	16	events	event	NOUN
fbem-32347	125	17	and	and	CCONJ
fbem-32347	125	18	cultural	cultural	ADJ
fbem-32347	125	19	dynamics	dynamic	NOUN
fbem-32347	125	20	.	.	PUNCT
fbem-32347	126	1	this	this	DET
fbem-32347	126	2	divergence	divergence	NOUN
fbem-32347	126	3	suggests	suggest	VERB
fbem-32347	126	4	that	that	SCONJ
fbem-32347	126	5	sustainable	sustainable	ADJ
fbem-32347	126	6	competitiveness	competitiveness	NOUN
fbem-32347	126	7	requires	require	VERB
fbem-32347	126	8	not	not	PART
fbem-32347	126	9	only	only	ADV
fbem-32347	126	10	technological	technological	ADJ
fbem-32347	126	11	infrastructure	infrastructure	NOUN
fbem-32347	126	12	but	but	CCONJ
fbem-32347	126	13	also	also	ADV
fbem-32347	126	14	strategic	strategic	ADJ
fbem-32347	126	15	sensitivity	sensitivity	NOUN
fbem-32347	126	16	to	to	ADP
fbem-32347	126	17	the	the	DET
fbem-32347	126	18	affective	affective	ADJ
fbem-32347	126	19	rhythms	rhythm	NOUN
fbem-32347	126	20	of	of	ADP
fbem-32347	126	21	digital	digital	ADJ
fbem-32347	126	22	audiences	audience	NOUN
fbem-32347	126	23	.	.	PUNCT
fbem-32347	127	1	the	the	DET
fbem-32347	127	2	findings	finding	NOUN
fbem-32347	127	3	further	far	ADV
fbem-32347	127	4	reveal	reveal	VERB
fbem-32347	127	5	that	that	PRON
fbem-32347	127	6	sentiment	sentiment	NOUN
fbem-32347	127	7	volatility	volatility	NOUN
fbem-32347	127	8	serves	serve	VERB
fbem-32347	127	9	as	as	ADP
fbem-32347	127	10	a	a	DET
fbem-32347	127	11	leading	lead	VERB
fbem-32347	127	12	indicator	indicator	NOUN
fbem-32347	127	13	of	of	ADP
fbem-32347	127	14	perceptual	perceptual	ADJ
fbem-32347	127	15	trust	trust	NOUN
fbem-32347	127	16	and	and	CCONJ
fbem-32347	127	17	platform	platform	NOUN
fbem-32347	127	18	loyalty	loyalty	NOUN
fbem-32347	127	19	,	,	PUNCT
fbem-32347	127	20	underscoring	underscore	VERB
fbem-32347	127	21	the	the	DET
fbem-32347	127	22	necessity	necessity	NOUN
fbem-32347	127	23	of	of	ADP
fbem-32347	127	24	continuous	continuous	ADJ
fbem-32347	127	25	emotional	emotional	ADJ
fbem-32347	127	26	auditing	auditing	NOUN
fbem-32347	127	27	in	in	ADP
fbem-32347	127	28	media	medium	NOUN
fbem-32347	127	29	strategy	strategy	NOUN
fbem-32347	127	30	formulation	formulation	NOUN
fbem-32347	127	31	.	.	PUNCT
fbem-32347	128	1	5.2	5.2	NUM
fbem-32347	128	2	.	.	PUNCT
fbem-32347	129	1	theoretical	theoretical	ADJ
fbem-32347	129	2	and	and	CCONJ
fbem-32347	129	3	practical	practical	ADJ
fbem-32347	129	4	implications	implication	NOUN
fbem-32347	129	5	theoretically	theoretically	ADV
fbem-32347	129	6	,	,	PUNCT
fbem-32347	129	7	this	this	DET
fbem-32347	129	8	research	research	NOUN
fbem-32347	129	9	contributes	contribute	VERB
fbem-32347	129	10	to	to	ADP
fbem-32347	129	11	media	medium	NOUN
fbem-32347	129	12	convergence	convergence	NOUN
fbem-32347	129	13	literature	literature	NOUN
fbem-32347	129	14	by	by	ADP
fbem-32347	129	15	introducing	introduce	VERB
fbem-32347	129	16	a	a	DET
fbem-32347	129	17	computational	computational	ADJ
fbem-32347	129	18	framework	framework	NOUN
fbem-32347	129	19	that	that	PRON
fbem-32347	129	20	integrates	integrate	VERB
fbem-32347	129	21	technological	technological	ADJ
fbem-32347	129	22	,	,	PUNCT
fbem-32347	129	23	content	content	NOUN
fbem-32347	129	24	,	,	PUNCT
fbem-32347	129	25	user	user	NOUN
fbem-32347	129	26	,	,	PUNCT
fbem-32347	129	27	and	and	CCONJ
fbem-32347	129	28	market	market	NOUN
fbem-32347	129	29	dimensions	dimension	NOUN
fbem-32347	129	30	into	into	ADP
fbem-32347	129	31	a	a	DET
fbem-32347	129	32	dynamic	dynamic	ADJ
fbem-32347	129	33	assessment	assessment	NOUN
fbem-32347	129	34	model	model	NOUN
fbem-32347	129	35	.	.	PUNCT
fbem-32347	130	1	it	it	PRON
fbem-32347	130	2	advances	advance	VERB
fbem-32347	130	3	the	the	DET
fbem-32347	130	4	conceptualization	conceptualization	NOUN
fbem-32347	130	5	of	of	ADP
fbem-32347	130	6	comp	comp	NOUN
fbem-32347	130	7	etitiveness	etitiveness	NOUN
fbem-32347	130	8	from	from	ADP
fbem-32347	130	9	a	a	DET
fbem-32347	130	10	static	static	ADJ
fbem-32347	130	11	,	,	PUNCT
fbem-32347	130	12	resource	resource	NOUN
fbem-32347	130	13	-	-	PUNCT
fbem-32347	130	14	based	base	VERB
fbem-32347	130	15	construct	construct	NOUN
fbem-32347	130	16	to	to	ADP
fbem-32347	130	17	a	a	DET
fbem-32347	130	18	processual	processual	ADJ
fbem-32347	130	19	phenomenon	phenomenon	NOUN
fbem-32347	130	20	shaped	shape	VERB
fbem-32347	130	21	by	by	ADP
fbem-32347	130	22	real	real	ADJ
fbem-32347	130	23	-	-	PUNCT
fbem-32347	130	24	time	time	NOUN
fbem-32347	130	25	audience	audience	NOUN
fbem-32347	130	26	affect	affect	VERB
fbem-32347	130	27	.	.	PUNCT
fbem-32347	131	1	moreover	moreover	ADV
fbem-32347	131	2	,	,	PUNCT
fbem-32347	131	3	the	the	DET
fbem-32347	131	4	study	study	NOUN
fbem-32347	131	5	establishes	establish	VERB
fbem-32347	131	6	sentiment	sentiment	NOUN
fbem-32347	131	7	analysis	analysis	NOUN
fbem-32347	131	8	as	as	ADP
fbem-32347	131	9	a	a	DET
fbem-32347	131	10	substantive	substantive	ADJ
fbem-32347	131	11	analytical	analytical	ADJ
fbem-32347	131	12	tool	tool	NOUN
fbem-32347	131	13	for	for	ADP
fbem-32347	131	14	competitiveness	competitiveness	NOUN
fbem-32347	131	15	research	research	NOUN
fbem-32347	131	16	,	,	PUNCT
fbem-32347	131	17	bridging	bridge	VERB
fbem-32347	131	18	computational	computational	ADJ
fbem-32347	131	19	linguistics	linguistic	NOUN
fbem-32347	131	20	with	with	ADP
fbem-32347	131	21	media	medium	NOUN
fbem-32347	131	22	economics	economic	NOUN
fbem-32347	131	23	.	.	PUNCT
fbem-32347	132	1	practically	practically	ADV
fbem-32347	132	2	,	,	PUNCT
fbem-32347	132	3	the	the	DET
fbem-32347	132	4	proposed	propose	VERB
fbem-32347	132	5	framework	framework	NOUN
fbem-32347	132	6	offers	offer	VERB
fbem-32347	132	7	media	medium	NOUN
fbem-32347	132	8	organizations	organization	NOUN
fbem-32347	132	9	a	a	DET
fbem-32347	132	10	scalable	scalable	ADJ
fbem-32347	132	11	system	system	NOUN
fbem-32347	132	12	for	for	ADP
fbem-32347	132	13	monitoring	monitor	VERB
fbem-32347	132	14	competitive	competitive	ADJ
fbem-32347	132	15	positioning	positioning	NOUN
fbem-32347	132	16	and	and	CCONJ
fbem-32347	132	17	anticipating	anticipate	VERB
fbem-32347	132	18	market	market	NOUN
fbem-32347	132	19	shifts	shift	NOUN
fbem-32347	132	20	.	.	PUNCT
fbem-32347	133	1	the	the	DET
fbem-32347	133	2	integration	integration	NOUN
fbem-32347	133	3	of	of	ADP
fbem-32347	133	4	ai	ai	ADJ
fbem-32347	133	5	-	-	PUNCT
fbem-32347	133	6	driven	drive	VERB
fbem-32347	133	7	sentiment	sentiment	NOUN
fbem-32347	133	8	tracking	track	VERB
fbem-32347	133	9	enables	enable	VERB
fbem-32347	133	10	proactive	proactive	ADJ
fbem-32347	133	11	reputation	reputation	NOUN
fbem-32347	133	12	management	management	NOUN
fbem-32347	133	13	and	and	CCONJ
fbem-32347	133	14	content	content	NOUN
fbem-32347	133	15	strategy	strategy	NOUN
fbem-32347	133	16	optimization	optimization	NOUN
fbem-32347	133	17	.	.	PUNCT
fbem-32347	134	1	for	for	ADP
fbem-32347	134	2	policymakers	policymaker	NOUN
fbem-32347	134	3	,	,	PUNCT
fbem-32347	134	4	the	the	DET
fbem-32347	134	5	model	model	NOUN
fbem-32347	134	6	provides	provide	VERB
fbem-32347	134	7	an	an	DET
fbem-32347	134	8	evidence	evidence	NOUN
fbem-32347	134	9	-based	-base	VERB
fbem-32347	134	10	instrument	instrument	NOUN
fbem-32347	134	11	for	for	ADP
fbem-32347	134	12	evaluating	evaluate	VERB
fbem-32347	134	13	platform	platform	NOUN
fbem-32347	134	14	governance	governance	NOUN
fbem-32347	134	15	and	and	CCONJ
fbem-32347	134	16	designing	designing	NOUN
fbem-32347	134	17	regulations	regulation	NOUN
fbem-32347	134	18	that	that	PRON
fbem-32347	134	19	foster	foster	VERB
fbem-32347	134	20	equitable	equitable	ADJ
fbem-32347	134	21	competition	competition	NOUN
fbem-32347	134	22	.	.	PUNCT
fbem-32347	135	1	the	the	DET
fbem-32347	135	2	framework	framework	NOUN
fbem-32347	135	3	’s	’s	PART
fbem-32347	135	4	modular	modular	ADJ
fbem-32347	135	5	architecture	architecture	NOUN
fbem-32347	135	6	also	also	ADV
fbem-32347	135	7	permits	permit	VERB
fbem-32347	135	8	adaptation	adaptation	NOUN
fbem-32347	135	9	across	across	ADP
fbem-32347	135	10	diverse	diverse	ADJ
fbem-32347	135	11	media	medium	NOUN
fbem-32347	135	12	ecosystems	ecosystem	NOUN
fbem-32347	135	13	,	,	PUNCT
fbem-32347	135	14	enhancing	enhance	VERB
fbem-32347	135	15	its	its	PRON
fbem-32347	135	16	utility	utility	NOUN
fbem-32347	135	17	in	in	ADP
fbem-32347	135	18	global	global	ADJ
fbem-32347	135	19	contexts	contexts	NOUN
fbem-32347	135	20	.	.	PUNCT
fbem-32347	136	1	5.3	5.3	NUM
fbem-32347	136	2	.	.	PUNCT
fbem-32347	136	3	conclusions	conclusion	NOUN
fbem-32347	136	4	and	and	CCONJ
fbem-32347	136	5	recommendations	recommendation	NOUN
fbem-32347	136	6	this	this	DET
fbem-32347	136	7	study	study	NOUN
fbem-32347	136	8	has	have	AUX
fbem-32347	136	9	developed	develop	VERB
fbem-32347	136	10	and	and	CCONJ
fbem-32347	136	11	validated	validate	VERB
fbem-32347	136	12	an	an	DET
fbem-32347	136	13	ai	ai	NOUN
fbem-32347	136	14	-	-	PUNCT
fbem-32347	136	15	driven	drive	VERB
fbem-32347	136	16	framework	framework	NOUN
fbem-32347	136	17	for	for	ADP
fbem-32347	136	18	assessing	assess	VERB
fbem-32347	136	19	media	medium	NOUN
fbem-32347	136	20	convergence	convergence	NOUN
fbem-32347	136	21	competitiveness	competitiveness	NOUN
fbem-32347	136	22	,	,	PUNCT
fbem-32347	136	23	demonstrating	demonstrate	VERB
fbem-32347	136	24	its	its	PRON
fbem-32347	136	25	superiority	superiority	NOUN
fbem-32347	136	26	over	over	ADP
fbem-32347	136	27	conventional	conventional	ADJ
fbem-32347	136	28	methods	method	NOUN
fbem-32347	136	29	in	in	ADP
fbem-32347	136	30	accuracy	accuracy	NOUN
fbem-32347	136	31	,	,	PUNCT
fbem-32347	136	32	scalability	scalability	NOUN
fbem-32347	136	33	,	,	PUNCT
fbem-32347	136	34	and	and	CCONJ
fbem-32347	136	35	predictive	predictive	ADJ
fbem-32347	136	36	capability	capability	NOUN
fbem-32347	136	37	.	.	PUNCT
fbem-32347	137	1	the	the	DET
fbem-32347	137	2	research	research	NOUN
fbem-32347	137	3	confirms	confirm	VERB
fbem-32347	137	4	the	the	DET
fbem-32347	137	5	central	central	ADJ
fbem-32347	137	6	role	role	NOUN
fbem-32347	137	7	of	of	ADP
fbem-32347	137	8	technological	technological	ADJ
fbem-32347	137	9	innovation	innovation	NOUN
fbem-32347	137	10	and	and	CCONJ
fbem-32347	137	11	content	content	NOUN
fbem-32347	137	12	distribution	distribution	NOUN
fbem-32347	137	13	while	while	SCONJ
fbem-32347	137	14	highlighting	highlight	VERB
fbem-32347	137	15	the	the	DET
fbem-32347	137	16	critical	critical	ADJ
fbem-32347	137	17	influence	influence	NOUN
fbem-32347	137	18	of	of	ADP
fbem-32347	137	19	engagement	engagement	NOUN
fbem-32347	137	20	volatility	volatility	NOUN
fbem-32347	137	21	and	and	CCONJ
fbem-32347	137	22	adaptive	adaptive	ADJ
fbem-32347	137	23	capacity	capacity	NOUN
fbem-32347	137	24	on	on	ADP
fbem-32347	137	25	competitive	competitive	ADJ
fbem-32347	137	26	sustainability	sustainability	NOUN
fbem-32347	137	27	.	.	PUNCT
fbem-32347	138	1	future	future	ADJ
fbem-32347	138	2	studies	study	NOUN
fbem-32347	138	3	should	should	AUX
fbem-32347	138	4	address	address	VERB
fbem-32347	138	5	several	several	ADJ
fbem-32347	138	6	promising	promising	ADJ
fbem-32347	138	7	directions	direction	NOUN
fbem-32347	138	8	.	.	PUNCT
fbem-32347	139	1	first	first	ADV
fbem-32347	139	2	,	,	PUNCT
fbem-32347	139	3	expanding	expand	VERB
fbem-32347	139	4	the	the	DET
fbem-32347	139	5	temporal	temporal	ADJ
fbem-32347	139	6	and	and	CCONJ
fbem-32347	139	7	platform	platform	NOUN
fbem-32347	139	8	scope	scope	NOUN
fbem-32347	139	9	—	—	PUNCT
fbem-32347	139	10	incorporating	incorporate	VERB
fbem-32347	139	11	data	datum	NOUN
fbem-32347	139	12	from	from	ADP
fbem-32347	139	13	tiktok	tiktok	ADJ
fbem-32347	139	14	,	,	PUNCT
fbem-32347	139	15	bilibili	bilibili	ADJ
fbem-32347	139	16	,	,	PUNCT
fbem-32347	139	17	or	or	CCONJ
fbem-32347	139	18	x	x	X
fbem-32347	139	19	(	(	PUNCT
fbem-32347	139	20	twitter	twitter	NOUN
fbem-32347	139	21	)	)	PUNCT
fbem-32347	139	22	—	—	PUNCT
fbem-32347	139	23	would	would	AUX
fbem-32347	139	24	enhance	enhance	VERB
fbem-32347	139	25	the	the	DET
fbem-32347	139	26	model	model	NOUN
fbem-32347	139	27	’s	’s	PART
fbem-32347	139	28	generalizability	generalizability	NOUN
fbem-32347	139	29	.	.	PUNCT
fbem-32347	140	1	second	second	ADJ
fbem-32347	140	2	,	,	PUNCT
fbem-32347	140	3	integrating	integrate	VERB
fbem-32347	140	4	multimodal	multimodal	NOUN
fbem-32347	140	5	analysis	analysis	NOUN
fbem-32347	140	6	(	(	PUNCT
fbem-32347	140	7	video	video	NOUN
fbem-32347	140	8	thumbnails	thumbnail	NOUN
fbem-32347	140	9	,	,	PUNCT
fbem-32347	140	10	audio	audio	ADJ
fbem-32347	140	11	sentiment	sentiment	NOUN
fbem-32347	140	12	,	,	PUNCT
fbem-32347	140	13	and	and	CCONJ
fbem-32347	140	14	user	user	NOUN
fbem-32347	140	15	behavior	behavior	NOUN
fbem-32347	140	16	metrics	metric	NOUN
fbem-32347	140	17	)	)	PUNCT
fbem-32347	140	18	could	could	AUX
fbem-32347	140	19	yield	yield	VERB
fbem-32347	140	20	a	a	DET
fbem-32347	140	21	more	more	ADV
fbem-32347	140	22	holistic	holistic	ADJ
fbem-32347	140	23	understanding	understanding	NOUN
fbem-32347	140	24	of	of	ADP
fbem-32347	140	25	audience	audience	NOUN
fbem-32347	140	26	engagement	engagement	NOUN
fbem-32347	140	27	.	.	PUNCT
fbem-32347	141	1	finally	finally	ADV
fbem-32347	141	2	,	,	PUNCT
fbem-32347	141	3	incorporating	incorporate	VERB
fbem-32347	141	4	explainable	explainable	ADJ
fbem-32347	141	5	ai	ai	NOUN
fbem-32347	141	6	and	and	CCONJ
fbem-32347	141	7	network	network	NOUN
fbem-32347	141	8	analysis	analysis	NOUN
fbem-32347	141	9	would	would	AUX
fbem-32347	141	10	illuminate	illuminate	VERB
fbem-32347	141	11	the	the	DET
fbem-32347	141	12	causal	causal	ADJ
fbem-32347	141	13	pathways	pathway	NOUN
fbem-32347	141	14	through	through	ADP
fbem-32347	141	15	which	which	DET
fbem-32347	141	16	sentiment	sentiment	NOUN
fbem-32347	141	17	shapes	shape	VERB
fbem-32347	141	18	competitiveness	competitiveness	NOUN
fbem-32347	141	19	and	and	CCONJ
fbem-32347	141	20	how	how	SCONJ
fbem-32347	141	21	emotions	emotion	NOUN
fbem-32347	141	22	propagate	propagate	VERB
fbem-32347	141	23	within	within	ADP
fbem-32347	141	24	digital	digital	ADJ
fbem-32347	141	25	communities	community	NOUN
fbem-32347	141	26	.	.	PUNCT
fbem-32347	142	1	such	such	ADJ
fbem-32347	142	2	advances	advance	NOUN
fbem-32347	142	3	would	would	AUX
fbem-32347	142	4	further	far	ADV
fbem-32347	142	5	refine	refine	VERB
fbem-32347	142	6	the	the	DET
fbem-32347	142	7	assessment	assessment	NOUN
fbem-32347	142	8	framework	framework	NOUN
fbem-32347	142	9	while	while	SCONJ
fbem-32347	142	10	strengthening	strengthen	VERB
fbem-32347	142	11	its	its	PRON
fbem-32347	142	12	theoretical	theoretical	ADJ
fbem-32347	142	13	grounding	grounding	NOUN
fbem-32347	142	14	and	and	CCONJ
fbem-32347	142	15	practical	practical	ADJ
fbem-32347	142	16	relevance	relevance	NOUN
fbem-32347	142	17	.	.	PUNCT
fbem-32347	143	1	acknowledgements	acknowledgement	VERB
fbem-32347	143	2	the	the	DET
fbem-32347	143	3	completion	completion	NOUN
fbem-32347	143	4	of	of	ADP
fbem-32347	143	5	this	this	DET
fbem-32347	143	6	study	study	NOUN
fbem-32347	143	7	would	would	AUX
fbem-32347	143	8	not	not	PART
fbem-32347	143	9	have	have	AUX
fbem-32347	143	10	been	be	AUX
fbem-32347	143	11	possible	possible	ADJ
fbem-32347	143	12	without	without	ADP
fbem-32347	143	13	the	the	DET
fbem-32347	143	14	generous	generous	ADJ
fbem-32347	143	15	support	support	NOUN
fbem-32347	143	16	of	of	ADP
fbem-32347	143	17	dr	dr	PROPN
fbem-32347	143	18	.	.	PROPN
fbem-32347	143	19	hriday	hriday	PROPN
fbem-32347	143	20	sankar	sankar	PROPN
fbem-32347	143	21	dutta	dutta	PROPN
fbem-32347	143	22	from	from	ADP
fbem-32347	143	23	deakin	deakin	PROPN
fbem-32347	143	24	university	university	PROPN
fbem-32347	143	25	.	.	PUNCT
fbem-32347	144	1	i	i	PRON
fbem-32347	144	2	am	be	AUX
fbem-32347	144	3	deeply	deeply	ADV
fbem-32347	144	4	indebted	indebted	ADJ
fbem-32347	144	5	to	to	ADP
fbem-32347	144	6	him	he	PRON
fbem-32347	144	7	for	for	ADP
fbem-32347	144	8	not	not	PART
fbem-32347	144	9	only	only	ADV
fbem-32347	144	10	graciously	graciously	ADV
fbem-32347	144	11	providing	provide	VERB
fbem-32347	144	12	the	the	DET
fbem-32347	144	13	valuable	valuable	ADJ
fbem-32347	144	14	yt-30	yt-30	NOUN
fbem-32347	144	15	m	m	NOUN
fbem-32347	144	16	dataset	dataset	ADJ
fbem-32347	144	17	but	but	CCONJ
fbem-32347	144	18	also	also	ADV
fbem-32347	144	19	for	for	ADP
fbem-32347	144	20	his	his	PRON
fbem-32347	144	21	kind	kind	ADJ
fbem-32347	144	22	encouragement	encouragement	NOUN
fbem-32347	144	23	throughout	throughout	ADP
fbem-32347	144	24	the	the	DET
fbem-32347	144	25	process	process	NOUN
fbem-32347	144	26	.	.	PUNCT
fbem-32347	145	1	his	his	PRON
fbem-32347	145	2	willingness	willingness	NOUN
fbem-32347	145	3	to	to	PART
fbem-32347	145	4	share	share	VERB
fbem-32347	145	5	his	his	PRON
fbem-32347	145	6	work	work	NOUN
fbem-32347	145	7	and	and	CCONJ
fbem-32347	145	8	his	his	PRON
fbem-32347	145	9	insightful	insightful	ADJ
fbem-32347	145	10	guidance	guidance	NOUN
fbem-32347	145	11	have	have	AUX
fbem-32347	145	12	been	be	AUX
fbem-32347	145	13	a	a	DET
fbem-32347	145	14	great	great	ADJ
fbem-32347	145	15	inspiration	inspiration	NOUN
fbem-32347	145	16	to	to	ADP
fbem-32347	145	17	me	i	PRON
fbem-32347	145	18	.	.	PUNCT
fbem-32347	146	1	this	this	DET
fbem-32347	146	2	assistance	assistance	NOUN
fbem-32347	146	3	was	be	AUX
fbem-32347	146	4	instrumental	instrumental	ADJ
fbem-32347	146	5	in	in	ADP
fbem-32347	146	6	laying	lay	VERB
fbem-32347	146	7	the	the	DET
fbem-32347	146	8	cornerstone	cornerstone	NOUN
fbem-32347	146	9	of	of	ADP
fbem-32347	146	10	my	my	PRON
fbem-32347	146	11	research	research	NOUN
fbem-32347	146	12	,	,	PUNCT
fbem-32347	146	13	for	for	ADP
fbem-32347	146	14	which	which	PRON
fbem-32347	146	15	i	i	PRON
fbem-32347	146	16	am	be	AUX
fbem-32347	146	17	profoundly	profoundly	ADV
fbem-32347	146	18	grateful	grateful	ADJ
fbem-32347	146	19	.	.	PUNCT
fbem-32347	147	1	supported	support	VERB
fbem-32347	147	2	by	by	ADP
fbem-32347	147	3	the	the	DET
fbem-32347	147	4	basic	basic	ADJ
fbem-32347	147	5	scientific	scientific	ADJ
fbem-32347	147	6	research	research	NOUN
fbem-32347	147	7	project	project	NOUN
fbem-32347	147	8	of	of	ADP
fbem-32347	147	9	liaoning	liaoning	PROPN
fbem-32347	147	10	provincial	provincial	ADJ
fbem-32347	147	11	department	department	PROPN
fbem-32347	147	12	of	of	ADP
fbem-32347	147	13	education	education	PROPN
fbem-32347	147	14	(	(	PUNCT
fbem-32347	147	15	general	general	ADJ
fbem-32347	147	16	program	program	NOUN
fbem-32347	147	17	,	,	PUNCT
fbem-32347	147	18	grant	grant	VERB
fbem-32347	147	19	no	no	INTJ
fbem-32347	147	20	.	.	PUNCT
fbem-32347	148	1	lj112510154003	lj112510154003	NOUN
fbem-32347	148	2	)	)	PUNCT
fbem-32347	148	3	.	.	PUNCT
fbem-32347	149	1	105	105	NUM
fbem-32347	149	2	references	reference	NOUN
fbem-32347	149	3	[	[	X
fbem-32347	149	4	1	1	NUM
fbem-32347	149	5	]	]	X
fbem-32347	149	6	chen	chen	PROPN
fbem-32347	149	7	,	,	PUNCT
fbem-32347	149	8	y.	y.	PROPN
fbem-32347	149	9	,	,	PUNCT
fbem-32347	149	10	&	&	CCONJ
fbem-32347	149	11	li	li	PROPN
fbem-32347	149	12	,	,	PUNCT
fbem-32347	149	13	h.	h.	PROPN
fbem-32347	149	14	(	(	PUNCT
fbem-32347	149	15	2023	2023	NUM
fbem-32347	149	16	)	)	PUNCT
fbem-32347	149	17	.	.	PUNCT
fbem-32347	150	1	digital	digital	ADJ
fbem-32347	150	2	media	medium	NOUN
fbem-32347	150	3	convergence	convergence	NOUN
fbem-32347	150	4	and	and	CCONJ
fbem-32347	150	5	organizational	organizational	ADJ
fbem-32347	150	6	competitiveness	competitiveness	NOUN
fbem-32347	150	7	:	:	PUNCT
fbem-32347	150	8	evidence	evidence	NOUN
fbem-32347	150	9	from	from	ADP
fbem-32347	150	10	global	global	ADJ
fbem-32347	150	11	streaming	streaming	NOUN
fbem-32347	150	12	platforms	platform	NOUN
fbem-32347	150	13	.	.	PUNCT
fbem-32347	151	1	telematics	telematic	NOUN
fbem-32347	151	2	and	and	CCONJ
fbem-32347	151	3	informatics	informatic	NOUN
fbem-32347	151	4	,	,	PUNCT
fbem-32347	151	5	82	82	NUM
fbem-32347	151	6	,	,	PUNCT
fbem-32347	151	7	102039	102039	NUM
fbem-32347	151	8	.	.	PUNCT
fbem-32347	152	1	https://doi.org/10.1016/j.tele.2023.102039	https://doi.org/10.1016/j.tele.2023.102039	NOUN
fbem-32347	152	2	[	[	X
fbem-32347	152	3	2	2	NUM
fbem-32347	152	4	]	]	SYM
fbem-32347	152	5	hu	hu	PROPN
fbem-32347	152	6	,	,	PUNCT
fbem-32347	152	7	x.	x.	PROPN
fbem-32347	152	8	,	,	PUNCT
fbem-32347	152	9	li	li	PROPN
fbem-32347	152	10	,	,	PUNCT
fbem-32347	152	11	j.	j.	PROPN
fbem-32347	152	12	,	,	PUNCT
fbem-32347	152	13	&	&	CCONJ
fbem-32347	152	14	lee	lee	PROPN
fbem-32347	152	15	,	,	PUNCT
fbem-32347	152	16	d.	d.	PROPN
fbem-32347	152	17	(	(	PUNCT
fbem-32347	152	18	2023	2023	NUM
fbem-32347	152	19	)	)	PUNCT
fbem-32347	152	20	.	.	PUNCT
fbem-32347	153	1	exploring	explore	VERB
fbem-32347	153	2	user	user	NOUN
fbem-32347	153	3	-	-	PUNCT
fbem-32347	153	4	generated	generate	VERB
fbem-32347	153	5	content	content	NOUN
fbem-32347	153	6	for	for	ADP
fbem-32347	153	7	digital	digital	ADJ
fbem-32347	153	8	competitiveness	competitiveness	NOUN
fbem-32347	153	9	:	:	PUNCT
fbem-32347	153	10	evidence	evidence	NOUN
fbem-32347	153	11	from	from	ADP
fbem-32347	153	12	youtube	youtube	NOUN
fbem-32347	153	13	.	.	PUNCT
fbem-32347	154	1	information	information	NOUN
fbem-32347	154	2	processing	processing	NOUN
fbem-32347	154	3	&	&	CCONJ
fbem-32347	154	4	management	management	NOUN
fbem-32347	154	5	,	,	PUNCT
fbem-32347	154	6	60(3	60(3	NOUN
fbem-32347	154	7	)	)	PUNCT
fbem-32347	154	8	,	,	PUNCT
fbem-32347	154	9	103273	103273	NUM
fbem-32347	154	10	.	.	PUNCT
fbem-32347	155	1	https://doi.org/10.1016/j.ipm.2023.103273	https://doi.org/10.1016/j.ipm.2023.103273	PUNCT
fbem-32347	156	1	[	[	X
fbem-32347	156	2	3	3	NUM
fbem-32347	156	3	]	]	X
fbem-32347	156	4	jordan	jordan	PROPN
fbem-32347	156	5	,	,	PUNCT
fbem-32347	156	6	m.	m.	NOUN
fbem-32347	156	7	i.	i.	PROPN
fbem-32347	156	8	,	,	PUNCT
fbem-32347	156	9	&	&	CCONJ
fbem-32347	156	10	mitchell	mitchell	PROPN
fbem-32347	156	11	,	,	PUNCT
fbem-32347	156	12	t.	t.	PROPN
fbem-32347	156	13	m.	m.	NOUN
fbem-32347	156	14	(	(	PUNCT
fbem-32347	156	15	2015	2015	NUM
fbem-32347	156	16	)	)	PUNCT
fbem-32347	156	17	.	.	PUNCT
fbem-32347	157	1	machine	machine	NOUN
fbem-32347	157	2	learning	learning	NOUN
fbem-32347	157	3	:	:	PUNCT
fbem-32347	157	4	trends	trend	NOUN
fbem-32347	157	5	,	,	PUNCT
fbem-32347	157	6	perspectives	perspective	NOUN
fbem-32347	157	7	,	,	PUNCT
fbem-32347	157	8	and	and	CCONJ
fbem-32347	157	9	prospects	prospect	NOUN
fbem-32347	157	10	.	.	PUNCT
fbem-32347	158	1	science	science	NOUN
fbem-32347	158	2	,	,	PUNCT
fbem-32347	158	3	349(6245	349(6245	NUM
fbem-32347	158	4	)	)	PUNCT
fbem-32347	158	5	,	,	PUNCT
fbem-32347	158	6	255	255	NUM
fbem-32347	158	7	–	–	PUNCT
fbem-32347	158	8	260	260	NUM
fbem-32347	158	9	.	.	PUNCT
fbem-32347	159	1	https://doi.org/10.1126/science.aaa8415	https://doi.org/10.1126/science.aaa8415	NUM
fbem-32347	160	1	[	[	X
fbem-32347	160	2	4	4	X
fbem-32347	160	3	]	]	X
fbem-32347	160	4	kazak	kazak	PROPN
fbem-32347	160	5	,	,	PUNCT
fbem-32347	160	6	m.y	m.y	PROPN
fbem-32347	160	7	.	.	PROPN
fbem-32347	160	8	et	et	PROPN
fbem-32347	160	9	al	al	PROPN
fbem-32347	160	10	.	.	PROPN
fbem-32347	160	11	(	(	PUNCT
fbem-32347	160	12	2018	2018	NUM
fbem-32347	160	13	)	)	PUNCT
fbem-32347	160	14	‘	'	PUNCT
fbem-32347	160	15	organizational	organizational	ADJ
fbem-32347	160	16	convergence	convergence	NOUN
fbem-32347	160	17	as	as	ADP
fbem-32347	160	18	the	the	DET
fbem-32347	160	19	trend	trend	NOUN
fbem-32347	160	20	of	of	ADP
fbem-32347	160	21	modern	modern	ADJ
fbem-32347	160	22	mass	mass	ADJ
fbem-32347	160	23	media	medium	NOUN
fbem-32347	160	24	development	development	NOUN
fbem-32347	160	25	’	'	PUNCT
fbem-32347	160	26	,	,	PUNCT
fbem-32347	160	27	amazonia	amazonia	PROPN
fbem-32347	160	28	investiga	investiga	PROPN
fbem-32347	160	29	,	,	PUNCT
fbem-32347	160	30	7(14	7(14	NUM
fbem-32347	160	31	)	)	PUNCT
fbem-32347	160	32	,	,	PUNCT
fbem-32347	160	33	pp	pp	ADP
fbem-32347	160	34	.	.	PUNCT
fbem-32347	161	1	112–118	112–118	NUM
fbem-32347	161	2	.	.	PUNCT
fbem-32347	162	1	[	[	X
fbem-32347	162	2	5	5	NUM
fbem-32347	162	3	]	]	X
fbem-32347	162	4	keskin	keskin	X
fbem-32347	162	5	,	,	PUNCT
fbem-32347	162	6	b.	b.	PROPN
fbem-32347	162	7	(	(	PUNCT
fbem-32347	162	8	2018	2018	NUM
fbem-32347	162	9	)	)	PUNCT
fbem-32347	162	10	‘	'	PUNCT
fbem-32347	162	11	van	van	NOUN
fbem-32347	162	12	dijk	dijk	NOUN
fbem-32347	162	13	,	,	PUNCT
fbem-32347	162	14	poell	poell	NOUN
fbem-32347	162	15	,	,	PUNCT
fbem-32347	162	16	and	and	CCONJ
fbem-32347	162	17	de	de	ADP
fbem-32347	162	18	wall	wall	NOUN
fbem-32347	162	19	,	,	PUNCT
fbem-32347	162	20	the	the	DET
fbem-32347	162	21	platform	platform	NOUN
fbem-32347	162	22	society	society	NOUN
fbem-32347	162	23	:	:	PUNCT
fbem-32347	162	24	public	public	ADJ
fbem-32347	162	25	values	value	NOUN
fbem-32347	162	26	in	in	ADP
fbem-32347	162	27	a	a	DET
fbem-32347	162	28	connective	connective	ADJ
fbem-32347	162	29	world	world	NOUN
fbem-32347	162	30	(	(	PUNCT
fbem-32347	162	31	2018	2018	NUM
fbem-32347	162	32	)	)	PUNCT
fbem-32347	162	33	’	'	PUNCT
fbem-32347	162	34	,	,	PUNCT
fbem-32347	162	35	markets	market	NOUN
fbem-32347	162	36	,	,	PUNCT
fbem-32347	162	37	globalization	globalization	NOUN
fbem-32347	162	38	&	&	CCONJ
fbem-32347	162	39	development	development	PROPN
fbem-32347	162	40	review	review	PROPN
fbem-32347	162	41	,	,	PUNCT
fbem-32347	162	42	03(03	03(03	NOUN
fbem-32347	162	43	)	)	PUNCT
fbem-32347	162	44	.	.	PUNCT
fbem-32347	163	1	available	available	ADJ
fbem-32347	163	2	at	at	ADP
fbem-32347	163	3	:	:	PUNCT
fbem-32347	163	4	https://doi.org/10/g9xjsp	https://doi.org/10/g9xjsp	PROPN
fbem-32347	163	5	.	.	PUNCT
fbem-32347	164	1	[	[	X
fbem-32347	164	2	6	6	NUM
fbem-32347	164	3	]	]	SYM
fbem-32347	164	4	napoli	napoli	NOUN
fbem-32347	164	5	,	,	PUNCT
fbem-32347	164	6	p.m.	p.m.	NOUN
fbem-32347	164	7	(	(	PUNCT
fbem-32347	164	8	2019	2019	NUM
fbem-32347	164	9	)	)	PUNCT
fbem-32347	164	10	social	social	ADJ
fbem-32347	164	11	media	medium	NOUN
fbem-32347	164	12	and	and	CCONJ
fbem-32347	164	13	the	the	DET
fbem-32347	164	14	public	public	ADJ
fbem-32347	164	15	interest	interest	NOUN
fbem-32347	164	16	:	:	PUNCT
fbem-32347	164	17	media	medium	NOUN
fbem-32347	164	18	regulation	regulation	NOUN
fbem-32347	164	19	in	in	ADP
fbem-32347	164	20	the	the	DET
fbem-32347	164	21	disinformation	disinformation	NOUN
fbem-32347	164	22	age	age	NOUN
fbem-32347	164	23	.	.	PUNCT
fbem-32347	165	1	columbia	columbia	PROPN
fbem-32347	165	2	university	university	PROPN
fbem-32347	165	3	press	press	NOUN
fbem-32347	165	4	.	.	PUNCT
fbem-32347	166	1	available	available	ADJ
fbem-32347	166	2	at	at	ADP
fbem-32347	166	3	:	:	PUNCT
fbem-32347	166	4	https://doi.org/10.7312/napo18454	https://doi.org/10.7312/napo18454	PROPN
fbem-32347	166	5	.	.	PUNCT
fbem-32347	167	1	[	[	X
fbem-32347	167	2	7	7	NUM
fbem-32347	167	3	]	]	X
fbem-32347	167	4	mehmood	mehmood	PROPN
fbem-32347	167	5	,	,	PUNCT
fbem-32347	167	6	k.	k.	PROPN
fbem-32347	167	7	,	,	PUNCT
fbem-32347	167	8	verleye	verleye	NOUN
fbem-32347	167	9	,	,	PUNCT
fbem-32347	167	10	k.	k.	PROPN
fbem-32347	167	11	,	,	PUNCT
fbem-32347	167	12	de	de	PROPN
fbem-32347	167	13	keyser	keyser	PROPN
fbem-32347	167	14	,	,	PUNCT
fbem-32347	167	15	a.	a.	PROPN
fbem-32347	167	16	,	,	PUNCT
fbem-32347	167	17	&	&	CCONJ
fbem-32347	167	18	lariviere	lariviere	PROPN
fbem-32347	167	19	,	,	PUNCT
fbem-32347	167	20	b.	b.	PROPN
fbem-32347	167	21	(	(	PUNCT
fbem-32347	167	22	2024	2024	NUM
fbem-32347	167	23	)	)	PUNCT
fbem-32347	167	24	.	.	PUNCT
fbem-32347	168	1	the	the	DET
fbem-32347	168	2	transformative	transformative	ADJ
fbem-32347	168	3	potential	potential	NOUN
fbem-32347	168	4	of	of	ADP
fbem-32347	168	5	ai	ai	ADJ
fbem-32347	168	6	-	-	PUNCT
fbem-32347	168	7	enabled	enable	VERB
fbem-32347	168	8	personalization	personalization	NOUN
fbem-32347	168	9	across	across	ADP
fbem-32347	168	10	cultures	culture	NOUN
fbem-32347	168	11	.	.	PUNCT
fbem-32347	169	1	journal	journal	PROPN
fbem-32347	169	2	of	of	ADP
fbem-32347	169	3	services	service	NOUN
fbem-32347	169	4	marketing	marketing	NOUN
fbem-32347	169	5	,	,	PUNCT
fbem-32347	169	6	38(1	38(1	NUM
fbem-32347	169	7	)	)	PUNCT
fbem-32347	169	8	,	,	PUNCT
fbem-32347	169	9	27–42	27–42	NUM
fbem-32347	169	10	.	.	PUNCT
fbem-32347	170	1	https://doi.org/10.1108/jsm-05-2023-0180	https://doi.org/10.1108/jsm-05-2023-0180	PROPN
fbem-32347	171	1	[	[	X
fbem-32347	171	2	8	8	NUM
fbem-32347	171	3	]	]	SYM
fbem-32347	171	4	napoli	napoli	NOUN
fbem-32347	171	5	,	,	PUNCT
fbem-32347	171	6	p.	p.	NOUN
fbem-32347	171	7	m.	m.	NOUN
fbem-32347	171	8	(	(	PUNCT
fbem-32347	171	9	2019	2019	NUM
fbem-32347	171	10	)	)	PUNCT
fbem-32347	171	11	.	.	PUNCT
fbem-32347	172	1	social	social	ADJ
fbem-32347	172	2	media	medium	NOUN
fbem-32347	172	3	and	and	CCONJ
fbem-32347	172	4	the	the	DET
fbem-32347	172	5	public	public	ADJ
fbem-32347	172	6	interest	interest	NOUN
fbem-32347	172	7	:	:	PUNCT
fbem-32347	172	8	media	medium	NOUN
fbem-32347	172	9	regulation	regulation	NOUN
fbem-32347	172	10	in	in	ADP
fbem-32347	172	11	the	the	DET
fbem-32347	172	12	disinformation	disinformation	NOUN
fbem-32347	172	13	age	age	NOUN
fbem-32347	172	14	.	.	PUNCT
fbem-32347	173	1	columbia	columbia	PROPN
fbem-32347	173	2	university	university	PROPN
fbem-32347	173	3	press	press	NOUN
fbem-32347	173	4	.	.	PUNCT
fbem-32347	174	1	https://doi.org/10.7312/napa18828	https://doi.org/10.7312/napa18828	NOUN
fbem-32347	174	2	[	[	X
fbem-32347	174	3	9	9	NUM
fbem-32347	174	4	]	]	PUNCT
fbem-32347	174	5	van	van	NOUN
fbem-32347	174	6	dijck	dijck	NOUN
fbem-32347	174	7	,	,	PUNCT
fbem-32347	174	8	j.	j.	PROPN
fbem-32347	174	9	,	,	PUNCT
fbem-32347	174	10	poell	poell	NOUN
fbem-32347	174	11	,	,	PUNCT
fbem-32347	174	12	t.	t.	PROPN
fbem-32347	174	13	,	,	PUNCT
fbem-32347	174	14	&	&	CCONJ
fbem-32347	174	15	de	de	PROPN
fbem-32347	174	16	waal	waal	PROPN
fbem-32347	174	17	,	,	PUNCT
fbem-32347	174	18	m.	m.	NOUN
fbem-32347	174	19	(	(	PUNCT
fbem-32347	174	20	2018	2018	NUM
fbem-32347	174	21	)	)	PUNCT
fbem-32347	174	22	.	.	PUNCT
fbem-32347	175	1	the	the	DET
fbem-32347	175	2	platfor	platfor	PROPN
fbem-32347	175	3	m	m	PROPN
fbem-32347	175	4	society	society	NOUN
fbem-32347	175	5	:	:	PUNCT
fbem-32347	175	6	public	public	ADJ
fbem-32347	175	7	values	value	NOUN
fbem-32347	175	8	in	in	ADP
fbem-32347	175	9	a	a	DET
fbem-32347	175	10	connective	connective	ADJ
fbem-32347	175	11	world	world	NOUN
fbem-32347	175	12	.	.	PUNCT
fbem-32347	176	1	oxford	oxford	PROPN
fbem-32347	176	2	university	university	PROPN
fbem-32347	176	3	press	press	NOUN
fbem-32347	176	4	.	.	PUNCT
fbem-32347	176	5	https://doi.org/10.1093/oso/9780190889760.001.0001	https://doi.org/10.1093/oso/9780190889760.001.0001	PUNCT
fbem-32347	177	1	[	[	X
fbem-32347	177	2	10	10	NUM
fbem-32347	177	3	]	]	X
fbem-32347	177	4	zhang	zhang	PROPN
fbem-32347	177	5	,	,	PUNCT
fbem-32347	177	6	q.	q.	PROPN
fbem-32347	177	7	,	,	PUNCT
fbem-32347	177	8	&	&	CCONJ
fbem-32347	177	9	ma	ma	PROPN
fbem-32347	177	10	,	,	PUNCT
fbem-32347	177	11	l.	l.	PROPN
fbem-32347	177	12	(	(	PUNCT
fbem-32347	177	13	2022	2022	NUM
fbem-32347	177	14	)	)	PUNCT
fbem-32347	177	15	.	.	PUNCT
fbem-32347	178	1	machine	machine	NOUN
fbem-32347	178	2	learning	learn	VERB
fbem-32347	178	3	in	in	ADP
fbem-32347	178	4	media	medium	NOUN
fbem-32347	178	5	studies	study	NOUN
fbem-32347	178	6	:	:	PUNCT
fbem-32347	178	7	applications	application	NOUN
fbem-32347	178	8	and	and	CCONJ
fbem-32347	178	9	challenges	challenge	NOUN
fbem-32347	178	10	.	.	PUNCT
fbem-32347	179	1	journal	journal	NOUN
fbem-32347	179	2	of	of	ADP
fbem-32347	179	3	communicatio	communicatio	NOUN
fbem-32347	179	4	n	n	PRON
fbem-32347	179	5	technology	technology	NOUN
fbem-32347	179	6	,	,	PUNCT
fbem-32347	179	7	5(2	5(2	NUM
fbem-32347	179	8	)	)	PUNCT
fbem-32347	179	9	,	,	PUNCT
fbem-32347	179	10	45–63	45–63	NUM
fbem-32347	179	11	.	.	PUNCT
fbem-32347	180	1	https://doi.org/10.51403/264	https://doi.org/10.51403/264	VERB
fbem-32347	180	2	4	4	NUM
fbem-32347	180	3	2344.1072	2344.1072	NOUN
fbem-32347	180	4	[	[	X
fbem-32347	180	5	11	11	NUM
fbem-32347	180	6	]	]	X
fbem-32347	180	7	zhou	zhou	PROPN
fbem-32347	180	8	,	,	PUNCT
fbem-32347	180	9	j.	j.	PROPN
fbem-32347	180	10	,	,	PUNCT
fbem-32347	180	11	&	&	CCONJ
fbem-32347	180	12	zhang	zhang	PROPN
fbem-32347	180	13	,	,	PUNCT
fbem-32347	180	14	w.	w.	PROPN
fbem-32347	180	15	(	(	PUNCT
fbem-32347	180	16	2023	2023	NUM
fbem-32347	180	17	)	)	PUNCT
fbem-32347	180	18	.	.	PUNCT
fbem-32347	181	1	measuring	measure	VERB
fbem-32347	181	2	competitiveness	competitiveness	NOUN
fbem-32347	181	3	in	in	ADP
fbem-32347	181	4	media	medium	NOUN
fbem-32347	181	5	convergence	convergence	NOUN
fbem-32347	181	6	:	:	PUNCT
fbem-32347	181	7	a	a	DET
fbem-32347	181	8	sentiment	sentiment	NOUN
fbem-32347	181	9	-	-	PUNCT
fbem-32347	181	10	based	base	VERB
fbem-32347	181	11	approach	approach	NOUN
fbem-32347	181	12	.	.	PUNCT
fbem-32347	182	1	journal	journal	PROPN
fbem-32347	182	2	of	of	ADP
fbem-32347	182	3	media	medium	NOUN
fbem-32347	182	4	economics	economic	NOUN
fbem-32347	182	5	,	,	PUNCT
fbem-32347	182	6	36(2	36(2	NUM
fbem-32347	182	7	)	)	PUNCT
fbem-32347	182	8	,	,	PUNCT
fbem-32347	182	9	75–90	75–90	NOUN
fbem-32347	182	10	.	.	PUNCT
fbem-32347	182	11	https://doi.org/10.1080/08997764.2023.1890324	https://doi.org/10.1080/08997764.2023.1890324	PUNCT