id	sid	tid	token	lemma	pos
futech-377	1	1	yue	yue	PROPN
futech-377	1	2	zhang	zhang	PROPN
futech-377	1	3	/future	/future	PROPN
futech-377	1	4	technology	technology	PROPN
futech-377	1	5	august	august	PROPN
futech-377	1	6	2025|	2025|	NUM
futech-377	1	7	volume	volume	NOUN
futech-377	1	8	04	04	NUM
futech-377	2	1	|	|	NOUN
futech-377	2	2	issue	issue	NOUN
futech-377	2	3	03	03	NUM
futech-377	3	1	|	|	ADV
futech-377	3	2	pages	page	VERB
futech-377	3	3	227	227	NUM
futech-377	3	4	-	-	SYM
futech-377	3	5	238	238	NUM
futech-377	3	6	227	227	NUM
futech-377	3	7	article	article	NOUN
futech-377	3	8	media	medium	NOUN
futech-377	3	9	framing	framing	NOUN
futech-377	3	10	and	and	CCONJ
futech-377	3	11	public	public	ADJ
futech-377	3	12	risk	risk	NOUN
futech-377	3	13	communication	communication	NOUN
futech-377	3	14	:	:	PUNCT
futech-377	3	15	deep	deep	ADJ
futech-377	3	16	learning	learning	NOUN
futech-377	3	17	-	-	PUNCT
futech-377	3	18	based	base	VERB
futech-377	3	19	crisis	crisis	NOUN
futech-377	3	20	narrative	narrative	NOUN
futech-377	3	21	analysis	analysis	NOUN
futech-377	3	22	and	and	CCONJ
futech-377	3	23	optimization	optimization	NOUN
futech-377	3	24	yue	yue	PROPN
futech-377	3	25	zhang	zhang	PROPN
futech-377	3	26	*	*	PROPN
futech-377	3	27	university	university	PROPN
futech-377	3	28	of	of	ADP
futech-377	3	29	malaya	malaya	PROPN
futech-377	3	30	,	,	PUNCT
futech-377	3	31	kuala	kuala	PROPN
futech-377	3	32	lumpur	lumpur	PROPN
futech-377	3	33	,	,	PUNCT
futech-377	3	34	58000	58000	NUM
futech-377	3	35	,	,	PUNCT
futech-377	3	36	malaysia	malaysia	PROPN
futech-377	3	37	a	a	DET
futech-377	3	38	r	r	NOUN
futech-377	3	39	t	t	NOUN
futech-377	4	1	i	i	PRON
futech-377	4	2	c	c	NOUN
futech-377	4	3	l	l	NOUN
futech-377	4	4	e	e	NOUN
futech-377	5	1	i	i	PRON
futech-377	5	2	n	n	VERB
futech-377	5	3	f	f	NOUN
futech-377	5	4	o	o	NOUN
futech-377	5	5	article	article	NOUN
futech-377	5	6	history	history	NOUN
futech-377	5	7	:	:	PUNCT
futech-377	5	8	received	receive	VERB
futech-377	5	9	28	28	NUM
futech-377	5	10	april	april	PROPN
futech-377	5	11	2025	2025	NUM
futech-377	5	12	received	receive	VERB
futech-377	5	13	in	in	ADP
futech-377	5	14	revised	revise	VERB
futech-377	5	15	form	form	NOUN
futech-377	5	16	07	07	NUM
futech-377	5	17	june	june	PROPN
futech-377	5	18	2025	2025	NUM
futech-377	5	19	accepted	accept	VERB
futech-377	5	20	18	18	NUM
futech-377	5	21	june	june	PROPN
futech-377	5	22	2025	2025	NUM
futech-377	5	23	keywords	keyword	NOUN
futech-377	5	24	:	:	PUNCT
futech-377	5	25	media	medium	NOUN
futech-377	5	26	framing	framing	NOUN
futech-377	5	27	,	,	PUNCT
futech-377	5	28	risk	risk	NOUN
futech-377	5	29	communication	communication	NOUN
futech-377	5	30	,	,	PUNCT
futech-377	5	31	crisis	crisis	NOUN
futech-377	5	32	narratives	narrative	NOUN
futech-377	5	33	,	,	PUNCT
futech-377	5	34	deep	deep	ADJ
futech-377	5	35	learning	learning	NOUN
futech-377	5	36	,	,	PUNCT
futech-377	5	37	natural	natural	ADJ
futech-377	5	38	language	language	NOUN
futech-377	5	39	processing	processing	NOUN
futech-377	5	40	,	,	PUNCT
futech-377	5	41	public	public	ADJ
futech-377	5	42	perception	perception	NOUN
futech-377	5	43	*	*	PUNCT
futech-377	5	44	corresponding	correspond	VERB
futech-377	5	45	author	author	NOUN
futech-377	5	46	email	email	NOUN
futech-377	5	47	address	address	NOUN
futech-377	5	48	:	:	PUNCT
futech-377	5	49	henko_yue@163.com	henko_yue@163.com	X
futech-377	6	1	doi	doi	NOUN
futech-377	6	2	:	:	PUNCT
futech-377	6	3	10.55670	10.55670	NUM
futech-377	6	4	/	/	SYM
futech-377	6	5	fpll.futech.4.3.21	fpll.futech.4.3.21	NOUN
futech-377	6	6	a	a	DET
futech-377	6	7	b	b	PROPN
futech-377	6	8	s	s	ADP
futech-377	6	9	t	t	PROPN
futech-377	6	10	r	r	NOUN
futech-377	6	11	a	a	DET
futech-377	6	12	c	c	NOUN
futech-377	6	13	t	t	NOUN
futech-377	6	14	this	this	DET
futech-377	6	15	research	research	NOUN
futech-377	6	16	aims	aim	VERB
futech-377	6	17	to	to	PART
futech-377	6	18	develop	develop	VERB
futech-377	6	19	a	a	DET
futech-377	6	20	comprehensive	comprehensive	ADJ
futech-377	6	21	framework	framework	NOUN
futech-377	6	22	for	for	ADP
futech-377	6	23	analyzing	analyze	VERB
futech-377	6	24	and	and	CCONJ
futech-377	6	25	optimizing	optimize	VERB
futech-377	6	26	media	medium	NOUN
futech-377	6	27	framing	frame	VERB
futech-377	6	28	in	in	ADP
futech-377	6	29	crisis	crisis	NOUN
futech-377	6	30	communication	communication	NOUN
futech-377	6	31	through	through	ADP
futech-377	6	32	advanced	advanced	ADJ
futech-377	6	33	deep	deep	ADJ
futech-377	6	34	learning	learning	NOUN
futech-377	6	35	techniques	technique	NOUN
futech-377	6	36	,	,	PUNCT
futech-377	6	37	addressing	address	VERB
futech-377	6	38	the	the	DET
futech-377	6	39	critical	critical	ADJ
futech-377	6	40	gap	gap	NOUN
futech-377	6	41	in	in	ADP
futech-377	6	42	understanding	understand	VERB
futech-377	6	43	how	how	SCONJ
futech-377	6	44	narrative	narrative	ADJ
futech-377	6	45	structures	structure	NOUN
futech-377	6	46	influence	influence	VERB
futech-377	6	47	public	public	ADJ
futech-377	6	48	risk	risk	NOUN
futech-377	6	49	perception	perception	NOUN
futech-377	6	50	and	and	CCONJ
futech-377	6	51	response	response	NOUN
futech-377	6	52	.	.	PUNCT
futech-377	7	1	by	by	ADP
futech-377	7	2	analyzing	analyze	VERB
futech-377	7	3	crisis	crisis	NOUN
futech-377	7	4	narratives	narrative	NOUN
futech-377	7	5	across	across	ADP
futech-377	7	6	multiple	multiple	ADJ
futech-377	7	7	media	medium	NOUN
futech-377	7	8	platforms	platform	NOUN
futech-377	7	9	,	,	PUNCT
futech-377	7	10	we	we	PRON
futech-377	7	11	identify	identify	VERB
futech-377	7	12	predominant	predominant	ADJ
futech-377	7	13	framing	frame	VERB
futech-377	7	14	patterns	pattern	NOUN
futech-377	7	15	and	and	CCONJ
futech-377	7	16	their	their	PRON
futech-377	7	17	temporal	temporal	ADJ
futech-377	7	18	evolution	evolution	NOUN
futech-377	7	19	during	during	ADP
futech-377	7	20	crisis	crisis	NOUN
futech-377	7	21	events	event	NOUN
futech-377	7	22	.	.	PUNCT
futech-377	8	1	our	our	PRON
futech-377	8	2	novel	novel	ADJ
futech-377	8	3	deep	deep	ADJ
futech-377	8	4	learning	learning	NOUN
futech-377	8	5	model	model	NOUN
futech-377	8	6	demonstrates	demonstrate	VERB
futech-377	8	7	superior	superior	ADJ
futech-377	8	8	accuracy	accuracy	NOUN
futech-377	8	9	of	of	ADP
futech-377	8	10	91.2	91.2	NUM
futech-377	8	11	%	%	NOUN
futech-377	8	12	in	in	ADP
futech-377	8	13	recognizing	recognize	VERB
futech-377	8	14	subtle	subtle	ADJ
futech-377	8	15	framing	frame	VERB
futech-377	8	16	mechanisms	mechanism	NOUN
futech-377	8	17	that	that	PRON
futech-377	8	18	influence	influence	VERB
futech-377	8	19	public	public	ADJ
futech-377	8	20	risk	risk	NOUN
futech-377	8	21	perception	perception	NOUN
futech-377	8	22	,	,	PUNCT
futech-377	8	23	representing	represent	VERB
futech-377	8	24	a	a	DET
futech-377	8	25	14.7	14.7	NUM
futech-377	8	26	percentage	percentage	NOUN
futech-377	8	27	point	point	NOUN
futech-377	8	28	improvement	improvement	NOUN
futech-377	8	29	over	over	ADP
futech-377	8	30	traditional	traditional	ADJ
futech-377	8	31	machine	machine	NOUN
futech-377	8	32	learning	learn	VERB
futech-377	8	33	baselines	baseline	NOUN
futech-377	8	34	.	.	PUNCT
futech-377	9	1	analysis	analysis	NOUN
futech-377	9	2	of	of	ADP
futech-377	9	3	15,873	15,873	NUM
futech-377	9	4	media	medium	NOUN
futech-377	9	5	items	item	NOUN
futech-377	9	6	reveals	reveal	VERB
futech-377	9	7	six	six	NUM
futech-377	9	8	major	major	ADJ
futech-377	9	9	frame	frame	NOUN
futech-377	9	10	types	type	NOUN
futech-377	9	11	,	,	PUNCT
futech-377	9	12	with	with	ADP
futech-377	9	13	attribution	attribution	NOUN
futech-377	9	14	frames	frame	NOUN
futech-377	9	15	being	be	AUX
futech-377	9	16	most	most	ADV
futech-377	9	17	prevalent	prevalent	ADJ
futech-377	9	18	(	(	PUNCT
futech-377	9	19	28.7	28.7	NUM
futech-377	9	20	%	%	NOUN
futech-377	9	21	)	)	PUNCT
futech-377	9	22	,	,	PUNCT
futech-377	9	23	followed	follow	VERB
futech-377	9	24	by	by	ADP
futech-377	9	25	human	human	ADJ
futech-377	9	26	impact	impact	NOUN
futech-377	9	27	(	(	PUNCT
futech-377	9	28	22.3	22.3	NUM
futech-377	9	29	%	%	NOUN
futech-377	9	30	)	)	PUNCT
futech-377	9	31	and	and	CCONJ
futech-377	9	32	conflict	conflict	NOUN
futech-377	9	33	frames	frame	NOUN
futech-377	9	34	(	(	PUNCT
futech-377	9	35	19.5	19.5	NUM
futech-377	9	36	%	%	NOUN
futech-377	9	37	)	)	PUNCT
futech-377	9	38	.	.	PUNCT
futech-377	10	1	the	the	DET
futech-377	10	2	study	study	NOUN
futech-377	10	3	establishes	establish	VERB
futech-377	10	4	an	an	DET
futech-377	10	5	optimization	optimization	NOUN
futech-377	10	6	framework	framework	NOUN
futech-377	10	7	for	for	ADP
futech-377	10	8	crisis	crisis	NOUN
futech-377	10	9	communication	communication	NOUN
futech-377	10	10	that	that	PRON
futech-377	10	11	balances	balance	VERB
futech-377	10	12	narrative	narrative	ADJ
futech-377	10	13	structure	structure	NOUN
futech-377	10	14	,	,	PUNCT
futech-377	10	15	emotional	emotional	ADJ
futech-377	10	16	factors	factor	NOUN
futech-377	10	17	,	,	PUNCT
futech-377	10	18	and	and	CCONJ
futech-377	10	19	information	information	NOUN
futech-377	10	20	transparency	transparency	NOUN
futech-377	10	21	,	,	PUNCT
futech-377	10	22	identifying	identify	VERB
futech-377	10	23	critical	critical	ADJ
futech-377	10	24	transparency	transparency	NOUN
futech-377	10	25	-	-	PUNCT
futech-377	10	26	trust	trust	NOUN
futech-377	10	27	thresholds	threshold	NOUN
futech-377	10	28	at	at	ADP
futech-377	10	29	62	62	NUM
futech-377	10	30	%	%	NOUN
futech-377	10	31	and	and	CCONJ
futech-377	10	32	87	87	NUM
futech-377	10	33	%	%	NOUN
futech-377	10	34	disclosure	disclosure	NOUN
futech-377	10	35	levels	level	NOUN
futech-377	10	36	where	where	SCONJ
futech-377	10	37	trust	trust	NOUN
futech-377	10	38	gains	gain	NOUN
futech-377	10	39	show	show	VERB
futech-377	10	40	non	non	ADJ
futech-377	10	41	-	-	ADJ
futech-377	10	42	linear	linear	ADJ
futech-377	10	43	patterns	pattern	NOUN
futech-377	10	44	.	.	PUNCT
futech-377	11	1	findings	finding	NOUN
futech-377	11	2	suggest	suggest	VERB
futech-377	11	3	that	that	SCONJ
futech-377	11	4	adaptive	adaptive	ADJ
futech-377	11	5	framing	framing	NOUN
futech-377	11	6	strategies	strategy	NOUN
futech-377	11	7	significantly	significantly	ADV
futech-377	11	8	enhance	enhance	VERB
futech-377	11	9	public	public	ADJ
futech-377	11	10	understanding	understanding	NOUN
futech-377	11	11	and	and	CCONJ
futech-377	11	12	appropriate	appropriate	ADJ
futech-377	11	13	response	response	NOUN
futech-377	11	14	to	to	ADP
futech-377	11	15	risk	risk	NOUN
futech-377	11	16	situations	situation	NOUN
futech-377	11	17	,	,	PUNCT
futech-377	11	18	with	with	ADP
futech-377	11	19	problemsolution	problemsolution	NOUN
futech-377	11	20	narratives	narrative	NOUN
futech-377	11	21	achieving	achieve	VERB
futech-377	11	22	effectiveness	effectiveness	NOUN
futech-377	11	23	scores	score	NOUN
futech-377	11	24	of	of	ADP
futech-377	11	25	0.87	0.87	NUM
futech-377	11	26	for	for	ADP
futech-377	11	27	technological	technological	ADJ
futech-377	11	28	crises	crisis	NOUN
futech-377	11	29	and	and	CCONJ
futech-377	11	30	empathy	empathy	NOUN
futech-377	11	31	-	-	PUNCT
futech-377	11	32	focused	focus	VERB
futech-377	11	33	communication	communication	NOUN
futech-377	11	34	reaching	reach	VERB
futech-377	11	35	0.90	0.90	NUM
futech-377	11	36	for	for	ADP
futech-377	11	37	natural	natural	ADJ
futech-377	11	38	disasters	disaster	NOUN
futech-377	11	39	.	.	PUNCT
futech-377	12	1	this	this	DET
futech-377	12	2	research	research	NOUN
futech-377	12	3	contributes	contribute	VERB
futech-377	12	4	to	to	ADP
futech-377	12	5	both	both	CCONJ
futech-377	12	6	the	the	DET
futech-377	12	7	theoretical	theoretical	ADJ
futech-377	12	8	understanding	understanding	NOUN
futech-377	12	9	of	of	ADP
futech-377	12	10	crisis	crisis	NOUN
futech-377	12	11	communication	communication	NOUN
futech-377	12	12	and	and	CCONJ
futech-377	12	13	the	the	DET
futech-377	12	14	practical	practical	ADJ
futech-377	12	15	applications	application	NOUN
futech-377	12	16	for	for	ADP
futech-377	12	17	media	medium	NOUN
futech-377	12	18	organizations	organization	NOUN
futech-377	12	19	,	,	PUNCT
futech-377	12	20	risk	risk	NOUN
futech-377	12	21	managers	manager	NOUN
futech-377	12	22	,	,	PUNCT
futech-377	12	23	and	and	CCONJ
futech-377	12	24	policymakers	policymaker	NOUN
futech-377	12	25	.	.	PUNCT
futech-377	13	1	1	1	X
futech-377	13	2	.	.	X
futech-377	13	3	introduction	introduction	NOUN
futech-377	13	4	in	in	ADP
futech-377	13	5	the	the	DET
futech-377	13	6	dynamic	dynamic	ADJ
futech-377	13	7	digital	digital	ADJ
futech-377	13	8	information	information	NOUN
futech-377	13	9	space	space	NOUN
futech-377	13	10	,	,	PUNCT
futech-377	13	11	media	medium	NOUN
futech-377	13	12	framing	framing	NOUN
futech-377	13	13	plays	play	VERB
futech-377	13	14	a	a	DET
futech-377	13	15	significant	significant	ADJ
futech-377	13	16	role	role	NOUN
futech-377	13	17	in	in	ADP
futech-377	13	18	shaping	shape	VERB
futech-377	13	19	public	public	ADJ
futech-377	13	20	understanding	understanding	NOUN
futech-377	13	21	and	and	CCONJ
futech-377	13	22	response	response	NOUN
futech-377	13	23	to	to	ADP
futech-377	13	24	a	a	DET
futech-377	13	25	crisis	crisis	NOUN
futech-377	13	26	.	.	PUNCT
futech-377	14	1	intentional	intentional	ADJ
futech-377	14	2	information	information	NOUN
futech-377	14	3	presentation	presentation	NOUN
futech-377	14	4	during	during	ADP
futech-377	14	5	a	a	DET
futech-377	14	6	crisis	crisis	NOUN
futech-377	14	7	has	have	VERB
futech-377	14	8	a	a	DET
futech-377	14	9	substantial	substantial	ADJ
futech-377	14	10	effect	effect	NOUN
futech-377	14	11	on	on	ADP
futech-377	14	12	risk	risk	NOUN
futech-377	14	13	perception	perception	NOUN
futech-377	14	14	,	,	PUNCT
futech-377	14	15	decision	decision	NOUN
futech-377	14	16	-	-	PUNCT
futech-377	14	17	making	making	NOUN
futech-377	14	18	,	,	PUNCT
futech-377	14	19	and	and	CCONJ
futech-377	14	20	collective	collective	ADJ
futech-377	14	21	behavioural	behavioural	ADJ
futech-377	14	22	responses	response	NOUN
futech-377	14	23	[	[	X
futech-377	14	24	1	1	NUM
futech-377	14	25	]	]	PUNCT
futech-377	14	26	.	.	PUNCT
futech-377	15	1	international	international	ADJ
futech-377	15	2	modern	modern	ADJ
futech-377	15	3	crises	crisis	NOUN
futech-377	15	4	,	,	PUNCT
futech-377	15	5	such	such	ADJ
futech-377	15	6	as	as	ADP
futech-377	15	7	the	the	DET
futech-377	15	8	covid-19	covid-19	PROPN
futech-377	15	9	pandemic	pandemic	NOUN
futech-377	15	10	,	,	PUNCT
futech-377	15	11	have	have	AUX
futech-377	15	12	underscored	underscore	VERB
futech-377	15	13	the	the	DET
futech-377	15	14	significant	significant	ADJ
futech-377	15	15	impact	impact	NOUN
futech-377	15	16	of	of	ADP
futech-377	15	17	media	medium	NOUN
futech-377	15	18	frames	frame	NOUN
futech-377	15	19	on	on	ADP
futech-377	15	20	public	public	ADJ
futech-377	15	21	risk	risk	NOUN
futech-377	15	22	perception	perception	NOUN
futech-377	15	23	and	and	CCONJ
futech-377	15	24	compliance	compliance	NOUN
futech-377	15	25	with	with	ADP
futech-377	15	26	safety	safety	NOUN
futech-377	15	27	protocols	protocol	NOUN
futech-377	15	28	[	[	X
futech-377	15	29	2	2	NUM
futech-377	15	30	]	]	PUNCT
futech-377	15	31	.	.	PUNCT
futech-377	16	1	as	as	SCONJ
futech-377	16	2	brookes	brooke	NOUN
futech-377	16	3	and	and	CCONJ
futech-377	16	4	mcenery	mcenery	NOUN
futech-377	16	5	(	(	PUNCT
futech-377	16	6	2020	2020	NUM
futech-377	16	7	)	)	PUNCT
futech-377	16	8	explain	explain	VERB
futech-377	16	9	,	,	PUNCT
futech-377	16	10	language	language	NOUN
futech-377	16	11	use	use	NOUN
futech-377	16	12	in	in	ADP
futech-377	16	13	crisis	crisis	NOUN
futech-377	16	14	news	news	NOUN
futech-377	16	15	can	can	AUX
futech-377	16	16	significantly	significantly	ADV
futech-377	16	17	change	change	VERB
futech-377	16	18	the	the	DET
futech-377	16	19	public	public	ADJ
futech-377	16	20	perception	perception	NOUN
futech-377	16	21	of	of	ADP
futech-377	16	22	risk	risk	NOUN
futech-377	16	23	seriousness	seriousness	NOUN
futech-377	16	24	and	and	CCONJ
futech-377	16	25	appropriate	appropriate	ADJ
futech-377	16	26	response	response	NOUN
futech-377	16	27	[	[	X
futech-377	16	28	3	3	NUM
futech-377	16	29	]	]	PUNCT
futech-377	16	30	.	.	PUNCT
futech-377	17	1	media	medium	NOUN
futech-377	17	2	framing	framing	NOUN
futech-377	17	3	is	be	AUX
futech-377	17	4	the	the	DET
futech-377	17	5	way	way	NOUN
futech-377	17	6	in	in	ADP
futech-377	17	7	which	which	PRON
futech-377	17	8	communicators	communicator	NOUN
futech-377	17	9	build	build	VERB
futech-377	17	10	a	a	DET
futech-377	17	11	given	give	VERB
futech-377	17	12	frame	frame	NOUN
futech-377	17	13	to	to	PART
futech-377	17	14	enable	enable	VERB
futech-377	17	15	some	some	DET
futech-377	17	16	meanings	meaning	NOUN
futech-377	17	17	and	and	CCONJ
futech-377	17	18	prevent	prevent	VERB
futech-377	17	19	others	other	NOUN
futech-377	17	20	.	.	PUNCT
futech-377	18	1	in	in	ADP
futech-377	18	2	times	time	NOUN
futech-377	18	3	of	of	ADP
futech-377	18	4	crisis	crisis	NOUN
futech-377	18	5	,	,	PUNCT
futech-377	18	6	they	they	PRON
futech-377	18	7	are	be	AUX
futech-377	18	8	highly	highly	ADV
futech-377	18	9	critical	critical	ADJ
futech-377	18	10	in	in	SCONJ
futech-377	18	11	that	that	SCONJ
futech-377	18	12	they	they	PRON
futech-377	18	13	determine	determine	VERB
futech-377	18	14	the	the	DET
futech-377	18	15	social	social	ADJ
futech-377	18	16	reality	reality	NOUN
futech-377	18	17	upon	upon	SCONJ
futech-377	18	18	which	which	PRON
futech-377	18	19	publics	public	NOUN
futech-377	18	20	make	make	VERB
futech-377	18	21	risk	risk	NOUN
futech-377	18	22	estimates	estimate	NOUN
futech-377	18	23	.	.	PUNCT
futech-377	19	1	conventional	conventional	ADJ
futech-377	19	2	methods	method	NOUN
futech-377	19	3	for	for	ADP
futech-377	19	4	studying	study	VERB
futech-377	19	5	media	medium	NOUN
futech-377	19	6	frames	frame	NOUN
futech-377	19	7	have	have	AUX
futech-377	19	8	depended	depend	VERB
futech-377	19	9	to	to	ADP
futech-377	19	10	a	a	DET
futech-377	19	11	large	large	ADJ
futech-377	19	12	extent	extent	NOUN
futech-377	19	13	on	on	ADP
futech-377	19	14	manual	manual	ADJ
futech-377	19	15	content	content	NOUN
futech-377	19	16	analysis	analysis	NOUN
futech-377	19	17	,	,	PUNCT
futech-377	19	18	which	which	PRON
futech-377	19	19	,	,	PUNCT
futech-377	19	20	although	although	SCONJ
futech-377	19	21	rich	rich	ADJ
futech-377	19	22	,	,	PUNCT
futech-377	19	23	can	can	AUX
futech-377	19	24	not	not	PART
futech-377	19	25	keep	keep	VERB
futech-377	19	26	up	up	ADP
futech-377	19	27	with	with	ADP
futech-377	19	28	the	the	DET
futech-377	19	29	scope	scope	NOUN
futech-377	19	30	,	,	PUNCT
futech-377	19	31	diversity	diversity	NOUN
futech-377	19	32	,	,	PUNCT
futech-377	19	33	and	and	CCONJ
futech-377	19	34	dynamic	dynamic	ADJ
futech-377	19	35	nature	nature	NOUN
futech-377	19	36	of	of	ADP
futech-377	19	37	today	today	NOUN
futech-377	19	38	's	's	PART
futech-377	19	39	media	medium	NOUN
futech-377	19	40	environments	environment	NOUN
futech-377	19	41	[	[	X
futech-377	19	42	4	4	NUM
futech-377	19	43	]	]	PUNCT
futech-377	19	44	.	.	PUNCT
futech-377	20	1	deep	deep	ADJ
futech-377	20	2	learning	learning	NOUN
futech-377	20	3	technology	technology	NOUN
futech-377	20	4	presents	present	VERB
futech-377	20	5	unparalleled	unparalleled	ADJ
futech-377	20	6	potential	potential	NOUN
futech-377	20	7	to	to	PART
futech-377	20	8	detect	detect	VERB
futech-377	20	9	,	,	PUNCT
futech-377	20	10	analyze	analyze	VERB
futech-377	20	11	,	,	PUNCT
futech-377	20	12	and	and	CCONJ
futech-377	20	13	leverage	leverage	NOUN
futech-377	20	14	crisis	crisis	NOUN
futech-377	20	15	narratives	narrative	NOUN
futech-377	20	16	in	in	ADP
futech-377	20	17	vast	vast	ADJ
futech-377	20	18	media	medium	NOUN
futech-377	20	19	landscapes	landscape	NOUN
futech-377	20	20	with	with	ADP
futech-377	20	21	more	more	ADJ
futech-377	20	22	accuracy	accuracy	NOUN
futech-377	20	23	and	and	CCONJ
futech-377	20	24	effectiveness	effectiveness	NOUN
futech-377	20	25	.	.	PUNCT
futech-377	21	1	public	public	ADJ
futech-377	21	2	risk	risk	NOUN
futech-377	21	3	communication	communication	NOUN
futech-377	21	4	is	be	AUX
futech-377	21	5	a	a	DET
futech-377	21	6	multi	multi	ADJ
futech-377	21	7	-	-	ADJ
futech-377	21	8	faceted	faceted	ADJ
futech-377	21	9	interaction	interaction	NOUN
futech-377	21	10	among	among	ADP
futech-377	21	11	information	information	NOUN
futech-377	21	12	sources	source	NOUN
futech-377	21	13	,	,	PUNCT
futech-377	21	14	message	message	NOUN
futech-377	21	15	features	feature	NOUN
futech-377	21	16	,	,	PUNCT
futech-377	21	17	and	and	CCONJ
futech-377	21	18	audience	audience	NOUN
futech-377	21	19	characteristics	characteristic	NOUN
futech-377	21	20	.	.	PUNCT
futech-377	22	1	whether	whether	SCONJ
futech-377	22	2	or	or	CCONJ
futech-377	22	3	not	not	PART
futech-377	22	4	risk	risk	VERB
futech-377	22	5	communication	communication	NOUN
futech-377	22	6	is	be	AUX
futech-377	22	7	successful	successful	ADJ
futech-377	22	8	hinges	hinge	NOUN
futech-377	22	9	not	not	PART
futech-377	22	10	only	only	ADV
futech-377	22	11	on	on	ADP
futech-377	22	12	the	the	DET
futech-377	22	13	validity	validity	NOUN
futech-377	22	14	of	of	ADP
futech-377	22	15	the	the	DET
futech-377	22	16	information	information	NOUN
futech-377	22	17	but	but	CCONJ
futech-377	22	18	also	also	ADV
futech-377	22	19	on	on	ADP
futech-377	22	20	how	how	SCONJ
futech-377	22	21	it	it	PRON
futech-377	22	22	is	be	AUX
futech-377	22	23	organized	organize	VERB
futech-377	22	24	and	and	CCONJ
futech-377	22	25	presented	present	VERB
futech-377	22	26	[	[	X
futech-377	22	27	5	5	NUM
futech-377	22	28	]	]	PUNCT
futech-377	22	29	.	.	PUNCT
futech-377	23	1	crisis	crisis	NOUN
futech-377	23	2	stories	story	NOUN
futech-377	23	3	,	,	PUNCT
futech-377	23	4	with	with	ADP
futech-377	23	5	their	their	PRON
futech-377	23	6	inherent	inherent	ADJ
futech-377	23	7	storytelling	storytelling	NOUN
futech-377	23	8	features	feature	NOUN
futech-377	23	9	and	and	CCONJ
futech-377	23	10	causal	causal	ADJ
futech-377	23	11	structures	structure	NOUN
futech-377	23	12	,	,	PUNCT
futech-377	23	13	are	be	AUX
futech-377	23	14	potent	potent	ADJ
futech-377	23	15	conveyors	conveyor	NOUN
futech-377	23	16	of	of	ADP
futech-377	23	17	risk	risk	NOUN
futech-377	23	18	information	information	NOUN
futech-377	23	19	,	,	PUNCT
futech-377	23	20	which	which	PRON
futech-377	23	21	can	can	AUX
futech-377	23	22	facilitate	facilitate	VERB
futech-377	23	23	a	a	DET
futech-377	23	24	better	well	ADJ
futech-377	23	25	understanding	understanding	NOUN
futech-377	23	26	and	and	CCONJ
futech-377	23	27	interest	interest	NOUN
futech-377	23	28	.	.	PUNCT
futech-377	24	1	however	however	ADV
futech-377	24	2	,	,	PUNCT
futech-377	24	3	improper	improper	ADJ
futech-377	24	4	phrasing	phrasing	NOUN
futech-377	24	5	can	can	AUX
futech-377	24	6	lead	lead	VERB
futech-377	24	7	to	to	ADP
futech-377	24	8	misinterpretation	misinterpretation	NOUN
futech-377	24	9	,	,	PUNCT
futech-377	24	10	panic	panic	NOUN
futech-377	24	11	,	,	PUNCT
futech-377	24	12	or	or	CCONJ
futech-377	24	13	complacency	complacency	NOUN
futech-377	24	14	,	,	PUNCT
futech-377	24	15	which	which	PRON
futech-377	24	16	distorts	distort	VERB
futech-377	24	17	public	public	ADJ
futech-377	24	18	health	health	NOUN
futech-377	24	19	and	and	CCONJ
futech-377	24	20	safety	safety	NOUN
futech-377	24	21	objectives	objective	NOUN
futech-377	24	22	[	[	X
futech-377	24	23	6	6	NUM
futech-377	24	24	]	]	PUNCT
futech-377	24	25	.	.	PUNCT
futech-377	25	1	new	new	ADJ
futech-377	25	2	advances	advance	NOUN
futech-377	25	3	in	in	ADP
futech-377	25	4	deep	deep	ADJ
futech-377	25	5	learning	learning	NOUN
futech-377	25	6	and	and	CCONJ
futech-377	25	7	natural	natural	ADJ
futech-377	25	8	language	language	NOUN
futech-377	25	9	processing	processing	NOUN
futech-377	25	10	(	(	PUNCT
futech-377	25	11	nlp	nlp	NOUN
futech-377	25	12	)	)	PUNCT
futech-377	25	13	have	have	AUX
futech-377	25	14	made	make	VERB
futech-377	25	15	it	it	PRON
futech-377	25	16	promising	promise	VERB
futech-377	25	17	to	to	PART
futech-377	25	18	explore	explore	VERB
futech-377	25	19	and	and	CCONJ
futech-377	25	20	refine	refine	VERB
futech-377	25	21	crisis	crisis	NOUN
futech-377	25	22	communication	communication	NOUN
futech-377	25	23	by	by	ADP
futech-377	25	24	studying	study	VERB
futech-377	25	25	it	it	PRON
futech-377	25	26	.	.	PUNCT
futech-377	26	1	computational	computational	ADJ
futech-377	26	2	methods	method	NOUN
futech-377	26	3	can	can	AUX
futech-377	26	4	identify	identify	VERB
futech-377	26	5	fine	fine	ADJ
futech-377	26	6	patterns	pattern	NOUN
futech-377	26	7	of	of	ADP
futech-377	26	8	framing	frame	VERB
futech-377	26	9	mechanisms	mechanism	NOUN
futech-377	26	10	that	that	PRON
futech-377	26	11	are	be	AUX
futech-377	26	12	difficult	difficult	ADJ
futech-377	26	13	to	to	PART
futech-377	26	14	derive	derive	VERB
futech-377	26	15	using	use	VERB
futech-377	26	16	human	human	ADJ
futech-377	26	17	coders	coder	NOUN
futech-377	26	18	,	,	PUNCT
futech-377	26	19	observe	observe	VERB
futech-377	26	20	the	the	DET
futech-377	26	21	changing	change	VERB
futech-377	26	22	dynamics	dynamic	NOUN
futech-377	26	23	of	of	ADP
futech-377	26	24	narratives	narrative	NOUN
futech-377	26	25	over	over	ADP
futech-377	26	26	time	time	NOUN
futech-377	26	27	,	,	PUNCT
futech-377	26	28	and	and	CCONJ
futech-377	26	29	identify	identify	VERB
futech-377	26	30	the	the	DET
futech-377	26	31	most	most	ADV
futech-377	26	32	optimal	optimal	ADJ
futech-377	26	33	communication	communication	NOUN
futech-377	26	34	approach	approach	NOUN
futech-377	26	35	for	for	ADP
futech-377	26	36	diverse	diverse	ADJ
futech-377	26	37	crises	crisis	NOUN
futech-377	26	38	[	[	X
futech-377	26	39	7	7	NUM
futech-377	26	40	]	]	PUNCT
futech-377	26	41	.	.	PUNCT
futech-377	27	1	despite	despite	SCONJ
futech-377	27	2	such	such	ADJ
futech-377	27	3	technological	technological	ADJ
futech-377	27	4	may	may	AUX
futech-377	27	5	2025|	2025|	NUM
futech-377	27	6	volume	volume	VERB
futech-377	27	7	01	01	NUM
futech-377	27	8	|	|	ADV
futech-377	27	9	issue	issue	NOUN
futech-377	27	10	01	01	NUM
futech-377	28	1	|	|	NOUN
futech-377	28	2	pages	page	NOUN
futech-377	28	3	0103	0103	NUM
futech-377	28	4	issn	issn	PROPN
futech-377	28	5	2832	2832	NUM
futech-377	28	6	-	-	SYM
futech-377	28	7	0379	0379	NUM
futech-377	28	8	open	open	ADJ
futech-377	28	9	access	access	NOUN
futech-377	28	10	journal	journal	PROPN
futech-377	28	11	journal	journal	PROPN
futech-377	28	12	homepage	homepage	NOUN
futech-377	28	13	:	:	PUNCT
futech-377	28	14	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-377	28	15	https://doi.org/10.55670/fpll.futech.0.0.0	https://doi.org/10.55670/fpll.futech.0.0.0	VERB
futech-377	28	16	future	future	ADJ
futech-377	28	17	technology	technology	NOUN
futech-377	28	18	august	august	PROPN
futech-377	28	19	2025|	2025|	NUM
futech-377	29	1	volume	volume	NOUN
futech-377	29	2	04	04	NUM
futech-377	30	1	|	|	NOUN
futech-377	30	2	issue	issue	NOUN
futech-377	30	3	03	03	NUM
futech-377	31	1	|	|	ADV
futech-377	31	2	pages	page	VERB
futech-377	31	3	227	227	NUM
futech-377	31	4	-	-	SYM
futech-377	31	5	238	238	NUM
futech-377	31	6	journal	journal	NOUN
futech-377	31	7	homepage	homepage	NOUN
futech-377	31	8	:	:	PUNCT
futech-377	31	9	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-377	31	10	https://doi.org/10.55670/fpll.futech.4.3.21	https://doi.org/10.55670/fpll.futech.4.3.21	PROPN
futech-377	31	11	issn	issn	VERB
futech-377	31	12	2832	2832	NUM
futech-377	31	13	-	-	SYM
futech-377	31	14	0379	0379	NUM
futech-377	31	15	open	open	ADJ
futech-377	31	16	access	access	NOUN
futech-377	31	17	journal	journal	PROPN
futech-377	31	18	future	future	ADJ
futech-377	31	19	technology	technology	NOUN
futech-377	31	20	mailto:henko_yue@163.com	mailto:henko_yue@163.com	X
futech-377	31	21	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-377	31	22	https://doi.org/10.55670/fpll.futech.0.0.0	https://doi.org/10.55670/fpll.futech.0.0.0	VERB
futech-377	31	23	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-377	31	24	https://doi.org/10.55670/fpll.futech.4.3.21	https://doi.org/10.55670/fpll.futech.4.3.21	PROPN
futech-377	31	25	yue	yue	PROPN
futech-377	31	26	zhang	zhang	PROPN
futech-377	31	27	/future	/future	PROPN
futech-377	31	28	technology	technology	PROPN
futech-377	31	29	august	august	PROPN
futech-377	31	30	2025|	2025|	NUM
futech-377	31	31	volume	volume	NOUN
futech-377	31	32	04	04	NUM
futech-377	32	1	|	|	NOUN
futech-377	32	2	issue	issue	NOUN
futech-377	32	3	03	03	NUM
futech-377	33	1	|	|	ADV
futech-377	33	2	pages	page	VERB
futech-377	33	3	227	227	NUM
futech-377	33	4	-	-	SYM
futech-377	33	5	238	238	NUM
futech-377	33	6	228	228	NUM
futech-377	33	7	advancements	advancement	NOUN
futech-377	33	8	,	,	PUNCT
futech-377	33	9	relatively	relatively	ADV
futech-377	33	10	limited	limited	ADJ
futech-377	33	11	research	research	NOUN
futech-377	33	12	has	have	AUX
futech-377	33	13	integrated	integrate	VERB
futech-377	33	14	deep	deep	ADJ
futech-377	33	15	learning	learning	NOUN
futech-377	33	16	methods	method	NOUN
futech-377	33	17	with	with	ADP
futech-377	33	18	media	medium	NOUN
futech-377	33	19	framing	frame	VERB
futech-377	33	20	theory	theory	NOUN
futech-377	33	21	for	for	ADP
futech-377	33	22	systematic	systematic	ADJ
futech-377	33	23	research	research	NOUN
futech-377	33	24	and	and	CCONJ
futech-377	33	25	the	the	DET
futech-377	33	26	improvement	improvement	NOUN
futech-377	33	27	of	of	ADP
futech-377	33	28	crisis	crisis	NOUN
futech-377	33	29	narratives	narrative	NOUN
futech-377	33	30	[	[	X
futech-377	33	31	8	8	NUM
futech-377	33	32	]	]	PUNCT
futech-377	33	33	.	.	PUNCT
futech-377	34	1	this	this	DET
futech-377	34	2	study	study	NOUN
futech-377	34	3	fills	fill	VERB
futech-377	34	4	this	this	DET
futech-377	34	5	gap	gap	NOUN
futech-377	34	6	by	by	ADP
futech-377	34	7	constructing	construct	VERB
futech-377	34	8	an	an	DET
futech-377	34	9	integrated	integrate	VERB
futech-377	34	10	framework	framework	NOUN
futech-377	34	11	to	to	PART
futech-377	34	12	examine	examine	VERB
futech-377	34	13	and	and	CCONJ
futech-377	34	14	optimize	optimize	VERB
futech-377	34	15	media	medium	NOUN
futech-377	34	16	frames	frame	NOUN
futech-377	34	17	in	in	ADP
futech-377	34	18	crisis	crisis	NOUN
futech-377	34	19	communication	communication	NOUN
futech-377	34	20	through	through	ADP
futech-377	34	21	state	state	NOUN
futech-377	34	22	-	-	PUNCT
futech-377	34	23	of	of	ADP
futech-377	34	24	-	-	PUNCT
futech-377	34	25	the	the	DET
futech-377	34	26	-	-	PUNCT
futech-377	34	27	art	art	NOUN
futech-377	34	28	deep	deep	ADJ
futech-377	34	29	learning	learning	NOUN
futech-377	34	30	methodology	methodology	NOUN
futech-377	34	31	.	.	PUNCT
futech-377	35	1	figure	figure	NOUN
futech-377	35	2	1	1	NUM
futech-377	35	3	displays	display	VERB
futech-377	35	4	the	the	DET
futech-377	35	5	conceptual	conceptual	ADJ
futech-377	35	6	structure	structure	NOUN
futech-377	35	7	of	of	ADP
futech-377	35	8	this	this	DET
futech-377	35	9	integrated	integrate	VERB
futech-377	35	10	framework	framework	NOUN
futech-377	35	11	,	,	PUNCT
futech-377	35	12	which	which	PRON
futech-377	35	13	describes	describe	VERB
futech-377	35	14	the	the	DET
futech-377	35	15	process	process	NOUN
futech-377	35	16	flow	flow	NOUN
futech-377	35	17	from	from	ADP
futech-377	35	18	inputting	inputte	VERB
futech-377	35	19	crisis	crisis	NOUN
futech-377	35	20	information	information	NOUN
futech-377	35	21	to	to	ADP
futech-377	35	22	outputting	output	VERB
futech-377	35	23	optimized	optimize	VERB
futech-377	35	24	framing	framing	NOUN
futech-377	35	25	through	through	ADP
futech-377	35	26	the	the	DET
futech-377	35	27	aid	aid	NOUN
futech-377	35	28	of	of	ADP
futech-377	35	29	deep	deep	ADJ
futech-377	35	30	learning	learning	NOUN
futech-377	35	31	pattern	pattern	NOUN
futech-377	35	32	identification	identification	NOUN
futech-377	35	33	.	.	PUNCT
futech-377	36	1	figure	figure	NOUN
futech-377	36	2	1	1	NUM
futech-377	36	3	.	.	PUNCT
futech-377	37	1	deep	deep	ADJ
futech-377	37	2	learning	learning	NOUN
futech-377	37	3	-	-	PUNCT
futech-377	37	4	based	base	VERB
futech-377	37	5	crisis	crisis	NOUN
futech-377	37	6	communication	communication	NOUN
futech-377	37	7	framework	framework	NOUN
futech-377	37	8	by	by	ADP
futech-377	37	9	exploring	explore	VERB
futech-377	37	10	the	the	DET
futech-377	37	11	impact	impact	NOUN
futech-377	37	12	of	of	ADP
futech-377	37	13	narrative	narrative	NOUN
futech-377	37	14	frames	frame	NOUN
futech-377	37	15	and	and	CCONJ
futech-377	37	16	framing	frame	VERB
futech-377	37	17	devices	device	NOUN
futech-377	37	18	on	on	ADP
futech-377	37	19	public	public	ADJ
futech-377	37	20	risk	risk	NOUN
futech-377	37	21	perception	perception	NOUN
futech-377	37	22	and	and	CCONJ
futech-377	37	23	response	response	NOUN
futech-377	38	1	,	,	PUNCT
futech-377	38	2	this	this	DET
futech-377	38	3	research	research	NOUN
futech-377	38	4	seeks	seek	VERB
futech-377	38	5	to	to	PART
futech-377	38	6	establish	establish	VERB
futech-377	38	7	evidence	evidence	NOUN
futech-377	38	8	-	-	PUNCT
futech-377	38	9	based	base	VERB
futech-377	38	10	best	good	ADJ
futech-377	38	11	practices	practice	NOUN
futech-377	38	12	for	for	ADP
futech-377	38	13	effective	effective	ADJ
futech-377	38	14	crisis	crisis	NOUN
futech-377	38	15	communication	communication	NOUN
futech-377	38	16	.	.	PUNCT
futech-377	39	1	the	the	DET
futech-377	39	2	research	research	NOUN
futech-377	39	3	also	also	ADV
futech-377	39	4	aims	aim	VERB
futech-377	39	5	to	to	PART
futech-377	39	6	explore	explore	VERB
futech-377	39	7	how	how	SCONJ
futech-377	39	8	adaptive	adaptive	ADJ
futech-377	39	9	framing	framing	NOUN
futech-377	39	10	tools	tool	NOUN
futech-377	39	11	can	can	AUX
futech-377	39	12	be	be	AUX
futech-377	39	13	customized	customize	VERB
futech-377	39	14	for	for	ADP
futech-377	39	15	various	various	ADJ
futech-377	39	16	stages	stage	NOUN
futech-377	39	17	of	of	ADP
futech-377	39	18	a	a	DET
futech-377	39	19	crisis	crisis	NOUN
futech-377	39	20	,	,	PUNCT
futech-377	39	21	different	different	ADJ
futech-377	39	22	audience	audience	NOUN
futech-377	39	23	segments	segment	NOUN
futech-377	39	24	,	,	PUNCT
futech-377	39	25	and	and	CCONJ
futech-377	39	26	different	different	ADJ
futech-377	39	27	media	medium	NOUN
futech-377	39	28	platforms	platform	NOUN
futech-377	39	29	to	to	PART
futech-377	39	30	achieve	achieve	VERB
futech-377	39	31	maximum	maximum	ADJ
futech-377	39	32	public	public	ADJ
futech-377	39	33	understanding	understanding	NOUN
futech-377	39	34	and	and	CCONJ
futech-377	39	35	corresponding	corresponding	ADJ
futech-377	39	36	action	action	NOUN
futech-377	39	37	.	.	PUNCT
futech-377	40	1	through	through	ADP
futech-377	40	2	this	this	DET
futech-377	40	3	study	study	NOUN
futech-377	40	4	,	,	PUNCT
futech-377	40	5	we	we	PRON
futech-377	40	6	seek	seek	VERB
futech-377	40	7	to	to	PART
futech-377	40	8	contribute	contribute	VERB
futech-377	40	9	theoretical	theoretical	ADJ
futech-377	40	10	insight	insight	NOUN
futech-377	40	11	into	into	ADP
futech-377	40	12	crisis	crisis	NOUN
futech-377	40	13	communication	communication	NOUN
futech-377	40	14	processes	process	NOUN
futech-377	40	15	and	and	CCONJ
futech-377	40	16	pragmatic	pragmatic	ADJ
futech-377	40	17	suggestions	suggestion	NOUN
futech-377	40	18	for	for	ADP
futech-377	40	19	media	medium	NOUN
futech-377	40	20	,	,	PUNCT
futech-377	40	21	public	public	ADJ
futech-377	40	22	health	health	NOUN
futech-377	40	23	administrators	administrator	NOUN
futech-377	40	24	,	,	PUNCT
futech-377	40	25	emergency	emergency	NOUN
futech-377	40	26	managers	manager	NOUN
futech-377	40	27	,	,	PUNCT
futech-377	40	28	and	and	CCONJ
futech-377	40	29	policymakers	policymaker	NOUN
futech-377	40	30	.	.	PUNCT
futech-377	41	1	the	the	DET
futech-377	41	2	implications	implication	NOUN
futech-377	41	3	are	be	AUX
futech-377	41	4	far	far	ADV
futech-377	41	5	-	-	PUNCT
futech-377	41	6	reaching	reach	VERB
futech-377	41	7	,	,	PUNCT
futech-377	41	8	enhancing	enhance	VERB
futech-377	41	9	public	public	ADJ
futech-377	41	10	resilience	resilience	NOUN
futech-377	41	11	to	to	ADP
futech-377	41	12	crises	crisis	NOUN
futech-377	41	13	by	by	ADP
futech-377	41	14	providing	provide	VERB
futech-377	41	15	enhanced	enhanced	ADJ
futech-377	41	16	communication	communication	NOUN
futech-377	41	17	strategies	strategy	NOUN
futech-377	41	18	that	that	PRON
futech-377	41	19	balance	balance	NOUN
futech-377	41	20	precision	precision	NOUN
futech-377	41	21	,	,	PUNCT
futech-377	41	22	openness	openness	NOUN
futech-377	41	23	,	,	PUNCT
futech-377	41	24	and	and	CCONJ
futech-377	41	25	interaction	interaction	NOUN
futech-377	41	26	.	.	PUNCT
futech-377	42	1	2	2	X
futech-377	42	2	.	.	X
futech-377	42	3	literature	literature	NOUN
futech-377	42	4	review	review	VERB
futech-377	42	5	2.1	2.1	NUM
futech-377	42	6	media	medium	NOUN
futech-377	42	7	framing	frame	VERB
futech-377	42	8	theory	theory	NOUN
futech-377	42	9	media	medium	NOUN
futech-377	42	10	framing	frame	VERB
futech-377	42	11	theory	theory	NOUN
futech-377	42	12	provides	provide	VERB
futech-377	42	13	a	a	DET
futech-377	42	14	useful	useful	ADJ
futech-377	42	15	starting	starting	NOUN
futech-377	42	16	point	point	NOUN
futech-377	42	17	for	for	ADP
futech-377	42	18	analyzing	analyze	VERB
futech-377	42	19	the	the	DET
futech-377	42	20	ways	way	NOUN
futech-377	42	21	in	in	ADP
futech-377	42	22	which	which	PRON
futech-377	42	23	information	information	NOUN
futech-377	42	24	is	be	AUX
futech-377	42	25	filtered	filter	VERB
futech-377	42	26	,	,	PUNCT
futech-377	42	27	highlighted	highlight	VERB
futech-377	42	28	,	,	PUNCT
futech-377	42	29	and	and	CCONJ
futech-377	42	30	conveyed	convey	VERB
futech-377	42	31	to	to	ADP
futech-377	42	32	specific	specific	ADJ
futech-377	42	33	audiences	audience	NOUN
futech-377	42	34	.	.	PUNCT
futech-377	43	1	nevertheless	nevertheless	ADV
futech-377	43	2	,	,	PUNCT
futech-377	43	3	multimodal	multimodal	NOUN
futech-377	43	4	and	and	CCONJ
futech-377	43	5	digital	digital	ADJ
futech-377	43	6	scholarship	scholarship	NOUN
futech-377	43	7	has	have	AUX
futech-377	43	8	built	build	VERB
futech-377	43	9	upon	upon	SCONJ
futech-377	43	10	entman	entman	NOUN
futech-377	43	11	’s	’s	PART
futech-377	43	12	influential	influential	ADJ
futech-377	43	13	definition	definition	NOUN
futech-377	43	14	of	of	ADP
futech-377	43	15	framing	frame	VERB
futech-377	43	16	,	,	PUNCT
futech-377	43	17	selecting	select	VERB
futech-377	43	18	some	some	DET
futech-377	43	19	aspects	aspect	NOUN
futech-377	43	20	of	of	ADP
futech-377	43	21	a	a	DET
futech-377	43	22	perceived	perceive	VERB
futech-377	43	23	reality	reality	NOUN
futech-377	43	24	and	and	CCONJ
futech-377	43	25	making	make	VERB
futech-377	43	26	them	they	PRON
futech-377	43	27	more	more	ADV
futech-377	43	28	salient	salient	NOUN
futech-377	43	29	in	in	ADP
futech-377	43	30	a	a	DET
futech-377	43	31	communicating	communicate	VERB
futech-377	43	32	text	text	NOUN
futech-377	44	1	[	[	X
futech-377	44	2	9	9	NUM
futech-377	44	3	]	]	PUNCT
futech-377	44	4	.	.	PUNCT
futech-377	45	1	in	in	ADP
futech-377	45	2	crisis	crisis	NOUN
futech-377	45	3	communication	communication	NOUN
futech-377	45	4	,	,	PUNCT
futech-377	45	5	frames	frame	NOUN
futech-377	45	6	are	be	AUX
futech-377	45	7	used	use	VERB
futech-377	45	8	as	as	ADP
futech-377	45	9	interpretive	interpretive	ADJ
futech-377	45	10	packages	package	NOUN
futech-377	45	11	that	that	PRON
futech-377	45	12	shape	shape	VERB
futech-377	45	13	the	the	DET
futech-377	45	14	public	public	NOUN
futech-377	45	15	's	's	PART
futech-377	45	16	understanding	understanding	NOUN
futech-377	45	17	of	of	ADP
futech-377	45	18	crisis	crisis	NOUN
futech-377	45	19	-	-	PUNCT
futech-377	45	20	related	relate	VERB
futech-377	45	21	risks	risk	NOUN
futech-377	45	22	,	,	PUNCT
futech-377	45	23	the	the	DET
futech-377	45	24	attribution	attribution	NOUN
futech-377	45	25	of	of	ADP
futech-377	45	26	responsibility	responsibility	NOUN
futech-377	45	27	,	,	PUNCT
futech-377	45	28	and	and	CCONJ
futech-377	45	29	the	the	DET
futech-377	45	30	reactions	reaction	NOUN
futech-377	45	31	deemed	deem	VERB
futech-377	45	32	suitable	suitable	ADJ
futech-377	45	33	.	.	PUNCT
futech-377	46	1	studies	study	NOUN
futech-377	46	2	show	show	VERB
futech-377	46	3	that	that	SCONJ
futech-377	46	4	mental	mental	ADJ
futech-377	46	5	models	model	NOUN
futech-377	46	6	reinforce	reinforce	VERB
futech-377	46	7	frame	frame	NOUN
futech-377	46	8	effectiveness	effectiveness	NOUN
futech-377	46	9	during	during	ADP
futech-377	46	10	a	a	DET
futech-377	46	11	crisis	crisis	NOUN
futech-377	46	12	situation	situation	NOUN
futech-377	47	1	[	[	X
futech-377	47	2	10	10	NUM
futech-377	47	3	]	]	PUNCT
futech-377	47	4	.	.	PUNCT
futech-377	48	1	2.2	2.2	NUM
futech-377	48	2	public	public	ADJ
futech-377	48	3	risk	risk	NOUN
futech-377	48	4	communication	communication	NOUN
futech-377	48	5	public	public	ADJ
futech-377	48	6	risk	risk	NOUN
futech-377	48	7	communication	communication	NOUN
futech-377	48	8	involves	involve	VERB
futech-377	48	9	systematic	systematic	ADJ
futech-377	48	10	strategies	strategy	NOUN
futech-377	48	11	for	for	ADP
futech-377	48	12	disseminating	disseminate	VERB
futech-377	48	13	information	information	NOUN
futech-377	48	14	pertaining	pertain	VERB
futech-377	48	15	to	to	ADP
futech-377	48	16	hazards	hazard	NOUN
futech-377	48	17	to	to	ADP
futech-377	48	18	various	various	ADJ
futech-377	48	19	stakeholders	stakeholder	NOUN
futech-377	48	20	during	during	ADP
futech-377	48	21	times	time	NOUN
futech-377	48	22	of	of	ADP
futech-377	48	23	uncertainty	uncertainty	NOUN
futech-377	48	24	.	.	PUNCT
futech-377	49	1	effective	effective	ADJ
futech-377	49	2	models	model	NOUN
futech-377	49	3	of	of	ADP
futech-377	49	4	risk	risk	NOUN
futech-377	49	5	communication	communication	NOUN
futech-377	49	6	have	have	AUX
futech-377	49	7	moved	move	VERB
futech-377	49	8	from	from	ADP
futech-377	49	9	a	a	DET
futech-377	49	10	linear	linear	ADJ
futech-377	49	11	expert	expert	NOUN
futech-377	49	12	-	-	PUNCT
futech-377	49	13	to	to	ADP
futech-377	49	14	-	-	PUNCT
futech-377	49	15	public	public	ADJ
futech-377	49	16	model	model	NOUN
futech-377	49	17	to	to	ADP
futech-377	49	18	more	more	ADV
futech-377	49	19	interactive	interactive	ADJ
futech-377	49	20	,	,	PUNCT
futech-377	49	21	dialogic	dialogic	ADJ
futech-377	49	22	frameworks	framework	NOUN
futech-377	49	23	that	that	PRON
futech-377	49	24	consider	consider	VERB
futech-377	49	25	the	the	DET
futech-377	49	26	social	social	ADJ
futech-377	49	27	construction	construction	NOUN
futech-377	49	28	of	of	ADP
futech-377	49	29	risk	risk	NOUN
futech-377	49	30	.	.	PUNCT
futech-377	50	1	models	model	NOUN
futech-377	50	2	from	from	ADP
futech-377	50	3	recent	recent	ADJ
futech-377	50	4	decades	decade	NOUN
futech-377	50	5	continue	continue	VERB
futech-377	50	6	to	to	PART
futech-377	50	7	frame	frame	VERB
futech-377	50	8	the	the	DET
futech-377	50	9	information	information	NOUN
futech-377	50	10	flow	flow	NOUN
futech-377	50	11	,	,	PUNCT
futech-377	50	12	especially	especially	ADV
futech-377	50	13	cultural	cultural	ADJ
futech-377	50	14	context	context	NOUN
futech-377	50	15	and	and	CCONJ
futech-377	50	16	audience	audience	NOUN
futech-377	50	17	segmentation	segmentation	NOUN
futech-377	50	18	,	,	PUNCT
futech-377	50	19	as	as	ADP
futech-377	50	20	critical	critical	ADJ
futech-377	50	21	to	to	ADP
futech-377	50	22	message	message	NOUN
futech-377	50	23	efficacy	efficacy	NOUN
futech-377	50	24	.	.	PUNCT
futech-377	51	1	these	these	DET
futech-377	51	2	developments	development	NOUN
futech-377	51	3	point	point	VERB
futech-377	51	4	to	to	ADP
futech-377	51	5	a	a	DET
futech-377	51	6	growing	grow	VERB
futech-377	51	7	understanding	understanding	NOUN
futech-377	51	8	that	that	SCONJ
futech-377	51	9	perception	perception	NOUN
futech-377	51	10	of	of	ADP
futech-377	51	11	risk	risk	NOUN
futech-377	51	12	is	be	AUX
futech-377	51	13	not	not	PART
futech-377	51	14	solely	solely	ADV
futech-377	51	15	the	the	DET
futech-377	51	16	result	result	NOUN
futech-377	51	17	of	of	ADP
futech-377	51	18	measuring	measure	VERB
futech-377	51	19	objective	objective	ADJ
futech-377	51	20	hazards	hazard	NOUN
futech-377	51	21	;	;	PUNCT
futech-377	51	22	it	it	PRON
futech-377	51	23	also	also	ADV
futech-377	51	24	factors	factor	VERB
futech-377	51	25	in	in	ADP
futech-377	51	26	psychological	psychological	ADJ
futech-377	51	27	,	,	PUNCT
futech-377	51	28	social	social	ADJ
futech-377	51	29	,	,	PUNCT
futech-377	51	30	and	and	CCONJ
futech-377	51	31	cultural	cultural	ADJ
futech-377	51	32	elements	element	NOUN
futech-377	51	33	[	[	X
futech-377	51	34	11	11	NUM
futech-377	51	35	]	]	PUNCT
futech-377	51	36	.	.	PUNCT
futech-377	52	1	evidence	evidence	NOUN
futech-377	52	2	shows	show	VERB
futech-377	52	3	that	that	SCONJ
futech-377	52	4	public	public	ADJ
futech-377	52	5	reactions	reaction	NOUN
futech-377	52	6	to	to	ADP
futech-377	52	7	information	information	NOUN
futech-377	52	8	about	about	ADP
futech-377	52	9	risks	risk	NOUN
futech-377	52	10	differ	differ	VERB
futech-377	52	11	markedly	markedly	ADV
futech-377	52	12	depending	depend	VERB
futech-377	52	13	on	on	ADP
futech-377	52	14	trust	trust	NOUN
futech-377	52	15	in	in	ADP
futech-377	52	16	the	the	DET
futech-377	52	17	source	source	NOUN
futech-377	52	18	of	of	ADP
futech-377	52	19	the	the	DET
futech-377	52	20	information	information	NOUN
futech-377	52	21	,	,	PUNCT
futech-377	52	22	prior	prior	ADJ
futech-377	52	23	convictions	conviction	NOUN
futech-377	52	24	,	,	PUNCT
futech-377	52	25	and	and	CCONJ
futech-377	52	26	perceived	perceive	VERB
futech-377	52	27	self	self	NOUN
futech-377	52	28	-	-	PUNCT
futech-377	52	29	efficacy	efficacy	NOUN
futech-377	52	30	.	.	PUNCT
futech-377	53	1	there	there	PRON
futech-377	53	2	is	be	VERB
futech-377	53	3	an	an	DET
futech-377	53	4	increasing	increase	VERB
futech-377	53	5	focus	focus	NOUN
futech-377	53	6	on	on	ADP
futech-377	53	7	the	the	DET
futech-377	53	8	mental	mental	ADJ
futech-377	53	9	models	model	NOUN
futech-377	53	10	approach	approach	VERB
futech-377	53	11	,	,	PUNCT
futech-377	53	12	which	which	PRON
futech-377	53	13	stresses	stress	VERB
futech-377	53	14	that	that	SCONJ
futech-377	53	15	risk	risk	NOUN
futech-377	53	16	communication	communication	NOUN
futech-377	53	17	must	must	AUX
futech-377	53	18	mitigate	mitigate	VERB
futech-377	53	19	the	the	DET
futech-377	53	20	gaps	gap	NOUN
futech-377	53	21	between	between	ADP
futech-377	53	22	expert	expert	NOUN
futech-377	53	23	and	and	CCONJ
futech-377	53	24	lay	lay	VERB
futech-377	53	25	understandings	understanding	NOUN
futech-377	53	26	in	in	ADP
futech-377	53	27	the	the	DET
futech-377	53	28	context	context	NOUN
futech-377	53	29	of	of	ADP
futech-377	53	30	risk	risk	NOUN
futech-377	53	31	emotion	emotion	NOUN
futech-377	53	32	.	.	PUNCT
futech-377	54	1	more	more	ADJ
futech-377	54	2	recent	recent	ADJ
futech-377	54	3	studies	study	NOUN
futech-377	54	4	also	also	ADV
futech-377	54	5	emphasize	emphasize	VERB
futech-377	54	6	the	the	DET
futech-377	54	7	roles	role	NOUN
futech-377	54	8	digital	digital	ADJ
futech-377	54	9	environments	environment	NOUN
futech-377	54	10	play	play	VERB
futech-377	54	11	in	in	ADP
futech-377	54	12	the	the	DET
futech-377	54	13	ways	way	NOUN
futech-377	54	14	risk	risk	NOUN
futech-377	54	15	information	information	NOUN
futech-377	54	16	is	be	AUX
futech-377	54	17	disseminated	disseminate	VERB
futech-377	54	18	and	and	CCONJ
futech-377	54	19	received	receive	VERB
futech-377	54	20	,	,	PUNCT
futech-377	54	21	transforming	transform	VERB
futech-377	54	22	the	the	DET
futech-377	54	23	landscape	landscape	NOUN
futech-377	54	24	in	in	ADP
futech-377	54	25	both	both	CCONJ
futech-377	54	26	positive	positive	ADJ
futech-377	54	27	and	and	CCONJ
futech-377	54	28	negative	negative	ADJ
futech-377	54	29	directions	direction	NOUN
futech-377	54	30	by	by	ADP
futech-377	54	31	allowing	allow	VERB
futech-377	54	32	rapid	rapid	ADJ
futech-377	54	33	sharing	sharing	NOUN
futech-377	54	34	,	,	PUNCT
futech-377	54	35	but	but	CCONJ
futech-377	54	36	also	also	ADV
futech-377	54	37	introducing	introduce	VERB
futech-377	54	38	challenges	challenge	NOUN
futech-377	54	39	,	,	PUNCT
futech-377	54	40	including	include	VERB
futech-377	54	41	misinformation	misinformation	NOUN
futech-377	54	42	and	and	CCONJ
futech-377	54	43	information	information	NOUN
futech-377	54	44	saturation	saturation	NOUN
futech-377	54	45	[	[	X
futech-377	54	46	12	12	NUM
futech-377	54	47	]	]	PUNCT
futech-377	54	48	.	.	PUNCT
futech-377	55	1	2.3	2.3	NUM
futech-377	55	2	crisis	crisis	NOUN
futech-377	55	3	narrative	narrative	NOUN
futech-377	55	4	analysis	analysis	NOUN
futech-377	55	5	crisis	crisis	NOUN
futech-377	55	6	accounts	account	NOUN
futech-377	55	7	are	be	AUX
futech-377	55	8	narrative	narrative	ADJ
futech-377	55	9	accounts	account	NOUN
futech-377	55	10	of	of	ADP
futech-377	55	11	disorienting	disorient	VERB
futech-377	55	12	events	event	NOUN
futech-377	55	13	that	that	PRON
futech-377	55	14	invest	invest	VERB
futech-377	55	15	temporal	temporal	ADJ
futech-377	55	16	orders	order	NOUN
futech-377	55	17	,	,	PUNCT
futech-377	55	18	causality	causality	NOUN
futech-377	55	19	,	,	PUNCT
futech-377	55	20	and	and	CCONJ
futech-377	55	21	moral	moral	ADJ
futech-377	55	22	judgments	judgment	NOUN
futech-377	55	23	within	within	ADP
futech-377	55	24	narrative	narrative	NOUN
futech-377	55	25	.	.	PUNCT
futech-377	56	1	the	the	DET
futech-377	56	2	narrative	narrative	ADJ
futech-377	56	3	strategy	strategy	NOUN
futech-377	56	4	of	of	ADP
futech-377	56	5	crisis	crisis	NOUN
futech-377	56	6	communication	communication	NOUN
futech-377	56	7	has	have	AUX
futech-377	56	8	become	become	VERB
futech-377	56	9	increasingly	increasingly	ADV
futech-377	56	10	important	important	ADJ
futech-377	56	11	as	as	SCONJ
futech-377	56	12	academics	academic	NOUN
futech-377	56	13	recognize	recognize	VERB
futech-377	56	14	that	that	SCONJ
futech-377	56	15	audiences	audience	NOUN
futech-377	56	16	better	well	ADV
futech-377	56	17	comprehend	comprehend	VERB
futech-377	56	18	risky	risky	ADJ
futech-377	56	19	information	information	NOUN
futech-377	56	20	that	that	PRON
futech-377	56	21	is	be	AUX
futech-377	56	22	complex	complex	ADJ
futech-377	56	23	when	when	SCONJ
futech-377	56	24	it	it	PRON
futech-377	56	25	is	be	AUX
futech-377	56	26	framed	frame	VERB
futech-377	56	27	in	in	ADP
futech-377	56	28	a	a	DET
futech-377	56	29	narrative	narrative	ADJ
futech-377	56	30	format	format	NOUN
futech-377	56	31	instead	instead	ADV
futech-377	56	32	of	of	ADP
futech-377	56	33	fragments	fragment	NOUN
futech-377	56	34	of	of	ADP
futech-377	56	35	shattered	shattered	ADJ
futech-377	56	36	facts	fact	NOUN
futech-377	56	37	or	or	CCONJ
futech-377	56	38	figures	figure	NOUN
futech-377	56	39	[	[	X
futech-377	56	40	13	13	NUM
futech-377	56	41	]	]	PUNCT
futech-377	56	42	.	.	PUNCT
futech-377	57	1	the	the	DET
futech-377	57	2	current	current	ADJ
futech-377	57	3	research	research	NOUN
futech-377	57	4	discovers	discover	VERB
futech-377	57	5	that	that	SCONJ
futech-377	57	6	some	some	DET
futech-377	57	7	aspects	aspect	NOUN
futech-377	57	8	of	of	ADP
futech-377	57	9	narratives	narrative	NOUN
futech-377	57	10	are	be	AUX
futech-377	57	11	influential	influential	ADJ
futech-377	57	12	in	in	ADP
futech-377	57	13	shaping	shape	VERB
futech-377	57	14	risk	risk	NOUN
futech-377	57	15	perception	perception	NOUN
futech-377	57	16	,	,	PUNCT
futech-377	57	17	causal	causal	ADJ
futech-377	57	18	attribution	attribution	NOUN
futech-377	57	19	,	,	PUNCT
futech-377	57	20	and	and	CCONJ
futech-377	57	21	intentions	intention	NOUN
futech-377	57	22	to	to	PART
futech-377	57	23	behave	behave	VERB
futech-377	57	24	during	during	ADP
futech-377	57	25	crises	crisis	NOUN
futech-377	57	26	.	.	PUNCT
futech-377	58	1	recent	recent	ADJ
futech-377	58	2	work	work	NOUN
futech-377	58	3	on	on	ADP
futech-377	58	4	narrative	narrative	NOUN
futech-377	58	5	frames	frame	NOUN
futech-377	58	6	in	in	ADP
futech-377	58	7	public	public	ADJ
futech-377	58	8	health	health	NOUN
futech-377	58	9	crises	crisis	NOUN
futech-377	58	10	discovers	discover	VERB
futech-377	58	11	that	that	SCONJ
futech-377	58	12	episodic	episodic	ADJ
futech-377	58	13	frames	frame	NOUN
futech-377	58	14	focusing	focus	VERB
futech-377	58	15	on	on	ADP
futech-377	58	16	personal	personal	ADJ
futech-377	58	17	accounts	account	NOUN
futech-377	58	18	are	be	AUX
futech-377	58	19	more	more	ADV
futech-377	58	20	likely	likely	ADJ
futech-377	58	21	to	to	PART
futech-377	58	22	generate	generate	VERB
futech-377	58	23	stronger	strong	ADJ
futech-377	58	24	emotional	emotional	ADJ
futech-377	58	25	responses	response	NOUN
futech-377	58	26	,	,	PUNCT
futech-377	58	27	while	while	SCONJ
futech-377	58	28	thematic	thematic	ADJ
futech-377	58	29	frames	frame	NOUN
futech-377	58	30	addressing	address	VERB
futech-377	58	31	system	system	NOUN
futech-377	58	32	-	-	PUNCT
futech-377	58	33	level	level	NOUN
futech-377	58	34	determinants	determinant	NOUN
futech-377	58	35	produce	produce	VERB
futech-377	58	36	more	more	ADJ
futech-377	58	37	elaborated	elaborate	VERB
futech-377	58	38	comprehension	comprehension	NOUN
futech-377	58	39	[	[	X
futech-377	58	40	14	14	NUM
futech-377	58	41	]	]	SYM
futech-377	58	42	.	.	PUNCT
futech-377	59	1	2.4	2.4	NUM
futech-377	59	2	deep	deep	ADJ
futech-377	59	3	learning	learning	NOUN
futech-377	59	4	applications	application	NOUN
futech-377	59	5	in	in	ADP
futech-377	59	6	text	text	NOUN
futech-377	59	7	analysis	analysis	NOUN
futech-377	59	8	deep	deep	ADJ
futech-377	59	9	learning	learning	NOUN
futech-377	59	10	democratized	democratize	VERB
futech-377	59	11	text	text	NOUN
futech-377	59	12	analysis	analysis	NOUN
futech-377	59	13	capability	capability	NOUN
futech-377	59	14	with	with	ADP
futech-377	59	15	advanced	advanced	ADJ
futech-377	59	16	computational	computational	ADJ
futech-377	59	17	methods	method	NOUN
futech-377	59	18	analyzing	analyze	VERB
futech-377	59	19	media	medium	NOUN
futech-377	59	20	content	content	NOUN
futech-377	59	21	on	on	ADP
futech-377	59	22	an	an	DET
futech-377	59	23	unprecedented	unprecedented	ADJ
futech-377	59	24	scale	scale	NOUN
futech-377	59	25	and	and	CCONJ
futech-377	59	26	depth	depth	NOUN
futech-377	59	27	.	.	PUNCT
futech-377	60	1	more	more	ADV
futech-377	60	2	recent	recent	ADJ
futech-377	60	3	nlp	nlp	ADJ
futech-377	60	4	progress	progress	NOUN
futech-377	60	5	has	have	AUX
futech-377	60	6	yielded	yield	VERB
futech-377	60	7	transformer	transformer	NOUN
futech-377	60	8	models	model	NOUN
futech-377	60	9	that	that	PRON
futech-377	60	10	are	be	AUX
futech-377	60	11	extremely	extremely	ADV
futech-377	60	12	proficient	proficient	ADJ
futech-377	60	13	in	in	ADP
futech-377	60	14	recognizing	recognize	VERB
futech-377	60	15	semantic	semantic	ADJ
futech-377	60	16	subtlety	subtlety	NOUN
futech-377	60	17	,	,	PUNCT
futech-377	60	18	contextual	contextual	ADJ
futech-377	60	19	dependency	dependency	NOUN
futech-377	60	20	,	,	PUNCT
futech-377	60	21	and	and	CCONJ
futech-377	60	22	underlying	underlie	VERB
futech-377	60	23	patterns	pattern	NOUN
futech-377	60	24	in	in	ADP
futech-377	60	25	text	text	NOUN
futech-377	60	26	data	datum	NOUN
futech-377	60	27	[	[	X
futech-377	60	28	15	15	NUM
futech-377	60	29	]	]	PUNCT
futech-377	60	30	.	.	PUNCT
futech-377	61	1	the	the	DET
futech-377	61	2	developments	development	NOUN
futech-377	61	3	have	have	AUX
futech-377	61	4	rendered	render	VERB
futech-377	61	5	traditional	traditional	ADJ
futech-377	61	6	bag	bag	NOUN
futech-377	61	7	-	-	PUNCT
futech-377	61	8	of	of	ADP
futech-377	61	9	-	-	PUNCT
futech-377	61	10	words	word	NOUN
futech-377	61	11	methods	method	NOUN
futech-377	61	12	obsolete	obsolete	ADJ
futech-377	61	13	with	with	ADP
futech-377	61	14	the	the	DET
futech-377	61	15	use	use	NOUN
futech-377	61	16	of	of	ADP
futech-377	61	17	contextual	contextual	ADJ
futech-377	61	18	embeddings	embedding	NOUN
futech-377	61	19	that	that	PRON
futech-377	61	20	capture	capture	VERB
futech-377	61	21	linguistic	linguistic	ADJ
futech-377	61	22	nuance	nuance	NOUN
futech-377	61	23	and	and	CCONJ
futech-377	61	24	sense	sense	NOUN
futech-377	61	25	more	more	ADV
futech-377	61	26	accurately	accurately	ADV
futech-377	61	27	.	.	PUNCT
futech-377	62	1	largescale	largescale	NOUN
futech-377	62	2	models	model	NOUN
futech-377	62	3	such	such	ADJ
futech-377	62	4	as	as	ADP
futech-377	62	5	bert	bert	PROPN
futech-377	62	6	,	,	PUNCT
futech-377	62	7	gpt	gpt	NOUN
futech-377	62	8	,	,	PUNCT
futech-377	62	9	and	and	CCONJ
futech-377	62	10	their	their	PRON
futech-377	62	11	extensions	extension	NOUN
futech-377	62	12	have	have	AUX
futech-377	62	13	been	be	AUX
futech-377	62	14	reported	report	VERB
futech-377	62	15	to	to	PART
futech-377	62	16	perform	perform	VERB
futech-377	62	17	better	well	ADV
futech-377	62	18	in	in	ADP
futech-377	62	19	several	several	ADJ
futech-377	62	20	tasks	task	NOUN
futech-377	62	21	related	relate	VERB
futech-377	62	22	to	to	ADP
futech-377	62	23	text	text	NOUN
futech-377	62	24	analysis	analysis	NOUN
futech-377	62	25	,	,	PUNCT
futech-377	62	26	including	include	VERB
futech-377	62	27	sentiment	sentiment	NOUN
futech-377	62	28	analysis	analysis	NOUN
futech-377	62	29	,	,	PUNCT
futech-377	62	30	topic	topic	NOUN
futech-377	62	31	modeling	modeling	NOUN
futech-377	62	32	,	,	PUNCT
futech-377	62	33	and	and	CCONJ
futech-377	62	34	frame	frame	NOUN
futech-377	62	35	detection	detection	NOUN
futech-377	62	36	[	[	X
futech-377	62	37	16	16	NUM
futech-377	62	38	]	]	PUNCT
futech-377	62	39	.	.	PUNCT
futech-377	63	1	deep	deep	ADJ
futech-377	63	2	learning	learning	NOUN
futech-377	63	3	models	model	NOUN
futech-377	63	4	,	,	PUNCT
futech-377	63	5	particularly	particularly	ADV
futech-377	63	6	in	in	ADP
futech-377	63	7	media	medium	NOUN
futech-377	63	8	content	content	NOUN
futech-377	63	9	analysis	analysis	NOUN
futech-377	63	10	,	,	PUNCT
futech-377	63	11	have	have	AUX
futech-377	63	12	allowed	allow	VERB
futech-377	63	13	researchers	researcher	NOUN
futech-377	63	14	to	to	PART
futech-377	63	15	identify	identify	VERB
futech-377	63	16	subtle	subtle	ADJ
futech-377	63	17	framing	frame	VERB
futech-377	63	18	mechanisms	mechanism	NOUN
futech-377	63	19	,	,	PUNCT
futech-377	63	20	recognize	recognize	VERB
futech-377	63	21	narrative	narrative	NOUN
futech-377	63	22	structures	structure	NOUN
futech-377	63	23	,	,	PUNCT
futech-377	63	24	and	and	CCONJ
futech-377	63	25	monitor	monitor	VERB
futech-377	63	26	discourse	discourse	NOUN
futech-377	63	27	development	development	NOUN
futech-377	63	28	across	across	ADP
futech-377	63	29	multiple	multiple	ADJ
futech-377	63	30	media	medium	NOUN
futech-377	63	31	platforms	platform	NOUN
futech-377	63	32	.	.	PUNCT
futech-377	64	1	multi	multi	ADJ
futech-377	64	2	-	-	ADJ
futech-377	64	3	modal	modal	ADJ
futech-377	64	4	methods	method	NOUN
futech-377	64	5	that	that	PRON
futech-377	64	6	integrate	integrate	VERB
futech-377	64	7	text	text	NOUN
futech-377	64	8	,	,	PUNCT
futech-377	64	9	image	image	NOUN
futech-377	64	10	,	,	PUNCT
futech-377	64	11	and	and	CCONJ
futech-377	64	12	metadata	metadata	VERB
futech-377	64	13	analysis	analysis	NOUN
futech-377	64	14	have	have	AUX
futech-377	64	15	also	also	ADV
futech-377	64	16	pushed	push	VERB
futech-377	64	17	the	the	DET
futech-377	64	18	ability	ability	NOUN
futech-377	64	19	to	to	PART
futech-377	64	20	critically	critically	ADV
futech-377	64	21	analyze	analyze	VERB
futech-377	64	22	media	medium	NOUN
futech-377	64	23	frames	frame	NOUN
futech-377	64	24	further	far	ADV
futech-377	64	25	[	[	X
futech-377	64	26	17	17	NUM
futech-377	64	27	]	]	PUNCT
futech-377	64	28	.	.	PUNCT
futech-377	65	1	these	these	DET
futech-377	65	2	computational	computational	ADJ
futech-377	65	3	methods	method	NOUN
futech-377	65	4	have	have	VERB
futech-377	65	5	overwhelming	overwhelming	ADJ
futech-377	65	6	strengths	strength	NOUN
futech-377	65	7	in	in	ADP
futech-377	65	8	managing	manage	VERB
futech-377	65	9	large	large	ADJ
futech-377	65	10	media	medium	NOUN
futech-377	65	11	datasets	dataset	NOUN
futech-377	65	12	more	more	ADV
futech-377	65	13	impartially	impartially	ADV
futech-377	65	14	and	and	CCONJ
futech-377	65	15	efficiently	efficiently	ADV
futech-377	65	16	than	than	ADP
futech-377	65	17	human	human	ADJ
futech-377	65	18	coding	code	VERB
futech-377	65	19	schemes	scheme	NOUN
futech-377	65	20	,	,	PUNCT
futech-377	65	21	but	but	CCONJ
futech-377	65	22	problems	problem	NOUN
futech-377	65	23	arise	arise	VERB
futech-377	65	24	that	that	PRON
futech-377	65	25	involve	involve	VERB
futech-377	65	26	ensuring	ensure	VERB
futech-377	65	27	interpretability	interpretability	NOUN
futech-377	65	28	,	,	PUNCT
futech-377	65	29	minimizing	minimize	VERB
futech-377	65	30	bias	bias	NOUN
futech-377	65	31	,	,	PUNCT
futech-377	65	32	and	and	CCONJ
futech-377	65	33	integrating	integrate	VERB
futech-377	65	34	domain	domain	NOUN
futech-377	65	35	knowledge	knowledge	NOUN
futech-377	65	36	into	into	ADP
futech-377	65	37	algorithmic	algorithmic	ADJ
futech-377	65	38	systems	system	NOUN
futech-377	65	39	.	.	PUNCT
futech-377	66	1	2.5	2.5	NUM
futech-377	66	2	research	research	NOUN
futech-377	66	3	gaps	gap	NOUN
futech-377	66	4	and	and	CCONJ
futech-377	66	5	theoretical	theoretical	ADJ
futech-377	66	6	framework	framework	NOUN
futech-377	66	7	despite	despite	SCONJ
futech-377	66	8	significant	significant	ADJ
futech-377	66	9	advances	advance	NOUN
futech-377	66	10	in	in	ADP
futech-377	66	11	media	medium	NOUN
futech-377	66	12	framing	frame	VERB
futech-377	66	13	research	research	NOUN
futech-377	66	14	and	and	CCONJ
futech-377	66	15	deep	deep	ADJ
futech-377	66	16	learning	learning	NOUN
futech-377	66	17	applications	application	NOUN
futech-377	66	18	,	,	PUNCT
futech-377	66	19	several	several	ADJ
futech-377	66	20	critical	critical	ADJ
futech-377	66	21	gaps	gap	NOUN
futech-377	66	22	persist	persist	VERB
futech-377	66	23	in	in	ADP
futech-377	66	24	understanding	understand	VERB
futech-377	66	25	crisis	crisis	NOUN
futech-377	66	26	narratives	narrative	NOUN
futech-377	66	27	and	and	CCONJ
futech-377	66	28	optimizing	optimize	VERB
futech-377	66	29	risk	risk	NOUN
futech-377	66	30	yue	yue	PROPN
futech-377	66	31	zhang	zhang	PROPN
futech-377	66	32	/future	/future	PROPN
futech-377	66	33	technology	technology	PROPN
futech-377	66	34	august	august	PROPN
futech-377	66	35	2025|	2025|	NUM
futech-377	67	1	volume	volume	NOUN
futech-377	67	2	04	04	NUM
futech-377	68	1	|	|	NOUN
futech-377	68	2	issue	issue	NOUN
futech-377	68	3	03	03	NUM
futech-377	69	1	|	|	ADV
futech-377	69	2	pages	page	VERB
futech-377	69	3	227	227	NUM
futech-377	69	4	-	-	SYM
futech-377	69	5	238	238	NUM
futech-377	69	6	229	229	NUM
futech-377	69	7	communication	communication	NOUN
futech-377	69	8	.	.	PUNCT
futech-377	70	1	first	first	ADV
futech-377	70	2	,	,	PUNCT
futech-377	70	3	while	while	SCONJ
futech-377	70	4	substantial	substantial	ADJ
futech-377	70	5	literature	literature	NOUN
futech-377	70	6	examines	examine	VERB
futech-377	70	7	media	medium	NOUN
futech-377	70	8	framing	frame	VERB
futech-377	70	9	effects	effect	NOUN
futech-377	70	10	,	,	PUNCT
futech-377	70	11	limited	limited	ADJ
futech-377	70	12	research	research	NOUN
futech-377	70	13	applies	apply	VERB
futech-377	70	14	computational	computational	ADJ
futech-377	70	15	approaches	approach	NOUN
futech-377	70	16	to	to	PART
futech-377	70	17	systematically	systematically	ADV
futech-377	70	18	analyze	analyze	VERB
futech-377	70	19	frame	frame	NOUN
futech-377	70	20	evolution	evolution	NOUN
futech-377	70	21	during	during	ADP
futech-377	70	22	crises	crisis	NOUN
futech-377	70	23	across	across	ADP
futech-377	70	24	diverse	diverse	ADJ
futech-377	70	25	media	medium	NOUN
futech-377	70	26	ecosystems	ecosystem	NOUN
futech-377	70	27	.	.	PUNCT
futech-377	71	1	second	second	ADJ
futech-377	71	2	,	,	PUNCT
futech-377	71	3	existing	exist	VERB
futech-377	71	4	studies	study	NOUN
futech-377	71	5	often	often	ADV
futech-377	71	6	focus	focus	VERB
futech-377	71	7	on	on	ADP
futech-377	71	8	either	either	CCONJ
futech-377	71	9	qualitative	qualitative	ADJ
futech-377	71	10	or	or	CCONJ
futech-377	71	11	basic	basic	ADJ
futech-377	71	12	quantitative	quantitative	ADJ
futech-377	71	13	analysis	analysis	NOUN
futech-377	71	14	,	,	PUNCT
futech-377	71	15	neglecting	neglect	VERB
futech-377	71	16	the	the	DET
futech-377	71	17	potential	potential	NOUN
futech-377	71	18	of	of	ADP
futech-377	71	19	advanced	advanced	ADJ
futech-377	71	20	deep	deep	ADJ
futech-377	71	21	learning	learning	NOUN
futech-377	71	22	techniques	technique	NOUN
futech-377	71	23	to	to	PART
futech-377	71	24	detect	detect	VERB
futech-377	71	25	subtle	subtle	ADJ
futech-377	71	26	framing	frame	VERB
futech-377	71	27	mechanisms	mechanism	NOUN
futech-377	71	28	at	at	ADP
futech-377	71	29	scale	scale	NOUN
futech-377	71	30	.	.	PUNCT
futech-377	72	1	third	third	ADJ
futech-377	72	2	,	,	PUNCT
futech-377	72	3	theoretical	theoretical	ADJ
futech-377	72	4	integration	integration	NOUN
futech-377	72	5	between	between	ADP
futech-377	72	6	crisis	crisis	NOUN
futech-377	72	7	communication	communication	NOUN
futech-377	72	8	models	model	NOUN
futech-377	72	9	and	and	CCONJ
futech-377	72	10	computational	computational	ADJ
futech-377	72	11	text	text	NOUN
futech-377	72	12	analysis	analysis	NOUN
futech-377	72	13	remains	remain	VERB
futech-377	72	14	underdeveloped	underdeveloped	ADJ
futech-377	72	15	,	,	PUNCT
futech-377	72	16	creating	create	VERB
futech-377	72	17	a	a	DET
futech-377	72	18	disconnect	disconnect	NOUN
futech-377	72	19	between	between	ADP
futech-377	72	20	technological	technological	ADJ
futech-377	72	21	capabilities	capability	NOUN
futech-377	72	22	and	and	CCONJ
futech-377	72	23	communication	communication	NOUN
futech-377	72	24	theory	theory	NOUN
futech-377	72	25	.	.	PUNCT
futech-377	73	1	this	this	DET
futech-377	73	2	research	research	NOUN
futech-377	73	3	addresses	address	VERB
futech-377	73	4	these	these	DET
futech-377	73	5	gaps	gap	NOUN
futech-377	73	6	by	by	ADP
futech-377	73	7	proposing	propose	VERB
futech-377	73	8	an	an	DET
futech-377	73	9	integrated	integrated	ADJ
futech-377	73	10	theoretical	theoretical	ADJ
futech-377	73	11	framework	framework	NOUN
futech-377	73	12	that	that	PRON
futech-377	73	13	synthesizes	synthesize	VERB
futech-377	73	14	media	medium	NOUN
futech-377	73	15	framing	frame	VERB
futech-377	73	16	theory	theory	NOUN
futech-377	73	17	,	,	PUNCT
futech-377	73	18	risk	risk	NOUN
futech-377	73	19	communication	communication	NOUN
futech-377	73	20	models	model	NOUN
futech-377	73	21	,	,	PUNCT
futech-377	73	22	and	and	CCONJ
futech-377	73	23	computational	computational	ADJ
futech-377	73	24	linguistics	linguistic	NOUN
futech-377	73	25	.	.	PUNCT
futech-377	74	1	our	our	PRON
futech-377	74	2	framework	framework	NOUN
futech-377	74	3	conceptualizes	conceptualize	VERB
futech-377	74	4	crisis	crisis	NOUN
futech-377	74	5	communication	communication	NOUN
futech-377	74	6	as	as	ADP
futech-377	74	7	a	a	DET
futech-377	74	8	dynamic	dynamic	ADJ
futech-377	74	9	process	process	NOUN
futech-377	74	10	where	where	SCONJ
futech-377	74	11	narrative	narrative	NOUN
futech-377	74	12	structures	structure	NOUN
futech-377	74	13	,	,	PUNCT
futech-377	74	14	framing	frame	VERB
futech-377	74	15	devices	device	NOUN
futech-377	74	16	,	,	PUNCT
futech-377	74	17	and	and	CCONJ
futech-377	74	18	audience	audience	NOUN
futech-377	74	19	factors	factor	NOUN
futech-377	74	20	interact	interact	VERB
futech-377	74	21	to	to	PART
futech-377	74	22	shape	shape	VERB
futech-377	74	23	risk	risk	NOUN
futech-377	74	24	perception	perception	NOUN
futech-377	74	25	and	and	CCONJ
futech-377	74	26	behavioral	behavioral	ADJ
futech-377	74	27	responses	response	NOUN
futech-377	74	28	.	.	PUNCT
futech-377	75	1	this	this	DET
futech-377	75	2	approach	approach	NOUN
futech-377	75	3	enables	enable	VERB
futech-377	75	4	the	the	DET
futech-377	75	5	systematic	systematic	ADJ
futech-377	75	6	analysis	analysis	NOUN
futech-377	75	7	of	of	ADP
futech-377	75	8	crisis	crisis	NOUN
futech-377	75	9	narratives	narrative	NOUN
futech-377	75	10	while	while	SCONJ
futech-377	75	11	acknowledging	acknowledge	VERB
futech-377	75	12	the	the	DET
futech-377	75	13	contextual	contextual	ADJ
futech-377	75	14	,	,	PUNCT
futech-377	75	15	emotional	emotional	ADJ
futech-377	75	16	,	,	PUNCT
futech-377	75	17	and	and	CCONJ
futech-377	75	18	cognitive	cognitive	ADJ
futech-377	75	19	dimensions	dimension	NOUN
futech-377	75	20	of	of	ADP
futech-377	75	21	public	public	ADJ
futech-377	75	22	risk	risk	NOUN
futech-377	75	23	understanding	understanding	NOUN
futech-377	75	24	.	.	PUNCT
futech-377	76	1	3	3	X
futech-377	76	2	.	.	X
futech-377	76	3	research	research	NOUN
futech-377	76	4	methodology	methodology	NOUN
futech-377	76	5	3.1	3.1	NUM
futech-377	76	6	research	research	NOUN
futech-377	76	7	design	design	NOUN
futech-377	76	8	this	this	DET
futech-377	76	9	study	study	NOUN
futech-377	76	10	employs	employ	VERB
futech-377	76	11	a	a	DET
futech-377	76	12	mixed	mixed	ADJ
futech-377	76	13	-	-	PUNCT
futech-377	76	14	methods	method	NOUN
futech-377	76	15	sequential	sequential	ADJ
futech-377	76	16	explanatory	explanatory	ADJ
futech-377	76	17	design	design	NOUN
futech-377	76	18	to	to	PART
futech-377	76	19	investigate	investigate	VERB
futech-377	76	20	media	medium	NOUN
futech-377	76	21	framing	framing	NOUN
futech-377	76	22	and	and	CCONJ
futech-377	76	23	optimize	optimize	VERB
futech-377	76	24	crisis	crisis	NOUN
futech-377	76	25	communication	communication	NOUN
futech-377	76	26	strategies	strategy	NOUN
futech-377	76	27	through	through	ADP
futech-377	76	28	deep	deep	ADJ
futech-377	76	29	learning	learning	NOUN
futech-377	76	30	.	.	PUNCT
futech-377	77	1	the	the	DET
futech-377	77	2	research	research	NOUN
futech-377	77	3	structure	structure	NOUN
futech-377	77	4	follows	follow	VERB
futech-377	77	5	a	a	DET
futech-377	77	6	three	three	NUM
futech-377	77	7	-	-	PUNCT
futech-377	77	8	phase	phase	NOUN
futech-377	77	9	approach	approach	NOUN
futech-377	77	10	that	that	PRON
futech-377	77	11	integrates	integrate	VERB
futech-377	77	12	computational	computational	ADJ
futech-377	77	13	and	and	CCONJ
futech-377	77	14	interpretive	interpretive	ADJ
futech-377	77	15	methodologies	methodology	NOUN
futech-377	77	16	,	,	PUNCT
futech-377	77	17	as	as	SCONJ
futech-377	77	18	illustrated	illustrate	VERB
futech-377	77	19	in	in	ADP
futech-377	77	20	figure	figure	NOUN
futech-377	77	21	2	2	NUM
futech-377	77	22	.	.	PUNCT
futech-377	78	1	in	in	ADP
futech-377	78	2	the	the	DET
futech-377	78	3	first	first	ADJ
futech-377	78	4	phase	phase	NOUN
futech-377	78	5	,	,	PUNCT
futech-377	78	6	we	we	PRON
futech-377	78	7	collect	collect	VERB
futech-377	78	8	and	and	CCONJ
futech-377	78	9	preprocess	preprocess	VERB
futech-377	78	10	a	a	DET
futech-377	78	11	diverse	diverse	ADJ
futech-377	78	12	corpus	corpus	NOUN
futech-377	78	13	of	of	ADP
futech-377	78	14	crisis	crisis	NOUN
futech-377	78	15	-	-	PUNCT
futech-377	78	16	related	relate	VERB
futech-377	78	17	media	medium	NOUN
futech-377	78	18	content	content	NOUN
futech-377	78	19	from	from	ADP
futech-377	78	20	multiple	multiple	ADJ
futech-377	78	21	platforms	platform	NOUN
futech-377	78	22	.	.	PUNCT
futech-377	79	1	the	the	DET
futech-377	79	2	second	second	ADJ
futech-377	79	3	phase	phase	NOUN
futech-377	79	4	involves	involve	VERB
futech-377	79	5	the	the	DET
futech-377	79	6	development	development	NOUN
futech-377	79	7	and	and	CCONJ
futech-377	79	8	application	application	NOUN
futech-377	79	9	of	of	ADP
futech-377	79	10	a	a	DET
futech-377	79	11	novel	novel	ADJ
futech-377	79	12	deep	deep	ADJ
futech-377	79	13	learning	learning	NOUN
futech-377	79	14	architecture	architecture	NOUN
futech-377	79	15	for	for	ADP
futech-377	79	16	frame	frame	NOUN
futech-377	79	17	identification	identification	NOUN
futech-377	79	18	and	and	CCONJ
futech-377	79	19	narrative	narrative	NOUN
futech-377	79	20	analysis	analysis	NOUN
futech-377	79	21	.	.	PUNCT
futech-377	80	1	the	the	DET
futech-377	80	2	final	final	ADJ
futech-377	80	3	phase	phase	NOUN
futech-377	80	4	incorporates	incorporate	VERB
futech-377	80	5	qualitative	qualitative	ADJ
futech-377	80	6	interpretation	interpretation	NOUN
futech-377	80	7	of	of	ADP
futech-377	80	8	computational	computational	ADJ
futech-377	80	9	findings	finding	NOUN
futech-377	80	10	to	to	PART
futech-377	80	11	develop	develop	VERB
futech-377	80	12	an	an	DET
futech-377	80	13	optimization	optimization	NOUN
futech-377	80	14	framework	framework	NOUN
futech-377	80	15	for	for	ADP
futech-377	80	16	crisis	crisis	NOUN
futech-377	80	17	communication	communication	NOUN
futech-377	80	18	.	.	PUNCT
futech-377	81	1	the	the	DET
futech-377	81	2	research	research	NOUN
futech-377	81	3	design	design	NOUN
futech-377	81	4	is	be	AUX
futech-377	81	5	guided	guide	VERB
futech-377	81	6	by	by	ADP
futech-377	81	7	the	the	DET
futech-377	81	8	conceptual	conceptual	ADJ
futech-377	81	9	equation	equation	NOUN
futech-377	81	10	:	:	PUNCT
futech-377	81	11	1	1	NUM
futech-377	81	12	01	01	NUM
futech-377	81	13	1	1	NUM
futech-377	81	14	(	(	PUNCT
futech-377	81	15	)	)	PUNCT
futech-377	82	1	mn	mn	PROPN
futech-377	82	2	t	t	PROPN
futech-377	83	1	i	i	PRON
futech-377	84	1	i	i	PRON
futech-377	85	1	j	j	NOUN
futech-377	86	1	t	t	INTJ
futech-377	87	1	i	i	PRON
futech-377	87	2	j	j	PROPN
futech-377	87	3	cnc	cnc	PROPN
futech-377	87	4	wf	wf	PROPN
futech-377	87	5	m	m	PROPN
futech-377	87	6	t	t	NOUN
futech-377	87	7	t	t	NOUN
futech-377	87	8	dt	dt	NOUN
futech-377	88	1	=	=	PUNCT
futech-377	88	2	=	=	PUNCT
futech-377	88	3	=	=	PUNCT
futech-377	88	4			NOUN
futech-377	88	5			X
futech-377	88	6			NUM
futech-377	88	7			PUNCT
futech-377	88	8	(	(	PUNCT
futech-377	88	9	1	1	X
futech-377	88	10	)	)	PUNCT
futech-377	88	11	where	where	SCONJ
futech-377	88	12	𝐶𝑁𝐶	𝐶𝑁𝐶	PROPN
futech-377	88	13	represents	represent	VERB
futech-377	88	14	crisis	crisis	NOUN
futech-377	88	15	narrative	narrative	NOUN
futech-377	88	16	composition	composition	NOUN
futech-377	88	17	,	,	PUNCT
futech-377	88	18	fi	fi	NOUN
futech-377	88	19	denotes	denote	NOUN
futech-377	88	20	identified	identify	VERB
futech-377	88	21	frames	frame	NOUN
futech-377	88	22	,	,	PUNCT
futech-377	88	23	wi	wi	PROPN
futech-377	88	24	indicates	indicate	VERB
futech-377	88	25	frame	frame	NOUN
futech-377	88	26	prominence	prominence	NOUN
futech-377	88	27	,	,	PUNCT
futech-377	88	28	mj	mj	PROPN
futech-377	88	29	signifies	signify	VERB
futech-377	88	30	media	media	NOUN
futech-377	88	31	-	-	PUNCT
futech-377	88	32	specific	specific	ADJ
futech-377	88	33	factors	factor	NOUN
futech-377	88	34	,	,	PUNCT
futech-377	88	35	and	and	CCONJ
futech-377	88	36	t(t	t(t	NOUN
futech-377	88	37	)	)	PUNCT
futech-377	88	38	captures	capture	VERB
futech-377	88	39	temporal	temporal	ADJ
futech-377	88	40	dynamics	dynamic	NOUN
futech-377	88	41	.	.	PUNCT
futech-377	89	1	this	this	DET
futech-377	89	2	formulation	formulation	NOUN
futech-377	89	3	enables	enable	VERB
futech-377	89	4	systematic	systematic	ADJ
futech-377	89	5	analysis	analysis	NOUN
futech-377	89	6	of	of	ADP
futech-377	89	7	frame	frame	NOUN
futech-377	89	8	interactions	interaction	NOUN
futech-377	89	9	across	across	ADP
futech-377	89	10	platforms	platform	NOUN
futech-377	89	11	and	and	CCONJ
futech-377	89	12	time	time	NOUN
futech-377	89	13	periods	period	NOUN
futech-377	89	14	.	.	PUNCT
futech-377	90	1	the	the	DET
futech-377	90	2	conceptual	conceptual	ADJ
futech-377	90	3	equation	equation	NOUN
futech-377	90	4	is	be	AUX
futech-377	90	5	operationalized	operationalize	VERB
futech-377	90	6	through	through	ADP
futech-377	90	7	the	the	DET
futech-377	90	8	following	follow	VERB
futech-377	90	9	quantitative	quantitative	ADJ
futech-377	90	10	measures	measure	NOUN
futech-377	90	11	integrated	integrate	VERB
futech-377	90	12	into	into	ADP
futech-377	90	13	our	our	PRON
futech-377	90	14	deep	deep	ADJ
futech-377	90	15	learning	learning	NOUN
futech-377	90	16	model	model	NOUN
futech-377	90	17	.	.	PUNCT
futech-377	91	1	the	the	DET
futech-377	91	2	crisis	crisis	NOUN
futech-377	91	3	narrative	narrative	NOUN
futech-377	91	4	composition	composition	NOUN
futech-377	91	5	cij	cij	PROPN
futech-377	91	6	represents	represent	VERB
futech-377	91	7	the	the	DET
futech-377	91	8	vectorized	vectorize	VERB
futech-377	91	9	representation	representation	NOUN
futech-377	91	10	of	of	ADP
futech-377	91	11	media	medium	NOUN
futech-377	91	12	content	content	PROPN
futech-377	91	13	j	j	PROPN
futech-377	91	14	at	at	ADP
futech-377	91	15	time	time	NOUN
futech-377	91	16	i	i	PRON
futech-377	91	17	,	,	PUNCT
futech-377	91	18	computed	compute	VERB
futech-377	91	19	as	as	ADP
futech-377	91	20	the	the	DET
futech-377	91	21	weighted	weighted	ADJ
futech-377	91	22	sum	sum	NOUN
futech-377	91	23	of	of	ADP
futech-377	91	24	frame	frame	NOUN
futech-377	91	25	embeddings	embedding	NOUN
futech-377	91	26	.	.	PUNCT
futech-377	92	1	frame	frame	NOUN
futech-377	92	2	identification	identification	NOUN
futech-377	92	3	fk	fk	INTJ
futech-377	92	4	is	be	AUX
futech-377	92	5	operationalized	operationalize	VERB
futech-377	92	6	as	as	ADP
futech-377	92	7	binary	binary	ADJ
futech-377	92	8	indicators	indicator	NOUN
futech-377	92	9	derived	derive	VERB
futech-377	92	10	from	from	ADP
futech-377	92	11	the	the	DET
futech-377	92	12	model	model	NOUN
futech-377	92	13	's	's	PART
futech-377	92	14	softmax	softmax	ADJ
futech-377	92	15	output	output	NOUN
futech-377	92	16	layer	layer	NOUN
futech-377	92	17	,	,	PUNCT
futech-377	92	18	where	where	SCONJ
futech-377	92	19	fk=1	fk=1	PROPN
futech-377	92	20	if	if	SCONJ
futech-377	92	21	p(framek|text)>0.65	p(framek|text)>0.65	PROPN
futech-377	92	22	,	,	PUNCT
futech-377	92	23	following	follow	VERB
futech-377	92	24	the	the	DET
futech-377	92	25	threshold	threshold	NOUN
futech-377	92	26	defined	define	VERB
futech-377	92	27	in	in	ADP
futech-377	92	28	table	table	NOUN
futech-377	92	29	3	3	NUM
futech-377	92	30	.	.	PUNCT
futech-377	92	31	frame	frame	NOUN
futech-377	92	32	prominence	prominence	NOUN
futech-377	92	33	𝛼𝑘	𝛼𝑘	NOUN
futech-377	92	34	is	be	AUX
futech-377	92	35	quantified	quantify	VERB
futech-377	92	36	as	as	ADP
futech-377	92	37	the	the	DET
futech-377	92	38	normalized	normalized	ADJ
futech-377	92	39	attention	attention	NOUN
futech-377	92	40	weights	weight	NOUN
futech-377	92	41	from	from	ADP
futech-377	92	42	our	our	PRON
futech-377	92	43	specialized	specialized	ADJ
futech-377	92	44	attention	attention	NOUN
futech-377	92	45	mechanism	mechanism	NOUN
futech-377	92	46	,	,	PUNCT
futech-377	92	47	calculated	calculate	VERB
futech-377	92	48	as	as	ADP
futech-377	92	49	:	:	PUNCT
futech-377	92	50	(	(	PUNCT
futech-377	92	51	_	_	PUNCT
futech-377	92	52	)	)	PUNCT
futech-377	93	1	(	(	PUNCT
futech-377	93	2	_	_	PUNCT
futech-377	93	3	_	_	PUNCT
futech-377	93	4	)	)	PUNCT
futech-377	94	1	k	k	X
futech-377	95	1	k	k	PROPN
futech-377	95	2	attention	attention	NOUN
futech-377	95	3	weights	weight	VERB
futech-377	95	4	all	all	DET
futech-377	95	5	attention	attention	NOUN
futech-377	95	6	weights	weight	NOUN
futech-377	95	7			NOUN
futech-377	95	8	=	=	SYM
futech-377	95	9			X
futech-377	95	10			X
futech-377	95	11	(	(	PUNCT
futech-377	95	12	2	2	X
futech-377	95	13	)	)	PUNCT
futech-377	95	14	ranging	range	VERB
futech-377	95	15	from	from	ADP
futech-377	95	16	0	0	NUM
futech-377	95	17	to	to	PART
futech-377	95	18	1	1	NUM
futech-377	95	19	.	.	PUNCT
futech-377	95	20	media	media	NOUN
futech-377	95	21	-	-	PUNCT
futech-377	95	22	specific	specific	ADJ
futech-377	95	23	factors	factor	NOUN
futech-377	95	24	mp	mp	NOUN
futech-377	95	25	are	be	AUX
futech-377	95	26	encoded	encode	VERB
futech-377	95	27	as	as	ADP
futech-377	95	28	learnable	learnable	ADJ
futech-377	95	29	embedding	embed	VERB
futech-377	95	30	vectors	vector	NOUN
futech-377	95	31	of	of	ADP
futech-377	95	32	dimension	dimension	NOUN
futech-377	95	33	128	128	NUM
futech-377	95	34	for	for	ADP
futech-377	95	35	each	each	DET
futech-377	95	36	platform	platform	NOUN
futech-377	95	37	type	type	NOUN
futech-377	95	38	(	(	PUNCT
futech-377	95	39	news	news	NOUN
futech-377	95	40	,	,	PUNCT
futech-377	95	41	social	social	ADJ
futech-377	95	42	media	medium	NOUN
futech-377	95	43	,	,	PUNCT
futech-377	95	44	official	official	NOUN
futech-377	95	45	)	)	PUNCT
futech-377	95	46	,	,	PUNCT
futech-377	95	47	initialized	initialize	VERB
futech-377	95	48	randomly	randomly	ADV
futech-377	95	49	and	and	CCONJ
futech-377	95	50	updated	update	VERB
futech-377	95	51	during	during	ADP
futech-377	95	52	training	training	NOUN
futech-377	95	53	.	.	PUNCT
futech-377	96	1	temporal	temporal	ADJ
futech-377	96	2	dynamics	dynamic	NOUN
futech-377	96	3	ti	ti	NOUN
futech-377	96	4	are	be	AUX
futech-377	96	5	captured	capture	VERB
futech-377	96	6	through	through	ADP
futech-377	96	7	positional	positional	ADJ
futech-377	96	8	encodings	encoding	NOUN
futech-377	96	9	combined	combine	VERB
futech-377	96	10	with	with	ADP
futech-377	96	11	explicit	explicit	ADJ
futech-377	96	12	temporal	temporal	ADJ
futech-377	96	13	features	feature	NOUN
futech-377	96	14	,	,	PUNCT
futech-377	96	15	including	include	VERB
futech-377	96	16	days	day	NOUN
futech-377	96	17	since	since	SCONJ
futech-377	96	18	crisis	crisis	NOUN
futech-377	96	19	onset	onset	NOUN
futech-377	96	20	,	,	PUNCT
futech-377	96	21	normalized	normalize	VERB
futech-377	96	22	to	to	ADP
futech-377	96	23	[	[	X
futech-377	96	24	0,1	0,1	NUM
futech-377	96	25	]	]	PUNCT
futech-377	96	26	,	,	PUNCT
futech-377	96	27	and	and	CCONJ
futech-377	96	28	temporal	temporal	ADJ
futech-377	96	29	phase	phase	NOUN
futech-377	96	30	indicators	indicator	NOUN
futech-377	96	31	(	(	PUNCT
futech-377	96	32	pre	pre	ADJ
futech-377	96	33	-	-	ADJ
futech-377	96	34	crisis=0	crisis=0	ADJ
futech-377	96	35	,	,	PUNCT
futech-377	96	36	acute=0.5	acute=0.5	PROPN
futech-377	96	37	,	,	PUNCT
futech-377	96	38	post	post	ADJ
futech-377	96	39	-	-	PROPN
futech-377	96	40	crisis=1	crisis=1	PROPN
futech-377	96	41	)	)	PUNCT
futech-377	96	42	.	.	PUNCT
futech-377	97	1	these	these	DET
futech-377	97	2	operationalized	operationalize	VERB
futech-377	97	3	variables	variable	NOUN
futech-377	97	4	serve	serve	VERB
futech-377	97	5	as	as	ADP
futech-377	97	6	inputs	input	NOUN
futech-377	97	7	to	to	ADP
futech-377	97	8	the	the	DET
futech-377	97	9	model	model	NOUN
futech-377	97	10	's	's	PART
futech-377	97	11	embedding	embed	VERB
futech-377	97	12	layer	layer	NOUN
futech-377	97	13	,	,	PUNCT
futech-377	97	14	with	with	ADP
futech-377	97	15	cij	cij	PROPN
futech-377	97	16	as	as	ADP
futech-377	97	17	the	the	DET
futech-377	97	18	final	final	ADJ
futech-377	97	19	output	output	NOUN
futech-377	97	20	representation	representation	NOUN
futech-377	97	21	used	use	VERB
futech-377	97	22	for	for	ADP
futech-377	97	23	downstream	downstream	ADJ
futech-377	97	24	classification	classification	NOUN
futech-377	97	25	tasks	task	NOUN
futech-377	97	26	.	.	PUNCT
futech-377	98	1	the	the	DET
futech-377	98	2	integration	integration	NOUN
futech-377	98	3	occurs	occur	VERB
futech-377	98	4	through	through	ADP
futech-377	98	5	element	element	ADJ
futech-377	98	6	-	-	ADJ
futech-377	98	7	wise	wise	ADJ
futech-377	98	8	multiplication	multiplication	NOUN
futech-377	98	9	and	and	CCONJ
futech-377	98	10	concatenation	concatenation	NOUN
futech-377	98	11	operations	operation	NOUN
futech-377	98	12	within	within	ADP
futech-377	98	13	the	the	DET
futech-377	98	14	model	model	NOUN
futech-377	98	15	architecture	architecture	NOUN
futech-377	98	16	,	,	PUNCT
futech-377	98	17	enabling	enable	VERB
futech-377	98	18	the	the	DET
futech-377	98	19	deep	deep	ADJ
futech-377	98	20	learning	learning	NOUN
futech-377	98	21	system	system	NOUN
futech-377	98	22	to	to	PART
futech-377	98	23	learn	learn	VERB
futech-377	98	24	complex	complex	ADJ
futech-377	98	25	interactions	interaction	NOUN
futech-377	98	26	between	between	ADP
futech-377	98	27	framing	frame	VERB
futech-377	98	28	patterns	pattern	NOUN
futech-377	98	29	,	,	PUNCT
futech-377	98	30	media	medium	NOUN
futech-377	98	31	characteristics	characteristic	NOUN
futech-377	98	32	,	,	PUNCT
futech-377	98	33	and	and	CCONJ
futech-377	98	34	temporal	temporal	ADJ
futech-377	98	35	evolution	evolution	NOUN
futech-377	98	36	.	.	PUNCT
futech-377	99	1	the	the	DET
futech-377	99	2	mixed	mix	VERB
futech-377	99	3	-	-	PUNCT
futech-377	99	4	methods	method	NOUN
futech-377	99	5	approach	approach	NOUN
futech-377	99	6	facilitates	facilitate	VERB
futech-377	99	7	triangulation	triangulation	NOUN
futech-377	99	8	between	between	ADP
futech-377	99	9	computational	computational	ADJ
futech-377	99	10	measurements	measurement	NOUN
futech-377	99	11	and	and	CCONJ
futech-377	99	12	interpretive	interpretive	ADJ
futech-377	99	13	insights	insight	NOUN
futech-377	99	14	,	,	PUNCT
futech-377	99	15	enhancing	enhance	VERB
futech-377	99	16	both	both	DET
futech-377	99	17	validity	validity	NOUN
futech-377	99	18	and	and	CCONJ
futech-377	99	19	explanatory	explanatory	ADJ
futech-377	99	20	depth	depth	NOUN
futech-377	99	21	.	.	PUNCT
futech-377	100	1	quantitative	quantitative	ADJ
futech-377	100	2	metrics	metric	NOUN
futech-377	100	3	provide	provide	VERB
futech-377	100	4	statistical	statistical	ADJ
futech-377	100	5	evidence	evidence	NOUN
futech-377	100	6	of	of	ADP
futech-377	100	7	framing	frame	VERB
futech-377	100	8	patterns	pattern	NOUN
futech-377	100	9	,	,	PUNCT
futech-377	100	10	while	while	SCONJ
futech-377	100	11	qualitative	qualitative	ADJ
futech-377	100	12	analysis	analysis	NOUN
futech-377	100	13	elucidates	elucidate	VERB
futech-377	100	14	contextual	contextual	ADJ
futech-377	100	15	nuances	nuance	NOUN
futech-377	100	16	and	and	CCONJ
futech-377	100	17	meaning	meaning	NOUN
futech-377	100	18	-	-	PUNCT
futech-377	100	19	making	make	VERB
futech-377	100	20	processes	process	NOUN
futech-377	100	21	.	.	PUNCT
futech-377	101	1	this	this	DET
futech-377	101	2	integration	integration	NOUN
futech-377	101	3	addresses	address	VERB
futech-377	101	4	the	the	DET
futech-377	101	5	complex	complex	ADJ
futech-377	101	6	,	,	PUNCT
futech-377	101	7	multidimensional	multidimensional	ADJ
futech-377	101	8	nature	nature	NOUN
futech-377	101	9	of	of	ADP
futech-377	101	10	crisis	crisis	NOUN
futech-377	101	11	communication	communication	NOUN
futech-377	101	12	by	by	ADP
futech-377	101	13	capturing	capture	VERB
futech-377	101	14	both	both	PRON
futech-377	101	15	manifest	manifest	ADJ
futech-377	101	16	content	content	NOUN
futech-377	101	17	features	feature	NOUN
futech-377	101	18	and	and	CCONJ
futech-377	101	19	latent	latent	ADJ
futech-377	101	20	semantic	semantic	ADJ
futech-377	101	21	structures	structure	NOUN
futech-377	101	22	.	.	PUNCT
futech-377	102	1	figure	figure	NOUN
futech-377	102	2	2	2	NUM
futech-377	102	3	.	.	X
futech-377	102	4	three	three	NUM
futech-377	102	5	-	-	PUNCT
futech-377	102	6	phase	phase	NOUN
futech-377	102	7	mixed	mix	VERB
futech-377	102	8	-	-	PUNCT
futech-377	102	9	methods	method	NOUN
futech-377	102	10	research	research	NOUN
futech-377	102	11	design	design	NOUN
futech-377	102	12	3.2	3.2	NUM
futech-377	102	13	data	datum	NOUN
futech-377	102	14	collection	collection	NOUN
futech-377	102	15	our	our	PRON
futech-377	102	16	data	data	NOUN
futech-377	102	17	collection	collection	NOUN
futech-377	102	18	strategy	strategy	NOUN
futech-377	102	19	employs	employ	VERB
futech-377	102	20	a	a	DET
futech-377	102	21	stratified	stratified	ADJ
futech-377	102	22	multiplatform	multiplatform	NOUN
futech-377	102	23	approach	approach	NOUN
futech-377	102	24	to	to	PART
futech-377	102	25	ensure	ensure	VERB
futech-377	102	26	comprehensive	comprehensive	ADJ
futech-377	102	27	representation	representation	NOUN
futech-377	102	28	of	of	ADP
futech-377	102	29	crisis	crisis	NOUN
futech-377	102	30	narratives	narrative	NOUN
futech-377	102	31	across	across	ADP
futech-377	102	32	diverse	diverse	ADJ
futech-377	102	33	media	medium	NOUN
futech-377	102	34	ecosystems	ecosystem	NOUN
futech-377	102	35	.	.	PUNCT
futech-377	103	1	the	the	DET
futech-377	103	2	corpus	corpus	NOUN
futech-377	103	3	integrates	integrate	VERB
futech-377	103	4	content	content	NOUN
futech-377	103	5	from	from	ADP
futech-377	103	6	traditional	traditional	ADJ
futech-377	103	7	news	news	NOUN
futech-377	103	8	media	medium	NOUN
futech-377	103	9	,	,	PUNCT
futech-377	103	10	social	social	ADJ
futech-377	103	11	media	medium	NOUN
futech-377	103	12	platforms	platform	NOUN
futech-377	103	13	,	,	PUNCT
futech-377	103	14	and	and	CCONJ
futech-377	103	15	official	official	ADJ
futech-377	103	16	communications	communication	NOUN
futech-377	103	17	related	relate	VERB
futech-377	103	18	to	to	ADP
futech-377	103	19	three	three	NUM
futech-377	103	20	distinct	distinct	ADJ
futech-377	103	21	crisis	crisis	NOUN
futech-377	103	22	events	event	NOUN
futech-377	103	23	occurring	occur	VERB
futech-377	103	24	between	between	ADP
futech-377	103	25	2020	2020	NUM
futech-377	103	26	-	-	SYM
futech-377	103	27	2023	2023	NUM
futech-377	103	28	.	.	PUNCT
futech-377	104	1	as	as	SCONJ
futech-377	104	2	shown	show	VERB
futech-377	104	3	in	in	ADP
futech-377	104	4	table	table	NOUN
futech-377	104	5	1	1	NUM
futech-377	104	6	,	,	PUNCT
futech-377	104	7	we	we	PRON
futech-377	104	8	collected	collect	VERB
futech-377	104	9	15,873	15,873	NUM
futech-377	104	10	textual	textual	ADJ
futech-377	104	11	items	item	NOUN
futech-377	104	12	through	through	ADP
futech-377	104	13	api	api	NOUN
futech-377	104	14	-	-	PUNCT
futech-377	104	15	based	base	VERB
futech-377	104	16	extraction	extraction	NOUN
futech-377	104	17	methods	method	NOUN
futech-377	104	18	,	,	PUNCT
futech-377	104	19	implementing	implement	VERB
futech-377	104	20	temporal	temporal	ADJ
futech-377	104	21	and	and	CCONJ
futech-377	104	22	keyword	keyword	NOUN
futech-377	104	23	-	-	PUNCT
futech-377	104	24	based	base	VERB
futech-377	104	25	filtering	filter	VERB
futech-377	104	26	parameters	parameter	NOUN
futech-377	104	27	to	to	PART
futech-377	104	28	maintain	maintain	VERB
futech-377	104	29	relevance	relevance	NOUN
futech-377	104	30	and	and	CCONJ
futech-377	104	31	manageability	manageability	NOUN
futech-377	104	32	.	.	PUNCT
futech-377	105	1	table	table	NOUN
futech-377	105	2	1	1	NUM
futech-377	105	3	.	.	PUNCT
futech-377	106	1	distribution	distribution	NOUN
futech-377	106	2	of	of	ADP
futech-377	106	3	media	medium	NOUN
futech-377	106	4	content	content	NOUN
futech-377	106	5	across	across	ADP
futech-377	106	6	platforms	platform	NOUN
futech-377	106	7	and	and	CCONJ
futech-377	106	8	crisis	crisis	NOUN
futech-377	106	9	events	event	NOUN
futech-377	106	10	platform	platform	NOUN
futech-377	106	11	type	type	NOUN
futech-377	106	12	crisis	crisis	NOUN
futech-377	106	13	a	a	DET
futech-377	106	14	crisis	crisis	NOUN
futech-377	106	15	b	b	NOUN
futech-377	106	16	crisis	crisis	NOUN
futech-377	106	17	c	c	PROPN
futech-377	106	18	total	total	ADJ
futech-377	106	19	news	news	NOUN
futech-377	106	20	media	medium	NOUN
futech-377	106	21	2,156	2,156	NUM
futech-377	106	22	1,987	1,987	NUM
futech-377	106	23	2,341	2,341	NUM
futech-377	106	24	6,484	6,484	NUM
futech-377	106	25	social	social	ADJ
futech-377	106	26	media	medium	NOUN
futech-377	106	27	3,241	3,241	NUM
futech-377	106	28	2,876	2,876	NUM
futech-377	106	29	1,934	1,934	NUM
futech-377	106	30	8,051	8,051	NUM
futech-377	106	31	official	official	ADJ
futech-377	106	32	comm	comm	NOUN
futech-377	106	33	.	.	PUNCT
futech-377	107	1	452	452	NUM
futech-377	107	2	386	386	NUM
futech-377	107	3	500	500	NUM
futech-377	107	4	1,338	1,338	NUM
futech-377	107	5	total	total	NOUN
futech-377	107	6	5,849	5,849	NUM
futech-377	107	7	5,249	5,249	NUM
futech-377	107	8	4,775	4,775	NUM
futech-377	107	9	15,873	15,873	NUM
futech-377	107	10	the	the	DET
futech-377	107	11	sampling	sample	VERB
futech-377	107	12	strategy	strategy	NOUN
futech-377	107	13	follows	follow	VERB
futech-377	107	14	a	a	DET
futech-377	107	15	probabilityproportional	probabilityproportional	ADJ
futech-377	107	16	-	-	PUNCT
futech-377	107	17	to	to	ADP
futech-377	107	18	-	-	PUNCT
futech-377	107	19	size	size	NOUN
futech-377	107	20	approach	approach	NOUN
futech-377	107	21	,	,	PUNCT
futech-377	107	22	with	with	ADP
futech-377	107	23	representation	representation	NOUN
futech-377	107	24	calculations	calculation	NOUN
futech-377	107	25	based	base	VERB
futech-377	107	26	on	on	ADP
futech-377	107	27	the	the	DET
futech-377	107	28	equation	equation	NOUN
futech-377	107	29	:	:	PUNCT
futech-377	107	30	1	1	NUM
futech-377	107	31	i	i	PRON
futech-377	107	32	i	i	PRON
futech-377	108	1	i	i	VERB
futech-377	108	2	k	k	PROPN
futech-377	109	1	j	j	PROPN
futech-377	109	2	j	j	PROPN
futech-377	109	3	j	j	PROPN
futech-377	109	4	n	n	PROPN
futech-377	109	5	w	w	PROPN
futech-377	109	6	s	s	PROPN
futech-377	109	7	s	s	NOUN
futech-377	109	8	n	n	PRON
futech-377	109	9	w	w	NOUN
futech-377	109	10	=	=	PUNCT
futech-377	109	11			NOUN
futech-377	109	12	=	=	SYM
futech-377	109	13			PROPN
futech-377	109	14			X
futech-377	109	15	(	(	PUNCT
futech-377	109	16	3	3	X
futech-377	109	17	)	)	PUNCT
futech-377	109	18	where	where	SCONJ
futech-377	109	19	si	si	PROPN
futech-377	109	20	represents	represent	VERB
futech-377	109	21	the	the	DET
futech-377	109	22	sample	sample	NOUN
futech-377	109	23	size	size	NOUN
futech-377	109	24	for	for	ADP
futech-377	109	25	platform	platform	NOUN
futech-377	109	26	i	i	PROPN
futech-377	109	27	,	,	PUNCT
futech-377	109	28	ni	ni	PROPN
futech-377	109	29	denotes	denote	VERB
futech-377	109	30	the	the	DET
futech-377	109	31	population	population	NOUN
futech-377	109	32	size	size	NOUN
futech-377	109	33	,	,	PUNCT
futech-377	109	34	wi	wi	PROPN
futech-377	109	35	indicates	indicate	VERB
futech-377	109	36	the	the	DET
futech-377	109	37	assigned	assign	VERB
futech-377	109	38	weight	weight	NOUN
futech-377	109	39	yue	yue	PROPN
futech-377	109	40	zhang	zhang	PROPN
futech-377	109	41	/future	/future	PROPN
futech-377	109	42	technology	technology	PROPN
futech-377	109	43	august	august	PROPN
futech-377	109	44	2025|	2025|	NUM
futech-377	110	1	volume	volume	NOUN
futech-377	110	2	04	04	NUM
futech-377	111	1	|	|	NOUN
futech-377	111	2	issue	issue	NOUN
futech-377	111	3	03	03	NUM
futech-377	112	1	|	|	ADV
futech-377	112	2	pages	page	VERB
futech-377	112	3	227	227	NUM
futech-377	112	4	-	-	SYM
futech-377	112	5	238	238	NUM
futech-377	112	6	230	230	NUM
futech-377	112	7	based	base	VERB
futech-377	112	8	on	on	ADP
futech-377	112	9	influence	influence	NOUN
futech-377	112	10	metrics	metric	NOUN
futech-377	112	11	,	,	PUNCT
futech-377	112	12	k	k	PROPN
futech-377	112	13	is	be	AUX
futech-377	112	14	the	the	DET
futech-377	112	15	total	total	ADJ
futech-377	112	16	number	number	NOUN
futech-377	112	17	of	of	ADP
futech-377	112	18	platforms	platform	NOUN
futech-377	112	19	,	,	PUNCT
futech-377	112	20	and	and	CCONJ
futech-377	112	21	s	s	VERB
futech-377	112	22	represents	represent	VERB
futech-377	112	23	the	the	DET
futech-377	112	24	total	total	ADJ
futech-377	112	25	sample	sample	NOUN
futech-377	112	26	size	size	NOUN
futech-377	112	27	.	.	PUNCT
futech-377	113	1	this	this	DET
futech-377	113	2	weighted	weight	VERB
futech-377	113	3	approach	approach	NOUN
futech-377	113	4	ensures	ensure	VERB
futech-377	113	5	adequate	adequate	ADJ
futech-377	113	6	representation	representation	NOUN
futech-377	113	7	of	of	ADP
futech-377	113	8	both	both	DET
futech-377	113	9	highvolume	highvolume	NOUN
futech-377	113	10	and	and	CCONJ
futech-377	113	11	high	high	ADJ
futech-377	113	12	-	-	PUNCT
futech-377	113	13	influence	influence	NOUN
futech-377	113	14	sources	source	NOUN
futech-377	113	15	.	.	PUNCT
futech-377	114	1	the	the	DET
futech-377	114	2	platform	platform	NOUN
futech-377	114	3	influence	influence	NOUN
futech-377	114	4	weights	weight	VERB
futech-377	114	5	wp	wp	NOUN
futech-377	114	6	are	be	AUX
futech-377	114	7	calculated	calculate	VERB
futech-377	114	8	using	use	VERB
futech-377	114	9	a	a	DET
futech-377	114	10	composite	composite	ADJ
futech-377	114	11	influence	influence	NOUN
futech-377	114	12	metric	metric	ADJ
futech-377	114	13	integrating	integrate	VERB
futech-377	114	14	three	three	NUM
futech-377	114	15	dimensions	dimension	NOUN
futech-377	114	16	:	:	PUNCT
futech-377	114	17	reach	reach	VERB
futech-377	114	18	(	(	PUNCT
futech-377	114	19	40	40	NUM
futech-377	114	20	%	%	NOUN
futech-377	114	21	)	)	PUNCT
futech-377	114	22	,	,	PUNCT
futech-377	114	23	engagement	engagement	NOUN
futech-377	114	24	(	(	PUNCT
futech-377	114	25	35	35	NUM
futech-377	114	26	%	%	NOUN
futech-377	114	27	)	)	PUNCT
futech-377	114	28	,	,	PUNCT
futech-377	114	29	and	and	CCONJ
futech-377	114	30	authority	authority	NOUN
futech-377	114	31	(	(	PUNCT
futech-377	114	32	25	25	NUM
futech-377	114	33	%	%	NOUN
futech-377	114	34	)	)	PUNCT
futech-377	114	35	.	.	PUNCT
futech-377	115	1	reach	reach	NOUN
futech-377	115	2	is	be	AUX
futech-377	115	3	quantified	quantify	VERB
futech-377	115	4	as	as	SCONJ
futech-377	115	5	the	the	DET
futech-377	115	6	average	average	ADJ
futech-377	115	7	daily	daily	ADJ
futech-377	115	8	unique	unique	ADJ
futech-377	115	9	visitors	visitor	NOUN
futech-377	115	10	normalized	normalize	VERB
futech-377	115	11	across	across	ADP
futech-377	115	12	platforms	platform	NOUN
futech-377	115	13	.	.	PUNCT
futech-377	116	1	engagement	engagement	NOUN
futech-377	116	2	measures	measure	NOUN
futech-377	116	3	the	the	DET
futech-377	116	4	mean	mean	ADJ
futech-377	116	5	interaction	interaction	NOUN
futech-377	116	6	rate	rate	NOUN
futech-377	116	7	(	(	PUNCT
futech-377	116	8	likes	like	NOUN
futech-377	116	9	,	,	PUNCT
futech-377	116	10	shares	share	NOUN
futech-377	116	11	,	,	PUNCT
futech-377	116	12	comments	comment	NOUN
futech-377	116	13	)	)	PUNCT
futech-377	116	14	per	per	ADP
futech-377	116	15	content	content	NOUN
futech-377	116	16	item	item	NOUN
futech-377	116	17	relative	relative	ADJ
futech-377	116	18	to	to	PART
futech-377	116	19	view	view	VERB
futech-377	116	20	count	count	NOUN
futech-377	116	21	.	.	PUNCT
futech-377	117	1	authority	authority	NOUN
futech-377	117	2	scores	score	NOUN
futech-377	117	3	derive	derive	VERB
futech-377	117	4	from	from	ADP
futech-377	117	5	source	source	NOUN
futech-377	117	6	credibility	credibility	NOUN
futech-377	117	7	indices	indice	VERB
futech-377	117	8	including	include	VERB
futech-377	117	9	fact	fact	NOUN
futech-377	117	10	-	-	PUNCT
futech-377	117	11	checking	check	VERB
futech-377	117	12	records	record	NOUN
futech-377	117	13	,	,	PUNCT
futech-377	117	14	journalistic	journalistic	ADJ
futech-377	117	15	awards	award	NOUN
futech-377	117	16	,	,	PUNCT
futech-377	117	17	and	and	CCONJ
futech-377	117	18	institutional	institutional	ADJ
futech-377	117	19	affiliations	affiliation	NOUN
futech-377	117	20	.	.	PUNCT
futech-377	118	1	the	the	DET
futech-377	118	2	composite	composite	ADJ
futech-377	118	3	influence	influence	NOUN
futech-377	118	4	metric	metric	NOUN
futech-377	118	5	is	be	AUX
futech-377	118	6	computed	compute	VERB
futech-377	118	7	as	as	ADP
futech-377	118	8	0.4	0.4	NUM
futech-377	118	9	0.35	0.35	NUM
futech-377	118	10	0.25p	0.25p	PRON
futech-377	119	1	p	p	X
futech-377	119	2	p	p	X
futech-377	119	3	pw	pw	NOUN
futech-377	119	4	r	r	NOUN
futech-377	119	5	e	e	NOUN
futech-377	119	6	a=	a=	ADV
futech-377	119	7			VERB
futech-377	120	1	+	+	CCONJ
futech-377	120	2			PROPN
futech-377	120	3	+	+	CCONJ
futech-377	120	4			PROPN
futech-377	120	5	(	(	PUNCT
futech-377	120	6	4	4	NUM
futech-377	120	7	)	)	PUNCT
futech-377	120	8	where	where	SCONJ
futech-377	120	9	rp	rp	NOUN
futech-377	120	10	,	,	PUNCT
futech-377	120	11	ep	ep	NOUN
futech-377	120	12	,	,	PUNCT
futech-377	120	13	and	and	CCONJ
futech-377	120	14	ap	ap	PROPN
futech-377	120	15	represent	represent	VERB
futech-377	120	16	normalized	normalize	VERB
futech-377	120	17	reach	reach	NOUN
futech-377	120	18	,	,	PUNCT
futech-377	120	19	engagement	engagement	NOUN
futech-377	120	20	,	,	PUNCT
futech-377	120	21	and	and	CCONJ
futech-377	120	22	authority	authority	NOUN
futech-377	120	23	scores	score	NOUN
futech-377	120	24	,	,	PUNCT
futech-377	120	25	respectively	respectively	ADV
futech-377	120	26	.	.	PUNCT
futech-377	121	1	for	for	ADP
futech-377	121	2	our	our	PRON
futech-377	121	3	dataset	dataset	NOUN
futech-377	121	4	,	,	PUNCT
futech-377	121	5	this	this	PRON
futech-377	121	6	yielded	yield	VERB
futech-377	121	7	weights	weight	NOUN
futech-377	121	8	of	of	ADP
futech-377	121	9	wnews=0.40	wnews=0.40	NOUN
futech-377	121	10	(	(	PUNCT
futech-377	121	11	high	high	ADJ
futech-377	121	12	authority	authority	NOUN
futech-377	121	13	offsetting	offset	VERB
futech-377	121	14	lower	low	ADJ
futech-377	121	15	engagement	engagement	NOUN
futech-377	121	16	)	)	PUNCT
futech-377	121	17	,	,	PUNCT
futech-377	121	18	wsocial=0.35	wsocial=0.35	NOUN
futech-377	121	19	(	(	PUNCT
futech-377	121	20	high	high	ADJ
futech-377	121	21	engagement	engagement	NOUN
futech-377	121	22	but	but	CCONJ
futech-377	121	23	lower	low	ADJ
futech-377	121	24	authority	authority	NOUN
futech-377	121	25	)	)	PUNCT
futech-377	121	26	,	,	PUNCT
futech-377	121	27	and	and	CCONJ
futech-377	121	28	wofficial=0.25	wofficial=0.25	PROPN
futech-377	121	29	(	(	PUNCT
futech-377	121	30	high	high	ADJ
futech-377	121	31	authority	authority	NOUN
futech-377	121	32	but	but	CCONJ
futech-377	121	33	limited	limited	ADJ
futech-377	121	34	reach	reach	NOUN
futech-377	121	35	)	)	PUNCT
futech-377	121	36	.	.	PUNCT
futech-377	122	1	these	these	DET
futech-377	122	2	weights	weight	NOUN
futech-377	122	3	ensure	ensure	VERB
futech-377	122	4	that	that	SCONJ
futech-377	122	5	sampling	sample	VERB
futech-377	122	6	captures	capture	NOUN
futech-377	122	7	both	both	CCONJ
futech-377	122	8	high	high	ADJ
futech-377	122	9	-	-	PUNCT
futech-377	122	10	volume	volume	NOUN
futech-377	122	11	platforms	platform	NOUN
futech-377	122	12	and	and	CCONJ
futech-377	122	13	authoritative	authoritative	ADJ
futech-377	122	14	sources	source	NOUN
futech-377	122	15	,	,	PUNCT
futech-377	122	16	preventing	prevent	VERB
futech-377	122	17	bias	bias	NOUN
futech-377	122	18	toward	toward	ADP
futech-377	122	19	either	either	CCONJ
futech-377	122	20	populist	populist	ADJ
futech-377	122	21	or	or	CCONJ
futech-377	122	22	elite	elite	ADJ
futech-377	122	23	discourse	discourse	NOUN
futech-377	122	24	while	while	SCONJ
futech-377	122	25	maintaining	maintain	VERB
futech-377	122	26	statistical	statistical	ADJ
futech-377	122	27	representativeness	representativeness	NOUN
futech-377	122	28	of	of	ADP
futech-377	122	29	the	the	DET
futech-377	122	30	broader	broad	ADJ
futech-377	122	31	media	medium	NOUN
futech-377	122	32	ecosystem	ecosystem	NOUN
futech-377	122	33	.	.	PUNCT
futech-377	123	1	to	to	PART
futech-377	123	2	mitigate	mitigate	VERB
futech-377	123	3	selection	selection	NOUN
futech-377	123	4	bias	bias	NOUN
futech-377	123	5	and	and	CCONJ
futech-377	123	6	ensure	ensure	VERB
futech-377	123	7	representativeness	representativeness	ADJ
futech-377	123	8	across	across	ADP
futech-377	123	9	diverse	diverse	ADJ
futech-377	123	10	contexts	contexts	NOUN
futech-377	123	11	,	,	PUNCT
futech-377	123	12	we	we	PRON
futech-377	123	13	implemented	implement	VERB
futech-377	123	14	several	several	ADJ
futech-377	123	15	methodological	methodological	ADJ
futech-377	123	16	safeguards	safeguard	NOUN
futech-377	123	17	.	.	PUNCT
futech-377	124	1	crisis	crisis	NOUN
futech-377	124	2	selection	selection	NOUN
futech-377	124	3	followed	follow	VERB
futech-377	124	4	a	a	DET
futech-377	124	5	systematic	systematic	ADJ
futech-377	124	6	typology	typology	NOUN
futech-377	124	7	framework	framework	NOUN
futech-377	124	8	encompassing	encompass	VERB
futech-377	124	9	natural	natural	ADJ
futech-377	124	10	disasters	disaster	NOUN
futech-377	124	11	(	(	PUNCT
futech-377	124	12	crisis	crisis	NOUN
futech-377	124	13	c	c	NOUN
futech-377	124	14	)	)	PUNCT
futech-377	124	15	,	,	PUNCT
futech-377	124	16	technological	technological	ADJ
futech-377	124	17	failures	failure	NOUN
futech-377	124	18	(	(	PUNCT
futech-377	124	19	crisis	crisis	NOUN
futech-377	124	20	a	a	NOUN
futech-377	124	21	)	)	PUNCT
futech-377	124	22	,	,	PUNCT
futech-377	124	23	and	and	CCONJ
futech-377	124	24	public	public	ADJ
futech-377	124	25	health	health	NOUN
futech-377	124	26	emergencies	emergency	NOUN
futech-377	124	27	(	(	PUNCT
futech-377	124	28	crisis	crisis	NOUN
futech-377	124	29	b	b	NOUN
futech-377	124	30	)	)	PUNCT
futech-377	124	31	,	,	PUNCT
futech-377	124	32	ensuring	ensure	VERB
futech-377	124	33	coverage	coverage	NOUN
futech-377	124	34	of	of	ADP
futech-377	124	35	distinct	distinct	ADJ
futech-377	124	36	crisis	crisis	NOUN
futech-377	124	37	characteristics	characteristic	NOUN
futech-377	124	38	and	and	CCONJ
futech-377	124	39	communication	communication	NOUN
futech-377	124	40	patterns	pattern	NOUN
futech-377	124	41	.	.	PUNCT
futech-377	125	1	platform	platform	NOUN
futech-377	125	2	selection	selection	NOUN
futech-377	125	3	criteria	criterion	NOUN
futech-377	125	4	included	include	VERB
futech-377	125	5	market	market	NOUN
futech-377	125	6	penetration	penetration	NOUN
futech-377	125	7	rates	rate	NOUN
futech-377	125	8	,	,	PUNCT
futech-377	125	9	demographic	demographic	ADJ
futech-377	125	10	diversity	diversity	NOUN
futech-377	125	11	indices	index	NOUN
futech-377	125	12	,	,	PUNCT
futech-377	125	13	and	and	CCONJ
futech-377	125	14	cross	cross	ADJ
futech-377	125	15	-	-	ADJ
futech-377	125	16	national	national	ADJ
futech-377	125	17	accessibility	accessibility	NOUN
futech-377	125	18	,	,	PUNCT
futech-377	125	19	with	with	ADP
futech-377	125	20	weights	weight	NOUN
futech-377	125	21	adjusted	adjust	VERB
futech-377	125	22	using	use	VERB
futech-377	125	23	kruskal	kruskal	PROPN
futech-377	125	24	-	-	PUNCT
futech-377	125	25	wallis	wallis	PROPN
futech-377	125	26	tests	test	NOUN
futech-377	125	27	to	to	PART
futech-377	125	28	verify	verify	VERB
futech-377	125	29	distributional	distributional	ADJ
futech-377	125	30	equivalence	equivalence	NOUN
futech-377	125	31	across	across	ADP
futech-377	125	32	platforms	platform	NOUN
futech-377	125	33	(	(	PUNCT
futech-377	125	34	h=2.34	h=2.34	NOUN
futech-377	125	35	,	,	PUNCT
futech-377	125	36	p=0.31	p=0.31	NOUN
futech-377	125	37	)	)	PUNCT
futech-377	125	38	.	.	PUNCT
futech-377	126	1	to	to	PART
futech-377	126	2	address	address	VERB
futech-377	126	3	potential	potential	ADJ
futech-377	126	4	geographic	geographic	ADJ
futech-377	126	5	and	and	CCONJ
futech-377	126	6	linguistic	linguistic	ADJ
futech-377	126	7	biases	bias	NOUN
futech-377	126	8	inherent	inherent	ADJ
futech-377	126	9	in	in	ADP
futech-377	126	10	our	our	PRON
futech-377	126	11	primarily	primarily	ADV
futech-377	126	12	english	english	ADJ
futech-377	126	13	-	-	PUNCT
futech-377	126	14	language	language	NOUN
futech-377	126	15	corpus	corpus	NOUN
futech-377	126	16	,	,	PUNCT
futech-377	126	17	we	we	PRON
futech-377	126	18	incorporated	incorporate	VERB
futech-377	126	19	multilingual	multilingual	ADJ
futech-377	126	20	content	content	NOUN
futech-377	126	21	through	through	ADP
futech-377	126	22	automated	automate	VERB
futech-377	126	23	translation	translation	NOUN
futech-377	126	24	validation	validation	NOUN
futech-377	126	25	,	,	PUNCT
futech-377	126	26	achieving	achieve	VERB
futech-377	126	27	87.3	87.3	NUM
futech-377	126	28	%	%	NOUN
futech-377	126	29	semantic	semantic	ADJ
futech-377	126	30	consistency	consistency	NOUN
futech-377	126	31	scores	score	NOUN
futech-377	126	32	for	for	ADP
futech-377	126	33	non	non	ADJ
futech-377	126	34	-	-	ADJ
futech-377	126	35	english	english	ADJ
futech-377	126	36	sources	source	NOUN
futech-377	126	37	.	.	PUNCT
futech-377	127	1	social	social	ADJ
futech-377	127	2	media	medium	NOUN
futech-377	127	3	sampling	sample	VERB
futech-377	127	4	employed	employ	VERB
futech-377	127	5	stratified	stratify	VERB
futech-377	127	6	random	random	ADJ
futech-377	127	7	selection	selection	NOUN
futech-377	127	8	based	base	VERB
futech-377	127	9	on	on	ADP
futech-377	127	10	engagement	engagement	NOUN
futech-377	127	11	metrics	metric	NOUN
futech-377	127	12	and	and	CCONJ
futech-377	127	13	user	user	NOUN
futech-377	127	14	demographics	demographic	NOUN
futech-377	127	15	to	to	PART
futech-377	127	16	prevent	prevent	VERB
futech-377	127	17	overrepresentation	overrepresentation	NOUN
futech-377	127	18	of	of	ADP
futech-377	127	19	highly	highly	ADV
futech-377	127	20	vocal	vocal	ADJ
futech-377	127	21	minorities	minority	NOUN
futech-377	127	22	.	.	PUNCT
futech-377	128	1	traditional	traditional	ADJ
futech-377	128	2	media	medium	NOUN
futech-377	128	3	sources	source	NOUN
futech-377	128	4	were	be	AUX
futech-377	128	5	selected	select	VERB
futech-377	128	6	based	base	VERB
futech-377	128	7	on	on	ADP
futech-377	128	8	circulation	circulation	NOUN
futech-377	128	9	data	datum	NOUN
futech-377	128	10	and	and	CCONJ
futech-377	128	11	editorial	editorial	ADJ
futech-377	128	12	diversity	diversity	NOUN
futech-377	128	13	indices	index	NOUN
futech-377	128	14	,	,	PUNCT
futech-377	128	15	encompassing	encompass	VERB
futech-377	128	16	both	both	CCONJ
futech-377	128	17	mainstream	mainstream	NOUN
futech-377	128	18	and	and	CCONJ
futech-377	128	19	alternative	alternative	ADJ
futech-377	128	20	outlets	outlet	NOUN
futech-377	128	21	across	across	ADP
futech-377	128	22	the	the	DET
futech-377	128	23	political	political	ADJ
futech-377	128	24	spectrum	spectrum	NOUN
futech-377	128	25	.	.	PUNCT
futech-377	129	1	intercoder	intercoder	NOUN
futech-377	129	2	reliability	reliability	NOUN
futech-377	129	3	testing	testing	NOUN
futech-377	129	4	with	with	ADP
futech-377	129	5	culturally	culturally	ADV
futech-377	129	6	diverse	diverse	ADJ
futech-377	129	7	coding	code	VERB
futech-377	129	8	teams	team	NOUN
futech-377	129	9	(	(	PUNCT
futech-377	129	10	𝛼	𝛼	X
futech-377	129	11	=	=	SYM
futech-377	129	12	0.82	0.82	NUM
futech-377	129	13	)	)	PUNCT
futech-377	129	14	helped	helped	AUX
futech-377	129	15	identify	identify	VERB
futech-377	129	16	and	and	CCONJ
futech-377	129	17	correct	correct	VERB
futech-377	129	18	culturally	culturally	ADV
futech-377	129	19	specific	specific	ADJ
futech-377	129	20	interpretation	interpretation	NOUN
futech-377	129	21	biases	bias	NOUN
futech-377	129	22	.	.	PUNCT
futech-377	130	1	while	while	SCONJ
futech-377	130	2	acknowledging	acknowledge	VERB
futech-377	130	3	limitations	limitation	NOUN
futech-377	130	4	in	in	ADP
futech-377	130	5	achieving	achieve	VERB
futech-377	130	6	perfect	perfect	ADJ
futech-377	130	7	global	global	ADJ
futech-377	130	8	representativeness	representativeness	NOUN
futech-377	130	9	,	,	PUNCT
futech-377	130	10	these	these	DET
futech-377	130	11	measures	measure	NOUN
futech-377	130	12	substantially	substantially	ADV
futech-377	130	13	reduce	reduce	VERB
futech-377	130	14	systematic	systematic	ADJ
futech-377	130	15	biases	bias	NOUN
futech-377	130	16	that	that	PRON
futech-377	130	17	could	could	AUX
futech-377	130	18	compromise	compromise	VERB
futech-377	130	19	the	the	DET
futech-377	130	20	generalizability	generalizability	NOUN
futech-377	130	21	of	of	ADP
futech-377	130	22	our	our	PRON
futech-377	130	23	findings	finding	NOUN
futech-377	130	24	across	across	ADP
futech-377	130	25	different	different	ADJ
futech-377	130	26	media	medium	NOUN
futech-377	130	27	ecosystems	ecosystem	NOUN
futech-377	130	28	and	and	CCONJ
futech-377	130	29	sociopolitical	sociopolitical	ADJ
futech-377	130	30	contexts	contexts	NOUN
futech-377	130	31	.	.	PUNCT
futech-377	131	1	data	datum	NOUN
futech-377	131	2	preprocessing	preprocessing	NOUN
futech-377	131	3	involves	involve	VERB
futech-377	131	4	a	a	DET
futech-377	131	5	sequential	sequential	ADJ
futech-377	131	6	pipeline	pipeline	NOUN
futech-377	131	7	including	include	VERB
futech-377	131	8	text	text	NOUN
futech-377	131	9	normalization	normalization	NOUN
futech-377	131	10	,	,	PUNCT
futech-377	131	11	language	language	NOUN
futech-377	131	12	detection	detection	NOUN
futech-377	131	13	,	,	PUNCT
futech-377	131	14	deduplication	deduplication	NOUN
futech-377	131	15	,	,	PUNCT
futech-377	131	16	and	and	CCONJ
futech-377	131	17	tokenization	tokenization	NOUN
futech-377	131	18	.	.	PUNCT
futech-377	132	1	we	we	PRON
futech-377	132	2	employed	employ	VERB
futech-377	132	3	a	a	DET
futech-377	132	4	modified	modify	VERB
futech-377	132	5	bert	bert	NOUN
futech-377	132	6	-	-	PUNCT
futech-377	132	7	based	base	VERB
futech-377	132	8	preprocessor	preprocessor	NOUN
futech-377	132	9	that	that	PRON
futech-377	132	10	preserves	preserve	VERB
futech-377	132	11	semantic	semantic	ADJ
futech-377	132	12	coherence	coherence	NOUN
futech-377	132	13	while	while	SCONJ
futech-377	132	14	standardizing	standardize	VERB
futech-377	132	15	format	format	NOUN
futech-377	132	16	inconsistencies	inconsistency	NOUN
futech-377	132	17	.	.	PUNCT
futech-377	133	1	the	the	DET
futech-377	133	2	corpus	corpus	NOUN
futech-377	133	3	underwent	underwent	NOUN
futech-377	133	4	noise	noise	NOUN
futech-377	133	5	reduction	reduction	NOUN
futech-377	133	6	using	use	VERB
futech-377	133	7	the	the	DET
futech-377	133	8	signal	signal	NOUN
futech-377	133	9	-	-	PUNCT
futech-377	133	10	to	to	ADP
futech-377	133	11	-	-	PUNCT
futech-377	133	12	noise	noise	NOUN
futech-377	133	13	ratio	ratio	NOUN
futech-377	133	14	formula	formula	NOUN
futech-377	133	15	:	:	PUNCT
futech-377	133	16	𝑆𝑁𝑅	𝑆𝑁𝑅	PROPN
futech-377	133	17	=	=	SYM
futech-377	133	18	10	10	NUM
futech-377	133	19	log10	log10	PROPN
futech-377	133	20	(	(	PUNCT
futech-377	133	21	𝑃𝑠𝑖𝑔𝑛𝑎𝑙	𝑃𝑠𝑖𝑔𝑛𝑎𝑙	PROPN
futech-377	133	22	𝑃𝑛𝑜𝑖𝑠𝑒	𝑃𝑛𝑜𝑖𝑠𝑒	PROPN
futech-377	133	23	)	)	PUNCT
futech-377	133	24	(	(	PUNCT
futech-377	133	25	5	5	X
futech-377	133	26	)	)	PUNCT
futech-377	133	27	where	where	SCONJ
futech-377	133	28	psignal	psignal	PROPN
futech-377	133	29	represents	represent	VERB
futech-377	133	30	the	the	DET
futech-377	133	31	mean	mean	ADJ
futech-377	133	32	semantic	semantic	ADJ
futech-377	133	33	coherence	coherence	NOUN
futech-377	133	34	score	score	NOUN
futech-377	133	35	of	of	ADP
futech-377	133	36	legitimate	legitimate	ADJ
futech-377	133	37	crisis	crisis	NOUN
futech-377	133	38	content	content	NOUN
futech-377	133	39	(	(	PUNCT
futech-377	133	40	measured	measure	VERB
futech-377	133	41	via	via	ADP
futech-377	133	42	bert	bert	PROPN
futech-377	133	43	embeddings	embedding	NOUN
futech-377	133	44	)	)	PUNCT
futech-377	133	45	,	,	PUNCT
futech-377	133	46	and	and	CCONJ
futech-377	133	47	pnoise	pnoise	NOUN
futech-377	133	48	denotes	denote	VERB
futech-377	133	49	the	the	DET
futech-377	133	50	mean	mean	ADJ
futech-377	133	51	score	score	NOUN
futech-377	133	52	of	of	ADP
futech-377	133	53	identified	identify	VERB
futech-377	133	54	noise	noise	NOUN
futech-377	133	55	content	content	NOUN
futech-377	133	56	(	(	PUNCT
futech-377	133	57	spam	spam	NOUN
futech-377	133	58	,	,	PUNCT
futech-377	133	59	duplicates	duplicate	NOUN
futech-377	133	60	,	,	PUNCT
futech-377	133	61	off	off	ADP
futech-377	133	62	-	-	PUNCT
futech-377	133	63	topic	topic	NOUN
futech-377	133	64	)	)	PUNCT
futech-377	133	65	.	.	PUNCT
futech-377	134	1	where	where	SCONJ
futech-377	134	2	content	content	NOUN
futech-377	134	3	with	with	ADP
futech-377	134	4	snr	snr	PROPN
futech-377	134	5	values	value	NOUN
futech-377	134	6	below	below	ADP
futech-377	134	7	threshold	threshold	NOUN
futech-377	134	8	τ	τ	PROPN
futech-377	134	9	=	=	SYM
futech-377	134	10	1.5	1.5	NUM
futech-377	134	11	was	be	AUX
futech-377	134	12	excluded	exclude	VERB
futech-377	134	13	from	from	ADP
futech-377	134	14	analysis	analysis	NOUN
futech-377	134	15	.	.	PUNCT
futech-377	135	1	the	the	DET
futech-377	135	2	τ	τ	PROPN
futech-377	135	3	=	=	SYM
futech-377	135	4	1.5	1.5	NUM
futech-377	135	5	threshold	threshold	NOUN
futech-377	135	6	was	be	AUX
futech-377	135	7	empirically	empirically	ADV
futech-377	135	8	determined	determine	VERB
futech-377	135	9	through	through	ADP
futech-377	135	10	validation	validation	NOUN
futech-377	135	11	on	on	ADP
futech-377	135	12	a	a	DET
futech-377	135	13	10	10	NUM
futech-377	135	14	%	%	NOUN
futech-377	135	15	development	development	NOUN
futech-377	135	16	subset	subset	NOUN
futech-377	135	17	,	,	PUNCT
futech-377	135	18	testing	test	VERB
futech-377	135	19	values	value	NOUN
futech-377	135	20	from	from	ADP
futech-377	135	21	0.5	0.5	NUM
futech-377	135	22	to	to	ADP
futech-377	135	23	3.0	3.0	NUM
futech-377	135	24	.	.	PUNCT
futech-377	136	1	this	this	DET
futech-377	136	2	threshold	threshold	NOUN
futech-377	136	3	optimally	optimally	ADV
futech-377	136	4	balanced	balance	VERB
futech-377	136	5	content	content	NOUN
futech-377	136	6	quality	quality	NOUN
futech-377	136	7	(	(	PUNCT
futech-377	136	8	retaining	retain	VERB
futech-377	136	9	94.2	94.2	NUM
futech-377	136	10	%	%	NOUN
futech-377	136	11	of	of	ADP
futech-377	136	12	manually	manually	ADV
futech-377	136	13	verified	verify	VERB
futech-377	136	14	high	high	ADJ
futech-377	136	15	-	-	PUNCT
futech-377	136	16	quality	quality	NOUN
futech-377	136	17	texts	text	NOUN
futech-377	136	18	)	)	PUNCT
futech-377	136	19	and	and	CCONJ
futech-377	136	20	noise	noise	NOUN
futech-377	136	21	removal	removal	NOUN
futech-377	136	22	(	(	PUNCT
futech-377	136	23	filtering	filter	VERB
futech-377	136	24	78.3	78.3	NUM
futech-377	136	25	%	%	NOUN
futech-377	136	26	of	of	ADP
futech-377	136	27	spam	spam	NOUN
futech-377	136	28	/	/	SYM
futech-377	136	29	duplicates	duplicate	NOUN
futech-377	136	30	)	)	PUNCT
futech-377	136	31	.	.	PUNCT
futech-377	137	1	sensitivity	sensitivity	NOUN
futech-377	137	2	analysis	analysis	NOUN
futech-377	137	3	showed	show	VERB
futech-377	137	4	model	model	NOUN
futech-377	137	5	robustness	robustness	NOUN
futech-377	137	6	within	within	ADP
futech-377	137	7	τ	τ	PROPN
futech-377	137	8	∈	∈	PROPN
futech-377	138	1	[	[	X
futech-377	138	2	1.25	1.25	NUM
futech-377	138	3	,	,	PUNCT
futech-377	138	4	1.75	1.75	NUM
futech-377	138	5	]	]	PUNCT
futech-377	138	6	,	,	PUNCT
futech-377	138	7	with	with	ADP
futech-377	138	8	f1	f1	ADJ
futech-377	138	9	-	-	PUNCT
futech-377	138	10	scores	score	NOUN
futech-377	138	11	varying	vary	VERB
futech-377	138	12	by	by	ADP
futech-377	138	13	less	less	ADJ
futech-377	138	14	than	than	ADP
futech-377	138	15	±1.2	±1.2	NOUN
futech-377	138	16	%	%	NOUN
futech-377	138	17	.	.	PUNCT
futech-377	139	1	below	below	ADP
futech-377	139	2	τ	τ	PROPN
futech-377	139	3	=	=	SYM
futech-377	139	4	1.25	1.25	NUM
futech-377	139	5	,	,	PUNCT
futech-377	139	6	frame	frame	NOUN
futech-377	139	7	classification	classification	NOUN
futech-377	139	8	accuracy	accuracy	NOUN
futech-377	139	9	decreased	decrease	VERB
futech-377	139	10	by	by	ADP
futech-377	139	11	4.7	4.7	NUM
futech-377	139	12	%	%	NOUN
futech-377	139	13	,	,	PUNCT
futech-377	139	14	while	while	SCONJ
futech-377	139	15	thresholds	threshold	NOUN
futech-377	139	16	above	above	ADP
futech-377	139	17	τ	τ	PROPN
futech-377	139	18	=	=	NOUN
futech-377	139	19	2.0	2.0	NUM
futech-377	139	20	excessively	excessively	ADV
futech-377	139	21	filtered	filter	VERB
futech-377	139	22	legitimate	legitimate	ADJ
futech-377	139	23	crisis	crisis	NOUN
futech-377	139	24	content	content	NOUN
futech-377	139	25	,	,	PUNCT
futech-377	139	26	particularly	particularly	ADV
futech-377	139	27	informal	informal	ADJ
futech-377	139	28	social	social	ADJ
futech-377	139	29	media	medium	NOUN
futech-377	139	30	posts	post	NOUN
futech-377	139	31	.	.	PUNCT
futech-377	140	1	the	the	DET
futech-377	140	2	threshold	threshold	NOUN
futech-377	140	3	remained	remain	VERB
futech-377	140	4	consistent	consistent	ADJ
futech-377	140	5	across	across	ADP
futech-377	140	6	crisis	crisis	NOUN
futech-377	140	7	types	type	NOUN
futech-377	140	8	(	(	PUNCT
futech-377	140	9	ranging	range	VERB
futech-377	140	10	from	from	ADP
futech-377	140	11	1.46	1.46	NUM
futech-377	140	12	to	to	ADP
futech-377	140	13	1.52	1.52	NUM
futech-377	140	14	)	)	PUNCT
futech-377	140	15	,	,	PUNCT
futech-377	140	16	supporting	support	VERB
futech-377	140	17	a	a	DET
futech-377	140	18	unified	unified	ADJ
futech-377	140	19	value.the	value.the	DET
futech-377	140	20	final	final	ADJ
futech-377	140	21	preprocessed	preprocesse	VERB
futech-377	140	22	dataset	dataset	NOUN
futech-377	140	23	maintains	maintain	VERB
futech-377	140	24	balanced	balanced	ADJ
futech-377	140	25	representation	representation	NOUN
futech-377	140	26	across	across	ADP
futech-377	140	27	temporal	temporal	ADJ
futech-377	140	28	phases	phase	NOUN
futech-377	140	29	of	of	ADP
futech-377	140	30	each	each	DET
futech-377	140	31	crisis	crisis	NOUN
futech-377	140	32	(	(	PUNCT
futech-377	140	33	pre	pre	NOUN
futech-377	140	34	-	-	NOUN
futech-377	140	35	crisis	crisis	NOUN
futech-377	140	36	,	,	PUNCT
futech-377	140	37	acute	acute	ADJ
futech-377	140	38	crisis	crisis	NOUN
futech-377	140	39	,	,	PUNCT
futech-377	140	40	and	and	CCONJ
futech-377	140	41	post	post	ADJ
futech-377	140	42	-	-	NOUN
futech-377	140	43	crisis	crisis	NOUN
futech-377	140	44	)	)	PUNCT
futech-377	140	45	,	,	PUNCT
futech-377	140	46	enabling	enable	VERB
futech-377	140	47	longitudinal	longitudinal	ADJ
futech-377	140	48	analysis	analysis	NOUN
futech-377	140	49	of	of	ADP
futech-377	140	50	narrative	narrative	ADJ
futech-377	140	51	evolution	evolution	NOUN
futech-377	140	52	.	.	PUNCT
futech-377	141	1	3.3	3.3	NUM
futech-377	141	2	deep	deep	ADJ
futech-377	141	3	learning	learning	NOUN
futech-377	141	4	model	model	NOUN
futech-377	141	5	development	development	NOUN
futech-377	141	6	our	our	PRON
futech-377	141	7	proposed	propose	VERB
futech-377	141	8	methodology	methodology	NOUN
futech-377	141	9	employs	employ	VERB
futech-377	141	10	a	a	DET
futech-377	141	11	hierarchical	hierarchical	ADJ
futech-377	141	12	transformer	transformer	NOUN
futech-377	141	13	-	-	PUNCT
futech-377	141	14	based	base	VERB
futech-377	141	15	architecture	architecture	NOUN
futech-377	141	16	optimized	optimize	VERB
futech-377	141	17	for	for	ADP
futech-377	141	18	crisis	crisis	NOUN
futech-377	141	19	narrative	narrative	NOUN
futech-377	141	20	analysis	analysis	NOUN
futech-377	141	21	,	,	PUNCT
futech-377	141	22	integrating	integrate	VERB
futech-377	141	23	semantic	semantic	ADJ
futech-377	141	24	,	,	PUNCT
futech-377	141	25	contextual	contextual	ADJ
futech-377	141	26	,	,	PUNCT
futech-377	141	27	and	and	CCONJ
futech-377	141	28	temporal	temporal	ADJ
futech-377	141	29	dimensions	dimension	NOUN
futech-377	141	30	of	of	ADP
futech-377	141	31	media	medium	NOUN
futech-377	141	32	framing	framing	NOUN
futech-377	141	33	.	.	PUNCT
futech-377	142	1	the	the	DET
futech-377	142	2	core	core	NOUN
futech-377	142	3	architecture	architecture	NOUN
futech-377	142	4	utilizes	utilize	VERB
futech-377	142	5	a	a	DET
futech-377	142	6	modified	modify	VERB
futech-377	142	7	bert	bert	NOUN
futech-377	142	8	model	model	NOUN
futech-377	142	9	with	with	ADP
futech-377	142	10	specialized	specialized	ADJ
futech-377	142	11	attention	attention	NOUN
futech-377	142	12	mechanisms	mechanism	NOUN
futech-377	142	13	designed	design	VERB
futech-377	142	14	to	to	PART
futech-377	142	15	capture	capture	VERB
futech-377	142	16	framing	frame	VERB
futech-377	142	17	devices	device	NOUN
futech-377	142	18	.	.	PUNCT
futech-377	143	1	this	this	DET
futech-377	143	2	architecture	architecture	NOUN
futech-377	143	3	incorporates	incorporate	VERB
futech-377	143	4	a	a	DET
futech-377	143	5	dual	dual	ADJ
futech-377	143	6	-	-	PUNCT
futech-377	143	7	pathway	pathway	NOUN
futech-377	143	8	structure	structure	NOUN
futech-377	143	9	:	:	PUNCT
futech-377	143	10	the	the	DET
futech-377	143	11	primary	primary	ADJ
futech-377	143	12	pathway	pathway	NOUN
futech-377	143	13	processes	process	VERB
futech-377	143	14	semantic	semantic	ADJ
futech-377	143	15	content	content	NOUN
futech-377	143	16	,	,	PUNCT
futech-377	143	17	while	while	SCONJ
futech-377	143	18	the	the	DET
futech-377	143	19	auxiliary	auxiliary	ADJ
futech-377	143	20	pathway	pathway	NOUN
futech-377	143	21	extracts	extract	VERB
futech-377	143	22	frame	frame	NOUN
futech-377	143	23	-	-	PUNCT
futech-377	143	24	specific	specific	ADJ
futech-377	143	25	features	feature	NOUN
futech-377	143	26	through	through	ADP
futech-377	143	27	specialized	specialized	ADJ
futech-377	143	28	attention	attention	NOUN
futech-377	143	29	heads	head	NOUN
futech-377	143	30	.	.	PUNCT
futech-377	144	1	the	the	DET
futech-377	144	2	feature	feature	NOUN
futech-377	144	3	extraction	extraction	NOUN
futech-377	144	4	process	process	NOUN
futech-377	144	5	employs	employ	VERB
futech-377	144	6	a	a	DET
futech-377	144	7	multi	multi	ADJ
futech-377	144	8	-	-	ADJ
futech-377	144	9	level	level	ADJ
futech-377	144	10	approach	approach	NOUN
futech-377	144	11	,	,	PUNCT
futech-377	144	12	capturing	capture	VERB
futech-377	144	13	lexical	lexical	ADJ
futech-377	144	14	,	,	PUNCT
futech-377	144	15	syntactic	syntactic	ADJ
futech-377	144	16	,	,	PUNCT
futech-377	144	17	and	and	CCONJ
futech-377	144	18	pragmatic	pragmatic	ADJ
futech-377	144	19	dimensions	dimension	NOUN
futech-377	144	20	of	of	ADP
futech-377	144	21	crisis	crisis	NOUN
futech-377	144	22	narratives	narrative	NOUN
futech-377	144	23	.	.	PUNCT
futech-377	145	1	we	we	PRON
futech-377	145	2	extract	extract	VERB
futech-377	145	3	both	both	DET
futech-377	145	4	explicit	explicit	ADJ
futech-377	145	5	features	feature	NOUN
futech-377	145	6	using	use	VERB
futech-377	145	7	n	n	CCONJ
futech-377	145	8	-	-	PUNCT
futech-377	145	9	gram	gram	NOUN
futech-377	145	10	analysis	analysis	NOUN
futech-377	145	11	and	and	CCONJ
futech-377	145	12	latent	latent	NOUN
futech-377	145	13	features	feature	VERB
futech-377	145	14	through	through	ADP
futech-377	145	15	contextual	contextual	ADJ
futech-377	145	16	embeddings	embedding	NOUN
futech-377	145	17	.	.	PUNCT
futech-377	146	1	the	the	DET
futech-377	146	2	feature	feature	NOUN
futech-377	146	3	space	space	NOUN
futech-377	146	4	is	be	AUX
futech-377	146	5	defined	define	VERB
futech-377	146	6	by	by	ADP
futech-377	146	7	the	the	DET
futech-377	146	8	function	function	NOUN
futech-377	146	9	:	:	PUNCT
futech-377	146	10	(	(	PUNCT
futech-377	146	11	)	)	PUNCT
futech-377	146	12	(	(	PUNCT
futech-377	146	13	)	)	PUNCT
futech-377	146	14	(	(	PUNCT
futech-377	146	15	)	)	PUNCT
futech-377	146	16	(	(	PUNCT
futech-377	146	17	)	)	PUNCT
futech-377	147	1	c	c	NOUN
futech-377	147	2	s	s	PART
futech-377	147	3	tf	tf	NOUN
futech-377	147	4	x	x	PUNCT
futech-377	147	5	e	e	NOUN
futech-377	147	6	x	x	X
futech-377	147	7	e	e	NOUN
futech-377	147	8	x	x	PROPN
futech-377	147	9	e	e	PROPN
futech-377	147	10	x	x	PROPN
futech-377	147	11			PROPN
futech-377	147	12	=	=	NOUN
futech-377	147	13	+	+	X
futech-377	147	14	+	+	CCONJ
futech-377	147	15	(	(	PUNCT
futech-377	147	16	6	6	NUM
futech-377	147	17	)	)	PUNCT
futech-377	147	18	where	where	SCONJ
futech-377	147	19	ec(x	ec(x	NOUN
futech-377	147	20	)	)	PUNCT
futech-377	147	21	represents	represent	VERB
futech-377	147	22	contextual	contextual	ADJ
futech-377	147	23	embeddings	embedding	NOUN
futech-377	147	24	,	,	PUNCT
futech-377	147	25	es(x	es(x	NOUN
futech-377	147	26	)	)	PUNCT
futech-377	147	27	denotes	denote	VERB
futech-377	147	28	structural	structural	ADJ
futech-377	147	29	features	feature	NOUN
futech-377	147	30	,	,	PUNCT
futech-377	147	31	et(x	et(x	NOUN
futech-377	147	32	)	)	PUNCT
futech-377	147	33	captures	capture	VERB
futech-377	147	34	temporal	temporal	ADJ
futech-377	147	35	patterns	pattern	NOUN
futech-377	147	36	,	,	PUNCT
futech-377	147	37	and	and	CCONJ
futech-377	147	38	𝛼	𝛼	X
futech-377	147	39	,	,	PUNCT
futech-377	147	40	𝛽	𝛽	NOUN
futech-377	147	41	,	,	PUNCT
futech-377	147	42	𝛾	𝛾	PROPN
futech-377	147	43	are	be	AUX
futech-377	147	44	importance	importance	NOUN
futech-377	147	45	weights	weight	NOUN
futech-377	147	46	to	to	PART
futech-377	147	47	be	be	AUX
futech-377	147	48	determined	determine	VERB
futech-377	147	49	through	through	ADP
futech-377	147	50	ablation	ablation	NOUN
futech-377	147	51	studies	study	NOUN
futech-377	147	52	.	.	PUNCT
futech-377	148	1	this	this	DET
futech-377	148	2	composite	composite	ADJ
futech-377	148	3	feature	feature	NOUN
futech-377	148	4	space	space	NOUN
futech-377	148	5	is	be	AUX
futech-377	148	6	designed	design	VERB
futech-377	148	7	to	to	PART
futech-377	148	8	enable	enable	VERB
futech-377	148	9	identification	identification	NOUN
futech-377	148	10	of	of	ADP
futech-377	148	11	both	both	CCONJ
futech-377	148	12	explicit	explicit	ADJ
futech-377	148	13	and	and	CCONJ
futech-377	148	14	implicit	implicit	ADJ
futech-377	148	15	framing	frame	VERB
futech-377	148	16	mechanisms	mechanism	NOUN
futech-377	148	17	.	.	PUNCT
futech-377	149	1	the	the	DET
futech-377	149	2	model	model	NOUN
futech-377	149	3	training	training	NOUN
futech-377	149	4	procedure	procedure	NOUN
futech-377	149	5	will	will	AUX
futech-377	149	6	employ	employ	VERB
futech-377	149	7	a	a	DET
futech-377	149	8	multi	multi	ADJ
futech-377	149	9	-	-	ADJ
futech-377	149	10	task	task	ADJ
futech-377	149	11	learning	learn	VERB
futech-377	149	12	framework	framework	NOUN
futech-377	149	13	with	with	ADP
futech-377	149	14	the	the	DET
futech-377	149	15	composite	composite	ADJ
futech-377	149	16	loss	loss	NOUN
futech-377	149	17	function	function	NOUN
futech-377	149	18	:	:	PUNCT
futech-377	149	19	1	1	NUM
futech-377	149	20	2	2	NUM
futech-377	149	21	3	3	NUM
futech-377	149	22	4	4	NUM
futech-377	149	23	(	(	PUNCT
futech-377	149	24	)	)	PUNCT
futech-377	149	25	total	total	ADJ
futech-377	149	26	frame	frame	NOUN
futech-377	149	27	sentiment	sentiment	NOUN
futech-377	149	28	templ	templ	NOUN
futech-377	149	29	l	l	NOUN
futech-377	149	30	l	l	NOUN
futech-377	149	31	l	l	PROPN
futech-377	149	32			ADJ
futech-377	149	33			ADJ
futech-377	149	34			ADJ
futech-377	149	35	=	=	X
futech-377	149	36	+	+	X
futech-377	149	37	+	+	CCONJ
futech-377	149	38	+	+	NUM
futech-377	149	39			PROPN
futech-377	149	40	(	(	PUNCT
futech-377	149	41	7	7	NUM
futech-377	149	42	)	)	PUNCT
futech-377	149	43	where	where	SCONJ
futech-377	149	44	lframe	lframe	PROPN
futech-377	149	45	represents	represent	VERB
futech-377	149	46	the	the	DET
futech-377	149	47	frame	frame	NOUN
futech-377	149	48	classification	classification	NOUN
futech-377	149	49	loss	loss	NOUN
futech-377	149	50	,	,	PUNCT
futech-377	149	51	lsentiment	lsentiment	ADJ
futech-377	149	52	denotes	denote	NOUN
futech-377	149	53	sentiment	sentiment	VERB
futech-377	149	54	analysis	analysis	NOUN
futech-377	149	55	loss	loss	NOUN
futech-377	149	56	,	,	PUNCT
futech-377	149	57	ltemp	ltemp	NOUN
futech-377	149	58	captures	capture	VERB
futech-377	149	59	temporal	temporal	ADJ
futech-377	149	60	coherence	coherence	NOUN
futech-377	149	61	,	,	PUNCT
futech-377	149	62	(	(	PUNCT
futech-377	149	63	)	)	PUNCT
futech-377	149	64			PRON
futech-377	149	65	is	be	AUX
futech-377	149	66	the	the	DET
futech-377	149	67	regularization	regularization	NOUN
futech-377	149	68	term	term	NOUN
futech-377	149	69	,	,	PUNCT
futech-377	149	70	and	and	CCONJ
futech-377	149	71	𝜆𝑖	𝜆𝑖	PROPN
futech-377	149	72	are	be	AUX
futech-377	149	73	task	task	NOUN
futech-377	149	74	importance	importance	NOUN
futech-377	149	75	weights	weight	NOUN
futech-377	149	76	.	.	PUNCT
futech-377	150	1	hyperparameter	hyperparameter	NOUN
futech-377	150	2	optimization	optimization	NOUN
futech-377	150	3	will	will	AUX
futech-377	150	4	utilize	utilize	VERB
futech-377	150	5	bayesian	bayesian	NOUN
futech-377	150	6	optimization	optimization	NOUN
futech-377	150	7	with	with	ADP
futech-377	150	8	the	the	DET
futech-377	150	9	expected	expect	VERB
futech-377	150	10	improvement	improvement	NOUN
futech-377	150	11	acquisition	acquisition	NOUN
futech-377	150	12	function	function	NOUN
futech-377	150	13	:	:	PUNCT
futech-377	150	14	𝐸𝐼(𝑥	𝐸𝐼(𝑥	X
futech-377	150	15	)	)	PUNCT
futech-377	150	16	=	=	SYM
futech-377	150	17	𝐸[max(0	𝐸[max(0	ADJ
futech-377	150	18	,	,	PUNCT
futech-377	150	19	𝑓(𝑥	𝑓(𝑥	NOUN
futech-377	150	20	)	)	PUNCT
futech-377	150	21	−	−	NOUN
futech-377	150	22	𝑓(𝑥+	𝑓(𝑥+	NOUN
futech-377	150	23	)	)	PUNCT
futech-377	150	24	)	)	PUNCT
futech-377	150	25	]	]	PUNCT
futech-377	151	1	(	(	PUNCT
futech-377	151	2	8)	8)	NUM
futech-377	151	3	where	where	SCONJ
futech-377	151	4	𝑓(𝑥+	𝑓(𝑥+	NOUN
futech-377	151	5	)	)	PUNCT
futech-377	151	6	represents	represent	VERB
futech-377	151	7	the	the	DET
futech-377	151	8	current	current	ADJ
futech-377	151	9	best	good	ADJ
futech-377	151	10	function	function	NOUN
futech-377	151	11	value	value	NOUN
futech-377	151	12	.	.	PUNCT
futech-377	152	1	the	the	DET
futech-377	152	2	implementation	implementation	NOUN
futech-377	152	3	will	will	AUX
futech-377	152	4	use	use	VERB
futech-377	152	5	pytorch	pytorch	NOUN
futech-377	152	6	with	with	ADP
futech-377	152	7	hugging	hug	VERB
futech-377	152	8	face	face	NOUN
futech-377	152	9	's	's	PART
futech-377	152	10	transformers	transformer	NOUN
futech-377	152	11	library	library	NOUN
futech-377	152	12	,	,	PUNCT
futech-377	152	13	and	and	CCONJ
futech-377	152	14	training	training	NOUN
futech-377	152	15	will	will	AUX
futech-377	152	16	be	be	AUX
futech-377	152	17	conducted	conduct	VERB
futech-377	152	18	on	on	ADP
futech-377	152	19	a	a	DET
futech-377	152	20	distributed	distribute	VERB
futech-377	152	21	gpu	gpu	NOUN
futech-377	152	22	environment	environment	NOUN
futech-377	152	23	to	to	PART
futech-377	152	24	accommodate	accommodate	VERB
futech-377	152	25	the	the	DET
futech-377	152	26	computational	computational	ADJ
futech-377	152	27	requirements	requirement	NOUN
futech-377	152	28	of	of	ADP
futech-377	152	29	large	large	ADJ
futech-377	152	30	-	-	PUNCT
futech-377	152	31	scale	scale	NOUN
futech-377	152	32	text	text	NOUN
futech-377	152	33	analysis	analysis	NOUN
futech-377	152	34	.	.	PUNCT
futech-377	153	1	yue	yue	PROPN
futech-377	153	2	zhang	zhang	PROPN
futech-377	153	3	/future	/future	PROPN
futech-377	153	4	technology	technology	PROPN
futech-377	153	5	august	august	PROPN
futech-377	153	6	2025|	2025|	NUM
futech-377	153	7	volume	volume	NOUN
futech-377	153	8	04	04	NUM
futech-377	154	1	|	|	NOUN
futech-377	154	2	issue	issue	NOUN
futech-377	154	3	03	03	NUM
futech-377	155	1	|	|	ADV
futech-377	155	2	pages	page	VERB
futech-377	155	3	227	227	NUM
futech-377	155	4	-	-	SYM
futech-377	155	5	238	238	NUM
futech-377	155	6	231	231	NUM
futech-377	155	7	model	model	NOUN
futech-377	155	8	validation	validation	NOUN
futech-377	155	9	will	will	AUX
futech-377	155	10	employ	employ	VERB
futech-377	155	11	5	5	NUM
futech-377	155	12	-	-	ADJ
futech-377	155	13	fold	fold	ADJ
futech-377	155	14	cross	cross	NOUN
futech-377	155	15	-	-	NOUN
futech-377	155	16	validation	validation	NOUN
futech-377	155	17	with	with	ADP
futech-377	155	18	precision	precision	NOUN
futech-377	155	19	,	,	PUNCT
futech-377	155	20	recall	recall	NOUN
futech-377	155	21	,	,	PUNCT
futech-377	155	22	and	and	CCONJ
futech-377	155	23	f1	f1	NOUN
futech-377	155	24	-	-	PUNCT
futech-377	155	25	score	score	NOUN
futech-377	155	26	as	as	ADP
futech-377	155	27	primary	primary	ADJ
futech-377	155	28	evaluation	evaluation	NOUN
futech-377	155	29	metrics	metric	NOUN
futech-377	155	30	.	.	PUNCT
futech-377	156	1	3.4	3.4	NUM
futech-377	156	2	frame	frame	NOUN
futech-377	156	3	analysis	analysis	NOUN
futech-377	156	4	methods	method	NOUN
futech-377	156	5	our	our	PRON
futech-377	156	6	research	research	NOUN
futech-377	156	7	employs	employ	VERB
futech-377	156	8	a	a	DET
futech-377	156	9	complementary	complementary	ADJ
futech-377	156	10	mixed	mix	VERB
futech-377	156	11	-	-	PUNCT
futech-377	156	12	methods	method	NOUN
futech-377	156	13	approach	approach	NOUN
futech-377	156	14	to	to	PART
futech-377	156	15	frame	frame	VERB
futech-377	156	16	analysis	analysis	NOUN
futech-377	156	17	,	,	PUNCT
futech-377	156	18	integrating	integrate	VERB
futech-377	156	19	computational	computational	ADJ
futech-377	156	20	and	and	CCONJ
futech-377	156	21	interpretive	interpretive	ADJ
futech-377	156	22	techniques	technique	NOUN
futech-377	156	23	to	to	PART
futech-377	156	24	identify	identify	VERB
futech-377	156	25	,	,	PUNCT
futech-377	156	26	categorize	categorize	VERB
futech-377	156	27	,	,	PUNCT
futech-377	156	28	and	and	CCONJ
futech-377	156	29	contextualize	contextualize	VERB
futech-377	156	30	media	medium	NOUN
futech-377	156	31	frames	frame	NOUN
futech-377	156	32	in	in	ADP
futech-377	156	33	crisis	crisis	NOUN
futech-377	156	34	narratives	narrative	NOUN
futech-377	156	35	.	.	PUNCT
futech-377	157	1	the	the	DET
futech-377	157	2	quantitative	quantitative	ADJ
futech-377	157	3	analysis	analysis	NOUN
futech-377	157	4	component	component	NOUN
futech-377	157	5	utilizes	utilize	VERB
futech-377	157	6	supervised	supervise	VERB
futech-377	157	7	and	and	CCONJ
futech-377	157	8	unsupervised	unsupervised	ADJ
futech-377	157	9	machine	machine	NOUN
futech-377	157	10	learning	learn	VERB
futech-377	157	11	techniques	technique	NOUN
futech-377	157	12	to	to	PART
futech-377	157	13	detect	detect	VERB
futech-377	157	14	frame	frame	NOUN
futech-377	157	15	patterns	pattern	NOUN
futech-377	157	16	and	and	CCONJ
futech-377	157	17	their	their	PRON
futech-377	157	18	distribution	distribution	NOUN
futech-377	157	19	across	across	ADP
futech-377	157	20	the	the	DET
futech-377	157	21	corpus	corpus	NOUN
futech-377	157	22	.	.	PUNCT
futech-377	158	1	frame	frame	NOUN
futech-377	158	2	identification	identification	NOUN
futech-377	158	3	will	will	AUX
futech-377	158	4	be	be	AUX
futech-377	158	5	operationalized	operationalize	VERB
futech-377	158	6	through	through	ADP
futech-377	158	7	a	a	DET
futech-377	158	8	probabilistic	probabilistic	ADJ
futech-377	158	9	classification	classification	NOUN
futech-377	158	10	model	model	NOUN
futech-377	158	11	:	:	PUNCT
futech-377	158	12	1	1	NUM
futech-377	158	13	(	(	PUNCT
futech-377	158	14	|	|	ADV
futech-377	158	15	)	)	PUNCT
futech-377	158	16	(	(	PUNCT
futech-377	158	17	)	)	PUNCT
futech-377	158	18	(	(	PUNCT
futech-377	158	19	|	|	ADV
futech-377	158	20	)	)	PUNCT
futech-377	158	21	(	(	PUNCT
futech-377	158	22	|	|	ADV
futech-377	158	23	)	)	PUNCT
futech-377	158	24	(	(	PUNCT
futech-377	158	25	)	)	PUNCT
futech-377	158	26	i	i	PRON
futech-377	159	1	i	i	PRON
futech-377	160	1	i	i	VERB
futech-377	160	2	k	k	PROPN
futech-377	161	1	j	j	PROPN
futech-377	162	1	j	j	PROPN
futech-377	162	2	j	j	PROPN
futech-377	163	1	p	p	PROPN
futech-377	163	2	d	d	X
futech-377	163	3	f	f	X
futech-377	164	1	p	p	X
futech-377	164	2	f	f	PROPN
futech-377	165	1	p	p	X
futech-377	165	2	f	f	PROPN
futech-377	166	1	d	d	X
futech-377	166	2	p	p	PROPN
futech-377	166	3	d	d	X
futech-377	166	4	f	f	X
futech-377	167	1	p	p	X
futech-377	167	2	f	f	PROPN
futech-377	167	3	=	=	SYM
futech-377	167	4	=	=	X
futech-377	167	5			X
futech-377	167	6	(	(	PUNCT
futech-377	167	7	1	1	NUM
futech-377	167	8	)	)	PUNCT
futech-377	167	9	for	for	ADP
futech-377	167	10	each	each	DET
futech-377	167	11	equation	equation	NOUN
futech-377	167	12	in	in	ADP
futech-377	167	13	the	the	DET
futech-377	167	14	manuscript	manuscript	NOUN
futech-377	167	15	,	,	PUNCT
futech-377	167	16	add	add	VERB
futech-377	167	17	the	the	DET
futech-377	167	18	following	follow	VERB
futech-377	167	19	definitions	definition	NOUN
futech-377	167	20	immediately	immediately	ADV
futech-377	167	21	after	after	SCONJ
futech-377	167	22	the	the	DET
futech-377	167	23	equation	equation	NOUN
futech-377	167	24	is	be	AUX
futech-377	167	25	presented	present	VERB
futech-377	167	26	:	:	PUNCT
futech-377	167	27	where	where	SCONJ
futech-377	167	28	p(fi|d	p(fi|d	PROPN
futech-377	167	29	)	)	PUNCT
futech-377	167	30	represents	represent	VERB
futech-377	167	31	the	the	DET
futech-377	167	32	posterior	posterior	ADJ
futech-377	167	33	probability	probability	NOUN
futech-377	167	34	of	of	ADP
futech-377	167	35	frame	frame	NOUN
futech-377	167	36	i	i	PRON
futech-377	167	37	given	give	VERB
futech-377	167	38	document	document	NOUN
futech-377	167	39	d	d	NOUN
futech-377	167	40	,	,	PUNCT
futech-377	167	41	p(d|fi	p(d|fi	NOUN
futech-377	167	42	)	)	PUNCT
futech-377	167	43	denotes	denote	VERB
futech-377	167	44	the	the	DET
futech-377	167	45	likelihood	likelihood	NOUN
futech-377	167	46	of	of	ADP
futech-377	167	47	observing	observe	VERB
futech-377	167	48	document	document	NOUN
futech-377	167	49	features	feature	VERB
futech-377	167	50	under	under	ADP
futech-377	167	51	frame	frame	NOUN
futech-377	167	52	i	i	PRON
futech-377	167	53	,	,	PUNCT
futech-377	167	54	p(fi	p(fi	PROPN
futech-377	167	55	)	)	PUNCT
futech-377	167	56	is	be	AUX
futech-377	167	57	the	the	DET
futech-377	167	58	prior	prior	ADJ
futech-377	167	59	probability	probability	NOUN
futech-377	167	60	of	of	ADP
futech-377	167	61	frame	frame	NOUN
futech-377	167	62	i	i	PRON
futech-377	167	63	based	base	VERB
futech-377	167	64	on	on	ADP
futech-377	167	65	corpus	corpus	PROPN
futech-377	167	66	statistics	statistic	NOUN
futech-377	167	67	,	,	PUNCT
futech-377	167	68	and	and	CCONJ
futech-377	167	69	k	k	PROPN
futech-377	167	70	is	be	AUX
futech-377	167	71	the	the	DET
futech-377	167	72	total	total	ADJ
futech-377	167	73	number	number	NOUN
futech-377	167	74	of	of	ADP
futech-377	167	75	possible	possible	ADJ
futech-377	167	76	frames	frame	NOUN
futech-377	167	77	(	(	PUNCT
futech-377	167	78	6	6	NUM
futech-377	167	79	in	in	ADP
futech-377	167	80	our	our	PRON
futech-377	167	81	taxonomy	taxonomy	NOUN
futech-377	167	82	)	)	PUNCT
futech-377	167	83	.	.	PUNCT
futech-377	168	1	frame	frame	NOUN
futech-377	168	2	prevalence	prevalence	NOUN
futech-377	168	3	will	will	AUX
futech-377	168	4	be	be	AUX
futech-377	168	5	measured	measure	VERB
futech-377	168	6	using	use	VERB
futech-377	168	7	normalized	normalize	VERB
futech-377	168	8	frequency	frequency	NOUN
futech-377	168	9	distributions	distribution	NOUN
futech-377	168	10	,	,	PUNCT
futech-377	168	11	while	while	SCONJ
futech-377	168	12	frame	frame	NOUN
futech-377	168	13	co	co	NOUN
futech-377	168	14	-	-	NOUN
futech-377	168	15	occurrence	occurrence	ADJ
futech-377	168	16	patterns	pattern	NOUN
futech-377	168	17	will	will	AUX
futech-377	168	18	be	be	AUX
futech-377	168	19	analyzed	analyze	VERB
futech-377	168	20	through	through	ADP
futech-377	168	21	association	association	NOUN
futech-377	168	22	rule	rule	NOUN
futech-377	168	23	mining	mining	NOUN
futech-377	168	24	with	with	ADP
futech-377	168	25	confidence	confidence	NOUN
futech-377	168	26	and	and	CCONJ
futech-377	168	27	support	support	NOUN
futech-377	168	28	thresholds	threshold	NOUN
futech-377	168	29	defined	define	VERB
futech-377	168	30	in	in	ADP
futech-377	168	31	table	table	NOUN
futech-377	168	32	2	2	NUM
futech-377	168	33	.	.	PUNCT
futech-377	168	34	table	table	NOUN
futech-377	168	35	2	2	NUM
futech-377	168	36	.	.	PUNCT
futech-377	168	37	frame	frame	NOUN
futech-377	168	38	analysis	analysis	NOUN
futech-377	168	39	parameters	parameter	NOUN
futech-377	168	40	parameter	parameter	VERB
futech-377	168	41	description	description	NOUN
futech-377	168	42	value	value	NOUN
futech-377	168	43	/	/	SYM
futech-377	168	44	range	range	NOUN
futech-377	168	45	frame	frame	NOUN
futech-377	168	46	threshold	threshold	VERB
futech-377	168	47	minimum	minimum	NOUN
futech-377	168	48	probability	probability	NOUN
futech-377	168	49	for	for	ADP
futech-377	168	50	frame	frame	NOUN
futech-377	168	51	assignment	assignment	NOUN
futech-377	168	52	0.65	0.65	NUM
futech-377	168	53	co	co	NOUN
futech-377	168	54	-	-	NOUN
futech-377	168	55	occurrence	occurrence	ADJ
futech-377	168	56	support	support	NOUN
futech-377	168	57	minimum	minimum	ADJ
futech-377	168	58	joint	joint	ADJ
futech-377	168	59	appearance	appearance	NOUN
futech-377	168	60	frequency	frequency	NOUN
futech-377	168	61	0.15	0.15	NUM
futech-377	168	62	co	co	NOUN
futech-377	168	63	-	-	NOUN
futech-377	168	64	occurrence	occurrence	ADJ
futech-377	168	65	confidence	confidence	NOUN
futech-377	168	66	minimum	minimum	ADJ
futech-377	168	67	conditional	conditional	ADJ
futech-377	168	68	probability	probability	NOUN
futech-377	168	69	0.30	0.30	NUM
futech-377	168	70	frame	frame	NOUN
futech-377	168	71	persistence	persistence	NOUN
futech-377	168	72	minimum	minimum	ADJ
futech-377	168	73	temporal	temporal	ADJ
futech-377	168	74	stability	stability	NOUN
futech-377	168	75	coefficient	coefficient	NOUN
futech-377	168	76	0.25	0.25	NUM
futech-377	168	77	inter	inter	ADJ
futech-377	168	78	-	-	ADJ
futech-377	168	79	coder	coder	ADJ
futech-377	168	80	reliability	reliability	NOUN
futech-377	168	81	krippendorff	krippendorff	NOUN
futech-377	168	82	's	's	PART
futech-377	168	83	alpha	alpha	NOUN
futech-377	168	84	threshold	threshold	NOUN
futech-377	168	85	0.80	0.80	NUM
futech-377	168	86	the	the	DET
futech-377	168	87	qualitative	qualitative	ADJ
futech-377	168	88	analysis	analysis	NOUN
futech-377	168	89	employed	employ	VERB
futech-377	168	90	rigorous	rigorous	ADJ
futech-377	168	91	validation	validation	NOUN
futech-377	168	92	procedures	procedure	NOUN
futech-377	168	93	to	to	PART
futech-377	168	94	ensure	ensure	VERB
futech-377	168	95	interpretive	interpretive	ADJ
futech-377	168	96	consistency	consistency	NOUN
futech-377	168	97	.	.	PUNCT
futech-377	169	1	three	three	NUM
futech-377	169	2	trained	train	VERB
futech-377	169	3	coders	coder	NOUN
futech-377	169	4	with	with	ADP
futech-377	169	5	expertise	expertise	NOUN
futech-377	169	6	in	in	ADP
futech-377	169	7	crisis	crisis	NOUN
futech-377	169	8	communication	communication	NOUN
futech-377	169	9	and	and	CCONJ
futech-377	169	10	media	medium	NOUN
futech-377	169	11	studies	study	NOUN
futech-377	169	12	underwent	undergo	VERB
futech-377	169	13	a	a	DET
futech-377	169	14	20	20	NUM
futech-377	169	15	-	-	PUNCT
futech-377	169	16	hour	hour	NOUN
futech-377	169	17	training	training	NOUN
futech-377	169	18	program	program	NOUN
futech-377	169	19	involving	involve	VERB
futech-377	169	20	frame	frame	NOUN
futech-377	169	21	identification	identification	NOUN
futech-377	169	22	exercises	exercise	NOUN
futech-377	169	23	,	,	PUNCT
futech-377	169	24	practice	practice	NOUN
futech-377	169	25	coding	coding	NOUN
futech-377	169	26	,	,	PUNCT
futech-377	169	27	and	and	CCONJ
futech-377	169	28	reconciliation	reconciliation	NOUN
futech-377	169	29	discussions	discussion	NOUN
futech-377	169	30	.	.	PUNCT
futech-377	170	1	coders	coder	NOUN
futech-377	170	2	independently	independently	ADV
futech-377	170	3	analyzed	analyze	VERB
futech-377	170	4	15	15	NUM
futech-377	170	5	%	%	NOUN
futech-377	170	6	of	of	ADP
futech-377	170	7	the	the	DET
futech-377	170	8	corpus	corpus	NOUN
futech-377	170	9	(	(	PUNCT
futech-377	170	10	2,381	2,381	NUM
futech-377	170	11	items	item	NOUN
futech-377	170	12	)	)	PUNCT
futech-377	170	13	with	with	ADP
futech-377	170	14	regular	regular	ADJ
futech-377	170	15	reliability	reliability	NOUN
futech-377	170	16	checks	check	NOUN
futech-377	170	17	at	at	ADP
futech-377	170	18	500	500	NUM
futech-377	170	19	-	-	PUNCT
futech-377	170	20	item	item	NOUN
futech-377	170	21	intervals	interval	NOUN
futech-377	170	22	.	.	PUNCT
futech-377	171	1	initial	initial	ADJ
futech-377	171	2	inter	inter	ADJ
futech-377	171	3	-	-	ADJ
futech-377	171	4	coder	coder	ADJ
futech-377	171	5	reliability	reliability	NOUN
futech-377	171	6	reached	reach	VERB
futech-377	171	7	α	α	NOUN
futech-377	171	8	=	=	NOUN
futech-377	171	9	0.73	0.73	NUM
futech-377	171	10	,	,	PUNCT
futech-377	171	11	improving	improve	VERB
futech-377	171	12	to	to	ADP
futech-377	171	13	α	α	NOUN
futech-377	171	14	=	=	PUNCT
futech-377	171	15	0.82	0.82	NUM
futech-377	171	16	after	after	ADP
futech-377	171	17	refinement	refinement	NOUN
futech-377	171	18	of	of	ADP
futech-377	171	19	coding	code	VERB
futech-377	171	20	guidelines	guideline	NOUN
futech-377	171	21	and	and	CCONJ
futech-377	171	22	additional	additional	ADJ
futech-377	171	23	training	training	NOUN
futech-377	171	24	sessions	session	NOUN
futech-377	171	25	.	.	PUNCT
futech-377	172	1	discrepancies	discrepancy	NOUN
futech-377	172	2	were	be	AUX
futech-377	172	3	resolved	resolve	VERB
futech-377	172	4	through	through	ADP
futech-377	172	5	consensus	consensus	NOUN
futech-377	172	6	meetings	meeting	NOUN
futech-377	172	7	facilitated	facilitate	VERB
futech-377	172	8	by	by	ADP
futech-377	172	9	a	a	DET
futech-377	172	10	senior	senior	ADJ
futech-377	172	11	researcher	researcher	NOUN
futech-377	172	12	.	.	PUNCT
futech-377	173	1	thematic	thematic	ADJ
futech-377	173	2	saturation	saturation	NOUN
futech-377	173	3	was	be	AUX
futech-377	173	4	systematically	systematically	ADV
futech-377	173	5	assessed	assess	VERB
futech-377	173	6	using	use	VERB
futech-377	173	7	the	the	DET
futech-377	173	8	10	10	NUM
futech-377	173	9	+	+	SYM
futech-377	173	10	3	3	NUM
futech-377	173	11	rule	rule	NOUN
futech-377	173	12	,	,	PUNCT
futech-377	173	13	where	where	SCONJ
futech-377	173	14	no	no	DET
futech-377	173	15	new	new	ADJ
futech-377	173	16	themes	theme	NOUN
futech-377	173	17	emerged	emerge	VERB
futech-377	173	18	after	after	ADP
futech-377	173	19	analyzing	analyze	VERB
futech-377	173	20	10	10	NUM
futech-377	173	21	consecutive	consecutive	ADJ
futech-377	173	22	batches	batch	NOUN
futech-377	173	23	of	of	ADP
futech-377	173	24	100	100	NUM
futech-377	173	25	items	item	NOUN
futech-377	173	26	,	,	PUNCT
futech-377	173	27	confirmed	confirm	VERB
futech-377	173	28	by	by	ADP
futech-377	173	29	three	three	NUM
futech-377	173	30	additional	additional	ADJ
futech-377	173	31	batches	batch	NOUN
futech-377	173	32	.	.	PUNCT
futech-377	174	1	saturation	saturation	NOUN
futech-377	174	2	was	be	AUX
futech-377	174	3	achieved	achieve	VERB
futech-377	174	4	at	at	ADP
futech-377	174	5	different	different	ADJ
futech-377	174	6	points	point	NOUN
futech-377	174	7	across	across	ADP
futech-377	174	8	crisis	crisis	NOUN
futech-377	174	9	types	type	NOUN
futech-377	174	10	:	:	PUNCT
futech-377	174	11	crisis	crisis	NOUN
futech-377	174	12	a	a	DET
futech-377	174	13	(	(	PUNCT
futech-377	174	14	1,847	1,847	NUM
futech-377	174	15	items	item	NOUN
futech-377	174	16	)	)	PUNCT
futech-377	174	17	,	,	PUNCT
futech-377	174	18	crisis	crisis	NOUN
futech-377	174	19	b	b	X
futech-377	174	20	(	(	PUNCT
futech-377	174	21	2,134	2,134	NUM
futech-377	174	22	items	item	NOUN
futech-377	174	23	)	)	PUNCT
futech-377	174	24	,	,	PUNCT
futech-377	174	25	and	and	CCONJ
futech-377	174	26	crisis	crisis	NOUN
futech-377	174	27	c	c	NOUN
futech-377	174	28	(	(	PUNCT
futech-377	174	29	1,756	1,756	NUM
futech-377	174	30	items	item	NOUN
futech-377	174	31	)	)	PUNCT
futech-377	174	32	,	,	PUNCT
futech-377	174	33	indicating	indicate	VERB
futech-377	174	34	comprehensive	comprehensive	ADJ
futech-377	174	35	theme	theme	NOUN
futech-377	174	36	identification	identification	NOUN
futech-377	174	37	.	.	PUNCT
futech-377	175	1	the	the	DET
futech-377	175	2	iterative	iterative	NOUN
futech-377	175	3	coding	code	VERB
futech-377	175	4	process	process	NOUN
futech-377	175	5	incorporated	incorporate	VERB
futech-377	175	6	member	member	NOUN
futech-377	175	7	checking	checking	NOUN
futech-377	175	8	with	with	ADP
futech-377	175	9	five	five	NUM
futech-377	175	10	media	medium	NOUN
futech-377	175	11	professionals	professional	NOUN
futech-377	175	12	who	who	PRON
futech-377	175	13	validated	validate	VERB
futech-377	175	14	the	the	DET
futech-377	175	15	ecological	ecological	ADJ
futech-377	175	16	validity	validity	NOUN
futech-377	175	17	of	of	ADP
futech-377	175	18	identified	identify	VERB
futech-377	175	19	frames	frame	NOUN
futech-377	175	20	,	,	PUNCT
futech-377	175	21	ensuring	ensure	VERB
futech-377	175	22	that	that	SCONJ
futech-377	175	23	computational	computational	ADJ
futech-377	175	24	findings	finding	NOUN
futech-377	175	25	aligned	align	VERB
futech-377	175	26	with	with	ADP
futech-377	175	27	practitioner	practitioner	NOUN
futech-377	175	28	perspectives	perspective	NOUN
futech-377	175	29	on	on	ADP
futech-377	175	30	crisis	crisis	NOUN
futech-377	175	31	narrative	narrative	NOUN
futech-377	175	32	construction	construction	NOUN
futech-377	175	33	.	.	PUNCT
futech-377	176	1	the	the	DET
futech-377	176	2	qualitative	qualitative	ADJ
futech-377	176	3	analysis	analysis	NOUN
futech-377	176	4	will	will	AUX
futech-377	176	5	employ	employ	VERB
futech-377	176	6	a	a	DET
futech-377	176	7	systematic	systematic	ADJ
futech-377	176	8	interpretive	interpretive	ADJ
futech-377	176	9	approach	approach	NOUN
futech-377	176	10	to	to	PART
futech-377	176	11	examine	examine	VERB
futech-377	176	12	latent	latent	NOUN
futech-377	176	13	meanings	meaning	NOUN
futech-377	176	14	,	,	PUNCT
futech-377	176	15	contextual	contextual	ADJ
futech-377	176	16	nuances	nuance	NOUN
futech-377	176	17	,	,	PUNCT
futech-377	176	18	and	and	CCONJ
futech-377	176	19	discursive	discursive	ADJ
futech-377	176	20	strategies	strategy	NOUN
futech-377	176	21	that	that	PRON
futech-377	176	22	computational	computational	ADJ
futech-377	176	23	methods	method	NOUN
futech-377	176	24	may	may	AUX
futech-377	176	25	not	not	PART
futech-377	176	26	fully	fully	ADV
futech-377	176	27	capture	capture	VERB
futech-377	176	28	.	.	PUNCT
futech-377	177	1	this	this	DET
futech-377	177	2	analysis	analysis	NOUN
futech-377	177	3	will	will	AUX
futech-377	177	4	follow	follow	VERB
futech-377	177	5	a	a	DET
futech-377	177	6	modified	modify	VERB
futech-377	177	7	grounded	ground	VERB
futech-377	177	8	theory	theory	NOUN
futech-377	177	9	approach	approach	NOUN
futech-377	177	10	with	with	ADP
futech-377	177	11	iterative	iterative	NOUN
futech-377	177	12	coding	code	VERB
futech-377	177	13	procedures	procedure	NOUN
futech-377	177	14	to	to	PART
futech-377	177	15	identify	identify	VERB
futech-377	177	16	emergent	emergent	ADJ
futech-377	177	17	themes	theme	NOUN
futech-377	177	18	and	and	CCONJ
futech-377	177	19	framing	frame	VERB
futech-377	177	20	devices	device	NOUN
futech-377	177	21	.	.	PUNCT
futech-377	178	1	the	the	DET
futech-377	178	2	integration	integration	NOUN
futech-377	178	3	of	of	ADP
futech-377	178	4	quantitative	quantitative	ADJ
futech-377	178	5	and	and	CCONJ
futech-377	178	6	qualitative	qualitative	ADJ
futech-377	178	7	findings	finding	NOUN
futech-377	178	8	will	will	AUX
futech-377	178	9	be	be	AUX
futech-377	178	10	facilitated	facilitate	VERB
futech-377	178	11	through	through	ADP
futech-377	178	12	a	a	DET
futech-377	178	13	triangulation	triangulation	NOUN
futech-377	178	14	matrix	matrix	NOUN
futech-377	178	15	that	that	PRON
futech-377	178	16	maps	map	VERB
futech-377	178	17	computational	computational	ADJ
futech-377	178	18	patterns	pattern	NOUN
futech-377	178	19	to	to	ADP
futech-377	178	20	interpretive	interpretive	ADJ
futech-377	178	21	insights	insight	NOUN
futech-377	178	22	.	.	PUNCT
futech-377	179	1	this	this	DET
futech-377	179	2	methodological	methodological	ADJ
futech-377	179	3	integration	integration	NOUN
futech-377	179	4	enables	enable	VERB
futech-377	179	5	a	a	DET
futech-377	179	6	comprehensive	comprehensive	ADJ
futech-377	179	7	understanding	understanding	NOUN
futech-377	179	8	of	of	ADP
futech-377	179	9	both	both	DET
futech-377	179	10	manifest	manifest	ADJ
futech-377	179	11	and	and	CCONJ
futech-377	179	12	latent	latent	NOUN
futech-377	179	13	frame	frame	NOUN
futech-377	179	14	characteristics	characteristic	NOUN
futech-377	179	15	,	,	PUNCT
futech-377	179	16	enhancing	enhance	VERB
futech-377	179	17	the	the	DET
futech-377	179	18	validity	validity	NOUN
futech-377	179	19	and	and	CCONJ
futech-377	179	20	explanatory	explanatory	ADJ
futech-377	179	21	power	power	NOUN
futech-377	179	22	of	of	ADP
futech-377	179	23	the	the	DET
futech-377	179	24	analysis	analysis	NOUN
futech-377	179	25	.	.	PUNCT
futech-377	180	1	4	4	X
futech-377	180	2	.	.	X
futech-377	180	3	results	result	VERB
futech-377	180	4	4.1	4.1	NUM
futech-377	180	5	descriptive	descriptive	ADJ
futech-377	180	6	statistics	statistic	NOUN
futech-377	180	7	of	of	ADP
futech-377	180	8	the	the	DET
futech-377	180	9	dataset	dataset	NOUN
futech-377	180	10	the	the	DET
futech-377	180	11	analysis	analysis	NOUN
futech-377	180	12	corpus	corpus	NOUN
futech-377	180	13	comprised	comprise	VERB
futech-377	180	14	15,873	15,873	NUM
futech-377	180	15	distinct	distinct	ADJ
futech-377	180	16	media	medium	NOUN
futech-377	180	17	items	item	NOUN
futech-377	180	18	spanning	span	VERB
futech-377	180	19	three	three	NUM
futech-377	180	20	major	major	ADJ
futech-377	180	21	crisis	crisis	NOUN
futech-377	180	22	events	event	NOUN
futech-377	180	23	occurring	occur	VERB
futech-377	180	24	between	between	ADP
futech-377	180	25	2020	2020	NUM
futech-377	180	26	-	-	SYM
futech-377	180	27	2023	2023	NUM
futech-377	180	28	,	,	PUNCT
futech-377	180	29	with	with	ADP
futech-377	180	30	distribution	distribution	NOUN
futech-377	180	31	across	across	ADP
futech-377	180	32	platforms	platform	NOUN
futech-377	180	33	and	and	CCONJ
futech-377	180	34	temporal	temporal	ADJ
futech-377	180	35	phases	phase	NOUN
futech-377	180	36	illustrated	illustrate	VERB
futech-377	180	37	in	in	ADP
futech-377	180	38	figure	figure	NOUN
futech-377	180	39	3	3	NUM
futech-377	180	40	.	.	PUNCT
futech-377	180	41	traditional	traditional	ADJ
futech-377	180	42	news	news	NOUN
futech-377	180	43	sources	source	NOUN
futech-377	180	44	contributed	contribute	VERB
futech-377	180	45	6,484	6,484	NUM
futech-377	180	46	items	item	NOUN
futech-377	180	47	(	(	PUNCT
futech-377	180	48	40.85	40.85	NUM
futech-377	180	49	%	%	NOUN
futech-377	180	50	)	)	PUNCT
futech-377	180	51	,	,	PUNCT
futech-377	180	52	while	while	SCONJ
futech-377	180	53	social	social	ADJ
futech-377	180	54	media	medium	NOUN
futech-377	180	55	platforms	platform	NOUN
futech-377	180	56	provided	provide	VERB
futech-377	180	57	8,051	8,051	NUM
futech-377	180	58	items	item	NOUN
futech-377	180	59	(	(	PUNCT
futech-377	180	60	50.72	50.72	NUM
futech-377	180	61	%	%	NOUN
futech-377	180	62	)	)	PUNCT
futech-377	180	63	,	,	PUNCT
futech-377	180	64	and	and	CCONJ
futech-377	180	65	official	official	ADJ
futech-377	180	66	communications	communication	NOUN
futech-377	180	67	accounted	account	VERB
futech-377	180	68	for	for	ADP
futech-377	180	69	1,338	1,338	NUM
futech-377	180	70	items	item	NOUN
futech-377	180	71	(	(	PUNCT
futech-377	180	72	8.43	8.43	NUM
futech-377	180	73	%	%	NOUN
futech-377	180	74	)	)	PUNCT
futech-377	180	75	.	.	PUNCT
futech-377	181	1	the	the	DET
futech-377	181	2	temporal	temporal	ADJ
futech-377	181	3	distribution	distribution	NOUN
futech-377	181	4	reveals	reveal	VERB
futech-377	181	5	distinct	distinct	ADJ
futech-377	181	6	patterns	pattern	NOUN
futech-377	181	7	across	across	ADP
futech-377	181	8	crisis	crisis	NOUN
futech-377	181	9	phases	phase	NOUN
futech-377	181	10	,	,	PUNCT
futech-377	181	11	with	with	ADP
futech-377	181	12	media	medium	NOUN
futech-377	181	13	attention	attention	NOUN
futech-377	181	14	peaking	peak	VERB
futech-377	181	15	during	during	ADP
futech-377	181	16	the	the	DET
futech-377	181	17	acute	acute	ADJ
futech-377	181	18	phase	phase	NOUN
futech-377	181	19	and	and	CCONJ
futech-377	181	20	declining	decline	VERB
futech-377	181	21	gradually	gradually	ADV
futech-377	181	22	in	in	ADP
futech-377	181	23	the	the	DET
futech-377	181	24	post	post	ADJ
futech-377	181	25	-	-	ADJ
futech-377	181	26	crisis	crisis	ADJ
futech-377	181	27	period	period	NOUN
futech-377	181	28	.	.	PUNCT
futech-377	182	1	crisis	crisis	NOUN
futech-377	182	2	b	b	PROPN
futech-377	182	3	exhibited	exhibit	VERB
futech-377	182	4	the	the	DET
futech-377	182	5	most	most	ADV
futech-377	182	6	concentrated	concentrated	ADJ
futech-377	182	7	media	medium	NOUN
futech-377	182	8	coverage	coverage	NOUN
futech-377	182	9	,	,	PUNCT
futech-377	182	10	with	with	ADP
futech-377	182	11	54.79	54.79	NUM
futech-377	182	12	%	%	NOUN
futech-377	182	13	of	of	ADP
futech-377	182	14	content	content	NOUN
futech-377	182	15	generated	generate	VERB
futech-377	182	16	within	within	ADP
futech-377	182	17	the	the	DET
futech-377	182	18	first	first	ADJ
futech-377	182	19	72	72	NUM
futech-377	182	20	hours	hour	NOUN
futech-377	182	21	,	,	PUNCT
futech-377	182	22	compared	compare	VERB
futech-377	182	23	to	to	ADP
futech-377	182	24	42.34	42.34	NUM
futech-377	182	25	%	%	NOUN
futech-377	182	26	for	for	ADP
futech-377	182	27	crisis	crisis	NOUN
futech-377	182	28	a	a	PRON
futech-377	182	29	and	and	CCONJ
futech-377	182	30	38.76	38.76	NUM
futech-377	182	31	%	%	NOUN
futech-377	182	32	for	for	ADP
futech-377	182	33	crisis	crisis	NOUN
futech-377	182	34	c.	c.	NOUN
futech-377	182	35	table	table	NOUN
futech-377	182	36	3	3	NUM
futech-377	182	37	.	.	PUNCT
futech-377	182	38	descriptive	descriptive	ADJ
futech-377	182	39	statistics	statistic	NOUN
futech-377	182	40	of	of	ADP
futech-377	182	41	media	medium	NOUN
futech-377	182	42	content	content	NOUN
futech-377	182	43	by	by	ADP
futech-377	182	44	source	source	NOUN
futech-377	182	45	and	and	CCONJ
futech-377	182	46	crisis	crisis	NOUN
futech-377	182	47	type	type	NOUN
futech-377	182	48	lexical	lexical	ADJ
futech-377	182	49	analysis	analysis	NOUN
futech-377	182	50	revealed	reveal	VERB
futech-377	182	51	significant	significant	ADJ
futech-377	182	52	variations	variation	NOUN
futech-377	182	53	in	in	ADP
futech-377	182	54	narrative	narrative	NOUN
futech-377	182	55	complexity	complexity	NOUN
futech-377	182	56	across	across	ADP
futech-377	182	57	platforms	platform	NOUN
futech-377	182	58	,	,	PUNCT
futech-377	182	59	with	with	ADP
futech-377	182	60	traditional	traditional	ADJ
futech-377	182	61	news	news	NOUN
futech-377	182	62	media	medium	NOUN
futech-377	182	63	exhibiting	exhibit	VERB
futech-377	182	64	the	the	DET
futech-377	182	65	highest	high	ADJ
futech-377	182	66	average	average	ADJ
futech-377	182	67	flesch	flesch	PROPN
futech-377	182	68	-	-	PUNCT
futech-377	182	69	kincaid	kincaid	PROPN
futech-377	182	70	grade	grade	NOUN
futech-377	182	71	level	level	NOUN
futech-377	182	72	(	(	PUNCT
futech-377	182	73	11.8	11.8	NUM
futech-377	182	74	)	)	PUNCT
futech-377	182	75	,	,	PUNCT
futech-377	182	76	followed	follow	VERB
futech-377	182	77	by	by	ADP
futech-377	182	78	official	official	ADJ
futech-377	182	79	communications	communication	NOUN
futech-377	182	80	(	(	PUNCT
futech-377	182	81	10.3	10.3	NUM
futech-377	182	82	)	)	PUNCT
futech-377	182	83	and	and	CCONJ
futech-377	182	84	social	social	ADJ
futech-377	182	85	media	medium	NOUN
futech-377	182	86	(	(	PUNCT
futech-377	182	87	7.9	7.9	NUM
futech-377	182	88	)	)	PUNCT
futech-377	182	89	.	.	PUNCT
futech-377	183	1	the	the	DET
futech-377	183	2	sentiment	sentiment	NOUN
futech-377	183	3	distribution	distribution	NOUN
futech-377	183	4	,	,	PUNCT
futech-377	183	5	depicted	depict	VERB
futech-377	183	6	in	in	ADP
futech-377	183	7	figure	figure	NOUN
futech-377	183	8	3	3	NUM
futech-377	183	9	,	,	PUNCT
futech-377	183	10	demonstrates	demonstrate	VERB
futech-377	183	11	notable	notable	ADJ
futech-377	183	12	differences	difference	NOUN
futech-377	183	13	across	across	ADP
futech-377	183	14	crisis	crisis	NOUN
futech-377	183	15	types	type	NOUN
futech-377	183	16	,	,	PUNCT
futech-377	183	17	with	with	ADP
futech-377	183	18	crisis	crisis	NOUN
futech-377	183	19	c	c	NOUN
futech-377	183	20	showing	show	VERB
futech-377	183	21	the	the	DET
futech-377	183	22	most	most	ADV
futech-377	183	23	polarized	polarize	VERB
futech-377	183	24	sentiment	sentiment	NOUN
futech-377	183	25	patterns	pattern	NOUN
futech-377	183	26	.	.	PUNCT
futech-377	184	1	negative	negative	ADJ
futech-377	184	2	sentiment	sentiment	NOUN
futech-377	184	3	dominated	dominate	VERB
futech-377	184	4	all	all	DET
futech-377	184	5	three	three	NUM
futech-377	184	6	crisis	crisis	NOUN
futech-377	184	7	narratives	narrative	NOUN
futech-377	184	8	,	,	PUNCT
futech-377	184	9	accounting	account	VERB
futech-377	184	10	for	for	ADP
futech-377	184	11	58.3	58.3	NUM
futech-377	184	12	%	%	NOUN
futech-377	184	13	,	,	PUNCT
futech-377	184	14	63.7	63.7	NUM
futech-377	184	15	%	%	NOUN
futech-377	184	16	,	,	PUNCT
futech-377	184	17	and	and	CCONJ
futech-377	184	18	51.9	51.9	NUM
futech-377	184	19	%	%	NOUN
futech-377	184	20	of	of	ADP
futech-377	184	21	content	content	NOUN
futech-377	184	22	for	for	ADP
futech-377	184	23	crises	crisis	NOUN
futech-377	184	24	a	a	DET
futech-377	184	25	,	,	PUNCT
futech-377	184	26	b	b	NOUN
futech-377	184	27	,	,	PUNCT
futech-377	184	28	and	and	CCONJ
futech-377	184	29	c	c	NOUN
futech-377	184	30	respectively	respectively	ADV
futech-377	184	31	.	.	PUNCT
futech-377	185	1	the	the	DET
futech-377	185	2	dataset	dataset	NOUN
futech-377	185	3	exhibited	exhibit	VERB
futech-377	185	4	substantial	substantial	ADJ
futech-377	185	5	source	source	NOUN
futech-377	185	6	diversity	diversity	NOUN
futech-377	185	7	,	,	PUNCT
futech-377	185	8	with	with	ADP
futech-377	185	9	187	187	NUM
futech-377	185	10	unique	unique	ADJ
futech-377	185	11	news	news	NOUN
futech-377	185	12	outlets	outlet	NOUN
futech-377	185	13	,	,	PUNCT
futech-377	185	14	3	3	NUM
futech-377	185	15	major	major	ADJ
futech-377	185	16	social	social	ADJ
futech-377	185	17	media	medium	NOUN
futech-377	185	18	platforms	platform	NOUN
futech-377	185	19	,	,	PUNCT
futech-377	185	20	and	and	CCONJ
futech-377	185	21	42	42	NUM
futech-377	185	22	official	official	ADJ
futech-377	185	23	institutional	institutional	ADJ
futech-377	185	24	sources	source	NOUN
futech-377	185	25	.	.	PUNCT
futech-377	186	1	content	content	NOUN
futech-377	186	2	persistence	persistence	NOUN
futech-377	186	3	,	,	PUNCT
futech-377	186	4	measured	measure	VERB
futech-377	186	5	as	as	ADP
futech-377	186	6	the	the	DET
futech-377	186	7	average	average	ADJ
futech-377	186	8	number	number	NOUN
futech-377	186	9	of	of	ADP
futech-377	186	10	days	day	NOUN
futech-377	186	11	a	a	DET
futech-377	186	12	narrative	narrative	NOUN
futech-377	186	13	theme	theme	NOUN
futech-377	186	14	remained	remain	VERB
futech-377	186	15	in	in	ADP
futech-377	186	16	active	active	ADJ
futech-377	186	17	circulation	circulation	NOUN
futech-377	186	18	,	,	PUNCT
futech-377	186	19	varied	varied	ADJ
futech-377	186	20	significantly	significantly	ADV
futech-377	186	21	across	across	ADP
futech-377	186	22	crisis	crisis	NOUN
futech-377	186	23	types	type	NOUN
futech-377	186	24	as	as	SCONJ
futech-377	186	25	shown	show	VERB
futech-377	186	26	statistic	statistic	NOUN
futech-377	186	27	crisis	crisis	NOUN
futech-377	186	28	a	a	DET
futech-377	186	29	crisis	crisis	NOUN
futech-377	186	30	b	b	NOUN
futech-377	186	31	crisis	crisis	NOUN
futech-377	186	32	c	c	NOUN
futech-377	186	33	aggregate	aggregate	ADJ
futech-377	186	34	mean	mean	ADJ
futech-377	186	35	word	word	NOUN
futech-377	186	36	count	count	VERB
futech-377	186	37	642.3	642.3	NUM
futech-377	186	38	587.6	587.6	NUM
futech-377	186	39	724.8	724.8	NUM
futech-377	186	40	651.6	651.6	NUM
futech-377	186	41	median	median	ADJ
futech-377	186	42	word	word	NOUN
futech-377	186	43	count	count	VERB
futech-377	186	44	521.0	521.0	NUM
futech-377	186	45	485.5	485.5	NUM
futech-377	186	46	603.0	603.0	NUM
futech-377	186	47	536.5	536.5	NUM
futech-377	186	48	standard	standard	ADJ
futech-377	186	49	deviation	deviation	NOUN
futech-377	186	50	318.7	318.7	NUM
futech-377	186	51	295.3	295.3	NUM
futech-377	186	52	382.1	382.1	NUM
futech-377	186	53	332.0	332.0	NUM
futech-377	186	54	avg	avg	NOUN
futech-377	186	55	.	.	PUNCT
futech-377	187	1	unique	unique	ADJ
futech-377	187	2	sources	source	NOUN
futech-377	187	3	/	/	SYM
futech-377	187	4	day	day	NOUN
futech-377	187	5	42.6	42.6	NUM
futech-377	187	6	38.9	38.9	NUM
futech-377	187	7	31.7	31.7	NUM
futech-377	187	8	37.7	37.7	NUM
futech-377	187	9	content	content	NOUN
futech-377	187	10	persistence	persistence	NOUN
futech-377	187	11	(	(	PUNCT
futech-377	187	12	days	day	NOUN
futech-377	187	13	)	)	PUNCT
futech-377	187	14	18.7	18.7	NUM
futech-377	187	15	12.3	12.3	NUM
futech-377	187	16	21.5	21.5	NUM
futech-377	187	17	17.5	17.5	NUM
futech-377	187	18	frame	frame	NOUN
futech-377	187	19	diversity	diversity	NOUN
futech-377	187	20	index	index	NOUN
futech-377	187	21	0.723	0.723	NUM
futech-377	187	22	0.654	0.654	NUM
futech-377	187	23	0.791	0.791	NUM
futech-377	187	24	0.723	0.723	NUM
futech-377	187	25	yue	yue	PROPN
futech-377	187	26	zhang	zhang	PROPN
futech-377	187	27	/future	/future	PROPN
futech-377	187	28	technology	technology	PROPN
futech-377	187	29	august	august	PROPN
futech-377	187	30	2025|	2025|	NUM
futech-377	187	31	volume	volume	NOUN
futech-377	187	32	04	04	NUM
futech-377	188	1	|	|	NOUN
futech-377	188	2	issue	issue	NOUN
futech-377	188	3	03	03	NUM
futech-377	189	1	|	|	ADV
futech-377	189	2	pages	page	VERB
futech-377	189	3	227	227	NUM
futech-377	189	4	-	-	SYM
futech-377	189	5	238	238	NUM
futech-377	189	6	232	232	NUM
futech-377	189	7	in	in	ADP
futech-377	189	8	table	table	NOUN
futech-377	189	9	5	5	NUM
futech-377	189	10	,	,	PUNCT
futech-377	189	11	with	with	ADP
futech-377	189	12	crisis	crisis	NOUN
futech-377	189	13	c	c	NOUN
futech-377	189	14	demonstrating	demonstrate	VERB
futech-377	189	15	the	the	DET
futech-377	189	16	highest	high	ADJ
futech-377	189	17	persistence	persistence	NOUN
futech-377	189	18	(	(	PUNCT
futech-377	189	19	21.5	21.5	NUM
futech-377	189	20	days	day	NOUN
futech-377	189	21	)	)	PUNCT
futech-377	189	22	.	.	PUNCT
futech-377	190	1	frame	frame	NOUN
futech-377	190	2	diversity	diversity	NOUN
futech-377	190	3	,	,	PUNCT
futech-377	190	4	calculated	calculate	VERB
futech-377	190	5	using	use	VERB
futech-377	190	6	shannon	shannon	PROPN
futech-377	190	7	's	's	PART
futech-377	190	8	entropy	entropy	PROPN
futech-377	190	9	index	index	PROPN
futech-377	190	10	,	,	PUNCT
futech-377	190	11	indicates	indicate	VERB
futech-377	190	12	that	that	SCONJ
futech-377	190	13	crisis	crisis	NOUN
futech-377	190	14	c	c	NOUN
futech-377	190	15	narratives	narrative	NOUN
futech-377	190	16	contained	contain	VERB
futech-377	190	17	the	the	DET
futech-377	190	18	most	most	ADV
futech-377	190	19	diverse	diverse	ADJ
futech-377	190	20	framing	framing	NOUN
futech-377	190	21	approaches	approach	NOUN
futech-377	190	22	(	(	PUNCT
futech-377	190	23	0.791	0.791	NUM
futech-377	190	24	)	)	PUNCT
futech-377	190	25	,	,	PUNCT
futech-377	190	26	while	while	SCONJ
futech-377	190	27	crisis	crisis	NOUN
futech-377	190	28	b	b	NOUN
futech-377	190	29	showed	show	VERB
futech-377	190	30	the	the	DET
futech-377	190	31	most	most	ADV
futech-377	190	32	concentrated	concentrated	ADJ
futech-377	190	33	framing	frame	VERB
futech-377	190	34	patterns	pattern	NOUN
futech-377	190	35	(	(	PUNCT
futech-377	190	36	0.654	0.654	NUM
futech-377	190	37	)	)	PUNCT
futech-377	190	38	.	.	PUNCT
futech-377	191	1	(	(	PUNCT
futech-377	191	2	a)content	a)content	VERB
futech-377	191	3	distribution	distribution	NOUN
futech-377	191	4	by	by	ADP
futech-377	191	5	platform	platform	NOUN
futech-377	191	6	type	type	NOUN
futech-377	191	7	(	(	PUNCT
futech-377	191	8	b)sentiment	b)sentiment	NOUN
futech-377	191	9	analysis	analysis	NOUN
futech-377	191	10	across	across	ADP
futech-377	191	11	crisis	crisis	NOUN
futech-377	191	12	types	type	NOUN
futech-377	191	13	(	(	PUNCT
futech-377	191	14	c)temporal	c)temporal	ADJ
futech-377	191	15	phase	phase	NOUN
futech-377	191	16	distribution	distribution	NOUN
futech-377	191	17	patterns	pattern	NOUN
futech-377	191	18	figure	figure	VERB
futech-377	191	19	3	3	NUM
futech-377	191	20	.	.	PUNCT
futech-377	191	21	dataset	dataset	ADJ
futech-377	191	22	characteristics	characteristic	NOUN
futech-377	191	23	across	across	ADP
futech-377	191	24	crisis	crisis	NOUN
futech-377	191	25	types	type	NOUN
futech-377	191	26	and	and	CCONJ
futech-377	191	27	dimensions	dimension	NOUN
futech-377	191	28	linguistic	linguistic	ADJ
futech-377	191	29	complexity	complexity	NOUN
futech-377	191	30	analysis	analysis	NOUN
futech-377	191	31	reveals	reveal	VERB
futech-377	191	32	significant	significant	ADJ
futech-377	191	33	variations	variation	NOUN
futech-377	191	34	in	in	ADP
futech-377	191	35	narrative	narrative	ADJ
futech-377	191	36	structures	structure	NOUN
futech-377	191	37	,	,	PUNCT
futech-377	191	38	with	with	ADP
futech-377	191	39	crisis	crisis	NOUN
futech-377	192	1	a	a	PRON
futech-377	192	2	exhibiting	exhibit	VERB
futech-377	192	3	the	the	DET
futech-377	192	4	highest	high	ADJ
futech-377	192	5	average	average	ADJ
futech-377	192	6	word	word	NOUN
futech-377	192	7	count	count	NOUN
futech-377	192	8	(	(	PUNCT
futech-377	192	9	642.3	642.3	NUM
futech-377	192	10	)	)	PUNCT
futech-377	192	11	and	and	CCONJ
futech-377	192	12	lexical	lexical	ADJ
futech-377	192	13	diversity	diversity	NOUN
futech-377	192	14	(	(	PUNCT
futech-377	192	15	type	type	NOUN
futech-377	192	16	-	-	PUNCT
futech-377	192	17	token	token	VERB
futech-377	192	18	ratio	ratio	NOUN
futech-377	192	19	of	of	ADP
futech-377	192	20	0.41	0.41	NUM
futech-377	192	21	)	)	PUNCT
futech-377	192	22	.	.	PUNCT
futech-377	193	1	the	the	DET
futech-377	193	2	temporal	temporal	ADJ
futech-377	193	3	distribution	distribution	NOUN
futech-377	193	4	patterns	pattern	NOUN
futech-377	193	5	suggest	suggest	VERB
futech-377	193	6	distinct	distinct	ADJ
futech-377	193	7	media	medium	NOUN
futech-377	193	8	attention	attention	NOUN
futech-377	193	9	cycles	cycle	NOUN
futech-377	193	10	for	for	ADP
futech-377	193	11	each	each	DET
futech-377	193	12	crisis	crisis	NOUN
futech-377	193	13	type	type	NOUN
futech-377	193	14	,	,	PUNCT
futech-377	193	15	with	with	ADP
futech-377	193	16	crisis	crisis	NOUN
futech-377	193	17	b	b	NOUN
futech-377	193	18	showing	show	VERB
futech-377	193	19	the	the	DET
futech-377	193	20	most	most	ADV
futech-377	193	21	compressed	compressed	ADJ
futech-377	193	22	coverage	coverage	NOUN
futech-377	193	23	timeline	timeline	NOUN
futech-377	193	24	.	.	PUNCT
futech-377	194	1	this	this	PRON
futech-377	194	2	compressed	compress	VERB
futech-377	194	3	attention	attention	NOUN
futech-377	194	4	pattern	pattern	NOUN
futech-377	194	5	correlates	correlate	VERB
futech-377	194	6	with	with	ADP
futech-377	194	7	the	the	DET
futech-377	194	8	lower	low	ADJ
futech-377	194	9	frame	frame	NOUN
futech-377	194	10	diversity	diversity	NOUN
futech-377	194	11	index	index	NOUN
futech-377	194	12	(	(	PUNCT
futech-377	194	13	0.654	0.654	NUM
futech-377	194	14	)	)	PUNCT
futech-377	194	15	,	,	PUNCT
futech-377	194	16	suggesting	suggest	VERB
futech-377	194	17	that	that	SCONJ
futech-377	194	18	rapid	rapid	ADJ
futech-377	194	19	-	-	PUNCT
futech-377	194	20	onset	onset	NOUN
futech-377	194	21	crises	crisis	NOUN
futech-377	194	22	may	may	AUX
futech-377	194	23	result	result	VERB
futech-377	194	24	in	in	ADP
futech-377	194	25	more	more	ADV
futech-377	194	26	homogeneous	homogeneous	ADJ
futech-377	194	27	narrative	narrative	NOUN
futech-377	194	28	framing	framing	NOUN
futech-377	194	29	compared	compare	VERB
futech-377	194	30	to	to	ADP
futech-377	194	31	gradually	gradually	ADV
futech-377	194	32	developing	develop	VERB
futech-377	194	33	crisis	crisis	NOUN
futech-377	194	34	situations	situation	NOUN
futech-377	194	35	.	.	PUNCT
futech-377	195	1	the	the	DET
futech-377	195	2	prevalence	prevalence	NOUN
futech-377	195	3	of	of	ADP
futech-377	195	4	negative	negative	ADJ
futech-377	195	5	sentiment	sentiment	NOUN
futech-377	195	6	across	across	ADP
futech-377	195	7	all	all	DET
futech-377	195	8	crisis	crisis	NOUN
futech-377	195	9	types	type	NOUN
futech-377	195	10	aligns	align	VERB
futech-377	195	11	with	with	ADP
futech-377	195	12	previous	previous	ADJ
futech-377	195	13	research	research	NOUN
futech-377	195	14	on	on	ADP
futech-377	195	15	crisis	crisis	NOUN
futech-377	195	16	communication	communication	NOUN
futech-377	195	17	,	,	PUNCT
futech-377	195	18	though	though	SCONJ
futech-377	195	19	crisis	crisis	NOUN
futech-377	195	20	c	c	NOUN
futech-377	195	21	's	's	PART
futech-377	195	22	relatively	relatively	ADV
futech-377	195	23	higher	high	ADJ
futech-377	195	24	positive	positive	ADJ
futech-377	195	25	sentiment	sentiment	NOUN
futech-377	195	26	content	content	NOUN
futech-377	195	27	(	(	PUNCT
futech-377	195	28	19.8	19.8	NUM
futech-377	195	29	%	%	NOUN
futech-377	195	30	)	)	PUNCT
futech-377	195	31	warrants	warrant	NOUN
futech-377	195	32	further	further	ADJ
futech-377	195	33	investigation	investigation	NOUN
futech-377	195	34	into	into	ADP
futech-377	195	35	crisis	crisis	NOUN
futech-377	195	36	-	-	PUNCT
futech-377	195	37	specific	specific	ADJ
futech-377	195	38	factors	factor	NOUN
futech-377	195	39	that	that	PRON
futech-377	195	40	may	may	AUX
futech-377	195	41	influence	influence	VERB
futech-377	195	42	sentiment	sentiment	NOUN
futech-377	195	43	patterns	pattern	NOUN
futech-377	195	44	.	.	PUNCT
futech-377	196	1	4.2	4.2	NUM
futech-377	196	2	media	medium	NOUN
futech-377	196	3	framing	framing	NOUN
futech-377	196	4	pattern	pattern	NOUN
futech-377	196	5	recognition	recognition	NOUN
futech-377	196	6	the	the	DET
futech-377	196	7	six	six	NUM
futech-377	196	8	frame	frame	NOUN
futech-377	196	9	types	type	NOUN
futech-377	196	10	identified	identify	VERB
futech-377	196	11	in	in	ADP
futech-377	196	12	our	our	PRON
futech-377	196	13	analysis	analysis	NOUN
futech-377	196	14	are	be	AUX
futech-377	196	15	grounded	ground	VERB
futech-377	196	16	in	in	ADP
futech-377	196	17	established	establish	VERB
futech-377	196	18	theoretical	theoretical	ADJ
futech-377	196	19	frameworks	framework	NOUN
futech-377	196	20	.	.	PUNCT
futech-377	197	1	our	our	PRON
futech-377	197	2	typology	typology	NOUN
futech-377	197	3	integrates	integrate	VERB
futech-377	197	4	entman	entman	NOUN
futech-377	197	5	's	's	PART
futech-377	197	6	(	(	PUNCT
futech-377	197	7	1993	1993	NUM
futech-377	197	8	)	)	PUNCT
futech-377	197	9	framing	frame	VERB
futech-377	197	10	functions	function	NOUN
futech-377	197	11	with	with	ADP
futech-377	197	12	semetko	semetko	NOUN
futech-377	197	13	and	and	CCONJ
futech-377	197	14	valkenburg	valkenburg	PROPN
futech-377	197	15	's	's	PART
futech-377	197	16	(	(	PUNCT
futech-377	197	17	2000	2000	NUM
futech-377	197	18	)	)	PUNCT
futech-377	197	19	generic	generic	ADJ
futech-377	197	20	news	news	NOUN
futech-377	197	21	frames	frame	NOUN
futech-377	197	22	.	.	PUNCT
futech-377	198	1	the	the	DET
futech-377	198	2	attribution	attribution	NOUN
futech-377	198	3	frame	frame	NOUN
futech-377	198	4	derives	derive	VERB
futech-377	198	5	from	from	ADP
futech-377	198	6	entman	entman	NOUN
futech-377	198	7	's	's	PART
futech-377	198	8	causal	causal	ADJ
futech-377	198	9	interpretation	interpretation	NOUN
futech-377	198	10	and	and	CCONJ
futech-377	198	11	semetko	semetko	PROPN
futech-377	198	12	's	's	PART
futech-377	198	13	responsibility	responsibility	NOUN
futech-377	198	14	frame	frame	NOUN
futech-377	198	15	;	;	PUNCT
futech-377	198	16	human	human	ADJ
futech-377	198	17	impact	impact	NOUN
futech-377	198	18	corresponds	correspond	VERB
futech-377	198	19	to	to	ADP
futech-377	198	20	semetko	semetko	PROPN
futech-377	198	21	's	's	PART
futech-377	198	22	human	human	ADJ
futech-377	198	23	interest	interest	NOUN
futech-377	198	24	frame	frame	NOUN
futech-377	198	25	;	;	PUNCT
futech-377	198	26	conflict	conflict	NOUN
futech-377	198	27	directly	directly	ADV
futech-377	198	28	adopts	adopt	VERB
futech-377	198	29	semetko	semetko	PROPN
futech-377	198	30	's	's	PART
futech-377	198	31	conflict	conflict	NOUN
futech-377	198	32	frame	frame	NOUN
futech-377	198	33	;	;	PUNCT
futech-377	198	34	economic	economic	ADJ
futech-377	198	35	consequences	consequence	NOUN
futech-377	198	36	extend	extend	VERB
futech-377	198	37	semetko	semetko	PROPN
futech-377	198	38	's	's	PART
futech-377	198	39	economic	economic	ADJ
futech-377	198	40	frame	frame	NOUN
futech-377	198	41	;	;	PUNCT
futech-377	198	42	morality	morality	NOUN
futech-377	198	43	combines	combine	VERB
futech-377	198	44	semetko	semetko	PROPN
futech-377	198	45	's	's	PART
futech-377	198	46	morality	morality	NOUN
futech-377	198	47	frame	frame	NOUN
futech-377	198	48	with	with	ADP
futech-377	198	49	entman	entman	NOUN
futech-377	198	50	's	's	PART
futech-377	198	51	moral	moral	ADJ
futech-377	198	52	evaluation	evaluation	NOUN
futech-377	198	53	;	;	PUNCT
futech-377	198	54	and	and	CCONJ
futech-377	198	55	the	the	DET
futech-377	198	56	scientific	scientific	ADJ
futech-377	198	57	/	/	SYM
futech-377	198	58	technical	technical	ADJ
futech-377	198	59	frame	frame	NOUN
futech-377	198	60	,	,	PUNCT
futech-377	198	61	while	while	SCONJ
futech-377	198	62	emerging	emerge	VERB
futech-377	198	63	from	from	ADP
futech-377	198	64	our	our	PRON
futech-377	198	65	crisis	crisis	NOUN
futech-377	198	66	-	-	PUNCT
futech-377	198	67	specific	specific	ADJ
futech-377	198	68	data	datum	NOUN
futech-377	198	69	,	,	PUNCT
futech-377	198	70	aligns	align	VERB
futech-377	198	71	with	with	ADP
futech-377	198	72	nisbet	nisbet	PROPN
futech-377	198	73	's	's	PART
futech-377	198	74	(	(	PUNCT
futech-377	198	75	2009	2009	NUM
futech-377	198	76	)	)	PUNCT
futech-377	198	77	scientific	scientific	ADJ
futech-377	198	78	uncertainty	uncertainty	NOUN
futech-377	198	79	frame	frame	NOUN
futech-377	198	80	.	.	PUNCT
futech-377	199	1	this	this	DET
futech-377	199	2	theoretical	theoretical	ADJ
futech-377	199	3	grounding	grounding	NOUN
futech-377	199	4	ensures	ensure	VERB
futech-377	199	5	reproducibility	reproducibility	NOUN
futech-377	199	6	while	while	SCONJ
futech-377	199	7	allowing	allow	VERB
futech-377	199	8	crisisspecific	crisisspecific	NOUN
futech-377	199	9	adaptations	adaptation	NOUN
futech-377	199	10	in	in	ADP
futech-377	199	11	frame	frame	NOUN
futech-377	199	12	operationalization	operationalization	NOUN
futech-377	199	13	.	.	PUNCT
futech-377	200	1	our	our	PRON
futech-377	200	2	analysis	analysis	NOUN
futech-377	200	3	identified	identify	VERB
futech-377	200	4	six	six	NUM
futech-377	200	5	predominant	predominant	ADJ
futech-377	200	6	frame	frame	NOUN
futech-377	200	7	types	type	NOUN
futech-377	200	8	across	across	ADP
futech-377	200	9	the	the	DET
futech-377	200	10	crisis	crisis	NOUN
futech-377	200	11	narratives	narrative	NOUN
futech-377	200	12	,	,	PUNCT
futech-377	200	13	with	with	ADP
futech-377	200	14	significant	significant	ADJ
futech-377	200	15	variations	variation	NOUN
futech-377	200	16	in	in	ADP
futech-377	200	17	their	their	PRON
futech-377	200	18	distribution	distribution	NOUN
futech-377	200	19	,	,	PUNCT
futech-377	200	20	temporal	temporal	ADJ
futech-377	200	21	evolution	evolution	NOUN
futech-377	200	22	,	,	PUNCT
futech-377	200	23	and	and	CCONJ
futech-377	200	24	cross	cross	ADJ
futech-377	200	25	-	-	ADJ
futech-377	200	26	platform	platform	ADJ
futech-377	200	27	manifestation	manifestation	NOUN
futech-377	200	28	.	.	PUNCT
futech-377	201	1	table	table	NOUN
futech-377	201	2	4	4	NUM
futech-377	201	3	presents	present	VERB
futech-377	201	4	the	the	DET
futech-377	201	5	relative	relative	ADJ
futech-377	201	6	prevalence	prevalence	NOUN
futech-377	201	7	of	of	ADP
futech-377	201	8	each	each	DET
futech-377	201	9	frame	frame	NOUN
futech-377	201	10	type	type	NOUN
futech-377	201	11	across	across	ADP
futech-377	201	12	crisis	crisis	NOUN
futech-377	201	13	events	event	NOUN
futech-377	201	14	,	,	PUNCT
futech-377	201	15	revealing	reveal	VERB
futech-377	201	16	distinct	distinct	ADJ
futech-377	201	17	framing	frame	VERB
futech-377	201	18	patterns	pattern	NOUN
futech-377	201	19	that	that	PRON
futech-377	201	20	correspond	correspond	VERB
futech-377	201	21	to	to	ADP
futech-377	201	22	crisis	crisis	NOUN
futech-377	201	23	characteristics	characteristic	NOUN
futech-377	201	24	.	.	PUNCT
futech-377	202	1	the	the	DET
futech-377	202	2	attribution	attribution	NOUN
futech-377	202	3	frame	frame	NOUN
futech-377	202	4	emerged	emerge	VERB
futech-377	202	5	as	as	ADP
futech-377	202	6	the	the	DET
futech-377	202	7	most	most	ADV
futech-377	202	8	prevalent	prevalent	ADJ
futech-377	202	9	(	(	PUNCT
futech-377	202	10	28.7	28.7	NUM
futech-377	202	11	%	%	NOUN
futech-377	202	12	overall	overall	ADJ
futech-377	202	13	)	)	PUNCT
futech-377	202	14	,	,	PUNCT
futech-377	202	15	followed	follow	VERB
futech-377	202	16	by	by	ADP
futech-377	202	17	the	the	DET
futech-377	202	18	human	human	ADJ
futech-377	202	19	impact	impact	NOUN
futech-377	202	20	frame	frame	NOUN
futech-377	202	21	(	(	PUNCT
futech-377	202	22	22.3	22.3	NUM
futech-377	202	23	%	%	NOUN
futech-377	202	24	)	)	PUNCT
futech-377	202	25	and	and	CCONJ
futech-377	202	26	conflict	conflict	NOUN
futech-377	202	27	frame	frame	NOUN
futech-377	202	28	(	(	PUNCT
futech-377	202	29	19.5	19.5	NUM
futech-377	202	30	%	%	NOUN
futech-377	202	31	)	)	PUNCT
futech-377	202	32	.	.	PUNCT
futech-377	203	1	this	this	DET
futech-377	203	2	distribution	distribution	NOUN
futech-377	203	3	suggests	suggest	VERB
futech-377	203	4	a	a	DET
futech-377	203	5	tendency	tendency	NOUN
futech-377	203	6	toward	toward	ADP
futech-377	203	7	responsibility	responsibility	NOUN
futech-377	203	8	attribution	attribution	NOUN
futech-377	203	9	and	and	CCONJ
futech-377	203	10	emotional	emotional	ADJ
futech-377	203	11	engagement	engagement	NOUN
futech-377	203	12	in	in	ADP
futech-377	203	13	crisis	crisis	NOUN
futech-377	203	14	communication	communication	NOUN
futech-377	203	15	,	,	PUNCT
futech-377	203	16	though	though	SCONJ
futech-377	203	17	with	with	ADP
futech-377	203	18	notable	notable	ADJ
futech-377	203	19	variations	variation	NOUN
futech-377	203	20	across	across	ADP
futech-377	203	21	crisis	crisis	NOUN
futech-377	203	22	types	type	NOUN
futech-377	203	23	.	.	PUNCT
futech-377	204	1	table	table	NOUN
futech-377	204	2	4	4	NUM
futech-377	204	3	.	.	PUNCT
futech-377	205	1	distribution	distribution	NOUN
futech-377	205	2	of	of	ADP
futech-377	205	3	major	major	ADJ
futech-377	205	4	frame	frame	NOUN
futech-377	205	5	types	type	NOUN
futech-377	205	6	across	across	ADP
futech-377	205	7	crisis	crisis	NOUN
futech-377	205	8	events	event	NOUN
futech-377	205	9	(	(	PUNCT
futech-377	205	10	%	%	INTJ
futech-377	205	11	)	)	PUNCT
futech-377	205	12	frame	frame	NOUN
futech-377	205	13	prevalence	prevalence	NOUN
futech-377	205	14	showed	show	VERB
futech-377	205	15	systematic	systematic	ADJ
futech-377	205	16	temporal	temporal	ADJ
futech-377	205	17	evolution	evolution	NOUN
futech-377	205	18	,	,	PUNCT
futech-377	205	19	with	with	ADP
futech-377	205	20	attribution	attribution	NOUN
futech-377	205	21	frames	frame	NOUN
futech-377	205	22	dominating	dominate	VERB
futech-377	205	23	early	early	ADJ
futech-377	205	24	coverage	coverage	NOUN
futech-377	205	25	(	(	PUNCT
futech-377	205	26	42.8	42.8	NUM
futech-377	205	27	%	%	NOUN
futech-377	205	28	in	in	ADP
futech-377	205	29	first	first	ADJ
futech-377	205	30	72	72	NUM
futech-377	205	31	hours	hour	NOUN
futech-377	205	32	)	)	PUNCT
futech-377	205	33	before	before	ADP
futech-377	205	34	declining	decline	VERB
futech-377	205	35	to	to	ADP
futech-377	205	36	23.5	23.5	NUM
futech-377	205	37	%	%	NOUN
futech-377	205	38	postcrisis	postcrisis	NOUN
futech-377	205	39	.	.	PUNCT
futech-377	206	1	meanwhile	meanwhile	ADV
futech-377	206	2	,	,	PUNCT
futech-377	206	3	economic	economic	ADJ
futech-377	206	4	consequences	consequence	NOUN
futech-377	206	5	and	and	CCONJ
futech-377	206	6	scientific	scientific	ADJ
futech-377	206	7	frames	frame	NOUN
futech-377	206	8	gained	gain	VERB
futech-377	206	9	prominence	prominence	NOUN
futech-377	206	10	later	later	ADV
futech-377	206	11	,	,	PUNCT
futech-377	206	12	increasing	increase	VERB
futech-377	206	13	from	from	ADP
futech-377	206	14	7.4	7.4	NUM
futech-377	206	15	%	%	NOUN
futech-377	206	16	to	to	PART
futech-377	206	17	frame	frame	NOUN
futech-377	206	18	type	type	NOUN
futech-377	206	19	crisis	crisis	NOUN
futech-377	206	20	a	a	DET
futech-377	206	21	crisis	crisis	NOUN
futech-377	206	22	b	b	NOUN
futech-377	206	23	crisis	crisis	NOUN
futech-377	206	24	c	c	NOUN
futech-377	206	25	aggregate	aggregate	ADJ
futech-377	206	26	attribution	attribution	NOUN
futech-377	206	27	31.4	31.4	NUM
futech-377	206	28	35.7	35.7	NUM
futech-377	206	29	19.1	19.1	NUM
futech-377	206	30	28.7	28.7	NUM
futech-377	206	31	human	human	ADJ
futech-377	206	32	impact	impact	NOUN
futech-377	206	33	18.9	18.9	NUM
futech-377	206	34	21.3	21.3	NUM
futech-377	206	35	26.8	26.8	NUM
futech-377	206	36	22.3	22.3	NUM
futech-377	206	37	conflict	conflict	NOUN
futech-377	206	38	15.6	15.6	NUM
futech-377	206	39	27.2	27.2	NUM
futech-377	206	40	15.7	15.7	NUM
futech-377	206	41	19.5	19.5	NUM
futech-377	206	42	economic	economic	ADJ
futech-377	206	43	consequences	consequence	NOUN
futech-377	206	44	11.8	11.8	NUM
futech-377	206	45	8.5	8.5	NUM
futech-377	206	46	16.3	16.3	NUM
futech-377	206	47	12.2	12.2	NUM
futech-377	206	48	morality	morality	NOUN
futech-377	206	49	14.2	14.2	NUM
futech-377	206	50	3.9	3.9	NUM
futech-377	206	51	12.4	12.4	NUM
futech-377	206	52	10.2	10.2	NUM
futech-377	206	53	scientific	scientific	ADJ
futech-377	206	54	/	/	SYM
futech-377	206	55	technic	technic	NOUN
futech-377	206	56	al	al	PROPN
futech-377	206	57	8.1	8.1	NUM
futech-377	206	58	3.4	3.4	NUM
futech-377	206	59	9.7	9.7	NUM
futech-377	206	60	7.1	7.1	NUM
futech-377	206	61	yue	yue	PROPN
futech-377	206	62	zhang	zhang	PROPN
futech-377	206	63	/future	/future	PROPN
futech-377	206	64	technology	technology	PROPN
futech-377	206	65	august	august	PROPN
futech-377	206	66	2025|	2025|	NUM
futech-377	207	1	volume	volume	NOUN
futech-377	207	2	04	04	NUM
futech-377	208	1	|	|	NOUN
futech-377	208	2	issue	issue	NOUN
futech-377	208	3	03	03	NUM
futech-377	209	1	|	|	ADV
futech-377	209	2	pages	page	VERB
futech-377	209	3	227	227	NUM
futech-377	209	4	-	-	SYM
futech-377	209	5	238	238	NUM
futech-377	209	6	233	233	NUM
futech-377	209	7	18.3	18.3	NUM
futech-377	209	8	%	%	NOUN
futech-377	209	9	and	and	CCONJ
futech-377	209	10	4.2	4.2	NUM
futech-377	209	11	%	%	NOUN
futech-377	209	12	to	to	ADP
futech-377	209	13	11.6	11.6	NUM
futech-377	209	14	%	%	NOUN
futech-377	209	15	respectively	respectively	ADV
futech-377	209	16	,	,	PUNCT
futech-377	209	17	reflecting	reflect	VERB
futech-377	209	18	a	a	DET
futech-377	209	19	shift	shift	NOUN
futech-377	209	20	from	from	ADP
futech-377	209	21	causal	causal	ADJ
futech-377	209	22	attribution	attribution	NOUN
futech-377	209	23	to	to	ADP
futech-377	209	24	impact	impact	NOUN
futech-377	209	25	assessment	assessment	NOUN
futech-377	209	26	.	.	PUNCT
futech-377	210	1	cross	cross	ADJ
futech-377	210	2	-	-	ADJ
futech-377	210	3	platform	platform	ADJ
futech-377	210	4	analysis	analysis	NOUN
futech-377	210	5	revealed	reveal	VERB
futech-377	210	6	distinctive	distinctive	ADJ
futech-377	210	7	patterns	pattern	NOUN
futech-377	210	8	:	:	PUNCT
futech-377	210	9	traditional	traditional	ADJ
futech-377	210	10	news	news	NOUN
futech-377	210	11	used	use	VERB
futech-377	210	12	balanced	balanced	ADJ
futech-377	210	13	frame	frame	NOUN
futech-377	210	14	distribution	distribution	NOUN
futech-377	210	15	,	,	PUNCT
futech-377	210	16	social	social	ADJ
futech-377	210	17	media	medium	NOUN
futech-377	210	18	preferred	prefer	VERB
futech-377	210	19	human	human	ADJ
futech-377	210	20	impact	impact	NOUN
futech-377	210	21	(	(	PUNCT
futech-377	210	22	27.5	27.5	NUM
futech-377	210	23	%	%	NOUN
futech-377	210	24	)	)	PUNCT
futech-377	210	25	and	and	CCONJ
futech-377	210	26	conflict	conflict	NOUN
futech-377	210	27	frames	frame	NOUN
futech-377	210	28	(	(	PUNCT
futech-377	210	29	23.8	23.8	NUM
futech-377	210	30	%	%	NOUN
futech-377	210	31	)	)	PUNCT
futech-377	210	32	,	,	PUNCT
futech-377	210	33	while	while	SCONJ
futech-377	210	34	official	official	ADJ
futech-377	210	35	communications	communication	NOUN
futech-377	210	36	emphasized	emphasize	VERB
futech-377	210	37	attribution	attribution	NOUN
futech-377	210	38	(	(	PUNCT
futech-377	210	39	38.5	38.5	NUM
futech-377	210	40	%	%	NOUN
futech-377	210	41	)	)	PUNCT
futech-377	210	42	and	and	CCONJ
futech-377	210	43	scientific	scientific	ADJ
futech-377	210	44	frames	frame	NOUN
futech-377	210	45	(	(	PUNCT
futech-377	210	46	16.8	16.8	NUM
futech-377	210	47	%	%	NOUN
futech-377	210	48	)	)	PUNCT
futech-377	210	49	.	.	PUNCT
futech-377	211	1	these	these	DET
futech-377	211	2	platform	platform	NOUN
futech-377	211	3	-	-	PUNCT
futech-377	211	4	specific	specific	ADJ
futech-377	211	5	tendencies	tendency	NOUN
futech-377	211	6	remained	remain	VERB
futech-377	211	7	consistent	consistent	ADJ
futech-377	211	8	across	across	ADP
futech-377	211	9	all	all	DET
futech-377	211	10	crisis	crisis	NOUN
futech-377	211	11	events	event	NOUN
futech-377	211	12	,	,	PUNCT
futech-377	211	13	indicating	indicate	VERB
futech-377	211	14	structural	structural	ADJ
futech-377	211	15	influences	influence	NOUN
futech-377	211	16	on	on	ADP
futech-377	211	17	framing	frame	VERB
futech-377	211	18	beyond	beyond	ADP
futech-377	211	19	crisis	crisis	NOUN
futech-377	211	20	-	-	PUNCT
futech-377	211	21	specific	specific	ADJ
futech-377	211	22	factors	factor	NOUN
futech-377	211	23	(	(	PUNCT
futech-377	211	24	figure	figure	NOUN
futech-377	211	25	4	4	NUM
futech-377	211	26	)	)	PUNCT
futech-377	211	27	.	.	PUNCT
futech-377	212	1	(	(	PUNCT
futech-377	212	2	a	a	X
futech-377	212	3	)	)	PUNCT
futech-377	212	4	temporal	temporal	ADJ
futech-377	212	5	evolution	evolution	NOUN
futech-377	212	6	of	of	ADP
futech-377	212	7	frames	frame	NOUN
futech-377	212	8	(	(	PUNCT
futech-377	212	9	b	b	NOUN
futech-377	212	10	)	)	PUNCT
futech-377	212	11	cross	cross	ADJ
futech-377	212	12	-	-	ADJ
futech-377	212	13	platform	platform	ADJ
futech-377	212	14	frame	frame	NOUN
futech-377	212	15	distribution	distribution	NOUN
futech-377	212	16	(	(	PUNCT
futech-377	212	17	c	c	NOUN
futech-377	212	18	)	)	PUNCT
futech-377	212	19	crisis	crisis	NOUN
futech-377	212	20	-	-	PUNCT
futech-377	212	21	specific	specific	ADJ
futech-377	212	22	frame	frame	NOUN
futech-377	212	23	patterns	pattern	NOUN
futech-377	212	24	figure	figure	VERB
futech-377	212	25	4	4	NUM
futech-377	212	26	.	.	PUNCT
futech-377	213	1	media	medium	NOUN
futech-377	213	2	framing	frame	VERB
futech-377	213	3	patterns	pattern	NOUN
futech-377	213	4	across	across	ADP
futech-377	213	5	temporal	temporal	ADJ
futech-377	213	6	phases	phase	NOUN
futech-377	213	7	,	,	PUNCT
futech-377	213	8	platforms	platform	NOUN
futech-377	213	9	,	,	PUNCT
futech-377	213	10	and	and	CCONJ
futech-377	213	11	crisis	crisis	NOUN
futech-377	213	12	types	type	NOUN
futech-377	213	13	crisis	crisis	NOUN
futech-377	213	14	b	b	NOUN
futech-377	213	15	showed	show	VERB
futech-377	213	16	the	the	DET
futech-377	213	17	highest	high	ADJ
futech-377	213	18	proportion	proportion	NOUN
futech-377	213	19	of	of	ADP
futech-377	213	20	attribution	attribution	NOUN
futech-377	213	21	(	(	PUNCT
futech-377	213	22	35.7	35.7	NUM
futech-377	213	23	%	%	NOUN
futech-377	213	24	)	)	PUNCT
futech-377	213	25	and	and	CCONJ
futech-377	213	26	conflict	conflict	NOUN
futech-377	213	27	frames	frame	NOUN
futech-377	213	28	(	(	PUNCT
futech-377	213	29	27.2	27.2	NUM
futech-377	213	30	%	%	NOUN
futech-377	213	31	)	)	PUNCT
futech-377	213	32	,	,	PUNCT
futech-377	213	33	consistent	consistent	ADJ
futech-377	213	34	with	with	ADP
futech-377	213	35	its	its	PRON
futech-377	213	36	human	human	NOUN
futech-377	213	37	-	-	PUNCT
futech-377	213	38	caused	cause	VERB
futech-377	213	39	nature	nature	NOUN
futech-377	213	40	,	,	PUNCT
futech-377	213	41	while	while	SCONJ
futech-377	213	42	crisis	crisis	NOUN
futech-377	213	43	c	c	PROPN
futech-377	213	44	featured	feature	VERB
futech-377	213	45	more	more	ADJ
futech-377	213	46	human	human	ADJ
futech-377	213	47	impact	impact	NOUN
futech-377	213	48	(	(	PUNCT
futech-377	213	49	26.8	26.8	NUM
futech-377	213	50	%	%	NOUN
futech-377	213	51	)	)	PUNCT
futech-377	213	52	and	and	CCONJ
futech-377	213	53	economic	economic	ADJ
futech-377	213	54	consequences	consequence	NOUN
futech-377	213	55	frames	frame	NOUN
futech-377	213	56	(	(	PUNCT
futech-377	213	57	16.3	16.3	NUM
futech-377	213	58	%	%	NOUN
futech-377	213	59	)	)	PUNCT
futech-377	213	60	.	.	PUNCT
futech-377	214	1	the	the	DET
futech-377	214	2	low	low	ADJ
futech-377	214	3	prevalence	prevalence	NOUN
futech-377	214	4	of	of	ADP
futech-377	214	5	morality	morality	NOUN
futech-377	214	6	frames	frame	NOUN
futech-377	214	7	in	in	ADP
futech-377	214	8	crisis	crisis	NOUN
futech-377	214	9	b	b	PROPN
futech-377	214	10	(	(	PUNCT
futech-377	214	11	3.9	3.9	NUM
futech-377	214	12	%	%	NOUN
futech-377	214	13	)	)	PUNCT
futech-377	214	14	compared	compare	VERB
futech-377	214	15	to	to	ADP
futech-377	214	16	crises	crisis	NOUN
futech-377	214	17	a	a	DET
futech-377	214	18	(	(	PUNCT
futech-377	214	19	14.2	14.2	NUM
futech-377	214	20	%	%	NOUN
futech-377	214	21	)	)	PUNCT
futech-377	214	22	and	and	CCONJ
futech-377	214	23	c	c	X
futech-377	214	24	(	(	PUNCT
futech-377	214	25	12.4	12.4	NUM
futech-377	214	26	%	%	NOUN
futech-377	214	27	)	)	PUNCT
futech-377	214	28	suggests	suggest	VERB
futech-377	214	29	reduced	reduce	VERB
futech-377	214	30	ethical	ethical	ADJ
futech-377	214	31	discourse	discourse	NOUN
futech-377	214	32	in	in	ADP
futech-377	214	33	technically	technically	ADV
futech-377	214	34	-	-	PUNCT
futech-377	214	35	oriented	orient	VERB
futech-377	214	36	events	event	NOUN
futech-377	214	37	.	.	PUNCT
futech-377	215	1	cooccurrence	cooccurrence	NOUN
futech-377	215	2	analysis	analysis	NOUN
futech-377	215	3	revealed	reveal	VERB
futech-377	215	4	significant	significant	ADJ
futech-377	215	5	frame	frame	NOUN
futech-377	215	6	bundling	bundle	VERB
futech-377	215	7	patterns	pattern	NOUN
futech-377	215	8	,	,	PUNCT
futech-377	215	9	with	with	ADP
futech-377	215	10	attribution	attribution	NOUN
futech-377	215	11	and	and	CCONJ
futech-377	215	12	conflict	conflict	NOUN
futech-377	215	13	frames	frame	NOUN
futech-377	215	14	frequently	frequently	ADV
futech-377	215	15	appearing	appear	VERB
futech-377	215	16	together	together	ADV
futech-377	215	17	(	(	PUNCT
futech-377	215	18	coefficient	coefficient	NOUN
futech-377	215	19	0.68	0.68	NUM
futech-377	215	20	)	)	PUNCT
futech-377	215	21	,	,	PUNCT
futech-377	215	22	while	while	SCONJ
futech-377	215	23	economic	economic	ADJ
futech-377	215	24	and	and	CCONJ
futech-377	215	25	scientific	scientific	ADJ
futech-377	215	26	frames	frame	NOUN
futech-377	215	27	showed	show	VERB
futech-377	215	28	strong	strong	ADJ
futech-377	215	29	co	co	NOUN
futech-377	215	30	-	-	NOUN
futech-377	215	31	occurrence	occurrence	NOUN
futech-377	215	32	(	(	PUNCT
futech-377	215	33	0.72	0.72	NUM
futech-377	215	34	)	)	PUNCT
futech-377	215	35	in	in	ADP
futech-377	215	36	later	later	ADJ
futech-377	215	37	phases	phase	NOUN
futech-377	215	38	.	.	PUNCT
futech-377	216	1	traditional	traditional	ADJ
futech-377	216	2	media	medium	NOUN
futech-377	216	3	demonstrated	demonstrate	VERB
futech-377	216	4	higher	high	ADJ
futech-377	216	5	frame	frame	NOUN
futech-377	216	6	diversity	diversity	NOUN
futech-377	216	7	(	(	PUNCT
futech-377	216	8	2.8	2.8	NUM
futech-377	216	9	frames	frame	NOUN
futech-377	216	10	per	per	ADP
futech-377	216	11	article	article	NOUN
futech-377	216	12	)	)	PUNCT
futech-377	216	13	than	than	ADP
futech-377	216	14	social	social	ADJ
futech-377	216	15	media	medium	NOUN
futech-377	216	16	(	(	PUNCT
futech-377	216	17	1.6	1.6	NUM
futech-377	216	18	frames	frame	NOUN
futech-377	216	19	)	)	PUNCT
futech-377	216	20	.	.	PUNCT
futech-377	217	1	4.3	4.3	NUM
futech-377	217	2	deep	deep	ADJ
futech-377	217	3	learning	learning	NOUN
futech-377	217	4	model	model	NOUN
futech-377	217	5	performance	performance	NOUN
futech-377	217	6	the	the	DET
futech-377	217	7	deep	deep	ADJ
futech-377	217	8	learning	learning	NOUN
futech-377	217	9	model	model	NOUN
futech-377	217	10	demonstrated	demonstrate	VERB
futech-377	217	11	exceptional	exceptional	ADJ
futech-377	217	12	performance	performance	NOUN
futech-377	217	13	in	in	ADP
futech-377	217	14	frame	frame	NOUN
futech-377	217	15	identification	identification	NOUN
futech-377	217	16	and	and	CCONJ
futech-377	217	17	classification	classification	NOUN
futech-377	217	18	tasks	task	NOUN
futech-377	217	19	across	across	ADP
futech-377	217	20	multiple	multiple	ADJ
futech-377	217	21	evaluation	evaluation	NOUN
futech-377	217	22	metrics	metric	NOUN
futech-377	217	23	.	.	PUNCT
futech-377	218	1	table	table	NOUN
futech-377	218	2	5	5	NUM
futech-377	218	3	presents	present	VERB
futech-377	218	4	the	the	DET
futech-377	218	5	comparative	comparative	ADJ
futech-377	218	6	performance	performance	NOUN
futech-377	218	7	of	of	ADP
futech-377	218	8	our	our	PRON
futech-377	218	9	hierarchical	hierarchical	ADJ
futech-377	218	10	transformerbased	transformerbase	VERB
futech-377	218	11	model	model	NOUN
futech-377	218	12	against	against	ADP
futech-377	218	13	baseline	baseline	NOUN
futech-377	218	14	approaches	approach	NOUN
futech-377	218	15	,	,	PUNCT
futech-377	218	16	showing	show	VERB
futech-377	218	17	substantial	substantial	ADJ
futech-377	218	18	improvements	improvement	NOUN
futech-377	218	19	in	in	ADP
futech-377	218	20	accuracy	accuracy	NOUN
futech-377	218	21	,	,	PUNCT
futech-377	218	22	precision	precision	NOUN
futech-377	218	23	,	,	PUNCT
futech-377	218	24	recall	recall	NOUN
futech-377	218	25	,	,	PUNCT
futech-377	218	26	and	and	CCONJ
futech-377	218	27	f1	f1	NOUN
futech-377	218	28	-	-	PUNCT
futech-377	218	29	score	score	NOUN
futech-377	218	30	.	.	PUNCT
futech-377	219	1	the	the	DET
futech-377	219	2	proposed	propose	VERB
futech-377	219	3	model	model	NOUN
futech-377	219	4	achieved	achieve	VERB
futech-377	219	5	an	an	DET
futech-377	219	6	overall	overall	ADJ
futech-377	219	7	accuracy	accuracy	NOUN
futech-377	219	8	of	of	ADP
futech-377	219	9	91.2	91.2	NUM
futech-377	219	10	%	%	NOUN
futech-377	219	11	in	in	ADP
futech-377	219	12	frame	frame	NOUN
futech-377	219	13	classification	classification	NOUN
futech-377	219	14	,	,	PUNCT
futech-377	219	15	representing	represent	VERB
futech-377	219	16	a	a	DET
futech-377	219	17	14.7	14.7	NUM
futech-377	219	18	percentage	percentage	NOUN
futech-377	219	19	point	point	NOUN
futech-377	219	20	improvement	improvement	NOUN
futech-377	219	21	over	over	ADP
futech-377	219	22	the	the	DET
futech-377	219	23	traditional	traditional	ADJ
futech-377	219	24	machine	machine	NOUN
futech-377	219	25	learning	learn	VERB
futech-377	219	26	baseline	baseline	NOUN
futech-377	219	27	and	and	CCONJ
futech-377	219	28	a	a	DET
futech-377	219	29	5.3	5.3	NUM
futech-377	219	30	percentage	percentage	NOUN
futech-377	219	31	point	point	NOUN
futech-377	219	32	gain	gain	NOUN
futech-377	219	33	over	over	ADP
futech-377	219	34	the	the	DET
futech-377	219	35	standard	standard	ADJ
futech-377	219	36	bert	bert	NOUN
futech-377	219	37	implementation	implementation	NOUN
futech-377	219	38	.	.	PUNCT
futech-377	220	1	table	table	NOUN
futech-377	220	2	5	5	NUM
futech-377	220	3	.	.	PUNCT
futech-377	220	4	comparative	comparative	ADJ
futech-377	220	5	performance	performance	NOUN
futech-377	220	6	of	of	ADP
futech-377	220	7	frame	frame	NOUN
futech-377	220	8	classification	classification	NOUN
futech-377	220	9	models	model	NOUN
futech-377	220	10	model	model	NOUN
futech-377	220	11	accuracy	accuracy	NOUN
futech-377	220	12	(	(	PUNCT
futech-377	220	13	%	%	INTJ
futech-377	220	14	)	)	PUNCT
futech-377	220	15	precision	precision	NOUN
futech-377	220	16	recall	recall	VERB
futech-377	220	17	f1score	f1score	NOUN
futech-377	220	18	auc	auc	VERB
futech-377	220	19	-	-	PUNCT
futech-377	220	20	roc	roc	NOUN
futech-377	220	21	logistic	logistic	ADJ
futech-377	220	22	regression	regression	NOUN
futech-377	220	23	76.5	76.5	NUM
futech-377	220	24	0.773	0.773	NUM
futech-377	220	25	0.765	0.765	NUM
futech-377	220	26	0.769	0.769	NUM
futech-377	220	27	0.821	0.821	NUM
futech-377	220	28	random	random	ADJ
futech-377	220	29	forest	forest	NOUN
futech-377	220	30	79.3	79.3	NUM
futech-377	220	31	0.803	0.803	NUM
futech-377	220	32	0.793	0.793	NUM
futech-377	220	33	0.798	0.798	NUM
futech-377	220	34	0.872	0.872	NUM
futech-377	220	35	cnn	cnn	PROPN
futech-377	220	36	82.1	82.1	NUM
futech-377	220	37	0.828	0.828	NUM
futech-377	220	38	0.821	0.821	NUM
futech-377	220	39	0.824	0.824	NUM
futech-377	220	40	0.881	0.881	NUM
futech-377	220	41	lstm	lstm	NOUN
futech-377	220	42	83.5	83.5	NUM
futech-377	220	43	0.842	0.842	NUM
futech-377	220	44	0.835	0.835	NUM
futech-377	220	45	0.838	0.838	NUM
futech-377	220	46	0.893	0.893	NUM
futech-377	220	47	standard	standard	ADJ
futech-377	220	48	bert	bert	PROPN
futech-377	220	49	85.9	85.9	NUM
futech-377	220	50	0.863	0.863	NUM
futech-377	220	51	0.859	0.859	NUM
futech-377	220	52	0.861	0.861	NUM
futech-377	220	53	0.924	0.924	NUM
futech-377	220	54	roberta	roberta	PROPN
futech-377	220	55	87.4	87.4	NUM
futech-377	220	56	0.881	0.881	NUM
futech-377	220	57	0.874	0.874	NUM
futech-377	220	58	0.877	0.877	NUM
futech-377	220	59	0.931	0.931	NUM
futech-377	220	60	proposed	propose	VERB
futech-377	220	61	model	model	NOUN
futech-377	220	62	91.2	91.2	NUM
futech-377	220	63	0.917	0.917	NUM
futech-377	220	64	0.912	0.912	NUM
futech-377	220	65	0.914	0.914	NUM
futech-377	220	66	0.962	0.962	NUM
futech-377	220	67	frame	frame	NOUN
futech-377	220	68	-	-	PUNCT
futech-377	220	69	specific	specific	ADJ
futech-377	220	70	performance	performance	NOUN
futech-377	220	71	analysis	analysis	NOUN
futech-377	220	72	revealed	reveal	VERB
futech-377	220	73	variable	variable	ADJ
futech-377	220	74	model	model	NOUN
futech-377	220	75	accuracy	accuracy	NOUN
futech-377	220	76	across	across	ADP
futech-377	220	77	different	different	ADJ
futech-377	220	78	frame	frame	NOUN
futech-377	220	79	types	type	NOUN
futech-377	220	80	,	,	PUNCT
futech-377	220	81	as	as	SCONJ
futech-377	220	82	illustrated	illustrate	VERB
futech-377	220	83	in	in	ADP
futech-377	220	84	figure	figure	NOUN
futech-377	220	85	5(a	5(a	NUM
futech-377	220	86	)	)	PUNCT
futech-377	220	87	.	.	PUNCT
futech-377	221	1	the	the	DET
futech-377	221	2	model	model	NOUN
futech-377	221	3	exhibited	exhibit	VERB
futech-377	221	4	the	the	DET
futech-377	221	5	highest	high	ADJ
futech-377	221	6	accuracy	accuracy	NOUN
futech-377	221	7	for	for	ADP
futech-377	221	8	attribution	attribution	NOUN
futech-377	221	9	frames	frame	NOUN
futech-377	221	10	(	(	PUNCT
futech-377	221	11	94.8	94.8	NUM
futech-377	221	12	%	%	NOUN
futech-377	221	13	)	)	PUNCT
futech-377	221	14	and	and	CCONJ
futech-377	221	15	conflict	conflict	NOUN
futech-377	221	16	frames	frame	NOUN
futech-377	221	17	(	(	PUNCT
futech-377	221	18	93.2	93.2	NUM
futech-377	221	19	%	%	NOUN
futech-377	221	20	)	)	PUNCT
futech-377	221	21	,	,	PUNCT
futech-377	221	22	while	while	SCONJ
futech-377	221	23	demonstrating	demonstrate	VERB
futech-377	221	24	comparatively	comparatively	ADV
futech-377	221	25	lower	low	ADJ
futech-377	221	26	but	but	CCONJ
futech-377	221	27	still	still	ADV
futech-377	221	28	impressive	impressive	ADJ
futech-377	221	29	performance	performance	NOUN
futech-377	221	30	for	for	ADP
futech-377	221	31	morality	morality	NOUN
futech-377	221	32	frames	frame	NOUN
futech-377	221	33	(	(	PUNCT
futech-377	221	34	86.7	86.7	NUM
futech-377	221	35	%	%	NOUN
futech-377	221	36	)	)	PUNCT
futech-377	221	37	and	and	CCONJ
futech-377	221	38	scientific	scientific	ADJ
futech-377	221	39	/	/	SYM
futech-377	221	40	technical	technical	ADJ
futech-377	221	41	frames	frame	NOUN
futech-377	221	42	(	(	PUNCT
futech-377	221	43	88.5	88.5	NUM
futech-377	221	44	%	%	NOUN
futech-377	221	45	)	)	PUNCT
futech-377	221	46	.	.	PUNCT
futech-377	222	1	this	this	DET
futech-377	222	2	variation	variation	NOUN
futech-377	222	3	correlates	correlate	VERB
futech-377	222	4	with	with	ADP
futech-377	222	5	frame	frame	NOUN
futech-377	222	6	prevalence	prevalence	NOUN
futech-377	222	7	in	in	ADP
futech-377	222	8	the	the	DET
futech-377	222	9	training	training	NOUN
futech-377	222	10	corpus	corpus	NOUN
futech-377	222	11	,	,	PUNCT
futech-377	222	12	suggesting	suggest	VERB
futech-377	222	13	potential	potential	ADJ
futech-377	222	14	benefits	benefit	NOUN
futech-377	222	15	from	from	ADP
futech-377	222	16	augmentation	augmentation	NOUN
futech-377	222	17	strategies	strategy	NOUN
futech-377	222	18	for	for	ADP
futech-377	222	19	underrepresented	underrepresented	ADJ
futech-377	222	20	frame	frame	NOUN
futech-377	222	21	categories	category	NOUN
futech-377	222	22	.	.	PUNCT
futech-377	223	1	cross	cross	ADJ
futech-377	223	2	-	-	ADJ
futech-377	223	3	validation	validation	ADJ
futech-377	223	4	testing	testing	NOUN
futech-377	223	5	across	across	ADP
futech-377	223	6	five	five	NUM
futech-377	223	7	folds	fold	NOUN
futech-377	223	8	demonstrated	demonstrate	VERB
futech-377	223	9	robust	robust	ADJ
futech-377	223	10	performance	performance	NOUN
futech-377	223	11	consistency	consistency	NOUN
futech-377	223	12	,	,	PUNCT
futech-377	223	13	with	with	ADP
futech-377	223	14	standard	standard	ADJ
futech-377	223	15	deviation	deviation	NOUN
futech-377	223	16	in	in	ADP
futech-377	223	17	f1	f1	NOUN
futech-377	223	18	-	-	PUNCT
futech-377	223	19	scores	score	NOUN
futech-377	223	20	of	of	ADP
futech-377	223	21	only	only	ADV
futech-377	223	22	±1.6	±1.6	PROPN
futech-377	223	23	percentage	percentage	NOUN
futech-377	223	24	points	point	NOUN
futech-377	223	25	.	.	PUNCT
futech-377	224	1	the	the	DET
futech-377	224	2	learning	learn	VERB
futech-377	224	3	curve	curve	NOUN
futech-377	224	4	analysis	analysis	NOUN
futech-377	224	5	,	,	PUNCT
futech-377	224	6	depicted	depict	VERB
futech-377	224	7	in	in	ADP
futech-377	224	8	figure	figure	NOUN
futech-377	224	9	5(b	5(b	NUM
futech-377	224	10	)	)	PUNCT
futech-377	224	11	,	,	PUNCT
futech-377	224	12	illustrates	illustrate	VERB
futech-377	224	13	rapid	rapid	ADJ
futech-377	224	14	performance	performance	NOUN
futech-377	224	15	improvement	improvement	NOUN
futech-377	224	16	during	during	ADP
futech-377	224	17	early	early	ADJ
futech-377	224	18	training	training	NOUN
futech-377	224	19	epochs	epoch	NOUN
futech-377	224	20	,	,	PUNCT
futech-377	224	21	with	with	ADP
futech-377	224	22	stabilization	stabilization	NOUN
futech-377	224	23	occurring	occur	VERB
futech-377	224	24	after	after	ADP
futech-377	224	25	approximately	approximately	ADV
futech-377	224	26	8	8	NUM
futech-377	224	27	epochs	epoch	NOUN
futech-377	224	28	.	.	PUNCT
futech-377	225	1	this	this	DET
futech-377	225	2	pattern	pattern	NOUN
futech-377	225	3	indicates	indicate	VERB
futech-377	225	4	efficient	efficient	ADJ
futech-377	225	5	learning	learning	NOUN
futech-377	225	6	dynamics	dynamic	NOUN
futech-377	225	7	and	and	CCONJ
futech-377	225	8	appropriate	appropriate	ADJ
futech-377	225	9	model	model	NOUN
futech-377	225	10	complexity	complexity	NOUN
futech-377	225	11	for	for	ADP
futech-377	225	12	the	the	DET
futech-377	225	13	classification	classification	NOUN
futech-377	225	14	task	task	NOUN
futech-377	225	15	.	.	PUNCT
futech-377	226	1	ablation	ablation	NOUN
futech-377	226	2	studies	study	NOUN
futech-377	226	3	on	on	ADP
futech-377	226	4	model	model	NOUN
futech-377	226	5	components	component	NOUN
futech-377	226	6	,	,	PUNCT
futech-377	226	7	summarized	summarize	VERB
futech-377	226	8	in	in	ADP
futech-377	226	9	figure	figure	NOUN
futech-377	226	10	5(c	5(c	NUM
futech-377	226	11	)	)	PUNCT
futech-377	226	12	,	,	PUNCT
futech-377	226	13	revealed	reveal	VERB
futech-377	226	14	that	that	SCONJ
futech-377	226	15	the	the	DET
futech-377	226	16	attention	attention	NOUN
futech-377	226	17	mechanism	mechanism	NOUN
futech-377	226	18	specialized	specialize	VERB
futech-377	226	19	for	for	ADP
futech-377	226	20	frame	frame	NOUN
futech-377	226	21	identification	identification	NOUN
futech-377	226	22	contributed	contribute	VERB
futech-377	226	23	yue	yue	PROPN
futech-377	226	24	zhang	zhang	PROPN
futech-377	226	25	/future	/future	PROPN
futech-377	226	26	technology	technology	PROPN
futech-377	226	27	august	august	PROPN
futech-377	226	28	2025|	2025|	NUM
futech-377	227	1	volume	volume	NOUN
futech-377	227	2	04	04	NUM
futech-377	228	1	|	|	NOUN
futech-377	228	2	issue	issue	NOUN
futech-377	228	3	03	03	NUM
futech-377	229	1	|	|	ADV
futech-377	229	2	pages	page	VERB
futech-377	229	3	227	227	NUM
futech-377	229	4	-	-	SYM
futech-377	229	5	238	238	NUM
futech-377	229	6	234	234	NUM
futech-377	229	7	most	most	ADV
futech-377	229	8	significantly	significantly	ADV
futech-377	229	9	to	to	ADP
futech-377	229	10	performance	performance	NOUN
futech-377	229	11	gains	gain	NOUN
futech-377	229	12	(	(	PUNCT
futech-377	229	13	4.8	4.8	NUM
futech-377	229	14	percentage	percentage	NOUN
futech-377	229	15	points	point	NOUN
futech-377	229	16	)	)	PUNCT
futech-377	229	17	,	,	PUNCT
futech-377	229	18	followed	follow	VERB
futech-377	229	19	by	by	ADP
futech-377	229	20	the	the	DET
futech-377	229	21	temporal	temporal	ADJ
futech-377	229	22	feature	feature	NOUN
futech-377	229	23	integration	integration	NOUN
futech-377	229	24	(	(	PUNCT
futech-377	229	25	3.2	3.2	NUM
futech-377	229	26	percentage	percentage	NOUN
futech-377	229	27	points	point	NOUN
futech-377	229	28	)	)	PUNCT
futech-377	229	29	.	.	PUNCT
futech-377	230	1	(	(	PUNCT
futech-377	230	2	a	a	X
futech-377	230	3	)	)	PUNCT
futech-377	230	4	frame	frame	NOUN
futech-377	230	5	-	-	PUNCT
futech-377	230	6	specific	specific	ADJ
futech-377	230	7	model	model	NOUN
futech-377	230	8	performance	performance	NOUN
futech-377	230	9	(	(	PUNCT
futech-377	230	10	b	b	NOUN
futech-377	230	11	)	)	PUNCT
futech-377	230	12	model	model	NOUN
futech-377	230	13	learning	learning	NOUN
futech-377	230	14	curve	curve	NOUN
futech-377	230	15	(	(	PUNCT
futech-377	230	16	c	c	NOUN
futech-377	230	17	)	)	PUNCT
futech-377	230	18	ablation	ablation	NOUN
futech-377	230	19	study	study	NOUN
futech-377	230	20	results	result	NOUN
futech-377	230	21	figure	figure	VERB
futech-377	230	22	5	5	NUM
futech-377	230	23	.	.	PUNCT
futech-377	230	24	deep	deep	ADJ
futech-377	230	25	learning	learning	NOUN
futech-377	230	26	model	model	NOUN
futech-377	230	27	performance	performance	NOUN
futech-377	230	28	analysis	analysis	NOUN
futech-377	230	29	model	model	NOUN
futech-377	230	30	comparison	comparison	NOUN
futech-377	230	31	showed	show	VERB
futech-377	230	32	traditional	traditional	ADJ
futech-377	230	33	machine	machine	NOUN
futech-377	230	34	learning	learning	NOUN
futech-377	230	35	approaches	approach	NOUN
futech-377	230	36	achieved	achieve	VERB
futech-377	230	37	reasonable	reasonable	ADJ
futech-377	230	38	performance	performance	NOUN
futech-377	230	39	but	but	CCONJ
futech-377	230	40	missed	miss	VERB
futech-377	230	41	contextual	contextual	ADJ
futech-377	230	42	nuances	nuance	NOUN
futech-377	230	43	,	,	PUNCT
futech-377	230	44	while	while	SCONJ
futech-377	230	45	our	our	PRON
futech-377	230	46	hierarchical	hierarchical	ADJ
futech-377	230	47	transformer	transformer	NOUN
futech-377	230	48	model	model	NOUN
futech-377	230	49	delivered	deliver	VERB
futech-377	230	50	superior	superior	ADJ
futech-377	230	51	results	result	NOUN
futech-377	230	52	through	through	ADP
futech-377	230	53	specialized	specialized	ADJ
futech-377	230	54	attention	attention	NOUN
futech-377	230	55	mechanisms	mechanism	NOUN
futech-377	230	56	and	and	CCONJ
futech-377	230	57	feature	feature	NOUN
futech-377	230	58	integration	integration	NOUN
futech-377	230	59	strategies	strategy	NOUN
futech-377	230	60	.	.	PUNCT
futech-377	231	1	error	error	NOUN
futech-377	231	2	analysis	analysis	NOUN
futech-377	231	3	revealed	reveal	VERB
futech-377	231	4	misclassifications	misclassification	NOUN
futech-377	231	5	primarily	primarily	ADV
futech-377	231	6	occurred	occur	VERB
futech-377	231	7	between	between	ADP
futech-377	231	8	conceptually	conceptually	ADV
futech-377	231	9	adjacent	adjacent	ADJ
futech-377	231	10	frames	frame	NOUN
futech-377	231	11	,	,	PUNCT
futech-377	231	12	such	such	ADJ
futech-377	231	13	as	as	ADP
futech-377	231	14	attribution	attribution	NOUN
futech-377	231	15	and	and	CCONJ
futech-377	231	16	conflict	conflict	NOUN
futech-377	231	17	(	(	PUNCT
futech-377	231	18	confusion	confusion	NOUN
futech-377	231	19	rate	rate	NOUN
futech-377	231	20	7.2	7.2	NUM
futech-377	231	21	%	%	NOUN
futech-377	231	22	)	)	PUNCT
futech-377	231	23	,	,	PUNCT
futech-377	231	24	suggesting	suggest	VERB
futech-377	231	25	frame	frame	NOUN
futech-377	231	26	categories	category	NOUN
futech-377	231	27	exist	exist	VERB
futech-377	231	28	along	along	ADP
futech-377	231	29	a	a	DET
futech-377	231	30	continuum	continuum	NOUN
futech-377	231	31	rather	rather	ADV
futech-377	231	32	than	than	ADP
futech-377	231	33	as	as	ADP
futech-377	231	34	discrete	discrete	ADJ
futech-377	231	35	constructs	construct	NOUN
futech-377	231	36	.	.	PUNCT
futech-377	232	1	for	for	ADP
futech-377	232	2	instance	instance	NOUN
futech-377	232	3	,	,	PUNCT
futech-377	232	4	a	a	DET
futech-377	232	5	news	news	NOUN
futech-377	232	6	excerpt	excerpt	NOUN
futech-377	232	7	stating	state	VERB
futech-377	232	8	"	"	PUNCT
futech-377	232	9	government	government	NOUN
futech-377	232	10	officials	official	NOUN
futech-377	232	11	blamed	blame	VERB
futech-377	232	12	tech	tech	NOUN
futech-377	232	13	companies	company	NOUN
futech-377	232	14	for	for	ADP
futech-377	232	15	inadequate	inadequate	ADJ
futech-377	232	16	safety	safety	NOUN
futech-377	232	17	measures	measure	NOUN
futech-377	232	18	,	,	PUNCT
futech-377	232	19	while	while	SCONJ
futech-377	232	20	industry	industry	NOUN
futech-377	232	21	representatives	representative	NOUN
futech-377	232	22	accused	accuse	VERB
futech-377	232	23	regulators	regulator	NOUN
futech-377	232	24	of	of	ADP
futech-377	232	25	imposing	impose	VERB
futech-377	232	26	unrealistic	unrealistic	ADJ
futech-377	232	27	standards	standard	NOUN
futech-377	232	28	"	"	PUNCT
futech-377	232	29	was	be	AUX
futech-377	232	30	classified	classify	VERB
futech-377	232	31	as	as	ADP
futech-377	232	32	attribution	attribution	NOUN
futech-377	232	33	frame	frame	NOUN
futech-377	232	34	(	(	PUNCT
futech-377	232	35	62	62	NUM
futech-377	232	36	%	%	NOUN
futech-377	232	37	confidence	confidence	NOUN
futech-377	232	38	)	)	PUNCT
futech-377	232	39	by	by	ADP
futech-377	232	40	the	the	DET
futech-377	232	41	model	model	NOUN
futech-377	232	42	,	,	PUNCT
futech-377	232	43	though	though	SCONJ
futech-377	232	44	human	human	ADJ
futech-377	232	45	coders	coder	NOUN
futech-377	232	46	identified	identify	VERB
futech-377	232	47	it	it	PRON
futech-377	232	48	as	as	ADP
futech-377	232	49	conflict	conflict	NOUN
futech-377	232	50	frame	frame	NOUN
futech-377	232	51	due	due	ADP
futech-377	232	52	to	to	ADP
futech-377	232	53	the	the	DET
futech-377	232	54	adversarial	adversarial	ADJ
futech-377	232	55	dynamic	dynamic	NOUN
futech-377	232	56	.	.	PUNCT
futech-377	233	1	similarly	similarly	ADV
futech-377	233	2	,	,	PUNCT
futech-377	233	3	content	content	NOUN
futech-377	233	4	like	like	ADP
futech-377	233	5	"	"	PUNCT
futech-377	233	6	the	the	DET
futech-377	233	7	mayor	mayor	NOUN
futech-377	233	8	's	's	PART
futech-377	233	9	failure	failure	NOUN
futech-377	233	10	to	to	PART
futech-377	233	11	prepare	prepare	VERB
futech-377	233	12	emergency	emergency	NOUN
futech-377	233	13	shelters	shelter	NOUN
futech-377	233	14	led	lead	VERB
futech-377	233	15	to	to	ADP
futech-377	233	16	heated	heated	ADJ
futech-377	233	17	confrontations	confrontation	NOUN
futech-377	233	18	with	with	ADP
futech-377	233	19	displaced	displaced	ADJ
futech-377	233	20	residents	resident	NOUN
futech-377	233	21	"	"	PUNCT
futech-377	233	22	exhibited	exhibit	VERB
futech-377	233	23	dual	dual	ADJ
futech-377	233	24	characteristics	characteristic	NOUN
futech-377	233	25	,	,	PUNCT
futech-377	233	26	containing	contain	VERB
futech-377	233	27	both	both	DET
futech-377	233	28	causal	causal	ADJ
futech-377	233	29	attribution	attribution	NOUN
futech-377	233	30	(	(	PUNCT
futech-377	233	31	"	"	PUNCT
futech-377	233	32	failure	failure	NOUN
futech-377	233	33	to	to	PART
futech-377	233	34	prepare	prepare	VERB
futech-377	233	35	"	"	PUNCT
futech-377	233	36	)	)	PUNCT
futech-377	233	37	and	and	CCONJ
futech-377	233	38	conflict	conflict	NOUN
futech-377	233	39	elements	element	NOUN
futech-377	233	40	(	(	PUNCT
futech-377	233	41	"	"	PUNCT
futech-377	233	42	heated	heated	ADJ
futech-377	233	43	confrontations	confrontation	NOUN
futech-377	233	44	"	"	PUNCT
futech-377	233	45	)	)	PUNCT
futech-377	233	46	,	,	PUNCT
futech-377	233	47	resulting	result	VERB
futech-377	233	48	in	in	ADP
futech-377	233	49	split	split	ADJ
futech-377	233	50	predictions	prediction	NOUN
futech-377	233	51	.	.	PUNCT
futech-377	234	1	these	these	DET
futech-377	234	2	ambiguities	ambiguity	NOUN
futech-377	234	3	particularly	particularly	ADV
futech-377	234	4	emerged	emerge	VERB
futech-377	234	5	in	in	ADP
futech-377	234	6	politically	politically	ADV
futech-377	234	7	charged	charge	VERB
futech-377	234	8	contexts	context	NOUN
futech-377	234	9	where	where	SCONJ
futech-377	234	10	responsibility	responsibility	NOUN
futech-377	234	11	assignment	assignment	NOUN
futech-377	234	12	inherently	inherently	ADV
futech-377	234	13	involved	involve	VERB
futech-377	234	14	oppositional	oppositional	ADJ
futech-377	234	15	stances	stance	NOUN
futech-377	234	16	,	,	PUNCT
futech-377	234	17	demonstrating	demonstrate	VERB
futech-377	234	18	that	that	SCONJ
futech-377	234	19	frames	frame	NOUN
futech-377	234	20	often	often	ADV
futech-377	234	21	exist	exist	VERB
futech-377	234	22	as	as	ADP
futech-377	234	23	overlapping	overlap	VERB
futech-377	234	24	rather	rather	ADV
futech-377	234	25	than	than	ADP
futech-377	234	26	discrete	discrete	ADJ
futech-377	234	27	categories	category	NOUN
futech-377	234	28	.	.	PUNCT
futech-377	235	1	the	the	DET
futech-377	235	2	model	model	NOUN
futech-377	235	3	demonstrated	demonstrate	VERB
futech-377	235	4	strong	strong	ADJ
futech-377	235	5	generalization	generalization	NOUN
futech-377	235	6	capability	capability	NOUN
futech-377	235	7	across	across	ADP
futech-377	235	8	crisis	crisis	NOUN
futech-377	235	9	types	type	NOUN
futech-377	235	10	,	,	PUNCT
futech-377	235	11	with	with	ADP
futech-377	235	12	minimal	minimal	ADJ
futech-377	235	13	performance	performance	NOUN
futech-377	235	14	degradation	degradation	NOUN
futech-377	235	15	when	when	SCONJ
futech-377	235	16	tested	test	VERB
futech-377	235	17	on	on	ADP
futech-377	235	18	unseen	unseen	ADJ
futech-377	235	19	crisis	crisis	NOUN
futech-377	235	20	events	event	NOUN
futech-377	235	21	(	(	PUNCT
futech-377	235	22	f1	f1	ADJ
futech-377	235	23	-	-	PUNCT
futech-377	235	24	score	score	NOUN
futech-377	235	25	reduction	reduction	NOUN
futech-377	235	26	of	of	ADP
futech-377	235	27	only	only	ADV
futech-377	235	28	2.3	2.3	NUM
futech-377	235	29	percentage	percentage	NOUN
futech-377	235	30	points	point	NOUN
futech-377	235	31	)	)	PUNCT
futech-377	235	32	.	.	PUNCT
futech-377	236	1	this	this	DET
futech-377	236	2	cross	cross	ADJ
futech-377	236	3	-	-	ADJ
futech-377	236	4	crisis	crisis	ADJ
futech-377	236	5	robustness	robustness	NOUN
futech-377	236	6	indicates	indicate	VERB
futech-377	236	7	that	that	SCONJ
futech-377	236	8	the	the	DET
futech-377	236	9	identified	identify	VERB
futech-377	236	10	framing	framing	NOUN
futech-377	236	11	patterns	pattern	NOUN
futech-377	236	12	represent	represent	VERB
futech-377	236	13	generalizable	generalizable	ADJ
futech-377	236	14	narrative	narrative	NOUN
futech-377	236	15	structures	structure	NOUN
futech-377	236	16	rather	rather	ADV
futech-377	236	17	than	than	ADP
futech-377	236	18	event	event	NOUN
futech-377	236	19	-	-	PUNCT
futech-377	236	20	specific	specific	ADJ
futech-377	236	21	constructs	construct	NOUN
futech-377	236	22	.	.	PUNCT
futech-377	237	1	despite	despite	SCONJ
futech-377	237	2	strong	strong	ADJ
futech-377	237	3	performance	performance	NOUN
futech-377	237	4	metrics	metric	NOUN
futech-377	237	5	,	,	PUNCT
futech-377	237	6	several	several	ADJ
futech-377	237	7	limitations	limitation	NOUN
futech-377	237	8	warrant	warrant	VERB
futech-377	237	9	consideration	consideration	NOUN
futech-377	237	10	.	.	PUNCT
futech-377	238	1	the	the	DET
futech-377	238	2	model	model	NOUN
futech-377	238	3	shows	show	VERB
futech-377	238	4	bias	bias	NOUN
futech-377	238	5	toward	toward	ADP
futech-377	238	6	high	high	ADJ
futech-377	238	7	-	-	PUNCT
futech-377	238	8	frequency	frequency	NOUN
futech-377	238	9	frames	frame	NOUN
futech-377	238	10	,	,	PUNCT
futech-377	238	11	with	with	ADP
futech-377	238	12	attribution	attribution	NOUN
futech-377	238	13	frames	frame	NOUN
futech-377	238	14	achieving	achieve	VERB
futech-377	238	15	94.8	94.8	NUM
futech-377	238	16	%	%	NOUN
futech-377	238	17	accuracy	accuracy	NOUN
futech-377	238	18	versus	versus	ADP
futech-377	238	19	86.7	86.7	NUM
futech-377	238	20	%	%	NOUN
futech-377	238	21	for	for	ADP
futech-377	238	22	less	less	ADV
futech-377	238	23	common	common	ADJ
futech-377	238	24	morality	morality	NOUN
futech-377	238	25	frames	frame	NOUN
futech-377	238	26	,	,	PUNCT
futech-377	238	27	suggesting	suggest	VERB
futech-377	238	28	potential	potential	ADJ
futech-377	238	29	overfitting	overfitting	NOUN
futech-377	238	30	to	to	ADP
futech-377	238	31	dominant	dominant	ADJ
futech-377	238	32	patterns	pattern	NOUN
futech-377	238	33	.	.	PUNCT
futech-377	239	1	while	while	SCONJ
futech-377	239	2	cross	cross	ADJ
futech-377	239	3	-	-	ADJ
futech-377	239	4	validation	validation	ADJ
futech-377	239	5	demonstrated	demonstrate	VERB
futech-377	239	6	robustness	robustness	NOUN
futech-377	239	7	,	,	PUNCT
futech-377	239	8	the	the	DET
futech-377	239	9	2.3	2.3	NUM
futech-377	239	10	%	%	NOUN
futech-377	239	11	f1	f1	NOUN
futech-377	239	12	-	-	PUNCT
futech-377	239	13	score	score	NOUN
futech-377	239	14	reduction	reduction	NOUN
futech-377	239	15	on	on	ADP
futech-377	239	16	unseen	unseen	ADJ
futech-377	239	17	events	event	NOUN
futech-377	239	18	indicates	indicate	VERB
futech-377	239	19	possible	possible	ADJ
futech-377	239	20	generalization	generalization	NOUN
futech-377	239	21	constraints	constraint	NOUN
futech-377	239	22	for	for	ADP
futech-377	239	23	novel	novel	ADJ
futech-377	239	24	crisis	crisis	NOUN
futech-377	239	25	types	type	NOUN
futech-377	239	26	beyond	beyond	ADP
futech-377	239	27	our	our	PRON
futech-377	239	28	three	three	NUM
futech-377	239	29	categories	category	NOUN
futech-377	239	30	.	.	PUNCT
futech-377	240	1	additionally	additionally	ADV
futech-377	240	2	,	,	PUNCT
futech-377	240	3	the	the	DET
futech-377	240	4	model	model	NOUN
futech-377	240	5	's	's	PART
futech-377	240	6	reliance	reliance	NOUN
futech-377	240	7	on	on	ADP
futech-377	240	8	english	english	ADJ
futech-377	240	9	-	-	PUNCT
futech-377	240	10	language	language	NOUN
futech-377	240	11	embeddings	embedding	NOUN
futech-377	240	12	may	may	AUX
futech-377	240	13	limit	limit	VERB
futech-377	240	14	effectiveness	effectiveness	NOUN
futech-377	240	15	on	on	ADP
futech-377	240	16	translated	translate	VERB
futech-377	240	17	content	content	NOUN
futech-377	240	18	,	,	PUNCT
futech-377	240	19	and	and	CCONJ
futech-377	240	20	its	its	PRON
futech-377	240	21	computational	computational	ADJ
futech-377	240	22	requirements	requirement	NOUN
futech-377	240	23	(	(	PUNCT
futech-377	240	24	8	8	NUM
futech-377	240	25	epochs	epoch	NOUN
futech-377	240	26	of	of	ADP
futech-377	240	27	training	training	NOUN
futech-377	240	28	)	)	PUNCT
futech-377	240	29	could	could	AUX
futech-377	240	30	constrain	constrain	VERB
futech-377	240	31	real	real	ADJ
futech-377	240	32	-	-	PUNCT
futech-377	240	33	time	time	NOUN
futech-377	240	34	deployment	deployment	NOUN
futech-377	240	35	during	during	ADP
futech-377	240	36	rapidly	rapidly	ADV
futech-377	240	37	evolving	evolve	VERB
futech-377	240	38	crises	crisis	NOUN
futech-377	240	39	.	.	PUNCT
futech-377	241	1	4.4	4.4	NUM
futech-377	241	2	risk	risk	NOUN
futech-377	241	3	communication	communication	NOUN
futech-377	241	4	optimization	optimization	NOUN
futech-377	241	5	framework	framework	NOUN
futech-377	241	6	based	base	VERB
futech-377	241	7	on	on	ADP
futech-377	241	8	our	our	PRON
futech-377	241	9	analysis	analysis	NOUN
futech-377	241	10	of	of	ADP
futech-377	241	11	framing	frame	VERB
futech-377	241	12	patterns	pattern	NOUN
futech-377	241	13	and	and	CCONJ
futech-377	241	14	their	their	PRON
futech-377	241	15	impact	impact	NOUN
futech-377	241	16	on	on	ADP
futech-377	241	17	public	public	ADJ
futech-377	241	18	understanding	understanding	NOUN
futech-377	241	19	,	,	PUNCT
futech-377	241	20	we	we	PRON
futech-377	241	21	developed	develop	VERB
futech-377	241	22	a	a	DET
futech-377	241	23	comprehensive	comprehensive	ADJ
futech-377	241	24	optimization	optimization	NOUN
futech-377	241	25	framework	framework	NOUN
futech-377	241	26	for	for	ADP
futech-377	241	27	crisis	crisis	NOUN
futech-377	241	28	communication	communication	NOUN
futech-377	241	29	that	that	PRON
futech-377	241	30	integrates	integrate	VERB
futech-377	241	31	narrative	narrative	NOUN
futech-377	241	32	structure	structure	NOUN
futech-377	241	33	,	,	PUNCT
futech-377	241	34	emotional	emotional	ADJ
futech-377	241	35	factors	factor	NOUN
futech-377	241	36	,	,	PUNCT
futech-377	241	37	and	and	CCONJ
futech-377	241	38	information	information	NOUN
futech-377	241	39	transparency	transparency	NOUN
futech-377	241	40	dimensions	dimension	NOUN
futech-377	241	41	.	.	PUNCT
futech-377	242	1	the	the	DET
futech-377	242	2	framework	framework	NOUN
futech-377	242	3	,	,	PUNCT
futech-377	242	4	illustrated	illustrate	VERB
futech-377	242	5	in	in	ADP
futech-377	242	6	figure	figure	NOUN
futech-377	242	7	6	6	NUM
futech-377	242	8	,	,	PUNCT
futech-377	242	9	identifies	identify	VERB
futech-377	242	10	optimal	optimal	ADJ
futech-377	242	11	communication	communication	NOUN
futech-377	242	12	strategies	strategy	NOUN
futech-377	242	13	across	across	ADP
futech-377	242	14	different	different	ADJ
futech-377	242	15	crisis	crisis	NOUN
futech-377	242	16	phases	phase	NOUN
futech-377	242	17	and	and	CCONJ
futech-377	242	18	audience	audience	NOUN
futech-377	242	19	segments	segment	NOUN
futech-377	242	20	.	.	PUNCT
futech-377	243	1	the	the	DET
futech-377	243	2	central	central	ADJ
futech-377	243	3	finding	finding	NOUN
futech-377	243	4	reveals	reveal	VERB
futech-377	243	5	that	that	SCONJ
futech-377	243	6	effective	effective	ADJ
futech-377	243	7	crisis	crisis	NOUN
futech-377	243	8	communication	communication	NOUN
futech-377	243	9	requires	require	VERB
futech-377	243	10	dynamic	dynamic	ADJ
futech-377	243	11	adaptation	adaptation	NOUN
futech-377	243	12	of	of	ADP
futech-377	243	13	framing	frame	VERB
futech-377	243	14	strategies	strategy	NOUN
futech-377	243	15	as	as	SCONJ
futech-377	243	16	crises	crisis	NOUN
futech-377	243	17	evolve	evolve	VERB
futech-377	243	18	,	,	PUNCT
futech-377	243	19	with	with	ADP
futech-377	243	20	distinct	distinct	ADJ
futech-377	243	21	approaches	approach	NOUN
futech-377	243	22	needed	need	VERB
futech-377	243	23	for	for	ADP
futech-377	243	24	pre	pre	ADJ
futech-377	243	25	-	-	ADJ
futech-377	243	26	crisis	crisis	ADJ
futech-377	243	27	preparation	preparation	NOUN
futech-377	243	28	,	,	PUNCT
futech-377	243	29	acute	acute	ADJ
futech-377	243	30	response	response	NOUN
futech-377	243	31	,	,	PUNCT
futech-377	243	32	and	and	CCONJ
futech-377	243	33	post	post	ADJ
futech-377	243	34	-	-	ADJ
futech-377	243	35	crisis	crisis	ADJ
futech-377	243	36	recovery	recovery	NOUN
futech-377	243	37	phases	phase	NOUN
futech-377	243	38	(	(	PUNCT
futech-377	243	39	table	table	NOUN
futech-377	243	40	6	6	NUM
futech-377	243	41	)	)	PUNCT
futech-377	243	42	.	.	PUNCT
futech-377	244	1	our	our	PRON
futech-377	244	2	analysis	analysis	NOUN
futech-377	244	3	showed	show	VERB
futech-377	244	4	problem	problem	NOUN
futech-377	244	5	-	-	PUNCT
futech-377	244	6	solution	solution	NOUN
futech-377	244	7	framing	frame	VERB
futech-377	244	8	yields	yield	NOUN
futech-377	244	9	the	the	DET
futech-377	244	10	highest	high	ADJ
futech-377	244	11	overall	overall	ADJ
futech-377	244	12	effectiveness	effectiveness	NOUN
futech-377	244	13	(	(	PUNCT
futech-377	244	14	0.75	0.75	NUM
futech-377	244	15	)	)	PUNCT
futech-377	244	16	,	,	PUNCT
futech-377	244	17	particularly	particularly	ADV
futech-377	244	18	during	during	ADP
futech-377	244	19	acute	acute	ADJ
futech-377	244	20	crisis	crisis	NOUN
futech-377	244	21	phases	phase	NOUN
futech-377	244	22	(	(	PUNCT
futech-377	244	23	0.83	0.83	NUM
futech-377	244	24	)	)	PUNCT
futech-377	244	25	.	.	PUNCT
futech-377	245	1	sequential	sequential	ADJ
futech-377	245	2	structures	structure	NOUN
futech-377	245	3	worked	work	VERB
futech-377	245	4	best	well	ADV
futech-377	245	5	in	in	ADP
futech-377	245	6	pre	pre	ADJ
futech-377	245	7	-	-	ADJ
futech-377	245	8	crisis	crisis	ADJ
futech-377	245	9	phases	phase	NOUN
futech-377	245	10	(	(	PUNCT
futech-377	245	11	0.72	0.72	NUM
futech-377	245	12	)	)	PUNCT
futech-377	245	13	,	,	PUNCT
futech-377	245	14	while	while	SCONJ
futech-377	245	15	comparative	comparative	ADJ
futech-377	245	16	structures	structure	NOUN
futech-377	245	17	excelled	excel	VERB
futech-377	245	18	in	in	ADP
futech-377	245	19	post	post	ADJ
futech-377	245	20	-	-	ADJ
futech-377	245	21	crisis	crisis	ADJ
futech-377	245	22	recovery	recovery	NOUN
futech-377	245	23	(	(	PUNCT
futech-377	245	24	0.82	0.82	NUM
futech-377	245	25	)	)	PUNCT
futech-377	245	26	.	.	PUNCT
futech-377	246	1	emotional	emotional	ADJ
futech-377	246	2	factor	factor	NOUN
futech-377	246	3	analysis	analysis	NOUN
futech-377	246	4	revealed	reveal	VERB
futech-377	246	5	empathy	empathy	NOUN
futech-377	246	6	-	-	PUNCT
futech-377	246	7	focused	focus	VERB
futech-377	246	8	communication	communication	NOUN
futech-377	246	9	was	be	AUX
futech-377	246	10	most	most	ADV
futech-377	246	11	effective	effective	ADJ
futech-377	246	12	during	during	ADP
futech-377	246	13	acute	acute	ADJ
futech-377	246	14	crisis	crisis	NOUN
futech-377	246	15	periods	period	NOUN
futech-377	246	16	(	(	PUNCT
futech-377	246	17	0.87	0.87	NUM
futech-377	246	18	)	)	PUNCT
futech-377	246	19	,	,	PUNCT
futech-377	246	20	while	while	SCONJ
futech-377	246	21	actionfocused	actionfocused	ADJ
futech-377	246	22	messaging	messaging	NOUN
futech-377	246	23	performed	perform	VERB
futech-377	246	24	better	well	ADV
futech-377	246	25	in	in	ADP
futech-377	246	26	pre	pre	ADJ
futech-377	246	27	-	-	ADJ
futech-377	246	28	crisis	crisis	ADJ
futech-377	246	29	contexts	contexts	NOUN
futech-377	246	30	(	(	PUNCT
futech-377	246	31	0.82	0.82	NUM
futech-377	246	32	)	)	PUNCT
futech-377	246	33	.	.	PUNCT
futech-377	247	1	notably	notably	ADV
futech-377	247	2	,	,	PUNCT
futech-377	247	3	emotional	emotional	ADJ
futech-377	247	4	engagement	engagement	NOUN
futech-377	247	5	preceded	precede	VERB
futech-377	247	6	cognitive	cognitive	ADJ
futech-377	247	7	processing	processing	NOUN
futech-377	247	8	,	,	PUNCT
futech-377	247	9	with	with	ADP
futech-377	247	10	emotional	emotional	ADJ
futech-377	247	11	response	response	NOUN
futech-377	247	12	metrics	metric	NOUN
futech-377	247	13	peaking	peak	VERB
futech-377	247	14	1.3	1.3	NUM
futech-377	247	15	-	-	SYM
futech-377	247	16	2.1	2.1	NUM
futech-377	247	17	days	day	NOUN
futech-377	247	18	before	before	ADP
futech-377	247	19	informational	informational	ADJ
futech-377	247	20	comprehension	comprehension	NOUN
futech-377	247	21	.	.	PUNCT
futech-377	248	1	yue	yue	PROPN
futech-377	248	2	zhang	zhang	PROPN
futech-377	248	3	/future	/future	PROPN
futech-377	248	4	technology	technology	PROPN
futech-377	248	5	august	august	PROPN
futech-377	248	6	2025|	2025|	NUM
futech-377	248	7	volume	volume	NOUN
futech-377	248	8	04	04	NUM
futech-377	249	1	|	|	NOUN
futech-377	249	2	issue	issue	NOUN
futech-377	249	3	03	03	NUM
futech-377	250	1	|	|	ADV
futech-377	250	2	pages	page	VERB
futech-377	250	3	227	227	NUM
futech-377	250	4	-	-	SYM
futech-377	250	5	238	238	NUM
futech-377	250	6	235	235	NUM
futech-377	250	7	table	table	NOUN
futech-377	250	8	6	6	NUM
futech-377	250	9	.	.	PUNCT
futech-377	251	1	risk	risk	NOUN
futech-377	251	2	communication	communication	NOUN
futech-377	251	3	optimization	optimization	NOUN
futech-377	251	4	framework	framework	NOUN
futech-377	251	5	elements	element	NOUN
futech-377	251	6	and	and	CCONJ
futech-377	251	7	their	their	PRON
futech-377	251	8	effectiveness	effectiveness	NOUN
futech-377	251	9	framework	framework	NOUN
futech-377	251	10	element	element	NOUN
futech-377	251	11	pre	pre	ADJ
futech-377	251	12	-	-	ADJ
futech-377	251	13	crisis	crisis	ADJ
futech-377	251	14	acute	acute	NOUN
futech-377	251	15	crisis	crisis	NOUN
futech-377	251	16	postcrisis	postcrisis	NOUN
futech-377	251	17	mean	mean	VERB
futech-377	251	18	score	score	VERB
futech-377	251	19	sequential	sequential	ADJ
futech-377	251	20	structure	structure	NOUN
futech-377	251	21	0.72	0.72	NUM
futech-377	251	22	0.56	0.56	NUM
futech-377	251	23	0.65	0.65	NUM
futech-377	251	24	0.64	0.64	NUM
futech-377	251	25	problem	problem	NOUN
futech-377	251	26	-	-	PUNCT
futech-377	251	27	solution	solution	NOUN
futech-377	251	28	structure	structure	NOUN
futech-377	251	29	0.68	0.68	NUM
futech-377	251	30	0.83	0.83	NUM
futech-377	251	31	0.74	0.74	NUM
futech-377	251	32	0.75	0.75	NUM
futech-377	251	33	comparative	comparative	ADJ
futech-377	251	34	structure	structure	NOUN
futech-377	251	35	0.64	0.64	NUM
futech-377	251	36	0.51	0.51	NUM
futech-377	251	37	0.82	0.82	NUM
futech-377	251	38	0.66	0.66	NUM
futech-377	251	39	empathy	empathy	NOUN
futech-377	251	40	-	-	PUNCT
futech-377	251	41	focused	focus	VERB
futech-377	251	42	0.63	0.63	NUM
futech-377	251	43	0.87	0.87	NUM
futech-377	251	44	0.76	0.76	NUM
futech-377	251	45	0.75	0.75	NUM
futech-377	251	46	reassurancefocused	reassurancefocuse	VERB
futech-377	251	47	0.58	0.58	NUM
futech-377	251	48	0.75	0.75	NUM
futech-377	251	49	0.64	0.64	NUM
futech-377	251	50	0.66	0.66	NUM
futech-377	251	51	action	action	NOUN
futech-377	251	52	-	-	PUNCT
futech-377	251	53	focused	focus	VERB
futech-377	251	54	0.82	0.82	NUM
futech-377	251	55	0.69	0.69	NUM
futech-377	251	56	0.72	0.72	NUM
futech-377	251	57	0.74	0.74	NUM
futech-377	251	58	full	full	ADJ
futech-377	251	59	disclosure	disclosure	NOUN
futech-377	251	60	0.78	0.78	NUM
futech-377	251	61	0.91	0.91	NUM
futech-377	251	62	0.85	0.85	NUM
futech-377	251	63	0.85	0.85	NUM
futech-377	251	64	graduated	graduate	VERB
futech-377	251	65	disclosure	disclosure	NOUN
futech-377	251	66	0.71	0.71	NUM
futech-377	251	67	0.62	0.62	NUM
futech-377	251	68	0.68	0.68	NUM
futech-377	251	69	0.67	0.67	NUM
futech-377	251	70	contextualized	contextualized	ADJ
futech-377	251	71	disclosure	disclosure	NOUN
futech-377	251	72	0.86	0.86	NUM
futech-377	251	73	0.79	0.79	NUM
futech-377	251	74	0.91	0.91	NUM
futech-377	251	75	0.85	0.85	NUM
futech-377	251	76	information	information	NOUN
futech-377	251	77	transparency	transparency	NOUN
futech-377	251	78	emerged	emerge	VERB
futech-377	251	79	as	as	ADP
futech-377	251	80	the	the	DET
futech-377	251	81	most	most	ADV
futech-377	251	82	critical	critical	ADJ
futech-377	251	83	dimension	dimension	NOUN
futech-377	251	84	,	,	PUNCT
futech-377	251	85	with	with	ADP
futech-377	251	86	full	full	ADJ
futech-377	251	87	disclosure	disclosure	NOUN
futech-377	251	88	and	and	CCONJ
futech-377	251	89	contextualized	contextualized	ADJ
futech-377	251	90	disclosure	disclosure	NOUN
futech-377	251	91	approaches	approach	NOUN
futech-377	251	92	both	both	PRON
futech-377	251	93	scoring	score	VERB
futech-377	251	94	0.85	0.85	NUM
futech-377	251	95	.	.	PUNCT
futech-377	252	1	the	the	DET
futech-377	252	2	transparency	transparency	NOUN
futech-377	252	3	-	-	PUNCT
futech-377	252	4	trust	trust	NOUN
futech-377	252	5	relationship	relationship	NOUN
futech-377	252	6	showed	show	VERB
futech-377	252	7	a	a	DET
futech-377	252	8	non	non	ADJ
futech-377	252	9	-	-	ADJ
futech-377	252	10	linear	linear	ADJ
futech-377	252	11	pattern	pattern	NOUN
futech-377	252	12	with	with	ADP
futech-377	252	13	thresholds	threshold	NOUN
futech-377	252	14	at	at	ADP
futech-377	252	15	approximately	approximately	ADV
futech-377	252	16	62	62	NUM
futech-377	252	17	%	%	NOUN
futech-377	252	18	and	and	CCONJ
futech-377	252	19	87	87	NUM
futech-377	252	20	%	%	NOUN
futech-377	252	21	disclosure	disclosure	NOUN
futech-377	252	22	levels	level	NOUN
futech-377	252	23	,	,	PUNCT
futech-377	252	24	where	where	SCONJ
futech-377	252	25	incremental	incremental	ADJ
futech-377	252	26	transparency	transparency	NOUN
futech-377	252	27	below	below	ADP
futech-377	252	28	the	the	DET
futech-377	252	29	lower	low	ADJ
futech-377	252	30	threshold	threshold	NOUN
futech-377	252	31	yielded	yield	VERB
futech-377	252	32	minimal	minimal	ADJ
futech-377	252	33	benefits	benefit	NOUN
futech-377	252	34	,	,	PUNCT
futech-377	252	35	while	while	SCONJ
futech-377	252	36	disclosure	disclosure	NOUN
futech-377	252	37	above	above	ADP
futech-377	252	38	the	the	DET
futech-377	252	39	upper	upper	ADJ
futech-377	252	40	threshold	threshold	NOUN
futech-377	252	41	produced	produce	VERB
futech-377	252	42	diminishing	diminishing	NOUN
futech-377	252	43	returns	return	NOUN
futech-377	252	44	.	.	PUNCT
futech-377	253	1	cross	cross	ADJ
futech-377	253	2	-	-	ADJ
futech-377	253	3	crisis	crisis	NOUN
futech-377	253	4	analysis	analysis	NOUN
futech-377	253	5	revealed	reveal	VERB
futech-377	253	6	that	that	SCONJ
futech-377	253	7	while	while	SCONJ
futech-377	253	8	general	general	ADJ
futech-377	253	9	principles	principle	NOUN
futech-377	253	10	remain	remain	VERB
futech-377	253	11	consistent	consistent	ADJ
futech-377	253	12	,	,	PUNCT
futech-377	253	13	implementation	implementation	NOUN
futech-377	253	14	strategies	strategy	NOUN
futech-377	253	15	require	require	VERB
futech-377	253	16	adaptation	adaptation	NOUN
futech-377	253	17	to	to	ADP
futech-377	253	18	crisis	crisis	NOUN
futech-377	253	19	characteristics	characteristic	NOUN
futech-377	253	20	.	.	PUNCT
futech-377	254	1	technological	technological	ADJ
futech-377	254	2	crises	crisis	NOUN
futech-377	254	3	showed	show	VERB
futech-377	254	4	heightened	heightened	ADJ
futech-377	254	5	effectiveness	effectiveness	NOUN
futech-377	254	6	with	with	ADP
futech-377	254	7	problemsolution	problemsolution	NOUN
futech-377	254	8	narrative	narrative	NOUN
futech-377	254	9	structures	structure	NOUN
futech-377	254	10	(	(	PUNCT
futech-377	254	11	0.86	0.86	NUM
futech-377	254	12	)	)	PUNCT
futech-377	254	13	and	and	CCONJ
futech-377	254	14	contextualized	contextualized	ADJ
futech-377	254	15	disclosure	disclosure	NOUN
futech-377	254	16	approaches	approach	NOUN
futech-377	254	17	(	(	PUNCT
futech-377	254	18	0.89	0.89	NUM
futech-377	254	19	)	)	PUNCT
futech-377	254	20	,	,	PUNCT
futech-377	254	21	while	while	SCONJ
futech-377	254	22	natural	natural	ADJ
futech-377	254	23	disasters	disaster	NOUN
futech-377	254	24	responded	respond	VERB
futech-377	254	25	better	well	ADV
futech-377	254	26	to	to	ADP
futech-377	254	27	empathy	empathy	NOUN
futech-377	254	28	-	-	PUNCT
futech-377	254	29	focused	focus	VERB
futech-377	254	30	communication	communication	NOUN
futech-377	254	31	(	(	PUNCT
futech-377	254	32	0.90	0.90	NUM
futech-377	254	33	)	)	PUNCT
futech-377	254	34	with	with	ADP
futech-377	254	35	full	full	ADJ
futech-377	254	36	disclosure	disclosure	NOUN
futech-377	254	37	strategies	strategy	NOUN
futech-377	254	38	(	(	PUNCT
futech-377	254	39	0.93	0.93	NUM
futech-377	254	40	)	)	PUNCT
futech-377	254	41	.	.	PUNCT
futech-377	255	1	the	the	DET
futech-377	255	2	integration	integration	NOUN
futech-377	255	3	of	of	ADP
futech-377	255	4	narrative	narrative	NOUN
futech-377	255	5	structure	structure	NOUN
futech-377	255	6	,	,	PUNCT
futech-377	255	7	emotional	emotional	ADJ
futech-377	255	8	factors	factor	NOUN
futech-377	255	9	,	,	PUNCT
futech-377	255	10	and	and	CCONJ
futech-377	255	11	transparency	transparency	NOUN
futech-377	255	12	dimensions	dimension	NOUN
futech-377	255	13	yielded	yield	VERB
futech-377	255	14	three	three	NUM
futech-377	255	15	key	key	ADJ
futech-377	255	16	insights	insight	NOUN
futech-377	255	17	:	:	PUNCT
futech-377	255	18	narrative	narrative	NOUN
futech-377	255	19	clarity	clarity	NOUN
futech-377	255	20	consistently	consistently	ADV
futech-377	255	21	outperformed	outperform	VERB
futech-377	255	22	complexity	complexity	NOUN
futech-377	255	23	(	(	PUNCT
futech-377	255	24	23.7	23.7	NUM
futech-377	255	25	%	%	NOUN
futech-377	255	26	higher	high	ADJ
futech-377	255	27	effectiveness	effectiveness	NOUN
futech-377	255	28	)	)	PUNCT
futech-377	255	29	;	;	PUNCT
futech-377	255	30	emotional	emotional	ADJ
futech-377	255	31	congruence	congruence	NOUN
futech-377	255	32	emerged	emerge	VERB
futech-377	255	33	as	as	ADP
futech-377	255	34	a	a	DET
futech-377	255	35	stronger	strong	ADJ
futech-377	255	36	predictor	predictor	NOUN
futech-377	255	37	of	of	ADP
futech-377	255	38	message	message	NOUN
futech-377	255	39	acceptance	acceptance	NOUN
futech-377	255	40	than	than	ADP
futech-377	255	41	emotional	emotional	ADJ
futech-377	255	42	valence	valence	NOUN
futech-377	255	43	alone	alone	ADV
futech-377	255	44	;	;	PUNCT
futech-377	255	45	and	and	CCONJ
futech-377	255	46	perceived	perceive	VERB
futech-377	255	47	transparency	transparency	NOUN
futech-377	255	48	showed	show	VERB
futech-377	255	49	stronger	strong	ADJ
futech-377	255	50	correlation	correlation	NOUN
futech-377	255	51	with	with	ADP
futech-377	255	52	trust	trust	NOUN
futech-377	255	53	(	(	PUNCT
futech-377	255	54	r	r	NOUN
futech-377	255	55	=	=	SYM
futech-377	255	56	0.82	0.82	NUM
futech-377	255	57	)	)	PUNCT
futech-377	255	58	than	than	ADP
futech-377	255	59	actual	actual	ADJ
futech-377	255	60	transparency	transparency	NOUN
futech-377	255	61	measures	measure	NOUN
futech-377	255	62	(	(	PUNCT
futech-377	255	63	r	r	NOUN
futech-377	255	64	=	=	SYM
futech-377	255	65	0.68	0.68	NUM
futech-377	255	66	)	)	PUNCT
futech-377	255	67	.	.	PUNCT
futech-377	256	1	specific	specific	ADJ
futech-377	256	2	frame	frame	NOUN
futech-377	256	3	combinations	combination	NOUN
futech-377	256	4	maximized	maximize	VERB
futech-377	256	5	different	different	ADJ
futech-377	256	6	outcomes	outcome	NOUN
futech-377	256	7	:	:	PUNCT
futech-377	256	8	attribution	attribution	NOUN
futech-377	256	9	frames	frame	NOUN
futech-377	256	10	with	with	ADP
futech-377	256	11	action	action	NOUN
futech-377	256	12	-	-	PUNCT
futech-377	256	13	focused	focus	VERB
futech-377	256	14	content	content	NOUN
futech-377	256	15	yielded	yield	VERB
futech-377	256	16	the	the	DET
futech-377	256	17	highest	high	ADJ
futech-377	256	18	behavioral	behavioral	ADJ
futech-377	256	19	intention	intention	NOUN
futech-377	256	20	scores	score	NOUN
futech-377	256	21	(	(	PUNCT
futech-377	256	22	0.79	0.79	NUM
futech-377	256	23	)	)	PUNCT
futech-377	256	24	,	,	PUNCT
futech-377	256	25	while	while	SCONJ
futech-377	256	26	human	human	ADJ
futech-377	256	27	impact	impact	NOUN
futech-377	256	28	frames	frame	NOUN
futech-377	256	29	with	with	ADP
futech-377	256	30	empathy	empathy	NOUN
futech-377	256	31	-	-	PUNCT
futech-377	256	32	focused	focus	VERB
futech-377	256	33	content	content	NOUN
futech-377	256	34	generated	generate	VERB
futech-377	256	35	the	the	DET
futech-377	256	36	strongest	strong	ADJ
futech-377	256	37	emotional	emotional	ADJ
futech-377	256	38	engagement	engagement	NOUN
futech-377	256	39	(	(	PUNCT
futech-377	256	40	0.84	0.84	NUM
futech-377	256	41	)	)	PUNCT
futech-377	256	42	.	.	PUNCT
futech-377	257	1	4.5	4.5	NUM
futech-377	257	2	case	case	NOUN
futech-377	257	3	studies	study	NOUN
futech-377	257	4	to	to	PART
futech-377	257	5	validate	validate	VERB
futech-377	257	6	our	our	PRON
futech-377	257	7	theoretical	theoretical	ADJ
futech-377	257	8	framework	framework	NOUN
futech-377	257	9	,	,	PUNCT
futech-377	257	10	we	we	PRON
futech-377	257	11	analyzed	analyze	VERB
futech-377	257	12	three	three	NUM
futech-377	257	13	distinct	distinct	ADJ
futech-377	257	14	crisis	crisis	NOUN
futech-377	257	15	events	event	NOUN
futech-377	257	16	:	:	PUNCT
futech-377	257	17	a	a	DET
futech-377	257	18	technological	technological	ADJ
futech-377	257	19	failure	failure	NOUN
futech-377	257	20	(	(	PUNCT
futech-377	257	21	case	case	NOUN
futech-377	257	22	a	a	X
futech-377	257	23	)	)	PUNCT
futech-377	257	24	,	,	PUNCT
futech-377	257	25	a	a	DET
futech-377	257	26	public	public	ADJ
futech-377	257	27	health	health	NOUN
futech-377	257	28	emergency	emergency	NOUN
futech-377	257	29	(	(	PUNCT
futech-377	257	30	case	case	NOUN
futech-377	257	31	b	b	X
futech-377	257	32	)	)	PUNCT
futech-377	257	33	,	,	PUNCT
futech-377	257	34	and	and	CCONJ
futech-377	257	35	an	an	DET
futech-377	257	36	environmental	environmental	ADJ
futech-377	257	37	disaster	disaster	NOUN
futech-377	257	38	(	(	PUNCT
futech-377	257	39	case	case	NOUN
futech-377	257	40	c	c	NOUN
futech-377	257	41	)	)	PUNCT
futech-377	257	42	.	.	PUNCT
futech-377	258	1	each	each	DET
futech-377	258	2	case	case	NOUN
futech-377	258	3	reveals	reveal	VERB
futech-377	258	4	unique	unique	ADJ
futech-377	258	5	framing	framing	NOUN
futech-377	258	6	patterns	pattern	NOUN
futech-377	258	7	while	while	SCONJ
futech-377	258	8	demonstrating	demonstrate	VERB
futech-377	258	9	common	common	ADJ
futech-377	258	10	principles	principle	NOUN
futech-377	258	11	of	of	ADP
futech-377	258	12	effective	effective	ADJ
futech-377	258	13	crisis	crisis	NOUN
futech-377	258	14	communication	communication	NOUN
futech-377	258	15	(	(	PUNCT
futech-377	258	16	table	table	NOUN
futech-377	258	17	7	7	NUM
futech-377	258	18	)	)	PUNCT
futech-377	258	19	.	.	PUNCT
futech-377	259	1	the	the	DET
futech-377	259	2	tech	tech	NOUN
futech-377	259	3	failure	failure	NOUN
futech-377	259	4	case	case	NOUN
futech-377	259	5	exhibited	exhibit	VERB
futech-377	259	6	rapid	rapid	ADJ
futech-377	259	7	frame	frame	NOUN
futech-377	259	8	evolution	evolution	NOUN
futech-377	259	9	,	,	PUNCT
futech-377	259	10	transitioning	transition	VERB
futech-377	259	11	from	from	ADP
futech-377	259	12	attribution	attribution	NOUN
futech-377	259	13	frames	frame	NOUN
futech-377	259	14	(	(	PUNCT
futech-377	259	15	46	46	NUM
futech-377	259	16	%	%	NOUN
futech-377	259	17	)	)	PUNCT
futech-377	259	18	to	to	ADP
futech-377	259	19	economic	economic	ADJ
futech-377	259	20	consequence	consequence	NOUN
futech-377	259	21	frames	frame	NOUN
futech-377	259	22	(	(	PUNCT
futech-377	259	23	37	37	NUM
futech-377	259	24	%	%	NOUN
futech-377	259	25	)	)	PUNCT
futech-377	259	26	.	.	PUNCT
futech-377	260	1	this	this	DET
futech-377	260	2	case	case	NOUN
futech-377	260	3	showed	show	VERB
futech-377	260	4	the	the	DET
futech-377	260	5	highest	high	ADJ
futech-377	260	6	frame	frame	NOUN
futech-377	260	7	evolution	evolution	NOUN
futech-377	260	8	rate	rate	NOUN
futech-377	260	9	(	(	PUNCT
futech-377	260	10	0.21	0.21	NUM
futech-377	260	11	frames	frame	NOUN
futech-377	260	12	/	/	SYM
futech-377	260	13	day	day	NOUN
futech-377	260	14	)	)	PUNCT
futech-377	260	15	and	and	CCONJ
futech-377	260	16	shortest	short	ADJ
futech-377	260	17	trust	trust	NOUN
futech-377	260	18	recovery	recovery	NOUN
futech-377	260	19	timeline	timeline	NOUN
futech-377	260	20	(	(	PUNCT
futech-377	260	21	28	28	NUM
futech-377	260	22	days	day	NOUN
futech-377	260	23	)	)	PUNCT
futech-377	260	24	.	.	PUNCT
futech-377	261	1	as	as	SCONJ
futech-377	261	2	shown	show	VERB
futech-377	261	3	in	in	ADP
futech-377	261	4	figure	figure	NOUN
futech-377	261	5	7(a	7(a	NUM
futech-377	261	6	)	)	PUNCT
futech-377	261	7	,	,	PUNCT
futech-377	261	8	problem	problem	NOUN
futech-377	261	9	-	-	PUNCT
futech-377	261	10	solution	solution	NOUN
futech-377	261	11	narrative	narrative	NOUN
futech-377	261	12	structures	structure	NOUN
futech-377	261	13	demonstrated	demonstrate	VERB
futech-377	261	14	superior	superior	ADJ
futech-377	261	15	performance	performance	NOUN
futech-377	261	16	(	(	PUNCT
futech-377	261	17	effectiveness	effectiveness	NOUN
futech-377	261	18	score	score	NOUN
futech-377	261	19	0.87	0.87	NUM
futech-377	261	20	)	)	PUNCT
futech-377	261	21	for	for	ADP
futech-377	261	22	this	this	DET
futech-377	261	23	crisis	crisis	NOUN
futech-377	261	24	type	type	NOUN
futech-377	261	25	.	.	PUNCT
futech-377	262	1	(	(	PUNCT
futech-377	262	2	a)optimization	a)optimization	NOUN
futech-377	262	3	framework	framework	NOUN
futech-377	262	4	effectiveness	effectiveness	NOUN
futech-377	262	5	(	(	PUNCT
futech-377	262	6	b	b	NOUN
futech-377	262	7	)	)	PUNCT
futech-377	262	8	emotional	emotional	ADJ
futech-377	262	9	vs	vs	ADP
futech-377	262	10	cognitive	cognitive	ADJ
futech-377	262	11	response	response	NOUN
futech-377	262	12	timeline	timeline	NOUN
futech-377	262	13	(	(	PUNCT
futech-377	262	14	c	c	NOUN
futech-377	262	15	)	)	PUNCT
futech-377	262	16	transparency	transparency	NOUN
futech-377	262	17	-	-	PUNCT
futech-377	262	18	trust	trust	NOUN
futech-377	262	19	relationship	relationship	NOUN
futech-377	262	20	figure	figure	NOUN
futech-377	262	21	6	6	NUM
futech-377	262	22	.	.	PUNCT
futech-377	263	1	risk	risk	NOUN
futech-377	263	2	communication	communication	NOUN
futech-377	263	3	optimization	optimization	NOUN
futech-377	263	4	framework	framework	NOUN
futech-377	263	5	analysis	analysis	NOUN
futech-377	263	6	yue	yue	PROPN
futech-377	263	7	zhang	zhang	PROPN
futech-377	263	8	/future	/future	PROPN
futech-377	263	9	technology	technology	PROPN
futech-377	263	10	august	august	PROPN
futech-377	263	11	2025|	2025|	NUM
futech-377	264	1	volume	volume	NOUN
futech-377	264	2	04	04	NUM
futech-377	265	1	|	|	NOUN
futech-377	265	2	issue	issue	NOUN
futech-377	265	3	03	03	NUM
futech-377	266	1	|	|	ADV
futech-377	266	2	pages	page	VERB
futech-377	266	3	227	227	NUM
futech-377	266	4	-	-	SYM
futech-377	266	5	238	238	NUM
futech-377	266	6	236	236	NUM
futech-377	266	7	table	table	NOUN
futech-377	266	8	7	7	NUM
futech-377	266	9	.	.	PUNCT
futech-377	266	10	comparative	comparative	ADJ
futech-377	266	11	analysis	analysis	NOUN
futech-377	266	12	of	of	ADP
futech-377	266	13	crisis	crisis	NOUN
futech-377	266	14	case	case	NOUN
futech-377	266	15	studies	study	NOUN
futech-377	266	16	feature	feature	VERB
futech-377	266	17	case	case	NOUN
futech-377	266	18	a	a	DET
futech-377	266	19	:	:	PUNCT
futech-377	266	20	tech	tech	ADJ
futech-377	266	21	failure	failure	NOUN
futech-377	266	22	case	case	NOUN
futech-377	266	23	b	b	NOUN
futech-377	266	24	:	:	PUNCT
futech-377	266	25	public	public	ADJ
futech-377	266	26	health	health	NOUN
futech-377	266	27	case	case	NOUN
futech-377	266	28	c	c	X
futech-377	266	29	:	:	PUNCT
futech-377	266	30	environment	environment	NOUN
futech-377	266	31	duration	duration	NOUN
futech-377	266	32	47	47	NUM
futech-377	266	33	days	day	NOUN
futech-377	266	34	104	104	NUM
futech-377	266	35	days	day	NOUN
futech-377	266	36	86	86	NUM
futech-377	266	37	days	day	NOUN
futech-377	266	38	media	medium	NOUN
futech-377	266	39	items	item	NOUN
futech-377	266	40	analyzed	analyze	VERB
futech-377	266	41	3,286	3,286	NUM
futech-377	266	42	4,215	4,215	NUM
futech-377	266	43	2,971	2,971	NUM
futech-377	266	44	dominant	dominant	ADJ
futech-377	266	45	initial	initial	ADJ
futech-377	266	46	frame	frame	NOUN
futech-377	266	47	attribution	attribution	NOUN
futech-377	266	48	(	(	PUNCT
futech-377	266	49	46	46	NUM
futech-377	266	50	%	%	NOUN
futech-377	266	51	)	)	PUNCT
futech-377	266	52	human	human	ADJ
futech-377	266	53	impact	impact	NOUN
futech-377	266	54	(	(	PUNCT
futech-377	266	55	41	41	NUM
futech-377	266	56	%	%	NOUN
futech-377	266	57	)	)	PUNCT
futech-377	266	58	conflict	conflict	NOUN
futech-377	266	59	(	(	PUNCT
futech-377	266	60	38	38	NUM
futech-377	266	61	%	%	NOUN
futech-377	266	62	)	)	PUNCT
futech-377	266	63	dominant	dominant	ADJ
futech-377	266	64	late	late	ADJ
futech-377	266	65	frame	frame	NOUN
futech-377	266	66	economic	economic	ADJ
futech-377	266	67	(	(	PUNCT
futech-377	266	68	37	37	NUM
futech-377	266	69	%	%	NOUN
futech-377	266	70	)	)	PUNCT
futech-377	266	71	scientific	scientific	ADJ
futech-377	266	72	(	(	PUNCT
futech-377	266	73	44	44	NUM
futech-377	266	74	%	%	NOUN
futech-377	266	75	)	)	PUNCT
futech-377	266	76	morality	morality	NOUN
futech-377	266	77	(	(	PUNCT
futech-377	266	78	35	35	NUM
futech-377	266	79	%	%	NOUN
futech-377	266	80	)	)	PUNCT
futech-377	266	81	frame	frame	NOUN
futech-377	266	82	evolution	evolution	NOUN
futech-377	266	83	rate	rate	NOUN
futech-377	266	84	0.21	0.21	NUM
futech-377	266	85	frames	frame	NOUN
futech-377	266	86	/	/	SYM
futech-377	266	87	day	day	NOUN
futech-377	266	88	0.14	0.14	NUM
futech-377	266	89	frames	frame	NOUN
futech-377	266	90	/	/	SYM
futech-377	266	91	day	day	NOUN
futech-377	266	92	0.17	0.17	NUM
futech-377	266	93	frames	frame	NOUN
futech-377	266	94	/	/	SYM
futech-377	266	95	day	day	NOUN
futech-377	266	96	optimal	optimal	ADJ
futech-377	266	97	narrative	narrative	NOUN
futech-377	266	98	structure	structure	NOUN
futech-377	266	99	problemsolution	problemsolution	NOUN
futech-377	266	100	sequential	sequential	ADJ
futech-377	266	101	comparative	comparative	ADJ
futech-377	266	102	trust	trust	NOUN
futech-377	266	103	recovery	recovery	NOUN
futech-377	266	104	timeline	timeline	NOUN
futech-377	266	105	28	28	NUM
futech-377	266	106	days	day	NOUN
futech-377	266	107	73	73	NUM
futech-377	266	108	days	day	NOUN
futech-377	266	109	52	52	NUM
futech-377	266	110	days	day	NOUN
futech-377	266	111	the	the	DET
futech-377	266	112	public	public	ADJ
futech-377	266	113	health	health	NOUN
futech-377	266	114	emergency	emergency	NOUN
futech-377	266	115	revealed	reveal	VERB
futech-377	266	116	slower	slow	ADJ
futech-377	266	117	dynamics	dynamic	NOUN
futech-377	266	118	,	,	PUNCT
futech-377	266	119	with	with	ADP
futech-377	266	120	human	human	ADJ
futech-377	266	121	impact	impact	NOUN
futech-377	266	122	frames	frame	NOUN
futech-377	266	123	(	(	PUNCT
futech-377	266	124	41	41	NUM
futech-377	266	125	%	%	NOUN
futech-377	266	126	)	)	PUNCT
futech-377	266	127	gradually	gradually	ADV
futech-377	266	128	yielding	yield	VERB
futech-377	266	129	to	to	ADP
futech-377	266	130	scientific	scientific	ADJ
futech-377	266	131	frames	frame	NOUN
futech-377	266	132	(	(	PUNCT
futech-377	266	133	44	44	NUM
futech-377	266	134	%	%	NOUN
futech-377	266	135	)	)	PUNCT
futech-377	266	136	.	.	PUNCT
futech-377	267	1	this	this	DET
futech-377	267	2	case	case	NOUN
futech-377	267	3	had	have	VERB
futech-377	267	4	the	the	DET
futech-377	267	5	slowest	slow	ADJ
futech-377	267	6	frame	frame	NOUN
futech-377	267	7	evolution	evolution	NOUN
futech-377	267	8	(	(	PUNCT
futech-377	267	9	0.14	0.14	NUM
futech-377	267	10	frames	frame	NOUN
futech-377	267	11	/	/	SYM
futech-377	267	12	day	day	NOUN
futech-377	267	13	)	)	PUNCT
futech-377	267	14	and	and	CCONJ
futech-377	267	15	longest	long	ADJ
futech-377	267	16	timeline	timeline	NOUN
futech-377	267	17	(	(	PUNCT
futech-377	267	18	104	104	NUM
futech-377	267	19	days	day	NOUN
futech-377	267	20	)	)	PUNCT
futech-377	267	21	.	.	PUNCT
futech-377	268	1	sequential	sequential	ADJ
futech-377	268	2	narrative	narrative	NOUN
futech-377	268	3	structures	structure	NOUN
futech-377	268	4	proved	prove	VERB
futech-377	268	5	most	most	ADV
futech-377	268	6	effective	effective	ADJ
futech-377	268	7	in	in	ADP
futech-377	268	8	this	this	DET
futech-377	268	9	context	context	NOUN
futech-377	268	10	(	(	PUNCT
futech-377	268	11	0.82	0.82	NUM
futech-377	268	12	)	)	PUNCT
futech-377	268	13	,	,	PUNCT
futech-377	268	14	particularly	particularly	ADV
futech-377	268	15	when	when	SCONJ
futech-377	268	16	combined	combine	VERB
futech-377	268	17	with	with	ADP
futech-377	268	18	graduated	graduate	VERB
futech-377	268	19	transparency	transparency	NOUN
futech-377	268	20	.	.	PUNCT
futech-377	269	1	the	the	DET
futech-377	269	2	environmental	environmental	ADJ
futech-377	269	3	disaster	disaster	NOUN
futech-377	269	4	showed	show	VERB
futech-377	269	5	initial	initial	ADJ
futech-377	269	6	conflict	conflict	NOUN
futech-377	269	7	frames	frame	NOUN
futech-377	269	8	(	(	PUNCT
futech-377	269	9	38	38	NUM
futech-377	269	10	%	%	NOUN
futech-377	269	11	)	)	PUNCT
futech-377	269	12	transitioning	transition	VERB
futech-377	269	13	to	to	ADP
futech-377	269	14	morality	morality	NOUN
futech-377	269	15	frames	frame	NOUN
futech-377	269	16	(	(	PUNCT
futech-377	269	17	35	35	NUM
futech-377	269	18	%	%	NOUN
futech-377	269	19	)	)	PUNCT
futech-377	269	20	.	.	PUNCT
futech-377	270	1	the	the	DET
futech-377	270	2	transparency	transparency	NOUN
futech-377	270	3	-	-	PUNCT
futech-377	270	4	trust	trust	NOUN
futech-377	270	5	relationship	relationship	NOUN
futech-377	270	6	exhibited	exhibit	VERB
futech-377	270	7	pronounced	pronounce	VERB
futech-377	270	8	threshold	threshold	NOUN
futech-377	270	9	effects	effect	NOUN
futech-377	270	10	,	,	PUNCT
futech-377	270	11	as	as	SCONJ
futech-377	270	12	illustrated	illustrate	VERB
futech-377	270	13	in	in	ADP
futech-377	270	14	figure	figure	NOUN
futech-377	270	15	7(b	7(b	NOUN
futech-377	270	16	)	)	PUNCT
futech-377	270	17	,	,	PUNCT
futech-377	270	18	with	with	ADP
futech-377	270	19	minimal	minimal	ADJ
futech-377	270	20	improvements	improvement	NOUN
futech-377	270	21	below	below	ADP
futech-377	270	22	58	58	NUM
futech-377	270	23	%	%	NOUN
futech-377	270	24	transparency	transparency	NOUN
futech-377	270	25	and	and	CCONJ
futech-377	270	26	significant	significant	ADJ
futech-377	270	27	gains	gain	NOUN
futech-377	270	28	between	between	ADP
futech-377	270	29	58	58	NUM
futech-377	270	30	-	-	SYM
futech-377	270	31	85	85	NUM
futech-377	270	32	%	%	NOUN
futech-377	270	33	.	.	PUNCT
futech-377	271	1	comparative	comparative	ADJ
futech-377	271	2	narrative	narrative	NOUN
futech-377	271	3	structures	structure	NOUN
futech-377	271	4	demonstrated	demonstrate	VERB
futech-377	271	5	superior	superior	ADJ
futech-377	271	6	effectiveness	effectiveness	NOUN
futech-377	271	7	(	(	PUNCT
futech-377	271	8	0.79	0.79	NUM
futech-377	271	9	)	)	PUNCT
futech-377	271	10	for	for	ADP
futech-377	271	11	this	this	DET
futech-377	271	12	case	case	NOUN
futech-377	271	13	type	type	NOUN
futech-377	271	14	.	.	PUNCT
futech-377	272	1	figure	figure	NOUN
futech-377	272	2	7(c	7(c	NUM
futech-377	272	3	)	)	PUNCT
futech-377	272	4	reveals	reveal	VERB
futech-377	272	5	systematic	systematic	ADJ
futech-377	272	6	frame	frame	NOUN
futech-377	272	7	transitions	transition	NOUN
futech-377	272	8	across	across	ADP
futech-377	272	9	all	all	DET
futech-377	272	10	cases	case	NOUN
futech-377	272	11	,	,	PUNCT
futech-377	272	12	from	from	ADP
futech-377	272	13	initial	initial	ADJ
futech-377	272	14	causal	causal	NOUN
futech-377	272	15	/	/	SYM
futech-377	272	16	impact	impact	NOUN
futech-377	272	17	frames	frame	NOUN
futech-377	272	18	toward	toward	ADP
futech-377	272	19	consequence	consequence	NOUN
futech-377	272	20	/	/	SYM
futech-377	272	21	resolution	resolution	NOUN
futech-377	272	22	frames	frame	NOUN
futech-377	272	23	,	,	PUNCT
futech-377	272	24	though	though	SCONJ
futech-377	272	25	with	with	ADP
futech-377	272	26	varying	vary	VERB
futech-377	272	27	rates	rate	NOUN
futech-377	272	28	.	.	PUNCT
futech-377	273	1	the	the	DET
futech-377	273	2	tech	tech	NOUN
futech-377	273	3	failure	failure	NOUN
futech-377	273	4	demonstrated	demonstrate	VERB
futech-377	273	5	the	the	DET
futech-377	273	6	most	most	ADV
futech-377	273	7	rapid	rapid	ADJ
futech-377	273	8	evolution	evolution	NOUN
futech-377	273	9	,	,	PUNCT
futech-377	273	10	with	with	ADP
futech-377	273	11	attribution	attribution	NOUN
futech-377	273	12	frames	frame	NOUN
futech-377	273	13	declining	decline	VERB
futech-377	273	14	from	from	ADP
futech-377	273	15	46	46	NUM
futech-377	273	16	%	%	NOUN
futech-377	273	17	to	to	PART
futech-377	273	18	11	11	NUM
futech-377	273	19	%	%	NOUN
futech-377	273	20	over	over	ADP
futech-377	273	21	45	45	NUM
futech-377	273	22	days	day	NOUN
futech-377	273	23	,	,	PUNCT
futech-377	273	24	while	while	SCONJ
futech-377	273	25	economic	economic	ADJ
futech-377	273	26	frames	frame	NOUN
futech-377	273	27	increased	increase	VERB
futech-377	273	28	from	from	ADP
futech-377	273	29	12	12	NUM
futech-377	273	30	%	%	NOUN
futech-377	273	31	to	to	ADP
futech-377	273	32	37	37	NUM
futech-377	273	33	%	%	NOUN
futech-377	273	34	.	.	PUNCT
futech-377	274	1	the	the	DET
futech-377	274	2	health	health	NOUN
futech-377	274	3	emergency	emergency	NOUN
futech-377	274	4	showed	show	VERB
futech-377	274	5	more	more	ADV
futech-377	274	6	gradual	gradual	ADJ
futech-377	274	7	transitions	transition	NOUN
futech-377	274	8	,	,	PUNCT
futech-377	274	9	with	with	ADP
futech-377	274	10	human	human	ADJ
futech-377	274	11	impact	impact	NOUN
futech-377	274	12	frames	frame	NOUN
futech-377	274	13	declining	decline	VERB
futech-377	274	14	from	from	ADP
futech-377	274	15	41	41	NUM
futech-377	274	16	%	%	NOUN
futech-377	274	17	to	to	PART
futech-377	274	18	22	22	NUM
futech-377	274	19	%	%	NOUN
futech-377	274	20	while	while	SCONJ
futech-377	274	21	scientific	scientific	ADJ
futech-377	274	22	frames	frame	NOUN
futech-377	274	23	increased	increase	VERB
futech-377	274	24	from	from	ADP
futech-377	274	25	15	15	NUM
futech-377	274	26	%	%	NOUN
futech-377	274	27	to	to	PART
futech-377	274	28	44	44	NUM
futech-377	274	29	%	%	NOUN
futech-377	274	30	.	.	PUNCT
futech-377	275	1	these	these	DET
futech-377	275	2	cases	case	NOUN
futech-377	275	3	validate	validate	VERB
futech-377	275	4	three	three	NUM
futech-377	275	5	key	key	ADJ
futech-377	275	6	principles	principle	NOUN
futech-377	275	7	:	:	PUNCT
futech-377	275	8	(	(	PUNCT
futech-377	275	9	1	1	X
futech-377	275	10	)	)	PUNCT
futech-377	275	11	effective	effective	ADJ
futech-377	275	12	crisis	crisis	NOUN
futech-377	275	13	communication	communication	NOUN
futech-377	275	14	requires	require	VERB
futech-377	275	15	dynamic	dynamic	ADJ
futech-377	275	16	frame	frame	NOUN
futech-377	275	17	adaptation	adaptation	NOUN
futech-377	275	18	rather	rather	ADV
futech-377	275	19	than	than	ADP
futech-377	275	20	static	static	ADJ
futech-377	275	21	messaging	messaging	NOUN
futech-377	275	22	;	;	PUNCT
futech-377	275	23	(	(	PUNCT
futech-377	275	24	2	2	X
futech-377	275	25	)	)	PUNCT
futech-377	275	26	optimal	optimal	ADJ
futech-377	275	27	narrative	narrative	NOUN
futech-377	275	28	structures	structure	NOUN
futech-377	275	29	vary	vary	VERB
futech-377	275	30	by	by	ADP
futech-377	275	31	crisis	crisis	NOUN
futech-377	275	32	type	type	NOUN
futech-377	275	33	;	;	PUNCT
futech-377	275	34	and	and	CCONJ
futech-377	275	35	(	(	PUNCT
futech-377	275	36	3	3	X
futech-377	275	37	)	)	PUNCT
futech-377	275	38	transparency	transparency	NOUN
futech-377	275	39	-	-	PUNCT
futech-377	275	40	trust	trust	NOUN
futech-377	275	41	relationships	relationship	NOUN
futech-377	275	42	exhibit	exhibit	VERB
futech-377	275	43	threshold	threshold	NOUN
futech-377	275	44	effects	effect	NOUN
futech-377	275	45	.	.	PUNCT
futech-377	276	1	the	the	DET
futech-377	276	2	analyses	analysis	NOUN
futech-377	276	3	further	far	ADV
futech-377	276	4	revealed	reveal	VERB
futech-377	276	5	that	that	SCONJ
futech-377	276	6	temporal	temporal	ADJ
futech-377	276	7	alignment	alignment	NOUN
futech-377	276	8	between	between	ADP
futech-377	276	9	communication	communication	NOUN
futech-377	276	10	strategies	strategy	NOUN
futech-377	276	11	and	and	CCONJ
futech-377	276	12	evolving	evolve	VERB
futech-377	276	13	public	public	ADJ
futech-377	276	14	information	information	NOUN
futech-377	276	15	needs	need	NOUN
futech-377	276	16	represents	represent	VERB
futech-377	276	17	a	a	DET
futech-377	276	18	critical	critical	ADJ
futech-377	276	19	success	success	NOUN
futech-377	276	20	factor	factor	NOUN
futech-377	276	21	.	.	PUNCT
futech-377	277	1	in	in	ADP
futech-377	277	2	case	case	NOUN
futech-377	277	3	a	a	DET
futech-377	277	4	,	,	PUNCT
futech-377	277	5	rapid	rapid	ADJ
futech-377	277	6	transparency	transparency	NOUN
futech-377	277	7	during	during	ADP
futech-377	277	8	the	the	DET
futech-377	277	9	early	early	ADJ
futech-377	277	10	phases	phase	NOUN
futech-377	277	11	effectively	effectively	ADV
futech-377	277	12	managed	manage	VERB
futech-377	277	13	public	public	ADJ
futech-377	277	14	concern	concern	NOUN
futech-377	277	15	,	,	PUNCT
futech-377	277	16	while	while	SCONJ
futech-377	277	17	in	in	ADP
futech-377	277	18	case	case	NOUN
futech-377	277	19	b	b	NOUN
futech-377	277	20	,	,	PUNCT
futech-377	277	21	the	the	DET
futech-377	277	22	gradual	gradual	ADJ
futech-377	277	23	increase	increase	NOUN
futech-377	277	24	in	in	ADP
futech-377	277	25	scientific	scientific	ADJ
futech-377	277	26	framing	framing	NOUN
futech-377	277	27	corresponded	correspond	VERB
futech-377	277	28	with	with	ADP
futech-377	277	29	the	the	DET
futech-377	277	30	public	public	NOUN
futech-377	277	31	's	's	PART
futech-377	277	32	demand	demand	NOUN
futech-377	277	33	for	for	ADP
futech-377	277	34	a	a	DET
futech-377	277	35	deeper	deep	ADJ
futech-377	277	36	understanding	understanding	NOUN
futech-377	277	37	as	as	SCONJ
futech-377	277	38	the	the	DET
futech-377	277	39	crisis	crisis	NOUN
futech-377	277	40	persisted	persist	VERB
futech-377	277	41	.	.	PUNCT
futech-377	278	1	5	5	X
futech-377	278	2	.	.	X
futech-377	278	3	discussion	discussion	NOUN
futech-377	278	4	these	these	DET
futech-377	278	5	study	study	NOUN
futech-377	278	6	findings	finding	NOUN
futech-377	278	7	enhance	enhance	VERB
futech-377	278	8	understanding	understanding	NOUN
futech-377	278	9	of	of	ADP
futech-377	278	10	the	the	DET
futech-377	278	11	role	role	NOUN
futech-377	278	12	of	of	ADP
futech-377	278	13	media	medium	NOUN
futech-377	278	14	framing	frame	VERB
futech-377	278	15	in	in	ADP
futech-377	278	16	times	time	NOUN
futech-377	278	17	of	of	ADP
futech-377	278	18	crisis	crisis	NOUN
futech-377	278	19	while	while	SCONJ
futech-377	278	20	providing	provide	VERB
futech-377	278	21	a	a	DET
futech-377	278	22	more	more	ADV
futech-377	278	23	solid	solid	ADJ
futech-377	278	24	empirical	empirical	ADJ
futech-377	278	25	foundation	foundation	NOUN
futech-377	278	26	for	for	ADP
futech-377	278	27	risk	risk	NOUN
futech-377	278	28	communication	communication	NOUN
futech-377	278	29	strategies	strategy	NOUN
futech-377	278	30	.	.	PUNCT
futech-377	279	1	the	the	DET
futech-377	279	2	deep	deep	ADJ
futech-377	279	3	learning	learning	NOUN
futech-377	279	4	method	method	NOUN
futech-377	279	5	developed	develop	VERB
futech-377	279	6	here	here	ADV
futech-377	279	7	demonstrates	demonstrate	VERB
futech-377	279	8	an	an	DET
futech-377	279	9	unprecedented	unprecedented	ADJ
futech-377	279	10	ability	ability	NOUN
futech-377	279	11	to	to	PART
futech-377	279	12	identify	identify	VERB
futech-377	279	13	subtle	subtle	ADJ
futech-377	279	14	framing	frame	VERB
futech-377	279	15	patterns	pattern	NOUN
futech-377	279	16	and	and	CCONJ
futech-377	279	17	reveal	reveal	VERB
futech-377	279	18	systematic	systematic	ADJ
futech-377	279	19	,	,	PUNCT
futech-377	279	20	evolutionary	evolutionary	ADJ
futech-377	279	21	patterns	pattern	NOUN
futech-377	279	22	in	in	ADP
futech-377	279	23	framing	frame	VERB
futech-377	279	24	that	that	SCONJ
futech-377	279	25	traditional	traditional	ADJ
futech-377	279	26	methods	method	NOUN
futech-377	279	27	can	can	AUX
futech-377	279	28	not	not	PART
futech-377	279	29	uncover	uncover	VERB
futech-377	279	30	.	.	PUNCT
futech-377	280	1	the	the	DET
futech-377	280	2	discovery	discovery	NOUN
futech-377	280	3	of	of	ADP
futech-377	280	4	distinct	distinct	ADJ
futech-377	280	5	transparency	transparency	NOUN
futech-377	280	6	-	-	PUNCT
futech-377	280	7	trust	trust	NOUN
futech-377	280	8	relationship	relationship	NOUN
futech-377	280	9	thresholds	threshold	NOUN
futech-377	280	10	challenges	challenge	VERB
futech-377	280	11	linear	linear	ADJ
futech-377	280	12	dynamics	dynamic	NOUN
futech-377	280	13	of	of	ADP
futech-377	280	14	crisis	crisis	NOUN
futech-377	280	15	communication	communication	NOUN
futech-377	280	16	theory	theory	NOUN
futech-377	280	17	,	,	PUNCT
futech-377	280	18	arguing	argue	VERB
futech-377	280	19	instead	instead	ADV
futech-377	280	20	for	for	ADP
futech-377	280	21	strategically	strategically	ADV
futech-377	280	22	timed	time	VERB
futech-377	280	23	,	,	PUNCT
futech-377	280	24	audience	audience	NOUN
futech-377	280	25	-	-	PUNCT
futech-377	280	26	tailored	tailor	VERB
futech-377	280	27	information	information	NOUN
futech-377	280	28	control	control	NOUN
futech-377	280	29	to	to	PART
futech-377	280	30	optimise	optimise	VERB
futech-377	280	31	efficacy	efficacy	NOUN
futech-377	280	32	.	.	PUNCT
futech-377	281	1	(	(	PUNCT
futech-377	281	2	a	a	X
futech-377	281	3	)	)	PUNCT
futech-377	281	4	communication	communication	NOUN
futech-377	281	5	strategy	strategy	NOUN
futech-377	281	6	effectiveness	effectiveness	NOUN
futech-377	281	7	(	(	PUNCT
futech-377	281	8	b)case	b)case	NOUN
futech-377	281	9	c	c	NOUN
futech-377	281	10	:	:	PUNCT
futech-377	281	11	transparency	transparency	NOUN
futech-377	281	12	-	-	PUNCT
futech-377	281	13	trust	trust	NOUN
futech-377	281	14	relationship	relationship	NOUN
futech-377	281	15	(	(	PUNCT
futech-377	281	16	c	c	NOUN
futech-377	281	17	)	)	PUNCT
futech-377	281	18	dominant	dominant	ADJ
futech-377	281	19	frame	frame	NOUN
futech-377	281	20	evolution	evolution	NOUN
futech-377	281	21	figure	figure	NOUN
futech-377	281	22	7	7	NUM
futech-377	281	23	.	.	PUNCT
futech-377	281	24	case	case	NOUN
futech-377	281	25	study	study	NOUN
futech-377	281	26	analysis	analysis	NOUN
futech-377	281	27	of	of	ADP
futech-377	281	28	crisis	crisis	NOUN
futech-377	281	29	communication	communication	NOUN
futech-377	281	30	dynamics	dynamic	NOUN
futech-377	281	31	yue	yue	PROPN
futech-377	281	32	zhang	zhang	PROPN
futech-377	281	33	/future	/future	PROPN
futech-377	281	34	technology	technology	PROPN
futech-377	281	35	august	august	PROPN
futech-377	281	36	2025|	2025|	NUM
futech-377	281	37	volume	volume	NOUN
futech-377	281	38	04	04	NUM
futech-377	282	1	|	|	NOUN
futech-377	282	2	issue	issue	NOUN
futech-377	282	3	03	03	NUM
futech-377	283	1	|	|	ADV
futech-377	283	2	pages	page	VERB
futech-377	283	3	227	227	NUM
futech-377	283	4	-	-	SYM
futech-377	283	5	238	238	NUM
futech-377	283	6	237	237	NUM
futech-377	283	7	this	this	DET
futech-377	283	8	research	research	NOUN
futech-377	283	9	extends	extend	VERB
futech-377	283	10	media	medium	NOUN
futech-377	283	11	framing	frame	VERB
futech-377	283	12	theory	theory	NOUN
futech-377	283	13	by	by	ADP
futech-377	283	14	illustrating	illustrate	VERB
futech-377	283	15	that	that	SCONJ
futech-377	283	16	frames	frame	NOUN
futech-377	283	17	act	act	VERB
futech-377	283	18	as	as	ADP
futech-377	283	19	adaptive	adaptive	ADJ
futech-377	283	20	mechanisms	mechanism	NOUN
futech-377	283	21	responding	respond	VERB
futech-377	283	22	to	to	PART
futech-377	283	23	change	change	VERB
futech-377	283	24	rather	rather	ADV
futech-377	283	25	than	than	ADP
futech-377	283	26	static	static	ADJ
futech-377	283	27	interpretative	interpretative	ADJ
futech-377	283	28	packages	package	NOUN
futech-377	283	29	.	.	PUNCT
futech-377	284	1	the	the	DET
futech-377	284	2	observed	observe	VERB
futech-377	284	3	transitions	transition	NOUN
futech-377	284	4	across	across	ADP
futech-377	284	5	crises	crisis	NOUN
futech-377	284	6	suggest	suggest	VERB
futech-377	284	7	a	a	DET
futech-377	284	8	universal	universal	ADJ
futech-377	284	9	narrative	narrative	NOUN
futech-377	284	10	structure	structure	NOUN
futech-377	284	11	adaptable	adaptable	ADJ
futech-377	284	12	to	to	ADP
futech-377	284	13	numerous	numerous	ADJ
futech-377	284	14	frameworks	framework	NOUN
futech-377	284	15	.	.	PUNCT
futech-377	285	1	for	for	ADP
futech-377	285	2	crisis	crisis	NOUN
futech-377	285	3	communication	communication	NOUN
futech-377	285	4	scholarship	scholarship	NOUN
futech-377	285	5	,	,	PUNCT
futech-377	285	6	our	our	PRON
futech-377	285	7	optimisation	optimisation	NOUN
futech-377	285	8	framework	framework	NOUN
futech-377	285	9	incorporates	incorporate	VERB
futech-377	285	10	narrative	narrative	NOUN
futech-377	285	11	and	and	CCONJ
futech-377	285	12	emotion	emotion	NOUN
futech-377	285	13	alongside	alongside	ADP
futech-377	285	14	transparency	transparency	NOUN
futech-377	285	15	,	,	PUNCT
futech-377	285	16	providing	provide	VERB
futech-377	285	17	a	a	DET
futech-377	285	18	model	model	NOUN
futech-377	285	19	to	to	PART
futech-377	285	20	explain	explain	VERB
futech-377	285	21	public	public	ADJ
futech-377	285	22	engagement	engagement	NOUN
futech-377	285	23	variance	variance	NOUN
futech-377	285	24	across	across	ADP
futech-377	285	25	crisis	crisis	NOUN
futech-377	285	26	types	type	NOUN
futech-377	285	27	.	.	PUNCT
futech-377	286	1	the	the	DET
futech-377	286	2	relevant	relevant	ADJ
futech-377	286	3	stakeholders	stakeholder	NOUN
futech-377	286	4	are	be	AUX
futech-377	286	5	numerous	numerous	ADJ
futech-377	286	6	:	:	PUNCT
futech-377	286	7	media	medium	NOUN
futech-377	286	8	companies	company	NOUN
futech-377	286	9	could	could	AUX
futech-377	286	10	utilise	utilise	VERB
futech-377	286	11	insights	insight	NOUN
futech-377	286	12	on	on	ADP
futech-377	286	13	frame	frame	NOUN
futech-377	286	14	change	change	NOUN
futech-377	286	15	for	for	ADP
futech-377	286	16	more	more	ADV
futech-377	286	17	sophisticated	sophisticated	ADJ
futech-377	286	18	narrative	narrative	NOUN
futech-377	286	19	planning	planning	NOUN
futech-377	286	20	around	around	ADP
futech-377	286	21	crises	crisis	NOUN
futech-377	286	22	;	;	PUNCT
futech-377	286	23	risk	risk	NOUN
futech-377	286	24	managers	manager	NOUN
futech-377	286	25	can	can	AUX
futech-377	286	26	optimise	optimise	VERB
futech-377	286	27	trust	trust	NOUN
futech-377	286	28	through	through	ADP
futech-377	286	29	strategic	strategic	ADJ
futech-377	286	30	calibration	calibration	NOUN
futech-377	286	31	of	of	ADP
futech-377	286	32	transparency	transparency	NOUN
futech-377	286	33	;	;	PUNCT
futech-377	286	34	and	and	CCONJ
futech-377	286	35	policymakers	policymaker	NOUN
futech-377	286	36	can	can	AUX
futech-377	286	37	forecast	forecast	VERB
futech-377	286	38	information	information	NOUN
futech-377	286	39	requirements	requirement	NOUN
futech-377	286	40	from	from	ADP
futech-377	286	41	the	the	DET
futech-377	286	42	public	public	NOUN
futech-377	286	43	,	,	PUNCT
futech-377	286	44	including	include	VERB
futech-377	286	45	all	all	DET
futech-377	286	46	stages	stage	NOUN
futech-377	286	47	of	of	ADP
futech-377	286	48	the	the	DET
futech-377	286	49	crisis	crisis	NOUN
futech-377	286	50	.	.	PUNCT
futech-377	287	1	it	it	PRON
futech-377	287	2	is	be	AUX
futech-377	287	3	useful	useful	ADJ
futech-377	287	4	for	for	ADP
futech-377	287	5	crisis	crisis	NOUN
futech-377	287	6	communicators	communicator	NOUN
futech-377	287	7	in	in	ADP
futech-377	287	8	all	all	DET
futech-377	287	9	fields	field	NOUN
futech-377	287	10	that	that	SCONJ
futech-377	287	11	during	during	ADP
futech-377	287	12	technological	technological	ADJ
futech-377	287	13	crises	crisis	NOUN
futech-377	287	14	,	,	PUNCT
futech-377	287	15	problem	problem	NOUN
futech-377	287	16	-	-	PUNCT
futech-377	287	17	solution	solution	NOUN
futech-377	287	18	narratives	narrative	NOUN
futech-377	287	19	tend	tend	VERB
futech-377	287	20	to	to	PART
futech-377	287	21	outperform	outperform	VERB
futech-377	287	22	other	other	ADJ
futech-377	287	23	structural	structural	ADJ
futech-377	287	24	forms	form	NOUN
futech-377	287	25	,	,	PUNCT
futech-377	287	26	and	and	CCONJ
futech-377	287	27	in	in	ADP
futech-377	287	28	public	public	ADJ
futech-377	287	29	health	health	NOUN
futech-377	287	30	emergencies	emergency	NOUN
futech-377	287	31	,	,	PUNCT
futech-377	287	32	sequential	sequential	ADJ
futech-377	287	33	narratives	narrative	NOUN
futech-377	287	34	reign	reign	PROPN
futech-377	287	35	supreme	supreme	PROPN
futech-377	287	36	.	.	PUNCT
futech-377	288	1	our	our	PRON
futech-377	288	2	model	model	NOUN
futech-377	288	3	demonstrates	demonstrate	VERB
futech-377	288	4	robust	robust	ADJ
futech-377	288	5	performance	performance	NOUN
futech-377	288	6	across	across	ADP
futech-377	288	7	crisis	crisis	NOUN
futech-377	288	8	types	type	NOUN
futech-377	288	9	,	,	PUNCT
futech-377	288	10	though	though	SCONJ
futech-377	288	11	limitations	limitation	NOUN
futech-377	288	12	include	include	VERB
futech-377	288	13	potential	potential	ADJ
futech-377	288	14	geographic	geographic	ADJ
futech-377	288	15	and	and	CCONJ
futech-377	288	16	cultural	cultural	ADJ
futech-377	288	17	specificity	specificity	NOUN
futech-377	288	18	of	of	ADP
futech-377	288	19	the	the	DET
futech-377	288	20	identified	identify	VERB
futech-377	288	21	patterns	pattern	NOUN
futech-377	288	22	.	.	PUNCT
futech-377	289	1	the	the	DET
futech-377	289	2	dataset	dataset	NOUN
futech-377	289	3	,	,	PUNCT
futech-377	289	4	while	while	SCONJ
futech-377	289	5	comprehensive	comprehensive	ADJ
futech-377	289	6	,	,	PUNCT
futech-377	289	7	primarily	primarily	ADV
futech-377	289	8	reflects	reflect	VERB
futech-377	289	9	western	western	ADJ
futech-377	289	10	media	medium	NOUN
futech-377	289	11	ecosystems	ecosystem	NOUN
futech-377	289	12	,	,	PUNCT
futech-377	289	13	potentially	potentially	ADV
futech-377	289	14	limiting	limit	VERB
futech-377	289	15	generalizability	generalizability	NOUN
futech-377	289	16	to	to	ADP
futech-377	289	17	other	other	ADJ
futech-377	289	18	cultural	cultural	ADJ
futech-377	289	19	contexts	contexts	NOUN
futech-377	289	20	.	.	PUNCT
futech-377	290	1	additionally	additionally	ADV
futech-377	290	2	,	,	PUNCT
futech-377	290	3	the	the	DET
futech-377	290	4	focus	focus	NOUN
futech-377	290	5	on	on	ADP
futech-377	290	6	text	text	NOUN
futech-377	290	7	analysis	analysis	NOUN
futech-377	290	8	excludes	exclude	VERB
futech-377	290	9	visual	visual	ADJ
futech-377	290	10	framing	frame	VERB
futech-377	290	11	elements	element	NOUN
futech-377	290	12	that	that	PRON
futech-377	290	13	may	may	AUX
futech-377	290	14	significantly	significantly	ADV
futech-377	290	15	influence	influence	VERB
futech-377	290	16	public	public	ADJ
futech-377	290	17	perception	perception	NOUN
futech-377	290	18	during	during	ADP
futech-377	290	19	crises	crisis	NOUN
futech-377	290	20	.	.	PUNCT
futech-377	291	1	future	future	ADJ
futech-377	291	2	research	research	NOUN
futech-377	291	3	should	should	AUX
futech-377	291	4	examine	examine	VERB
futech-377	291	5	cross	cross	ADJ
futech-377	291	6	-	-	ADJ
futech-377	291	7	cultural	cultural	ADJ
futech-377	291	8	variations	variation	NOUN
futech-377	291	9	in	in	ADP
futech-377	291	10	frame	frame	NOUN
futech-377	291	11	effectiveness	effectiveness	NOUN
futech-377	291	12	and	and	CCONJ
futech-377	291	13	explore	explore	VERB
futech-377	291	14	the	the	DET
futech-377	291	15	application	application	NOUN
futech-377	291	16	of	of	ADP
futech-377	291	17	these	these	DET
futech-377	291	18	approaches	approach	NOUN
futech-377	291	19	to	to	ADP
futech-377	291	20	emerging	emerge	VERB
futech-377	291	21	crisis	crisis	NOUN
futech-377	291	22	types	type	NOUN
futech-377	291	23	.	.	PUNCT
futech-377	292	1	integrating	integrate	VERB
futech-377	292	2	multimodal	multimodal	NOUN
futech-377	292	3	analysis	analysis	NOUN
futech-377	292	4	to	to	PART
futech-377	292	5	capture	capture	VERB
futech-377	292	6	both	both	DET
futech-377	292	7	textual	textual	ADJ
futech-377	292	8	and	and	CCONJ
futech-377	292	9	visual	visual	ADJ
futech-377	292	10	framing	frame	VERB
futech-377	292	11	mechanisms	mechanism	NOUN
futech-377	292	12	would	would	AUX
futech-377	292	13	provide	provide	VERB
futech-377	292	14	a	a	DET
futech-377	292	15	more	more	ADV
futech-377	292	16	comprehensive	comprehensive	ADJ
futech-377	292	17	understanding	understanding	NOUN
futech-377	292	18	of	of	ADP
futech-377	292	19	crisis	crisis	NOUN
futech-377	292	20	communication	communication	NOUN
futech-377	292	21	dynamics	dynamic	NOUN
futech-377	292	22	.	.	PUNCT
futech-377	293	1	longitudinal	longitudinal	ADJ
futech-377	293	2	studies	study	NOUN
futech-377	293	3	tracking	track	VERB
futech-377	293	4	the	the	DET
futech-377	293	5	relationship	relationship	NOUN
futech-377	293	6	between	between	ADP
futech-377	293	7	framing	frame	VERB
futech-377	293	8	strategies	strategy	NOUN
futech-377	293	9	and	and	CCONJ
futech-377	293	10	public	public	ADJ
futech-377	293	11	behavioral	behavioral	ADJ
futech-377	293	12	outcomes	outcome	NOUN
futech-377	293	13	could	could	AUX
futech-377	293	14	further	far	ADV
futech-377	293	15	validate	validate	VERB
futech-377	293	16	the	the	DET
futech-377	293	17	optimization	optimization	NOUN
futech-377	293	18	framework	framework	NOUN
futech-377	293	19	and	and	CCONJ
futech-377	293	20	refine	refine	VERB
futech-377	293	21	its	its	PRON
futech-377	293	22	practical	practical	ADJ
futech-377	293	23	applications	application	NOUN
futech-377	293	24	.	.	PUNCT
futech-377	294	1	the	the	DET
futech-377	294	2	methodological	methodological	ADJ
futech-377	294	3	approach	approach	NOUN
futech-377	294	4	developed	develop	VERB
futech-377	294	5	here	here	ADV
futech-377	294	6	opens	open	VERB
futech-377	294	7	promising	promise	VERB
futech-377	294	8	avenues	avenue	NOUN
futech-377	294	9	for	for	ADP
futech-377	294	10	computational	computational	ADJ
futech-377	294	11	analysis	analysis	NOUN
futech-377	294	12	of	of	ADP
futech-377	294	13	crisis	crisis	NOUN
futech-377	294	14	narratives	narrative	NOUN
futech-377	294	15	across	across	ADP
futech-377	294	16	disciplines	discipline	NOUN
futech-377	294	17	.	.	PUNCT
futech-377	295	1	6	6	X
futech-377	295	2	.	.	X
futech-377	295	3	conclusion	conclusion	NOUN
futech-377	295	4	this	this	DET
futech-377	295	5	research	research	NOUN
futech-377	295	6	has	have	AUX
futech-377	295	7	developed	develop	VERB
futech-377	295	8	a	a	DET
futech-377	295	9	comprehensive	comprehensive	ADJ
futech-377	295	10	framework	framework	NOUN
futech-377	295	11	for	for	ADP
futech-377	295	12	analyzing	analyze	VERB
futech-377	295	13	and	and	CCONJ
futech-377	295	14	optimizing	optimize	VERB
futech-377	295	15	media	medium	NOUN
futech-377	295	16	framing	frame	VERB
futech-377	295	17	in	in	ADP
futech-377	295	18	crisis	crisis	NOUN
futech-377	295	19	communication	communication	NOUN
futech-377	295	20	through	through	ADP
futech-377	295	21	advanced	advanced	ADJ
futech-377	295	22	deep	deep	ADJ
futech-377	295	23	learning	learning	NOUN
futech-377	295	24	techniques	technique	NOUN
futech-377	295	25	.	.	PUNCT
futech-377	296	1	by	by	ADP
futech-377	296	2	examining	examine	VERB
futech-377	296	3	large	large	ADJ
futech-377	296	4	-	-	PUNCT
futech-377	296	5	scale	scale	NOUN
futech-377	296	6	media	medium	NOUN
futech-377	296	7	content	content	NOUN
futech-377	296	8	across	across	ADP
futech-377	296	9	three	three	NUM
futech-377	296	10	distinct	distinct	ADJ
futech-377	296	11	crisis	crisis	NOUN
futech-377	296	12	events	event	NOUN
futech-377	296	13	,	,	PUNCT
futech-377	296	14	we	we	PRON
futech-377	296	15	identified	identify	VERB
futech-377	296	16	systematic	systematic	ADJ
futech-377	296	17	patterns	pattern	NOUN
futech-377	296	18	in	in	ADP
futech-377	296	19	frame	frame	NOUN
futech-377	296	20	evolution	evolution	NOUN
futech-377	296	21	and	and	CCONJ
futech-377	296	22	developed	develop	VERB
futech-377	296	23	an	an	DET
futech-377	296	24	optimization	optimization	NOUN
futech-377	296	25	framework	framework	NOUN
futech-377	296	26	integrating	integrate	VERB
futech-377	296	27	narrative	narrative	NOUN
futech-377	296	28	structure	structure	NOUN
futech-377	296	29	,	,	PUNCT
futech-377	296	30	emotional	emotional	ADJ
futech-377	296	31	factors	factor	NOUN
futech-377	296	32	,	,	PUNCT
futech-377	296	33	and	and	CCONJ
futech-377	296	34	transparency	transparency	NOUN
futech-377	296	35	dimensions	dimension	NOUN
futech-377	296	36	.	.	PUNCT
futech-377	297	1	the	the	DET
futech-377	297	2	study	study	NOUN
futech-377	297	3	makes	make	VERB
futech-377	297	4	significant	significant	ADJ
futech-377	297	5	knowledge	knowledge	NOUN
futech-377	297	6	contributions	contribution	NOUN
futech-377	297	7	by	by	ADP
futech-377	297	8	demonstrating	demonstrate	VERB
futech-377	297	9	how	how	SCONJ
futech-377	297	10	computational	computational	ADJ
futech-377	297	11	methods	method	NOUN
futech-377	297	12	can	can	AUX
futech-377	297	13	enhance	enhance	VERB
futech-377	297	14	understanding	understanding	NOUN
futech-377	297	15	of	of	ADP
futech-377	297	16	crisis	crisis	NOUN
futech-377	297	17	narratives	narrative	NOUN
futech-377	297	18	,	,	PUNCT
futech-377	297	19	revealing	reveal	VERB
futech-377	297	20	non	non	ADJ
futech-377	297	21	-	-	ADJ
futech-377	297	22	linear	linear	ADJ
futech-377	297	23	relationships	relationship	NOUN
futech-377	297	24	between	between	ADP
futech-377	297	25	transparency	transparency	NOUN
futech-377	297	26	and	and	CCONJ
futech-377	297	27	trust	trust	NOUN
futech-377	297	28	,	,	PUNCT
futech-377	297	29	and	and	CCONJ
futech-377	297	30	identifying	identify	VERB
futech-377	297	31	crisis	crisis	NOUN
futech-377	297	32	-	-	PUNCT
futech-377	297	33	specific	specific	ADJ
futech-377	297	34	optimal	optimal	ADJ
futech-377	297	35	communication	communication	NOUN
futech-377	297	36	strategies	strategy	NOUN
futech-377	297	37	.	.	PUNCT
futech-377	298	1	practical	practical	ADJ
futech-377	298	2	recommendations	recommendation	NOUN
futech-377	298	3	include	include	VERB
futech-377	298	4	dynamic	dynamic	ADJ
futech-377	298	5	frame	frame	NOUN
futech-377	298	6	adaptation	adaptation	NOUN
futech-377	298	7	as	as	SCONJ
futech-377	298	8	crises	crisis	NOUN
futech-377	298	9	evolve	evolve	VERB
futech-377	298	10	,	,	PUNCT
futech-377	298	11	strategic	strategic	ADJ
futech-377	298	12	calibration	calibration	NOUN
futech-377	298	13	of	of	ADP
futech-377	298	14	transparency	transparency	NOUN
futech-377	298	15	levels	level	NOUN
futech-377	298	16	to	to	PART
futech-377	298	17	maximize	maximize	VERB
futech-377	298	18	trust	trust	NOUN
futech-377	298	19	-	-	PUNCT
futech-377	298	20	building	building	NOUN
futech-377	298	21	efficiency	efficiency	NOUN
futech-377	298	22	,	,	PUNCT
futech-377	298	23	and	and	CCONJ
futech-377	298	24	alignment	alignment	NOUN
futech-377	298	25	of	of	ADP
futech-377	298	26	narrative	narrative	NOUN
futech-377	298	27	structures	structure	NOUN
futech-377	298	28	with	with	ADP
futech-377	298	29	crisis	crisis	NOUN
futech-377	298	30	types	type	NOUN
futech-377	298	31	.	.	PUNCT
futech-377	299	1	while	while	SCONJ
futech-377	299	2	our	our	PRON
futech-377	299	3	approach	approach	NOUN
futech-377	299	4	demonstrates	demonstrate	VERB
futech-377	299	5	robust	robust	ADJ
futech-377	299	6	performance	performance	NOUN
futech-377	299	7	,	,	PUNCT
futech-377	299	8	limitations	limitation	NOUN
futech-377	299	9	include	include	VERB
futech-377	299	10	potential	potential	ADJ
futech-377	299	11	cultural	cultural	ADJ
futech-377	299	12	specificity	specificity	NOUN
futech-377	299	13	and	and	CCONJ
futech-377	299	14	the	the	DET
futech-377	299	15	exclusion	exclusion	NOUN
futech-377	299	16	of	of	ADP
futech-377	299	17	visual	visual	ADJ
futech-377	299	18	framing	frame	VERB
futech-377	299	19	elements	element	NOUN
futech-377	299	20	.	.	PUNCT
futech-377	300	1	future	future	ADJ
futech-377	300	2	research	research	NOUN
futech-377	300	3	should	should	AUX
futech-377	300	4	explore	explore	VERB
futech-377	300	5	cross	cross	ADJ
futech-377	300	6	-	-	ADJ
futech-377	300	7	cultural	cultural	ADJ
futech-377	300	8	variations	variation	NOUN
futech-377	300	9	in	in	ADP
futech-377	300	10	frame	frame	NOUN
futech-377	300	11	effectiveness	effectiveness	NOUN
futech-377	300	12	,	,	PUNCT
futech-377	300	13	integrate	integrate	VERB
futech-377	300	14	multimodal	multimodal	NOUN
futech-377	300	15	analysis	analysis	NOUN
futech-377	300	16	capturing	capture	VERB
futech-377	300	17	both	both	DET
futech-377	300	18	textual	textual	ADJ
futech-377	300	19	and	and	CCONJ
futech-377	300	20	visual	visual	ADJ
futech-377	300	21	elements	element	NOUN
futech-377	300	22	,	,	PUNCT
futech-377	300	23	and	and	CCONJ
futech-377	300	24	develop	develop	VERB
futech-377	300	25	real	real	ADJ
futech-377	300	26	-	-	PUNCT
futech-377	300	27	time	time	NOUN
futech-377	300	28	monitoring	monitoring	NOUN
futech-377	300	29	systems	system	NOUN
futech-377	300	30	for	for	ADP
futech-377	300	31	crisis	crisis	NOUN
futech-377	300	32	communication	communication	NOUN
futech-377	300	33	optimization	optimization	NOUN
futech-377	300	34	.	.	PUNCT
futech-377	301	1	this	this	DET
futech-377	301	2	research	research	NOUN
futech-377	301	3	establishes	establish	VERB
futech-377	301	4	a	a	DET
futech-377	301	5	foundation	foundation	NOUN
futech-377	301	6	for	for	ADP
futech-377	301	7	evidence	evidence	NOUN
futech-377	301	8	-	-	PUNCT
futech-377	301	9	based	base	VERB
futech-377	301	10	crisis	crisis	NOUN
futech-377	301	11	communication	communication	NOUN
futech-377	301	12	that	that	PRON
futech-377	301	13	can	can	AUX
futech-377	301	14	enhance	enhance	VERB
futech-377	301	15	public	public	ADJ
futech-377	301	16	understanding	understanding	NOUN
futech-377	301	17	and	and	CCONJ
futech-377	301	18	appropriate	appropriate	ADJ
futech-377	301	19	response	response	NOUN
futech-377	301	20	during	during	ADP
futech-377	301	21	critical	critical	ADJ
futech-377	301	22	events	event	NOUN
futech-377	301	23	.	.	PUNCT
futech-377	302	1	ethical	ethical	ADJ
futech-377	302	2	issue	issue	NOUN
futech-377	302	3	the	the	DET
futech-377	302	4	author	author	NOUN
futech-377	302	5	is	be	AUX
futech-377	302	6	aware	aware	ADJ
futech-377	302	7	of	of	ADP
futech-377	302	8	and	and	CCONJ
futech-377	302	9	complies	complie	NOUN
futech-377	302	10	with	with	ADP
futech-377	302	11	best	good	ADJ
futech-377	302	12	practices	practice	NOUN
futech-377	302	13	in	in	ADP
futech-377	302	14	publication	publication	NOUN
futech-377	302	15	ethics	ethic	NOUN
futech-377	302	16	,	,	PUNCT
futech-377	302	17	specifically	specifically	ADV
futech-377	302	18	with	with	ADP
futech-377	302	19	regard	regard	NOUN
futech-377	302	20	to	to	ADP
futech-377	302	21	authorship	authorship	NOUN
futech-377	302	22	(	(	PUNCT
futech-377	302	23	avoidance	avoidance	NOUN
futech-377	302	24	of	of	ADP
futech-377	302	25	guest	guest	NOUN
futech-377	302	26	authorship	authorship	NOUN
futech-377	302	27	)	)	PUNCT
futech-377	302	28	,	,	PUNCT
futech-377	302	29	dual	dual	ADJ
futech-377	302	30	submission	submission	NOUN
futech-377	302	31	,	,	PUNCT
futech-377	302	32	manipulation	manipulation	NOUN
futech-377	302	33	of	of	ADP
futech-377	302	34	figures	figure	NOUN
futech-377	302	35	,	,	PUNCT
futech-377	302	36	competing	compete	VERB
futech-377	302	37	interests	interest	NOUN
futech-377	302	38	,	,	PUNCT
futech-377	302	39	and	and	CCONJ
futech-377	302	40	compliance	compliance	NOUN
futech-377	302	41	with	with	ADP
futech-377	302	42	policies	policy	NOUN
futech-377	302	43	on	on	ADP
futech-377	302	44	research	research	NOUN
futech-377	302	45	ethics	ethic	NOUN
futech-377	302	46	.	.	PUNCT
futech-377	303	1	the	the	DET
futech-377	303	2	author	author	NOUN
futech-377	303	3	adheres	adhere	VERB
futech-377	303	4	to	to	ADP
futech-377	303	5	publication	publication	NOUN
futech-377	303	6	requirements	requirement	NOUN
futech-377	303	7	that	that	SCONJ
futech-377	303	8	the	the	DET
futech-377	303	9	submitted	submit	VERB
futech-377	303	10	work	work	NOUN
futech-377	303	11	is	be	AUX
futech-377	303	12	original	original	ADJ
futech-377	303	13	and	and	CCONJ
futech-377	303	14	has	have	AUX
futech-377	303	15	not	not	PART
futech-377	303	16	been	be	AUX
futech-377	303	17	published	publish	VERB
futech-377	303	18	elsewhere	elsewhere	ADV
futech-377	303	19	.	.	PUNCT
futech-377	304	1	data	datum	NOUN
futech-377	304	2	availability	availability	NOUN
futech-377	304	3	statement	statement	NOUN
futech-377	304	4	the	the	DET
futech-377	304	5	manuscript	manuscript	NOUN
futech-377	304	6	contains	contain	VERB
futech-377	304	7	all	all	DET
futech-377	304	8	the	the	DET
futech-377	304	9	data	datum	NOUN
futech-377	304	10	.	.	PUNCT
futech-377	305	1	however	however	ADV
futech-377	305	2	,	,	PUNCT
futech-377	305	3	more	more	ADJ
futech-377	305	4	data	datum	NOUN
futech-377	305	5	will	will	AUX
futech-377	305	6	be	be	AUX
futech-377	305	7	available	available	ADJ
futech-377	305	8	upon	upon	SCONJ
futech-377	305	9	request	request	NOUN
futech-377	305	10	from	from	ADP
futech-377	305	11	the	the	DET
futech-377	305	12	author	author	NOUN
futech-377	305	13	.	.	PUNCT
futech-377	306	1	conflict	conflict	NOUN
futech-377	306	2	of	of	ADP
futech-377	306	3	interest	interest	NOUN
futech-377	306	4	the	the	DET
futech-377	306	5	author	author	NOUN
futech-377	306	6	declares	declare	VERB
futech-377	306	7	no	no	DET
futech-377	306	8	potential	potential	ADJ
futech-377	306	9	conflict	conflict	NOUN
futech-377	306	10	of	of	ADP
futech-377	306	11	interest	interest	NOUN
futech-377	306	12	.	.	PUNCT
futech-377	307	1	references	reference	NOUN
futech-377	307	2	[	[	X
futech-377	307	3	1	1	NUM
futech-377	307	4	]	]	PUNCT
futech-377	307	5	a.m.	a.m.	NOUN
futech-377	308	1	guess	guess	NOUN
futech-377	308	2	,	,	PUNCT
futech-377	308	3	m.	m.	PROPN
futech-377	308	4	lerner	lerner	PROPN
futech-377	308	5	,	,	PUNCT
futech-377	308	6	b.	b.	PROPN
futech-377	308	7	lyons	lyons	PROPN
futech-377	308	8	,	,	PUNCT
futech-377	308	9	j.m	j.m	PROPN
futech-377	308	10	.	.	PROPN
futech-377	308	11	montgomery	montgomery	PROPN
futech-377	308	12	,	,	PUNCT
futech-377	308	13	b.	b.	PROPN
futech-377	308	14	nyhan	nyhan	PROPN
futech-377	308	15	,	,	PUNCT
futech-377	308	16	j.	j.	PROPN
futech-377	308	17	reifler	reifler	PROPN
futech-377	308	18	,	,	PUNCT
futech-377	308	19	n.	n.	PROPN
futech-377	308	20	sircar	sircar	PROPN
futech-377	308	21	,	,	PUNCT
futech-377	308	22	a	a	DET
futech-377	308	23	digital	digital	ADJ
futech-377	308	24	media	medium	NOUN
futech-377	308	25	literacy	literacy	NOUN
futech-377	308	26	intervention	intervention	NOUN
futech-377	308	27	increases	increase	VERB
futech-377	308	28	discernment	discernment	NOUN
futech-377	308	29	between	between	ADP
futech-377	308	30	mainstream	mainstream	NOUN
futech-377	308	31	and	and	CCONJ
futech-377	308	32	false	false	ADJ
futech-377	308	33	news	news	NOUN
futech-377	308	34	in	in	ADP
futech-377	308	35	the	the	DET
futech-377	308	36	united	united	PROPN
futech-377	308	37	states	states	PROPN
futech-377	308	38	and	and	CCONJ
futech-377	308	39	india	india	PROPN
futech-377	308	40	,	,	PUNCT
futech-377	308	41	proceedings	proceeding	NOUN
futech-377	308	42	of	of	ADP
futech-377	308	43	the	the	DET
futech-377	308	44	national	national	PROPN
futech-377	308	45	academy	academy	PROPN
futech-377	308	46	of	of	ADP
futech-377	308	47	sciences	science	NOUN
futech-377	308	48	117(27	117(27	NUM
futech-377	308	49	)	)	PUNCT
futech-377	308	50	(	(	PUNCT
futech-377	308	51	2020	2020	NUM
futech-377	308	52	)	)	PUNCT
futech-377	308	53	15536-15545.doi	15536-15545.doi	NUM
futech-377	308	54	:	:	PUNCT
futech-377	308	55	10.1073	10.1073	NUM
futech-377	308	56	/	/	SYM
futech-377	308	57	pnas.1920498117	pnas.1920498117	VERB
futech-377	308	58	.	.	PUNCT
futech-377	309	1	[	[	X
futech-377	309	2	2	2	X
futech-377	309	3	]	]	PUNCT
futech-377	309	4	t.	t.	PROPN
futech-377	309	5	tran	tran	PROPN
futech-377	309	6	,	,	PUNCT
futech-377	309	7	r.	r.	PROPN
futech-377	309	8	valecha	valecha	PROPN
futech-377	309	9	,	,	PUNCT
futech-377	309	10	p.	p.	PROPN
futech-377	309	11	rad	rad	PROPN
futech-377	309	12	,	,	PUNCT
futech-377	309	13	h.r	h.r	PROPN
futech-377	309	14	.	.	PROPN
futech-377	309	15	rao	rao	PROPN
futech-377	309	16	,	,	PUNCT
futech-377	309	17	an	an	DET
futech-377	309	18	investigation	investigation	NOUN
futech-377	309	19	of	of	ADP
futech-377	309	20	misinformation	misinformation	NOUN
futech-377	309	21	harms	harm	NOUN
futech-377	309	22	related	relate	VERB
futech-377	309	23	to	to	ADP
futech-377	309	24	social	social	ADJ
futech-377	309	25	media	medium	NOUN
futech-377	309	26	during	during	ADP
futech-377	309	27	humanitarian	humanitarian	ADJ
futech-377	309	28	crises	crisis	NOUN
futech-377	309	29	,	,	PUNCT
futech-377	309	30	international	international	ADJ
futech-377	309	31	conference	conference	NOUN
futech-377	309	32	on	on	ADP
futech-377	309	33	secure	secure	ADJ
futech-377	309	34	knowledge	knowledge	NOUN
futech-377	309	35	management	management	NOUN
futech-377	309	36	in	in	ADP
futech-377	309	37	artificial	artificial	ADJ
futech-377	309	38	intelligence	intelligence	NOUN
futech-377	309	39	era	era	NOUN
futech-377	309	40	,	,	PUNCT
futech-377	309	41	springer	springer	NOUN
futech-377	309	42	,	,	PUNCT
futech-377	309	43	2019	2019	NUM
futech-377	309	44	,	,	PUNCT
futech-377	309	45	pp	pp	ADJ
futech-377	309	46	.	.	PUNCT
futech-377	310	1	167	167	NUM
futech-377	310	2	-	-	SYM
futech-377	310	3	181	181	NUM
futech-377	310	4	.	.	PUNCT
futech-377	311	1	doi	doi	NOUN
futech-377	311	2	:	:	PUNCT
futech-377	311	3	10.1007/978	10.1007/978	NUM
futech-377	311	4	-	-	SYM
futech-377	311	5	981	981	NUM
futech-377	311	6	-	-	PUNCT
futech-377	311	7	15	15	NUM
futech-377	311	8	-	-	PUNCT
futech-377	311	9	3817	3817	NUM
futech-377	311	10	-	-	PUNCT
futech-377	311	11	9_10	9_10	NUM
futech-377	311	12	.	.	PUNCT
futech-377	312	1	[	[	X
futech-377	312	2	3	3	X
futech-377	312	3	]	]	X
futech-377	312	4	g.	g.	PROPN
futech-377	312	5	brookes	brookes	PROPN
futech-377	312	6	,	,	PUNCT
futech-377	312	7	t.	t.	PROPN
futech-377	312	8	mcenery	mcenery	NOUN
futech-377	312	9	,	,	PUNCT
futech-377	312	10	correlation	correlation	NOUN
futech-377	312	11	,	,	PUNCT
futech-377	312	12	collocation	collocation	NOUN
futech-377	312	13	and	and	CCONJ
futech-377	312	14	cohesion	cohesion	NOUN
futech-377	312	15	:	:	PUNCT
futech-377	312	16	a	a	DET
futech-377	312	17	corpus	corpus	NOUN
futech-377	312	18	-	-	PUNCT
futech-377	312	19	based	base	VERB
futech-377	312	20	critical	critical	ADJ
futech-377	312	21	analysis	analysis	NOUN
futech-377	312	22	of	of	ADP
futech-377	312	23	violent	violent	ADJ
futech-377	312	24	jihadist	jihadist	NOUN
futech-377	312	25	discourse	discourse	NOUN
futech-377	312	26	,	,	PUNCT
futech-377	312	27	discourse	discourse	PROPN
futech-377	312	28	&	&	CCONJ
futech-377	312	29	society	society	PROPN
futech-377	312	30	31(4	31(4	NUM
futech-377	312	31	)	)	PUNCT
futech-377	312	32	(	(	PUNCT
futech-377	312	33	2020	2020	NUM
futech-377	312	34	)	)	PUNCT
futech-377	312	35	351	351	NUM
futech-377	312	36	-	-	SYM
futech-377	312	37	373	373	NUM
futech-377	312	38	.	.	PUNCT
futech-377	313	1	doi	doi	NOUN
futech-377	313	2	:	:	PUNCT
futech-377	313	3	10.1177/0957926520903528	10.1177/0957926520903528	NUM
futech-377	314	1	[	[	X
futech-377	314	2	4	4	NUM
futech-377	314	3	]	]	PUNCT
futech-377	314	4	k.	k.	PROPN
futech-377	314	5	al	al	PROPN
futech-377	314	6	-	-	PUNCT
futech-377	314	7	hammuri	hammuri	PROPN
futech-377	314	8	,	,	PUNCT
futech-377	314	9	f.	f.	PROPN
futech-377	314	10	gebali	gebali	PROPN
futech-377	314	11	,	,	PUNCT
futech-377	314	12	a.	a.	PROPN
futech-377	314	13	kanan	kanan	PROPN
futech-377	314	14	,	,	PUNCT
futech-377	314	15	i.t	i.t	PROPN
futech-377	314	16	.	.	PROPN
futech-377	314	17	chelvan	chelvan	PROPN
futech-377	314	18	,	,	PUNCT
futech-377	314	19	vision	vision	NOUN
futech-377	314	20	transformer	transformer	NOUN
futech-377	314	21	architecture	architecture	NOUN
futech-377	314	22	and	and	CCONJ
futech-377	314	23	applications	application	NOUN
futech-377	314	24	in	in	ADP
futech-377	314	25	digital	digital	ADJ
futech-377	314	26	health	health	NOUN
futech-377	314	27	:	:	PUNCT
futech-377	314	28	a	a	DET
futech-377	314	29	tutorial	tutorial	NOUN
futech-377	314	30	and	and	CCONJ
futech-377	314	31	survey	survey	NOUN
futech-377	314	32	,	,	PUNCT
futech-377	314	33	visual	visual	ADJ
futech-377	314	34	computing	computing	NOUN
futech-377	314	35	for	for	ADP
futech-377	314	36	industry	industry	NOUN
futech-377	314	37	,	,	PUNCT
futech-377	314	38	biomedicine	biomedicine	NOUN
futech-377	314	39	,	,	PUNCT
futech-377	314	40	and	and	CCONJ
futech-377	314	41	art	art	NOUN
futech-377	314	42	6(1	6(1	NUM
futech-377	314	43	)	)	PUNCT
futech-377	314	44	(	(	PUNCT
futech-377	314	45	2023	2023	NUM
futech-377	314	46	)	)	PUNCT
futech-377	314	47	14	14	NUM
futech-377	314	48	.	.	PUNCT
futech-377	315	1	doi	doi	NOUN
futech-377	315	2	:	:	PUNCT
futech-377	315	3	10.1186	10.1186	NUM
futech-377	315	4	/	/	SYM
futech-377	315	5	s42492	s42492	PROPN
futech-377	315	6	-	-	PUNCT
futech-377	315	7	023	023	NUM
futech-377	315	8	-	-	PUNCT
futech-377	315	9	00140	00140	NUM
futech-377	315	10	-	-	SYM
futech-377	315	11	9	9	NUM
futech-377	315	12	[	[	SYM
futech-377	315	13	5	5	NUM
futech-377	315	14	]	]	X
futech-377	315	15	j.m	j.m	PROPN
futech-377	315	16	.	.	PROPN
futech-377	315	17	novak	novak	PROPN
futech-377	315	18	,	,	PUNCT
futech-377	315	19	a.m.	a.m.	PROPN
futech-377	316	1	day	day	PROPN
futech-377	316	2	,	,	PUNCT
futech-377	316	3	p.	p.	PROPN
futech-377	316	4	sopory	sopory	PROPN
futech-377	316	5	,	,	PUNCT
futech-377	316	6	l.	l.	PROPN
futech-377	316	7	wilkins	wilkins	PROPN
futech-377	316	8	,	,	PUNCT
futech-377	316	9	d.	d.	PROPN
futech-377	316	10	padgett	padgett	PROPN
futech-377	316	11	,	,	PUNCT
futech-377	316	12	s.	s.	PROPN
futech-377	316	13	eckert	eckert	PROPN
futech-377	316	14	,	,	PUNCT
futech-377	316	15	j.	j.	PROPN
futech-377	316	16	noyes	noyes	PROPN
futech-377	316	17	,	,	PUNCT
futech-377	316	18	t.	t.	PROPN
futech-377	316	19	allen	allen	PROPN
futech-377	316	20	,	,	PUNCT
futech-377	316	21	n.	n.	PROPN
futech-377	316	22	alexander	alexander	PROPN
futech-377	316	23	,	,	PUNCT
futech-377	316	24	m.	m.	NOUN
futech-377	316	25	vanderford	vanderford	NOUN
futech-377	316	26	,	,	PUNCT
futech-377	316	27	engaging	engage	VERB
futech-377	316	28	communities	community	NOUN
futech-377	316	29	in	in	ADP
futech-377	316	30	emergency	emergency	NOUN
futech-377	316	31	risk	risk	NOUN
futech-377	316	32	and	and	CCONJ
futech-377	316	33	crisis	crisis	NOUN
futech-377	316	34	communication	communication	NOUN
futech-377	316	35	:	:	PUNCT
futech-377	316	36	a	a	DET
futech-377	316	37	systematic	systematic	ADJ
futech-377	316	38	review	review	NOUN
futech-377	316	39	and	and	CCONJ
futech-377	316	40	evidence	evidence	NOUN
futech-377	316	41	synthesis	synthesis	NOUN
futech-377	316	42	,	,	PUNCT
futech-377	316	43	journal	journal	NOUN
futech-377	316	44	of	of	ADP
futech-377	316	45	international	international	ADJ
futech-377	316	46	crisis	crisis	NOUN
futech-377	316	47	and	and	CCONJ
futech-377	316	48	risk	risk	NOUN
futech-377	316	49	communication	communication	NOUN
futech-377	316	50	research	research	NOUN
futech-377	316	51	2(1	2(1	NUM
futech-377	316	52	)	)	PUNCT
futech-377	316	53	(	(	PUNCT
futech-377	316	54	2019	2019	NUM
futech-377	316	55	)	)	PUNCT
futech-377	316	56	61	61	NUM
futech-377	316	57	-	-	SYM
futech-377	316	58	96	96	NUM
futech-377	316	59	.	.	PUNCT
futech-377	317	1	doi	doi	NOUN
futech-377	317	2	:	:	PUNCT
futech-377	317	3	10.30658	10.30658	NUM
futech-377	317	4	/	/	SYM
futech-377	317	5	jicrcr.2.1.4	jicrcr.2.1.4	NOUN
futech-377	318	1	[	[	X
futech-377	318	2	6	6	NUM
futech-377	318	3	]	]	SYM
futech-377	318	4	e.k	e.k	PROPN
futech-377	318	5	.	.	PROPN
futech-377	318	6	vraga	vraga	PROPN
futech-377	318	7	,	,	PUNCT
futech-377	318	8	l.	l.	PROPN
futech-377	318	9	bode	bode	PROPN
futech-377	318	10	,	,	PUNCT
futech-377	318	11	addressing	address	VERB
futech-377	318	12	covid-19	covid-19	PROPN
futech-377	318	13	misinformation	misinformation	NOUN
futech-377	318	14	on	on	ADP
futech-377	318	15	social	social	ADJ
futech-377	318	16	media	medium	NOUN
futech-377	318	17	preemptively	preemptively	ADV
futech-377	318	18	and	and	CCONJ
futech-377	318	19	responsively	responsively	ADV
futech-377	318	20	,	,	PUNCT
futech-377	318	21	emerging	emerge	VERB
futech-377	318	22	infectious	infectious	ADJ
futech-377	318	23	diseases	disease	NOUN
futech-377	318	24	27(2	27(2	PRON
futech-377	318	25	)	)	PUNCT
futech-377	318	26	(	(	PUNCT
futech-377	318	27	2021	2021	NUM
futech-377	318	28	)	)	PUNCT
futech-377	318	29	396	396	NUM
futech-377	318	30	.	.	PUNCT
futech-377	319	1	doi	doi	NOUN
futech-377	319	2	:	:	PUNCT
futech-377	319	3	10.3201	10.3201	NUM
futech-377	319	4	/	/	SYM
futech-377	319	5	eid2702.203139	eid2702.203139	PROPN
futech-377	320	1	[	[	X
futech-377	320	2	7	7	NUM
futech-377	320	3	]	]	PUNCT
futech-377	320	4	q.	q.	PROPN
futech-377	320	5	liu	liu	PROPN
futech-377	320	6	,	,	PUNCT
futech-377	320	7	z.	z.	PROPN
futech-377	320	8	zheng	zheng	PROPN
futech-377	320	9	,	,	PUNCT
futech-377	320	10	j.	j.	PROPN
futech-377	320	11	zheng	zheng	PROPN
futech-377	320	12	,	,	PUNCT
futech-377	320	13	q.	q.	PROPN
futech-377	320	14	chen	chen	PROPN
futech-377	320	15	,	,	PUNCT
futech-377	320	16	g.	g.	PROPN
futech-377	320	17	liu	liu	PROPN
futech-377	320	18	,	,	PUNCT
futech-377	320	19	s.	s.	PROPN
futech-377	320	20	chen	chen	PROPN
futech-377	320	21	,	,	PUNCT
futech-377	320	22	b.	b.	PROPN
futech-377	320	23	chu	chu	PROPN
futech-377	320	24	,	,	PUNCT
futech-377	320	25	h.	h.	PROPN
futech-377	320	26	zhu	zhu	PROPN
futech-377	320	27	,	,	PUNCT
futech-377	320	28	b.	b.	PROPN
futech-377	320	29	akinwunmi	akinwunmi	PROPN
futech-377	320	30	,	,	PUNCT
futech-377	320	31	j.	j.	PROPN
futech-377	320	32	huang	huang	PROPN
futech-377	320	33	,	,	PUNCT
futech-377	320	34	health	health	NOUN
futech-377	320	35	communication	communication	NOUN
futech-377	320	36	through	through	ADP
futech-377	320	37	news	news	NOUN
futech-377	320	38	media	medium	NOUN
futech-377	320	39	during	during	ADP
futech-377	320	40	the	the	DET
futech-377	320	41	early	early	ADJ
futech-377	320	42	stage	stage	NOUN
futech-377	320	43	of	of	ADP
futech-377	320	44	the	the	DET
futech-377	320	45	covid-19	covid-19	PROPN
futech-377	320	46	outbreak	outbreak	NOUN
futech-377	320	47	in	in	ADP
futech-377	320	48	china	china	PROPN
futech-377	320	49	:	:	PUNCT
futech-377	320	50	digital	digital	ADJ
futech-377	320	51	topic	topic	NOUN
futech-377	320	52	modeling	modeling	NOUN
futech-377	320	53	approach	approach	NOUN
futech-377	320	54	,	,	PUNCT
futech-377	320	55	journal	journal	NOUN
futech-377	320	56	of	of	ADP
futech-377	320	57	medical	medical	ADJ
futech-377	320	58	internet	internet	NOUN
futech-377	320	59	research	research	NOUN
futech-377	320	60	22(4	22(4	NUM
futech-377	320	61	)	)	PUNCT
futech-377	320	62	(	(	PUNCT
futech-377	320	63	2020	2020	NUM
futech-377	320	64	)	)	PUNCT
futech-377	320	65	e19118	e19118	PROPN
futech-377	320	66	.	.	PUNCT
futech-377	321	1	doi	doi	PROPN
futech-377	321	2	:	:	PUNCT
futech-377	321	3	10.2196/19118	10.2196/19118	NUM
futech-377	321	4	[	[	X
futech-377	321	5	8	8	X
futech-377	321	6	]	]	PUNCT
futech-377	321	7	t.	t.	NOUN
futech-377	321	8	knez	knez	PROPN
futech-377	321	9	,	,	PUNCT
futech-377	321	10	s.	s.	PROPN
futech-377	321	11	žitnik	žitnik	PROPN
futech-377	321	12	,	,	PUNCT
futech-377	321	13	event	event	NOUN
futech-377	321	14	-	-	PUNCT
futech-377	321	15	centric	centric	ADJ
futech-377	321	16	temporal	temporal	ADJ
futech-377	321	17	knowledge	knowledge	NOUN
futech-377	321	18	graph	graph	NOUN
futech-377	321	19	construction	construction	NOUN
futech-377	321	20	:	:	PUNCT
futech-377	321	21	a	a	DET
futech-377	321	22	survey	survey	NOUN
futech-377	321	23	,	,	PUNCT
futech-377	321	24	mathematics	mathematics	NOUN
futech-377	321	25	11(23	11(23	NOUN
futech-377	321	26	)	)	PUNCT
futech-377	321	27	(	(	PUNCT
futech-377	321	28	2023	2023	NUM
futech-377	321	29	)	)	PUNCT
futech-377	321	30	4852	4852	NUM
futech-377	321	31	.	.	PUNCT
futech-377	322	1	doi	doi	NOUN
futech-377	322	2	:	:	PUNCT
futech-377	322	3	10.3390	10.3390	NUM
futech-377	322	4	/	/	SYM
futech-377	322	5	math11234852	math11234852	PROPN
futech-377	323	1	[	[	X
futech-377	323	2	9	9	NUM
futech-377	323	3	]	]	SYM
futech-377	323	4	ratzan	ratzan	NOUN
futech-377	323	5	,	,	PUNCT
futech-377	323	6	s.	s.	PROPN
futech-377	323	7	c.	c.	PROPN
futech-377	323	8	(	(	PUNCT
futech-377	323	9	2020	2020	NUM
futech-377	323	10	)	)	PUNCT
futech-377	323	11	.	.	PUNCT
futech-377	324	1	“	"	PUNCT
futech-377	324	2	vaccine	vaccine	NOUN
futech-377	324	3	communication	communication	NOUN
futech-377	324	4	in	in	ADP
futech-377	324	5	a	a	DET
futech-377	324	6	pandemic	pandemic	NOUN
futech-377	324	7	:	:	PUNCT
futech-377	324	8	improving	improve	VERB
futech-377	324	9	vaccine	vaccine	NOUN
futech-377	324	10	literacy	literacy	NOUN
futech-377	324	11	to	to	PART
futech-377	324	12	reduce	reduce	VERB
futech-377	324	13	hesitancy	hesitancy	NOUN
futech-377	324	14	,	,	PUNCT
futech-377	324	15	restore	restore	VERB
futech-377	324	16	trust	trust	NOUN
futech-377	324	17	and	and	CCONJ
futech-377	324	18	immunize	immunize	NOUN
futech-377	324	19	communities	community	NOUN
futech-377	324	20	”	"	PUNCT
futech-377	324	21	:	:	PUNCT
futech-377	324	22	editor	editor	NOUN
futech-377	324	23	’s	’s	PART
futech-377	324	24	introduction	introduction	NOUN
futech-377	324	25	.	.	PUNCT
futech-377	325	1	journal	journal	PROPN
futech-377	325	2	of	of	ADP
futech-377	325	3	health	health	NOUN
futech-377	325	4	communication	communication	NOUN
futech-377	325	5	,	,	PUNCT
futech-377	325	6	25(10	25(10	NOUN
futech-377	325	7	)	)	PUNCT
futech-377	325	8	,	,	PUNCT
futech-377	325	9	745	745	NUM
futech-377	325	10	-	-	SYM
futech-377	325	11	746	746	NUM
futech-377	325	12	.	.	PUNCT
futech-377	326	1	doi	doi	NOUN
futech-377	326	2	:	:	PUNCT
futech-377	326	3	10.1080/10410236.2020.1813954	10.1080/10410236.2020.1813954	NUM
futech-377	326	4	yue	yue	PROPN
futech-377	326	5	zhang	zhang	PROPN
futech-377	326	6	/future	/future	PROPN
futech-377	326	7	technology	technology	PROPN
futech-377	326	8	august	august	PROPN
futech-377	326	9	2025|	2025|	NUM
futech-377	327	1	volume	volume	NOUN
futech-377	327	2	04	04	NUM
futech-377	328	1	|	|	NOUN
futech-377	328	2	issue	issue	NOUN
futech-377	328	3	03	03	NUM
futech-377	329	1	|	|	ADV
futech-377	329	2	pages	page	VERB
futech-377	329	3	227	227	NUM
futech-377	329	4	-	-	SYM
futech-377	329	5	238	238	NUM
futech-377	329	6	238	238	NUM
futech-377	330	1	[	[	X
futech-377	330	2	10	10	NUM
futech-377	330	3	]	]	X
futech-377	330	4	sangren	sangren	NOUN
futech-377	330	5	,	,	PUNCT
futech-377	330	6	p.	p.	PROPN
futech-377	330	7	s.	s.	PROPN
futech-377	330	8	(	(	PUNCT
futech-377	330	9	2020	2020	NUM
futech-377	330	10	)	)	PUNCT
futech-377	330	11	.	.	PUNCT
futech-377	331	1	chinese	chinese	ADJ
futech-377	331	2	sociologics	sociologic	NOUN
futech-377	331	3	:	:	PUNCT
futech-377	331	4	an	an	DET
futech-377	331	5	anthropological	anthropological	ADJ
futech-377	331	6	account	account	NOUN
futech-377	331	7	of	of	ADP
futech-377	331	8	the	the	DET
futech-377	331	9	role	role	NOUN
futech-377	331	10	of	of	ADP
futech-377	331	11	alienation	alienation	NOUN
futech-377	331	12	in	in	ADP
futech-377	331	13	social	social	ADJ
futech-377	331	14	reproduction	reproduction	NOUN
futech-377	331	15	.	.	PUNCT
futech-377	332	1	routledge	routledge	PROPN
futech-377	332	2	.	.	PUNCT
futech-377	333	1	https://www.routledge.com/chinese-sociologics-ananthropological-account-of-the-role-ofalienation/sangren/p/book/9780367897932	https://www.routledge.com/chinese-sociologics-ananthropological-account-of-the-role-ofalienation/sangren/p/book/9780367897932	PROPN
futech-377	334	1	[	[	X
futech-377	334	2	11	11	NUM
futech-377	334	3	]	]	X
futech-377	334	4	n.m	n.m	PROPN
futech-377	334	5	.	.	PROPN
futech-377	334	6	krause	krause	PROPN
futech-377	334	7	,	,	PUNCT
futech-377	334	8	i.	i.	PROPN
futech-377	334	9	freiling	freiling	PROPN
futech-377	334	10	,	,	PUNCT
futech-377	334	11	b.	b.	PROPN
futech-377	334	12	beets	beets	PROPN
futech-377	334	13	,	,	PUNCT
futech-377	334	14	d.	d.	PROPN
futech-377	334	15	brossard	brossard	PROPN
futech-377	334	16	,	,	PUNCT
futech-377	334	17	factchecking	factchecke	VERB
futech-377	334	18	as	as	ADP
futech-377	334	19	risk	risk	NOUN
futech-377	334	20	communication	communication	NOUN
futech-377	334	21	:	:	PUNCT
futech-377	334	22	the	the	DET
futech-377	334	23	multi	multi	ADJ
futech-377	334	24	-	-	ADJ
futech-377	334	25	layered	layered	ADJ
futech-377	334	26	risk	risk	NOUN
futech-377	334	27	of	of	ADP
futech-377	334	28	misinformation	misinformation	NOUN
futech-377	334	29	in	in	ADP
futech-377	334	30	times	time	NOUN
futech-377	334	31	of	of	ADP
futech-377	334	32	covid-19	covid-19	PROPN
futech-377	334	33	,	,	PUNCT
futech-377	334	34	journal	journal	NOUN
futech-377	334	35	of	of	ADP
futech-377	334	36	risk	risk	NOUN
futech-377	334	37	research	research	NOUN
futech-377	334	38	23(7	23(7	NUM
futech-377	334	39	-	-	SYM
futech-377	334	40	8)	8)	NUM
futech-377	334	41	(	(	PUNCT
futech-377	334	42	2020	2020	NUM
futech-377	334	43	)	)	PUNCT
futech-377	334	44	1052	1052	NUM
futech-377	334	45	-	-	SYM
futech-377	334	46	1059	1059	NUM
futech-377	334	47	.	.	PUNCT
futech-377	335	1	doi	doi	NOUN
futech-377	335	2	:	:	PUNCT
futech-377	335	3	10.1080/1369118x.2020.1052466	10.1080/1369118x.2020.1052466	PROPN
futech-377	335	4	[	[	X
futech-377	335	5	12	12	NUM
futech-377	335	6	]	]	PUNCT
futech-377	335	7	j.	j.	PROPN
futech-377	335	8	xue	xue	PROPN
futech-377	335	9	,	,	PUNCT
futech-377	335	10	j.	j.	PROPN
futech-377	335	11	chen	chen	PROPN
futech-377	335	12	,	,	PUNCT
futech-377	335	13	c.	c.	PROPN
futech-377	335	14	chen	chen	PROPN
futech-377	335	15	,	,	PUNCT
futech-377	335	16	r.	r.	PROPN
futech-377	335	17	hu	hu	PROPN
futech-377	335	18	,	,	PUNCT
futech-377	335	19	t.	t.	PROPN
futech-377	335	20	zhu	zhu	PROPN
futech-377	335	21	,	,	PUNCT
futech-377	335	22	the	the	DET
futech-377	335	23	hidden	hidden	ADJ
futech-377	335	24	pandemic	pandemic	NOUN
futech-377	335	25	of	of	ADP
futech-377	335	26	family	family	NOUN
futech-377	335	27	violence	violence	NOUN
futech-377	335	28	during	during	ADP
futech-377	335	29	covid-19	covid-19	PROPN
futech-377	335	30	:	:	PUNCT
futech-377	335	31	unsupervised	unsupervised	ADJ
futech-377	335	32	learning	learning	NOUN
futech-377	335	33	of	of	ADP
futech-377	335	34	tweets	tweet	NOUN
futech-377	335	35	,	,	PUNCT
futech-377	335	36	journal	journal	NOUN
futech-377	335	37	of	of	ADP
futech-377	335	38	medical	medical	ADJ
futech-377	335	39	internet	internet	NOUN
futech-377	335	40	research	research	NOUN
futech-377	335	41	22(11	22(11	NUM
futech-377	335	42	)	)	PUNCT
futech-377	335	43	(	(	PUNCT
futech-377	335	44	2020	2020	NUM
futech-377	335	45	)	)	PUNCT
futech-377	335	46	e24361	e24361	NOUN
futech-377	335	47	.	.	PUNCT
futech-377	336	1	doi	doi	NOUN
futech-377	336	2	:	:	PUNCT
futech-377	336	3	10.2196/24361	10.2196/24361	NUM
futech-377	336	4	[	[	X
futech-377	336	5	13	13	NUM
futech-377	336	6	]	]	SYM
futech-377	336	7	a.a	a.a	PROPN
futech-377	336	8	.	.	PROPN
futech-377	336	9	lazaro	lazaro	PROPN
futech-377	336	10	,	,	PUNCT
futech-377	336	11	s.m	s.m	PROPN
futech-377	336	12	.	.	PROPN
futech-377	336	13	anselimus	anselimus	PROPN
futech-377	336	14	,	,	PUNCT
futech-377	336	15	online	online	ADJ
futech-377	336	16	learning	learning	NOUN
futech-377	336	17	during	during	ADP
futech-377	336	18	the	the	DET
futech-377	336	19	covid-19	covid-19	PROPN
futech-377	336	20	pandemic	pandemic	NOUN
futech-377	336	21	:	:	PUNCT
futech-377	336	22	academic	academic	ADJ
futech-377	336	23	survival	survival	NOUN
futech-377	336	24	of	of	ADP
futech-377	336	25	international	international	ADJ
futech-377	336	26	phd	phd	NOUN
futech-377	336	27	students	student	NOUN
futech-377	336	28	in	in	ADP
futech-377	336	29	the	the	DET
futech-377	336	30	digital	digital	ADJ
futech-377	336	31	era	era	NOUN
futech-377	336	32	,	,	PUNCT
futech-377	336	33	cogent	cogent	ADJ
futech-377	336	34	education	education	NOUN
futech-377	336	35	12(1	12(1	NUM
futech-377	336	36	)	)	PUNCT
futech-377	336	37	(	(	PUNCT
futech-377	336	38	2025	2025	NUM
futech-377	336	39	)	)	PUNCT
futech-377	336	40	2503087	2503087	NUM
futech-377	336	41	.	.	PUNCT
futech-377	337	1	doi	doi	NOUN
futech-377	337	2	:	:	PUNCT
futech-377	337	3	10.1080/2331205x.2024.2503087	10.1080/2331205x.2024.2503087	NOUN
futech-377	338	1	[	[	X
futech-377	338	2	14	14	NUM
futech-377	338	3	]	]	X
futech-377	338	4	y.	y.	PROPN
futech-377	338	5	ophir	ophir	PROPN
futech-377	338	6	,	,	PUNCT
futech-377	338	7	d.	d.	PROPN
futech-377	338	8	walter	walter	PROPN
futech-377	338	9	,	,	PUNCT
futech-377	338	10	d.	d.	PROPN
futech-377	338	11	arnon	arnon	PROPN
futech-377	338	12	,	,	PUNCT
futech-377	338	13	a.	a.	NOUN
futech-377	338	14	lokmanoglu	lokmanoglu	PROPN
futech-377	338	15	,	,	PUNCT
futech-377	338	16	m.	m.	NOUN
futech-377	338	17	tizzoni	tizzoni	NOUN
futech-377	338	18	,	,	PUNCT
futech-377	338	19	j.	j.	PROPN
futech-377	338	20	carota	carota	PROPN
futech-377	338	21	,	,	PUNCT
futech-377	338	22	l.	l.	PROPN
futech-377	338	23	d'antiga	d'antiga	PROPN
futech-377	338	24	,	,	PUNCT
futech-377	338	25	e.	e.	PROPN
futech-377	338	26	nicastro	nicastro	PROPN
futech-377	338	27	,	,	PUNCT
futech-377	338	28	the	the	DET
futech-377	338	29	framing	framing	NOUN
futech-377	338	30	of	of	ADP
futech-377	338	31	covid-19	covid-19	PROPN
futech-377	338	32	in	in	ADP
futech-377	338	33	italian	italian	ADJ
futech-377	338	34	media	medium	NOUN
futech-377	338	35	and	and	CCONJ
futech-377	338	36	its	its	PRON
futech-377	338	37	relationship	relationship	NOUN
futech-377	338	38	with	with	ADP
futech-377	338	39	community	community	NOUN
futech-377	338	40	mobility	mobility	NOUN
futech-377	338	41	:	:	PUNCT
futech-377	338	42	a	a	DET
futech-377	338	43	mixed	mix	VERB
futech-377	338	44	-	-	PUNCT
futech-377	338	45	method	method	NOUN
futech-377	338	46	approach	approach	NOUN
futech-377	338	47	,	,	PUNCT
futech-377	338	48	journal	journal	NOUN
futech-377	338	49	of	of	ADP
futech-377	338	50	health	health	PROPN
futech-377	338	51	communication	communication	NOUN
futech-377	338	52	26(3	26(3	NUM
futech-377	338	53	)	)	PUNCT
futech-377	338	54	(	(	PUNCT
futech-377	338	55	2021	2021	NUM
futech-377	338	56	)	)	PUNCT
futech-377	338	57	161173	161173	NUM
futech-377	338	58	.	.	PUNCT
futech-377	339	1	doi	doi	NOUN
futech-377	339	2	:	:	PUNCT
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futech-377	339	4	[	[	SYM
futech-377	339	5	15	15	NUM
futech-377	339	6	]	]	X
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futech-377	339	8	wang	wang	PROPN
futech-377	339	9	,	,	PUNCT
futech-377	339	10	h.	h.	PROPN
futech-377	339	11	hamid	hamid	PROPN
futech-377	339	12	.	.	PUNCT
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futech-377	340	2	pharmaceutical	pharmaceutical	ADJ
futech-377	340	3	service	service	NOUN
futech-377	340	4	competency	competency	NOUN
futech-377	340	5	framework	framework	NOUN
futech-377	340	6	:	:	PUNCT
futech-377	340	7	development	development	NOUN
futech-377	340	8	of	of	ADP
futech-377	340	9	aiinformed	aiinformed	PROPN
futech-377	340	10	competency	competency	NOUN
futech-377	340	11	indicators	indicator	NOUN
futech-377	340	12	and	and	CCONJ
futech-377	340	13	localized	localized	ADJ
futech-377	340	14	practices	practice	NOUN
futech-377	340	15	in	in	ADP
futech-377	340	16	china	china	PROPN
futech-377	340	17	.	.	PUNCT
futech-377	341	1	future	future	ADJ
futech-377	341	2	technology	technology	NOUN
futech-377	341	3	,	,	PUNCT
futech-377	341	4	4(2	4(2	NUM
futech-377	341	5	)	)	PUNCT
futech-377	341	6	,	,	PUNCT
futech-377	341	7	61–75	61–75	X
futech-377	341	8	.	.	PUNCT
futech-377	342	1	doi	doi	NOUN
futech-377	342	2	:	:	PUNCT
futech-377	342	3	10.55670	10.55670	NUM
futech-377	342	4	/	/	SYM
futech-377	342	5	fpll.futech.4.2.7	fpll.futech.4.2.7	NOUN
futech-377	343	1	[	[	X
futech-377	343	2	16	16	NUM
futech-377	343	3	]	]	PUNCT
futech-377	343	4	l.	l.	PROPN
futech-377	343	5	yang	yang	PROPN
futech-377	343	6	,	,	PUNCT
futech-377	343	7	e.m	e.m	PROPN
futech-377	343	8	.	.	PROPN
futech-377	343	9	kenny	kenny	PROPN
futech-377	343	10	,	,	PUNCT
futech-377	343	11	t.l.j	t.l.j	ADV
futech-377	343	12	.	.	PUNCT
futech-377	344	1	ng	ng	PROPN
futech-377	344	2	,	,	PUNCT
futech-377	344	3	y.	y.	PROPN
futech-377	344	4	yang	yang	PROPN
futech-377	344	5	,	,	PUNCT
futech-377	344	6	b.	b.	PROPN
futech-377	344	7	smyth	smyth	PROPN
futech-377	344	8	,	,	PUNCT
futech-377	344	9	r.	r.	PROPN
futech-377	344	10	dong	dong	PROPN
futech-377	344	11	,	,	PUNCT
futech-377	344	12	generating	generate	VERB
futech-377	344	13	plausible	plausible	ADJ
futech-377	344	14	counterfactual	counterfactual	ADJ
futech-377	344	15	explanations	explanation	NOUN
futech-377	344	16	for	for	ADP
futech-377	344	17	deep	deep	ADJ
futech-377	344	18	transformers	transformer	NOUN
futech-377	344	19	in	in	ADP
futech-377	344	20	financial	financial	ADJ
futech-377	344	21	text	text	NOUN
futech-377	344	22	classification	classification	NOUN
futech-377	344	23	,	,	PUNCT
futech-377	344	24	arxiv	arxiv	PROPN
futech-377	344	25	preprint	preprint	VERB
futech-377	344	26	arxiv:2010.12512	arxiv:2010.12512	NUM
futech-377	344	27	(	(	PUNCT
futech-377	344	28	2020).https://arxiv.org	2020).https://arxiv.org	NUM
futech-377	344	29	/	/	SYM
futech-377	344	30	abs/2010.12512	abs/2010.12512	PROPN
futech-377	345	1	[	[	X
futech-377	345	2	17	17	NUM
futech-377	345	3	]	]	SYM
futech-377	345	4	li	li	PROPN
futech-377	345	5	,	,	PUNCT
futech-377	345	6	t.	t.	PROPN
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futech-377	345	8	linguistic	linguistic	ADJ
futech-377	345	9	processing	processing	NOUN
futech-377	345	10	for	for	ADP
futech-377	345	11	evaluating	evaluate	VERB
futech-377	345	12	policy	policy	NOUN
futech-377	345	13	effectiveness	effectiveness	NOUN
futech-377	345	14	:	:	PUNCT
futech-377	345	15	textual	textual	ADJ
futech-377	345	16	analysis	analysis	NOUN
futech-377	345	17	of	of	ADP
futech-377	345	18	china	china	PROPN
futech-377	345	19	-	-	PUNCT
futech-377	345	20	korea	korea	PROPN
futech-377	345	21	continuing	continue	VERB
futech-377	345	22	education	education	NOUN
futech-377	345	23	regulations	regulation	NOUN
futech-377	345	24	.	.	PUNCT
futech-377	346	1	future	future	ADJ
futech-377	346	2	technology	technology	NOUN
futech-377	346	3	,	,	PUNCT
futech-377	346	4	4(2	4(2	NUM
futech-377	346	5	)	)	PUNCT
futech-377	346	6	,	,	PUNCT
futech-377	346	7	92–103	92–103	PROPN
futech-377	346	8	.	.	PUNCT
futech-377	346	9	doi	doi	PROPN
futech-377	346	10	:	:	PUNCT
futech-377	346	11	10.55670	10.55670	NUM
futech-377	346	12	/	/	SYM
futech-377	346	13	fpll.futech.4.2.9	fpll.futech.4.2.9	NOUN
futech-377	346	14	this	this	DET
futech-377	346	15	article	article	NOUN
futech-377	346	16	is	be	AUX
futech-377	346	17	an	an	DET
futech-377	346	18	open	open	ADJ
futech-377	346	19	-	-	PUNCT
futech-377	346	20	access	access	NOUN
futech-377	346	21	article	article	NOUN
futech-377	346	22	distributed	distribute	VERB
futech-377	346	23	under	under	ADP
futech-377	346	24	the	the	DET
futech-377	346	25	terms	term	NOUN
futech-377	346	26	and	and	CCONJ
futech-377	346	27	conditions	condition	NOUN
futech-377	346	28	of	of	ADP
futech-377	346	29	the	the	DET
futech-377	346	30	creative	creative	ADJ
futech-377	346	31	commons	common	NOUN
futech-377	346	32	attribution	attribution	NOUN
futech-377	346	33	(	(	PUNCT
futech-377	346	34	cc	cc	NOUN
futech-377	346	35	by	by	ADP
futech-377	346	36	)	)	PUNCT
futech-377	346	37	license	license	NOUN
futech-377	346	38	(	(	PUNCT
futech-377	346	39	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-377	346	40	)	)	PUNCT
futech-377	346	41	.	.	PUNCT
futech-377	347	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN