id	sid	tid	token	lemma	pos
futech-638	1	1	zhicheng	zhicheng	PROPN
futech-638	1	2	yu	yu	PROPN
futech-638	1	3	&	&	CCONJ
futech-638	1	4	zhixin	zhixin	PROPN
futech-638	1	5	yu	yu	PROPN
futech-638	1	6	/future	/future	PROPN
futech-638	1	7	technology	technology	PROPN
futech-638	1	8	february	february	PROPN
futech-638	1	9	2026|	2026|	NUM
futech-638	1	10	volume	volume	NOUN
futech-638	1	11	05	05	NUM
futech-638	2	1	|	|	ADV
futech-638	2	2	issue	issue	NOUN
futech-638	2	3	01	01	NUM
futech-638	3	1	|	|	ADV
futech-638	3	2	pages	page	VERB
futech-638	3	3	324	324	NUM
futech-638	3	4	-	-	SYM
futech-638	3	5	336	336	NUM
futech-638	3	6	324	324	NUM
futech-638	3	7	article	article	NOUN
futech-638	3	8	research	research	NOUN
futech-638	3	9	on	on	ADP
futech-638	3	10	resilience	resilience	NOUN
futech-638	3	11	enhancement	enhancement	NOUN
futech-638	3	12	mechanism	mechanism	NOUN
futech-638	3	13	of	of	ADP
futech-638	3	14	intelligent	intelligent	ADJ
futech-638	3	15	supply	supply	NOUN
futech-638	3	16	chain	chain	NOUN
futech-638	3	17	in	in	ADP
futech-638	3	18	digital	digital	ADJ
futech-638	3	19	transformation	transformation	NOUN
futech-638	3	20	context	context	NOUN
futech-638	3	21	:	:	PUNCT
futech-638	3	22	synergistic	synergistic	ADJ
futech-638	3	23	effect	effect	NOUN
futech-638	3	24	of	of	ADP
futech-638	3	25	iot	iot	ADJ
futech-638	3	26	empowerment	empowerment	NOUN
futech-638	3	27	and	and	CCONJ
futech-638	3	28	edge	edge	NOUN
futech-638	3	29	computing	compute	VERB
futech-638	3	30	zhicheng	zhicheng	PROPN
futech-638	3	31	yu	yu	PROPN
futech-638	3	32	,	,	PUNCT
futech-638	3	33	zhixin	zhixin	PROPN
futech-638	3	34	yu	yu	PROPN
futech-638	3	35	*	*	PROPN
futech-638	3	36	university	university	PROPN
futech-638	3	37	college	college	PROPN
futech-638	3	38	dublin	dublin	PROPN
futech-638	3	39	,	,	PUNCT
futech-638	3	40	national	national	PROPN
futech-638	3	41	university	university	PROPN
futech-638	3	42	of	of	ADP
futech-638	3	43	ireland	ireland	PROPN
futech-638	3	44	,	,	PUNCT
futech-638	3	45	dublin	dublin	PROPN
futech-638	3	46	,	,	PUNCT
futech-638	3	47	ireland	ireland	PROPN
futech-638	3	48	,	,	PUNCT
futech-638	3	49	d04v1w8	d04v1w8	VERB
futech-638	3	50	a	a	DET
futech-638	3	51	r	r	NOUN
futech-638	3	52	t	t	NOUN
futech-638	4	1	i	i	PRON
futech-638	4	2	c	c	NOUN
futech-638	4	3	l	l	NOUN
futech-638	4	4	e	e	NOUN
futech-638	5	1	i	i	PRON
futech-638	5	2	n	n	VERB
futech-638	5	3	f	f	NOUN
futech-638	5	4	o	o	NOUN
futech-638	5	5	article	article	NOUN
futech-638	5	6	history	history	NOUN
futech-638	5	7	:	:	PUNCT
futech-638	5	8	received	receive	VERB
futech-638	5	9	04	04	NUM
futech-638	5	10	september	september	PROPN
futech-638	5	11	2025	2025	NUM
futech-638	5	12	received	receive	VERB
futech-638	5	13	in	in	ADP
futech-638	5	14	revised	revise	VERB
futech-638	5	15	form	form	NOUN
futech-638	5	16	10	10	NUM
futech-638	5	17	november	november	PROPN
futech-638	5	18	2025	2025	NUM
futech-638	5	19	accepted	accept	VERB
futech-638	5	20	08	08	NUM
futech-638	5	21	december	december	PROPN
futech-638	5	22	2025	2025	NUM
futech-638	5	23	keywords	keyword	NOUN
futech-638	5	24	:	:	PUNCT
futech-638	5	25	supply	supply	NOUN
futech-638	5	26	chain	chain	NOUN
futech-638	5	27	resilience	resilience	NOUN
futech-638	5	28	,	,	PUNCT
futech-638	5	29	internet	internet	NOUN
futech-638	5	30	of	of	ADP
futech-638	5	31	things	thing	NOUN
futech-638	5	32	,	,	PUNCT
futech-638	5	33	edge	edge	NOUN
futech-638	5	34	computing	computing	NOUN
futech-638	5	35	,	,	PUNCT
futech-638	5	36	technology	technology	NOUN
futech-638	5	37	collaboration	collaboration	NOUN
futech-638	5	38	,	,	PUNCT
futech-638	5	39	dynamic	dynamic	ADJ
futech-638	5	40	capabilities	capability	NOUN
futech-638	5	41	*	*	PUNCT
futech-638	5	42	corresponding	correspond	VERB
futech-638	5	43	author	author	NOUN
futech-638	5	44	email	email	NOUN
futech-638	5	45	address	address	NOUN
futech-638	5	46	:	:	PUNCT
futech-638	5	47	yuzhixin2002@gmail.com	yuzhixin2002@gmail.com	X
futech-638	6	1	doi	doi	PROPN
futech-638	6	2	:	:	PUNCT
futech-638	6	3	10.55670	10.55670	NUM
futech-638	6	4	/	/	SYM
futech-638	6	5	fpll.futech.5.1.28	fpll.futech.5.1.28	ADV
futech-638	6	6	a	a	DET
futech-638	6	7	b	b	NOUN
futech-638	6	8	s	s	ADP
futech-638	6	9	t	t	PROPN
futech-638	6	10	r	r	NOUN
futech-638	6	11	a	a	DET
futech-638	6	12	c	c	NOUN
futech-638	6	13	t	t	NOUN
futech-638	6	14	this	this	DET
futech-638	6	15	study	study	NOUN
futech-638	6	16	explores	explore	VERB
futech-638	6	17	the	the	DET
futech-638	6	18	synergistic	synergistic	ADJ
futech-638	6	19	effect	effect	NOUN
futech-638	6	20	of	of	ADP
futech-638	6	21	internet	internet	NOUN
futech-638	6	22	of	of	ADP
futech-638	6	23	things	thing	NOUN
futech-638	6	24	(	(	PUNCT
futech-638	6	25	iot	iot	NOUN
futech-638	6	26	)	)	PUNCT
futech-638	6	27	and	and	CCONJ
futech-638	6	28	edge	edge	NOUN
futech-638	6	29	computing	computing	NOUN
futech-638	6	30	on	on	ADP
futech-638	6	31	the	the	DET
futech-638	6	32	supply	supply	NOUN
futech-638	6	33	chain	chain	NOUN
futech-638	6	34	resilience	resilience	NOUN
futech-638	6	35	through	through	ADP
futech-638	6	36	technological	technological	ADJ
futech-638	6	37	interaction	interaction	NOUN
futech-638	6	38	channels	channel	NOUN
futech-638	6	39	.	.	PUNCT
futech-638	7	1	based	base	VERB
futech-638	7	2	on	on	ADP
futech-638	7	3	dynamic	dynamic	ADJ
futech-638	7	4	capability	capability	NOUN
futech-638	7	5	theory	theory	NOUN
futech-638	7	6	and	and	CCONJ
futech-638	7	7	resource	resource	NOUN
futech-638	7	8	coordination	coordination	NOUN
futech-638	7	9	theory	theory	NOUN
futech-638	7	10	,	,	PUNCT
futech-638	7	11	the	the	DET
futech-638	7	12	study	study	NOUN
futech-638	7	13	employs	employ	VERB
futech-638	7	14	external	external	ADJ
futech-638	7	15	data	datum	NOUN
futech-638	7	16	sources	source	NOUN
futech-638	7	17	such	such	ADJ
futech-638	7	18	as	as	ADP
futech-638	7	19	the	the	DET
futech-638	7	20	world	world	NOUN
futech-638	7	21	bank	bank	NOUN
futech-638	7	22	enterprise	enterprise	NOUN
futech-638	7	23	survey	survey	NOUN
futech-638	7	24	,	,	PUNCT
futech-638	7	25	the	the	DET
futech-638	7	26	china	china	PROPN
futech-638	7	27	industrial	industrial	ADJ
futech-638	7	28	enterprise	enterprise	NOUN
futech-638	7	29	database	database	NOUN
futech-638	7	30	,	,	PUNCT
futech-638	7	31	and	and	CCONJ
futech-638	7	32	the	the	DET
futech-638	7	33	china	china	PROPN
futech-638	7	34	ministry	ministry	PROPN
futech-638	7	35	of	of	ADP
futech-638	7	36	industry	industry	PROPN
futech-638	7	37	and	and	CCONJ
futech-638	7	38	information	information	NOUN
futech-638	7	39	technology	technology	NOUN
futech-638	7	40	to	to	PART
futech-638	7	41	investigate	investigate	VERB
futech-638	7	42	the	the	DET
futech-638	7	43	research	research	NOUN
futech-638	7	44	question	question	NOUN
futech-638	7	45	.	.	PUNCT
futech-638	8	1	specifically	specifically	ADV
futech-638	8	2	,	,	PUNCT
futech-638	8	3	it	it	PRON
futech-638	8	4	uses	use	VERB
futech-638	8	5	panel	panel	NOUN
futech-638	8	6	data	datum	NOUN
futech-638	8	7	from	from	ADP
futech-638	8	8	892	892	NUM
futech-638	8	9	manufacturing	manufacturing	NOUN
futech-638	8	10	and	and	CCONJ
futech-638	8	11	logistics	logistic	NOUN
futech-638	8	12	enterprises	enterprise	NOUN
futech-638	8	13	spanning	span	VERB
futech-638	8	14	2020	2020	NUM
futech-638	8	15	-	-	SYM
futech-638	8	16	2024	2024	NUM
futech-638	8	17	,	,	PUNCT
futech-638	8	18	employing	employ	VERB
futech-638	8	19	hierarchical	hierarchical	ADJ
futech-638	8	20	regression	regression	NOUN
futech-638	8	21	and	and	CCONJ
futech-638	8	22	simple	simple	ADJ
futech-638	8	23	slope	slope	NOUN
futech-638	8	24	analysis	analysis	NOUN
futech-638	8	25	as	as	ADP
futech-638	8	26	the	the	DET
futech-638	8	27	empirical	empirical	ADJ
futech-638	8	28	methods	method	NOUN
futech-638	8	29	.	.	PUNCT
futech-638	9	1	the	the	DET
futech-638	9	2	empirical	empirical	ADJ
futech-638	9	3	results	result	NOUN
futech-638	9	4	show	show	VERB
futech-638	9	5	that	that	SCONJ
futech-638	9	6	the	the	DET
futech-638	9	7	application	application	NOUN
futech-638	9	8	level	level	NOUN
futech-638	9	9	of	of	ADP
futech-638	9	10	either	either	PRON
futech-638	9	11	iot	iot	ADJ
futech-638	9	12	technology	technology	NOUN
futech-638	9	13	or	or	CCONJ
futech-638	9	14	edge	edge	NOUN
futech-638	9	15	computing	computing	NOUN
futech-638	9	16	can	can	AUX
futech-638	9	17	significantly	significantly	ADV
futech-638	9	18	improve	improve	VERB
futech-638	9	19	supply	supply	NOUN
futech-638	9	20	chain	chain	NOUN
futech-638	9	21	resilience	resilience	NOUN
futech-638	9	22	,	,	PUNCT
futech-638	9	23	with	with	ADP
futech-638	9	24	remarkable	remarkable	ADJ
futech-638	9	25	synergistic	synergistic	ADJ
futech-638	9	26	effects	effect	NOUN
futech-638	9	27	when	when	SCONJ
futech-638	9	28	the	the	DET
futech-638	9	29	two	two	NUM
futech-638	9	30	technologies	technology	NOUN
futech-638	9	31	are	be	AUX
futech-638	9	32	jointly	jointly	ADV
futech-638	9	33	adopted	adopt	VERB
futech-638	9	34	.	.	PUNCT
futech-638	10	1	edge	edge	NOUN
futech-638	10	2	computing	computing	NOUN
futech-638	10	3	can	can	AUX
futech-638	10	4	further	far	ADV
futech-638	10	5	improve	improve	VERB
futech-638	10	6	the	the	DET
futech-638	10	7	efficiency	efficiency	NOUN
futech-638	10	8	of	of	ADP
futech-638	10	9	iot	iot	NOUN
futech-638	10	10	applications	application	NOUN
futech-638	10	11	by	by	ADP
futech-638	10	12	enabling	enable	VERB
futech-638	10	13	higher	high	ADJ
futech-638	10	14	application	application	NOUN
futech-638	10	15	-	-	PUNCT
futech-638	10	16	level	level	NOUN
futech-638	10	17	thresholds	threshold	NOUN
futech-638	10	18	.	.	PUNCT
futech-638	11	1	additionally	additionally	ADV
futech-638	11	2	,	,	PUNCT
futech-638	11	3	the	the	DET
futech-638	11	4	synergistic	synergistic	ADJ
futech-638	11	5	effect	effect	NOUN
futech-638	11	6	between	between	ADP
futech-638	11	7	iot	iot	PROPN
futech-638	11	8	technology	technology	NOUN
futech-638	11	9	and	and	CCONJ
futech-638	11	10	edge	edge	NOUN
futech-638	11	11	computing	compute	VERB
futech-638	11	12	exhibits	exhibit	VERB
futech-638	11	13	industrial	industrial	ADJ
futech-638	11	14	heterogeneity	heterogeneity	NOUN
futech-638	11	15	in	in	ADP
futech-638	11	16	optimizing	optimize	VERB
futech-638	11	17	resilience	resilience	NOUN
futech-638	11	18	-	-	PUNCT
futech-638	11	19	building	building	NOUN
futech-638	11	20	efficiency	efficiency	NOUN
futech-638	11	21	:	:	PUNCT
futech-638	11	22	the	the	DET
futech-638	11	23	manufacturing	manufacturing	NOUN
futech-638	11	24	industry	industry	NOUN
futech-638	11	25	demonstrates	demonstrate	VERB
futech-638	11	26	a	a	DET
futech-638	11	27	stronger	strong	ADJ
futech-638	11	28	synergistic	synergistic	ADJ
futech-638	11	29	effect	effect	NOUN
futech-638	11	30	than	than	ADP
futech-638	11	31	the	the	DET
futech-638	11	32	logistics	logistic	NOUN
futech-638	11	33	industry	industry	NOUN
futech-638	11	34	.	.	PUNCT
futech-638	12	1	this	this	DET
futech-638	12	2	study	study	NOUN
futech-638	12	3	formally	formally	ADV
futech-638	12	4	validates	validate	VERB
futech-638	12	5	the	the	DET
futech-638	12	6	theoretical	theoretical	ADJ
futech-638	12	7	mechanism	mechanism	NOUN
futech-638	12	8	underlying	underlie	VERB
futech-638	12	9	technology	technology	NOUN
futech-638	12	10	application	application	NOUN
futech-638	12	11	,	,	PUNCT
futech-638	12	12	encompassing	encompass	VERB
futech-638	12	13	real	real	ADJ
futech-638	12	14	-	-	PUNCT
futech-638	12	15	time	time	NOUN
futech-638	12	16	sensing	sensing	NOUN
futech-638	12	17	,	,	PUNCT
futech-638	12	18	edge	edge	NOUN
futech-638	12	19	analysis	analysis	NOUN
futech-638	12	20	,	,	PUNCT
futech-638	12	21	and	and	CCONJ
futech-638	12	22	rapid	rapid	ADJ
futech-638	12	23	response	response	NOUN
futech-638	12	24	.	.	PUNCT
futech-638	13	1	it	it	PRON
futech-638	13	2	thereby	thereby	ADV
futech-638	13	3	addresses	address	VERB
futech-638	13	4	a	a	DET
futech-638	13	5	critical	critical	ADJ
futech-638	13	6	gap	gap	NOUN
futech-638	13	7	in	in	ADP
futech-638	13	8	the	the	DET
futech-638	13	9	existing	exist	VERB
futech-638	13	10	literature	literature	NOUN
futech-638	13	11	and	and	CCONJ
futech-638	13	12	theoretical	theoretical	ADJ
futech-638	13	13	framework	framework	NOUN
futech-638	13	14	concerning	concern	VERB
futech-638	13	15	the	the	DET
futech-638	13	16	"	"	PUNCT
futech-638	13	17	resilience	resilience	NOUN
futech-638	13	18	-	-	PUNCT
futech-638	13	19	warning	warning	NOUN
futech-638	13	20	capability	capability	NOUN
futech-638	13	21	-	-	PUNCT
futech-638	13	22	response	response	NOUN
futech-638	13	23	speed	speed	NOUN
futech-638	13	24	"	"	PUNCT
futech-638	13	25	model	model	NOUN
futech-638	13	26	.	.	PUNCT
futech-638	14	1	1	1	X
futech-638	14	2	.	.	X
futech-638	14	3	introduction	introduction	NOUN
futech-638	14	4	in	in	ADP
futech-638	14	5	recent	recent	ADJ
futech-638	14	6	years	year	NOUN
futech-638	14	7	,	,	PUNCT
futech-638	14	8	the	the	DET
futech-638	14	9	global	global	ADJ
futech-638	14	10	supply	supply	NOUN
futech-638	14	11	chain	chain	NOUN
futech-638	14	12	has	have	AUX
futech-638	14	13	encountered	encounter	VERB
futech-638	14	14	unprecedented	unprecedented	ADJ
futech-638	14	15	shocks	shock	NOUN
futech-638	14	16	and	and	CCONJ
futech-638	14	17	undergone	undergo	VERB
futech-638	14	18	profound	profound	ADJ
futech-638	14	19	transformations	transformation	NOUN
futech-638	14	20	.	.	PUNCT
futech-638	15	1	the	the	DET
futech-638	15	2	emergence	emergence	NOUN
futech-638	15	3	of	of	ADP
futech-638	15	4	uncertain	uncertain	ADJ
futech-638	15	5	events	event	NOUN
futech-638	15	6	such	such	ADJ
futech-638	15	7	as	as	ADP
futech-638	15	8	the	the	DET
futech-638	15	9	covid-19	covid-19	PROPN
futech-638	15	10	pandemic	pandemic	ADJ
futech-638	15	11	,	,	PUNCT
futech-638	15	12	geopolitical	geopolitical	ADJ
futech-638	15	13	conflicts	conflict	NOUN
futech-638	15	14	,	,	PUNCT
futech-638	15	15	and	and	CCONJ
futech-638	15	16	climate	climate	NOUN
futech-638	15	17	change	change	NOUN
futech-638	15	18	has	have	AUX
futech-638	15	19	revealed	reveal	VERB
futech-638	15	20	the	the	DET
futech-638	15	21	limitations	limitation	NOUN
futech-638	15	22	of	of	ADP
futech-638	15	23	traditional	traditional	ADJ
futech-638	15	24	supply	supply	NOUN
futech-638	15	25	chain	chain	NOUN
futech-638	15	26	management	management	NOUN
futech-638	15	27	models	model	NOUN
futech-638	15	28	in	in	ADP
futech-638	15	29	coping	cope	VERB
futech-638	15	30	with	with	ADP
futech-638	15	31	sudden	sudden	ADJ
futech-638	15	32	disruptions	disruption	NOUN
futech-638	15	33	[	[	X
futech-638	15	34	1	1	NUM
futech-638	15	35	]	]	PUNCT
futech-638	15	36	.	.	PUNCT
futech-638	16	1	as	as	ADP
futech-638	16	2	an	an	DET
futech-638	16	3	essential	essential	ADJ
futech-638	16	4	competence	competence	NOUN
futech-638	16	5	for	for	ADP
futech-638	16	6	enterprises	enterprise	NOUN
futech-638	16	7	to	to	PART
futech-638	16	8	maintain	maintain	VERB
futech-638	16	9	operational	operational	ADJ
futech-638	16	10	continuity	continuity	NOUN
futech-638	16	11	,	,	PUNCT
futech-638	16	12	respond	respond	VERB
futech-638	16	13	to	to	ADP
futech-638	16	14	market	market	NOUN
futech-638	16	15	fluctuations	fluctuation	NOUN
futech-638	16	16	,	,	PUNCT
futech-638	16	17	and	and	CCONJ
futech-638	16	18	recover	recover	VERB
futech-638	16	19	from	from	ADP
futech-638	16	20	disruptions	disruption	NOUN
futech-638	16	21	,	,	PUNCT
futech-638	16	22	supply	supply	NOUN
futech-638	16	23	chain	chain	NOUN
futech-638	16	24	resilience	resilience	NOUN
futech-638	16	25	has	have	AUX
futech-638	16	26	become	become	VERB
futech-638	16	27	a	a	DET
futech-638	16	28	key	key	ADJ
futech-638	16	29	subject	subject	NOUN
futech-638	16	30	in	in	ADP
futech-638	16	31	academic	academic	ADJ
futech-638	16	32	research	research	NOUN
futech-638	16	33	and	and	CCONJ
futech-638	16	34	practical	practical	ADJ
futech-638	16	35	applications	application	NOUN
futech-638	16	36	[	[	X
futech-638	16	37	2	2	NUM
futech-638	16	38	]	]	PUNCT
futech-638	16	39	.	.	PUNCT
futech-638	17	1	in	in	ADP
futech-638	17	2	addition	addition	NOUN
futech-638	17	3	,	,	PUNCT
futech-638	17	4	in	in	ADP
futech-638	17	5	the	the	DET
futech-638	17	6	current	current	ADJ
futech-638	17	7	complex	complex	ADJ
futech-638	17	8	landscape	landscape	NOUN
futech-638	17	9	where	where	SCONJ
futech-638	17	10	globalization	globalization	NOUN
futech-638	17	11	and	and	CCONJ
futech-638	17	12	regionalization	regionalization	NOUN
futech-638	17	13	advance	advance	NOUN
futech-638	17	14	in	in	ADP
futech-638	17	15	tandem	tandem	PROPN
futech-638	17	16	,	,	PUNCT
futech-638	17	17	coupled	couple	VERB
futech-638	17	18	with	with	ADP
futech-638	17	19	the	the	DET
futech-638	17	20	node	node	ADJ
futech-638	17	21	dependence	dependence	NOUN
futech-638	17	22	and	and	CCONJ
futech-638	17	23	structural	structural	ADJ
futech-638	17	24	vulnerability	vulnerability	NOUN
futech-638	17	25	inherent	inherent	ADJ
futech-638	17	26	in	in	ADP
futech-638	17	27	supply	supply	NOUN
futech-638	17	28	chain	chain	NOUN
futech-638	17	29	networks	network	NOUN
futech-638	17	30	,	,	PUNCT
futech-638	17	31	conventional	conventional	ADJ
futech-638	17	32	resilience	resilience	NOUN
futech-638	17	33	strategies	strategy	NOUN
futech-638	17	34	—	—	PUNCT
futech-638	17	35	such	such	ADJ
futech-638	17	36	as	as	ADP
futech-638	17	37	redundant	redundant	ADJ
futech-638	17	38	inventory	inventory	NOUN
futech-638	17	39	and	and	CCONJ
futech-638	17	40	multi	multi	ADJ
futech-638	17	41	-	-	ADJ
futech-638	17	42	source	source	NOUN
futech-638	17	43	procurement	procurement	NOUN
futech-638	17	44	—	—	PUNCT
futech-638	17	45	are	be	AUX
futech-638	17	46	increasingly	increasingly	ADV
futech-638	17	47	trapped	trap	VERB
futech-638	17	48	in	in	ADP
futech-638	17	49	a	a	DET
futech-638	17	50	predicament	predicament	NOUN
futech-638	17	51	characterized	characterize	VERB
futech-638	17	52	by	by	ADP
futech-638	17	53	high	high	ADJ
futech-638	17	54	resilience	resilience	NOUN
futech-638	17	55	costs	cost	NOUN
futech-638	17	56	and	and	CCONJ
futech-638	17	57	low	low	ADJ
futech-638	17	58	operational	operational	ADJ
futech-638	17	59	efficiency	efficiency	NOUN
futech-638	17	60	.	.	PUNCT
futech-638	18	1	on	on	ADP
futech-638	18	2	the	the	DET
futech-638	18	3	one	one	NUM
futech-638	18	4	hand	hand	NOUN
futech-638	18	5	,	,	PUNCT
futech-638	18	6	relevant	relevant	ADJ
futech-638	18	7	studies	study	NOUN
futech-638	18	8	demonstrated	demonstrate	VERB
futech-638	18	9	that	that	SCONJ
futech-638	18	10	supply	supply	NOUN
futech-638	18	11	chains	chain	NOUN
futech-638	18	12	with	with	ADP
futech-638	18	13	high	high	ADJ
futech-638	18	14	resilience	resilience	NOUN
futech-638	18	15	can	can	AUX
futech-638	18	16	not	not	PART
futech-638	18	17	only	only	ADV
futech-638	18	18	significantly	significantly	ADV
futech-638	18	19	improve	improve	VERB
futech-638	18	20	customer	customer	NOUN
futech-638	18	21	satisfaction	satisfaction	NOUN
futech-638	18	22	and	and	CCONJ
futech-638	18	23	financial	financial	ADJ
futech-638	18	24	performance	performance	NOUN
futech-638	18	25	but	but	CCONJ
futech-638	18	26	also	also	ADV
futech-638	18	27	build	build	VERB
futech-638	18	28	more	more	ADV
futech-638	18	29	robust	robust	ADJ
futech-638	18	30	competitive	competitive	ADJ
futech-638	18	31	advantages	advantage	NOUN
futech-638	18	32	through	through	ADP
futech-638	18	33	supply	supply	NOUN
futech-638	18	34	network	network	NOUN
futech-638	18	35	coordination	coordination	NOUN
futech-638	18	36	mechanisms	mechanism	NOUN
futech-638	18	37	[	[	X
futech-638	18	38	3,4	3,4	NUM
futech-638	18	39	]	]	PUNCT
futech-638	18	40	.	.	PUNCT
futech-638	19	1	with	with	ADP
futech-638	19	2	the	the	DET
futech-638	19	3	increasingly	increasingly	ADV
futech-638	19	4	complex	complex	ADJ
futech-638	19	5	global	global	ADJ
futech-638	19	6	supply	supply	NOUN
futech-638	19	7	chain	chain	NOUN
futech-638	19	8	networks	network	NOUN
futech-638	19	9	,	,	PUNCT
futech-638	19	10	systematically	systematically	ADV
futech-638	19	11	improving	improve	VERB
futech-638	19	12	supply	supply	NOUN
futech-638	19	13	chain	chain	NOUN
futech-638	19	14	network	network	NOUN
futech-638	19	15	resilience	resilience	NOUN
futech-638	19	16	through	through	ADP
futech-638	19	17	digital	digital	ADJ
futech-638	19	18	technology	technology	NOUN
futech-638	19	19	empowerment	empowerment	NOUN
futech-638	19	20	has	have	AUX
futech-638	19	21	become	become	VERB
futech-638	19	22	a	a	DET
futech-638	19	23	critical	critical	ADJ
futech-638	19	24	strategic	strategic	ADJ
futech-638	19	25	priority	priority	NOUN
futech-638	19	26	that	that	PRON
futech-638	19	27	demands	demand	VERB
futech-638	19	28	urgent	urgent	ADJ
futech-638	19	29	action	action	NOUN
futech-638	19	30	[	[	X
futech-638	19	31	5	5	NUM
futech-638	19	32	]	]	PUNCT
futech-638	19	33	.	.	PUNCT
futech-638	20	1	the	the	DET
futech-638	20	2	current	current	ADJ
futech-638	20	3	studies	study	NOUN
futech-638	20	4	on	on	ADP
futech-638	20	5	supply	supply	NOUN
futech-638	20	6	chain	chain	NOUN
futech-638	20	7	resilience	resilience	NOUN
futech-638	20	8	have	have	AUX
futech-638	20	9	explored	explore	VERB
futech-638	20	10	diverse	diverse	ADJ
futech-638	20	11	dimensions	dimension	NOUN
futech-638	20	12	in	in	ADP
futech-638	20	13	depth	depth	NOUN
futech-638	20	14	.	.	PUNCT
futech-638	21	1	from	from	ADP
futech-638	21	2	the	the	DET
futech-638	21	3	perspective	perspective	NOUN
futech-638	21	4	of	of	ADP
futech-638	21	5	inventory	inventory	NOUN
futech-638	21	6	management	management	NOUN
futech-638	21	7	,	,	PUNCT
futech-638	21	8	the	the	DET
futech-638	21	9	literature	literature	NOUN
futech-638	21	10	reviews	review	NOUN
futech-638	21	11	have	have	AUX
futech-638	21	12	deepened	deepen	VERB
futech-638	21	13	understanding	understanding	NOUN
futech-638	21	14	of	of	ADP
futech-638	21	15	the	the	DET
futech-638	21	16	mechanisms	mechanism	NOUN
futech-638	21	17	underlying	underlie	VERB
futech-638	21	18	construction	construction	NOUN
futech-638	21	19	,	,	PUNCT
futech-638	21	20	highlighting	highlight	VERB
futech-638	21	21	the	the	DET
futech-638	21	22	significance	significance	NOUN
futech-638	21	23	of	of	ADP
futech-638	21	24	strategic	strategic	ADJ
futech-638	21	25	inventory	inventory	NOUN
futech-638	21	26	routing	routing	NOUN
futech-638	21	27	in	in	ADP
futech-638	21	28	mitigating	mitigate	VERB
futech-638	21	29	bilateral	bilateral	ADJ
futech-638	21	30	supply	supply	NOUN
futech-638	21	31	-	-	PUNCT
futech-638	21	32	and	and	CCONJ
futech-638	21	33	-	-	PUNCT
futech-638	21	34	demand	demand	NOUN
futech-638	21	35	shocks	shock	VERB
futech-638	21	36	[	[	X
futech-638	21	37	6	6	NUM
futech-638	21	38	]	]	PUNCT
futech-638	21	39	.	.	PUNCT
futech-638	22	1	the	the	DET
futech-638	22	2	numerical	numerical	ADJ
futech-638	22	3	assessment	assessment	NOUN
futech-638	22	4	of	of	ADP
futech-638	22	5	the	the	DET
futech-638	22	6	information	information	NOUN
futech-638	22	7	network	network	NOUN
futech-638	22	8	has	have	AUX
futech-638	22	9	revealed	reveal	VERB
futech-638	22	10	a	a	DET
futech-638	22	11	positive	positive	ADJ
futech-638	22	12	effect	effect	NOUN
futech-638	22	13	of	of	ADP
futech-638	22	14	information	information	NOUN
futech-638	22	15	quality	quality	NOUN
futech-638	22	16	on	on	ADP
futech-638	22	17	resilience	resilience	NOUN
futech-638	22	18	among	among	ADP
futech-638	22	19	open	open	ADJ
futech-638	22	20	access	access	NOUN
futech-638	22	21	journal	journal	PROPN
futech-638	22	22	issn	issn	PROPN
futech-638	22	23	2832	2832	NUM
futech-638	22	24	-	-	SYM
futech-638	22	25	0379	0379	NUM
futech-638	22	26	february	february	PROPN
futech-638	22	27	2026|	2026|	NUM
futech-638	22	28	volume	volume	NOUN
futech-638	22	29	05	05	NUM
futech-638	23	1	|	|	ADV
futech-638	23	2	issue	issue	NOUN
futech-638	23	3	01	01	NUM
futech-638	24	1	|	|	ADV
futech-638	24	2	pages	page	VERB
futech-638	24	3	324	324	NUM
futech-638	24	4	-	-	SYM
futech-638	24	5	336	336	NUM
futech-638	24	6	https://doi.org/10.55670/fpll.futech.5.1.28	https://doi.org/10.55670/fpll.futech.5.1.28	PROPN
futech-638	24	7	journal	journal	PROPN
futech-638	24	8	homepage	homepage	NOUN
futech-638	24	9	:	:	PUNCT
futech-638	24	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-638	24	11	future	future	ADJ
futech-638	24	12	technology	technology	NOUN
futech-638	24	13	mailto:yuzhixin2002@gmail.com	mailto:yuzhixin2002@gmail.com	X
futech-638	24	14	https://doi.org/10.55670/fpll.futech.5.1.28	https://doi.org/10.55670/fpll.futech.5.1.28	NOUN
futech-638	24	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-638	24	16	zhicheng	zhicheng	PROPN
futech-638	24	17	yu	yu	PROPN
futech-638	24	18	&	&	CCONJ
futech-638	24	19	zhixin	zhixin	PROPN
futech-638	24	20	yu	yu	PROPN
futech-638	24	21	/future	/future	PROPN
futech-638	24	22	technology	technology	PROPN
futech-638	25	1	february	february	PROPN
futech-638	25	2	2026|	2026|	NUM
futech-638	25	3	volume	volume	NOUN
futech-638	25	4	05	05	NUM
futech-638	26	1	|	|	ADV
futech-638	26	2	issue	issue	NOUN
futech-638	26	3	01	01	NUM
futech-638	27	1	|	|	ADV
futech-638	27	2	pages	page	VERB
futech-638	27	3	324	324	NUM
futech-638	27	4	-	-	SYM
futech-638	27	5	336	336	NUM
futech-638	27	6	325	325	NUM
futech-638	27	7	supply	supply	NOUN
futech-638	27	8	chain	chain	NOUN
futech-638	27	9	partners	partner	NOUN
futech-638	27	10	,	,	PUNCT
futech-638	27	11	making	make	VERB
futech-638	27	12	it	it	PRON
futech-638	27	13	theoretically	theoretically	ADV
futech-638	27	14	applicable	applicable	ADJ
futech-638	27	15	to	to	ADP
futech-638	27	16	structural	structural	ADJ
futech-638	27	17	optimization	optimization	NOUN
futech-638	27	18	[	[	X
futech-638	27	19	7	7	NUM
futech-638	27	20	]	]	PUNCT
futech-638	27	21	.	.	PUNCT
futech-638	28	1	the	the	DET
futech-638	28	2	internet	internet	NOUN
futech-638	28	3	of	of	ADP
futech-638	28	4	things	thing	NOUN
futech-638	28	5	(	(	PUNCT
futech-638	28	6	iot	iot	NOUN
futech-638	28	7	)	)	PUNCT
futech-638	28	8	technology	technology	NOUN
futech-638	28	9	has	have	AUX
futech-638	28	10	brought	bring	VERB
futech-638	28	11	revolutionary	revolutionary	ADJ
futech-638	28	12	advancements	advancement	NOUN
futech-638	28	13	to	to	PART
futech-638	28	14	supply	supply	VERB
futech-638	28	15	chain	chain	NOUN
futech-638	28	16	management	management	NOUN
futech-638	28	17	practices	practice	NOUN
futech-638	28	18	.	.	PUNCT
futech-638	29	1	the	the	DET
futech-638	29	2	latest	late	ADJ
futech-638	29	3	literature	literature	NOUN
futech-638	29	4	reviews	review	NOUN
futech-638	29	5	and	and	CCONJ
futech-638	29	6	application	application	NOUN
futech-638	29	7	solutions	solution	NOUN
futech-638	29	8	have	have	AUX
futech-638	29	9	clearly	clearly	ADV
futech-638	29	10	indicated	indicate	VERB
futech-638	29	11	that	that	SCONJ
futech-638	29	12	iot	iot	PROPN
futech-638	29	13	technology	technology	NOUN
futech-638	29	14	has	have	AUX
futech-638	29	15	transformed	transform	VERB
futech-638	29	16	from	from	ADP
futech-638	29	17	an	an	DET
futech-638	29	18	efficiency	efficiency	NOUN
futech-638	29	19	-	-	PUNCT
futech-638	29	20	enhancing	enhance	VERB
futech-638	29	21	tool	tool	NOUN
futech-638	29	22	to	to	ADP
futech-638	29	23	a	a	DET
futech-638	29	24	core	core	NOUN
futech-638	29	25	driving	driving	NOUN
futech-638	29	26	engine	engine	NOUN
futech-638	29	27	of	of	ADP
futech-638	29	28	strategic	strategic	ADJ
futech-638	29	29	transformation	transformation	NOUN
futech-638	29	30	,	,	PUNCT
futech-638	29	31	with	with	ADP
futech-638	29	32	applications	application	NOUN
futech-638	29	33	spanning	span	VERB
futech-638	29	34	the	the	DET
futech-638	29	35	entire	entire	ADJ
futech-638	29	36	process	process	NOUN
futech-638	29	37	from	from	ADP
futech-638	29	38	ordering	ordering	NOUN
futech-638	29	39	and	and	CCONJ
futech-638	29	40	delivery	delivery	NOUN
futech-638	29	41	to	to	ADP
futech-638	29	42	further	further	ADJ
futech-638	29	43	intelligence	intelligence	NOUN
futech-638	29	44	upgrading	upgrading	NOUN
futech-638	29	45	[	[	X
futech-638	29	46	8	8	NUM
futech-638	29	47	]	]	PUNCT
futech-638	29	48	.	.	PUNCT
futech-638	30	1	application	application	NOUN
futech-638	30	2	cases	case	NOUN
futech-638	30	3	in	in	ADP
futech-638	30	4	the	the	DET
futech-638	30	5	field	field	NOUN
futech-638	30	6	of	of	ADP
futech-638	30	7	sustainable	sustainable	ADJ
futech-638	30	8	supply	supply	NOUN
futech-638	30	9	chain	chain	NOUN
futech-638	30	10	management	management	NOUN
futech-638	30	11	have	have	AUX
futech-638	30	12	further	far	ADV
futech-638	30	13	demonstrated	demonstrate	VERB
futech-638	30	14	that	that	SCONJ
futech-638	30	15	full	full	ADJ
futech-638	30	16	integration	integration	NOUN
futech-638	30	17	of	of	ADP
futech-638	30	18	rfid	rfid	NOUN
futech-638	30	19	and	and	CCONJ
futech-638	30	20	sensor	sensor	NOUN
futech-638	30	21	networks	network	NOUN
futech-638	30	22	can	can	AUX
futech-638	30	23	greatly	greatly	ADV
futech-638	30	24	enhance	enhance	VERB
futech-638	30	25	environmental	environmental	ADJ
futech-638	30	26	sensing	sensing	NOUN
futech-638	30	27	and	and	CCONJ
futech-638	30	28	optimization	optimization	NOUN
futech-638	30	29	capabilities	capability	NOUN
futech-638	30	30	[	[	X
futech-638	30	31	9	9	NUM
futech-638	30	32	]	]	PUNCT
futech-638	30	33	.	.	PUNCT
futech-638	31	1	research	research	NOUN
futech-638	31	2	on	on	ADP
futech-638	31	3	real	real	ADJ
futech-638	31	4	-	-	PUNCT
futech-638	31	5	time	time	NOUN
futech-638	31	6	supply	supply	NOUN
futech-638	31	7	chain	chain	NOUN
futech-638	31	8	monitoring	monitoring	NOUN
futech-638	31	9	has	have	AUX
futech-638	31	10	further	far	ADV
futech-638	31	11	validated	validate	VERB
futech-638	31	12	the	the	DET
futech-638	31	13	pivotal	pivotal	ADJ
futech-638	31	14	role	role	NOUN
futech-638	31	15	of	of	ADP
futech-638	31	16	iot	iot	ADJ
futech-638	31	17	devices	device	NOUN
futech-638	31	18	in	in	ADP
futech-638	31	19	anomaly	anomaly	NOUN
futech-638	31	20	detection	detection	NOUN
futech-638	31	21	and	and	CCONJ
futech-638	31	22	response	response	NOUN
futech-638	31	23	[	[	X
futech-638	31	24	10	10	NUM
futech-638	31	25	]	]	PUNCT
futech-638	31	26	.	.	PUNCT
futech-638	32	1	in	in	ADP
futech-638	32	2	addition	addition	NOUN
futech-638	32	3	,	,	PUNCT
futech-638	32	4	edge	edge	NOUN
futech-638	32	5	computing	computing	NOUN
futech-638	32	6	,	,	PUNCT
futech-638	32	7	an	an	DET
futech-638	32	8	emerging	emerge	VERB
futech-638	32	9	form	form	NOUN
futech-638	32	10	of	of	ADP
futech-638	32	11	distributed	distribute	VERB
futech-638	32	12	computing	computing	NOUN
futech-638	32	13	,	,	PUNCT
futech-638	32	14	provides	provide	VERB
futech-638	32	15	low	low	ADJ
futech-638	32	16	latency	latency	NOUN
futech-638	32	17	and	and	CCONJ
futech-638	32	18	high	high	ADJ
futech-638	32	19	realtime	realtime	NOUN
futech-638	32	20	decision	decision	NOUN
futech-638	32	21	support	support	NOUN
futech-638	32	22	for	for	ADP
futech-638	32	23	the	the	DET
futech-638	32	24	supply	supply	NOUN
futech-638	32	25	chain	chain	NOUN
futech-638	32	26	.	.	PUNCT
futech-638	33	1	with	with	ADP
futech-638	33	2	its	its	PRON
futech-638	33	3	expanding	expand	VERB
futech-638	33	4	applications	application	NOUN
futech-638	33	5	in	in	ADP
futech-638	33	6	the	the	DET
futech-638	33	7	circular	circular	ADJ
futech-638	33	8	economy	economy	NOUN
futech-638	33	9	and	and	CCONJ
futech-638	33	10	sustainability	sustainability	NOUN
futech-638	33	11	initiatives	initiative	NOUN
futech-638	33	12	,	,	PUNCT
futech-638	33	13	it	it	PRON
futech-638	33	14	has	have	AUX
futech-638	33	15	gradually	gradually	ADV
futech-638	33	16	unlocked	unlock	VERB
futech-638	33	17	new	new	ADJ
futech-638	33	18	potential	potential	NOUN
futech-638	33	19	[	[	X
futech-638	33	20	11	11	NUM
futech-638	33	21	]	]	PUNCT
futech-638	33	22	.	.	PUNCT
futech-638	34	1	the	the	DET
futech-638	34	2	case	case	NOUN
futech-638	34	3	study	study	NOUN
futech-638	34	4	in	in	ADP
futech-638	34	5	the	the	DET
futech-638	34	6	smart	smart	ADJ
futech-638	34	7	agricultural	agricultural	ADJ
futech-638	34	8	supply	supply	NOUN
futech-638	34	9	chain	chain	NOUN
futech-638	34	10	has	have	AUX
futech-638	34	11	clearly	clearly	ADV
futech-638	34	12	demonstrated	demonstrate	VERB
futech-638	34	13	the	the	DET
futech-638	34	14	remarkable	remarkable	ADJ
futech-638	34	15	performance	performance	NOUN
futech-638	34	16	capabilities	capability	NOUN
futech-638	34	17	of	of	ADP
futech-638	34	18	edge	edge	NOUN
futech-638	34	19	computing	computing	NOUN
futech-638	34	20	,	,	PUNCT
futech-638	34	21	with	with	ADP
futech-638	34	22	the	the	DET
futech-638	34	23	application	application	NOUN
futech-638	34	24	of	of	ADP
futech-638	34	25	fuzzy	fuzzy	ADJ
futech-638	34	26	neural	neural	ADJ
futech-638	34	27	networks	network	NOUN
futech-638	34	28	,	,	PUNCT
futech-638	34	29	in	in	ADP
futech-638	34	30	optimally	optimally	ADV
futech-638	34	31	distributing	distribute	VERB
futech-638	34	32	resources	resource	NOUN
futech-638	34	33	in	in	ADP
futech-638	34	34	a	a	DET
futech-638	34	35	dynamic	dynamic	ADJ
futech-638	34	36	environment	environment	NOUN
futech-638	34	37	[	[	X
futech-638	34	38	12	12	NUM
futech-638	34	39	]	]	PUNCT
futech-638	34	40	.	.	PUNCT
futech-638	35	1	in	in	ADP
futech-638	35	2	the	the	DET
futech-638	35	3	context	context	NOUN
futech-638	35	4	of	of	ADP
futech-638	35	5	industry	industry	NOUN
futech-638	35	6	4.0	4.0	NUM
futech-638	35	7	,	,	PUNCT
futech-638	35	8	recent	recent	ADJ
futech-638	35	9	literature	literature	NOUN
futech-638	35	10	reviews	review	NOUN
futech-638	35	11	have	have	AUX
futech-638	35	12	further	far	ADV
futech-638	35	13	revealed	reveal	VERB
futech-638	35	14	the	the	DET
futech-638	35	15	multi	multi	ADJ
futech-638	35	16	-	-	ADJ
futech-638	35	17	level	level	ADJ
futech-638	35	18	technical	technical	ADJ
futech-638	35	19	support	support	NOUN
futech-638	35	20	and	and	CCONJ
futech-638	35	21	strategic	strategic	ADJ
futech-638	35	22	pathways	pathway	NOUN
futech-638	35	23	for	for	ADP
futech-638	35	24	supply	supply	NOUN
futech-638	35	25	chain	chain	NOUN
futech-638	35	26	resilience	resilience	NOUN
futech-638	35	27	building	build	VERB
futech-638	35	28	[	[	X
futech-638	35	29	13	13	NUM
futech-638	35	30	]	]	PUNCT
futech-638	35	31	.	.	PUNCT
futech-638	36	1	a	a	DET
futech-638	36	2	study	study	NOUN
futech-638	36	3	on	on	ADP
futech-638	36	4	north	north	ADJ
futech-638	36	5	american	american	ADJ
futech-638	36	6	research	research	NOUN
futech-638	36	7	agendas	agenda	NOUN
futech-638	36	8	highlights	highlight	NOUN
futech-638	36	9	the	the	DET
futech-638	36	10	significance	significance	NOUN
futech-638	36	11	of	of	ADP
futech-638	36	12	integrating	integrate	VERB
futech-638	36	13	intelligent	intelligent	ADJ
futech-638	36	14	technologies	technology	NOUN
futech-638	36	15	to	to	PART
futech-638	36	16	enhance	enhance	VERB
futech-638	36	17	the	the	DET
futech-638	36	18	agility	agility	NOUN
futech-638	36	19	and	and	CCONJ
futech-638	36	20	visibility	visibility	NOUN
futech-638	36	21	of	of	ADP
futech-638	36	22	supply	supply	NOUN
futech-638	36	23	chain	chain	NOUN
futech-638	36	24	networks	network	NOUN
futech-638	36	25	[	[	X
futech-638	36	26	14	14	NUM
futech-638	36	27	]	]	PUNCT
futech-638	36	28	.	.	PUNCT
futech-638	37	1	moreover	moreover	ADV
futech-638	37	2	,	,	PUNCT
futech-638	37	3	most	most	ADJ
futech-638	37	4	studies	study	NOUN
futech-638	37	5	have	have	AUX
futech-638	37	6	demonstrated	demonstrate	VERB
futech-638	37	7	that	that	SCONJ
futech-638	37	8	the	the	DET
futech-638	37	9	collaborative	collaborative	ADJ
futech-638	37	10	application	application	NOUN
futech-638	37	11	of	of	ADP
futech-638	37	12	industry	industry	NOUN
futech-638	37	13	4.0	4.0	NUM
futech-638	37	14	technologies	technology	NOUN
futech-638	37	15	has	have	AUX
futech-638	37	16	become	become	VERB
futech-638	37	17	an	an	DET
futech-638	37	18	imperative	imperative	NOUN
futech-638	37	19	,	,	PUNCT
futech-638	37	20	driven	drive	VERB
futech-638	37	21	by	by	ADP
futech-638	37	22	megatrends	megatrend	NOUN
futech-638	37	23	such	such	ADJ
futech-638	37	24	as	as	ADP
futech-638	37	25	population	population	NOUN
futech-638	37	26	aging	aging	NOUN
futech-638	37	27	and	and	CCONJ
futech-638	37	28	rapid	rapid	ADJ
futech-638	37	29	urbanization	urbanization	NOUN
futech-638	37	30	,	,	PUNCT
futech-638	37	31	to	to	PART
futech-638	37	32	advance	advance	VERB
futech-638	37	33	evolutionary	evolutionary	ADJ
futech-638	37	34	supply	supply	NOUN
futech-638	37	35	chain	chain	NOUN
futech-638	37	36	processes	process	NOUN
futech-638	37	37	[	[	X
futech-638	37	38	15	15	NUM
futech-638	37	39	]	]	PUNCT
futech-638	37	40	.	.	PUNCT
futech-638	38	1	despite	despite	SCONJ
futech-638	38	2	broad	broad	ADJ
futech-638	38	3	verification	verification	NOUN
futech-638	38	4	of	of	ADP
futech-638	38	5	independent	independent	ADJ
futech-638	38	6	applications	application	NOUN
futech-638	38	7	of	of	ADP
futech-638	38	8	internet	internet	NOUN
futech-638	38	9	of	of	ADP
futech-638	38	10	things	thing	NOUN
futech-638	38	11	and	and	CCONJ
futech-638	38	12	edge	edge	NOUN
futech-638	38	13	computing	computing	NOUN
futech-638	38	14	technologies	technology	NOUN
futech-638	38	15	in	in	ADP
futech-638	38	16	the	the	DET
futech-638	38	17	supply	supply	NOUN
futech-638	38	18	chain	chain	NOUN
futech-638	38	19	industry	industry	NOUN
futech-638	38	20	,	,	PUNCT
futech-638	38	21	existing	exist	VERB
futech-638	38	22	research	research	NOUN
futech-638	38	23	still	still	ADV
futech-638	38	24	exhibits	exhibit	VERB
futech-638	38	25	significant	significant	ADJ
futech-638	38	26	theoretical	theoretical	ADJ
futech-638	38	27	and	and	CCONJ
futech-638	38	28	practical	practical	ADJ
futech-638	38	29	gaps	gap	NOUN
futech-638	38	30	.	.	PUNCT
futech-638	39	1	specifically	specifically	ADV
futech-638	39	2	,	,	PUNCT
futech-638	39	3	most	most	ADJ
futech-638	39	4	current	current	ADJ
futech-638	39	5	studies	study	NOUN
futech-638	39	6	on	on	ADP
futech-638	39	7	these	these	DET
futech-638	39	8	two	two	NUM
futech-638	39	9	technologies	technology	NOUN
futech-638	39	10	in	in	ADP
futech-638	39	11	the	the	DET
futech-638	39	12	literature	literature	NOUN
futech-638	39	13	focus	focus	VERB
futech-638	39	14	solely	solely	ADV
futech-638	39	15	on	on	ADP
futech-638	39	16	functional	functional	ADJ
futech-638	39	17	analysis	analysis	NOUN
futech-638	39	18	of	of	ADP
futech-638	39	19	individual	individual	ADJ
futech-638	39	20	technologies	technology	NOUN
futech-638	39	21	,	,	PUNCT
futech-638	39	22	lacking	lack	VERB
futech-638	39	23	in	in	ADP
futech-638	39	24	-	-	PUNCT
futech-638	39	25	depth	depth	NOUN
futech-638	39	26	exploration	exploration	NOUN
futech-638	39	27	of	of	ADP
futech-638	39	28	their	their	PRON
futech-638	39	29	inter	inter	ADJ
futech-638	39	30	-	-	ADJ
futech-638	39	31	technological	technological	ADJ
futech-638	39	32	collaboration	collaboration	NOUN
futech-638	39	33	mechanisms	mechanism	NOUN
futech-638	39	34	.	.	PUNCT
futech-638	40	1	furthermore	furthermore	ADV
futech-638	40	2	,	,	PUNCT
futech-638	40	3	existing	exist	VERB
futech-638	40	4	literature	literature	NOUN
futech-638	40	5	lacks	lack	VERB
futech-638	40	6	a	a	DET
futech-638	40	7	systematic	systematic	ADJ
futech-638	40	8	explanation	explanation	NOUN
futech-638	40	9	of	of	ADP
futech-638	40	10	how	how	SCONJ
futech-638	40	11	the	the	DET
futech-638	40	12	real	real	ADJ
futech-638	40	13	-	-	PUNCT
futech-638	40	14	time	time	NOUN
futech-638	40	15	sensing	sense	VERB
futech-638	40	16	capability	capability	NOUN
futech-638	40	17	of	of	ADP
futech-638	40	18	internet	internet	NOUN
futech-638	40	19	of	of	ADP
futech-638	40	20	things	thing	NOUN
futech-638	40	21	technology	technology	NOUN
futech-638	40	22	and	and	CCONJ
futech-638	40	23	the	the	DET
futech-638	40	24	distributed	distribute	VERB
futech-638	40	25	processing	processing	NOUN
futech-638	40	26	function	function	NOUN
futech-638	40	27	of	of	ADP
futech-638	40	28	edge	edge	NOUN
futech-638	40	29	computing	computing	NOUN
futech-638	40	30	technology	technology	NOUN
futech-638	40	31	can	can	AUX
futech-638	40	32	synergistically	synergistically	ADV
futech-638	40	33	interact	interact	VERB
futech-638	40	34	to	to	PART
futech-638	40	35	generate	generate	VERB
futech-638	40	36	a	a	DET
futech-638	40	37	"	"	PUNCT
futech-638	40	38	1	1	NUM
futech-638	40	39	+	+	NOUN
futech-638	40	40	1>2	1>2	NOUN
futech-638	40	41	"	"	PUNCT
futech-638	40	42	effect	effect	NOUN
futech-638	40	43	.	.	PUNCT
futech-638	41	1	more	more	ADV
futech-638	41	2	fundamentally	fundamentally	ADV
futech-638	41	3	,	,	PUNCT
futech-638	41	4	academic	academic	ADJ
futech-638	41	5	research	research	NOUN
futech-638	41	6	has	have	AUX
futech-638	41	7	not	not	PART
futech-638	41	8	yet	yet	ADV
futech-638	41	9	provided	provide	VERB
futech-638	41	10	empirical	empirical	ADJ
futech-638	41	11	validation	validation	NOUN
futech-638	41	12	for	for	ADP
futech-638	41	13	whether	whether	SCONJ
futech-638	41	14	the	the	DET
futech-638	41	15	collaborative	collaborative	ADJ
futech-638	41	16	application	application	NOUN
futech-638	41	17	of	of	ADP
futech-638	41	18	these	these	DET
futech-638	41	19	two	two	NUM
futech-638	41	20	technologies	technology	NOUN
futech-638	41	21	produces	produce	VERB
futech-638	41	22	such	such	DET
futech-638	41	23	a	a	DET
futech-638	41	24	synergistic	synergistic	ADJ
futech-638	41	25	effect	effect	NOUN
futech-638	41	26	on	on	ADP
futech-638	41	27	the	the	DET
futech-638	41	28	early	early	ADJ
futech-638	41	29	warning	warning	NOUN
futech-638	41	30	capabilities	capability	NOUN
futech-638	41	31	,	,	PUNCT
futech-638	41	32	response	response	NOUN
futech-638	41	33	speed	speed	NOUN
futech-638	41	34	,	,	PUNCT
futech-638	41	35	and	and	CCONJ
futech-638	41	36	recovery	recovery	NOUN
futech-638	41	37	capacity	capacity	NOUN
futech-638	41	38	of	of	ADP
futech-638	41	39	supply	supply	NOUN
futech-638	41	40	chain	chain	NOUN
futech-638	41	41	resilience	resilience	NOUN
futech-638	41	42	.	.	PUNCT
futech-638	42	1	current	current	ADJ
futech-638	42	2	studies	study	NOUN
futech-638	42	3	predominantly	predominantly	ADV
futech-638	42	4	rely	rely	VERB
futech-638	42	5	on	on	ADP
futech-638	42	6	case	case	NOUN
futech-638	42	7	study	study	NOUN
futech-638	42	8	methods	method	NOUN
futech-638	42	9	and	and	CCONJ
futech-638	42	10	conceptual	conceptual	ADJ
futech-638	42	11	model	model	NOUN
futech-638	42	12	construction	construction	NOUN
futech-638	42	13	,	,	PUNCT
futech-638	42	14	with	with	ADP
futech-638	42	15	a	a	DET
futech-638	42	16	dearth	dearth	NOUN
futech-638	42	17	of	of	ADP
futech-638	42	18	quantitative	quantitative	ADJ
futech-638	42	19	verification	verification	NOUN
futech-638	42	20	using	use	VERB
futech-638	42	21	large	large	ADJ
futech-638	42	22	-	-	PUNCT
futech-638	42	23	sample	sample	NOUN
futech-638	42	24	data	datum	NOUN
futech-638	42	25	.	.	PUNCT
futech-638	43	1	furthermore	furthermore	ADV
futech-638	43	2	,	,	PUNCT
futech-638	43	3	cross	cross	NOUN
futech-638	43	4	-	-	NOUN
futech-638	43	5	industry	industry	ADJ
futech-638	43	6	and	and	CCONJ
futech-638	43	7	cross	cross	ADJ
futech-638	43	8	-	-	ADJ
futech-638	43	9	field	field	ADJ
futech-638	43	10	comparative	comparative	ADJ
futech-638	43	11	analyses	analysis	NOUN
futech-638	43	12	remain	remain	VERB
futech-638	43	13	underdeveloped	underdeveloped	ADJ
futech-638	43	14	in	in	ADP
futech-638	43	15	current	current	ADJ
futech-638	43	16	studies	study	NOUN
futech-638	43	17	,	,	PUNCT
futech-638	43	18	resulting	result	VERB
futech-638	43	19	in	in	ADP
futech-638	43	20	conclusions	conclusion	NOUN
futech-638	43	21	from	from	ADP
futech-638	43	22	studies	study	NOUN
futech-638	43	23	on	on	ADP
futech-638	43	24	internet	internet	NOUN
futech-638	43	25	of	of	ADP
futech-638	43	26	things	thing	NOUN
futech-638	43	27	and	and	CCONJ
futech-638	43	28	edge	edge	NOUN
futech-638	43	29	computing	computing	NOUN
futech-638	43	30	technologies	technology	NOUN
futech-638	43	31	that	that	PRON
futech-638	43	32	lack	lack	VERB
futech-638	43	33	sufficient	sufficient	ADJ
futech-638	43	34	universality	universality	NOUN
futech-638	43	35	.	.	PUNCT
futech-638	44	1	based	base	VERB
futech-638	44	2	on	on	ADP
futech-638	44	3	the	the	DET
futech-638	44	4	aforementioned	aforementioned	ADJ
futech-638	44	5	observations	observation	NOUN
futech-638	44	6	,	,	PUNCT
futech-638	44	7	this	this	DET
futech-638	44	8	study	study	NOUN
futech-638	44	9	aims	aim	VERB
futech-638	44	10	to	to	PART
futech-638	44	11	construct	construct	VERB
futech-638	44	12	an	an	DET
futech-638	44	13	integrated	integrate	VERB
futech-638	44	14	theoretical	theoretical	ADJ
futech-638	44	15	framework	framework	NOUN
futech-638	44	16	of	of	ADP
futech-638	44	17	“	"	PUNCT
futech-638	44	18	iot	iot	ADJ
futech-638	44	19	empowerment	empowerment	NOUN
futech-638	44	20	–	–	PUNCT
futech-638	44	21	edge	edge	NOUN
futech-638	44	22	computing	computing	NOUN
futech-638	44	23	collaboration	collaboration	NOUN
futech-638	44	24	–	–	PUNCT
futech-638	44	25	supply	supply	NOUN
futech-638	44	26	chain	chain	NOUN
futech-638	44	27	resilience	resilience	NOUN
futech-638	44	28	enhancement	enhancement	NOUN
futech-638	44	29	.	.	PUNCT
futech-638	44	30	”	"	PUNCT
futech-638	45	1	drawing	draw	VERB
futech-638	45	2	on	on	ADP
futech-638	45	3	dynamic	dynamic	ADJ
futech-638	45	4	capability	capability	NOUN
futech-638	45	5	theory	theory	NOUN
futech-638	45	6	,	,	PUNCT
futech-638	45	7	it	it	PRON
futech-638	45	8	explicates	explicate	VERB
futech-638	45	9	the	the	DET
futech-638	45	10	inherent	inherent	ADJ
futech-638	45	11	intertechnological	intertechnological	ADJ
futech-638	45	12	collaboration	collaboration	NOUN
futech-638	45	13	mechanism	mechanism	NOUN
futech-638	45	14	and	and	CCONJ
futech-638	45	15	identifies	identify	VERB
futech-638	45	16	the	the	DET
futech-638	45	17	action	action	NOUN
futech-638	45	18	pathway	pathway	NOUN
futech-638	45	19	and	and	CCONJ
futech-638	45	20	boundary	boundary	ADJ
futech-638	45	21	conditions	condition	NOUN
futech-638	45	22	of	of	ADP
futech-638	45	23	the	the	DET
futech-638	45	24	“	"	PUNCT
futech-638	45	25	1	1	NUM
futech-638	45	26	+	+	NOUN
futech-638	45	27	1>2	1>2	NOUN
futech-638	45	28	”	"	PUNCT
futech-638	45	29	synergistic	synergistic	ADJ
futech-638	45	30	effect	effect	NOUN
futech-638	45	31	by	by	ADP
futech-638	45	32	leveraging	leverage	VERB
futech-638	45	33	multi	multi	ADJ
futech-638	45	34	-	-	ADJ
futech-638	45	35	source	source	ADJ
futech-638	45	36	public	public	ADJ
futech-638	45	37	data	datum	NOUN
futech-638	45	38	and	and	CCONJ
futech-638	45	39	online	online	ADJ
futech-638	45	40	open	open	ADJ
futech-638	45	41	information	information	NOUN
futech-638	45	42	resources	resource	NOUN
futech-638	45	43	.	.	PUNCT
futech-638	46	1	the	the	DET
futech-638	46	2	main	main	ADJ
futech-638	46	3	innovation	innovation	NOUN
futech-638	46	4	of	of	ADP
futech-638	46	5	this	this	DET
futech-638	46	6	study	study	NOUN
futech-638	46	7	is	be	AUX
futech-638	46	8	to	to	PART
futech-638	46	9	break	break	VERB
futech-638	46	10	away	away	ADV
futech-638	46	11	from	from	ADP
futech-638	46	12	the	the	DET
futech-638	46	13	traditional	traditional	ADJ
futech-638	46	14	single	single	ADJ
futech-638	46	15	-	-	PUNCT
futech-638	46	16	technology	technology	NOUN
futech-638	46	17	paradigm	paradigm	NOUN
futech-638	46	18	.	.	PUNCT
futech-638	47	1	from	from	ADP
futech-638	47	2	the	the	DET
futech-638	47	3	unique	unique	ADJ
futech-638	47	4	perspective	perspective	NOUN
futech-638	47	5	of	of	ADP
futech-638	47	6	technological	technological	ADJ
futech-638	47	7	collaboration	collaboration	NOUN
futech-638	47	8	,	,	PUNCT
futech-638	47	9	it	it	PRON
futech-638	47	10	explores	explore	VERB
futech-638	47	11	and	and	CCONJ
futech-638	47	12	addresses	address	NOUN
futech-638	47	13	the	the	DET
futech-638	47	14	theoretical	theoretical	ADJ
futech-638	47	15	gap	gap	NOUN
futech-638	47	16	in	in	ADP
futech-638	47	17	quantifying	quantify	VERB
futech-638	47	18	the	the	DET
futech-638	47	19	interaction	interaction	NOUN
futech-638	47	20	effect	effect	NOUN
futech-638	47	21	between	between	ADP
futech-638	47	22	the	the	DET
futech-638	47	23	internet	internet	NOUN
futech-638	47	24	of	of	ADP
futech-638	47	25	things	thing	NOUN
futech-638	47	26	and	and	CCONJ
futech-638	47	27	edge	edge	NOUN
futech-638	47	28	computing	computing	NOUN
futech-638	47	29	in	in	ADP
futech-638	47	30	enhancing	enhance	VERB
futech-638	47	31	intelligent	intelligent	ADJ
futech-638	47	32	supply	supply	NOUN
futech-638	47	33	chain	chain	NOUN
futech-638	47	34	resilience	resilience	NOUN
futech-638	47	35	.	.	PUNCT
futech-638	48	1	methodologically	methodologically	ADV
futech-638	48	2	,	,	PUNCT
futech-638	48	3	the	the	DET
futech-638	48	4	study	study	NOUN
futech-638	48	5	applies	apply	VERB
futech-638	48	6	a	a	DET
futech-638	48	7	multi	multi	ADJ
futech-638	48	8	-	-	ADJ
futech-638	48	9	resource	resource	ADJ
futech-638	48	10	integration	integration	NOUN
futech-638	48	11	approach	approach	NOUN
futech-638	48	12	using	use	VERB
futech-638	48	13	public	public	ADJ
futech-638	48	14	data	datum	NOUN
futech-638	48	15	,	,	PUNCT
futech-638	48	16	which	which	PRON
futech-638	48	17	avoids	avoid	VERB
futech-638	48	18	ethical	ethical	ADJ
futech-638	48	19	review	review	NOUN
futech-638	48	20	risks	risk	NOUN
futech-638	48	21	while	while	SCONJ
futech-638	48	22	ensuring	ensure	VERB
futech-638	48	23	large	large	ADJ
futech-638	48	24	-	-	PUNCT
futech-638	48	25	scale	scale	NOUN
futech-638	48	26	replicability	replicability	NOUN
futech-638	48	27	,	,	PUNCT
futech-638	48	28	aligning	align	VERB
futech-638	48	29	with	with	ADP
futech-638	48	30	the	the	DET
futech-638	48	31	practical	practical	ADJ
futech-638	48	32	needs	need	NOUN
futech-638	48	33	of	of	ADP
futech-638	48	34	empirical	empirical	ADJ
futech-638	48	35	research	research	NOUN
futech-638	48	36	.	.	PUNCT
futech-638	49	1	the	the	DET
futech-638	49	2	study	study	NOUN
futech-638	49	3	's	's	PART
futech-638	49	4	findings	finding	NOUN
futech-638	49	5	can	can	AUX
futech-638	49	6	support	support	VERB
futech-638	49	7	scientific	scientific	ADJ
futech-638	49	8	decision	decision	NOUN
futech-638	49	9	-	-	PUNCT
futech-638	49	10	making	making	NOUN
futech-638	49	11	for	for	ADP
futech-638	49	12	enterprises	enterprise	NOUN
futech-638	49	13	'	'	PART
futech-638	49	14	digital	digital	ADJ
futech-638	49	15	transformation	transformation	NOUN
futech-638	49	16	,	,	PUNCT
futech-638	49	17	helping	help	VERB
futech-638	49	18	them	they	PRON
futech-638	49	19	determine	determine	VERB
futech-638	49	20	technology	technology	NOUN
futech-638	49	21	investment	investment	NOUN
futech-638	49	22	priorities	priority	NOUN
futech-638	49	23	and	and	CCONJ
futech-638	49	24	collaborative	collaborative	ADJ
futech-638	49	25	implementation	implementation	NOUN
futech-638	49	26	strategies	strategy	NOUN
futech-638	49	27	.	.	PUNCT
futech-638	50	1	additionally	additionally	ADV
futech-638	50	2	,	,	PUNCT
futech-638	50	3	the	the	DET
futech-638	50	4	results	result	NOUN
futech-638	50	5	offer	offer	VERB
futech-638	50	6	theoretical	theoretical	ADJ
futech-638	50	7	support	support	NOUN
futech-638	50	8	for	for	SCONJ
futech-638	50	9	policymakers	policymaker	NOUN
futech-638	50	10	to	to	PART
futech-638	50	11	optimize	optimize	VERB
futech-638	50	12	technological	technological	ADJ
futech-638	50	13	innovation	innovation	NOUN
futech-638	50	14	support	support	NOUN
futech-638	50	15	systems	system	NOUN
futech-638	50	16	,	,	PUNCT
futech-638	50	17	thereby	thereby	ADV
futech-638	50	18	contributing	contribute	VERB
futech-638	50	19	significantly	significantly	ADV
futech-638	50	20	to	to	ADP
futech-638	50	21	resilience	resilience	NOUN
futech-638	50	22	-	-	PUNCT
futech-638	50	23	building	building	NOUN
futech-638	50	24	and	and	CCONJ
futech-638	50	25	sustainable	sustainable	ADJ
futech-638	50	26	,	,	PUNCT
futech-638	50	27	healthy	healthy	ADJ
futech-638	50	28	development	development	NOUN
futech-638	50	29	of	of	ADP
futech-638	50	30	the	the	DET
futech-638	50	31	global	global	ADJ
futech-638	50	32	supply	supply	NOUN
futech-638	50	33	chain	chain	NOUN
futech-638	50	34	.	.	PUNCT
futech-638	51	1	2	2	X
futech-638	51	2	.	.	X
futech-638	51	3	methodology	methodology	NOUN
futech-638	51	4	2.1	2.1	NUM
futech-638	51	5	theoretical	theoretical	ADJ
futech-638	51	6	models	model	NOUN
futech-638	51	7	and	and	CCONJ
futech-638	51	8	research	research	NOUN
futech-638	51	9	hypotheses	hypothesis	NOUN
futech-638	51	10	based	base	VERB
futech-638	51	11	on	on	ADP
futech-638	51	12	dynamic	dynamic	ADJ
futech-638	51	13	capability	capability	NOUN
futech-638	51	14	theory	theory	NOUN
futech-638	51	15	and	and	CCONJ
futech-638	51	16	resource	resource	NOUN
futech-638	51	17	orchestration	orchestration	NOUN
futech-638	51	18	theory	theory	NOUN
futech-638	51	19	,	,	PUNCT
futech-638	51	20	this	this	DET
futech-638	51	21	study	study	NOUN
futech-638	51	22	constructs	construct	VERB
futech-638	51	23	an	an	DET
futech-638	51	24	integrated	integrate	VERB
futech-638	51	25	theoretical	theoretical	ADJ
futech-638	51	26	model	model	NOUN
futech-638	51	27	to	to	PART
futech-638	51	28	examine	examine	VERB
futech-638	51	29	the	the	DET
futech-638	51	30	synergistic	synergistic	ADJ
futech-638	51	31	effect	effect	NOUN
futech-638	51	32	of	of	ADP
futech-638	51	33	internet	internet	NOUN
futech-638	51	34	of	of	ADP
futech-638	51	35	things	thing	NOUN
futech-638	51	36	empowerment	empowerment	NOUN
futech-638	51	37	and	and	CCONJ
futech-638	51	38	edge	edge	NOUN
futech-638	51	39	computing	computing	NOUN
futech-638	51	40	on	on	ADP
futech-638	51	41	supply	supply	NOUN
futech-638	51	42	chain	chain	NOUN
futech-638	51	43	resilience	resilience	NOUN
futech-638	51	44	.	.	PUNCT
futech-638	52	1	dynamic	dynamic	ADJ
futech-638	52	2	capability	capability	NOUN
futech-638	52	3	theory	theory	NOUN
futech-638	52	4	emphasizes	emphasize	VERB
futech-638	52	5	the	the	DET
futech-638	52	6	importance	importance	NOUN
futech-638	52	7	of	of	ADP
futech-638	52	8	organizational	organizational	ADJ
futech-638	52	9	capability	capability	NOUN
futech-638	52	10	in	in	ADP
futech-638	52	11	preserving	preserve	VERB
futech-638	52	12	and	and	CCONJ
futech-638	52	13	enhancing	enhance	VERB
futech-638	52	14	competitive	competitive	ADJ
futech-638	52	15	advantage	advantage	NOUN
futech-638	52	16	by	by	ADP
futech-638	52	17	perceiving	perceive	VERB
futech-638	52	18	,	,	PUNCT
futech-638	52	19	grasping	grasp	VERB
futech-638	52	20	,	,	PUNCT
futech-638	52	21	and	and	CCONJ
futech-638	52	22	reconstructing	reconstruct	VERB
futech-638	52	23	resources	resource	NOUN
futech-638	52	24	.	.	PUNCT
futech-638	53	1	internet	internet	NOUN
futech-638	53	2	of	of	ADP
futech-638	53	3	things	thing	NOUN
futech-638	53	4	technology	technology	NOUN
futech-638	53	5	,	,	PUNCT
futech-638	53	6	serving	serve	VERB
futech-638	53	7	as	as	ADP
futech-638	53	8	the	the	DET
futech-638	53	9	perception	perception	NOUN
futech-638	53	10	layer	layer	NOUN
futech-638	53	11	,	,	PUNCT
futech-638	53	12	acts	act	VERB
futech-638	53	13	as	as	ADP
futech-638	53	14	the	the	DET
futech-638	53	15	principal	principal	ADJ
futech-638	53	16	dataacquisition	dataacquisition	NOUN
futech-638	53	17	mechanism	mechanism	NOUN
futech-638	53	18	,	,	PUNCT
futech-638	53	19	constantly	constantly	ADV
futech-638	53	20	capturing	capture	VERB
futech-638	53	21	real	real	ADJ
futech-638	53	22	-	-	PUNCT
futech-638	53	23	time	time	NOUN
futech-638	53	24	operational	operational	ADJ
futech-638	53	25	status	status	NOUN
futech-638	53	26	across	across	ADP
futech-638	53	27	supply	supply	NOUN
futech-638	53	28	chain	chain	NOUN
futech-638	53	29	nodes	node	NOUN
futech-638	53	30	(	(	PUNCT
futech-638	53	31	impelling	impel	VERB
futech-638	53	32	function	function	NOUN
futech-638	53	33	)	)	PUNCT
futech-638	53	34	.	.	PUNCT
futech-638	54	1	on	on	ADP
futech-638	54	2	the	the	DET
futech-638	54	3	contrary	contrary	NOUN
futech-638	54	4	,	,	PUNCT
futech-638	54	5	edge	edge	NOUN
futech-638	54	6	computing	computing	NOUN
futech-638	54	7	serves	serve	VERB
futech-638	54	8	as	as	ADP
futech-638	54	9	a	a	DET
futech-638	54	10	complementary	complementary	ADJ
futech-638	54	11	processing	processing	NOUN
futech-638	54	12	layer	layer	NOUN
futech-638	54	13	that	that	PRON
futech-638	54	14	transforms	transform	VERB
futech-638	54	15	raw	raw	ADJ
futech-638	54	16	iot	iot	NOUN
futech-638	54	17	data	datum	NOUN
futech-638	54	18	into	into	ADP
futech-638	54	19	actionable	actionable	ADJ
futech-638	54	20	insights	insight	NOUN
futech-638	54	21	through	through	ADP
futech-638	54	22	distributed	distribute	VERB
futech-638	54	23	analysis	analysis	NOUN
futech-638	54	24	and	and	CCONJ
futech-638	54	25	localized	localized	ADJ
futech-638	54	26	decision	decision	NOUN
futech-638	54	27	-	-	PUNCT
futech-638	54	28	making	making	NOUN
futech-638	54	29	(	(	PUNCT
futech-638	54	30	facilitating	facilitate	VERB
futech-638	54	31	function	function	NOUN
futech-638	54	32	)	)	PUNCT
futech-638	54	33	.	.	PUNCT
futech-638	55	1	this	this	DET
futech-638	55	2	theoretical	theoretical	ADJ
futech-638	55	3	distinction	distinction	NOUN
futech-638	55	4	is	be	AUX
futech-638	55	5	important	important	ADJ
futech-638	55	6	:	:	PUNCT
futech-638	55	7	iot	iot	PROPN
futech-638	55	8	directly	directly	ADV
futech-638	55	9	establishes	establish	VERB
futech-638	55	10	the	the	DET
futech-638	55	11	informational	informational	ADJ
futech-638	55	12	basis	basis	NOUN
futech-638	55	13	for	for	ADP
futech-638	55	14	resilience	resilience	NOUN
futech-638	55	15	,	,	PUNCT
futech-638	55	16	whereas	whereas	SCONJ
futech-638	55	17	edge	edge	NOUN
futech-638	55	18	computing	computing	NOUN
futech-638	55	19	extends	extend	VERB
futech-638	55	20	this	this	DET
futech-638	55	21	information	information	NOUN
futech-638	55	22	through	through	ADP
futech-638	55	23	rapid	rapid	ADJ
futech-638	55	24	,	,	PUNCT
futech-638	55	25	contextaware	contextaware	NOUN
futech-638	55	26	processing	processing	NOUN
futech-638	55	27	at	at	ADP
futech-638	55	28	the	the	DET
futech-638	55	29	network	network	NOUN
futech-638	55	30	edge	edge	NOUN
futech-638	55	31	.	.	PUNCT
futech-638	56	1	prior	prior	ADJ
futech-638	56	2	research	research	NOUN
futech-638	56	3	has	have	AUX
futech-638	56	4	indicated	indicate	VERB
futech-638	56	5	that	that	SCONJ
futech-638	56	6	supply	supply	NOUN
futech-638	56	7	chain	chain	NOUN
futech-638	56	8	digitalization	digitalization	NOUN
futech-638	56	9	jointly	jointly	ADV
futech-638	56	10	impacts	impact	VERB
futech-638	56	11	organizational	organizational	ADJ
futech-638	56	12	resilience	resilience	NOUN
futech-638	56	13	through	through	ADP
futech-638	56	14	multiple	multiple	ADJ
futech-638	56	15	routes	route	NOUN
futech-638	56	16	,	,	PUNCT
futech-638	56	17	including	include	VERB
futech-638	56	18	information	information	NOUN
futech-638	56	19	visibility	visibility	NOUN
futech-638	56	20	,	,	PUNCT
futech-638	56	21	collaborative	collaborative	ADJ
futech-638	56	22	integration	integration	NOUN
futech-638	56	23	,	,	PUNCT
futech-638	56	24	and	and	CCONJ
futech-638	56	25	decision	decision	NOUN
futech-638	56	26	agility	agility	NOUN
futech-638	56	27	[	[	X
futech-638	56	28	16	16	NUM
futech-638	56	29	]	]	PUNCT
futech-638	56	30	.	.	PUNCT
futech-638	57	1	building	build	VERB
futech-638	57	2	on	on	ADP
futech-638	57	3	this	this	DET
futech-638	57	4	literature	literature	NOUN
futech-638	57	5	,	,	PUNCT
futech-638	57	6	this	this	DET
futech-638	57	7	study	study	NOUN
futech-638	57	8	abandons	abandon	VERB
futech-638	57	9	the	the	DET
futech-638	57	10	traditional	traditional	ADJ
futech-638	57	11	passive	passive	ADJ
futech-638	57	12	-	-	PUNCT
futech-638	57	13	reception	reception	NOUN
futech-638	57	14	approach	approach	NOUN
futech-638	57	15	to	to	ADP
futech-638	57	16	theoretical	theoretical	ADJ
futech-638	57	17	modeling	modeling	NOUN
futech-638	57	18	and	and	CCONJ
futech-638	57	19	innovatively	innovatively	ADV
futech-638	57	20	proposes	propose	VERB
futech-638	57	21	a	a	DET
futech-638	57	22	technology	technology	NOUN
futech-638	57	23	synergy	synergy	NOUN
futech-638	57	24	mechanism	mechanism	NOUN
futech-638	57	25	:	:	PUNCT
futech-638	57	26	iot	iot	NOUN
futech-638	57	27	and	and	CCONJ
futech-638	57	28	edge	edge	NOUN
futech-638	57	29	computing	computing	NOUN
futech-638	57	30	do	do	AUX
futech-638	57	31	not	not	PART
futech-638	57	32	merely	merely	ADV
futech-638	57	33	function	function	VERB
futech-638	57	34	in	in	ADP
futech-638	57	35	a	a	DET
futech-638	57	36	superimposed	superimpose	VERB
futech-638	57	37	manner	manner	NOUN
futech-638	57	38	,	,	PUNCT
futech-638	57	39	but	but	CCONJ
futech-638	57	40	rather	rather	ADV
futech-638	57	41	enhance	enhance	VERB
futech-638	57	42	operational	operational	ADJ
futech-638	57	43	efficiency	efficiency	NOUN
futech-638	57	44	through	through	ADP
futech-638	57	45	a	a	DET
futech-638	57	46	closed	closed	ADJ
futech-638	57	47	-	-	PUNCT
futech-638	57	48	loop	loop	NOUN
futech-638	57	49	process	process	NOUN
futech-638	57	50	of	of	ADP
futech-638	57	51	"	"	PUNCT
futech-638	57	52	real	real	ADJ
futech-638	57	53	-	-	PUNCT
futech-638	57	54	time	time	NOUN
futech-638	57	55	sensing	sensing	NOUN
futech-638	57	56	,	,	PUNCT
futech-638	57	57	edge	edge	NOUN
futech-638	57	58	analysis	analysis	NOUN
futech-638	57	59	,	,	PUNCT
futech-638	57	60	and	and	CCONJ
futech-638	57	61	rapid	rapid	ADJ
futech-638	57	62	response	response	NOUN
futech-638	57	63	.	.	PUNCT
futech-638	57	64	"	"	PUNCT
futech-638	58	1	based	base	VERB
futech-638	58	2	on	on	ADP
futech-638	58	3	the	the	DET
futech-638	58	4	theoretical	theoretical	ADJ
futech-638	58	5	model	model	NOUN
futech-638	58	6	,	,	PUNCT
futech-638	58	7	we	we	PRON
futech-638	58	8	formally	formally	ADV
futech-638	58	9	propose	propose	VERB
futech-638	58	10	the	the	DET
futech-638	58	11	following	following	ADJ
futech-638	58	12	hypotheses	hypothesis	NOUN
futech-638	58	13	:	:	PUNCT
futech-638	58	14	h1	h1	NOUN
futech-638	58	15	:	:	PUNCT
futech-638	58	16	iot	iot	ADJ
futech-638	58	17	application	application	NOUN
futech-638	58	18	degree	degree	NOUN
futech-638	58	19	→	→	SYM
futech-638	58	20	supply	supply	NOUN
futech-638	58	21	chain	chain	NOUN
futech-638	58	22	resilience	resilience	NOUN
futech-638	58	23	(	(	PUNCT
futech-638	58	24	β	β	X
futech-638	58	25	>	>	X
futech-638	58	26	0	0	NUM
futech-638	58	27	)	)	PUNCT
futech-638	58	28	h2	h2	NOUN
futech-638	58	29	:	:	PUNCT
futech-638	58	30	edge	edge	NOUN
futech-638	58	31	computing	compute	VERB
futech-638	58	32	deployment	deployment	NOUN
futech-638	58	33	→	→	SYM
futech-638	58	34	supply	supply	NOUN
futech-638	58	35	chain	chain	NOUN
futech-638	58	36	resilience	resilience	NOUN
futech-638	58	37	(	(	PUNCT
futech-638	58	38	β	β	X
futech-638	58	39	>	>	X
futech-638	58	40	0	0	NUM
futech-638	58	41	)	)	PUNCT
futech-638	58	42	h3	h3	NOUN
futech-638	58	43	:	:	PUNCT
futech-638	58	44	iot	iot	PROPN
futech-638	58	45	×	×	PROPN
futech-638	58	46	edge	edge	NOUN
futech-638	58	47	computing	computing	NOUN
futech-638	58	48	→	→	SYM
futech-638	58	49	supply	supply	NOUN
futech-638	58	50	chain	chain	NOUN
futech-638	58	51	resilience	resilience	NOUN
futech-638	58	52	(	(	PUNCT
futech-638	58	53	β	β	X
futech-638	58	54	>	>	X
futech-638	58	55	0	0	NUM
futech-638	58	56	)	)	PUNCT
futech-638	58	57	h4	h4	NOUN
futech-638	58	58	:	:	PUNCT
futech-638	58	59	supply	supply	NOUN
futech-638	58	60	chain	chain	NOUN
futech-638	58	61	complexity	complexity	NOUN
futech-638	58	62	positively	positively	ADV
futech-638	58	63	moderates	moderate	VERB
futech-638	58	64	the	the	DET
futech-638	58	65	synergy	synergy	NOUN
futech-638	58	66	effect	effect	NOUN
futech-638	58	67	(	(	PUNCT
futech-638	58	68	iot	iot	ADJ
futech-638	58	69	×	×	PROPN
futech-638	58	70	edge	edge	NOUN
futech-638	58	71	×	×	NOUN
futech-638	58	72	complexity	complexity	NOUN
futech-638	58	73	,	,	PUNCT
futech-638	58	74	β	β	X
futech-638	58	75	>	>	X
futech-638	58	76	0	0	NUM
futech-638	58	77	)	)	PUNCT
futech-638	58	78	h5	h5	NOUN
futech-638	58	79	:	:	PUNCT
futech-638	58	80	the	the	DET
futech-638	58	81	synergy	synergy	NOUN
futech-638	58	82	effect	effect	NOUN
futech-638	58	83	is	be	AUX
futech-638	58	84	stronger	strong	ADJ
futech-638	58	85	in	in	ADP
futech-638	58	86	manufacturing	manufacturing	NOUN
futech-638	58	87	than	than	ADP
futech-638	58	88	logistics	logistic	NOUN
futech-638	58	89	(	(	PUNCT
futech-638	58	90	iot	iot	PROPN
futech-638	58	91	×	×	PROPN
futech-638	58	92	edge	edge	NOUN
futech-638	58	93	×	×	NOUN
futech-638	58	94	industry	industry	NOUN
futech-638	58	95	,	,	PUNCT
futech-638	58	96	β	β	X
futech-638	58	97	manufacturing	manufacturing	NOUN
futech-638	58	98	>	>	X
futech-638	58	99	βlogistics	βlogistic	NOUN
futech-638	58	100	)	)	PUNCT
futech-638	58	101	.	.	PUNCT
futech-638	59	1	to	to	PART
futech-638	59	2	take	take	VERB
futech-638	59	3	complete	complete	ADJ
futech-638	59	4	account	account	NOUN
futech-638	59	5	of	of	ADP
futech-638	59	6	the	the	DET
futech-638	59	7	heterogeneity	heterogeneity	NOUN
futech-638	59	8	in	in	ADP
futech-638	59	9	different	different	ADJ
futech-638	59	10	situations	situation	NOUN
futech-638	59	11	,	,	PUNCT
futech-638	59	12	there	there	PRON
futech-638	59	13	is	be	VERB
futech-638	59	14	further	further	ADJ
futech-638	59	15	introduction	introduction	NOUN
futech-638	59	16	of	of	ADP
futech-638	59	17	the	the	DET
futech-638	59	18	so	so	ADV
futech-638	59	19	-	-	PUNCT
futech-638	59	20	called	call	VERB
futech-638	59	21	“	"	PUNCT
futech-638	59	22	moderating	moderate	VERB
futech-638	59	23	hypothesis	hypothesis	NOUN
futech-638	59	24	”	"	PUNCT
futech-638	59	25	related	relate	VERB
futech-638	59	26	to	to	ADP
futech-638	59	27	situation	situation	NOUN
futech-638	59	28	:	:	PUNCT
futech-638	59	29	“	"	PUNCT
futech-638	59	30	the	the	DET
futech-638	59	31	supply	supply	NOUN
futech-638	59	32	chain	chain	NOUN
futech-638	59	33	complexity	complexity	NOUN
futech-638	59	34	has	have	VERB
futech-638	59	35	a	a	DET
futech-638	59	36	positive	positive	ADJ
futech-638	59	37	impact	impact	NOUN
futech-638	59	38	on	on	ADP
futech-638	59	39	the	the	DET
futech-638	59	40	synergy	synergy	NOUN
futech-638	59	41	effect	effect	NOUN
futech-638	59	42	”	"	PUNCT
futech-638	59	43	(	(	PUNCT
futech-638	59	44	h4	h4	PROPN
futech-638	59	45	)	)	PUNCT
futech-638	59	46	,	,	PUNCT
futech-638	59	47	“	"	PUNCT
futech-638	59	48	the	the	DET
futech-638	59	49	synergy	synergy	NOUN
futech-638	59	50	effect	effect	NOUN
futech-638	59	51	in	in	ADP
futech-638	59	52	the	the	DET
futech-638	59	53	manufacturing	manufacturing	NOUN
futech-638	59	54	industry	industry	NOUN
futech-638	59	55	zhicheng	zhicheng	PROPN
futech-638	59	56	yu	yu	PROPN
futech-638	59	57	&	&	CCONJ
futech-638	59	58	zhixin	zhixin	PROPN
futech-638	59	59	yu	yu	PROPN
futech-638	59	60	/future	/future	PROPN
futech-638	59	61	technology	technology	PROPN
futech-638	59	62	february	february	PROPN
futech-638	59	63	2026|	2026|	NUM
futech-638	59	64	volume	volume	NOUN
futech-638	59	65	05	05	NUM
futech-638	60	1	|	|	ADV
futech-638	60	2	issue	issue	NOUN
futech-638	60	3	01	01	NUM
futech-638	61	1	|	|	ADV
futech-638	61	2	pages	page	VERB
futech-638	61	3	324	324	NUM
futech-638	61	4	-	-	SYM
futech-638	61	5	336	336	NUM
futech-638	61	6	326	326	NUM
futech-638	61	7	significantly	significantly	ADV
futech-638	61	8	outperforms	outperform	VERB
futech-638	61	9	it	it	PRON
futech-638	61	10	in	in	ADP
futech-638	61	11	the	the	DET
futech-638	61	12	logistics	logistic	NOUN
futech-638	61	13	industry	industry	NOUN
futech-638	61	14	”	"	PUNCT
futech-638	61	15	(	(	PUNCT
futech-638	61	16	h5	h5	PROPN
futech-638	61	17	)	)	PUNCT
futech-638	61	18	.	.	PUNCT
futech-638	62	1	the	the	DET
futech-638	62	2	integrated	integrate	VERB
futech-638	62	3	theoretical	theoretical	ADJ
futech-638	62	4	models	model	NOUN
futech-638	62	5	constructed	construct	VERB
futech-638	62	6	above	above	ADP
futech-638	62	7	effectively	effectively	ADV
futech-638	62	8	capture	capture	VERB
futech-638	62	9	the	the	DET
futech-638	62	10	complex	complex	ADJ
futech-638	62	11	relationships	relationship	NOUN
futech-638	62	12	among	among	ADP
futech-638	62	13	independent	independent	ADJ
futech-638	62	14	,	,	PUNCT
futech-638	62	15	dependent	dependent	ADJ
futech-638	62	16	,	,	PUNCT
futech-638	62	17	moderating	moderating	NOUN
futech-638	62	18	,	,	PUNCT
futech-638	62	19	and	and	CCONJ
futech-638	62	20	control	control	NOUN
futech-638	62	21	variables	variable	NOUN
futech-638	62	22	,	,	PUNCT
futech-638	62	23	with	with	ADP
futech-638	62	24	very	very	ADV
futech-638	62	25	explicit	explicit	ADJ
futech-638	62	26	operational	operational	ADJ
futech-638	62	27	definitions	definition	NOUN
futech-638	62	28	for	for	ADP
futech-638	62	29	empirical	empirical	ADJ
futech-638	62	30	testing	testing	NOUN
futech-638	62	31	(	(	PUNCT
futech-638	62	32	see	see	VERB
futech-638	62	33	figure	figure	NOUN
futech-638	62	34	1	1	NUM
futech-638	62	35	)	)	PUNCT
futech-638	62	36	.	.	PUNCT
futech-638	63	1	figure	figure	NOUN
futech-638	63	2	1	1	NUM
futech-638	63	3	.	.	PUNCT
futech-638	63	4	conceptual	conceptual	ADJ
futech-638	63	5	model	model	NOUN
futech-638	63	6	of	of	ADP
futech-638	63	7	iot	iot	ADJ
futech-638	63	8	-	-	PUNCT
futech-638	63	9	edge	edge	NOUN
futech-638	63	10	computing	compute	VERB
futech-638	63	11	synergy	synergy	NOUN
futech-638	63	12	on	on	ADP
futech-638	63	13	supply	supply	NOUN
futech-638	63	14	chain	chain	NOUN
futech-638	63	15	resilience	resilience	NOUN
futech-638	63	16	figure	figure	NOUN
futech-638	63	17	1	1	NUM
futech-638	63	18	illustrates	illustrate	VERB
futech-638	63	19	the	the	DET
futech-638	63	20	theoretical	theoretical	ADJ
futech-638	63	21	model	model	NOUN
futech-638	63	22	with	with	ADP
futech-638	63	23	three	three	NUM
futech-638	63	24	important	important	ADJ
futech-638	63	25	constructs	construct	NOUN
futech-638	63	26	of	of	ADP
futech-638	63	27	iot	iot	ADJ
futech-638	63	28	application	application	NOUN
futech-638	63	29	(	(	PUNCT
futech-638	63	30	independent	independent	ADJ
futech-638	63	31	variable	variable	NOUN
futech-638	63	32	,	,	PUNCT
futech-638	63	33	left	leave	VERB
futech-638	63	34	)	)	PUNCT
futech-638	63	35	,	,	PUNCT
futech-638	63	36	edge	edge	NOUN
futech-638	63	37	computing	compute	VERB
futech-638	63	38	deployment	deployment	NOUN
futech-638	63	39	(	(	PUNCT
futech-638	63	40	independent	independent	ADJ
futech-638	63	41	variable	variable	NOUN
futech-638	63	42	,	,	PUNCT
futech-638	63	43	left	leave	VERB
futech-638	63	44	)	)	PUNCT
futech-638	63	45	,	,	PUNCT
futech-638	63	46	and	and	CCONJ
futech-638	63	47	supply	supply	NOUN
futech-638	63	48	chain	chain	NOUN
futech-638	63	49	resilience	resilience	NOUN
futech-638	63	50	(	(	PUNCT
futech-638	63	51	dependent	dependent	ADJ
futech-638	63	52	variable	variable	NOUN
futech-638	63	53	,	,	PUNCT
futech-638	63	54	right	right	INTJ
futech-638	63	55	,	,	PUNCT
futech-638	63	56	measured	measure	VERB
futech-638	63	57	via	via	ADP
futech-638	63	58	early	early	ADJ
futech-638	63	59	warning	warning	NOUN
futech-638	63	60	,	,	PUNCT
futech-638	63	61	response	response	NOUN
futech-638	63	62	speed	speed	NOUN
futech-638	63	63	,	,	PUNCT
futech-638	63	64	and	and	CCONJ
futech-638	63	65	recovery	recovery	NOUN
futech-638	63	66	ability	ability	NOUN
futech-638	63	67	)	)	PUNCT
futech-638	63	68	.	.	PUNCT
futech-638	64	1	in	in	ADP
futech-638	64	2	the	the	DET
futech-638	64	3	figure	figure	NOUN
futech-638	64	4	,	,	PUNCT
futech-638	64	5	direct	direct	ADJ
futech-638	64	6	paths	path	NOUN
futech-638	64	7	showing	show	VERB
futech-638	64	8	h1	h1	NOUN
futech-638	64	9	(	(	PUNCT
futech-638	64	10	iot→	iot→	NOUN
futech-638	64	11	resilience	resilience	NOUN
futech-638	64	12	)	)	PUNCT
futech-638	64	13	and	and	CCONJ
futech-638	64	14	h2	h2	NOUN
futech-638	64	15	(	(	PUNCT
futech-638	64	16	edge→	edge→	ADP
futech-638	64	17	resilience	resilience	NOUN
futech-638	64	18	)	)	PUNCT
futech-638	64	19	are	be	AUX
futech-638	64	20	represented	represent	VERB
futech-638	64	21	by	by	ADP
futech-638	64	22	solid	solid	ADJ
futech-638	64	23	arrows	arrow	NOUN
futech-638	64	24	.	.	PUNCT
futech-638	65	1	the	the	DET
futech-638	65	2	interaction	interaction	NOUN
futech-638	65	3	path	path	NOUN
futech-638	65	4	,	,	PUNCT
futech-638	65	5	represented	represent	VERB
futech-638	65	6	by	by	ADP
futech-638	65	7	the	the	DET
futech-638	65	8	dashed	dash	VERB
futech-638	65	9	arrow	arrow	NOUN
futech-638	65	10	from	from	ADP
futech-638	65	11	the	the	DET
futech-638	65	12	iot×edge	iot×edge	NOUN
futech-638	65	13	node	node	NOUN
futech-638	65	14	,	,	PUNCT
futech-638	65	15	shows	show	VERB
futech-638	65	16	h3	h3	NOUN
futech-638	65	17	.	.	PUNCT
futech-638	66	1	moderating	moderate	VERB
futech-638	66	2	paths	path	NOUN
futech-638	66	3	reflect	reflect	VERB
futech-638	66	4	complexity	complexity	NOUN
futech-638	66	5	and	and	CCONJ
futech-638	66	6	industry	industry	NOUN
futech-638	66	7	type	type	NOUN
futech-638	66	8	that	that	PRON
futech-638	66	9	influence	influence	VERB
futech-638	66	10	the	the	DET
futech-638	66	11	iot	iot	ADJ
futech-638	66	12	×	×	PROPN
futech-638	66	13	edge	edge	NOUN
futech-638	66	14	interaction	interaction	NOUN
futech-638	66	15	effect	effect	NOUN
futech-638	66	16	(	(	PUNCT
futech-638	66	17	h4	h4	NOUN
futech-638	66	18	-	-	PUNCT
futech-638	66	19	h5	h5	NOUN
futech-638	66	20	)	)	PUNCT
futech-638	66	21	.	.	PUNCT
futech-638	67	1	the	the	DET
futech-638	67	2	model	model	NOUN
futech-638	67	3	not	not	PART
futech-638	67	4	only	only	ADV
futech-638	67	5	illustrates	illustrate	VERB
futech-638	67	6	the	the	DET
futech-638	67	7	shaping	shaping	NOUN
futech-638	67	8	factor	factor	NOUN
futech-638	67	9	of	of	ADP
futech-638	67	10	technology	technology	NOUN
futech-638	67	11	on	on	ADP
futech-638	67	12	dynamic	dynamic	ADJ
futech-638	67	13	capabilities	capability	NOUN
futech-638	67	14	of	of	ADP
futech-638	67	15	the	the	DET
futech-638	67	16	firm	firm	NOUN
futech-638	67	17	but	but	CCONJ
futech-638	67	18	also	also	ADV
futech-638	67	19	incorporates	incorporate	VERB
futech-638	67	20	moderating	moderating	NOUN
futech-638	67	21	variables	variable	NOUN
futech-638	67	22	(	(	PUNCT
futech-638	67	23	represented	represent	VERB
futech-638	67	24	by	by	ADP
futech-638	67	25	the	the	DET
futech-638	67	26	colorcoded	colorcoded	ADJ
futech-638	67	27	legend	legend	NOUN
futech-638	67	28	)	)	PUNCT
futech-638	67	29	that	that	PRON
futech-638	67	30	establish	establish	VERB
futech-638	67	31	boundary	boundary	ADJ
futech-638	67	32	conditions	condition	NOUN
futech-638	67	33	for	for	ADP
futech-638	67	34	technology	technology	NOUN
futech-638	67	35	effectiveness	effectiveness	NOUN
futech-638	67	36	.	.	PUNCT
futech-638	68	1	2.2	2.2	NUM
futech-638	68	2	data	datum	NOUN
futech-638	68	3	source	source	NOUN
futech-638	68	4	and	and	CCONJ
futech-638	68	5	sample	sample	NOUN
futech-638	68	6	description	description	NOUN
futech-638	68	7	this	this	DET
futech-638	68	8	study	study	NOUN
futech-638	68	9	is	be	AUX
futech-638	68	10	based	base	VERB
futech-638	68	11	on	on	ADP
futech-638	68	12	a	a	DET
futech-638	68	13	multi	multi	ADJ
futech-638	68	14	-	-	ADJ
futech-638	68	15	source	source	ADJ
futech-638	68	16	open	open	ADJ
futech-638	68	17	data	data	NOUN
futech-638	68	18	fusion	fusion	NOUN
futech-638	68	19	approach	approach	NOUN
futech-638	68	20	that	that	PRON
futech-638	68	21	relies	rely	VERB
futech-638	68	22	exclusively	exclusively	ADV
futech-638	68	23	on	on	ADP
futech-638	68	24	publicly	publicly	ADV
futech-638	68	25	available	available	ADJ
futech-638	68	26	,	,	PUNCT
futech-638	68	27	anonymized	anonymize	VERB
futech-638	68	28	secondary	secondary	ADJ
futech-638	68	29	data	datum	NOUN
futech-638	68	30	.	.	PUNCT
futech-638	69	1	since	since	SCONJ
futech-638	69	2	no	no	DET
futech-638	69	3	collection	collection	NOUN
futech-638	69	4	of	of	ADP
futech-638	69	5	primary	primary	ADJ
futech-638	69	6	human	human	ADJ
futech-638	69	7	-	-	PUNCT
futech-638	69	8	subject	subject	NOUN
futech-638	69	9	data	datum	NOUN
futech-638	69	10	was	be	AUX
futech-638	69	11	performed	perform	VERB
futech-638	69	12	,	,	PUNCT
futech-638	69	13	irb	irb	PROPN
futech-638	69	14	review	review	NOUN
futech-638	69	15	was	be	AUX
futech-638	69	16	not	not	PART
futech-638	69	17	required	require	VERB
futech-638	69	18	according	accord	VERB
futech-638	69	19	to	to	ADP
futech-638	69	20	institutional	institutional	ADJ
futech-638	69	21	guidelines	guideline	NOUN
futech-638	69	22	(	(	PUNCT
futech-638	69	23	exempt	exempt	ADJ
futech-638	69	24	category	category	NOUN
futech-638	69	25	:	:	PUNCT
futech-638	69	26	publicly	publicly	ADV
futech-638	69	27	available	available	ADJ
futech-638	69	28	data	datum	NOUN
futech-638	69	29	,	,	PUNCT
futech-638	69	30	45	45	NUM
futech-638	69	31	cfr	cfr	NOUN
futech-638	69	32	46.104(d)(4	46.104(d)(4	NUM
futech-638	69	33	)	)	PUNCT
futech-638	69	34	)	)	PUNCT
futech-638	69	35	.	.	PUNCT
futech-638	70	1	data	datum	NOUN
futech-638	70	2	sources	source	NOUN
futech-638	70	3	include	include	VERB
futech-638	70	4	:	:	PUNCT
futech-638	70	5	the	the	DET
futech-638	70	6	china	china	PROPN
futech-638	70	7	industrial	industrial	ADJ
futech-638	70	8	enterprise	enterprise	NOUN
futech-638	70	9	database	database	NOUN
futech-638	70	10	,	,	PUNCT
futech-638	70	11	the	the	DET
futech-638	70	12	world	world	PROPN
futech-638	70	13	bank	bank	PROPN
futech-638	70	14	logistics	logistic	NOUN
futech-638	70	15	performance	performance	NOUN
futech-638	70	16	index	index	NOUN
futech-638	70	17	(	(	PUNCT
futech-638	70	18	lpi	lpi	NOUN
futech-638	70	19	)	)	PUNCT
futech-638	70	20	,	,	PUNCT
futech-638	70	21	the	the	DET
futech-638	70	22	ministry	ministry	PROPN
futech-638	70	23	of	of	ADP
futech-638	70	24	industry	industry	NOUN
futech-638	70	25	and	and	CCONJ
futech-638	70	26	information	information	NOUN
futech-638	70	27	technology	technology	NOUN
futech-638	70	28	's	's	PART
futech-638	70	29	iot	iot	NOUN
futech-638	70	30	and	and	CCONJ
futech-638	70	31	edge	edge	NOUN
futech-638	70	32	computing	computing	NOUN
futech-638	70	33	data	datum	NOUN
futech-638	70	34	map	map	NOUN
futech-638	70	35	,	,	PUNCT
futech-638	70	36	and	and	CCONJ
futech-638	70	37	bloomberg	bloomberg	PROPN
futech-638	70	38	supply	supply	NOUN
futech-638	70	39	chain	chain	NOUN
futech-638	70	40	risk	risk	NOUN
futech-638	70	41	ratings	rating	NOUN
futech-638	70	42	.	.	PUNCT
futech-638	71	1	multi	multi	ADJ
futech-638	71	2	-	-	ADJ
futech-638	71	3	source	source	NOUN
futech-638	71	4	fusion	fusion	NOUN
futech-638	71	5	aims	aim	VERB
futech-638	71	6	to	to	PART
futech-638	71	7	enhance	enhance	VERB
futech-638	71	8	data	data	NOUN
futech-638	71	9	reliability	reliability	NOUN
futech-638	71	10	through	through	ADP
futech-638	71	11	cross	cross	ADJ
futech-638	71	12	-	-	ADJ
futech-638	71	13	validation	validation	ADJ
futech-638	71	14	and	and	CCONJ
futech-638	71	15	improve	improve	VERB
futech-638	71	16	external	external	ADJ
futech-638	71	17	validity	validity	NOUN
futech-638	71	18	and	and	CCONJ
futech-638	71	19	representativeness	representativenes	VERB
futech-638	71	20	through	through	ADP
futech-638	71	21	using	use	VERB
futech-638	71	22	standardized	standardized	ADJ
futech-638	71	23	public	public	ADJ
futech-638	71	24	data	datum	NOUN
futech-638	71	25	.	.	PUNCT
futech-638	72	1	china	china	PROPN
futech-638	72	2	’s	’s	PART
futech-638	72	3	digital	digital	ADJ
futech-638	72	4	transformation	transformation	NOUN
futech-638	72	5	has	have	AUX
futech-638	72	6	created	create	VERB
futech-638	72	7	a	a	DET
futech-638	72	8	large	large	ADJ
futech-638	72	9	sample	sample	NOUN
futech-638	72	10	pool	pool	NOUN
futech-638	72	11	for	for	ADP
futech-638	72	12	testing	testing	NOUN
futech-638	72	13	technology	technology	NOUN
futech-638	72	14	empowerment	empowerment	NOUN
futech-638	72	15	models	model	NOUN
futech-638	72	16	,	,	PUNCT
futech-638	72	17	with	with	ADP
futech-638	72	18	studies	study	NOUN
futech-638	72	19	demonstrating	demonstrate	VERB
futech-638	72	20	that	that	SCONJ
futech-638	72	21	technology	technology	NOUN
futech-638	72	22	adoption	adoption	NOUN
futech-638	72	23	significantly	significantly	ADV
futech-638	72	24	improves	improve	VERB
futech-638	72	25	supply	supply	NOUN
futech-638	72	26	chain	chain	NOUN
futech-638	72	27	efficiency	efficiency	NOUN
futech-638	72	28	[	[	X
futech-638	72	29	17	17	NUM
futech-638	72	30	]	]	PUNCT
futech-638	72	31	.	.	PUNCT
futech-638	73	1	criteria	criterion	NOUN
futech-638	73	2	for	for	ADP
futech-638	73	3	selecting	select	VERB
futech-638	73	4	data	datum	NOUN
futech-638	73	5	include	include	VERB
futech-638	73	6	:	:	PUNCT
futech-638	73	7	a	a	DET
futech-638	73	8	time	time	NOUN
futech-638	73	9	period	period	NOUN
futech-638	73	10	of	of	ADP
futech-638	73	11	2020–2024	2020–2024	NUM
futech-638	73	12	to	to	PART
futech-638	73	13	capture	capture	VERB
futech-638	73	14	dynamic	dynamic	ADJ
futech-638	73	15	change	change	NOUN
futech-638	73	16	before	before	ADP
futech-638	73	17	and	and	CCONJ
futech-638	73	18	after	after	ADP
futech-638	73	19	the	the	DET
futech-638	73	20	pandemic	pandemic	NOUN
futech-638	73	21	.	.	PUNCT
futech-638	74	1	this	this	DET
futech-638	74	2	window	window	NOUN
futech-638	74	3	spans	span	VERB
futech-638	74	4	high	high	ADJ
futech-638	74	5	-	-	PUNCT
futech-638	74	6	disruption	disruption	NOUN
futech-638	74	7	years	year	NOUN
futech-638	74	8	(	(	PUNCT
futech-638	74	9	2020–2021	2020–2021	NUM
futech-638	74	10	,	,	PUNCT
futech-638	74	11	mean	mean	VERB
futech-638	74	12	disruption	disruption	NOUN
futech-638	74	13	events	event	NOUN
futech-638	74	14	=	=	SYM
futech-638	74	15	4.7	4.7	NUM
futech-638	74	16	/	/	SYM
futech-638	74	17	year	year	NOUN
futech-638	74	18	)	)	PUNCT
futech-638	74	19	and	and	CCONJ
futech-638	74	20	recovery	recovery	NOUN
futech-638	74	21	phase	phase	NOUN
futech-638	74	22	(	(	PUNCT
futech-638	74	23	2022–2024	2022–2024	NUM
futech-638	74	24	,	,	PUNCT
futech-638	74	25	mean	mean	NOUN
futech-638	74	26	=	=	SYM
futech-638	74	27	2.1	2.1	NUM
futech-638	74	28	/	/	SYM
futech-638	74	29	year	year	NOUN
futech-638	74	30	)	)	PUNCT
futech-638	74	31	,	,	PUNCT
futech-638	74	32	thus	thus	ADV
futech-638	74	33	providing	provide	VERB
futech-638	74	34	meaningful	meaningful	ADJ
futech-638	74	35	variance	variance	NOUN
futech-638	74	36	.	.	PUNCT
futech-638	75	1	data	datum	NOUN
futech-638	75	2	coverage	coverage	NOUN
futech-638	75	3	:	:	PUNCT
futech-638	75	4	2020	2020	NUM
futech-638	75	5	–	–	PUNCT
futech-638	75	6	2023	2023	NUM
futech-638	75	7	comprises	comprise	VERB
futech-638	75	8	complete	complete	ADJ
futech-638	75	9	annual	annual	ADJ
futech-638	75	10	reports	report	NOUN
futech-638	75	11	;	;	PUNCT
futech-638	75	12	2024	2024	NUM
futech-638	75	13	includes	include	VERB
futech-638	75	14	q1	q1	NOUN
futech-638	75	15	–	–	PUNCT
futech-638	75	16	q2	q2	NOUN
futech-638	75	17	preliminary	preliminary	ADJ
futech-638	75	18	filings	filing	NOUN
futech-638	75	19	(	(	PUNCT
futech-638	75	20	as	as	ADP
futech-638	75	21	of	of	ADP
futech-638	75	22	june	june	PROPN
futech-638	75	23	2024	2024	NUM
futech-638	75	24	)	)	PUNCT
futech-638	75	25	.	.	PUNCT
futech-638	76	1	robustness	robustness	NOUN
futech-638	76	2	checks	check	NOUN
futech-638	76	3	excluding	exclude	VERB
futech-638	76	4	2024	2024	NUM
futech-638	76	5	yielded	yield	VERB
futech-638	76	6	consistent	consistent	ADJ
futech-638	76	7	results	result	NOUN
futech-638	76	8	(	(	PUNCT
futech-638	76	9	iot	iot	PROPN
futech-638	76	10	×	×	PROPN
futech-638	76	11	edge	edge	NOUN
futech-638	76	12	:	:	PUNCT
futech-638	76	13	β	β	X
futech-638	76	14	=	=	PUNCT
futech-638	76	15	0.172	0.172	NUM
futech-638	76	16	vs.	vs.	ADP
futech-638	76	17	0.176	0.176	NUM
futech-638	76	18	)	)	PUNCT
futech-638	76	19	.	.	PUNCT
futech-638	77	1	applicable	applicable	ADJ
futech-638	77	2	only	only	ADV
futech-638	77	3	to	to	ADP
futech-638	77	4	the	the	DET
futech-638	77	5	manufacturing	manufacturing	NOUN
futech-638	77	6	and	and	CCONJ
futech-638	77	7	logistics	logistic	NOUN
futech-638	77	8	industries	industry	NOUN
futech-638	77	9	to	to	PART
futech-638	77	10	capture	capture	VERB
futech-638	77	11	the	the	DET
futech-638	77	12	nature	nature	NOUN
futech-638	77	13	of	of	ADP
futech-638	77	14	the	the	DET
futech-638	77	15	supply	supply	NOUN
futech-638	77	16	chain	chain	NOUN
futech-638	77	17	.	.	PUNCT
futech-638	78	1	in	in	ADP
futech-638	78	2	our	our	PRON
futech-638	78	3	analysis	analysis	NOUN
futech-638	78	4	,	,	PUNCT
futech-638	78	5	logistics	logistic	NOUN
futech-638	78	6	is	be	AUX
futech-638	78	7	considered	consider	VERB
futech-638	78	8	a	a	DET
futech-638	78	9	service	service	NOUN
futech-638	78	10	sector	sector	NOUN
futech-638	78	11	,	,	PUNCT
futech-638	78	12	as	as	SCONJ
futech-638	78	13	it	it	PRON
futech-638	78	14	is	be	AUX
futech-638	78	15	a	a	DET
futech-638	78	16	service	service	NOUN
futech-638	78	17	-	-	PUNCT
futech-638	78	18	oriented	orient	VERB
futech-638	78	19	industry	industry	NOUN
futech-638	78	20	within	within	ADP
futech-638	78	21	supply	supply	NOUN
futech-638	78	22	chain	chain	NOUN
futech-638	78	23	operations	operation	NOUN
futech-638	78	24	.	.	PUNCT
futech-638	79	1	only	only	ADV
futech-638	79	2	enterprises	enterprise	NOUN
futech-638	79	3	with	with	ADP
futech-638	79	4	complete	complete	ADJ
futech-638	79	5	disclosure	disclosure	NOUN
futech-638	79	6	of	of	ADP
futech-638	79	7	technology	technology	NOUN
futech-638	79	8	adoption	adoption	NOUN
futech-638	79	9	status	status	NOUN
futech-638	79	10	and	and	CCONJ
futech-638	79	11	performance	performance	NOUN
futech-638	79	12	indicators	indicator	NOUN
futech-638	79	13	were	be	AUX
futech-638	79	14	included	include	VERB
futech-638	79	15	in	in	ADP
futech-638	79	16	the	the	DET
futech-638	79	17	sample	sample	NOUN
futech-638	79	18	.	.	PUNCT
futech-638	80	1	complete	complete	ADJ
futech-638	80	2	disclosure	disclosure	NOUN
futech-638	80	3	of	of	ADP
futech-638	80	4	technology	technology	NOUN
futech-638	80	5	adoption	adoption	NOUN
futech-638	80	6	and	and	CCONJ
futech-638	80	7	performance	performance	NOUN
futech-638	80	8	indicators	indicator	NOUN
futech-638	80	9	is	be	AUX
futech-638	80	10	required	require	VERB
futech-638	80	11	.	.	PUNCT
futech-638	81	1	data	datum	NOUN
futech-638	81	2	matching	matching	NOUN
futech-638	81	3	followed	follow	VERB
futech-638	81	4	a	a	DET
futech-638	81	5	hierarchical	hierarchical	ADJ
futech-638	81	6	protocol	protocol	NOUN
futech-638	81	7	:	:	PUNCT
futech-638	81	8	(	(	PUNCT
futech-638	81	9	1	1	X
futech-638	81	10	)	)	PUNCT
futech-638	81	11	by	by	ADP
futech-638	81	12	using	use	VERB
futech-638	81	13	the	the	DET
futech-638	81	14	18	18	NUM
futech-638	81	15	-	-	PUNCT
futech-638	81	16	digit	digit	NOUN
futech-638	81	17	unified	unify	VERB
futech-638	81	18	social	social	ADJ
futech-638	81	19	credit	credit	NOUN
futech-638	81	20	codes	code	NOUN
futech-638	81	21	across	across	ADP
futech-638	81	22	databases	database	NOUN
futech-638	81	23	;	;	PUNCT
futech-638	81	24	(	(	PUNCT
futech-638	81	25	2	2	X
futech-638	81	26	)	)	PUNCT
futech-638	81	27	by	by	ADP
futech-638	81	28	using	use	VERB
futech-638	81	29	6	6	NUM
futech-638	81	30	-	-	PUNCT
futech-638	81	31	digit	digit	NOUN
futech-638	81	32	stock	stock	NOUN
futech-638	81	33	codes	code	NOUN
futech-638	81	34	for	for	ADP
futech-638	81	35	listed	list	VERB
futech-638	81	36	firms	firm	NOUN
futech-638	81	37	in	in	ADP
futech-638	81	38	cases	case	NOUN
futech-638	81	39	where	where	SCONJ
futech-638	81	40	credit	credit	NOUN
futech-638	81	41	codes	code	NOUN
futech-638	81	42	were	be	AUX
futech-638	81	43	unavailable	unavailable	ADJ
futech-638	81	44	;	;	PUNCT
futech-638	81	45	(	(	PUNCT
futech-638	81	46	3	3	X
futech-638	81	47	)	)	PUNCT
futech-638	81	48	by	by	ADP
futech-638	81	49	manual	manual	ADJ
futech-638	81	50	verification	verification	NOUN
futech-638	81	51	for	for	ADP
futech-638	81	52	name	name	NOUN
futech-638	81	53	discrepancies	discrepancy	NOUN
futech-638	81	54	(	(	PUNCT
futech-638	81	55	for	for	ADP
futech-638	81	56	example	example	NOUN
futech-638	81	57	,	,	PUNCT
futech-638	81	58	subsidiaries	subsidiary	NOUN
futech-638	81	59	,	,	PUNCT
futech-638	81	60	name	name	NOUN
futech-638	81	61	changes	change	NOUN
futech-638	81	62	)	)	PUNCT
futech-638	81	63	using	use	VERB
futech-638	81	64	the	the	DET
futech-638	81	65	corporate	corporate	ADJ
futech-638	81	66	registration	registration	NOUN
futech-638	81	67	records	record	NOUN
futech-638	81	68	.	.	PUNCT
futech-638	82	1	the	the	DET
futech-638	82	2	matching	matching	NOUN
futech-638	82	3	achieved	achieve	VERB
futech-638	82	4	a	a	DET
futech-638	82	5	success	success	NOUN
futech-638	82	6	rate	rate	NOUN
futech-638	82	7	of	of	ADP
futech-638	82	8	94.3	94.3	NUM
futech-638	82	9	%	%	NOUN
futech-638	82	10	after	after	ADP
futech-638	82	11	excluding	exclude	VERB
futech-638	82	12	unmatched	unmatched	ADJ
futech-638	82	13	cases	case	NOUN
futech-638	82	14	.	.	PUNCT
futech-638	83	1	from	from	ADP
futech-638	83	2	the	the	DET
futech-638	83	3	initial	initial	ADJ
futech-638	83	4	selected	select	VERB
futech-638	83	5	sample	sample	NOUN
futech-638	83	6	of	of	ADP
futech-638	83	7	1,247	1,247	NUM
futech-638	83	8	firms	firm	NOUN
futech-638	83	9	,	,	PUNCT
futech-638	83	10	355	355	NUM
futech-638	83	11	were	be	AUX
futech-638	83	12	excluded	exclude	VERB
futech-638	83	13	for	for	ADP
futech-638	83	14	the	the	DET
futech-638	83	15	following	follow	VERB
futech-638	83	16	reasons	reason	NOUN
futech-638	83	17	:	:	PUNCT
futech-638	83	18	incomplete	incomplete	ADJ
futech-638	83	19	technological	technological	ADJ
futech-638	83	20	indicators	indicator	NOUN
futech-638	83	21	(	(	PUNCT
futech-638	83	22	less	less	ADJ
futech-638	83	23	than	than	ADP
futech-638	83	24	80	80	NUM
futech-638	83	25	%	%	NOUN
futech-638	83	26	)	)	PUNCT
futech-638	83	27	,	,	PUNCT
futech-638	83	28	187	187	NUM
futech-638	83	29	;	;	PUNCT
futech-638	83	30	missing	miss	VERB
futech-638	83	31	financial	financial	ADJ
futech-638	83	32	data	datum	NOUN
futech-638	83	33	for	for	ADP
futech-638	83	34	more	more	ADJ
futech-638	83	35	than	than	ADP
futech-638	83	36	2	2	NUM
futech-638	83	37	quarters	quarter	NOUN
futech-638	83	38	in	in	ADP
futech-638	83	39	sequence	sequence	NOUN
futech-638	83	40	,	,	PUNCT
futech-638	83	41	104	104	NUM
futech-638	83	42	;	;	PUNCT
futech-638	83	43	and	and	CCONJ
futech-638	83	44	inconsistency	inconsistency	NOUN
futech-638	83	45	of	of	ADP
futech-638	83	46	data	datum	NOUN
futech-638	83	47	from	from	ADP
futech-638	83	48	different	different	ADJ
futech-638	83	49	sources	source	NOUN
futech-638	83	50	,	,	PUNCT
futech-638	83	51	64	64	NUM
futech-638	83	52	.	.	PUNCT
futech-638	84	1	after	after	ADP
futech-638	84	2	data	datum	NOUN
futech-638	84	3	cleaning	cleaning	NOUN
futech-638	84	4	,	,	PUNCT
futech-638	84	5	the	the	DET
futech-638	84	6	final	final	ADJ
futech-638	84	7	sample	sample	NOUN
futech-638	84	8	comprises	comprise	VERB
futech-638	84	9	892	892	NUM
futech-638	84	10	firms	firm	NOUN
futech-638	84	11	,	,	PUNCT
futech-638	84	12	with	with	ADP
futech-638	84	13	a	a	DET
futech-638	84	14	retention	retention	NOUN
futech-638	84	15	rate	rate	NOUN
futech-638	84	16	of	of	ADP
futech-638	84	17	71.5	71.5	NUM
futech-638	84	18	%	%	NOUN
futech-638	84	19	.	.	PUNCT
futech-638	85	1	table	table	NOUN
futech-638	85	2	1	1	NUM
futech-638	85	3	shows	show	VERB
futech-638	85	4	the	the	DET
futech-638	85	5	diversity	diversity	NOUN
futech-638	85	6	of	of	ADP
futech-638	85	7	samples	sample	NOUN
futech-638	85	8	in	in	ADP
futech-638	85	9	terms	term	NOUN
futech-638	85	10	of	of	ADP
futech-638	85	11	geographical	geographical	ADJ
futech-638	85	12	distribution	distribution	NOUN
futech-638	85	13	,	,	PUNCT
futech-638	85	14	ownership	ownership	NOUN
futech-638	85	15	type	type	NOUN
futech-638	85	16	,	,	PUNCT
futech-638	85	17	and	and	CCONJ
futech-638	85	18	industry	industry	NOUN
futech-638	85	19	composition	composition	NOUN
futech-638	85	20	,	,	PUNCT
futech-638	85	21	which	which	PRON
futech-638	85	22	provides	provide	VERB
futech-638	85	23	a	a	DET
futech-638	85	24	natural	natural	ADJ
futech-638	85	25	grouping	grouping	NOUN
futech-638	85	26	condition	condition	NOUN
futech-638	85	27	for	for	ADP
futech-638	85	28	the	the	DET
futech-638	85	29	subsequent	subsequent	ADJ
futech-638	85	30	test	test	NOUN
futech-638	85	31	of	of	ADP
futech-638	85	32	context	context	NOUN
futech-638	85	33	dependence	dependence	NOUN
futech-638	85	34	of	of	ADP
futech-638	85	35	technology	technology	NOUN
futech-638	85	36	effects	effect	NOUN
futech-638	85	37	.	.	PUNCT
futech-638	86	1	the	the	DET
futech-638	86	2	integration	integration	NOUN
futech-638	86	3	of	of	ADP
futech-638	86	4	multi	multi	ADJ
futech-638	86	5	-	-	ADJ
futech-638	86	6	source	source	NOUN
futech-638	86	7	data	datum	NOUN
futech-638	86	8	ensures	ensure	VERB
futech-638	86	9	comprehensive	comprehensive	ADJ
futech-638	86	10	and	and	CCONJ
futech-638	86	11	accurate	accurate	ADJ
futech-638	86	12	measurement	measurement	NOUN
futech-638	86	13	of	of	ADP
futech-638	86	14	variables	variable	NOUN
futech-638	86	15	.	.	PUNCT
futech-638	87	1	2.3	2.3	NUM
futech-638	87	2	variable	variable	ADJ
futech-638	87	3	measurement	measurement	NOUN
futech-638	87	4	supply	supply	NOUN
futech-638	87	5	chain	chain	NOUN
futech-638	87	6	resilience	resilience	NOUN
futech-638	87	7	was	be	AUX
futech-638	87	8	employed	employ	VERB
futech-638	87	9	as	as	ADP
futech-638	87	10	the	the	DET
futech-638	87	11	core	core	NOUN
futech-638	87	12	dependent	dependent	ADJ
futech-638	87	13	variable	variable	NOUN
futech-638	87	14	to	to	PART
futech-638	87	15	capture	capture	VERB
futech-638	87	16	its	its	PRON
futech-638	87	17	whole	whole	ADJ
futech-638	87	18	meaning	meaning	NOUN
futech-638	87	19	.	.	PUNCT
futech-638	88	1	early	early	ADJ
futech-638	88	2	warning	warning	NOUN
futech-638	88	3	capability	capability	NOUN
futech-638	88	4	is	be	AUX
futech-638	88	5	measured	measure	VERB
futech-638	88	6	as	as	ADP
futech-638	88	7	the	the	DET
futech-638	88	8	number	number	NOUN
futech-638	88	9	of	of	ADP
futech-638	88	10	days	day	NOUN
futech-638	88	11	of	of	ADP
futech-638	88	12	advance	advance	NOUN
futech-638	88	13	detection	detection	NOUN
futech-638	88	14	before	before	ADP
futech-638	88	15	disruptions	disruption	NOUN
futech-638	88	16	,	,	PUNCT
futech-638	88	17	extracted	extract	VERB
futech-638	88	18	from	from	ADP
futech-638	88	19	structured	structured	ADJ
futech-638	88	20	manual	manual	ADJ
futech-638	88	21	coding	coding	NOUN
futech-638	88	22	of	of	ADP
futech-638	88	23	annual	annual	ADJ
futech-638	88	24	reports	report	NOUN
futech-638	88	25	'	'	PART
futech-638	88	26	risk	risk	NOUN
futech-638	88	27	management	management	NOUN
futech-638	88	28	sections	section	NOUN
futech-638	88	29	.	.	PUNCT
futech-638	89	1	coding	code	VERB
futech-638	89	2	protocol	protocol	NOUN
futech-638	89	3	:	:	PUNCT
futech-638	89	4	two	two	NUM
futech-638	89	5	independent	independent	ADJ
futech-638	89	6	trained	train	VERB
futech-638	89	7	coders	coder	NOUN
futech-638	89	8	identified	identify	VERB
futech-638	89	9	explicit	explicit	ADJ
futech-638	89	10	statements	statement	NOUN
futech-638	89	11	of	of	ADP
futech-638	89	12	forecast	forecast	NOUN
futech-638	89	13	horizons	horizon	NOUN
futech-638	89	14	,	,	PUNCT
futech-638	89	15	such	such	ADJ
futech-638	89	16	as	as	ADP
futech-638	89	17	"	"	PUNCT
futech-638	89	18	detected	detect	VERB
futech-638	89	19	15	15	NUM
futech-638	89	20	days	day	NOUN
futech-638	89	21	prior	prior	ADV
futech-638	89	22	.	.	PUNCT
futech-638	89	23	"	"	PUNCT
futech-638	90	1	inter	inter	ADJ
futech-638	90	2	-	-	ADJ
futech-638	90	3	coder	coder	ADJ
futech-638	90	4	reliability	reliability	NOUN
futech-638	90	5	:	:	PUNCT
futech-638	90	6	cohen	cohen	PROPN
futech-638	90	7	's	's	PART
futech-638	90	8	κ=0.87	κ=0.87	PROPN
futech-638	90	9	.	.	PUNCT
futech-638	91	1	ambiguous	ambiguous	ADJ
futech-638	91	2	cases	case	NOUN
futech-638	91	3	(	(	PUNCT
futech-638	91	4	n=34	n=34	NOUN
futech-638	91	5	)	)	PUNCT
futech-638	91	6	were	be	AUX
futech-638	91	7	resolved	resolve	VERB
futech-638	91	8	through	through	ADP
futech-638	91	9	discussion	discussion	NOUN
futech-638	91	10	.	.	PUNCT
futech-638	92	1	in	in	ADP
futech-638	92	2	terms	term	NOUN
futech-638	92	3	of	of	ADP
futech-638	92	4	validation	validation	NOUN
futech-638	92	5	,	,	PUNCT
futech-638	92	6	we	we	PRON
futech-638	92	7	triangulated	triangulate	VERB
futech-638	92	8	with	with	ADP
futech-638	92	9	bloomberg	bloomberg	NOUN
futech-638	92	10	supply	supply	NOUN
futech-638	92	11	chain	chain	NOUN
futech-638	92	12	risk	risk	NOUN
futech-638	92	13	alerts	alert	NOUN
futech-638	92	14	(	(	PUNCT
futech-638	92	15	r=0.72	r=0.72	NOUN
futech-638	92	16	,	,	PUNCT
futech-638	92	17	p<0.001	p<0.001	PROPN
futech-638	92	18	)	)	PUNCT
futech-638	92	19	.	.	PUNCT
futech-638	93	1	to	to	PART
futech-638	93	2	address	address	VERB
futech-638	93	3	potential	potential	ADJ
futech-638	93	4	reporting	reporting	NOUN
futech-638	93	5	inconsistencies	inconsistency	NOUN
futech-638	93	6	,	,	PUNCT
futech-638	93	7	we	we	PRON
futech-638	93	8	triangulated	triangulate	VERB
futech-638	93	9	self	self	NOUN
futech-638	93	10	-	-	PUNCT
futech-638	93	11	reported	report	VERB
futech-638	93	12	data	datum	NOUN
futech-638	93	13	against	against	ADP
futech-638	93	14	external	external	ADJ
futech-638	93	15	validation	validation	NOUN
futech-638	93	16	:	:	PUNCT
futech-638	93	17	bloomberg	bloomberg	NOUN
futech-638	93	18	supply	supply	NOUN
futech-638	93	19	chain	chain	NOUN
futech-638	93	20	risk	risk	NOUN
futech-638	93	21	alerts	alert	NOUN
futech-638	93	22	(	(	PUNCT
futech-638	93	23	correlation	correlation	NOUN
futech-638	93	24	r=0.72	r=0.72	NOUN
futech-638	93	25	,	,	PUNCT
futech-638	93	26	p<0.001	p<0.001	ADJ
futech-638	93	27	)	)	PUNCT
futech-638	93	28	and	and	CCONJ
futech-638	93	29	news	news	NOUN
futech-638	93	30	-	-	PUNCT
futech-638	93	31	based	base	VERB
futech-638	93	32	disruption	disruption	NOUN
futech-638	93	33	event	event	NOUN
futech-638	93	34	databases	database	NOUN
futech-638	93	35	.	.	PUNCT
futech-638	94	1	observations	observation	NOUN
futech-638	94	2	with	with	ADP
futech-638	94	3	>	>	SYM
futech-638	94	4	30	30	NUM
futech-638	94	5	-	-	PUNCT
futech-638	94	6	day	day	NOUN
futech-638	94	7	discrepancies	discrepancy	NOUN
futech-638	94	8	between	between	ADP
futech-638	94	9	sources	source	NOUN
futech-638	94	10	were	be	AUX
futech-638	94	11	flagged	flag	VERB
futech-638	94	12	for	for	ADP
futech-638	94	13	manual	manual	ADJ
futech-638	94	14	review	review	NOUN
futech-638	94	15	(	(	PUNCT
futech-638	94	16	n=47	n=47	PROPN
futech-638	94	17	,	,	PUNCT
futech-638	94	18	5.3	5.3	NUM
futech-638	94	19	%	%	NOUN
futech-638	94	20	)	)	PUNCT
futech-638	94	21	.	.	PUNCT
futech-638	95	1	the	the	DET
futech-638	95	2	speed	speed	NOUN
futech-638	95	3	of	of	ADP
futech-638	95	4	response	response	NOUN
futech-638	95	5	is	be	AUX
futech-638	95	6	measured	measure	VERB
futech-638	95	7	by	by	ADP
futech-638	95	8	the	the	DET
futech-638	95	9	coefficient	coefficient	NOUN
futech-638	95	10	of	of	ADP
futech-638	95	11	variation	variation	NOUN
futech-638	95	12	of	of	ADP
futech-638	95	13	the	the	DET
futech-638	95	14	order	order	NOUN
futech-638	95	15	delivery	delivery	NOUN
futech-638	95	16	cycle	cycle	NOUN
futech-638	95	17	,	,	PUNCT
futech-638	95	18	whose	whose	DET
futech-638	95	19	calculation	calculation	NOUN
futech-638	95	20	is	be	AUX
futech-638	95	21	:	:	PUNCT
futech-638	95	22	cv	cv	ADJ
futech-638	95	23			ADJ
futech-638	95	24			NOUN
futech-638	95	25	=	=	SYM
futech-638	95	26	(	(	PUNCT
futech-638	95	27	1	1	NUM
futech-638	95	28	)	)	PUNCT
futech-638	95	29	in	in	ADP
futech-638	95	30	the	the	DET
futech-638	95	31	equation	equation	NOUN
futech-638	95	32	,	,	PUNCT
futech-638	95	33	symbolizes	symbolize	VERB
futech-638	95	34	the	the	DET
futech-638	95	35	standard	standard	ADJ
futech-638	95	36	deviation	deviation	NOUN
futech-638	95	37	in	in	ADP
futech-638	95	38	the	the	DET
futech-638	95	39	delivery	delivery	NOUN
futech-638	95	40	cycle	cycle	NOUN
futech-638	95	41	,	,	PUNCT
futech-638	95	42	while	while	SCONJ
futech-638	95	43	symbolizes	symbolize	VERB
futech-638	95	44	the	the	DET
futech-638	95	45	average	average	ADJ
futech-638	95	46	cycle	cycle	NOUN
futech-638	95	47	.	.	PUNCT
futech-638	96	1	recovery	recovery	NOUN
futech-638	96	2	ability	ability	NOUN
futech-638	96	3	is	be	AUX
futech-638	96	4	defined	define	VERB
futech-638	96	5	as	as	ADP
futech-638	96	6	the	the	DET
futech-638	96	7	number	number	NOUN
futech-638	96	8	of	of	ADP
futech-638	96	9	months	month	NOUN
futech-638	96	10	it	it	PRON
futech-638	96	11	takes	take	VERB
futech-638	96	12	for	for	ADP
futech-638	96	13	quarterly	quarterly	ADJ
futech-638	96	14	revenue	revenue	NOUN
futech-638	96	15	to	to	PART
futech-638	96	16	return	return	VERB
futech-638	96	17	to	to	ADP
futech-638	96	18	≥95	≥95	NUM
futech-638	96	19	%	%	NOUN
futech-638	96	20	of	of	ADP
futech-638	96	21	the	the	DET
futech-638	96	22	baseline	baseline	NOUN
futech-638	96	23	.	.	PUNCT
futech-638	97	1	the	the	DET
futech-638	97	2	baseline	baseline	NOUN
futech-638	97	3	was	be	AUX
futech-638	97	4	defined	define	VERB
futech-638	97	5	as	as	ADP
futech-638	97	6	the	the	DET
futech-638	97	7	average	average	NOUN
futech-638	97	8	of	of	ADP
futech-638	97	9	the	the	DET
futech-638	97	10	four	four	NUM
futech-638	97	11	pre	pre	ADJ
futech-638	97	12	-	-	ADJ
futech-638	97	13	shock	shock	ADJ
futech-638	97	14	quarters	quarter	NOUN
futech-638	97	15	.	.	PUNCT
futech-638	98	1	to	to	PART
futech-638	98	2	control	control	VERB
futech-638	98	3	for	for	ADP
futech-638	98	4	seasonality	seasonality	NOUN
futech-638	98	5	,	,	PUNCT
futech-638	98	6	we	we	PRON
futech-638	98	7	used	use	VERB
futech-638	98	8	year	year	NOUN
futech-638	98	9	-	-	PUNCT
futech-638	98	10	over	over	ADP
futech-638	98	11	-	-	PUNCT
futech-638	98	12	year	year	NOUN
futech-638	98	13	comparisons	comparison	NOUN
futech-638	98	14	,	,	PUNCT
futech-638	98	15	for	for	ADP
futech-638	98	16	example	example	NOUN
futech-638	98	17	,	,	PUNCT
futech-638	98	18	q1	q1	NOUN
futech-638	98	19	2021	2021	NUM
futech-638	98	20	versus	versus	ADP
futech-638	98	21	q1	q1	PROPN
futech-638	98	22	2020	2020	NUM
futech-638	98	23	baseline	baseline	NOUN
futech-638	98	24	.	.	PUNCT
futech-638	99	1	identification	identification	NOUN
futech-638	99	2	of	of	ADP
futech-638	99	3	shock	shock	NOUN
futech-638	99	4	events	event	NOUN
futech-638	99	5	included	include	VERB
futech-638	99	6	decreases	decrease	NOUN
futech-638	99	7	in	in	ADP
futech-638	99	8	revenue	revenue	NOUN
futech-638	99	9	>	>	PUNCT
futech-638	99	10	10	10	NUM
futech-638	99	11	%	%	NOUN
futech-638	99	12	from	from	ADP
futech-638	99	13	the	the	DET
futech-638	99	14	seasonal	seasonal	ADJ
futech-638	99	15	baseline	baseline	NOUN
futech-638	99	16	.	.	PUNCT
futech-638	100	1	zhicheng	zhicheng	PROPN
futech-638	100	2	yu	yu	PROPN
futech-638	100	3	&	&	CCONJ
futech-638	100	4	zhixin	zhixin	PROPN
futech-638	100	5	yu	yu	PROPN
futech-638	100	6	/future	/future	PROPN
futech-638	100	7	technology	technology	PROPN
futech-638	100	8	february	february	PROPN
futech-638	100	9	2026|	2026|	NUM
futech-638	100	10	volume	volume	NOUN
futech-638	100	11	05	05	NUM
futech-638	101	1	|	|	ADV
futech-638	101	2	issue	issue	NOUN
futech-638	101	3	01	01	NUM
futech-638	102	1	|	|	ADV
futech-638	102	2	pages	page	VERB
futech-638	102	3	324	324	NUM
futech-638	102	4	-	-	SYM
futech-638	102	5	336	336	NUM
futech-638	102	6	327	327	NUM
futech-638	102	7	the	the	DET
futech-638	102	8	total	total	ADJ
futech-638	102	9	resilience	resilience	NOUN
futech-638	102	10	index	index	NOUN
futech-638	102	11	is	be	AUX
futech-638	102	12	calculated	calculate	VERB
futech-638	102	13	with	with	ADP
futech-638	102	14	respect	respect	NOUN
futech-638	102	15	to	to	ADP
futech-638	102	16	the	the	DET
futech-638	102	17	integration	integration	NOUN
futech-638	102	18	of	of	ADP
futech-638	102	19	three	three	NUM
futech-638	102	20	aspects	aspect	NOUN
futech-638	102	21	via	via	ADP
futech-638	102	22	principal	principal	ADJ
futech-638	102	23	component	component	NOUN
futech-638	102	24	analysis	analysis	NOUN
futech-638	102	25	(	(	PUNCT
futech-638	102	26	no	no	DET
futech-638	102	27	rotation	rotation	NOUN
futech-638	102	28	)	)	PUNCT
futech-638	102	29	,	,	PUNCT
futech-638	102	30	with	with	ADP
futech-638	102	31	the	the	DET
futech-638	102	32	equation	equation	NOUN
futech-638	102	33	being	be	AUX
futech-638	102	34	:	:	PUNCT
futech-638	102	35	3	3	NUM
futech-638	102	36	1	1	NUM
futech-638	103	1	i	i	PRON
futech-638	103	2	j	j	PROPN
futech-638	104	1	ij	ij	INTJ
futech-638	104	2	j	j	PROPN
futech-638	104	3	scr	scr	PROPN
futech-638	104	4	w	w	PROPN
futech-638	104	5	z	z	PROPN
futech-638	104	6	=	=	SYM
futech-638	104	7	=	=	SYM
futech-638	104	8			X
futech-638	104	9	(	(	PUNCT
futech-638	104	10	2	2	NUM
futech-638	104	11	)	)	PUNCT
futech-638	104	12	the	the	DET
futech-638	104	13	first	first	ADJ
futech-638	104	14	principal	principal	ADJ
futech-638	104	15	component	component	NOUN
futech-638	104	16	explained	explain	VERB
futech-638	104	17	68.4	68.4	NUM
futech-638	104	18	%	%	NOUN
futech-638	104	19	variance	variance	NOUN
futech-638	104	20	(	(	PUNCT
futech-638	104	21	eigenvalue=2.05	eigenvalue=2.05	NOUN
futech-638	104	22	)	)	PUNCT
futech-638	104	23	,	,	PUNCT
futech-638	104	24	with	with	ADP
futech-638	104	25	weights	weight	NOUN
futech-638	104	26	:	:	PUNCT
futech-638	104	27	w₁=0.42	w₁=0.42	NOUN
futech-638	104	28	(	(	PUNCT
futech-638	104	29	early	early	ADJ
futech-638	104	30	warning	warning	NOUN
futech-638	104	31	)	)	PUNCT
futech-638	104	32	,	,	PUNCT
futech-638	104	33	w₂=0.38	w₂=0.38	PUNCT
futech-638	104	34	(	(	PUNCT
futech-638	104	35	response	response	NOUN
futech-638	104	36	speed	speed	NOUN
futech-638	104	37	)	)	PUNCT
futech-638	104	38	,	,	PUNCT
futech-638	104	39	w₃=0.36	w₃=0.36	NOUN
futech-638	104	40	(	(	PUNCT
futech-638	104	41	recovery	recovery	NOUN
futech-638	104	42	)	)	PUNCT
futech-638	104	43	.	.	PUNCT
futech-638	105	1	here	here	ADV
futech-638	105	2	,	,	PUNCT
futech-638	105	3	wj	wj	PROPN
futech-638	105	4	represents	represent	VERB
futech-638	105	5	the	the	DET
futech-638	105	6	principal	principal	ADJ
futech-638	105	7	component	component	NOUN
futech-638	105	8	weight	weight	NOUN
futech-638	105	9	of	of	ADP
futech-638	105	10	the	the	DET
futech-638	105	11	j	j	PROPN
futech-638	105	12	-	-	PUNCT
futech-638	105	13	th	th	VERB
futech-638	105	14	dimension	dimension	NOUN
futech-638	105	15	,	,	PUNCT
futech-638	105	16	and	and	CCONJ
futech-638	105	17	zij	zij	PROPN
futech-638	105	18	represents	represent	VERB
futech-638	105	19	the	the	DET
futech-638	105	20	standardized	standardized	ADJ
futech-638	105	21	dimension	dimension	NOUN
futech-638	105	22	score	score	NOUN
futech-638	105	23	.	.	PUNCT
futech-638	106	1	weights	weight	NOUN
futech-638	106	2	are	be	AUX
futech-638	106	3	assigned	assign	VERB
futech-638	106	4	based	base	VERB
futech-638	106	5	on	on	ADP
futech-638	106	6	each	each	DET
futech-638	106	7	dimension	dimension	NOUN
futech-638	106	8	's	's	PART
futech-638	106	9	contribution	contribution	NOUN
futech-638	106	10	rate	rate	NOUN
futech-638	106	11	to	to	ADP
futech-638	106	12	total	total	ADJ
futech-638	106	13	variance	variance	NOUN
futech-638	106	14	.	.	PUNCT
futech-638	107	1	independent	independent	ADJ
futech-638	107	2	variable	variable	ADJ
futech-638	107	3	measurement	measurement	NOUN
futech-638	107	4	emphasizes	emphasize	VERB
futech-638	107	5	objectivity	objectivity	NOUN
futech-638	107	6	and	and	CCONJ
futech-638	107	7	workability	workability	NOUN
futech-638	107	8	.	.	PUNCT
futech-638	108	1	the	the	DET
futech-638	108	2	iot	iot	PROPN
futech-638	108	3	technology	technology	NOUN
futech-638	108	4	level	level	NOUN
futech-638	108	5	is	be	AUX
futech-638	108	6	calculated	calculate	VERB
futech-638	108	7	from	from	ADP
futech-638	108	8	node	node	ADJ
futech-638	108	9	density	density	NOUN
futech-638	108	10	,	,	PUNCT
futech-638	108	11	coverage	coverage	NOUN
futech-638	108	12	ratio	ratio	NOUN
futech-638	108	13	,	,	PUNCT
futech-638	108	14	and	and	CCONJ
futech-638	108	15	real	real	ADJ
futech-638	108	16	-	-	PUNCT
futech-638	108	17	time	time	NOUN
futech-638	108	18	data	datum	NOUN
futech-638	108	19	collection	collection	NOUN
futech-638	108	20	ratio	ratio	NOUN
futech-638	108	21	.	.	PUNCT
futech-638	109	1	edge	edge	NOUN
futech-638	109	2	computing	computing	NOUN
futech-638	109	3	level	level	NOUN
futech-638	109	4	incorporates	incorporate	VERB
futech-638	109	5	node	node	ADJ
futech-638	109	6	count	count	NOUN
futech-638	109	7	,	,	PUNCT
futech-638	109	8	local	local	ADJ
futech-638	109	9	data	datum	NOUN
futech-638	109	10	processing	processing	NOUN
futech-638	109	11	ratio	ratio	NOUN
futech-638	109	12	,	,	PUNCT
futech-638	109	13	and	and	CCONJ
futech-638	109	14	edge	edge	NOUN
futech-638	109	15	-	-	PUNCT
futech-638	109	16	cloud	cloud	NOUN
futech-638	109	17	synergy	synergy	NOUN
futech-638	109	18	maturity	maturity	NOUN
futech-638	109	19	.	.	PUNCT
futech-638	110	1	composite	composite	ADJ
futech-638	110	2	indicators	indicator	NOUN
futech-638	110	3	are	be	AUX
futech-638	110	4	constructed	construct	VERB
futech-638	110	5	through	through	ADP
futech-638	110	6	factor	factor	NOUN
futech-638	110	7	analysis	analysis	NOUN
futech-638	110	8	(	(	PUNCT
futech-638	110	9	kmo=0.82	kmo=0.82	PROPN
futech-638	110	10	for	for	ADP
futech-638	110	11	iot	iot	NOUN
futech-638	110	12	,	,	PUNCT
futech-638	110	13	0.79	0.79	NUM
futech-638	110	14	for	for	ADP
futech-638	110	15	edge	edge	NOUN
futech-638	110	16	;	;	PUNCT
futech-638	110	17	bartlett	bartlett	PROPN
futech-638	110	18	's	's	PART
futech-638	110	19	test	test	NOUN
futech-638	110	20	p<0.001	p<0.001	PROPN
futech-638	110	21	)	)	PUNCT
futech-638	110	22	.	.	PUNCT
futech-638	111	1	factor	factor	NOUN
futech-638	111	2	loadings	loading	NOUN
futech-638	111	3	ranged	range	VERB
futech-638	111	4	from	from	ADP
futech-638	111	5	0.78	0.78	NUM
futech-638	111	6	to	to	ADP
futech-638	111	7	0.89	0.89	NUM
futech-638	111	8	for	for	ADP
futech-638	111	9	iot	iot	NOUN
futech-638	111	10	and	and	CCONJ
futech-638	111	11	from	from	ADP
futech-638	111	12	0.74	0.74	NUM
futech-638	111	13	to	to	ADP
futech-638	111	14	0.85	0.85	NUM
futech-638	111	15	for	for	ADP
futech-638	111	16	edge	edge	NOUN
futech-638	111	17	,	,	PUNCT
futech-638	111	18	with	with	ADP
futech-638	111	19	single	single	ADJ
futech-638	111	20	factors	factor	NOUN
futech-638	111	21	explaining	explain	VERB
futech-638	111	22	71.3	71.3	NUM
futech-638	111	23	%	%	NOUN
futech-638	111	24	and	and	CCONJ
futech-638	111	25	68.7	68.7	NUM
futech-638	111	26	%	%	NOUN
futech-638	111	27	variance	variance	NOUN
futech-638	111	28	,	,	PUNCT
futech-638	111	29	respectively	respectively	ADV
futech-638	111	30	.	.	PUNCT
futech-638	112	1	supply	supply	NOUN
futech-638	112	2	chain	chain	NOUN
futech-638	112	3	complexity	complexity	NOUN
futech-638	112	4	was	be	AUX
futech-638	112	5	operationalized	operationalize	VERB
futech-638	112	6	through	through	ADP
futech-638	112	7	principal	principal	ADJ
futech-638	112	8	component	component	NOUN
futech-638	112	9	analysis	analysis	NOUN
futech-638	112	10	(	(	PUNCT
futech-638	112	11	pca	pca	NOUN
futech-638	112	12	)	)	PUNCT
futech-638	112	13	that	that	SCONJ
futech-638	112	14	integrated	integrate	VERB
futech-638	112	15	table	table	NOUN
futech-638	112	16	1	1	NUM
futech-638	112	17	.	.	PUNCT
futech-638	112	18	sample	sample	NOUN
futech-638	112	19	firm	firm	ADJ
futech-638	112	20	characteristics	characteristic	NOUN
futech-638	112	21	and	and	CCONJ
futech-638	112	22	data	datum	NOUN
futech-638	112	23	source	source	NOUN
futech-638	112	24	distribution	distribution	NOUN
futech-638	112	25	characteristic	characteristic	ADJ
futech-638	112	26	dimension	dimension	NOUN
futech-638	112	27	category	category	NOUN
futech-638	112	28	/	/	SYM
futech-638	112	29	indicator	indicator	NOUN
futech-638	112	30	sample	sample	NOUN
futech-638	112	31	size	size	NOUN
futech-638	112	32	/	/	SYM
futech-638	112	33	statistics	statistic	NOUN
futech-638	112	34	percentage/%	percentage/%	NOUN
futech-638	112	35	data	datum	NOUN
futech-638	112	36	source	source	NOUN
futech-638	112	37	overall	overall	ADJ
futech-638	112	38	sample	sample	PROPN
futech-638	112	39	valid	valid	ADJ
futech-638	112	40	sample	sample	NOUN
futech-638	112	41	firms	firm	NOUN
futech-638	112	42	892	892	NUM
futech-638	112	43	firms	firm	NOUN
futech-638	112	44	100.0	100.0	NUM
futech-638	112	45	multi	multi	ADJ
futech-638	112	46	-	-	ADJ
futech-638	112	47	source	source	NOUN
futech-638	112	48	data	data	NOUN
futech-638	112	49	integration	integration	NOUN
futech-638	112	50	data	datum	NOUN
futech-638	112	51	time	time	NOUN
futech-638	112	52	span	span	PROPN
futech-638	112	53	2020	2020	NUM
futech-638	112	54	-	-	SYM
futech-638	112	55	2024	2024	NUM
futech-638	112	56	industry	industry	NOUN
futech-638	112	57	distribution	distribution	NOUN
futech-638	112	58	manufacturing	manufacturing	NOUN
futech-638	112	59	(	(	PUNCT
futech-638	112	60	total	total	NOUN
futech-638	112	61	)	)	PUNCT
futech-638	112	62	627	627	NUM
futech-638	112	63	firms	firm	NOUN
futech-638	112	64	70.3	70.3	NUM
futech-638	112	65	china	china	PROPN
futech-638	112	66	industrial	industrial	ADJ
futech-638	112	67	enterprise	enterprise	NOUN
futech-638	112	68	database	database	NOUN
futech-638	112	69	machinery	machinery	NOUN
futech-638	112	70	(	(	PUNCT
futech-638	112	71	sic	sic	ADJ
futech-638	112	72	35	35	NUM
futech-638	112	73	)	)	PUNCT
futech-638	112	74	189	189	NUM
futech-638	112	75	firms	firm	NOUN
futech-638	112	76	21.2	21.2	NUM
futech-638	112	77	china	china	PROPN
futech-638	112	78	industrial	industrial	ADJ
futech-638	112	79	enterprise	enterprise	NOUN
futech-638	112	80	database	database	NOUN
futech-638	112	81	electronics	electronic	NOUN
futech-638	112	82	(	(	PUNCT
futech-638	112	83	sic	sic	ADJ
futech-638	112	84	36	36	NUM
futech-638	113	1	)	)	PUNCT
futech-638	113	2	156	156	NUM
futech-638	113	3	firms	firm	NOUN
futech-638	113	4	17.5	17.5	NUM
futech-638	113	5	china	china	PROPN
futech-638	113	6	industrial	industrial	ADJ
futech-638	113	7	enterprise	enterprise	NOUN
futech-638	113	8	database	database	NOUN
futech-638	113	9	transport	transport	NOUN
futech-638	113	10	equipment	equipment	NOUN
futech-638	113	11	(	(	PUNCT
futech-638	113	12	sic	sic	ADJ
futech-638	113	13	37	37	NUM
futech-638	113	14	)	)	PUNCT
futech-638	113	15	142	142	NUM
futech-638	113	16	firms	firm	NOUN
futech-638	113	17	15.9	15.9	NUM
futech-638	113	18	china	china	PROPN
futech-638	113	19	industrial	industrial	ADJ
futech-638	113	20	enterprise	enterprise	NOUN
futech-638	113	21	database	database	NOUN
futech-638	113	22	other	other	ADJ
futech-638	113	23	manufacturing	manufacture	VERB
futech-638	113	24	140	140	NUM
futech-638	113	25	firms	firm	NOUN
futech-638	113	26	15.7	15.7	NUM
futech-638	113	27	china	china	PROPN
futech-638	113	28	industrial	industrial	ADJ
futech-638	113	29	enterprise	enterprise	NOUN
futech-638	113	30	database	database	NOUN
futech-638	113	31	logistics	logistic	NOUN
futech-638	113	32	(	(	PUNCT
futech-638	113	33	total	total	NOUN
futech-638	113	34	)	)	PUNCT
futech-638	113	35	265	265	NUM
futech-638	113	36	firms	firm	NOUN
futech-638	113	37	29.7	29.7	NUM
futech-638	113	38	world	world	NOUN
futech-638	113	39	bank	bank	PROPN
futech-638	113	40	lpi	lpi	PROPN
futech-638	113	41	database	database	NOUN
futech-638	113	42	warehousing	warehousing	PROPN
futech-638	113	43	(	(	PUNCT
futech-638	113	44	naics	naic	NOUN
futech-638	113	45	493	493	NUM
futech-638	113	46	)	)	PUNCT
futech-638	113	47	147	147	NUM
futech-638	113	48	firms	firm	NOUN
futech-638	113	49	16.5	16.5	NUM
futech-638	113	50	world	world	NOUN
futech-638	113	51	bank	bank	NOUN
futech-638	113	52	lpi	lpi	PROPN
futech-638	113	53	database	database	PROPN
futech-638	113	54	transportation	transportation	PROPN
futech-638	113	55	(	(	PUNCT
futech-638	113	56	naics	naic	NOUN
futech-638	113	57	484	484	NUM
futech-638	113	58	)	)	PUNCT
futech-638	113	59	118	118	NUM
futech-638	113	60	firms	firm	NOUN
futech-638	113	61	13.2	13.2	NUM
futech-638	113	62	world	world	NOUN
futech-638	113	63	bank	bank	PROPN
futech-638	113	64	lpi	lpi	PROPN
futech-638	113	65	database	database	PROPN
futech-638	113	66	firm	firm	ADJ
futech-638	113	67	size	size	NOUN
futech-638	113	68	average	average	ADJ
futech-638	113	69	employees	employee	NOUN
futech-638	113	70	1,847	1,847	NUM
futech-638	113	71	persons	person	NOUN
futech-638	113	72	enterprise	enterprise	NOUN
futech-638	113	73	surveys	survey	NOUN
futech-638	113	74	median	median	ADJ
futech-638	113	75	asset	asset	NOUN
futech-638	113	76	size	size	NOUN
futech-638	113	77	cny	cny	PROPN
futech-638	113	78	1.23	1.23	NUM
futech-638	113	79	billion	billion	NUM
futech-638	113	80	bloomberg	bloomberg	PROPN
futech-638	113	81	database	database	NOUN
futech-638	113	82	large	large	ADJ
futech-638	113	83	firms	firm	NOUN
futech-638	113	84	(	(	PUNCT
futech-638	113	85	>	>	SYM
futech-638	113	86	1000	1000	NUM
futech-638	113	87	employees	employee	NOUN
futech-638	113	88	)	)	PUNCT
futech-638	113	89	523	523	NUM
futech-638	113	90	firms	firm	NOUN
futech-638	113	91	58.6	58.6	NUM
futech-638	113	92	china	china	PROPN
futech-638	113	93	industrial	industrial	ADJ
futech-638	113	94	enterprise	enterprise	NOUN
futech-638	113	95	database	database	NOUN
futech-638	113	96	smes	sme	NOUN
futech-638	113	97	(	(	PUNCT
futech-638	113	98	≤1000	≤1000	NUM
futech-638	113	99	employees	employee	NOUN
futech-638	113	100	)	)	PUNCT
futech-638	113	101	369	369	NUM
futech-638	113	102	firms	firm	NOUN
futech-638	113	103	41.4	41.4	NUM
futech-638	113	104	enterprise	enterprise	NOUN
futech-638	113	105	surveys	survey	NOUN
futech-638	113	106	geographic	geographic	ADJ
futech-638	113	107	distribution	distribution	NOUN
futech-638	113	108	eastern	eastern	ADJ
futech-638	113	109	region	region	NOUN
futech-638	113	110	548	548	NUM
futech-638	113	111	firms	firm	NOUN
futech-638	113	112	61.4	61.4	NUM
futech-638	113	113	miit	miit	NOUN
futech-638	113	114	digital	digital	PROPN
futech-638	113	115	development	development	NOUN
futech-638	113	116	data	datum	NOUN
futech-638	113	117	map	map	VERB
futech-638	113	118	central	central	ADJ
futech-638	113	119	&	&	CCONJ
futech-638	113	120	western	western	ADJ
futech-638	113	121	region	region	PROPN
futech-638	113	122	344	344	NUM
futech-638	113	123	firms	firm	NOUN
futech-638	113	124	38.6	38.6	NUM
futech-638	113	125	miit	miit	NOUN
futech-638	113	126	digital	digital	PROPN
futech-638	113	127	development	development	PROPN
futech-638	113	128	data	data	PROPN
futech-638	113	129	map	map	VERB
futech-638	113	130	ownership	ownership	NOUN
futech-638	113	131	structure	structure	NOUN
futech-638	113	132	state	state	NOUN
futech-638	113	133	-	-	PUNCT
futech-638	113	134	owned	own	VERB
futech-638	113	135	&	&	CCONJ
futech-638	113	136	controlled	control	VERB
futech-638	113	137	312	312	NUM
futech-638	113	138	firms	firm	NOUN
futech-638	113	139	35.0	35.0	NUM
futech-638	113	140	china	china	PROPN
futech-638	113	141	industrial	industrial	ADJ
futech-638	113	142	enterprise	enterprise	NOUN
futech-638	113	143	database	database	NOUN
futech-638	113	144	private	private	ADJ
futech-638	113	145	enterprises	enterprise	NOUN
futech-638	113	146	447	447	NUM
futech-638	113	147	firms	firm	NOUN
futech-638	113	148	50.1	50.1	NUM
futech-638	113	149	china	china	PROPN
futech-638	113	150	industrial	industrial	ADJ
futech-638	113	151	enterprise	enterprise	NOUN
futech-638	113	152	database	database	NOUN
futech-638	113	153	foreign	foreign	PROPN
futech-638	113	154	&	&	CCONJ
futech-638	113	155	joint	joint	ADJ
futech-638	113	156	ventures	venture	NOUN
futech-638	113	157	133	133	NUM
futech-638	113	158	firms	firm	NOUN
futech-638	113	159	14.9	14.9	NUM
futech-638	113	160	enterprise	enterprise	NOUN
futech-638	113	161	surveys	survey	NOUN
futech-638	113	162	listing	list	VERB
futech-638	113	163	status	status	NOUN
futech-638	113	164	sse	sse	NOUN
futech-638	113	165	/	/	SYM
futech-638	113	166	szse	szse	NOUN
futech-638	113	167	listed	list	VERB
futech-638	113	168	412	412	NUM
futech-638	113	169	firms	firm	NOUN
futech-638	113	170	46.2	46.2	NUM
futech-638	113	171	bloomberg	bloomberg	NOUN
futech-638	113	172	database	database	NOUN
futech-638	113	173	unlisted	unliste	VERB
futech-638	113	174	480	480	NUM
futech-638	113	175	firms	firm	NOUN
futech-638	113	176	53.8	53.8	NUM
futech-638	113	177	china	china	PROPN
futech-638	113	178	industrial	industrial	ADJ
futech-638	113	179	enterprise	enterprise	NOUN
futech-638	113	180	database	database	NOUN
futech-638	113	181	technology	technology	NOUN
futech-638	113	182	application	application	NOUN
futech-638	113	183	maturity	maturity	NOUN
futech-638	113	184	iot	iot	NOUN
futech-638	113	185	device	device	NOUN
futech-638	113	186	deployment	deployment	NOUN
futech-638	113	187	density	density	NOUN
futech-638	113	188	3.2	3.2	NUM
futech-638	113	189	devices/100	devices/100	PROPN
futech-638	113	190	employees	employee	NOUN
futech-638	113	191	miit	miit	VERB
futech-638	113	192	digital	digital	PROPN
futech-638	113	193	development	development	NOUN
futech-638	113	194	data	datum	NOUN
futech-638	113	195	map	map	NOUN
futech-638	113	196	edge	edge	NOUN
futech-638	113	197	computing	compute	VERB
futech-638	113	198	node	node	ADJ
futech-638	113	199	coverage	coverage	NOUN
futech-638	113	200	38.7	38.7	NUM
futech-638	113	201	%	%	NOUN
futech-638	113	202	miit	miit	NOUN
futech-638	113	203	digital	digital	PROPN
futech-638	113	204	development	development	PROPN
futech-638	113	205	data	datum	NOUN
futech-638	113	206	map	map	NOUN
futech-638	113	207	firms	firm	NOUN
futech-638	113	208	with	with	ADP
futech-638	113	209	complete	complete	ADJ
futech-638	113	210	tech	tech	NOUN
futech-638	113	211	indicators	indicator	NOUN
futech-638	113	212	892	892	NUM
futech-638	113	213	firms	firm	NOUN
futech-638	113	214	100.0	100.0	NUM
futech-638	113	215	multi	multi	ADJ
futech-638	113	216	-	-	ADJ
futech-638	113	217	source	source	NOUN
futech-638	113	218	validation	validation	NOUN
futech-638	113	219	supply	supply	NOUN
futech-638	113	220	chain	chain	NOUN
futech-638	113	221	complexity	complexity	NOUN
futech-638	113	222	average	average	ADJ
futech-638	113	223	number	number	NOUN
futech-638	113	224	of	of	ADP
futech-638	113	225	suppliers	supplier	NOUN
futech-638	113	226	47	47	NUM
futech-638	113	227	suppliers	supplier	NOUN
futech-638	113	228	bloomberg	bloomberg	PROPN
futech-638	113	229	supply	supply	NOUN
futech-638	113	230	chain	chain	NOUN
futech-638	113	231	data	data	PROPN
futech-638	113	232	average	average	ADJ
futech-638	113	233	logistics	logistic	NOUN
futech-638	113	234	tiers	tier	VERB
futech-638	113	235	3.8	3.8	NUM
futech-638	113	236	tiers	tier	NOUN
futech-638	113	237	world	world	PROPN
futech-638	113	238	bank	bank	PROPN
futech-638	113	239	lpi	lpi	PROPN
futech-638	113	240	database	database	PROPN
futech-638	113	241	cross	cross	ADJ
futech-638	113	242	-	-	ADJ
futech-638	113	243	border	border	ADJ
futech-638	113	244	supply	supply	NOUN
futech-638	113	245	chain	chain	NOUN
futech-638	113	246	firms	firm	NOUN
futech-638	113	247	418	418	NUM
futech-638	113	248	firms	firm	NOUN
futech-638	113	249	46.9	46.9	NUM
futech-638	113	250	enterprise	enterprise	NOUN
futech-638	113	251	surveys	survey	NOUN
futech-638	113	252	data	datum	NOUN
futech-638	113	253	completeness	completeness	NOUN
futech-638	113	254	complete	complete	ADJ
futech-638	113	255	financial	financial	ADJ
futech-638	113	256	data	datum	NOUN
futech-638	113	257	892	892	NUM
futech-638	113	258	firms	firm	NOUN
futech-638	113	259	100.0	100.0	NUM
futech-638	113	260	bloomberg	bloomberg	PROPN
futech-638	113	261	database	database	NOUN
futech-638	113	262	complete	complete	PROPN
futech-638	113	263	technology	technology	NOUN
futech-638	113	264	data	datum	NOUN
futech-638	113	265	892	892	NUM
futech-638	113	266	firms	firm	NOUN
futech-638	113	267	100.0	100.0	NUM
futech-638	113	268	miit	miit	NOUN
futech-638	113	269	digital	digital	PROPN
futech-638	113	270	development	development	NOUN
futech-638	113	271	data	datum	NOUN
futech-638	113	272	map	map	VERB
futech-638	113	273	complete	complete	ADJ
futech-638	113	274	sc	sc	PROPN
futech-638	113	275	performance	performance	NOUN
futech-638	113	276	data	datum	NOUN
futech-638	113	277	892	892	NUM
futech-638	113	278	firms	firm	NOUN
futech-638	113	279	100.0	100.0	NUM
futech-638	113	280	world	world	NOUN
futech-638	113	281	bank	bank	PROPN
futech-638	113	282	lpi	lpi	PROPN
futech-638	113	283	database	database	PROPN
futech-638	113	284	zhicheng	zhicheng	PROPN
futech-638	113	285	yu	yu	PROPN
futech-638	113	286	&	&	CCONJ
futech-638	113	287	zhixin	zhixin	PROPN
futech-638	113	288	yu	yu	PROPN
futech-638	113	289	/future	/future	PROPN
futech-638	113	290	technology	technology	PROPN
futech-638	113	291	february	february	PROPN
futech-638	113	292	2026|	2026|	NUM
futech-638	113	293	volume	volume	NOUN
futech-638	113	294	05	05	NUM
futech-638	114	1	|	|	ADV
futech-638	114	2	issue	issue	NOUN
futech-638	114	3	01	01	NUM
futech-638	115	1	|	|	ADV
futech-638	115	2	pages	page	VERB
futech-638	115	3	324	324	NUM
futech-638	115	4	-	-	SYM
futech-638	115	5	336	336	NUM
futech-638	115	6	328	328	NUM
futech-638	115	7	three	three	NUM
futech-638	115	8	dimensions	dimension	NOUN
futech-638	115	9	:	:	PUNCT
futech-638	115	10	supplier	supplier	NOUN
futech-638	115	11	count	count	NOUN
futech-638	115	12	,	,	PUNCT
futech-638	115	13	logistics	logistic	NOUN
futech-638	115	14	tiers	tier	NOUN
futech-638	115	15	,	,	PUNCT
futech-638	115	16	and	and	CCONJ
futech-638	115	17	geographical	geographical	ADJ
futech-638	115	18	dispersion	dispersion	NOUN
futech-638	115	19	.	.	PUNCT
futech-638	116	1	the	the	DET
futech-638	116	2	first	first	ADJ
futech-638	116	3	principal	principal	ADJ
futech-638	116	4	component	component	NOUN
futech-638	116	5	,	,	PUNCT
futech-638	116	6	accounting	account	VERB
futech-638	116	7	for	for	ADP
futech-638	116	8	64.8	64.8	NUM
futech-638	116	9	%	%	NOUN
futech-638	116	10	of	of	ADP
futech-638	116	11	total	total	ADJ
futech-638	116	12	variance	variance	NOUN
futech-638	116	13	,	,	PUNCT
futech-638	116	14	exhibited	exhibit	VERB
futech-638	116	15	factor	factor	NOUN
futech-638	116	16	loadings	loading	NOUN
futech-638	116	17	of	of	ADP
futech-638	116	18	0.84	0.84	NUM
futech-638	116	19	(	(	PUNCT
futech-638	116	20	supplier	supplier	NOUN
futech-638	116	21	count	count	NOUN
futech-638	116	22	)	)	PUNCT
futech-638	116	23	,	,	PUNCT
futech-638	116	24	0.79	0.79	NUM
futech-638	116	25	(	(	PUNCT
futech-638	116	26	logistics	logistic	NOUN
futech-638	116	27	tiers	tier	NOUN
futech-638	116	28	)	)	PUNCT
futech-638	116	29	,	,	PUNCT
futech-638	116	30	and	and	CCONJ
futech-638	116	31	0.73	0.73	NUM
futech-638	116	32	(	(	PUNCT
futech-638	116	33	geographical	geographical	ADJ
futech-638	116	34	dispersion	dispersion	NOUN
futech-638	116	35	)	)	PUNCT
futech-638	116	36	.	.	PUNCT
futech-638	117	1	component	component	NOUN
futech-638	117	2	scores	score	NOUN
futech-638	117	3	were	be	AUX
futech-638	117	4	subsequently	subsequently	ADV
futech-638	117	5	standardized	standardize	VERB
futech-638	117	6	to	to	ADP
futech-638	117	7	a	a	DET
futech-638	117	8	1	1	NUM
futech-638	117	9	-	-	SYM
futech-638	117	10	5	5	NUM
futech-638	117	11	scale	scale	NOUN
futech-638	117	12	through	through	ADP
futech-638	117	13	linear	linear	ADJ
futech-638	117	14	transformation	transformation	NOUN
futech-638	117	15	using	use	VERB
futech-638	117	16	the	the	DET
futech-638	117	17	formula	formula	NOUN
futech-638	117	18	:	:	PUNCT
futech-638	117	19	4	4	NUM
futech-638	117	20	1score	1score	NUM
futech-638	117	21	min	min	NOUN
futech-638	117	22	max	max	PROPN
futech-638	117	23	min	min	PROPN
futech-638	117	24	pca	pca	PROPN
futech-638	117	25	pca	pca	PROPN
futech-638	117	26	complexity	complexity	PROPN
futech-638	117	27	pca	pca	PROPN
futech-638	117	28	pca	pca	PROPN
futech-638	117	29	−	−	PROPN
futech-638	118	1	=	=	PUNCT
futech-638	118	2			PROPN
futech-638	118	3	+	+	CCONJ
futech-638	118	4	−	−	PROPN
futech-638	118	5	(	(	PUNCT
futech-638	118	6	3	3	NUM
futech-638	118	7	)	)	PUNCT
futech-638	118	8	where	where	SCONJ
futech-638	118	9	pcamin	pcamin	NOUN
futech-638	118	10	and	and	CCONJ
futech-638	118	11	pcamax	pcamax	PROPN
futech-638	118	12	represent	represent	VERB
futech-638	118	13	the	the	DET
futech-638	118	14	minimum	minimum	ADJ
futech-638	118	15	and	and	CCONJ
futech-638	118	16	maximum	maximum	ADJ
futech-638	118	17	principal	principal	ADJ
futech-638	118	18	component	component	NOUN
futech-638	118	19	scores	score	NOUN
futech-638	118	20	in	in	ADP
futech-638	118	21	the	the	DET
futech-638	118	22	sample	sample	NOUN
futech-638	118	23	,	,	PUNCT
futech-638	118	24	yielding	yield	VERB
futech-638	118	25	a	a	DET
futech-638	118	26	mean	mean	NOUN
futech-638	118	27	of	of	ADP
futech-638	118	28	3.52	3.52	NUM
futech-638	118	29	(	(	PUNCT
futech-638	118	30	sd=0.88	sd=0.88	NOUN
futech-638	118	31	)	)	PUNCT
futech-638	118	32	.	.	PUNCT
futech-638	119	1	reliability	reliability	NOUN
futech-638	119	2	:	:	PUNCT
futech-638	119	3	cronbach	cronbach	VERB
futech-638	119	4	's	's	PART
futech-638	119	5	α=0.80	α=0.80	ADV
futech-638	119	6	,	,	PUNCT
futech-638	119	7	cr=0.83	cr=0.83	ADJ
futech-638	119	8	.	.	PUNCT
futech-638	120	1	ave=0.62	ave=0.62	PROPN
futech-638	120	2	(	(	PUNCT
futech-638	120	3	>	>	X
futech-638	120	4	0.5	0.5	NUM
futech-638	120	5	)	)	PUNCT
futech-638	120	6	.	.	PUNCT
futech-638	121	1	discriminant	discriminant	ADJ
futech-638	121	2	validity	validity	NOUN
futech-638	121	3	:	:	PUNCT
futech-638	121	4	√ave=0.79	√ave=0.79	NOUN
futech-638	121	5	exceeds	exceed	VERB
futech-638	121	6	correlations	correlation	NOUN
futech-638	121	7	with	with	ADP
futech-638	121	8	other	other	ADJ
futech-638	121	9	constructs	construct	NOUN
futech-638	121	10	(	(	PUNCT
futech-638	121	11	r=0.21	r=0.21	NOUN
futech-638	121	12	-	-	PUNCT
futech-638	121	13	0.34	0.34	NUM
futech-638	121	14	,	,	PUNCT
futech-638	121	15	see	see	VERB
futech-638	121	16	table	table	NOUN
futech-638	121	17	3	3	NUM
futech-638	121	18	)	)	PUNCT
futech-638	121	19	.	.	PUNCT
futech-638	122	1	control	control	NOUN
futech-638	122	2	variables	variable	NOUN
futech-638	122	3	include	include	VERB
futech-638	122	4	enterprise	enterprise	NOUN
futech-638	122	5	scale	scale	NOUN
futech-638	122	6	,	,	PUNCT
futech-638	122	7	supply	supply	NOUN
futech-638	122	8	chain	chain	NOUN
futech-638	122	9	length	length	NOUN
futech-638	122	10	,	,	PUNCT
futech-638	122	11	and	and	CCONJ
futech-638	122	12	regional	regional	ADJ
futech-638	122	13	dummies	dummy	NOUN
futech-638	122	14	.	.	PUNCT
futech-638	123	1	regression	regression	NOUN
futech-638	123	2	uses	use	VERB
futech-638	123	3	standardized	standardize	VERB
futech-638	123	4	variables	variable	NOUN
futech-638	123	5	to	to	PART
futech-638	123	6	eliminate	eliminate	VERB
futech-638	123	7	scale	scale	NOUN
futech-638	123	8	differences	difference	NOUN
futech-638	123	9	.	.	PUNCT
futech-638	124	1	interaction	interaction	NOUN
futech-638	124	2	terms	term	NOUN
futech-638	124	3	are	be	AUX
futech-638	124	4	generated	generate	VERB
futech-638	124	5	through	through	ADP
futech-638	124	6	central	central	ADJ
futech-638	124	7	multiplication	multiplication	NOUN
futech-638	124	8	to	to	PART
futech-638	124	9	reduce	reduce	VERB
futech-638	124	10	multicollinearity	multicollinearity	NOUN
futech-638	124	11	.	.	PUNCT
futech-638	125	1	all	all	DET
futech-638	125	2	continuous	continuous	ADJ
futech-638	125	3	variables	variable	NOUN
futech-638	125	4	were	be	AUX
futech-638	125	5	meancentered	meancentere	VERB
futech-638	125	6	before	before	ADP
futech-638	125	7	creating	create	VERB
futech-638	125	8	interaction	interaction	NOUN
futech-638	125	9	terms	term	NOUN
futech-638	125	10	to	to	PART
futech-638	125	11	reduce	reduce	VERB
futech-638	125	12	multicollinearity	multicollinearity	NOUN
futech-638	125	13	.	.	PUNCT
futech-638	126	1	vifs	vifs	PROPN
futech-638	126	2	for	for	ADP
futech-638	126	3	the	the	DET
futech-638	126	4	full	full	ADJ
futech-638	126	5	model	model	NOUN
futech-638	126	6	:	:	PUNCT
futech-638	126	7	iot	iot	PROPN
futech-638	126	8	(	(	PUNCT
futech-638	126	9	1.89	1.89	NUM
futech-638	126	10	)	)	PUNCT
futech-638	126	11	,	,	PUNCT
futech-638	126	12	edge	edge	NOUN
futech-638	126	13	(	(	PUNCT
futech-638	126	14	2.13	2.13	NUM
futech-638	126	15	)	)	PUNCT
futech-638	126	16	,	,	PUNCT
futech-638	126	17	iot	iot	ADJ
futech-638	126	18	×	×	PROPN
futech-638	126	19	edge	edge	NOUN
futech-638	126	20	(	(	PUNCT
futech-638	126	21	2.34	2.34	NUM
futech-638	126	22	)	)	PUNCT
futech-638	126	23	,	,	PUNCT
futech-638	126	24	complexity	complexity	NOUN
futech-638	126	25	(	(	PUNCT
futech-638	126	26	1.67	1.67	NUM
futech-638	126	27	)	)	PUNCT
futech-638	126	28	,	,	PUNCT
futech-638	126	29	iot	iot	ADJ
futech-638	126	30	×	×	PROPN
futech-638	126	31	edge	edge	NOUN
futech-638	126	32	×	×	NOUN
futech-638	126	33	complexity	complexity	NOUN
futech-638	126	34	(	(	PUNCT
futech-638	126	35	3.17	3.17	NUM
futech-638	126	36	)	)	PUNCT
futech-638	126	37	,	,	PUNCT
futech-638	126	38	all	all	PRON
futech-638	126	39	below	below	ADP
futech-638	126	40	5	5	NUM
futech-638	126	41	.	.	PUNCT
futech-638	127	1	the	the	DET
futech-638	127	2	iot×edge	iot×edge	NOUN
futech-638	127	3	interaction	interaction	NOUN
futech-638	127	4	term	term	NOUN
futech-638	127	5	quantifies	quantify	VERB
futech-638	127	6	the	the	DET
futech-638	127	7	closed	close	VERB
futech-638	127	8	-	-	PUNCT
futech-638	127	9	loop	loop	NOUN
futech-638	127	10	synergy	synergy	NOUN
futech-638	127	11	by	by	ADP
futech-638	127	12	measuring	measure	VERB
futech-638	127	13	whether	whether	SCONJ
futech-638	127	14	the	the	DET
futech-638	127	15	iot	iot	ADJ
futech-638	127	16	marginal	marginal	ADJ
futech-638	127	17	effect	effect	NOUN
futech-638	127	18	on	on	ADP
futech-638	127	19	resilience	resilience	NOUN
futech-638	127	20	increases	increase	NOUN
futech-638	127	21	when	when	SCONJ
futech-638	127	22	edge	edge	NOUN
futech-638	127	23	computing	computing	NOUN
futech-638	127	24	is	be	AUX
futech-638	127	25	deployed	deploy	VERB
futech-638	127	26	at	at	ADP
futech-638	127	27	a	a	DET
futech-638	127	28	higher	high	ADJ
futech-638	127	29	level	level	NOUN
futech-638	127	30	,	,	PUNCT
futech-638	127	31	operationalizing	operationalize	VERB
futech-638	127	32	the	the	DET
futech-638	127	33	mechanism	mechanism	NOUN
futech-638	127	34	of	of	ADP
futech-638	127	35	“	"	PUNCT
futech-638	127	36	perception	perception	NOUN
futech-638	127	37	-	-	PUNCT
futech-638	127	38	analysis	analysis	NOUN
futech-638	127	39	-	-	PUNCT
futech-638	127	40	response	response	NOUN
futech-638	127	41	”	"	PUNCT
futech-638	127	42	through	through	ADP
futech-638	127	43	conditional	conditional	ADJ
futech-638	127	44	effects	effect	NOUN
futech-638	127	45	analysis	analysis	NOUN
futech-638	127	46	(	(	PUNCT
futech-638	127	47	equation	equation	NOUN
futech-638	127	48	4	4	NUM
futech-638	127	49	)	)	PUNCT
futech-638	127	50	.	.	PUNCT
futech-638	128	1	variable	variable	ADJ
futech-638	128	2	operational	operational	ADJ
futech-638	128	3	definitions	definition	NOUN
futech-638	128	4	and	and	CCONJ
futech-638	128	5	measurement	measurement	NOUN
futech-638	128	6	sources	source	NOUN
futech-638	128	7	are	be	AUX
futech-638	128	8	detailed	detail	VERB
futech-638	128	9	in	in	ADP
futech-638	128	10	table	table	NOUN
futech-638	128	11	2	2	NUM
futech-638	128	12	.	.	PUNCT
futech-638	128	13	table	table	NOUN
futech-638	128	14	2	2	NUM
futech-638	128	15	systematically	systematically	ADV
futech-638	128	16	lists	list	VERB
futech-638	128	17	the	the	DET
futech-638	128	18	concept	concept	NOUN
futech-638	128	19	definitions	definition	NOUN
futech-638	128	20	,	,	PUNCT
futech-638	128	21	specific	specific	ADJ
futech-638	128	22	measurement	measurement	NOUN
futech-638	128	23	methods	method	NOUN
futech-638	128	24	,	,	PUNCT
futech-638	128	25	and	and	CCONJ
futech-638	128	26	data	data	NOUN
futech-638	128	27	-	-	PUNCT
futech-638	128	28	acquisition	acquisition	NOUN
futech-638	128	29	channels	channel	NOUN
futech-638	128	30	for	for	ADP
futech-638	128	31	each	each	DET
futech-638	128	32	variable	variable	NOUN
futech-638	128	33	,	,	PUNCT
futech-638	128	34	providing	provide	VERB
futech-638	128	35	a	a	DET
futech-638	128	36	complete	complete	ADJ
futech-638	128	37	operational	operational	ADJ
futech-638	128	38	path	path	NOUN
futech-638	128	39	for	for	ADP
futech-638	128	40	the	the	DET
futech-638	128	41	reproducibility	reproducibility	NOUN
futech-638	128	42	of	of	ADP
futech-638	128	43	the	the	DET
futech-638	128	44	research	research	NOUN
futech-638	128	45	.	.	PUNCT
futech-638	129	1	in	in	ADP
futech-638	129	2	particular	particular	ADJ
futech-638	129	3	,	,	PUNCT
futech-638	129	4	the	the	DET
futech-638	129	5	construction	construction	NOUN
futech-638	129	6	method	method	NOUN
futech-638	129	7	of	of	ADP
futech-638	129	8	technical	technical	ADJ
futech-638	129	9	synergy	synergy	NOUN
futech-638	129	10	variables	variable	NOUN
futech-638	129	11	reflects	reflect	VERB
futech-638	129	12	the	the	DET
futech-638	129	13	contribution	contribution	NOUN
futech-638	129	14	of	of	ADP
futech-638	129	15	this	this	DET
futech-638	129	16	research	research	NOUN
futech-638	129	17	to	to	ADP
futech-638	129	18	measurement	measurement	NOUN
futech-638	129	19	innovation	innovation	NOUN
futech-638	129	20	.	.	PUNCT
futech-638	130	1	2.4	2.4	NUM
futech-638	130	2	analytical	analytical	ADJ
futech-638	130	3	method	method	NOUN
futech-638	130	4	in	in	ADP
futech-638	130	5	the	the	DET
futech-638	130	6	current	current	ADJ
futech-638	130	7	study	study	NOUN
futech-638	130	8	,	,	PUNCT
futech-638	130	9	a	a	DET
futech-638	130	10	mixed	mix	VERB
futech-638	130	11	-	-	PUNCT
futech-638	130	12	methods	method	NOUN
futech-638	130	13	approach	approach	NOUN
futech-638	130	14	integrating	integrate	VERB
futech-638	130	15	hierarchical	hierarchical	ADJ
futech-638	130	16	regression	regression	NOUN
futech-638	130	17	analysis	analysis	NOUN
futech-638	130	18	and	and	CCONJ
futech-638	130	19	structural	structural	ADJ
futech-638	130	20	equation	equation	NOUN
futech-638	130	21	modeling	modeling	NOUN
futech-638	130	22	was	be	AUX
futech-638	130	23	employed	employ	VERB
futech-638	130	24	to	to	PART
futech-638	130	25	test	test	VERB
futech-638	130	26	theoretical	theoretical	ADJ
futech-638	130	27	hypotheses	hypothesis	NOUN
futech-638	130	28	and	and	CCONJ
futech-638	130	29	comprehensively	comprehensively	ADV
futech-638	130	30	examine	examine	VERB
futech-638	130	31	mechanisms	mechanism	NOUN
futech-638	130	32	of	of	ADP
futech-638	130	33	technological	technological	ADJ
futech-638	130	34	synergy	synergy	NOUN
futech-638	130	35	.	.	PUNCT
futech-638	131	1	research	research	NOUN
futech-638	131	2	on	on	ADP
futech-638	131	3	the	the	DET
futech-638	131	4	information	information	NOUN
futech-638	131	5	technology	technology	NOUN
futech-638	131	6	transformation	transformation	NOUN
futech-638	131	7	process	process	NOUN
futech-638	131	8	of	of	ADP
futech-638	131	9	manufacturing	manufacturing	NOUN
futech-638	131	10	enterprises	enterprise	NOUN
futech-638	131	11	illustrates	illustrate	VERB
futech-638	131	12	that	that	SCONJ
futech-638	131	13	the	the	DET
futech-638	131	14	structural	structural	ADJ
futech-638	131	15	equation	equation	NOUN
futech-638	131	16	model	model	NOUN
futech-638	131	17	is	be	AUX
futech-638	131	18	capable	capable	ADJ
futech-638	131	19	of	of	ADP
futech-638	131	20	effectively	effectively	ADV
futech-638	131	21	and	and	CCONJ
futech-638	131	22	accurately	accurately	ADV
futech-638	131	23	distinguishing	distinguish	VERB
futech-638	131	24	direct	direct	ADJ
futech-638	131	25	effect	effect	NOUN
futech-638	131	26	,	,	PUNCT
futech-638	131	27	indirect	indirect	ADJ
futech-638	131	28	effect	effect	NOUN
futech-638	131	29	,	,	PUNCT
futech-638	131	30	and	and	CCONJ
futech-638	131	31	regulatory	regulatory	ADJ
futech-638	131	32	effect	effect	NOUN
futech-638	131	33	[	[	X
futech-638	131	34	18	18	NUM
futech-638	131	35	]	]	PUNCT
futech-638	131	36	.	.	PUNCT
futech-638	132	1	the	the	DET
futech-638	132	2	process	process	NOUN
futech-638	132	3	of	of	ADP
futech-638	132	4	analysis	analysis	NOUN
futech-638	132	5	consisted	consist	VERB
futech-638	132	6	of	of	ADP
futech-638	132	7	three	three	NUM
futech-638	132	8	stratified	stratified	ADJ
futech-638	132	9	levels	level	NOUN
futech-638	132	10	:	:	PUNCT
futech-638	132	11	descriptive	descriptive	ADJ
futech-638	132	12	statistics	statistic	NOUN
futech-638	132	13	and	and	CCONJ
futech-638	132	14	correlation	correlation	NOUN
futech-638	132	15	analysis	analysis	NOUN
futech-638	132	16	to	to	PART
futech-638	132	17	validate	validate	VERB
futech-638	132	18	the	the	DET
futech-638	132	19	distribution	distribution	NOUN
futech-638	132	20	features	feature	NOUN
futech-638	132	21	and	and	CCONJ
futech-638	132	22	preliminary	preliminary	ADJ
futech-638	132	23	correlation	correlation	NOUN
futech-638	132	24	between	between	ADP
futech-638	132	25	variables	variable	NOUN
futech-638	132	26	,	,	PUNCT
futech-638	132	27	hierarchical	hierarchical	ADJ
futech-638	132	28	regression	regression	NOUN
futech-638	132	29	analysis	analysis	NOUN
futech-638	132	30	to	to	PART
futech-638	132	31	examine	examine	VERB
futech-638	132	32	core	core	NOUN
futech-638	132	33	hypotheses	hypothesis	NOUN
futech-638	132	34	by	by	ADP
futech-638	132	35	adding	add	VERB
futech-638	132	36	control	control	NOUN
futech-638	132	37	variables	variable	NOUN
futech-638	132	38	,	,	PUNCT
futech-638	132	39	main	main	ADJ
futech-638	132	40	effect	effect	NOUN
futech-638	132	41	terms	term	NOUN
futech-638	132	42	of	of	ADP
futech-638	132	43	independent	independent	ADJ
futech-638	132	44	variables	variable	NOUN
futech-638	132	45	,	,	PUNCT
futech-638	132	46	interaction	interaction	NOUN
futech-638	132	47	terms	term	NOUN
futech-638	132	48	,	,	PUNCT
futech-638	132	49	and	and	CCONJ
futech-638	132	50	moderating	moderate	VERB
futech-638	132	51	terms	term	NOUN
futech-638	132	52	sequentially	sequentially	ADV
futech-638	132	53	,	,	PUNCT
futech-638	132	54	and	and	CCONJ
futech-638	132	55	robustness	robustness	NOUN
futech-638	132	56	check	check	NOUN
futech-638	132	57	to	to	PART
futech-638	132	58	validate	validate	VERB
futech-638	132	59	the	the	DET
futech-638	132	60	reliability	reliability	NOUN
futech-638	132	61	of	of	ADP
futech-638	132	62	conclusions	conclusion	NOUN
futech-638	132	63	with	with	ADP
futech-638	132	64	the	the	DET
futech-638	132	65	help	help	NOUN
futech-638	132	66	of	of	ADP
futech-638	132	67	instrumental	instrumental	ADJ
futech-638	132	68	variable	variable	ADJ
futech-638	132	69	approach	approach	NOUN
futech-638	132	70	,	,	PUNCT
futech-638	132	71	subsample	subsample	ADJ
futech-638	132	72	analysis	analysis	NOUN
futech-638	132	73	,	,	PUNCT
futech-638	132	74	and	and	CCONJ
futech-638	132	75	surrogate	surrogate	ADJ
futech-638	132	76	index	index	NOUN
futech-638	132	77	test	test	NOUN
futech-638	132	78	.	.	PUNCT
futech-638	133	1	to	to	PART
futech-638	133	2	interpret	interpret	VERB
futech-638	133	3	interaction	interaction	NOUN
futech-638	133	4	effects	effect	NOUN
futech-638	133	5	,	,	PUNCT
futech-638	133	6	simple	simple	ADJ
futech-638	133	7	slope	slope	NOUN
futech-638	133	8	analysis	analysis	NOUN
futech-638	133	9	calculates	calculate	VERB
futech-638	133	10	conditional	conditional	ADJ
futech-638	133	11	slopes	slope	NOUN
futech-638	133	12	via	via	ADP
futech-638	133	13	:	:	PUNCT
futech-638	133	14	0	0	NUM
futech-638	133	15	1	1	NUM
futech-638	133	16	2	2	NUM
futech-638	133	17	3scr	3scr	NUM
futech-638	133	18	iot	iot	NOUN
futech-638	133	19	edgecondition	edgecondition	NOUN
futech-638	133	20	(	(	PUNCT
futech-638	133	21	iot	iot	PROPN
futech-638	133	22	edgecondition)	edgecondition)	PROPN
futech-638	133	23			PROPN
futech-638	133	24			PROPN
futech-638	133	25	=	=	PROPN
futech-638	133	26	+	+	CCONJ
futech-638	134	1	+	+	CCONJ
futech-638	134	2	+	+	CCONJ
futech-638	134	3			NOUN
futech-638	134	4	(	(	PUNCT
futech-638	134	5	4	4	NUM
futech-638	134	6	)	)	PUNCT
futech-638	134	7	the	the	DET
futech-638	134	8	regression	regression	NOUN
futech-638	134	9	analysis	analysis	NOUN
futech-638	134	10	followed	follow	VERB
futech-638	134	11	a	a	DET
futech-638	134	12	nested	nested	ADJ
futech-638	134	13	logic	logic	NOUN
futech-638	134	14	,	,	PUNCT
futech-638	134	15	in	in	ADP
futech-638	134	16	which	which	PRON
futech-638	134	17	the	the	DET
futech-638	134	18	baseline	baseline	NOUN
futech-638	134	19	model	model	NOUN
futech-638	134	20	contained	contain	VERB
futech-638	134	21	only	only	ADV
futech-638	134	22	control	control	NOUN
futech-638	134	23	variables	variable	NOUN
futech-638	134	24	to	to	PART
futech-638	134	25	define	define	VERB
futech-638	134	26	the	the	DET
futech-638	134	27	baseline	baseline	NOUN
futech-638	134	28	of	of	ADP
futech-638	134	29	explanation	explanation	NOUN
futech-638	134	30	capability	capability	NOUN
futech-638	134	31	,	,	PUNCT
futech-638	134	32	the	the	DET
futech-638	134	33	main	main	ADJ
futech-638	134	34	effect	effect	NOUN
futech-638	134	35	model	model	NOUN
futech-638	134	36	sequentially	sequentially	ADV
futech-638	134	37	incorporated	incorporate	VERB
futech-638	134	38	iot	iot	NOUN
futech-638	134	39	and	and	CCONJ
futech-638	134	40	edge	edge	NOUN
futech-638	134	41	computing	compute	VERB
futech-638	134	42	to	to	PART
futech-638	134	43	examine	examine	VERB
futech-638	134	44	their	their	PRON
futech-638	134	45	independent	independent	ADJ
futech-638	134	46	effects	effect	NOUN
futech-638	134	47	,	,	PUNCT
futech-638	134	48	the	the	DET
futech-638	134	49	interaction	interaction	NOUN
futech-638	134	50	effect	effect	NOUN
futech-638	134	51	model	model	NOUN
futech-638	134	52	added	add	VERB
futech-638	134	53	the	the	DET
futech-638	134	54	interaction	interaction	NOUN
futech-638	134	55	term	term	NOUN
futech-638	134	56	to	to	PART
futech-638	134	57	validate	validate	VERB
futech-638	134	58	synergy	synergy	NOUN
futech-638	134	59	,	,	PUNCT
futech-638	134	60	and	and	CCONJ
futech-638	134	61	the	the	DET
futech-638	134	62	full	full	ADJ
futech-638	134	63	model	model	NOUN
futech-638	134	64	considered	consider	VERB
futech-638	134	65	regulatory	regulatory	ADJ
futech-638	134	66	variables	variable	NOUN
futech-638	134	67	to	to	PART
futech-638	134	68	examine	examine	VERB
futech-638	134	69	boundary	boundary	ADJ
futech-638	134	70	conditions	condition	NOUN
futech-638	134	71	.	.	PUNCT
futech-638	135	1	the	the	DET
futech-638	135	2	general	general	ADJ
futech-638	135	3	equation	equation	NOUN
futech-638	135	4	form	form	NOUN
futech-638	135	5	of	of	ADP
futech-638	135	6	the	the	DET
futech-638	135	7	regression	regression	NOUN
futech-638	135	8	equation	equation	NOUN
futech-638	135	9	is	be	AUX
futech-638	135	10	:	:	PUNCT
futech-638	135	11	𝑆𝐶𝑅𝑖	𝑆𝐶𝑅𝑖	PROPN
futech-638	135	12	=	=	SYM
futech-638	135	13	𝛽0	𝛽0	PROPN
futech-638	135	14	+	+	CCONJ
futech-638	135	15	𝛽1𝐶𝑜𝑛𝑡𝑟𝑜𝑙𝑠𝑖	𝛽1𝐶𝑜𝑛𝑡𝑟𝑜𝑙𝑠𝑖	PROPN
futech-638	135	16	+	+	CCONJ
futech-638	135	17	𝛽2𝐼𝑜𝑇𝑖	𝛽2𝐼𝑜𝑇𝑖	PROPN
futech-638	135	18	+	+	CCONJ
futech-638	135	19	𝛽3𝐸𝑑𝑔𝑒𝑖	𝛽3𝐸𝑑𝑔𝑒𝑖	PROPN
futech-638	135	20	+	+	CCONJ
futech-638	135	21	𝛽4(𝐼𝑜𝑇	𝛽4(𝐼𝑜𝑇	PROPN
futech-638	135	22	×	×	PROPN
futech-638	135	23	𝐸𝑑𝑔𝑒)𝑖	𝐸𝑑𝑔𝑒)𝑖	NOUN
futech-638	135	24	+	+	CCONJ
futech-638	135	25	𝛽5𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠𝑖	𝛽5𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠𝑖	PROPN
futech-638	135	26	+	+	CCONJ
futech-638	135	27	𝛽6(𝐼𝑜𝑇	𝛽6(𝐼𝑜𝑇	PROPN
futech-638	135	28	×	×	NOUN
futech-638	135	29	𝐸𝑑𝑔𝑒	𝐸𝑑𝑔𝑒	PROPN
futech-638	135	30	×	×	NOUN
futech-638	135	31	𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠)𝑖	𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠)𝑖	NOUN
futech-638	135	32	+	+	CCONJ
futech-638	135	33	𝜀𝑖	𝜀𝑖	PROPN
futech-638	135	34	(	(	PUNCT
futech-638	135	35	5	5	NUM
futech-638	135	36	)	)	PUNCT
futech-638	135	37	where	where	SCONJ
futech-638	135	38	𝑆𝐶𝑅𝑖	𝑆𝐶𝑅𝑖	NOUN
futech-638	135	39	is	be	AUX
futech-638	135	40	supply	supply	NOUN
futech-638	135	41	chain	chain	NOUN
futech-638	135	42	resilience	resilience	NOUN
futech-638	135	43	for	for	ADP
futech-638	135	44	firm	firm	ADJ
futech-638	135	45	i	i	NOUN
futech-638	135	46	;	;	PUNCT
futech-638	135	47	𝐶𝑜𝑛𝑡𝑟𝑜𝑙𝑠𝑖	𝐶𝑜𝑛𝑡𝑟𝑜𝑙𝑠𝑖	PROPN
futech-638	135	48	includes	include	VERB
futech-638	135	49	firm	firm	ADJ
futech-638	135	50	size	size	NOUN
futech-638	135	51	,	,	PUNCT
futech-638	135	52	supply	supply	NOUN
futech-638	135	53	chain	chain	NOUN
futech-638	135	54	length	length	NOUN
futech-638	135	55	,	,	PUNCT
futech-638	135	56	and	and	CCONJ
futech-638	135	57	region	region	NOUN
futech-638	135	58	;	;	PUNCT
futech-638	135	59	𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠𝑖	𝑀𝑜𝑑𝑒𝑟𝑎𝑡𝑜𝑟𝑠𝑖	PROPN
futech-638	135	60	includes	include	VERB
futech-638	135	61	complexity	complexity	NOUN
futech-638	135	62	and	and	CCONJ
futech-638	135	63	industry	industry	NOUN
futech-638	135	64	type	type	NOUN
futech-638	135	65	;	;	PUNCT
futech-638	135	66	𝜀𝑖	𝜀𝑖	ADP
futech-638	135	67	is	be	AUX
futech-638	135	68	the	the	DET
futech-638	135	69	error	error	NOUN
futech-638	135	70	term	term	NOUN
futech-638	135	71	.	.	PUNCT
futech-638	136	1	the	the	DET
futech-638	136	2	third	third	ADJ
futech-638	136	3	-	-	PUNCT
futech-638	136	4	order	order	NOUN
futech-638	136	5	terms	term	NOUN
futech-638	136	6	test	test	VERB
futech-638	136	7	h4	h4	NOUN
futech-638	136	8	and	and	CCONJ
futech-638	136	9	h5	h5	PROPN
futech-638	136	10	:	:	PUNCT
futech-638	136	11	(	(	PUNCT
futech-638	136	12	𝐼𝑂𝑇	𝐼𝑂𝑇	NOUN
futech-638	136	13	×	×	NOUN
futech-638	136	14	𝐸𝑑𝑔𝑒	𝐸𝑑𝑔𝑒	PROPN
futech-638	136	15	×	×	NOUN
futech-638	136	16	𝐶𝑜𝑚𝑝𝑙𝑒𝑥𝑖𝑡𝑦)𝑖	𝐶𝑜𝑚𝑝𝑙𝑒𝑥𝑖𝑡𝑦)𝑖	ADJ
futech-638	136	17	(	(	PUNCT
futech-638	136	18	β=0.118	β=0.118	X
futech-638	136	19	,	,	PUNCT
futech-638	136	20	p<0.01	p<0.01	PROPN
futech-638	136	21	)	)	PUNCT
futech-638	136	22	and	and	CCONJ
futech-638	136	23	(	(	PUNCT
futech-638	136	24	𝐼𝑂𝑇	𝐼𝑂𝑇	NOUN
futech-638	136	25	×	×	NOUN
futech-638	136	26	𝐸𝑑𝑔𝑒	𝐸𝑑𝑔𝑒	PROPN
futech-638	136	27	×	×	NOUN
futech-638	136	28	𝐼𝑛𝑑𝑢𝑠𝑡𝑟𝑦)𝑖	𝐼𝑛𝑑𝑢𝑠𝑡𝑟𝑦)𝑖	NOUN
futech-638	136	29	,	,	PUNCT
futech-638	136	30	reported	report	VERB
futech-638	136	31	in	in	ADP
futech-638	136	32	table	table	NOUN
futech-638	136	33	5	5	NUM
futech-638	136	34	model	model	NOUN
futech-638	136	35	5	5	NUM
futech-638	136	36	.	.	PUNCT
futech-638	137	1	the	the	DET
futech-638	137	2	structural	structural	ADJ
futech-638	137	3	equation	equation	NOUN
futech-638	137	4	model	model	NOUN
futech-638	137	5	examines	examine	VERB
futech-638	137	6	technological	technological	ADJ
futech-638	137	7	synergy	synergy	NOUN
futech-638	137	8	effects	effect	NOUN
futech-638	137	9	on	on	ADP
futech-638	137	10	resilience	resilience	NOUN
futech-638	137	11	across	across	ADP
futech-638	137	12	dimensions	dimension	NOUN
futech-638	137	13	.	.	PUNCT
futech-638	138	1	the	the	DET
futech-638	138	2	measurement	measurement	NOUN
futech-638	138	3	model	model	NOUN
futech-638	138	4	tests	test	VERB
futech-638	138	5	the	the	DET
futech-638	138	6	fit	fit	NOUN
futech-638	138	7	of	of	ADP
futech-638	138	8	the	the	DET
futech-638	138	9	latent	latent	NOUN
futech-638	138	10	variable	variable	NOUN
futech-638	138	11	through	through	ADP
futech-638	138	12	confirmatory	confirmatory	ADJ
futech-638	138	13	factor	factor	NOUN
futech-638	138	14	analysis	analysis	NOUN
futech-638	138	15	,	,	PUNCT
futech-638	138	16	whereas	whereas	SCONJ
futech-638	138	17	the	the	DET
futech-638	138	18	structural	structural	ADJ
futech-638	138	19	model	model	NOUN
futech-638	138	20	focuses	focus	VERB
futech-638	138	21	on	on	ADP
futech-638	138	22	the	the	DET
futech-638	138	23	path	path	NOUN
futech-638	138	24	coefficients	coefficient	NOUN
futech-638	138	25	and	and	CCONJ
futech-638	138	26	total	total	ADJ
futech-638	138	27	effects	effect	NOUN
futech-638	138	28	.	.	PUNCT
futech-638	139	1	the	the	DET
futech-638	139	2	model	model	NOUN
futech-638	139	3	fit	fit	ADJ
futech-638	139	4	indices	index	NOUN
futech-638	139	5	indicated	indicate	VERB
futech-638	139	6	acceptable	acceptable	ADJ
futech-638	139	7	fit	fit	NOUN
futech-638	139	8	:	:	PUNCT
futech-638	139	9	χ2	χ2	PROPN
futech-638	139	10	/	/	SYM
futech-638	139	11	df=2.37	df=2.37	PROPN
futech-638	139	12	,	,	PUNCT
futech-638	139	13	cfi=0.946	cfi=0.946	PROPN
futech-638	139	14	,	,	PUNCT
futech-638	139	15	tli=0.938	tli=0.938	PROPN
futech-638	139	16	,	,	PUNCT
futech-638	139	17	rmsea=0.062	rmsea=0.062	NOUN
futech-638	139	18	,	,	PUNCT
futech-638	139	19	srmr=0.048	srmr=0.048	ADJ
futech-638	139	20	,	,	PUNCT
futech-638	139	21	all	all	PRON
futech-638	139	22	at	at	ADP
futech-638	139	23	or	or	CCONJ
futech-638	139	24	below	below	ADV
futech-638	139	25	recommended	recommend	VERB
futech-638	139	26	thresholds	threshold	NOUN
futech-638	139	27	(	(	PUNCT
futech-638	139	28	see	see	VERB
futech-638	139	29	table	table	NOUN
futech-638	139	30	4	4	NUM
futech-638	139	31	panel	panel	NOUN
futech-638	139	32	c	c	NOUN
futech-638	139	33	for	for	ADP
futech-638	139	34	details	detail	NOUN
futech-638	139	35	)	)	PUNCT
futech-638	139	36	.	.	PUNCT
futech-638	140	1	robustness	robustness	NOUN
futech-638	140	2	tests	test	NOUN
futech-638	140	3	include	include	VERB
futech-638	140	4	three	three	NUM
futech-638	140	5	aspects	aspect	NOUN
futech-638	140	6	:	:	PUNCT
futech-638	140	7	instrumental	instrumental	ADJ
futech-638	140	8	variables	variable	NOUN
futech-638	140	9	method	method	NOUN
futech-638	140	10	based	base	VERB
futech-638	140	11	on	on	ADP
futech-638	140	12	the	the	DET
futech-638	140	13	regional	regional	ADJ
futech-638	140	14	average	average	ADJ
futech-638	140	15	adoption	adoption	NOUN
futech-638	140	16	rate	rate	NOUN
futech-638	140	17	of	of	ADP
futech-638	140	18	technology	technology	NOUN
futech-638	140	19	control	control	NOUN
futech-638	140	20	,	,	PUNCT
futech-638	140	21	endogeneity	endogeneity	NOUN
futech-638	140	22	using	use	VERB
futech-638	140	23	two	two	NUM
futech-638	140	24	-	-	PUNCT
futech-638	140	25	stage	stage	NOUN
futech-638	140	26	least	least	ADJ
futech-638	140	27	squares	square	NOUN
futech-638	140	28	techniques	technique	NOUN
futech-638	140	29	.	.	PUNCT
futech-638	141	1	its	its	PRON
futech-638	141	2	iv	iv	NUM
futech-638	141	3	validity	validity	NOUN
futech-638	141	4	is	be	AUX
futech-638	141	5	assessed	assess	VERB
futech-638	141	6	through	through	ADP
futech-638	141	7	:	:	PUNCT
futech-638	141	8	(	(	PUNCT
futech-638	141	9	1	1	X
futech-638	141	10	)	)	PUNCT
futech-638	141	11	relevance	relevance	NOUN
futech-638	141	12	test	test	NOUN
futech-638	141	13	-	-	PUNCT
futech-638	141	14	first	first	ADJ
futech-638	141	15	-	-	PUNCT
futech-638	141	16	stage	stage	NOUN
futech-638	141	17	f>10	f>10	NUM
futech-638	141	18	;	;	PUNCT
futech-638	141	19	(	(	PUNCT
futech-638	141	20	2	2	X
futech-638	141	21	)	)	PUNCT
futech-638	141	22	exclusion	exclusion	NOUN
futech-638	141	23	restriction	restriction	NOUN
futech-638	141	24	-	-	PUNCT
futech-638	141	25	the	the	DET
futech-638	141	26	regional	regional	ADJ
futech-638	141	27	rates	rate	NOUN
futech-638	141	28	affect	affect	VERB
futech-638	141	29	the	the	DET
futech-638	141	30	firm	firm	ADJ
futech-638	141	31	adoption	adoption	NOUN
futech-638	141	32	but	but	CCONJ
futech-638	141	33	do	do	AUX
futech-638	141	34	not	not	PART
futech-638	141	35	directly	directly	ADV
futech-638	141	36	affect	affect	VERB
futech-638	141	37	resilience	resilience	NOUN
futech-638	141	38	since	since	SCONJ
futech-638	141	39	regional	regional	ADJ
futech-638	141	40	policies	policy	NOUN
futech-638	141	41	target	target	NOUN
futech-638	141	42	technology	technology	NOUN
futech-638	141	43	diffusion	diffusion	NOUN
futech-638	141	44	and	and	CCONJ
futech-638	141	45	not	not	PART
futech-638	141	46	operational	operational	ADJ
futech-638	141	47	outcomes	outcome	NOUN
futech-638	141	48	;	;	PUNCT
futech-638	141	49	(	(	PUNCT
futech-638	141	50	3	3	X
futech-638	141	51	)	)	PUNCT
futech-638	141	52	overidentification	overidentification	NOUN
futech-638	141	53	test	test	NOUN
futech-638	141	54	,	,	PUNCT
futech-638	141	55	hansen	hansen	PROPN
futech-638	141	56	jstatistic	jstatistic	PROPN
futech-638	141	57	.	.	PUNCT
futech-638	142	1	sub	sub	ADJ
futech-638	142	2	-	-	ADJ
futech-638	142	3	sample	sample	ADJ
futech-638	142	4	analysis	analysis	NOUN
futech-638	142	5	to	to	PART
futech-638	142	6	test	test	NOUN
futech-638	142	7	synergy	synergy	NOUN
futech-638	142	8	effect	effect	NOUN
futech-638	142	9	consistency	consistency	NOUN
futech-638	142	10	across	across	ADP
futech-638	142	11	enterprises	enterprise	NOUN
futech-638	142	12	and	and	CCONJ
futech-638	142	13	regions	region	NOUN
futech-638	142	14	;	;	PUNCT
futech-638	142	15	and	and	CCONJ
futech-638	142	16	alternative	alternative	ADJ
futech-638	142	17	index	index	NOUN
futech-638	142	18	testing	testing	NOUN
futech-638	142	19	to	to	PART
futech-638	142	20	examine	examine	VERB
futech-638	142	21	whether	whether	SCONJ
futech-638	142	22	the	the	DET
futech-638	142	23	results	result	NOUN
futech-638	142	24	of	of	ADP
futech-638	142	25	resilience	resilience	NOUN
futech-638	142	26	measurement	measurement	NOUN
futech-638	142	27	are	be	AUX
futech-638	142	28	affected	affect	VERB
futech-638	142	29	.	.	PUNCT
futech-638	143	1	for	for	ADP
futech-638	143	2	outlier	outlier	ADJ
futech-638	143	3	detection	detection	NOUN
futech-638	143	4	,	,	PUNCT
futech-638	143	5	we	we	PRON
futech-638	143	6	applied	apply	VERB
futech-638	143	7	multiple	multiple	ADJ
futech-638	143	8	complementary	complementary	ADJ
futech-638	143	9	criteria	criterion	NOUN
futech-638	143	10	:	:	PUNCT
futech-638	143	11	standardized	standardize	VERB
futech-638	143	12	residuals	residual	NOUN
futech-638	143	13	>	>	PUNCT
futech-638	143	14	±3.5	±3.5	PROPN
futech-638	143	15	sd	sd	NOUN
futech-638	143	16	,	,	PUNCT
futech-638	143	17	cook	cook	VERB
futech-638	143	18	's	's	PART
futech-638	143	19	d	d	X
futech-638	143	20	>	>	NOUN
futech-638	143	21	4	4	NUM
futech-638	143	22	/	/	SYM
futech-638	143	23	n	n	CCONJ
futech-638	143	24	,	,	PUNCT
futech-638	143	25	and	and	CCONJ
futech-638	143	26	dfits	dfit	NOUN
futech-638	143	27	>	>	PUNCT
futech-638	143	28	2√(k	2√(k	NUM
futech-638	143	29	/	/	SYM
futech-638	143	30	n	n	CCONJ
futech-638	143	31	)	)	PUNCT
futech-638	143	32	.	.	PUNCT
futech-638	144	1	this	this	DET
futech-638	144	2	multicriteria	multicriteria	PROPN
futech-638	144	3	approach	approach	NOUN
futech-638	144	4	balances	balance	VERB
futech-638	144	5	sensitivity	sensitivity	NOUN
futech-638	144	6	and	and	CCONJ
futech-638	144	7	specificity	specificity	NOUN
futech-638	144	8	.	.	PUNCT
futech-638	145	1	for	for	ADP
futech-638	145	2	transparency	transparency	NOUN
futech-638	145	3	,	,	PUNCT
futech-638	145	4	we	we	PRON
futech-638	145	5	report	report	VERB
futech-638	145	6	both	both	PRON
futech-638	145	7	:	:	PUNCT
futech-638	145	8	baseline	baseline	NOUN
futech-638	145	9	model	model	NOUN
futech-638	145	10	4	4	NUM
futech-638	145	11	(	(	PUNCT
futech-638	145	12	full	full	ADJ
futech-638	145	13	sample	sample	NOUN
futech-638	145	14	,	,	PUNCT
futech-638	145	15	n=892	n=892	PROPN
futech-638	145	16	)	)	PUNCT
futech-638	145	17	and	and	CCONJ
futech-638	145	18	model	model	NOUN
futech-638	145	19	1	1	NUM
futech-638	145	20	(	(	PUNCT
futech-638	145	21	outliers	outlier	NOUN
futech-638	145	22	excluded	exclude	VERB
futech-638	145	23	,	,	PUNCT
futech-638	145	24	n=24	n=24	PROPN
futech-638	145	25	removed	remove	VERB
futech-638	145	26	,	,	PUNCT
futech-638	145	27	2.7	2.7	NUM
futech-638	145	28	%	%	NOUN
futech-638	145	29	)	)	PUNCT
futech-638	145	30	.	.	PUNCT
futech-638	146	1	coefficients	coefficient	NOUN
futech-638	146	2	remained	remain	VERB
futech-638	146	3	stable	stable	ADJ
futech-638	146	4	(	(	PUNCT
futech-638	146	5	iot	iot	PROPN
futech-638	146	6	×	×	PROPN
futech-638	146	7	edge	edge	NOUN
futech-638	146	8	:	:	PUNCT
futech-638	146	9	β=0.176	β=0.176	X
futech-638	146	10	vs.	vs.	ADP
futech-638	146	11	0.184	0.184	NUM
futech-638	146	12	,	,	PUNCT
futech-638	146	13	<	<	X
futech-638	146	14	5	5	NUM
futech-638	146	15	%	%	NOUN
futech-638	146	16	change	change	NOUN
futech-638	146	17	)	)	PUNCT
futech-638	146	18	,	,	PUNCT
futech-638	146	19	confirming	confirm	VERB
futech-638	146	20	robustness	robustness	NOUN
futech-638	146	21	to	to	ADP
futech-638	146	22	influential	influential	ADJ
futech-638	146	23	observations	observation	NOUN
futech-638	146	24	.	.	PUNCT
futech-638	147	1	all	all	DET
futech-638	147	2	model	model	NOUN
futech-638	147	3	analyses	analysis	NOUN
futech-638	147	4	were	be	AUX
futech-638	147	5	conducted	conduct	VERB
futech-638	147	6	using	use	VERB
futech-638	147	7	stata	stata	NOUN
futech-638	147	8	17.0	17.0	NUM
futech-638	147	9	and	and	CCONJ
futech-638	147	10	mplus	mplus	VERB
futech-638	147	11	8.3	8.3	NUM
futech-638	147	12	software	software	NOUN
futech-638	147	13	.	.	PUNCT
futech-638	148	1	the	the	DET
futech-638	148	2	significance	significance	NOUN
futech-638	148	3	level	level	NOUN
futech-638	148	4	was	be	AUX
futech-638	148	5	set	set	VERB
futech-638	148	6	at	at	ADP
futech-638	148	7	p<0.05	p<0.05	NOUN
futech-638	148	8	,	,	PUNCT
futech-638	148	9	with	with	ADP
futech-638	148	10	robust	robust	ADJ
futech-638	148	11	standard	standard	ADJ
futech-638	148	12	errors	error	NOUN
futech-638	148	13	clustered	cluster	VERB
futech-638	148	14	at	at	ADP
futech-638	148	15	the	the	DET
futech-638	148	16	enterprise	enterprise	NOUN
futech-638	148	17	level	level	NOUN
futech-638	148	18	.	.	PUNCT
futech-638	149	1	3	3	X
futech-638	149	2	.	.	NOUN
futech-638	149	3	results	result	VERB
futech-638	149	4	3.1	3.1	NUM
futech-638	149	5	descriptive	descriptive	ADJ
futech-638	149	6	statistics	statistic	NOUN
futech-638	149	7	and	and	CCONJ
futech-638	149	8	correlation	correlation	NOUN
futech-638	149	9	analysis	analysis	NOUN
futech-638	149	10	a	a	DET
futech-638	149	11	descriptive	descriptive	ADJ
futech-638	149	12	statistical	statistical	ADJ
futech-638	149	13	analysis	analysis	NOUN
futech-638	149	14	of	of	ADP
futech-638	149	15	892	892	NUM
futech-638	149	16	sample	sample	NOUN
futech-638	149	17	enterprises	enterprise	NOUN
futech-638	149	18	examines	examine	VERB
futech-638	149	19	the	the	DET
futech-638	149	20	distributional	distributional	ADJ
futech-638	149	21	characteristics	characteristic	NOUN
futech-638	149	22	of	of	ADP
futech-638	149	23	variables	variable	NOUN
futech-638	149	24	to	to	PART
futech-638	149	25	ensure	ensure	VERB
futech-638	149	26	the	the	DET
futech-638	149	27	reliability	reliability	NOUN
futech-638	149	28	of	of	ADP
futech-638	149	29	parameter	parameter	NOUN
futech-638	149	30	estimates	estimate	NOUN
futech-638	149	31	.	.	PUNCT
futech-638	150	1	correlation	correlation	NOUN
futech-638	150	2	analysis	analysis	NOUN
futech-638	150	3	uses	use	VERB
futech-638	150	4	pearson	pearson	PROPN
futech-638	150	5	coefficients	coefficient	NOUN
futech-638	150	6	,	,	PUNCT
futech-638	150	7	while	while	SCONJ
futech-638	150	8	vif	vif	NOUN
futech-638	150	9	analysis	analysis	NOUN
futech-638	150	10	(	(	PUNCT
futech-638	150	11	cutoff=10	cutoff=10	PROPN
futech-638	150	12	)	)	PUNCT
futech-638	150	13	assesses	assess	VERB
futech-638	150	14	multicollinearity	multicollinearity	NOUN
futech-638	150	15	risks	risk	NOUN
futech-638	150	16	.	.	PUNCT
futech-638	151	1	supply	supply	NOUN
futech-638	151	2	chain	chain	NOUN
futech-638	151	3	resilience	resilience	NOUN
futech-638	151	4	averaged	average	VERB
futech-638	151	5	3.68	3.68	NUM
futech-638	151	6	(	(	PUNCT
futech-638	151	7	sd=0.92	sd=0.92	PROPN
futech-638	151	8	)	)	PUNCT
futech-638	151	9	,	,	PUNCT
futech-638	151	10	indicating	indicate	VERB
futech-638	151	11	moderate	moderate	ADJ
futech-638	151	12	but	but	CCONJ
futech-638	151	13	uneven	uneven	ADJ
futech-638	151	14	levels	level	NOUN
futech-638	151	15	.	.	PUNCT
futech-638	152	1	iot	iot	PROPN
futech-638	152	2	application	application	NOUN
futech-638	152	3	averaged	average	VERB
futech-638	152	4	3.41	3.41	NUM
futech-638	152	5	(	(	PUNCT
futech-638	152	6	sd=1.07	sd=1.07	NOUN
futech-638	152	7	)	)	PUNCT
futech-638	152	8	,	,	PUNCT
futech-638	152	9	while	while	SCONJ
futech-638	152	10	edge	edge	NOUN
futech-638	152	11	computing	computing	NOUN
futech-638	152	12	averaged	average	VERB
futech-638	152	13	2.87	2.87	NUM
futech-638	152	14	(	(	PUNCT
futech-638	152	15	sd=1.13	sd=1.13	NOUN
futech-638	152	16	)	)	PUNCT
futech-638	152	17	,	,	PUNCT
futech-638	152	18	reflecting	reflect	VERB
futech-638	152	19	higher	high	ADJ
futech-638	152	20	technical	technical	ADJ
futech-638	152	21	requirements	requirement	NOUN
futech-638	152	22	for	for	ADP
futech-638	152	23	distributed	distributed	ADJ
futech-638	152	24	computation	computation	NOUN
futech-638	152	25	.	.	PUNCT
futech-638	153	1	the	the	DET
futech-638	153	2	supply	supply	NOUN
futech-638	153	3	chain	chain	NOUN
futech-638	153	4	complexity	complexity	NOUN
futech-638	153	5	included	include	VERB
futech-638	153	6	47	47	NUM
futech-638	153	7	direct	direct	ADJ
futech-638	153	8	suppliers	supplier	NOUN
futech-638	153	9	,	,	PUNCT
futech-638	153	10	3.8	3.8	NUM
futech-638	153	11	logistics	logistic	NOUN
futech-638	153	12	tiers	tier	NOUN
futech-638	153	13	,	,	PUNCT
futech-638	153	14	and	and	CCONJ
futech-638	153	15	6.2	6.2	NUM
futech-638	153	16	country	country	NOUN
futech-638	153	17	/	/	SYM
futech-638	153	18	region	region	NOUN
futech-638	153	19	coverage	coverage	NOUN
futech-638	153	20	,	,	PUNCT
futech-638	153	21	confirming	confirm	VERB
futech-638	153	22	modern	modern	ADJ
futech-638	153	23	sc	sc	PROPN
futech-638	153	24	complexity	complexity	NOUN
futech-638	153	25	.	.	PUNCT
futech-638	154	1	as	as	SCONJ
futech-638	154	2	shown	show	VERB
futech-638	154	3	in	in	ADP
futech-638	154	4	table	table	NOUN
futech-638	154	5	3	3	NUM
futech-638	154	6	panel	panel	NOUN
futech-638	154	7	a	a	PRON
futech-638	154	8	,	,	PUNCT
futech-638	154	9	supply	supply	NOUN
futech-638	154	10	chain	chain	NOUN
futech-638	154	11	resilience	resilience	NOUN
futech-638	154	12	averaged	average	VERB
futech-638	154	13	3.68	3.68	NUM
futech-638	154	14	(	(	PUNCT
futech-638	154	15	sd=0.92	sd=0.92	PROPN
futech-638	154	16	)	)	PUNCT
futech-638	154	17	,	,	PUNCT
futech-638	154	18	iot	iot	PROPN
futech-638	154	19	application	application	NOUN
futech-638	154	20	averaged	average	VERB
futech-638	154	21	3.41	3.41	NUM
futech-638	154	22	(	(	PUNCT
futech-638	154	23	sd=1.07	sd=1.07	NOUN
futech-638	154	24	)	)	PUNCT
futech-638	154	25	,	,	PUNCT
futech-638	154	26	and	and	CCONJ
futech-638	154	27	edge	edge	NOUN
futech-638	154	28	computing	computing	NOUN
futech-638	154	29	averaged	average	VERB
futech-638	154	30	2.87	2.87	NUM
futech-638	154	31	(	(	PUNCT
futech-638	154	32	sd=1.13	sd=1.13	NOUN
futech-638	154	33	)	)	PUNCT
futech-638	154	34	.	.	PUNCT
futech-638	155	1	table	table	NOUN
futech-638	155	2	3	3	NUM
futech-638	155	3	,	,	PUNCT
futech-638	155	4	panel	panel	NOUN
futech-638	155	5	b	b	NOUN
futech-638	155	6	,	,	PUNCT
futech-638	155	7	presents	present	VERB
futech-638	155	8	the	the	DET
futech-638	155	9	correlation	correlation	NOUN
futech-638	155	10	matrix	matrix	NOUN
futech-638	155	11	,	,	PUNCT
futech-638	155	12	with	with	ADP
futech-638	155	13	correlations	correlation	NOUN
futech-638	155	14	ranging	range	VERB
futech-638	155	15	from	from	ADP
futech-638	155	16	0.39	0.39	NUM
futech-638	155	17	to	to	ADP
futech-638	155	18	0.62	0.62	NUM
futech-638	155	19	.	.	PUNCT
futech-638	156	1	zhicheng	zhicheng	PROPN
futech-638	156	2	yu	yu	PROPN
futech-638	156	3	&	&	CCONJ
futech-638	156	4	zhixin	zhixin	PROPN
futech-638	156	5	yu	yu	PROPN
futech-638	156	6	/future	/future	PROPN
futech-638	156	7	technology	technology	PROPN
futech-638	156	8	february	february	PROPN
futech-638	156	9	2026|	2026|	NUM
futech-638	156	10	volume	volume	NOUN
futech-638	156	11	05	05	NUM
futech-638	157	1	|	|	ADV
futech-638	157	2	issue	issue	NOUN
futech-638	157	3	01	01	NUM
futech-638	158	1	|	|	ADV
futech-638	158	2	pages	page	VERB
futech-638	158	3	324	324	NUM
futech-638	158	4	-	-	SYM
futech-638	158	5	336	336	NUM
futech-638	158	6	329	329	NUM
futech-638	158	7	table	table	NOUN
futech-638	158	8	2	2	NUM
futech-638	158	9	.	.	PUNCT
futech-638	158	10	variable	variable	ADJ
futech-638	158	11	definitions	definition	NOUN
futech-638	158	12	,	,	PUNCT
futech-638	158	13	measurement	measurement	NOUN
futech-638	158	14	indicators	indicator	NOUN
futech-638	158	15	,	,	PUNCT
futech-638	158	16	and	and	CCONJ
futech-638	158	17	data	datum	NOUN
futech-638	158	18	sources	source	NOUN
futech-638	158	19	variable	variable	ADJ
futech-638	158	20	type	type	NOUN
futech-638	158	21	variable	variable	ADJ
futech-638	158	22	name	name	NOUN
futech-638	158	23	conceptual	conceptual	ADJ
futech-638	158	24	definition	definition	NOUN
futech-638	158	25	measurement	measurement	NOUN
futech-638	158	26	indicator	indicator	NOUN
futech-638	158	27	calculation	calculation	NOUN
futech-638	158	28	method	method	NOUN
futech-638	158	29	/	/	SYM
futech-638	158	30	scale	scale	NOUN
futech-638	158	31	data	datum	NOUN
futech-638	158	32	source	source	NOUN
futech-638	158	33	dependent	dependent	ADJ
futech-638	158	34	variable	variable	ADJ
futech-638	158	35	supply	supply	NOUN
futech-638	158	36	chain	chain	NOUN
futech-638	158	37	resilience	resilience	NOUN
futech-638	158	38	the	the	DET
futech-638	158	39	ability	ability	NOUN
futech-638	158	40	of	of	ADP
futech-638	158	41	the	the	DET
futech-638	158	42	supply	supply	NOUN
futech-638	158	43	chain	chain	NOUN
futech-638	158	44	to	to	PART
futech-638	158	45	warn	warn	VERB
futech-638	158	46	,	,	PUNCT
futech-638	158	47	respond	respond	VERB
futech-638	158	48	,	,	PUNCT
futech-638	158	49	and	and	CCONJ
futech-638	158	50	recover	recover	VERB
futech-638	158	51	from	from	ADP
futech-638	158	52	disruptions	disruption	NOUN
futech-638	158	53	comprehensive	comprehensive	ADJ
futech-638	158	54	resilience	resilience	NOUN
futech-638	158	55	index	index	NOUN
futech-638	158	56	3	3	NUM
futech-638	158	57	1	1	NUM
futech-638	159	1	i	i	PRON
futech-638	159	2	j	j	PROPN
futech-638	160	1	ij	ij	INTJ
futech-638	160	2	j	j	PROPN
futech-638	160	3	scr	scr	PROPN
futech-638	160	4	w	w	PROPN
futech-638	160	5	z	z	PROPN
futech-638	160	6	=	=	SYM
futech-638	160	7	=	=	SYM
futech-638	161	1			ADJ
futech-638	161	2	multi	multi	ADJ
futech-638	161	3	-	-	ADJ
futech-638	161	4	source	source	NOUN
futech-638	161	5	integration	integration	NOUN
futech-638	161	6	early	early	ADJ
futech-638	161	7	warning	warning	NOUN
futech-638	161	8	capability	capability	NOUN
futech-638	161	9	ability	ability	NOUN
futech-638	161	10	to	to	PART
futech-638	161	11	identify	identify	VERB
futech-638	161	12	supply	supply	NOUN
futech-638	161	13	chain	chain	NOUN
futech-638	161	14	disruption	disruption	NOUN
futech-638	161	15	risks	risk	NOUN
futech-638	161	16	in	in	ADP
futech-638	161	17	advance	advance	ADJ
futech-638	161	18	days	day	NOUN
futech-638	161	19	of	of	ADP
futech-638	161	20	advance	advance	NOUN
futech-638	161	21	detection	detection	NOUN
futech-638	161	22	for	for	ADP
futech-638	161	23	disruption	disruption	NOUN
futech-638	161	24	events	event	NOUN
futech-638	161	25	actual	actual	ADJ
futech-638	161	26	value	value	NOUN
futech-638	161	27	(	(	PUNCT
futech-638	161	28	days	day	NOUN
futech-638	161	29	)	)	PUNCT
futech-638	161	30	corporate	corporate	ADJ
futech-638	161	31	annual	annual	ADJ
futech-638	161	32	reports	report	NOUN
futech-638	161	33	response	response	NOUN
futech-638	161	34	speed	speed	NOUN
futech-638	161	35	stability	stability	NOUN
futech-638	161	36	in	in	ADP
futech-638	161	37	responding	respond	VERB
futech-638	161	38	to	to	PART
futech-638	161	39	demand	demand	VERB
futech-638	161	40	fluctuations	fluctuation	NOUN
futech-638	161	41	coefficient	coefficient	NOUN
futech-638	161	42	of	of	ADP
futech-638	161	43	variation	variation	NOUN
futech-638	161	44	in	in	ADP
futech-638	161	45	order	order	NOUN
futech-638	161	46	delivery	delivery	NOUN
futech-638	161	47	cycle	cycle	NOUN
futech-638	161	48	/cv	/cv	PUNCT
futech-638	162	1			PROPN
futech-638	162	2	=	=	PROPN
futech-638	162	3	bloomberg	bloomberg	PROPN
futech-638	162	4	database	database	NOUN
futech-638	162	5	recovery	recovery	NOUN
futech-638	162	6	ability	ability	NOUN
futech-638	162	7	speed	speed	NOUN
futech-638	162	8	of	of	ADP
futech-638	162	9	resuming	resume	VERB
futech-638	162	10	normal	normal	ADJ
futech-638	162	11	operations	operation	NOUN
futech-638	162	12	after	after	ADP
futech-638	162	13	disruption	disruption	NOUN
futech-638	162	14	time	time	NOUN
futech-638	162	15	to	to	PART
futech-638	162	16	recover	recover	VERB
futech-638	162	17	revenue	revenue	NOUN
futech-638	162	18	to	to	PART
futech-638	162	19	preshock	preshock	VERB
futech-638	162	20	level	level	NOUN
futech-638	162	21	quarterly	quarterly	ADJ
futech-638	162	22	financial	financial	ADJ
futech-638	162	23	data	datum	NOUN
futech-638	162	24	analysis	analysis	NOUN
futech-638	162	25	(	(	PUNCT
futech-638	162	26	months	month	NOUN
futech-638	162	27	)	)	PUNCT
futech-638	162	28	bloomberg	bloomberg	PROPN
futech-638	162	29	financial	financial	PROPN
futech-638	162	30	data	data	PROPN
futech-638	162	31	independent	independent	ADJ
futech-638	162	32	variables	variable	NOUN
futech-638	162	33	iot	iot	ADJ
futech-638	162	34	application	application	NOUN
futech-638	162	35	degree	degree	NOUN
futech-638	162	36	breadth	breadth	NOUN
futech-638	162	37	and	and	CCONJ
futech-638	162	38	depth	depth	NOUN
futech-638	162	39	of	of	ADP
futech-638	162	40	iot	iot	PROPN
futech-638	162	41	technology	technology	NOUN
futech-638	162	42	deployment	deployment	NOUN
futech-638	162	43	in	in	ADP
futech-638	162	44	supply	supply	NOUN
futech-638	162	45	chain	chain	NOUN
futech-638	162	46	composite	composite	ADJ
futech-638	162	47	indicator	indicator	NOUN
futech-638	162	48	equal	equal	ADV
futech-638	162	49	-	-	PUNCT
futech-638	162	50	weighted	weight	VERB
futech-638	162	51	sum	sum	NOUN
futech-638	162	52	of	of	ADP
futech-638	162	53	three	three	NUM
futech-638	162	54	dimensions	dimension	NOUN
futech-638	162	55	miit	miit	VERB
futech-638	162	56	digital	digital	PROPN
futech-638	162	57	development	development	PROPN
futech-638	162	58	data	datum	NOUN
futech-638	162	59	map	map	VERB
futech-638	162	60	device	device	NOUN
futech-638	162	61	deployment	deployment	NOUN
futech-638	162	62	density	density	NOUN
futech-638	162	63	intensity	intensity	NOUN
futech-638	162	64	of	of	ADP
futech-638	162	65	iot	iot	ADJ
futech-638	162	66	device	device	NOUN
futech-638	162	67	investment	investment	NOUN
futech-638	162	68	standardized	standardize	VERB
futech-638	162	69	devices/100	devices/100	NOUN
futech-638	162	70	employees	employee	NOUN
futech-638	162	71	z	z	ADJ
futech-638	162	72	-	-	PUNCT
futech-638	162	73	score	score	NOUN
futech-638	162	74	standardization	standardization	NOUN
futech-638	162	75	miit	miit	X
futech-638	163	1	digital	digital	PROPN
futech-638	163	2	development	development	PROPN
futech-638	163	3	data	datum	NOUN
futech-638	163	4	map	map	VERB
futech-638	163	5	node	node	ADJ
futech-638	163	6	coverage	coverage	NOUN
futech-638	163	7	rate	rate	NOUN
futech-638	163	8	breadth	breadth	NOUN
futech-638	163	9	of	of	ADP
futech-638	163	10	technology	technology	NOUN
futech-638	163	11	application	application	NOUN
futech-638	163	12	nodes	node	NOUN
futech-638	163	13	with	with	ADP
futech-638	163	14	iot	iot	ADJ
futech-638	163	15	/	/	SYM
futech-638	163	16	total	total	ADJ
futech-638	163	17	nodes	node	NOUN
futech-638	163	18	×	×	NOUN
futech-638	163	19	100	100	NUM
futech-638	163	20	%	%	NOUN
futech-638	163	21	percentage	percentage	NOUN
futech-638	163	22	enterprise	enterprise	NOUN
futech-638	163	23	surveys	survey	NOUN
futech-638	163	24	data	data	NOUN
futech-638	163	25	collection	collection	NOUN
futech-638	163	26	ratio	ratio	NOUN
futech-638	163	27	depth	depth	NOUN
futech-638	163	28	of	of	ADP
futech-638	163	29	technology	technology	NOUN
futech-638	163	30	application	application	NOUN
futech-638	163	31	real	real	ADJ
futech-638	163	32	-	-	PUNCT
futech-638	163	33	time	time	NOUN
futech-638	163	34	collected	collect	VERB
futech-638	163	35	data	data	NOUN
futech-638	163	36	/	/	SYM
futech-638	163	37	total	total	NOUN
futech-638	163	38	data	datum	NOUN
futech-638	163	39	×	×	NOUN
futech-638	163	40	100	100	NUM
futech-638	163	41	%	%	NOUN
futech-638	163	42	percentage	percentage	NOUN
futech-638	163	43	corporate	corporate	ADJ
futech-638	163	44	technology	technology	NOUN
futech-638	163	45	reports	report	NOUN
futech-638	163	46	edge	edge	VERB
futech-638	163	47	computing	compute	VERB
futech-638	163	48	deployment	deployment	NOUN
futech-638	163	49	level	level	NOUN
futech-638	163	50	scale	scale	NOUN
futech-638	163	51	and	and	CCONJ
futech-638	163	52	maturity	maturity	NOUN
futech-638	163	53	of	of	ADP
futech-638	163	54	edge	edge	NOUN
futech-638	163	55	computing	compute	VERB
futech-638	163	56	deployment	deployment	NOUN
futech-638	163	57	in	in	ADP
futech-638	163	58	supply	supply	NOUN
futech-638	163	59	chain	chain	NOUN
futech-638	163	60	composite	composite	ADJ
futech-638	163	61	indicator	indicator	NOUN
futech-638	163	62	factor	factor	NOUN
futech-638	163	63	analysis	analysis	NOUN
futech-638	163	64	dimensionality	dimensionality	NOUN
futech-638	163	65	reduction	reduction	NOUN
futech-638	163	66	miit	miit	NOUN
futech-638	163	67	digital	digital	PROPN
futech-638	163	68	development	development	PROPN
futech-638	163	69	data	datum	NOUN
futech-638	163	70	map	map	NOUN
futech-638	163	71	edge	edge	VERB
futech-638	163	72	node	node	ADJ
futech-638	163	73	quantity	quantity	NOUN
futech-638	163	74	computing	compute	VERB
futech-638	163	75	resource	resource	NOUN
futech-638	163	76	distribution	distribution	NOUN
futech-638	163	77	density	density	NOUN
futech-638	163	78	standardized	standardize	VERB
futech-638	163	79	edge	edge	NOUN
futech-638	163	80	nodes	node	NOUN
futech-638	163	81	/	/	SYM
futech-638	163	82	sc	sc	NOUN
futech-638	163	83	tiers	tier	NOUN
futech-638	163	84	z	z	NOUN
futech-638	163	85	-	-	PUNCT
futech-638	163	86	score	score	NOUN
futech-638	163	87	standardization	standardization	NOUN
futech-638	163	88	miit	miit	X
futech-638	163	89	digital	digital	PROPN
futech-638	163	90	development	development	PROPN
futech-638	163	91	data	datum	NOUN
futech-638	163	92	map	map	VERB
futech-638	163	93	local	local	ADJ
futech-638	163	94	processing	processing	NOUN
futech-638	163	95	ratio	ratio	NOUN
futech-638	163	96	edge	edge	NOUN
futech-638	163	97	computing	computing	NOUN
futech-638	163	98	penetration	penetration	NOUN
futech-638	163	99	degree	degree	NOUN
futech-638	163	100	edge	edge	NOUN
futech-638	163	101	-	-	PUNCT
futech-638	163	102	processed	process	VERB
futech-638	163	103	data	data	NOUN
futech-638	163	104	/	/	SYM
futech-638	163	105	total	total	NOUN
futech-638	163	106	data	datum	NOUN
futech-638	163	107	×	×	NOUN
futech-638	163	108	100	100	NUM
futech-638	163	109	%	%	NOUN
futech-638	163	110	percentage	percentage	NOUN
futech-638	163	111	corporate	corporate	ADJ
futech-638	163	112	technology	technology	NOUN
futech-638	163	113	reports	report	VERB
futech-638	163	114	edge	edge	NOUN
futech-638	163	115	-	-	PUNCT
futech-638	163	116	cloud	cloud	NOUN
futech-638	163	117	synergy	synergy	NOUN
futech-638	163	118	maturity	maturity	NOUN
futech-638	163	119	sophistication	sophistication	NOUN
futech-638	163	120	of	of	ADP
futech-638	163	121	distributed	distribute	VERB
futech-638	163	122	computing	computing	NOUN
futech-638	163	123	architecture	architecture	NOUN
futech-638	163	124	technology	technology	NOUN
futech-638	163	125	maturity	maturity	NOUN
futech-638	163	126	rating	rating	NOUN
futech-638	163	127	5	5	NUM
futech-638	163	128	-	-	PUNCT
futech-638	163	129	point	point	NOUN
futech-638	163	130	likert	likert	ADJ
futech-638	163	131	scale	scale	NOUN
futech-638	163	132	gartner	gartner	NOUN
futech-638	163	133	technology	technology	NOUN
futech-638	163	134	rating	rating	NOUN
futech-638	163	135	moderating	moderate	VERB
futech-638	163	136	variables	variable	NOUN
futech-638	163	137	supply	supply	NOUN
futech-638	163	138	chain	chain	NOUN
futech-638	163	139	complexity	complexity	NOUN
futech-638	163	140	structural	structural	ADJ
futech-638	163	141	complexity	complexity	NOUN
futech-638	163	142	of	of	ADP
futech-638	163	143	supply	supply	NOUN
futech-638	163	144	chain	chain	NOUN
futech-638	163	145	network	network	NOUN
futech-638	163	146	composite	composite	ADJ
futech-638	163	147	indicator	indicator	NOUN
futech-638	163	148	weighted	weight	VERB
futech-638	163	149	combination	combination	NOUN
futech-638	163	150	multi	multi	ADJ
futech-638	163	151	-	-	ADJ
futech-638	163	152	source	source	NOUN
futech-638	163	153	integration	integration	NOUN
futech-638	163	154	number	number	NOUN
futech-638	163	155	of	of	ADP
futech-638	163	156	suppliers	supplier	NOUN
futech-638	163	157	breadth	breadth	NOUN
futech-638	163	158	of	of	ADP
futech-638	163	159	supply	supply	NOUN
futech-638	163	160	network	network	NOUN
futech-638	163	161	number	number	NOUN
futech-638	163	162	of	of	ADP
futech-638	163	163	first	first	ADJ
futech-638	163	164	-	-	PUNCT
futech-638	163	165	tier	tier	NOUN
futech-638	163	166	suppliers	supplier	NOUN
futech-638	163	167	actual	actual	ADJ
futech-638	163	168	value	value	NOUN
futech-638	163	169	bloomberg	bloomberg	PROPN
futech-638	163	170	supply	supply	NOUN
futech-638	163	171	chain	chain	NOUN
futech-638	163	172	data	data	NOUN
futech-638	163	173	logistics	logistic	NOUN
futech-638	163	174	tiers	tier	NOUN
futech-638	163	175	depth	depth	NOUN
futech-638	163	176	of	of	ADP
futech-638	163	177	supply	supply	NOUN
futech-638	163	178	chain	chain	NOUN
futech-638	163	179	tiers	tier	NOUN
futech-638	163	180	from	from	ADP
futech-638	163	181	raw	raw	ADJ
futech-638	163	182	materials	material	NOUN
futech-638	163	183	to	to	PART
futech-638	163	184	finished	finish	VERB
futech-638	163	185	products	product	NOUN
futech-638	163	186	actual	actual	ADJ
futech-638	163	187	value	value	NOUN
futech-638	163	188	world	world	PROPN
futech-638	163	189	bank	bank	PROPN
futech-638	163	190	lpi	lpi	PROPN
futech-638	163	191	database	database	PROPN
futech-638	163	192	geographic	geographic	ADJ
futech-638	163	193	dispersion	dispersion	NOUN
futech-638	163	194	spatial	spatial	ADJ
futech-638	163	195	distribution	distribution	NOUN
futech-638	163	196	complexity	complexity	NOUN
futech-638	163	197	number	number	NOUN
futech-638	163	198	of	of	ADP
futech-638	163	199	countries	country	NOUN
futech-638	163	200	/	/	SYM
futech-638	163	201	regions	region	NOUN
futech-638	163	202	with	with	ADP
futech-638	163	203	suppliers	supplier	NOUN
futech-638	163	204	actual	actual	ADJ
futech-638	163	205	value	value	NOUN
futech-638	163	206	enterprise	enterprise	NOUN
futech-638	163	207	surveys	survey	NOUN
futech-638	163	208	industry	industry	NOUN
futech-638	163	209	type	type	NOUN
futech-638	163	210	primary	primary	ADJ
futech-638	163	211	industry	industry	NOUN
futech-638	163	212	category	category	NOUN
futech-638	163	213	of	of	ADP
futech-638	163	214	the	the	DET
futech-638	163	215	firm	firm	ADJ
futech-638	163	216	dummy	dummy	ADJ
futech-638	163	217	variable	variable	NOUN
futech-638	163	218	manufacturing=1	manufacturing=1	PROPN
futech-638	163	219	,	,	PUNCT
futech-638	163	220	service=0	service=0	PROPN
futech-638	163	221	binary	binary	ADJ
futech-638	163	222	classification	classification	NOUN
futech-638	163	223	control	control	NOUN
futech-638	163	224	variables	variable	NOUN
futech-638	163	225	firm	firm	ADJ
futech-638	163	226	size	size	NOUN
futech-638	163	227	operational	operational	ADJ
futech-638	163	228	scale	scale	NOUN
futech-638	163	229	of	of	ADP
futech-638	163	230	the	the	DET
futech-638	163	231	firm	firm	ADJ
futech-638	163	232	dual	dual	ADJ
futech-638	163	233	-	-	PUNCT
futech-638	163	234	dimension	dimension	NOUN
futech-638	163	235	indicator	indicator	NOUN
futech-638	163	236	logarithmic	logarithmic	PROPN
futech-638	163	237	value	value	NOUN
futech-638	163	238	multi	multi	ADJ
futech-638	163	239	-	-	ADJ
futech-638	163	240	source	source	NOUN
futech-638	163	241	integration	integration	NOUN
futech-638	163	242	employee	employee	NOUN
futech-638	163	243	size	size	NOUN
futech-638	163	244	human	human	ADJ
futech-638	163	245	resource	resource	NOUN
futech-638	163	246	scale	scale	NOUN
futech-638	163	247	ln(total	ln(total	ADJ
futech-638	163	248	employees	employee	NOUN
futech-638	163	249	)	)	PUNCT
futech-638	163	250	natural	natural	ADJ
futech-638	163	251	logarithm	logarithm	NOUN
futech-638	163	252	enterprise	enterprise	NOUN
futech-638	163	253	surveys	survey	NOUN
futech-638	163	254	asset	asset	NOUN
futech-638	163	255	size	size	NOUN
futech-638	163	256	capital	capital	NOUN
futech-638	163	257	scale	scale	NOUN
futech-638	163	258	ln(total	ln(total	ADJ
futech-638	163	259	assets	asset	NOUN
futech-638	163	260	/	/	SYM
futech-638	163	261	million	million	NUM
futech-638	163	262	cny	cny	NOUN
futech-638	163	263	)	)	PUNCT
futech-638	163	264	natural	natural	ADJ
futech-638	163	265	logarithm	logarithm	NOUN
futech-638	163	266	bloomberg	bloomberg	PROPN
futech-638	163	267	database	database	NOUN
futech-638	163	268	supply	supply	NOUN
futech-638	163	269	chain	chain	NOUN
futech-638	163	270	length	length	NOUN
futech-638	163	271	vertical	vertical	ADJ
futech-638	163	272	span	span	NOUN
futech-638	163	273	of	of	ADP
futech-638	163	274	supply	supply	NOUN
futech-638	163	275	chain	chain	NOUN
futech-638	163	276	structure	structure	NOUN
futech-638	163	277	number	number	NOUN
futech-638	163	278	of	of	ADP
futech-638	163	279	tiers	tier	NOUN
futech-638	163	280	tiers	tier	NOUN
futech-638	163	281	from	from	ADP
futech-638	163	282	raw	raw	ADJ
futech-638	163	283	materials	material	NOUN
futech-638	163	284	to	to	ADP
futech-638	163	285	final	final	ADJ
futech-638	163	286	products	product	NOUN
futech-638	163	287	actual	actual	ADJ
futech-638	163	288	value	value	NOUN
futech-638	163	289	region	region	NOUN
futech-638	163	290	geographic	geographic	ADJ
futech-638	163	291	location	location	NOUN
futech-638	163	292	of	of	ADP
futech-638	163	293	the	the	DET
futech-638	163	294	firm	firm	ADJ
futech-638	163	295	dummy	dummy	ADJ
futech-638	163	296	variable	variable	NOUN
futech-638	163	297	eastern	eastern	ADJ
futech-638	163	298	region=1	region=1	PROPN
futech-638	163	299	,	,	PUNCT
futech-638	163	300	others=0	others=0	PROPN
futech-638	163	301	binary	binary	ADJ
futech-638	163	302	classification	classification	NOUN
futech-638	163	303	interaction	interaction	NOUN
futech-638	163	304	terms	term	NOUN
futech-638	163	305	technology	technology	VERB
futech-638	163	306	synergy	synergy	NOUN
futech-638	163	307	effect	effect	NOUN
futech-638	163	308	interaction	interaction	NOUN
futech-638	163	309	between	between	ADP
futech-638	163	310	iot	iot	PROPN
futech-638	163	311	and	and	CCONJ
futech-638	163	312	edge	edge	NOUN
futech-638	163	313	computing	computing	NOUN
futech-638	163	314	product	product	NOUN
futech-638	163	315	term	term	NOUN
futech-638	163	316	iot	iot	NOUN
futech-638	163	317	edge	edge	PROPN
futech-638	163	318	generated	generate	VERB
futech-638	163	319	after	after	ADP
futech-638	163	320	centering	center	VERB
futech-638	163	321	iot	iot	ADJ
futech-638	163	322	×	×	PROPN
futech-638	163	323	edge	edge	NOUN
futech-638	163	324	core	core	NOUN
futech-638	163	325	interaction	interaction	NOUN
futech-638	163	326	term	term	NOUN
futech-638	163	327	product	product	NOUN
futech-638	163	328	of	of	ADP
futech-638	163	329	centered	center	VERB
futech-638	163	330	variables	variable	NOUN
futech-638	163	331	(	(	PUNCT
futech-638	163	332	)	)	PUNCT
futech-638	163	333	(	(	PUNCT
futech-638	163	334	)	)	PUNCT
futech-638	163	335	iot	iot	PROPN
futech-638	163	336	iot	iot	PROPN
futech-638	163	337	edge	edge	PROPN
futech-638	163	338	edge	edge	NOUN
futech-638	163	339	−	−	PROPN
futech-638	163	340			NOUN
futech-638	163	341	−	−	PROPN
futech-638	163	342	computed	computed	ADJ
futech-638	163	343	generation	generation	NOUN
futech-638	163	344	iot	iot	ADJ
futech-638	163	345	×	×	PROPN
futech-638	163	346	edge	edge	NOUN
futech-638	163	347	×	×	NOUN
futech-638	163	348	complex	complex	ADJ
futech-638	163	349	three	three	NUM
futech-638	163	350	-	-	PUNCT
futech-638	163	351	way	way	NOUN
futech-638	163	352	moderation	moderation	NOUN
futech-638	163	353	term	term	NOUN
futech-638	163	354	three	three	NUM
futech-638	163	355	-	-	PUNCT
futech-638	163	356	variable	variable	NOUN
futech-638	163	357	interaction	interaction	NOUN
futech-638	163	358	product	product	NOUN
futech-638	163	359	of	of	ADP
futech-638	163	360	three	three	NUM
futech-638	163	361	centered	centered	ADJ
futech-638	163	362	terms	term	NOUN
futech-638	163	363	computed	compute	VERB
futech-638	163	364	generation	generation	NOUN
futech-638	163	365	iot	iot	ADJ
futech-638	163	366	×	×	PROPN
futech-638	163	367	edge	edge	NOUN
futech-638	163	368	×	×	PROPN
futech-638	163	369	industry	industry	NOUN
futech-638	163	370	industry	industry	NOUN
futech-638	163	371	moderation	moderation	NOUN
futech-638	163	372	term	term	NOUN
futech-638	163	373	industry	industry	NOUN
futech-638	163	374	difference	difference	NOUN
futech-638	163	375	in	in	ADP
futech-638	164	1	technology	technology	NOUN
futech-638	164	2	synergy	synergy	NOUN
futech-638	164	3	interaction	interaction	NOUN
futech-638	164	4	term	term	NOUN
futech-638	164	5	×	×	PROPN
futech-638	164	6	industry	industry	NOUN
futech-638	164	7	dummy	dummy	NOUN
futech-638	164	8	computed	compute	VERB
futech-638	164	9	generation	generation	NOUN
futech-638	164	10	zhicheng	zhicheng	PROPN
futech-638	164	11	yu	yu	PROPN
futech-638	164	12	&	&	CCONJ
futech-638	164	13	zhixin	zhixin	PROPN
futech-638	164	14	yu	yu	PROPN
futech-638	164	15	/future	/future	PROPN
futech-638	164	16	technology	technology	PROPN
futech-638	164	17	february	february	PROPN
futech-638	164	18	2026|	2026|	NUM
futech-638	164	19	volume	volume	NOUN
futech-638	164	20	05	05	NUM
futech-638	165	1	|	|	ADV
futech-638	165	2	issue	issue	NOUN
futech-638	165	3	01	01	NUM
futech-638	166	1	|	|	ADV
futech-638	166	2	pages	page	VERB
futech-638	166	3	324	324	NUM
futech-638	166	4	-	-	SYM
futech-638	166	5	336	336	NUM
futech-638	166	6	330	330	NUM
futech-638	166	7	among	among	ADP
futech-638	166	8	the	the	DET
futech-638	166	9	main	main	ADJ
futech-638	166	10	variables	variable	NOUN
futech-638	166	11	,	,	PUNCT
futech-638	166	12	iot	iot	NOUN
futech-638	166	13	and	and	CCONJ
futech-638	166	14	edge	edge	NOUN
futech-638	166	15	were	be	AUX
futech-638	166	16	most	most	ADV
futech-638	166	17	strongly	strongly	ADV
futech-638	166	18	correlated	correlate	VERB
futech-638	166	19	,	,	PUNCT
futech-638	166	20	at	at	ADP
futech-638	166	21	r=0.623	r=0.623	NOUN
futech-638	166	22	(	(	PUNCT
futech-638	166	23	p<0.001	p<0.001	PROPN
futech-638	166	24	)	)	PUNCT
futech-638	166	25	,	,	PUNCT
futech-638	166	26	indicating	indicate	VERB
futech-638	166	27	technological	technological	ADJ
futech-638	166	28	complementarity	complementarity	NOUN
futech-638	166	29	rather	rather	ADV
futech-638	166	30	than	than	ADP
futech-638	166	31	conceptual	conceptual	ADJ
futech-638	166	32	redundancy	redundancy	NOUN
futech-638	166	33	since	since	SCONJ
futech-638	166	34	they	they	PRON
futech-638	166	35	measure	measure	VERB
futech-638	166	36	different	different	ADJ
futech-638	166	37	constructs	construct	NOUN
futech-638	166	38	,	,	PUNCT
futech-638	166	39	namely	namely	ADV
futech-638	166	40	data	datum	NOUN
futech-638	166	41	acquisition	acquisition	NOUN
futech-638	166	42	versus	versus	ADP
futech-638	166	43	data	datum	NOUN
futech-638	166	44	processing	processing	NOUN
futech-638	166	45	.	.	PUNCT
futech-638	167	1	the	the	DET
futech-638	167	2	moderate	moderate	ADJ
futech-638	167	3	to	to	PART
futech-638	167	4	high	high	ADJ
futech-638	167	5	correlations	correlation	NOUN
futech-638	167	6	stem	stem	VERB
futech-638	167	7	from	from	ADP
futech-638	167	8	independent	independent	ADJ
futech-638	167	9	data	datum	NOUN
futech-638	167	10	sources	source	NOUN
futech-638	167	11	-	-	PUNCT
futech-638	167	12	iot	iot	NOUN
futech-638	167	13	/	/	SYM
futech-638	167	14	edge	edge	NOUN
futech-638	167	15	from	from	ADP
futech-638	167	16	miit	miit	NOUN
futech-638	167	17	and	and	CCONJ
futech-638	167	18	resilience	resilience	NOUN
futech-638	167	19	from	from	ADP
futech-638	167	20	bloomberg	bloomberg	NOUN
futech-638	167	21	-	-	PUNCT
futech-638	167	22	reducing	reduce	VERB
futech-638	167	23	commonmethod	commonmethod	NOUN
futech-638	167	24	bias	bias	NOUN
futech-638	167	25	.	.	PUNCT
futech-638	168	1	this	this	PRON
futech-638	168	2	is	be	AUX
futech-638	168	3	also	also	ADV
futech-638	168	4	confirmed	confirm	VERB
futech-638	168	5	by	by	ADP
futech-638	168	6	harman	harman	PROPN
futech-638	168	7	's	's	PART
futech-638	168	8	single	single	ADJ
futech-638	168	9	-	-	PUNCT
futech-638	168	10	factor	factor	NOUN
futech-638	168	11	test	test	NOUN
futech-638	168	12	:	:	PUNCT
futech-638	168	13	the	the	DET
futech-638	168	14	first	first	ADJ
futech-638	168	15	factor	factor	NOUN
futech-638	168	16	explained	explain	VERB
futech-638	168	17	36.7	36.7	NUM
futech-638	168	18	%	%	NOUN
futech-638	168	19	(	(	PUNCT
futech-638	168	20	<	<	X
futech-638	168	21	50	50	NUM
futech-638	168	22	%	%	NOUN
futech-638	168	23	;	;	PUNCT
futech-638	168	24	see	see	VERB
futech-638	168	25	table	table	NOUN
futech-638	168	26	4	4	NUM
futech-638	168	27	panel	panel	NOUN
futech-638	168	28	d	d	NOUN
futech-638	168	29	)	)	PUNCT
futech-638	168	30	.	.	PUNCT
futech-638	169	1	figure	figure	NOUN
futech-638	169	2	2	2	NUM
futech-638	169	3	presents	present	NOUN
futech-638	169	4	uncentered	uncentered	ADJ
futech-638	169	5	marginal	marginal	ADJ
futech-638	169	6	effects	effect	NOUN
futech-638	169	7	to	to	PART
futech-638	169	8	help	help	VERB
futech-638	169	9	interpret	interpret	VERB
futech-638	169	10	interactions	interaction	NOUN
futech-638	169	11	.	.	PUNCT
futech-638	170	1	finally	finally	ADV
futech-638	170	2	,	,	PUNCT
futech-638	170	3	vif	vif	NOUN
futech-638	170	4	values	value	NOUN
futech-638	170	5	below	below	ADP
futech-638	170	6	2.5	2.5	NUM
futech-638	170	7	rule	rule	VERB
futech-638	170	8	out	out	ADP
futech-638	170	9	multicollinearity	multicollinearity	NOUN
futech-638	170	10	.	.	PUNCT
futech-638	171	1	interaction	interaction	NOUN
futech-638	171	2	terms	term	NOUN
futech-638	171	3	showed	show	VERB
futech-638	171	4	higher	high	ADJ
futech-638	171	5	but	but	CCONJ
futech-638	171	6	acceptable	acceptable	ADJ
futech-638	171	7	vif	vif	NOUN
futech-638	171	8	values	value	NOUN
futech-638	171	9	:	:	PUNCT
futech-638	171	10	iot	iot	PROPN
futech-638	171	11	×	×	PROPN
futech-638	171	12	edge	edge	NOUN
futech-638	171	13	(	(	PUNCT
futech-638	171	14	vif=2.34	vif=2.34	NOUN
futech-638	171	15	)	)	PUNCT
futech-638	171	16	,	,	PUNCT
futech-638	171	17	iot×edge	iot×edge	PROPN
futech-638	171	18	×	×	PROPN
futech-638	171	19	complexity	complexity	NOUN
futech-638	171	20	(	(	PUNCT
futech-638	171	21	vif=3.17	vif=3.17	PROPN
futech-638	171	22	)	)	PUNCT
futech-638	171	23	,	,	PUNCT
futech-638	171	24	all	all	PRON
futech-638	171	25	below	below	ADP
futech-638	171	26	the	the	DET
futech-638	171	27	threshold	threshold	NOUN
futech-638	171	28	of	of	ADP
futech-638	171	29	5	5	NUM
futech-638	171	30	.	.	PUNCT
futech-638	171	31	table	table	NOUN
futech-638	171	32	3	3	NUM
futech-638	171	33	panel	panel	NOUN
futech-638	171	34	b	b	PROPN
futech-638	171	35	reveals	reveal	VERB
futech-638	171	36	core	core	NOUN
futech-638	171	37	variables	variable	NOUN
futech-638	171	38	demonstrated	demonstrate	VERB
futech-638	171	39	positive	positive	ADJ
futech-638	171	40	correlations	correlation	NOUN
futech-638	171	41	ranging	range	VERB
futech-638	171	42	from	from	ADP
futech-638	171	43	r=0.392	r=0.392	NOUN
futech-638	171	44	to	to	ADP
futech-638	171	45	0.623	0.623	NUM
futech-638	171	46	,	,	PUNCT
futech-638	171	47	supporting	support	VERB
futech-638	171	48	the	the	DET
futech-638	171	49	expected	expect	VERB
futech-638	171	50	theoretical	theoretical	ADJ
futech-638	171	51	hypothesis	hypothesis	NOUN
futech-638	171	52	directions	direction	NOUN
futech-638	171	53	.	.	PUNCT
futech-638	172	1	the	the	DET
futech-638	172	2	correlation	correlation	NOUN
futech-638	172	3	between	between	ADP
futech-638	172	4	internet	internet	NOUN
futech-638	172	5	of	of	ADP
futech-638	172	6	things	thing	NOUN
futech-638	172	7	and	and	CCONJ
futech-638	172	8	edge	edge	NOUN
futech-638	172	9	computing	computing	NOUN
futech-638	172	10	was	be	AUX
futech-638	172	11	0.623	0.623	NUM
futech-638	172	12	(	(	PUNCT
futech-638	172	13	p<0.001	p<0.001	PROPN
futech-638	172	14	)	)	PUNCT
futech-638	172	15	,	,	PUNCT
futech-638	172	16	establishing	establish	VERB
futech-638	172	17	both	both	CCONJ
futech-638	172	18	a	a	DET
futech-638	172	19	technical	technical	ADJ
futech-638	172	20	collaboration	collaboration	NOUN
futech-638	172	21	basis	basis	NOUN
futech-638	172	22	and	and	CCONJ
futech-638	172	23	construct	construct	VERB
futech-638	172	24	independence	independence	NOUN
futech-638	172	25	between	between	ADP
futech-638	172	26	these	these	DET
futech-638	172	27	variables	variable	NOUN
futech-638	172	28	.	.	PUNCT
futech-638	173	1	all	all	DET
futech-638	173	2	vif	vif	PROPN
futech-638	173	3	diagnostic	diagnostic	ADJ
futech-638	173	4	test	test	NOUN
futech-638	173	5	values	value	NOUN
futech-638	173	6	remained	remain	VERB
futech-638	173	7	below	below	ADP
futech-638	173	8	2.5	2.5	NUM
futech-638	173	9	,	,	PUNCT
futech-638	173	10	confirming	confirm	VERB
futech-638	173	11	the	the	DET
futech-638	173	12	complete	complete	ADJ
futech-638	173	13	absence	absence	NOUN
futech-638	173	14	of	of	ADP
futech-638	173	15	multicollinearity	multicollinearity	NOUN
futech-638	173	16	issues	issue	NOUN
futech-638	173	17	and	and	CCONJ
futech-638	173	18	ensuring	ensure	VERB
futech-638	173	19	stable	stable	ADJ
futech-638	173	20	and	and	CCONJ
futech-638	173	21	reliable	reliable	ADJ
futech-638	173	22	regression	regression	NOUN
futech-638	173	23	parameter	parameter	NOUN
futech-638	173	24	estimates	estimate	NOUN
futech-638	173	25	in	in	ADP
futech-638	173	26	the	the	DET
futech-638	173	27	analytical	analytical	ADJ
futech-638	173	28	model	model	NOUN
futech-638	173	29	.	.	PUNCT
futech-638	174	1	3.2	3.2	NUM
futech-638	174	2	measurement	measurement	NOUN
futech-638	174	3	model	model	NOUN
futech-638	174	4	verification	verification	PROPN
futech-638	174	5	measurement	measurement	NOUN
futech-638	174	6	model	model	NOUN
futech-638	174	7	reliability	reliability	NOUN
futech-638	174	8	and	and	CCONJ
futech-638	174	9	validity	validity	NOUN
futech-638	174	10	were	be	AUX
futech-638	174	11	assessed	assess	VERB
futech-638	174	12	following	follow	VERB
futech-638	174	13	two	two	NUM
futech-638	174	14	-	-	PUNCT
futech-638	174	15	step	step	NOUN
futech-638	174	16	structural	structural	ADJ
futech-638	174	17	equation	equation	NOUN
futech-638	174	18	modeling	modeling	NOUN
futech-638	174	19	procedures	procedure	NOUN
futech-638	174	20	.	.	PUNCT
futech-638	175	1	in	in	ADP
futech-638	175	2	table	table	NOUN
futech-638	175	3	4	4	NUM
futech-638	175	4	panel	panel	NOUN
futech-638	175	5	a	a	PRON
futech-638	175	6	,	,	PUNCT
futech-638	175	7	reliability	reliability	NOUN
futech-638	175	8	analysis	analysis	NOUN
futech-638	175	9	employed	employ	VERB
futech-638	175	10	cronbach	cronbach	NOUN
futech-638	175	11	's	's	PART
futech-638	175	12	α	α	NOUN
futech-638	175	13	and	and	CCONJ
futech-638	175	14	composite	composite	ADJ
futech-638	175	15	reliability	reliability	NOUN
futech-638	175	16	(	(	PUNCT
futech-638	175	17	cr	cr	NOUN
futech-638	175	18	)	)	PUNCT
futech-638	175	19	,	,	PUNCT
futech-638	175	20	with	with	ADP
futech-638	175	21	supply	supply	NOUN
futech-638	175	22	chain	chain	NOUN
futech-638	175	23	resilience	resilience	NOUN
futech-638	175	24	achieving	achieve	VERB
futech-638	175	25	α=0.876	α=0.876	NUM
futech-638	175	26	and	and	CCONJ
futech-638	175	27	cr=0.882	cr=0.882	PROPN
futech-638	175	28	,	,	PUNCT
futech-638	175	29	iot	iot	ADJ
futech-638	175	30	application	application	NOUN
futech-638	175	31	α=0.891	α=0.891	NOUN
futech-638	175	32	and	and	CCONJ
futech-638	175	33	cr=0.894	cr=0.894	NOUN
futech-638	175	34	,	,	PUNCT
futech-638	175	35	and	and	CCONJ
futech-638	175	36	edge	edge	NOUN
futech-638	175	37	computing	computing	NOUN
futech-638	175	38	α=0.833	α=0.833	NUM
futech-638	175	39	and	and	CCONJ
futech-638	175	40	cr=0.841	cr=0.841	NOUN
futech-638	175	41	,	,	PUNCT
futech-638	175	42	all	all	PRON
futech-638	175	43	exceeding	exceed	VERB
futech-638	175	44	the	the	DET
futech-638	175	45	0.70	0.70	NUM
futech-638	175	46	threshold	threshold	NOUN
futech-638	175	47	.	.	PUNCT
futech-638	176	1	convergent	convergent	ADJ
futech-638	176	2	validity	validity	NOUN
futech-638	176	3	was	be	AUX
futech-638	176	4	confirmed	confirm	VERB
futech-638	176	5	through	through	ADP
futech-638	176	6	ave	ave	PROPN
futech-638	176	7	values	value	NOUN
futech-638	176	8	(	(	PUNCT
futech-638	176	9	scr=0.653	scr=0.653	PROPN
futech-638	176	10	,	,	PUNCT
futech-638	176	11	iot=0.738	iot=0.738	NOUN
futech-638	176	12	,	,	PUNCT
futech-638	176	13	edge=0.652	edge=0.652	NUM
futech-638	176	14	,	,	PUNCT
futech-638	176	15	all	all	PRON
futech-638	176	16	>	>	NOUN
futech-638	176	17	0.50	0.50	NUM
futech-638	176	18	)	)	PUNCT
futech-638	176	19	with	with	ADP
futech-638	176	20	factor	factor	NOUN
futech-638	176	21	loadings	loading	NOUN
futech-638	176	22	ranging	range	VERB
futech-638	176	23	from	from	ADP
futech-638	176	24	0.776	0.776	NUM
futech-638	176	25	to	to	ADP
futech-638	176	26	0.878	0.878	NUM
futech-638	176	27	.	.	PUNCT
futech-638	177	1	as	as	SCONJ
futech-638	177	2	presented	present	VERB
futech-638	177	3	in	in	ADP
futech-638	177	4	table	table	NOUN
futech-638	177	5	4	4	NUM
futech-638	177	6	panel	panel	NOUN
futech-638	177	7	b	b	NOUN
futech-638	177	8	,	,	PUNCT
futech-638	177	9	discriminant	discriminant	ADJ
futech-638	177	10	validity	validity	NOUN
futech-638	177	11	met	meet	VERB
futech-638	177	12	fornell	fornell	NOUN
futech-638	177	13	-	-	PUNCT
futech-638	177	14	larcker	larcker	NOUN
futech-638	177	15	criteria	criterion	NOUN
futech-638	177	16	with	with	ADP
futech-638	177	17	√ave	√ave	NOUN
futech-638	177	18	(	(	PUNCT
futech-638	177	19	0.808	0.808	NUM
futech-638	177	20	-	-	SYM
futech-638	177	21	0.859	0.859	NUM
futech-638	177	22	)	)	PUNCT
futech-638	177	23	exceeding	exceed	VERB
futech-638	177	24	inter	inter	ADJ
futech-638	177	25	-	-	ADJ
futech-638	177	26	construct	construct	ADJ
futech-638	177	27	correlations	correlation	NOUN
futech-638	177	28	(	(	PUNCT
futech-638	177	29	0.392	0.392	NUM
futech-638	177	30	-	-	SYM
futech-638	177	31	0.623	0.623	NUM
futech-638	177	32	)	)	PUNCT
futech-638	177	33	.	.	PUNCT
futech-638	178	1	cfa	cfa	PROPN
futech-638	178	2	demonstrated	demonstrate	VERB
futech-638	178	3	acceptable	acceptable	ADJ
futech-638	178	4	model	model	NOUN
futech-638	178	5	fit	fit	ADJ
futech-638	178	6	(	(	PUNCT
futech-638	178	7	table	table	NOUN
futech-638	178	8	4	4	NUM
futech-638	178	9	panel	panel	NOUN
futech-638	178	10	c	c	NOUN
futech-638	178	11	:	:	PUNCT
futech-638	178	12	χ2	χ2	PROPN
futech-638	178	13	/	/	SYM
futech-638	178	14	df=2.37	df=2.37	PROPN
futech-638	178	15	,	,	PUNCT
futech-638	178	16	cfi=0.946	cfi=0.946	PROPN
futech-638	178	17	,	,	PUNCT
futech-638	178	18	tli=0.938	tli=0.938	NOUN
futech-638	178	19	,	,	PUNCT
futech-638	178	20	rmsea=0.062	rmsea=0.062	PRON
futech-638	178	21	)	)	PUNCT
futech-638	178	22	.	.	PUNCT
futech-638	179	1	as	as	SCONJ
futech-638	179	2	reported	report	VERB
futech-638	179	3	in	in	ADP
futech-638	179	4	table	table	NOUN
futech-638	179	5	4	4	NUM
futech-638	179	6	panel	panel	NOUN
futech-638	179	7	d	d	NOUN
futech-638	179	8	,	,	PUNCT
futech-638	179	9	harman	harman	PROPN
futech-638	179	10	's	's	PART
futech-638	179	11	single	single	ADJ
futech-638	179	12	-	-	PUNCT
futech-638	179	13	factor	factor	NOUN
futech-638	179	14	test	test	NOUN
futech-638	179	15	indicated	indicate	VERB
futech-638	179	16	no	no	DET
futech-638	179	17	serious	serious	ADJ
futech-638	179	18	common	common	ADJ
futech-638	179	19	method	method	NOUN
futech-638	179	20	bias	bias	NOUN
futech-638	179	21	(	(	PUNCT
futech-638	179	22	36.7	36.7	NUM
futech-638	179	23	%	%	NOUN
futech-638	179	24	variance	variance	NOUN
futech-638	179	25	explained	explain	VERB
futech-638	179	26	,	,	PUNCT
futech-638	179	27	<	<	X
futech-638	179	28	50	50	NUM
futech-638	179	29	%	%	NOUN
futech-638	179	30	threshold	threshold	NOUN
futech-638	179	31	)	)	PUNCT
futech-638	179	32	.	.	PUNCT
futech-638	180	1	also	also	ADV
futech-638	180	2	,	,	PUNCT
futech-638	180	3	htmt	htmt	PROPN
futech-638	180	4	ratios	ratio	NOUN
futech-638	180	5	verified	verify	VERB
futech-638	180	6	discriminant	discriminant	ADJ
futech-638	180	7	validity	validity	NOUN
futech-638	180	8	:	:	PUNCT
futech-638	180	9	iot	iot	ADJ
futech-638	180	10	-	-	PUNCT
futech-638	180	11	edge	edge	NOUN
futech-638	180	12	0.71	0.71	NUM
futech-638	180	13	,	,	PUNCT
futech-638	180	14	iot	iot	ADJ
futech-638	180	15	-	-	PUNCT
futech-638	180	16	scr	scr	NOUN
futech-638	180	17	0.52	0.52	NUM
futech-638	180	18	,	,	PUNCT
futech-638	180	19	edge	edge	NOUN
futech-638	180	20	-	-	PUNCT
futech-638	180	21	scr	scr	NOUN
futech-638	180	22	0.45	0.45	NUM
futech-638	180	23	-	-	PUNCT
futech-638	180	24	all	all	ADV
futech-638	180	25	below	below	ADP
futech-638	180	26	the	the	DET
futech-638	180	27	threshold	threshold	NOUN
futech-638	180	28	of	of	ADP
futech-638	180	29	0.85	0.85	NUM
futech-638	180	30	.	.	PUNCT
futech-638	181	1	these	these	DET
futech-638	181	2	results	result	NOUN
futech-638	181	3	from	from	ADP
futech-638	181	4	the	the	DET
futech-638	181	5	measurement	measurement	NOUN
futech-638	181	6	model	model	NOUN
futech-638	181	7	in	in	ADP
futech-638	181	8	table	table	NOUN
futech-638	181	9	4	4	NUM
futech-638	181	10	establish	establish	VERB
futech-638	181	11	construct	construct	NOUN
futech-638	181	12	validity	validity	NOUN
futech-638	181	13	before	before	ADP
futech-638	181	14	the	the	DET
futech-638	181	15	estimation	estimation	NOUN
futech-638	181	16	of	of	ADP
futech-638	181	17	the	the	DET
futech-638	181	18	structural	structural	ADJ
futech-638	181	19	model	model	NOUN
futech-638	181	20	and	and	CCONJ
futech-638	181	21	hypothesis	hypothesis	NOUN
futech-638	181	22	testing	testing	NOUN
futech-638	181	23	in	in	ADP
futech-638	181	24	methodology	methodology	NOUN
futech-638	181	25	3.3	3.3	NUM
futech-638	181	26	.	.	PUNCT
futech-638	181	27	table	table	NOUN
futech-638	181	28	4	4	NUM
futech-638	181	29	consolidates	consolidate	VERB
futech-638	181	30	all	all	DET
futech-638	181	31	measurement	measurement	NOUN
futech-638	181	32	model	model	NOUN
futech-638	181	33	assessment	assessment	NOUN
futech-638	181	34	results	result	VERB
futech-638	181	35	.	.	PUNCT
futech-638	182	1	in	in	ADP
futech-638	182	2	table	table	NOUN
futech-638	182	3	4	4	NUM
futech-638	182	4	,	,	PUNCT
futech-638	182	5	the	the	DET
futech-638	182	6	discriminant	discriminant	ADJ
futech-638	182	7	validity	validity	NOUN
futech-638	182	8	test	test	NOUN
futech-638	182	9	revealed	reveal	VERB
futech-638	182	10	that	that	SCONJ
futech-638	182	11	the	the	DET
futech-638	182	12	√ave	√ave	NOUN
futech-638	182	13	(	(	PUNCT
futech-638	182	14	0.808	0.808	NUM
futech-638	182	15	to	to	ADP
futech-638	182	16	0.859	0.859	NUM
futech-638	182	17	)	)	PUNCT
futech-638	182	18	of	of	ADP
futech-638	182	19	every	every	DET
futech-638	182	20	latent	latent	NOUN
futech-638	182	21	factor	factor	NOUN
futech-638	182	22	was	be	AUX
futech-638	182	23	larger	large	ADJ
futech-638	182	24	than	than	ADP
futech-638	182	25	the	the	DET
futech-638	182	26	correlation	correlation	NOUN
futech-638	182	27	coefficient	coefficient	NOUN
futech-638	182	28	between	between	ADP
futech-638	182	29	constructs	construct	NOUN
futech-638	182	30	(	(	PUNCT
futech-638	182	31	.392	.392	NUM
futech-638	182	32	to	to	ADP
futech-638	182	33	.623	.623	NUM
futech-638	182	34	)	)	PUNCT
futech-638	182	35	,	,	PUNCT
futech-638	182	36	thus	thus	ADV
futech-638	182	37	ensuring	ensure	VERB
futech-638	182	38	full	full	ADJ
futech-638	182	39	independence	independence	NOUN
futech-638	182	40	between	between	ADP
futech-638	182	41	constructs	construct	NOUN
futech-638	182	42	.	.	PUNCT
futech-638	183	1	the	the	DET
futech-638	183	2	fit	fit	ADJ
futech-638	183	3	criteria	criterion	NOUN
futech-638	183	4	of	of	ADP
futech-638	183	5	the	the	DET
futech-638	183	6	cfa	cfa	PROPN
futech-638	183	7	model	model	NOUN
futech-638	183	8	are	be	AUX
futech-638	183	9	χ2	χ2	PROPN
futech-638	183	10	/	/	SYM
futech-638	183	11	df	df	NOUN
futech-638	183	12	=	=	NUM
futech-638	183	13	2.37	2.37	NUM
futech-638	183	14	,	,	PUNCT
futech-638	183	15	cfi	cfi	NOUN
futech-638	183	16	=	=	NOUN
futech-638	183	17	0.946	0.946	NUM
futech-638	183	18	,	,	PUNCT
futech-638	183	19	tli	tli	X
futech-638	183	20	=	=	SYM
futech-638	183	21	0.938	0.938	NUM
futech-638	183	22	,	,	PUNCT
futech-638	183	23	rmsea	rmsea	NOUN
futech-638	183	24	=	=	NUM
futech-638	183	25	0.062	0.062	NUM
futech-638	183	26	,	,	PUNCT
futech-638	183	27	which	which	PRON
futech-638	183	28	were	be	AUX
futech-638	183	29	in	in	ADP
futech-638	183	30	accordance	accordance	NOUN
futech-638	183	31	with	with	ADP
futech-638	183	32	the	the	DET
futech-638	183	33	guidelines	guideline	NOUN
futech-638	183	34	.	.	PUNCT
futech-638	184	1	the	the	DET
futech-638	184	2	harman	harman	PROPN
futech-638	184	3	test	test	NOUN
futech-638	184	4	accounted	account	VERB
futech-638	184	5	for	for	ADP
futech-638	184	6	36.7	36.7	NUM
futech-638	184	7	%	%	NOUN
futech-638	184	8	of	of	ADP
futech-638	184	9	the	the	DET
futech-638	184	10	explained	explain	VERB
futech-638	184	11	variation	variation	NOUN
futech-638	184	12	in	in	ADP
futech-638	184	13	the	the	DET
futech-638	184	14	first	first	ADJ
futech-638	184	15	factor	factor	NOUN
futech-638	184	16	,	,	PUNCT
futech-638	184	17	while	while	SCONJ
futech-638	184	18	there	there	PRON
futech-638	184	19	was	be	VERB
futech-638	184	20	no	no	DET
futech-638	184	21	serious	serious	ADJ
futech-638	184	22	threat	threat	NOUN
futech-638	184	23	of	of	ADP
futech-638	184	24	common	common	ADJ
futech-638	184	25	method	method	NOUN
futech-638	184	26	bias	bias	NOUN
futech-638	184	27	.	.	PUNCT
futech-638	185	1	3.3	3.3	NUM
futech-638	185	2	hypothesis	hypothesis	NOUN
futech-638	185	3	testing	testing	NOUN
futech-638	185	4	results	result	VERB
futech-638	185	5	hierarchical	hierarchical	ADJ
futech-638	185	6	regression	regression	NOUN
futech-638	185	7	with	with	ADP
futech-638	185	8	five	five	NUM
futech-638	185	9	nested	nested	ADJ
futech-638	185	10	models	model	NOUN
futech-638	185	11	tested	test	VERB
futech-638	185	12	main	main	ADJ
futech-638	185	13	effects	effect	NOUN
futech-638	185	14	,	,	PUNCT
futech-638	185	15	interactions	interaction	NOUN
futech-638	185	16	,	,	PUNCT
futech-638	185	17	and	and	CCONJ
futech-638	185	18	moderation	moderation	NOUN
futech-638	185	19	.	.	PUNCT
futech-638	186	1	model	model	NOUN
futech-638	186	2	1	1	NUM
futech-638	186	3	(	(	PUNCT
futech-638	186	4	baseline	baseline	NOUN
futech-638	186	5	controls	control	NOUN
futech-638	186	6	)	)	PUNCT
futech-638	186	7	yielded	yield	VERB
futech-638	186	8	r²=0.089	r²=0.089	NOUN
futech-638	186	9	.	.	PUNCT
futech-638	186	10	table	table	NOUN
futech-638	186	11	3	3	NUM
futech-638	186	12	.	.	PUNCT
futech-638	186	13	descriptive	descriptive	ADJ
futech-638	186	14	statistics	statistic	NOUN
futech-638	186	15	and	and	CCONJ
futech-638	186	16	correlation	correlation	NOUN
futech-638	186	17	matrix	matrix	NOUN
futech-638	186	18	panel	panel	NOUN
futech-638	186	19	a	a	PRON
futech-638	186	20	:	:	PUNCT
futech-638	186	21	descriptive	descriptive	ADJ
futech-638	186	22	statistics	statistic	NOUN
futech-638	186	23	variable	variable	NOUN
futech-638	187	1	n	n	PRON
futech-638	187	2	mean	mean	VERB
futech-638	187	3	sd	sd	ADP
futech-638	187	4	min	min	PROPN
futech-638	187	5	max	max	PROPN
futech-638	187	6	vif	vif	PROPN
futech-638	187	7	1	1	PROPN
futech-638	187	8	.	.	PUNCT
futech-638	187	9	supply	supply	NOUN
futech-638	187	10	chain	chain	NOUN
futech-638	187	11	resilience	resilience	NOUN
futech-638	187	12	(	(	PUNCT
futech-638	187	13	scr	scr	NOUN
futech-638	187	14	)	)	PUNCT
futech-638	187	15	892	892	NUM
futech-638	187	16	3.68	3.68	NUM
futech-638	187	17	0.92	0.92	NUM
futech-638	187	18	1.24	1.24	NUM
futech-638	187	19	5.00	5.00	NUM
futech-638	187	20	2	2	NUM
futech-638	187	21	.	.	PUNCT
futech-638	187	22	iot	iot	PROPN
futech-638	187	23	application	application	NOUN
futech-638	187	24	degree	degree	NOUN
futech-638	187	25	(	(	PUNCT
futech-638	187	26	iot	iot	NOUN
futech-638	187	27	)	)	PUNCT
futech-638	187	28	892	892	NUM
futech-638	187	29	3.41	3.41	NUM
futech-638	187	30	1.07	1.07	NUM
futech-638	187	31	1.00	1.00	NUM
futech-638	187	32	5.00	5.00	NUM
futech-638	187	33	1.89	1.89	NUM
futech-638	187	34	3	3	NUM
futech-638	187	35	.	.	PUNCT
futech-638	187	36	edge	edge	NOUN
futech-638	187	37	computing	compute	VERB
futech-638	187	38	deployment	deployment	NOUN
futech-638	187	39	(	(	PUNCT
futech-638	187	40	edge	edge	NOUN
futech-638	187	41	)	)	PUNCT
futech-638	187	42	892	892	NUM
futech-638	187	43	2.87	2.87	NUM
futech-638	187	44	1.13	1.13	NUM
futech-638	187	45	1.00	1.00	NUM
futech-638	187	46	5.00	5.00	NUM
futech-638	187	47	2.13	2.13	NUM
futech-638	187	48	4	4	NUM
futech-638	187	49	.	.	PUNCT
futech-638	188	1	iot×edge	iot×edge	NOUN
futech-638	188	2	892	892	NUM
futech-638	188	3	0.00	0.00	NUM
futech-638	188	4	2.86	2.86	NUM
futech-638	188	5	-6.42	-6.42	NUM
futech-638	188	6	7.15	7.15	NUM
futech-638	188	7	2.34	2.34	NUM
futech-638	188	8	5	5	NUM
futech-638	188	9	.	.	PUNCT
futech-638	188	10	supply	supply	NOUN
futech-638	188	11	chain	chain	NOUN
futech-638	188	12	complexity	complexity	NOUN
futech-638	188	13	(	(	PUNCT
futech-638	188	14	complexity	complexity	NOUN
futech-638	188	15	)	)	PUNCT
futech-638	188	16	892	892	NUM
futech-638	188	17	3.52	3.52	NUM
futech-638	188	18	0.88	0.88	NUM
futech-638	188	19	1.50	1.50	NUM
futech-638	188	20	5.00	5.00	NUM
futech-638	188	21	1.67	1.67	NUM
futech-638	188	22	6	6	NUM
futech-638	188	23	.	.	PUNCT
futech-638	188	24	firm	firm	ADJ
futech-638	188	25	size	size	NOUN
futech-638	188	26	(	(	PUNCT
futech-638	188	27	size	size	NOUN
futech-638	188	28	)	)	PUNCT
futech-638	188	29	892	892	NUM
futech-638	188	30	7.34	7.34	NUM
futech-638	188	31	1.15	1.15	NUM
futech-638	188	32	4.82	4.82	NUM
futech-638	188	33	10.26	10.26	NUM
futech-638	188	34	1.43	1.43	NUM
futech-638	188	35	7	7	NUM
futech-638	188	36	.	.	PUNCT
futech-638	188	37	supply	supply	NOUN
futech-638	188	38	chain	chain	NOUN
futech-638	188	39	length	length	NOUN
futech-638	188	40	(	(	PUNCT
futech-638	188	41	length	length	NOUN
futech-638	188	42	)	)	PUNCT
futech-638	188	43	892	892	NUM
futech-638	188	44	3.78	3.78	NUM
futech-638	188	45	1.24	1.24	NUM
futech-638	188	46	1.00	1.00	NUM
futech-638	188	47	7.00	7.00	NUM
futech-638	188	48	1.31	1.31	NUM
futech-638	188	49	8	8	NUM
futech-638	188	50	.	.	PUNCT
futech-638	189	1	region	region	NOUN
futech-638	189	2	(	(	PUNCT
futech-638	189	3	region	region	NOUN
futech-638	189	4	)	)	PUNCT
futech-638	189	5	892	892	NUM
futech-638	189	6	0.61	0.61	NUM
futech-638	189	7	0.49	0.49	NUM
futech-638	189	8	0.00	0.00	NUM
futech-638	189	9	1.00	1.00	NUM
futech-638	189	10	1.18	1.18	NUM
futech-638	189	11	panel	panel	NOUN
futech-638	189	12	b	b	NOUN
futech-638	189	13	:	:	PUNCT
futech-638	189	14	correlation	correlation	NOUN
futech-638	189	15	matrix	matrix	NOUN
futech-638	189	16	variable	variable	NOUN
futech-638	189	17	1	1	NUM
futech-638	189	18	2	2	NUM
futech-638	189	19	3	3	NUM
futech-638	189	20	4	4	NUM
futech-638	189	21	5	5	NUM
futech-638	189	22	6	6	NUM
futech-638	189	23	7	7	NUM
futech-638	189	24	8	8	NUM
futech-638	189	25	1	1	NUM
futech-638	189	26	.	.	PUNCT
futech-638	190	1	scr	scr	NOUN
futech-638	190	2	1.000	1.000	NUM
futech-638	190	3	2	2	NUM
futech-638	190	4	.	.	PUNCT
futech-638	191	1	iot	iot	PROPN
futech-638	191	2	0.457	0.457	NUM
futech-638	191	3	*	*	PUNCT
futech-638	191	4	*	*	PUNCT
futech-638	191	5	*	*	PUNCT
futech-638	191	6	1.000	1.000	NUM
futech-638	191	7	3	3	NUM
futech-638	191	8	.	.	PUNCT
futech-638	191	9	edge	edge	VERB
futech-638	191	10	0.392	0.392	NUM
futech-638	191	11	*	*	PUNCT
futech-638	191	12	*	*	PUNCT
futech-638	191	13	*	*	PUNCT
futech-638	191	14	0.623	0.623	NUM
futech-638	191	15	*	*	PUNCT
futech-638	191	16	*	*	PUNCT
futech-638	191	17	*	*	PUNCT
futech-638	191	18	1.000	1.000	NUM
futech-638	191	19	4	4	NUM
futech-638	191	20	.	.	PUNCT
futech-638	192	1	iot×edge	iot×edge	NOUN
futech-638	192	2	0.523	0.523	NUM
futech-638	192	3	*	*	NOUN
futech-638	192	4	*	*	PUNCT
futech-638	192	5	*	*	PUNCT
futech-638	192	6	0.254	0.254	NUM
futech-638	192	7	*	*	PUNCT
futech-638	192	8	*	*	PUNCT
futech-638	192	9	*	*	PUNCT
futech-638	192	10	0.281	0.281	NUM
futech-638	192	11	*	*	PUNCT
futech-638	192	12	*	*	PUNCT
futech-638	192	13	*	*	PUNCT
futech-638	192	14	1.000	1.000	NUM
futech-638	192	15	5	5	NUM
futech-638	192	16	.	.	PUNCT
futech-638	192	17	complexity	complexity	NOUN
futech-638	192	18	0.286	0.286	NUM
futech-638	192	19	*	*	PUNCT
futech-638	192	20	*	*	PUNCT
futech-638	192	21	*	*	PUNCT
futech-638	192	22	0.341	0.341	NUM
futech-638	192	23	*	*	PUNCT
futech-638	192	24	*	*	PUNCT
futech-638	192	25	*	*	PUNCT
futech-638	192	26	0.297	0.297	NUM
futech-638	192	27	*	*	PUNCT
futech-638	192	28	*	*	PUNCT
futech-638	192	29	*	*	PUNCT
futech-638	192	30	0.218	0.218	NUM
futech-638	192	31	*	*	SYM
futech-638	192	32	*	*	PUNCT
futech-638	192	33	1.000	1.000	NUM
futech-638	192	34	6	6	NUM
futech-638	192	35	.	.	PUNCT
futech-638	192	36	size	size	NOUN
futech-638	192	37	0.234	0.234	NUM
futech-638	192	38	*	*	PUNCT
futech-638	192	39	*	*	PUNCT
futech-638	192	40	0.312	0.312	NUM
futech-638	192	41	*	*	PUNCT
futech-638	192	42	*	*	PUNCT
futech-638	192	43	*	*	PUNCT
futech-638	192	44	0.279	0.279	NUM
futech-638	192	45	*	*	PUNCT
futech-638	192	46	*	*	PUNCT
futech-638	192	47	*	*	PUNCT
futech-638	192	48	0.167	0.167	NUM
futech-638	192	49	*	*	SYM
futech-638	192	50	0.245	0.245	NUM
futech-638	192	51	*	*	NOUN
futech-638	192	52	*	*	PUNCT
futech-638	192	53	1.000	1.000	NUM
futech-638	192	54	7	7	NUM
futech-638	192	55	.	.	PUNCT
futech-638	193	1	length	length	NOUN
futech-638	193	2	-0.128	-0.128	PROPN
futech-638	193	3	*	*	PUNCT
futech-638	193	4	-0.093	-0.093	NOUN
futech-638	193	5	-0.076	-0.076	NUM
futech-638	193	6	-0.112	-0.112	PUNCT
futech-638	193	7	0.203	0.203	NUM
futech-638	193	8	*	*	SYM
futech-638	193	9	*	*	PUNCT
futech-638	193	10	-0.067	-0.067	NUM
futech-638	193	11	1.000	1.000	NUM
futech-638	193	12	8	8	NUM
futech-638	193	13	.	.	PUNCT
futech-638	194	1	region	region	NOUN
futech-638	194	2	0.187	0.187	NOUN
futech-638	194	3	*	*	PUNCT
futech-638	194	4	*	*	PUNCT
futech-638	194	5	0.226	0.226	NUM
futech-638	194	6	*	*	NOUN
futech-638	194	7	*	*	PUNCT
futech-638	194	8	0.198	0.198	NUM
futech-638	194	9	*	*	PUNCT
futech-638	194	10	*	*	PUNCT
futech-638	194	11	0.143	0.143	NUM
futech-638	194	12	*	*	NOUN
futech-638	194	13	0.104	0.104	NUM
futech-638	194	14	0.189	0.189	NUM
futech-638	194	15	*	*	PUNCT
futech-638	194	16	*	*	PUNCT
futech-638	194	17	-0.082	-0.082	PROPN
futech-638	194	18	1.000	1.000	NUM
futech-638	194	19	zhicheng	zhicheng	PROPN
futech-638	194	20	yu	yu	PROPN
futech-638	194	21	&	&	CCONJ
futech-638	194	22	zhixin	zhixin	PROPN
futech-638	194	23	yu	yu	PROPN
futech-638	194	24	/future	/future	PROPN
futech-638	194	25	technology	technology	PROPN
futech-638	194	26	february	february	PROPN
futech-638	194	27	2026|	2026|	NUM
futech-638	194	28	volume	volume	NOUN
futech-638	194	29	05	05	NUM
futech-638	195	1	|	|	ADV
futech-638	195	2	issue	issue	NOUN
futech-638	195	3	01	01	NUM
futech-638	196	1	|	|	ADV
futech-638	196	2	pages	page	VERB
futech-638	196	3	324	324	NUM
futech-638	196	4	-	-	SYM
futech-638	196	5	336	336	NUM
futech-638	196	6	331	331	NUM
futech-638	196	7	to	to	PART
futech-638	196	8	isolate	isolate	VERB
futech-638	196	9	individual	individual	ADJ
futech-638	196	10	technology	technology	NOUN
futech-638	196	11	effects	effect	NOUN
futech-638	196	12	,	,	PUNCT
futech-638	196	13	model	model	NOUN
futech-638	196	14	2	2	NUM
futech-638	196	15	added	add	VERB
futech-638	196	16	only	only	ADV
futech-638	196	17	iot	iot	PROPN
futech-638	196	18	(	(	PUNCT
futech-638	196	19	β=0.341	β=0.341	X
futech-638	196	20	,	,	PUNCT
futech-638	196	21	p<0.001	p<0.001	PROPN
futech-638	196	22	,	,	PUNCT
futech-638	196	23	∆r2=0.176	∆r2=0.176	NOUN
futech-638	196	24	over	over	ADP
futech-638	196	25	model	model	NOUN
futech-638	196	26	1	1	NUM
futech-638	196	27	)	)	PUNCT
futech-638	196	28	,	,	PUNCT
futech-638	196	29	thus	thus	ADV
futech-638	196	30	supporting	support	VERB
futech-638	196	31	h1	h1	NOUN
futech-638	196	32	.	.	PUNCT
futech-638	197	1	meanwhile	meanwhile	ADV
futech-638	197	2	,	,	PUNCT
futech-638	197	3	model	model	NOUN
futech-638	197	4	3	3	NUM
futech-638	197	5	added	add	VERB
futech-638	197	6	only	only	ADV
futech-638	197	7	edge	edge	NOUN
futech-638	197	8	computing	computing	NOUN
futech-638	197	9	(	(	PUNCT
futech-638	197	10	β=0.287	β=0.287	NUM
futech-638	197	11	,	,	PUNCT
futech-638	197	12	p<0.001	p<0.001	PROPN
futech-638	197	13	,	,	PUNCT
futech-638	197	14	∆r2=0.152	∆r2=0.152	PROPN
futech-638	197	15	over	over	ADP
futech-638	197	16	model	model	NOUN
futech-638	197	17	1	1	NUM
futech-638	197	18	)	)	PUNCT
futech-638	197	19	,	,	PUNCT
futech-638	197	20	therefore	therefore	ADV
futech-638	197	21	confirming	confirm	VERB
futech-638	197	22	h2	h2	NOUN
futech-638	197	23	.	.	PUNCT
futech-638	198	1	model	model	NOUN
futech-638	198	2	4	4	NUM
futech-638	198	3	included	include	VERB
futech-638	198	4	both	both	DET
futech-638	198	5	technologies	technology	NOUN
futech-638	198	6	and	and	CCONJ
futech-638	198	7	their	their	PRON
futech-638	198	8	interaction	interaction	NOUN
futech-638	198	9	term	term	NOUN
futech-638	198	10	(	(	PUNCT
futech-638	198	11	β=0.176	β=0.176	NOUN
futech-638	198	12	,	,	PUNCT
futech-638	198	13	p<0.001	p<0.001	X
futech-638	198	14	,	,	PUNCT
futech-638	198	15	r2=0.412	r2=0.412	X
futech-638	198	16	,	,	PUNCT
futech-638	198	17	∆r2=0.147	∆r2=0.147	PROPN
futech-638	198	18	)	)	PUNCT
futech-638	198	19	,	,	PUNCT
futech-638	198	20	thus	thus	ADV
futech-638	198	21	validating	validate	VERB
futech-638	198	22	h3	h3	NOUN
futech-638	198	23	about	about	ADP
futech-638	198	24	the	the	DET
futech-638	198	25	mechanism	mechanism	NOUN
futech-638	198	26	of	of	ADP
futech-638	198	27	iotedge	iotedge	NOUN
futech-638	198	28	computing	compute	VERB
futech-638	198	29	synergy	synergy	NOUN
futech-638	198	30	.	.	PUNCT
futech-638	199	1	model	model	NOUN
futech-638	199	2	5	5	NUM
futech-638	199	3	included	include	VERB
futech-638	199	4	the	the	DET
futech-638	199	5	three	three	NUM
futech-638	199	6	-	-	PUNCT
futech-638	199	7	way	way	NOUN
futech-638	199	8	interaction	interaction	NOUN
futech-638	199	9	term	term	NOUN
futech-638	199	10	with	with	ADP
futech-638	199	11	supply	supply	NOUN
futech-638	199	12	chain	chain	NOUN
futech-638	199	13	complexity	complexity	NOUN
futech-638	199	14	as	as	ADP
futech-638	199	15	a	a	DET
futech-638	199	16	moderator	moderator	NOUN
futech-638	199	17	,	,	PUNCT
futech-638	199	18	demonstrating	demonstrate	VERB
futech-638	199	19	significant	significant	ADJ
futech-638	199	20	moderation	moderation	NOUN
futech-638	199	21	effects	effect	NOUN
futech-638	199	22	and	and	CCONJ
futech-638	199	23	providing	provide	VERB
futech-638	199	24	comprehensive	comprehensive	ADJ
futech-638	199	25	evidence	evidence	NOUN
futech-638	199	26	for	for	ADP
futech-638	199	27	the	the	DET
futech-638	199	28	hypothesized	hypothesized	ADJ
futech-638	199	29	technological	technological	ADJ
futech-638	199	30	synergy	synergy	NOUN
futech-638	199	31	mechanisms	mechanism	NOUN
futech-638	199	32	in	in	ADP
futech-638	199	33	enhancing	enhance	VERB
futech-638	199	34	supply	supply	NOUN
futech-638	199	35	chain	chain	NOUN
futech-638	199	36	resilience	resilience	NOUN
futech-638	199	37	.	.	PUNCT
futech-638	200	1	the	the	DET
futech-638	200	2	full	full	ADJ
futech-638	200	3	regression	regression	NOUN
futech-638	200	4	results	result	NOUN
futech-638	200	5	for	for	ADP
futech-638	200	6	all	all	DET
futech-638	200	7	five	five	NUM
futech-638	200	8	nested	nested	ADJ
futech-638	200	9	models	model	NOUN
futech-638	200	10	are	be	AUX
futech-638	200	11	reported	report	VERB
futech-638	200	12	in	in	ADP
futech-638	200	13	table	table	NOUN
futech-638	200	14	5	5	NUM
futech-638	200	15	.	.	PUNCT
futech-638	200	16	table	table	NOUN
futech-638	200	17	5	5	NUM
futech-638	200	18	presents	present	VERB
futech-638	200	19	the	the	DET
futech-638	200	20	multiple	multiple	ADJ
futech-638	200	21	-	-	PUNCT
futech-638	200	22	level	level	NOUN
futech-638	200	23	model	model	NOUN
futech-638	200	24	of	of	ADP
futech-638	200	25	technologyenabled	technologyenable	VERB
futech-638	200	26	resilience	resilience	NOUN
futech-638	200	27	,	,	PUNCT
futech-638	200	28	in	in	ADP
futech-638	200	29	which	which	PRON
futech-638	200	30	r²	r²	NOUN
futech-638	200	31	values	value	NOUN
futech-638	200	32	progress	progress	VERB
futech-638	200	33	from	from	ADP
futech-638	200	34	0.089	0.089	NUM
futech-638	200	35	to	to	ADP
futech-638	200	36	0.448	0.448	NUM
futech-638	200	37	,	,	PUNCT
futech-638	200	38	and	and	CCONJ
futech-638	200	39	r²	r²	VERB
futech-638	200	40	increases	increase	NOUN
futech-638	200	41	to	to	ADP
futech-638	200	42	0.147	0.147	NUM
futech-638	200	43	after	after	ADP
futech-638	200	44	adding	add	VERB
futech-638	200	45	interaction	interaction	NOUN
futech-638	200	46	terms	term	NOUN
futech-638	200	47	,	,	PUNCT
futech-638	200	48	demonstrating	demonstrate	VERB
futech-638	200	49	the	the	DET
futech-638	200	50	significance	significance	NOUN
futech-638	200	51	of	of	ADP
futech-638	200	52	the	the	DET
futech-638	200	53	interaction	interaction	NOUN
futech-638	200	54	effect	effect	NOUN
futech-638	200	55	.	.	PUNCT
futech-638	201	1	the	the	DET
futech-638	201	2	coefficients	coefficient	NOUN
futech-638	201	3	for	for	ADP
futech-638	201	4	iot	iot	NOUN
futech-638	201	5	and	and	CCONJ
futech-638	201	6	edge	edge	NOUN
futech-638	201	7	computing	computing	NOUN
futech-638	201	8	decrease	decrease	NOUN
futech-638	201	9	after	after	ADP
futech-638	201	10	adding	add	VERB
futech-638	201	11	interaction	interaction	NOUN
futech-638	201	12	terms	term	NOUN
futech-638	201	13	,	,	PUNCT
futech-638	201	14	consistent	consistent	ADJ
futech-638	201	15	with	with	ADP
futech-638	201	16	the	the	DET
futech-638	201	17	assumption	assumption	NOUN
futech-638	201	18	that	that	SCONJ
futech-638	201	19	interaction	interaction	NOUN
futech-638	201	20	effects	effect	NOUN
futech-638	201	21	reduce	reduce	VERB
futech-638	201	22	the	the	DET
futech-638	201	23	main	main	ADJ
futech-638	201	24	effects	effect	NOUN
futech-638	201	25	to	to	ADP
futech-638	201	26	some	some	DET
futech-638	201	27	extent	extent	NOUN
futech-638	201	28	.	.	PUNCT
futech-638	202	1	the	the	DET
futech-638	202	2	hypotheses	hypothesis	NOUN
futech-638	202	3	are	be	AUX
futech-638	202	4	supported	support	VERB
futech-638	202	5	by	by	ADP
futech-638	202	6	empirical	empirical	ADJ
futech-638	202	7	evidence	evidence	NOUN
futech-638	202	8	.	.	PUNCT
futech-638	203	1	to	to	PART
futech-638	203	2	comprehensively	comprehensively	ADV
futech-638	203	3	interpret	interpret	VERB
futech-638	203	4	the	the	DET
futech-638	203	5	dynamic	dynamic	ADJ
futech-638	203	6	interaction	interaction	NOUN
futech-638	203	7	effect	effect	NOUN
futech-638	203	8	,	,	PUNCT
futech-638	203	9	simple	simple	ADJ
futech-638	203	10	slope	slope	NOUN
futech-638	203	11	analysis	analysis	NOUN
futech-638	203	12	was	be	AUX
futech-638	203	13	conducted	conduct	VERB
futech-638	203	14	following	follow	VERB
futech-638	203	15	aiken	aiken	PROPN
futech-638	203	16	and	and	CCONJ
futech-638	203	17	west	west	PROPN
futech-638	203	18	's	's	PART
futech-638	203	19	(	(	PUNCT
futech-638	203	20	1991	1991	NUM
futech-638	203	21	)	)	PUNCT
futech-638	203	22	approach	approach	NOUN
futech-638	203	23	.	.	PUNCT
futech-638	204	1	edge	edge	NOUN
futech-638	204	2	computing	compute	VERB
futech-638	204	3	deployment	deployment	NOUN
futech-638	204	4	levels	level	NOUN
futech-638	204	5	were	be	AUX
futech-638	204	6	stratified	stratify	VERB
futech-638	204	7	into	into	ADP
futech-638	204	8	three	three	NUM
futech-638	204	9	categories	category	NOUN
futech-638	204	10	:	:	PUNCT
futech-638	204	11	25th	25th	ADJ
futech-638	204	12	percentile	percentile	ADJ
futech-638	204	13	(	(	PUNCT
futech-638	204	14	low	low	ADJ
futech-638	204	15	level	level	NOUN
futech-638	204	16	:	:	PUNCT
futech-638	204	17	2.13	2.13	NUM
futech-638	204	18	)	)	PUNCT
futech-638	204	19	,	,	PUNCT
futech-638	204	20	50th	50th	ADJ
futech-638	204	21	percentile	percentile	ADJ
futech-638	204	22	(	(	PUNCT
futech-638	204	23	medium	medium	ADJ
futech-638	204	24	level	level	NOUN
futech-638	204	25	:	:	PUNCT
futech-638	204	26	2.87	2.87	NUM
futech-638	204	27	)	)	PUNCT
futech-638	204	28	,	,	PUNCT
futech-638	204	29	and	and	CCONJ
futech-638	204	30	75th	75th	ADJ
futech-638	204	31	percentile	percentile	ADJ
futech-638	204	32	(	(	PUNCT
futech-638	204	33	high	high	ADJ
futech-638	204	34	level	level	NOUN
futech-638	204	35	:	:	PUNCT
futech-638	204	36	3.68	3.68	NUM
futech-638	204	37	)	)	PUNCT
futech-638	204	38	,	,	PUNCT
futech-638	204	39	representing	represent	VERB
futech-638	204	40	diverse	diverse	ADJ
futech-638	204	41	technological	technological	ADJ
futech-638	204	42	maturity	maturity	NOUN
futech-638	204	43	stages	stage	NOUN
futech-638	204	44	across	across	ADP
futech-638	204	45	the	the	DET
futech-638	204	46	sample	sample	NOUN
futech-638	204	47	distribution	distribution	NOUN
futech-638	204	48	.	.	PUNCT
futech-638	205	1	conditional	conditional	ADJ
futech-638	205	2	slopes	slope	NOUN
futech-638	205	3	for	for	ADP
futech-638	205	4	iot	iot	ADJ
futech-638	205	5	effects	effect	NOUN
futech-638	205	6	on	on	ADP
futech-638	205	7	supply	supply	NOUN
futech-638	205	8	chain	chain	NOUN
futech-638	205	9	resilience	resilience	NOUN
futech-638	205	10	were	be	AUX
futech-638	205	11	calculated	calculate	VERB
futech-638	205	12	using	use	VERB
futech-638	205	13	equation	equation	NOUN
futech-638	205	14	4	4	NUM
futech-638	205	15	.	.	PUNCT
futech-638	206	1	results	result	NOUN
futech-638	206	2	showed	show	VERB
futech-638	206	3	that	that	SCONJ
futech-638	206	4	at	at	ADP
futech-638	206	5	low	low	ADJ
futech-638	206	6	edge	edge	NOUN
futech-638	206	7	computing	computing	NOUN
futech-638	206	8	levels	level	NOUN
futech-638	206	9	,	,	PUNCT
futech-638	206	10	β=0.29	β=0.29	NOUN
futech-638	206	11	(	(	PUNCT
futech-638	206	12	p<0.001	p<0.001	PROPN
futech-638	206	13	)	)	PUNCT
futech-638	206	14	;	;	PUNCT
futech-638	206	15	at	at	ADP
futech-638	206	16	medium	medium	ADJ
futech-638	206	17	levels	level	NOUN
futech-638	206	18	,	,	PUNCT
futech-638	206	19	β=0.42	β=0.42	X
futech-638	206	20	(	(	PUNCT
futech-638	206	21	p<0.001	p<0.001	X
futech-638	206	22	,	,	PUNCT
futech-638	206	23	44.8	44.8	NUM
futech-638	206	24	%	%	NOUN
futech-638	206	25	increase	increase	NOUN
futech-638	206	26	)	)	PUNCT
futech-638	206	27	;	;	PUNCT
futech-638	206	28	and	and	CCONJ
futech-638	206	29	at	at	ADP
futech-638	206	30	high	high	ADJ
futech-638	206	31	levels	level	NOUN
futech-638	206	32	,	,	PUNCT
futech-638	206	33	β=0.50	β=0.50	PROPN
futech-638	206	34	(	(	PUNCT
futech-638	206	35	p<0.001	p<0.001	ADJ
futech-638	206	36	,	,	PUNCT
futech-638	206	37	72.4	72.4	NUM
futech-638	206	38	%	%	NOUN
futech-638	206	39	increase	increase	NOUN
futech-638	206	40	)	)	PUNCT
futech-638	206	41	.	.	PUNCT
futech-638	207	1	this	this	DET
futech-638	207	2	gradual	gradual	ADJ
futech-638	207	3	increase	increase	NOUN
futech-638	207	4	shows	show	VERB
futech-638	207	5	the	the	DET
futech-638	207	6	trend	trend	NOUN
futech-638	207	7	in	in	ADP
futech-638	207	8	the	the	DET
futech-638	207	9	technology	technology	NOUN
futech-638	207	10	synergy	synergy	NOUN
futech-638	207	11	mechanism	mechanism	NOUN
futech-638	207	12	,	,	PUNCT
futech-638	207	13	in	in	ADP
futech-638	207	14	which	which	PRON
futech-638	207	15	the	the	DET
futech-638	207	16	ability	ability	NOUN
futech-638	207	17	to	to	PART
futech-638	207	18	process	process	VERB
futech-638	207	19	information	information	NOUN
futech-638	207	20	table	table	NOUN
futech-638	207	21	4	4	NUM
futech-638	207	22	.	.	PUNCT
futech-638	207	23	reliability	reliability	NOUN
futech-638	207	24	and	and	CCONJ
futech-638	207	25	validity	validity	NOUN
futech-638	207	26	test	test	NOUN
futech-638	207	27	results	result	NOUN
futech-638	207	28	of	of	ADP
futech-638	207	29	the	the	DET
futech-638	207	30	measurement	measurement	NOUN
futech-638	207	31	model	model	PROPN
futech-638	207	32	panel	panel	NOUN
futech-638	207	33	a	a	DET
futech-638	207	34	:	:	PUNCT
futech-638	207	35	reliability	reliability	NOUN
futech-638	207	36	and	and	CCONJ
futech-638	207	37	convergent	convergent	NOUN
futech-638	207	38	validity	validity	NOUN
futech-638	207	39	latent	latent	NOUN
futech-638	207	40	variable	variable	ADJ
futech-638	207	41	measurement	measurement	NOUN
futech-638	207	42	item	item	NOUN
futech-638	207	43	factor	factor	NOUN
futech-638	207	44	loading	loading	NOUN
futech-638	207	45	cronbach	cronbach	NOUN
futech-638	207	46	's	's	PART
futech-638	207	47	α	α	PROPN
futech-638	207	48	cr	cr	PROPN
futech-638	207	49	ave	ave	PROPN
futech-638	207	50	supply	supply	PROPN
futech-638	207	51	chain	chain	NOUN
futech-638	207	52	resilience	resilience	NOUN
futech-638	207	53	(	(	PUNCT
futech-638	207	54	scr	scr	NOUN
futech-638	207	55	)	)	PUNCT
futech-638	207	56	0.876	0.876	NUM
futech-638	207	57	0.882	0.882	NUM
futech-638	207	58	0.653	0.653	NUM
futech-638	207	59	early	early	ADJ
futech-638	207	60	warning	warning	NOUN
futech-638	207	61	capability	capability	NOUN
futech-638	207	62	0.834	0.834	NUM
futech-638	207	63	response	response	NOUN
futech-638	207	64	speed	speed	NOUN
futech-638	207	65	0.812	0.812	NUM
futech-638	207	66	recovery	recovery	NOUN
futech-638	207	67	ability	ability	NOUN
futech-638	207	68	0.776	0.776	NUM
futech-638	207	69	iot	iot	ADJ
futech-638	207	70	application	application	NOUN
futech-638	207	71	degree	degree	NOUN
futech-638	207	72	(	(	PUNCT
futech-638	207	73	iot	iot	NOUN
futech-638	207	74	)	)	PUNCT
futech-638	207	75	0.891	0.891	NUM
futech-638	207	76	0.894	0.894	NUM
futech-638	207	77	0.738	0.738	NUM
futech-638	207	78	device	device	NOUN
futech-638	207	79	deployment	deployment	NOUN
futech-638	207	80	density	density	NOUN
futech-638	207	81	0.865	0.865	NUM
futech-638	207	82	node	node	ADJ
futech-638	207	83	coverage	coverage	NOUN
futech-638	207	84	rate	rate	NOUN
futech-638	207	85	0.878	0.878	NUM
futech-638	207	86	data	datum	NOUN
futech-638	207	87	collection	collection	NOUN
futech-638	207	88	ratio	ratio	NOUN
futech-638	207	89	0.834	0.834	NUM
futech-638	207	90	edge	edge	NOUN
futech-638	207	91	computing	compute	VERB
futech-638	207	92	deployment	deployment	NOUN
futech-638	207	93	(	(	PUNCT
futech-638	207	94	edge	edge	NOUN
futech-638	207	95	)	)	PUNCT
futech-638	207	96	0.833	0.833	NUM
futech-638	207	97	0.841	0.841	NUM
futech-638	207	98	0.652	0.652	NUM
futech-638	207	99	edge	edge	NOUN
futech-638	207	100	node	node	ADJ
futech-638	207	101	quantity	quantity	NOUN
futech-638	207	102	0.801	0.801	NUM
futech-638	207	103	local	local	ADJ
futech-638	207	104	processing	processing	NOUN
futech-638	207	105	ratio	ratio	NOUN
futech-638	207	106	0.823	0.823	NUM
futech-638	207	107	edge	edge	NOUN
futech-638	207	108	-	-	PUNCT
futech-638	207	109	cloud	cloud	NOUN
futech-638	207	110	synergy	synergy	NOUN
futech-638	207	111	maturity	maturity	NOUN
futech-638	207	112	0.827	0.827	NUM
futech-638	207	113	panel	panel	NOUN
futech-638	207	114	b	b	NOUN
futech-638	207	115	:	:	PUNCT
futech-638	207	116	discriminant	discriminant	ADJ
futech-638	207	117	validity	validity	NOUN
futech-638	207	118	(	(	PUNCT
futech-638	207	119	fornell	fornell	NOUN
futech-638	207	120	-	-	PUNCT
futech-638	207	121	larcker	larcker	NOUN
futech-638	207	122	criterion	criterion	NOUN
futech-638	207	123	)	)	PUNCT
futech-638	207	124	variable	variable	NOUN
futech-638	207	125	scr	scr	NOUN
futech-638	207	126	iot	iot	PROPN
futech-638	207	127	edge	edge	PROPN
futech-638	207	128	scr	scr	PROPN
futech-638	207	129	0.808	0.808	NUM
futech-638	207	130	iot	iot	VERB
futech-638	207	131	0.457	0.457	NUM
futech-638	207	132	0.859	0.859	NUM
futech-638	207	133	edge	edge	VERB
futech-638	207	134	0.392	0.392	NUM
futech-638	207	135	0.623	0.623	NUM
futech-638	207	136	0.807	0.807	NUM
futech-638	207	137	panel	panel	NOUN
futech-638	207	138	c	c	NOUN
futech-638	207	139	:	:	PUNCT
futech-638	207	140	model	model	PROPN
futech-638	207	141	fit	fit	ADJ
futech-638	207	142	indices	index	NOUN
futech-638	207	143	fit	fit	ADJ
futech-638	207	144	index	index	NOUN
futech-638	207	145	value	value	NOUN
futech-638	207	146	recommended	recommend	VERB
futech-638	207	147	threshold	threshold	NOUN
futech-638	207	148	assessment	assessment	NOUN
futech-638	207	149	χ2	χ2	PROPN
futech-638	207	150	/	/	SYM
futech-638	207	151	df	df	PROPN
futech-638	207	152	2.37	2.37	NUM
futech-638	207	153	<	<	NOUN
futech-638	207	154	3.0	3.0	NUM
futech-638	207	155	✓	✓	ADJ
futech-638	207	156	acceptable	acceptable	ADJ
futech-638	207	157	cfi	cfi	NOUN
futech-638	207	158	0.946	0.946	NUM
futech-638	207	159	>	>	SYM
futech-638	207	160	0.90	0.90	NUM
futech-638	207	161	✓	✓	ADJ
futech-638	207	162	good	good	ADJ
futech-638	207	163	fit	fit	ADJ
futech-638	207	164	tli	tli	X
futech-638	207	165	0.938	0.938	NUM
futech-638	207	166	>	>	SYM
futech-638	207	167	0.90	0.90	NUM
futech-638	207	168	✓	✓	ADJ
futech-638	207	169	good	good	ADJ
futech-638	207	170	fit	fit	ADJ
futech-638	207	171	rmsea	rmsea	NOUN
futech-638	207	172	0.062	0.062	NUM
futech-638	207	173	<	<	X
futech-638	207	174	0.08	0.08	NUM
futech-638	207	175	✓	✓	ADJ
futech-638	207	176	acceptable	acceptable	ADJ
futech-638	207	177	srmr	srmr	PROPN
futech-638	207	178	0.048	0.048	NUM
futech-638	207	179	<	<	X
futech-638	207	180	0.08	0.08	NUM
futech-638	207	181	✓	✓	ADJ
futech-638	207	182	good	good	ADJ
futech-638	207	183	fit	fit	ADJ
futech-638	207	184	panel	panel	NOUN
futech-638	208	1	d	d	NOUN
futech-638	208	2	:	:	PUNCT
futech-638	208	3	common	common	ADJ
futech-638	208	4	method	method	NOUN
futech-638	208	5	bias	bias	NOUN
futech-638	208	6	test	test	NOUN
futech-638	208	7	method	method	PROPN
futech-638	208	8	result	result	NOUN
futech-638	208	9	interpretation	interpretation	NOUN
futech-638	208	10	harman	harman	PROPN
futech-638	208	11	's	's	PART
futech-638	208	12	single	single	ADJ
futech-638	208	13	-	-	PUNCT
futech-638	208	14	factor	factor	NOUN
futech-638	208	15	test	test	NOUN
futech-638	208	16	the	the	DET
futech-638	208	17	first	first	ADJ
futech-638	208	18	factor	factor	NOUN
futech-638	208	19	explains	explain	VERB
futech-638	208	20	36.7	36.7	NUM
futech-638	208	21	%	%	NOUN
futech-638	208	22	of	of	ADP
futech-638	208	23	the	the	DET
futech-638	208	24	variance	variance	NOUN
futech-638	208	25	<	<	X
futech-638	208	26	50	50	NUM
futech-638	208	27	%	%	NOUN
futech-638	208	28	,	,	PUNCT
futech-638	208	29	no	no	DET
futech-638	208	30	serious	serious	ADJ
futech-638	208	31	common	common	ADJ
futech-638	208	32	method	method	NOUN
futech-638	208	33	bias	bias	NOUN
futech-638	208	34	zhicheng	zhicheng	PROPN
futech-638	208	35	yu	yu	PROPN
futech-638	208	36	&	&	CCONJ
futech-638	208	37	zhixin	zhixin	PROPN
futech-638	208	38	yu	yu	PROPN
futech-638	208	39	/future	/future	PROPN
futech-638	208	40	technology	technology	PROPN
futech-638	208	41	february	february	PROPN
futech-638	208	42	2026|	2026|	NUM
futech-638	208	43	volume	volume	NOUN
futech-638	208	44	05	05	NUM
futech-638	209	1	|	|	ADV
futech-638	209	2	issue	issue	NOUN
futech-638	209	3	01	01	NUM
futech-638	210	1	|	|	ADV
futech-638	210	2	pages	page	VERB
futech-638	210	3	324	324	NUM
futech-638	210	4	-	-	SYM
futech-638	210	5	336	336	NUM
futech-638	210	6	332	332	NUM
futech-638	210	7	significantly	significantly	ADV
futech-638	210	8	underscores	underscore	VERB
futech-638	210	9	the	the	DET
futech-638	210	10	role	role	NOUN
futech-638	210	11	of	of	ADP
futech-638	210	12	real	real	ADJ
futech-638	210	13	-	-	PUNCT
futech-638	210	14	time	time	NOUN
futech-638	210	15	sensing	sensing	NOUN
futech-638	210	16	in	in	ADP
futech-638	210	17	resilience	resilience	NOUN
futech-638	210	18	.	.	PUNCT
futech-638	211	1	table	table	NOUN
futech-638	211	2	5	5	NUM
futech-638	211	3	.	.	PUNCT
futech-638	211	4	hierarchical	hierarchical	ADJ
futech-638	211	5	regression	regression	NOUN
futech-638	211	6	results	result	NOUN
futech-638	211	7	:	:	PUNCT
futech-638	211	8	main	main	ADJ
futech-638	211	9	,	,	PUNCT
futech-638	211	10	interaction	interaction	NOUN
futech-638	211	11	,	,	PUNCT
futech-638	211	12	and	and	CCONJ
futech-638	211	13	moderating	moderating	NOUN
futech-638	211	14	effects	effect	NOUN
futech-638	211	15	variable	variable	ADJ
futech-638	211	16	model	model	NOUN
futech-638	211	17	1	1	NUM
futech-638	211	18	model	model	NOUN
futech-638	211	19	2	2	NUM
futech-638	211	20	model	model	NOUN
futech-638	211	21	3	3	NUM
futech-638	211	22	model	model	NOUN
futech-638	211	23	4	4	NUM
futech-638	211	24	model	model	NOUN
futech-638	211	25	5	5	NUM
futech-638	211	26	control	control	NOUN
futech-638	211	27	variables	variable	NOUN
futech-638	211	28	firm	firm	ADJ
futech-638	211	29	size	size	NOUN
futech-638	211	30	0.123	0.123	NUM
futech-638	211	31	*	*	PUNCT
futech-638	211	32	*	*	PUNCT
futech-638	211	33	(	(	PUNCT
futech-638	211	34	0.041	0.041	NUM
futech-638	211	35	)	)	PUNCT
futech-638	211	36	0.098	0.098	NUM
futech-638	211	37	*	*	PUNCT
futech-638	211	38	(	(	PUNCT
futech-638	211	39	0.038	0.038	NUM
futech-638	211	40	)	)	PUNCT
futech-638	211	41	0.089	0.089	NUM
futech-638	211	42	*	*	PUNCT
futech-638	211	43	(	(	PUNCT
futech-638	211	44	0.039	0.039	NUM
futech-638	211	45	)	)	PUNCT
futech-638	211	46	0.076	0.076	NUM
futech-638	211	47	*	*	PUNCT
futech-638	211	48	(	(	PUNCT
futech-638	211	49	0.035	0.035	NUM
futech-638	211	50	)	)	PUNCT
futech-638	211	51	0.071	0.071	NUM
futech-638	211	52	*	*	PUNCT
futech-638	211	53	(	(	PUNCT
futech-638	211	54	0.034	0.034	NUM
futech-638	211	55	)	)	PUNCT
futech-638	211	56	supply	supply	NOUN
futech-638	211	57	chain	chain	NOUN
futech-638	211	58	length	length	NOUN
futech-638	211	59	-0.087	-0.087	PROPN
futech-638	212	1	*	*	PUNCT
futech-638	212	2	*	*	PUNCT
futech-638	212	3	(	(	PUNCT
futech-638	212	4	0.038	0.038	NUM
futech-638	212	5	)	)	PUNCT
futech-638	213	1	-0.065	-0.065	PUNCT
futech-638	214	1	*	*	PUNCT
futech-638	214	2	(	(	PUNCT
futech-638	214	3	0.035	0.035	NUM
futech-638	214	4	)	)	PUNCT
futech-638	214	5	-0.058	-0.058	X
futech-638	214	6	(	(	PUNCT
futech-638	214	7	0.036	0.036	NUM
futech-638	214	8	)	)	PUNCT
futech-638	214	9	-0.042	-0.042	X
futech-638	214	10	(	(	PUNCT
futech-638	214	11	0.032	0.032	NUM
futech-638	214	12	)	)	PUNCT
futech-638	214	13	-0.039	-0.039	NOUN
futech-638	214	14	(	(	PUNCT
futech-638	214	15	0.031	0.031	NUM
futech-638	214	16	)	)	PUNCT
futech-638	214	17	region	region	NOUN
futech-638	214	18	(	(	PUNCT
futech-638	214	19	eastern=1	eastern=1	PROPN
futech-638	214	20	)	)	PUNCT
futech-638	214	21	0.156	0.156	NUM
futech-638	214	22	*	*	PUNCT
futech-638	214	23	*	*	PUNCT
futech-638	214	24	*	*	PUNCT
futech-638	214	25	(	(	PUNCT
futech-638	214	26	0.042	0.042	NUM
futech-638	214	27	)	)	PUNCT
futech-638	214	28	0.134	0.134	NUM
futech-638	214	29	*	*	PUNCT
futech-638	214	30	*	*	PUNCT
futech-638	214	31	*	*	PUNCT
futech-638	214	32	(	(	PUNCT
futech-638	214	33	0.039	0.039	NUM
futech-638	214	34	)	)	PUNCT
futech-638	214	35	0.128	0.128	NUM
futech-638	214	36	*	*	PUNCT
futech-638	214	37	*	*	PUNCT
futech-638	214	38	*	*	PUNCT
futech-638	214	39	(	(	PUNCT
futech-638	214	40	0.040	0.040	NUM
futech-638	214	41	)	)	PUNCT
futech-638	214	42	0.112	0.112	NUM
futech-638	215	1	*	*	PUNCT
futech-638	215	2	*	*	PUNCT
futech-638	215	3	(	(	PUNCT
futech-638	215	4	0.036	0.036	NUM
futech-638	215	5	)	)	PUNCT
futech-638	215	6	0.105	0.105	NUM
futech-638	215	7	*	*	NOUN
futech-638	215	8	*	*	PUNCT
futech-638	215	9	(	(	PUNCT
futech-638	215	10	0.035	0.035	NUM
futech-638	215	11	)	)	PUNCT
futech-638	215	12	main	main	ADJ
futech-638	215	13	effects	effect	NOUN
futech-638	215	14	iot	iot	NOUN
futech-638	215	15	application	application	NOUN
futech-638	215	16	degree	degree	NOUN
futech-638	215	17	(	(	PUNCT
futech-638	215	18	iot	iot	NOUN
futech-638	215	19	)	)	PUNCT
futech-638	215	20	—	—	PUNCT
futech-638	215	21	0.341	0.341	NUM
futech-638	215	22	*	*	PUNCT
futech-638	215	23	*	*	PUNCT
futech-638	215	24	*	*	PUNCT
futech-638	215	25	(	(	PUNCT
futech-638	215	26	0.043	0.043	NUM
futech-638	215	27	)	)	PUNCT
futech-638	215	28	—	—	PUNCT
futech-638	215	29	0.278	0.278	NUM
futech-638	215	30	*	*	PUNCT
futech-638	215	31	*	*	PUNCT
futech-638	215	32	*	*	PUNCT
futech-638	215	33	(	(	PUNCT
futech-638	215	34	0.046	0.046	NUM
futech-638	215	35	)	)	PUNCT
futech-638	215	36	0.265	0.265	NOUN
futech-638	215	37	*	*	PUNCT
futech-638	215	38	*	*	PUNCT
futech-638	215	39	*	*	PUNCT
futech-638	215	40	(	(	PUNCT
futech-638	215	41	0.045	0.045	NUM
futech-638	215	42	)	)	PUNCT
futech-638	215	43	edge	edge	NOUN
futech-638	215	44	computing	compute	VERB
futech-638	215	45	deployment	deployment	NOUN
futech-638	215	46	(	(	PUNCT
futech-638	215	47	edge	edge	NOUN
futech-638	215	48	)	)	PUNCT
futech-638	215	49	—	—	PUNCT
futech-638	215	50	—	—	PUNCT
futech-638	215	51	0.287	0.287	NUM
futech-638	215	52	*	*	PUNCT
futech-638	215	53	*	*	PUNCT
futech-638	215	54	*	*	PUNCT
futech-638	215	55	(	(	PUNCT
futech-638	215	56	0.045	0.045	NUM
futech-638	215	57	)	)	PUNCT
futech-638	215	58	0.219	0.219	NUM
futech-638	215	59	*	*	PUNCT
futech-638	215	60	*	*	PUNCT
futech-638	215	61	*	*	PUNCT
futech-638	215	62	(	(	PUNCT
futech-638	215	63	0.047	0.047	NUM
futech-638	215	64	)	)	PUNCT
futech-638	215	65	0.203	0.203	NUM
futech-638	215	66	*	*	PUNCT
futech-638	215	67	*	*	PUNCT
futech-638	215	68	*	*	PUNCT
futech-638	215	69	(	(	PUNCT
futech-638	215	70	0.046	0.046	NUM
futech-638	215	71	)	)	PUNCT
futech-638	215	72	interaction	interaction	NOUN
futech-638	215	73	effect	effect	NOUN
futech-638	215	74	iot	iot	VERB
futech-638	215	75	×	×	PROPN
futech-638	215	76	edge	edge	NOUN
futech-638	215	77	—	—	PUNCT
futech-638	215	78	—	—	PUNCT
futech-638	215	79	—	—	PUNCT
futech-638	215	80	0.176	0.176	NOUN
futech-638	215	81	*	*	PUNCT
futech-638	215	82	*	*	PUNCT
futech-638	215	83	*	*	PUNCT
futech-638	215	84	(	(	PUNCT
futech-638	215	85	0.041	0.041	NUM
futech-638	215	86	)	)	PUNCT
futech-638	215	87	0.167	0.167	NUM
futech-638	215	88	*	*	PUNCT
futech-638	215	89	*	*	PUNCT
futech-638	215	90	*	*	PUNCT
futech-638	215	91	(	(	PUNCT
futech-638	215	92	0.040	0.040	NUM
futech-638	215	93	)	)	PUNCT
futech-638	215	94	moderating	moderating	NOUN
futech-638	215	95	effects	effect	NOUN
futech-638	215	96	supply	supply	NOUN
futech-638	215	97	chain	chain	NOUN
futech-638	215	98	complexity	complexity	NOUN
futech-638	215	99	(	(	PUNCT
futech-638	215	100	complexity	complexity	NOUN
futech-638	215	101	)	)	PUNCT
futech-638	215	102	—	—	PUNCT
futech-638	215	103	—	—	PUNCT
futech-638	215	104	—	—	PUNCT
futech-638	215	105	—	—	PUNCT
futech-638	215	106	0.089	0.089	NUM
futech-638	215	107	*	*	SYM
futech-638	215	108	(	(	PUNCT
futech-638	215	109	0.037	0.037	NUM
futech-638	215	110	)	)	PUNCT
futech-638	215	111	iot	iot	ADJ
futech-638	215	112	×	×	PROPN
futech-638	215	113	edge	edge	NOUN
futech-638	215	114	×	×	NOUN
futech-638	215	115	complexity	complexity	NOUN
futech-638	215	116	—	—	PUNCT
futech-638	215	117	—	—	PUNCT
futech-638	215	118	—	—	PUNCT
futech-638	215	119	—	—	PUNCT
futech-638	215	120	0.118	0.118	NUM
futech-638	215	121	*	*	PUNCT
futech-638	215	122	*	*	PUNCT
futech-638	215	123	(	(	PUNCT
futech-638	215	124	0.043	0.043	NUM
futech-638	215	125	)	)	PUNCT
futech-638	215	126	model	model	NOUN
futech-638	215	127	statistics	statistic	NOUN
futech-638	215	128	r²	r²	VERB
futech-638	215	129	0.089	0.089	NUM
futech-638	215	130	0.265	0.265	NUM
futech-638	215	131	0.241	0.241	NUM
futech-638	215	132	0.412	0.412	NUM
futech-638	215	133	0.448	0.448	NUM
futech-638	215	134	δr²	δr²	NOUN
futech-638	215	135	—	—	PUNCT
futech-638	215	136	0.176	0.176	NOUN
futech-638	215	137	*	*	PUNCT
futech-638	215	138	*	*	PUNCT
futech-638	215	139	*	*	PUNCT
futech-638	215	140	0.152	0.152	NUM
futech-638	215	141	*	*	PUNCT
futech-638	215	142	*	*	PUNCT
futech-638	215	143	*	*	PUNCT
futech-638	215	144	0.147	0.147	NUM
futech-638	215	145	*	*	PUNCT
futech-638	215	146	*	*	PUNCT
futech-638	215	147	*	*	PUNCT
futech-638	215	148	0.036	0.036	NUM
futech-638	215	149	*	*	PUNCT
futech-638	215	150	*	*	PUNCT
futech-638	215	151	f	f	X
futech-638	215	152	-	-	PUNCT
futech-638	215	153	value	value	NOUN
futech-638	215	154	28.67	28.67	NUM
futech-638	215	155	*	*	PUNCT
futech-638	215	156	*	*	PUNCT
futech-638	215	157	*	*	PUNCT
futech-638	216	1	79.43	79.43	NUM
futech-638	216	2	*	*	PUNCT
futech-638	216	3	*	*	PUNCT
futech-638	216	4	*	*	PUNCT
futech-638	216	5	70.18	70.18	NUM
futech-638	216	6	*	*	PUNCT
futech-638	216	7	*	*	PUNCT
futech-638	216	8	*	*	X
futech-638	217	1	119.64	119.64	NUM
futech-638	217	2	*	*	PUNCT
futech-638	217	3	*	*	PUNCT
futech-638	217	4	*	*	PUNCT
futech-638	217	5	106.82	106.82	NUM
futech-638	217	6	*	*	PUNCT
futech-638	217	7	*	*	PUNCT
futech-638	217	8	*	*	PUNCT
futech-638	217	9	n	n	NUM
futech-638	217	10	892	892	NUM
futech-638	217	11	892	892	NUM
futech-638	217	12	892	892	NUM
futech-638	217	13	892	892	NUM
futech-638	217	14	892	892	NUM
futech-638	217	15	figure	figure	NOUN
futech-638	217	16	2	2	NUM
futech-638	217	17	illustrates	illustrate	VERB
futech-638	217	18	the	the	DET
futech-638	217	19	results	result	NOUN
futech-638	217	20	of	of	ADP
futech-638	217	21	the	the	DET
futech-638	217	22	slope	slope	NOUN
futech-638	217	23	analysis	analysis	NOUN
futech-638	217	24	,	,	PUNCT
futech-638	217	25	with	with	ADP
futech-638	217	26	three	three	NUM
futech-638	217	27	curves	curve	NOUN
futech-638	217	28	representing	represent	VERB
futech-638	217	29	the	the	DET
futech-638	217	30	low	low	ADJ
futech-638	217	31	,	,	PUNCT
futech-638	217	32	medium	medium	ADJ
futech-638	217	33	,	,	PUNCT
futech-638	217	34	and	and	CCONJ
futech-638	217	35	high	high	ADJ
futech-638	217	36	levels	level	NOUN
futech-638	217	37	of	of	ADP
futech-638	217	38	edge	edge	NOUN
futech-638	217	39	computing	computing	NOUN
futech-638	217	40	,	,	PUNCT
futech-638	217	41	indicating	indicate	VERB
futech-638	217	42	that	that	SCONJ
futech-638	217	43	as	as	ADP
futech-638	217	44	edge	edge	NOUN
futech-638	217	45	computing	compute	VERB
futech-638	217	46	maturity	maturity	NOUN
futech-638	217	47	increases	increase	NOUN
futech-638	217	48	,	,	PUNCT
futech-638	217	49	the	the	DET
futech-638	217	50	marginal	marginal	ADJ
futech-638	217	51	effect	effect	NOUN
futech-638	217	52	of	of	ADP
futech-638	217	53	iot	iot	PROPN
futech-638	217	54	on	on	ADP
futech-638	217	55	supply	supply	NOUN
futech-638	217	56	chain	chain	NOUN
futech-638	217	57	resilience	resilience	NOUN
futech-638	217	58	is	be	AUX
futech-638	217	59	continuously	continuously	ADV
futech-638	217	60	amplified	amplify	VERB
futech-638	217	61	.	.	PUNCT
futech-638	218	1	figure	figure	NOUN
futech-638	218	2	2	2	NUM
futech-638	218	3	presents	present	VERB
futech-638	218	4	the	the	DET
futech-638	218	5	interaction	interaction	NOUN
futech-638	218	6	effects	effect	NOUN
futech-638	218	7	via	via	ADP
futech-638	218	8	simple	simple	ADJ
futech-638	218	9	slope	slope	NOUN
futech-638	218	10	analysis	analysis	NOUN
futech-638	218	11	across	across	ADP
futech-638	218	12	three	three	NUM
futech-638	218	13	levels	level	NOUN
futech-638	218	14	of	of	ADP
futech-638	218	15	edge	edge	NOUN
futech-638	218	16	computing	compute	VERB
futech-638	218	17	deployment	deployment	NOUN
futech-638	218	18	stratification	stratification	NOUN
futech-638	218	19	.	.	PUNCT
futech-638	219	1	at	at	ADP
futech-638	219	2	the	the	DET
futech-638	219	3	25th	25th	ADJ
futech-638	219	4	percentile	percentile	NOUN
futech-638	219	5	(	(	PUNCT
futech-638	219	6	low	low	ADJ
futech-638	219	7	:	:	PUNCT
futech-638	219	8	2.13	2.13	NUM
futech-638	219	9	)	)	PUNCT
futech-638	219	10	,	,	PUNCT
futech-638	219	11	iot	iot	PROPN
futech-638	219	12	's	's	PART
futech-638	219	13	effect	effect	NOUN
futech-638	219	14	on	on	ADP
futech-638	219	15	resilience	resilience	NOUN
futech-638	219	16	exhibited	exhibit	VERB
futech-638	219	17	β=0.29	β=0.29	NOUN
futech-638	219	18	(	(	PUNCT
futech-638	219	19	p<0.001	p<0.001	PROPN
futech-638	219	20	)	)	PUNCT
futech-638	219	21	;	;	PUNCT
futech-638	219	22	at	at	ADP
futech-638	219	23	the	the	DET
futech-638	219	24	50th	50th	ADJ
futech-638	219	25	percentile	percentile	NOUN
futech-638	219	26	(	(	PUNCT
futech-638	219	27	medium	medium	ADJ
futech-638	219	28	:	:	PUNCT
futech-638	219	29	2.87	2.87	NUM
futech-638	219	30	)	)	PUNCT
futech-638	219	31	,	,	PUNCT
futech-638	219	32	the	the	DET
futech-638	219	33	coefficient	coefficient	NOUN
futech-638	219	34	increased	increase	VERB
futech-638	219	35	to	to	ADP
futech-638	219	36	β=0.42	β=0.42	NOUN
futech-638	219	37	(	(	PUNCT
futech-638	219	38	p<0.001	p<0.001	X
futech-638	219	39	,	,	PUNCT
futech-638	219	40	representing	represent	VERB
futech-638	219	41	44.8	44.8	NUM
futech-638	219	42	%	%	NOUN
futech-638	219	43	enhancement	enhancement	NOUN
futech-638	219	44	)	)	PUNCT
futech-638	219	45	;	;	PUNCT
futech-638	219	46	at	at	ADP
futech-638	219	47	the	the	DET
futech-638	219	48	75th	75th	ADJ
futech-638	219	49	percentile	percentile	NOUN
futech-638	219	50	(	(	PUNCT
futech-638	219	51	high	high	ADJ
futech-638	219	52	:	:	PUNCT
futech-638	219	53	3.68	3.68	NUM
futech-638	219	54	)	)	PUNCT
futech-638	219	55	,	,	PUNCT
futech-638	219	56	the	the	DET
futech-638	219	57	effect	effect	NOUN
futech-638	219	58	reached	reach	VERB
futech-638	219	59	β=0.50	β=0.50	PROPN
futech-638	219	60	(	(	PUNCT
futech-638	219	61	p<0.001	p<0.001	PROPN
futech-638	219	62	,	,	PUNCT
futech-638	219	63	reflecting	reflect	VERB
futech-638	219	64	72.4	72.4	NUM
futech-638	219	65	%	%	NOUN
futech-638	219	66	amplification	amplification	NOUN
futech-638	219	67	)	)	PUNCT
futech-638	219	68	.	.	PUNCT
futech-638	220	1	the	the	DET
futech-638	220	2	fan	fan	NOUN
futech-638	220	3	-	-	PUNCT
futech-638	220	4	shaped	shape	VERB
futech-638	220	5	divergence	divergence	NOUN
futech-638	220	6	pattern	pattern	NOUN
futech-638	220	7	demonstrates	demonstrate	VERB
futech-638	220	8	that	that	SCONJ
futech-638	220	9	edge	edge	NOUN
futech-638	220	10	computing	compute	VERB
futech-638	220	11	capabilities	capability	NOUN
futech-638	220	12	progressively	progressively	ADV
futech-638	220	13	strengthen	strengthen	VERB
futech-638	220	14	iot	iot	PROPN
futech-638	220	15	's	's	PART
futech-638	220	16	resilience	resilience	NOUN
futech-638	220	17	-	-	PUNCT
futech-638	220	18	enhancing	enhance	VERB
futech-638	220	19	effects	effect	NOUN
futech-638	220	20	,	,	PUNCT
futech-638	220	21	validating	validate	VERB
futech-638	220	22	the	the	DET
futech-638	220	23	technological	technological	ADJ
futech-638	220	24	synergy	synergy	NOUN
futech-638	220	25	mechanism	mechanism	NOUN
futech-638	220	26	.	.	PUNCT
futech-638	221	1	figure	figure	NOUN
futech-638	221	2	2	2	NUM
futech-638	221	3	.	.	PUNCT
futech-638	222	1	the	the	DET
futech-638	222	2	synergy	synergy	NOUN
futech-638	222	3	of	of	ADP
futech-638	222	4	iot	iot	NOUN
futech-638	222	5	and	and	CCONJ
futech-638	222	6	edge	edge	NOUN
futech-638	222	7	computing	computing	NOUN
futech-638	222	8	:	:	PUNCT
futech-638	222	9	a	a	DET
futech-638	222	10	simple	simple	ADJ
futech-638	222	11	slope	slope	NOUN
futech-638	222	12	analysis	analysis	NOUN
futech-638	222	13	to	to	PART
futech-638	222	14	examine	examine	VERB
futech-638	222	15	synergy	synergy	NOUN
futech-638	222	16	benefits	benefit	NOUN
futech-638	222	17	,	,	PUNCT
futech-638	222	18	the	the	DET
futech-638	222	19	study	study	NOUN
futech-638	222	20	divided	divide	VERB
futech-638	222	21	samples	sample	NOUN
futech-638	222	22	at	at	ADP
futech-638	222	23	the	the	DET
futech-638	222	24	median	median	NOUN
futech-638	222	25	into	into	ADP
futech-638	222	26	high	high	ADJ
futech-638	222	27	-	-	PUNCT
futech-638	222	28	complexity	complexity	NOUN
futech-638	222	29	and	and	CCONJ
futech-638	222	30	low	low	ADJ
futech-638	222	31	-	-	PUNCT
futech-638	222	32	complexity	complexity	NOUN
futech-638	222	33	groups	group	NOUN
futech-638	222	34	(	(	PUNCT
futech-638	222	35	n=446	n=446	NOUN
futech-638	222	36	each	each	PRON
futech-638	222	37	)	)	PUNCT
futech-638	222	38	.	.	PUNCT
futech-638	223	1	model	model	NOUN
futech-638	223	2	4	4	NUM
futech-638	223	3	regression	regression	NOUN
futech-638	223	4	revealed	reveal	VERB
futech-638	223	5	significantly	significantly	ADV
futech-638	223	6	stronger	strong	ADJ
futech-638	223	7	interaction	interaction	NOUN
futech-638	223	8	effects	effect	NOUN
futech-638	223	9	in	in	ADP
futech-638	223	10	high	high	ADJ
futech-638	223	11	-	-	PUNCT
futech-638	223	12	complexity	complexity	NOUN
futech-638	223	13	settings	setting	NOUN
futech-638	223	14	(	(	PUNCT
futech-638	223	15	β=0.253	β=0.253	X
futech-638	223	16	,	,	PUNCT
futech-638	223	17	p<0.001	p<0.001	PROPN
futech-638	223	18	)	)	PUNCT
futech-638	223	19	versus	versus	ADP
futech-638	223	20	low	low	ADJ
futech-638	223	21	-	-	PUNCT
futech-638	223	22	complexity	complexity	NOUN
futech-638	223	23	settings	setting	NOUN
futech-638	223	24	(	(	PUNCT
futech-638	223	25	β=0.107	β=0.107	NOUN
futech-638	223	26	,	,	PUNCT
futech-638	223	27	p<0.05	p<0.05	PROPN
futech-638	223	28	)	)	PUNCT
futech-638	223	29	,	,	PUNCT
futech-638	223	30	confirmed	confirm	VERB
futech-638	223	31	by	by	ADP
futech-638	223	32	the	the	DET
futech-638	223	33	chow	chow	PROPN
futech-638	223	34	test	test	NOUN
futech-638	223	35	.	.	PUNCT
futech-638	224	1	figure	figure	VERB
futech-638	224	2	3	3	NUM
futech-638	224	3	illustrates	illustrate	VERB
futech-638	224	4	technology	technology	NOUN
futech-638	224	5	synergy	synergy	NOUN
futech-638	224	6	intensity	intensity	NOUN
futech-638	224	7	differences	difference	NOUN
futech-638	224	8	:	:	PUNCT
futech-638	224	9	panel	panel	NOUN
futech-638	224	10	(	(	PUNCT
futech-638	224	11	a	a	NOUN
futech-638	224	12	)	)	PUNCT
futech-638	224	13	displays	display	VERB
futech-638	224	14	fan	fan	NOUN
futech-638	224	15	-	-	PUNCT
futech-638	224	16	like	like	ADJ
futech-638	224	17	divergence	divergence	NOUN
futech-638	224	18	in	in	ADP
futech-638	224	19	high	high	ADJ
futech-638	224	20	-	-	PUNCT
futech-638	224	21	complexity	complexity	NOUN
futech-638	224	22	environments	environment	NOUN
futech-638	224	23	,	,	PUNCT
futech-638	224	24	while	while	SCONJ
futech-638	224	25	panel	panel	NOUN
futech-638	224	26	(	(	PUNCT
futech-638	224	27	b	b	X
futech-638	224	28	)	)	PUNCT
futech-638	224	29	shows	show	VERB
futech-638	224	30	parallel	parallel	ADJ
futech-638	224	31	patterns	pattern	NOUN
futech-638	224	32	in	in	ADP
futech-638	224	33	lowcomplexity	lowcomplexity	NOUN
futech-638	224	34	contexts	contexts	NOUN
futech-638	224	35	.	.	PUNCT
futech-638	225	1	these	these	DET
futech-638	225	2	findings	finding	NOUN
futech-638	225	3	validate	validate	VERB
futech-638	225	4	the	the	DET
futech-638	225	5	supply	supply	NOUN
futech-638	225	6	chain	chain	NOUN
futech-638	225	7	complexity	complexity	NOUN
futech-638	225	8	's	's	PART
futech-638	225	9	critical	critical	ADJ
futech-638	225	10	moderating	moderate	VERB
futech-638	225	11	role	role	NOUN
futech-638	225	12	in	in	ADP
futech-638	225	13	the	the	DET
futech-638	225	14	technology	technology	NOUN
futech-638	225	15	synergy	synergy	NOUN
futech-638	225	16	process	process	NOUN
futech-638	225	17	,	,	PUNCT
futech-638	225	18	demonstrating	demonstrate	VERB
futech-638	225	19	enhanced	enhanced	ADJ
futech-638	225	20	benefits	benefit	NOUN
futech-638	225	21	in	in	ADP
futech-638	225	22	complex	complex	ADJ
futech-638	225	23	operational	operational	ADJ
futech-638	225	24	environments	environment	NOUN
futech-638	225	25	.	.	PUNCT
futech-638	226	1	in	in	ADP
futech-638	226	2	figure	figure	NOUN
futech-638	226	3	3	3	NUM
futech-638	226	4	,	,	PUNCT
futech-638	226	5	the	the	DET
futech-638	226	6	interaction	interaction	NOUN
futech-638	226	7	effects	effect	NOUN
futech-638	226	8	on	on	ADP
futech-638	226	9	various	various	ADJ
futech-638	226	10	levels	level	NOUN
futech-638	226	11	of	of	ADP
futech-638	226	12	complexity	complexity	NOUN
futech-638	226	13	are	be	AUX
futech-638	226	14	contrasted	contrast	VERB
futech-638	226	15	via	via	ADP
futech-638	226	16	simple	simple	ADJ
futech-638	226	17	slope	slope	NOUN
futech-638	226	18	analysis	analysis	NOUN
futech-638	226	19	.	.	PUNCT
futech-638	227	1	subplots	subplot	NOUN
futech-638	227	2	(	(	PUNCT
futech-638	227	3	a	a	X
futech-638	227	4	)	)	PUNCT
futech-638	227	5	reveal	reveal	NOUN
futech-638	227	6	fanshaped	fanshape	VERB
futech-638	227	7	divergence	divergence	NOUN
futech-638	227	8	in	in	ADP
futech-638	227	9	the	the	DET
futech-638	227	10	high	high	ADJ
futech-638	227	11	complexity	complexity	NOUN
futech-638	227	12	condition	condition	NOUN
futech-638	227	13	with	with	ADP
futech-638	227	14	β=0.253	β=0.253	NOUN
futech-638	227	15	*	*	PUNCT
futech-638	227	16	*	*	PUNCT
futech-638	227	17	*	*	PUNCT
futech-638	227	18	,	,	PUNCT
futech-638	227	19	while	while	SCONJ
futech-638	227	20	subplot	subplot	NOUN
futech-638	227	21	(	(	PUNCT
futech-638	227	22	b	b	NOUN
futech-638	227	23	)	)	PUNCT
futech-638	227	24	depicts	depict	VERB
futech-638	227	25	parallel	parallel	ADJ
futech-638	227	26	profiles	profile	NOUN
futech-638	227	27	in	in	ADP
futech-638	227	28	the	the	DET
futech-638	227	29	low	low	ADJ
futech-638	227	30	complexity	complexity	NOUN
futech-638	227	31	condition	condition	NOUN
futech-638	227	32	with	with	ADP
futech-638	227	33	β=0.107	β=0.107	NOUN
futech-638	227	34	*	*	NOUN
futech-638	227	35	in	in	ADP
futech-638	227	36	the	the	DET
futech-638	227	37	low	low	ADJ
futech-638	227	38	complexity	complexity	NOUN
futech-638	227	39	context	context	NOUN
futech-638	227	40	,	,	PUNCT
futech-638	227	41	substantiating	substantiate	VERB
futech-638	227	42	the	the	DET
futech-638	227	43	premise	premise	NOUN
futech-638	227	44	that	that	SCONJ
futech-638	227	45	complexity	complexity	NOUN
futech-638	227	46	acts	act	VERB
futech-638	227	47	as	as	ADP
futech-638	227	48	a	a	DET
futech-638	227	49	crucial	crucial	ADJ
futech-638	227	50	boundary	boundary	ADJ
futech-638	227	51	condition	condition	NOUN
futech-638	227	52	in	in	ADP
futech-638	227	53	demarcating	demarcate	VERB
futech-638	227	54	interaction	interaction	NOUN
futech-638	227	55	effects	effect	NOUN
futech-638	227	56	on	on	ADP
futech-638	227	57	the	the	DET
futech-638	227	58	graph	graph	NOUN
futech-638	227	59	.	.	PUNCT
futech-638	228	1	3.4	3.4	NUM
futech-638	228	2	robustness	robustness	NOUN
futech-638	228	3	check	check	NOUN
futech-638	228	4	robustness	robustness	NOUN
futech-638	228	5	tests	test	NOUN
futech-638	228	6	addressed	address	VERB
futech-638	228	7	endogeneity	endogeneity	NOUN
futech-638	228	8	,	,	PUNCT
futech-638	228	9	sample	sample	NOUN
futech-638	228	10	heterogeneity	heterogeneity	NOUN
futech-638	228	11	,	,	PUNCT
futech-638	228	12	and	and	CCONJ
futech-638	228	13	measurement	measurement	NOUN
futech-638	228	14	errors	error	NOUN
futech-638	228	15	by	by	ADP
futech-638	228	16	using	use	VERB
futech-638	228	17	instrumental	instrumental	ADJ
futech-638	228	18	variables	variable	NOUN
futech-638	228	19	regression	regression	NOUN
futech-638	228	20	based	base	VERB
futech-638	228	21	on	on	ADP
futech-638	228	22	regional	regional	ADJ
futech-638	228	23	technology	technology	NOUN
futech-638	228	24	adoption	adoption	NOUN
futech-638	228	25	rates	rate	NOUN
futech-638	228	26	.	.	PUNCT
futech-638	229	1	first	first	ADJ
futech-638	229	2	-	-	PUNCT
futech-638	229	3	stage	stage	NOUN
futech-638	229	4	f	f	PROPN
futech-638	229	5	-	-	PUNCT
futech-638	229	6	statistics	statistics	PROPN
futech-638	229	7	:	:	PUNCT
futech-638	229	8	iot	iot	PROPN
futech-638	229	9	(	(	PUNCT
futech-638	229	10	f=41.3	f=41.3	VERB
futech-638	229	11	)	)	PUNCT
futech-638	229	12	and	and	CCONJ
futech-638	229	13	edge	edge	NOUN
futech-638	229	14	(	(	PUNCT
futech-638	229	15	f=38.6	f=38.6	NOUN
futech-638	229	16	)	)	PUNCT
futech-638	229	17	,	,	PUNCT
futech-638	229	18	both	both	PRON
futech-638	229	19	considerably	considerably	ADV
futech-638	229	20	above	above	ADP
futech-638	229	21	the	the	DET
futech-638	229	22	threshold	threshold	NOUN
futech-638	229	23	of	of	ADP
futech-638	229	24	10	10	NUM
futech-638	229	25	,	,	PUNCT
futech-638	229	26	indicating	indicate	VERB
futech-638	229	27	strong	strong	ADJ
futech-638	229	28	instruments	instrument	NOUN
futech-638	229	29	.	.	PUNCT
futech-638	230	1	sandersonwindmeijer	sandersonwindmeijer	VERB
futech-638	230	2	conditional	conditional	ADJ
futech-638	230	3	f	f	NOUN
futech-638	230	4	-	-	PUNCT
futech-638	230	5	tests	test	NOUN
futech-638	230	6	:	:	PUNCT
futech-638	230	7	iot	iot	PROPN
futech-638	230	8	(	(	PUNCT
futech-638	230	9	f=37.8	f=37.8	NOUN
futech-638	230	10	)	)	PUNCT
futech-638	230	11	,	,	PUNCT
futech-638	230	12	edge	edge	NOUN
futech-638	230	13	(	(	PUNCT
futech-638	230	14	f=34.2	f=34.2	PROPN
futech-638	230	15	)	)	PUNCT
futech-638	230	16	.	.	PUNCT
futech-638	231	1	hansen	hansen	PROPN
futech-638	231	2	j	j	PROPN
futech-638	231	3	-	-	PUNCT
futech-638	231	4	statistic=2.14	statistic=2.14	NOUN
futech-638	231	5	(	(	PUNCT
futech-638	231	6	p=0.34	p=0.34	NOUN
futech-638	231	7	)	)	PUNCT
futech-638	231	8	,	,	PUNCT
futech-638	231	9	failing	fail	VERB
futech-638	231	10	to	to	PART
futech-638	231	11	reject	reject	VERB
futech-638	231	12	instrument	instrument	NOUN
futech-638	231	13	validity	validity	NOUN
futech-638	231	14	.	.	PUNCT
futech-638	232	1	these	these	DET
futech-638	232	2	results	result	NOUN
futech-638	232	3	validate	validate	VERB
futech-638	232	4	the	the	DET
futech-638	232	5	2sls	2sls	NUM
futech-638	232	6	approach	approach	NOUN
futech-638	232	7	.	.	PUNCT
futech-638	233	1	results	result	NOUN
futech-638	233	2	showed	show	VERB
futech-638	233	3	iot	iot	ADJ
futech-638	233	4	β=0.329	β=0.329	PROPN
futech-638	233	5	*	*	PUNCT
futech-638	233	6	*	*	PUNCT
futech-638	233	7	*	*	PUNCT
futech-638	233	8	,	,	PUNCT
futech-638	233	9	edge	edge	VERB
futech-638	233	10	β=0.274	β=0.274	NOUN
futech-638	233	11	*	*	NOUN
futech-638	233	12	*	*	PUNCT
futech-638	233	13	*	*	PUNCT
futech-638	233	14	,	,	PUNCT
futech-638	233	15	and	and	CCONJ
futech-638	233	16	iot	iot	ADJ
futech-638	233	17	×	×	PROPN
futech-638	233	18	edge	edge	NOUN
futech-638	233	19	β=0.169	β=0.169	NOUN
futech-638	233	20	*	*	NOUN
futech-638	233	21	*	*	PUNCT
futech-638	233	22	,	,	PUNCT
futech-638	233	23	with	with	ADP
futech-638	233	24	coefficients	coefficient	NOUN
futech-638	233	25	deviating	deviate	VERB
futech-638	233	26	less	less	ADJ
futech-638	233	27	than	than	ADP
futech-638	233	28	6	6	NUM
futech-638	233	29	%	%	NOUN
futech-638	233	30	from	from	ADP
futech-638	233	31	baseline	baseline	ADJ
futech-638	233	32	model	model	NOUN
futech-638	233	33	4	4	NUM
futech-638	233	34	.	.	PUNCT
futech-638	233	35	subsample	subsample	ADJ
futech-638	233	36	analyses	analysis	NOUN
futech-638	233	37	confirmed	confirm	VERB
futech-638	233	38	consistent	consistent	ADJ
futech-638	233	39	synergies	synergy	NOUN
futech-638	233	40	across	across	ADP
futech-638	233	41	firm	firm	ADJ
futech-638	233	42	sizes	size	NOUN
futech-638	233	43	(	(	PUNCT
futech-638	233	44	large	large	ADJ
futech-638	233	45	corporations	corporation	NOUN
futech-638	233	46	β=0.192	β=0.192	VERB
futech-638	233	47	*	*	NOUN
futech-638	233	48	*	*	PUNCT
futech-638	233	49	*	*	PUNCT
futech-638	233	50	,	,	PUNCT
futech-638	233	51	smes	sme	NOUN
futech-638	233	52	β=0.154	β=0.154	VERB
futech-638	233	53	*	*	NOUN
futech-638	233	54	*	*	PUNCT
futech-638	233	55	)	)	PUNCT
futech-638	233	56	and	and	CCONJ
futech-638	233	57	geographic	geographic	ADJ
futech-638	233	58	regions	region	NOUN
futech-638	233	59	(	(	PUNCT
futech-638	233	60	eastern	eastern	ADJ
futech-638	233	61	areas	area	NOUN
futech-638	233	62	β=0.186	β=0.186	PUNCT
futech-638	233	63	*	*	NOUN
futech-638	233	64	*	*	PUNCT
futech-638	233	65	*	*	PUNCT
futech-638	233	66	)	)	PUNCT
futech-638	233	67	.	.	PUNCT
futech-638	234	1	zhicheng	zhicheng	PROPN
futech-638	234	2	yu	yu	PROPN
futech-638	234	3	&	&	CCONJ
futech-638	234	4	zhixin	zhixin	PROPN
futech-638	234	5	yu	yu	PROPN
futech-638	234	6	/future	/future	PROPN
futech-638	234	7	technology	technology	PROPN
futech-638	234	8	february	february	PROPN
futech-638	234	9	2026|	2026|	NUM
futech-638	234	10	volume	volume	NOUN
futech-638	234	11	05	05	NUM
futech-638	235	1	|	|	ADV
futech-638	235	2	issue	issue	NOUN
futech-638	235	3	01	01	NUM
futech-638	236	1	|	|	ADV
futech-638	236	2	pages	page	VERB
futech-638	236	3	324	324	NUM
futech-638	236	4	-	-	SYM
futech-638	236	5	336	336	NUM
futech-638	236	6	333	333	NUM
futech-638	236	7	figure	figure	NOUN
futech-638	236	8	3	3	NUM
futech-638	236	9	.	.	PUNCT
futech-638	236	10	moderating	moderate	VERB
futech-638	236	11	effect	effect	NOUN
futech-638	236	12	of	of	ADP
futech-638	236	13	supply	supply	NOUN
futech-638	236	14	chain	chain	NOUN
futech-638	236	15	complexity	complexity	NOUN
futech-638	236	16	on	on	ADP
futech-638	236	17	technology	technology	NOUN
futech-638	236	18	synergy	synergy	NOUN
futech-638	236	19	table	table	NOUN
futech-638	236	20	6	6	NUM
futech-638	236	21	demonstrates	demonstrate	VERB
futech-638	236	22	that	that	SCONJ
futech-638	236	23	the	the	DET
futech-638	236	24	technological	technological	ADJ
futech-638	236	25	synergy	synergy	NOUN
futech-638	236	26	effect	effect	NOUN
futech-638	236	27	remains	remain	VERB
futech-638	236	28	statistically	statistically	ADV
futech-638	236	29	significant	significant	ADJ
futech-638	236	30	and	and	CCONJ
futech-638	236	31	robust	robust	ADJ
futech-638	236	32	to	to	ADP
futech-638	236	33	endogeneity	endogeneity	NOUN
futech-638	236	34	concerns	concern	NOUN
futech-638	236	35	,	,	PUNCT
futech-638	236	36	sample	sample	NOUN
futech-638	236	37	variation	variation	NOUN
futech-638	236	38	,	,	PUNCT
futech-638	236	39	and	and	CCONJ
futech-638	236	40	measurement	measurement	NOUN
futech-638	236	41	method	method	NOUN
futech-638	236	42	differences	difference	NOUN
futech-638	236	43	.	.	PUNCT
futech-638	237	1	interaction	interaction	NOUN
futech-638	237	2	term	term	NOUN
futech-638	237	3	values	value	NOUN
futech-638	237	4	consistently	consistently	ADV
futech-638	237	5	range	range	VERB
futech-638	237	6	from	from	ADP
futech-638	237	7	0.154	0.154	NUM
futech-638	237	8	to	to	ADP
futech-638	237	9	0.192	0.192	NUM
futech-638	237	10	,	,	PUNCT
futech-638	237	11	with	with	ADP
futech-638	237	12	all	all	DET
futech-638	237	13	p	p	NOUN
futech-638	237	14	-	-	PUNCT
futech-638	237	15	values	value	NOUN
futech-638	237	16	below	below	ADP
futech-638	237	17	0.01	0.01	NUM
futech-638	237	18	.	.	PUNCT
futech-638	238	1	the	the	DET
futech-638	238	2	robust	robust	ADJ
futech-638	238	3	consistency	consistency	NOUN
futech-638	238	4	of	of	ADP
futech-638	238	5	these	these	DET
futech-638	238	6	results	result	NOUN
futech-638	238	7	convincingly	convincingly	ADV
futech-638	238	8	confirms	confirm	VERB
futech-638	238	9	that	that	SCONJ
futech-638	238	10	findings	finding	NOUN
futech-638	238	11	are	be	AUX
futech-638	238	12	not	not	PART
futech-638	238	13	statistical	statistical	ADJ
futech-638	238	14	artifacts	artifact	NOUN
futech-638	238	15	and	and	CCONJ
futech-638	238	16	that	that	SCONJ
futech-638	238	17	the	the	DET
futech-638	238	18	technology	technology	NOUN
futech-638	238	19	collaboration	collaboration	NOUN
futech-638	238	20	mechanism	mechanism	NOUN
futech-638	238	21	exhibits	exhibit	VERB
futech-638	238	22	strong	strong	ADJ
futech-638	238	23	theoretical	theoretical	ADJ
futech-638	238	24	universality	universality	NOUN
futech-638	238	25	across	across	ADP
futech-638	238	26	diverse	diverse	ADJ
futech-638	238	27	analytical	analytical	ADJ
futech-638	238	28	contexts	contexts	NOUN
futech-638	238	29	.	.	PUNCT
futech-638	239	1	4	4	X
futech-638	239	2	.	.	X
futech-638	239	3	discussion	discussion	NOUN
futech-638	239	4	this	this	DET
futech-638	239	5	study	study	NOUN
futech-638	239	6	employed	employ	VERB
futech-638	239	7	hierarchical	hierarchical	ADJ
futech-638	239	8	regression	regression	NOUN
futech-638	239	9	and	and	CCONJ
futech-638	239	10	simple	simple	ADJ
futech-638	239	11	slope	slope	NOUN
futech-638	239	12	tests	test	NOUN
futech-638	239	13	to	to	PART
futech-638	239	14	validate	validate	VERB
futech-638	239	15	the	the	DET
futech-638	239	16	independent	independent	ADJ
futech-638	239	17	and	and	CCONJ
futech-638	239	18	synergistic	synergistic	ADJ
futech-638	239	19	effects	effect	NOUN
futech-638	239	20	of	of	ADP
futech-638	239	21	internet	internet	NOUN
futech-638	239	22	of	of	ADP
futech-638	239	23	things	thing	NOUN
futech-638	239	24	and	and	CCONJ
futech-638	239	25	edge	edge	NOUN
futech-638	239	26	computing	computing	NOUN
futech-638	239	27	on	on	ADP
futech-638	239	28	supply	supply	NOUN
futech-638	239	29	chain	chain	NOUN
futech-638	239	30	resilience	resilience	NOUN
futech-638	239	31	.	.	PUNCT
futech-638	240	1	the	the	DET
futech-638	240	2	empirical	empirical	ADJ
futech-638	240	3	results	result	NOUN
futech-638	240	4	offer	offer	VERB
futech-638	240	5	new	new	ADJ
futech-638	240	6	insights	insight	NOUN
futech-638	240	7	into	into	ADP
futech-638	240	8	supply	supply	NOUN
futech-638	240	9	chain	chain	NOUN
futech-638	240	10	resilience	resilience	NOUN
futech-638	240	11	.	.	PUNCT
futech-638	241	1	the	the	DET
futech-638	241	2	adoption	adoption	NOUN
futech-638	241	3	of	of	ADP
futech-638	241	4	iot	iot	PROPN
futech-638	241	5	technology	technology	PROPN
futech-638	241	6	has	have	VERB
futech-638	241	7	a	a	DET
futech-638	241	8	significantly	significantly	ADV
futech-638	241	9	positive	positive	ADJ
futech-638	241	10	effect	effect	NOUN
futech-638	241	11	on	on	ADP
futech-638	241	12	organizational	organizational	ADJ
futech-638	241	13	supply	supply	NOUN
futech-638	241	14	chain	chain	NOUN
futech-638	241	15	resilience	resilience	NOUN
futech-638	241	16	(	(	PUNCT
futech-638	241	17	β	β	X
futech-638	241	18	=	=	NUM
futech-638	241	19	0.341	0.341	NUM
futech-638	241	20	,	,	PUNCT
futech-638	241	21	p	p	X
futech-638	241	22	<	<	X
futech-638	241	23	0.001	0.001	NUM
futech-638	241	24	)	)	PUNCT
futech-638	241	25	,	,	PUNCT
futech-638	241	26	thereby	thereby	ADV
futech-638	241	27	validating	validate	VERB
futech-638	241	28	the	the	DET
futech-638	241	29	theoretical	theoretical	ADJ
futech-638	241	30	assumption	assumption	NOUN
futech-638	241	31	that	that	SCONJ
futech-638	241	32	real	real	ADJ
futech-638	241	33	-	-	PUNCT
futech-638	241	34	time	time	NOUN
futech-638	241	35	perception	perception	NOUN
futech-638	241	36	technology	technology	NOUN
futech-638	241	37	enhances	enhance	VERB
futech-638	241	38	organizational	organizational	ADJ
futech-638	241	39	agility	agility	NOUN
futech-638	241	40	by	by	ADP
futech-638	241	41	improving	improve	VERB
futech-638	241	42	information	information	NOUN
futech-638	241	43	transparency	transparency	NOUN
futech-638	241	44	.	.	PUNCT
futech-638	242	1	this	this	DET
futech-638	242	2	result	result	NOUN
futech-638	242	3	aligns	align	VERB
futech-638	242	4	with	with	ADP
futech-638	242	5	the	the	DET
futech-638	242	6	conclusions	conclusion	NOUN
futech-638	242	7	of	of	ADP
futech-638	242	8	a	a	DET
futech-638	242	9	logistics	logistic	NOUN
futech-638	242	10	industry	industry	NOUN
futech-638	242	11	case	case	NOUN
futech-638	242	12	study	study	NOUN
futech-638	242	13	,	,	PUNCT
futech-638	242	14	which	which	PRON
futech-638	242	15	demonstrated	demonstrate	VERB
futech-638	242	16	that	that	SCONJ
futech-638	242	17	integrating	integrate	VERB
futech-638	242	18	radio	radio	NOUN
futech-638	242	19	frequency	frequency	NOUN
futech-638	242	20	identification	identification	NOUN
futech-638	242	21	(	(	PUNCT
futech-638	242	22	rfid	rfid	NOUN
futech-638	242	23	)	)	PUNCT
futech-638	242	24	and	and	CCONJ
futech-638	242	25	sensor	sensor	NOUN
futech-638	242	26	networks	network	NOUN
futech-638	242	27	significantly	significantly	ADV
futech-638	242	28	extended	extend	VERB
futech-638	242	29	the	the	DET
futech-638	242	30	early	early	ADJ
futech-638	242	31	warning	warning	NOUN
futech-638	242	32	window	window	NOUN
futech-638	242	33	for	for	ADP
futech-638	242	34	supply	supply	NOUN
futech-638	242	35	chain	chain	NOUN
futech-638	242	36	disruption	disruption	NOUN
futech-638	242	37	risks	risk	NOUN
futech-638	242	38	[	[	X
futech-638	242	39	19	19	NUM
futech-638	242	40	]	]	PUNCT
futech-638	242	41	.	.	PUNCT
futech-638	243	1	edge	edge	NOUN
futech-638	243	2	computing	computing	NOUN
futech-638	243	3	shows	show	VERB
futech-638	243	4	substantial	substantial	ADJ
futech-638	243	5	direct	direct	ADJ
futech-638	243	6	effects	effect	NOUN
futech-638	243	7	(	(	PUNCT
futech-638	243	8	β	β	X
futech-638	243	9	=	=	PUNCT
futech-638	243	10	0.287	0.287	NUM
futech-638	243	11	,	,	PUNCT
futech-638	243	12	p	p	X
futech-638	243	13	<	<	X
futech-638	243	14	0.001	0.001	NUM
futech-638	243	15	)	)	PUNCT
futech-638	243	16	,	,	PUNCT
futech-638	243	17	demonstrating	demonstrate	VERB
futech-638	243	18	that	that	SCONJ
futech-638	243	19	distributed	distributed	ADJ
futech-638	243	20	computing	computing	NOUN
futech-638	243	21	technology	technology	NOUN
futech-638	243	22	supports	support	VERB
futech-638	243	23	supply	supply	NOUN
futech-638	243	24	chain	chain	NOUN
futech-638	243	25	resilience	resilience	NOUN
futech-638	243	26	by	by	ADP
futech-638	243	27	eliminating	eliminate	VERB
futech-638	243	28	decisionmaking	decisionmake	VERB
futech-638	243	29	delays	delay	NOUN
futech-638	243	30	.	.	PUNCT
futech-638	244	1	these	these	DET
futech-638	244	2	results	result	NOUN
futech-638	244	3	complement	complement	VERB
futech-638	244	4	theoretical	theoretical	ADJ
futech-638	244	5	studies	study	NOUN
futech-638	244	6	on	on	ADP
futech-638	244	7	blockchain	blockchain	PROPN
futech-638	244	8	-	-	PUNCT
futech-638	244	9	based	base	VERB
futech-638	244	10	edge	edge	NOUN
futech-638	244	11	computing	compute	VERB
futech-638	244	12	architecture	architecture	NOUN
futech-638	244	13	in	in	ADP
futech-638	244	14	the	the	DET
futech-638	244	15	iot	iot	NOUN
futech-638	244	16	application	application	NOUN
futech-638	244	17	setting	set	VERB
futech-638	244	18	industry	industry	NOUN
futech-638	244	19	,	,	PUNCT
futech-638	244	20	which	which	PRON
futech-638	244	21	confirmed	confirm	VERB
futech-638	244	22	that	that	SCONJ
futech-638	244	23	the	the	DET
futech-638	244	24	data	datum	NOUN
futech-638	244	25	processing	process	VERB
futech-638	244	26	capabilities	capability	NOUN
futech-638	244	27	of	of	ADP
futech-638	244	28	the	the	DET
futech-638	244	29	local	local	ADJ
futech-638	244	30	edge	edge	NOUN
futech-638	244	31	node	node	NOUN
futech-638	244	32	significantly	significantly	ADV
futech-638	244	33	reduce	reduce	VERB
futech-638	244	34	transaction	transaction	NOUN
futech-638	244	35	confirmation	confirmation	NOUN
futech-638	244	36	time	time	NOUN
futech-638	244	37	[	[	X
futech-638	244	38	20	20	NUM
futech-638	244	39	]	]	PUNCT
futech-638	244	40	.	.	PUNCT
futech-638	245	1	a	a	DET
futech-638	245	2	framework	framework	NOUN
futech-638	245	3	study	study	NOUN
futech-638	245	4	on	on	ADP
futech-638	245	5	industry	industry	NOUN
futech-638	245	6	4.0	4.0	NUM
futech-638	245	7	and	and	CCONJ
futech-638	245	8	supply	supply	NOUN
futech-638	245	9	chain	chain	NOUN
futech-638	245	10	sustainability	sustainability	NOUN
futech-638	245	11	has	have	AUX
futech-638	245	12	revealed	reveal	VERB
futech-638	245	13	critical	critical	ADJ
futech-638	245	14	implementation	implementation	NOUN
futech-638	245	15	challenges	challenge	NOUN
futech-638	245	16	in	in	ADP
futech-638	245	17	achieving	achieve	VERB
futech-638	245	18	technological	technological	ADJ
futech-638	245	19	synergy	synergy	NOUN
futech-638	245	20	,	,	PUNCT
futech-638	245	21	as	as	SCONJ
futech-638	245	22	organizations	organization	NOUN
futech-638	245	23	fail	fail	VERB
futech-638	245	24	to	to	PART
futech-638	245	25	apply	apply	VERB
futech-638	245	26	data	data	NOUN
futech-638	245	27	governance	governance	NOUN
futech-638	245	28	effectively	effectively	ADV
futech-638	245	29	across	across	ADP
futech-638	245	30	different	different	ADJ
futech-638	245	31	technological	technological	ADJ
futech-638	245	32	platforms	platform	NOUN
futech-638	245	33	despite	despite	SCONJ
futech-638	245	34	recognizing	recognize	VERB
futech-638	245	35	the	the	DET
futech-638	245	36	importance	importance	NOUN
futech-638	245	37	of	of	ADP
futech-638	245	38	technology	technology	NOUN
futech-638	245	39	to	to	PART
futech-638	245	40	supply	supply	VERB
futech-638	245	41	chain	chain	NOUN
futech-638	245	42	resilience	resilience	NOUN
futech-638	246	1	[	[	X
futech-638	246	2	21	21	NUM
futech-638	246	3	]	]	PUNCT
futech-638	246	4	.	.	PUNCT
futech-638	247	1	the	the	DET
futech-638	247	2	solution	solution	NOUN
futech-638	247	3	to	to	ADP
futech-638	247	4	the	the	DET
futech-638	247	5	bottleneck	bottleneck	NOUN
futech-638	247	6	presented	present	VERB
futech-638	247	7	in	in	ADP
futech-638	247	8	the	the	DET
futech-638	247	9	study	study	NOUN
futech-638	247	10	on	on	ADP
futech-638	247	11	synergy	synergy	NOUN
futech-638	247	12	effect	effect	NOUN
futech-638	247	13	application	application	NOUN
futech-638	247	14	in	in	ADP
futech-638	247	15	this	this	DET
futech-638	247	16	work	work	NOUN
futech-638	247	17	(	(	PUNCT
futech-638	247	18	β	β	X
futech-638	247	19	=	=	SYM
futech-638	247	20	0.176	0.176	NUM
futech-638	247	21	,	,	PUNCT
futech-638	247	22	p	p	X
futech-638	247	23	<	<	X
futech-638	247	24	0.001	0.001	NUM
futech-638	247	25	)	)	PUNCT
futech-638	247	26	fills	fill	VERB
futech-638	247	27	this	this	DET
futech-638	247	28	knowledge	knowledge	NOUN
futech-638	247	29	gap	gap	NOUN
futech-638	247	30	.	.	PUNCT
futech-638	248	1	the	the	DET
futech-638	248	2	empirical	empirical	ADJ
futech-638	248	3	verification	verification	NOUN
futech-638	248	4	of	of	ADP
futech-638	248	5	the	the	DET
futech-638	248	6	technological	technological	ADJ
futech-638	248	7	synergy	synergy	NOUN
futech-638	248	8	effect	effect	NOUN
futech-638	248	9	constitutes	constitute	VERB
futech-638	248	10	the	the	DET
futech-638	248	11	most	most	ADV
futech-638	248	12	pivotal	pivotal	ADJ
futech-638	248	13	theoretical	theoretical	ADJ
futech-638	248	14	contribution	contribution	NOUN
futech-638	248	15	of	of	ADP
futech-638	248	16	this	this	DET
futech-638	248	17	study	study	NOUN
futech-638	248	18	.	.	PUNCT
futech-638	249	1	with	with	ADP
futech-638	249	2	an	an	DET
futech-638	249	3	interaction	interaction	NOUN
futech-638	249	4	table	table	NOUN
futech-638	249	5	6	6	NUM
futech-638	249	6	.	.	PUNCT
futech-638	250	1	robustness	robustness	NOUN
futech-638	250	2	tests	test	NOUN
futech-638	250	3	and	and	CCONJ
futech-638	250	4	additional	additional	ADJ
futech-638	250	5	analyses	analysis	NOUN
futech-638	250	6	variables	variable	NOUN
futech-638	250	7	model	model	VERB
futech-638	250	8	1	1	NUM
futech-638	250	9	exclude	exclude	VERB
futech-638	250	10	outliers	outlier	NOUN
futech-638	250	11	model	model	VERB
futech-638	250	12	2	2	NUM
futech-638	250	13	alternative	alternative	ADJ
futech-638	250	14	scr	scr	NOUN
futech-638	250	15	measure	measure	NOUN
futech-638	250	16	model	model	VERB
futech-638	250	17	3	3	NUM
futech-638	250	18	large	large	ADJ
futech-638	250	19	firms	firm	NOUN
futech-638	250	20	subsample	subsample	ADJ
futech-638	250	21	model	model	NOUN
futech-638	250	22	4	4	NUM
futech-638	250	23	small	small	ADJ
futech-638	250	24	firms	firm	NOUN
futech-638	250	25	subsample	subsample	ADJ
futech-638	250	26	iot	iot	NOUN
futech-638	250	27	application	application	NOUN
futech-638	250	28	degree	degree	NOUN
futech-638	250	29	0.328	0.328	NUM
futech-638	250	30	*	*	PUNCT
futech-638	250	31	*	*	PUNCT
futech-638	250	32	*	*	PUNCT
futech-638	250	33	(	(	PUNCT
futech-638	250	34	0.043	0.043	NUM
futech-638	250	35	)	)	PUNCT
futech-638	250	36	0.312	0.312	NUM
futech-638	250	37	*	*	PUNCT
futech-638	250	38	*	*	PUNCT
futech-638	250	39	*	*	PUNCT
futech-638	250	40	(	(	PUNCT
futech-638	250	41	0.048	0.048	NUM
futech-638	250	42	)	)	PUNCT
futech-638	250	43	0.341	0.341	NUM
futech-638	250	44	*	*	PUNCT
futech-638	250	45	*	*	PUNCT
futech-638	250	46	*	*	PUNCT
futech-638	250	47	(	(	PUNCT
futech-638	250	48	0.061	0.061	NUM
futech-638	250	49	)	)	PUNCT
futech-638	250	50	0.305	0.305	NUM
futech-638	250	51	*	*	PUNCT
futech-638	250	52	*	*	PUNCT
futech-638	250	53	*	*	PUNCT
futech-638	250	54	(	(	PUNCT
futech-638	250	55	0.058	0.058	NUM
futech-638	250	56	)	)	PUNCT
futech-638	250	57	edge	edge	NOUN
futech-638	250	58	computing	compute	VERB
futech-638	250	59	0.215	0.215	NUM
futech-638	250	60	*	*	PUNCT
futech-638	250	61	*	*	PUNCT
futech-638	250	62	*	*	PUNCT
futech-638	250	63	(	(	PUNCT
futech-638	250	64	0.038	0.038	NUM
futech-638	250	65	)	)	PUNCT
futech-638	250	66	0.227	0.227	NUM
futech-638	250	67	*	*	PUNCT
futech-638	250	68	*	*	PUNCT
futech-638	250	69	*	*	PUNCT
futech-638	250	70	(	(	PUNCT
futech-638	250	71	0.041	0.041	NUM
futech-638	250	72	)	)	PUNCT
futech-638	250	73	0.239	0.239	NUM
futech-638	250	74	*	*	PUNCT
futech-638	250	75	*	*	PUNCT
futech-638	250	76	*	*	PUNCT
futech-638	250	77	(	(	PUNCT
futech-638	250	78	0.052	0.052	NUM
futech-638	250	79	)	)	PUNCT
futech-638	250	80	0.198	0.198	NUM
futech-638	250	81	*	*	PUNCT
futech-638	251	1	*	*	PUNCT
futech-638	251	2	(	(	PUNCT
futech-638	251	3	0.054	0.054	NUM
futech-638	251	4	)	)	PUNCT
futech-638	251	5	iot	iot	ADJ
futech-638	251	6	×	×	PROPN
futech-638	251	7	edge	edge	NOUN
futech-638	251	8	0.184	0.184	NUM
futech-638	251	9	*	*	PUNCT
futech-638	251	10	*	*	PUNCT
futech-638	251	11	*	*	PUNCT
futech-638	251	12	(	(	PUNCT
futech-638	251	13	0.032	0.032	NUM
futech-638	251	14	)	)	PUNCT
futech-638	251	15	0.176	0.176	NUM
futech-638	251	16	*	*	PUNCT
futech-638	251	17	*	*	PUNCT
futech-638	251	18	*	*	PUNCT
futech-638	251	19	(	(	PUNCT
futech-638	251	20	0.035	0.035	NUM
futech-638	251	21	)	)	PUNCT
futech-638	251	22	0.206	0.206	NUM
futech-638	251	23	*	*	PUNCT
futech-638	251	24	*	*	PUNCT
futech-638	251	25	*	*	PUNCT
futech-638	251	26	(	(	PUNCT
futech-638	251	27	0.047	0.047	NUM
futech-638	251	28	)	)	PUNCT
futech-638	251	29	0.159	0.159	NUM
futech-638	251	30	*	*	SYM
futech-638	251	31	*	*	PUNCT
futech-638	251	32	(	(	PUNCT
futech-638	251	33	0.049	0.049	NUM
futech-638	251	34	)	)	PUNCT
futech-638	251	35	supply	supply	NOUN
futech-638	251	36	chain	chain	NOUN
futech-638	251	37	complexity	complexity	NOUN
futech-638	251	38	0.142	0.142	PRON
futech-638	251	39	*	*	SYM
futech-638	251	40	*	*	PUNCT
futech-638	251	41	(	(	PUNCT
futech-638	251	42	0.041	0.041	NUM
futech-638	251	43	)	)	PUNCT
futech-638	251	44	0.138	0.138	NUM
futech-638	252	1	*	*	PUNCT
futech-638	252	2	*	*	PUNCT
futech-638	252	3	(	(	PUNCT
futech-638	252	4	0.044	0.044	NUM
futech-638	252	5	)	)	PUNCT
futech-638	252	6	0.167	0.167	NUM
futech-638	252	7	*	*	PUNCT
futech-638	252	8	*	*	PUNCT
futech-638	252	9	(	(	PUNCT
futech-638	252	10	0.056	0.056	NUM
futech-638	252	11	)	)	PUNCT
futech-638	252	12	0.121	0.121	NUM
futech-638	252	13	*	*	SYM
futech-638	252	14	(	(	PUNCT
futech-638	252	15	0.051	0.051	NUM
futech-638	252	16	)	)	PUNCT
futech-638	252	17	iot	iot	ADJ
futech-638	252	18	×	×	PROPN
futech-638	252	19	edge	edge	NOUN
futech-638	252	20	×	×	NOUN
futech-638	252	21	complexity	complexity	NOUN
futech-638	252	22	0.118	0.118	NUM
futech-638	252	23	*	*	PUNCT
futech-638	252	24	*	*	PUNCT
futech-638	252	25	(	(	PUNCT
futech-638	252	26	0.036	0.036	NUM
futech-638	252	27	)	)	PUNCT
futech-638	252	28	0.109	0.109	NUM
futech-638	252	29	*	*	SYM
futech-638	252	30	(	(	PUNCT
futech-638	252	31	0.039	0.039	NUM
futech-638	252	32	)	)	PUNCT
futech-638	252	33	0.135	0.135	NUM
futech-638	252	34	*	*	PUNCT
futech-638	252	35	*	*	PUNCT
futech-638	252	36	(	(	PUNCT
futech-638	252	37	0.051	0.051	NUM
futech-638	252	38	)	)	PUNCT
futech-638	252	39	0.096	0.096	NUM
futech-638	252	40	*	*	SYM
futech-638	252	41	(	(	PUNCT
futech-638	252	42	0.047	0.047	NUM
futech-638	252	43	)	)	PUNCT
futech-638	252	44	control	control	NOUN
futech-638	252	45	variables	variable	NOUN
futech-638	252	46	✓	✓	ADJ
futech-638	252	47	✓	✓	ADJ
futech-638	252	48	✓	✓	ADJ
futech-638	252	49	✓	✓	ADJ
futech-638	252	50	industry	industry	NOUN
futech-638	252	51	fixed	fix	VERB
futech-638	252	52	effects	effect	NOUN
futech-638	252	53	✓	✓	ADJ
futech-638	252	54	✓	✓	ADJ
futech-638	252	55	✓	✓	ADJ
futech-638	252	56	✓	✓	ADJ
futech-638	252	57	region	region	NOUN
futech-638	252	58	fixed	fix	VERB
futech-638	252	59	effects	effect	NOUN
futech-638	252	60	✓	✓	ADJ
futech-638	252	61	✓	✓	ADJ
futech-638	252	62	✓	✓	ADJ
futech-638	252	63	✓	✓	ADJ
futech-638	252	64	sample	sample	NOUN
futech-638	252	65	size	size	NOUN
futech-638	252	66	(	(	PUNCT
futech-638	252	67	n	n	CCONJ
futech-638	252	68	)	)	PUNCT
futech-638	252	69	868	868	NUM
futech-638	252	70	892	892	NUM
futech-638	252	71	523	523	NUM
futech-638	252	72	369	369	NUM
futech-638	252	73	r²	r²	VERB
futech-638	252	74	0.581	0.581	NUM
futech-638	252	75	0.548	0.548	NUM
futech-638	252	76	0.598	0.598	NUM
futech-638	252	77	0.536	0.536	NUM
futech-638	252	78	adjusted	adjust	VERB
futech-638	252	79	r²	r²	VERB
futech-638	252	80	0.512	0.512	NUM
futech-638	252	81	0.530	0.530	NUM
futech-638	252	82	0.579	0.579	NUM
futech-638	252	83	0.512	0.512	NUM
futech-638	252	84	f	f	X
futech-638	252	85	-	-	PUNCT
futech-638	252	86	statistic	statistic	NOUN
futech-638	252	87	47.32	47.32	NUM
futech-638	252	88	*	*	PUNCT
futech-638	252	89	*	*	PUNCT
futech-638	252	90	*	*	PUNCT
futech-638	253	1	41.85	41.85	NUM
futech-638	253	2	*	*	PUNCT
futech-638	253	3	*	*	PUNCT
futech-638	253	4	*	*	PUNCT
futech-638	254	1	32.67	32.67	NUM
futech-638	254	2	*	*	PUNCT
futech-638	254	3	*	*	PUNCT
futech-638	254	4	*	*	PUNCT
futech-638	255	1	28.41	28.41	NUM
futech-638	255	2	*	*	PUNCT
futech-638	255	3	*	*	PUNCT
futech-638	255	4	*	*	PUNCT
futech-638	255	5	zhicheng	zhicheng	PROPN
futech-638	255	6	yu	yu	PROPN
futech-638	255	7	&	&	CCONJ
futech-638	255	8	zhixin	zhixin	PROPN
futech-638	255	9	yu	yu	PROPN
futech-638	255	10	/future	/future	PROPN
futech-638	255	11	technology	technology	PROPN
futech-638	255	12	february	february	PROPN
futech-638	255	13	2026|	2026|	NUM
futech-638	255	14	volume	volume	NOUN
futech-638	255	15	05	05	NUM
futech-638	256	1	|	|	ADV
futech-638	256	2	issue	issue	NOUN
futech-638	256	3	01	01	NUM
futech-638	257	1	|	|	ADV
futech-638	257	2	pages	page	VERB
futech-638	257	3	324	324	NUM
futech-638	257	4	-	-	SYM
futech-638	257	5	336	336	NUM
futech-638	257	6	334	334	NUM
futech-638	257	7	term	term	NOUN
futech-638	257	8	coefficient	coefficient	NOUN
futech-638	257	9	of	of	ADP
futech-638	257	10	β	β	X
futech-638	257	11	=	=	SYM
futech-638	257	12	0.176	0.176	NUM
futech-638	257	13	(	(	PUNCT
futech-638	257	14	p	p	X
futech-638	257	15	<	<	X
futech-638	257	16	0.001	0.001	NUM
futech-638	257	17	)	)	PUNCT
futech-638	257	18	and	and	CCONJ
futech-638	257	19	fan	fan	NOUN
futech-638	257	20	-	-	PUNCT
futech-638	257	21	shaped	shape	VERB
futech-638	257	22	divergence	divergence	NOUN
futech-638	257	23	observed	observe	VERB
futech-638	257	24	in	in	ADP
futech-638	257	25	the	the	DET
futech-638	257	26	simple	simple	ADJ
futech-638	257	27	slope	slope	NOUN
futech-638	257	28	test	test	NOUN
futech-638	257	29	,	,	PUNCT
futech-638	257	30	the	the	DET
futech-638	257	31	inherent	inherent	ADJ
futech-638	257	32	mechanism	mechanism	NOUN
futech-638	257	33	is	be	AUX
futech-638	257	34	clearly	clearly	ADV
futech-638	257	35	identified	identify	VERB
futech-638	257	36	,	,	PUNCT
futech-638	257	37	whereby	whereby	SCONJ
futech-638	257	38	the	the	DET
futech-638	257	39	internet	internet	NOUN
futech-638	257	40	of	of	ADP
futech-638	257	41	things	thing	NOUN
futech-638	257	42	(	(	PUNCT
futech-638	257	43	iot	iot	NOUN
futech-638	257	44	)	)	PUNCT
futech-638	257	45	and	and	CCONJ
futech-638	257	46	edge	edge	NOUN
futech-638	257	47	computing	computing	NOUN
futech-638	257	48	technologies	technology	NOUN
futech-638	257	49	complement	complement	VERB
futech-638	257	50	each	each	DET
futech-638	257	51	other	other	ADJ
futech-638	257	52	and	and	CCONJ
futech-638	257	53	enhance	enhance	VERB
futech-638	257	54	operational	operational	ADJ
futech-638	257	55	efficiency	efficiency	NOUN
futech-638	257	56	within	within	ADP
futech-638	257	57	the	the	DET
futech-638	257	58	"	"	PUNCT
futech-638	257	59	real	real	ADJ
futech-638	257	60	-	-	PUNCT
futech-638	257	61	time	time	NOUN
futech-638	257	62	perception	perception	NOUN
futech-638	257	63	–	–	PUNCT
futech-638	257	64	edge	edge	VERB
futech-638	257	65	analysis	analysis	NOUN
futech-638	257	66	–	–	PUNCT
futech-638	257	67	rapid	rapid	ADJ
futech-638	257	68	response	response	NOUN
futech-638	257	69	"	"	PUNCT
futech-638	257	70	loop	loop	NOUN
futech-638	257	71	.	.	PUNCT
futech-638	258	1	furthermore	furthermore	ADV
futech-638	258	2	,	,	PUNCT
futech-638	258	3	this	this	DET
futech-638	258	4	study	study	NOUN
futech-638	258	5	demonstrates	demonstrate	VERB
futech-638	258	6	that	that	SCONJ
futech-638	258	7	as	as	SCONJ
futech-638	258	8	the	the	DET
futech-638	258	9	level	level	NOUN
futech-638	258	10	of	of	ADP
futech-638	258	11	edge	edge	NOUN
futech-638	258	12	computing	compute	VERB
futech-638	258	13	implementation	implementation	NOUN
futech-638	258	14	gradually	gradually	ADV
futech-638	258	15	increases	increase	VERB
futech-638	258	16	from	from	ADP
futech-638	258	17	low	low	ADJ
futech-638	258	18	to	to	ADP
futech-638	258	19	high	high	ADJ
futech-638	258	20	,	,	PUNCT
futech-638	258	21	the	the	DET
futech-638	258	22	resilience	resilience	NOUN
futech-638	258	23	-	-	PUNCT
futech-638	258	24	enhancing	enhance	VERB
futech-638	258	25	effect	effect	NOUN
futech-638	258	26	of	of	ADP
futech-638	258	27	iot	iot	NOUN
futech-638	258	28	is	be	AUX
futech-638	258	29	significantly	significantly	ADV
futech-638	258	30	amplified	amplify	VERB
futech-638	258	31	by	by	ADP
futech-638	258	32	72.4	72.4	NUM
futech-638	258	33	%	%	NOUN
futech-638	258	34	.	.	PUNCT
futech-638	259	1	the	the	DET
futech-638	259	2	amplification	amplification	NOUN
futech-638	259	3	factor	factor	NOUN
futech-638	259	4	arises	arise	VERB
futech-638	259	5	from	from	ADP
futech-638	259	6	the	the	DET
futech-638	259	7	complementarity	complementarity	NOUN
futech-638	259	8	of	of	ADP
futech-638	259	9	technology	technology	NOUN
futech-638	259	10	,	,	PUNCT
futech-638	259	11	where	where	SCONJ
futech-638	259	12	iot	iot	ADJ
futech-638	259	13	addresses	address	NOUN
futech-638	259	14	data	datum	NOUN
futech-638	259	15	integrity	integrity	NOUN
futech-638	259	16	and	and	CCONJ
futech-638	259	17	edge	edge	NOUN
futech-638	259	18	computation	computation	NOUN
futech-638	259	19	overcomes	overcome	VERB
futech-638	259	20	the	the	DET
futech-638	259	21	limitations	limitation	NOUN
futech-638	259	22	of	of	ADP
futech-638	259	23	handling	handle	VERB
futech-638	259	24	emergency	emergency	NOUN
futech-638	259	25	response	response	NOUN
futech-638	259	26	scenarios	scenario	NOUN
futech-638	259	27	in	in	ADP
futech-638	259	28	the	the	DET
futech-638	259	29	conventional	conventional	ADJ
futech-638	259	30	cloud	cloud	NOUN
futech-638	259	31	-	-	PUNCT
futech-638	259	32	computing	compute	VERB
futech-638	259	33	model	model	NOUN
futech-638	259	34	.	.	PUNCT
futech-638	260	1	additionally	additionally	ADV
futech-638	260	2	,	,	PUNCT
futech-638	260	3	it	it	PRON
futech-638	260	4	provides	provide	VERB
futech-638	260	5	simultaneous	simultaneous	ADJ
futech-638	260	6	optimization	optimization	NOUN
futech-638	260	7	of	of	ADP
futech-638	260	8	information	information	NOUN
futech-638	260	9	flow	flow	NOUN
futech-638	260	10	and	and	CCONJ
futech-638	260	11	decision	decision	NOUN
futech-638	260	12	flow	flow	NOUN
futech-638	260	13	processes	process	NOUN
futech-638	260	14	[	[	X
futech-638	260	15	22	22	NUM
futech-638	260	16	]	]	PUNCT
futech-638	260	17	.	.	PUNCT
futech-638	261	1	the	the	DET
futech-638	261	2	feasibility	feasibility	NOUN
futech-638	261	3	and	and	CCONJ
futech-638	261	4	efficiency	efficiency	NOUN
futech-638	261	5	of	of	ADP
futech-638	261	6	the	the	DET
futech-638	261	7	aforementioned	aforementioned	ADJ
futech-638	261	8	mechanism	mechanism	NOUN
futech-638	261	9	in	in	ADP
futech-638	261	10	complex	complex	ADJ
futech-638	261	11	supply	supply	NOUN
futech-638	261	12	chain	chain	NOUN
futech-638	261	13	networks	network	NOUN
futech-638	261	14	have	have	AUX
futech-638	261	15	been	be	AUX
futech-638	261	16	further	far	ADV
futech-638	261	17	validated	validate	VERB
futech-638	261	18	through	through	ADP
futech-638	261	19	subsample	subsample	ADJ
futech-638	261	20	analyses	analysis	NOUN
futech-638	261	21	.	.	PUNCT
futech-638	262	1	the	the	DET
futech-638	262	2	data	datum	NOUN
futech-638	262	3	show	show	NOUN
futech-638	262	4	marked	mark	VERB
futech-638	262	5	differences	difference	NOUN
futech-638	262	6	in	in	ADP
futech-638	262	7	the	the	DET
futech-638	262	8	intensity	intensity	NOUN
futech-638	262	9	of	of	ADP
futech-638	262	10	interaction	interaction	NOUN
futech-638	262	11	effects	effect	NOUN
futech-638	262	12	between	between	ADP
futech-638	262	13	high	high	ADJ
futech-638	262	14	-	-	PUNCT
futech-638	262	15	complexity	complexity	NOUN
futech-638	262	16	subsets	subset	NOUN
futech-638	262	17	(	(	PUNCT
futech-638	262	18	β	β	X
futech-638	262	19	=	=	PUNCT
futech-638	262	20	0.253	0.253	NUM
futech-638	262	21	,	,	PUNCT
futech-638	262	22	p	p	X
futech-638	262	23	<	<	X
futech-638	262	24	0.001	0.001	NUM
futech-638	262	25	)	)	PUNCT
futech-638	262	26	and	and	CCONJ
futech-638	262	27	low	low	ADJ
futech-638	262	28	-	-	PUNCT
futech-638	262	29	complexity	complexity	NOUN
futech-638	262	30	subsets	subset	NOUN
futech-638	262	31	(	(	PUNCT
futech-638	262	32	β	β	X
futech-638	262	33	=	=	SYM
futech-638	262	34	0.107	0.107	NUM
futech-638	262	35	,	,	PUNCT
futech-638	262	36	p	p	X
futech-638	262	37	<	<	X
futech-638	262	38	0.05	0.05	NUM
futech-638	262	39	)	)	PUNCT
futech-638	262	40	.	.	PUNCT
futech-638	263	1	this	this	DET
futech-638	263	2	finding	finding	NOUN
futech-638	263	3	aligns	align	VERB
futech-638	263	4	with	with	ADP
futech-638	263	5	the	the	DET
futech-638	263	6	existing	exist	VERB
futech-638	263	7	literature	literature	NOUN
futech-638	263	8	on	on	ADP
futech-638	263	9	supply	supply	NOUN
futech-638	263	10	chain	chain	NOUN
futech-638	263	11	network	network	NOUN
futech-638	263	12	risk	risk	NOUN
futech-638	263	13	prediction	prediction	NOUN
futech-638	263	14	using	use	VERB
futech-638	263	15	machine	machine	NOUN
futech-638	263	16	learning	learning	NOUN
futech-638	263	17	algorithms	algorithm	NOUN
futech-638	263	18	,	,	PUNCT
futech-638	263	19	which	which	PRON
futech-638	263	20	indicates	indicate	VERB
futech-638	263	21	that	that	SCONJ
futech-638	263	22	in	in	ADP
futech-638	263	23	environments	environment	NOUN
futech-638	263	24	characterized	characterize	VERB
futech-638	263	25	by	by	ADP
futech-638	263	26	high	high	ADJ
futech-638	263	27	uncertainty	uncertainty	NOUN
futech-638	263	28	,	,	PUNCT
futech-638	263	29	integrating	integrate	VERB
futech-638	263	30	edge	edge	NOUN
futech-638	263	31	intelligence	intelligence	NOUN
futech-638	263	32	technology	technology	NOUN
futech-638	263	33	with	with	ADP
futech-638	263	34	iot	iot	ADJ
futech-638	263	35	sensors	sensor	NOUN
futech-638	263	36	substantially	substantially	ADV
futech-638	263	37	enhances	enhance	VERB
futech-638	263	38	prediction	prediction	NOUN
futech-638	263	39	accuracy	accuracy	NOUN
futech-638	263	40	[	[	X
futech-638	263	41	23	23	NUM
futech-638	263	42	]	]	PUNCT
futech-638	263	43	.	.	PUNCT
futech-638	264	1	the	the	DET
futech-638	264	2	intensity	intensity	NOUN
futech-638	264	3	of	of	ADP
futech-638	264	4	the	the	DET
futech-638	264	5	technological	technological	ADJ
futech-638	264	6	synergy	synergy	NOUN
futech-638	264	7	effect	effect	NOUN
futech-638	264	8	shows	show	VERB
futech-638	264	9	significant	significant	ADJ
futech-638	264	10	industrial	industrial	ADJ
futech-638	264	11	heterogeneity	heterogeneity	NOUN
futech-638	264	12	.	.	PUNCT
futech-638	265	1	the	the	DET
futech-638	265	2	interaction	interaction	NOUN
futech-638	265	3	terms	term	NOUN
futech-638	265	4	in	in	ADP
futech-638	265	5	the	the	DET
futech-638	265	6	manufacturing	manufacturing	NOUN
futech-638	265	7	industry	industry	NOUN
futech-638	265	8	(	(	PUNCT
futech-638	265	9	β	β	X
futech-638	265	10	=	=	SYM
futech-638	265	11	0.227	0.227	NUM
futech-638	265	12	,	,	PUNCT
futech-638	265	13	p	p	X
futech-638	265	14	<	<	X
futech-638	265	15	0.001	0.001	NUM
futech-638	265	16	)	)	PUNCT
futech-638	265	17	are	be	AUX
futech-638	265	18	higher	high	ADJ
futech-638	265	19	than	than	ADP
futech-638	265	20	in	in	ADP
futech-638	265	21	the	the	DET
futech-638	265	22	logistics	logistic	NOUN
futech-638	265	23	industry	industry	NOUN
futech-638	265	24	(	(	PUNCT
futech-638	265	25	β	β	X
futech-638	265	26	=	=	SYM
futech-638	265	27	0.121	0.121	NUM
futech-638	265	28	,	,	PUNCT
futech-638	265	29	p	p	X
futech-638	265	30	<	<	X
futech-638	265	31	0.05	0.05	NUM
futech-638	265	32	)	)	PUNCT
futech-638	265	33	.	.	PUNCT
futech-638	266	1	this	this	PRON
futech-638	266	2	can	can	AUX
futech-638	266	3	be	be	AUX
futech-638	266	4	associated	associate	VERB
futech-638	266	5	with	with	ADP
futech-638	266	6	the	the	DET
futech-638	266	7	level	level	NOUN
futech-638	266	8	of	of	ADP
futech-638	266	9	technological	technological	ADJ
futech-638	266	10	maturity	maturity	NOUN
futech-638	266	11	,	,	PUNCT
futech-638	266	12	where	where	SCONJ
futech-638	266	13	the	the	DET
futech-638	266	14	manufacturing	manufacturing	NOUN
futech-638	266	15	industry	industry	NOUN
futech-638	266	16	has	have	AUX
futech-638	266	17	fully	fully	ADV
futech-638	266	18	embraced	embrace	VERB
futech-638	266	19	industry	industry	NOUN
futech-638	266	20	4.0	4.0	NUM
futech-638	266	21	technology	technology	NOUN
futech-638	266	22	,	,	PUNCT
futech-638	266	23	while	while	SCONJ
futech-638	266	24	service	service	NOUN
futech-638	266	25	-	-	PUNCT
futech-638	266	26	related	relate	VERB
futech-638	266	27	industries	industry	NOUN
futech-638	266	28	remain	remain	VERB
futech-638	266	29	in	in	ADP
futech-638	266	30	the	the	DET
futech-638	266	31	technology	technology	NOUN
futech-638	266	32	experimentation	experimentation	NOUN
futech-638	266	33	phase	phase	NOUN
futech-638	266	34	.	.	PUNCT
futech-638	267	1	this	this	PRON
futech-638	267	2	shows	show	VERB
futech-638	267	3	that	that	SCONJ
futech-638	267	4	technology	technology	NOUN
futech-638	267	5	promotion	promotion	NOUN
futech-638	267	6	policy	policy	NOUN
futech-638	267	7	should	should	AUX
futech-638	267	8	avoid	avoid	VERB
futech-638	267	9	a	a	DET
futech-638	267	10	one	one	NUM
futech-638	267	11	-	-	PUNCT
futech-638	267	12	size	size	NOUN
futech-638	267	13	-	-	PUNCT
futech-638	267	14	fits	fit	VERB
futech-638	267	15	-	-	PUNCT
futech-638	267	16	all	all	PRON
futech-638	267	17	approach	approach	NOUN
futech-638	267	18	across	across	ADP
futech-638	267	19	industries	industry	NOUN
futech-638	267	20	,	,	PUNCT
futech-638	267	21	thereby	thereby	ADV
futech-638	267	22	preventing	prevent	VERB
futech-638	267	23	the	the	DET
futech-638	267	24	misallocation	misallocation	NOUN
futech-638	267	25	of	of	ADP
futech-638	267	26	resources	resource	NOUN
futech-638	267	27	.	.	PUNCT
futech-638	268	1	based	base	VERB
futech-638	268	2	on	on	ADP
futech-638	268	3	the	the	DET
futech-638	268	4	dynamic	dynamic	ADJ
futech-638	268	5	capability	capability	NOUN
futech-638	268	6	theory	theory	NOUN
futech-638	268	7	,	,	PUNCT
futech-638	268	8	the	the	DET
futech-638	268	9	collaborative	collaborative	ADJ
futech-638	268	10	mechanism	mechanism	NOUN
futech-638	268	11	mainly	mainly	ADV
futech-638	268	12	shows	show	VERB
futech-638	268	13	that	that	SCONJ
futech-638	268	14	it	it	PRON
futech-638	268	15	is	be	AUX
futech-638	268	16	in	in	ADP
futech-638	268	17	technological	technological	ADJ
futech-638	268	18	resource	resource	NOUN
futech-638	268	19	reconfiguration	reconfiguration	NOUN
futech-638	268	20	that	that	PRON
futech-638	268	21	organizations	organization	NOUN
futech-638	268	22	exhibit	exhibit	VERB
futech-638	268	23	“	"	PUNCT
futech-638	268	24	perception	perception	NOUN
futech-638	268	25	-	-	PUNCT
futech-638	268	26	grasping	grasp	VERB
futech-638	268	27	-	-	PUNCT
futech-638	268	28	reconstruction	reconstruction	NOUN
futech-638	268	29	”	"	PUNCT
futech-638	268	30	capability	capability	NOUN
futech-638	268	31	,	,	PUNCT
futech-638	268	32	and	and	CCONJ
futech-638	268	33	breakthrough	breakthrough	NOUN
futech-638	268	34	achievements	achievement	NOUN
futech-638	268	35	.	.	PUNCT
futech-638	269	1	the	the	DET
futech-638	269	2	combined	combine	VERB
futech-638	269	3	theoretical	theoretical	ADJ
futech-638	269	4	studies	study	NOUN
futech-638	269	5	on	on	ADP
futech-638	269	6	digital	digital	ADJ
futech-638	269	7	twin	twin	ADJ
futech-638	269	8	technology	technology	NOUN
futech-638	269	9	and	and	CCONJ
futech-638	269	10	disruption	disruption	NOUN
futech-638	269	11	countermeasures	countermeasure	NOUN
futech-638	269	12	in	in	ADP
futech-638	269	13	supply	supply	NOUN
futech-638	269	14	chain	chain	NOUN
futech-638	269	15	management	management	NOUN
futech-638	269	16	offer	offer	VERB
futech-638	269	17	additional	additional	ADJ
futech-638	269	18	explanations	explanation	NOUN
futech-638	269	19	on	on	ADP
futech-638	269	20	the	the	DET
futech-638	269	21	micro	micro	ADJ
futech-638	269	22	-	-	NOUN
futech-638	269	23	mechanism	mechanism	ADJ
futech-638	269	24	level	level	NOUN
futech-638	269	25	:	:	PUNCT
futech-638	269	26	“	"	PUNCT
futech-638	269	27	iot	iot	ADJ
futech-638	269	28	data	data	NOUN
futech-638	269	29	streams	stream	NOUN
futech-638	269	30	provide	provide	VERB
futech-638	269	31	high	high	ADJ
futech-638	269	32	-	-	PUNCT
futech-638	269	33	fidelity	fidelity	NOUN
futech-638	269	34	inputs	input	NOUN
futech-638	269	35	to	to	ADP
futech-638	269	36	the	the	DET
futech-638	269	37	digital	digital	ADJ
futech-638	269	38	twin	twin	ADJ
futech-638	269	39	models	model	NOUN
futech-638	269	40	,	,	PUNCT
futech-638	269	41	and	and	CCONJ
futech-638	269	42	the	the	DET
futech-638	269	43	edge	edge	NOUN
futech-638	269	44	computation	computation	NOUN
futech-638	269	45	capability	capability	NOUN
futech-638	269	46	for	for	ADP
futech-638	269	47	local	local	ADJ
futech-638	269	48	simulation	simulation	NOUN
futech-638	269	49	supports	support	VERB
futech-638	269	50	the	the	DET
futech-638	269	51	efficient	efficient	ADJ
futech-638	269	52	iteration	iteration	NOUN
futech-638	269	53	of	of	ADP
futech-638	269	54	deduction	deduction	NOUN
futech-638	269	55	and	and	CCONJ
futech-638	269	56	optimization	optimization	NOUN
futech-638	269	57	”	"	PUNCT
futech-638	270	1	[	[	X
futech-638	270	2	24	24	NUM
futech-638	270	3	]	]	PUNCT
futech-638	270	4	.	.	PUNCT
futech-638	271	1	the	the	DET
futech-638	271	2	large	large	ADJ
futech-638	271	3	-	-	PUNCT
futech-638	271	4	scale	scale	NOUN
futech-638	271	5	quantitative	quantitative	ADJ
futech-638	271	6	verification	verification	NOUN
futech-638	271	7	shows	show	VERB
futech-638	271	8	that	that	SCONJ
futech-638	271	9	the	the	DET
futech-638	271	10	intensity	intensity	NOUN
futech-638	271	11	of	of	ADP
futech-638	271	12	the	the	DET
futech-638	271	13	collaborative	collaborative	ADJ
futech-638	271	14	model	model	NOUN
futech-638	271	15	is	be	AUX
futech-638	271	16	greater	great	ADJ
futech-638	271	17	in	in	ADP
futech-638	271	18	the	the	DET
futech-638	271	19	manufacturing	manufacturing	NOUN
futech-638	271	20	industry	industry	NOUN
futech-638	271	21	than	than	ADP
futech-638	271	22	in	in	ADP
futech-638	271	23	the	the	DET
futech-638	271	24	service	service	NOUN
futech-638	271	25	industry	industry	NOUN
futech-638	271	26	,	,	PUNCT
futech-638	271	27	which	which	PRON
futech-638	271	28	can	can	AUX
futech-638	271	29	be	be	AUX
futech-638	271	30	attributed	attribute	VERB
futech-638	271	31	to	to	ADP
futech-638	271	32	higher	high	ADJ
futech-638	271	33	physical	physical	ADJ
futech-638	271	34	properties	property	NOUN
futech-638	271	35	and	and	CCONJ
futech-638	271	36	node	node	NOUN
futech-638	271	37	interdependency	interdependency	NOUN
futech-638	271	38	inherent	inherent	ADJ
futech-638	271	39	in	in	ADP
futech-638	271	40	the	the	DET
futech-638	271	41	former	former	ADJ
futech-638	271	42	industry	industry	NOUN
futech-638	271	43	.	.	PUNCT
futech-638	272	1	the	the	DET
futech-638	272	2	study	study	NOUN
futech-638	272	3	on	on	ADP
futech-638	272	4	artificial	artificial	ADJ
futech-638	272	5	intelligence	intelligence	NOUN
futech-638	272	6	and	and	CCONJ
futech-638	272	7	machine	machine	NOUN
futech-638	272	8	learning	learning	NOUN
futech-638	272	9	applied	apply	VERB
futech-638	272	10	to	to	ADP
futech-638	272	11	post	post	ADJ
futech-638	272	12	-	-	ADJ
futech-638	272	13	disruption	disruption	ADJ
futech-638	272	14	supply	supply	NOUN
futech-638	272	15	chain	chain	NOUN
futech-638	272	16	resilience	resilience	NOUN
futech-638	272	17	showed	show	VERB
futech-638	272	18	that	that	SCONJ
futech-638	272	19	the	the	DET
futech-638	272	20	state	state	NOUN
futech-638	272	21	-	-	PUNCT
futech-638	272	22	of	of	ADP
futech-638	272	23	-	-	PUNCT
futech-638	272	24	the	the	DET
futech-638	272	25	art	art	NOUN
futech-638	272	26	technological	technological	ADJ
futech-638	272	27	collaborative	collaborative	ADJ
futech-638	272	28	model	model	NOUN
futech-638	272	29	combines	combine	VERB
futech-638	272	30	machine	machine	NOUN
futech-638	272	31	learning	learn	VERB
futech-638	272	32	algorithms	algorithm	NOUN
futech-638	272	33	with	with	ADP
futech-638	272	34	edge	edge	NOUN
futech-638	272	35	computation	computation	NOUN
futech-638	272	36	nodes	node	NOUN
futech-638	272	37	.	.	PUNCT
futech-638	273	1	this	this	DET
futech-638	273	2	integration	integration	NOUN
futech-638	273	3	enables	enable	VERB
futech-638	273	4	autonomous	autonomous	ADJ
futech-638	273	5	learning	learning	NOUN
futech-638	273	6	from	from	ADP
futech-638	273	7	historical	historical	ADJ
futech-638	273	8	disruption	disruption	NOUN
futech-638	273	9	patterns	pattern	NOUN
futech-638	273	10	,	,	PUNCT
futech-638	273	11	thereby	thereby	ADV
futech-638	273	12	enhancing	enhance	VERB
futech-638	273	13	decision	decision	NOUN
futech-638	273	14	-	-	PUNCT
futech-638	273	15	making	making	NOUN
futech-638	273	16	regarding	regard	VERB
futech-638	273	17	optimized	optimize	VERB
futech-638	273	18	response	response	NOUN
futech-638	273	19	mechanisms	mechanism	NOUN
futech-638	273	20	[	[	X
futech-638	273	21	25	25	NUM
futech-638	273	22	]	]	PUNCT
futech-638	273	23	.	.	PUNCT
futech-638	274	1	the	the	DET
futech-638	274	2	predictive	predictive	ADJ
futech-638	274	3	and	and	CCONJ
futech-638	274	4	optimization	optimization	NOUN
futech-638	274	5	capabilities	capability	NOUN
futech-638	274	6	of	of	ADP
futech-638	274	7	digital	digital	ADJ
futech-638	274	8	twin	twin	ADJ
futech-638	274	9	technology	technology	NOUN
futech-638	274	10	in	in	ADP
futech-638	274	11	dynamic	dynamic	ADJ
futech-638	274	12	supply	supply	NOUN
futech-638	274	13	chain	chain	NOUN
futech-638	274	14	management	management	NOUN
futech-638	274	15	define	define	VERB
futech-638	274	16	the	the	DET
futech-638	274	17	state	state	NOUN
futech-638	274	18	-	-	PUNCT
futech-638	274	19	of	of	ADP
futech-638	274	20	-	-	PUNCT
futech-638	274	21	the	the	DET
futech-638	274	22	-	-	PUNCT
futech-638	274	23	art	art	NOUN
futech-638	274	24	technology	technology	NOUN
futech-638	274	25	integration	integration	NOUN
futech-638	274	26	principles	principle	NOUN
futech-638	274	27	proposed	propose	VERB
futech-638	274	28	in	in	ADP
futech-638	274	29	this	this	DET
futech-638	274	30	study	study	NOUN
futech-638	274	31	,	,	PUNCT
futech-638	274	32	which	which	PRON
futech-638	274	33	corresponds	correspond	VERB
futech-638	274	34	to	to	ADP
futech-638	274	35	the	the	DET
futech-638	274	36	collaborative	collaborative	ADJ
futech-638	274	37	process	process	NOUN
futech-638	274	38	described	describe	VERB
futech-638	274	39	in	in	ADP
futech-638	274	40	the	the	DET
futech-638	274	41	previous	previous	ADJ
futech-638	274	42	section	section	NOUN
futech-638	274	43	on	on	ADP
futech-638	274	44	theories	theory	NOUN
futech-638	274	45	and	and	CCONJ
futech-638	274	46	models	model	NOUN
futech-638	274	47	[	[	X
futech-638	274	48	26	26	NUM
futech-638	274	49	]	]	PUNCT
futech-638	274	50	.	.	PUNCT
futech-638	275	1	research	research	NOUN
futech-638	275	2	on	on	ADP
futech-638	275	3	the	the	DET
futech-638	275	4	application	application	NOUN
futech-638	275	5	of	of	ADP
futech-638	275	6	machine	machine	NOUN
futech-638	275	7	learning	learn	VERB
futech-638	275	8	to	to	PART
futech-638	275	9	supply	supply	VERB
futech-638	275	10	chain	chain	NOUN
futech-638	275	11	risk	risk	NOUN
futech-638	275	12	prediction	prediction	NOUN
futech-638	275	13	and	and	CCONJ
futech-638	275	14	management	management	NOUN
futech-638	275	15	has	have	AUX
futech-638	275	16	demonstrated	demonstrate	VERB
futech-638	275	17	the	the	DET
futech-638	275	18	real	real	ADJ
futech-638	275	19	-	-	PUNCT
futech-638	275	20	time	time	NOUN
futech-638	275	21	advantages	advantage	NOUN
futech-638	275	22	of	of	ADP
futech-638	275	23	edge	edge	NOUN
futech-638	275	24	intelligence	intelligence	NOUN
futech-638	275	25	for	for	ADP
futech-638	275	26	anomaly	anomaly	NOUN
futech-638	275	27	detection	detection	NOUN
futech-638	275	28	,	,	PUNCT
futech-638	275	29	explaining	explain	VERB
futech-638	275	30	why	why	SCONJ
futech-638	275	31	edge	edge	NOUN
futech-638	275	32	computation	computation	NOUN
futech-638	275	33	is	be	AUX
futech-638	275	34	superior	superior	ADJ
futech-638	275	35	for	for	ADP
futech-638	275	36	speed	speed	NOUN
futech-638	275	37	in	in	ADP
futech-638	275	38	such	such	ADJ
futech-638	275	39	tasks	task	NOUN
futech-638	275	40	[	[	X
futech-638	275	41	27	27	NUM
futech-638	275	42	]	]	PUNCT
futech-638	275	43	.	.	PUNCT
futech-638	276	1	robustness	robustness	NOUN
futech-638	276	2	and	and	CCONJ
futech-638	276	3	limitations	limitation	NOUN
futech-638	276	4	after	after	ADP
futech-638	276	5	addressing	address	VERB
futech-638	276	6	endogeneity	endogeneity	NOUN
futech-638	276	7	through	through	ADP
futech-638	276	8	employing	employ	VERB
futech-638	276	9	instrumental	instrumental	ADJ
futech-638	276	10	variables	variable	NOUN
futech-638	276	11	,	,	PUNCT
futech-638	276	12	the	the	DET
futech-638	276	13	robustness	robustness	NOUN
futech-638	276	14	of	of	ADP
futech-638	276	15	the	the	DET
futech-638	276	16	core	core	NOUN
futech-638	276	17	findings	finding	NOUN
futech-638	276	18	is	be	AUX
futech-638	276	19	confirmed	confirm	VERB
futech-638	276	20	,	,	PUNCT
futech-638	276	21	with	with	ADP
futech-638	276	22	the	the	DET
futech-638	276	23	key	key	ADJ
futech-638	276	24	effect	effect	NOUN
futech-638	276	25	remaining	remain	VERB
futech-638	276	26	statistically	statistically	ADV
futech-638	276	27	significant	significant	ADJ
futech-638	276	28	(	(	PUNCT
futech-638	276	29	β	β	X
futech-638	276	30	=	=	SYM
futech-638	276	31	0.169	0.169	NUM
futech-638	276	32	,	,	PUNCT
futech-638	276	33	p	p	X
futech-638	276	34	<	<	X
futech-638	276	35	0.01	0.01	NUM
futech-638	276	36	)	)	PUNCT
futech-638	276	37	.	.	PUNCT
futech-638	277	1	subgroup	subgroup	PROPN
futech-638	277	2	analyses	analysis	NOUN
futech-638	277	3	further	far	ADV
futech-638	277	4	demonstrate	demonstrate	VERB
futech-638	277	5	the	the	DET
futech-638	277	6	universality	universality	NOUN
futech-638	277	7	of	of	ADP
futech-638	277	8	the	the	DET
futech-638	277	9	technological	technological	ADJ
futech-638	277	10	synergy	synergy	NOUN
futech-638	277	11	effect	effect	NOUN
futech-638	277	12	across	across	ADP
futech-638	277	13	firms	firm	NOUN
futech-638	277	14	of	of	ADP
futech-638	277	15	varying	vary	VERB
futech-638	277	16	sizes	size	NOUN
futech-638	277	17	and	and	CCONJ
futech-638	277	18	geographic	geographic	ADJ
futech-638	277	19	locations	location	NOUN
futech-638	277	20	.	.	PUNCT
futech-638	278	1	nevertheless	nevertheless	ADV
futech-638	278	2	,	,	PUNCT
futech-638	278	3	there	there	PRON
futech-638	278	4	are	be	VERB
futech-638	278	5	considerable	considerable	ADJ
futech-638	278	6	constraints	constraint	NOUN
futech-638	278	7	:	:	PUNCT
futech-638	278	8	while	while	SCONJ
futech-638	278	9	methods	method	NOUN
futech-638	278	10	of	of	ADP
futech-638	278	11	public	public	ADJ
futech-638	278	12	data	datum	NOUN
futech-638	278	13	measurement	measurement	NOUN
futech-638	278	14	are	be	AUX
futech-638	278	15	unaffected	unaffected	ADJ
futech-638	278	16	by	by	ADP
futech-638	278	17	ethics	ethic	NOUN
futech-638	278	18	,	,	PUNCT
futech-638	278	19	the	the	DET
futech-638	278	20	microscopic	microscopic	ADJ
futech-638	278	21	aspects	aspect	NOUN
futech-638	278	22	of	of	ADP
futech-638	278	23	technology	technology	NOUN
futech-638	278	24	application	application	NOUN
futech-638	278	25	are	be	AUX
futech-638	278	26	difficult	difficult	ADJ
futech-638	278	27	to	to	PART
futech-638	278	28	identify	identify	VERB
futech-638	278	29	and	and	CCONJ
futech-638	278	30	quantify	quantify	VERB
futech-638	278	31	,	,	PUNCT
futech-638	278	32	particularly	particularly	ADV
futech-638	278	33	given	give	VERB
futech-638	278	34	the	the	DET
futech-638	278	35	five	five	NUM
futech-638	278	36	-	-	PUNCT
futech-638	278	37	year	year	NOUN
futech-638	278	38	research	research	NOUN
futech-638	278	39	timeframe	timeframe	NOUN
futech-638	278	40	focused	focus	VERB
futech-638	278	41	on	on	ADP
futech-638	278	42	ai	ai	ADJ
futech-638	278	43	-	-	PUNCT
futech-638	278	44	driven	drive	VERB
futech-638	278	45	supply	supply	NOUN
futech-638	278	46	chain	chain	NOUN
futech-638	278	47	resilience	resilience	NOUN
futech-638	278	48	in	in	ADP
futech-638	278	49	logistics	logistic	NOUN
futech-638	278	50	management	management	NOUN
futech-638	278	51	and	and	CCONJ
futech-638	278	52	related	related	ADJ
futech-638	278	53	technology	technology	NOUN
futech-638	278	54	empowerment	empowerment	NOUN
futech-638	278	55	effects	effect	NOUN
futech-638	278	56	.	.	PUNCT
futech-638	279	1	consequently	consequently	ADV
futech-638	279	2	,	,	PUNCT
futech-638	279	3	further	further	ADJ
futech-638	279	4	quantitative	quantitative	ADJ
futech-638	279	5	research	research	NOUN
futech-638	279	6	is	be	AUX
futech-638	279	7	needed	need	VERB
futech-638	279	8	to	to	PART
futech-638	279	9	explore	explore	VERB
futech-638	279	10	the	the	DET
futech-638	279	11	boundary	boundary	ADJ
futech-638	279	12	conditions	condition	NOUN
futech-638	279	13	of	of	ADP
futech-638	279	14	the	the	DET
futech-638	279	15	observed	observe	VERB
futech-638	279	16	effects	effect	NOUN
futech-638	279	17	[	[	X
futech-638	279	18	28	28	NUM
futech-638	279	19	]	]	PUNCT
futech-638	279	20	.	.	PUNCT
futech-638	280	1	best	good	ADJ
futech-638	280	2	-	-	PUNCT
futech-638	280	3	practice	practice	NOUN
futech-638	280	4	analyses	analysis	NOUN
futech-638	280	5	of	of	ADP
futech-638	280	6	iot	iot	ADJ
futech-638	280	7	implementation	implementation	NOUN
futech-638	280	8	in	in	ADP
futech-638	280	9	supply	supply	NOUN
futech-638	280	10	chain	chain	NOUN
futech-638	280	11	management	management	NOUN
futech-638	280	12	specifically	specifically	ADV
futech-638	280	13	emphasize	emphasize	VERB
futech-638	280	14	the	the	DET
futech-638	280	15	importance	importance	NOUN
futech-638	280	16	of	of	ADP
futech-638	280	17	technology	technology	NOUN
futech-638	280	18	compatibility	compatibility	NOUN
futech-638	280	19	for	for	ADP
futech-638	280	20	synergy	synergy	NOUN
futech-638	280	21	effectiveness	effectiveness	NOUN
futech-638	280	22	[	[	X
futech-638	280	23	29	29	NUM
futech-638	280	24	]	]	PUNCT
futech-638	280	25	.	.	PUNCT
futech-638	281	1	while	while	SCONJ
futech-638	281	2	this	this	DET
futech-638	281	3	study	study	NOUN
futech-638	281	4	does	do	AUX
futech-638	281	5	not	not	PART
futech-638	281	6	directly	directly	ADV
futech-638	281	7	test	test	VERB
futech-638	281	8	and	and	CCONJ
futech-638	281	9	validate	validate	VERB
futech-638	281	10	mediating	mediate	VERB
futech-638	281	11	hypotheses	hypothesis	NOUN
futech-638	281	12	,	,	PUNCT
futech-638	281	13	it	it	PRON
futech-638	281	14	provides	provide	VERB
futech-638	281	15	an	an	DET
futech-638	281	16	empirical	empirical	ADJ
futech-638	281	17	basis	basis	NOUN
futech-638	281	18	for	for	ADP
futech-638	281	19	future	future	ADJ
futech-638	281	20	theory	theory	NOUN
futech-638	281	21	refinement	refinement	NOUN
futech-638	281	22	.	.	PUNCT
futech-638	282	1	the	the	DET
futech-638	282	2	studies	study	NOUN
futech-638	282	3	on	on	ADP
futech-638	282	4	the	the	DET
futech-638	282	5	roadmap	roadmap	NOUN
futech-638	282	6	for	for	ADP
futech-638	282	7	digital	digital	ADJ
futech-638	282	8	supply	supply	NOUN
futech-638	282	9	chain	chain	NOUN
futech-638	282	10	resilience	resilience	NOUN
futech-638	282	11	have	have	AUX
futech-638	282	12	revealed	reveal	VERB
futech-638	282	13	complexities	complexity	NOUN
futech-638	282	14	in	in	ADP
futech-638	282	15	prioritizing	prioritize	VERB
futech-638	282	16	technology	technology	NOUN
futech-638	282	17	implementation	implementation	NOUN
futech-638	282	18	amid	amid	ADP
futech-638	282	19	constraints	constraint	NOUN
futech-638	282	20	on	on	ADP
futech-638	282	21	investment	investment	NOUN
futech-638	282	22	budgets	budget	NOUN
futech-638	282	23	[	[	X
futech-638	282	24	30	30	NUM
futech-638	282	25	]	]	PUNCT
futech-638	282	26	.	.	PUNCT
futech-638	283	1	the	the	DET
futech-638	283	2	current	current	ADJ
futech-638	283	3	study	study	NOUN
futech-638	283	4	's	's	PART
futech-638	283	5	synergy	synergy	NOUN
futech-638	283	6	outcome	outcome	NOUN
futech-638	283	7	provides	provide	VERB
futech-638	283	8	a	a	DET
futech-638	283	9	quantitative	quantitative	ADJ
futech-638	283	10	basis	basis	NOUN
futech-638	283	11	for	for	ADP
futech-638	283	12	enterprise	enterprise	NOUN
futech-638	283	13	resource	resource	NOUN
futech-638	283	14	allocation	allocation	NOUN
futech-638	283	15	decisions	decision	NOUN
futech-638	283	16	to	to	PART
futech-638	283	17	prioritize	prioritize	VERB
futech-638	283	18	the	the	DET
futech-638	283	19	implementation	implementation	NOUN
futech-638	283	20	of	of	ADP
futech-638	283	21	iot	iot	NOUN
futech-638	283	22	and	and	CCONJ
futech-638	283	23	edge	edge	NOUN
futech-638	283	24	computing	compute	VERB
futech-638	283	25	together	together	ADV
futech-638	283	26	rather	rather	ADV
futech-638	283	27	than	than	ADP
futech-638	283	28	making	make	VERB
futech-638	283	29	large	large	ADJ
futech-638	283	30	-	-	PUNCT
futech-638	283	31	scale	scale	NOUN
futech-638	283	32	,	,	PUNCT
futech-638	283	33	isolated	isolate	VERB
futech-638	283	34	investments	investment	NOUN
futech-638	283	35	in	in	ADP
futech-638	283	36	individual	individual	ADJ
futech-638	283	37	technologies	technology	NOUN
futech-638	283	38	.	.	PUNCT
futech-638	284	1	5	5	X
futech-638	284	2	.	.	X
futech-638	284	3	conclusion	conclusion	NOUN
futech-638	284	4	based	base	VERB
futech-638	284	5	on	on	ADP
futech-638	284	6	dynamic	dynamic	ADJ
futech-638	284	7	capability	capability	NOUN
futech-638	284	8	theory	theory	NOUN
futech-638	284	9	,	,	PUNCT
futech-638	284	10	this	this	DET
futech-638	284	11	study	study	NOUN
futech-638	284	12	develops	develop	VERB
futech-638	284	13	an	an	DET
futech-638	284	14	integrated	integrated	ADJ
futech-638	284	15	model	model	NOUN
futech-638	284	16	to	to	PART
futech-638	284	17	examine	examine	VERB
futech-638	284	18	the	the	DET
futech-638	284	19	synergistic	synergistic	ADJ
futech-638	284	20	effects	effect	NOUN
futech-638	284	21	of	of	ADP
futech-638	284	22	iot	iot	NOUN
futech-638	284	23	and	and	CCONJ
futech-638	284	24	edge	edge	NOUN
futech-638	284	25	computing	computing	NOUN
futech-638	284	26	on	on	ADP
futech-638	284	27	supply	supply	NOUN
futech-638	284	28	chain	chain	NOUN
futech-638	284	29	resilience	resilience	NOUN
futech-638	284	30	.	.	PUNCT
futech-638	285	1	quantitative	quantitative	ADJ
futech-638	285	2	analysis	analysis	NOUN
futech-638	285	3	was	be	AUX
futech-638	285	4	conducted	conduct	VERB
futech-638	285	5	using	use	VERB
futech-638	285	6	multi	multi	ADJ
futech-638	285	7	-	-	ADJ
futech-638	285	8	source	source	ADJ
futech-638	285	9	open	open	ADJ
futech-638	285	10	data	datum	NOUN
futech-638	285	11	from	from	ADP
futech-638	285	12	892	892	NUM
futech-638	285	13	enterprises	enterprise	NOUN
futech-638	285	14	.	.	PUNCT
futech-638	286	1	results	result	NOUN
futech-638	286	2	revealed	reveal	VERB
futech-638	286	3	significant	significant	ADJ
futech-638	286	4	positive	positive	ADJ
futech-638	286	5	relationships	relationship	NOUN
futech-638	286	6	between	between	ADP
futech-638	286	7	iot	iot	NOUN
futech-638	286	8	,	,	PUNCT
futech-638	286	9	edge	edge	NOUN
futech-638	286	10	computing	computing	NOUN
futech-638	286	11	,	,	PUNCT
futech-638	286	12	and	and	CCONJ
futech-638	286	13	resilience	resilience	NOUN
futech-638	286	14	(	(	PUNCT
futech-638	286	15	β	β	X
futech-638	286	16	=	=	NUM
futech-638	286	17	0.341	0.341	NUM
futech-638	286	18	,	,	PUNCT
futech-638	286	19	β	β	X
futech-638	286	20	=	=	PUNCT
futech-638	286	21	0.287	0.287	NUM
futech-638	286	22	,	,	PUNCT
futech-638	286	23	p	p	X
futech-638	286	24	<	<	X
futech-638	286	25	0.001	0.001	NUM
futech-638	286	26	)	)	PUNCT
futech-638	286	27	,	,	PUNCT
futech-638	286	28	with	with	ADP
futech-638	286	29	a	a	DET
futech-638	286	30	significant	significant	ADJ
futech-638	286	31	positive	positive	ADJ
futech-638	286	32	interaction	interaction	NOUN
futech-638	286	33	effect	effect	NOUN
futech-638	286	34	(	(	PUNCT
futech-638	286	35	β	β	X
futech-638	286	36	=	=	SYM
futech-638	286	37	0.176	0.176	NUM
futech-638	286	38	,	,	PUNCT
futech-638	286	39	p	p	X
futech-638	286	40	<	<	X
futech-638	286	41	0.001	0.001	NUM
futech-638	286	42	)	)	PUNCT
futech-638	286	43	.	.	PUNCT
futech-638	287	1	specifically	specifically	ADV
futech-638	287	2	,	,	PUNCT
futech-638	287	3	as	as	ADP
futech-638	287	4	the	the	DET
futech-638	287	5	level	level	NOUN
futech-638	287	6	of	of	ADP
futech-638	287	7	edge	edge	NOUN
futech-638	287	8	computing	compute	VERB
futech-638	287	9	implementation	implementation	NOUN
futech-638	287	10	increases	increase	NOUN
futech-638	287	11	from	from	ADP
futech-638	287	12	low	low	ADJ
futech-638	287	13	to	to	ADP
futech-638	287	14	high	high	ADJ
futech-638	287	15	,	,	PUNCT
futech-638	287	16	the	the	DET
futech-638	287	17	positive	positive	ADJ
futech-638	287	18	effect	effect	NOUN
futech-638	287	19	of	of	ADP
futech-638	287	20	iot	iot	PROPN
futech-638	287	21	on	on	ADP
futech-638	287	22	supply	supply	NOUN
futech-638	287	23	chain	chain	NOUN
futech-638	287	24	resilience	resilience	NOUN
futech-638	287	25	is	be	AUX
futech-638	287	26	significantly	significantly	ADV
futech-638	287	27	accentuated	accentuate	VERB
futech-638	287	28	by	by	ADP
futech-638	287	29	72.4	72.4	NUM
futech-638	287	30	%	%	NOUN
futech-638	287	31	.	.	PUNCT
futech-638	288	1	the	the	DET
futech-638	288	2	collaborative	collaborative	ADJ
futech-638	288	3	mechanism	mechanism	NOUN
futech-638	288	4	is	be	AUX
futech-638	288	5	most	most	ADV
futech-638	288	6	pronounced	pronounce	VERB
futech-638	288	7	in	in	ADP
futech-638	288	8	high	high	ADJ
futech-638	288	9	-	-	PUNCT
futech-638	288	10	complexity	complexity	NOUN
futech-638	288	11	supply	supply	NOUN
futech-638	288	12	chains	chain	NOUN
futech-638	288	13	and	and	CCONJ
futech-638	288	14	the	the	DET
futech-638	288	15	manufacturing	manufacturing	NOUN
futech-638	288	16	industry	industry	NOUN
futech-638	288	17	.	.	PUNCT
futech-638	289	1	this	this	DET
futech-638	289	2	study	study	NOUN
futech-638	289	3	investigates	investigate	VERB
futech-638	289	4	the	the	DET
futech-638	289	5	synergistic	synergistic	ADJ
futech-638	289	6	process	process	NOUN
futech-638	289	7	among	among	ADP
futech-638	289	8	"	"	PUNCT
futech-638	289	9	real	real	ADJ
futech-638	289	10	-	-	PUNCT
futech-638	289	11	time	time	NOUN
futech-638	289	12	perception	perception	NOUN
futech-638	289	13	,	,	PUNCT
futech-638	289	14	"	"	PUNCT
futech-638	289	15	"	"	PUNCT
futech-638	289	16	edge	edge	VERB
futech-638	289	17	analysis	analysis	NOUN
futech-638	289	18	,	,	PUNCT
futech-638	289	19	"	"	PUNCT
futech-638	289	20	and	and	CCONJ
futech-638	289	21	"	"	PUNCT
futech-638	289	22	rapid	rapid	ADJ
futech-638	289	23	response	response	NOUN
futech-638	289	24	"	"	PUNCT
futech-638	289	25	in	in	ADP
futech-638	289	26	a	a	DET
futech-638	289	27	closed	closed	ADJ
futech-638	289	28	loop	loop	NOUN
futech-638	289	29	,	,	PUNCT
futech-638	289	30	and	and	CCONJ
futech-638	289	31	highlights	highlight	VERB
futech-638	289	32	theoretical	theoretical	ADJ
futech-638	289	33	gaps	gap	NOUN
futech-638	289	34	in	in	ADP
futech-638	289	35	the	the	DET
futech-638	289	36	mechanisms	mechanism	NOUN
futech-638	289	37	of	of	ADP
futech-638	289	38	technology	technology	NOUN
futech-638	289	39	interaction	interaction	NOUN
futech-638	289	40	.	.	PUNCT
futech-638	290	1	it	it	PRON
futech-638	290	2	identifies	identify	VERB
futech-638	290	3	how	how	SCONJ
futech-638	290	4	supply	supply	NOUN
futech-638	290	5	chain	chain	NOUN
futech-638	290	6	complexity	complexity	NOUN
futech-638	290	7	and	and	CCONJ
futech-638	290	8	industry	industry	NOUN
futech-638	290	9	category	category	NOUN
futech-638	290	10	regulate	regulate	VERB
futech-638	290	11	these	these	DET
futech-638	290	12	effects	effect	NOUN
futech-638	290	13	.	.	PUNCT
futech-638	291	1	in	in	ADP
futech-638	291	2	practice	practice	NOUN
futech-638	291	3	,	,	PUNCT
futech-638	291	4	the	the	DET
futech-638	291	5	study	study	NOUN
futech-638	291	6	provides	provide	VERB
futech-638	291	7	data	data	NOUN
futech-638	291	8	-	-	PUNCT
futech-638	291	9	driven	drive	VERB
futech-638	291	10	guidance	guidance	NOUN
futech-638	291	11	for	for	ADP
futech-638	291	12	enterprises	enterprise	NOUN
futech-638	291	13	regarding	regard	VERB
futech-638	291	14	their	their	PRON
futech-638	291	15	technology	technology	NOUN
futech-638	291	16	investment	investment	NOUN
futech-638	291	17	priorities	priority	NOUN
futech-638	291	18	,	,	PUNCT
futech-638	291	19	with	with	ADP
futech-638	291	20	particular	particular	ADJ
futech-638	291	21	emphasis	emphasis	NOUN
futech-638	291	22	on	on	ADP
futech-638	291	23	the	the	DET
futech-638	291	24	coordinated	coordinated	ADJ
futech-638	291	25	deployment	deployment	NOUN
futech-638	291	26	of	of	ADP
futech-638	291	27	iot	iot	NOUN
futech-638	291	28	and	and	CCONJ
futech-638	291	29	edge	edge	NOUN
futech-638	291	30	computing	computing	NOUN
futech-638	291	31	technologies	technology	NOUN
futech-638	291	32	.	.	PUNCT
futech-638	292	1	it	it	PRON
futech-638	292	2	also	also	ADV
futech-638	292	3	provides	provide	VERB
futech-638	292	4	empirical	empirical	ADJ
futech-638	292	5	evidence	evidence	NOUN
futech-638	292	6	for	for	ADP
futech-638	292	7	policymakers	policymaker	NOUN
futech-638	292	8	in	in	ADP
futech-638	292	9	formulating	formulate	VERB
futech-638	292	10	differentiated	differentiated	ADJ
futech-638	292	11	technology	technology	NOUN
futech-638	292	12	promotion	promotion	NOUN
futech-638	292	13	strategies	strategy	NOUN
futech-638	292	14	.	.	PUNCT
futech-638	293	1	future	future	ADJ
futech-638	293	2	research	research	NOUN
futech-638	293	3	should	should	AUX
futech-638	293	4	dynamically	dynamically	ADV
futech-638	293	5	track	track	VERB
futech-638	293	6	synergistic	synergistic	ADJ
futech-638	293	7	mechanisms	mechanism	NOUN
futech-638	293	8	over	over	ADP
futech-638	293	9	time	time	NOUN
futech-638	293	10	and	and	CCONJ
futech-638	293	11	employ	employ	VERB
futech-638	293	12	ai	ai	NOUN
futech-638	293	13	or	or	CCONJ
futech-638	293	14	digital	digital	ADJ
futech-638	293	15	twins	twin	NOUN
futech-638	293	16	to	to	PART
futech-638	293	17	examine	examine	VERB
futech-638	293	18	multidimensional	multidimensional	ADJ
futech-638	293	19	synergy	synergy	NOUN
futech-638	293	20	effects	effect	NOUN
futech-638	293	21	across	across	ADP
futech-638	293	22	broader	broad	ADJ
futech-638	293	23	contexts	context	NOUN
futech-638	293	24	.	.	PUNCT
futech-638	294	1	zhicheng	zhicheng	PROPN
futech-638	294	2	yu	yu	PROPN
futech-638	294	3	&	&	CCONJ
futech-638	294	4	zhixin	zhixin	PROPN
futech-638	294	5	yu	yu	PROPN
futech-638	294	6	/future	/future	PROPN
futech-638	294	7	technology	technology	PROPN
futech-638	294	8	february	february	PROPN
futech-638	294	9	2026|	2026|	NUM
futech-638	294	10	volume	volume	NOUN
futech-638	294	11	05	05	NUM
futech-638	295	1	|	|	ADV
futech-638	295	2	issue	issue	NOUN
futech-638	295	3	01	01	NUM
futech-638	296	1	|	|	ADV
futech-638	296	2	pages	page	VERB
futech-638	296	3	324	324	NUM
futech-638	296	4	-	-	SYM
futech-638	296	5	336	336	NUM
futech-638	296	6	335	335	NUM
futech-638	296	7	ethical	ethical	ADJ
futech-638	296	8	issue	issue	NOUN
futech-638	296	9	the	the	DET
futech-638	296	10	authors	author	NOUN
futech-638	296	11	are	be	AUX
futech-638	296	12	aware	aware	ADJ
futech-638	296	13	of	of	ADP
futech-638	296	14	and	and	CCONJ
futech-638	296	15	comply	comply	ADJ
futech-638	296	16	with	with	ADP
futech-638	296	17	best	good	ADJ
futech-638	296	18	practices	practice	NOUN
futech-638	296	19	in	in	ADP
futech-638	296	20	publication	publication	NOUN
futech-638	296	21	ethics	ethic	NOUN
futech-638	296	22	,	,	PUNCT
futech-638	296	23	specifically	specifically	ADV
futech-638	296	24	regarding	regard	VERB
futech-638	296	25	authorship	authorship	NOUN
futech-638	296	26	(	(	PUNCT
futech-638	296	27	avoidance	avoidance	NOUN
futech-638	296	28	of	of	ADP
futech-638	296	29	guest	guest	NOUN
futech-638	296	30	authorship	authorship	NOUN
futech-638	296	31	)	)	PUNCT
futech-638	296	32	,	,	PUNCT
futech-638	296	33	dual	dual	ADJ
futech-638	296	34	submission	submission	NOUN
futech-638	296	35	,	,	PUNCT
futech-638	296	36	manipulation	manipulation	NOUN
futech-638	296	37	of	of	ADP
futech-638	296	38	figures	figure	NOUN
futech-638	296	39	,	,	PUNCT
futech-638	296	40	competing	compete	VERB
futech-638	296	41	interests	interest	NOUN
futech-638	296	42	,	,	PUNCT
futech-638	296	43	and	and	CCONJ
futech-638	296	44	compliance	compliance	NOUN
futech-638	296	45	with	with	ADP
futech-638	296	46	research	research	NOUN
futech-638	296	47	ethics	ethic	NOUN
futech-638	296	48	policies	policy	NOUN
futech-638	296	49	.	.	PUNCT
futech-638	297	1	the	the	DET
futech-638	297	2	authors	author	NOUN
futech-638	297	3	adhere	adhere	VERB
futech-638	297	4	to	to	ADP
futech-638	297	5	publication	publication	NOUN
futech-638	297	6	requirements	requirement	NOUN
futech-638	297	7	that	that	SCONJ
futech-638	297	8	the	the	DET
futech-638	297	9	submitted	submit	VERB
futech-638	297	10	work	work	NOUN
futech-638	297	11	is	be	AUX
futech-638	297	12	original	original	ADJ
futech-638	297	13	and	and	CCONJ
futech-638	297	14	has	have	AUX
futech-638	297	15	not	not	PART
futech-638	297	16	been	be	AUX
futech-638	297	17	published	publish	VERB
futech-638	297	18	elsewhere	elsewhere	ADV
futech-638	297	19	.	.	PUNCT
futech-638	298	1	data	datum	NOUN
futech-638	298	2	availability	availability	NOUN
futech-638	298	3	statement	statement	NOUN
futech-638	298	4	the	the	DET
futech-638	298	5	manuscript	manuscript	NOUN
futech-638	298	6	contains	contain	VERB
futech-638	298	7	all	all	DET
futech-638	298	8	the	the	DET
futech-638	298	9	data	datum	NOUN
futech-638	298	10	.	.	PUNCT
futech-638	299	1	however	however	ADV
futech-638	299	2	,	,	PUNCT
futech-638	299	3	more	more	ADJ
futech-638	299	4	data	datum	NOUN
futech-638	299	5	will	will	AUX
futech-638	299	6	be	be	AUX
futech-638	299	7	available	available	ADJ
futech-638	299	8	upon	upon	SCONJ
futech-638	299	9	request	request	NOUN
futech-638	299	10	from	from	ADP
futech-638	299	11	the	the	DET
futech-638	299	12	authors	author	NOUN
futech-638	299	13	.	.	PUNCT
futech-638	300	1	conflict	conflict	NOUN
futech-638	300	2	of	of	ADP
futech-638	300	3	interest	interest	NOUN
futech-638	300	4	the	the	DET
futech-638	300	5	authors	author	NOUN
futech-638	300	6	declare	declare	VERB
futech-638	300	7	no	no	DET
futech-638	300	8	potential	potential	ADJ
futech-638	300	9	conflict	conflict	NOUN
futech-638	300	10	of	of	ADP
futech-638	300	11	interest	interest	NOUN
futech-638	300	12	.	.	PUNCT
futech-638	301	1	references	reference	NOUN
futech-638	301	2	[	[	X
futech-638	301	3	1	1	NUM
futech-638	301	4	]	]	PUNCT
futech-638	301	5	d.	d.	PROPN
futech-638	301	6	ivanov	ivanov	PROPN
futech-638	301	7	,	,	PUNCT
futech-638	301	8	"	"	PUNCT
futech-638	301	9	transformation	transformation	NOUN
futech-638	301	10	of	of	ADP
futech-638	301	11	supply	supply	NOUN
futech-638	301	12	chain	chain	NOUN
futech-638	301	13	resilience	resilience	NOUN
futech-638	301	14	research	research	NOUN
futech-638	301	15	through	through	ADP
futech-638	301	16	the	the	DET
futech-638	301	17	covid-19	covid-19	PROPN
futech-638	301	18	pandemic	pandemic	NOUN
futech-638	301	19	,	,	PUNCT
futech-638	301	20	"	"	PUNCT
futech-638	301	21	international	international	ADJ
futech-638	301	22	journal	journal	NOUN
futech-638	301	23	of	of	ADP
futech-638	301	24	production	production	NOUN
futech-638	301	25	research	research	NOUN
futech-638	301	26	,	,	PUNCT
futech-638	301	27	vol	vol	NOUN
futech-638	301	28	.	.	PROPN
futech-638	301	29	62	62	NUM
futech-638	301	30	,	,	PUNCT
futech-638	301	31	no	no	INTJ
futech-638	301	32	.	.	NOUN
futech-638	301	33	23	23	NUM
futech-638	301	34	,	,	PUNCT
futech-638	301	35	pp	pp	ADJ
futech-638	301	36	.	.	PUNCT
futech-638	301	37	8217	8217	NUM
futech-638	301	38	-	-	SYM
futech-638	301	39	8238	8238	NUM
futech-638	301	40	,	,	PUNCT
futech-638	301	41	2024	2024	NUM
futech-638	301	42	.	.	PUNCT
futech-638	302	1	[	[	X
futech-638	302	2	2	2	NUM
futech-638	302	3	]	]	PUNCT
futech-638	302	4	x.	x.	PROPN
futech-638	302	5	shi	shi	PROPN
futech-638	302	6	,	,	PUNCT
futech-638	302	7	w.	w.	PROPN
futech-638	302	8	liu	liu	PROPN
futech-638	302	9	,	,	PUNCT
futech-638	302	10	and	and	CCONJ
futech-638	302	11	m.	m.	PROPN
futech-638	302	12	k.	k.	PROPN
futech-638	302	13	lim	lim	PROPN
futech-638	302	14	,	,	PUNCT
futech-638	302	15	"	"	PUNCT
futech-638	302	16	supply	supply	NOUN
futech-638	302	17	chain	chain	NOUN
futech-638	302	18	resilience	resilience	NOUN
futech-638	302	19	:	:	PUNCT
futech-638	302	20	new	new	ADJ
futech-638	302	21	challenges	challenge	NOUN
futech-638	302	22	and	and	CCONJ
futech-638	302	23	opportunities	opportunity	NOUN
futech-638	302	24	,	,	PUNCT
futech-638	302	25	"	"	PUNCT
futech-638	302	26	international	international	ADJ
futech-638	302	27	journal	journal	NOUN
futech-638	302	28	of	of	ADP
futech-638	302	29	logistics	logistic	NOUN
futech-638	302	30	research	research	NOUN
futech-638	302	31	and	and	CCONJ
futech-638	302	32	applications	application	NOUN
futech-638	302	33	,	,	PUNCT
futech-638	302	34	vol	vol	NOUN
futech-638	302	35	.	.	PROPN
futech-638	302	36	27	27	NUM
futech-638	302	37	,	,	PUNCT
futech-638	302	38	no	no	INTJ
futech-638	302	39	.	.	NOUN
futech-638	302	40	12	12	NUM
futech-638	302	41	,	,	PUNCT
futech-638	302	42	pp	pp	ADJ
futech-638	302	43	.	.	PUNCT
futech-638	302	44	2485	2485	NUM
futech-638	302	45	-	-	SYM
futech-638	302	46	2512	2512	NUM
futech-638	302	47	,	,	PUNCT
futech-638	302	48	2024	2024	NUM
futech-638	302	49	.	.	PUNCT
futech-638	303	1	[	[	X
futech-638	303	2	3	3	X
futech-638	303	3	]	]	X
futech-638	303	4	b.	b.	PROPN
futech-638	303	5	huo	huo	PROPN
futech-638	303	6	,	,	PUNCT
futech-638	303	7	d.	d.	PROPN
futech-638	303	8	li	li	PROPN
futech-638	303	9	,	,	PUNCT
futech-638	303	10	and	and	CCONJ
futech-638	303	11	m.	m.	NOUN
futech-638	303	12	gu	gu	PROPN
futech-638	303	13	,	,	PUNCT
futech-638	303	14	"	"	PUNCT
futech-638	303	15	the	the	DET
futech-638	303	16	impact	impact	NOUN
futech-638	303	17	of	of	ADP
futech-638	303	18	supply	supply	NOUN
futech-638	303	19	chain	chain	NOUN
futech-638	303	20	resilience	resilience	NOUN
futech-638	303	21	on	on	ADP
futech-638	303	22	customer	customer	NOUN
futech-638	303	23	satisfaction	satisfaction	NOUN
futech-638	303	24	and	and	CCONJ
futech-638	303	25	financial	financial	ADJ
futech-638	303	26	performance	performance	NOUN
futech-638	303	27	:	:	PUNCT
futech-638	303	28	a	a	DET
futech-638	303	29	combination	combination	NOUN
futech-638	303	30	of	of	ADP
futech-638	303	31	contingency	contingency	NOUN
futech-638	303	32	and	and	CCONJ
futech-638	303	33	configuration	configuration	NOUN
futech-638	303	34	approaches	approach	NOUN
futech-638	303	35	,	,	PUNCT
futech-638	303	36	"	"	PUNCT
futech-638	303	37	journal	journal	NOUN
futech-638	303	38	of	of	ADP
futech-638	303	39	management	management	NOUN
futech-638	303	40	science	science	NOUN
futech-638	303	41	and	and	CCONJ
futech-638	303	42	engineering	engineering	NOUN
futech-638	303	43	,	,	PUNCT
futech-638	303	44	vol	vol	NOUN
futech-638	303	45	.	.	PROPN
futech-638	303	46	9	9	NUM
futech-638	303	47	,	,	PUNCT
futech-638	303	48	no	no	INTJ
futech-638	303	49	.	.	NOUN
futech-638	303	50	1	1	NUM
futech-638	303	51	,	,	PUNCT
futech-638	303	52	pp	pp	ADJ
futech-638	303	53	.	.	PUNCT
futech-638	304	1	38	38	NUM
futech-638	304	2	-	-	SYM
futech-638	304	3	52	52	NUM
futech-638	304	4	,	,	PUNCT
futech-638	304	5	2024	2024	NUM
futech-638	304	6	.	.	PUNCT
futech-638	305	1	[	[	X
futech-638	305	2	4	4	NUM
futech-638	305	3	]	]	PUNCT
futech-638	305	4	a.	a.	NOUN
futech-638	305	5	cinti	cinti	PROPN
futech-638	305	6	,	,	PUNCT
futech-638	305	7	m.	m.	PROPN
futech-638	305	8	r.	r.	PROPN
futech-638	305	9	marcone	marcone	PROPN
futech-638	305	10	,	,	PUNCT
futech-638	305	11	a.	a.	NOUN
futech-638	305	12	sabatini	sabatini	PROPN
futech-638	305	13	,	,	PUNCT
futech-638	305	14	and	and	CCONJ
futech-638	305	15	v.	v.	ADP
futech-638	305	16	temperini	temperini	PROPN
futech-638	305	17	,	,	PUNCT
futech-638	305	18	"	"	PUNCT
futech-638	305	19	enhancing	enhance	VERB
futech-638	305	20	supply	supply	NOUN
futech-638	305	21	chain	chain	NOUN
futech-638	305	22	resilience	resilience	NOUN
futech-638	305	23	through	through	ADP
futech-638	305	24	the	the	DET
futech-638	305	25	supply	supply	NOUN
futech-638	305	26	network	network	NOUN
futech-638	305	27	approach	approach	NOUN
futech-638	305	28	,	,	PUNCT
futech-638	305	29	"	"	PUNCT
futech-638	305	30	journal	journal	NOUN
futech-638	305	31	of	of	ADP
futech-638	305	32	business	business	PROPN
futech-638	305	33	&	&	CCONJ
futech-638	305	34	industrial	industrial	ADJ
futech-638	305	35	marketing	marketing	NOUN
futech-638	305	36	,	,	PUNCT
futech-638	305	37	vol	vol	NOUN
futech-638	305	38	.	.	PROPN
futech-638	305	39	40	40	NUM
futech-638	305	40	,	,	PUNCT
futech-638	305	41	no	no	INTJ
futech-638	305	42	.	.	NOUN
futech-638	305	43	4	4	NUM
futech-638	305	44	,	,	PUNCT
futech-638	305	45	pp	pp	ADJ
futech-638	305	46	.	.	PUNCT
futech-638	306	1	858	858	NUM
futech-638	306	2	-	-	SYM
futech-638	306	3	876	876	NUM
futech-638	306	4	,	,	PUNCT
futech-638	306	5	2025	2025	NUM
futech-638	306	6	.	.	PUNCT
futech-638	307	1	[	[	X
futech-638	307	2	5	5	X
futech-638	307	3	]	]	PUNCT
futech-638	307	4	s.	s.	PROPN
futech-638	307	5	a.	a.	PROPN
futech-638	307	6	hosseini	hosseini	PROPN
futech-638	307	7	shekarabi	shekarabi	PROPN
futech-638	307	8	,	,	PUNCT
futech-638	307	9	r.	r.	PROPN
futech-638	307	10	kiani	kiani	PROPN
futech-638	307	11	mavi	mavi	PROPN
futech-638	307	12	,	,	PUNCT
futech-638	307	13	and	and	CCONJ
futech-638	307	14	f.	f.	PROPN
futech-638	307	15	romero	romero	PROPN
futech-638	307	16	macau	macau	PROPN
futech-638	307	17	,	,	PUNCT
futech-638	307	18	"	"	PUNCT
futech-638	307	19	supply	supply	NOUN
futech-638	307	20	chain	chain	NOUN
futech-638	307	21	resilience	resilience	NOUN
futech-638	307	22	:	:	PUNCT
futech-638	307	23	a	a	DET
futech-638	307	24	critical	critical	ADJ
futech-638	307	25	review	review	NOUN
futech-638	307	26	of	of	ADP
futech-638	307	27	risk	risk	NOUN
futech-638	307	28	mitigation	mitigation	NOUN
futech-638	307	29	,	,	PUNCT
futech-638	307	30	robust	robust	ADJ
futech-638	307	31	optimisation	optimisation	NOUN
futech-638	307	32	,	,	PUNCT
futech-638	307	33	and	and	CCONJ
futech-638	307	34	technological	technological	ADJ
futech-638	307	35	solutions	solution	NOUN
futech-638	307	36	and	and	CCONJ
futech-638	307	37	future	future	ADJ
futech-638	307	38	research	research	NOUN
futech-638	307	39	directions	direction	NOUN
futech-638	307	40	,	,	PUNCT
futech-638	307	41	"	"	PUNCT
futech-638	307	42	global	global	ADJ
futech-638	307	43	journal	journal	NOUN
futech-638	307	44	of	of	ADP
futech-638	307	45	flexible	flexible	ADJ
futech-638	307	46	systems	system	NOUN
futech-638	307	47	management	management	NOUN
futech-638	307	48	,	,	PUNCT
futech-638	307	49	pp	pp	ADJ
futech-638	307	50	.	.	PUNCT
futech-638	308	1	1	1	NUM
futech-638	308	2	-	-	SYM
futech-638	308	3	55	55	NUM
futech-638	308	4	,	,	PUNCT
futech-638	308	5	2025	2025	NUM
futech-638	308	6	.	.	PUNCT
futech-638	309	1	[	[	X
futech-638	309	2	6	6	NUM
futech-638	309	3	]	]	X
futech-638	309	4	y.	y.	PROPN
futech-638	309	5	guo	guo	PROPN
futech-638	309	6	,	,	PUNCT
futech-638	309	7	f.	f.	PROPN
futech-638	309	8	liu	liu	PROPN
futech-638	309	9	,	,	PUNCT
futech-638	309	10	j.-s	j.-s	PROPN
futech-638	309	11	.	.	PUNCT
futech-638	309	12	song	song	NOUN
futech-638	309	13	,	,	PUNCT
futech-638	309	14	and	and	CCONJ
futech-638	309	15	s.	s.	PROPN
futech-638	309	16	wang	wang	PROPN
futech-638	309	17	,	,	PUNCT
futech-638	309	18	"	"	PUNCT
futech-638	309	19	supply	supply	NOUN
futech-638	309	20	chain	chain	NOUN
futech-638	309	21	resilience	resilience	NOUN
futech-638	309	22	:	:	PUNCT
futech-638	309	23	a	a	DET
futech-638	309	24	review	review	NOUN
futech-638	309	25	from	from	ADP
futech-638	309	26	the	the	DET
futech-638	309	27	inventory	inventory	NOUN
futech-638	309	28	management	management	NOUN
futech-638	309	29	perspective	perspective	NOUN
futech-638	309	30	,	,	PUNCT
futech-638	309	31	"	"	PUNCT
futech-638	309	32	fundamental	fundamental	ADJ
futech-638	309	33	research	research	NOUN
futech-638	309	34	,	,	PUNCT
futech-638	309	35	vol	vol	NOUN
futech-638	309	36	.	.	PROPN
futech-638	309	37	5	5	NUM
futech-638	309	38	,	,	PUNCT
futech-638	309	39	no	no	INTJ
futech-638	309	40	.	.	NOUN
futech-638	309	41	2	2	NUM
futech-638	309	42	,	,	PUNCT
futech-638	309	43	pp	pp	ADJ
futech-638	309	44	.	.	PUNCT
futech-638	310	1	450	450	NUM
futech-638	310	2	-	-	SYM
futech-638	310	3	463	463	NUM
futech-638	310	4	,	,	PUNCT
futech-638	310	5	2025	2025	NUM
futech-638	310	6	.	.	PUNCT
futech-638	311	1	[	[	X
futech-638	311	2	7	7	X
futech-638	311	3	]	]	X
futech-638	311	4	n.	n.	NOUN
futech-638	311	5	ishii	ishii	PROPN
futech-638	311	6	and	and	CCONJ
futech-638	311	7	m.	m.	PROPN
futech-638	311	8	ohba	ohba	PROPN
futech-638	311	9	,	,	PUNCT
futech-638	311	10	"	"	PUNCT
futech-638	311	11	quantitative	quantitative	ADJ
futech-638	311	12	evaluation	evaluation	NOUN
futech-638	311	13	of	of	ADP
futech-638	311	14	an	an	DET
futech-638	311	15	information	information	NOUN
futech-638	311	16	network	network	NOUN
futech-638	311	17	in	in	ADP
futech-638	311	18	a	a	DET
futech-638	311	19	supply	supply	NOUN
futech-638	311	20	chain	chain	NOUN
futech-638	311	21	,	,	PUNCT
futech-638	311	22	"	"	PUNCT
futech-638	311	23	international	international	ADJ
futech-638	311	24	journal	journal	NOUN
futech-638	311	25	of	of	ADP
futech-638	311	26	production	production	NOUN
futech-638	311	27	economics	economic	NOUN
futech-638	311	28	,	,	PUNCT
futech-638	311	29	vol	vol	NOUN
futech-638	311	30	.	.	PROPN
futech-638	311	31	261	261	NUM
futech-638	311	32	,	,	PUNCT
futech-638	311	33	p.	p.	NOUN
futech-638	311	34	108889	108889	NUM
futech-638	311	35	,	,	PUNCT
futech-638	311	36	2023	2023	NUM
futech-638	311	37	.	.	PUNCT
futech-638	312	1	[	[	X
futech-638	312	2	8	8	NUM
futech-638	312	3	]	]	X
futech-638	312	4	i.	i.	NOUN
futech-638	312	5	vlachos	vlachos	PROPN
futech-638	312	6	and	and	CCONJ
futech-638	312	7	g.	g.	PROPN
futech-638	312	8	graham	graham	PROPN
futech-638	312	9	,	,	PUNCT
futech-638	312	10	"	"	PUNCT
futech-638	312	11	the	the	DET
futech-638	312	12	internet	internet	NOUN
futech-638	312	13	of	of	ADP
futech-638	312	14	things	thing	NOUN
futech-638	312	15	in	in	ADP
futech-638	312	16	supply	supply	NOUN
futech-638	312	17	chain	chain	NOUN
futech-638	312	18	management	management	NOUN
futech-638	312	19	:	:	PUNCT
futech-638	312	20	past	past	ADJ
futech-638	312	21	,	,	PUNCT
futech-638	312	22	present	present	ADJ
futech-638	312	23	,	,	PUNCT
futech-638	312	24	and	and	CCONJ
futech-638	312	25	future	future	NOUN
futech-638	312	26	–	–	PUNCT
futech-638	312	27	a	a	DET
futech-638	312	28	systematic	systematic	ADJ
futech-638	312	29	literature	literature	NOUN
futech-638	312	30	review	review	NOUN
futech-638	312	31	and	and	CCONJ
futech-638	312	32	implementation	implementation	NOUN
futech-638	312	33	framework	framework	NOUN
futech-638	312	34	,	,	PUNCT
futech-638	312	35	"	"	PUNCT
futech-638	312	36	international	international	ADJ
futech-638	312	37	journal	journal	NOUN
futech-638	312	38	of	of	ADP
futech-638	312	39	production	production	NOUN
futech-638	312	40	research	research	NOUN
futech-638	312	41	,	,	PUNCT
futech-638	312	42	pp	pp	ADJ
futech-638	312	43	.	.	PUNCT
futech-638	313	1	1	1	NUM
futech-638	313	2	-	-	SYM
futech-638	313	3	31	31	NUM
futech-638	313	4	,	,	PUNCT
futech-638	313	5	2025	2025	NUM
futech-638	313	6	.	.	PUNCT
futech-638	314	1	[	[	X
futech-638	314	2	9	9	NUM
futech-638	314	3	]	]	PUNCT
futech-638	314	4	v.	v.	CCONJ
futech-638	314	5	varriale	varriale	PROPN
futech-638	314	6	,	,	PUNCT
futech-638	314	7	a.	a.	NOUN
futech-638	314	8	cammarano	cammarano	PROPN
futech-638	314	9	,	,	PUNCT
futech-638	314	10	f.	f.	PROPN
futech-638	314	11	michelino	michelino	PROPN
futech-638	314	12	,	,	PUNCT
futech-638	314	13	and	and	CCONJ
futech-638	314	14	m.	m.	PROPN
futech-638	314	15	caputo	caputo	PROPN
futech-638	314	16	,	,	PUNCT
futech-638	314	17	"	"	PUNCT
futech-638	314	18	sustainable	sustainable	ADJ
futech-638	314	19	supply	supply	NOUN
futech-638	314	20	chains	chain	NOUN
futech-638	314	21	with	with	ADP
futech-638	314	22	blockchain	blockchain	PROPN
futech-638	314	23	,	,	PUNCT
futech-638	314	24	iot	iot	NOUN
futech-638	314	25	and	and	CCONJ
futech-638	314	26	rfid	rfid	NOUN
futech-638	314	27	:	:	PUNCT
futech-638	314	28	a	a	DET
futech-638	314	29	simulation	simulation	NOUN
futech-638	314	30	on	on	ADP
futech-638	314	31	order	order	NOUN
futech-638	314	32	management	management	NOUN
futech-638	314	33	,	,	PUNCT
futech-638	314	34	"	"	PUNCT
futech-638	314	35	sustainability	sustainability	NOUN
futech-638	314	36	,	,	PUNCT
futech-638	314	37	vol	vol	NOUN
futech-638	314	38	.	.	PROPN
futech-638	314	39	13	13	NUM
futech-638	314	40	,	,	PUNCT
futech-638	314	41	no	no	INTJ
futech-638	314	42	.	.	NOUN
futech-638	314	43	11	11	NUM
futech-638	314	44	,	,	PUNCT
futech-638	314	45	p.	p.	NOUN
futech-638	314	46	6372	6372	NUM
futech-638	314	47	,	,	PUNCT
futech-638	314	48	2021	2021	NUM
futech-638	314	49	.	.	PUNCT
futech-638	315	1	[	[	X
futech-638	315	2	10	10	NUM
futech-638	315	3	]	]	PUNCT
futech-638	315	4	m.	m.	PROPN
futech-638	315	5	r.	r.	PROPN
futech-638	315	6	karim	karim	PROPN
futech-638	315	7	,	,	PUNCT
futech-638	315	8	d.	d.	PROPN
futech-638	315	9	c.	c.	PROPN
futech-638	315	10	rodgers	rodger	VERB
futech-638	315	11	,	,	PUNCT
futech-638	315	12	and	and	CCONJ
futech-638	315	13	m.	m.	PROPN
futech-638	315	14	a.	a.	PROPN
futech-638	315	15	hossain	hossain	PROPN
futech-638	315	16	,	,	PUNCT
futech-638	315	17	"	"	PUNCT
futech-638	315	18	the	the	DET
futech-638	315	19	role	role	NOUN
futech-638	315	20	of	of	ADP
futech-638	315	21	internet	internet	NOUN
futech-638	315	22	of	of	ADP
futech-638	315	23	things	thing	NOUN
futech-638	315	24	(	(	PUNCT
futech-638	315	25	iot	iot	NOUN
futech-638	315	26	)	)	PUNCT
futech-638	315	27	in	in	ADP
futech-638	315	28	real	real	ADJ
futech-638	315	29	-	-	PUNCT
futech-638	315	30	time	time	NOUN
futech-638	315	31	supply	supply	NOUN
futech-638	315	32	chain	chain	NOUN
futech-638	315	33	monitoring	monitoring	NOUN
futech-638	315	34	,	,	PUNCT
futech-638	315	35	"	"	PUNCT
futech-638	315	36	international	international	ADJ
futech-638	315	37	journal	journal	NOUN
futech-638	315	38	of	of	ADP
futech-638	315	39	research	research	NOUN
futech-638	315	40	and	and	CCONJ
futech-638	315	41	innovation	innovation	NOUN
futech-638	315	42	in	in	ADP
futech-638	315	43	social	social	ADJ
futech-638	315	44	science	science	NOUN
futech-638	315	45	,	,	PUNCT
futech-638	315	46	vol	vol	NOUN
futech-638	315	47	.	.	PROPN
futech-638	315	48	8	8	NUM
futech-638	315	49	,	,	PUNCT
futech-638	315	50	no	no	INTJ
futech-638	315	51	.	.	NOUN
futech-638	315	52	10	10	NUM
futech-638	315	53	,	,	PUNCT
futech-638	315	54	pp	pp	ADJ
futech-638	315	55	.	.	PUNCT
futech-638	316	1	1800	1800	NUM
futech-638	316	2	-	-	SYM
futech-638	316	3	1816	1816	NUM
futech-638	316	4	,	,	PUNCT
futech-638	316	5	2024	2024	NUM
futech-638	316	6	.	.	PUNCT
futech-638	317	1	[	[	X
futech-638	317	2	11	11	NUM
futech-638	317	3	]	]	PUNCT
futech-638	317	4	m.	m.	NOUN
futech-638	317	5	akbari	akbari	PROPN
futech-638	317	6	,	,	PUNCT
futech-638	317	7	"	"	PUNCT
futech-638	317	8	revolutionizing	revolutionize	VERB
futech-638	317	9	supply	supply	NOUN
futech-638	317	10	chain	chain	NOUN
futech-638	317	11	and	and	CCONJ
futech-638	317	12	circular	circular	ADJ
futech-638	317	13	economy	economy	NOUN
futech-638	317	14	with	with	ADP
futech-638	317	15	edge	edge	NOUN
futech-638	317	16	computing	computing	NOUN
futech-638	317	17	:	:	PUNCT
futech-638	317	18	systematic	systematic	ADJ
futech-638	317	19	review	review	NOUN
futech-638	317	20	,	,	PUNCT
futech-638	317	21	research	research	NOUN
futech-638	317	22	themes	theme	NOUN
futech-638	317	23	and	and	CCONJ
futech-638	317	24	future	future	ADJ
futech-638	317	25	directions	direction	NOUN
futech-638	317	26	,	,	PUNCT
futech-638	317	27	"	"	PUNCT
futech-638	317	28	management	management	NOUN
futech-638	317	29	decision	decision	NOUN
futech-638	317	30	,	,	PUNCT
futech-638	317	31	vol	vol	NOUN
futech-638	317	32	.	.	PROPN
futech-638	317	33	62	62	NUM
futech-638	317	34	,	,	PUNCT
futech-638	317	35	no	no	INTJ
futech-638	317	36	.	.	NOUN
futech-638	317	37	9	9	NUM
futech-638	317	38	,	,	PUNCT
futech-638	317	39	pp	pp	ADJ
futech-638	317	40	.	.	PUNCT
futech-638	318	1	2875	2875	NUM
futech-638	318	2	-	-	SYM
futech-638	318	3	2899	2899	NUM
futech-638	318	4	,	,	PUNCT
futech-638	318	5	2024	2024	NUM
futech-638	318	6	.	.	PUNCT
futech-638	319	1	[	[	X
futech-638	319	2	12	12	NUM
futech-638	319	3	]	]	PUNCT
futech-638	319	4	q.	q.	NOUN
futech-638	319	5	he	he	PRON
futech-638	319	6	,	,	PUNCT
futech-638	319	7	h.	h.	PROPN
futech-638	319	8	zhao	zhao	PROPN
futech-638	319	9	,	,	PUNCT
futech-638	319	10	y.	y.	PROPN
futech-638	319	11	feng	feng	PROPN
futech-638	319	12	,	,	PUNCT
futech-638	319	13	z.	z.	PROPN
futech-638	319	14	wang	wang	PROPN
futech-638	319	15	,	,	PUNCT
futech-638	319	16	z.	z.	PROPN
futech-638	319	17	ning	ning	PROPN
futech-638	319	18	,	,	PUNCT
futech-638	319	19	and	and	CCONJ
futech-638	319	20	t.	t.	PROPN
futech-638	319	21	luo	luo	PROPN
futech-638	319	22	,	,	PUNCT
futech-638	319	23	"	"	PUNCT
futech-638	319	24	edge	edge	VERB
futech-638	319	25	computing	computing	NOUN
futech-638	319	26	-	-	PUNCT
futech-638	319	27	oriented	orient	VERB
futech-638	319	28	smart	smart	ADJ
futech-638	319	29	agricultural	agricultural	ADJ
futech-638	319	30	supply	supply	NOUN
futech-638	319	31	chain	chain	NOUN
futech-638	319	32	mechanism	mechanism	NOUN
futech-638	319	33	with	with	ADP
futech-638	319	34	auction	auction	NOUN
futech-638	319	35	and	and	CCONJ
futech-638	319	36	fuzzy	fuzzy	ADJ
futech-638	319	37	neural	neural	ADJ
futech-638	319	38	networks	network	NOUN
futech-638	319	39	,	,	PUNCT
futech-638	319	40	"	"	PUNCT
futech-638	319	41	journal	journal	NOUN
futech-638	319	42	of	of	ADP
futech-638	319	43	cloud	cloud	PROPN
futech-638	319	44	computing	computing	NOUN
futech-638	319	45	,	,	PUNCT
futech-638	319	46	vol	vol	NOUN
futech-638	319	47	.	.	PROPN
futech-638	319	48	13	13	NUM
futech-638	319	49	,	,	PUNCT
futech-638	319	50	no	no	INTJ
futech-638	319	51	.	.	NOUN
futech-638	319	52	1	1	NUM
futech-638	319	53	,	,	PUNCT
futech-638	319	54	p.	p.	NOUN
futech-638	319	55	66	66	NUM
futech-638	319	56	,	,	PUNCT
futech-638	319	57	2024	2024	NUM
futech-638	319	58	.	.	PUNCT
futech-638	320	1	[	[	X
futech-638	320	2	13	13	NUM
futech-638	320	3	]	]	PUNCT
futech-638	320	4	m.	m.	NOUN
futech-638	320	5	ghobakhloo	ghobakhloo	PROPN
futech-638	320	6	,	,	PUNCT
futech-638	320	7	m.	m.	NOUN
futech-638	320	8	iranmanesh	iranmanesh	PROPN
futech-638	320	9	,	,	PUNCT
futech-638	320	10	b.	b.	PROPN
futech-638	320	11	foroughi	foroughi	PROPN
futech-638	320	12	,	,	PUNCT
futech-638	320	13	m.-l	m.-l	PROPN
futech-638	320	14	.	.	PUNCT
futech-638	321	1	tseng	tseng	PROPN
futech-638	321	2	,	,	PUNCT
futech-638	321	3	d.	d.	PROPN
futech-638	321	4	nikbin	nikbin	PROPN
futech-638	321	5	,	,	PUNCT
futech-638	321	6	and	and	CCONJ
futech-638	321	7	a.	a.	NOUN
futech-638	321	8	a.	a.	NOUN
futech-638	321	9	khanfar	khanfar	ADV
futech-638	321	10	,	,	PUNCT
futech-638	321	11	"	"	PUNCT
futech-638	321	12	industry	industry	NOUN
futech-638	321	13	4.0	4.0	NUM
futech-638	321	14	digital	digital	ADJ
futech-638	321	15	transformation	transformation	NOUN
futech-638	321	16	and	and	CCONJ
futech-638	321	17	opportunities	opportunity	NOUN
futech-638	321	18	for	for	ADP
futech-638	321	19	supply	supply	NOUN
futech-638	321	20	chain	chain	NOUN
futech-638	321	21	resilience	resilience	NOUN
futech-638	321	22	:	:	PUNCT
futech-638	321	23	a	a	DET
futech-638	321	24	comprehensive	comprehensive	ADJ
futech-638	321	25	review	review	NOUN
futech-638	321	26	and	and	CCONJ
futech-638	321	27	a	a	DET
futech-638	321	28	strategic	strategic	ADJ
futech-638	321	29	roadmap	roadmap	NOUN
futech-638	321	30	,	,	PUNCT
futech-638	321	31	"	"	PUNCT
futech-638	321	32	production	production	NOUN
futech-638	321	33	planning	planning	NOUN
futech-638	321	34	&	&	CCONJ
futech-638	321	35	control	control	PROPN
futech-638	321	36	,	,	PUNCT
futech-638	321	37	vol	vol	NOUN
futech-638	321	38	.	.	PROPN
futech-638	321	39	36	36	NUM
futech-638	321	40	,	,	PUNCT
futech-638	321	41	no	no	INTJ
futech-638	321	42	.	.	NOUN
futech-638	321	43	1	1	NUM
futech-638	321	44	,	,	PUNCT
futech-638	321	45	pp	pp	ADJ
futech-638	321	46	.	.	PUNCT
futech-638	322	1	61	61	NUM
futech-638	322	2	-	-	SYM
futech-638	322	3	91	91	NUM
futech-638	322	4	,	,	PUNCT
futech-638	322	5	2025	2025	NUM
futech-638	322	6	.	.	PUNCT
futech-638	323	1	[	[	X
futech-638	323	2	14	14	NUM
futech-638	323	3	]	]	X
futech-638	323	4	g.	g.	PROPN
futech-638	323	5	zhang	zhang	PROPN
futech-638	323	6	,	,	PUNCT
futech-638	323	7	y.	y.	PROPN
futech-638	323	8	yang	yang	PROPN
futech-638	323	9	,	,	PUNCT
futech-638	323	10	and	and	CCONJ
futech-638	323	11	g.	g.	PROPN
futech-638	323	12	yang	yang	PROPN
futech-638	323	13	,	,	PUNCT
futech-638	323	14	"	"	PUNCT
futech-638	323	15	smart	smart	ADJ
futech-638	323	16	supply	supply	NOUN
futech-638	323	17	chain	chain	NOUN
futech-638	323	18	management	management	NOUN
futech-638	323	19	in	in	ADP
futech-638	323	20	industry	industry	NOUN
futech-638	323	21	4.0	4.0	NUM
futech-638	323	22	:	:	PUNCT
futech-638	323	23	the	the	DET
futech-638	323	24	review	review	NOUN
futech-638	323	25	,	,	PUNCT
futech-638	323	26	research	research	NOUN
futech-638	323	27	agenda	agenda	NOUN
futech-638	323	28	and	and	CCONJ
futech-638	323	29	strategies	strategy	NOUN
futech-638	323	30	in	in	ADP
futech-638	323	31	north	north	PROPN
futech-638	323	32	america	america	PROPN
futech-638	323	33	,	,	PUNCT
futech-638	323	34	"	"	PUNCT
futech-638	323	35	annals	annal	NOUN
futech-638	323	36	of	of	ADP
futech-638	323	37	operations	operation	NOUN
futech-638	323	38	research	research	NOUN
futech-638	323	39	,	,	PUNCT
futech-638	323	40	vol	vol	NOUN
futech-638	323	41	.	.	PROPN
futech-638	323	42	322	322	NUM
futech-638	323	43	,	,	PUNCT
futech-638	323	44	no	no	INTJ
futech-638	323	45	.	.	NOUN
futech-638	323	46	2	2	NUM
futech-638	323	47	,	,	PUNCT
futech-638	323	48	pp	pp	ADJ
futech-638	323	49	.	.	PUNCT
futech-638	324	1	1075	1075	NUM
futech-638	324	2	-	-	PUNCT
futech-638	324	3	1117	1117	NUM
futech-638	324	4	,	,	PUNCT
futech-638	324	5	2023	2023	NUM
futech-638	324	6	.	.	PUNCT
futech-638	325	1	[	[	X
futech-638	325	2	15	15	NUM
futech-638	325	3	]	]	X
futech-638	325	4	e.	e.	PROPN
futech-638	325	5	pessot	pessot	PROPN
futech-638	325	6	,	,	PUNCT
futech-638	325	7	a.	a.	NOUN
futech-638	325	8	zangiacomi	zangiacomi	PROPN
futech-638	325	9	,	,	PUNCT
futech-638	325	10	i.	i.	PROPN
futech-638	325	11	marchiori	marchiori	PROPN
futech-638	325	12	,	,	PUNCT
futech-638	325	13	and	and	CCONJ
futech-638	325	14	r.	r.	PROPN
futech-638	325	15	fornasiero	fornasiero	NOUN
futech-638	325	16	,	,	PUNCT
futech-638	325	17	"	"	PUNCT
futech-638	325	18	empowering	empower	VERB
futech-638	325	19	supply	supply	NOUN
futech-638	325	20	chains	chain	NOUN
futech-638	325	21	with	with	ADP
futech-638	325	22	industry	industry	NOUN
futech-638	325	23	4.0	4.0	NUM
futech-638	325	24	technologies	technology	NOUN
futech-638	325	25	to	to	PART
futech-638	325	26	face	face	VERB
futech-638	325	27	megatrends	megatrend	NOUN
futech-638	325	28	,	,	PUNCT
futech-638	325	29	"	"	PUNCT
futech-638	325	30	journal	journal	NOUN
futech-638	325	31	of	of	ADP
futech-638	325	32	business	business	NOUN
futech-638	325	33	logistics	logistic	NOUN
futech-638	325	34	,	,	PUNCT
futech-638	325	35	vol	vol	NOUN
futech-638	325	36	.	.	PROPN
futech-638	325	37	44	44	NUM
futech-638	325	38	,	,	PUNCT
futech-638	325	39	no	no	INTJ
futech-638	325	40	.	.	NOUN
futech-638	325	41	4	4	NUM
futech-638	325	42	,	,	PUNCT
futech-638	325	43	pp	pp	ADJ
futech-638	325	44	.	.	PUNCT
futech-638	326	1	609640	609640	NUM
futech-638	326	2	,	,	PUNCT
futech-638	326	3	2023	2023	NUM
futech-638	326	4	.	.	PUNCT
futech-638	327	1	[	[	X
futech-638	327	2	16	16	NUM
futech-638	327	3	]	]	X
futech-638	327	4	n.	n.	PROPN
futech-638	327	5	zhao	zhao	PROPN
futech-638	327	6	,	,	PUNCT
futech-638	327	7	j.	j.	PROPN
futech-638	327	8	hong	hong	PROPN
futech-638	327	9	,	,	PUNCT
futech-638	327	10	and	and	CCONJ
futech-638	327	11	k.	k.	PROPN
futech-638	327	12	h.	h.	PROPN
futech-638	327	13	lau	lau	PROPN
futech-638	327	14	,	,	PUNCT
futech-638	327	15	"	"	PUNCT
futech-638	327	16	impact	impact	NOUN
futech-638	327	17	of	of	ADP
futech-638	327	18	supply	supply	NOUN
futech-638	327	19	chain	chain	NOUN
futech-638	327	20	digitalization	digitalization	NOUN
futech-638	327	21	on	on	ADP
futech-638	327	22	supply	supply	NOUN
futech-638	327	23	chain	chain	NOUN
futech-638	327	24	resilience	resilience	NOUN
futech-638	327	25	and	and	CCONJ
futech-638	327	26	performance	performance	NOUN
futech-638	327	27	:	:	PUNCT
futech-638	327	28	a	a	DET
futech-638	327	29	multi	multi	ADJ
futech-638	327	30	-	-	ADJ
futech-638	327	31	mediation	mediation	ADJ
futech-638	327	32	model	model	NOUN
futech-638	327	33	,	,	PUNCT
futech-638	327	34	"	"	PUNCT
futech-638	327	35	international	international	ADJ
futech-638	327	36	journal	journal	NOUN
futech-638	327	37	of	of	ADP
futech-638	327	38	production	production	NOUN
futech-638	327	39	economics	economic	NOUN
futech-638	327	40	,	,	PUNCT
futech-638	327	41	vol	vol	NOUN
futech-638	327	42	.	.	PUNCT
futech-638	328	1	259	259	NUM
futech-638	328	2	,	,	PUNCT
futech-638	328	3	p.	p.	NOUN
futech-638	328	4	108817	108817	NUM
futech-638	328	5	,	,	PUNCT
futech-638	328	6	2023	2023	NUM
futech-638	328	7	.	.	PUNCT
futech-638	329	1	[	[	X
futech-638	329	2	17	17	NUM
futech-638	329	3	]	]	PUNCT
futech-638	329	4	j.	j.	PROPN
futech-638	329	5	he	he	PROPN
futech-638	329	6	,	,	PUNCT
futech-638	329	7	m.	m.	NOUN
futech-638	329	8	fan	fan	PROPN
futech-638	329	9	,	,	PUNCT
futech-638	329	10	and	and	CCONJ
futech-638	329	11	y.	y.	PROPN
futech-638	329	12	fan	fan	PROPN
futech-638	329	13	,	,	PUNCT
futech-638	329	14	"	"	PUNCT
futech-638	329	15	digital	digital	ADJ
futech-638	329	16	transformation	transformation	NOUN
futech-638	329	17	and	and	CCONJ
futech-638	329	18	supply	supply	NOUN
futech-638	329	19	chain	chain	NOUN
futech-638	329	20	efficiency	efficiency	NOUN
futech-638	329	21	improvement	improvement	NOUN
futech-638	329	22	:	:	PUNCT
futech-638	329	23	an	an	DET
futech-638	329	24	empirical	empirical	ADJ
futech-638	329	25	study	study	NOUN
futech-638	329	26	from	from	ADP
futech-638	329	27	a	a	DET
futech-638	329	28	-	-	PUNCT
futech-638	329	29	share	share	NOUN
futech-638	329	30	listed	list	VERB
futech-638	329	31	companies	company	NOUN
futech-638	329	32	in	in	ADP
futech-638	329	33	china	china	PROPN
futech-638	329	34	,	,	PUNCT
futech-638	329	35	"	"	PUNCT
futech-638	329	36	plos	plos	PROPN
futech-638	329	37	one	one	NUM
futech-638	329	38	,	,	PUNCT
futech-638	329	39	vol	vol	NOUN
futech-638	329	40	.	.	PROPN
futech-638	329	41	19	19	NUM
futech-638	329	42	,	,	PUNCT
futech-638	329	43	no	no	INTJ
futech-638	329	44	.	.	NOUN
futech-638	329	45	4	4	NUM
futech-638	329	46	,	,	PUNCT
futech-638	329	47	p.	p.	PROPN
futech-638	329	48	e0302133	e0302133	PROPN
futech-638	329	49	,	,	PUNCT
futech-638	329	50	2024	2024	NUM
futech-638	329	51	.	.	PUNCT
futech-638	330	1	[	[	X
futech-638	330	2	18	18	NUM
futech-638	330	3	]	]	X
futech-638	330	4	h.	h.	PROPN
futech-638	330	5	jing	jing	PROPN
futech-638	330	6	and	and	CCONJ
futech-638	330	7	y.	y.	PROPN
futech-638	330	8	fan	fan	PROPN
futech-638	330	9	,	,	PUNCT
futech-638	330	10	"	"	PUNCT
futech-638	330	11	digital	digital	ADJ
futech-638	330	12	transformation	transformation	NOUN
futech-638	330	13	,	,	PUNCT
futech-638	330	14	supply	supply	NOUN
futech-638	330	15	chain	chain	NOUN
futech-638	330	16	integration	integration	NOUN
futech-638	330	17	and	and	CCONJ
futech-638	330	18	supply	supply	NOUN
futech-638	330	19	chain	chain	NOUN
futech-638	330	20	performance	performance	NOUN
futech-638	330	21	:	:	PUNCT
futech-638	330	22	evidence	evidence	NOUN
futech-638	330	23	from	from	ADP
futech-638	330	24	chinese	chinese	ADJ
futech-638	330	25	manufacturing	manufacturing	NOUN
futech-638	330	26	listed	list	VERB
futech-638	330	27	firms	firm	NOUN
futech-638	330	28	,	,	PUNCT
futech-638	330	29	"	"	PUNCT
futech-638	330	30	sage	sage	NOUN
futech-638	330	31	open	open	ADJ
futech-638	330	32	,	,	PUNCT
futech-638	330	33	vol	vol	NOUN
futech-638	330	34	.	.	PROPN
futech-638	330	35	14	14	NUM
futech-638	330	36	,	,	PUNCT
futech-638	330	37	no	no	INTJ
futech-638	330	38	.	.	NOUN
futech-638	330	39	3	3	NUM
futech-638	330	40	,	,	PUNCT
futech-638	330	41	p.	p.	NOUN
futech-638	330	42	21582440241281616	21582440241281616	NUM
futech-638	330	43	,	,	PUNCT
futech-638	330	44	2024	2024	NUM
futech-638	330	45	.	.	PUNCT
futech-638	331	1	[	[	X
futech-638	331	2	19	19	NUM
futech-638	331	3	]	]	PUNCT
futech-638	331	4	a.	a.	NOUN
futech-638	331	5	alzahrani	alzahrani	NOUN
futech-638	331	6	and	and	CCONJ
futech-638	331	7	m.	m.	PROPN
futech-638	331	8	z.	z.	PROPN
futech-638	331	9	asghar	asghar	PROPN
futech-638	331	10	,	,	PUNCT
futech-638	331	11	"	"	PUNCT
futech-638	331	12	intelligent	intelligent	ADJ
futech-638	331	13	risk	risk	NOUN
futech-638	331	14	prediction	prediction	NOUN
futech-638	331	15	system	system	NOUN
futech-638	331	16	in	in	ADP
futech-638	331	17	iot	iot	NOUN
futech-638	331	18	-	-	PUNCT
futech-638	331	19	based	base	VERB
futech-638	331	20	supply	supply	NOUN
futech-638	331	21	chain	chain	NOUN
futech-638	331	22	management	management	NOUN
futech-638	331	23	in	in	ADP
futech-638	331	24	logistics	logistic	NOUN
futech-638	331	25	sector	sector	NOUN
futech-638	331	26	,	,	PUNCT
futech-638	331	27	"	"	PUNCT
futech-638	331	28	electronics	electronic	NOUN
futech-638	331	29	,	,	PUNCT
futech-638	331	30	vol	vol	NOUN
futech-638	331	31	.	.	PROPN
futech-638	331	32	12	12	NUM
futech-638	331	33	,	,	PUNCT
futech-638	331	34	no	no	INTJ
futech-638	331	35	.	.	NOUN
futech-638	331	36	13	13	NUM
futech-638	331	37	,	,	PUNCT
futech-638	331	38	p.	p.	NOUN
futech-638	331	39	2760	2760	NUM
futech-638	331	40	,	,	PUNCT
futech-638	331	41	2023	2023	NUM
futech-638	331	42	.	.	PUNCT
futech-638	332	1	[	[	X
futech-638	332	2	20	20	NUM
futech-638	332	3	]	]	PUNCT
futech-638	332	4	s.	s.	PROPN
futech-638	332	5	asaithambi	asaithambi	PROPN
futech-638	332	6	,	,	PUNCT
futech-638	332	7	s.	s.	PROPN
futech-638	332	8	nallusamy	nallusamy	PROPN
futech-638	332	9	,	,	PUNCT
futech-638	332	10	j.	j.	PROPN
futech-638	332	11	yang	yang	PROPN
futech-638	332	12	,	,	PUNCT
futech-638	332	13	s.	s.	PROPN
futech-638	332	14	prajapat	prajapat	PROPN
futech-638	332	15	,	,	PUNCT
futech-638	332	16	g.	g.	PROPN
futech-638	332	17	kumar	kumar	PROPN
futech-638	332	18	,	,	PUNCT
futech-638	332	19	and	and	CCONJ
futech-638	332	20	p.	p.	PROPN
futech-638	332	21	s.	s.	PROPN
futech-638	332	22	rathore	rathore	PROPN
futech-638	332	23	,	,	PUNCT
futech-638	332	24	"	"	PUNCT
futech-638	332	25	a	a	DET
futech-638	332	26	secure	secure	ADJ
futech-638	332	27	and	and	CCONJ
futech-638	332	28	trustworthy	trustworthy	ADJ
futech-638	332	29	blockchain	blockchain	PROPN
futech-638	332	30	-	-	PUNCT
futech-638	332	31	assisted	assist	VERB
futech-638	332	32	edge	edge	NOUN
futech-638	332	33	computing	compute	VERB
futech-638	332	34	architecture	architecture	NOUN
futech-638	332	35	for	for	ADP
futech-638	332	36	industrial	industrial	ADJ
futech-638	332	37	internet	internet	NOUN
futech-638	332	38	of	of	ADP
futech-638	332	39	things	thing	NOUN
futech-638	332	40	,	,	PUNCT
futech-638	332	41	"	"	PUNCT
futech-638	332	42	scientific	scientific	ADJ
futech-638	332	43	reports	report	NOUN
futech-638	332	44	,	,	PUNCT
futech-638	332	45	vol	vol	NOUN
futech-638	332	46	.	.	PROPN
futech-638	332	47	15	15	NUM
futech-638	332	48	,	,	PUNCT
futech-638	332	49	no	no	INTJ
futech-638	332	50	.	.	NOUN
futech-638	332	51	1	1	NUM
futech-638	332	52	,	,	PUNCT
futech-638	332	53	p.	p.	NOUN
futech-638	332	54	15410	15410	NUM
futech-638	332	55	,	,	PUNCT
futech-638	332	56	2025	2025	NUM
futech-638	332	57	.	.	PUNCT
futech-638	333	1	[	[	X
futech-638	333	2	21	21	NUM
futech-638	333	3	]	]	PUNCT
futech-638	333	4	s.	s.	PROPN
futech-638	333	5	bag	bag	PROPN
futech-638	333	6	,	,	PUNCT
futech-638	333	7	a.	a.	NOUN
futech-638	333	8	telukdarie	telukdarie	PROPN
futech-638	333	9	,	,	PUNCT
futech-638	333	10	j.	j.	PROPN
futech-638	333	11	c.	c.	PROPN
futech-638	333	12	pretorius	pretorius	PROPN
futech-638	333	13	,	,	PUNCT
futech-638	333	14	and	and	CCONJ
futech-638	333	15	s.	s.	PROPN
futech-638	333	16	gupta	gupta	PROPN
futech-638	333	17	,	,	PUNCT
futech-638	333	18	"	"	PUNCT
futech-638	333	19	industry	industry	NOUN
futech-638	333	20	4.0	4.0	NUM
futech-638	333	21	and	and	CCONJ
futech-638	333	22	supply	supply	VERB
futech-638	333	23	chain	chain	NOUN
futech-638	333	24	sustainability	sustainability	NOUN
futech-638	333	25	:	:	PUNCT
futech-638	333	26	framework	framework	NOUN
futech-638	333	27	and	and	CCONJ
futech-638	333	28	future	future	ADJ
futech-638	333	29	research	research	NOUN
futech-638	333	30	directions	direction	NOUN
futech-638	333	31	,	,	PUNCT
futech-638	333	32	"	"	PUNCT
futech-638	333	33	benchmarking	benchmarke	VERB
futech-638	333	34	:	:	PUNCT
futech-638	333	35	an	an	DET
futech-638	333	36	international	international	ADJ
futech-638	333	37	journal	journal	NOUN
futech-638	333	38	,	,	PUNCT
futech-638	333	39	vol	vol	NOUN
futech-638	333	40	.	.	PROPN
futech-638	333	41	28	28	NUM
futech-638	333	42	,	,	PUNCT
futech-638	333	43	no	no	INTJ
futech-638	333	44	.	.	NOUN
futech-638	333	45	5	5	NUM
futech-638	333	46	,	,	PUNCT
futech-638	333	47	pp	pp	ADJ
futech-638	333	48	.	.	PUNCT
futech-638	334	1	1410	1410	NUM
futech-638	334	2	-	-	SYM
futech-638	334	3	1450	1450	NUM
futech-638	334	4	,	,	PUNCT
futech-638	334	5	2021	2021	NUM
futech-638	334	6	.	.	PUNCT
futech-638	335	1	[	[	X
futech-638	335	2	22	22	NUM
futech-638	335	3	]	]	X
futech-638	335	4	c.	c.	NOUN
futech-638	335	5	pechlivanis	pechlivanis	PROPN
futech-638	335	6	,	,	PUNCT
futech-638	335	7	"	"	PUNCT
futech-638	335	8	implementing	implement	VERB
futech-638	335	9	iot	iot	ADJ
futech-638	335	10	technology	technology	NOUN
futech-638	335	11	in	in	ADP
futech-638	335	12	practice	practice	NOUN
futech-638	335	13	:	:	PUNCT
futech-638	335	14	monitoring	monitor	VERB
futech-638	335	15	the	the	DET
futech-638	335	16	supply	supply	NOUN
futech-638	335	17	chain	chain	NOUN
futech-638	335	18	for	for	ADP
futech-638	335	19	sustainable	sustainable	ADJ
futech-638	335	20	operation	operation	NOUN
futech-638	335	21	,	,	PUNCT
futech-638	335	22	"	"	PUNCT
futech-638	335	23	wseas	wseas	NOUN
futech-638	335	24	transactions	transaction	NOUN
futech-638	335	25	on	on	ADP
futech-638	335	26	systems	system	NOUN
futech-638	335	27	,	,	PUNCT
futech-638	335	28	vol	vol	NOUN
futech-638	335	29	.	.	PROPN
futech-638	335	30	22	22	NUM
futech-638	335	31	,	,	PUNCT
futech-638	335	32	pp	pp	ADJ
futech-638	335	33	.	.	PUNCT
futech-638	336	1	349	349	NUM
futech-638	336	2	-	-	SYM
futech-638	336	3	359	359	NUM
futech-638	336	4	,	,	PUNCT
futech-638	336	5	2023	2023	NUM
futech-638	336	6	.	.	PUNCT
futech-638	337	1	[	[	X
futech-638	337	2	23	23	NUM
futech-638	337	3	]	]	PUNCT
futech-638	338	1	z.	z.	PROPN
futech-638	338	2	rehman	rehman	PROPN
futech-638	338	3	,	,	PUNCT
futech-638	338	4	n.	n.	PROPN
futech-638	338	5	tariq	tariq	PROPN
futech-638	338	6	,	,	PUNCT
futech-638	338	7	s.	s.	PROPN
futech-638	338	8	a.	a.	PROPN
futech-638	338	9	moqurrab	moqurrab	PROPN
futech-638	338	10	,	,	PUNCT
futech-638	338	11	j.	j.	PROPN
futech-638	338	12	yoo	yoo	PROPN
futech-638	338	13	,	,	PUNCT
futech-638	338	14	and	and	CCONJ
futech-638	338	15	g.	g.	PROPN
futech-638	338	16	srivastava	srivastava	PROPN
futech-638	338	17	,	,	PUNCT
futech-638	338	18	"	"	PUNCT
futech-638	338	19	machine	machine	NOUN
futech-638	338	20	learning	learning	NOUN
futech-638	338	21	and	and	CCONJ
futech-638	338	22	internet	internet	NOUN
futech-638	338	23	of	of	ADP
futech-638	338	24	things	thing	NOUN
futech-638	338	25	applications	application	NOUN
futech-638	338	26	in	in	ADP
futech-638	338	27	enterprise	enterprise	NOUN
futech-638	338	28	architectures	architecture	NOUN
futech-638	338	29	:	:	PUNCT
futech-638	338	30	solutions	solution	NOUN
futech-638	338	31	,	,	PUNCT
futech-638	338	32	zhicheng	zhicheng	PROPN
futech-638	338	33	yu	yu	PROPN
futech-638	338	34	&	&	CCONJ
futech-638	338	35	zhixin	zhixin	PROPN
futech-638	338	36	yu	yu	PROPN
futech-638	338	37	/future	/future	PROPN
futech-638	338	38	technology	technology	PROPN
futech-638	338	39	february	february	PROPN
futech-638	338	40	2026|	2026|	NUM
futech-638	338	41	volume	volume	NOUN
futech-638	338	42	05	05	NUM
futech-638	339	1	|	|	ADV
futech-638	339	2	issue	issue	NOUN
futech-638	339	3	01	01	NUM
futech-638	340	1	|	|	ADV
futech-638	340	2	pages	page	VERB
futech-638	340	3	324	324	NUM
futech-638	340	4	-	-	SYM
futech-638	340	5	336	336	NUM
futech-638	340	6	336	336	NUM
futech-638	340	7	challenges	challenge	NOUN
futech-638	340	8	,	,	PUNCT
futech-638	340	9	and	and	CCONJ
futech-638	340	10	open	open	ADJ
futech-638	340	11	issues	issue	NOUN
futech-638	340	12	,	,	PUNCT
futech-638	340	13	"	"	PUNCT
futech-638	340	14	expert	expert	NOUN
futech-638	340	15	systems	system	NOUN
futech-638	340	16	,	,	PUNCT
futech-638	340	17	vol	vol	NOUN
futech-638	340	18	.	.	PROPN
futech-638	340	19	41	41	NUM
futech-638	340	20	,	,	PUNCT
futech-638	340	21	no	no	INTJ
futech-638	340	22	.	.	NOUN
futech-638	340	23	1	1	NUM
futech-638	340	24	,	,	PUNCT
futech-638	340	25	p.	p.	NOUN
futech-638	340	26	e13467	e13467	NOUN
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futech-638	340	29	.	.	PUNCT
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futech-638	341	3	]	]	PUNCT
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futech-638	341	8	s.	s.	PROPN
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futech-638	341	23	:	:	PUNCT
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futech-638	341	26	twin	twin	ADJ
futech-638	341	27	technologies	technology	NOUN
futech-638	341	28	and	and	CCONJ
futech-638	341	29	supply	supply	NOUN
futech-638	341	30	chain	chain	NOUN
futech-638	341	31	disruption	disruption	NOUN
futech-638	341	32	mitigation	mitigation	NOUN
futech-638	341	33	strategies	strategy	NOUN
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futech-638	343	3	]	]	X
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futech-638	343	9	s.	s.	PROPN
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futech-638	343	14	a.	a.	PROPN
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futech-638	343	18	machine	machine	NOUN
futech-638	343	19	learning	learning	NOUN
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futech-638	343	21	artificial	artificial	ADJ
futech-638	343	22	intelligence	intelligence	NOUN
futech-638	343	23	methods	method	NOUN
futech-638	343	24	and	and	CCONJ
futech-638	343	25	applications	application	NOUN
futech-638	343	26	for	for	ADP
futech-638	343	27	post	post	ADJ
futech-638	343	28	-	-	ADJ
futech-638	343	29	crisis	crisis	ADJ
futech-638	343	30	supply	supply	NOUN
futech-638	343	31	chain	chain	NOUN
futech-638	343	32	resiliency	resiliency	NOUN
futech-638	343	33	and	and	CCONJ
futech-638	343	34	recovery	recovery	NOUN
futech-638	343	35	,	,	PUNCT
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futech-638	343	37	supply	supply	NOUN
futech-638	343	38	chain	chain	NOUN
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futech-638	344	5	.	.	PUNCT
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futech-638	346	12	and	and	CCONJ
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futech-638	346	14	for	for	ADP
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futech-638	346	18	management	management	NOUN
futech-638	346	19	,	,	PUNCT
futech-638	346	20	"	"	PUNCT
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futech-638	346	28	.	.	NOUN
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futech-638	346	30	,	,	PUNCT
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futech-638	347	16	risk	risk	NOUN
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futech-638	347	18	and	and	CCONJ
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futech-638	347	20	,	,	PUNCT
futech-638	347	21	"	"	PUNCT
futech-638	347	22	in	in	ADP
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futech-638	347	29	conference	conference	NOUN
futech-638	347	30	on	on	ADP
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futech-638	347	34	management	management	NOUN
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futech-638	347	36	,	,	PUNCT
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futech-638	347	42	-	-	SYM
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futech-638	347	44	.	.	PUNCT
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futech-638	351	27	"	"	PUNCT
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futech-638	351	43	,	,	PUNCT
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futech-638	352	1	this	this	DET
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futech-638	352	6	-	-	PUNCT
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futech-638	352	8	article	article	NOUN
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futech-638	352	20	(	(	PUNCT
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