id	sid	tid	token	lemma	pos
ajst-32551	1	1	96	96	NUM
ajst-32551	1	2	supply	supply	NOUN
ajst-32551	1	3	chain	chain	NOUN
ajst-32551	1	4	risk	risk	NOUN
ajst-32551	1	5	prediction	prediction	NOUN
ajst-32551	1	6	and	and	CCONJ
ajst-32551	1	7	management	management	NOUN
ajst-32551	1	8	based	base	VERB
ajst-32551	1	9	on	on	ADP
ajst-32551	1	10	structural	structural	ADJ
ajst-32551	1	11	equation	equation	NOUN
ajst-32551	1	12	modeling	modeling	NOUN
ajst-32551	1	13	and	and	CCONJ
ajst-32551	1	14	random	random	ADJ
ajst-32551	1	15	forest	forest	NOUN
ajst-32551	1	16	yiqing	yiqe	VERB
ajst-32551	1	17	min	min	PROPN
ajst-32551	1	18	dalian	dalian	PROPN
ajst-32551	1	19	neusoft	neusoft	PROPN
ajst-32551	1	20	university	university	PROPN
ajst-32551	1	21	of	of	ADP
ajst-32551	1	22	information	information	NOUN
ajst-32551	1	23	,	,	PUNCT
ajst-32551	1	24	dalian	dalian	PROPN
ajst-32551	1	25	,	,	PUNCT
ajst-32551	1	26	liaoning	liaoning	PROPN
ajst-32551	1	27	,	,	PUNCT
ajst-32551	1	28	china	china	PROPN
ajst-32551	1	29	minyiqing1669@163.com	minyiqing1669@163.com	PROPN
ajst-32551	1	30	abstract	abstract	PROPN
ajst-32551	1	31	.	.	PUNCT
ajst-32551	2	1	in	in	ADP
ajst-32551	2	2	order	order	NOUN
ajst-32551	2	3	to	to	PART
ajst-32551	2	4	effectively	effectively	ADV
ajst-32551	2	5	solve	solve	VERB
ajst-32551	2	6	the	the	DET
ajst-32551	2	7	financial	financial	ADJ
ajst-32551	2	8	and	and	CCONJ
ajst-32551	2	9	economic	economic	ADJ
ajst-32551	2	10	problems	problem	NOUN
ajst-32551	2	11	of	of	ADP
ajst-32551	2	12	the	the	DET
ajst-32551	2	13	modern	modern	ADJ
ajst-32551	2	14	supply	supply	NOUN
ajst-32551	2	15	chain	chain	NOUN
ajst-32551	2	16	,	,	PUNCT
ajst-32551	2	17	this	this	DET
ajst-32551	2	18	paper	paper	NOUN
ajst-32551	2	19	designs	design	VERB
ajst-32551	2	20	a	a	DET
ajst-32551	2	21	combined	combine	VERB
ajst-32551	2	22	framework	framework	NOUN
ajst-32551	2	23	that	that	PRON
ajst-32551	2	24	integrates	integrate	VERB
ajst-32551	2	25	structural	structural	ADJ
ajst-32551	2	26	equation	equation	NOUN
ajst-32551	2	27	modeling	modeling	NOUN
ajst-32551	2	28	(	(	PUNCT
ajst-32551	2	29	sem	sem	NOUN
ajst-32551	2	30	)	)	PUNCT
ajst-32551	2	31	model	model	NOUN
ajst-32551	2	32	and	and	CCONJ
ajst-32551	2	33	random	random	ADJ
ajst-32551	2	34	forest	forest	NOUN
ajst-32551	2	35	(	(	PUNCT
ajst-32551	2	36	rf	rf	NOUN
ajst-32551	2	37	)	)	PUNCT
ajst-32551	2	38	algorithm	algorithm	NOUN
ajst-32551	2	39	.	.	PUNCT
ajst-32551	3	1	in	in	ADP
ajst-32551	3	2	the	the	DET
ajst-32551	3	3	first	first	ADJ
ajst-32551	3	4	part	part	NOUN
ajst-32551	3	5	,	,	PUNCT
ajst-32551	3	6	the	the	DET
ajst-32551	3	7	thesis	thesis	NOUN
ajst-32551	3	8	applies	apply	VERB
ajst-32551	3	9	sem	sem	NOUN
ajst-32551	3	10	to	to	ADP
ajst-32551	3	11	empirical	empirical	ADJ
ajst-32551	3	12	data	datum	NOUN
ajst-32551	3	13	from	from	ADP
ajst-32551	3	14	various	various	ADJ
ajst-32551	3	15	industries	industry	NOUN
ajst-32551	3	16	,	,	PUNCT
ajst-32551	3	17	directly	directly	ADV
ajst-32551	3	18	identifying	identify	VERB
ajst-32551	3	19	the	the	DET
ajst-32551	3	20	causal	causal	ADJ
ajst-32551	3	21	relationships	relationship	NOUN
ajst-32551	3	22	between	between	ADP
ajst-32551	3	23	risk	risk	NOUN
ajst-32551	3	24	factors	factor	NOUN
ajst-32551	3	25	.	.	PUNCT
ajst-32551	4	1	these	these	DET
ajst-32551	4	2	findings	finding	NOUN
ajst-32551	4	3	are	be	AUX
ajst-32551	4	4	then	then	ADV
ajst-32551	4	5	utilized	utilize	VERB
ajst-32551	4	6	by	by	ADP
ajst-32551	4	7	the	the	DET
ajst-32551	4	8	rf	rf	NOUN
ajst-32551	4	9	component	component	NOUN
ajst-32551	4	10	,	,	PUNCT
ajst-32551	4	11	facilitating	facilitate	VERB
ajst-32551	4	12	risk	risk	NOUN
ajst-32551	4	13	prediction	prediction	NOUN
ajst-32551	4	14	.	.	PUNCT
ajst-32551	5	1	through	through	ADP
ajst-32551	5	2	comparative	comparative	ADJ
ajst-32551	5	3	experiments	experiment	NOUN
ajst-32551	5	4	,	,	PUNCT
ajst-32551	5	5	this	this	DET
ajst-32551	5	6	sem	sem	ADJ
ajst-32551	5	7	-	-	PUNCT
ajst-32551	5	8	rf	rf	ADJ
ajst-32551	5	9	integration	integration	NOUN
ajst-32551	5	10	model	model	NOUN
ajst-32551	5	11	has	have	AUX
ajst-32551	5	12	achieved	achieve	VERB
ajst-32551	5	13	better	well	ADJ
ajst-32551	5	14	prediction	prediction	NOUN
ajst-32551	5	15	accuracy	accuracy	NOUN
ajst-32551	5	16	,	,	PUNCT
ajst-32551	5	17	recall	recall	NOUN
ajst-32551	5	18	and	and	CCONJ
ajst-32551	5	19	f1	f1	ADJ
ajst-32551	5	20	score	score	NOUN
ajst-32551	5	21	than	than	ADP
ajst-32551	5	22	the	the	DET
ajst-32551	5	23	standalone	standalone	ADJ
ajst-32551	5	24	version	version	NOUN
ajst-32551	5	25	of	of	ADP
ajst-32551	5	26	sem	sem	PROPN
ajst-32551	5	27	and	and	CCONJ
ajst-32551	5	28	rf	rf	NOUN
ajst-32551	5	29	.	.	NOUN
ajst-32551	5	30	feature	feature	NOUN
ajst-32551	5	31	importance	importance	NOUN
ajst-32551	5	32	analysis	analysis	NOUN
ajst-32551	5	33	reveals	reveal	VERB
ajst-32551	5	34	that	that	SCONJ
ajst-32551	5	35	supplier	supplier	NOUN
ajst-32551	5	36	delivery	delivery	NOUN
ajst-32551	5	37	latency	latency	NOUN
ajst-32551	5	38	,	,	PUNCT
ajst-32551	5	39	demand	demand	NOUN
ajst-32551	5	40	volatility	volatility	NOUN
ajst-32551	5	41	and	and	CCONJ
ajst-32551	5	42	transportation	transportation	NOUN
ajst-32551	5	43	timeliness	timeliness	NOUN
ajst-32551	5	44	have	have	VERB
ajst-32551	5	45	the	the	DET
ajst-32551	5	46	most	most	ADV
ajst-32551	5	47	significant	significant	ADJ
ajst-32551	5	48	impact	impact	NOUN
ajst-32551	5	49	on	on	ADP
ajst-32551	5	50	risk	risk	NOUN
ajst-32551	5	51	.	.	PUNCT
ajst-32551	6	1	by	by	ADP
ajst-32551	6	2	optimizing	optimize	VERB
ajst-32551	6	3	management	management	NOUN
ajst-32551	6	4	practices	practice	NOUN
ajst-32551	6	5	according	accord	VERB
ajst-32551	6	6	to	to	ADP
ajst-32551	6	7	these	these	DET
ajst-32551	6	8	conclusions	conclusion	NOUN
ajst-32551	6	9	,	,	PUNCT
ajst-32551	6	10	enterprises	enterprise	NOUN
ajst-32551	6	11	can	can	AUX
ajst-32551	6	12	reduce	reduce	VERB
ajst-32551	6	13	costs	cost	NOUN
ajst-32551	6	14	and	and	CCONJ
ajst-32551	6	15	enhance	enhance	VERB
ajst-32551	6	16	agility	agility	NOUN
ajst-32551	6	17	.	.	PUNCT
ajst-32551	7	1	therefore	therefore	ADV
ajst-32551	7	2	,	,	PUNCT
ajst-32551	7	3	this	this	DET
ajst-32551	7	4	paper	paper	NOUN
ajst-32551	7	5	provides	provide	VERB
ajst-32551	7	6	a	a	DET
ajst-32551	7	7	new	new	ADJ
ajst-32551	7	8	theoretical	theoretical	ADJ
ajst-32551	7	9	perspective	perspective	NOUN
ajst-32551	7	10	for	for	ADP
ajst-32551	7	11	supply	supply	NOUN
ajst-32551	7	12	chain	chain	NOUN
ajst-32551	7	13	risk	risk	NOUN
ajst-32551	7	14	forecasting	forecasting	NOUN
ajst-32551	7	15	and	and	CCONJ
ajst-32551	7	16	also	also	ADV
ajst-32551	7	17	offers	offer	VERB
ajst-32551	7	18	decision	decision	NOUN
ajst-32551	7	19	-	-	PUNCT
ajst-32551	7	20	making	make	VERB
ajst-32551	7	21	support	support	NOUN
ajst-32551	7	22	.	.	PUNCT
ajst-32551	8	1	keywords	keyword	NOUN
ajst-32551	8	2	:	:	PUNCT
ajst-32551	8	3	supply	supply	NOUN
ajst-32551	8	4	chain	chain	NOUN
ajst-32551	8	5	management	management	NOUN
ajst-32551	8	6	;	;	PUNCT
ajst-32551	8	7	structural	structural	ADJ
ajst-32551	8	8	equation	equation	NOUN
ajst-32551	8	9	modeling	modeling	NOUN
ajst-32551	8	10	;	;	PUNCT
ajst-32551	8	11	machine	machine	NOUN
ajst-32551	8	12	learning	learning	NOUN
ajst-32551	8	13	;	;	PUNCT
ajst-32551	8	14	risk	risk	NOUN
ajst-32551	8	15	prediction	prediction	NOUN
ajst-32551	8	16	;	;	PUNCT
ajst-32551	8	17	data	datum	NOUN
ajst-32551	8	18	analysis	analysis	NOUN
ajst-32551	8	19	;	;	PUNCT
ajst-32551	8	20	decision	decision	NOUN
ajst-32551	8	21	support	support	NOUN
ajst-32551	8	22	.	.	PUNCT
ajst-32551	9	1	1	1	X
ajst-32551	9	2	.	.	X
ajst-32551	9	3	introduction	introduction	NOUN
ajst-32551	9	4	with	with	ADP
ajst-32551	9	5	the	the	DET
ajst-32551	9	6	parallel	parallel	ADJ
ajst-32551	9	7	development	development	NOUN
ajst-32551	9	8	of	of	ADP
ajst-32551	9	9	globalization	globalization	NOUN
ajst-32551	9	10	and	and	CCONJ
ajst-32551	9	11	digitalization	digitalization	NOUN
ajst-32551	9	12	,	,	PUNCT
ajst-32551	9	13	supply	supply	NOUN
ajst-32551	9	14	chain	chain	NOUN
ajst-32551	9	15	management	management	NOUN
ajst-32551	9	16	(	(	PUNCT
ajst-32551	9	17	scm	scm	PROPN
ajst-32551	9	18	)	)	PUNCT
ajst-32551	9	19	is	be	AUX
ajst-32551	9	20	encountering	encounter	VERB
ajst-32551	9	21	unprecedented	unprecedented	ADJ
ajst-32551	9	22	complexity	complexity	NOUN
ajst-32551	9	23	and	and	CCONJ
ajst-32551	9	24	uncertainty	uncertainty	NOUN
ajst-32551	9	25	.	.	PUNCT
ajst-32551	10	1	risk	risk	NOUN
ajst-32551	10	2	incidents	incident	NOUN
ajst-32551	10	3	such	such	ADJ
ajst-32551	10	4	as	as	ADP
ajst-32551	10	5	global	global	ADJ
ajst-32551	10	6	market	market	NOUN
ajst-32551	10	7	fluctuations	fluctuation	NOUN
ajst-32551	10	8	,	,	PUNCT
ajst-32551	10	9	geopolitical	geopolitical	ADJ
ajst-32551	10	10	conflicts	conflict	NOUN
ajst-32551	10	11	and	and	CCONJ
ajst-32551	10	12	natural	natural	ADJ
ajst-32551	10	13	disasters	disaster	NOUN
ajst-32551	10	14	occur	occur	VERB
ajst-32551	10	15	frequently	frequently	ADV
ajst-32551	10	16	,	,	PUNCT
ajst-32551	10	17	and	and	CCONJ
ajst-32551	10	18	supply	supply	NOUN
ajst-32551	10	19	chain	chain	NOUN
ajst-32551	10	20	resilience	resilience	NOUN
ajst-32551	10	21	and	and	CCONJ
ajst-32551	10	22	its	its	PRON
ajst-32551	10	23	sustainability	sustainability	NOUN
ajst-32551	10	24	have	have	AUX
ajst-32551	10	25	become	become	VERB
ajst-32551	10	26	one	one	NUM
ajst-32551	10	27	of	of	ADP
ajst-32551	10	28	the	the	DET
ajst-32551	10	29	core	core	ADJ
ajst-32551	10	30	elements	element	NOUN
ajst-32551	10	31	to	to	PART
ajst-32551	10	32	enhance	enhance	VERB
ajst-32551	10	33	the	the	DET
ajst-32551	10	34	competitiveness	competitiveness	NOUN
ajst-32551	10	35	of	of	ADP
ajst-32551	10	36	enterprises[1	enterprises[1	NOUN
ajst-32551	10	37	]	]	PUNCT
ajst-32551	10	38	.	.	PUNCT
ajst-32551	11	1	while	while	SCONJ
ajst-32551	11	2	the	the	DET
ajst-32551	11	3	global	global	ADJ
ajst-32551	11	4	supply	supply	NOUN
ajst-32551	11	5	chain	chain	NOUN
ajst-32551	11	6	is	be	AUX
ajst-32551	11	7	increasingly	increasingly	ADV
ajst-32551	11	8	fragile	fragile	ADJ
ajst-32551	11	9	,	,	PUNCT
ajst-32551	11	10	how	how	SCONJ
ajst-32551	11	11	to	to	PART
ajst-32551	11	12	effectively	effectively	ADV
ajst-32551	11	13	deal	deal	VERB
ajst-32551	11	14	with	with	ADP
ajst-32551	11	15	complex	complex	ADJ
ajst-32551	11	16	and	and	CCONJ
ajst-32551	11	17	constantly	constantly	ADV
ajst-32551	11	18	changing	change	VERB
ajst-32551	11	19	risks	risk	NOUN
ajst-32551	11	20	has	have	AUX
ajst-32551	11	21	become	become	VERB
ajst-32551	11	22	the	the	DET
ajst-32551	11	23	core	core	NOUN
ajst-32551	11	24	problem	problem	NOUN
ajst-32551	11	25	of	of	ADP
ajst-32551	11	26	supply	supply	NOUN
ajst-32551	11	27	chain	chain	NOUN
ajst-32551	11	28	management	management	NOUN
ajst-32551	11	29	research	research	NOUN
ajst-32551	11	30	.	.	PUNCT
ajst-32551	12	1	at	at	ADP
ajst-32551	12	2	the	the	DET
ajst-32551	12	3	same	same	ADJ
ajst-32551	12	4	time	time	NOUN
ajst-32551	12	5	,	,	PUNCT
ajst-32551	12	6	with	with	ADP
ajst-32551	12	7	the	the	DET
ajst-32551	12	8	rapid	rapid	ADJ
ajst-32551	12	9	development	development	NOUN
ajst-32551	12	10	of	of	ADP
ajst-32551	12	11	the	the	DET
ajst-32551	12	12	era	era	NOUN
ajst-32551	12	13	of	of	ADP
ajst-32551	12	14	big	big	ADJ
ajst-32551	12	15	data	datum	NOUN
ajst-32551	12	16	,	,	PUNCT
ajst-32551	12	17	artificial	artificial	ADJ
ajst-32551	12	18	intelligence	intelligence	NOUN
ajst-32551	12	19	and	and	CCONJ
ajst-32551	12	20	internet	internet	NOUN
ajst-32551	12	21	of	of	ADP
ajst-32551	12	22	things	thing	NOUN
ajst-32551	12	23	(	(	PUNCT
ajst-32551	12	24	iot	iot	NOUN
ajst-32551	12	25	)	)	PUNCT
ajst-32551	12	26	,	,	PUNCT
ajst-32551	12	27	data	datum	NOUN
ajst-32551	12	28	driven	drive	VERB
ajst-32551	12	29	supply	supply	NOUN
ajst-32551	12	30	chain	chain	NOUN
ajst-32551	12	31	decision	decision	NOUN
ajst-32551	12	32	making	make	VERB
ajst-32551	12	33	optimization	optimization	NOUN
ajst-32551	12	34	and	and	CCONJ
ajst-32551	12	35	prediction	prediction	NOUN
ajst-32551	12	36	modeling	modeling	NOUN
ajst-32551	12	37	has	have	AUX
ajst-32551	12	38	become	become	VERB
ajst-32551	12	39	a	a	DET
ajst-32551	12	40	research	research	NOUN
ajst-32551	12	41	hotspot	hotspot	NOUN
ajst-32551	12	42	nowadays[2	nowadays[2	PROPN
ajst-32551	12	43	]	]	PUNCT
ajst-32551	12	44	.	.	PUNCT
ajst-32551	13	1	in	in	ADP
ajst-32551	13	2	the	the	DET
ajst-32551	13	3	supply	supply	NOUN
ajst-32551	13	4	chain	chain	NOUN
ajst-32551	13	5	field	field	NOUN
ajst-32551	13	6	,	,	PUNCT
ajst-32551	13	7	sem	sem	NOUN
ajst-32551	13	8	with	with	ADP
ajst-32551	13	9	good	good	ADJ
ajst-32551	13	10	causal	causal	PROPN
ajst-32551	13	11	inference	inference	NOUN
ajst-32551	13	12	ability	ability	NOUN
ajst-32551	13	13	,	,	PUNCT
ajst-32551	13	14	especially	especially	ADV
ajst-32551	13	15	the	the	DET
ajst-32551	13	16	verification	verification	NOUN
ajst-32551	13	17	of	of	ADP
ajst-32551	13	18	complex	complex	ADJ
ajst-32551	13	19	variable	variable	ADJ
ajst-32551	13	20	relationships	relationship	NOUN
ajst-32551	13	21	and	and	CCONJ
ajst-32551	13	22	causal	causal	ADJ
ajst-32551	13	23	paths	path	NOUN
ajst-32551	13	24	,	,	PUNCT
ajst-32551	13	25	in	in	ADP
ajst-32551	13	26	recent	recent	ADJ
ajst-32551	13	27	years	year	NOUN
ajst-32551	13	28	,	,	PUNCT
ajst-32551	13	29	has	have	AUX
ajst-32551	13	30	been	be	AUX
ajst-32551	13	31	widely	widely	ADV
ajst-32551	13	32	applied	apply	VERB
ajst-32551	13	33	.	.	PUNCT
ajst-32551	14	1	it	it	PRON
ajst-32551	14	2	has	have	AUX
ajst-32551	14	3	also	also	ADV
ajst-32551	14	4	made	make	VERB
ajst-32551	14	5	remarkable	remarkable	ADJ
ajst-32551	14	6	achievements	achievement	NOUN
ajst-32551	14	7	in	in	ADP
ajst-32551	14	8	risk	risk	NOUN
ajst-32551	14	9	management	management	NOUN
ajst-32551	14	10	,	,	PUNCT
ajst-32551	14	11	supply	supply	NOUN
ajst-32551	14	12	chain	chain	NOUN
ajst-32551	14	13	performance	performance	NOUN
ajst-32551	14	14	,	,	PUNCT
ajst-32551	14	15	supply	supply	NOUN
ajst-32551	14	16	chain	chain	NOUN
ajst-32551	14	17	performance	performance	NOUN
ajst-32551	14	18	analysis	analysis	NOUN
ajst-32551	14	19	,	,	PUNCT
ajst-32551	14	20	etc.[3	etc.[3	PROPN
ajst-32551	14	21	-	-	PUNCT
ajst-32551	14	22	4	4	NUM
ajst-32551	14	23	]	]	PUNCT
ajst-32551	14	24	.	.	PUNCT
ajst-32551	15	1	with	with	ADP
ajst-32551	15	2	the	the	DET
ajst-32551	15	3	introduction	introduction	NOUN
ajst-32551	15	4	of	of	ADP
ajst-32551	15	5	machine	machine	NOUN
ajst-32551	15	6	learning	learning	NOUN
ajst-32551	15	7	algorithms	algorithm	NOUN
ajst-32551	15	8	,	,	PUNCT
ajst-32551	15	9	the	the	DET
ajst-32551	15	10	prediction	prediction	NOUN
ajst-32551	15	11	of	of	ADP
ajst-32551	15	12	supply	supply	NOUN
ajst-32551	15	13	chain	chain	NOUN
ajst-32551	15	14	risks	risk	NOUN
ajst-32551	15	15	and	and	CCONJ
ajst-32551	15	16	the	the	DET
ajst-32551	15	17	support	support	NOUN
ajst-32551	15	18	of	of	ADP
ajst-32551	15	19	intelligent	intelligent	ADJ
ajst-32551	15	20	decision	decision	NOUN
ajst-32551	15	21	-	-	PUNCT
ajst-32551	15	22	making	making	NOUN
ajst-32551	15	23	have	have	AUX
ajst-32551	15	24	become	become	VERB
ajst-32551	15	25	more	more	ADV
ajst-32551	15	26	extensive	extensive	ADJ
ajst-32551	15	27	and	and	CCONJ
ajst-32551	15	28	efficient[5	efficient[5	NOUN
ajst-32551	15	29	]	]	PUNCT
ajst-32551	15	30	.	.	PUNCT
ajst-32551	16	1	for	for	ADP
ajst-32551	16	2	example	example	NOUN
ajst-32551	16	3	,	,	PUNCT
ajst-32551	16	4	the	the	DET
ajst-32551	16	5	supply	supply	NOUN
ajst-32551	16	6	chain	chain	NOUN
ajst-32551	16	7	prediction	prediction	NOUN
ajst-32551	16	8	analysis	analysis	NOUN
ajst-32551	16	9	framework	framework	NOUN
ajst-32551	16	10	based	base	VERB
ajst-32551	16	11	on	on	ADP
ajst-32551	16	12	causal	causal	ADJ
ajst-32551	16	13	ai	ai	PROPN
ajst-32551	16	14	and	and	CCONJ
ajst-32551	16	15	digital	digital	ADJ
ajst-32551	16	16	twins	twin	NOUN
ajst-32551	16	17	has	have	AUX
ajst-32551	16	18	realized	realize	VERB
ajst-32551	16	19	the	the	DET
ajst-32551	16	20	real	real	ADJ
ajst-32551	16	21	time	time	NOUN
ajst-32551	16	22	decision	decision	NOUN
ajst-32551	16	23	making	making	NOUN
ajst-32551	16	24	and	and	CCONJ
ajst-32551	16	25	causal	causal	ADJ
ajst-32551	16	26	analysis	analysis	NOUN
ajst-32551	16	27	between	between	ADP
ajst-32551	16	28	supply	supply	NOUN
ajst-32551	16	29	side	side	NOUN
ajst-32551	16	30	and	and	CCONJ
ajst-32551	16	31	demand	demand	NOUN
ajst-32551	16	32	side[6	side[6	NOUN
ajst-32551	16	33	]	]	PUNCT
ajst-32551	16	34	.	.	PUNCT
ajst-32551	17	1	data	datum	NOUN
ajst-32551	17	2	driven	drive	VERB
ajst-32551	17	3	supply	supply	NOUN
ajst-32551	17	4	chain	chain	NOUN
ajst-32551	17	5	analysis	analysis	NOUN
ajst-32551	17	6	is	be	AUX
ajst-32551	17	7	also	also	ADV
ajst-32551	17	8	gradually	gradually	ADV
ajst-32551	17	9	moving	move	VERB
ajst-32551	17	10	from	from	ADP
ajst-32551	17	11	traditional	traditional	ADJ
ajst-32551	17	12	descriptive	descriptive	ADJ
ajst-32551	17	13	analytics	analytic	NOUN
ajst-32551	17	14	to	to	ADP
ajst-32551	17	15	more	more	ADV
ajst-32551	17	16	intelligent	intelligent	ADJ
ajst-32551	17	17	predictive	predictive	ADJ
ajst-32551	17	18	analytics	analytic	NOUN
ajst-32551	17	19	and	and	CCONJ
ajst-32551	17	20	prescriptive	prescriptive	NOUN
ajst-32551	17	21	analytics	analytic	NOUN
ajst-32551	17	22	,	,	PUNCT
ajst-32551	17	23	which	which	PRON
ajst-32551	17	24	can	can	AUX
ajst-32551	17	25	help	help	VERB
ajst-32551	17	26	enterprises	enterprise	NOUN
ajst-32551	17	27	make	make	VERB
ajst-32551	17	28	more	more	ADV
ajst-32551	17	29	accurate	accurate	ADJ
ajst-32551	17	30	supply	supply	NOUN
ajst-32551	17	31	chain	chain	NOUN
ajst-32551	17	32	optimization	optimization	NOUN
ajst-32551	17	33	and	and	CCONJ
ajst-32551	17	34	risk	risk	NOUN
ajst-32551	17	35	management[7	management[7	PROPN
ajst-32551	17	36	]	]	PUNCT
ajst-32551	17	37	.	.	PUNCT
ajst-32551	18	1	however	however	ADV
ajst-32551	18	2	,	,	PUNCT
ajst-32551	18	3	with	with	ADP
ajst-32551	18	4	these	these	DET
ajst-32551	18	5	methodological	methodological	ADJ
ajst-32551	18	6	developments	development	NOUN
ajst-32551	18	7	,	,	PUNCT
ajst-32551	18	8	the	the	DET
ajst-32551	18	9	existing	exist	VERB
ajst-32551	18	10	work	work	NOUN
ajst-32551	18	11	still	still	ADV
ajst-32551	18	12	tends	tend	VERB
ajst-32551	18	13	to	to	PART
ajst-32551	18	14	be	be	AUX
ajst-32551	18	15	specific	specific	ADJ
ajst-32551	18	16	methods	method	NOUN
ajst-32551	18	17	,	,	PUNCT
ajst-32551	18	18	and	and	CCONJ
ajst-32551	18	19	there	there	PRON
ajst-32551	18	20	is	be	VERB
ajst-32551	18	21	no	no	DET
ajst-32551	18	22	comprehensive	comprehensive	ADJ
ajst-32551	18	23	cross	cross	NOUN
ajst-32551	18	24	method	method	NOUN
ajst-32551	18	25	discussion	discussion	NOUN
ajst-32551	18	26	and	and	CCONJ
ajst-32551	18	27	model	model	NOUN
ajst-32551	18	28	interpretability	interpretability	NOUN
ajst-32551	18	29	issues	issue	NOUN
ajst-32551	18	30	,	,	PUNCT
ajst-32551	18	31	so	so	SCONJ
ajst-32551	18	32	there	there	PRON
ajst-32551	18	33	are	be	VERB
ajst-32551	18	34	still	still	ADV
ajst-32551	18	35	theoretical	theoretical	ADJ
ajst-32551	18	36	and	and	CCONJ
ajst-32551	18	37	practical	practical	ADJ
ajst-32551	18	38	problems	problem	NOUN
ajst-32551	18	39	.	.	PUNCT
ajst-32551	19	1	existing	exist	VERB
ajst-32551	19	2	works	work	NOUN
ajst-32551	19	3	generally	generally	ADV
ajst-32551	19	4	focus	focus	VERB
ajst-32551	19	5	on	on	ADP
ajst-32551	19	6	single	single	ADJ
ajst-32551	19	7	techniques	technique	NOUN
ajst-32551	19	8	,	,	PUNCT
ajst-32551	19	9	e.g.	e.g.	ADV
ajst-32551	19	10	sem	sem	NOUN
ajst-32551	19	11	is	be	AUX
ajst-32551	19	12	effective	effective	ADJ
ajst-32551	19	13	for	for	ADP
ajst-32551	19	14	causal	causal	ADJ
ajst-32551	19	15	relation	relation	NOUN
ajst-32551	19	16	checking	checking	NOUN
ajst-32551	19	17	and	and	CCONJ
ajst-32551	19	18	path	path	NOUN
ajst-32551	19	19	analysis	analysis	NOUN
ajst-32551	19	20	,	,	PUNCT
ajst-32551	19	21	but	but	CCONJ
ajst-32551	19	22	it	it	PRON
ajst-32551	19	23	can	can	AUX
ajst-32551	19	24	not	not	PART
ajst-32551	19	25	handle	handle	VERB
ajst-32551	19	26	the	the	DET
ajst-32551	19	27	nonlinear	nonlinear	ADJ
ajst-32551	19	28	relationship	relationship	NOUN
ajst-32551	19	29	and	and	CCONJ
ajst-32551	19	30	changes	change	NOUN
ajst-32551	19	31	.	.	PUNCT
ajst-32551	20	1	although	although	SCONJ
ajst-32551	20	2	machine	machine	NOUN
ajst-32551	20	3	learning	learning	NOUN
ajst-32551	20	4	models	model	NOUN
ajst-32551	20	5	have	have	VERB
ajst-32551	20	6	high	high	ADJ
ajst-32551	20	7	predictive	predictive	ADJ
ajst-32551	20	8	accuracy	accuracy	NOUN
ajst-32551	20	9	,	,	PUNCT
ajst-32551	20	10	they	they	PRON
ajst-32551	20	11	still	still	ADV
ajst-32551	20	12	lack	lack	VERB
ajst-32551	20	13	theoretical	theoretical	ADJ
ajst-32551	20	14	explanatory	explanatory	ADJ
ajst-32551	20	15	power	power	NOUN
ajst-32551	20	16	in	in	ADP
ajst-32551	20	17	general[8	general[8	NOUN
ajst-32551	20	18	]	]	PUNCT
ajst-32551	20	19	.	.	PUNCT
ajst-32551	21	1	in	in	ADP
ajst-32551	21	2	addition	addition	NOUN
ajst-32551	21	3	,	,	PUNCT
ajst-32551	21	4	"	"	PUNCT
ajst-32551	21	5	explainable	explainable	ADJ
ajst-32551	21	6	risk	risk	NOUN
ajst-32551	21	7	prediction	prediction	NOUN
ajst-32551	21	8	"	"	PUNCT
ajst-32551	21	9	and	and	CCONJ
ajst-32551	21	10	"	"	PUNCT
ajst-32551	21	11	intelligent	intelligent	ADJ
ajst-32551	21	12	decision	decision	NOUN
ajst-32551	21	13	support	support	NOUN
ajst-32551	21	14	"	"	PUNCT
ajst-32551	21	15	for	for	ADP
ajst-32551	21	16	complex	complex	ADJ
ajst-32551	21	17	supply	supply	NOUN
ajst-32551	21	18	chain	chain	NOUN
ajst-32551	21	19	systems	system	NOUN
ajst-32551	21	20	are	be	AUX
ajst-32551	21	21	still	still	ADV
ajst-32551	21	22	an	an	DET
ajst-32551	21	23	urgent	urgent	ADJ
ajst-32551	21	24	issue[9	issue[9	PRON
ajst-32551	21	25	]	]	PUNCT
ajst-32551	21	26	.	.	PUNCT
ajst-32551	22	1	both	both	PRON
ajst-32551	22	2	academia	academia	NOUN
ajst-32551	22	3	and	and	CCONJ
ajst-32551	22	4	industry	industry	NOUN
ajst-32551	22	5	need	need	VERB
ajst-32551	22	6	an	an	DET
ajst-32551	22	7	urgent	urgent	ADJ
ajst-32551	22	8	problem	problem	NOUN
ajst-32551	22	9	of	of	ADP
ajst-32551	22	10	a	a	DET
ajst-32551	22	11	new	new	ADJ
ajst-32551	22	12	framework	framework	NOUN
ajst-32551	22	13	that	that	PRON
ajst-32551	22	14	combines	combine	VERB
ajst-32551	22	15	the	the	DET
ajst-32551	22	16	97	97	NUM
ajst-32551	22	17	superiority	superiority	NOUN
ajst-32551	22	18	of	of	ADP
ajst-32551	22	19	statistical	statistical	ADJ
ajst-32551	22	20	modeling	modeling	NOUN
ajst-32551	22	21	and	and	CCONJ
ajst-32551	22	22	machine	machine	NOUN
ajst-32551	22	23	learning	learning	NOUN
ajst-32551	22	24	for	for	ADP
ajst-32551	22	25	the	the	DET
ajst-32551	22	26	dynamic	dynamic	ADJ
ajst-32551	22	27	uncertainty	uncertainty	NOUN
ajst-32551	22	28	of	of	ADP
ajst-32551	22	29	supply	supply	NOUN
ajst-32551	22	30	chain	chain	NOUN
ajst-32551	22	31	system	system	NOUN
ajst-32551	22	32	and	and	CCONJ
ajst-32551	22	33	pushes	push	VERB
ajst-32551	22	34	scm	scm	PROPN
ajst-32551	22	35	toward	toward	ADP
ajst-32551	22	36	being	be	AUX
ajst-32551	22	37	more	more	ADV
ajst-32551	22	38	intelligent	intelligent	ADJ
ajst-32551	22	39	and	and	CCONJ
ajst-32551	22	40	more	more	ADV
ajst-32551	22	41	precise	precise	ADJ
ajst-32551	22	42	.	.	PUNCT
ajst-32551	23	1	from	from	ADP
ajst-32551	23	2	this	this	PRON
ajst-32551	23	3	,	,	PUNCT
ajst-32551	23	4	this	this	DET
ajst-32551	23	5	article	article	NOUN
ajst-32551	23	6	delves	delve	VERB
ajst-32551	23	7	into	into	ADP
ajst-32551	23	8	how	how	SCONJ
ajst-32551	23	9	to	to	PART
ajst-32551	23	10	leverage	leverage	VERB
ajst-32551	23	11	the	the	DET
ajst-32551	23	12	power	power	NOUN
ajst-32551	23	13	of	of	ADP
ajst-32551	23	14	structural	structural	ADJ
ajst-32551	23	15	equation	equation	NOUN
ajst-32551	23	16	modeling	modeling	NOUN
ajst-32551	23	17	with	with	ADP
ajst-32551	23	18	machine	machine	NOUN
ajst-32551	23	19	learning	learn	VERB
ajst-32551	23	20	to	to	PART
ajst-32551	23	21	establish	establish	VERB
ajst-32551	23	22	a	a	DET
ajst-32551	23	23	supply	supply	NOUN
ajst-32551	23	24	chain	chain	NOUN
ajst-32551	23	25	risk	risk	NOUN
ajst-32551	23	26	prediction	prediction	NOUN
ajst-32551	23	27	model	model	NOUN
ajst-32551	23	28	that	that	PRON
ajst-32551	23	29	balances	balance	VERB
ajst-32551	23	30	both	both	DET
ajst-32551	23	31	reasoning	reasoning	NOUN
ajst-32551	23	32	and	and	CCONJ
ajst-32551	23	33	predictive	predictive	ADJ
ajst-32551	23	34	accuracy	accuracy	NOUN
ajst-32551	23	35	.	.	PUNCT
ajst-32551	24	1	through	through	ADP
ajst-32551	24	2	in	in	ADP
ajst-32551	24	3	-	-	PUNCT
ajst-32551	24	4	depth	depth	NOUN
ajst-32551	24	5	empirical	empirical	ADJ
ajst-32551	24	6	research	research	NOUN
ajst-32551	24	7	,	,	PUNCT
ajst-32551	24	8	the	the	DET
ajst-32551	24	9	effectiveness	effectiveness	NOUN
ajst-32551	24	10	and	and	CCONJ
ajst-32551	24	11	adaptability	adaptability	NOUN
ajst-32551	24	12	of	of	ADP
ajst-32551	24	13	this	this	DET
ajst-32551	24	14	model	model	NOUN
ajst-32551	24	15	in	in	ADP
ajst-32551	24	16	different	different	ADJ
ajst-32551	24	17	risk	risk	NOUN
ajst-32551	24	18	environments	environment	NOUN
ajst-32551	24	19	are	be	AUX
ajst-32551	24	20	verified	verify	VERB
ajst-32551	24	21	.	.	PUNCT
ajst-32551	25	1	this	this	DET
ajst-32551	25	2	paper	paper	NOUN
ajst-32551	25	3	not	not	PART
ajst-32551	25	4	only	only	ADV
ajst-32551	25	5	supplements	supplement	NOUN
ajst-32551	25	6	the	the	DET
ajst-32551	25	7	shortcomings	shortcoming	NOUN
ajst-32551	25	8	of	of	ADP
ajst-32551	25	9	existing	exist	VERB
ajst-32551	25	10	literature	literature	NOUN
ajst-32551	25	11	in	in	ADP
ajst-32551	25	12	cross	cross	NOUN
ajst-32551	25	13	method	method	PROPN
ajst-32551	25	14	coupling	coupling	NOUN
ajst-32551	25	15	,	,	PUNCT
ajst-32551	25	16	and	and	CCONJ
ajst-32551	25	17	model	model	NOUN
ajst-32551	25	18	interpretability	interpretability	NOUN
ajst-32551	25	19	;	;	PUNCT
ajst-32551	25	20	it	it	PRON
ajst-32551	25	21	not	not	PART
ajst-32551	25	22	only	only	ADV
ajst-32551	25	23	supplements	supplement	NOUN
ajst-32551	25	24	the	the	DET
ajst-32551	25	25	shortcomings	shortcoming	NOUN
ajst-32551	25	26	of	of	ADP
ajst-32551	25	27	the	the	DET
ajst-32551	25	28	existing	exist	VERB
ajst-32551	25	29	literature	literature	NOUN
ajst-32551	25	30	on	on	ADP
ajst-32551	25	31	cross	cross	NOUN
ajst-32551	25	32	method	method	PROPN
ajst-32551	25	33	coupling	coupling	NOUN
ajst-32551	25	34	,	,	PUNCT
ajst-32551	25	35	model	model	NOUN
ajst-32551	25	36	interpretability	interpretability	NOUN
ajst-32551	25	37	,	,	PUNCT
ajst-32551	25	38	but	but	CCONJ
ajst-32551	25	39	also	also	ADV
ajst-32551	25	40	provides	provide	VERB
ajst-32551	25	41	theoretical	theoretical	ADJ
ajst-32551	25	42	and	and	CCONJ
ajst-32551	25	43	methodological	methodological	ADJ
ajst-32551	25	44	support	support	NOUN
ajst-32551	25	45	for	for	ADP
ajst-32551	25	46	the	the	DET
ajst-32551	25	47	intelligent	intelligent	ADJ
ajst-32551	25	48	management	management	NOUN
ajst-32551	25	49	of	of	ADP
ajst-32551	25	50	the	the	DET
ajst-32551	25	51	supply	supply	NOUN
ajst-32551	25	52	chain	chain	NOUN
ajst-32551	25	53	in	in	ADP
ajst-32551	25	54	the	the	DET
ajst-32551	25	55	future	future	ADJ
ajst-32551	25	56	society	society	NOUN
ajst-32551	25	57	,	,	PUNCT
ajst-32551	25	58	so	so	SCONJ
ajst-32551	25	59	that	that	SCONJ
ajst-32551	25	60	the	the	DET
ajst-32551	25	61	enterprise	enterprise	NOUN
ajst-32551	25	62	in	in	ADP
ajst-32551	25	63	the	the	DET
ajst-32551	25	64	complex	complex	ADJ
ajst-32551	25	65	and	and	CCONJ
ajst-32551	25	66	changeable	changeable	ADJ
ajst-32551	25	67	environment	environment	NOUN
ajst-32551	25	68	can	can	AUX
ajst-32551	25	69	better	well	ADV
ajst-32551	25	70	improve	improve	VERB
ajst-32551	25	71	the	the	DET
ajst-32551	25	72	competitiveness	competitiveness	NOUN
ajst-32551	25	73	.	.	PUNCT
ajst-32551	26	1	2	2	X
ajst-32551	26	2	.	.	X
ajst-32551	26	3	methodology	methodology	NOUN
ajst-32551	26	4	2.1	2.1	NUM
ajst-32551	26	5	structural	structural	ADJ
ajst-32551	26	6	equation	equation	NOUN
ajst-32551	26	7	modeling	modeling	NOUN
ajst-32551	26	8	(	(	PUNCT
ajst-32551	26	9	sem	sem	NOUN
ajst-32551	26	10	)	)	PUNCT
ajst-32551	26	11	the	the	DET
ajst-32551	26	12	structural	structural	ADJ
ajst-32551	26	13	equation	equation	NOUN
ajst-32551	26	14	modeling	modeling	NOUN
ajst-32551	26	15	(	(	PUNCT
ajst-32551	26	16	sem	sem	NOUN
ajst-32551	26	17	;	;	PUNCT
ajst-32551	26	18	structural	structural	ADJ
ajst-32551	26	19	equation	equation	NOUN
ajst-32551	26	20	modeling	modeling	NOUN
ajst-32551	26	21	;	;	PUNCT
ajst-32551	26	22	sem	sem	NOUN
ajst-32551	26	23	)	)	PUNCT
ajst-32551	26	24	is	be	AUX
ajst-32551	26	25	a	a	DET
ajst-32551	26	26	commonly	commonly	ADV
ajst-32551	26	27	used	use	VERB
ajst-32551	26	28	statistical	statistical	ADJ
ajst-32551	26	29	model	model	NOUN
ajst-32551	26	30	,	,	PUNCT
ajst-32551	26	31	especially	especially	ADV
ajst-32551	26	32	in	in	ADP
ajst-32551	26	33	the	the	DET
ajst-32551	26	34	social	social	ADJ
ajst-32551	26	35	sciences	sciences	PROPN
ajst-32551	26	36	and	and	CCONJ
ajst-32551	26	37	management	management	NOUN
ajst-32551	26	38	research	research	NOUN
ajst-32551	26	39	,	,	PUNCT
ajst-32551	26	40	which	which	PRON
ajst-32551	26	41	aims	aim	VERB
ajst-32551	26	42	to	to	PART
ajst-32551	26	43	understand	understand	VERB
ajst-32551	26	44	and	and	CCONJ
ajst-32551	26	45	explore	explore	VERB
ajst-32551	26	46	the	the	DET
ajst-32551	26	47	relationships	relationship	NOUN
ajst-32551	26	48	among	among	ADP
ajst-32551	26	49	variables	variable	NOUN
ajst-32551	26	50	.	.	PUNCT
ajst-32551	27	1	sem	sem	PROPN
ajst-32551	27	2	also	also	ADV
ajst-32551	27	3	assists	assist	VERB
ajst-32551	27	4	in	in	ADP
ajst-32551	27	5	identifying	identify	VERB
ajst-32551	27	6	how	how	SCONJ
ajst-32551	27	7	various	various	ADJ
ajst-32551	27	8	risks	risk	NOUN
ajst-32551	27	9	—	—	PUNCT
ajst-32551	27	10	e.g.	e.g.	ADV
ajst-32551	27	11	,	,	PUNCT
ajst-32551	27	12	supplier	supplier	NOUN
ajst-32551	27	13	instabilities	instability	NOUN
ajst-32551	27	14	,	,	PUNCT
ajst-32551	27	15	transportation	transportation	NOUN
ajst-32551	27	16	delays	delay	NOUN
ajst-32551	27	17	,	,	PUNCT
ajst-32551	27	18	demand	demand	NOUN
ajst-32551	27	19	fluctuations	fluctuation	NOUN
ajst-32551	27	20	—	—	PUNCT
ajst-32551	27	21	impacts	impact	VERB
ajst-32551	27	22	the	the	DET
ajst-32551	27	23	overall	overall	ADJ
ajst-32551	27	24	supply	supply	NOUN
ajst-32551	27	25	chain	chain	NOUN
ajst-32551	27	26	performance	performance	NOUN
ajst-32551	27	27	,	,	PUNCT
ajst-32551	27	28	in	in	ADP
ajst-32551	27	29	the	the	DET
ajst-32551	27	30	scenario	scenario	NOUN
ajst-32551	27	31	of	of	ADP
ajst-32551	27	32	supply	supply	NOUN
ajst-32551	27	33	chain	chain	NOUN
ajst-32551	27	34	risk	risk	NOUN
ajst-32551	27	35	management	management	NOUN
ajst-32551	27	36	.	.	PUNCT
ajst-32551	28	1	two	two	NUM
ajst-32551	28	2	major	major	ADJ
ajst-32551	28	3	components	component	NOUN
ajst-32551	28	4	of	of	ADP
ajst-32551	28	5	sem	sem	NOUN
ajst-32551	28	6	are	be	AUX
ajst-32551	28	7	the	the	DET
ajst-32551	28	8	measurement	measurement	NOUN
ajst-32551	28	9	model	model	NOUN
ajst-32551	28	10	and	and	CCONJ
ajst-32551	28	11	structural	structural	ADJ
ajst-32551	28	12	model	model	NOUN
ajst-32551	28	13	.	.	PUNCT
ajst-32551	29	1	the	the	DET
ajst-32551	29	2	measurement	measurement	NOUN
ajst-32551	29	3	model	model	NOUN
ajst-32551	29	4	depicts	depict	VERB
ajst-32551	29	5	the	the	DET
ajst-32551	29	6	relationship	relationship	NOUN
ajst-32551	29	7	between	between	ADP
ajst-32551	29	8	observed	observed	ADJ
ajst-32551	29	9	variables	variable	NOUN
ajst-32551	29	10	(	(	PUNCT
ajst-32551	29	11	historical	historical	ADJ
ajst-32551	29	12	data	datum	NOUN
ajst-32551	29	13	and	and	CCONJ
ajst-32551	29	14	supply	supply	NOUN
ajst-32551	29	15	chain	chain	NOUN
ajst-32551	29	16	performance	performance	NOUN
ajst-32551	29	17	)	)	PUNCT
ajst-32551	29	18	and	and	CCONJ
ajst-32551	29	19	the	the	DET
ajst-32551	29	20	latent	latent	NOUN
ajst-32551	29	21	variables	variable	NOUN
ajst-32551	29	22	(	(	PUNCT
ajst-32551	29	23	supplier	supplier	NOUN
ajst-32551	29	24	risk	risk	NOUN
ajst-32551	29	25	or	or	CCONJ
ajst-32551	29	26	transportation	transportation	NOUN
ajst-32551	29	27	risk	risk	NOUN
ajst-32551	29	28	)	)	PUNCT
ajst-32551	29	29	.	.	PUNCT
ajst-32551	30	1	the	the	DET
ajst-32551	30	2	structural	structural	ADJ
ajst-32551	30	3	model	model	NOUN
ajst-32551	30	4	illustrates	illustrate	VERB
ajst-32551	30	5	how	how	SCONJ
ajst-32551	30	6	these	these	DET
ajst-32551	30	7	latent	latent	NOUN
ajst-32551	30	8	variables	variable	NOUN
ajst-32551	30	9	are	be	AUX
ajst-32551	30	10	interrelated	interrelated	ADJ
ajst-32551	30	11	.	.	PUNCT
ajst-32551	31	1	in	in	ADP
ajst-32551	31	2	this	this	DET
ajst-32551	31	3	case	case	NOUN
ajst-32551	31	4	,	,	PUNCT
ajst-32551	31	5	latent	latent	ADJ
ajst-32551	31	6	variables	variable	NOUN
ajst-32551	31	7	are	be	AUX
ajst-32551	31	8	the	the	DET
ajst-32551	31	9	various	various	ADJ
ajst-32551	31	10	risk	risk	NOUN
ajst-32551	31	11	factors	factor	NOUN
ajst-32551	31	12	,	,	PUNCT
ajst-32551	31	13	and	and	CCONJ
ajst-32551	31	14	observed	observed	ADJ
ajst-32551	31	15	variables	variable	NOUN
ajst-32551	31	16	are	be	AUX
ajst-32551	31	17	information	information	NOUN
ajst-32551	31	18	we	we	PRON
ajst-32551	31	19	gather	gather	VERB
ajst-32551	31	20	sem	sem	NOUN
ajst-32551	31	21	can	can	AUX
ajst-32551	31	22	assist	assist	VERB
ajst-32551	31	23	us	we	PRON
ajst-32551	31	24	in	in	ADP
ajst-32551	31	25	quantifying	quantify	VERB
ajst-32551	31	26	how	how	SCONJ
ajst-32551	31	27	these	these	DET
ajst-32551	31	28	risk	risk	NOUN
ajst-32551	31	29	factors	factor	NOUN
ajst-32551	31	30	impact	impact	VERB
ajst-32551	31	31	supply	supply	NOUN
ajst-32551	31	32	chain	chain	NOUN
ajst-32551	31	33	outcomes	outcome	NOUN
ajst-32551	31	34	.	.	PUNCT
ajst-32551	32	1	through	through	ADP
ajst-32551	32	2	sem	sem	NOUN
ajst-32551	32	3	we	we	PRON
ajst-32551	32	4	are	be	AUX
ajst-32551	32	5	able	able	ADJ
ajst-32551	32	6	to	to	PART
ajst-32551	32	7	identify	identify	VERB
ajst-32551	32	8	important	important	ADJ
ajst-32551	32	9	risk	risk	NOUN
ajst-32551	32	10	factors	factor	NOUN
ajst-32551	32	11	of	of	ADP
ajst-32551	32	12	supply	supply	NOUN
ajst-32551	32	13	chain	chain	NOUN
ajst-32551	32	14	management	management	NOUN
ajst-32551	32	15	and	and	CCONJ
ajst-32551	32	16	relationships	relationship	NOUN
ajst-32551	32	17	between	between	ADP
ajst-32551	32	18	them	they	PRON
ajst-32551	32	19	.	.	PUNCT
ajst-32551	33	1	this	this	PRON
ajst-32551	33	2	may	may	AUX
ajst-32551	33	3	provide	provide	VERB
ajst-32551	33	4	useful	useful	ADJ
ajst-32551	33	5	information	information	NOUN
ajst-32551	33	6	for	for	ADP
ajst-32551	33	7	devising	devise	VERB
ajst-32551	33	8	strategies	strategy	NOUN
ajst-32551	33	9	to	to	PART
ajst-32551	33	10	manage	manage	VERB
ajst-32551	33	11	the	the	DET
ajst-32551	33	12	risks	risk	NOUN
ajst-32551	33	13	in	in	ADP
ajst-32551	33	14	supply	supply	NOUN
ajst-32551	33	15	chain	chain	NOUN
ajst-32551	33	16	management	management	NOUN
ajst-32551	33	17	.	.	PUNCT
ajst-32551	34	1	one	one	NUM
ajst-32551	34	2	of	of	ADP
ajst-32551	34	3	the	the	DET
ajst-32551	34	4	strength	strength	NOUN
ajst-32551	34	5	of	of	ADP
ajst-32551	34	6	sem	sem	NOUN
ajst-32551	34	7	is	be	AUX
ajst-32551	34	8	that	that	SCONJ
ajst-32551	34	9	the	the	DET
ajst-32551	34	10	model	model	NOUN
ajst-32551	34	11	allows	allow	VERB
ajst-32551	34	12	for	for	ADP
ajst-32551	34	13	the	the	DET
ajst-32551	34	14	modeling	modeling	NOUN
ajst-32551	34	15	of	of	ADP
ajst-32551	34	16	complex	complex	ADJ
ajst-32551	34	17	relationships	relationship	NOUN
ajst-32551	34	18	between	between	ADP
ajst-32551	34	19	variables	variable	NOUN
ajst-32551	34	20	and	and	CCONJ
ajst-32551	34	21	also	also	ADV
ajst-32551	34	22	offers	offer	VERB
ajst-32551	34	23	indices	index	NOUN
ajst-32551	34	24	to	to	PART
ajst-32551	34	25	help	help	VERB
ajst-32551	34	26	assess	assess	VERB
ajst-32551	34	27	the	the	PRON
ajst-32551	34	28	how	how	SCONJ
ajst-32551	34	29	well	well	ADV
ajst-32551	34	30	the	the	DET
ajst-32551	34	31	model	model	NOUN
ajst-32551	34	32	fits	fit	VERB
ajst-32551	34	33	the	the	DET
ajst-32551	34	34	data	datum	NOUN
ajst-32551	34	35	.	.	PUNCT
ajst-32551	35	1	however	however	ADV
ajst-32551	35	2	,	,	PUNCT
ajst-32551	35	3	sem	sem	PROPN
ajst-32551	35	4	can	can	AUX
ajst-32551	35	5	fail	fail	VERB
ajst-32551	35	6	for	for	ADP
ajst-32551	35	7	very	very	ADV
ajst-32551	35	8	large	large	ADJ
ajst-32551	35	9	datasets	dataset	NOUN
ajst-32551	35	10	,	,	PUNCT
ajst-32551	35	11	hence	hence	ADV
ajst-32551	35	12	,	,	PUNCT
ajst-32551	35	13	its	its	PRON
ajst-32551	35	14	combination	combination	NOUN
ajst-32551	35	15	with	with	ADP
ajst-32551	35	16	other	other	ADJ
ajst-32551	35	17	techniques	technique	NOUN
ajst-32551	35	18	such	such	ADJ
ajst-32551	35	19	as	as	ADP
ajst-32551	35	20	rf	rf	PRON
ajst-32551	35	21	can	can	AUX
ajst-32551	35	22	boost	boost	VERB
ajst-32551	35	23	its	its	PRON
ajst-32551	35	24	predictive	predictive	ADJ
ajst-32551	35	25	power	power	NOUN
ajst-32551	35	26	.	.	PUNCT
ajst-32551	36	1	2.2	2.2	NUM
ajst-32551	36	2	random	random	ADJ
ajst-32551	36	3	forest	forest	NOUN
ajst-32551	36	4	(	(	PUNCT
ajst-32551	36	5	rf	rf	NOUN
ajst-32551	36	6	)	)	PUNCT
ajst-32551	36	7	random	random	ADJ
ajst-32551	36	8	forest	forest	NOUN
ajst-32551	36	9	random	random	ADJ
ajst-32551	36	10	forest	forest	NOUN
ajst-32551	36	11	(	(	PUNCT
ajst-32551	36	12	rf	rf	NOUN
ajst-32551	36	13	)	)	PUNCT
ajst-32551	36	14	is	be	AUX
ajst-32551	36	15	a	a	DET
ajst-32551	36	16	powerful	powerful	ADJ
ajst-32551	36	17	classification	classification	NOUN
ajst-32551	36	18	and	and	CCONJ
ajst-32551	36	19	regression	regression	NOUN
ajst-32551	36	20	machine	machine	NOUN
ajst-32551	36	21	learning	learning	NOUN
ajst-32551	36	22	technique	technique	NOUN
ajst-32551	36	23	.	.	PUNCT
ajst-32551	37	1	rf	rf	NOUN
ajst-32551	37	2	constructs	construct	VERB
ajst-32551	37	3	multiple	multiple	ADJ
ajst-32551	37	4	decision	decision	NOUN
ajst-32551	37	5	trees	tree	NOUN
ajst-32551	37	6	by	by	ADP
ajst-32551	37	7	randomly	randomly	ADV
ajst-32551	37	8	selecting	select	VERB
ajst-32551	37	9	subsets	subset	NOUN
ajst-32551	37	10	of	of	ADP
ajst-32551	37	11	the	the	DET
ajst-32551	37	12	data	datum	NOUN
ajst-32551	37	13	to	to	PART
ajst-32551	37	14	train	train	VERB
ajst-32551	37	15	on	on	ADP
ajst-32551	37	16	and	and	CCONJ
ajst-32551	37	17	the	the	DET
ajst-32551	37	18	remaining	remain	VERB
ajst-32551	37	19	data	datum	NOUN
ajst-32551	37	20	to	to	PART
ajst-32551	37	21	test	test	VERB
ajst-32551	37	22	on	on	ADP
ajst-32551	37	23	.	.	PUNCT
ajst-32551	38	1	this	this	PRON
ajst-32551	38	2	also	also	ADV
ajst-32551	38	3	enhances	enhance	VERB
ajst-32551	38	4	the	the	DET
ajst-32551	38	5	model	model	NOUN
ajst-32551	38	6	's	's	PART
ajst-32551	38	7	generalization	generalization	NOUN
ajst-32551	38	8	capability	capability	NOUN
ajst-32551	38	9	.	.	PUNCT
ajst-32551	39	1	by	by	ADP
ajst-32551	39	2	aggregating	aggregate	VERB
ajst-32551	39	3	the	the	DET
ajst-32551	39	4	outputs	output	NOUN
ajst-32551	39	5	of	of	ADP
ajst-32551	39	6	all	all	DET
ajst-32551	39	7	decision	decision	NOUN
ajst-32551	39	8	trees	tree	NOUN
ajst-32551	39	9	,	,	PUNCT
ajst-32551	39	10	the	the	DET
ajst-32551	39	11	final	final	ADJ
ajst-32551	39	12	prediction	prediction	NOUN
ajst-32551	39	13	is	be	AUX
ajst-32551	39	14	more	more	ADV
ajst-32551	39	15	reliable	reliable	ADJ
ajst-32551	39	16	and	and	CCONJ
ajst-32551	39	17	accurate	accurate	ADJ
ajst-32551	39	18	,	,	PUNCT
ajst-32551	39	19	thereby	thereby	ADV
ajst-32551	39	20	improving	improve	VERB
ajst-32551	39	21	the	the	DET
ajst-32551	39	22	model	model	NOUN
ajst-32551	39	23	's	's	PART
ajst-32551	39	24	generalization	generalization	NOUN
ajst-32551	39	25	capability	capability	NOUN
ajst-32551	39	26	.	.	PUNCT
ajst-32551	40	1	the	the	DET
ajst-32551	40	2	basic	basic	ADJ
ajst-32551	40	3	prediction	prediction	NOUN
ajst-32551	40	4	formula	formula	NOUN
ajst-32551	40	5	for	for	ADP
ajst-32551	40	6	random	random	ADJ
ajst-32551	40	7	forest	forest	NOUN
ajst-32551	40	8	can	can	AUX
ajst-32551	40	9	be	be	AUX
ajst-32551	40	10	written	write	VERB
ajst-32551	40	11	as	as	ADP
ajst-32551	40	12	:	:	PUNCT
ajst-32551	40	13	(	(	PUNCT
ajst-32551	40	14	1	1	X
ajst-32551	40	15	)	)	PUNCT
ajst-32551	40	16	in	in	ADP
ajst-32551	40	17	this	this	DET
ajst-32551	40	18	paper	paper	NOUN
ajst-32551	40	19	,	,	PUNCT
ajst-32551	40	20	rf	rf	PRON
ajst-32551	40	21	is	be	AUX
ajst-32551	40	22	applied	apply	VERB
ajst-32551	40	23	to	to	ADP
ajst-32551	40	24	large	large	ADJ
ajst-32551	40	25	sets	set	NOUN
ajst-32551	40	26	of	of	ADP
ajst-32551	40	27	supply	supply	NOUN
ajst-32551	40	28	chain	chain	NOUN
ajst-32551	40	29	data	datum	NOUN
ajst-32551	40	30	to	to	PART
ajst-32551	40	31	predict	predict	VERB
ajst-32551	40	32	the	the	DET
ajst-32551	40	33	occurrence	occurrence	NOUN
ajst-32551	40	34	of	of	ADP
ajst-32551	40	35	risks	risk	NOUN
ajst-32551	40	36	and	and	CCONJ
ajst-32551	40	37	the	the	DET
ajst-32551	40	38	classification	classification	NOUN
ajst-32551	40	39	of	of	ADP
ajst-32551	40	40	supply	supply	NOUN
ajst-32551	40	41	chain	chain	NOUN
ajst-32551	40	42	risks	risk	NOUN
ajst-32551	40	43	.	.	PUNCT
ajst-32551	41	1	by	by	ADP
ajst-32551	41	2	incorporating	incorporate	VERB
ajst-32551	41	3	multiple	multiple	ADJ
ajst-32551	41	4	variables	variable	NOUN
ajst-32551	41	5	-order	-order	PROPN
ajst-32551	41	6	volumes	volume	NOUN
ajst-32551	41	7	,	,	PUNCT
ajst-32551	41	8	transportation	transportation	NOUN
ajst-32551	41	9	times	time	NOUN
ajst-32551	41	10	and	and	CCONJ
ajst-32551	41	11	supplier	supplier	NOUN
ajst-32551	41	12	performance	performance	NOUN
ajst-32551	41	13	,	,	PUNCT
ajst-32551	41	14	rf	rf	PRON
ajst-32551	41	15	can	can	AUX
ajst-32551	41	16	identify	identify	VERB
ajst-32551	41	17	potential	potential	ADJ
ajst-32551	41	18	supply	supply	NOUN
ajst-32551	41	19	chain	chain	NOUN
ajst-32551	41	20	disruptions	disruption	NOUN
ajst-32551	41	21	to	to	PART
ajst-32551	41	22	be	be	AUX
ajst-32551	41	23	forecasted	forecast	VERB
ajst-32551	41	24	.	.	PUNCT
ajst-32551	42	1	because	because	SCONJ
ajst-32551	42	2	it	it	PRON
ajst-32551	42	3	can	can	AUX
ajst-32551	42	4	deal	deal	VERB
ajst-32551	42	5	with	with	ADP
ajst-32551	42	6	massive	massive	ADJ
ajst-32551	42	7	data	datum	NOUN
ajst-32551	42	8	sets	set	NOUN
ajst-32551	42	9	and	and	CCONJ
ajst-32551	42	10	learn	learn	VERB
ajst-32551	42	11	complex	complex	ADJ
ajst-32551	42	12	,	,	PUNCT
ajst-32551	42	13	nonlinear	nonlinear	ADJ
ajst-32551	42	14	relationships	relationship	NOUN
ajst-32551	42	15	,	,	PUNCT
ajst-32551	42	16	the	the	DET
ajst-32551	42	17	prediction	prediction	NOUN
ajst-32551	42	18	of	of	ADP
ajst-32551	42	19	risks	risk	NOUN
ajst-32551	42	20	becomes	become	VERB
ajst-32551	42	21	a	a	DET
ajst-32551	42	22	strong	strong	ADJ
ajst-32551	42	23	tool	tool	NOUN
ajst-32551	42	24	with	with	ADP
ajst-32551	42	25	its	its	PRON
ajst-32551	42	26	power	power	NOUN
ajst-32551	42	27	.	.	PUNCT
ajst-32551	43	1	one	one	NUM
ajst-32551	43	2	of	of	ADP
ajst-32551	43	3	the	the	DET
ajst-32551	43	4	major	major	ADJ
ajst-32551	43	5	benefits	benefit	NOUN
ajst-32551	43	6	of	of	ADP
ajst-32551	43	7	rf	rf	NOUN
ajst-32551	43	8	is	be	AUX
ajst-32551	43	9	that	that	SCONJ
ajst-32551	43	10	it	it	PRON
ajst-32551	43	11	does	do	AUX
ajst-32551	43	12	not	not	PART
ajst-32551	43	13	need	need	VERB
ajst-32551	43	14	a	a	DET
ajst-32551	43	15	specific	specific	ADJ
ajst-32551	43	16	data	datum	NOUN
ajst-32551	43	17	distribution	distribution	NOUN
ajst-32551	43	18	,	,	PUNCT
ajst-32551	43	19	and	and	CCONJ
ajst-32551	43	20	as	as	ADP
ajst-32551	43	21	such	such	ADJ
ajst-32551	43	22	,	,	PUNCT
ajst-32551	43	23	it	it	PRON
ajst-32551	43	24	is	be	AUX
ajst-32551	43	25	applicable	applicable	ADJ
ajst-32551	43	26	to	to	ADP
ajst-32551	43	27	both	both	CCONJ
ajst-32551	43	28	continuous	continuous	ADJ
ajst-32551	43	29	and	and	CCONJ
ajst-32551	43	30	categorical	categorical	ADJ
ajst-32551	43	31	data	datum	NOUN
ajst-32551	43	32	.	.	PUNCT
ajst-32551	44	1	another	another	DET
ajst-32551	44	2	benefit	benefit	NOUN
ajst-32551	44	3	is	be	AUX
ajst-32551	44	4	that	that	SCONJ
ajst-32551	44	5	rf	rf	PRON
ajst-32551	44	6	can	can	AUX
ajst-32551	44	7	assess	assess	VERB
ajst-32551	44	8	feature	feature	NOUN
ajst-32551	44	9	importance	importance	NOUN
ajst-32551	44	10	,	,	PUNCT
ajst-32551	44	11	which	which	PRON
ajst-32551	44	12	can	can	AUX
ajst-32551	44	13	show	show	VERB
ajst-32551	44	14	the	the	DET
ajst-32551	44	15	most	most	ADV
ajst-32551	44	16	important	important	ADJ
ajst-32551	44	17	features	feature	NOUN
ajst-32551	44	18	for	for	ADP
ajst-32551	44	19	risk	risk	NOUN
ajst-32551	44	20	prediction	prediction	NOUN
ajst-32551	44	21	.	.	PUNCT
ajst-32551	45	1	in	in	ADP
ajst-32551	45	2	this	this	DET
ajst-32551	45	3	paper	paper	NOUN
ajst-32551	45	4	,	,	PUNCT
ajst-32551	45	5	rf	rf	PRON
ajst-32551	45	6	was	be	AUX
ajst-32551	45	7	98	98	NUM
ajst-32551	45	8	applied	apply	VERB
ajst-32551	45	9	to	to	ADP
ajst-32551	45	10	risk	risk	NOUN
ajst-32551	45	11	factor	factor	NOUN
ajst-32551	45	12	analysis	analysis	NOUN
ajst-32551	45	13	,	,	PUNCT
ajst-32551	45	14	and	and	CCONJ
ajst-32551	45	15	the	the	DET
ajst-32551	45	16	model	model	NOUN
ajst-32551	45	17	was	be	AUX
ajst-32551	45	18	optimized	optimize	VERB
ajst-32551	45	19	in	in	ADP
ajst-32551	45	20	terms	term	NOUN
ajst-32551	45	21	of	of	ADP
ajst-32551	45	22	the	the	DET
ajst-32551	45	23	number	number	NOUN
ajst-32551	45	24	of	of	ADP
ajst-32551	45	25	features	feature	NOUN
ajst-32551	45	26	and	and	CCONJ
ajst-32551	45	27	fine	fine	ADJ
ajst-32551	45	28	tuning	tuning	NOUN
ajst-32551	45	29	parameters	parameter	NOUN
ajst-32551	45	30	to	to	PART
ajst-32551	45	31	enhance	enhance	VERB
ajst-32551	45	32	the	the	DET
ajst-32551	45	33	prediction	prediction	NOUN
ajst-32551	45	34	accuracy	accuracy	NOUN
ajst-32551	45	35	.	.	PUNCT
ajst-32551	46	1	sem	sem	NOUN
ajst-32551	47	1	and	and	CCONJ
ajst-32551	47	2	rf	rf	PRON
ajst-32551	47	3	can	can	AUX
ajst-32551	47	4	be	be	AUX
ajst-32551	47	5	used	use	VERB
ajst-32551	47	6	together	together	ADV
ajst-32551	47	7	to	to	PART
ajst-32551	47	8	develop	develop	VERB
ajst-32551	47	9	a	a	DET
ajst-32551	47	10	better	well	ADJ
ajst-32551	47	11	and	and	CCONJ
ajst-32551	47	12	more	more	ADV
ajst-32551	47	13	effective	effective	ADJ
ajst-32551	47	14	supply	supply	NOUN
ajst-32551	47	15	chain	chain	NOUN
ajst-32551	47	16	risk	risk	NOUN
ajst-32551	47	17	management	management	NOUN
ajst-32551	47	18	model	model	NOUN
ajst-32551	47	19	.	.	PUNCT
ajst-32551	48	1	3	3	X
ajst-32551	48	2	.	.	X
ajst-32551	48	3	experimental	experimental	ADJ
ajst-32551	48	4	results	result	NOUN
ajst-32551	48	5	and	and	CCONJ
ajst-32551	48	6	analysis	analysis	NOUN
ajst-32551	48	7	3.1	3.1	NUM
ajst-32551	48	8	model	model	NOUN
ajst-32551	48	9	performance	performance	NOUN
ajst-32551	48	10	evaluation	evaluation	NOUN
ajst-32551	48	11	for	for	ADP
ajst-32551	48	12	supply	supply	NOUN
ajst-32551	48	13	chain	chain	NOUN
ajst-32551	48	14	risk	risk	NOUN
ajst-32551	48	15	prediction	prediction	NOUN
ajst-32551	48	16	to	to	PART
ajst-32551	48	17	evaluate	evaluate	VERB
ajst-32551	48	18	the	the	DET
ajst-32551	48	19	effectiveness	effectiveness	NOUN
ajst-32551	48	20	of	of	ADP
ajst-32551	48	21	the	the	DET
ajst-32551	48	22	integrated	integrate	VERB
ajst-32551	48	23	structural	structural	ADJ
ajst-32551	48	24	equation	equation	NOUN
ajst-32551	48	25	modeling	modeling	NOUN
ajst-32551	48	26	(	(	PUNCT
ajst-32551	48	27	sem	sem	NOUN
ajst-32551	48	28	)	)	PUNCT
ajst-32551	48	29	and	and	CCONJ
ajst-32551	48	30	random	random	ADJ
ajst-32551	48	31	forest	forest	NOUN
ajst-32551	48	32	(	(	PUNCT
ajst-32551	48	33	rf	rf	NOUN
ajst-32551	48	34	)	)	PUNCT
ajst-32551	48	35	algorithm	algorithm	NOUN
ajst-32551	48	36	for	for	ADP
ajst-32551	48	37	supply	supply	NOUN
ajst-32551	48	38	chain	chain	NOUN
ajst-32551	48	39	risk	risk	NOUN
ajst-32551	48	40	prediction	prediction	NOUN
ajst-32551	48	41	,	,	PUNCT
ajst-32551	48	42	we	we	PRON
ajst-32551	48	43	conducted	conduct	VERB
ajst-32551	48	44	several	several	ADJ
ajst-32551	48	45	empirical	empirical	ADJ
ajst-32551	48	46	analyses	analysis	NOUN
ajst-32551	48	47	.	.	PUNCT
ajst-32551	49	1	first	first	ADV
ajst-32551	49	2	,	,	PUNCT
ajst-32551	49	3	we	we	PRON
ajst-32551	49	4	trained	train	VERB
ajst-32551	49	5	the	the	DET
ajst-32551	49	6	sem	sem	PROPN
ajst-32551	49	7	model	model	NOUN
ajst-32551	49	8	using	use	VERB
ajst-32551	49	9	historical	historical	ADJ
ajst-32551	49	10	data	datum	NOUN
ajst-32551	49	11	,	,	PUNCT
ajst-32551	49	12	including	include	VERB
ajst-32551	49	13	factors	factor	NOUN
ajst-32551	49	14	such	such	ADJ
ajst-32551	49	15	as	as	ADP
ajst-32551	49	16	order	order	NOUN
ajst-32551	49	17	volume	volume	NOUN
ajst-32551	49	18	,	,	PUNCT
ajst-32551	49	19	supplier	supplier	NOUN
ajst-32551	49	20	delivery	delivery	NOUN
ajst-32551	49	21	capability	capability	NOUN
ajst-32551	49	22	,	,	PUNCT
ajst-32551	49	23	and	and	CCONJ
ajst-32551	49	24	transportation	transportation	NOUN
ajst-32551	49	25	timeliness	timeliness	NOUN
ajst-32551	49	26	,	,	PUNCT
ajst-32551	49	27	to	to	PART
ajst-32551	49	28	identify	identify	VERB
ajst-32551	49	29	the	the	DET
ajst-32551	49	30	key	key	ADJ
ajst-32551	49	31	risk	risk	NOUN
ajst-32551	49	32	factors	factor	NOUN
ajst-32551	49	33	in	in	ADP
ajst-32551	49	34	the	the	DET
ajst-32551	49	35	supply	supply	NOUN
ajst-32551	49	36	chain	chain	NOUN
ajst-32551	49	37	.	.	PUNCT
ajst-32551	50	1	the	the	DET
ajst-32551	50	2	rf	rf	NOUN
ajst-32551	50	3	model	model	NOUN
ajst-32551	50	4	was	be	AUX
ajst-32551	50	5	then	then	ADV
ajst-32551	50	6	used	use	VERB
ajst-32551	50	7	to	to	PART
ajst-32551	50	8	predict	predict	VERB
ajst-32551	50	9	different	different	ADJ
ajst-32551	50	10	categories	category	NOUN
ajst-32551	50	11	of	of	ADP
ajst-32551	50	12	risks	risk	NOUN
ajst-32551	50	13	.	.	PUNCT
ajst-32551	51	1	to	to	PART
ajst-32551	51	2	assess	assess	VERB
ajst-32551	51	3	the	the	DET
ajst-32551	51	4	accuracy	accuracy	NOUN
ajst-32551	51	5	of	of	ADP
ajst-32551	51	6	the	the	DET
ajst-32551	51	7	model	model	NOUN
ajst-32551	51	8	,	,	PUNCT
ajst-32551	51	9	we	we	PRON
ajst-32551	51	10	utilized	utilize	VERB
ajst-32551	51	11	common	common	ADJ
ajst-32551	51	12	evaluation	evaluation	NOUN
ajst-32551	51	13	metrics	metric	NOUN
ajst-32551	51	14	,	,	PUNCT
ajst-32551	51	15	such	such	ADJ
ajst-32551	51	16	as	as	ADP
ajst-32551	51	17	accuracy	accuracy	NOUN
ajst-32551	51	18	,	,	PUNCT
ajst-32551	51	19	recall	recall	NOUN
ajst-32551	51	20	rate	rate	NOUN
ajst-32551	51	21	,	,	PUNCT
ajst-32551	51	22	f1	f1	NOUN
ajst-32551	51	23	score	score	NOUN
ajst-32551	51	24	,	,	PUNCT
ajst-32551	51	25	and	and	CCONJ
ajst-32551	51	26	auc	auc	NOUN
ajst-32551	51	27	.	.	PUNCT
ajst-32551	52	1	in	in	ADP
ajst-32551	52	2	the	the	DET
ajst-32551	52	3	model	model	NOUN
ajst-32551	52	4	evaluation	evaluation	NOUN
ajst-32551	52	5	,	,	PUNCT
ajst-32551	52	6	we	we	PRON
ajst-32551	52	7	used	use	VERB
ajst-32551	52	8	a	a	DET
ajst-32551	52	9	dataset	dataset	NOUN
ajst-32551	52	10	of	of	ADP
ajst-32551	52	11	5,000	5,000	NUM
ajst-32551	52	12	samples	sample	NOUN
ajst-32551	52	13	collected	collect	VERB
ajst-32551	52	14	from	from	ADP
ajst-32551	52	15	three	three	NUM
ajst-32551	52	16	industries	industry	NOUN
ajst-32551	52	17	(	(	PUNCT
ajst-32551	52	18	electronics	electronic	NOUN
ajst-32551	52	19	,	,	PUNCT
ajst-32551	52	20	automotive	automotive	ADJ
ajst-32551	52	21	parts	part	NOUN
ajst-32551	52	22	,	,	PUNCT
ajst-32551	52	23	and	and	CCONJ
ajst-32551	52	24	food	food	NOUN
ajst-32551	52	25	retail	retail	NOUN
ajst-32551	52	26	)	)	PUNCT
ajst-32551	52	27	.	.	PUNCT
ajst-32551	53	1	table	table	NOUN
ajst-32551	53	2	1	1	NUM
ajst-32551	53	3	shows	show	VERB
ajst-32551	53	4	the	the	DET
ajst-32551	53	5	performance	performance	NOUN
ajst-32551	53	6	of	of	ADP
ajst-32551	53	7	different	different	ADJ
ajst-32551	53	8	algorithms	algorithm	NOUN
ajst-32551	53	9	in	in	ADP
ajst-32551	53	10	predicting	predict	VERB
ajst-32551	53	11	supply	supply	NOUN
ajst-32551	53	12	chain	chain	NOUN
ajst-32551	53	13	risks	risk	NOUN
ajst-32551	53	14	.	.	PUNCT
ajst-32551	54	1	table	table	NOUN
ajst-32551	54	2	1	1	NUM
ajst-32551	54	3	.	.	PUNCT
ajst-32551	54	4	model	model	NOUN
ajst-32551	54	5	performance	performance	NOUN
ajst-32551	54	6	comparison	comparison	NOUN
ajst-32551	54	7	model	model	NOUN
ajst-32551	54	8	accuracy	accuracy	NOUN
ajst-32551	54	9	recall	recall	NOUN
ajst-32551	54	10	f1	f1	NOUN
ajst-32551	54	11	-	-	PUNCT
ajst-32551	54	12	score	score	NOUN
ajst-32551	54	13	auc	auc	NOUN
ajst-32551	54	14	sem	sem	NOUN
ajst-32551	54	15	82.5	82.5	NUM
ajst-32551	54	16	%	%	NOUN
ajst-32551	54	17	75.3	75.3	NUM
ajst-32551	54	18	%	%	NOUN
ajst-32551	54	19	78.9	78.9	NUM
ajst-32551	54	20	%	%	NOUN
ajst-32551	54	21	0.80	0.80	NUM
ajst-32551	54	22	rf	rf	NUM
ajst-32551	54	23	89.7	89.7	NUM
ajst-32551	54	24	%	%	NOUN
ajst-32551	54	25	85.4	85.4	NUM
ajst-32551	54	26	%	%	NOUN
ajst-32551	54	27	87.5	87.5	NUM
ajst-32551	54	28	%	%	NOUN
ajst-32551	54	29	0.91	0.91	NUM
ajst-32551	54	30	sem+rf	sem+rf	NOUN
ajst-32551	54	31	91.2	91.2	NUM
ajst-32551	54	32	%	%	NOUN
ajst-32551	54	33	88.1	88.1	NUM
ajst-32551	54	34	%	%	NOUN
ajst-32551	54	35	89.6	89.6	NUM
ajst-32551	54	36	%	%	NOUN
ajst-32551	54	37	0.93	0.93	NUM
ajst-32551	54	38	as	as	SCONJ
ajst-32551	54	39	seen	see	VERB
ajst-32551	54	40	in	in	ADP
ajst-32551	54	41	table	table	NOUN
ajst-32551	54	42	1	1	NUM
ajst-32551	54	43	,	,	PUNCT
ajst-32551	54	44	when	when	SCONJ
ajst-32551	54	45	using	use	VERB
ajst-32551	54	46	only	only	ADV
ajst-32551	54	47	the	the	DET
ajst-32551	54	48	structural	structural	ADJ
ajst-32551	54	49	equation	equation	NOUN
ajst-32551	54	50	modeling	modeling	NOUN
ajst-32551	54	51	(	(	PUNCT
ajst-32551	54	52	sem	sem	NOUN
ajst-32551	54	53	)	)	PUNCT
ajst-32551	54	54	,	,	PUNCT
ajst-32551	54	55	the	the	DET
ajst-32551	54	56	model	model	NOUN
ajst-32551	54	57	's	's	PART
ajst-32551	54	58	accuracy	accuracy	NOUN
ajst-32551	54	59	and	and	CCONJ
ajst-32551	54	60	f1	f1	NOUN
ajst-32551	54	61	score	score	NOUN
ajst-32551	54	62	are	be	AUX
ajst-32551	54	63	relatively	relatively	ADV
ajst-32551	54	64	low	low	ADJ
ajst-32551	54	65	,	,	PUNCT
ajst-32551	54	66	indicating	indicate	VERB
ajst-32551	54	67	that	that	SCONJ
ajst-32551	54	68	sem	sem	PROPN
ajst-32551	54	69	has	have	VERB
ajst-32551	54	70	limitations	limitation	NOUN
ajst-32551	54	71	when	when	SCONJ
ajst-32551	54	72	handling	handle	VERB
ajst-32551	54	73	large	large	ADJ
ajst-32551	54	74	datasets	dataset	NOUN
ajst-32551	54	75	.	.	PUNCT
ajst-32551	55	1	in	in	ADP
ajst-32551	55	2	contrast	contrast	NOUN
ajst-32551	55	3	,	,	PUNCT
ajst-32551	55	4	the	the	DET
ajst-32551	55	5	random	random	ADJ
ajst-32551	55	6	forest	forest	NOUN
ajst-32551	55	7	(	(	PUNCT
ajst-32551	55	8	rf	rf	NOUN
ajst-32551	55	9	)	)	PUNCT
ajst-32551	55	10	model	model	NOUN
ajst-32551	55	11	demonstrates	demonstrate	VERB
ajst-32551	55	12	higher	high	ADJ
ajst-32551	55	13	accuracy	accuracy	NOUN
ajst-32551	55	14	and	and	CCONJ
ajst-32551	55	15	strong	strong	ADJ
ajst-32551	55	16	classification	classification	NOUN
ajst-32551	55	17	capability	capability	NOUN
ajst-32551	55	18	,	,	PUNCT
ajst-32551	55	19	especially	especially	ADV
ajst-32551	55	20	excelling	excel	VERB
ajst-32551	55	21	in	in	ADP
ajst-32551	55	22	prediction	prediction	NOUN
ajst-32551	55	23	accuracy	accuracy	NOUN
ajst-32551	55	24	and	and	CCONJ
ajst-32551	55	25	recall	recall	NOUN
ajst-32551	55	26	rate	rate	NOUN
ajst-32551	55	27	.	.	PUNCT
ajst-32551	56	1	when	when	SCONJ
ajst-32551	56	2	combining	combine	VERB
ajst-32551	56	3	sem	sem	NOUN
ajst-32551	56	4	with	with	ADP
ajst-32551	56	5	rf	rf	PROPN
ajst-32551	56	6	,	,	PUNCT
ajst-32551	56	7	the	the	DET
ajst-32551	56	8	overall	overall	ADJ
ajst-32551	56	9	performance	performance	NOUN
ajst-32551	56	10	improves	improve	VERB
ajst-32551	56	11	significantly	significantly	ADV
ajst-32551	56	12	,	,	PUNCT
ajst-32551	56	13	with	with	ADP
ajst-32551	56	14	accuracy	accuracy	NOUN
ajst-32551	56	15	reaching	reach	VERB
ajst-32551	56	16	91.2	91.2	NUM
ajst-32551	56	17	%	%	NOUN
ajst-32551	56	18	,	,	PUNCT
ajst-32551	56	19	an	an	DET
ajst-32551	56	20	f1	f1	ADJ
ajst-32551	56	21	score	score	NOUN
ajst-32551	56	22	of	of	ADP
ajst-32551	56	23	89.6	89.6	NUM
ajst-32551	56	24	%	%	NOUN
ajst-32551	56	25	,	,	PUNCT
ajst-32551	56	26	and	and	CCONJ
ajst-32551	56	27	the	the	DET
ajst-32551	56	28	auc	auc	NOUN
ajst-32551	56	29	value	value	NOUN
ajst-32551	56	30	increasing	increase	VERB
ajst-32551	56	31	to	to	ADP
ajst-32551	56	32	0.93	0.93	NUM
ajst-32551	56	33	,	,	PUNCT
ajst-32551	56	34	demonstrating	demonstrate	VERB
ajst-32551	56	35	the	the	DET
ajst-32551	56	36	reliability	reliability	NOUN
ajst-32551	56	37	and	and	CCONJ
ajst-32551	56	38	effectiveness	effectiveness	NOUN
ajst-32551	56	39	of	of	ADP
ajst-32551	56	40	the	the	DET
ajst-32551	56	41	integrated	integrated	ADJ
ajst-32551	56	42	model	model	NOUN
ajst-32551	56	43	in	in	ADP
ajst-32551	56	44	risk	risk	NOUN
ajst-32551	56	45	prediction	prediction	NOUN
ajst-32551	56	46	.	.	PUNCT
ajst-32551	57	1	to	to	PART
ajst-32551	57	2	provide	provide	VERB
ajst-32551	57	3	a	a	DET
ajst-32551	57	4	more	more	ADV
ajst-32551	57	5	intuitive	intuitive	ADJ
ajst-32551	57	6	view	view	NOUN
ajst-32551	57	7	of	of	ADP
ajst-32551	57	8	the	the	DET
ajst-32551	57	9	performance	performance	NOUN
ajst-32551	57	10	differences	difference	NOUN
ajst-32551	57	11	across	across	ADP
ajst-32551	57	12	models	model	NOUN
ajst-32551	57	13	,	,	PUNCT
ajst-32551	57	14	figure	figure	NOUN
ajst-32551	57	15	1	1	NUM
ajst-32551	57	16	compares	compare	VERB
ajst-32551	57	17	the	the	DET
ajst-32551	57	18	scores	score	NOUN
ajst-32551	57	19	of	of	ADP
ajst-32551	57	20	the	the	DET
ajst-32551	57	21	three	three	NUM
ajst-32551	57	22	models	model	NOUN
ajst-32551	57	23	across	across	ADP
ajst-32551	57	24	the	the	DET
ajst-32551	57	25	four	four	NUM
ajst-32551	57	26	key	key	ADJ
ajst-32551	57	27	metrics	metric	NOUN
ajst-32551	57	28	.	.	PUNCT
ajst-32551	58	1	it	it	PRON
ajst-32551	58	2	is	be	AUX
ajst-32551	58	3	clear	clear	ADJ
ajst-32551	58	4	that	that	SCONJ
ajst-32551	58	5	the	the	DET
ajst-32551	58	6	combined	combined	ADJ
ajst-32551	58	7	model	model	NOUN
ajst-32551	58	8	(	(	PUNCT
ajst-32551	58	9	sem+rf	sem+rf	NOUN
ajst-32551	58	10	)	)	PUNCT
ajst-32551	58	11	outperforms	outperform	VERB
ajst-32551	58	12	all	all	DET
ajst-32551	58	13	other	other	ADJ
ajst-32551	58	14	models	model	NOUN
ajst-32551	58	15	in	in	ADP
ajst-32551	58	16	every	every	DET
ajst-32551	58	17	metric	metric	NOUN
ajst-32551	58	18	,	,	PUNCT
ajst-32551	58	19	particularly	particularly	ADV
ajst-32551	58	20	with	with	ADP
ajst-32551	58	21	the	the	DET
ajst-32551	58	22	improvement	improvement	NOUN
ajst-32551	58	23	in	in	ADP
ajst-32551	58	24	the	the	DET
ajst-32551	58	25	auc	auc	NOUN
ajst-32551	58	26	value	value	NOUN
ajst-32551	58	27	,	,	PUNCT
ajst-32551	58	28	confirming	confirm	VERB
ajst-32551	58	29	the	the	DET
ajst-32551	58	30	robustness	robustness	NOUN
ajst-32551	58	31	of	of	ADP
ajst-32551	58	32	this	this	DET
ajst-32551	58	33	framework	framework	NOUN
ajst-32551	58	34	in	in	ADP
ajst-32551	58	35	distinguishing	distinguish	VERB
ajst-32551	58	36	high	high	ADJ
ajst-32551	58	37	-	-	PUNCT
ajst-32551	58	38	risk	risk	NOUN
ajst-32551	58	39	and	and	CCONJ
ajst-32551	58	40	low	low	ADJ
ajst-32551	58	41	-	-	PUNCT
ajst-32551	58	42	risk	risk	NOUN
ajst-32551	58	43	samples	sample	NOUN
ajst-32551	58	44	.	.	PUNCT
ajst-32551	59	1	figure	figure	NOUN
ajst-32551	59	2	1	1	NUM
ajst-32551	59	3	.	.	PUNCT
ajst-32551	59	4	comparison	comparison	NOUN
ajst-32551	59	5	of	of	ADP
ajst-32551	59	6	supply	supply	NOUN
ajst-32551	59	7	chain	chain	NOUN
ajst-32551	59	8	risk	risk	NOUN
ajst-32551	59	9	prediction	prediction	NOUN
ajst-32551	59	10	performance	performance	NOUN
ajst-32551	59	11	indicators	indicator	NOUN
ajst-32551	59	12	for	for	ADP
ajst-32551	59	13	sem	sem	NOUN
ajst-32551	59	14	,	,	PUNCT
ajst-32551	59	15	rf	rf	ADJ
ajst-32551	59	16	,	,	PUNCT
ajst-32551	59	17	and	and	CCONJ
ajst-32551	59	18	combined	combined	ADJ
ajst-32551	59	19	models	model	NOUN
ajst-32551	59	20	99	99	NUM
ajst-32551	59	21	3.2	3.2	NUM
ajst-32551	59	22	feature	feature	NOUN
ajst-32551	59	23	importance	importance	NOUN
ajst-32551	59	24	analysis	analysis	NOUN
ajst-32551	59	25	of	of	ADP
ajst-32551	59	26	risk	risk	NOUN
ajst-32551	59	27	factors	factor	NOUN
ajst-32551	59	28	to	to	PART
ajst-32551	59	29	further	far	ADV
ajst-32551	59	30	analyze	analyze	VERB
ajst-32551	59	31	the	the	DET
ajst-32551	59	32	performance	performance	NOUN
ajst-32551	59	33	of	of	ADP
ajst-32551	59	34	the	the	DET
ajst-32551	59	35	models	model	NOUN
ajst-32551	59	36	,	,	PUNCT
ajst-32551	59	37	we	we	PRON
ajst-32551	59	38	used	use	VERB
ajst-32551	59	39	the	the	DET
ajst-32551	59	40	random	random	ADJ
ajst-32551	59	41	forest	forest	NOUN
ajst-32551	59	42	algorithm	algorithm	NOUN
ajst-32551	59	43	to	to	PART
ajst-32551	59	44	evaluate	evaluate	VERB
ajst-32551	59	45	the	the	DET
ajst-32551	59	46	importance	importance	NOUN
ajst-32551	59	47	of	of	ADP
ajst-32551	59	48	various	various	ADJ
ajst-32551	59	49	supply	supply	NOUN
ajst-32551	59	50	chain	chain	NOUN
ajst-32551	59	51	risk	risk	NOUN
ajst-32551	59	52	factors	factor	NOUN
ajst-32551	59	53	in	in	ADP
ajst-32551	59	54	the	the	DET
ajst-32551	59	55	overall	overall	ADJ
ajst-32551	59	56	risk	risk	NOUN
ajst-32551	59	57	prediction	prediction	NOUN
ajst-32551	59	58	.	.	PUNCT
ajst-32551	60	1	through	through	ADP
ajst-32551	60	2	feature	feature	NOUN
ajst-32551	60	3	importance	importance	NOUN
ajst-32551	60	4	evaluation	evaluation	NOUN
ajst-32551	60	5	,	,	PUNCT
ajst-32551	60	6	we	we	PRON
ajst-32551	60	7	identified	identify	VERB
ajst-32551	60	8	the	the	DET
ajst-32551	60	9	factors	factor	NOUN
ajst-32551	60	10	most	most	ADV
ajst-32551	60	11	critical	critical	ADJ
ajst-32551	60	12	for	for	ADP
ajst-32551	60	13	supply	supply	NOUN
ajst-32551	60	14	chain	chain	NOUN
ajst-32551	60	15	risk	risk	NOUN
ajst-32551	60	16	management	management	NOUN
ajst-32551	60	17	.	.	PUNCT
ajst-32551	61	1	table	table	NOUN
ajst-32551	61	2	2	2	NUM
ajst-32551	61	3	shows	show	VERB
ajst-32551	61	4	the	the	DET
ajst-32551	61	5	importance	importance	NOUN
ajst-32551	61	6	ranking	ranking	NOUN
ajst-32551	61	7	of	of	ADP
ajst-32551	61	8	supply	supply	NOUN
ajst-32551	61	9	chain	chain	NOUN
ajst-32551	61	10	risk	risk	NOUN
ajst-32551	61	11	factors	factor	NOUN
ajst-32551	61	12	based	base	VERB
ajst-32551	61	13	on	on	ADP
ajst-32551	61	14	the	the	DET
ajst-32551	61	15	rf	rf	ADJ
ajst-32551	61	16	algorithm	algorithm	NOUN
ajst-32551	61	17	.	.	PUNCT
ajst-32551	62	1	table	table	NOUN
ajst-32551	62	2	2	2	NUM
ajst-32551	62	3	.	.	PUNCT
ajst-32551	63	1	importance	importance	NOUN
ajst-32551	63	2	of	of	ADP
ajst-32551	63	3	supply	supply	NOUN
ajst-32551	63	4	chain	chain	NOUN
ajst-32551	63	5	risk	risk	NOUN
ajst-32551	63	6	factors	factor	NOUN
ajst-32551	63	7	risk	risk	NOUN
ajst-32551	63	8	factor	factor	NOUN
ajst-32551	63	9	feature	feature	NOUN
ajst-32551	63	10	importance	importance	NOUN
ajst-32551	63	11	supplier	supplier	NOUN
ajst-32551	63	12	delivery	delivery	NOUN
ajst-32551	63	13	delay	delay	NOUN
ajst-32551	63	14	0.34	0.34	NUM
ajst-32551	63	15	demand	demand	NOUN
ajst-32551	63	16	fluctuations	fluctuation	NOUN
ajst-32551	63	17	0.26	0.26	NUM
ajst-32551	63	18	transportation	transportation	NOUN
ajst-32551	63	19	timeliness	timeliness	NOUN
ajst-32551	63	20	0.22	0.22	NUM
ajst-32551	63	21	market	market	NOUN
ajst-32551	63	22	price	price	NOUN
ajst-32551	63	23	fluctuations	fluctuation	NOUN
ajst-32551	63	24	0.14	0.14	NUM
ajst-32551	63	25	raw	raw	ADJ
ajst-32551	63	26	material	material	NOUN
ajst-32551	63	27	supply	supply	NOUN
ajst-32551	63	28	issues	issue	NOUN
ajst-32551	63	29	0.04	0.04	NUM
ajst-32551	63	30	from	from	ADP
ajst-32551	63	31	table	table	NOUN
ajst-32551	63	32	2	2	NUM
ajst-32551	63	33	,	,	PUNCT
ajst-32551	63	34	we	we	PRON
ajst-32551	63	35	can	can	AUX
ajst-32551	63	36	see	see	VERB
ajst-32551	63	37	that	that	DET
ajst-32551	63	38	supplier	supplier	NOUN
ajst-32551	63	39	delivery	delivery	NOUN
ajst-32551	63	40	delay	delay	NOUN
ajst-32551	63	41	is	be	AUX
ajst-32551	63	42	considered	consider	VERB
ajst-32551	63	43	the	the	DET
ajst-32551	63	44	most	most	ADV
ajst-32551	63	45	important	important	ADJ
ajst-32551	63	46	risk	risk	NOUN
ajst-32551	63	47	factor	factor	NOUN
ajst-32551	63	48	,	,	PUNCT
ajst-32551	63	49	with	with	ADP
ajst-32551	63	50	a	a	DET
ajst-32551	63	51	feature	feature	NOUN
ajst-32551	63	52	importance	importance	NOUN
ajst-32551	63	53	score	score	NOUN
ajst-32551	63	54	of	of	ADP
ajst-32551	63	55	0.34	0.34	NUM
ajst-32551	63	56	,	,	PUNCT
ajst-32551	63	57	significantly	significantly	ADV
ajst-32551	63	58	higher	high	ADJ
ajst-32551	63	59	than	than	ADP
ajst-32551	63	60	other	other	ADJ
ajst-32551	63	61	risk	risk	NOUN
ajst-32551	63	62	factors	factor	NOUN
ajst-32551	63	63	.	.	PUNCT
ajst-32551	64	1	this	this	PRON
ajst-32551	64	2	suggests	suggest	VERB
ajst-32551	64	3	that	that	SCONJ
ajst-32551	64	4	in	in	ADP
ajst-32551	64	5	supply	supply	NOUN
ajst-32551	64	6	chain	chain	NOUN
ajst-32551	64	7	management	management	NOUN
ajst-32551	64	8	,	,	PUNCT
ajst-32551	64	9	the	the	DET
ajst-32551	64	10	supplier	supplier	NOUN
ajst-32551	64	11	's	's	PART
ajst-32551	64	12	delivery	delivery	NOUN
ajst-32551	64	13	capability	capability	NOUN
ajst-32551	64	14	has	have	VERB
ajst-32551	64	15	the	the	DET
ajst-32551	64	16	greatest	great	ADJ
ajst-32551	64	17	impact	impact	NOUN
ajst-32551	64	18	on	on	ADP
ajst-32551	64	19	overall	overall	ADJ
ajst-32551	64	20	risk	risk	NOUN
ajst-32551	64	21	,	,	PUNCT
ajst-32551	64	22	followed	follow	VERB
ajst-32551	64	23	by	by	ADP
ajst-32551	64	24	demand	demand	NOUN
ajst-32551	64	25	fluctuations	fluctuation	NOUN
ajst-32551	64	26	and	and	CCONJ
ajst-32551	64	27	transportation	transportation	NOUN
ajst-32551	64	28	timeliness	timeliness	NOUN
ajst-32551	64	29	,	,	PUNCT
ajst-32551	64	30	which	which	PRON
ajst-32551	64	31	hold	hold	VERB
ajst-32551	64	32	significant	significant	ADJ
ajst-32551	64	33	weight	weight	NOUN
ajst-32551	64	34	(	(	PUNCT
ajst-32551	64	35	0.26	0.26	NUM
ajst-32551	64	36	and	and	CCONJ
ajst-32551	64	37	0.22	0.22	NUM
ajst-32551	64	38	,	,	PUNCT
ajst-32551	64	39	respectively	respectively	ADV
ajst-32551	64	40	)	)	PUNCT
ajst-32551	64	41	.	.	PUNCT
ajst-32551	65	1	other	other	ADJ
ajst-32551	65	2	factors	factor	NOUN
ajst-32551	65	3	,	,	PUNCT
ajst-32551	65	4	such	such	ADJ
ajst-32551	65	5	as	as	ADP
ajst-32551	65	6	market	market	NOUN
ajst-32551	65	7	price	price	NOUN
ajst-32551	65	8	fluctuations	fluctuation	NOUN
ajst-32551	65	9	and	and	CCONJ
ajst-32551	65	10	raw	raw	ADJ
ajst-32551	65	11	material	material	NOUN
ajst-32551	65	12	supply	supply	NOUN
ajst-32551	65	13	issues	issue	NOUN
ajst-32551	65	14	,	,	PUNCT
ajst-32551	65	15	contribute	contribute	VERB
ajst-32551	65	16	less	less	ADV
ajst-32551	65	17	to	to	ADP
ajst-32551	65	18	the	the	DET
ajst-32551	65	19	risk	risk	NOUN
ajst-32551	65	20	prediction	prediction	NOUN
ajst-32551	65	21	and	and	CCONJ
ajst-32551	65	22	can	can	AUX
ajst-32551	65	23	be	be	AUX
ajst-32551	65	24	given	give	VERB
ajst-32551	65	25	lower	low	ADJ
ajst-32551	65	26	priority	priority	NOUN
ajst-32551	65	27	in	in	ADP
ajst-32551	65	28	risk	risk	NOUN
ajst-32551	65	29	management	management	NOUN
ajst-32551	65	30	strategies	strategy	NOUN
ajst-32551	65	31	.	.	PUNCT
ajst-32551	66	1	figure	figure	NOUN
ajst-32551	66	2	2	2	NUM
ajst-32551	66	3	further	far	ADV
ajst-32551	66	4	visualizes	visualize	VERB
ajst-32551	66	5	the	the	DET
ajst-32551	66	6	relative	relative	ADJ
ajst-32551	66	7	weight	weight	NOUN
ajst-32551	66	8	of	of	ADP
ajst-32551	66	9	these	these	DET
ajst-32551	66	10	factors	factor	NOUN
ajst-32551	66	11	,	,	PUNCT
ajst-32551	66	12	where	where	SCONJ
ajst-32551	66	13	"	"	PUNCT
ajst-32551	66	14	supplier	supplier	NOUN
ajst-32551	66	15	delivery	delivery	NOUN
ajst-32551	66	16	delay	delay	NOUN
ajst-32551	66	17	"	"	PUNCT
ajst-32551	66	18	ranks	rank	VERB
ajst-32551	66	19	first	first	ADV
ajst-32551	66	20	and	and	CCONJ
ajst-32551	66	21	its	its	PRON
ajst-32551	66	22	importance	importance	NOUN
ajst-32551	66	23	score	score	NOUN
ajst-32551	66	24	is	be	AUX
ajst-32551	66	25	significantly	significantly	ADV
ajst-32551	66	26	higher	high	ADJ
ajst-32551	66	27	than	than	ADP
ajst-32551	66	28	that	that	PRON
ajst-32551	66	29	of	of	ADP
ajst-32551	66	30	"	"	PUNCT
ajst-32551	66	31	raw	raw	ADJ
ajst-32551	66	32	material	material	NOUN
ajst-32551	66	33	supply	supply	NOUN
ajst-32551	66	34	issues	issue	NOUN
ajst-32551	66	35	,	,	PUNCT
ajst-32551	66	36	"	"	PUNCT
ajst-32551	66	37	indicating	indicate	VERB
ajst-32551	66	38	that	that	SCONJ
ajst-32551	66	39	managers	manager	NOUN
ajst-32551	66	40	should	should	AUX
ajst-32551	66	41	prioritize	prioritize	VERB
ajst-32551	66	42	resources	resource	NOUN
ajst-32551	66	43	toward	toward	ADP
ajst-32551	66	44	monitoring	monitor	VERB
ajst-32551	66	45	supplier	supplier	NOUN
ajst-32551	66	46	delivery	delivery	NOUN
ajst-32551	66	47	capabilities	capability	NOUN
ajst-32551	66	48	.	.	PUNCT
ajst-32551	67	1	figure	figure	NOUN
ajst-32551	67	2	2	2	NUM
ajst-32551	67	3	.	.	NOUN
ajst-32551	68	1	feature	feature	NOUN
ajst-32551	68	2	importance	importance	NOUN
ajst-32551	68	3	ranking	ranking	NOUN
ajst-32551	68	4	of	of	ADP
ajst-32551	68	5	supply	supply	NOUN
ajst-32551	68	6	chain	chain	NOUN
ajst-32551	68	7	risk	risk	NOUN
ajst-32551	68	8	factors	factor	NOUN
ajst-32551	68	9	based	base	VERB
ajst-32551	68	10	on	on	ADP
ajst-32551	68	11	random	random	ADJ
ajst-32551	68	12	forest	forest	NOUN
ajst-32551	68	13	algorithm	algorithm	NOUN
ajst-32551	68	14	3.3	3.3	NUM
ajst-32551	68	15	optimization	optimization	NOUN
ajst-32551	68	16	of	of	ADP
ajst-32551	68	17	risk	risk	NOUN
ajst-32551	68	18	management	management	NOUN
ajst-32551	68	19	strategies	strategy	NOUN
ajst-32551	68	20	to	to	PART
ajst-32551	68	21	further	far	ADV
ajst-32551	68	22	verify	verify	VERB
ajst-32551	68	23	the	the	DET
ajst-32551	68	24	practical	practical	ADJ
ajst-32551	68	25	application	application	NOUN
ajst-32551	68	26	of	of	ADP
ajst-32551	68	27	our	our	PRON
ajst-32551	68	28	proposed	propose	VERB
ajst-32551	68	29	model	model	NOUN
ajst-32551	68	30	,	,	PUNCT
ajst-32551	68	31	we	we	PRON
ajst-32551	68	32	also	also	ADV
ajst-32551	68	33	conducted	conduct	VERB
ajst-32551	68	34	risk	risk	NOUN
ajst-32551	68	35	optimization	optimization	NOUN
ajst-32551	68	36	analyses	analysis	NOUN
ajst-32551	68	37	under	under	ADP
ajst-32551	68	38	different	different	ADJ
ajst-32551	68	39	supply	supply	NOUN
ajst-32551	68	40	chain	chain	NOUN
ajst-32551	68	41	management	management	NOUN
ajst-32551	68	42	strategies	strategy	NOUN
ajst-32551	68	43	.	.	PUNCT
ajst-32551	69	1	based	base	VERB
ajst-32551	69	2	on	on	ADP
ajst-32551	69	3	the	the	DET
ajst-32551	69	4	results	result	NOUN
ajst-32551	69	5	from	from	ADP
ajst-32551	69	6	rf	rf	ADJ
ajst-32551	69	7	and	and	CCONJ
ajst-32551	69	8	sem	sem	NOUN
ajst-32551	69	9	analyses	analysis	NOUN
ajst-32551	69	10	,	,	PUNCT
ajst-32551	69	11	we	we	PRON
ajst-32551	69	12	designed	design	VERB
ajst-32551	69	13	several	several	ADJ
ajst-32551	69	14	risk	risk	NOUN
ajst-32551	69	15	management	management	NOUN
ajst-32551	69	16	strategies	strategy	NOUN
ajst-32551	69	17	,	,	PUNCT
ajst-32551	69	18	focusing	focus	VERB
ajst-32551	69	19	on	on	ADP
ajst-32551	69	20	supplier	supplier	NOUN
ajst-32551	69	21	risk	risk	NOUN
ajst-32551	69	22	,	,	PUNCT
ajst-32551	69	23	transportation	transportation	NOUN
ajst-32551	69	24	risk	risk	NOUN
ajst-32551	69	25	,	,	PUNCT
ajst-32551	69	26	demand	demand	NOUN
ajst-32551	69	27	forecasting	forecasting	NOUN
ajst-32551	69	28	risk	risk	NOUN
ajst-32551	69	29	,	,	PUNCT
ajst-32551	69	30	and	and	CCONJ
ajst-32551	69	31	market	market	NOUN
ajst-32551	69	32	risk	risk	NOUN
ajst-32551	69	33	.	.	PUNCT
ajst-32551	70	1	table	table	NOUN
ajst-32551	70	2	3	3	NUM
ajst-32551	70	3	presents	present	VERB
ajst-32551	70	4	the	the	DET
ajst-32551	70	5	optimized	optimize	VERB
ajst-32551	70	6	supply	supply	NOUN
ajst-32551	70	7	chain	chain	NOUN
ajst-32551	70	8	performance	performance	NOUN
ajst-32551	70	9	metrics	metric	NOUN
ajst-32551	70	10	under	under	ADP
ajst-32551	70	11	different	different	ADJ
ajst-32551	70	12	strategies	strategy	NOUN
ajst-32551	70	13	.	.	PUNCT
ajst-32551	71	1	from	from	ADP
ajst-32551	71	2	table	table	NOUN
ajst-32551	71	3	3	3	NUM
ajst-32551	71	4	,	,	PUNCT
ajst-32551	71	5	it	it	PRON
ajst-32551	71	6	is	be	AUX
ajst-32551	71	7	evident	evident	ADJ
ajst-32551	71	8	that	that	SCONJ
ajst-32551	71	9	the	the	DET
ajst-32551	71	10	optimization	optimization	NOUN
ajst-32551	71	11	strategies	strategy	NOUN
ajst-32551	71	12	targeting	target	VERB
ajst-32551	71	13	different	different	ADJ
ajst-32551	71	14	risk	risk	NOUN
ajst-32551	71	15	factors	factor	NOUN
ajst-32551	71	16	bring	bring	VERB
ajst-32551	71	17	various	various	ADJ
ajst-32551	71	18	degrees	degree	NOUN
ajst-32551	71	19	of	of	ADP
ajst-32551	71	20	improvement	improvement	NOUN
ajst-32551	71	21	in	in	ADP
ajst-32551	71	22	cost	cost	NOUN
ajst-32551	71	23	reduction	reduction	NOUN
ajst-32551	71	24	,	,	PUNCT
ajst-32551	71	25	supply	supply	NOUN
ajst-32551	71	26	chain	chain	NOUN
ajst-32551	71	27	response	response	NOUN
ajst-32551	71	28	time	time	NOUN
ajst-32551	71	29	,	,	PUNCT
ajst-32551	71	30	and	and	CCONJ
ajst-32551	71	31	overall	overall	ADJ
ajst-32551	71	32	operational	operational	ADJ
ajst-32551	71	33	efficiency	efficiency	NOUN
ajst-32551	71	34	.	.	PUNCT
ajst-32551	72	1	the	the	DET
ajst-32551	72	2	comprehensive	comprehensive	ADJ
ajst-32551	72	3	optimization	optimization	NOUN
ajst-32551	72	4	strategy	strategy	NOUN
ajst-32551	72	5	,	,	PUNCT
ajst-32551	72	6	which	which	PRON
ajst-32551	72	7	combines	combine	VERB
ajst-32551	72	8	all	all	DET
ajst-32551	72	9	key	key	ADJ
ajst-32551	72	10	risk	risk	NOUN
ajst-32551	72	11	management	management	NOUN
ajst-32551	72	12	100	100	NUM
ajst-32551	72	13	measures	measure	NOUN
ajst-32551	72	14	,	,	PUNCT
ajst-32551	72	15	reduces	reduce	VERB
ajst-32551	72	16	costs	cost	NOUN
ajst-32551	72	17	by	by	ADP
ajst-32551	72	18	15.8	15.8	NUM
ajst-32551	72	19	%	%	NOUN
ajst-32551	72	20	,	,	PUNCT
ajst-32551	72	21	shortens	shorten	VERB
ajst-32551	72	22	response	response	NOUN
ajst-32551	72	23	time	time	NOUN
ajst-32551	72	24	to	to	ADP
ajst-32551	72	25	5	5	NUM
ajst-32551	72	26	days	day	NOUN
ajst-32551	72	27	,	,	PUNCT
ajst-32551	72	28	and	and	CCONJ
ajst-32551	72	29	improves	improve	VERB
ajst-32551	72	30	operational	operational	ADJ
ajst-32551	72	31	efficiency	efficiency	NOUN
ajst-32551	72	32	by	by	ADP
ajst-32551	72	33	10.2	10.2	NUM
ajst-32551	72	34	%	%	NOUN
ajst-32551	72	35	.	.	PUNCT
ajst-32551	73	1	in	in	ADP
ajst-32551	73	2	contrast	contrast	NOUN
ajst-32551	73	3	,	,	PUNCT
ajst-32551	73	4	single	single	ADJ
ajst-32551	73	5	-	-	PUNCT
ajst-32551	73	6	risk	risk	NOUN
ajst-32551	73	7	optimizations	optimization	NOUN
ajst-32551	73	8	,	,	PUNCT
ajst-32551	73	9	while	while	SCONJ
ajst-32551	73	10	providing	provide	VERB
ajst-32551	73	11	some	some	DET
ajst-32551	73	12	improvement	improvement	NOUN
ajst-32551	73	13	,	,	PUNCT
ajst-32551	73	14	are	be	AUX
ajst-32551	73	15	not	not	PART
ajst-32551	73	16	as	as	ADV
ajst-32551	73	17	effective	effective	ADJ
ajst-32551	73	18	as	as	ADP
ajst-32551	73	19	the	the	DET
ajst-32551	73	20	comprehensive	comprehensive	ADJ
ajst-32551	73	21	strategy	strategy	NOUN
ajst-32551	73	22	.	.	PUNCT
ajst-32551	74	1	table	table	NOUN
ajst-32551	74	2	3	3	NUM
ajst-32551	74	3	.	.	X
ajst-32551	74	4	supply	supply	NOUN
ajst-32551	74	5	chain	chain	NOUN
ajst-32551	74	6	performance	performance	NOUN
ajst-32551	74	7	comparison	comparison	NOUN
ajst-32551	74	8	under	under	ADP
ajst-32551	74	9	different	different	ADJ
ajst-32551	74	10	risk	risk	NOUN
ajst-32551	74	11	management	management	NOUN
ajst-32551	74	12	strategies	strategy	NOUN
ajst-32551	74	13	risk	risk	NOUN
ajst-32551	74	14	management	management	NOUN
ajst-32551	74	15	strategy	strategy	NOUN
ajst-32551	74	16	cost	cost	NOUN
ajst-32551	74	17	reduction	reduction	NOUN
ajst-32551	74	18	(	(	PUNCT
ajst-32551	74	19	%	%	INTJ
ajst-32551	74	20	)	)	PUNCT
ajst-32551	74	21	supply	supply	NOUN
ajst-32551	74	22	chain	chain	NOUN
ajst-32551	74	23	response	response	NOUN
ajst-32551	74	24	time	time	NOUN
ajst-32551	74	25	(	(	PUNCT
ajst-32551	74	26	days	day	NOUN
ajst-32551	74	27	)	)	PUNCT
ajst-32551	74	28	overall	overall	ADJ
ajst-32551	74	29	operational	operational	ADJ
ajst-32551	74	30	efficiency	efficiency	NOUN
ajst-32551	74	31	improvement	improvement	NOUN
ajst-32551	74	32	(	(	PUNCT
ajst-32551	74	33	%	%	INTJ
ajst-32551	74	34	)	)	PUNCT
ajst-32551	75	1	no	no	DET
ajst-32551	75	2	risk	risk	NOUN
ajst-32551	75	3	management	management	NOUN
ajst-32551	75	4	(	(	PUNCT
ajst-32551	75	5	baseline	baseline	PROPN
ajst-32551	75	6	)	)	PUNCT
ajst-32551	75	7	0	0	NUM
ajst-32551	75	8	10	10	NUM
ajst-32551	75	9	0	0	NUM
ajst-32551	75	10	supplier	supplier	NOUN
ajst-32551	75	11	risk	risk	NOUN
ajst-32551	75	12	optimization	optimization	NOUN
ajst-32551	75	13	12.5	12.5	NUM
ajst-32551	75	14	8	8	NUM
ajst-32551	75	15	7.2	7.2	NUM
ajst-32551	75	16	transportation	transportation	NOUN
ajst-32551	75	17	timeliness	timeliness	NOUN
ajst-32551	75	18	optimization	optimization	NOUN
ajst-32551	75	19	8.0	8.0	NUM
ajst-32551	75	20	7	7	NUM
ajst-32551	75	21	5.5	5.5	NUM
ajst-32551	75	22	demand	demand	NOUN
ajst-32551	75	23	fluctuation	fluctuation	NOUN
ajst-32551	75	24	forecast	forecast	NOUN
ajst-32551	75	25	optimization	optimization	NOUN
ajst-32551	75	26	10.3	10.3	NUM
ajst-32551	75	27	6	6	NUM
ajst-32551	75	28	6.0	6.0	NUM
ajst-32551	75	29	comprehensive	comprehensive	ADJ
ajst-32551	75	30	optimization	optimization	NOUN
ajst-32551	75	31	(	(	PUNCT
ajst-32551	75	32	all	all	DET
ajst-32551	75	33	strategies	strategy	NOUN
ajst-32551	75	34	)	)	PUNCT
ajst-32551	75	35	15.8	15.8	NUM
ajst-32551	75	36	5	5	NUM
ajst-32551	75	37	10.2	10.2	NUM
ajst-32551	75	38	4	4	NUM
ajst-32551	75	39	.	.	PUNCT
ajst-32551	75	40	conclusion	conclusion	NOUN
ajst-32551	75	41	in	in	ADP
ajst-32551	75	42	this	this	DET
ajst-32551	75	43	paper	paper	NOUN
ajst-32551	75	44	,	,	PUNCT
ajst-32551	75	45	we	we	PRON
ajst-32551	75	46	addressed	address	VERB
ajst-32551	75	47	the	the	DET
ajst-32551	75	48	issue	issue	NOUN
ajst-32551	75	49	of	of	ADP
ajst-32551	75	50	supply	supply	NOUN
ajst-32551	75	51	chain	chain	NOUN
ajst-32551	75	52	risk	risk	NOUN
ajst-32551	75	53	prediction	prediction	NOUN
ajst-32551	75	54	and	and	CCONJ
ajst-32551	75	55	management	management	NOUN
ajst-32551	75	56	by	by	ADP
ajst-32551	75	57	proposing	propose	VERB
ajst-32551	75	58	an	an	DET
ajst-32551	75	59	integrated	integrated	ADJ
ajst-32551	75	60	risk	risk	NOUN
ajst-32551	75	61	prediction	prediction	NOUN
ajst-32551	75	62	framework	framework	NOUN
ajst-32551	75	63	combining	combine	VERB
ajst-32551	75	64	structural	structural	ADJ
ajst-32551	75	65	equation	equation	NOUN
ajst-32551	75	66	modeling	modeling	NOUN
ajst-32551	75	67	(	(	PUNCT
ajst-32551	75	68	sem	sem	NOUN
ajst-32551	75	69	)	)	PUNCT
ajst-32551	75	70	and	and	CCONJ
ajst-32551	75	71	random	random	ADJ
ajst-32551	75	72	forest	forest	NOUN
ajst-32551	75	73	(	(	PUNCT
ajst-32551	75	74	rf	rf	NOUN
ajst-32551	75	75	)	)	PUNCT
ajst-32551	75	76	algorithms	algorithm	NOUN
ajst-32551	75	77	.	.	PUNCT
ajst-32551	76	1	as	as	SCONJ
ajst-32551	76	2	globalization	globalization	NOUN
ajst-32551	76	3	and	and	CCONJ
ajst-32551	76	4	market	market	NOUN
ajst-32551	76	5	uncertainties	uncertainty	NOUN
ajst-32551	76	6	continue	continue	VERB
ajst-32551	76	7	to	to	PART
ajst-32551	76	8	escalate	escalate	VERB
ajst-32551	76	9	,	,	PUNCT
ajst-32551	76	10	traditional	traditional	ADJ
ajst-32551	76	11	supply	supply	NOUN
ajst-32551	76	12	chain	chain	NOUN
ajst-32551	76	13	risk	risk	NOUN
ajst-32551	76	14	management	management	NOUN
ajst-32551	76	15	methods	method	NOUN
ajst-32551	76	16	are	be	AUX
ajst-32551	76	17	proving	prove	VERB
ajst-32551	76	18	inadequate	inadequate	ADJ
ajst-32551	76	19	in	in	ADP
ajst-32551	76	20	dealing	deal	VERB
ajst-32551	76	21	with	with	ADP
ajst-32551	76	22	the	the	DET
ajst-32551	76	23	complex	complex	ADJ
ajst-32551	76	24	and	and	CCONJ
ajst-32551	76	25	dynamic	dynamic	ADJ
ajst-32551	76	26	risks	risk	NOUN
ajst-32551	76	27	.	.	PUNCT
ajst-32551	77	1	by	by	ADP
ajst-32551	77	2	introducing	introduce	VERB
ajst-32551	77	3	sem	sem	NOUN
ajst-32551	77	4	to	to	PART
ajst-32551	77	5	analyze	analyze	VERB
ajst-32551	77	6	the	the	DET
ajst-32551	77	7	causal	causal	ADJ
ajst-32551	77	8	relationships	relationship	NOUN
ajst-32551	77	9	between	between	ADP
ajst-32551	77	10	supply	supply	NOUN
ajst-32551	77	11	chain	chain	NOUN
ajst-32551	77	12	risk	risk	NOUN
ajst-32551	77	13	factors	factor	NOUN
ajst-32551	77	14	and	and	CCONJ
ajst-32551	77	15	integrating	integrate	VERB
ajst-32551	77	16	it	it	PRON
ajst-32551	77	17	with	with	ADP
ajst-32551	77	18	rf	rf	PRON
ajst-32551	77	19	to	to	PART
ajst-32551	77	20	predict	predict	VERB
ajst-32551	77	21	various	various	ADJ
ajst-32551	77	22	risk	risk	NOUN
ajst-32551	77	23	categories	category	NOUN
ajst-32551	77	24	,	,	PUNCT
ajst-32551	77	25	we	we	PRON
ajst-32551	77	26	developed	develop	VERB
ajst-32551	77	27	an	an	DET
ajst-32551	77	28	efficient	efficient	ADJ
ajst-32551	77	29	risk	risk	NOUN
ajst-32551	77	30	management	management	NOUN
ajst-32551	77	31	tool	tool	NOUN
ajst-32551	77	32	.	.	PUNCT
ajst-32551	78	1	through	through	ADP
ajst-32551	78	2	extensive	extensive	ADJ
ajst-32551	78	3	empirical	empirical	ADJ
ajst-32551	78	4	analysis	analysis	NOUN
ajst-32551	78	5	and	and	CCONJ
ajst-32551	78	6	data	datum	NOUN
ajst-32551	78	7	validation	validation	NOUN
ajst-32551	78	8	,	,	PUNCT
ajst-32551	78	9	we	we	PRON
ajst-32551	78	10	drew	draw	VERB
ajst-32551	78	11	the	the	DET
ajst-32551	78	12	following	following	ADJ
ajst-32551	78	13	key	key	ADJ
ajst-32551	78	14	conclusions	conclusion	NOUN
ajst-32551	78	15	:	:	PUNCT
ajst-32551	78	16	first	first	ADV
ajst-32551	78	17	,	,	PUNCT
ajst-32551	78	18	combining	combine	VERB
ajst-32551	78	19	sem	sem	NOUN
ajst-32551	78	20	and	and	CCONJ
ajst-32551	78	21	rf	rf	PRON
ajst-32551	78	22	significantly	significantly	ADV
ajst-32551	78	23	improves	improve	VERB
ajst-32551	78	24	supply	supply	NOUN
ajst-32551	78	25	chain	chain	NOUN
ajst-32551	78	26	risk	risk	NOUN
ajst-32551	78	27	prediction	prediction	NOUN
ajst-32551	78	28	accuracy	accuracy	NOUN
ajst-32551	78	29	,	,	PUNCT
ajst-32551	78	30	especially	especially	ADV
ajst-32551	78	31	in	in	ADP
ajst-32551	78	32	predicting	predict	VERB
ajst-32551	78	33	key	key	ADJ
ajst-32551	78	34	risk	risk	NOUN
ajst-32551	78	35	factors	factor	NOUN
ajst-32551	78	36	such	such	ADJ
ajst-32551	78	37	as	as	ADP
ajst-32551	78	38	supplier	supplier	NOUN
ajst-32551	78	39	risk	risk	NOUN
ajst-32551	78	40	,	,	PUNCT
ajst-32551	78	41	transportation	transportation	NOUN
ajst-32551	78	42	timeliness	timeliness	NOUN
ajst-32551	78	43	,	,	PUNCT
ajst-32551	78	44	and	and	CCONJ
ajst-32551	78	45	demand	demand	NOUN
ajst-32551	78	46	fluctuations	fluctuation	NOUN
ajst-32551	78	47	.	.	PUNCT
ajst-32551	79	1	specifically	specifically	ADV
ajst-32551	79	2	,	,	PUNCT
ajst-32551	79	3	the	the	DET
ajst-32551	79	4	integrated	integrate	VERB
ajst-32551	79	5	model	model	NOUN
ajst-32551	79	6	performed	perform	VERB
ajst-32551	79	7	excellently	excellently	ADV
ajst-32551	79	8	in	in	ADP
ajst-32551	79	9	accuracy	accuracy	NOUN
ajst-32551	79	10	,	,	PUNCT
ajst-32551	79	11	recall	recall	NOUN
ajst-32551	79	12	,	,	PUNCT
ajst-32551	79	13	f1	f1	NOUN
ajst-32551	79	14	score	score	NOUN
ajst-32551	79	15	,	,	PUNCT
ajst-32551	79	16	and	and	CCONJ
ajst-32551	79	17	auc	auc	NOUN
ajst-32551	79	18	,	,	PUNCT
ajst-32551	79	19	far	far	ADV
ajst-32551	79	20	outperforming	outperform	VERB
ajst-32551	79	21	the	the	DET
ajst-32551	79	22	use	use	NOUN
ajst-32551	79	23	of	of	ADP
ajst-32551	79	24	sem	sem	NOUN
ajst-32551	79	25	or	or	CCONJ
ajst-32551	79	26	rf	rf	NOUN
ajst-32551	79	27	alone	alone	ADV
ajst-32551	79	28	.	.	PUNCT
ajst-32551	80	1	this	this	PRON
ajst-32551	80	2	validates	validate	VERB
ajst-32551	80	3	the	the	DET
ajst-32551	80	4	feasibility	feasibility	NOUN
ajst-32551	80	5	and	and	CCONJ
ajst-32551	80	6	effectiveness	effectiveness	NOUN
ajst-32551	80	7	of	of	ADP
ajst-32551	80	8	this	this	DET
ajst-32551	80	9	integrated	integrate	VERB
ajst-32551	80	10	framework	framework	NOUN
ajst-32551	80	11	in	in	ADP
ajst-32551	80	12	practical	practical	ADJ
ajst-32551	80	13	supply	supply	NOUN
ajst-32551	80	14	chain	chain	NOUN
ajst-32551	80	15	management	management	NOUN
ajst-32551	80	16	.	.	PUNCT
ajst-32551	81	1	second	second	ADJ
ajst-32551	81	2	,	,	PUNCT
ajst-32551	81	3	through	through	ADP
ajst-32551	81	4	feature	feature	NOUN
ajst-32551	81	5	importance	importance	NOUN
ajst-32551	81	6	analysis	analysis	NOUN
ajst-32551	81	7	with	with	ADP
ajst-32551	81	8	random	random	ADJ
ajst-32551	81	9	forest	forest	NOUN
ajst-32551	81	10	,	,	PUNCT
ajst-32551	81	11	we	we	PRON
ajst-32551	81	12	identified	identify	VERB
ajst-32551	81	13	the	the	DET
ajst-32551	81	14	most	most	ADV
ajst-32551	81	15	critical	critical	ADJ
ajst-32551	81	16	risk	risk	NOUN
ajst-32551	81	17	factors	factor	NOUN
ajst-32551	81	18	in	in	ADP
ajst-32551	81	19	the	the	DET
ajst-32551	81	20	supply	supply	NOUN
ajst-32551	81	21	chain	chain	NOUN
ajst-32551	81	22	,	,	PUNCT
ajst-32551	81	23	providing	provide	VERB
ajst-32551	81	24	scientific	scientific	ADJ
ajst-32551	81	25	data	datum	NOUN
ajst-32551	81	26	support	support	NOUN
ajst-32551	81	27	for	for	ADP
ajst-32551	81	28	supply	supply	NOUN
ajst-32551	81	29	chain	chain	NOUN
ajst-32551	81	30	managers	manager	NOUN
ajst-32551	81	31	to	to	PART
ajst-32551	81	32	develop	develop	VERB
ajst-32551	81	33	more	more	ADV
ajst-32551	81	34	precise	precise	ADJ
ajst-32551	81	35	risk	risk	NOUN
ajst-32551	81	36	response	response	NOUN
ajst-32551	81	37	strategies	strategy	NOUN
ajst-32551	81	38	.	.	PUNCT
ajst-32551	82	1	finally	finally	ADV
ajst-32551	82	2	,	,	PUNCT
ajst-32551	82	3	through	through	ADP
ajst-32551	82	4	optimization	optimization	NOUN
ajst-32551	82	5	experiments	experiment	NOUN
ajst-32551	82	6	of	of	ADP
ajst-32551	82	7	different	different	ADJ
ajst-32551	82	8	risk	risk	NOUN
ajst-32551	82	9	management	management	NOUN
ajst-32551	82	10	strategies	strategy	NOUN
ajst-32551	82	11	,	,	PUNCT
ajst-32551	82	12	we	we	PRON
ajst-32551	82	13	demonstrated	demonstrate	VERB
ajst-32551	82	14	that	that	SCONJ
ajst-32551	82	15	the	the	DET
ajst-32551	82	16	integrated	integrate	VERB
ajst-32551	82	17	risk	risk	NOUN
ajst-32551	82	18	management	management	NOUN
ajst-32551	82	19	framework	framework	NOUN
ajst-32551	82	20	could	could	AUX
ajst-32551	82	21	effectively	effectively	ADV
ajst-32551	82	22	improve	improve	VERB
ajst-32551	82	23	supply	supply	NOUN
ajst-32551	82	24	chain	chain	NOUN
ajst-32551	82	25	performance	performance	NOUN
ajst-32551	82	26	,	,	PUNCT
ajst-32551	82	27	reduce	reduce	VERB
ajst-32551	82	28	costs	cost	NOUN
ajst-32551	82	29	,	,	PUNCT
ajst-32551	82	30	and	and	CCONJ
ajst-32551	82	31	shorten	shorten	VERB
ajst-32551	82	32	response	response	NOUN
ajst-32551	82	33	time	time	NOUN
ajst-32551	82	34	,	,	PUNCT
ajst-32551	82	35	showing	show	VERB
ajst-32551	82	36	significant	significant	ADJ
ajst-32551	82	37	practical	practical	ADJ
ajst-32551	82	38	value	value	NOUN
ajst-32551	82	39	.	.	PUNCT
ajst-32551	83	1	however	however	ADV
ajst-32551	83	2	,	,	PUNCT
ajst-32551	83	3	this	this	DET
ajst-32551	83	4	study	study	NOUN
ajst-32551	83	5	has	have	VERB
ajst-32551	83	6	certain	certain	ADJ
ajst-32551	83	7	limitations	limitation	NOUN
ajst-32551	83	8	.	.	PUNCT
ajst-32551	84	1	for	for	ADP
ajst-32551	84	2	instance	instance	NOUN
ajst-32551	84	3	,	,	PUNCT
ajst-32551	84	4	the	the	DET
ajst-32551	84	5	model	model	NOUN
ajst-32551	84	6	's	's	PART
ajst-32551	84	7	applicability	applicability	NOUN
ajst-32551	84	8	needs	need	VERB
ajst-32551	84	9	further	further	ADJ
ajst-32551	84	10	validation	validation	NOUN
ajst-32551	84	11	,	,	PUNCT
ajst-32551	84	12	and	and	CCONJ
ajst-32551	84	13	in	in	ADP
ajst-32551	84	14	the	the	DET
ajst-32551	84	15	face	face	NOUN
ajst-32551	84	16	of	of	ADP
ajst-32551	84	17	more	more	ADV
ajst-32551	84	18	complex	complex	ADJ
ajst-32551	84	19	supply	supply	NOUN
ajst-32551	84	20	chain	chain	NOUN
ajst-32551	84	21	environments	environment	NOUN
ajst-32551	84	22	,	,	PUNCT
ajst-32551	84	23	additional	additional	ADJ
ajst-32551	84	24	risk	risk	NOUN
ajst-32551	84	25	factors	factor	NOUN
ajst-32551	84	26	and	and	CCONJ
ajst-32551	84	27	more	more	ADV
ajst-32551	84	28	sophisticated	sophisticated	ADJ
ajst-32551	84	29	data	datum	NOUN
ajst-32551	84	30	analysis	analysis	NOUN
ajst-32551	84	31	methods	method	NOUN
ajst-32551	84	32	may	may	AUX
ajst-32551	84	33	be	be	AUX
ajst-32551	84	34	required	require	VERB
ajst-32551	84	35	.	.	PUNCT
ajst-32551	85	1	therefore	therefore	ADV
ajst-32551	85	2	,	,	PUNCT
ajst-32551	85	3	future	future	ADJ
ajst-32551	85	4	research	research	NOUN
ajst-32551	85	5	could	could	AUX
ajst-32551	85	6	expand	expand	VERB
ajst-32551	85	7	the	the	DET
ajst-32551	85	8	model	model	NOUN
ajst-32551	85	9	's	's	PART
ajst-32551	85	10	applicability	applicability	NOUN
ajst-32551	85	11	by	by	ADP
ajst-32551	85	12	incorporating	incorporate	VERB
ajst-32551	85	13	more	more	ADJ
ajst-32551	85	14	risk	risk	NOUN
ajst-32551	85	15	management	management	NOUN
ajst-32551	85	16	techniques	technique	NOUN
ajst-32551	85	17	,	,	PUNCT
ajst-32551	85	18	such	such	ADJ
ajst-32551	85	19	as	as	ADP
ajst-32551	85	20	artificial	artificial	ADJ
ajst-32551	85	21	intelligence	intelligence	NOUN
ajst-32551	85	22	and	and	CCONJ
ajst-32551	85	23	deep	deep	ADJ
ajst-32551	85	24	learning	learning	NOUN
ajst-32551	85	25	algorithms	algorithm	NOUN
ajst-32551	85	26	,	,	PUNCT
ajst-32551	85	27	to	to	PART
ajst-32551	85	28	enhance	enhance	VERB
ajst-32551	85	29	the	the	DET
ajst-32551	85	30	model	model	NOUN
ajst-32551	85	31	's	's	PART
ajst-32551	85	32	adaptability	adaptability	NOUN
ajst-32551	85	33	in	in	ADP
ajst-32551	85	34	dynamic	dynamic	ADJ
ajst-32551	85	35	and	and	CCONJ
ajst-32551	85	36	complex	complex	ADJ
ajst-32551	85	37	environments	environment	NOUN
ajst-32551	85	38	.	.	PUNCT
ajst-32551	86	1	furthermore	furthermore	ADV
ajst-32551	86	2	,	,	PUNCT
ajst-32551	86	3	applying	apply	VERB
ajst-32551	86	4	this	this	DET
ajst-32551	86	5	framework	framework	NOUN
ajst-32551	86	6	to	to	ADP
ajst-32551	86	7	businesses	business	NOUN
ajst-32551	86	8	of	of	ADP
ajst-32551	86	9	different	different	ADJ
ajst-32551	86	10	scales	scale	NOUN
ajst-32551	86	11	and	and	CCONJ
ajst-32551	86	12	industries	industry	NOUN
ajst-32551	86	13	for	for	ADP
ajst-32551	86	14	extensive	extensive	ADJ
ajst-32551	86	15	empirical	empirical	ADJ
ajst-32551	86	16	verification	verification	NOUN
ajst-32551	86	17	will	will	AUX
ajst-32551	86	18	provide	provide	VERB
ajst-32551	86	19	a	a	DET
ajst-32551	86	20	more	more	ADV
ajst-32551	86	21	solid	solid	ADJ
ajst-32551	86	22	foundation	foundation	NOUN
ajst-32551	86	23	for	for	ADP
ajst-32551	86	24	the	the	DET
ajst-32551	86	25	promotion	promotion	NOUN
ajst-32551	86	26	and	and	CCONJ
ajst-32551	86	27	practice	practice	NOUN
ajst-32551	86	28	of	of	ADP
ajst-32551	86	29	this	this	DET
ajst-32551	86	30	research	research	NOUN
ajst-32551	86	31	.	.	PUNCT
ajst-32551	87	1	as	as	SCONJ
ajst-32551	87	2	technology	technology	NOUN
ajst-32551	87	3	develops	develop	VERB
ajst-32551	87	4	and	and	CCONJ
ajst-32551	87	5	more	more	ADJ
ajst-32551	87	6	data	datum	NOUN
ajst-32551	87	7	accumulates	accumulate	VERB
ajst-32551	87	8	,	,	PUNCT
ajst-32551	87	9	this	this	DET
ajst-32551	87	10	framework	framework	NOUN
ajst-32551	87	11	is	be	AUX
ajst-32551	87	12	expected	expect	VERB
ajst-32551	87	13	to	to	PART
ajst-32551	87	14	be	be	AUX
ajst-32551	87	15	widely	widely	ADV
ajst-32551	87	16	applied	apply	VERB
ajst-32551	87	17	across	across	ADP
ajst-32551	87	18	more	more	ADJ
ajst-32551	87	19	industries	industry	NOUN
ajst-32551	87	20	and	and	CCONJ
ajst-32551	87	21	sectors	sector	NOUN
ajst-32551	87	22	,	,	PUNCT
ajst-32551	87	23	driving	drive	VERB
ajst-32551	87	24	the	the	DET
ajst-32551	87	25	intelligent	intelligent	ADJ
ajst-32551	87	26	and	and	CCONJ
ajst-32551	87	27	refined	refined	ADJ
ajst-32551	87	28	development	development	NOUN
ajst-32551	87	29	of	of	ADP
ajst-32551	87	30	supply	supply	NOUN
ajst-32551	87	31	chain	chain	NOUN
ajst-32551	87	32	management	management	NOUN
ajst-32551	87	33	.	.	PUNCT
ajst-32551	88	1	101	101	NUM
ajst-32551	88	2	references	reference	NOUN
ajst-32551	88	3	[	[	X
ajst-32551	88	4	1	1	NUM
ajst-32551	88	5	]	]	PUNCT
ajst-32551	88	6	gottimukkala	gottimukkala	NOUN
ajst-32551	88	7	,	,	PUNCT
ajst-32551	88	8	s.	s.	PROPN
ajst-32551	88	9	r.	r.	PROPN
ajst-32551	88	10	,	,	PUNCT
ajst-32551	88	11	&	&	CCONJ
ajst-32551	88	12	bhuram	bhuram	PROPN
ajst-32551	88	13	,	,	PUNCT
ajst-32551	88	14	s.	s.	PROPN
ajst-32551	88	15	k.	k.	PROPN
ajst-32551	88	16	(	(	PUNCT
ajst-32551	88	17	2025	2025	NUM
ajst-32551	88	18	)	)	PUNCT
ajst-32551	88	19	.	.	PUNCT
ajst-32551	89	1	prescriptive	prescriptive	ADJ
ajst-32551	89	2	analytics	analytic	NOUN
ajst-32551	89	3	for	for	ADP
ajst-32551	89	4	next	next	ADJ
ajst-32551	89	5	-	-	PUNCT
ajst-32551	89	6	gen	gen	NOUN
ajst-32551	89	7	supply	supply	NOUN
ajst-32551	89	8	chains	chain	NOUN
ajst-32551	89	9	:	:	PUNCT
ajst-32551	89	10	integrating	integrate	VERB
ajst-32551	89	11	causal	causal	NOUN
ajst-32551	89	12	ai	ai	VERB
ajst-32551	89	13	with	with	ADP
ajst-32551	89	14	digital	digital	ADJ
ajst-32551	89	15	twin	twin	ADJ
ajst-32551	89	16	technologies	technology	NOUN
ajst-32551	89	17	.	.	PUNCT
ajst-32551	90	1	ieee	ieee	NOUN
ajst-32551	90	2	transactions	transaction	NOUN
ajst-32551	90	3	on	on	ADP
ajst-32551	90	4	vision	vision	NOUN
ajst-32551	90	5	and	and	CCONJ
ajst-32551	90	6	artificial	artificial	ADJ
ajst-32551	90	7	intelligence	intelligence	NOUN
ajst-32551	90	8	.	.	PUNCT
ajst-32551	91	1	[	[	X
ajst-32551	91	2	link	link	NOUN
ajst-32551	91	3	]	]	X
ajst-32551	92	1	[	[	X
ajst-32551	92	2	2	2	NUM
ajst-32551	92	3	]	]	X
ajst-32551	92	4	ivanov	ivanov	PROPN
ajst-32551	92	5	,	,	PUNCT
ajst-32551	92	6	d.	d.	PROPN
ajst-32551	92	7	,	,	PUNCT
ajst-32551	92	8	&	&	CCONJ
ajst-32551	92	9	dolgui	dolgui	PROPN
ajst-32551	92	10	,	,	PUNCT
ajst-32551	92	11	a.	a.	NOUN
ajst-32551	92	12	(	(	PUNCT
ajst-32551	92	13	2021	2021	NUM
ajst-32551	92	14	)	)	PUNCT
ajst-32551	92	15	.	.	PUNCT
ajst-32551	93	1	a	a	DET
ajst-32551	93	2	digital	digital	ADJ
ajst-32551	93	3	supply	supply	NOUN
ajst-32551	93	4	chain	chain	NOUN
ajst-32551	93	5	twin	twin	NOUN
ajst-32551	93	6	for	for	ADP
ajst-32551	93	7	managing	manage	VERB
ajst-32551	93	8	disruption	disruption	NOUN
ajst-32551	93	9	risks	risk	NOUN
ajst-32551	93	10	and	and	CCONJ
ajst-32551	93	11	resilience	resilience	NOUN
ajst-32551	93	12	in	in	ADP
ajst-32551	93	13	the	the	DET
ajst-32551	93	14	era	era	NOUN
ajst-32551	93	15	of	of	ADP
ajst-32551	93	16	industry	industry	NOUN
ajst-32551	93	17	4.0	4.0	NUM
ajst-32551	93	18	.	.	PUNCT
ajst-32551	94	1	international	international	ADJ
ajst-32551	94	2	journal	journal	PROPN
ajst-32551	94	3	of	of	ADP
ajst-32551	94	4	production	production	NOUN
ajst-32551	94	5	research	research	NOUN
ajst-32551	94	6	,	,	PUNCT
ajst-32551	94	7	59(12	59(12	NUM
ajst-32551	94	8	)	)	PUNCT
ajst-32551	94	9	,	,	PUNCT
ajst-32551	94	10	3791–3803	3791–3803	NUM
ajst-32551	94	11	.	.	PUNCT
ajst-32551	95	1	[	[	X
ajst-32551	95	2	3	3	NUM
ajst-32551	95	3	]	]	X
ajst-32551	95	4	kache	kache	PROPN
ajst-32551	95	5	,	,	PUNCT
ajst-32551	95	6	f.	f.	PROPN
ajst-32551	95	7	,	,	PUNCT
ajst-32551	95	8	&	&	CCONJ
ajst-32551	95	9	seuring	seuring	PROPN
ajst-32551	95	10	,	,	PUNCT
ajst-32551	95	11	s.	s.	PROPN
ajst-32551	95	12	(	(	PUNCT
ajst-32551	95	13	2017	2017	NUM
ajst-32551	95	14	)	)	PUNCT
ajst-32551	95	15	.	.	PUNCT
ajst-32551	96	1	challenges	challenge	NOUN
ajst-32551	96	2	and	and	CCONJ
ajst-32551	96	3	opportunities	opportunity	NOUN
ajst-32551	96	4	of	of	ADP
ajst-32551	96	5	digital	digital	ADJ
ajst-32551	96	6	information	information	NOUN
ajst-32551	96	7	at	at	ADP
ajst-32551	96	8	the	the	DET
ajst-32551	96	9	intersection	intersection	NOUN
ajst-32551	96	10	of	of	ADP
ajst-32551	96	11	big	big	ADJ
ajst-32551	96	12	data	datum	NOUN
ajst-32551	96	13	analytics	analytic	NOUN
ajst-32551	96	14	and	and	CCONJ
ajst-32551	96	15	supply	supply	NOUN
ajst-32551	96	16	chain	chain	NOUN
ajst-32551	96	17	management	management	NOUN
ajst-32551	96	18	.	.	PUNCT
ajst-32551	97	1	international	international	ADJ
ajst-32551	97	2	journal	journal	PROPN
ajst-32551	97	3	of	of	ADP
ajst-32551	97	4	operations	operation	NOUN
ajst-32551	97	5	&	&	CCONJ
ajst-32551	97	6	production	production	NOUN
ajst-32551	97	7	management	management	NOUN
ajst-32551	97	8	,	,	PUNCT
ajst-32551	97	9	37(1	37(1	NUM
ajst-32551	97	10	)	)	PUNCT
ajst-32551	97	11	,	,	PUNCT
ajst-32551	97	12	10–36	10–36	NUM
ajst-32551	97	13	.	.	PUNCT
ajst-32551	98	1	[	[	X
ajst-32551	98	2	4	4	NUM
ajst-32551	98	3	]	]	X
ajst-32551	98	4	prajogo	prajogo	NOUN
ajst-32551	98	5	,	,	PUNCT
ajst-32551	98	6	d.	d.	PROPN
ajst-32551	98	7	,	,	PUNCT
ajst-32551	98	8	oke	oke	PROPN
ajst-32551	98	9	,	,	PUNCT
ajst-32551	98	10	a.	a.	NOUN
ajst-32551	98	11	,	,	PUNCT
ajst-32551	98	12	&	&	CCONJ
ajst-32551	98	13	olhager	olhager	PROPN
ajst-32551	98	14	,	,	PUNCT
ajst-32551	98	15	j.	j.	PROPN
ajst-32551	98	16	(	(	PUNCT
ajst-32551	98	17	2018	2018	NUM
ajst-32551	98	18	)	)	PUNCT
ajst-32551	98	19	.	.	PUNCT
ajst-32551	99	1	supply	supply	NOUN
ajst-32551	99	2	chain	chain	NOUN
ajst-32551	99	3	processes	process	NOUN
ajst-32551	99	4	:	:	PUNCT
ajst-32551	99	5	linking	link	VERB
ajst-32551	99	6	supply	supply	NOUN
ajst-32551	99	7	logistics	logistic	NOUN
ajst-32551	99	8	integration	integration	NOUN
ajst-32551	99	9	,	,	PUNCT
ajst-32551	99	10	supply	supply	NOUN
ajst-32551	99	11	performance	performance	NOUN
ajst-32551	99	12	,	,	PUNCT
ajst-32551	99	13	lean	lean	ADJ
ajst-32551	99	14	processes	process	NOUN
ajst-32551	99	15	,	,	PUNCT
ajst-32551	99	16	and	and	CCONJ
ajst-32551	99	17	firm	firm	ADJ
ajst-32551	99	18	performance	performance	NOUN
ajst-32551	99	19	.	.	PUNCT
ajst-32551	100	1	international	international	ADJ
ajst-32551	100	2	journal	journal	PROPN
ajst-32551	100	3	of	of	ADP
ajst-32551	100	4	operations	operation	NOUN
ajst-32551	100	5	&	&	CCONJ
ajst-32551	100	6	production	production	NOUN
ajst-32551	100	7	management	management	NOUN
ajst-32551	100	8	,	,	PUNCT
ajst-32551	100	9	38(9	38(9	NOUN
ajst-32551	100	10	)	)	PUNCT
ajst-32551	100	11	,	,	PUNCT
ajst-32551	100	12	1887–1907	1887–1907	NUM
ajst-32551	100	13	.	.	PUNCT
ajst-32551	101	1	[	[	X
ajst-32551	101	2	5	5	NUM
ajst-32551	101	3	]	]	X
ajst-32551	101	4	chong	chong	PROPN
ajst-32551	101	5	,	,	PUNCT
ajst-32551	101	6	a.	a.	PROPN
ajst-32551	101	7	y.	y.	PROPN
ajst-32551	101	8	l.	l.	PROPN
ajst-32551	101	9	,	,	PUNCT
ajst-32551	101	10	lo	lo	PROPN
ajst-32551	101	11	,	,	PUNCT
ajst-32551	101	12	c.	c.	PROPN
ajst-32551	101	13	k.	k.	PROPN
ajst-32551	101	14	y.	y.	PROPN
ajst-32551	101	15	,	,	PUNCT
ajst-32551	101	16	&	&	CCONJ
ajst-32551	101	17	weng	weng	PROPN
ajst-32551	101	18	,	,	PUNCT
ajst-32551	101	19	x.	x.	NOUN
ajst-32551	101	20	(	(	PUNCT
ajst-32551	101	21	2019	2019	NUM
ajst-32551	101	22	)	)	PUNCT
ajst-32551	101	23	.	.	PUNCT
ajst-32551	102	1	the	the	DET
ajst-32551	102	2	business	business	NOUN
ajst-32551	102	3	value	value	NOUN
ajst-32551	102	4	of	of	ADP
ajst-32551	102	5	it	it	PRON
ajst-32551	102	6	investments	investment	NOUN
ajst-32551	102	7	on	on	ADP
ajst-32551	102	8	supply	supply	NOUN
ajst-32551	102	9	chain	chain	NOUN
ajst-32551	102	10	:	:	PUNCT
ajst-32551	102	11	a	a	DET
ajst-32551	102	12	contingency	contingency	NOUN
ajst-32551	102	13	perspective	perspective	NOUN
ajst-32551	102	14	.	.	PUNCT
ajst-32551	103	1	journal	journal	PROPN
ajst-32551	103	2	of	of	ADP
ajst-32551	103	3	business	business	NOUN
ajst-32551	103	4	research	research	NOUN
ajst-32551	103	5	,	,	PUNCT
ajst-32551	103	6	99	99	NUM
ajst-32551	103	7	,	,	PUNCT
ajst-32551	103	8	326–339	326–339	NUM
ajst-32551	103	9	.	.	PUNCT
ajst-32551	104	1	[	[	X
ajst-32551	104	2	6	6	NUM
ajst-32551	104	3	]	]	X
ajst-32551	104	4	wang	wang	PROPN
ajst-32551	104	5	,	,	PUNCT
ajst-32551	104	6	g.	g.	PROPN
ajst-32551	104	7	,	,	PUNCT
ajst-32551	104	8	gunasekaran	gunasekaran	NOUN
ajst-32551	104	9	,	,	PUNCT
ajst-32551	104	10	a.	a.	NOUN
ajst-32551	104	11	,	,	PUNCT
ajst-32551	104	12	ngai	ngai	PROPN
ajst-32551	104	13	,	,	PUNCT
ajst-32551	104	14	e.	e.	PROPN
ajst-32551	104	15	w.	w.	PROPN
ajst-32551	104	16	t.	t.	PROPN
ajst-32551	104	17	,	,	PUNCT
ajst-32551	104	18	&	&	CCONJ
ajst-32551	104	19	papadopoulos	papadopoulos	PROPN
ajst-32551	104	20	,	,	PUNCT
ajst-32551	104	21	t.	t.	PROPN
ajst-32551	104	22	(	(	PUNCT
ajst-32551	104	23	2020	2020	NUM
ajst-32551	104	24	)	)	PUNCT
ajst-32551	104	25	.	.	PUNCT
ajst-32551	105	1	big	big	ADJ
ajst-32551	105	2	data	data	PROPN
ajst-32551	105	3	analytics	analytic	NOUN
ajst-32551	105	4	in	in	ADP
ajst-32551	105	5	logistics	logistic	NOUN
ajst-32551	105	6	and	and	CCONJ
ajst-32551	105	7	supply	supply	NOUN
ajst-32551	105	8	chain	chain	NOUN
ajst-32551	105	9	management	management	NOUN
ajst-32551	105	10	:	:	PUNCT
ajst-32551	105	11	certain	certain	ADJ
ajst-32551	105	12	investigations	investigation	NOUN
ajst-32551	105	13	for	for	ADP
ajst-32551	105	14	research	research	NOUN
ajst-32551	105	15	and	and	CCONJ
ajst-32551	105	16	applications	application	NOUN
ajst-32551	105	17	.	.	PUNCT
ajst-32551	106	1	international	international	ADJ
ajst-32551	106	2	journal	journal	PROPN
ajst-32551	106	3	of	of	ADP
ajst-32551	106	4	production	production	NOUN
ajst-32551	106	5	economics	economic	NOUN
ajst-32551	106	6	,	,	PUNCT
ajst-32551	106	7	227	227	NUM
ajst-32551	106	8	,	,	PUNCT
ajst-32551	106	9	107617	107617	NUM
ajst-32551	106	10	.	.	PUNCT
ajst-32551	107	1	[	[	X
ajst-32551	107	2	7	7	NUM
ajst-32551	107	3	]	]	X
ajst-32551	107	4	dubey	dubey	PROPN
ajst-32551	107	5	,	,	PUNCT
ajst-32551	107	6	r.	r.	PROPN
ajst-32551	107	7	,	,	PUNCT
ajst-32551	107	8	gunasekaran	gunasekaran	NOUN
ajst-32551	107	9	,	,	PUNCT
ajst-32551	107	10	a.	a.	NOUN
ajst-32551	107	11	,	,	PUNCT
ajst-32551	107	12	childe	childe	PROPN
ajst-32551	107	13	,	,	PUNCT
ajst-32551	107	14	s.	s.	PROPN
ajst-32551	107	15	j.	j.	PROPN
ajst-32551	107	16	,	,	PUNCT
ajst-32551	107	17	roubaud	roubaud	PROPN
ajst-32551	107	18	,	,	PUNCT
ajst-32551	107	19	d.	d.	PROPN
ajst-32551	107	20	,	,	PUNCT
ajst-32551	107	21	&	&	CCONJ
ajst-32551	107	22	fosso	fosso	PROPN
ajst-32551	107	23	wamba	wamba	PROPN
ajst-32551	107	24	,	,	PUNCT
ajst-32551	107	25	s.	s.	PROPN
ajst-32551	107	26	(	(	PUNCT
ajst-32551	107	27	2021	2021	NUM
ajst-32551	107	28	)	)	PUNCT
ajst-32551	107	29	.	.	PUNCT
ajst-32551	108	1	empirical	empirical	ADJ
ajst-32551	108	2	investigation	investigation	NOUN
ajst-32551	108	3	of	of	ADP
ajst-32551	108	4	data	datum	NOUN
ajst-32551	108	5	analytics	analytic	NOUN
ajst-32551	108	6	capability	capability	NOUN
ajst-32551	108	7	and	and	CCONJ
ajst-32551	108	8	organizational	organizational	ADJ
ajst-32551	108	9	flexibility	flexibility	NOUN
ajst-32551	108	10	as	as	ADP
ajst-32551	108	11	complements	complement	NOUN
ajst-32551	108	12	to	to	PART
ajst-32551	108	13	supply	supply	VERB
ajst-32551	108	14	chain	chain	NOUN
ajst-32551	108	15	resilience	resilience	NOUN
ajst-32551	108	16	.	.	PUNCT
ajst-32551	109	1	international	international	ADJ
ajst-32551	109	2	journal	journal	PROPN
ajst-32551	109	3	of	of	ADP
ajst-32551	109	4	production	production	NOUN
ajst-32551	109	5	research	research	NOUN
ajst-32551	109	6	,	,	PUNCT
ajst-32551	109	7	59(1	59(1	NUM
ajst-32551	109	8	)	)	PUNCT
ajst-32551	109	9	,	,	PUNCT
ajst-32551	109	10	110–128	110–128	NUM
ajst-32551	109	11	.	.	PUNCT
ajst-32551	110	1	[	[	X
ajst-32551	110	2	8	8	NUM
ajst-32551	110	3	]	]	SYM
ajst-32551	110	4	riahi	riahi	NOUN
ajst-32551	110	5	,	,	PUNCT
ajst-32551	110	6	y.	y.	PROPN
ajst-32551	110	7	,	,	PUNCT
ajst-32551	110	8	khouja	khouja	NOUN
ajst-32551	110	9	,	,	PUNCT
ajst-32551	110	10	m.	m.	NOUN
ajst-32551	110	11	,	,	PUNCT
ajst-32551	110	12	&	&	CCONJ
ajst-32551	110	13	sivarajah	sivarajah	PROPN
ajst-32551	110	14	,	,	PUNCT
ajst-32551	110	15	u.	u.	NOUN
ajst-32551	110	16	(	(	PUNCT
ajst-32551	110	17	2022	2022	NUM
ajst-32551	110	18	)	)	PUNCT
ajst-32551	110	19	.	.	PUNCT
ajst-32551	111	1	artificial	artificial	ADJ
ajst-32551	111	2	intelligence	intelligence	NOUN
ajst-32551	111	3	applications	application	NOUN
ajst-32551	111	4	in	in	ADP
ajst-32551	111	5	supply	supply	NOUN
ajst-32551	111	6	chain	chain	NOUN
ajst-32551	111	7	:	:	PUNCT
ajst-32551	111	8	a	a	DET
ajst-32551	111	9	systematic	systematic	ADJ
ajst-32551	111	10	review	review	NOUN
ajst-32551	111	11	and	and	CCONJ
ajst-32551	111	12	future	future	ADJ
ajst-32551	111	13	research	research	NOUN
ajst-32551	111	14	directions	direction	NOUN
ajst-32551	111	15	.	.	PUNCT
ajst-32551	112	1	annals	annal	NOUN
ajst-32551	112	2	of	of	ADP
ajst-32551	112	3	operations	operation	NOUN
ajst-32551	112	4	research	research	NOUN
ajst-32551	112	5	,	,	PUNCT
ajst-32551	112	6	319	319	NUM
ajst-32551	112	7	,	,	PUNCT
ajst-32551	112	8	877–934	877–934	NUM
ajst-32551	112	9	.	.	PUNCT
ajst-32551	113	1	[	[	X
ajst-32551	113	2	9	9	NUM
ajst-32551	113	3	]	]	X
ajst-32551	113	4	ivanov	ivanov	PROPN
ajst-32551	113	5	,	,	PUNCT
ajst-32551	113	6	d.	d.	PROPN
ajst-32551	113	7	(	(	PUNCT
ajst-32551	113	8	2023	2023	NUM
ajst-32551	113	9	)	)	PUNCT
ajst-32551	113	10	.	.	PUNCT
ajst-32551	114	1	supply	supply	NOUN
ajst-32551	114	2	chain	chain	NOUN
ajst-32551	114	3	viability	viability	NOUN
ajst-32551	114	4	and	and	CCONJ
ajst-32551	114	5	the	the	DET
ajst-32551	114	6	covid-19	covid-19	PROPN
ajst-32551	114	7	pandemic	pandemic	NOUN
ajst-32551	114	8	:	:	PUNCT
ajst-32551	114	9	a	a	DET
ajst-32551	114	10	conceptual	conceptual	ADJ
ajst-32551	114	11	and	and	CCONJ
ajst-32551	114	12	formal	formal	ADJ
ajst-32551	114	13	generalisation	generalisation	NOUN
ajst-32551	114	14	of	of	ADP
ajst-32551	114	15	four	four	NUM
ajst-32551	114	16	major	major	ADJ
ajst-32551	114	17	adaptation	adaptation	NOUN
ajst-32551	114	18	strategies	strategy	NOUN
ajst-32551	114	19	.	.	PUNCT
ajst-32551	115	1	international	international	ADJ
ajst-32551	115	2	journal	journal	PROPN
ajst-32551	115	3	of	of	ADP
ajst-32551	115	4	production	production	NOUN
ajst-32551	115	5	research	research	NOUN
ajst-32551	115	6	,	,	PUNCT
ajst-32551	115	7	61(5	61(5	NUM
ajst-32551	115	8	)	)	PUNCT
ajst-32551	115	9	,	,	PUNCT
ajst-32551	115	10	1680–1697	1680–1697	NUM
ajst-32551	115	11	.	.	PUNCT